sanfrancisco_incidents_summer_2014.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Visualization of San-Francisco Incidents in Summer 2014"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Given the dataset of San Francisco incidents in Summer 2014 I want to answer the following questions:\n",
    "* Which category of incidents occur most often?\n",
    "* How do incidents of that category vary by police district?\n",
    "* How do incidents of that category vary by time of day? At what time are they most common?"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "First I read the data from the github and see what it looks like."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 115,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[1] \"Reading data...\"\n",
      "[1] \"Done\"\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<table>\n",
       "<thead><tr><th scope=col>IncidntNum</th><th scope=col>Category</th><th scope=col>Descript</th><th scope=col>DayOfWeek</th><th scope=col>Date</th><th scope=col>Time</th><th scope=col>PdDistrict</th><th scope=col>Resolution</th><th scope=col>Address</th><th scope=col>X</th><th scope=col>Y</th><th scope=col>Location</th><th scope=col>PdId</th></tr></thead>\n",
       "<tbody>\n",
       "\t<tr><td>140734311                            </td><td>ARSON                                </td><td>ARSON OF A VEHICLE                   </td><td>Sunday                               </td><td>08/31/2014                           </td><td>23:50                                </td><td>BAYVIEW                              </td><td>NONE                                 </td><td>LOOMIS ST / INDUSTRIAL ST            </td><td>-122.4056                            </td><td>37.73832                             </td><td>(37.7383221869053, -122.405646994567)</td><td>1.407343e+13                         </td></tr>\n",
       "\t<tr><td>140736317                            </td><td>NON-CRIMINAL                         </td><td>LOST PROPERTY                        </td><td>Sunday                               </td><td>08/31/2014                           </td><td>23:45                                </td><td>MISSION                              </td><td>NONE                                 </td><td>400 Block of CASTRO ST               </td><td>-122.4350                            </td><td>37.76177                             </td><td>(37.7617677182954, -122.435012093789)</td><td>1.407363e+13                         </td></tr>\n",
       "\t<tr><td>146177923                            </td><td>LARCENY/THEFT                        </td><td>GRAND THEFT FROM LOCKED AUTO         </td><td>Sunday                               </td><td>08/31/2014                           </td><td>23:30                                </td><td>SOUTHERN                             </td><td>NONE                                 </td><td>1000 Block of MISSION ST             </td><td>-122.4098                            </td><td>37.78004                             </td><td>(37.7800356268394, -122.409795194505)</td><td>1.461779e+13                         </td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "\\begin{tabular}{r|lllllllllllll}\n",
       " IncidntNum & Category & Descript & DayOfWeek & Date & Time & PdDistrict & Resolution & Address & X & Y & Location & PdId\\\\\n",
       "\\hline\n",
       "\t 140734311                             & ARSON                                 & ARSON OF A VEHICLE                    & Sunday                                & 08/31/2014                            & 23:50                                 & BAYVIEW                               & NONE                                  & LOOMIS ST / INDUSTRIAL ST             & -122.4056                             & 37.73832                              & (37.7383221869053, -122.405646994567) & 1.407343e+13                         \\\\\n",
       "\t 140736317                             & NON-CRIMINAL                          & LOST PROPERTY                         & Sunday                                & 08/31/2014                            & 23:45                                 & MISSION                               & NONE                                  & 400 Block of CASTRO ST                & -122.4350                             & 37.76177                              & (37.7617677182954, -122.435012093789) & 1.407363e+13                         \\\\\n",
       "\t 146177923                             & LARCENY/THEFT                         & GRAND THEFT FROM LOCKED AUTO          & Sunday                                & 08/31/2014                            & 23:30                                 & SOUTHERN                              & NONE                                  & 1000 Block of MISSION ST              & -122.4098                             & 37.78004                              & (37.7800356268394, -122.409795194505) & 1.461779e+13                         \\\\\n",
       "\\end{tabular}\n"
      ],
      "text/markdown": [
       "\n",
       "IncidntNum | Category | Descript | DayOfWeek | Date | Time | PdDistrict | Resolution | Address | X | Y | Location | PdId | \n",
       "|---|---|---|\n",
       "| 140734311                             | ARSON                                 | ARSON OF A VEHICLE                    | Sunday                                | 08/31/2014                            | 23:50                                 | BAYVIEW                               | NONE                                  | LOOMIS ST / INDUSTRIAL ST             | -122.4056                             | 37.73832                              | (37.7383221869053, -122.405646994567) | 1.407343e+13                          | \n",
       "| 140736317                             | NON-CRIMINAL                          | LOST PROPERTY                         | Sunday                                | 08/31/2014                            | 23:45                                 | MISSION                               | NONE                                  | 400 Block of CASTRO ST                | -122.4350                             | 37.76177                              | (37.7617677182954, -122.435012093789) | 1.407363e+13                          | \n",
       "| 146177923                             | LARCENY/THEFT                         | GRAND THEFT FROM LOCKED AUTO          | Sunday                                | 08/31/2014                            | 23:30                                 | SOUTHERN                              | NONE                                  | 1000 Block of MISSION ST              | -122.4098                             | 37.78004                              | (37.7800356268394, -122.409795194505) | 1.461779e+13                          | \n",
       "\n",
       "\n"
      ],
      "text/plain": [
       "  IncidntNum Category      Descript                     DayOfWeek Date      \n",
       "1 140734311  ARSON         ARSON OF A VEHICLE           Sunday    08/31/2014\n",
       "2 140736317  NON-CRIMINAL  LOST PROPERTY                Sunday    08/31/2014\n",
       "3 146177923  LARCENY/THEFT GRAND THEFT FROM LOCKED AUTO Sunday    08/31/2014\n",
       "  Time  PdDistrict Resolution Address                   X         Y       \n",
       "1 23:50 BAYVIEW    NONE       LOOMIS ST / INDUSTRIAL ST -122.4056 37.73832\n",
       "2 23:45 MISSION    NONE       400 Block of CASTRO ST    -122.4350 37.76177\n",
       "3 23:30 SOUTHERN   NONE       1000 Block of MISSION ST  -122.4098 37.78004\n",
       "  Location                              PdId        \n",
       "1 (37.7383221869053, -122.405646994567) 1.407343e+13\n",
       "2 (37.7617677182954, -122.435012093789) 1.407363e+13\n",
       "3 (37.7800356268394, -122.409795194505) 1.461779e+13"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "require(ggplot2)\n",
    "\n",
    "print(\"Reading data...\")\n",
    "sf = read.csv(\"https://github.com/uwescience/datasci_course_materials/raw/master/assignment6/sanfrancisco_incidents_summer_2014.csv\")\n",
    "print(\"Done\")\n",
    "\n",
    "head(sf, n=3)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now I am going to count incidents by category, and compare the results visually."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 116,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {},
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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7MBEzs0sRpI97WGH4CEif2ZWBukzswR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",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "cc = data.frame(summary(sf$Category))\n",
    "ggplot(cc, aes(reorder(rownames(cc),cc[[1]]), cc[[1]])) + \n",
    "    geom_point() +\n",
    "    xlab(NULL) +\n",
    "    ylab(\"Count\") +\n",
    "    ggtitle(\"Number of Incidents by Category\") +\n",
    "    theme(axis.text.x = element_text(angle = 90, hjust = 1)) +\n",
    "    coord_fixed(ratio=0.002)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As is clearly seen from the above plot, LARCENY/THEFT category is leading. \n",
    "\n",
    "**Of all the incidents LARCENY/THEFT occur most commonly.**\n",
    "\n",
    "And now let's see how LARCENY/THEFT incidents vary by police district."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 117,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {},
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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pGcpMhSiORAIZKTFFkKkRwoRHKSIksh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\nRU5ErkJggg==",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "larceny = sf[sf$Category==\"LARCENY/THEFT\",]\n",
    "ggplot(larceny, aes(PdDistrict)) + \n",
    "    geom_bar() +\n",
    "    xlab(NULL) +\n",
    "    ylab(\"Count\") +\n",
    "    ggtitle(\"LARCENY/THEFT by Police District\") +\n",
    "    theme(axis.text.x = element_text(angle = 90, hjust = 1)) +\n",
    "    coord_fixed(ratio=0.003)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Of all the police districts the SOUTHERN district contributed the most to LARCENY/THEFT incidents.**\n",
    "\n",
    "Now when I know where in San Francisco thefts occur most commonly, I want to find out at what time of day they occur most commonly. So I am going to see how LARCENY/THEFT vary by time of day."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 118,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {},
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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SR3+rvmp3Cnv6sPlXJXpGs1/X2ql6uB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\nIgEogEgACvw/Ffx3vkzSGlUAAAAASUVORK5CYII=",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "hh24 = function(t) substr(t, 1, 2)\n",
    "ggplot(larceny, aes(hh24(Time), fill=PdDistrict)) + \n",
    "    geom_bar() +\n",
    "    xlab(\"Hour\") +\n",
    "    ylab(\"Count\") +\n",
    "    ggtitle(\"LARCENY/THEFT by Hour of Day and by PdDistrict\") +\n",
    "    coord_fixed(ratio=0.025)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As the plot shows **LARCENY/THEFT incidents most commonly occur in the afternoon, and 18 PM is the peak hour.**\n",
    "\n",
    "Additionally, for each bar in the plot we can see how much each police district contributes to the total number of incidents. It's no surprise the SOUTHERN contributes the most."
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "R",
   "language": "R",
   "name": "ir"
  },
  "language_info": {
   "codemirror_mode": "r",
   "file_extension": ".r",
   "mimetype": "text/x-r-source",
   "name": "R",
   "pygments_lexer": "r",
   "version": "3.3.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}