{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "b79ec01d",
   "metadata": {},
   "source": [
    "# Comparison of SDOT bike collision stats and SPD bike enforcement rates\n",
    "\n",
    "##### Ethan C. Campbell, for Central Seattle Greenways / Helmet Law Working Group\n",
    "\n",
    "For questions, contact me at ethanchenbell@gmail.com."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "97945886",
   "metadata": {},
   "source": [
    "#### Import packages and set file system"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 240,
   "id": "2e524635",
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "from numpy import *\n",
    "import pandas as pd\n",
    "pd.set_option('display.max_columns',100)\n",
    "pd.set_option('display.max_colwidth',50)\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.dates as mdates\n",
    "import matplotlib.ticker as mtick\n",
    "import matplotlib.colors as mcolors\n",
    "import matplotlib.patches as mpatches\n",
    "import matplotlib as mpl\n",
    "mpl.rcParams['figure.dpi'] = 300     # turn on for higher-quality figure export\n",
    "from datetime import datetime, timedelta\n",
    "import platform\n",
    "import warnings\n",
    "import sys\n",
    "\n",
    "from IPython.core.display import display, HTML\n",
    "# display(HTML(\"<style>.container { width:100% !important; }</style>\"))\n",
    "\n",
    "# choose root directory for data files\n",
    "if platform.system() == 'Darwin':\n",
    "    data_dir = '/Users/Ethan/Documents/Finances and records/2020-06-30 - Helmet Law Working Group/Data/'\n",
    "    results_dir = '/Users/Ethan/Documents/Finances and records/2020-06-30 - Helmet Law Working Group/Figures/'\n",
    "elif platform.system() == 'Linux':\n",
    "    data_dir = '/dat1/ethancc/CSG/'\n",
    "    results_dir = data_dir\n",
    "    \n",
    "# set directory paths\n",
    "current_results_dir = results_dir + '2021-12-13 - SDOT bike injury stats vs. SPD citations/'"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ea5c98a1",
   "metadata": {},
   "source": [
    "#### Load compiled individual bike citation records (2003-2021; incomplete)\n",
    "\n",
    "Note: file created previously in Jupyter notebook [***csg_compile_king_county_bike_citations.ipynb***](https://github.com/ethan-campbell/Miscellaneous/blob/master/csg_compile_king_county_bike_citations.ipynb), which is available on my GitHub."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "1327bbf5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Court Name</th>\n",
       "      <th>Case Number</th>\n",
       "      <th>Case Key (KCDC) or Token (MCs)</th>\n",
       "      <th>Case Type</th>\n",
       "      <th>Case File Date</th>\n",
       "      <th>Law Enforcement Agency</th>\n",
       "      <th>Violation Date</th>\n",
       "      <th>Law Code</th>\n",
       "      <th>Law Description</th>\n",
       "      <th>Disposition</th>\n",
       "      <th>Disposition Date</th>\n",
       "      <th>Defendant Gender</th>\n",
       "      <th>Defendant Race</th>\n",
       "      <th>Defendant Ethnicity</th>\n",
       "      <th>Officer Badge Number</th>\n",
       "      <th>AR Ordered Amount</th>\n",
       "      <th>AR Adjustment Amount</th>\n",
       "      <th>AR Paid Amount</th>\n",
       "      <th>AR Due Amount</th>\n",
       "      <th>Originating Query</th>\n",
       "      <th>City</th>\n",
       "      <th>Violation Datetime</th>\n",
       "      <th>Officer First Name</th>\n",
       "      <th>Officer Middle Name</th>\n",
       "      <th>Officer Last Name</th>\n",
       "      <th>AR Adjusted Amount</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1658</th>\n",
       "      <td>King County District Court</td>\n",
       "      <td>8Z0505330</td>\n",
       "      <td>37573291</td>\n",
       "      <td>Infraction</td>\n",
       "      <td>2018-08-27</td>\n",
       "      <td>Seattle Police Department</td>\n",
       "      <td>2018-08-25</td>\n",
       "      <td>RCW 46.61.755</td>\n",
       "      <td>Violating Laws While Riding Bicycle</td>\n",
       "      <td>Committed</td>\n",
       "      <td>2018-10-15</td>\n",
       "      <td>Male</td>\n",
       "      <td>White</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>All bike violations (requested KCHC 9.10.010 a...</td>\n",
       "      <td>Seattle</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1756</th>\n",
       "      <td>King County District Court</td>\n",
       "      <td>I10974250</td>\n",
       "      <td>38502744</td>\n",
       "      <td>Infraction</td>\n",
       "      <td>2007-08-20</td>\n",
       "      <td>Seattle Police Department</td>\n",
       "      <td>2007-08-17</td>\n",
       "      <td>King County Health Code 9.10.010A or 9.15.010</td>\n",
       "      <td>Bicycle Helmet Required</td>\n",
       "      <td>Committed</td>\n",
       "      <td>2009-11-03</td>\n",
       "      <td>Male</td>\n",
       "      <td>Black</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>All bike violations (requested KCHC 9.10.010 a...</td>\n",
       "      <td>Seattle</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1757</th>\n",
       "      <td>King County District Court</td>\n",
       "      <td>I11111192</td>\n",
       "      <td>38621778</td>\n",
       "      <td>Infraction</td>\n",
       "      <td>2008-09-29</td>\n",
       "      <td>Seattle Police Department</td>\n",
       "      <td>2008-09-19</td>\n",
       "      <td>King County Health Code 9.10.010A or 9.15.010</td>\n",
       "      <td>Bicycle Helmet Required</td>\n",
       "      <td>Committed</td>\n",
       "      <td>2009-10-30</td>\n",
       "      <td>Male</td>\n",
       "      <td>White</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>All bike violations (requested KCHC 9.10.010 a...</td>\n",
       "      <td>Seattle</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                      Court Name Case Number Case Key (KCDC) or Token (MCs)  \\\n",
       "1658  King County District Court   8Z0505330                       37573291   \n",
       "1756  King County District Court   I10974250                       38502744   \n",
       "1757  King County District Court   I11111192                       38621778   \n",
       "\n",
       "       Case Type Case File Date     Law Enforcement Agency Violation Date  \\\n",
       "1658  Infraction     2018-08-27  Seattle Police Department     2018-08-25   \n",
       "1756  Infraction     2007-08-20  Seattle Police Department     2007-08-17   \n",
       "1757  Infraction     2008-09-29  Seattle Police Department     2008-09-19   \n",
       "\n",
       "                                           Law Code  \\\n",
       "1658                                  RCW 46.61.755   \n",
       "1756  King County Health Code 9.10.010A or 9.15.010   \n",
       "1757  King County Health Code 9.10.010A or 9.15.010   \n",
       "\n",
       "                          Law Description Disposition Disposition Date  \\\n",
       "1658  Violating Laws While Riding Bicycle   Committed       2018-10-15   \n",
       "1756              Bicycle Helmet Required   Committed       2009-11-03   \n",
       "1757              Bicycle Helmet Required   Committed       2009-10-30   \n",
       "\n",
       "     Defendant Gender Defendant Race Defendant Ethnicity  \\\n",
       "1658             Male          White             Unknown   \n",
       "1756             Male          Black             Unknown   \n",
       "1757             Male          White             Unknown   \n",
       "\n",
       "      Officer Badge Number  AR Ordered Amount  AR Adjustment Amount  \\\n",
       "1658                   NaN                NaN                   NaN   \n",
       "1756                   NaN                NaN                   NaN   \n",
       "1757                   NaN                NaN                   NaN   \n",
       "\n",
       "      AR Paid Amount  AR Due Amount  \\\n",
       "1658             NaN            NaN   \n",
       "1756             NaN            NaN   \n",
       "1757             NaN            NaN   \n",
       "\n",
       "                                      Originating Query     City  \\\n",
       "1658  All bike violations (requested KCHC 9.10.010 a...  Seattle   \n",
       "1756  All bike violations (requested KCHC 9.10.010 a...  Seattle   \n",
       "1757  All bike violations (requested KCHC 9.10.010 a...  Seattle   \n",
       "\n",
       "     Violation Datetime Officer First Name Officer Middle Name  \\\n",
       "1658                NaT                NaN                 NaN   \n",
       "1756                NaT                NaN                 NaN   \n",
       "1757                NaT                NaN                 NaN   \n",
       "\n",
       "     Officer Last Name  AR Adjusted Amount  \n",
       "1658               NaN                 NaN  \n",
       "1756               NaN                 NaN  \n",
       "1757               NaN                 NaN  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "kc_citations = pd.read_excel(data_dir + '2021-10-18 - compiled King County bike citation records.xlsx').drop(columns=['Unnamed: 0'])\n",
    "spd_citations = kc_citations[kc_citations['Law Enforcement Agency'] == 'Seattle Police Department']\n",
    "spd_citations.head(3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "id": "5715b98d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "All citations:\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "Violation Date\n",
       "2003     90\n",
       "2004    129\n",
       "2005    134\n",
       "2006    156\n",
       "2007    103\n",
       "2008    139\n",
       "2009    158\n",
       "2010    248\n",
       "2011    235\n",
       "2012    173\n",
       "2013    522\n",
       "2014    293\n",
       "2015    185\n",
       "2016    102\n",
       "2017     97\n",
       "2018    156\n",
       "2019    118\n",
       "2020     24\n",
       "2021      2\n",
       "Name: Law Code, dtype: int64"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Helmet citations only:\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "Violation Date\n",
       "2003      9\n",
       "2004     67\n",
       "2005     85\n",
       "2006     92\n",
       "2007     58\n",
       "2008     81\n",
       "2009    107\n",
       "2010    163\n",
       "2011    197\n",
       "2012    120\n",
       "2013    323\n",
       "2014    168\n",
       "2015     78\n",
       "2016     19\n",
       "2017     37\n",
       "2018     46\n",
       "2019     29\n",
       "2020      7\n",
       "Name: Law Code, dtype: int64"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# from individual Seattle Municipal Court records (and possibly a handful of odd KCDC entries from WA AOC records)\n",
    "# NOTE: these records are ≥99% complete only from 2014 onwards, except for 2016 (72% complete)\n",
    "\n",
    "cite_count_all_incomplete = spd_citations['Law Code'].groupby(spd_citations['Violation Date'].dt.year).count().drop(1962)\n",
    "print('All citations:')\n",
    "display(cite_count_all_incomplete)\n",
    "\n",
    "citations_helmet_only = spd_citations.loc[spd_citations['Law Code'] == \\\n",
    "                                          'King County Health Code 9.10.010A or 9.15.010']\n",
    "cite_count_helmet_incomplete = citations_helmet_only['Law Code'].groupby(citations_helmet_only['Violation Date'].dt.year).count()\n",
    "print('\\nHelmet citations only:')\n",
    "display(cite_count_helmet_incomplete)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0055b7e6",
   "metadata": {},
   "source": [
    "#### Load Seattle Municipal Court summary table of bike citations (2011-2020)\n",
    "\n",
    "Source: transcribed from Seattle Municipal Court website annual summary table (note: much of this data has since been purged from their records and website)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "id": "5f9af2b6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Bicycle Helmet Required (9.10.010, 9.15.010)</th>\n",
       "      <th>Rider Rights/Duties Violation (11.44.020)</th>\n",
       "      <th>R/W in Crosswalk (11.44.100)</th>\n",
       "      <th>Riding on Road Rules Violation (11.44.040)</th>\n",
       "      <th>No/Improper Lamps/Reflectors (11.44.160)</th>\n",
       "      <th>Yield R/W on Public Path (11.44.120)</th>\n",
       "      <th>No/Improper Hand Signals (11.44.140)</th>\n",
       "      <th>Unsafe Pass on Right (11.44.080)</th>\n",
       "      <th>No/Improper Brakes (11.44.200)</th>\n",
       "      <th>Ride More Than 2 Abreast Road/Sidewalk (11.44.060)</th>\n",
       "      <th>Clinging/Attaching to Vehicle (11.44.240)</th>\n",
       "      <th>Control (11.44.260)</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Year</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2011</th>\n",
       "      <td>607</td>\n",
       "      <td>140</td>\n",
       "      <td>11</td>\n",
       "      <td>4</td>\n",
       "      <td>13</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012</th>\n",
       "      <td>306</td>\n",
       "      <td>124</td>\n",
       "      <td>11</td>\n",
       "      <td>3</td>\n",
       "      <td>14</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013</th>\n",
       "      <td>341</td>\n",
       "      <td>197</td>\n",
       "      <td>7</td>\n",
       "      <td>2</td>\n",
       "      <td>10</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014</th>\n",
       "      <td>168</td>\n",
       "      <td>108</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015</th>\n",
       "      <td>76</td>\n",
       "      <td>81</td>\n",
       "      <td>6</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016</th>\n",
       "      <td>41</td>\n",
       "      <td>71</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017</th>\n",
       "      <td>33</td>\n",
       "      <td>34</td>\n",
       "      <td>9</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018</th>\n",
       "      <td>46</td>\n",
       "      <td>78</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>7</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019</th>\n",
       "      <td>29</td>\n",
       "      <td>65</td>\n",
       "      <td>7</td>\n",
       "      <td>6</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020</th>\n",
       "      <td>7</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      Bicycle Helmet Required (9.10.010, 9.15.010)  \\\n",
       "Year                                                 \n",
       "2011                                           607   \n",
       "2012                                           306   \n",
       "2013                                           341   \n",
       "2014                                           168   \n",
       "2015                                            76   \n",
       "2016                                            41   \n",
       "2017                                            33   \n",
       "2018                                            46   \n",
       "2019                                            29   \n",
       "2020                                             7   \n",
       "\n",
       "      Rider Rights/Duties Violation (11.44.020)  R/W in Crosswalk (11.44.100)  \\\n",
       "Year                                                                            \n",
       "2011                                        140                            11   \n",
       "2012                                        124                            11   \n",
       "2013                                        197                             7   \n",
       "2014                                        108                             4   \n",
       "2015                                         81                             6   \n",
       "2016                                         71                             4   \n",
       "2017                                         34                             9   \n",
       "2018                                         78                             5   \n",
       "2019                                         65                             7   \n",
       "2020                                          6                             0   \n",
       "\n",
       "      Riding on Road Rules Violation (11.44.040)  \\\n",
       "Year                                               \n",
       "2011                                           4   \n",
       "2012                                           3   \n",
       "2013                                           2   \n",
       "2014                                           2   \n",
       "2015                                           3   \n",
       "2016                                           2   \n",
       "2017                                           3   \n",
       "2018                                           6   \n",
       "2019                                           6   \n",
       "2020                                           2   \n",
       "\n",
       "      No/Improper Lamps/Reflectors (11.44.160)  \\\n",
       "Year                                             \n",
       "2011                                        13   \n",
       "2012                                        14   \n",
       "2013                                        10   \n",
       "2014                                         4   \n",
       "2015                                         6   \n",
       "2016                                         6   \n",
       "2017                                         6   \n",
       "2018                                         7   \n",
       "2019                                         4   \n",
       "2020                                         1   \n",
       "\n",
       "      Yield R/W on Public Path (11.44.120)  \\\n",
       "Year                                         \n",
       "2011                                     6   \n",
       "2012                                     1   \n",
       "2013                                     1   \n",
       "2014                                     4   \n",
       "2015                                     3   \n",
       "2016                                     1   \n",
       "2017                                     2   \n",
       "2018                                     3   \n",
       "2019                                     2   \n",
       "2020                                     1   \n",
       "\n",
       "      No/Improper Hand Signals (11.44.140)  Unsafe Pass on Right (11.44.080)  \\\n",
       "Year                                                                           \n",
       "2011                                     1                                 4   \n",
       "2012                                     2                                 2   \n",
       "2013                                     2                                 4   \n",
       "2014                                     1                                 1   \n",
       "2015                                     0                                 5   \n",
       "2016                                     1                                 2   \n",
       "2017                                     3                                 3   \n",
       "2018                                     4                                 5   \n",
       "2019                                     2                                 1   \n",
       "2020                                     0                                 0   \n",
       "\n",
       "      No/Improper Brakes (11.44.200)  \\\n",
       "Year                                   \n",
       "2011                               0   \n",
       "2012                               0   \n",
       "2013                               0   \n",
       "2014                               0   \n",
       "2015                               0   \n",
       "2016                               0   \n",
       "2017                               1   \n",
       "2018                               0   \n",
       "2019                               1   \n",
       "2020                               0   \n",
       "\n",
       "      Ride More Than 2 Abreast Road/Sidewalk (11.44.060)  \\\n",
       "Year                                                       \n",
       "2011                                                  0    \n",
       "2012                                                  0    \n",
       "2013                                                  0    \n",
       "2014                                                  0    \n",
       "2015                                                  0    \n",
       "2016                                                  0    \n",
       "2017                                                  0    \n",
       "2018                                                  1    \n",
       "2019                                                  0    \n",
       "2020                                                  0    \n",
       "\n",
       "      Clinging/Attaching to Vehicle (11.44.240)  Control (11.44.260)  \n",
       "Year                                                                  \n",
       "2011                                          1                    2  \n",
       "2012                                          1                    1  \n",
       "2013                                          0                    0  \n",
       "2014                                          0                    1  \n",
       "2015                                          1                    0  \n",
       "2016                                          0                    0  \n",
       "2017                                          0                    0  \n",
       "2018                                          0                    0  \n",
       "2019                                          0                    1  \n",
       "2020                                          0                    0  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# load annual bike infraction data\n",
    "smc_summary_table = pd.read_excel(data_dir + '2020-07-18 - Seattle Municipal Court bike violations (transcribed from online table).xlsx',\n",
    "                                  index_col=0)\n",
    "display(smc_summary_table)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "724afdce",
   "metadata": {},
   "source": [
    "#### Load Seattle Municipal Court historical data on bike citations, from Seattle Times (1990-2014)\n",
    "\n",
    "Source: *Seattle Times*, \"The cop and the courier: Seattle’s top-ticketing officer, and its most-ticketed cyclist\" by Gene Balk (July 15, 2015)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "id": "67dc6c2e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<img src=\"https://static.seattletimes.com/wp-content/uploads/2015/07/aed058d2-2b4d-11e5-bef9-f00a1a6eacb9-1560x1133.jpg\" width=\"500\" height=\"300\"/>"
      ],
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from IPython.display import Image\n",
    "display(Image(url='https://static.seattletimes.com/wp-content/uploads/2015/07/aed058d2-2b4d-11e5-bef9-f00a1a6eacb9-1560x1133.jpg',\n",
    "              width=500,height=300))\n",
    "\n",
    "seattle_historical = pd.Series(index=arange(1990,2015),\n",
    "                               data=[143,149,172,125,161,157,142,179,101,141,150,152,159,\n",
    "                                     197,195,215,478,289,577,525,656,733,405,501,270])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bcab5919",
   "metadata": {},
   "source": [
    "#### Compile single time series of citation data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 277,
   "id": "202baeaa",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Total bike citations</th>\n",
       "      <th>Total bike citations - data source</th>\n",
       "      <th>Helmet citations</th>\n",
       "      <th>Helmet citations - data source</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1990</th>\n",
       "      <td>143.0</td>\n",
       "      <td>Seattle Times (1990-2014)</td>\n",
       "      <td>NaN</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1991</th>\n",
       "      <td>149.0</td>\n",
       "      <td>Seattle Times (1990-2014)</td>\n",
       "      <td>NaN</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1992</th>\n",
       "      <td>172.0</td>\n",
       "      <td>Seattle Times (1990-2014)</td>\n",
       "      <td>NaN</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1993</th>\n",
       "      <td>125.0</td>\n",
       "      <td>Seattle Times (1990-2014)</td>\n",
       "      <td>NaN</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1994</th>\n",
       "      <td>161.0</td>\n",
       "      <td>Seattle Times (1990-2014)</td>\n",
       "      <td>NaN</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1995</th>\n",
       "      <td>157.0</td>\n",
       "      <td>Seattle Times (1990-2014)</td>\n",
       "      <td>NaN</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1996</th>\n",
       "      <td>142.0</td>\n",
       "      <td>Seattle Times (1990-2014)</td>\n",
       "      <td>NaN</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1997</th>\n",
       "      <td>179.0</td>\n",
       "      <td>Seattle Times (1990-2014)</td>\n",
       "      <td>NaN</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1998</th>\n",
       "      <td>101.0</td>\n",
       "      <td>Seattle Times (1990-2014)</td>\n",
       "      <td>NaN</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1999</th>\n",
       "      <td>141.0</td>\n",
       "      <td>Seattle Times (1990-2014)</td>\n",
       "      <td>NaN</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2000</th>\n",
       "      <td>150.0</td>\n",
       "      <td>Seattle Times (1990-2014)</td>\n",
       "      <td>NaN</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2001</th>\n",
       "      <td>152.0</td>\n",
       "      <td>Seattle Times (1990-2014)</td>\n",
       "      <td>NaN</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2002</th>\n",
       "      <td>159.0</td>\n",
       "      <td>Seattle Times (1990-2014)</td>\n",
       "      <td>NaN</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2003</th>\n",
       "      <td>197.0</td>\n",
       "      <td>Seattle Times (1990-2014)</td>\n",
       "      <td>19.700000</td>\n",
       "      <td>Estimated from total using fraction of helmet ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2004</th>\n",
       "      <td>195.0</td>\n",
       "      <td>Seattle Times (1990-2014)</td>\n",
       "      <td>101.279070</td>\n",
       "      <td>Estimated from total using fraction of helmet ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2005</th>\n",
       "      <td>215.0</td>\n",
       "      <td>Seattle Times (1990-2014)</td>\n",
       "      <td>136.380597</td>\n",
       "      <td>Estimated from total using fraction of helmet ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2006</th>\n",
       "      <td>478.0</td>\n",
       "      <td>Seattle Times (1990-2014)</td>\n",
       "      <td>281.897436</td>\n",
       "      <td>Estimated from total using fraction of helmet ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2007</th>\n",
       "      <td>289.0</td>\n",
       "      <td>Seattle Times (1990-2014)</td>\n",
       "      <td>162.737864</td>\n",
       "      <td>Estimated from total using fraction of helmet ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2008</th>\n",
       "      <td>577.0</td>\n",
       "      <td>Seattle Times (1990-2014)</td>\n",
       "      <td>336.237410</td>\n",
       "      <td>Estimated from total using fraction of helmet ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2009</th>\n",
       "      <td>525.0</td>\n",
       "      <td>Seattle Times (1990-2014)</td>\n",
       "      <td>355.537975</td>\n",
       "      <td>Estimated from total using fraction of helmet ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010</th>\n",
       "      <td>656.0</td>\n",
       "      <td>Seattle Times (1990-2014)</td>\n",
       "      <td>431.161290</td>\n",
       "      <td>Estimated from total using fraction of helmet ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011</th>\n",
       "      <td>789.0</td>\n",
       "      <td>Seattle Municipal Court summary (2011-2020)</td>\n",
       "      <td>607.000000</td>\n",
       "      <td>Seattle Municipal Court summary (2011-2020)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012</th>\n",
       "      <td>465.0</td>\n",
       "      <td>Seattle Municipal Court summary (2011-2020)</td>\n",
       "      <td>306.000000</td>\n",
       "      <td>Seattle Municipal Court summary (2011-2020)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013</th>\n",
       "      <td>564.0</td>\n",
       "      <td>Seattle Municipal Court summary (2011-2020)</td>\n",
       "      <td>341.000000</td>\n",
       "      <td>Seattle Municipal Court summary (2011-2020)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014</th>\n",
       "      <td>293.0</td>\n",
       "      <td>Seattle Municipal Court records (2003-2021)</td>\n",
       "      <td>168.000000</td>\n",
       "      <td>Seattle Municipal Court records (2003-2021)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015</th>\n",
       "      <td>185.0</td>\n",
       "      <td>Seattle Municipal Court records (2003-2021)</td>\n",
       "      <td>78.000000</td>\n",
       "      <td>Seattle Municipal Court records (2003-2021)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016</th>\n",
       "      <td>128.0</td>\n",
       "      <td>Seattle Municipal Court summary (2011-2020)</td>\n",
       "      <td>41.000000</td>\n",
       "      <td>Seattle Municipal Court summary (2011-2020)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017</th>\n",
       "      <td>97.0</td>\n",
       "      <td>Seattle Municipal Court records (2003-2021)</td>\n",
       "      <td>37.000000</td>\n",
       "      <td>Seattle Municipal Court records (2003-2021)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018</th>\n",
       "      <td>156.0</td>\n",
       "      <td>Seattle Municipal Court records (2003-2021)</td>\n",
       "      <td>46.000000</td>\n",
       "      <td>Seattle Municipal Court records (2003-2021)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019</th>\n",
       "      <td>118.0</td>\n",
       "      <td>Seattle Municipal Court records (2003-2021)</td>\n",
       "      <td>29.000000</td>\n",
       "      <td>Seattle Municipal Court records (2003-2021)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020</th>\n",
       "      <td>24.0</td>\n",
       "      <td>Seattle Municipal Court records (2003-2021)</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>Seattle Municipal Court records (2003-2021)</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      Total bike citations           Total bike citations - data source  \\\n",
       "1990                 143.0                    Seattle Times (1990-2014)   \n",
       "1991                 149.0                    Seattle Times (1990-2014)   \n",
       "1992                 172.0                    Seattle Times (1990-2014)   \n",
       "1993                 125.0                    Seattle Times (1990-2014)   \n",
       "1994                 161.0                    Seattle Times (1990-2014)   \n",
       "1995                 157.0                    Seattle Times (1990-2014)   \n",
       "1996                 142.0                    Seattle Times (1990-2014)   \n",
       "1997                 179.0                    Seattle Times (1990-2014)   \n",
       "1998                 101.0                    Seattle Times (1990-2014)   \n",
       "1999                 141.0                    Seattle Times (1990-2014)   \n",
       "2000                 150.0                    Seattle Times (1990-2014)   \n",
       "2001                 152.0                    Seattle Times (1990-2014)   \n",
       "2002                 159.0                    Seattle Times (1990-2014)   \n",
       "2003                 197.0                    Seattle Times (1990-2014)   \n",
       "2004                 195.0                    Seattle Times (1990-2014)   \n",
       "2005                 215.0                    Seattle Times (1990-2014)   \n",
       "2006                 478.0                    Seattle Times (1990-2014)   \n",
       "2007                 289.0                    Seattle Times (1990-2014)   \n",
       "2008                 577.0                    Seattle Times (1990-2014)   \n",
       "2009                 525.0                    Seattle Times (1990-2014)   \n",
       "2010                 656.0                    Seattle Times (1990-2014)   \n",
       "2011                 789.0  Seattle Municipal Court summary (2011-2020)   \n",
       "2012                 465.0  Seattle Municipal Court summary (2011-2020)   \n",
       "2013                 564.0  Seattle Municipal Court summary (2011-2020)   \n",
       "2014                 293.0  Seattle Municipal Court records (2003-2021)   \n",
       "2015                 185.0  Seattle Municipal Court records (2003-2021)   \n",
       "2016                 128.0  Seattle Municipal Court summary (2011-2020)   \n",
       "2017                  97.0  Seattle Municipal Court records (2003-2021)   \n",
       "2018                 156.0  Seattle Municipal Court records (2003-2021)   \n",
       "2019                 118.0  Seattle Municipal Court records (2003-2021)   \n",
       "2020                  24.0  Seattle Municipal Court records (2003-2021)   \n",
       "\n",
       "      Helmet citations                     Helmet citations - data source  \n",
       "1990               NaN                                                     \n",
       "1991               NaN                                                     \n",
       "1992               NaN                                                     \n",
       "1993               NaN                                                     \n",
       "1994               NaN                                                     \n",
       "1995               NaN                                                     \n",
       "1996               NaN                                                     \n",
       "1997               NaN                                                     \n",
       "1998               NaN                                                     \n",
       "1999               NaN                                                     \n",
       "2000               NaN                                                     \n",
       "2001               NaN                                                     \n",
       "2002               NaN                                                     \n",
       "2003         19.700000  Estimated from total using fraction of helmet ...  \n",
       "2004        101.279070  Estimated from total using fraction of helmet ...  \n",
       "2005        136.380597  Estimated from total using fraction of helmet ...  \n",
       "2006        281.897436  Estimated from total using fraction of helmet ...  \n",
       "2007        162.737864  Estimated from total using fraction of helmet ...  \n",
       "2008        336.237410  Estimated from total using fraction of helmet ...  \n",
       "2009        355.537975  Estimated from total using fraction of helmet ...  \n",
       "2010        431.161290  Estimated from total using fraction of helmet ...  \n",
       "2011        607.000000        Seattle Municipal Court summary (2011-2020)  \n",
       "2012        306.000000        Seattle Municipal Court summary (2011-2020)  \n",
       "2013        341.000000        Seattle Municipal Court summary (2011-2020)  \n",
       "2014        168.000000        Seattle Municipal Court records (2003-2021)  \n",
       "2015         78.000000        Seattle Municipal Court records (2003-2021)  \n",
       "2016         41.000000        Seattle Municipal Court summary (2011-2020)  \n",
       "2017         37.000000        Seattle Municipal Court records (2003-2021)  \n",
       "2018         46.000000        Seattle Municipal Court records (2003-2021)  \n",
       "2019         29.000000        Seattle Municipal Court records (2003-2021)  \n",
       "2020          7.000000        Seattle Municipal Court records (2003-2021)  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "annual_citations = pd.DataFrame(index=range(1990,2021+1),\n",
    "                                data={'Total bike citations':tile(NaN,2021+1-1990),\n",
    "                                      'Total bike citations - data source':tile('',2021+1-1990),\n",
    "                                      'Helmet citations':tile(NaN,2021+1-1990),\n",
    "                                      'Helmet citations - data source':tile('',2021+1-1990)})\n",
    "for year in annual_citations.index:\n",
    "    if year in seattle_historical.index:\n",
    "        annual_citations.loc[year,'Total bike citations'] = seattle_historical.loc[year]\n",
    "        annual_citations.loc[year,'Total bike citations - data source'] = 'Seattle Times (1990-2014)'\n",
    "    if year in smc_summary_table.index:\n",
    "        tot = smc_summary_table.sum(axis=1).loc[year]\n",
    "        hel = smc_summary_table.loc[year,'Bicycle Helmet Required (9.10.010, 9.15.010)']\n",
    "        if isnan(annual_citations.loc[year,'Total bike citations']) \\\n",
    "                or tot >= annual_citations.loc[year,'Total bike citations']:\n",
    "            annual_citations.loc[year,'Total bike citations'] = tot\n",
    "            annual_citations.loc[year,'Total bike citations - data source'] = 'Seattle Municipal Court summary (2011-2020)'\n",
    "        annual_citations.loc[year,'Helmet citations'] = hel\n",
    "        annual_citations.loc[year,'Helmet citations - data source'] = 'Seattle Municipal Court summary (2011-2020)'\n",
    "    if year in cite_count_all_incomplete.index:\n",
    "        tot = cite_count_all_incomplete.loc[year]\n",
    "        if isnan(annual_citations.loc[year,'Total bike citations']) \\\n",
    "                or tot >= annual_citations.loc[year,'Total bike citations']:\n",
    "            annual_citations.loc[year,'Total bike citations'] = tot\n",
    "            annual_citations.loc[year,'Total bike citations - data source'] = 'Seattle Municipal Court records (2003-2021)'\n",
    "    if year in cite_count_helmet_incomplete.index:\n",
    "        hel = cite_count_helmet_incomplete.loc[year]\n",
    "        if (isnan(annual_citations.loc[year,'Helmet citations']) \\\n",
    "                    or hel >= annual_citations.loc[year,'Helmet citations']):\n",
    "            if year >= 2011:\n",
    "                annual_citations.loc[year,'Helmet citations'] = hel\n",
    "                annual_citations.loc[year,'Helmet citations - data source'] = 'Seattle Municipal Court records (2003-2021)'\n",
    "            elif year < 2011:\n",
    "                tot = cite_count_all_incomplete.loc[year]\n",
    "                hel_ratio = hel / tot\n",
    "                annual_citations.loc[year,'Helmet citations'] = hel_ratio * annual_citations.loc[year,'Total bike citations']\n",
    "                annual_citations.loc[year,'Helmet citations - data source'] = 'Estimated from total using fraction of helmet citations in Seattle Municipal Court records (2003-2011)'\n",
    "\n",
    "# insufficient data for 2021\n",
    "annual_citations = annual_citations.drop(2021)\n",
    "\n",
    "display(annual_citations)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9f38b522",
   "metadata": {},
   "source": [
    "#### Load SDOT raw bike collision/injury/fatality data\n",
    "\n",
    "Note: collision data set was obtained from https://data.seattle.gov/dataset/Collisions/m2eh-6pdv and is current as of December 1, 2021.\n",
    "\n",
    "Description of data available at: https://www.seattle.gov/Documents/Departments/SDOT/GIS/Collisions_OD.pdf."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 398,
   "id": "cddaef48",
   "metadata": {},
   "outputs": [],
   "source": [
    "# note: will take ~30 sec to load\n",
    "sdot_collisions = pd.read_csv(data_dir + '2021-12-13 - SDOT traffic collisions data.csv',\n",
    "                              parse_dates=['INCDTTM'],low_memory=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 399,
   "id": "660fd1af",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>INJURIES</th>\n",
       "      <th>SERIOUSINJURIES</th>\n",
       "      <th>FATALITIES</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>INCDATE_DT</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2004</th>\n",
       "      <td>182</td>\n",
       "      <td>25</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2005</th>\n",
       "      <td>213</td>\n",
       "      <td>22</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2006</th>\n",
       "      <td>267</td>\n",
       "      <td>31</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2007</th>\n",
       "      <td>262</td>\n",
       "      <td>47</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2008</th>\n",
       "      <td>279</td>\n",
       "      <td>29</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2009</th>\n",
       "      <td>291</td>\n",
       "      <td>23</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010</th>\n",
       "      <td>269</td>\n",
       "      <td>21</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011</th>\n",
       "      <td>287</td>\n",
       "      <td>21</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012</th>\n",
       "      <td>293</td>\n",
       "      <td>20</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013</th>\n",
       "      <td>328</td>\n",
       "      <td>23</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014</th>\n",
       "      <td>344</td>\n",
       "      <td>24</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015</th>\n",
       "      <td>366</td>\n",
       "      <td>25</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016</th>\n",
       "      <td>288</td>\n",
       "      <td>22</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017</th>\n",
       "      <td>307</td>\n",
       "      <td>17</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018</th>\n",
       "      <td>296</td>\n",
       "      <td>28</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019</th>\n",
       "      <td>318</td>\n",
       "      <td>24</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020</th>\n",
       "      <td>142</td>\n",
       "      <td>13</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021</th>\n",
       "      <td>143</td>\n",
       "      <td>9</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            INJURIES  SERIOUSINJURIES  FATALITIES\n",
       "INCDATE_DT                                       \n",
       "2004             182               25           1\n",
       "2005             213               22           1\n",
       "2006             267               31           3\n",
       "2007             262               47           1\n",
       "2008             279               29           2\n",
       "2009             291               23           4\n",
       "2010             269               21           1\n",
       "2011             287               21           2\n",
       "2012             293               20           1\n",
       "2013             328               23           2\n",
       "2014             344               24           1\n",
       "2015             366               25           1\n",
       "2016             288               22           3\n",
       "2017             307               17           3\n",
       "2018             296               28           1\n",
       "2019             318               24           2\n",
       "2020             142               13           1\n",
       "2021             143                9           2"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sdot_collisions['INCDATE_DT'] = sdot_collisions['INCDTTM'].dt.date\n",
    "bike_collision_mask = sdot_collisions['SDOT_COLDESC'].str.contains('PEDALCYCLIST').astype(bool)\n",
    "collision_subset = sdot_collisions[['INCDATE_DT','INJURIES','SERIOUSINJURIES','FATALITIES']].loc[bike_collision_mask]\n",
    "collision_subset['INJURIES'] = collision_subset['INJURIES'].clip(upper=1)\n",
    "collision_subset['SERIOUSINJURIES'] = collision_subset['SERIOUSINJURIES'].clip(upper=1)\n",
    "collision_subset['FATALITIES'] = collision_subset['FATALITIES'].clip(upper=1)\n",
    "collision_subset.loc[collision_subset['FATALITIES'] == 1,'SERIOUSINJURIES'] = 0\n",
    "collision_subset.loc[collision_subset['FATALITIES'] == 1,'INJURIES'] = 0\n",
    "collision_subset.loc[collision_subset['SERIOUSINJURIES'] == 1,'INJURIES'] = 0\n",
    "sdot_summary_estimated = collision_subset.groupby(collision_subset['INCDATE_DT'].astype(datetime64).dt.year).sum().drop(2003)\n",
    "display(sdot_summary_estimated)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7ea4ae3b",
   "metadata": {},
   "source": [
    "#### Load SDOT-processed bike collision/injury/fatality summary stats\n",
    "\n",
    "Data transcribed from Table 19 (\"Bicycle Collisions\") in [SDOT's 2020 Traffic Report](http://www.seattle.gov/Documents/Departments/SDOT/About/DocumentLibrary/Reports/2020_Traffic_Report.pdf), which is based on Seattle PD collision reports (also see Fig. 22)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 342,
   "id": "9f9aa708",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Total Collisions</th>\n",
       "      <th>Possible/Evident Injury</th>\n",
       "      <th>Serious Injury</th>\n",
       "      <th>Fatal Collisions</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Year</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2009</th>\n",
       "      <td>383</td>\n",
       "      <td>320</td>\n",
       "      <td>59</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010</th>\n",
       "      <td>364</td>\n",
       "      <td>315</td>\n",
       "      <td>48</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011</th>\n",
       "      <td>362</td>\n",
       "      <td>319</td>\n",
       "      <td>41</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012</th>\n",
       "      <td>387</td>\n",
       "      <td>358</td>\n",
       "      <td>28</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013</th>\n",
       "      <td>421</td>\n",
       "      <td>365</td>\n",
       "      <td>54</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014</th>\n",
       "      <td>380</td>\n",
       "      <td>316</td>\n",
       "      <td>21</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015</th>\n",
       "      <td>483</td>\n",
       "      <td>404</td>\n",
       "      <td>25</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016</th>\n",
       "      <td>440</td>\n",
       "      <td>352</td>\n",
       "      <td>26</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017</th>\n",
       "      <td>393</td>\n",
       "      <td>324</td>\n",
       "      <td>19</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018</th>\n",
       "      <td>370</td>\n",
       "      <td>284</td>\n",
       "      <td>23</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019</th>\n",
       "      <td>385</td>\n",
       "      <td>315</td>\n",
       "      <td>24</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      Total Collisions  Possible/Evident Injury  Serious Injury  \\\n",
       "Year                                                              \n",
       "2009               383                      320              59   \n",
       "2010               364                      315              48   \n",
       "2011               362                      319              41   \n",
       "2012               387                      358              28   \n",
       "2013               421                      365              54   \n",
       "2014               380                      316              21   \n",
       "2015               483                      404              25   \n",
       "2016               440                      352              26   \n",
       "2017               393                      324              19   \n",
       "2018               370                      284              23   \n",
       "2019               385                      315              24   \n",
       "\n",
       "      Fatal Collisions  \n",
       "Year                    \n",
       "2009                 4  \n",
       "2010                 1  \n",
       "2011                 2  \n",
       "2012                 1  \n",
       "2013                 2  \n",
       "2014                 1  \n",
       "2015                 1  \n",
       "2016                 3  \n",
       "2017                 2  \n",
       "2018                 1  \n",
       "2019                 2  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sdot_summary = pd.read_excel(data_dir + '2021-12-13 - SDOT traffic collisions stats (Table 19).xlsx',index_col='Year')\n",
    "display(sdot_summary)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9e503727",
   "metadata": {},
   "source": [
    "#### Compile single time series of collision data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 400,
   "id": "0928f515",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Total injuries and deaths</th>\n",
       "      <th>Total injuries and deaths - data source</th>\n",
       "      <th>Serious injuries and deaths</th>\n",
       "      <th>Serious injuries and deaths - data source</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2004</th>\n",
       "      <td>208.0</td>\n",
       "      <td>Estimated from SDOT/SPD records (2004-2021)</td>\n",
       "      <td>26.0</td>\n",
       "      <td>Estimated from SDOT/SPD records (2004-2021)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2005</th>\n",
       "      <td>236.0</td>\n",
       "      <td>Estimated from SDOT/SPD records (2004-2021)</td>\n",
       "      <td>23.0</td>\n",
       "      <td>Estimated from SDOT/SPD records (2004-2021)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2006</th>\n",
       "      <td>301.0</td>\n",
       "      <td>Estimated from SDOT/SPD records (2004-2021)</td>\n",
       "      <td>34.0</td>\n",
       "      <td>Estimated from SDOT/SPD records (2004-2021)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2007</th>\n",
       "      <td>310.0</td>\n",
       "      <td>Estimated from SDOT/SPD records (2004-2021)</td>\n",
       "      <td>48.0</td>\n",
       "      <td>Estimated from SDOT/SPD records (2004-2021)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2008</th>\n",
       "      <td>310.0</td>\n",
       "      <td>Estimated from SDOT/SPD records (2004-2021)</td>\n",
       "      <td>31.0</td>\n",
       "      <td>Estimated from SDOT/SPD records (2004-2021)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2009</th>\n",
       "      <td>383.0</td>\n",
       "      <td>SDOT 2020 Traffic Report (2009-2019)</td>\n",
       "      <td>63.0</td>\n",
       "      <td>SDOT 2020 Traffic Report (2009-2019)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010</th>\n",
       "      <td>364.0</td>\n",
       "      <td>SDOT 2020 Traffic Report (2009-2019)</td>\n",
       "      <td>49.0</td>\n",
       "      <td>SDOT 2020 Traffic Report (2009-2019)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011</th>\n",
       "      <td>362.0</td>\n",
       "      <td>SDOT 2020 Traffic Report (2009-2019)</td>\n",
       "      <td>43.0</td>\n",
       "      <td>SDOT 2020 Traffic Report (2009-2019)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012</th>\n",
       "      <td>387.0</td>\n",
       "      <td>SDOT 2020 Traffic Report (2009-2019)</td>\n",
       "      <td>29.0</td>\n",
       "      <td>SDOT 2020 Traffic Report (2009-2019)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013</th>\n",
       "      <td>421.0</td>\n",
       "      <td>SDOT 2020 Traffic Report (2009-2019)</td>\n",
       "      <td>56.0</td>\n",
       "      <td>SDOT 2020 Traffic Report (2009-2019)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014</th>\n",
       "      <td>338.0</td>\n",
       "      <td>SDOT 2020 Traffic Report (2009-2019)</td>\n",
       "      <td>22.0</td>\n",
       "      <td>SDOT 2020 Traffic Report (2009-2019)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015</th>\n",
       "      <td>430.0</td>\n",
       "      <td>SDOT 2020 Traffic Report (2009-2019)</td>\n",
       "      <td>26.0</td>\n",
       "      <td>SDOT 2020 Traffic Report (2009-2019)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016</th>\n",
       "      <td>381.0</td>\n",
       "      <td>SDOT 2020 Traffic Report (2009-2019)</td>\n",
       "      <td>29.0</td>\n",
       "      <td>SDOT 2020 Traffic Report (2009-2019)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017</th>\n",
       "      <td>345.0</td>\n",
       "      <td>SDOT 2020 Traffic Report (2009-2019)</td>\n",
       "      <td>21.0</td>\n",
       "      <td>SDOT 2020 Traffic Report (2009-2019)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018</th>\n",
       "      <td>308.0</td>\n",
       "      <td>SDOT 2020 Traffic Report (2009-2019)</td>\n",
       "      <td>24.0</td>\n",
       "      <td>SDOT 2020 Traffic Report (2009-2019)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019</th>\n",
       "      <td>341.0</td>\n",
       "      <td>SDOT 2020 Traffic Report (2009-2019)</td>\n",
       "      <td>26.0</td>\n",
       "      <td>SDOT 2020 Traffic Report (2009-2019)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020</th>\n",
       "      <td>156.0</td>\n",
       "      <td>Estimated from SDOT/SPD records (2004-2021)</td>\n",
       "      <td>14.0</td>\n",
       "      <td>Estimated from SDOT/SPD records (2004-2021)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021</th>\n",
       "      <td>154.0</td>\n",
       "      <td>Estimated from SDOT/SPD records (2004-2021)</td>\n",
       "      <td>11.0</td>\n",
       "      <td>Estimated from SDOT/SPD records (2004-2021)</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      Total injuries and deaths      Total injuries and deaths - data source  \\\n",
       "2004                      208.0  Estimated from SDOT/SPD records (2004-2021)   \n",
       "2005                      236.0  Estimated from SDOT/SPD records (2004-2021)   \n",
       "2006                      301.0  Estimated from SDOT/SPD records (2004-2021)   \n",
       "2007                      310.0  Estimated from SDOT/SPD records (2004-2021)   \n",
       "2008                      310.0  Estimated from SDOT/SPD records (2004-2021)   \n",
       "2009                      383.0         SDOT 2020 Traffic Report (2009-2019)   \n",
       "2010                      364.0         SDOT 2020 Traffic Report (2009-2019)   \n",
       "2011                      362.0         SDOT 2020 Traffic Report (2009-2019)   \n",
       "2012                      387.0         SDOT 2020 Traffic Report (2009-2019)   \n",
       "2013                      421.0         SDOT 2020 Traffic Report (2009-2019)   \n",
       "2014                      338.0         SDOT 2020 Traffic Report (2009-2019)   \n",
       "2015                      430.0         SDOT 2020 Traffic Report (2009-2019)   \n",
       "2016                      381.0         SDOT 2020 Traffic Report (2009-2019)   \n",
       "2017                      345.0         SDOT 2020 Traffic Report (2009-2019)   \n",
       "2018                      308.0         SDOT 2020 Traffic Report (2009-2019)   \n",
       "2019                      341.0         SDOT 2020 Traffic Report (2009-2019)   \n",
       "2020                      156.0  Estimated from SDOT/SPD records (2004-2021)   \n",
       "2021                      154.0  Estimated from SDOT/SPD records (2004-2021)   \n",
       "\n",
       "      Serious injuries and deaths    Serious injuries and deaths - data source  \n",
       "2004                         26.0  Estimated from SDOT/SPD records (2004-2021)  \n",
       "2005                         23.0  Estimated from SDOT/SPD records (2004-2021)  \n",
       "2006                         34.0  Estimated from SDOT/SPD records (2004-2021)  \n",
       "2007                         48.0  Estimated from SDOT/SPD records (2004-2021)  \n",
       "2008                         31.0  Estimated from SDOT/SPD records (2004-2021)  \n",
       "2009                         63.0         SDOT 2020 Traffic Report (2009-2019)  \n",
       "2010                         49.0         SDOT 2020 Traffic Report (2009-2019)  \n",
       "2011                         43.0         SDOT 2020 Traffic Report (2009-2019)  \n",
       "2012                         29.0         SDOT 2020 Traffic Report (2009-2019)  \n",
       "2013                         56.0         SDOT 2020 Traffic Report (2009-2019)  \n",
       "2014                         22.0         SDOT 2020 Traffic Report (2009-2019)  \n",
       "2015                         26.0         SDOT 2020 Traffic Report (2009-2019)  \n",
       "2016                         29.0         SDOT 2020 Traffic Report (2009-2019)  \n",
       "2017                         21.0         SDOT 2020 Traffic Report (2009-2019)  \n",
       "2018                         24.0         SDOT 2020 Traffic Report (2009-2019)  \n",
       "2019                         26.0         SDOT 2020 Traffic Report (2009-2019)  \n",
       "2020                         14.0  Estimated from SDOT/SPD records (2004-2021)  \n",
       "2021                         11.0  Estimated from SDOT/SPD records (2004-2021)  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "annual_collisions = pd.DataFrame(index=range(2004,2021+1),\n",
    "                                 data={'Total injuries and deaths':tile(NaN,2021+1-2004),\n",
    "                                       'Total injuries and deaths - data source':tile('',2021+1-2004),\n",
    "                                       'Serious injuries and deaths':tile(NaN,2021+1-2004),\n",
    "                                       'Serious injuries and deaths - data source':tile('',2021+1-2004)})\n",
    "sdot_summary_estimated_total = sdot_summary_estimated.sum(axis=1)\n",
    "sdot_summary_total = sdot_summary[['Possible/Evident Injury','Serious Injury','Fatal Collisions']].sum(axis=1)\n",
    "for year in annual_collisions.index:\n",
    "    if year in sdot_summary_estimated_total.index:\n",
    "        annual_collisions.loc[year,'Total injuries and deaths'] = sdot_summary_estimated_total.loc[year]\n",
    "        annual_collisions.loc[year,'Total injuries and deaths - data source'] = 'Estimated from SDOT/SPD records (2004-2021)'\n",
    "        annual_collisions.loc[year,'Serious injuries and deaths'] = \\\n",
    "            sdot_summary_estimated.loc[year,'SERIOUSINJURIES'] + sdot_summary_estimated.loc[year,'FATALITIES']\n",
    "        annual_collisions.loc[year,'Serious injuries and deaths - data source'] = 'Estimated from SDOT/SPD records (2004-2021)'\n",
    "    if year in sdot_summary_total.index:\n",
    "        annual_collisions.loc[year,'Total injuries and deaths'] = sdot_summary_total.loc[year]\n",
    "        annual_collisions.loc[year,'Total injuries and deaths - data source'] = 'SDOT 2020 Traffic Report (2009-2019)'\n",
    "        annual_collisions.loc[year,'Serious injuries and deaths'] = \\\n",
    "            sdot_summary.loc[year,'Serious Injury'] + sdot_summary.loc[year,'Fatal Collisions']\n",
    "        annual_collisions.loc[year,'Serious injuries and deaths - data source'] = 'SDOT 2020 Traffic Report (2009-2019)'\n",
    "\n",
    "display(annual_collisions)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 402,
   "id": "2ff0465b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 3600x1650 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12,5.5),facecolor='w')\n",
    "plt.fill_between(x=annual_citations['Total bike citations'].index,\n",
    "                 y1=annual_citations['Total bike citations'].values,\n",
    "                 color='0.3',zorder=2,label='All bicycle citations')\n",
    "plt.fill_between(x=annual_citations['Helmet citations'].loc[:2011].index,\n",
    "                 y1=annual_citations['Helmet citations'].loc[:2011].values,\n",
    "                 color='0.7',zorder=3,label='Helmet citations only')\n",
    "plt.fill_between(x=annual_citations['Helmet citations'].loc[:2011].index,\n",
    "                 y1=annual_citations['Helmet citations'].loc[:2011].values,\n",
    "                 color='none',hatch='\\\\\\\\\\\\',edgecolor='k',alpha=0.5,linewidth=0.0,zorder=3)\n",
    "plt.fill_between(x=[1,2],y1=[NaN,NaN],color='0.7',hatch='\\\\\\\\\\\\',edgecolor='k',\n",
    "                 alpha=0.5,linewidth=0.0,label='Extrapolated from\\nincomplete records')\n",
    "plt.fill_between(x=annual_citations['Helmet citations'].loc[2011:].index,\n",
    "                 y1=annual_citations['Helmet citations'].loc[2011:].values,\n",
    "                 color='0.7',zorder=3)\n",
    "plt.ylabel('Citations per year')\n",
    "plt.xlabel('Year')\n",
    "plt.legend(loc='upper left',frameon=False)\n",
    "plt.grid(lw=0.5,alpha=0.5,zorder=0)\n",
    "plt.xlim([2004,2020])\n",
    "plt.ylim([0,825])\n",
    "plt.savefig(current_results_dir + 'seattle_annual_citations.pdf')\n",
    "\n",
    "# add SDOT collision stats\n",
    "ax2 = plt.gca().twinx()\n",
    "plt.fill_between(x=annual_collisions['Total injuries and deaths'].index,\n",
    "                 y1=annual_collisions['Total injuries and deaths'].values,\n",
    "                 color='wheat',alpha=0.5,zorder=2,label='Injuries of cyclists')\n",
    "plt.fill_between(x=annual_collisions['Serious injuries and deaths'].index,\n",
    "                 y1=annual_collisions['Serious injuries and deaths'].values,\n",
    "                 color='orange',alpha=0.5,zorder=2,label='Serious injuries and deaths')\n",
    "plt.ylabel('Injuries and deaths per year',color='darkgoldenrod')\n",
    "plt.gca().tick_params(axis='y',labelcolor='darkgoldenrod')\n",
    "plt.legend(loc='upper right',frameon=False)\n",
    "plt.ylim([0,550])\n",
    "\n",
    "plt.savefig(current_results_dir + 'seattle_annual_citations_with_collisions.pdf')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "17bbd6d3",
   "metadata": {},
   "source": [
    "#### Plot pie chart of Seattle bike violation types"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 219,
   "id": "a294622e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Law</th>\n",
       "      <th>0</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Helmet Required (King County Health Code 9.10/...</td>\n",
       "      <td>55.008157</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Rider Rights/Duties Violation (SMC 11.44.020)</td>\n",
       "      <td>30.505710</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>No/Improper Lamps/Reflectors (SMC 11.44.160)</td>\n",
       "      <td>6.949429</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Yield Right of Way in Crosswalk (SMC 11.44.100)</td>\n",
       "      <td>2.283850</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Riding on Roadways Rules Violation (SMC 11.44....</td>\n",
       "      <td>1.924959</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Unsafe Pass on Right (SMC 11.44.080)</td>\n",
       "      <td>0.880914</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Riding on Sidewalk/Public Path Rules Violation...</td>\n",
       "      <td>0.685155</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>No/Improper Hand Signals (SMC 11.44.140)</td>\n",
       "      <td>0.652529</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>No/Improper Brakes (SMC 11.44.200)</td>\n",
       "      <td>0.391517</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Control One Hand Minimum Required (SMC 11.44.260)</td>\n",
       "      <td>0.261011</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Clinging to Vehicle (SMC 11.44.240)</td>\n",
       "      <td>0.130506</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Failure to Ride on Seat (SMC 11.44.210)</td>\n",
       "      <td>0.097879</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Excess Passengers (SMC 11.44.220)</td>\n",
       "      <td>0.097879</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Parent of Child Responsibility (SMC 11.44.320)</td>\n",
       "      <td>0.065253</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Violating Laws While Riding Bicycle (RCW 46.61...</td>\n",
       "      <td>0.032626</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Riding More Than 2 Abreast (SMC 11.44.060)</td>\n",
       "      <td>0.032626</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                  Law          0\n",
       "0   Helmet Required (King County Health Code 9.10/...  55.008157\n",
       "1       Rider Rights/Duties Violation (SMC 11.44.020)  30.505710\n",
       "2        No/Improper Lamps/Reflectors (SMC 11.44.160)   6.949429\n",
       "3     Yield Right of Way in Crosswalk (SMC 11.44.100)   2.283850\n",
       "4   Riding on Roadways Rules Violation (SMC 11.44....   1.924959\n",
       "5                Unsafe Pass on Right (SMC 11.44.080)   0.880914\n",
       "6   Riding on Sidewalk/Public Path Rules Violation...   0.685155\n",
       "7            No/Improper Hand Signals (SMC 11.44.140)   0.652529\n",
       "8                  No/Improper Brakes (SMC 11.44.200)   0.391517\n",
       "9   Control One Hand Minimum Required (SMC 11.44.260)   0.261011\n",
       "10                Clinging to Vehicle (SMC 11.44.240)   0.130506\n",
       "11            Failure to Ride on Seat (SMC 11.44.210)   0.097879\n",
       "12                  Excess Passengers (SMC 11.44.220)   0.097879\n",
       "13     Parent of Child Responsibility (SMC 11.44.320)   0.065253\n",
       "14  Violating Laws While Riding Bicycle (RCW 46.61...   0.032626\n",
       "15         Riding More Than 2 Abreast (SMC 11.44.060)   0.032626"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# frequency distribution of all Seattle bicycle citations\n",
    "viol_freq = 100 * spd_citations[['Law Description','Law Code']].value_counts(normalize=True)\n",
    "viol_freq = viol_freq.reset_index()\n",
    "viol_freq['Law'] = viol_freq['Law Description'].str.lstrip('Bicycle ') + ' (' + \\\n",
    "                   viol_freq['Law Code'].str.replace('Seattle Municipal Code','SMC')\\\n",
    "                                        .str.replace('King County Health Code 9.10.010A or 9.15.010',\n",
    "                                                     'King County Health Code 9.10/9.15') + ')'\n",
    "viol_freq = viol_freq[['Law',0]]\n",
    "display(viol_freq)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 220,
   "id": "aafc4acf",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Law</th>\n",
       "      <th>0</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Helmet Required (King County Health Code 9.10/...</td>\n",
       "      <td>55.008157</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Rider Rights/Duties Violation (SMC 11.44.020)</td>\n",
       "      <td>30.505710</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>No/Improper Lamps/Reflectors (SMC 11.44.160)</td>\n",
       "      <td>6.949429</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Yield Right of Way in Crosswalk (SMC 11.44.100)</td>\n",
       "      <td>2.283850</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Riding on Roadways Rules Violation (SMC 11.44....</td>\n",
       "      <td>1.924959</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Unsafe Pass on Right (SMC 11.44.080)</td>\n",
       "      <td>0.880914</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Riding on Sidewalk/Public Path Rules Violation...</td>\n",
       "      <td>0.685155</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>No/Improper Hand Signals (SMC 11.44.140)</td>\n",
       "      <td>0.652529</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Others</td>\n",
       "      <td>1.109299</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                  Law          0\n",
       "0   Helmet Required (King County Health Code 9.10/...  55.008157\n",
       "1       Rider Rights/Duties Violation (SMC 11.44.020)  30.505710\n",
       "2        No/Improper Lamps/Reflectors (SMC 11.44.160)   6.949429\n",
       "3     Yield Right of Way in Crosswalk (SMC 11.44.100)   2.283850\n",
       "4   Riding on Roadways Rules Violation (SMC 11.44....   1.924959\n",
       "5                Unsafe Pass on Right (SMC 11.44.080)   0.880914\n",
       "6   Riding on Sidewalk/Public Path Rules Violation...   0.685155\n",
       "7            No/Improper Hand Signals (SMC 11.44.140)   0.652529\n",
       "16                                             Others   1.109299"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# add up less frequent violations\n",
    "viol_freq.loc[16] = {'Law':'Others',0:viol_freq.loc[range(8,15+1)].sum(axis=0)[0]}\n",
    "viol_freq = viol_freq.drop(index=range(8,15+1))\n",
    "display(viol_freq)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 251,
   "id": "4d4c8508",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 2400x1200 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def autopct(percent): return ('%.1f%%' % percent)\n",
    "\n",
    "plt.figure(figsize=(8,4),facecolor='w')\n",
    "wedges, labels, autopct = plt.pie(viol_freq[0],\n",
    "                                  explode=tile(0.01,len(viol_freq))*arange(len(viol_freq))**1.75,startangle=0,\n",
    "                                  labels=viol_freq['Law'],\n",
    "                                  colors=(linspace(0.01,0.65,len(viol_freq))**0.25).astype(str),\n",
    "                                  labeldistance=1.10,autopct=autopct,pctdistance=0.75)\n",
    "autopct[0].set_color('w')\n",
    "autopct[1].set_color('w')\n",
    "for lab_idx, lab in enumerate(labels):\n",
    "    lab.set_fontsize((5*viol_freq[0]**0.125).iloc[lab_idx])\n",
    "for pct_idx, pct in enumerate(autopct):\n",
    "    pct.set_fontsize((5*viol_freq[0]**0.125).iloc[pct_idx])\n",
    "plt.title('Bicycle-related infractions in Seattle (2003-2021)');\n",
    "plt.tight_layout()\n",
    "plt.savefig(current_results_dir + 'seattle_bike_infractions_pie_chart.pdf')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "31db8739",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "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": "3.6.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}