VehicleTheft.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Vehicle Theft Highest At Night in San Francisco and Seattle\n",
    "\n",
    "This notebook shows that vehicle theft crimes show two consistent patterns in both San Francisco and Seattle:\n",
    "- vehicle theft was the highest during the night hours (6pm to 10pm in SF and 8pm to 10pm in Seattle)\n",
    "- vehicle theft when up immediately at the start of summer, peaked, then dropped off at the end of summer presumably returning to \"normal\" levels.\n",
    "\n",
    "This notebook uses datasets of crime incidents in both San Francisco and Seattle from 06/01/2014 - 08/31/2014.\n",
    "This is a [Jupyter](http://jupyter.org/) Notebook using the R programming language.\n",
    "\n",
    "After analyzing all the different types of crime (e.g. assault, kidnapping, burglary, etc.) it was clear that vehicle theft was most consistent. It was highest during a small time period at night from 6pm to 10pm in San Francisco and a similar time in Seattle. Likewise, it was consistent across all districts in SF. There was also a natural curve of vehicle theft over time for the summer months in both cities.\n",
    "\n",
    "## Data Summary\n",
    "\n",
    "*San Francisco*\n",
    "\n",
    "* 1,966 vehicle thefts reported in the summer of 2014\n",
    "* Automobile theft accounted for vast major of vehicle theft (1,350 or 69%)\n",
    "* Most number of vehicle theft was in the Ingleside district (19%) and second most in Mission district (16%)\n",
    "* Highest vehicle theft at night between 6pm and 10pm\n",
    "\n",
    "*Seattle*\n",
    "\n",
    "* 3,057 vehicle thefts reported in the summer of 2014\n",
    "* Automobile theft accounted for vast major of vehicle theft (2,588 or 85%)\n",
    "* Most number of vehicle thefts reported in district J (349 or 11%)\n",
    "* Highest vehicle theft at night between 8pm and 10pm"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "#############################################\n",
    "# load pre-filtered vehicle theft only subset\n",
    "d1 <- read.csv(\"sanfrancisco_vehicle_theft_2014.csv\", header = TRUE, stringsAsFactors=F)\n",
    "\n",
    "# If we loaded full data from 2014 then would need to create filtered subset from it\n",
    "# d1 <- read.csv(\"sanfrancisco_incidents_summer_2014.csv\", header = TRUE, stringsAsFactors=F)\n",
    "# d1 <- subset(d1, Category == \"VEHICLE THEFT\", select = c(DayOfWeek,Date,Hour,Time,Descript,PdDistrict))\n",
    "# but this analysis is just using the vehicle theft subset\n",
    "\n",
    "# setup data fields and derive new fields as needed\n",
    "d1$Hour <- as.numeric(substr(d1$Time,1,2))\n",
    "\n",
    "# re-order days of the week in right order\n",
    "d1$DayOfWeek <- ordered(d1$DayOfWeek, levels = c(\"Monday\",\"Tuesday\",\"Wednesday\",\"Thursday\",\"Friday\",\"Saturday\",\"Sunday\"))\n",
    "d1$when <- as.POSIXct(strptime(d1$Date, \"%m/%d/%Y\", tz = \"PST8PDT\"))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Vehicle theft by the hour of the day"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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      ],
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {
      "image/svg+xml": {
       "isolated": true
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     "output_type": "display_data"
    }
   ],
   "source": [
    "###########################################################\n",
    "# Plot number of vehicle theft in SF by the hour of the day\n",
    "###########################################################\n",
    "\n",
    "byhour_sf <- as.data.frame(table(d1$Hour))\n",
    "\n",
    "library(ggplot2)\n",
    "\n",
    "g <- ggplot(data=byhour_sf, aes(Var1,Freq)) + \n",
    " geom_bar(stat=\"identity\", fill=\"green\", colour=\"darkgreen\") +\n",
    " ggtitle(\"Total counts of Vehicle theft in SF by hour of the day\") +\n",
    " xlab(\"Hour of the day\")+ ylab(\"Total no. of Crimes\") \n",
    "\n",
    "g + stat_smooth(method=\"loess\", span = 0.9, aes(group = 1))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The plot above (as one would expect) shows an upward increase in the number of vehicle thefts drastically go up at night in San Francisco, specifically between 6pm and 10pm.\n",
    "\n",
    "Next, compare this with vehicle thefts in Seattle."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      ],
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {
      "image/svg+xml": {
       "isolated": true
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "############################################################\n",
    "# Load Seattle data (pre-filtered vehicle theft only subset)\n",
    "############################################################\n",
    "\n",
    "d2 <- read.csv(\"seattle_vehicle_theft_2014.csv\", header = TRUE, stringsAsFactors=F)\n",
    "library(lubridate)\n",
    "d2$when <- as.POSIXct(strptime(d2$Occurred.Date.or.Date.Range.Start, \"%m/%d/%Y %I:%M:%S %p\", tz = \"PST8PDT\"))\n",
    "d2$Hour <- hour(d2$when)\n",
    "# generate frequency counts by the hour\n",
    "byhour <- as.data.frame(table(d2$Hour))\n",
    "\n",
    "######################################################\n",
    "# Plot crime numbers by hour of the day in both cities\n",
    "######################################################\n",
    "\n",
    "# First plot Seattle data in blue\n",
    "g <- ggplot(data=byhour, aes(Var1,Freq)) + geom_bar(stat=\"identity\", fill=\"blue\") +\n",
    "  ggtitle(\"Total counts of Vehicle theft by hour\\nin Seattle and San Francisco\") +\n",
    "  xlab(\"Hour of the day\") + ylab(\"Total no. of Crimes\") +\n",
    "  stat_smooth(method=\"loess\", span = 0.9, aes(group = 1), color=\"black\")\n",
    "\n",
    "# then overlay San Francisco data on plot in green\n",
    "g + geom_bar(data=byhour_sf, stat=\"identity\", fill=\"green\", colour=\"darkgreen\") +\n",
    "  stat_smooth(data=byhour_sf, method=\"loess\", span = 0.9, aes(group = 1), color=\"white\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In plot above, the number of vehicle thefts go up at night in San Francisco between 6pm and 10pm (shown in green) and even more drastically in Seattle from 8pm to 10pm (shown in blue).\n",
    "\n",
    "## Vehicle Theft by sub-categories"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
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       "</g>\n",
       "</g>\n",
       "</svg>\n"
      ],
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {
      "image/svg+xml": {
       "isolated": true
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "########################################################\n",
    "# Plot of vehicle theft by hour colored by description\n",
    "########################################################\n",
    "\n",
    "#options(repr.plot.width=8, repr.plot.height=4)\n",
    "ggplot(d1, aes(x=factor(Hour), fill=Descript)) + geom_histogram() +\n",
    " theme(legend.position = c(0.25, 0.8))+\n",
    " theme(axis.text.x = element_text(vjust=1)) +\n",
    "  xlab(\"Hour\") + ggtitle(\"Vehicle theft Hourly Trends split by sub-category\")    "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "source": [
    "The pattern of vehicle theft as seen in the histogram shows the increased crime highest from 6pm to 10pm especially with the  STOLEN AUTOMOBILE sub-category (shown in green above) which is the most common type of vehicle theft.\n",
    "\n",
    "Second most common theft is truck. The stolen motorcycle and bus are much less common so it does not have the numbers to show a consistent pattern. The non-auto theft incidents are basically low-level noise in the data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "\n",
       "    ATTEMPTED STOLEN VEHICLE STOLEN AND RECOVERED VEHICLE \n",
       "                          13                          102 \n",
       "           STOLEN AUTOMOBILE                   STOLEN BUS \n",
       "                        1350                            1 \n",
       "STOLEN MISCELLANEOUS VEHICLE            STOLEN MOTORCYCLE \n",
       "                           2                          148 \n",
       "                STOLEN TRUCK \n",
       "                         350 "
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "######################################################\n",
    "# Show sub-category of vehicle thefts in San Francisco\n",
    "######################################################\n",
    "\n",
    "table(d1$Descript)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "\n",
       "               THEFT-BOAT VEH-RCVD-FOR OTHER AGENCY            VEH-THEFT-AUTO \n",
       "                       16                       170                      2588 \n",
       "       VEH-THEFT-MTRCYCLE          VEH-THEFT-OTHVEH         VEH-THEFT-TRAILER \n",
       "                      135                         2                        23 \n",
       "          VEH-THEFT-TRUCK \n",
       "                      123 "
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "################################################\n",
    "# Show sub-category of vehicle thefts in Seattle\n",
    "################################################\n",
    "\n",
    "table(d2$Offense.Type)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Clearly Seattle has more numbers of reported vehicle crime (total 3,057) than San Francisco (total 1,966) even though **San Francisco has a larger population** ~852K people in the city with a density of 18,187 people/sq mile whereas Seattle has ~610K people in the city with a density of 7,969 people/sq mile. Does that mean Seattle has more vehicle crimes than San Francisco or is Seattle just better (or more complete) at reporting its crimes?\n",
    "\n",
    "In tables above the largest occurrence and most common of vehicle theft in both cites is the automobile.\n",
    "85% Seattle / 69% San Francisco"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Vehicle Theft in SF by District"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table>\n",
       "<thead><tr><th></th><th scope=col>Count</th><th scope=col>Percent</th></tr></thead>\n",
       "<tbody>\n",
       "\t<tr><th scope=row>INGLESIDE</th><td>382</td><td>19.43032</td></tr>\n",
       "\t<tr><th scope=row>MISSION</th><td>306</td><td>15.5646</td></tr>\n",
       "\t<tr><th scope=row>BAYVIEW</th><td>245</td><td>12.46185</td></tr>\n",
       "\t<tr><th scope=row>TARAVAL</th><td>222</td><td>11.29196</td></tr>\n",
       "\t<tr><th scope=row>NORTHERN</th><td>202</td><td>10.27467</td></tr>\n",
       "\t<tr><th scope=row>SOUTHERN</th><td>161</td><td>8.189217</td></tr>\n",
       "\t<tr><th scope=row>PARK</th><td>150</td><td>7.629705</td></tr>\n",
       "\t<tr><th scope=row>CENTRAL</th><td>146</td><td>7.426246</td></tr>\n",
       "\t<tr><th scope=row>RICHMOND</th><td>118</td><td>6.002035</td></tr>\n",
       "\t<tr><th scope=row>TENDERLOIN</th><td>34</td><td>1.7294</td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "\\begin{tabular}{r|ll}\n",
       "  & Count & Percent\\\\\n",
       "\\hline\n",
       "\tINGLESIDE & 382 & 19.43032\\\\\n",
       "\tMISSION & 306 & 15.5646\\\\\n",
       "\tBAYVIEW & 245 & 12.46185\\\\\n",
       "\tTARAVAL & 222 & 11.29196\\\\\n",
       "\tNORTHERN & 202 & 10.27467\\\\\n",
       "\tSOUTHERN & 161 & 8.189217\\\\\n",
       "\tPARK & 150 & 7.629705\\\\\n",
       "\tCENTRAL & 146 & 7.426246\\\\\n",
       "\tRICHMOND & 118 & 6.002035\\\\\n",
       "\tTENDERLOIN & 34 & 1.7294\\\\\n",
       "\\end{tabular}\n"
      ],
      "text/plain": [
       "           Count   Percent\n",
       "INGLESIDE    382 19.430315\n",
       "MISSION      306 15.564598\n",
       "BAYVIEW      245 12.461851\n",
       "TARAVAL      222 11.291963\n",
       "NORTHERN     202 10.274669\n",
       "SOUTHERN     161  8.189217\n",
       "PARK         150  7.629705\n",
       "CENTRAL      146  7.426246\n",
       "RICHMOND     118  6.002035\n",
       "TENDERLOIN    34  1.729400"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Show total # of vehicle thefts in SF by district\n",
    "\n",
    "t <- table(d1$PdDistrict) \n",
    "t <- t[order(t, decreasing = TRUE)]\n",
    "df <- data.frame(t)\n",
    "df$Perc <- df$t / sum(df$t) * 100\n",
    "colnames(df) <- c('Count','Percent')\n",
    "df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Most number of vehicle theft shown in table above is in the **Ingleside** district and second most in **Mission** district. Mission district is at the heart of the city center and as expected it has a high volume of theft.\n",
    "\n",
    "In 2011 it was reported that the Tenderloin area had the highest crime rate in San Francisco but in summer of 2014 it had the lowest numbers of vehicle theft (<2%). The table above is actually misleading. If you plot the data on a map overlaid with a heatmap then it will show the highest concentration at Tenderloin and spreading out south towards Mission. The neighboring districts surrounding Tenderloin are adding to the concentration of crime at the center of the city for a more complete total picture."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Vehicle Theft by date"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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W+DcL7vrLIYcitDW2Fgagx1YUi1Mska++1KDVTJyxJ2EHrcsj5tHva+1oFSkUibSGS+uM20Hr8ogIPbc7UyJlLuBiKomUsf130Lo8Ikr/X8b9gZZF0hAhCy77ltAeWpdHROl3pH3ltixS4BJJIo2SbRCAfTCRhhgK1B5Eqvet5o3uauPN2soMWS4GI6L06DRgEsdAtMUmkr7W5ZbAdpRIfLrx3py3JZoXafLFLo8q0uKRUCLx6Xbk3ajWRSry/Ug7miF73VC1l0NZT9fqhgqWo8epSIFzBx5uGRuPKlKEM+ppLkwMwAMJlqODi5S1DSQSn04a2ZCwNXUfaZ6seQ35HdkSiU9nDxGKb2CNbJgntk66biZPtRmym+Ak0jXLh0yJNM90nXRdQB0cs4RLiEQiIpM4s31hM5H2dWoXE4eBGeFyI5GIyKxW3nYRiXQPcLEjkbhElL71NAroIjkC35FIk7XQwHykgliJRORMidk27Vyk8HFEIhEwGBGlV53Yl1OcKnd/Z0/hHZYpb1qwHVM6mmreLidtF4tMNW+xIsUPF6pIBAxGROntTDU3Vqd9ndoZGyWRCBiMiNLbEemS+I63G5FSTlslEgGDEVF6YyJdsnrptAuRUi/9JBIBgxFReosi9VmwqfmRDTndkRKJgMGIKL1dkS6Z75Xti5TSviESiYDBiCi9cZFc/NLU/OhviUTASaQyxItNUfjk6kgiEXEIViIRORjRpbJI5qnmzU0cVpRx4juoKlI5HIJVRSJyMKKLTu28SCQuEaUfUaROItFxCFYiETkY0cUq0lkjiUTHIViJRORgRBejSLfvGKv17G+JRMBJpDJEF5tI3bUsVXv2t0Qi4CRSGaJLQmfDJBIJxyFYiUTkYEQXieRFInGJKF0iSaTSWIlE5GBEF+M1UuFHFhsm/Bqn+oLRVPP90+u0sovCA/0MqkgkHIJVRSJyMKJLyg1Z3yWJhOMQrEQicjCiS4JIk7okkXAcgpVIRA5GdEkT6UMjG6g4BCuRiByM6KKK5EUicYko/ZAi6RqJjkOwEonIwYgu9kGr6rXj4xCsRCJyMKJLG/eRzMuZFIlEwGBElH40kUKhiGSfaq4oTSe6CxcVaUhc+B0cs1WR+PT9VKQ4/NrRcI1E4uEQrEQicjCiDe7dPCpUkRTlIZIih0RSFEIkkqIQIpEUhRCJpCiESCRFIUTd39tg1f1N5GBEG/zW3z0ZJySRcByClUhEDka0wW8eaWQDHYdgJRKRgxFt8GA5kkgUHIKVSMuc9VFxdKIPX0qwHEkkCg7BSqRL0lX5Wn2pxtrN075ICVufgTuESFFn0jjTz9mgs6FgRYo/NmxPT35bP7EYx8Pa3zZ65/aty042PbHleRxgtRrhW4gEmb4Y0jE7aQd34WDXk7Uce6lI2PpEWpm5/UzwRxCJ4kVz10hs9cuJtLg4VXrtEJniIvVNPJRIgS33oJ0NbOVW6GmfWq37O7et8e5v7699i7Sy+R5UJDvRrhzFxKr3kXJkMnd/13quHWVXi29LicQlovTqN2RTZbLPkN1r97dtjUgkLhGlVxfJJUWlQ4uUcEohkbhElN6ESJc9CIff7Kn6rea5WyGxNEskLhGlNyLSl9mlQ4qUcbEokbhElN6OSF+2/cnS2dB5HjUvUte1P0QIwUokIsdMjKlk6f7uPnbT/d0fOyQSAYMRUXpzIsUenm26IfvhhSKS+ZHFCekMj49VlNzk7l8fC1nkZDDiBwrrYWZ8GquKRMBgRJTeYEVyWb5YOshYO799EomAwYgovVGRvhYvlg4wH2nepyKRCBiMiNLbFWmhLNlvyLZZkYKNkkgEDEZE6S2L9BXqeNi5SOEyK5EIGIyI0hsXaX4A37NIi1d+EomAwYgovXWRvqa7335F4k5mkUhcIkrfgUhf3gnRTkVaH7MhkQgYjIjS9yHSaD/co0jRkU8SiYDBiCh9JyJ9Vf8y5nyRDONRJRIBgxFRukRKS/JjjggPTrJgtsqeHjbWPL1OK7so/HJq19YNWePsCFUkAgYjovSjVaTRVKTqItknGUkkAgYjonSJVEqklKl6EomAwYgoXSKVESltxqtEImAwIkqXSCVE2uChaBKJS0TpEokuUsbD+iQSAYMRUbpEYouU8/xYiUTAYESULpEkUmmsRCJyMKJLikgfEomMQ7ASicjBiC5tjGwwL2dSJBIBgxFRukSSSKWxEonIwYguVpGGqyT2c+3Mj+PSE7aUphPfQcce1XvSqioSAaeKVIbool47LxKJS0TpEkkilcZKJCIHI7pIJC8SiUtE6YcUqerXukgkAk4ilSG6SCQvEolLROlHE6n+9yNJJAJOIpUhupjvI3UTjyQSAYdgJRKRgxFdNLLBi0TiElG6RJJIpbESicjBiC7GzobCTxEyP+2odPQ4rv3TW34clypSGRyCVUUicjCii07tvEgkLhGlSySJVBorkYgcjOjSxjWSeTmTIpEIGIyI0g8n0r0QSSQiDsFKJCIHI7pIJC8SiUtE6RJJIpXGSiQiByO6SCQvEolLROkSSSKVxkokIgcjukgkLxKJS0TpRxPpro+mUTBxCFYiETkY0SXtcVz0aRT2x3EpStOJ7sLXUnTJB1mkIXHhd3DMVkXi0/dTkeLwj4VIJByHYCUSkYMRbfAtRFKUh0jKuaBEUhRCJJKiECKRFIUQiaQohEgkRSFE3d/bYNX9TeRgRBt8i+7v+ENajv2cnWO3bmN61VZGniI07v7WDVkeDsGqIhE5GNEG9+tQrUGrO9jVQrjV0VkYViIRORjRBh9bRP8O2SOKFHYlEPMLV3EJkUhliDb4SCONtVvFZTtxxqa/VyIRORjRBg8UI4k0SbZBU2yCTxKJyMGINnigGEmkW0Y7PrGzweKTRCJyMKINroq0kOm+zu+1W7VJIhE5GNEG1zXSPME9vFD395JNEonIwYg2uNdrxxbJPNW8nZimFZeAauzVvuOVoe6h7yOtX7gUvyHrXzipIhE5GNEGH66QHn1kQ7wzbaORDdcFkUhEDka0wef9dQ8nkq1HesMhQpm97RKpDNEGf3CR7Lvs1mPt0m2SSGWINvgDn9ql7alVBq0mLaJEKkO0wR+0IqWfPFUb/W0uTRKpDNEGf0CRNhtF6mMhnGVsUV2RukhYSImUuYCLyRIpf9BcC/OR1m3aWKSJKDG62a5I2hapvzQqNY0CmnnIi9tyW3Bm4bauW2rHBitxLAGDPhXL8JaWZ8hePTrwxL7+8HecGbKh43mximSqIJRGGipWyxWpu9t0xF67+xY5jkiXTPY2tkhpJ2BFGhnQSiJlLuBiTOvE3w8OJtKQ625GEinzAmaDy1z8AksiBRJbJ4GVfUyRhkA7GLh/ftXo/s5Z5g1EGtm0f5EKnF83L9INYzpuz4/ue76PZFZKIs2ztE5WVudjiOSnC4dCjNPXU+A+UkSowt3f3ezMbqciRY5JjyhSSSJKL3hDdkGnjaaa7/pxXIbCLpG4RJRefGTDrDztdGTDZjNk3doqT1F2mm6D/aOoSEMg0xczHFxSem1UkbhElL7pWLvLjrLvIULQAi7mf+nDTyUSl4jStx+0CvTvR+Bjj3bV2ZCzSiQSl4jS64z+Bu6WHe2G7GVNbLyrSSQ+veI0ijyZjiTSbQ1IJAIGI6L0yvOR0mU6ikheyyUSAYMRUXoDE/vSXDrCyIbZ4UMiETAYEaU3INJXUmHau0ism9QSiUtE6W2I5GKUqfIQIWjm4aX3nxR9h+z+6eU4hh0tNkO21SFCq8cJVSQCBiOi9HYq0pBYXao1RAgRKVpsJRIBgxFRenMifUVc2ptIpjNWiUTAYESU3qJIX2u7X6yzYZTqIpn7UCQSAYMRUXqjIrmE98LdVKSUXn2JRMBgRJTesEhfwUP6PkRKvM8skQgYjIjS2xbJZbJLti9SxtAniUTAYESU3r5Ik7oUF8m/QNpcpJzBuBKJgMGIKH0PIrncXDLOR6LfRzLPkNX0VqXpxHdQX6Ba85FUkQg4VaQyRBdbRRoVokrd3xKJgJNIZYguEsmLROISUbpEkkilsRKJyMGILhLJi0TiElH60URSZ0MZHIKVSEQORnSp3P0tkbKxEonIwYguVpF0Q7YEDsFKJCIHI7qYRZqFKZJhcmLKTMb8aIbs/ul1WtlF4VuIZBY+KapIBAxGROlHq0j15yNJJAJOIpUhuqSe2qnXjolDsBKJyMGILmki1XuIvkQi4CRSGaJLkkjjTjuJRMAhWIlE5GBElwSRvM5vicTAIViJRORgRBe7SL5GEomBQ7ASicjBiC7mkQ1TjyQSAYdgJRKRgxFdUsfakUWyz5BVlKYT3YX7enRPnYq0g2O2KhKfvp+KFIfPa5FEYuEQrEQicjCiDb6FSIqiTCKRFIUQiaQohEgkRSFEIikKIRJJUQhR9/c2WHV/EzkY0Qa/DVkd343VfSQKDsFKJCIHI9rg3pDV1r6MeTUSiYDBiCj9cCJVf67dDna1ZVx8nBYVtxiJVIZog08KkcbaWXF3T6Jvtb9yGWeIRCpDtMGLimQe/b2nWIcDL781891Ky1FFsuOSy8oyNvpRqkhEDka0wSWSIelnZjbsyudKJCIHI9rg6mxYz21PL9hrF7qEkkhEDka0wdX9vZTJzr1B9/eYKJGIHIxog19LkW7IjhI64drsPlJGF18OZkJLDYV+QJFmeVSRmBctCdgALrnT3Nq6BSHSGjj7CIkkkYas77X1RjbEasEixlBHwsS0JBsPIVsWabyqH1Iky37QzBAh4PQrk2jKKeOk9GgijToaHk0k+5ZvRiQqBiMu0M0rVSKlJf49TjW+iuuytbfH7h5jpQ/lqThny1i+aOxxKlLeGb0qUh59bW2rIu1TpNxr4kzcLQ8t0pDgmj+iSN2hRRoM0nwkLjGVPj2QHU+ks0ZHFWm87SQSl5hHv3fuHU6k7vrHkcbaBU7kJBKXiNHzzrRbFuk60q7eV19Sd7XlDSSRuESUfkEm3vZqWaRQ9ilSZINIJC4RpftI261kiZS5gIuZrBPLQU0icYkoPXZSEdJqJyLtsrPBfGIgkbhElJ7SXxQNk7iUWiJt8MwGtwpLfr6ylwTt2g6/54qU3OejisQlovTy3d/TirXTilRMpKyOU4nEJqL0Te8jpXUOJsMv9ozSvkjXldHMAyKLYCUSkeMREZ0OVJHuq0AiETAYEaVXHNmQp9NBRPKbLpEIGIyI0qsPEUqV6QAizZsskQgYjIjSq4vkklKadi5SuKUSiYDBiCi9CZEuMcq055ENiy2USAQMRkTp7YjkYpCpskjZU3hd0/LmBCdhSucxp5rvkhPZ4yJTzRvt/o4cH1SRCBiMiNLbqkjXrFQmU0XqilWk+LLPXxIvsxKJgMGIKL1NkVwW9r6diWS78pNIBAxGROntirSwE+5JJHNfpEQiYDAiSm9ZJJeZTFuI9Pz7myBS2cd0SiQuEaW3LpKL59IWIp2BSy7Fl/Y0LHLD37Iqkfj0PYj0Nd4xtxDp58/bkkvxRT3Zz+hukUgEDEZE6TsR6ZwNRXL5+/s55JJhOTNG40okAgYjovSjicS8j/Tv6fwh78kiZbRNIhEwGBGlH02kUDJF+ny56PjS/8881VyzxZWmE99BmSL9/D6Xo+fPn7NNr+Ofm4VPiioSAYMRUboqUih/XWfDr3/9q7yXmZczKRKJgMGIKP1oIlGukVw3w/vP9VVPEgnDSiQiByO6GEW699rli9S9fi79yrycSZFIBAxGROkSKZCfpV9IJIlERB5epNtl0dPT9Ffm5UyKRCJgMCJKl0grIn3PH29pXs6kSCQCBiOidIk0yaf3mNhniYRjJRKRgxFdtqpIz2OP/kokHCuRiByM6FLjGmkew1T55Mn1WdEzG/ZPr9PKLgr37Kn2OC5VJAJOFakM0WWjkQ2uGo1O7iQSjpVIRA5GdJFIXiQSl4jSjyZS/cdxSSQCTiKVIbokVKRRj4NE4uAQrEQicjCiy5YivT+fTt/Pgd5vibQNTiKVIbpsKNKnuzZy02M73UciYCUSkYMRXTYU6aX7c/rXPZ/+XKfHSiQEK5GIHIzoYhepQ0VyBelf9yt0Z9a8nEmRSAQMRkTpxxPprBFDpH25RuwAAByOSURBVNfu0xPJ/swGRWk60V34rk839ijn1O7fp5sYm3Vqt4NjtioSn76fihSHj8pQ143GCiWLdBkB/tsVl9lMWWgBFyORCBiMiNKPJlIoySKd3p/cFdLp+c/iKxRFGaIn0CkKIRJJUQiRSIpCyLJIv5/NXYWK8uhZtOR3Qp+7ojx6Fi15mn4HxT1Qt+Ji1P1NwGBElK7u79AvlgsRtICLkUgEDEZE6RIpkNdu8Vmr0AIuRiIRMBgRpUukQL6fXuYzkfYuUu7ILBD7JZGoHIxogxNP7RY7G6AFXEyZXW1RiCSc/yHttI5MROkS6VAirdQSDBf4fPOb9i5Sbi2PrqTDi7SS+PP3tn+E4mi71cEWxZSMTQYeYfLLqo/BjDwgsrRIkOmLyTpm2456JNwdG0jkCFykIiXXhlCy6fOYGjkBP0BF+ny9TO77blCkfH+ycJPEWhfaT0GRkhzIJi7RrUlD9m04vkiX7zN333o5MwlawMVY1slkD9pD93eCAellYy3Ni9QHOyLuQKT37uXHifTevdUXaWF/2oNIQZzJlqY6G4ohB06mTzsQ6an76Uc3VO21W1+/uxWpGAYjonS8+zvVph2I1D//u55IliOUROISUTrpPlKCTYWf2TBKtkjPQ0X6l/ONfdhWMK9IicQlonTmDVnbTrBBRUIfxzVcI30GRoFDC7gYt04ST5QlEpeI0ukjG6L7ww5EOr0ONW32NK5CImVca0okLhGlFxoitGLTHkS63EfqXgMPEYIWMJTLmtLobwIGI6L0kmPtwjLtQqTFQAs4zW0FSSQCBiOi9NKDVuelaacimR9ZbIxbL7QPUx4jG+00FJEmNwqnv4ZMv4ZxcFFF4hJR+mbTKJDTGCP8wzMp89nfpUUKnu9KJAIGI6L0TecjXXaiTW7IdtCzv0+vT+6h33+fZiOEUJEWemAkEgGDEVH65hP7soYV2eAfC0kW6Vf37/L35TuSaCKtNFwiETAYEaXXmSELyLTVECH/H7BI9HtrEolLROn1pppnyhQdIkQQ6elWkZ4YIsVbKpEIGIyI0us+s4F7Rz9weZR7avfkniL0+eS+JAkUydRCiUTAYESUXv/hJ4kyGU7tuolLySL1E/vc2IbZb5IW0Nw0iUTAYESUXl8klwSXLCJN6lK6SKc/lyFCs+/rSxKp3efsSCQ+vQ2RvuxHb6NIH5WHCBWfoyWRuESU3oxILhaZtqlIi7E95mjb52Jtme0fNlYhW9GLcrrITmh4HBd+jbSc+IEipzdSFYmAwYgovamKNGR1T9yi1w4TKf6SWSQSAYMRUXqLIn2tHda3uI8kkahYiUTkZBDDMm0xskEiUbESicjJJM5dkkh9JBKXiNIbF+lrVpiip3b3SCQeDsFKJCIHI45kqjVDViJlYyUSkYMRXeJP8JdI5XAIViIRORjRRSJ5kUhcIkqXSBKpNFYiETkY0cUuUieR6DgEK5GIHIzoYhXprFHVx3HpIVtK04nvoHd9gKcIRWIWPimqSAQMRkTpR6tI1ykU2FOEJBITK5GIHIzoktDZMIlEwnEIViIRORjRRSJ5kUhcIkqXSBKpNFYiETkY0cV4jaSxdkVwCFYiETkY0SXhPpIqEh2HYCUSkYMRXZJHNkgkIg7BSiQiByO6pFwjdRKJjEOwEonIwYguKRWp6sNPMtomkQgYjIjSjyiSP65h68dxlX8S1yV6HNf+6XVa2UXh13I0PbtjimQWPimqSAQMRkTph6tIN4E01o6JQ7ASicjBiC5JY+28f0okHIdgJRKRgxFdNLLBi0TiElG6RJJIpbESicjBiC4SyYtE4hJRukSSSKWxEonIwYguEsmLROISUbpEkkilsRKJyMGILhLJi0TiElG6RDLG/hQhRWk60V24jYq0g2O2KhKfvp+KFIdLpHI4BCuRiByMaINvIZKiKJNIJEUhRCIpCiESSVEIkUiKQohEUhRC1P29DVbd30QORrTBdR+pHA7BSiQiByPa4BKpHA7BSiQiByPa4BKJihsPz4KwEonIwYg2uJNmvPUlUhS3NrZx/I7YOEgjzhyJVIZog6si2WIVIAG7apVEInIwog0ukdYy2tELXyNNlZJIRA5GtMElUiiBOrFZZ0N26ZNIZYg2+OCNf4FEFin+aOV2no7dr4jNscEkLoue/V0TPnjk/fWgFWm9ClTr/jaXJ1WkMkQb3Beo1rO/K4tk2VVr30eKL6NEKkO0wSeF6OG6v80XI7VF6rNWniRSGaIN/sAipV3QtyHSkOCiS6QyRBv8MUXK6BRrSqRLptVJIpUh2uCPJ1LWPdUWRRpys0kilSHa4I8kUubAhFzcLRu0DmlZHnEaiVSw1878gMjycTta7WUone4RGtlqHuE+0u1o/QjTKHIHBKoiYfCPhRxEJN7l+F5EGpJuk0SC4AcWab4rPZBIlyQVJ4kEwS9ndKMcRKTwDvRoIvUx6iSRIHigw27vIi3vNo8pUp+oTRIJgh9LpMje8sgiXbLWEyGRIPhxRDKcvzy8SEOCPkkkCL6FSNA8D1OM83YqzWVpZ7aVH+rcK81H2ntFSuiYUkUK5NrNpIoEwXctUurNEom0km7tAqoMXSI1IFLONpdIBmKmUBJph/eRLtu5yQdE0rD1nyLUpRklkcJpVqTbppVIBIyFODrMkukSqZJI3raUSARMInF87kIYfiWRKog023QSiYBBiN005ZFfbYtU7BqJNR/JLRj8IUrpzMzqHmjD+XWowcdxLR7qVJEIGIxooofkApAtV6SrRV1rE/tWzxckEgGDEbPpwDlh8yJ1jd1Hiq5giUTAYESUPr11Vf55sqVF6iYaVRbJtEolEgGDEVH6HBkvUy2LNLOopkjmUi+RCBiMiNKjczMDO0PLIrVTkVLOlyUSAYMRUbr9sRv3/aJtkZq4Rkq86pRIBAxGROkpyFtvegYnjxiItdeukEiGeR5uFfGmjSxiyiMqYh/j+5EGnzaiTWKaj+SrxBQpbvpGzxBWReISUTpwHylzMMVORzZIpGysRDJxUnU6+lg7iUTAPaJIfezlSSLNI5EIGIyI0slDhAw6FRfJP6+TSBQcgpVIuZxVnYrfR/L+kkgcHIKVSBhnQafCIlX/MmaJRMBJpFlmF0+Fe+1GHeBUkczzkR5l0opSJf2d3LIpKtIQw5Ej4+igikTAYESUvul8pMw7T1a4RCqHQ7ASicgZEyGdJFIficQlovR6M2QzbVJnQx+JxCWi9MpTzdNP9tT93UcicYkovY1nNiT4pBuyfSQSl4jS2xBpiEUnDRHqI5G4RJTelEh9sue5byFSfJ7HRtNLNB9p//RtOAuTniLzkTSNogwOwaoiETm5xFl5Mlck9doxcQhWIhE5GHH0PB6jSPUeECmRCDiJVIbokiSS9/QTiYTjEKxEInIwokuCSFWfIiSRCDiJVIboYhep7nPtJBIBJ5HKEF2sIs2ftSqRcByClUhEDkZ0MYpU6pHF9vlIitJ0ortwX4/uqVORdnDMVkXi0/dTkeLweS2SSCwcgpVIRA5GtMG3EElRlEkkkqIQIpEUhRCJpCiESCRFIUQiKQoh6v7eBqvubyIHI9rgtyGr47uxuo9EwSFYiUTkYEQb3BuyWm0+0g52NYnEpx9OpOrPtdvBrsYRaXU8F4iTSGWINvikEGmsHREX8Cbt1ba3XSORyhBtcInEx00FwFtnMksilSHa4BKJiQvv5QVaF/JKIpUh2uASiYJbPQUr37rUs0CcOItEUmcDiIvuvpu2LtspiQTBi3Z/m2fI7jWX/bX2QizmZlTtBXmEXEvRJR9kkYZApi+mdkWyH/Ort85UolSRIPjHQiTSGi7txKmZ1q2e9EkkCC6RUnHpVx/ttS4klESC4OMzu/HZnUQK4fK6xdpt3VgoiQTBp50MEmkJl9+33H7r4L5zibTgkUSaBNnJ2m/dlQgIJZEkUiyXXeuhRn9nCCWRJNJabrvTQ4l0TcK9XYlUXqT4Nw02+uWQXeDbDzfANogZjZeoQK/BSYWrIi2E2DvcYOsA4sIYJE4ju2harkjqtZsmcDIjkeYJ7eh578p7d/oS6z7SPOV2teAWkkg2erymYMhxK9ON0siGecrsaoubRSLx6bTOBrNPEmke/q62ui0kEp/O7rWL27SZSI97aldwEzTQujJElF6k+7vU4TACl0hftiF0EolPL3YfafFMTyLNQ9rVrNeqEolPL3xDltv3GoEXFan1GbKX+xLKgbPdFvY7vx+p+zvxPoQqEp++zRCh8TnHTitSsyJl3M2TSHz6dmPtrhtcIs2Tu6vl3RKXSAXo2w5adRteIs2Tvk5yx5Vk4m6RSEQk1sr87R+DP4hIvULQDNn8t0okIhIetAocTB96ZMO4DEkkLhGlV5uPlCvTI4oUGs8okbhElF51Yh/5MTYH6/4OjTHGMKs4WyQSEUmcj5Rel0wVqdtpRVoYos/CTHEZkUhEJHliX5pLlUWCpvDOMp3ekvDWStOUDzDVvB06n5OwE0Wmmu+gIgWKTo0HROZFFYmIJFekIcbCtNNTu/VTNolEwGBElN6OSF+2K6adiWS74JFIBAxGROlNieQCXGS3JVLK2AOJRMBgRJTenEixutS+SKYa5EciETAYEaU3KJLL8o7Y/H2kjUaRSiQuEaU3KtLXYmFqfmSDRCLgJBKXGJBJIvWRSFwiSm9bJJeJSrVEMk8114RvpdG4umR5na6RyuEQrCoSkYMRR70Psc6Ge6+dRCLiEKxEInIwootE8iKRuESULpEkUmmsRCJyMKKLRPIikbhElC6RJFJprEQicjCii0TyIpG4RJQukSRSaaxEInIwokuKSB/FRDJMUjTOUASjGbL7p9dpZReFfyyEKZJZ+KSoIhEwGBGlH60iSaQyOAQrkYgcjOhiPLXTEKEiOAQrkYgcjOiSUJFGPQ4SiYNDsBKJyMGILhLJi0TiElG6RJJIpbESicjBiC4SyYtE4hJR+hFF6iQSHYdgJRKRgxFdrCKdNSohkn2GrKI0negufNenG3vUxJNW16OKRMBgRJS+n4oUh4/KUNeNxgpJJByHYCUSkYMRbfCPhTBFUhRlEomkKIRIJEUhRCIpCiESSVEIkUiKQoi6v7fBqvubyMGINvhwA+kW3Ufi4RCsRCJyMKINPrl9JJGIOAQrkYgcjGiDS6R5lkdcpSMTsF4kEpGDEW3woiKZB61Wj3GAYtIwRuWR8tAVKaXUzHD2t6oiEZE7qUiPMmg1/UxtERf3SSIRkRIpcwEXk7erZV/sxHArHyuRiMiWRRpPnziwSEB3gRUXRkikLGS4r6dlkSZTkQ4o0rAZtun+ntkkkSxIQxcp3ola/tSum7h0GJHGa3zD+0jj7SyRlpAZVow56UZtINKkLh1CJEZpSMAt4SXSJEBJCXPy+14J8D6Tfu+jdH+HV2yFkQ0bnoO0L9LUH3ZnQ3xdqyLNs9ofzcNEcfGcvtJdOpJIiwWoSK/d6qFr39dI8a+foX3pjWvGBpi0XLDrS0bDVMuMfr/6KcsJhw+OwA/Uaxc/h6o9aDXhLG+vFSmp86D0faT5Yug+0jyTdVJqrM4CLiUettw+Vk+k3B7pLW7I+gulkQ3zjNaJdQu2IJKLYXlbF2nccb1l12QW576+JdI8wzpJOQy2IpJLZLkbE6mbhkLfcohQv9CaITuPWyeJ5xItieSycjJUV6S4NxT61mPtks89E+C3ElT12yiwem1OayJdEm7HtiKle0Oh1xi0Csl0QJG67khTzee7b/nWTcWpPdauIGdKzFbpaCLlnu42K1KfsU1lWrdWdR5IpOyTvCOJdFsFxxPpki77qnj9Uix6yvZQIrlkuGQa2VBAJPozG7oHeVTCdcfHPwH7lKOHuG5uGu2gIm19FeGlyuO4Uq7/0e6Ch6tIl6Stq1hF2sM39s0a/AgijTLrkZ71tDUxRKg4ssAMWbtLsftI17LU6jf2BQ8bDyZSGQxGROmNiPRldmnfIxsW2iiRCBiMiNLbEenLdpK3Y5GWWyeRCBiMiNKbEskFmD7QtEirxwiJRMBgRJTenEixc7x9TqPgzxqWSFwiSm9QpK/V/S5akbrmJvbFT1glEgGDEVF6myKt7HymG7INPY7L1IcikQgYjIjSWxXpa6nrwSLSR7mHnyTOhS/3bIOaz2w4DKYyfcNWdrM9MfrMhnYex2W/OaaKRMBgRJTecEUaMtkbK1ek+PKehqVOGa4hkQgYjIjS2xdpcmTfxTVS6vgwiUTAYESUvgeRvsYutd9rlzHMUiIRMBgRpe9EpHO6KLyN+0g5k6wkEgGDEVH60UQKRSLhOAQrkYgcjOgikbxIJC4RpR9XpFqP45JIBJxEKkN0SRKp4nwkiUTASaQyRBe7SNN+O4pI5mc26LECStOJ76DTUzpVJB4OwaoiETkY0UXd314kEpeI0o8mkipSGRyClUhEDkZ0qXyNJJGysRKJyMGILuq18yKRuESUflCRPnQfiYtDsBKJyMGILhrZ4EUicYkoXSJJpNJYiUTkYEQXdX97kUhcIko/mkil5yMZZsdDc+vN0TMb9k+v08ouCh912VWcIauKRMCpIpUhuiTcR/qo+cwGiUTASaQyRJc0kT6qPUVIIhFwEqkM0UUVyYtE4hJR+iFF0jUSHYdgJRKRgxFd2ui1My9nUiQSAYMRUfrRRNJ9pDI4BCuRiByM6KKRDV4kEpeI0iWSRCqNlUhEDkZ0sZ7a3UMVyf7MBkVpOtFd2Lt5VK0i7eCYrYrEp++nIsXhEqkcDsFKJCIHI9rgW4ikKA+RFDkkkqIQIpEUhRCJpCiESCRFIUQiKQoh6v7eBqvubyIHI9rgk+7vShP7drCrSSQ+/Wgi1R9rt4NdTSLx6RLpGCKZBlkBuAWsKRKJyMGINnjRQavtiRR0ZDXp7whg0yORiByMaIP7dajWMxtKbwXQhBsuzymJRETuQaR630ZRbCv4ez3zGilBKIlERO5ApIoPPymwFUK7eYnOBoNOEomIbF6kql/GTI1xJlYBpu5WP26C5Wi3FSlSHYp3f4fLkyoSEdl2Rar9HbKErWC5YNnoPtJUJ4lERDYtUvXHcYFbwdqLtukN2btOEomIbFmkPd9HSuqKrjCyIbfXXSIRORjRBp/Xov2IlLyLVhsilG6TRCJyMKINvleRso7zdcfaJdkkkYgcjGiD71Gkfofc56BVq00SicjBiDb43q6R7vvhPkW6xDAoQiIRORjRBp902hURKf4VncYvBj3vfLYXYhh2lrAXm8pjtsmxv0M2Dt9CJMj0a2aH8B1XpHEWqpMqEpGDEW3wXYgUPA86iEhDpjZJJCIHI9rgOxBp4WLiWCJdMqpObYvUJYaAvEYiZS0gdyu0LtKQyO7HwkyyPrw9Kobl/HX6fom0jUjr+9JxRbriEn0iiWSsJhA9/ePzOLNsNdaunRmy8XV8fJGGWPe6zNZlisOgj44WZYQNEoHER39PPaorkmm1PoxIo6zu8SbM8mla7c4Go1BtizTck/1oQCTzwekRRfIyd8IQiLgWWiMjy9m4SLNUEinhzOLhRWJgMCJKX0Euev+QIqVNNXcrLuXTleNn8Kn2YhhyP6/zz+6WXl+qIqVf5aoiETAYEaWbkaPq1HJF6u49DZVE2sHUN4nEp6chh+KUwcklztK+SBmNkkgEDEZE6TlIU9celTiKROojkbhElJ4/siHXJok0j0QiYDAiSgeHCGXYJJHmkUgEDEZE6Yyxdmk2SaR5JBIBgxFROm3QqvnCSSLNI5EIGIyI0smjvw0y7Xv0d3wKL3HC9Voam2q+T0xleoRzKU014B8LYYoUN10ViYB7+Ip0y/KJ3k6HCEmkbKxEQjlBm47+OC6JRMBJpHmmvRAbVKRRj4NE4uAQrEQicu4ySaR5JBIBgxFR+pbPbOhLk0SaRyIRMBgRpW/+8BNonN46XCKVwyFYiUTk+ETAJoNInUSi4xCsRCJyAsS8QeRRkc4alRDJPEN2D1MgleOFOP/2rk839kgViYBDsKpIRE6EaK9OtiFC3fgxQhIJxyFYiUTkmIgWmzSyoY9E4hJRelMiXZL/LDCJVA6HYCUSkZNKzHkWmEQqh0OwEonIySTOfdJYuz4SiUtE6Y2LNMT2LDCvz1sViYpDsBKJyMGILhLJi0TiElG6REpLfOahZsjuB1OZXqeVXRSuilQOh2BVkYgcjOjSRkUyL2dSJBIBgxFRukSSSKWxEonIwYguNpFCkUg4DsFKJCIHI7pIJC8SiUtE6QcUyb8bK5EoOAQrkYgcjOhiFan2lzFLJAJOIpUhuhhFugmk+UhMHIKVSEQORnRJ7rXTWDsiDsFKJCIHI7pUFsk+1VxRmk50F26jIu3gmK2KxKfvpyLF4RKpHA7BSiQiByPa4Ft0NsRjOPvbEaYStlLrNqZXbWUU3nl/GV5JzrF3tWO3bmN62yLZI5GaxUqkPcElUrNYibQnuERqFiuR9gSXSM1iJdKe4BKpWaxE2hNcj7tXFEIkkqIQIpEUhRCJpCiESCRFIUQiKQohEklRCKGItNgdP5oFSOiyX/mI/64407xDAHxvD7Vpi5jSTZvSQr+ltTT29nJNjX4k3MiiIv13/x1jzSx/xPDpG+xo/43+JjZtCVO8af1nr306r6XrnJJNjX4w3siSIo0WP7YOEcz907cTid20BUz5po0ZC7+8/Ym2NPL+ck39b/L3wgugRrJE+u/2971I3hfvP8rqWcCMf14mHvj6kxOzaQuY8k3rP9zbkU79iQ6/pauckk31PnLYcaZ70AlsJF2kcZEc/ckWaYS5fXqxy4g1kU68TR8Q6VS6aafRac1/4//9R2/pOuf+iwJNnTBu3Pkh/5TbSH5Fmi5RGZEmH+lvIHYaEInJmWN9SKBxRUTyPvo0/S01/82OC+xGHkkkGigG3l4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      ],
      "text/plain": [
       "plot without title"
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   ],
   "source": [
    "########################################################################\n",
    "# Show overall vehicle crime over entire time period grouped by district\n",
    "########################################################################\n",
    "\n",
    "ggplot(d1, aes(when)) + geom_density() +\n",
    "  ggtitle(\"Vehicle theft in SF by date and grouped by district\") +\n",
    "  facet_grid(PdDistrict ~., scales=\"free_y\") +\n",
    "  theme(axis.text.y = element_blank()) + xlab(\"Date\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Each of the districts has a lower number of vehicle thefts at the start of the summer period, increases to peak then drops off at the end of summer. \n",
    "\n",
    "Analyzing the larger multi-year dataset would confirm if this pattern repeats itself in different years as well as how it compares to the rest of the year. For the year 2014, it was confirmed that July is the peak for vehicle theft. Further analysis would be needed to check for this pattern across multiple years."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "plot without title"
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   "source": [
    "##############################################################\n",
    "# Plot number of vehicle theft crimes over time in both cities\n",
    "##############################################################\n",
    "\n",
    "library(gridExtra)\n",
    "\n",
    "p1 <- ggplot(d2, aes(when)) +\n",
    "  theme(axis.text.y = element_blank()) +\n",
    "  ggtitle(\"Vehicle theft by date in Seattle\") + xlab(\"Date\") +\n",
    "  geom_density(color=\"blue\", size=1)\n",
    "\n",
    "p2 <- ggplot(d1, aes(when)) +\n",
    "  theme(axis.text.y = element_blank()) +\n",
    "  ggtitle(\"Vehicle theft by date in SF\") + xlab(\"Date\") +\n",
    "  geom_density(color=\"red\", size=1)\n",
    "   \n",
    "# arrange plots side-by-side on a single row\n",
    "grid.arrange(p1, p2, nrow=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In plots above, both Seattle (on left in blue) and San Francisco (on right in red) have a rapid rise in vehicle thefts at the beginning of summer followed by a drop-off at the end.\n",
    "\n",
    "**The pattern of vehicle theft is consistent in both cities**.\n",
    "\n",
    "There is a much higher amount of vehicle theft at night as one would expect and there is a rise of vehicle at the start of summer which drops off at the end of summer.\n",
    "\n",
    "## SUMMARY\n",
    "\n",
    "The data clearly shows the following findings:\n",
    "* vehicle theft was the highest during the night hours (6pm to 10pm in San Francisco and 8pm to 10pm in Seattle).\n",
    "* vehicle theft when up immediately at the start of summer, peaked, then dropped off at the end of summer presumably returning to \"normal\" levels."
   ]
  }
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