{ "cells": [ { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "from sklearn.model_selection import train_test_split\n", "from sklearn.linear_model import LogisticRegression, LinearRegression\n", "from sklearn.ensemble import RandomForestClassifier, RandomForestRegressor\n", "from sklearn.metrics import accuracy_score, classification_report, mean_squared_error\n", "from sklearn.svm import SVC\n", "from sklearn.utils import class_weight\n", "from sklearn.utils.class_weight import compute_class_weight, compute_sample_weight\n", "from sklearn.preprocessing import StandardScaler\n", "import numpy as np\n", "import seaborn as sns\n", "import joblib\n", "import matplotlib.pyplot as plt\n", "import os\n", "from imblearn.over_sampling import SMOTE" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "When working on this project, we found several intuitive correlations to be incorrect. This may be due to how the DoT reports weather delays, as minor weather delays are part of the NAS delay category and major weather delays for the weather delay category. To correct this, we often create a new column combining these two catagories. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Another problem with the dataset is that it is imbalanced. This means that the number of delays is much smaller than the number of on-time flights. This can lead to a model that is biased towards predicting on-time flights, even though delayed flights would be much more important. Each airport has around a 10% delay rate, so we will need to balance the dataset to get a more accurate model." ] }, { "cell_type": "code", "execution_count": 97, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "ATL.csv: 9.35%\n", "AUS.csv: 9.79%\n", "BNA.csv: 9.92%\n", "BOS.csv: 12.91%\n", "BWI.csv: 11.48%\n", "CLT.csv: 11.90%\n", "DCA.csv: 12.30%\n", "DEN.csv: 11.63%\n", "DFW.csv: 12.47%\n", "DTW.csv: 9.21%\n", "EWR.csv: 13.81%\n", "FLL.csv: 17.39%\n", "IAD.csv: 11.55%\n", "IAH.csv: 10.41%\n", "JFK.csv: 13.73%\n", "LAS.csv: 12.89%\n", "LAX.csv: 8.21%\n", "LGA.csv: 11.46%\n", "MCO.csv: 17.58%\n", "MDW.csv: 12.06%\n", "MIA.csv: 16.46%\n", "MSP.csv: 10.53%\n", "ORD.csv: 12.53%\n", "PHL.csv: 13.34%\n", "PHX.csv: 7.54%\n", "SAN.csv: 9.59%\n", "SEA.csv: 10.37%\n", "SFO.csv: 6.64%\n", "SLC.csv: 8.74%\n", "TPA.csv: 11.37%\n" ] } ], "source": [ "# for every airline, get the corresponding airport data from the cleaned flight data\n", "# and save it in a new csv file\n", "\n", "origins_folder = '../data/origins'\n", "\n", "for origin in os.listdir(origins_folder):\n", "\n", " data_frame = pd.read_csv(os.path.join(origins_folder, origin))\n", " weather_delay_count = ((data_frame['WeatherDelay'] > 0) | (data_frame['NASDelay'] > 0)).sum()\n", " percent_true = (weather_delay_count / len(data_frame)) * 100\n", " \n", " # Print the percent true, formatted to two decimal places\n", " print(f'{origin}: {percent_true:.2f}%')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The two target features that appeared to have the most correlation with our weather data was a boolean value for if the flight was canceled due to weather, and combining the NAS and weather delay columns to create a new column for if the flight was delayed due to weather. We will be using these two target features to train our model." ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "data = pd.read_csv('../data/origins/BOS.csv')\n", "data['WeatherCancellation'] = data['CancellationReason'] == 'Weather'\n", "data.drop(columns=['Time','Origin','Dest','Carrier','Cancelled','CancellationReason','CarrierDelay', 'Sea_Level_Pressure','SecurityDelay',\n", " 'LateAircraftDelay', 'Feels_Like_Temperature', 'Wind_Gust', 'Delayed', 'Ice_Accretion_3hr', 'DepDelayMinutes', 'WeatherDelay', 'NASDelay'], inplace=True)\n", "\n", "columns_order = ['WeatherCancellation', 'Temperature', 'Altimeter_Pressure', 'Visibility', 'Wind_Speed', 'Precipitation']\n", "\n", "data = data[columns_order]\n", "\n", "correlation_matrix = data.corr()\n", "\n", "mask = np.tril(np.ones_like(correlation_matrix, dtype=bool))\n", "\n", "# Plot heatmap\n", "plt.figure(figsize=(6, 4))\n", "sns.heatmap(correlation_matrix, annot=True, cmap='coolwarm', fmt=\".2f\", mask=mask)\n", "plt.title('Weather Cancellation Heatmap')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " precision recall f1-score support\n", "\n", " False 0.99 0.92 0.96 84952\n", " True 0.13 0.70 0.21 1337\n", "\n", " accuracy 0.92 86289\n", " macro avg 0.56 0.81 0.58 86289\n", "weighted avg 0.98 0.92 0.95 86289\n", "\n" ] } ], "source": [ "X = data.drop(columns=['WeatherCancellation'])\n", "y = data['WeatherCancellation']\n", "\n", "# Assuming X is your feature matrix and y is your target vector\n", "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=0)\n", "\n", "# Compute class weights\n", "class_weights = compute_class_weight('balanced', classes=np.unique(y_train), y=y_train)\n", "\n", "# Create and train the model with class weights\n", "model = RandomForestClassifier(class_weight={0: class_weights[0], 1: class_weights[1]})\n", "model.fit(X_train, y_train)\n", "\n", "# Predict on test set\n", "y_pred = model.predict(X_test)\n", "\n", "# Evaluate the model\n", "print(classification_report(y_test, y_pred))" ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " precision recall f1-score support\n", "\n", " False 0.99 0.97 0.98 84952\n", " True 0.22 0.58 0.32 1337\n", "\n", " accuracy 0.96 86289\n", " macro avg 0.61 0.78 0.65 86289\n", "weighted avg 0.98 0.96 0.97 86289\n", "\n" ] } ], "source": [ "X = data.drop(columns=['WeatherCancellation'])\n", "y = data['WeatherCancellation']\n", "\n", "# Assuming X is your feature matrix and y is your target vector\n", "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=0)\n", "\n", "smote = SMOTE(random_state=0)\n", "X_train_resampled, y_train_resampled = smote.fit_resample(X_train, y_train)\n", "\n", "model = RandomForestClassifier()\n", "model.fit(X_train_resampled, y_train_resampled)\n", "\n", "# Predict on test set\n", "y_pred = model.predict(X_test)\n", "\n", "# Evaluate the model\n", "print(classification_report(y_test, y_pred))" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "data = pd.read_csv('../data/origins/BOS.csv')\n", "\n", "data['WeatherOrNasDelay'] = (data['WeatherDelay'] > 0) | (data['NASDelay'] > 0)\n", "\n", "data.drop(columns=['Time','Origin','Dest','Carrier','Cancelled','CancellationReason','CarrierDelay', 'Sea_Level_Pressure','SecurityDelay',\n", " 'LateAircraftDelay', 'Feels_Like_Temperature', 'Wind_Gust', 'Delayed', 'Ice_Accretion_3hr', 'DepDelayMinutes', 'WeatherDelay', 'NASDelay'], inplace=True)\n", "\n", "columns_order = ['WeatherOrNasDelay', 'Temperature', 'Altimeter_Pressure', 'Visibility', 'Wind_Speed', 'Precipitation']\n", "\n", "data = data[columns_order]\n", "\n", "correlation_matrix = data.corr()\n", "\n", "mask = np.tril(np.ones_like(correlation_matrix, dtype=bool))\n", "\n", "# Plot heatmap\n", "plt.figure(figsize=(6, 4))\n", "sns.heatmap(correlation_matrix, annot=True, cmap='coolwarm', fmt=\".2f\", mask=mask)\n", "plt.title('Weather or NAS Delay (Boolean) Heatmap')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " precision recall f1-score support\n", "\n", " False 0.92 0.75 0.83 75045\n", " True 0.26 0.59 0.36 11244\n", "\n", " accuracy 0.73 86289\n", " macro avg 0.59 0.67 0.60 86289\n", "weighted avg 0.84 0.73 0.77 86289\n", "\n" ] } ], "source": [ "X = data.drop(columns=['WeatherOrNasDelay'])\n", "y = data['WeatherOrNasDelay']\n", "\n", "# Assuming X is your feature matrix and y is your target vector\n", "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=0)\n", "\n", "# Compute class weights\n", "class_weights = compute_class_weight('balanced', classes=np.unique(y_train), y=y_train)\n", "\n", "# Create and train the model with class weights\n", "model = RandomForestClassifier(class_weight={0: class_weights[0], 1: class_weights[1]})\n", "model.fit(X_train, y_train)\n", "\n", "# Predict on test set\n", "y_pred = model.predict(X_test)\n", "\n", "# Evaluate the model\n", "print(classification_report(y_test, y_pred))" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " precision recall f1-score support\n", "\n", " False 0.92 0.82 0.87 75045\n", " True 0.30 0.51 0.38 11244\n", "\n", " accuracy 0.78 86289\n", " macro avg 0.61 0.67 0.62 86289\n", "weighted avg 0.84 0.78 0.80 86289\n", "\n" ] } ], "source": [ "X = data.drop(columns=['WeatherOrNasDelay'])\n", "y = data['WeatherOrNasDelay']\n", "\n", "# Assuming X is your feature matrix and y is your target vector\n", "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=0)\n", "\n", "smote = SMOTE(random_state=0)\n", "X_train_resampled, y_train_resampled = smote.fit_resample(X_train, y_train)\n", "\n", "model = RandomForestClassifier()\n", "model.fit(X_train_resampled, y_train_resampled)\n", "\n", "# Predict on test set\n", "y_pred = model.predict(X_test)\n", "\n", "# Evaluate the model\n", "print(classification_report(y_test, y_pred))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Get only the rows where there is a weather or nas delay, and predict the value on that instead.\n", "\n", "Before: rmse: 27.6\n", "After: rmse: 19.4" ] }, { "cell_type": "code", "execution_count": 84, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "data = pd.read_csv('../data/origins/MIA.csv')\n", "\n", "data = data[(data['WeatherDelay'] != 0) & (data['NASDelay'] != 0)]\n", "\n", "data['WeatherDelay'] = data['WeatherDelay'].fillna(0)\n", "data['NASDelay'] = data['NASDelay'].fillna(0)\n", "\n", "data['WeatherAndNasDelay'] = data['WeatherDelay'] + data['NASDelay']\n", "\n", "data.drop(columns=['Time','Origin','Dest','Carrier','Cancelled','CancellationReason','CarrierDelay', 'Sea_Level_Pressure','SecurityDelay',\n", " 'LateAircraftDelay', 'Feels_Like_Temperature', 'Wind_Gust', 'Delayed', 'Ice_Accretion_3hr', 'DepDelayMinutes', 'WeatherDelay', 'NASDelay'], inplace=True)\n", "\n", "columns_order = ['WeatherAndNasDelay', 'Temperature', 'Altimeter_Pressure', 'Visibility', 'Wind_Speed', 'Precipitation']\n", "\n", "data = data[columns_order]\n", "\n", "correlation_matrix = data.corr()\n", "\n", "mask = np.tril(np.ones_like(correlation_matrix, dtype=bool))\n", "\n", "# Plot heatmap\n", "plt.figure(figsize=(6, 4))\n", "sns.heatmap(correlation_matrix, annot=True, cmap='coolwarm', fmt=\".2f\", mask=mask)\n", "plt.title('Weather Plus NAS Delay (Continuous) Heatmap')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 85, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Root Mean Squared Error: 19.403532978849505\n" ] } ], "source": [ "X = data.drop(columns=['WeatherAndNasDelay'])\n", "y = data['WeatherAndNasDelay']\n", "\n", "# Split the data into training and testing sets\n", "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)\n", "\n", "# Initialize the Linear Regression model\n", "model = LinearRegression()\n", "\n", "# Train the model on the training data\n", "model.fit(X_train, y_train)\n", "\n", "# Make predictions on the testing data\n", "predictions = model.predict(X_test)\n", "\n", "# Evaluate the model\n", "mse = mean_squared_error(y_test, predictions)\n", "rmse = np.sqrt(mse)\n", "print(\"Root Mean Squared Error:\", rmse)" ] }, { "cell_type": "code", "execution_count": 86, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\wipar\\AppData\\Roaming\\Python\\Python311\\site-packages\\IPython\\core\\pylabtools.py:152: UserWarning: Creating legend with loc=\"best\" can be slow with large amounts of data.\n", " fig.canvas.print_figure(bytes_io, **kw)\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "X_single = data.drop('WeatherAndNasDelay', axis=1)\n", "X_true = [data['WeatherAndNasDelay']]\n", "X_axis = [data['Precipitation']]\n", "\n", "# Make prediction for the single data point\n", "predicted_value = model.predict(X_single)\n", "\n", "# Plotting\n", "plt.scatter(X_axis, X_true, color='red', label='Historical Values')\n", "plt.scatter(40, 40, color='blue', label='User Value')\n", "plt.xlabel('Precipitation')\n", "plt.ylabel('Weather Related Delay')\n", "plt.title('Single Prediction')\n", "plt.xlim(0, 50)\n", "plt.ylim(0, 200)\n", "plt.legend()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "X = data.drop(columns=['WeatherAndNasDelay'])\n", "y = data['WeatherAndNasDelay']\n", "\n", "# Assuming X is your feature matrix and y is your target vector\n", "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=0)\n", "\n", "# Compute class weights\n", "sample_weights = compute_sample_weight('balanced', y_train)\n", "\n", "# Create and train the model with class weights\n", "model = RandomForestClassifier(class_weight={0: class_weights[0], 1: class_weights[1]})\n", "model.fit(X_train, y_train)\n", "\n", "# Predict on test set\n", "y_pred = model.predict(X_test)\n", "\n", "# Evaluate the model\n", "print(classification_report(y_test, y_pred))" ] }, { "cell_type": "code", "execution_count": 80, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Mean Squared Error: 762.5986470111941\n" ] } ], "source": [ "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)\n", "\n", "# Initialize and train the model\n", "model = RandomForestRegressor()\n", "model.fit(X_train, y_train)\n", "\n", "# Make predictions\n", "predictions = model.predict(X_test)\n", "\n", "# Evaluate the model\n", "mse = mean_squared_error(y_test, predictions)\n", "print(\"Mean Squared Error:\", mse)" ] }, { "cell_type": "code", "execution_count": 93, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# plt.hexbin(y_test, predictions, gridsize=100, cmap='Blues', bins='log')\n", "plt.scatter(y_test, predictions, alpha=0.5)\n", "plt.xlabel(\"Actual Values\")\n", "plt.ylabel(\"Predicted Values\")\n", "plt.xlim(0, 120) # Limit x-axis range\n", "plt.ylim(0, 120) # Limit y-axis range to match\n", "plt.title(\"Actual vs. Predicted Values\")\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "X = data.drop(columns=['WeatherAndNasDelay'])\n", "y = data['WeatherAndNasDelay']\n", "\n", "# Assuming X is your feature matrix and y is your target vector\n", "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=0)\n", "\n", "smote = SMOTE(random_state=0)\n", "X_train_resampled, y_train_resampled = smote.fit_resample(X_train, y_train)\n", "\n", "model = RandomForestClassifier()\n", "model.fit(X_train_resampled, y_train_resampled)\n", "\n", "# Predict on test set\n", "y_pred = model.predict(X_test)\n", "\n", "# Evaluate the model\n", "print(classification_report(y_test, y_pred))" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "data = pd.read_csv('data/weather_cancellation_reason.csv')\n", "data.drop(columns=['Time','Origin','Dest','Carrier','Cancelled','CancellationReason','CarrierDelay', 'Sea_Level_Pressure','SecurityDelay',\n", " 'LateAircraftDelay', 'Feels_Like_Temperature', 'Wind_Gust', 'Delayed', 'Ice_Accretion_3hr', 'WeatherDelay', 'NASDelay', 'DepDelayMinutes'], inplace=True)\n", "\n", "columns_order = ['WeatherCancellation', 'Temperature', 'Altimeter_Pressure', 'Visibility', 'Wind_Speed', 'Precipitation']\n", "\n", "data = data[columns_order]\n", "\n", "correlation_matrix = data.corr()\n", "\n", "mask = np.tril(np.ones_like(correlation_matrix, dtype=bool))\n", "\n", "# Plot heatmap\n", "plt.figure(figsize=(6, 4))\n", "sns.heatmap(correlation_matrix, annot=True, cmap='coolwarm', fmt=\".2f\", mask=mask)\n", "plt.title('Out of All Cancellations, Was it Weather Related Heatmap')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Accuracy: 0.9807170221109469\n", "Classification Report:\n", " precision recall f1-score support\n", "\n", " False 0.98 1.00 0.99 130060\n", " True 0.00 0.00 0.00 2544\n", "\n", " accuracy 0.98 132604\n", " macro avg 0.49 0.50 0.50 132604\n", "weighted avg 0.96 0.98 0.97 132604\n", "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "c:\\Users\\wipar\\AppData\\Local\\Programs\\Python\\Python310\\lib\\site-packages\\sklearn\\linear_model\\_logistic.py:469: ConvergenceWarning: lbfgs failed to converge (status=1):\n", "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n", "\n", "Increase the number of iterations (max_iter) or scale the data as shown in:\n", " https://scikit-learn.org/stable/modules/preprocessing.html\n", "Please also refer to the documentation for alternative solver options:\n", " https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n", " n_iter_i = _check_optimize_result(\n" ] } ], "source": [ "# 2. Preprocess your data\n", "# Example: Handle missing values, encode categorical variables, etc.\n", "\n", "# Assuming 'X' contains your features and 'y' contains your target variable\n", "X = data[['Temperature', 'Feels_Like_Temperature', 'Altimeter_Pressure', 'Sea_Level_Pressure', 'Visibility', 'Wind_Speed', \n", " 'Wind_Gust', 'Precipitation', 'Ice_Accretion_3hr',]] # Include all your independent variables here\n", "y = data['Cancelled']\n", "\n", "# 3. Split your data into training and testing sets\n", "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=0)\n", "\n", "# 4. Choose a machine learning algorithm\n", "model = LogisticRegression()\n", "\n", "# 5. Train the model\n", "model.fit(X_train, y_train)\n", "\n", "# 6. Make predictions\n", "y_pred = model.predict(X_test)\n", "\n", "# 7. Evaluate the model\n", "accuracy = accuracy_score(y_test, y_pred)\n", "print(\"Accuracy:\", accuracy)\n", "print(\"Classification Report:\")\n", "print(classification_report(y_test, y_pred))\n", "\n", "# 8. Tune hyperparameters (optional)\n", "# Example: Use GridSearchCV or RandomizedSearchCV to find optimal hyperparameters" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Accuracy: 0.7223085276462249\n", "Classification Report:\n", " precision recall f1-score support\n", "\n", " False 0.99 0.73 0.84 130150\n", " True 0.04 0.53 0.07 2454\n", "\n", " accuracy 0.72 132604\n", " macro avg 0.51 0.63 0.45 132604\n", "weighted avg 0.97 0.72 0.82 132604\n", "\n" ] } ], "source": [ "# Assuming X_train, X_test, y_train, y_test are your feature and target variables\n", "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)\n", "\n", "# Compute class weights\n", "class_weights = class_weight.compute_class_weight('balanced', classes=np.unique(y_train), y=y_train)\n", "\n", "# Scale the data\n", "scaler = StandardScaler()\n", "X_train_scaled = scaler.fit_transform(X_train)\n", "X_test_scaled = scaler.transform(X_test)\n", "\n", "# Train logistic regression with class weights and increased max_iter\n", "model = LogisticRegression(class_weight={0: class_weights[0], 1: class_weights[1]}, max_iter=1000)\n", "model.fit(X_train_scaled, y_train)\n", "\n", "# Evaluate the model\n", "y_pred = model.predict(X_test_scaled)\n", "\n", "accuracy = accuracy_score(y_test, y_pred)\n", "print(\"Accuracy:\", accuracy)\n", "print(\"Classification Report:\")\n", "print(classification_report(y_test, y_pred))" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import joblib" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Final Model Testing" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[ True]\n", "[[0.39668293 0.60331707]]\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "c:\\Users\\wipar\\SanJoseStateUniversity\\DataMining\\Project\\.conda\\Lib\\site-packages\\sklearn\\base.py:493: UserWarning: X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", " warnings.warn(\n", "c:\\Users\\wipar\\SanJoseStateUniversity\\DataMining\\Project\\.conda\\Lib\\site-packages\\sklearn\\base.py:493: UserWarning: X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", " warnings.warn(\n" ] } ], "source": [ "model = joblib.load(\"MIA/weather_delay_classification.pkl\")\n", "\n", "# X_test = [{\"temp\": 76.89, \"pressure\": 1008, \"visibility\": 10000, \"wind_speed\": 10.83, \"rain\": 0.083}]\n", "\n", "X_test = [[82, 1015, 10000, 9.98, 0]]\n", "\n", "# print(model.feature_names_in_ )\n", "# predict_proba\n", "\n", "print(model.predict(X_test))\n", "print(model.predict_proba(X_test))" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "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": "3.11.9" } }, "nbformat": 4, "nbformat_minor": 2 }