{ "cells": [ { "cell_type": "code", "execution_count": 35, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# ALLEGHENY DATASET ANALYSIS, GROUP 69\n", " # Andy Thai\n", " # Johnson Pang\n", " # Ronald Baldonado\n", " # Haoyuan Wang" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Introduction and Background:\n", "\n", "Preventing and understanding the underlying causes of car accidents continues to be a key public safety issue. Car accidents remain commonplace throughout the United States, retaining its status as a significant cause of death. Thus, it is important that this issue be studied as to further prevent deaths and property damage.\n", " \n", "Analysts point to a myriad of reasons as to why car accidents occur. According to the Critical Reasons for Crashes Investigated in the National Motor Vehicle Crash Causation Survey (2015), for the 5470 weighted samples, about 50% of the critical reasons for car crashes involve slick roads (loose debris, ice, etc), while fog/rain/snow are involved in around 4% of crashes. Note, however, that these given reasons are not the “primary causes” of the car crashes, just the “immediate reason for the critical pre-crash event and is often the last failure in the causal chain of events leading up to the crash.”\n", " \n", "In addition, according to the Road Weather Management Program’s “How Do Weather Events Impact Roads?”, precipitation and fog causes a lessens vehicle traction and environmental visibility. The website also states that 22% of crashes from 2005-2014 involve poor weather, including slick road conditions. Wet pavement, rain, and snow/sleet are involved in 73%, 46% and 17%, of weather related crashes, respectively.\n", "\n", "

Hypothesis:

\n", "\n", "Given this background information, we hope to find patterns of interest between weather, environmental conditions and poor driving, in regards to injury severity and and the amount of injuries within crashes in Allegheny. By analyzing these patterns, we hope to provide more insight into car accidents and contribute to preventing more unnecessary destruction." ] }, { "cell_type": "code", "execution_count": 36, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# General import statements\n", "import numpy as np\n", "import pandas as pd\n", "import math\n", "import matplotlib.pyplot as plt\n", "\n", "# SciPy\n", "import scipy.stats as stats\n", "from scipy.stats import normaltest\n", "\n", "# Statmodels & patsy\n", "import patsy\n", "import statsmodels.api as sm\n", "\n", "# Gmaps API\n", "import gmaps\n", "api = \"\"\n", "gmaps.configure(api_key=api)\n", "\n", "# Ignore warnings\n", "import warnings\n", "warnings.filterwarnings('ignore')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Data Description\n", "The dataset we will be using for our project will be taken directly from . \n", "\n", "Specifically, the “2016 Allegheny County Crash Data” is a sizeable dataset with 187 features for each observation including the latitude and longitude location of the crash, the street name, the weather conditions, and various other driving/driver conditions that may contribute to the car crash occurring. The total amount of observations within the 2016 data is about 12,900 observations throughout the year. " ] }, { "cell_type": "code", "execution_count": 37, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# 2016 crash data\n", "url_2016 = 'https://data.wprdc.org/dataset/3130f583-9499-472b-bb5a-f63a6ff6059a/resource/9ccea350-e062-45e2-ade5-45e9378f40d2/download/reordered2016crashes.csv'\n", "\n", "# 2004 - 2016 crash data\n", "# Not used but here for potential reference\n", "url_all = 'https://data.wprdc.org/dataset/3130f583-9499-472b-bb5a-f63a6ff6059a/resource/2c13021f-74a9-4289-a1e5-fe0472c89881/download/all-crashes2004-2016.csv'\n", "\n", "# Load dataframe\n", "df_original = pd.read_csv(url_2016)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Data Cleaning and Preprocessing\n", "Before we do any work on the data, we must determine what categories that may be of relevant interest to our analysis. We refer to the data dictionary (provided at: ) to find out what each category's definition and the meanings of their corresponding values.\n", "\n", "\n", "We separate potentially useful categories by relation for indexing below, and combine them all into a final trimmed dataset containing only the categories we deem of interest. Then, we drop the null data values.\n", "\n", "We aim to use the MAX_SEVERITY_LEVEL category. However, the values are not sorted in ascending order; the values go by:\n", "\n", "0 - Not injured\n", "\n", "1 - Killed\n", "\n", "2 - Major injury\n", "\n", "3 - Moderate injury\n", "\n", "4 - Minor injury\n", "\n", "8 - Injury/ Unknown Severity\n", "\n", "9 - Unknown\n", "\n", "\n", "We rectify this issue by reordering the values so they match the following schema:\n", "\n", "0 - Not injured\n", "\n", "1 - Minor injury\n", "\n", "2 - Moderate injury\n", "\n", "3 - Major injury\n", "\n", "4 - Killed\n", "\n", "8 - Injury/ Unknown Severity\n", "\n", "9 - Unknown" ] }, { "cell_type": "code", "execution_count": 38, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# Create related categories for indexing\n", "category_time = [\"CRASH_YEAR\", \"CRASH_MONTH\", \"TIME_OF_DAY\", \"HOUR_OF_DAY\"]\n", "\n", "category_conditions = [\"ILLUMINATION\", \"WEATHER\", \"ROAD_CONDITION\"]\n", "\n", "category_type = [\"COLLISION_TYPE\", \"URBAN_RURAL\"]\n", "\n", "category_people_count = [\"PERSON_COUNT\", \"VEHICLE_COUNT\"] \n", "\n", "category_injury = [\"FATAL_COUNT\", \"INJURY_COUNT\", \"MAJ_INJ_COUNT\", \"MOD_INJ_COUNT\", \"MIN_INJ_COUNT\", \\\n", " \"UNK_INJ_DEG_COUNT\", \"MAX_SEVERITY_LEVEL\", \"FATAL_OR_MAJ_INJ\"]\n", "\n", "category_belt = [\"UNBELTED\", \"UNBELTED_OCC_COUNT\", \"UNB_DEATH_COUNT\", \"UNB_MAJ_INJ_COUNT\", \"BELTED_DEATH_COUNT\", \\\n", " \"BELTED_MAJ_INJ_COUNT\"]\n", "\n", "category_age = [\"DRIVER_COUNT_16YR\", \"DRIVER_COUNT_17YR\", \"DRIVER_COUNT_18YR\", \"DRIVER_COUNT_19YR\", \\\n", " \"DRIVER_COUNT_20YR\", \"DRIVER_COUNT_50_64YR\", \"DRIVER_COUNT_65_74YR\", \"DRIVER_COUNT_75PLUS\"]\n", "\n", "category_location = [\"LATITUDE\", \"LONGITUDE\", \"DEC_LAT\", \"DEC_LONG\", \"STREET_NAME\"]\n", "\n", "category_alcohol = [\"ALCOHOL_RELATED\", \"DRINKING_DRIVER\", \"UNDERAGE_DRNK_DRV\", \"IMPAIRED_DRIVER\"]\n", "\n", "category_attention = [\"CELL_PHONE\", \"DISTRACTED\", \"FATIGUE_ASLEEP\"]\n", "\n", "category_speed = [\"LIMIT_65MPH\", \"SPEEDING\", \"SPEEDING_RELATED\", \"AGGRESSIVE_DRIVING\"]\n", "\n", "# Combine all categories\n", "categories_all = category_time + category_conditions + category_type + category_people_count + \\\n", " category_injury + category_belt + category_age + category_location + \\\n", " category_alcohol + category_attention + category_speed\n", "\n", "# Trim original dataframe into relevant data\n", "df_trimmed = df_original[categories_all]" ] }, { "cell_type": "code", "execution_count": 39, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# Drop null values\n", "df_trimmed.dropna()\n", "\n", "# Reorder severity levels in ascending order; 5 is not used in the dictionary and functions as a temp value\n", "df_trimmed['MAX_SEVERITY_LEVEL'] = df_trimmed['MAX_SEVERITY_LEVEL'].replace(1, 5)\n", "df_trimmed['MAX_SEVERITY_LEVEL'] = df_trimmed['MAX_SEVERITY_LEVEL'].replace(4, 1)\n", "df_trimmed['MAX_SEVERITY_LEVEL'] = df_trimmed['MAX_SEVERITY_LEVEL'].replace(5, 4)\n", "df_trimmed['MAX_SEVERITY_LEVEL'] = df_trimmed['MAX_SEVERITY_LEVEL'].replace(2, 5)\n", "df_trimmed['MAX_SEVERITY_LEVEL'] = df_trimmed['MAX_SEVERITY_LEVEL'].replace(3, 2)\n", "df_trimmed['MAX_SEVERITY_LEVEL'] = df_trimmed['MAX_SEVERITY_LEVEL'].replace(5, 3)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Data Visualization\n", "\n", "Below we will run code on our data and visualize the information into a more visually readable format." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "

Google Maps Heatmap

\n", "\n", "The code below outputs a Google Maps heatmap of the latitudes and longitudes of all of the crash locations within the dataset. \n", "\n", "This is accomplished via the gmaps API located at . " ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "13da9c86d60b4529bad7a5feb394629f" } }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Get latitudes and longitudes of accident locations\n", "df_location = df_trimmed[category_location]\n", "df_location_dec = df_location[['DEC_LAT','DEC_LONG']]\n", "loc_series = df_location_dec.as_matrix(['DEC_LAT','DEC_LONG'])\n", "\n", "# Do not plot NaN values on gmaps\n", "loc_list = []\n", "for i in loc_series:\n", " if( not math.isnan(i[0]) and not math.isnan(i[1])):\n", " loc_list.append((i[0],i[1]))\n", "\n", "# Create gmaps figure and show\n", "fig = gmaps.figure()\n", "heatmap_layer = gmaps.heatmap_layer(loc_list)\n", "fig.add_layer(heatmap_layer)\n", "fig" ] }, { "attachments": { "image.png": { "image/png": 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" } }, "cell_type": "markdown", "metadata": {}, "source": [ "The above code may not display a gmaps figure when viewed on GitHub. \n", "\n", "Attached below are screenshots of the gmaps figure.\n", "\n", " ![zoomedOut.JPG](attachment:zoomedOut.JPG)\n", " \n", " ![zoomIn.JPG](attachment:zoomIn.JPG)\n", " \n", " ![image.png](attachment:image.png)\n", " \n", "

Data Analysis and Results

\n", " \n", " From the given map and example screenshots, we see that car crashes are mostly condensed around intersections and freeways." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# DRUNK DRIVING" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "

Drunk Driving with Maximum Injury Severity Levels

\n", "\n", "Below we attempt to find relations between drunk driving and injury severity levels within Allegheny accidents." ] }, { "cell_type": "code", "execution_count": 41, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# Get drinking categories\n", "df_isDrunk = df_trimmed[category_alcohol + category_injury]\n", "df_isDrunk = df_isDrunk[[\"DRINKING_DRIVER\",\"MAX_SEVERITY_LEVEL\"]]\n", "\n", "# Get rid of severity levels over 4 (redundant information)\n", "df_isDrunk = df_isDrunk[df_isDrunk.MAX_SEVERITY_LEVEL <= 4]" ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plots not drunk histogram\n", "df_NotDrunk = df_isDrunk[df_isDrunk[\"DRINKING_DRIVER\"] == 0]\n", "graphNotDrunk = df_NotDrunk[\"MAX_SEVERITY_LEVEL\"].hist(bins=range(0,6), align='left', rwidth=0.75, color='green', normed=1)\n", "drunk_driving_x = ['No Injury','Minor', 'Moderate', 'Major', 'Death']\n", "\n", "# Set labels\n", "graphNotDrunk.set_ylim([0,0.7])\n", "plt.xticks([0, 1, 2, 3, 4], drunk_driving_x)\n", "plt.ylabel('Frequency')\n", "plt.title('Frequency of Injuries in Non-drunk Driving')\n", "\n", "# Show graph\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Get if driver was drunk\n", "df_Drunk = df_isDrunk[df_isDrunk['DRINKING_DRIVER'] == 1]\n", "\n", "# Plot\n", "graphDrunk = df_Drunk[\"MAX_SEVERITY_LEVEL\"].hist(bins=range(0,6), align='left', rwidth=0.75, color='red', normed=1)\n", "\n", "# Set labels\n", "drunk_driving_x = ['No Injury','Minor', 'Moderate', 'Major', 'Death']\n", "graphDrunk.set_ylim([0,0.7])\n", "plt.xticks([0, 1, 2, 3, 4], drunk_driving_x)\n", "plt.ylabel('Frequency')\n", "plt.title('Frequency of Injuries in Drunk Driving')\n", "\n", "# Show graph\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "

Linear Classifier: Maximum Injury Severity Level ~ Drunk Driving

\n", "\n", "We run a linear classifier model on our dataset for drunk driving to see if we can find a sort of correlation." ] }, { "cell_type": "code", "execution_count": 44, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " OLS Regression Results \n", "==============================================================================\n", "Dep. Variable: MAX_SEVERITY_LEVEL R-squared: 0.004\n", "Model: OLS Adj. R-squared: 0.003\n", "Method: Least Squares F-statistic: 36.01\n", "Date: Tue, 13 Jun 2017 Prob (F-statistic): 2.03e-09\n", "Time: 22:45:42 Log-Likelihood: -13215.\n", "No. Observations: 10087 AIC: 2.643e+04\n", "Df Residuals: 10085 BIC: 2.645e+04\n", "Df Model: 1 \n", "Covariance Type: nonrobust \n", "===================================================================================\n", " coef std err t P>|t| [95.0% Conf. Int.]\n", "-----------------------------------------------------------------------------------\n", "Intercept 0.5409 0.009 58.298 0.000 0.523 0.559\n", "DRINKING_DRIVER 0.2054 0.034 6.001 0.000 0.138 0.273\n", "==============================================================================\n", "Omnibus: 2217.657 Durbin-Watson: 2.003\n", "Prob(Omnibus): 0.000 Jarque-Bera (JB): 3994.142\n", "Skew: 1.437 Prob(JB): 0.00\n", "Kurtosis: 4.114 Cond. No. 3.86\n", "==============================================================================\n", "\n", "Warnings:\n", "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n" ] } ], "source": [ "# Runs linear classifier / t-test on data\n", "outcome, predictors = patsy.dmatrices('MAX_SEVERITY_LEVEL ~ DRINKING_DRIVER', df_isDrunk)\n", "\n", "# Use statsmodels to intialize the OLS model\n", "mod = sm.OLS(outcome, predictors)\n", "\n", "# Fit the model\n", "res = mod.fit()\n", "\n", "# Show results\n", "print(res.summary())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "

Data Analysis and Results

\n", "\n", "Though we see some differences within moderate, major, and fatal injuries sustained in crashes between drunk and non-drunk driving, the linear classifier model tells us otherwise.\n", "\n", "Using alpha value 0.05, we find from the results of our linear regression analysis 0.393 is not < 0.05, so DRINKING_DRIVER does not predict the MAX_SEVERITY_LEVEL. \n", "\n", "The reason this might be that the graphs of the MAX_SEVERITY_LEVEL and DRINKING_DRIVER show that accident severity levels are heavily skewed towards 0 (no injury) and 1 (minor injury). Another possibility may be that the MAX_SEVERITY_LEVEL isn't the best indicator to be correlating due to the fact that the levels are somewhat arbitrary. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "

Amount of Accidents per Weather Condition

\n", "\n", "We look at how many accidents occur overall in the dataset for each weather condition." ] }, { "cell_type": "code", "execution_count": 45, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# Create dataframe for weather with aggressive driving\n", "df_weather_speed = df_trimmed[category_conditions + category_speed]" ] }, { "cell_type": "code", "execution_count": 46, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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STkVFRQYA2Ldvn/ehQ4dqdcyOjo6uyMzMdNoSU5fU1NRT7777bjgAvPfeex2HDBlSYjAY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\n4HeqcxBRcj3ufLTKq8+boDqHHe0WoumvZaWLXiwp6tWiaf0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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Calculate weather counts\n", "df_weather = df_weather_speed[df_weather_speed['WEATHER'] <= 7] #ignore conditions 8, 9\n", "weather_counts = df_weather['WEATHER'].value_counts().sort_index()\n", "\n", "# Pie graph of # of accidents per weather condition\n", "lbls = ['None','Rain', 'Hail', 'Snow', 'Fog', 'Rain & Fog', 'Hail & Fog']\n", "total_count = sum(weather_counts)\n", "\n", "# Appends the values to lbls (since some pie slices too small to see)\n", "for i in range(len(lbls)):\n", " #lbls[i] += \" (\" + str('%0.2f' % (weather_counts[i+1]/total_count * 100)) + \"%)\" #percentages\n", " lbls[i] += \" ( \" + str(weather_counts[i+1]) + \" )\" #counts\n", " \n", "y = weather_counts\n", "plt.figure(figsize=(8,8));\n", "fig, ax = plt.subplots();\n", "patches, texts = ax.pie(y);\n", "plt.legend(patches, lbls);\n", "plt.title(\"Accidents per Weather Condition\")\n", "fig.set_size_inches(10,10);\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We present a graphical visualization of the overall data in terms of accidents relative to the weather conditions defined. As we can see, a majority of accidents occur in non-adverse conditions, whilst the other top 2 conditions are rain and snow. However, this is not entirely conclusive, as other factors may come into play, such as Allegheny not having as much rain or snow as nonadverse weather. This graph will serve as a visual reference to the frequencies of contents of our dataset." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "

Weather Conditions with Injury Count

\n", "\n", "Below we run analysis on the data to see if we can find any patterns between weather conditions and injuries sustained in the average accident. First we run through the amount of injuries per weather condition." ] }, { "cell_type": "code", "execution_count": 47, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# Create dataframe for weather and injuries\n", "df_weather = df_trimmed[category_conditions + category_injury]" ] }, { "cell_type": "code", "execution_count": 48, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[0.592750331251183,\n", " 0.5340909090909091,\n", " 0.39436619718309857,\n", " 0.3852813852813853,\n", " 0.4594594594594595,\n", " 0.3157894736842105,\n", " 0.23076923076923078]" ] }, "execution_count": 48, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Injury count with weather\n", "df_weather_inj = df_weather[['WEATHER','INJURY_COUNT']]\n", "\n", "# Calculate means for injury count\n", "df_weather_mean_inj = []\n", "df_weather_1_mean_inj = df_weather[df_weather['WEATHER'] == 1]['INJURY_COUNT'].mean() # Good weather conditions \n", "df_weather_2_mean_inj = df_weather[df_weather['WEATHER'] == 2]['INJURY_COUNT'].mean() # Rain\n", "df_weather_3_mean_inj = df_weather[df_weather['WEATHER'] == 3]['INJURY_COUNT'].mean() # Hail\n", "df_weather_4_mean_inj = df_weather[df_weather['WEATHER'] == 4]['INJURY_COUNT'].mean() # Snow\n", "df_weather_5_mean_inj = df_weather[df_weather['WEATHER'] == 5]['INJURY_COUNT'].mean() # Fog\n", "df_weather_6_mean_inj = df_weather[df_weather['WEATHER'] == 6]['INJURY_COUNT'].mean() # Rain and fog\n", "df_weather_7_mean_inj = df_weather[df_weather['WEATHER'] == 7]['INJURY_COUNT'].mean() # Hail and fog\n", "\n", "# Append to list for injury\n", "df_weather_mean_inj.append(df_weather_1_mean_inj)\n", "df_weather_mean_inj.append(df_weather_2_mean_inj)\n", "df_weather_mean_inj.append(df_weather_3_mean_inj)\n", "df_weather_mean_inj.append(df_weather_4_mean_inj)\n", "df_weather_mean_inj.append(df_weather_5_mean_inj)\n", "df_weather_mean_inj.append(df_weather_6_mean_inj)\n", "df_weather_mean_inj.append(df_weather_7_mean_inj)\n", "\n", "# Show mean number of injuries per weather condition\n", "df_weather_mean_inj" ] }, { "cell_type": "code", "execution_count": 49, "metadata": {}, "outputs": [ { "data": { "image/png": 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OZx4FRhSGh+e0opnAsxHxKvCqpGuA9UmvsDQzM7MWdDJTnwysLmlVUmY+lnQPveivwMmS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\nzMxsXmVavx8KfBd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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Bar graph of means of injuries from driving per weather condition\n", "x_lbls = ['None','Rain', 'Hail', 'Snow', 'Fog', 'Rain & Fog', 'Hail & Fog']\n", "y = df_weather_mean_inj\n", "\n", "plt.figure(figsize=(8,4))\n", "weather_mean_inj_plt = plt.bar(range(1, len(x_lbls) + 1), y, width=0.6, color='c')\n", "\n", "plt.xticks(range(1,len(x_lbls) + 1), x_lbls, size='small')\n", "plt.title(\"Average Amount of Injuries Per Accident by Weather Condition\")\n", "plt.ylabel('Average Injury Amounts Per Accident')\n", "plt.xlabel('Weather Condition')\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "

Data Analysis and Results

\n", "\n", "We see that for weather conditions None and Rain, there seems to be a higher average injury count per accident than for the others conditions. Interestingly enough, this means that when there are no adverse weather conditions, the average amount of injuries is higher in comparison to adverse driving conditions. This also means that on average, people are injured less in adverse driving conditions.\n", "\n", "A potential hypothesis would be that people adopt more safe driving practices in more dangerous conditions. However, an explanation for this phenemenon might be that this is only due to there being less cars on the road (or even less people in the cars themselves) during adverse conditions. For future reference, it would be useful to analyze this data with the VEHICLE_COUNT if given the time." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "

Weather Conditions with Maximum Injury Severity Level

\n", "\n", "Next, after looking at the mean amount of injuries per weather condition, we will look at the maximum injury severity levels per weather condition." ] }, { "cell_type": "code", "execution_count": 50, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[2.287999242854439,\n", " 2.099242424242424,\n", " 1.591549295774648,\n", " 1.8167388167388168,\n", " 1.1891891891891893,\n", " 1.4736842105263157,\n", " 1.8461538461538463]" ] }, "execution_count": 50, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Max injury severity level with weather\n", "df_weather_sev = df_weather[['WEATHER', 'MAX_SEVERITY_LEVEL']]\n", "df_weather_sev = df_weather_sev[df_weather_sev['MAX_SEVERITY_LEVEL'] <= 4] # Severity level 8-9 is unknown and redundant\n", "\n", "# Calculate means for max severity\n", "df_weather_mean_sev = []\n", "df_weather_1_mean_sev = df_weather[df_weather['WEATHER'] == 1]['MAX_SEVERITY_LEVEL'].mean() # Good weather conditions \n", "df_weather_2_mean_sev = df_weather[df_weather['WEATHER'] == 2]['MAX_SEVERITY_LEVEL'].mean() # Rain\n", "df_weather_3_mean_sev = df_weather[df_weather['WEATHER'] == 3]['MAX_SEVERITY_LEVEL'].mean() # Hail\n", "df_weather_4_mean_sev = df_weather[df_weather['WEATHER'] == 4]['MAX_SEVERITY_LEVEL'].mean() # Snow\n", "df_weather_5_mean_sev = df_weather[df_weather['WEATHER'] == 5]['MAX_SEVERITY_LEVEL'].mean() # Fog\n", "df_weather_6_mean_sev = df_weather[df_weather['WEATHER'] == 6]['MAX_SEVERITY_LEVEL'].mean() # Rain and fog\n", "df_weather_7_mean_sev = df_weather[df_weather['WEATHER'] == 7]['MAX_SEVERITY_LEVEL'].mean() # Hail and fog\n", "\n", "# Append to list for max severity\n", "df_weather_mean_sev.append(df_weather_1_mean_sev)\n", "df_weather_mean_sev.append(df_weather_2_mean_sev)\n", "df_weather_mean_sev.append(df_weather_3_mean_sev)\n", "df_weather_mean_sev.append(df_weather_4_mean_sev)\n", "df_weather_mean_sev.append(df_weather_5_mean_sev)\n", "df_weather_mean_sev.append(df_weather_6_mean_sev)\n", "df_weather_mean_sev.append(df_weather_7_mean_sev)\n", "\n", "# Show mean maximum injury severity level per weather condition\n", "df_weather_mean_sev" ] }, { "cell_type": "code", "execution_count": 51, "metadata": {}, "outputs": [ { "data": { "image/png": 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YTMzF72ZmZv2Ei9/NzMz6iT5X/L7QQgvF0KFDezoMMzOztpk4ceKrETG4s/n6XKI+dOhQ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\nrUjNbFbvp5NJ7chvHBEbF6f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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Bar graph of means of max injury severity from driving per weather condition\n", "x_lbls = ['None','Rain', 'Hail', 'Snow', 'Fog', 'Rain & Fog', 'Hail & Fog']\n", "y = df_weather_mean_sev\n", "\n", "plt.figure(figsize=(8,4))\n", "weather_mean_inj_plt = plt.bar(range(1, len(x_lbls) + 1), y, width=0.6, color='purple')\n", "\n", "plt.xticks(range(1,len(x_lbls) + 1), x_lbls, size='small')\n", "plt.title(\"Average Max. Injury Severity Per Accident by Weather Condition\")\n", "plt.ylabel('Average Max. Injury Severity Per Accident')\n", "plt.xlabel('Weather Condition')\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "

Data Analysis and Results

\n", "\n", "In this graph, we find that once again None and Rain seem to have a higher average max injury severity per accident compared to the others. \n", "\n", "As in our earlier analysis of DRINKING_DRIVER and MAX_SEVERITY_LEVEL, the severity level may not be the best measurement of how severe accidents really are, nor does it tell us that driving with None or Rain weather conditions is more dangerous. Seeing this pattern, however, we'd like to see if this means anything. As such, we will try to examine the driver behavior (aggressive driving and speeding) in these weather conditions in the next part." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "

Weather with Aggressive Driving

\n", "We will analyze the weather conditions with reports of aggressive driving in accidents next. " ] }, { "cell_type": "code", "execution_count": 52, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[0.48485708877531708, 0.55227272727272725, 0.46478873239436619, 0.46897546897546899, 0.48648648648648651, 0.42105263157894735, 0.38461538461538464]\n" ] } ], "source": [ "# Weather with aggressive driving\n", "df_weather_aggressive = df_weather_speed[['WEATHER','AGGRESSIVE_DRIVING']]\n", "\n", "# Calculate aggressive ratios\n", "df_weather_agg_ratio = []\n", "\n", "# Aggressive driving for good weather conditions\n", "df_weather_1_agg = df_weather_aggressive[df_weather_aggressive['WEATHER'] == 1]['AGGRESSIVE_DRIVING'] \n", "df_weather_1_agg_ratio = df_weather_1_agg.value_counts()[1] / (df_weather_1_agg.value_counts()[0] + df_weather_1_agg.value_counts()[1])\n", "\n", "# Aggressive driving for rainy weather conditions\n", "df_weather_2_agg = df_weather_aggressive[df_weather_aggressive['WEATHER'] == 2]['AGGRESSIVE_DRIVING'] \n", "df_weather_2_agg_ratio = df_weather_2_agg.value_counts()[1] / (df_weather_2_agg.value_counts()[0] + df_weather_2_agg.value_counts()[1])\n", "\n", "# Aggressive driving for hailing weather conditions\n", "df_weather_3_agg = df_weather_aggressive[df_weather_aggressive['WEATHER'] == 3]['AGGRESSIVE_DRIVING'] \n", "df_weather_3_agg_ratio = df_weather_3_agg.value_counts()[1] / (df_weather_3_agg.value_counts()[0] + df_weather_3_agg.value_counts()[1])\n", "\n", "# Aggressive driving for snowy weather conditions\n", "df_weather_4_agg = df_weather_aggressive[df_weather_aggressive['WEATHER'] == 4]['AGGRESSIVE_DRIVING'] \n", "df_weather_4_agg_ratio = df_weather_4_agg.value_counts()[1] / (df_weather_4_agg.value_counts()[0] + df_weather_4_agg.value_counts()[1])\n", "\n", "# Aggressive driving for foggy weather conditions\n", "df_weather_5_agg = df_weather_aggressive[df_weather_aggressive['WEATHER'] == 5]['AGGRESSIVE_DRIVING'] \n", "df_weather_5_agg_ratio = df_weather_5_agg.value_counts()[1] / (df_weather_5_agg.value_counts()[0] + df_weather_5_agg.value_counts()[1])\n", "\n", "# Aggressive driving for rainy and foggy weather conditions\n", "df_weather_6_agg = df_weather_aggressive[df_weather_aggressive['WEATHER'] == 6]['AGGRESSIVE_DRIVING'] \n", "df_weather_6_agg_ratio = df_weather_6_agg.value_counts()[1] / (df_weather_6_agg.value_counts()[0] + df_weather_6_agg.value_counts()[1])\n", "\n", "# Aggressive driving for hailing and foggy weather conditions\n", "df_weather_7_agg = df_weather_aggressive[df_weather_aggressive['WEATHER'] == 7]['AGGRESSIVE_DRIVING'] \n", "df_weather_7_agg_ratio = df_weather_7_agg.value_counts()[1] / (df_weather_7_agg.value_counts()[0] + df_weather_7_agg.value_counts()[1])\n", "\n", "# Append to list\n", "df_weather_agg_ratio.append(df_weather_1_agg_ratio)\n", "df_weather_agg_ratio.append(df_weather_2_agg_ratio)\n", "df_weather_agg_ratio.append(df_weather_3_agg_ratio)\n", "df_weather_agg_ratio.append(df_weather_4_agg_ratio)\n", "df_weather_agg_ratio.append(df_weather_5_agg_ratio)\n", "df_weather_agg_ratio.append(df_weather_6_agg_ratio)\n", "df_weather_agg_ratio.append(df_weather_7_agg_ratio)\n", "\n", "# Print out ratios per weather condition\n", "print (df_weather_agg_ratio)" ] }, { "cell_type": "code", "execution_count": 53, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "MEAN: 0.466149788586\n", "STD_DEV: 0.0490948854981\n", "1.75421406555\n", "-1.66075148446\n" ] } ], "source": [ "# Print out the mean and std_dev\n", "mean_wea_agg = np.mean(df_weather_agg_ratio)\n", "std_wea_agg = np.std(df_weather_agg_ratio)\n", "print (\"MEAN: \" + str(mean_wea_agg))\n", "print (\"STD_DEV: \" + str(std_wea_agg))\n", "\n", "# Print the std_dev away for max and min\n", "std_away1 = (df_weather_agg_ratio[1] - mean_wea_agg)/std_wea_agg #std_dev away for max\n", "std_away2 = (df_weather_agg_ratio[6] - mean_wea_agg)/std_wea_agg #std_dev away for min\n", "print (std_away1)\n", "print (std_away2)" ] }, { "cell_type": "code", "execution_count": 54, "metadata": {}, "outputs": [ { "data": { "image/png": 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GDBjQRas2MzNrL0WS+ruSlgYCQNK6wDsFXvccMKjs+Vq5bL6ImBURb+THY4D+klYtEriZ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\nAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#Bar Graph of ratios of aggressive driving per weather condition\n", "x_lbls = ['None','Rain', 'Hail', 'Snow', 'Fog', 'Rain & Fog', 'Hail & Fog']\n", "y = df_weather_agg_ratio\n", "plt.figure(figsize=(8,4))\n", "weather_agg_plt = plt.bar(range(1, len(x_lbls) + 1), y, width=0.6, color='c')\n", "plt.xticks(range(1,len(x_lbls) + 1), x_lbls, size='small')\n", "plt.title(\"Ratios of Aggressive Driving by Weather Condition\")\n", "plt.ylabel('% of Aggressive Driving in Crashes')\n", "plt.xlabel('Weather Condition')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "

Data Analysis and Results

\n", "\n", "In this graph, we see that most of the ratios are fairly close (within one standard deviation from the mean), with the exception being Hail & Fog (-1.6 std_dev) and Rain (1.7 std_Dev). This may be due to those weather conditions prompting drivers to get to their destination more quickly than others. However, since there does not seem to be much of an underlying difference, these data relations do not tell us anything." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "

Weather with Speeding

\n", "\n", "We will analyze the ratios of speeding vs. not speeding in comparison to different weather conditions within crashes." ] }, { "cell_type": "code", "execution_count": 55, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CONDITION: 1\n", "0 10151\n", "1 415\n", "Name: SPEEDING, dtype: int64\n", "CONDITION: 2\n", "0 1283\n", "1 37\n", "Name: SPEEDING, dtype: int64\n", "CONDITION: 3\n", "0 69\n", "1 2\n", "Name: SPEEDING, dtype: int64\n", "CONDITION: 4\n", "0 685\n", "1 8\n", "Name: SPEEDING, dtype: int64\n", "CONDITION: 5\n", "0 37\n", "Name: SPEEDING, dtype: int64\n", "CONDITION: 6\n", "0 19\n", "Name: SPEEDING, dtype: int64\n", "CONDITION: 7\n", "0 13\n", "Name: SPEEDING, dtype: int64\n" ] }, { "data": { "text/plain": [ "[0.03927692598902139,\n", " 0.02803030303030303,\n", " 0.028169014084507043,\n", " 0.011544011544011544,\n", " 0,\n", " 0,\n", " 0]" ] }, "execution_count": 55, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Weather with speeding\n", "df_weather_speeding = df_weather_speed[['WEATHER','SPEEDING']]\n", "NUM_WEATHER_COND = 7; #ignore conditions (8: other, 9: unknown)\n", "\n", "# Calculate speeding ratios (speeding vs total)\n", "weather_spd_ratios = [0 for i in range(NUM_WEATHER_COND)]\n", "\n", "for i in range(1,NUM_WEATHER_COND + 1):\n", " weather_spd = df_weather_speeding[df_weather_speeding['WEATHER'] == i]['SPEEDING']\n", " df_vc = weather_spd.value_counts() #counts the number of 0s for no speeding, 1s for speeding\n", " df_vc_idx = df_vc.index.tolist() #gets the values: [0, 1] in this case\n", " if len(df_vc) > 1:\n", " ratio = df_vc[1]/(df_vc[0] + df_vc[1]) #ratio of speeding vs total\n", " else:\n", " if df_vc_idx[0] == 0: #all accidents non speeding\n", " ratio = 0;\n", " else:\n", " ratio = 1; #all accidents speeding\n", " print(\"CONDITION: \", i)\n", " print(df_vc) #print the value counts\n", " weather_spd_ratios[i-1] = ratio\n", "\n", "# Print out ratios per weather condition\n", "weather_spd_ratios" ] }, { "cell_type": "code", "execution_count": 56, "metadata": {}, "outputs": [ { "data": { "image/png": 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MWq9uIhAR9+bnW1oXjpmZmbVSo1MDD1LjlEBFybYEzMzMbCnW6NTAXvm5cntf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\n1+cDx8bAB4HjgE+Q/ikBfB/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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Bar graph of ratios of speeding per weather condition\n", "x_lbls = ['None','Rain', 'Hail', 'Snow', 'Fog', 'Rain & Fog', 'Hail & Fog']\n", "y = weather_spd_ratios\n", "\n", "plt.figure(figsize=(8,4))\n", "weather_agg_plt = plt.bar(range(1, len(x_lbls) + 1), y, width=0.6, color='orange')\n", "\n", "plt.xticks(range(1,len(x_lbls) + 1), x_lbls, size='small')\n", "plt.title(\"Ratio of Speeding to All Accidents by Weather Condition\")\n", "plt.ylabel('Ratio of Speeding to All Accidents')\n", "plt.xlabel('Weather Condition')\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "

Data Analysis and Results

\n", "\n", "When determining the ratios above, we found that they were 0 in some cases. Taking a look at the value counts, we discovered that for certain weather conditions such as 5, 6, 7 (Fog, Rain & Fog, Hail & Fog respectively) had a very small number of accidents. Even under 30 accidents in two cases. So their ratios being 0 may not be entirely accurate. Even hail had a relatively small number of 69 with respect to the general range of the ratios (all being under 4%).\n", "\n", "However, the trends within the graphs remain of high interest. The results seem to imply that speeding seems to be a less common occurrence in accidents during adverse weather conditions, and that people speed more in clear, sunny weather conditions." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# ILLUMINATION" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "

Accidents per Illumination Condition

\n", "\n", "We look at how many accidents per illumination condition make up a whole of the entire data." ] }, { "cell_type": "code", "execution_count": 57, "metadata": {}, "outputs": [ { "data": { "image/png": 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iKhqNxlWpVKqUSqUqODhYlZmZKfjXv/4lO3PmjKtSqVS98847PuvXr/ccNmxY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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Grab illumination counts\n", "df_illum = df_weather_speed[df_weather_speed['ILLUMINATION'] <= 6] #exclude other, uknown illumination conditions\n", "illum_counts = df_illum['ILLUMINATION'].value_counts().sort_index()\n", "\n", "# Pie graph of amount of occurrences per weather condition\n", "lbls = ['Daylight','Dark - no street lights', 'Dark - street lights', 'Dusk', 'Dawn', 'Dark - unknown lighting']\n", "total_count = sum(illum_counts)\n", "\n", "# Appends the percentage values to lbls (since some %s too small to see)\n", "for i in range(len(lbls)):\n", " #lbls[i] += \" (\" + str('%0.2f' % (illum_counts[i+1]/total_count * 100)) + \"%)\" #percentages\n", " lbls[i] += \" ( \" + str(illum_counts[i+1]) + \" )\" #values\n", "\n", "y = illum_counts\n", "fig, ax = plt.subplots();\n", "patches, texts = ax.pie(y);\n", "\n", "plt.legend(patches, lbls);\n", "plt.title(\"Accidents per Illumination Conditions\")\n", "fig.set_size_inches(10,10);\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The pie chart above shows that there are more accidents during the daylight than during other illumination conditions, most likely because there is simply just more traffic during the day. This graph is mainly to glean some information about the Dark with and without street light illumination conditions. The other categories, Dusk and Dawn, are relatively short time periods, and thus, may be more difficult to analyze." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "

Illumination with Mean Injury Counts

\n", "\n", "Now that we are done with weather, we look at patterns in crashes in correspondance to illumination levels." ] }, { "cell_type": "code", "execution_count": 58, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[0.6070865186263803,\n", " 0.4595744680851064,\n", " 0.517541316323572,\n", " 0.5799086757990868,\n", " 0.48258706467661694,\n", " 0.5555555555555556]" ] }, "execution_count": 58, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Create dataframe for illumination conditions with injury counts\n", "df_light = df_trimmed[category_conditions + category_injury]\n", "df_light = df_light[['ILLUMINATION','INJURY_COUNT']]\n", "\n", "# Calculate mean injury counts per lighting condition\n", "df_light_mean = []\n", "df_light_1_mean = df_light[df_light['ILLUMINATION']==1]['INJURY_COUNT'].mean() # Daylight\n", "df_light_2_mean = df_light[df_light['ILLUMINATION']==2]['INJURY_COUNT'].mean() # Dark - no street light\n", "df_light_3_mean = df_light[df_light['ILLUMINATION']==3]['INJURY_COUNT'].mean() # Dark - street light\n", "df_light_4_mean = df_light[df_light['ILLUMINATION']==4]['INJURY_COUNT'].mean() # Dusk\n", "df_light_5_mean = df_light[df_light['ILLUMINATION']==5]['INJURY_COUNT'].mean() # Dawn\n", "df_light_6_mean = df_light[df_light['ILLUMINATION']==6]['INJURY_COUNT'].mean() # Dark - unknown roadway lighting\n", "\n", "# Append means to list\n", "df_light_mean.append(df_light_1_mean)\n", "df_light_mean.append(df_light_2_mean)\n", "df_light_mean.append(df_light_3_mean)\n", "df_light_mean.append(df_light_4_mean)\n", "df_light_mean.append(df_light_5_mean)\n", "df_light_mean.append(df_light_6_mean)\n", "\n", "# Print means per lighting condition\n", "df_light_mean" ] }, { "cell_type": "code", "execution_count": 59, "metadata": {}, "outputs": [ { "data": { "image/png": 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qwjEzMzOzdlPmkPq0uqKbJd1eUTxmZmZm1mbKHFJfsfB0EeCjwHKVRWRmZmZmbaXMIfVp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\nquRnQe+nnYF3JZy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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Bar graph of ratios of mean injury counts per illumination condition\n", "x_lbls = ['Daylight','Dark - no street lights', 'Dark - street lights', 'Dusk', 'Dawn', 'Dark - unknown lighting']\n", "y = df_light_mean\n", "\n", "plt.figure(figsize=(11,3))\n", "ill_agg_plt = plt.bar(range(1, len(x_lbls) + 1), y, width=0.6, color='pink')\n", "\n", "plt.xticks(range(1,len(x_lbls) + 1), x_lbls, size='small')\n", "plt.title('Average Injury Count per Illumination Condition')\n", "plt.ylabel('Average Injury Count')\n", "plt.xlabel('Illumination Condition')\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "

Data Analysis and Results

\n", "\n", "Here, the average injury count is the highest in daylight. As with weather conditions, this may be just due to there being more drivers or more people in the cars during this time. For the difference in Dark with street lights and Dark without street lights, it might be that less cars travel on dark roads without light. This being so, this doesn't tell us much yet." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "

Illumination with Maximum Injury Severity Levels

\n", "\n", "We look at maximum injury severity levels for illumination conditions." ] }, { "cell_type": "code", "execution_count": 60, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[2.2095619463657323,\n", " 1.8680851063829786,\n", " 2.3447376051029285,\n", " 2.182648401826484,\n", " 1.8407960199004976,\n", " 3.8333333333333335]" ] }, "execution_count": 60, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Create dataframe for illumination conditions with max injury severity levels\n", "df_light = df_trimmed[category_conditions + category_injury]\n", "df_light = df_light[['ILLUMINATION','MAX_SEVERITY_LEVEL']]\n", "\n", "# Calculate mean severity injury per lighting condition\n", "df_light_mean = []\n", "df_light_1_mean = df_light[df_light['ILLUMINATION']==1]['MAX_SEVERITY_LEVEL'].mean() # Daylight\n", "df_light_2_mean = df_light[df_light['ILLUMINATION']==2]['MAX_SEVERITY_LEVEL'].mean() # Dark - no street light\n", "df_light_3_mean = df_light[df_light['ILLUMINATION']==3]['MAX_SEVERITY_LEVEL'].mean() # Dark - street light\n", "df_light_4_mean = df_light[df_light['ILLUMINATION']==4]['MAX_SEVERITY_LEVEL'].mean() # Dusk\n", "df_light_5_mean = df_light[df_light['ILLUMINATION']==5]['MAX_SEVERITY_LEVEL'].mean() # Dawn\n", "df_light_6_mean = df_light[df_light['ILLUMINATION']==6]['MAX_SEVERITY_LEVEL'].mean() # Dark - unknown roadway lighting\n", "\n", "# Append means to list\n", "df_light_mean.append(df_light_1_mean)\n", "df_light_mean.append(df_light_2_mean)\n", "df_light_mean.append(df_light_3_mean)\n", "df_light_mean.append(df_light_4_mean)\n", "df_light_mean.append(df_light_5_mean)\n", "df_light_mean.append(df_light_6_mean)\n", "\n", "# Print severity means per lighting condition\n", "df_light_mean" ] }, { "cell_type": "code", "execution_count": 61, "metadata": {}, "outputs": [ { "data": { "image/png": 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3MzMzs87VbXOKkrYC7gauyp+HSbqkzMwlzSnpbuDfwNiIuL3BOCMkTZA0YcqUKT2L3szM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\nG6J0brwi/+7uVWY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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Bar graph of ratios of mean severity injury per illumination condition\n", "x_lbls = ['Daylight','Dark - no street lights', 'Dark - street lights', 'Dusk', 'Dawn', 'Dark - unknown lighting']\n", "y = df_light_mean\n", "\n", "plt.figure(figsize=(11,3))\n", "ill_agg_plt = plt.bar(range(1, len(x_lbls) + 1), y, width=0.6, color='lightgreen')\n", "\n", "plt.xticks(range(1,len(x_lbls) + 1), x_lbls, size='small')\n", "plt.title('Average Injury Severity per Illumination Condition')\n", "plt.ylabel('Average Injury Severity')\n", "plt.xlabel('Illumination Condition')\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "

Data Analysis and Results

\n", "\n", "This graph shows that the average max injury severity levels for each illumination condition are fairly close except for Dark - unknown lighting. The reason for this might be that there are few instances (54 from the pie chart before) of this condition. Another explanation is that this illumination condition may be written for crashes with specific conditions unknown to us as the Crash Data Primer doesn't explain this. Ignoring this Dark - unknown lighting, the rest of the data still does not offer much." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "

Illumination with Aggressive Driving

\n", "\n", "We look at patterns in aggressive driving per illumination condition." ] }, { "cell_type": "code", "execution_count": 62, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[0.52323747118068198,\n", " 0.39432624113475179,\n", " 0.42853000869817337,\n", " 0.53881278538812782,\n", " 0.40298507462686567,\n", " 0.37037037037037035]" ] }, "execution_count": 62, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Aggressive driving with illumination\n", "df_ill_aggressive = df_weather_speed[['ILLUMINATION','AGGRESSIVE_DRIVING']]\n", "\n", "# Calculate aggression with illumination\n", "df_ill_agg_ratio = []\n", "\n", "# Aggressive driving for daytime conditions\n", "df_ill_1_agg = df_ill_aggressive[df_ill_aggressive['ILLUMINATION'] == 1]['AGGRESSIVE_DRIVING'] \n", "df_ill_1_agg_ratio = df_ill_1_agg.value_counts()[1] / (df_ill_1_agg.value_counts()[0] + df_ill_1_agg.value_counts()[1])\n", "\n", "# Aggressive driving for dark, no street light conditions\n", "df_ill_2_agg = df_ill_aggressive[df_ill_aggressive['ILLUMINATION'] == 2]['AGGRESSIVE_DRIVING'] \n", "df_ill_2_agg_ratio = df_ill_2_agg.value_counts()[1] / (df_ill_2_agg.value_counts()[0] + df_ill_2_agg.value_counts()[1])\n", "\n", "# Aggressive driving for dark, with street light conditions\n", "df_ill_3_agg = df_ill_aggressive[df_ill_aggressive['ILLUMINATION'] == 3]['AGGRESSIVE_DRIVING'] \n", "df_ill_3_agg_ratio = df_ill_3_agg.value_counts()[1] / (df_ill_3_agg.value_counts()[0] + df_ill_3_agg.value_counts()[1])\n", "\n", "# Aggressive driving for dusk conditions\n", "df_ill_4_agg = df_ill_aggressive[df_ill_aggressive['ILLUMINATION'] == 4]['AGGRESSIVE_DRIVING'] \n", "df_ill_4_agg_ratio = df_ill_4_agg.value_counts()[1] / (df_ill_4_agg.value_counts()[0] + df_ill_4_agg.value_counts()[1])\n", "\n", "# Aggressive driving for dawn conditions\n", "df_ill_5_agg = df_ill_aggressive[df_ill_aggressive['ILLUMINATION'] == 5]['AGGRESSIVE_DRIVING'] \n", "df_ill_5_agg_ratio = df_ill_5_agg.value_counts()[1] / (df_ill_5_agg.value_counts()[0] + df_ill_5_agg.value_counts()[1])\n", "\n", "# Aggressive driving for dark, unknown conditions\n", "df_ill_6_agg = df_ill_aggressive[df_ill_aggressive['ILLUMINATION'] == 6]['AGGRESSIVE_DRIVING'] \n", "df_ill_6_agg_ratio = df_ill_6_agg.value_counts()[1] / (df_ill_6_agg.value_counts()[0] + df_ill_6_agg.value_counts()[1])\n", "\n", "# Append to list\n", "df_ill_agg_ratio.append(df_ill_1_agg_ratio)\n", "df_ill_agg_ratio.append(df_ill_2_agg_ratio)\n", "df_ill_agg_ratio.append(df_ill_3_agg_ratio)\n", "df_ill_agg_ratio.append(df_ill_4_agg_ratio)\n", "df_ill_agg_ratio.append(df_ill_5_agg_ratio)\n", "df_ill_agg_ratio.append(df_ill_6_agg_ratio)\n", "\n", "# Print out ratios per illumination condition\n", "df_ill_agg_ratio" ] }, { "cell_type": "code", "execution_count": 63, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Bar graph of ratios of aggressive driving per illumination condition\n", "x_lbls = ['Daylight','Dark - no street lights', 'Dark - street lights', 'Dusk', 'Dawn', 'Dark - unknown lighting']\n", "y = df_ill_agg_ratio\n", "\n", "plt.figure(figsize=(11,3))\n", "ill_agg_plt = plt.bar(range(1, len(x_lbls) + 1), y, width=0.6, color='c')\n", "\n", "plt.xticks(range(1,len(x_lbls) + 1), x_lbls, size='small')\n", "plt.title('Ratios of Aggressive Driving by Illumination Condition')\n", "plt.ylabel('Ratio of Aggressive Driving')\n", "plt.xlabel('Illumination Condition')\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "

Data Analysis and Results

\n", "\n", "Here, it appears that during Daylight and Dusk there is a higher ratio of aggresive driving than in the other illumination conditions. The reason for this could be that there are more drivers on the road (maybe during rush hour) and as a consequence have people become more aggressive towards others (like slow drivers). These two conditions are also the most illuminated driving conditions, so drivers may also be tempted to drive more aggressively due to more favorable conditions." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "

Illumination with Speeding

\n", "\n", "We look at patterns of speeding per illumination condition." ] }, { "cell_type": "code", "execution_count": 64, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[0.024390243902439025,\n", " 0.04397163120567376,\n", " 0.062336909249057701,\n", " 0.027397260273972601,\n", " 0.03482587064676617,\n", " 0.037037037037037035]" ] }, "execution_count": 64, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Weather with speeding\n", "df_illum_speeding = df_weather_speed[['ILLUMINATION','SPEEDING']]\n", "NUM_ILLUM_COND = 6; #ignore conditions (8: other, 9: unknown)\n", "\n", "# Calculate speeding ratios (speeding vs total)\n", "illum_spd_ratios = [0 for i in range(NUM_ILLUM_COND)]\n", "\n", "for i in range(1,NUM_ILLUM_COND + 1):\n", " illum_spd = df_illum_speeding[df_illum_speeding['ILLUMINATION'] == i]['SPEEDING']\n", " df_vc = illum_spd.value_counts() #counts the number of 0s for no speeding, 1s for speeding\n", " df_vc_idx = df_vc.index.tolist() #gets the values: [0, 1] in this case\n", " if len(df_vc) > 1:\n", " ratio = df_vc[1]/(df_vc[0] + df_vc[1]) #ratio of speeding vs total\n", " else:\n", " if df_vc_idx[0] == 0: #all accidents non speeding\n", " ratio = 0;\n", " else:\n", " ratio = 1; #all accidents speeding\n", " #print(\"CONDITION: \", i)\n", " #print(df_vc) #print the value counts\n", " illum_spd_ratios[i-1] = ratio\n", "\n", "# Print out ratios per weather condition\n", "illum_spd_ratios" ] }, { "cell_type": "code", "execution_count": 65, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Bar graph of ratios of speeding per illumination condition\n", "x_lbls = ['Daylight','Dark - no street lights', 'Dark - street lights', 'Dusk', 'Dawn', 'Dark - unknown lighting']\n", "y = illum_spd_ratios\n", "\n", "plt.figure(figsize=(11,3))\n", "ill_spd_plt = plt.bar(range(1, len(x_lbls) + 1), y, width=0.6, color='c')\n", "\n", "plt.xticks(range(1,len(x_lbls) + 1), x_lbls, size='small')\n", "plt.title('Ratios of Speeding by Illumination Condition')\n", "plt.ylabel('Ratio of Speeding')\n", "plt.xlabel('Illumination Condition')\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This graph shows that the ratio of speeding is much higher during the Dark regardless of street lighting. This makes sense as during the dark there are less cars (and probably less chance of police), so drivers think they can get away with speeding. \n", "\n", "Even though the previous graph showed that aggressive driving during the dark was a bit lower than in during the day, that in no way concluded that people drive more safely; people, instead, speed at night." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# ACCIDENTS PER MONTH\n", "\n", "We look at which months compromise of how many accidents." ] }, { "cell_type": "code", "execution_count": 66, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# Create dataframe for weather with month\n", "df_weather_time = df_trimmed[category_conditions + category_time]" ] }, { "cell_type": "code", "execution_count": 67, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "1 1305\n", "2 1006\n", "3 904\n", "4 1035\n", "5 1038\n", "6 1044\n", "7 973\n", "8 1091\n", "9 1017\n", "10 1149\n", "11 1072\n", "12 1266\n", "Name: CRASH_MONTH, dtype: int64" ] }, "execution_count": 67, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_month = df_weather_time[['CRASH_MONTH']]\n", "NUM_MONTH = 12;\n", "\n", "# Calculate speeding ratios (speeding vs total)\n", "month_counts = df_month['CRASH_MONTH'].value_counts().sort_index()\n", "\n", "# Print out ratios per weather condition\n", "month_counts" ] }, { "cell_type": "code", "execution_count": 68, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Graph accidents per month\n", "x_lbls = ['JAN', 'FEB', 'MAR', 'APR', 'MAY', 'JUN', 'JUL', 'AUG', 'SEP', 'OCT', 'NOV', 'DEC']\n", "y = month_counts\n", "\n", "plt.figure(figsize=(11,3))\n", "month_count_plt = plt.bar(range(1, len(x_lbls) + 1), y, width=0.6, color='lightblue')\n", "plt.xticks(range(1,len(x_lbls) + 1), x_lbls, size='small')\n", "\n", "plt.title('Number of Accidents by Month')\n", "plt.ylabel('Number of Accidents')\n", "plt.xlabel('Month')\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This graph shows that the number of accidents seem to have a slight increase in January and December. We speculate that this could be weather, but it could just be increased traffic during the time of year." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Conclusion / Discussion:" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ " " ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "

Conclusion

\n", "\n", "

What have we learned from the data analyzed so far?

\n", "\n", "Using the gmaps module to plot the latitude and longitude pairs of crash site coordinates, we have created a heatmap of crash locations throughout Allegheny. A quick lookover of this heatmap indicates that crashes tend to occur most frequently in intersections and freeways (as indicated by the red spots and long green lines across highways).\n", "\n", "Analyzing the rate of injuries and the severity levels of injuries sustained with drunk driving, we have concluded that there is not a remarkable correlation between those variables, at least within the Allegheny dataset.\n", "\n", "Looking at weather conditions, we find that on average, there are less injuries, and less serious injuries sustained during adverse weather conditions (save for rainy days). Aggressive driving habits remain close for each weather condition, so it appears there is no pattern between rates of aggressive driving for crash incidents between weather. Interestingly enough, we find that speeding occurs much more often in non-adverse weather as compared to adverse weather. Looking at how speeding may influence injury rates and analyzing all the potential variables in good / bad weather may be a potential hypothesis to pursue in the future. \n", "\n", "For illumination conditions, we find that injury rates are marginally higher in the daylight and dusk conditions (both of which are the two most favorable illumination settings). We conclude that a potential explanation for this may simply be the higher rate of drivers at those times. Looking at injury severity levels, we do not see any strong differences in average severity levels per condition. Aggressive driving rates are generally higher during the daytime and dusk (most likely due to rush hour and driver population density). Speeding seems to occur much more frequently during darker lighting settings. We hypothesized that this may be due to a lower driver density and a perceived lower density of police enforcement. \n", "\n", "For a bonus, we looked at accident occurrence by month, and found a slight increase in crash occurrences during December and January. \n", "\n", "In accordance to our hypothesis, the most significant patterns observed through data analyzation were the following:\n", "\n", "MAPS\n", "* Crash density is centered around intersections and freeways \n", "\n", "WEATHER\n", "* Injury rate and severity are lower for adverse weather (save for rain)\n", "* Speeding occurs much more often in clear weather.\n", "\n", "ILLUMINATION\n", "* More injuries occur during the daytime and dusk.\n", "* Speeding occurs much more often during dark hours.\n", "\n", "

Discussion

\n", "\n", "Given more time, there are many more different factors to explore for driver behavior in different weather and different illumination conditions. It would be interesting to explore the effect of weather and/or illumination conditions on the severity level of accidents within a region (using heatmaps). Additionally, it would be insightful to combine multiple factors or try to narrow down certain categories to better analyze the data. For example, to better understand the mean injury counts in different weather or illumination conditions, we could also get the vehicle counts to see how many vehicles are involved." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Contributions\n", "\n", "Andy Thai\n", "\n", "* Helped write initial proposal for project.\n", "* Helped clean and trim data.\n", "* Wrote data analysis code and some graphs for parts of weather conditions, drunk driving, and illumination. \n", "* Cleaned up overall notebook.\n", "* Wrote conclusion.\n", "\n", "Johnson Pang\n", "\n", "* Helped discuss initial proposal.\n", "* Wrote data analysis code and graphs for speeding, weather conditions and illumination.\n", "* Wrote data analysis/results for sections.\n", "\n", "Ronald Baldonado\n", "\n", "* Helped write the background \n", "* Helped brainstorm ideas\n", "* Contributed in programming \n", "* Provided research for background\n", "\n", "Haoyuan Wang\n", "\n", "* Helped debug and statistically analyze data\n", "* Set up the environment for gmaps\n", "* Helped with the data analysis\n", "* Helped with initial proposal" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] } ], "metadata": { "anaconda-cloud": {}, "kernelspec": { "display_name": "Python [conda root]", "language": "python", "name": "conda-root-py" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", "version": "2.7.12" } }, "nbformat": 4, "nbformat_minor": 2 }