{ "cells": [ { "cell_type": "markdown", "id": "17a64a70", "metadata": {}, "source": [ "# Analysis of Crime Reports in LA\n", "\n", "Author: Kent Hocaoglu\n", "\n", "Course Project, UC Irvine, Math 10, Fall 24\n", "\n", "I would like to post my notebook on the course's website. [Yes]" ] }, { "cell_type": "markdown", "id": "c6acfb21", "metadata": {}, "source": [ "The data used in this project was retrieved from Data from https://catalog.data.gov/dataset/crime-data-from-2020-to-present.\n" ] }, { "cell_type": "markdown", "id": "25a1bbe9", "metadata": {}, "source": [ "## Introduction:" ] }, { "cell_type": "markdown", "id": "a7b5da05", "metadata": {}, "source": [ "This project aims to apply data science techniques to analyze crime data, discover patterns, identify trends, and draw conclusions to improve public safety in the Los Angeles area.\n", "\n", "Using a dataset containing detailed information about crime incidents such as location, time, type of crime, and victim demographics we will leverage machine learning and statistical analysis to help create predictive models to answer key questions such as: \n", "- What locations are most affected by crime?\n", "- How does time and date influence crime rate?\n", "- Are there trends in victim demographics?\n" ] }, { "cell_type": "markdown", "id": "802ed347", "metadata": {}, "source": [ "### Let's begin by cleaning the data. \n", "\n", "First, we can get rid of the extraneous information that is not necessary for our analysis. Then, we can clean the data we want by removing the rows containing missing or filler values." ] }, { "cell_type": "code", "execution_count": 81, "id": "e8f2f085", "metadata": {}, "outputs": [], "source": [ "#import dependecies\n", "\n", "import pandas as pd\n", "import numpy as np\n", "from sklearn.cluster import KMeans\n", "from sklearn.datasets import make_blobs\n", "from sklearn.model_selection import train_test_split\n", "from sklearn.linear_model import LinearRegression\n", "from sklearn.neighbors import KNeighborsRegressor\n", "from sklearn.cluster import KMeans\n", "from sklearn.metrics import mean_squared_error, r2_score, accuracy_score, mean_absolute_error, confusion_matrix\n", "import matplotlib.pyplot as plt\n", "from mpl_toolkits.mplot3d import Axes3D\n", "from sklearn.ensemble import RandomForestClassifier, RandomForestRegressor\n", "from sklearn.preprocessing import LabelEncoder\n", "import seaborn as sns\n", "import warnings\n", "warnings.filterwarnings('ignore')" ] }, { "cell_type": "code", "execution_count": 82, "id": "fcd1be64", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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datetimeagesexlatlonhourday_of_weekmonth
12020-02-08180047134.0444-118.26281852
32020-03-10203719134.1576-118.43872013
112020-03-01143027134.0881-118.18771463
192020-02-07161523034.1016-118.33701642
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" ], "text/plain": [ " date time age sex lat lon hour day_of_week month\n", "1 2020-02-08 1800 47 1 34.0444 -118.2628 18 5 2\n", "3 2020-03-10 2037 19 1 34.1576 -118.4387 20 1 3\n", "11 2020-03-01 1430 27 1 34.0881 -118.1877 14 6 3\n", "19 2020-02-07 1615 23 0 34.1016 -118.3370 16 4 2\n", "23 2020-07-13 2000 41 1 34.1774 -118.5387 20 0 7" ] }, "execution_count": 82, "metadata": {}, "output_type": "execute_result" } ], "source": [ "clean_data = pd.read_csv('Crime_Data_from_2020_to_Present.csv')\n", "\n", "\n", "columns_to_use = {\n", " 'DATE OCC': 'date', \n", " 'TIME OCC': 'time',\n", " 'Vict Age':'age',\n", " 'Vict Sex':'sex',\n", " 'LAT':'lat',\n", " 'LON':'lon'\n", "}\n", "\n", "clean_data = clean_data[list(columns_to_use.keys())].rename(columns=columns_to_use)\n", "clean_data = clean_data[(clean_data != 0).all(axis=1)]\n", "clean_data = clean_data.dropna()\n", "\n", "le = LabelEncoder()\n", "clean_data['hour'] = clean_data['time'] // 100\n", "clean_data['date'] = pd.to_datetime(clean_data['date'])\n", "clean_data['day_of_week'] = clean_data['date'].dt.dayofweek\n", "clean_data['month'] = clean_data['date'].dt.month\n", "\n", "valid_labels = {'M': 'M', 'F': 'F'}\n", "clean_data['sex'] = clean_data['sex'].map(valid_labels)\n", "clean_data = clean_data.dropna(subset=['sex'])\n", "clean_data['sex'] = le.fit_transform(clean_data['sex'])\n", "clean_data.head()\n", "\n" ] }, { "cell_type": "markdown", "id": "d5bd0c33", "metadata": {}, "source": [ "### Training and Testing\n", "\n", "Now lets split the data up into training and testing sets. We are going to use an 80:20 train-test split to ensure our model is well trained, but does not over-fit the data and can be applied to new sets of data. For now we are going to use the date and time to predict the location. For our purposes, we only care about the hour of the day that the crime occurred." ] }, { "cell_type": "code", "execution_count": 83, "id": "a2f95987", "metadata": {}, "outputs": [], "source": [ "# Sex classification\n", "X_classification = clean_data[['hour', 'day_of_week', 'month', 'lat', 'lon']]\n", "y_classification = clean_data['sex']\n", "\n", "# Age classification\n", "X_regression = clean_data[['hour', 'day_of_week', 'month', 'lat', 'lon']]\n", "y_regression = clean_data['age']\n", "\n", "# Split data into training and testing sets\n", "X_train_class, X_test_class, y_train_class, y_test_class = train_test_split(X_classification, y_classification, test_size=0.2, random_state=42)\n", "X_train_reg, X_test_reg, y_train_reg, y_test_reg = train_test_split(X_regression, y_regression, test_size=0.2, random_state=42)\n" ] }, { "cell_type": "markdown", "id": "c64d694e", "metadata": {}, "source": [ "Now let's use random forest classifier to classify the data. I chose ranodm forest classifier because we want to classify the victim's age and sex based on the other features we are given. Random forest allows us to accomplish this and scales well with large datasets making it a good choice for our purposes. " ] }, { "cell_type": "code", "execution_count": 84, "id": "0d481680", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Classification accuracy (Sex): 0.58\n", "Mean Absolute Error (Age): 11.79\n" ] } ], "source": [ "# Predicting sex\n", "clf = RandomForestClassifier(n_estimators=30, random_state=42, n_jobs=-1)\n", "clf.fit(X_train_class, y_train_class)\n", "\n", "y_pred_class = clf.predict(X_test_class)\n", "accuracy = accuracy_score(y_test_class, y_pred_class)\n", "print(f\"Classification accuracy (Sex): {accuracy:.2f}\")\n", "\n", "# Predicting age\n", "reg = RandomForestRegressor(n_estimators=30, random_state=42, n_jobs=-1)\n", "reg.fit(X_train_reg, y_train_reg)\n", "\n", "y_pred_reg = reg.predict(X_test_reg)\n", "mae = mean_absolute_error(y_test_reg, y_pred_reg)\n", "print(f\"Mean Absolute Error (Age): {mae:.2f}\")" ] }, { "cell_type": "code", "execution_count": 85, "id": "be3b47cb", "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "conf_matrix = confusion_matrix(y_test_class, y_pred_class)\n", "fig, axs = plt.subplots(3, 2, figsize=(15, 15))\n", "\n", "# Predicted vs Actual Age\n", "axs[0, 0].scatter(y_test_reg, y_pred_reg, alpha=0.6)\n", "axs[0, 0].plot([min(y_test_reg), max(y_test_reg)], [min(y_test_reg), max(y_test_reg)], color='red', linestyle='--')\n", "axs[0, 0].set_title('Predicted vs Actual Age')\n", "axs[0, 0].set_xlabel('Actual Age')\n", "axs[0, 0].set_ylabel('Predicted Age')\n", "\n", "# Residual Plot for Age Prediction\n", "residuals = y_pred_reg - y_test_reg\n", "axs[0, 1].scatter(y_test_reg, residuals, alpha=0.6)\n", "axs[0, 1].axhline(y=0, color='red', linestyle='--')\n", "axs[0, 1].set_title('Residual Plot for Age Prediction')\n", "axs[0, 1].set_xlabel('Actual Age')\n", "axs[0, 1].set_ylabel('Residuals')\n", "\n", "# Feature Importance for Sex Prediction\n", "importances_class = clf.feature_importances_\n", "axs[1, 0].barh(X_classification.columns, importances_class, color='skyblue')\n", "axs[1, 0].set_title('Feature Importance for Sex Prediction')\n", "axs[1, 0].set_xlabel('Importance')\n", "axs[1, 0].set_ylabel('Features')\n", "\n", "# Feature Importance for Age Prediction\n", "importances_reg = reg.feature_importances_ # Assuming reg is your RandomForestRegressor for age prediction\n", "axs[1, 1].barh(X_regression.columns, importances_reg, color='lightgreen')\n", "axs[1, 1].set_title('Feature Importance for Age Prediction')\n", "axs[1, 1].set_xlabel('Importance')\n", "axs[1, 1].set_ylabel('Features')\n", "\n", "# Confusion Matrix for Sex Prediction\n", "sns.heatmap(conf_matrix, annot=True, fmt='d', cmap='Blues', xticklabels=clf.classes_, yticklabels=clf.classes_, ax=axs[2, 0])\n", "axs[2, 0].set_title('Confusion Matrix for Sex Prediction')\n", "axs[2, 0].set_xlabel('Predicted')\n", "axs[2, 0].set_ylabel('Actual')\n", "\n", "axs[2, 1].axis('off')\n", "\n", "plt.tight_layout()\n", "plt.show()\n" ] }, { "cell_type": "markdown", "id": "ab1761c9", "metadata": {}, "source": [ "### Model Analysis:\n", "\n", "From the results we can see our model is a fairly good fit for the data. The prediction model for age is close to the actual actual and the residuals are not too far from the line y=0. It does seem like we could find a slightly better fit for the data because our current model for age seems to overestimate the age at higher values. If the slope of the prediction line was smaller (and the line was flatter) it seems like it would be a better fit for the data and the residuals would be smaller.\n", "\n", "Perhaps this occured because our data mostly involved middle aged people so the model is less accurate at more extreme values. Or it could be possible that the prediction is being skewed by zeros in the dataset that were not removed during the cleaning process.\n", "\n", "As for the sex prediciton, the heatmap shows that the true positive and true negative values are fairly high in comparison to the false positive and false nagatives. This indicates that the sex prediction model is a good fit for the data because the true values are predicted accurately. However, the values for false classifications are higher than expected. This may be an indication that the features we are using are not the best classifiers for the sex of the victim." ] }, { "cell_type": "markdown", "id": "ed00a6f9", "metadata": {}, "source": [ "### Location Analysis:\n", "\n", "I believe a good model to analyze and predict the location of the crimes is the k cluster method to determine the approzimate locations that have had the most crimes recorded.\n", "\n" ] }, { "cell_type": "code", "execution_count": 86, "id": "10a2495b", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# First let's reassign the needed values for the current analysis \n", "# and seperate them into training and testing sets\n", "\n", "X = clean_data[['hour']]\n", "\n", "y_lat = clean_data['lat']\n", "y_lon = clean_data['lon'] \n", "\n", "X_train, X_test, y_lat_train, y_lat_test, y_lon_train, y_lon_test = train_test_split(\n", " X, y_lat, y_lon, test_size=0.5, random_state=2\n", ")\n", "\n", "X, _ = make_blobs(n_samples=200, random_state=2)\n", "\n", "density = []\n", "\n", "# Find the optimal k value for later use\n", "for k in range(1, 11):\n", " kmeans = KMeans(n_clusters=k, n_init='auto', random_state=2)\n", " kmeans.fit(X)\n", " density.append(kmeans.inertia_)\n", "\n", "plt.plot(range(1, 11), density, marker='o')\n", "plt.xlabel('Number of Clusters (k)')\n", "plt.ylabel('Density Error')\n", "plt.title('Optimal k')\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "3da9dc2d", "metadata": {}, "source": [ "#### Interpretting the results:\n", "\n", "The results show that an appropriate number of clusters for our data analysis would be 3 clusters because at k=3 the mean squared error within the clusters is low enough to suggest that they are a good fit for the data, and increasing the number of clusters does not decrease the error by a significant amount. Therefore, k=3 is the best option to avoid over-fitting our dataset, and still accurately represent and predict the data." ] }, { "cell_type": "code", "execution_count": 87, "id": "72d701a1", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Centers: [[ 34.20239801 -118.4811353 ]\n", " [ 34.03393988 -118.30401373]\n", " [ 33.77504191 -118.28615782]]\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Apply the k value we found earlier to plot the data into clusters\n", "\n", "kmeans = KMeans(n_clusters=3, n_init='auto')\n", "\n", "clean_data['cluster'] = kmeans.fit_predict(clean_data[['lat', 'lon']])\n", "centers = kmeans.cluster_centers_\n", "print(f'Centers: {centers}')\n", "\n", "plt.scatter(clean_data['lon'], clean_data['lat'], c=clean_data['cluster'], cmap='viridis')\n", "plt.scatter(centers[:, 1], centers[:, 0], c='red', s=40, marker='o')\n", "\n", "plt.xlabel('Longitude')\n", "plt.ylabel('Latitude')\n", "plt.title('K-Means Clustering of Latitude and Longitude')\n", "plt.colorbar()\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "9f3f7af9", "metadata": {}, "source": [ "The centers of the clusters of this model are located at:\n", "- (34.05615193, -118.29689574)\n", "- (34.20109339, -118.48350305)\n", "- (33.92423733, -118.3187384)" ] }, { "cell_type": "markdown", "id": "2d1894b7", "metadata": {}, "source": [ "If we wanted to, we could also fit a linear regression model to these clusters to get a better representation of the variance within the cluster." ] }, { "cell_type": "code", "execution_count": 88, "id": "0e5284c3", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Cluster 1:\n", " Latitude Variance: 0.0026516\n", " Longitude Variance: 0.0061251\n", "\n", "Cluster 2:\n", " Latitude Variance: 0.0024407\n", " Longitude Variance: 0.0040564\n", "\n", "Cluster 3:\n", " Latitude Variance: 0.0019862\n", " Longitude Variance: 0.0002831\n", "\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "for cluster in range(3):\n", "\n", " cluster_points = clean_data[clean_data['cluster'] == cluster]\n", "\n", " lat_variance = np.var(cluster_points['lat'])\n", " lon_variance = np.var(cluster_points['lon'])\n", " \n", " print(f\"Cluster {cluster + 1}:\")\n", " print(f\" Latitude Variance: {lat_variance:.7f}\")\n", " print(f\" Longitude Variance: {lon_variance:.7f}\\n\")\n", "\n", " # Fit linear regression for each cluster\n", " reg = LinearRegression()\n", " reg.fit(cluster_points[['lat']], cluster_points['lon'])\n", "\n", " plt.scatter(cluster_points['lon'], cluster_points['lat'], label=f'Cluster {cluster + 1}', cmap='viridis')\n", " \n", " lat_vals = np.linspace(cluster_points['lat'].min(), cluster_points['lat'].max(), 100)\n", " lon_vals = reg.predict(lat_vals.reshape(-1, 1))\n", " plt.plot(lon_vals, lat_vals, linestyle='--', color='red') \n", " plt.scatter(centers[:, 1], centers[:, 0], c='red', s=40, marker='o')\n", "\n", "plt.xlabel('Longitude')\n", "plt.ylabel('Latitude')\n", "plt.title('K-Means Clustering of Latitude and Longitude')\n", "plt.colorbar()\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "180b8e74", "metadata": {}, "source": [ "#### Conclusions:\n", "It seems that these locations were hotspots for crime occurances within LA with most crimes happening around these locations. Knowing this, we can reduce the number of crime occurances in LA or at least decrease police response times by allocating more security resources and personnel at and around the center of these clusters. This would properly position them so they are better prepared to react when an incident occurs. They would also act as a deterrant to such incidents to prevent them from happening altogether." ] }, { "cell_type": "markdown", "id": "3636578d", "metadata": {}, "source": [ "Another possible approach to represent this data is the K-nearest-neighbor model. Let's fit the data with this model and compare the results with the previous model." ] }, { "cell_type": "code", "execution_count": 89, "id": "0461ec12", "metadata": {}, "outputs": [], "source": [ "X = clean_data[['hour']]\n", "y_lon = clean_data['lon']\n", "y_lat = clean_data['lat']\n", "X_train, X_test, y_lon_train, y_lon_test, y_lat_train, y_lat_test = train_test_split(X, y_lon, y_lat, test_size=0.7, random_state=2)\n" ] }, { "cell_type": "code", "execution_count": 90, "id": "66bcf8b8", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "n = 6\n", "knn_lon = KNeighborsRegressor(n_neighbors=n)\n", "knn_lat = KNeighborsRegressor(n_neighbors=n)\n", "\n", "knn_lon.fit(X_train, y_lon_train)\n", "knn_lat.fit(X_train, y_lat_train)\n", "\n", "clean_data['predicted_lon'] = knn_lon.predict(X)\n", "clean_data['predicted_lat'] = knn_lat.predict(X)\n", "\n", "fig = plt.figure(figsize=(12, 8))\n", "ax = fig.add_subplot(111, projection='3d')\n", "\n", "# Show actual values\n", "ax.scatter(clean_data['hour'], clean_data['lat'], clean_data['lon'], label='Actual Data', c='blue')\n", "\n", "ax.set_xlabel('Time')\n", "ax.set_ylabel('Coordinates')\n", "ax.set_zlabel('Longitude')\n", "ax.set_title('KNN Regression for Latitude and Longitude based on Time')\n", "ax.legend()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 91, "id": "323b3ad7", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Show predicted values\n", "fig = plt.figure(figsize=(12, 8))\n", "ax = fig.add_subplot(111, projection='3d')\n", "\n", "ax.scatter(clean_data['hour'], clean_data['predicted_lat'], clean_data['predicted_lon'], label='Predicted Data', c='red')\n", "ax.set_xlabel('Time')\n", "ax.set_ylabel('Coordinates')\n", "ax.set_zlabel('Longitude')\n", "ax.set_title('KNN Regression for Latitude and Longitude based on Time')\n", "ax.legend()\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "5290c7fc", "metadata": {}, "source": [ "#### Danger Score:" ] }, { "cell_type": "markdown", "id": "fc3b66c9", "metadata": {}, "source": [ "We will now attempt to assign a \"danger score\" which predicts and scores the level of danger given a time and location. Using the information we have about the longitude, latitude, and time of previous crimes, we will analyze these features and predict the likelihood (or danger) of crimes occuring given similar conditions.\n", "\n", "We will use the clustering model and calculate the distance from the center of the clusters to assign danger based on the featrues we have chosen. We can then visualize these scores to see if they are a good fit for the data." ] }, { "cell_type": "code", "execution_count": 92, "id": "cf7f8de9", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " lon lat hour danger_score\n", "1 -118.2628 34.0444 18 10.393107\n", "3 -118.4387 34.1576 20 1.912551\n", "11 -118.1877 34.0881 14 8.578740\n", "19 -118.3370 34.1016 16 14.695316\n", "23 -118.5387 34.1774 20 2.414178\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "danger_scores = []\n", "kmeans = KMeans(n_clusters=3, n_init='auto', random_state=2)\n", "\n", "# Create a cluster feature for ease of access and efficiency\n", "clean_data['cluster'] = kmeans.fit_predict(clean_data[['lon', 'lat', 'hour']])\n", "cluster_centers = kmeans.cluster_centers_\n", "\n", "# Assign a danger score based on the distance to clusters\n", "for index, row in clean_data.iterrows():\n", " cluster_id = row['cluster']\n", " cluster_center = cluster_centers[cluster_id]\n", " \n", " cluster_distance = np.linalg.norm([row['lat'] - cluster_center[1], row['lon'] - cluster_center[0], row['hour'] - cluster_center[2]])\n", "\n", " danger_score = np.log(cluster_distance + 1) * 10\n", " danger_scores.append(danger_score)\n", "\n", "clean_data['danger_score'] = danger_scores\n", "\n", "print(clean_data[['lon', 'lat', 'hour', 'danger_score']].head())\n", "plt.hist(clean_data['danger_score'], bins=25, color='red')\n", "plt.title('Danger Score Distribution')\n", "plt.xlabel('Danger Score')\n", "plt.ylabel('Frequency')\n", "plt.show()\n" ] }, { "cell_type": "markdown", "id": "a468838c", "metadata": {}, "source": [ "We can see the danger scores vary with there being a combination of low, medium, and high danger classifications. Let's use this new feature to train a model to predict the danger based on the time and location." ] }, { "cell_type": "code", "execution_count": 93, "id": "2733473c", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Mean Squared Error: 2.531913746393213e-07\n", "R-squared: 0.993743266893714\n" ] } ], "source": [ "# Here we will use a sample of the data otherwise the algorithm will take a long time to run due to the large dataset being used.\n", "\n", "clean_data_sample = clean_data.sample(frac=0.01, random_state=3)\n", "X = clean_data_sample[['lat', 'lon', 'hour']]\n", "X_train, X_test = train_test_split(X, test_size=0.2, random_state=3)\n", "kmeans = KMeans(n_clusters=3, n_init='auto', random_state=2)\n", "kmeans.fit(X_train)\n", "cluster_centers = kmeans.cluster_centers_\n", "\n", "# Function to predict the danger score given the lon, lat, and time\n", "def predict_danger_score(row, cluster_centers):\n", " cluster_id = kmeans.predict([row[['lat', 'lon', 'hour']]])[0]\n", " cluster_center = cluster_centers[cluster_id]\n", " cluster_distance = np.linalg.norm([row['lat'] - cluster_center[1], row['lon'] - cluster_center[0], row['hour'] - cluster_center[2]])\n", " danger_score = np.log(cluster_distance + 1) * 10\n", " return danger_score\n", "\n", "train_danger_scores = X_train.apply(lambda row: predict_danger_score(row, cluster_centers), axis=1)\n", "X_train['danger_score'] = train_danger_scores\n", "\n", "test_danger_scores = X_test.apply(lambda row: predict_danger_score(row, cluster_centers), axis=1)\n", "X_test['danger_score'] = test_danger_scores\n", "\n", "X_train_features = X_train[['lat', 'lon', 'hour']]\n", "y_train = X_train['danger_score']\n", "\n", "X_test_features = X_test[['lat', 'lon', 'hour']]\n", "y_test = X_test['danger_score']\n", "\n", "# To visualize and analyze the results we will use KNN regression\n", "knn = KNeighborsRegressor(n_neighbors=5)\n", "knn.fit(X_train_features, y_train)\n", "\n", "y_pred = knn.predict(X_test_features)\n", "\n", "\n", "plt.scatter(y_test, y_pred, c='blue')\n", "plt.xlabel('Actual Danger Score')\n", "plt.ylabel('Predicted Danger Score')\n", "plt.title('Actual vs Predicted Danger Score')\n", "plt.show()\n", "\n", "mse = mean_squared_error(y_test, y_pred)\n", "r2 = r2_score(y_test, y_pred)\n", "print(f'Mean Squared Error: {mse}')\n", "print(f'R-squared: {r2}')\n" ] }, { "cell_type": "markdown", "id": "d84eb517", "metadata": {}, "source": [ "#### Analysis:\n", "\n", "The model has an extremely low MSE and high R-squared value which are indicators that our model is a very good fit for the data. They may be indicitive of over-fitting despite the train-test split and randomized sample that we chose to train the model. This outcome may have been expected because the danger score was calculated from the time and location features originally and then trained on these same features.\n", "\n", "Perhaps using new features to predict the danger score would be a mroe productive use of this model, however the dataset we chose does not have many such related features.\n", "\n", "Nevertheless, let's use the models we have created to visualize the model as a whole: we can predict danger based on the location (longitude and latitude) and the time of day." ] }, { "cell_type": "code", "execution_count": 94, "id": "9866ea63", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Visualize using a 3D plot\n", "\n", "fig = plt.figure(figsize=(12, 8))\n", "ax = fig.add_subplot(111, projection='3d')\n", "\n", "lat = clean_data_sample['lat']\n", "lon = clean_data_sample['lon']\n", "hour = clean_data_sample['hour']\n", "danger_score = clean_data_sample['danger_score']\n", "\n", "sc = ax.scatter(lon, lat, hour, c=danger_score, cmap='coolwarm', s=50)\n", "\n", "ax.set_xlabel('Longitude')\n", "ax.set_ylabel('Latitude')\n", "ax.set_zlabel('Hour of Day')\n", "ax.set_title('Danger Score')\n", "\n", "plt.colorbar(sc, label='Danger Score')\n", "\n", "plt.show()\n" ] }, { "cell_type": "markdown", "id": "cc034bb2", "metadata": {}, "source": [ "### Analaysis:\n", "\n", "Using K-means clsutering and K-nearest neighbors regression we created a predictive model of danger based on spatial and temporal data of previous crime incidents.\n", "\n", "The danger score calculation was computed from the distance away from the center of the clusters of our targetted features.\n", "\n", "From this model we can determine that that most of these crimes have tended to occur early in the morning or late at night. The mid-day and afternoons are generally safer in comparison, and the locations are easily seen via the longitude and latitude coordinates.\n", "\n", "This information and model could be beneficial to normal citizens or the police responsers to better prepare them for crimes before they even occur. \n" ] }, { "cell_type": "markdown", "id": "09785ff4", "metadata": {}, "source": [ "### Challenges:\n", "\n", "- One challenge encountered was ensuring that the model did not overfit or underfit, especially when dealing with large datasets. Computational time was a concern during the training and testing phases, and optimizing the model’s efficiency was necessary.\n", "\n", "- The danger score is highly sensitive to the data used for training, so future iterations of the model may benefit from incorporating more contextual factors and refining the distance-based approach.\n", "\n", "### Final Conclusions:\n", "\n", "First we created a model that predicts the victims age and sex based on the other features. The analysis of this model shows that there is a slight correlation between the features and the victim's age and sex. We can determine that the correlation is not strong because the false positive and false negative rates are relatively high compared to the true positive and true negative rates. The regression of the age prediction shows similar results because the residuals are quite high and the correlation of the prediction is not very strong.\n", "\n", "Then, we have created a predictive model of danger (crime occurance) based on the time and location of crimes reported in the past. This model could be used to help people stay safe, away from these locations at the wrong time, or they could be used to help the police respond faster and more accurately than they could previously.\n", "\n", "For further analysis, we could implement classifications of the type of victims. Are certain types of people more likely to be victims of a crime? Is the date, time of year, or weather an important feature for our models? Are there better predictors of crime that our model is missing? These are all possible future topics of analysis.\n", "\n", "\n", "### Takeaways\n", "\n", "Overall, this project demonstrated the power of combining clustering techniques with regression models to predict danger scores based on spatial and temporal data, offering valuable insights into how data science can be applied in public safety and security.\n", "\n" ] } ], "metadata": { "kernelspec": { "display_name": "base", "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": "3.11.4" } }, "nbformat": 4, "nbformat_minor": 5 }