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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"#importing libraries\n",
"import pandas as pd\n",
"from sklearn.model_selection import train_test_split\n",
"from sklearn.metrics import mean_squared_error, r2_score\n",
"from sklearn.neural_network import MLPRegressor\n",
"import matplotlib.pyplot as plt\n",
"import seaborn as sns"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"#loads the dataset from a csv file\n",
"file_data = pd.read_csv('processed_data.csv')"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" SquareFeet Bedrooms Bathrooms Neighborhood YearBuilt Price Age\n",
"0 2126 4 1 Rural 1969 215355.283618 54\n",
"1 2459 3 2 Rural 1980 195014.221626 43\n",
"2 1860 2 1 Suburb 1970 306891.012076 53\n",
"3 2294 2 1 Urban 1996 206786.787153 27\n",
"4 2130 5 2 Suburb 2001 272436.239065 22\n"
]
}
],
"source": [
"#gets a snippet from the top of the dataset\n",
"file_data.head()\n",
"print(file_data.head())"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"#chooses the numerical features for correlation matrix\n",
"numerical_features = file_data[['SquareFeet', 'Bedrooms', 'Bathrooms', 'YearBuilt', 'Price', 'Age']]"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Correlation Matrix:\n",
" SquareFeet Bedrooms Bathrooms YearBuilt Price Age\n",
"SquareFeet 1.000000 -0.002638 -0.003275 0.000482 0.750720 -0.000482\n",
"Bedrooms -0.002638 1.000000 0.007405 0.003147 0.072624 -0.003147\n",
"Bathrooms -0.003275 0.007405 1.000000 0.003748 0.028418 -0.003748\n",
"YearBuilt 0.000482 0.003147 0.003748 1.000000 -0.002288 -1.000000\n",
"Price 0.750720 0.072624 0.028418 -0.002288 1.000000 0.002288\n",
"Age -0.000482 -0.003147 -0.003748 -1.000000 0.002288 1.000000\n"
]
}
],
"source": [
"#creates a correlation matrix\n",
"correlation_matrix = numerical_features.corr()\n",
"print(\"Correlation Matrix:\")\n",
"print(correlation_matrix)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
"<Figure size 1000x800 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#displays the correlation matrix as a heatmap\n",
"plt.figure(figsize=(10, 8))\n",
"sns.heatmap(correlation_matrix, annot=True, cmap=\"coolwarm\", fmt=\".2f\")\n",
"plt.title(\"Correlation Matrix\")\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"#chooses features and target variables\n",
"x = file_data[['SquareFeet', 'Bedrooms', 'Bathrooms', 'Age']] #independant variables\n",
"y = file_data['Price'] #dependent variable\n",
"\n",
"#splits the data into training and testing sets\n",
"x_train, x_test, y_train, y_test = train_test_split(x, y, test_size=0.25, random_state=0)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<style>#sk-container-id-1 {color: black;}#sk-container-id-1 pre{padding: 0;}#sk-container-id-1 div.sk-toggleable {background-color: white;}#sk-container-id-1 label.sk-toggleable__label {cursor: pointer;display: block;width: 100%;margin-bottom: 0;padding: 0.3em;box-sizing: border-box;text-align: center;}#sk-container-id-1 label.sk-toggleable__label-arrow:before {content: \"▸\";float: left;margin-right: 0.25em;color: #696969;}#sk-container-id-1 label.sk-toggleable__label-arrow:hover:before {color: black;}#sk-container-id-1 div.sk-estimator:hover label.sk-toggleable__label-arrow:before {color: black;}#sk-container-id-1 div.sk-toggleable__content {max-height: 0;max-width: 0;overflow: hidden;text-align: left;background-color: #f0f8ff;}#sk-container-id-1 div.sk-toggleable__content pre {margin: 0.2em;color: black;border-radius: 0.25em;background-color: #f0f8ff;}#sk-container-id-1 input.sk-toggleable__control:checked~div.sk-toggleable__content {max-height: 200px;max-width: 100%;overflow: auto;}#sk-container-id-1 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {content: \"▾\";}#sk-container-id-1 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 input.sk-hidden--visually {border: 0;clip: rect(1px 1px 1px 1px);clip: rect(1px, 1px, 1px, 1px);height: 1px;margin: -1px;overflow: hidden;padding: 0;position: absolute;width: 1px;}#sk-container-id-1 div.sk-estimator {font-family: monospace;background-color: #f0f8ff;border: 1px dotted black;border-radius: 0.25em;box-sizing: border-box;margin-bottom: 0.5em;}#sk-container-id-1 div.sk-estimator:hover {background-color: #d4ebff;}#sk-container-id-1 div.sk-parallel-item::after {content: \"\";width: 100%;border-bottom: 1px solid gray;flex-grow: 1;}#sk-container-id-1 div.sk-label:hover label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 div.sk-serial::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: 0;}#sk-container-id-1 div.sk-serial {display: flex;flex-direction: column;align-items: center;background-color: white;padding-right: 0.2em;padding-left: 0.2em;position: relative;}#sk-container-id-1 div.sk-item {position: relative;z-index: 1;}#sk-container-id-1 div.sk-parallel {display: flex;align-items: stretch;justify-content: center;background-color: white;position: relative;}#sk-container-id-1 div.sk-item::before, #sk-container-id-1 div.sk-parallel-item::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: -1;}#sk-container-id-1 div.sk-parallel-item {display: flex;flex-direction: column;z-index: 1;position: relative;background-color: white;}#sk-container-id-1 div.sk-parallel-item:first-child::after {align-self: flex-end;width: 50%;}#sk-container-id-1 div.sk-parallel-item:last-child::after {align-self: flex-start;width: 50%;}#sk-container-id-1 div.sk-parallel-item:only-child::after {width: 0;}#sk-container-id-1 div.sk-dashed-wrapped {border: 1px dashed gray;margin: 0 0.4em 0.5em 0.4em;box-sizing: border-box;padding-bottom: 0.4em;background-color: white;}#sk-container-id-1 div.sk-label label {font-family: monospace;font-weight: bold;display: inline-block;line-height: 1.2em;}#sk-container-id-1 div.sk-label-container {text-align: center;}#sk-container-id-1 div.sk-container {/* jupyter's `normalize.less` sets `[hidden] { display: none; }` but bootstrap.min.css set `[hidden] { display: none !important; }` so we also need the `!important` here to be able to override the default hidden behavior on the sphinx rendered scikit-learn.org. See: https://github.com/scikit-learn/scikit-learn/issues/21755 */display: inline-block !important;position: relative;}#sk-container-id-1 div.sk-text-repr-fallback {display: none;}</style><div id=\"sk-container-id-1\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>MLPRegressor(max_iter=600, random_state=0)</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item\"><div class=\"sk-estimator sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-1\" type=\"checkbox\" checked><label for=\"sk-estimator-id-1\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">MLPRegressor</label><div class=\"sk-toggleable__content\"><pre>MLPRegressor(max_iter=600, random_state=0)</pre></div></div></div></div></div>"
],
"text/plain": [
"MLPRegressor(max_iter=600, random_state=0)"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"#creates the neural network regression model\n",
"model = MLPRegressor(max_iter=600, random_state=0)\n",
"\n",
"#trains the model\n",
"model.fit(x_train, y_train)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Model Evaluation:\n",
"Mean Squared Error: 2509668585.685631\n",
"R^2 Score: 0.5701191879995775\n",
"\n",
"Train Score: 0.5695351912925106\n",
"Test Score: 0.5701191879995775\n"
]
}
],
"source": [
"#makes predictions on the test set\n",
"y_train_pred = model.predict(x_train)\n",
"y_test_pred = model.predict(x_test)\n",
"\n",
"#evaluates the model\n",
"mse = mean_squared_error(y_test, y_test_pred)\n",
"r2 = r2_score(y_test, y_test_pred)\n",
"\n",
"train_score = model.score(x_train, y_train)\n",
"test_score = model.score(x_test, y_test)\n",
"\n",
"print(\"Model Evaluation:\")\n",
"print(\"Mean Squared Error:\", mse)\n",
"print(\"R^2 Score:\", r2)\n",
"print(\"\\nTrain Score: \", train_score)\n",
"print(\"Test Score: \", test_score)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#shows the regression line for SquareFeet vs Price\n",
"plt.figure(figsize=(10, 6))\n",
"plt.scatter(x_test['SquareFeet'], y_test, color='blue', label='Actual Prices')\n",
"plt.scatter(x_test['SquareFeet'], y_test_pred, color='red', label='Predicted Prices')\n",
"plt.title(\"Neural Network Regression: SquareFeet vs Price\")\n",
"plt.xlabel(\"SquareFeet\")\n",
"plt.ylabel(\"Price\")\n",
"plt.legend()\n",
"plt.show()"
]
}
],
"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": "3.11.3"
}
},
"nbformat": 4,
"nbformat_minor": 2
}