{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Pedestrian Analysis\n",
    "# on Linked Data: Crash (MV104) + Hospital (SPARCS)\n",
    "\n",
    "Analysis Part 1: Severity Ratio"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/lib/python2.7/dist-packages/statsmodels/compat/pandas.py:56: FutureWarning: The pandas.core.datetools module is deprecated and will be removed in a future version. Please use the pandas.tseries module instead.\n",
      "  from pandas.core import datetools\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "pd.options.display.max_rows = 130\n",
    "pd.options.display.max_columns = 130\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "% matplotlib inline\n",
    "plt.style.use('seaborn-poster')\n",
    "plt.style.use('ggplot')\n",
    "\n",
    "import analysis as an\n",
    "\n",
    "import sys\n",
    "sys.path.insert(0, '../2-Data/')\n",
    "import databuild as db"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Pedestrian/Bicyclist Data\n",
    "The MV104 crash database is compiled by DMV into three tables: \n",
    "* crash table \n",
    "* person table\n",
    "* vehicle table \n",
    "\n",
    "The databuild.py script reads in the tables and organizes them into a person level table for pedestrians or bicyclists involved in 1-vehicle crashes.\n",
    "\n",
    "The script also reads in the linked hospital-crash data from DOHMH and adds the hospital info (e.g. the person's b-ISS score) onto the ped file.\n",
    "\n",
    "The resulting dataframe (ped) is what the rest of the analyis in this notebook uses. It only includes injured people who were able to be linked to hopital data by DOHMH."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/lib/python2.7/dist-packages/pandas/core/computation/check.py:17: UserWarning: The installed version of numexpr 2.4.3 is not supported in pandas and will be not be used\n",
      "The minimum supported version is 2.4.6\n",
      "\n",
      "  ver=ver, min_ver=_MIN_NUMEXPR_VERSION), UserWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "full crash table (522108, 26)\n",
      "full person table (1502797, 22)\n",
      "full vehicle table (1092922, 20)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/lib/python2.7/dist-packages/IPython/core/interactiveshell.py:2822: DtypeWarning: Columns (1,9,20,25,35,48,54,58,63,65,85,89,102,126,128,129,138) have mixed types. Specify dtype option on import or set low_memory=False.\n",
      "  if self.run_code(code, result):\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "pedestrians/bicyclists (police reported) (single vehicle) (95292, 80)\n",
      "linked (76763, 131)\n",
      "linked after dropping no police reports (69657, 131)\n",
      "linked ped (17624, 106)\n"
     ]
    }
   ],
   "source": [
    "# read in DMV data into 3 tables\n",
    "crash,ind,veh = db.readDMV()\n",
    "\n",
    "# reorganize into pedestrian/bicyclist 1-veh crashes\n",
    "ped = db.buildTablesDMV(crash,ind,veh)\n",
    "\n",
    "#read in DMV-SPARCS linked data\n",
    "linked = db.readLinked()\n",
    "\n",
    "# included biss data from linked onto ped (dropping anything not in linked)\n",
    "ped = db.mergeBiss(ped,linked)\n",
    "\n",
    "#format and categorize variables\n",
    "ped = db.formatVars(ped)\n",
    "\n",
    "print 'linked ped',ped.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Defining Severe\n",
    "\n",
    "Patients with a derived Injury Severity Score (b-ISS) of 9 or greater we defined as a severe case. While generally the bar is set at ISS 16 or greater (https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3217501/ ), we chose a lower threshold to take into account injuries such as a broken leg (ISS = 9) which may be low on a threat to life scale but can have significant impact on a person’s ability to work and get around in the near term. \n",
    "\n",
    "We could have chosen to do an analysis without assigning a threshold (for instance using an AUC measure), however most implementations would necessitate defining a threshold at some point.\n",
    "\n",
    "\n",
    "## Severity Ratio\n",
    "\n",
    "We use the Severity Ratio to understand which crash attributes are associated with a severe outcome. The Severity Ratio (SR) is defined as the probability of a severe injury outcome given an attribute was present divided by the probability of a severe injury outcome (irrespective of whether the attribute is present or not). (Note: this is slightly different from the usual definition of Risk Ratio where the denominator is probability of a severe outcome given the attribute is NOT present).\n",
    "\n",
    "$$ SR = \\frac{P( severe \\space | \\space attribute )}{P(severe)} $$\n",
    "\n",
    "If SR is much greater than 1 then having the attribute present indicates those types of crashes have a higher likelihood of a severe outcome. If SR is close to 1 then that attribute is not anymore indiciative of severity than a random crash.\n",
    "\n",
    "The denominator of SR is calculated in the next cell (around .10 for pedestrians/bicyclists)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "percent of ped with severe outcomes 9.69133000454\n"
     ]
    }
   ],
   "source": [
    "# baseline severity -- this is the denominator of the SR\n",
    "pedNumSev = ped[ped.biss_severity_9=='severe'].shape[0]\n",
    "pedNum = ped.shape[0]\n",
    "pedPctSev = pedNumSev/float(pedNum)*100\n",
    "print 'percent of ped with severe outcomes',pedPctSev"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>SevereCount</th>\n",
       "      <th>AllCount</th>\n",
       "      <th>SeverePct</th>\n",
       "      <th>SeverityRatio</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>AgeDecade : 90.0</th>\n",
       "      <td>21</td>\n",
       "      <td>44</td>\n",
       "      <td>0.477273</td>\n",
       "      <td>4.924739</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>InjuryStatus : Not Conscious States</th>\n",
       "      <td>417</td>\n",
       "      <td>935</td>\n",
       "      <td>0.445989</td>\n",
       "      <td>4.601941</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>InjuryType : Severe Bleeding</th>\n",
       "      <td>234</td>\n",
       "      <td>532</td>\n",
       "      <td>0.439850</td>\n",
       "      <td>4.538589</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>InjuryType : Internal</th>\n",
       "      <td>90</td>\n",
       "      <td>269</td>\n",
       "      <td>0.334572</td>\n",
       "      <td>3.452287</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>InjuryType : Amputation</th>\n",
       "      <td>9</td>\n",
       "      <td>27</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>3.439500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AgeDecade : 80.0</th>\n",
       "      <td>110</td>\n",
       "      <td>373</td>\n",
       "      <td>0.294906</td>\n",
       "      <td>3.042990</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>InjuryType : Concussion</th>\n",
       "      <td>72</td>\n",
       "      <td>263</td>\n",
       "      <td>0.273764</td>\n",
       "      <td>2.824837</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>InjuryLoc : Eye</th>\n",
       "      <td>6</td>\n",
       "      <td>23</td>\n",
       "      <td>0.260870</td>\n",
       "      <td>2.691783</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Age70 : age &gt;= 70</th>\n",
       "      <td>308</td>\n",
       "      <td>1224</td>\n",
       "      <td>0.251634</td>\n",
       "      <td>2.596486</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OtherVehTypeVIN : Truck</th>\n",
       "      <td>34</td>\n",
       "      <td>141</td>\n",
       "      <td>0.241135</td>\n",
       "      <td>2.488149</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>InjuryLoc : Head</th>\n",
       "      <td>610</td>\n",
       "      <td>2662</td>\n",
       "      <td>0.229151</td>\n",
       "      <td>2.364495</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AgeDecade : 70.0</th>\n",
       "      <td>177</td>\n",
       "      <td>807</td>\n",
       "      <td>0.219331</td>\n",
       "      <td>2.263166</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OtherVehType : Motorcycle</th>\n",
       "      <td>21</td>\n",
       "      <td>96</td>\n",
       "      <td>0.218750</td>\n",
       "      <td>2.257172</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OtherVehTypeVIN : Motorcycle</th>\n",
       "      <td>16</td>\n",
       "      <td>74</td>\n",
       "      <td>0.216216</td>\n",
       "      <td>2.231027</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>InjuryType : Fracture-Dislocation</th>\n",
       "      <td>181</td>\n",
       "      <td>846</td>\n",
       "      <td>0.213948</td>\n",
       "      <td>2.207623</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TimeOfDay : 3am-6am</th>\n",
       "      <td>96</td>\n",
       "      <td>499</td>\n",
       "      <td>0.192385</td>\n",
       "      <td>1.985122</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OtherVehType : Truck</th>\n",
       "      <td>59</td>\n",
       "      <td>325</td>\n",
       "      <td>0.181538</td>\n",
       "      <td>1.873205</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AgeDecade : 60.0</th>\n",
       "      <td>246</td>\n",
       "      <td>1426</td>\n",
       "      <td>0.172511</td>\n",
       "      <td>1.780050</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OtherVehType : Bus</th>\n",
       "      <td>53</td>\n",
       "      <td>332</td>\n",
       "      <td>0.159639</td>\n",
       "      <td>1.647231</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PedAction : Crossing, Against Signal</th>\n",
       "      <td>344</td>\n",
       "      <td>2247</td>\n",
       "      <td>0.153093</td>\n",
       "      <td>1.579690</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>InjuryLoc : Entire Body</th>\n",
       "      <td>325</td>\n",
       "      <td>2166</td>\n",
       "      <td>0.150046</td>\n",
       "      <td>1.548252</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TimeOfDay : midnight-3am</th>\n",
       "      <td>99</td>\n",
       "      <td>661</td>\n",
       "      <td>0.149773</td>\n",
       "      <td>1.545434</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>InjuryLoc : Chest</th>\n",
       "      <td>25</td>\n",
       "      <td>176</td>\n",
       "      <td>0.142045</td>\n",
       "      <td>1.465696</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>InjuryType : Minor Bleeding</th>\n",
       "      <td>220</td>\n",
       "      <td>1559</td>\n",
       "      <td>0.141116</td>\n",
       "      <td>1.456107</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OtherVehTypeVIN : Bus</th>\n",
       "      <td>25</td>\n",
       "      <td>180</td>\n",
       "      <td>0.138889</td>\n",
       "      <td>1.433125</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>InjuryType : unknown</th>\n",
       "      <td>73</td>\n",
       "      <td>570</td>\n",
       "      <td>0.128070</td>\n",
       "      <td>1.321492</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OtherVehType : Van</th>\n",
       "      <td>81</td>\n",
       "      <td>636</td>\n",
       "      <td>0.127358</td>\n",
       "      <td>1.314149</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DriverAgeDecade : 90.0</th>\n",
       "      <td>2</td>\n",
       "      <td>16</td>\n",
       "      <td>0.125000</td>\n",
       "      <td>1.289813</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DriverAgeDecade : 80.0</th>\n",
       "      <td>27</td>\n",
       "      <td>219</td>\n",
       "      <td>0.123288</td>\n",
       "      <td>1.272144</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OtherVehTypeVIN : Van</th>\n",
       "      <td>122</td>\n",
       "      <td>991</td>\n",
       "      <td>0.123108</td>\n",
       "      <td>1.270290</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OtherVehAction : Going Straight Ahead</th>\n",
       "      <td>1008</td>\n",
       "      <td>8191</td>\n",
       "      <td>0.123062</td>\n",
       "      <td>1.269814</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>InjuryType : Moderate/Severe Burn</th>\n",
       "      <td>5</td>\n",
       "      <td>41</td>\n",
       "      <td>0.121951</td>\n",
       "      <td>1.258354</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OtherVehTypeVIN : Pickup</th>\n",
       "      <td>27</td>\n",
       "      <td>223</td>\n",
       "      <td>0.121076</td>\n",
       "      <td>1.249325</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AgeDecade : 50.0</th>\n",
       "      <td>249</td>\n",
       "      <td>2081</td>\n",
       "      <td>0.119654</td>\n",
       "      <td>1.234650</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Lighting : Dark-Road</th>\n",
       "      <td>693</td>\n",
       "      <td>5815</td>\n",
       "      <td>0.119175</td>\n",
       "      <td>1.229703</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PedAction : Crossing, No Signal or Crosswalk</th>\n",
       "      <td>320</td>\n",
       "      <td>2743</td>\n",
       "      <td>0.116661</td>\n",
       "      <td>1.203762</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TimeOfDay : 9pm-midnight</th>\n",
       "      <td>245</td>\n",
       "      <td>2112</td>\n",
       "      <td>0.116004</td>\n",
       "      <td>1.196985</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DriverAge70 : age &gt;= 70</th>\n",
       "      <td>90</td>\n",
       "      <td>794</td>\n",
       "      <td>0.113350</td>\n",
       "      <td>1.169603</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Lighting : unknown</th>\n",
       "      <td>20</td>\n",
       "      <td>177</td>\n",
       "      <td>0.112994</td>\n",
       "      <td>1.165932</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RoadSurface : unknown</th>\n",
       "      <td>20</td>\n",
       "      <td>178</td>\n",
       "      <td>0.112360</td>\n",
       "      <td>1.159382</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PedAction : unknown</th>\n",
       "      <td>203</td>\n",
       "      <td>1844</td>\n",
       "      <td>0.110087</td>\n",
       "      <td>1.135930</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OtherVehTypeVIN : SUV</th>\n",
       "      <td>240</td>\n",
       "      <td>2193</td>\n",
       "      <td>0.109439</td>\n",
       "      <td>1.129248</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DriverAgeDecade : 70.0</th>\n",
       "      <td>61</td>\n",
       "      <td>559</td>\n",
       "      <td>0.109123</td>\n",
       "      <td>1.125990</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DriverAgeDecade : 40.0</th>\n",
       "      <td>339</td>\n",
       "      <td>3150</td>\n",
       "      <td>0.107619</td>\n",
       "      <td>1.110467</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OtherVehType : Pickup</th>\n",
       "      <td>26</td>\n",
       "      <td>243</td>\n",
       "      <td>0.106996</td>\n",
       "      <td>1.104037</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>InjuryLoc : Abdomen-Pelvis</th>\n",
       "      <td>33</td>\n",
       "      <td>309</td>\n",
       "      <td>0.106796</td>\n",
       "      <td>1.101976</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DriverSex : male</th>\n",
       "      <td>1125</td>\n",
       "      <td>10660</td>\n",
       "      <td>0.105535</td>\n",
       "      <td>1.088960</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DriverAgeDecade : 60.0</th>\n",
       "      <td>169</td>\n",
       "      <td>1618</td>\n",
       "      <td>0.104450</td>\n",
       "      <td>1.077767</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Sex : male</th>\n",
       "      <td>1027</td>\n",
       "      <td>9888</td>\n",
       "      <td>0.103863</td>\n",
       "      <td>1.071713</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OtherVehType : Suburban</th>\n",
       "      <td>549</td>\n",
       "      <td>5286</td>\n",
       "      <td>0.103859</td>\n",
       "      <td>1.071672</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DriverAgeDecade : 30.0</th>\n",
       "      <td>306</td>\n",
       "      <td>2964</td>\n",
       "      <td>0.103239</td>\n",
       "      <td>1.065270</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Role : pedestrian</th>\n",
       "      <td>1448</td>\n",
       "      <td>14133</td>\n",
       "      <td>0.102455</td>\n",
       "      <td>1.057185</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OtherVehAction : unknown</th>\n",
       "      <td>63</td>\n",
       "      <td>620</td>\n",
       "      <td>0.101613</td>\n",
       "      <td>1.048493</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TrafficControl : None</th>\n",
       "      <td>601</td>\n",
       "      <td>5939</td>\n",
       "      <td>0.101195</td>\n",
       "      <td>1.044186</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DriverAge70 : age &lt; 70</th>\n",
       "      <td>1340</td>\n",
       "      <td>13259</td>\n",
       "      <td>0.101063</td>\n",
       "      <td>1.042823</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TrafficControl : Traffic signal</th>\n",
       "      <td>975</td>\n",
       "      <td>9813</td>\n",
       "      <td>0.099358</td>\n",
       "      <td>1.025226</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Eject : unknown</th>\n",
       "      <td>1526</td>\n",
       "      <td>15405</td>\n",
       "      <td>0.099059</td>\n",
       "      <td>1.022138</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PedLoc : at intersection</th>\n",
       "      <td>373</td>\n",
       "      <td>3767</td>\n",
       "      <td>0.099018</td>\n",
       "      <td>1.021715</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Weather : Clear</th>\n",
       "      <td>1248</td>\n",
       "      <td>12716</td>\n",
       "      <td>0.098144</td>\n",
       "      <td>1.012700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Weather : unknown</th>\n",
       "      <td>20</td>\n",
       "      <td>204</td>\n",
       "      <td>0.098039</td>\n",
       "      <td>1.011618</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RoadSurface : Dry</th>\n",
       "      <td>1364</td>\n",
       "      <td>13963</td>\n",
       "      <td>0.097687</td>\n",
       "      <td>1.007981</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>InjuryLoc : unknown</th>\n",
       "      <td>71</td>\n",
       "      <td>727</td>\n",
       "      <td>0.097662</td>\n",
       "      <td>1.007722</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Lighting : Dawn/Dusk</th>\n",
       "      <td>112</td>\n",
       "      <td>1151</td>\n",
       "      <td>0.097307</td>\n",
       "      <td>1.004059</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OtherVehTypeVIN : Minivan</th>\n",
       "      <td>31</td>\n",
       "      <td>319</td>\n",
       "      <td>0.097179</td>\n",
       "      <td>1.002738</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TimeOfDay : 6am-9am</th>\n",
       "      <td>181</td>\n",
       "      <td>1874</td>\n",
       "      <td>0.096585</td>\n",
       "      <td>0.996611</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PedLoc : unknown</th>\n",
       "      <td>1209</td>\n",
       "      <td>12536</td>\n",
       "      <td>0.096442</td>\n",
       "      <td>0.995139</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TrafficControl : unknown</th>\n",
       "      <td>52</td>\n",
       "      <td>542</td>\n",
       "      <td>0.095941</td>\n",
       "      <td>0.989967</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DriverAgeDecade : 20.0</th>\n",
       "      <td>236</td>\n",
       "      <td>2468</td>\n",
       "      <td>0.095624</td>\n",
       "      <td>0.986696</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>InjuryLoc : Hip-Upper Leg</th>\n",
       "      <td>159</td>\n",
       "      <td>1663</td>\n",
       "      <td>0.095610</td>\n",
       "      <td>0.986555</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PedLoc : not at intersection</th>\n",
       "      <td>126</td>\n",
       "      <td>1321</td>\n",
       "      <td>0.095382</td>\n",
       "      <td>0.984202</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DriverAgeDecade : 50.0</th>\n",
       "      <td>270</td>\n",
       "      <td>2832</td>\n",
       "      <td>0.095339</td>\n",
       "      <td>0.983755</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Eject : ejected</th>\n",
       "      <td>100</td>\n",
       "      <td>1062</td>\n",
       "      <td>0.094162</td>\n",
       "      <td>0.971610</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Weather : Percipitation</th>\n",
       "      <td>248</td>\n",
       "      <td>2645</td>\n",
       "      <td>0.093762</td>\n",
       "      <td>0.967481</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PedAction : Other</th>\n",
       "      <td>210</td>\n",
       "      <td>2244</td>\n",
       "      <td>0.093583</td>\n",
       "      <td>0.965635</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Weather : Cloudy</th>\n",
       "      <td>192</td>\n",
       "      <td>2059</td>\n",
       "      <td>0.093249</td>\n",
       "      <td>0.962191</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RoadSurface : Not Dry</th>\n",
       "      <td>324</td>\n",
       "      <td>3483</td>\n",
       "      <td>0.093023</td>\n",
       "      <td>0.959861</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OtherVehTypeVIN : unknown</th>\n",
       "      <td>525</td>\n",
       "      <td>5719</td>\n",
       "      <td>0.091799</td>\n",
       "      <td>0.947231</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>InjuryLoc : Face</th>\n",
       "      <td>46</td>\n",
       "      <td>504</td>\n",
       "      <td>0.091270</td>\n",
       "      <td>0.941768</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TimeOfDay : 6pm-9pm</th>\n",
       "      <td>355</td>\n",
       "      <td>3896</td>\n",
       "      <td>0.091119</td>\n",
       "      <td>0.940213</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TimeOfDay : noon-3pm</th>\n",
       "      <td>234</td>\n",
       "      <td>2610</td>\n",
       "      <td>0.089655</td>\n",
       "      <td>0.925107</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DriverSex : female</th>\n",
       "      <td>306</td>\n",
       "      <td>3424</td>\n",
       "      <td>0.089369</td>\n",
       "      <td>0.922156</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OtherVehTypeVIN : Car</th>\n",
       "      <td>688</td>\n",
       "      <td>7784</td>\n",
       "      <td>0.088386</td>\n",
       "      <td>0.912016</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DriverAgeDecade : 10.0</th>\n",
       "      <td>20</td>\n",
       "      <td>227</td>\n",
       "      <td>0.088106</td>\n",
       "      <td>0.909119</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Sex : female</th>\n",
       "      <td>681</td>\n",
       "      <td>7736</td>\n",
       "      <td>0.088030</td>\n",
       "      <td>0.908338</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>InjuryType : Minor Burn</th>\n",
       "      <td>5</td>\n",
       "      <td>57</td>\n",
       "      <td>0.087719</td>\n",
       "      <td>0.905132</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OtherVehType : unknown</th>\n",
       "      <td>255</td>\n",
       "      <td>2953</td>\n",
       "      <td>0.086353</td>\n",
       "      <td>0.891032</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OtherVehType : Car</th>\n",
       "      <td>664</td>\n",
       "      <td>7753</td>\n",
       "      <td>0.085644</td>\n",
       "      <td>0.883720</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Age70 : age &lt; 70</th>\n",
       "      <td>1400</td>\n",
       "      <td>16400</td>\n",
       "      <td>0.085366</td>\n",
       "      <td>0.880848</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Lighting : Daylight</th>\n",
       "      <td>883</td>\n",
       "      <td>10481</td>\n",
       "      <td>0.084248</td>\n",
       "      <td>0.869310</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TimeOfDay : 3pm-6pm</th>\n",
       "      <td>319</td>\n",
       "      <td>3808</td>\n",
       "      <td>0.083771</td>\n",
       "      <td>0.864391</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TimeOfDay : 9am-noon</th>\n",
       "      <td>176</td>\n",
       "      <td>2118</td>\n",
       "      <td>0.083097</td>\n",
       "      <td>0.857439</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AgeDecade : 0.0</th>\n",
       "      <td>88</td>\n",
       "      <td>1073</td>\n",
       "      <td>0.082013</td>\n",
       "      <td>0.846252</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OtherVehAction : Backing</th>\n",
       "      <td>88</td>\n",
       "      <td>1078</td>\n",
       "      <td>0.081633</td>\n",
       "      <td>0.842327</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>InjuryLoc : Neck</th>\n",
       "      <td>40</td>\n",
       "      <td>493</td>\n",
       "      <td>0.081136</td>\n",
       "      <td>0.837201</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OtherVehAction : Other</th>\n",
       "      <td>28</td>\n",
       "      <td>349</td>\n",
       "      <td>0.080229</td>\n",
       "      <td>0.827845</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DriverSex : unknown</th>\n",
       "      <td>277</td>\n",
       "      <td>3540</td>\n",
       "      <td>0.078249</td>\n",
       "      <td>0.807408</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DriverAge70 : unknown</th>\n",
       "      <td>278</td>\n",
       "      <td>3571</td>\n",
       "      <td>0.077849</td>\n",
       "      <td>0.803289</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DriverAgeDecade : unknown</th>\n",
       "      <td>278</td>\n",
       "      <td>3571</td>\n",
       "      <td>0.077849</td>\n",
       "      <td>0.803289</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>InjuryStatus : Conscious states</th>\n",
       "      <td>1245</td>\n",
       "      <td>16067</td>\n",
       "      <td>0.077488</td>\n",
       "      <td>0.799560</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AgeDecade : 40.0</th>\n",
       "      <td>165</td>\n",
       "      <td>2136</td>\n",
       "      <td>0.077247</td>\n",
       "      <td>0.797075</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PedAction : Crossing, No Signal, Marked Crosswalk</th>\n",
       "      <td>99</td>\n",
       "      <td>1286</td>\n",
       "      <td>0.076983</td>\n",
       "      <td>0.794348</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PedAction : Crossing, With Signal</th>\n",
       "      <td>437</td>\n",
       "      <td>5698</td>\n",
       "      <td>0.076694</td>\n",
       "      <td>0.791363</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OtherVehAction : Making Left Turn</th>\n",
       "      <td>370</td>\n",
       "      <td>4939</td>\n",
       "      <td>0.074914</td>\n",
       "      <td>0.773000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Role : bicyclist</th>\n",
       "      <td>260</td>\n",
       "      <td>3491</td>\n",
       "      <td>0.074477</td>\n",
       "      <td>0.768493</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>InjuryStatus : unknown</th>\n",
       "      <td>46</td>\n",
       "      <td>622</td>\n",
       "      <td>0.073955</td>\n",
       "      <td>0.763105</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TrafficControl : Other</th>\n",
       "      <td>13</td>\n",
       "      <td>179</td>\n",
       "      <td>0.072626</td>\n",
       "      <td>0.749388</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Eject : not ejected</th>\n",
       "      <td>82</td>\n",
       "      <td>1157</td>\n",
       "      <td>0.070873</td>\n",
       "      <td>0.731303</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>InjuryType : Abrasion</th>\n",
       "      <td>82</td>\n",
       "      <td>1171</td>\n",
       "      <td>0.070026</td>\n",
       "      <td>0.722559</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AgeDecade : 20.0</th>\n",
       "      <td>277</td>\n",
       "      <td>3996</td>\n",
       "      <td>0.069319</td>\n",
       "      <td>0.715271</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AgeDecade : 30.0</th>\n",
       "      <td>162</td>\n",
       "      <td>2455</td>\n",
       "      <td>0.065988</td>\n",
       "      <td>0.680895</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AgeDecade : 10.0</th>\n",
       "      <td>213</td>\n",
       "      <td>3233</td>\n",
       "      <td>0.065883</td>\n",
       "      <td>0.679815</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TimeOfDay : unknown</th>\n",
       "      <td>3</td>\n",
       "      <td>46</td>\n",
       "      <td>0.065217</td>\n",
       "      <td>0.672946</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OtherVehAction : Making Right Turn</th>\n",
       "      <td>101</td>\n",
       "      <td>1626</td>\n",
       "      <td>0.062116</td>\n",
       "      <td>0.640940</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>InjuryType : Contusion-Bruise</th>\n",
       "      <td>88</td>\n",
       "      <td>1421</td>\n",
       "      <td>0.061928</td>\n",
       "      <td>0.639006</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>InjuryType : Complaint of Pain</th>\n",
       "      <td>548</td>\n",
       "      <td>8983</td>\n",
       "      <td>0.061004</td>\n",
       "      <td>0.629471</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OtherVehAction : Stopping Starting</th>\n",
       "      <td>50</td>\n",
       "      <td>821</td>\n",
       "      <td>0.060901</td>\n",
       "      <td>0.628411</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PedAction : Along Highway</th>\n",
       "      <td>95</td>\n",
       "      <td>1562</td>\n",
       "      <td>0.060819</td>\n",
       "      <td>0.627566</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>InjuryType : Whiplash</th>\n",
       "      <td>2</td>\n",
       "      <td>34</td>\n",
       "      <td>0.058824</td>\n",
       "      <td>0.606971</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TrafficControl : Stop sign</th>\n",
       "      <td>67</td>\n",
       "      <td>1151</td>\n",
       "      <td>0.058210</td>\n",
       "      <td>0.600643</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>InjuryLoc : Back</th>\n",
       "      <td>63</td>\n",
       "      <td>1138</td>\n",
       "      <td>0.055360</td>\n",
       "      <td>0.571235</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>InjuryLoc : Shoulder-Upper Arm</th>\n",
       "      <td>63</td>\n",
       "      <td>1140</td>\n",
       "      <td>0.055263</td>\n",
       "      <td>0.570233</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>InjuryType : None Visible</th>\n",
       "      <td>99</td>\n",
       "      <td>1851</td>\n",
       "      <td>0.053485</td>\n",
       "      <td>0.551881</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>InjuryLoc : Knee-Lower Leg-Foot</th>\n",
       "      <td>221</td>\n",
       "      <td>5159</td>\n",
       "      <td>0.042838</td>\n",
       "      <td>0.442021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>InjuryLoc : Elbow-Lower Arm-Hand</th>\n",
       "      <td>46</td>\n",
       "      <td>1464</td>\n",
       "      <td>0.031421</td>\n",
       "      <td>0.324215</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                   SevereCount  AllCount  \\\n",
       "AgeDecade : 90.0                                            21        44   \n",
       "InjuryStatus : Not Conscious States                        417       935   \n",
       "InjuryType : Severe Bleeding                               234       532   \n",
       "InjuryType : Internal                                       90       269   \n",
       "InjuryType : Amputation                                      9        27   \n",
       "AgeDecade : 80.0                                           110       373   \n",
       "InjuryType : Concussion                                     72       263   \n",
       "InjuryLoc : Eye                                              6        23   \n",
       "Age70 : age >= 70                                          308      1224   \n",
       "OtherVehTypeVIN : Truck                                     34       141   \n",
       "InjuryLoc : Head                                           610      2662   \n",
       "AgeDecade : 70.0                                           177       807   \n",
       "OtherVehType : Motorcycle                                   21        96   \n",
       "OtherVehTypeVIN : Motorcycle                                16        74   \n",
       "InjuryType : Fracture-Dislocation                          181       846   \n",
       "TimeOfDay : 3am-6am                                         96       499   \n",
       "OtherVehType : Truck                                        59       325   \n",
       "AgeDecade : 60.0                                           246      1426   \n",
       "OtherVehType : Bus                                          53       332   \n",
       "PedAction : Crossing, Against Signal                       344      2247   \n",
       "InjuryLoc : Entire Body                                    325      2166   \n",
       "TimeOfDay : midnight-3am                                    99       661   \n",
       "InjuryLoc : Chest                                           25       176   \n",
       "InjuryType : Minor Bleeding                                220      1559   \n",
       "OtherVehTypeVIN : Bus                                       25       180   \n",
       "InjuryType : unknown                                        73       570   \n",
       "OtherVehType : Van                                          81       636   \n",
       "DriverAgeDecade : 90.0                                       2        16   \n",
       "DriverAgeDecade : 80.0                                      27       219   \n",
       "OtherVehTypeVIN : Van                                      122       991   \n",
       "OtherVehAction : Going Straight Ahead                     1008      8191   \n",
       "InjuryType : Moderate/Severe Burn                            5        41   \n",
       "OtherVehTypeVIN : Pickup                                    27       223   \n",
       "AgeDecade : 50.0                                           249      2081   \n",
       "Lighting : Dark-Road                                       693      5815   \n",
       "PedAction : Crossing, No Signal or Crosswalk               320      2743   \n",
       "TimeOfDay : 9pm-midnight                                   245      2112   \n",
       "DriverAge70 : age >= 70                                     90       794   \n",
       "Lighting : unknown                                          20       177   \n",
       "RoadSurface : unknown                                       20       178   \n",
       "PedAction : unknown                                        203      1844   \n",
       "OtherVehTypeVIN : SUV                                      240      2193   \n",
       "DriverAgeDecade : 70.0                                      61       559   \n",
       "DriverAgeDecade : 40.0                                     339      3150   \n",
       "OtherVehType : Pickup                                       26       243   \n",
       "InjuryLoc : Abdomen-Pelvis                                  33       309   \n",
       "DriverSex : male                                          1125     10660   \n",
       "DriverAgeDecade : 60.0                                     169      1618   \n",
       "Sex : male                                                1027      9888   \n",
       "OtherVehType : Suburban                                    549      5286   \n",
       "DriverAgeDecade : 30.0                                     306      2964   \n",
       "Role : pedestrian                                         1448     14133   \n",
       "OtherVehAction : unknown                                    63       620   \n",
       "TrafficControl : None                                      601      5939   \n",
       "DriverAge70 : age < 70                                    1340     13259   \n",
       "TrafficControl : Traffic signal                            975      9813   \n",
       "Eject : unknown                                           1526     15405   \n",
       "PedLoc : at intersection                                   373      3767   \n",
       "Weather : Clear                                           1248     12716   \n",
       "Weather : unknown                                           20       204   \n",
       "RoadSurface : Dry                                         1364     13963   \n",
       "InjuryLoc : unknown                                         71       727   \n",
       "Lighting : Dawn/Dusk                                       112      1151   \n",
       "OtherVehTypeVIN : Minivan                                   31       319   \n",
       "TimeOfDay : 6am-9am                                        181      1874   \n",
       "PedLoc : unknown                                          1209     12536   \n",
       "TrafficControl : unknown                                    52       542   \n",
       "DriverAgeDecade : 20.0                                     236      2468   \n",
       "InjuryLoc : Hip-Upper Leg                                  159      1663   \n",
       "PedLoc : not at intersection                               126      1321   \n",
       "DriverAgeDecade : 50.0                                     270      2832   \n",
       "Eject : ejected                                            100      1062   \n",
       "Weather : Percipitation                                    248      2645   \n",
       "PedAction : Other                                          210      2244   \n",
       "Weather : Cloudy                                           192      2059   \n",
       "RoadSurface : Not Dry                                      324      3483   \n",
       "OtherVehTypeVIN : unknown                                  525      5719   \n",
       "InjuryLoc : Face                                            46       504   \n",
       "TimeOfDay : 6pm-9pm                                        355      3896   \n",
       "TimeOfDay : noon-3pm                                       234      2610   \n",
       "DriverSex : female                                         306      3424   \n",
       "OtherVehTypeVIN : Car                                      688      7784   \n",
       "DriverAgeDecade : 10.0                                      20       227   \n",
       "Sex : female                                               681      7736   \n",
       "InjuryType : Minor Burn                                      5        57   \n",
       "OtherVehType : unknown                                     255      2953   \n",
       "OtherVehType : Car                                         664      7753   \n",
       "Age70 : age < 70                                          1400     16400   \n",
       "Lighting : Daylight                                        883     10481   \n",
       "TimeOfDay : 3pm-6pm                                        319      3808   \n",
       "TimeOfDay : 9am-noon                                       176      2118   \n",
       "AgeDecade : 0.0                                             88      1073   \n",
       "OtherVehAction : Backing                                    88      1078   \n",
       "InjuryLoc : Neck                                            40       493   \n",
       "OtherVehAction : Other                                      28       349   \n",
       "DriverSex : unknown                                        277      3540   \n",
       "DriverAge70 : unknown                                      278      3571   \n",
       "DriverAgeDecade : unknown                                  278      3571   \n",
       "InjuryStatus : Conscious states                           1245     16067   \n",
       "AgeDecade : 40.0                                           165      2136   \n",
       "PedAction : Crossing, No Signal, Marked Crosswalk           99      1286   \n",
       "PedAction : Crossing, With Signal                          437      5698   \n",
       "OtherVehAction : Making Left Turn                          370      4939   \n",
       "Role : bicyclist                                           260      3491   \n",
       "InjuryStatus : unknown                                      46       622   \n",
       "TrafficControl : Other                                      13       179   \n",
       "Eject : not ejected                                         82      1157   \n",
       "InjuryType : Abrasion                                       82      1171   \n",
       "AgeDecade : 20.0                                           277      3996   \n",
       "AgeDecade : 30.0                                           162      2455   \n",
       "AgeDecade : 10.0                                           213      3233   \n",
       "TimeOfDay : unknown                                          3        46   \n",
       "OtherVehAction : Making Right Turn                         101      1626   \n",
       "InjuryType : Contusion-Bruise                               88      1421   \n",
       "InjuryType : Complaint of Pain                             548      8983   \n",
       "OtherVehAction : Stopping Starting                          50       821   \n",
       "PedAction : Along Highway                                   95      1562   \n",
       "InjuryType : Whiplash                                        2        34   \n",
       "TrafficControl : Stop sign                                  67      1151   \n",
       "InjuryLoc : Back                                            63      1138   \n",
       "InjuryLoc : Shoulder-Upper Arm                              63      1140   \n",
       "InjuryType : None Visible                                   99      1851   \n",
       "InjuryLoc : Knee-Lower Leg-Foot                            221      5159   \n",
       "InjuryLoc : Elbow-Lower Arm-Hand                            46      1464   \n",
       "\n",
       "                                                   SeverePct  SeverityRatio  \n",
       "AgeDecade : 90.0                                    0.477273       4.924739  \n",
       "InjuryStatus : Not Conscious States                 0.445989       4.601941  \n",
       "InjuryType : Severe Bleeding                        0.439850       4.538589  \n",
       "InjuryType : Internal                               0.334572       3.452287  \n",
       "InjuryType : Amputation                             0.333333       3.439500  \n",
       "AgeDecade : 80.0                                    0.294906       3.042990  \n",
       "InjuryType : Concussion                             0.273764       2.824837  \n",
       "InjuryLoc : Eye                                     0.260870       2.691783  \n",
       "Age70 : age >= 70                                   0.251634       2.596486  \n",
       "OtherVehTypeVIN : Truck                             0.241135       2.488149  \n",
       "InjuryLoc : Head                                    0.229151       2.364495  \n",
       "AgeDecade : 70.0                                    0.219331       2.263166  \n",
       "OtherVehType : Motorcycle                           0.218750       2.257172  \n",
       "OtherVehTypeVIN : Motorcycle                        0.216216       2.231027  \n",
       "InjuryType : Fracture-Dislocation                   0.213948       2.207623  \n",
       "TimeOfDay : 3am-6am                                 0.192385       1.985122  \n",
       "OtherVehType : Truck                                0.181538       1.873205  \n",
       "AgeDecade : 60.0                                    0.172511       1.780050  \n",
       "OtherVehType : Bus                                  0.159639       1.647231  \n",
       "PedAction : Crossing, Against Signal                0.153093       1.579690  \n",
       "InjuryLoc : Entire Body                             0.150046       1.548252  \n",
       "TimeOfDay : midnight-3am                            0.149773       1.545434  \n",
       "InjuryLoc : Chest                                   0.142045       1.465696  \n",
       "InjuryType : Minor Bleeding                         0.141116       1.456107  \n",
       "OtherVehTypeVIN : Bus                               0.138889       1.433125  \n",
       "InjuryType : unknown                                0.128070       1.321492  \n",
       "OtherVehType : Van                                  0.127358       1.314149  \n",
       "DriverAgeDecade : 90.0                              0.125000       1.289813  \n",
       "DriverAgeDecade : 80.0                              0.123288       1.272144  \n",
       "OtherVehTypeVIN : Van                               0.123108       1.270290  \n",
       "OtherVehAction : Going Straight Ahead               0.123062       1.269814  \n",
       "InjuryType : Moderate/Severe Burn                   0.121951       1.258354  \n",
       "OtherVehTypeVIN : Pickup                            0.121076       1.249325  \n",
       "AgeDecade : 50.0                                    0.119654       1.234650  \n",
       "Lighting : Dark-Road                                0.119175       1.229703  \n",
       "PedAction : Crossing, No Signal or Crosswalk        0.116661       1.203762  \n",
       "TimeOfDay : 9pm-midnight                            0.116004       1.196985  \n",
       "DriverAge70 : age >= 70                             0.113350       1.169603  \n",
       "Lighting : unknown                                  0.112994       1.165932  \n",
       "RoadSurface : unknown                               0.112360       1.159382  \n",
       "PedAction : unknown                                 0.110087       1.135930  \n",
       "OtherVehTypeVIN : SUV                               0.109439       1.129248  \n",
       "DriverAgeDecade : 70.0                              0.109123       1.125990  \n",
       "DriverAgeDecade : 40.0                              0.107619       1.110467  \n",
       "OtherVehType : Pickup                               0.106996       1.104037  \n",
       "InjuryLoc : Abdomen-Pelvis                          0.106796       1.101976  \n",
       "DriverSex : male                                    0.105535       1.088960  \n",
       "DriverAgeDecade : 60.0                              0.104450       1.077767  \n",
       "Sex : male                                          0.103863       1.071713  \n",
       "OtherVehType : Suburban                             0.103859       1.071672  \n",
       "DriverAgeDecade : 30.0                              0.103239       1.065270  \n",
       "Role : pedestrian                                   0.102455       1.057185  \n",
       "OtherVehAction : unknown                            0.101613       1.048493  \n",
       "TrafficControl : None                               0.101195       1.044186  \n",
       "DriverAge70 : age < 70                              0.101063       1.042823  \n",
       "TrafficControl : Traffic signal                     0.099358       1.025226  \n",
       "Eject : unknown                                     0.099059       1.022138  \n",
       "PedLoc : at intersection                            0.099018       1.021715  \n",
       "Weather : Clear                                     0.098144       1.012700  \n",
       "Weather : unknown                                   0.098039       1.011618  \n",
       "RoadSurface : Dry                                   0.097687       1.007981  \n",
       "InjuryLoc : unknown                                 0.097662       1.007722  \n",
       "Lighting : Dawn/Dusk                                0.097307       1.004059  \n",
       "OtherVehTypeVIN : Minivan                           0.097179       1.002738  \n",
       "TimeOfDay : 6am-9am                                 0.096585       0.996611  \n",
       "PedLoc : unknown                                    0.096442       0.995139  \n",
       "TrafficControl : unknown                            0.095941       0.989967  \n",
       "DriverAgeDecade : 20.0                              0.095624       0.986696  \n",
       "InjuryLoc : Hip-Upper Leg                           0.095610       0.986555  \n",
       "PedLoc : not at intersection                        0.095382       0.984202  \n",
       "DriverAgeDecade : 50.0                              0.095339       0.983755  \n",
       "Eject : ejected                                     0.094162       0.971610  \n",
       "Weather : Percipitation                             0.093762       0.967481  \n",
       "PedAction : Other                                   0.093583       0.965635  \n",
       "Weather : Cloudy                                    0.093249       0.962191  \n",
       "RoadSurface : Not Dry                               0.093023       0.959861  \n",
       "OtherVehTypeVIN : unknown                           0.091799       0.947231  \n",
       "InjuryLoc : Face                                    0.091270       0.941768  \n",
       "TimeOfDay : 6pm-9pm                                 0.091119       0.940213  \n",
       "TimeOfDay : noon-3pm                                0.089655       0.925107  \n",
       "DriverSex : female                                  0.089369       0.922156  \n",
       "OtherVehTypeVIN : Car                               0.088386       0.912016  \n",
       "DriverAgeDecade : 10.0                              0.088106       0.909119  \n",
       "Sex : female                                        0.088030       0.908338  \n",
       "InjuryType : Minor Burn                             0.087719       0.905132  \n",
       "OtherVehType : unknown                              0.086353       0.891032  \n",
       "OtherVehType : Car                                  0.085644       0.883720  \n",
       "Age70 : age < 70                                    0.085366       0.880848  \n",
       "Lighting : Daylight                                 0.084248       0.869310  \n",
       "TimeOfDay : 3pm-6pm                                 0.083771       0.864391  \n",
       "TimeOfDay : 9am-noon                                0.083097       0.857439  \n",
       "AgeDecade : 0.0                                     0.082013       0.846252  \n",
       "OtherVehAction : Backing                            0.081633       0.842327  \n",
       "InjuryLoc : Neck                                    0.081136       0.837201  \n",
       "OtherVehAction : Other                              0.080229       0.827845  \n",
       "DriverSex : unknown                                 0.078249       0.807408  \n",
       "DriverAge70 : unknown                               0.077849       0.803289  \n",
       "DriverAgeDecade : unknown                           0.077849       0.803289  \n",
       "InjuryStatus : Conscious states                     0.077488       0.799560  \n",
       "AgeDecade : 40.0                                    0.077247       0.797075  \n",
       "PedAction : Crossing, No Signal, Marked Crosswalk   0.076983       0.794348  \n",
       "PedAction : Crossing, With Signal                   0.076694       0.791363  \n",
       "OtherVehAction : Making Left Turn                   0.074914       0.773000  \n",
       "Role : bicyclist                                    0.074477       0.768493  \n",
       "InjuryStatus : unknown                              0.073955       0.763105  \n",
       "TrafficControl : Other                              0.072626       0.749388  \n",
       "Eject : not ejected                                 0.070873       0.731303  \n",
       "InjuryType : Abrasion                               0.070026       0.722559  \n",
       "AgeDecade : 20.0                                    0.069319       0.715271  \n",
       "AgeDecade : 30.0                                    0.065988       0.680895  \n",
       "AgeDecade : 10.0                                    0.065883       0.679815  \n",
       "TimeOfDay : unknown                                 0.065217       0.672946  \n",
       "OtherVehAction : Making Right Turn                  0.062116       0.640940  \n",
       "InjuryType : Contusion-Bruise                       0.061928       0.639006  \n",
       "InjuryType : Complaint of Pain                      0.061004       0.629471  \n",
       "OtherVehAction : Stopping Starting                  0.060901       0.628411  \n",
       "PedAction : Along Highway                           0.060819       0.627566  \n",
       "InjuryType : Whiplash                               0.058824       0.606971  \n",
       "TrafficControl : Stop sign                          0.058210       0.600643  \n",
       "InjuryLoc : Back                                    0.055360       0.571235  \n",
       "InjuryLoc : Shoulder-Upper Arm                      0.055263       0.570233  \n",
       "InjuryType : None Visible                           0.053485       0.551881  \n",
       "InjuryLoc : Knee-Lower Leg-Foot                     0.042838       0.442021  \n",
       "InjuryLoc : Elbow-Lower Arm-Hand                    0.031421       0.324215  "
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "factorSev = an.sratio(data=ped)\n",
    "factorSev.sort_values('SeverityRatio',ascending=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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uXbqkcM7X15cAEABauXLlC9cJAE2YMIEqKyu5cydPniSxWEwAaM+ePQrpli9f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FkzioqKZOUacoJzbdzc3G6ZSmVubk7//v3Zt28fYWFhnDlzhoyMDCZOnCiVKSioegCdOXOm0ToK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RHBzM6tWr+eabb6RyiYmJLFiwAFtbW6ZNm4a2tjbh4eEsWbIEPz8/lTSjgoICvvnmG4YMGYKv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\niIiIiIiMMP8DSsQLjHtl688AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f8fe3434350>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "samples = an.bootstrapSR(ped,N=100)\n",
    "an.plotSR(factorSev,samples)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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uJSWFKSsrMz6fzyIjI6Xqdu/ezfh8PhMIBOzatWtSdb169WIAGAC2cePGescE\ngM2YMYNVVFRwdefPn2cikYgBYHFxcVLt1q9fzwAwJycndvPmTam6mJgYpqyszHR0dFh+fj5XnpOT\nwzQ1NRkAtn79eqk2e/bsYXw+nwFg1tbWUnXFxcXM1taWAWDfffcdKy8v5+qePn3KPD09GQAWGhrK\nlSckJDAAzMXFhRUWFkr1JxaL2ZkzZ1hRUZFUueQ8KBIaGsptM3bsWFZaWiqzTXx8PAPAevXqJVMX\nExPDnj17JhPLhg0bGADm6OjIxGKxVH3Vzyc0NJRVVlZKHSOfz2d8Pp/dvXv3rY5dkdzcXKalpcUA\nsJ9//lnmWNXV1RkAduTIEYVxf/3111Jx10bVcz18+HD26tUrru727dvM3NycAWBr166Vardt2zYG\ngAUFBUmVZ2dnc9fyt99+K3UNSeovX77M/Xvz5s3cvt9UWVnJbGxsGAB26dIlrvzly5fMwsKCAWCT\nJ09mxcXFUu3y8vJYYmKiVJm1tTUDwLKysqTK5f234s6dOwwAs7S0ZA8fPpSJKzk5mT169KhW/TPG\nWElJCVNTU2OamposLS1Npv727dssMzNTppzUHiU+hBBCPlrVJT7jx49nAFhAQIDctv7+/gwAmzhx\nolS5JPHp27fvW8Vkbm7OSkpKZOoXLVrEADBPT0+urKKigpmamjIA7MaNG3L7DQkJYQDY6tWrubLF\nixcrTAoYY2zYsGFyE59169YxAGzEiBFy2+Xk5DCBQMAMDAy4xCEyMpIBYDNnzqzu8KXUNvHR19dn\nL168kLtNdYlPdXr06MEAsOvXr0uVSz6fzp07yyRFjDE2cOBABoBFRERwZfU5dkUkn5mrq6vc+vnz\n58tcH1XjdnBwkEqma0tyrtXV1WVu5hljbOvWrQwAs7e3lypXlPjMnDmTAWD+/v612n9xcTHT09Nj\nysrKLCcnR6ru999/5z6TqlauXMkAsO7du8v9rOSpS+Jz8eJFBoANGTKkVn1X1z9jrxMxAKx9+/a1\n7o/UDY3xIYQQQuRISEgAAIVjE8aPHw/g9RgSeYYNG/ZW+/f19YWKiopM+ZgxYwAAZ86c4cZUpKSk\nIDc3F05OTmjdurXc/nr16gUAOHfuHFcmOcbAwEC5bST7etOhQ4cAAH5+fnLrzczM0LJlSzx58gT/\n/PMPAMDFxQVKSkrYsmUL1q1bh0ePHsltWx+enp4QiUT1anv//n1s3LgRs2fPxoQJEzB27FiMHTsW\nDx8+BADf3bCNAAAgAElEQVTcvn1bbrtBgwZJjTeSkEyk8ODBA66sIY9d8pkpev1Pcl2eOXMGlZWV\nMvVDhgyBkpJSvffft29fGBkZyZQHBASAz+cjPT0dOTk5NfZz5MgRAMDEiRNrtV81NTVMnDgRFRUV\n+PXXX6Xq1q1bBwAICQmRu4/x48fL/azeloODA0QiEeLi4rBs2TJu/E59GRoawsbGBn///Tfmzp2L\nW7duNVCkRIISH0IIIUQOyc2bra2t3PoWLVpIbfcma2vrt9q/ov1aWVmBz+ejpKSEG8SdmZkJ4PWA\n9zcnApD8GTFiBABwg62B1zf91e1L0Tojkv35+fkp3F9qaqrU/uzs7LBy5UqUlZUhJCQEJiYmsLOz\nw5gxYxAdHS33Jr226nuuQ0NDYWtri8mTJ2PVqlXYunUrIiIiEBERwR3jixcv5La1srKSW66lpQUA\nUpMVNOSx13Rd2tjYyFwfVTXWdSmZrAH497qqjiRJqMuMeyEhIVBSUsKmTZu4pD8jIwNHjx6Fvr4+\n/P3933ofdSESibB161aoqanh66+/ho2NDSwsLODn54ft27fXecIKANixYweMjIywYsUKODo6wsjI\nCIMHD8batWvx/PnzRjiKjwtNbkAIIYRUo76/FKupqTVwJIpJbpzNzc3h6elZ7bYNcRMo2Z9kxrrq\nVB1oPn36dPj5+eHAgQM4c+YMzpw5g507d2Lnzp1wdnZGQkIClzjURX3O9b59+7B48WKIRCKsWLGC\nW8BW0ldAQAB2796tcPHU2g7gl2joY/8Qrsvq1Cd+KysrDB48GDExMThw4AB8fX2xfv16MMYwfvx4\nqKqqvvU+6srX1xeenp44ePAgTp8+jbNnzyI6OhrR0dEICwtDYmIiLC0ta92fm5sbsrKy8Mcff+DU\nqVNISkrCH3/8gdjYWISFheHPP/9Ehw4dGvGImjdKfAghhBA5zM3NkZGRgczMTLmzKEmeCJibmzfK\n/qtOb1vV3bt3IRaLoaqqyiUVkhsrU1NTmel2q2Nubo60tDSF+1JUbmlpibS0NEyZMgVeXl613h8A\nmJiYYPLkyZg8eTIA4O+//8aYMWOQkpKC77//HsuWLatTf/UVFRUFAFi2bJnc163S09MbfJ8Ncezm\n5ua4desWMjMz0adPH5n6O3fucNeHnp5egx+DomuirKwMubm5XIw1sbKyQlpaGtLS0mBhYVHr/U+f\nPh0xMTFYt24dvL29sW3bNvD5fEyZMkXuPm7evIm0tDSFs/M1BB0dHQQFBXGvH2ZkZCA4OBjx8fGY\nP38+/ve//9WpP3V1dYwYMYJ7Spubm4vZs2dj7969CAkJqfUU3EQWvepGCCGEyCEZE7Njxw659ZL1\ndOStD9MQoqOjUVZWJlO+a9cuAICrqyuUlV//ftmlSxfo6+sjOTm5TjfskmOU9KloX28aOHAggH+T\nh7fRvn17zJw5E8DrRKAqyfTf8taHeVv5+fkAIPfX+Js3byI5ObnB9/mm6o5dkdpelz179uSuj4b0\n559/4smTJzLlu3fvhlgshp2dXa0Smf79+wN4PQ11XfTu3Rtt2rRBfHw8QkNDkZ+fj4EDB8p9BU+y\nj61btyp8ctcY7Ozs8PXXXwOQ/Vwl07vX5Zo2NTXF0qVL5fZH6oYSH0IIIUSOGTNmQFlZGbt375ZZ\nzDMqKgqRkZEQCASYMWNGo+z//v37+PLLL6UWw7x06RJWrFgBANwNM/A6Qfjmm29QWVmJoUOH4uLF\nizL9lZWV4ffff5caMD1hwgRoaGggPj4emzZtkto+Ojoa+/fvlxvbpEmTYGlpiYiICISFhaG4uFhm\nm6ysLOzcuZP798mTJ3Ho0CGZG77KykpusoQ3x59InhwoWkz0bUhe+du0aZNUgpmXl4egoKAGTbbq\nc+yKBAcHQyQS4cyZMzJrOZ0+fZpbP2ju3LkNELms4uJihISEoLS0lCvLyMjAN998A0D6uqzOnDlz\noKmpiT179uC7776TGed07949XLlyRW7badOmAQB++OEHAMDUqVPlbjdx4kSYmZkhKSkJ06dPlxlz\n8/jxY5w5c6ZW8cqTnJyMvXv34tWrVzJ1sbGxAOp2TWdnZ2Pz5s1yx5Up6o/UDb3qRgghhMjRvn17\n/Pe//8W0adMwbNgwdO3aFXZ2dkhPT8fFixfB5/Pxyy+/oG3bto2y/8mTJ2PdunWIjY1Fp06d8Pjx\nYyQkJKCiogJTp07FZ599JrX9zJkzkZ2djZUrV6Jr165o164d7OzsIBQKkZOTg+TkZBQVFeHw4cPc\nTb+5uTk2bNiAoKAgTJo0CRs2bMAnn3yCzMxMXLhwAbNnz8bKlStlYtPU1ERcXBy8vb0RHh6ONWvW\noF27djAzM8PLly9x8+ZNpKeno2vXrtyMcVevXsXs2bOhra0NFxcXmJqaori4GBcuXEBubi5MTEww\nf/58qf34+Phg5cqV6NOnDzw8PLhFHuv6lECeWbNmYceOHYiLi4O9vT26du2KV69eISEhAZaWlhg6\ndCgOHDjw1vsB6nfsipiYmOC3336Dv78/Zs6cic2bN6NNmzZ48OABEhMTIRaLsXDhQgwYMKBBYn/T\nmDFjEBcXBzs7O7i6uuLly5eIj49HSUkJPvvsM5mZ1RSxtrZGZGQkRowYgQULFmDt2rXo2rUreDwe\nsrKykJKSgm+++QYdO3aUG8NXX32FZ8+eoUWLFgqPVSQS4eDBg/Dy8sLatWuxZ88euLq6cguYJicn\nY9SoUfV+DS47OxsjR46Euro6XFxcYGlpibKyMiQnJyMzMxMikQiLFy+WauPj44NTp05h9OjR6Nev\nH7fQ7vLly/Hs2TMEBwcjJCQEzs7OsLW1hVgsRmpqKm7cuAGBQMAle6Semng6bUIIIaTJVLeOj8SZ\nM2eYj48PMzIyYsrKyszIyIgNGzaMJSUlyd1eso5PfHz8W8d05coV5u3tzXR1dZmqqirr0KED27Rp\nU7VrkiQkJLCRI0cyS0tLJhQKmba2NnNwcGD+/v5s165dMgtoMvZ6rZs+ffowTU1Npqmpybp168ai\noqJYVlaW3HV8JAoKCtiyZctY165dmZaWFhMKhczc3Jx169aNffPNN+zvv//mtk1PT2ehoaGsd+/e\nzNLSkqmoqDB9fX3WoUMHFh4ezvLy8mT6Ly4uZnPmzGG2trZMIBDIrOsjWVum6kKp8o4NCtbxyczM\nZCNHjmQWFhZMRUWFtWjRgs2ZM4cVFBQovDZqumbkxVSfY6/JtWvXWGBgIDMzM2MCgYDp6emxAQMG\nyCxsW9u4a1L1uDIyMpi/vz8zNDRkQqGQOTg4sB9++IGVlZXJtFO0jo9EZmYmCwkJYfb29kxFRYVp\naWmx1q1bs5CQEIVrUjHGmJeXFwPAfvzxxxpjf/ToEfvyyy+Zk5MTU1NTYxoaGqxly5Zs7Nix7Ny5\nc1Lb1mUdn9zcXPbdd9+xAQMGMBsbG6ampsa0tbVZmzZt2Ny5c9mdO3dkYqmsrGTffvstc3BwYCoq\nKtw1nZWVxV68eMFWrlzJhgwZwuzt7ZmGhgYTiUTMwcGBTZo0qdrzQWqHx9g7fOmREEIIIdUaO3Ys\nIiIisG3bNoVrCBHyMcvLy4OlpSWUlJRw//79RpnEgTRPNMaHEEIIIYR8MJYuXYqysjIEBQVR0kPq\nhMb4EEIIIYSQ91pSUhK2bt2KjIwMnDp1Ctra2tyECoTUFj3xIYQQQggh77Xbt29jy5YtuHjxInr2\n7IkjR47AzMysqcMiHxga40MIIYQQQghp9uiJDyGEEEIIIaTZo8SHEEIIIYQQ0uzR5AaEENLMPHjw\noKlDaDZ2796NwsJCqKurY/To0U0dzgfPwMAAAPDkyZMmjqT5oHPasOh8NrzGPqd1GetFT3wIIYQQ\nQgghzR4lPoQQQgghhJBmjxIfQgghhBBCSLNHiQ8hhBBCCCGk2aPEhxBCCCGEENLs0axuhBDSzJx/\nyWvqEJqNkgoxAKBMTOe1Qbx8+n9/oXPZYOicNqxmdj67iVhTh/BeoSc+hBBCCCGEkGaPnvjU4NSp\nU1i3bh1Wr14NExOTOrWNjIxEdHQ0IiMjGym6uktNTUVMTAzu3r2LwsJCiEQiWFpa4tNPP4WbmxsA\n4M6dO7h48SIGDRoETU3NOu8jLy8Pp06dQq9evWBsbNzQh9Ag1q5di4SEBDg6OiI8PFyq7urVq1iy\nZAlCQ0Ph5ORUp34jIyPRunVrtGnTptZtbt++jT/++ANpaWl48eIF1NTUYGtrCzc3N3z66afg89/P\n3yck341ffvkFRkZGTR2OlIsXLyIuLg45OTl49eoVtLW1YWNjg379+sHZ2RkAcOPGDdy4cQO+vr71\nOsdv+z0hhBBCyLv1ft5RNRN9+vTBkiVLmjoMzsWLFxEeHg6BQIDx48djwYIFGDlyJEQiEZKTk7nt\n7ty5g+joaBQWFtZrP48fP0Z0dDQePXrUUKE3mps3byIlJaXB+ouOjsb169drvX1cXBy++eYbFBUV\nYfTo0fjmm28wZcoUmJqaYvPmzbhy5UqDxdbQXFxcsGTJEujq6jZ1KFIOHTqEn376CSYmJpg8eTK+\n+uorDBs2DACkPpsbN24gOjoajNXvNYC3/Z4QQggh5N2iJz6NSF9fH/r6+g3WX3l5OQQCQb3bx8XF\nwcbGBl988QV4vH/fXXV3d4dYLG6IED8ourq6EIlE2LNnD/cU4F1KTU3Fjh070L9/f4wfP16qrnPn\nzvD29kZpaek7j6u2tLS0oKWl1dRhyIiNjUXnzp0xZcoUrqxNmzbw9PT8KK9zQgghhLxGiU89hIWF\nobKyEn5+fti1axdycnJgbGwMf39/dOnShdvuzVfd8vLyMG3aNEydOhXu7u7cdjdu3EB4eLjUq1WS\nfQwZMgSRkZG4f/8+AgICEB8fDxMTE3zxxRdSMUn6WLBggcKb+MLCQujr60slPRKSV30kry8BwIwZ\nM7h6yetMR44cQWJiIh48eADGGMzNzTF8+HC4uLhIxQFA6mmX5NhGjBgBX19fjBgxgquTd17S09Ox\ne/duZGVlobS0FLq6unB2dsbEiROr+WTqhsfjwd/fHz/++CPOnz+Pbt26Vbv96dOnERsbiwcPHkBV\nVRXOzs4IDAzknnhIjmn//v3Yv38/AMgca1UHDx6EpqYmAgMD5da/+Wql5Jzcvn0bANCyZUsEBATA\n3t6e22bt2rW4du0a5s+fj23btiEzMxN6enrw9vZGv379uO0KCgqwc+dOXLt2DS9fvoSmpiZatGiB\nKVOmQFtbGwBQUlKCffv24fz583j69Ck0NDTwySefYOLEidDR0ZH7qltFRQWio6ORmJiI/Px86Onp\nwc3NDb6+vlBWfv2fG3nXOyD/1bkzZ87g999/R25uLvh8PgwMDDBgwAD07dtX4edUWFgIHR0duXWS\n61zy3QSAUaNGcfWS72pkZCSuXLmChw8fQllZGVZWVhg1ahRatWolFSsg/3tSWVmJ33//HQkJCcjL\ny4NIJIKrqytGjhwJoVAIAKisrERUVBTOnj2L/Px8qKqqwszMDKNHj4aDg4PC4yOEEEJI/VDiU0+P\nHj3C9u3bMXToUGhpaSE2NhYrVqzAqlWr6jwWSJHc3Fxs27YNw4cPh7GxMTQ1NSEQCLB9+3buplLi\n2LFjMDIyQvv27RX2Z2dnh4SEBOzZswfdu3eHlZWVTBLk4uKCYcOGYf/+/ZgzZw63D8nNfV5eHvr0\n6QNDQ0NUVlbiypUr+P7777mEy9bWFhMmTMCWLVswbtw42NnZAQAsLCxqfdwlJSVYunQp7O3tMXXq\nVKipqeHx48dIS0ursW1ISAgMDQ0RFhZWq3117twZLVu2RGRkJLp06aJwrMfx48fx66+/okePHhg1\nahSePXuG3bt3Iz09HcuXL4eqqiqWLFmChQsXwt3dHZ6engCg8ImfWCzGjRs30LlzZ+5GuDrZ2dkI\nDQ2FhYUFQkJCALxOnEJDQ7F06VLY2Nhw27569QqrV6/GoEGD4Ovri/j4eGzevBlmZmbc2KM1a9bg\nyZMnCAwMhL6+Pp4/f45r165xT5gqKiqwZMkSZGdnY8iQIWjVqhWKi4uRkpKCoqIihYnF2rVrce7c\nOfj4+MDBwQFpaWmIiYnBo0ePMHPmzBqPs6pbt25hzZo1GDhwIAIDA8EYQ05ODoqKiqptZ29vj4SE\nBBgbG6NTp04wMzOT2aZPnz7Iz8/HyZMnsXjxYpnPPT8/H15eXtDT00NpaSkSExMRGhqK5cuXw8rK\nqsbvyZo1a3DlyhXu3OXk5GDv3r3Iy8vDvHnzALz+/OLi4jBq1CjY2NiguLgYmZmZ9OocIYQQ0kgo\n8amnly9fIjw8HKampgAAW1tbTJo0CUlJSdx4gobYx8KFC6Vuao2MjPC///0PJ0+ehK+vLwDgxYsX\nuHjxIkaMGCH3aY7E6NGj8ejRI+6JhJqaGpycnNCzZ0/06NEDwOvXlySJm42NjUwS9/nnn3N/F4vF\naNu2LXJzc/Hnn3/C2dkZ6urqXJJjbm7O/UJeF5Kb28DAQFhbW3PlVZ+SKcLn8+s8UH3kyJH49ttv\nkZiYiF69esnUi8Vi7N27F05OTpg1axZXbm5ujkWLFuHkyZMYNGgQd6x6eno1HveLFy9QVlYGQ0PD\nWsUYHR0NgUCARYsWQUNDAwDQrl07hISEIDo6mruZBl4nPhMmTOCSHEdHR/z99984e/YsV3b79m2M\nGjWKm9ACALp37879/fTp07h9+zb+85//oFOnTlx5dU/F7t69i7Nnz0o95Wrfvj2UlJSwd+9eDB06\nVOrzrMnt27ehrq6OsWPHcmXVJfYSwcHBWLFiBXbu3ImdO3dCJBKhbdu26N27N9deX1+fS1ZatmwJ\nJSUlqT4mT57M/V0sFsPZ2RlZWVk4ceIExo0bV+335ObNm0hKSkJISAh3PbVr1w6amppYs2YN7ty5\nAxsbG9y+fRvt27fHoEGDuLZVz3VdzJ8/n/v78uXL69UHIYSQd+fW2ZO4dTa+0fdzRKnxh/MPGjRI\n6v9lb5K88WFgYNDosdSEEp96MjEx4ZIeANDW1oa2tjaePHnSYPswNDSUSnoAQE1NDW5ubjh58iSG\nDRsGPp+PU6dOgTGG3r17V9uftrY2wsPDkZ6ejpSUFKSnp+PatWu4fPkyrl69KnWzp0hmZiYiIyOR\nkZGBFy9ecAPD5f2qXl+mpqbQ0NDAr7/+iv79+6N169a1/rKsWbOmzvtr27Yt2rRpg6ioKLi6usrU\nP3jwAM+fP8fIkSOlyh0cHGBoaIjU1NRqv/AN4ebNm3BxceGSHgBQV1dHp06dZCZAUFFRkZpVTiAQ\nwNTUVOratLe3R2xsLIDX418sLS2lkuarV69CR0enTjfiN2/eBAB8+umnUuVubm7Yu3cvUlNT65T4\n2Nvbo6ioCKtXr4arqyscHBykjl8RMzMz/PDDD7h16xauXr2Kf/75B5cuXUJSUhL8/f0xfPjwGvu4\nevUqYmJikJ2dLfUEpjaz16WkpEBZWRndunVDZWUlVy5JulJTU2FjYwM7OzscOHAAu3fvRocOHWBv\nb8/9z4EQQkjzVl5aipKXLxp9PyWNvofXP7h+KOj/svUkb/pagUCA8vLyBtuHotmy+vXrhz///BPJ\nyclwcXHB8ePH0aVLF25sRk3s7e25cSFFRUVYsWIF99TCyspKYbsnT55g8eLFsLCwwLhx42BgYMD9\nmp+Tk1P3A1RAXV0doaGhiI6OxpYtW/Dq1StYWlrCz8+vxnE49TVq1Ch8/fXXOHnypMxTLsmNr7zP\nQ0dHp8ZXr+QRiUQQCoV4/PhxrbYvLCys9f7lJQdvXpuzZs1CVFQUDh48iO3bt0NXVxd9+/blkumX\nL19KvUpZ2xglMb0ZY9X62mrdujXmzJmDw4cP46effuLKPv/88xoTKD6fj9atW6N169YAXr+6tmzZ\nMkRHR6N///7VTj+dmZmJ7777Du3bt8fkyZOhq6sLPp+PDRs21Or7/fz5c1RUVGDMmDFy6yXnwcfH\nBwKBAImJiYiJiYGqqiq6deuGwMDAOk8aQU95CCHkwyJQUYGqqPEnCBK+g3VYxWJxtT/8S368bsiH\nA1XV5cd3SnzeIclYjoqKCqnyly9f1qkfKysrODo64tixYxAIBHj48CEmTZpUr5g0NDQwcOBAXLt2\nDffv36828UlJSUFxcTFmz54tNXalLjOPCQQCmeOXd0NsY2ODefPmobKyEhkZGThw4ABWrlyJH3/8\nsdoY66tly5bo1KkT9u3bh+DgYKk6yU1yQUGBTLuCggLY2trWeX9KSkpwcnLC1atXazVbn6ampsL9\n1+YpyJu0tbUxceJETJw4EQ8ePMCpU6cQGRkJLS0t9OvXDyKRCPfu3atTn1XPU9XkURK3pF5yrLX5\nHnTr1g3dunVDSUkJbty4gV27dmHZsmVYv359nV5p1NPTg4eHB7Zv346HDx9KTQjxpgsXLkBJSQnz\n5s2TegJTVFRUq3MtEokgEAiwePFiufWSBFZZWRlDhw7F0KFDUVBQgCtXrmDHjh0oLS3F7Nmza31s\nhBBCPjwOrh5wcPVo9P10E9VvyYbmitbxeYe0tbUhEAhw9+5dqfK//vqrzn3169cPKSkpiIqKgqmp\naa0WzHz27JnccsnTmqo3ZABQVlYmtZ3k31XHQzx48EBm0gHJje2b7YHXWf+bN9TVHb+SkhJatWoF\nf39/bnB7Yxk5ciQKCgpw9OhRqXIzMzNoa2vj7NmzUuVpaWl4/Pix1MxkysrKco9bniFDhqCwsBA7\nd+6UW5+Xl4fs7GwAr590JCcnSz1OfvXqFa5cucI91agvMzMzBAQEQENDg7s227dvj4KCAly+fLnW\n/Tg6OgIAkpKSpMrPnDkDANx5koxrqst1oKqqio4dO8LT0xPPnj2r9umRouv8wYMHAP59AqXoOi0t\nLQWfz5d69e/69esyv1Qp+p44OzujvLwcxcXFsLOzk/kj70majo4O+vTpg7Zt29Y54SSEEEJI7dAT\nn3eIx+Ohe/fuiI+Ph5mZGczMzPDXX38hNTW1zn117doV27dvR1pamtSEA9VZtmwZ9PX1uZmuysrK\nkJqaij/++AOtWrXCJ598AuDfGdiOHDkCd3d3KCkpwdraGm3btoWSkhLWrl0Lb29vPHv2DFFRUTAw\nMJBaBNLU1BRKSkqIj4/nZqIzMzODmpoaXF1dsW/fPuzfvx8tW7bEzZs3ZRKKK1eu4Pjx4+jcuTOM\njIxQWlqKw4cPQ01NrcZJA6ZPnw5DQ0MsWrSoLqcTwOsnaa6urtyNugSfz4e/vz9+/fVXrF69Gp9+\n+iny8/Oxe/dumJqaSo2tsrCwwF9//QVnZ2doaGhAV1dX4Stjkte2duzYgfv378Pd3R0GBgYoKirC\ntWvXcPLkScyYMQPW1tYYPnw4rly5gsWLF2PIkCHg8Xg4ePAgSktLuUkuaqu4uBjffvstevbsCXNz\ncygpKeHSpUsoKirixqG4ubnhxIkT+O9//wsfHx/Y29ujpKQEKSkp8PLygrm5ucLzFxUVhcrKSnzy\nySe4ffs29u3bB1dXV+5Jna6uLlq3bo2YmBiIRCJoa2vj9OnTyMvLk+pv7969eP78OZycnKCrq4v8\n/HwcPnwYNjY21b4KNnfuXLRt2xYdOnSAkZERXr16heTkZBw7dgzdu3fnHrlLrvPY2Fh06NABfD4f\ndnZ2cHZ2xqFDh7B27Vr07t0bubm52Ldvn8znqOh74uTkBFdXV6xYsQJeXl6wt7cHn89HXl4ekpOT\nMXr0aG4ckrW1NWxtbaGpqYmsrCykpKRwMwISQgghpGFR4vOOjRs3DowxREVFQSwWo3v37hg/fjy+\n//77OvWjrKyMzp07IyEhQe5MZPL4+Pjg/PnzOHjwIJ49ewbGGIyMjODt7Q0fHx/u1SEbGxv4+fnh\n+PHjOHHiBBhj+OWXX2BpaYnp06cjMjISP/zwA4yNjREQEICUlBSp5E0kEmH8+PE4ePAgwsLCIBaL\nuTVbhg4diqKiIhw5cgQHDhxAhw4dMH36dCxYsIBrb2pqCqFQiH379qGgoACqqqqwt7fHwoULa1wQ\nViwWv9UilSNGjMC5c+ekBqUDgKenJ4RCIWJjY/HDDz9AVVUVHTp0QGBgIFRVVbntxo8fj23btmH5\n8uUoLy+vdh0fANyNcVxcHH777Te8fPkSqqqqsLOzQ3BwMDp27AgAsLa2RlhYGPbs2YO1a9cCeP16\nXnh4uMwEGDURCASwtbXFiRMn8PjxY/D5fJiZmWHGjBno3LkzgNfX18KFCxEVFYXjx48jKioKIpEI\nn3zySbXjY0JCQmBsbIz4+Hjs378furq6GDJkiExyNn36dGzatAnbtm2DQCBA79694eTkhI0bN3Lb\ntGzZEocPH0ZERAQKCwuhra2Ndu3awd/fv9rjGzlyJJKTkxEZGYnnz5+Dz+fD1NQUAQEB8PLy4rbr\n2LEjN15u3759YIwhMjISzs7OGDduHP744w9cuHABVlZWCAkJ4dZmklD0PTEyMsL06dNx5MgRxMfH\nIyYmBsrKytx085InTo6Ojjh//jyOHj2K0tJSGBgYYPDgwQ02KyQhhBBCpPFY1Z/qSYOKiIjA6dOn\nsWXLlgbvu7KyEjNmzICDgwOmT5/e4P0TQj5c+9NymzqEZuPmgZ2oKCmGsqo6HIfKX2yYEELeV+/D\nGB+a3KCZKywsxK1bt3Dx4kW0bNmyQfsuLi7GvXv3cObMGTx58gSfffZZg/ZPCPnwvQ//o2suspT5\nKAQg5NN5bQiNfQP0MaJz2rDofDZvlPg0gtTUVKxZswb29vZSiy82hKysLISHh0NbWxvjxo2r82tO\nhBBCCCGEfIwo8WkEXbp0wW+//dYofTs5OSEyMrJR+iaEEEIIIaS5oumsCSGEEEIIIc0eJT6EEEII\nIYSQZo8SH0IIIYQQQkizR4kPIYQQQgghpNmjxIcQQgghhBDS7FHiQwghhBBCCGn2KPEhhBBCCCGE\nNLVBEW0AACAASURBVHuU+BBCCCGEEEKaPUp8CCGEEEIIIc0eJT6EEEIIIYSQZo8SH0IIIYQQQkiz\np9zUARBCCGlY51/ymjqEZqOkQgwAKBPTeW0QL5/+31/oXDYYOqcN6wM+n91ErKlDeO/REx9CCCGE\nEEJIs0dPfD4Cp06dwrp167B69WqYmJjUqW1kZCSio6MRGRnZSNHVXkhICB4/flzjdu9DrPWVmZmJ\n6OhoZGVl4fnz5xCJRDA3N0e3bt3Qr1+/pg6vwZWVlSEwMFCqTENDA2ZmZvD29kb37t258pycHMye\nPRszZ86Eq6vrO4tR3n5XrVqFO3fuYNWqVe8sDkIIIYS8HUp8SLX69OkDZ2fnpg4DADBv3jyUl5dz\n/96yZQvEYjGCg4ObMKqGc+vWLYSHh8PR0RFjxoyBtrY2nj59itTUVFy6dKlZJj4Snp6ecHd3BwAU\nFhYiPj4eK1euhFAoRMeOHZs2ODlGjhyJkpKSpg6DEEIIIXVAiQ+plr6+PvT19Rusv/LycggEgnq1\ntbW1lfq3mpoaKisr0apVq4YIrckdOnQIurq6WLBgAZSV//1qfvrppxCLxU0YmXyMMVRWVkrFWl/6\n+vpSn6OzszP+3//7fzh37tx7mfjU9ckpIYQQQpoeJT4fqbCwMFRWVsLPzw+7du1CTk4OjI2N4e/v\njy5dunDbvfmqW15eHqZNm4apU6dyv9ADwI0bNxAeHo7Q0FA4OTlJ7WPIkCGIjIzE/fv3ERAQgPj4\neJiYmOCLL76QiknSx4IFC97qKVNiYiLWrFmDlStXwtzcXKru66+/hkAgQFhYGPea1YgRIyAWi3Hi\nxAkUFhaiVatWGD9+PCwtLaXaJiUlITY2Fvfu3YNAIED79u3x+eefQ09Pr96xVlVUVARNTU25iQSf\nLz0c79WrV4iKisL58+fx7NkzGBgYwNPTE4MHDwaPx8Pjx48xbdo0BAcHw9PTU6ptdHQ0YmJi8Ouv\nv0JDQ6PWxxYcHIyOHTuiRYsWiIuLw6NHjzB//nx06NChxnjqis/nQ0VFBZWVlTVue/XqVezfvx8Z\nGRkAgNatW2PMmDGwsLCQ2q42x1hSUoKIiAicP38elZWVaNeuHQYOHCizzzdfdZO8DjdlyhTk5uYi\nPj4eFRUVcHR0RHBwMHR1daX2sX37dly4cAGVlZVwdnbGgAEDEBYW9s5f4yOEEEI+JjS5wUfs0aNH\n2L59O7y8vDBv3jzo6OhgxYoVePjw/7N352FRlvvjx98MDJvAuLGISopLgguoiZBKIssx01RITDRT\nM3/lmmbHjpaKaVl23C3PUVMzVBDLJJdkE1AzTuJ2FNRcEhdCImRfh98fHubrCCroIDh9XtfVdc3c\ncz/3/XmeMX0+cy9Pms76uHnzJhs3bqR///7MmTOHzp074+fnR1JSEpmZmVp1IyMjsbGxwcXF5bH6\ndHd3x8rKiqioKK3yK1eucOHCBXx9fbXKo6OjOXPmDOPHj+ftt98mIyODBQsWkJ+fr6mzZ88eVqxY\nQevWrXn33Xd54403uHTpEsHBwRQVFT0wngMHDhAYGMj58+cfWK9NmzZcuXKFr776iosXL953lKe0\ntJSPPvqI+Ph4Bg0axD/+8Q88PT3Zvn0727dvB8Da2honJycSEhIqHZ+QkED37t01SU9Nzu348eNE\nRkYyfPhwZs+eTfPmzasVz8NUjB6VlZVx+/Ztdu7cSXp6utYan6r8/PPPLFq0CEtLS6ZNm8aUKVPI\nzs5m3rx5/Pnnn5p61T3HL774gvj4eAYPHsy7775L06ZNWb16dbXOAe4klZmZmUyaNInXXnuN5ORk\nvvjiC606a9asISEhgaFDhzJz5kyaNm3KmjVrqt2HEEIIIR6NjPj8heXk5BAcHEyzZs2AO1PJJkyY\nwJEjR/D399dZHx988AGtWrXSlNnY2LB161ZiYmJ45ZVXAMjOziYxMZHAwMBHGiG4m1KpxMvLi+jo\naEaMGIGxsTEAUVFRWFlZ0bNnT636ZWVlzJkzR1PP0dGR6dOns3//fvz9/cnLy2P79u34+voyfvx4\nzXGOjo7MmDGDuLi4B66/USgUKBSKh56Xv78/V69eZf/+/ezfvx8TExOcnJxwd3enb9++mlGfgwcP\ncvHiRRYuXEi7du0A6NKlC2VlZURERPDyyy/ToEEDPD09+de//kV6ejo2NjYAnD9/nps3b/Laa68B\n1PjcCgoKWLJkCVZWVpqyqKioasXzIGFhYVqbUigUCkaOHKk1+ngvtVrNpk2bcHV15d1339WUOzs7\nM3nyZPbu3cvIkSOrfY6//fYbR48e5fXXX+ell14CwMXFhfz8fA4ePPjA+CvY29szefJkzfs///yT\n0NBQcnNzsbCw4LfffuPnn39mzJgxDBgwQHOtCgoKiI6OrlYfVZk1a5bm9aeffvrI7QghhNCtlMMx\npByOfSJ97Td8cuMZAwYM0Pw79jAVM1maNm1amyFViyQ+f2F2dnaapAdApVKhUqnIyMjQWR/W1tZa\nSQ/cWZvTp08fYmJi8Pf3R6FQcPDgQcrLy/Hy8tJJv76+vuzevZujR4/i6elJYWEhCQkJ+Pr6VppK\n1r17d03SA3duXh0dHTUjNMnJyRQVFdG7d2+tqVe2trbY2tqSnJz8wMTHx8en0nSzqpiamvL+++9z\n9epVkpKSuHDhAmfOnOHEiRMkJiby/vvvA3DixAmaNWuGo6OjVjwuLi58++23/Prrr7i4uODu7s6G\nDRtISEggICAAgPj4eCwtLTVTCWt6bk5OTlpJT03ieRA/Pz/Nd19QUMDp06fZtm0bxsbGVU41A7h2\n7Rp//PEHI0eO1OrXzMyMNm3akJycXKNzvHDhAkClUabnn3++2olP165dtd47ODgAkJGRgYWFxX37\ncHd3f6zERwghRP1UUlREYU72E+nrSW65U1BQ8AR70x1JfP7CLCwsKpUplUqtndMe191rG+7m5+fH\ngQMHOH78ON26dSMqKgo3NzdUKpVO+rWxsaFr165ERkbi6enJoUOHKCwsrDIBqapPlUqlmYqXnX3n\nL6y5c+fety9dcnBw0NwwFxUVsWbNGo4ePcqpU6fo0qUL2dnZ3LhxgxEjRlR5fE5ODgDm5ub06NFD\nk/iUlpby008/0atXL03yV9Nza9iwYaU61Y3nQRo1akSbNm007zt16kRWVhZbt27Fy8sLU1PTSsfc\nvn0bgJUrV7Jy5cpKn1ck9dU9x4qpcfeeY1XnfD/3/j9VsZFHcXGxVh/3/pl73D/3MsojhBD1k9LE\nBFNLq4dX1AHjJ/jMVbVaXe0fyitGenT5w/rd7O3tq11XEh9RIxUjI6WlpVrl1bm5vZuDgwNOTk5E\nRkaiVCpJS0tjwoQJOosT7iRXixcvJjU1laioKDp37lzlblwVN9D3llUseq+4mZ06darWCFkFMzMz\nncZ9NxMTE15++WWOHj3KtWvX6NKlCxYWFtjb2zNlypQqj7G1tdW89vT05MiRI/z6669kZWWRk5OD\np6en5vOanltV0/VqEk9NtGzZkqKiItLS0iqNGgJYWloCMHr0aJycnCp9XpF0VPccK5L0rKwsrQ0P\nsrKyHin+qlT0cfv2ba0fBar6MyiEEOLp16FXPzr06vdE+nK3LH8i/TzNJPERNaJSqVAqlVy9elWr\nPCkpqcZt+fn5sWrVKvLy8mjWrBmdOnXSVZjAnS2RbW1tWb9+PZcuXdJaB3K3Y8eOUVxcrEnqbty4\nwaVLlxg+fDhwZ82IsbEx6enp9O7dW6cx3u3PP/+scoTs+vXrwP/dNLu6unLy5EkaNGjw0G2VXVxc\nUKlUxMfHk5WVhb29PW3bttV8rotzq0k8NfHbb78BVJpaV8HBwYFGjRpx7do1Bg4ceN92qnuOFeuT\nfvrpJ80aH7izG5yu3N3H3XOjf/rpJ531IYQQQoiqSeIjasTAwAAPDw9iY2Oxt7fH3t6epKQkzp49\nW+O2evbsyaZNmzh37hyjR4/WeawKhQIfHx9CQkJo1KgRzz33XJX1DA0NWbRoEYMGDaKwsJDQ0FCs\nrKzo378/cGfEICgoiC1btpCZmYmrqyumpqZkZmZy5swZunbtiru7+33jiIqKYv369Xz00UeaG9+q\nrF69GrVaTc+ePWnRogVlZWVcuHCBiIgImjdvrnmejZeXF3FxcQQHBzNo0CBatmxJSUkJaWlpHDt2\njDlz5mg2QjA0NKRXr14kJCRQWFioWetT4XHPrabx3M8ff/yhWVNVscYnPj4eNze3+24XrlAoeOON\nN1i6dCnFxcX07NkTS0tLsrKySElJwd7env79+1f7HJ955hnc3d3ZunUrpaWltG7dmqSkJE6fPv3A\n2GvimWeeoWfPnoSEhFBaWkqrVq04ceIEp06dAqoeURNCCCGEbkjiI2ps7NixlJeXs2PHDtRqNR4e\nHowbN47FixfXqB0jIyN69OhBXFwcL7zwQq3E6uHhQUhICF5eXhgaGlZZx9vbG7Vazbp168jNzaVd\nu3aMGzcOc3NzTZ0BAwZgbW3NDz/8QHx8PGq1msaNG+Ps7KxZj3M/arUatVpNefmDh6BfeuklDh8+\nzL59+8jMzKSsrIymTZvi5eWFv7+/ZkRKqVQyd+5cvvvuO3788Udu3bqFqakpdnZ2dOvWrdLNs6en\nJ3v37sXAwIA+ffpU6vdxzu1R4qlKVFSUZvtxExMTbGxsCAoKuu/GBhXc3NyYN28e3333HWvXrqW4\nuJiGDRvSvn17rZGt6p7jxIkT2bRpE7t27dI8x2fy5MkEBwc/9Byqa+LEiWzevJlvv/0WtVpNly5d\nGDNmDJ9//rnWnzkhhBBC6JZB+cPuxsRf2ubNm4mPj2fDhg06b7usrIypU6fSoUOH+64PeVz79u1j\n8+bNrF69utI2ihUPMB0+fHilkRAhnqSdO3cSFhbGv/71rxptpnA/3567qYOoBEDyrm8oLczHyNQc\npyGj6jocIYS4r/q6xkc2NxD1Xm5uLikpKSQmJj5wetajyM/PJzU1lUOHDpGRkcGgQYN02j5Aamoq\naWlp7Ny5Ew8Pj3qxd7wQAImJiaSlpWlGms6ePcuePXvw9PTUSdID9fcfv6fRZSMFuYCxQq6rLtT2\nDdBfkVxT3ZLrqd8k8RFVOnv2LKtWraJt27aMGTNGp21fvnyZ4OBgVCoVY8eOrXLHrse1du1aLl++\njJOTk87jF+JxmJqa8tNPP7Fz506Ki4tp0qQJgwYN0jzMVwghhBC1Q6a6CSGEnrlx40Zdh6A3tm3b\nRm5uLubm5owcObKuw3nqya/puifXVLfkeupefZrq9uCtloQQQgghhBBCD0jiI4QQQgghhNB7kvgI\nIYQQQggh9J4kPkIIIYQQQgi9J4mPEEIIIYQQQu9J4iOEEEIIIYTQe5L4CCGEEEIIIfSeJD5CCCGE\nEEIIvSeJjxBCCCGEEELvSeIjhBBCCCGE0HuS+AghhBBCCCH0nlFdByCEEEK3juYY1HUIeqOwVA1A\nsVquq07k/PG/F3ItdaYeX1N3y/K6DkEILTLiI4QQQgghhNB7MuIj/rIOHjzIF198wcqVK7Gzs6vR\nsWFhYYSHhxMWFlZL0VXfpEmTuHXr1kPr1YdYH8X169eZPn06kydPxtPTs0bHXrx4kWPHjjFw4EDM\nzc1rKULdOHHiBB9//DELFy6kffv2dR2OEEIIoXck8RHiEXh7e+Pq6lrXYQAwc+ZMSkpKNO83bNiA\nWq3mzTffrMOo6oeLFy8SHh6Ot7d3vU98hBBCCFG7JPER4hE0adKEJk2a6Ky9kpISlErlIx3bunVr\nrfdmZmaUlZXJqEEtKS0txchI/uoUQgghnjbyr7cQd5k/fz5lZWUMGzaMkJAQrl+/jq2tLcOHD8fN\nzU1T796pbunp6UyePJmJEyfSt29fTb0zZ84QHBzMvHnz6Nixo1YfgwcPJiwsjGvXrhEUFERsbCx2\ndna89957WjFVtDF79uzHGmVKSEhg1apVLFu2jObNm2t9NmfOHJRKJfPnz6e4uJhRo0YRGBiIWq0m\nOjqa3Nxc2rdvz7hx42jZsqXWsUeOHCEiIoLU1FSUSiUuLi6MHj2axo0bP3KsDxMSEkJERATLli3j\nq6++IiUlBSsrK3x8fBgyZAgGBgYcOHCA9evXA/D2229rjv33v/9Nw4YNKS0tZdeuXSQkJHDr1i2s\nrKzo3bs3r776qiaxqZhm9//+3/8jNTWVI0eOcPv2bbZs2cLBgwdZv349ixcvZteuXZw4cQIzMzN6\n9epFUFCQVnK0detWjh8/Tnp6OkZGRrRq1YqgoCDatGlTa9dICCGEENok8RHiHr///jubNm1iyJAh\nWFlZERERwdKlS1m+fHmN1wLdz82bN9m4cSMBAQHY2tpiYWGBUqlk06ZNZGZmaiUNkZGR2NjY4OLi\n8lh9uru7s3nzZqKionj99dc15VeuXOHChQtMmzZNq350dDQ2NjaMHz+eoqIiQkNDWbBgAStWrNBM\nG9uzZw9ff/013t7eBAYGkpeXR1hYGMHBwXz22WeYmJjcN56KxORR17SUl5fz+eef069fPwYNGkRi\nYiLbtm3D2tqa3r1707NnT9LT09m9ezd///vfsbKyAsDCwgKAZcuWcerUKYYOHUrbtm1JTU0lLCyM\nzMxMpk6dqtVXWFgYzz77LG+99RalpaUoFP+3L8yKFSvo06cPPj4+pKSkEB4ejqWlJUOHDtXUycrK\n4uWXX6Zx48YUFBRw8OBB5s6dy2effVYpCRVCCCFE7ZDER4h75OTkEBwcTLNmzYA7U8kmTJjAkSNH\n8Pf311kfH3zwAa1atdKU2djYsHXrVmJiYnjllVcAyM7OJjExkcDAQAwMHm+rUqVSiZeXF9HR0YwY\nMQJjY2MAoqKisLKyomfPnlr1y8rKmDNnjqaeo6Mj06dPZ//+/fj7+5OXl8f27dvx9fVl/PjxmuMc\nHR2ZMWMGcXFx+Pn53TcehUKBQqF45PMqLy9n6NCh9O7dG4DOnTtz+vRpDh8+TO/evVGpVNjY2AB3\nvsO7pyaeOnWK//znP7zzzjs8//zzAHTp0gUzMzPWrl2Lv78/LVq00NS3trZmxowZVcbRt29fTZLT\npUsXzp07x+HDh7USn4kTJ2peq9VqXF1dmTZtGrGxsYwaNeqRzv9us2bN0rz+9NNPH7s9IcTTIeVw\nDCmHY+s6jPvab1g/Ng8eMGAAAwYMqFbditH6pk2b1mZIfyn16ZpK4iPEPezs7DRJD4BKpUKlUpGR\nkaGzPqytrbWSHrizNqdPnz7ExMTg7++PQqHg4MGDlJeX4+XlpZN+fX192b17N0ePHsXT05PCwkIS\nEhLw9fWttG6le/fumqQHwN7eHkdHR86fPw9AcnIyRUVF9O7dm7KyMk09W1tbbG1tSU5OfmDi4+Pj\ng4+Pz2OdT7du3TSvDQwMaNGiBenp6Q897sSJE5iYmNCjRw+t2Lt06QJASkqKVuLTo0ePasUA0LJl\nSy5evFipv++++47U1FRyc3M15Tdu3HhorEIIcT8lRUUU5mTXdRj3VVjXAfxPQUFBXYcg6glJfIS4\nR8VUqLsplUqtndMeV6NGjaos9/Pz48CBAxw/fpxu3boRFRWFm5sbKpVKJ/3a2NjQtWtXIiMj8fT0\n5NChQxQWFlaZgFTVp0qlIjMzE7gzGgUwd+7c+/ZVmxQKRaWd2qr7Pd2+fZuioiJGjhxZ5ec5OTla\n7+/3fUHlPy/3xnD+/HkWL15M9+7dmThxIiqVCoVCwerVq3X2Z0pGeYT4a1KamGBqaVXXYdyXcT15\npqpara72j5cVoxK6/LHzr662r6m9vX2160riI4QOVIyMlJaWapXfewP9MA4ODjg5OREZGYlSqSQt\nLY0JEyboLE64k1wtXryY1NRUoqKi6Ny5c5Vrl27fvl1lWcX6o4ob/qlTp2qNkFUwMzPTady6ZGlp\niZmZ2X2TNl1uzHD06FFMTU159913tdYG5ebm1othfyHE06tDr3506NWvrsO4L3fL8roOQQgtkvgI\noQMqlQqlUsnVq1e1ypOSkmrclp+fH6tWrSIvL49mzZrRqVMnXYUJgKurK7a2tqxfv55Lly7x7rvv\nVlnv2LFjFBcXa5K6GzducOnSJYYPHw6As7MzxsbGpKena9bZ1DcVW4QXFxdrlbu6urJ3715KSkro\n0KFDrcZQVFSEoaGhVllSUlKViaUQQgghao8kPkLogIGBAR4eHsTGxmJvb4+9vT1JSUmcPXu2xm31\n7NmTTZs2ce7cOUaPHq3zWBUKBT4+PoSEhNCoUSOee+65KusZGhqyaNEiBg0aRGFhIaGhoVhZWdG/\nf3/gzohPUFAQW7ZsITMzE1dXV0xNTcnMzOTMmTN07doVd3f3+8YRFRXF+vXr+eijj2jXrp3OzxPQ\nrNPZt28fvXv3xtDQkFatWuHq6oqbmxtLlizhpZde0mwrnZ6eTlJSEuPGjcPa2lonMbi6uhIZGcna\ntWvp06cP169f59tvv33g9DkhhBBC6J4kPkLoyNixYykvL2fHjh2o1Wo8PDwYN24cixcvrlE7RkZG\n9OjRg7i4OF544YVaidXDw4OQkBC8vLwqjUZU8Pb2Rq1Ws27dOnJzc2nXrh3jxo3TWlczYMAArK2t\n+eGHH4iPj0etVtO4cWOcnZ1xcHB4YAxqtRq1Wk15ee1NhWjXrh1Dhw7l4MGD/Pjjj5SXl2ue4zNj\nxgz27NnDwYMH2blzJ0qlUrNtuKWlpc5i6NGjB6+99hr79u3j8OHDPPPMM7zzzjuEhITorA8hhBBC\nPJxBeW3edQihpzZv3kx8fDwbNmzQedtlZWVMnTqVDh06MGXKFJ23D3dGQDZv3szq1asrrTOpeIDp\n8OHDCQgIqJX+Re369tzNug5BbyTv+obSwnyMTM1xGvL4W48L8VfyNK7xkc0NdE82NxDiKZWbm0tK\nSgqJiYk6n56Vn59Pamoqhw4dIiMjg0GDBum0fYDU1FTS0tLYuXMnHh4esrheTz2NNxv11WUjBbmA\nsUKuqy7ITaXuyTUVovok8RGiBs6ePcuqVato27YtY8aM0Wnbly9fJjg4GJVKxdixYys950cX1q5d\ny+XLl3FyctJ5/EIIIYQQ9ZlMdRNCCD0jD0bVnW3btpGbm4u5ufl9n/skqk9GJ3RPrqluyfXUvfo0\n1U3x8CpCCCGEEEII8XSTxEcIIYQQQgih9yTxEUIIIYQQQug9SXyEEEIIIYQQek8SHyGEEEIIIYTe\nk8RHCCGEEEIIofck8RFCCCGEEELoPUl8hBBCCCGEEHpPEh8hhBBCCCGE3pPERwghhBBCCKH3JPER\nQgghhBBC6D2jug5ACCGEbh3NMajrEPRGYakagGK1XFedyPnjfy/kWupMPb2m7pbldR2CEJXIiI8Q\nQgghhBBC78mIj6gzBw8e5IsvvmDlypXY2dnV6NiwsDDCw8MJCwurpeiqb9KkSdy6deuh9epDrI8r\nJiaGtWvX0q5dOxYtWlTX4TxUWloa8fHx9OvXj6ZNm9b4+OzsbPbv30/Pnj155plntD6bM2cO5ubm\nzJkzR1fhCiGEEKIWSeIjnkre3t64urrWdRgAzJw5k5KSEs37DRs2oFarefPNN+swqtoRFxcHwIUL\nF7hx4wb29vZ1HNGDpaWlER4eTpcuXR4p8cnJySE8PBw7O7tKic9bb72FQiGD5kIIIcTTQhIf8VRq\n0qQJTZo00Vl7JSUlKJXKRzq2devWWu/NzMwoKyujffv2ugit3vj9999JSUmha9euHD9+nPj4eF59\n9dW6DqvOtGzZsq5DEEIIIUQNSOIj6pX58+dTVlbGsGHDCAkJ4fr169ja2jJ8+HDc3Nw09e6d6pae\nns7kyZOZOHEiffv21dQ7c+YMwcHBzJs3j44dO2r1MXjwYMLCwrh27RpBQUHExsZiZ2fHe++9pxVT\nRRuzZ89+rFGmhIQEVq1axbJly2jevLnWZ3PmzEGpVDJ//nyKi4sZNWoUgYGBqNVqoqOjyc3NpX37\n9owbN67SDfeRI0eIiIggNTUVpVKJi4sLo0ePpnHjxo8ca1Xi4uIoLy9n5MiR3L59m/j4eIYPH46B\nwf8tqD1x4gQff/wx77//Pj///DOJiYnAnRG6oKAgLly4wNdff81vv/2Gra0tY8eOpVOnTprjly9f\nzsWLF3n77bfZvHkz165do1GjRgwePBhfX19NvZCQEPbu3UtISIhWjMuXL+fKlSssX75cEwvA3Llz\nNXUWLlxI+/btiYuLIyYmhmvXrlFSUkKzZs0YNGgQvXv3BuD69etMnz4dgNWrV7N69WoApk2bRq9e\nvaqc6nbt2jW++eYbkpOTKS0txdHRkcDAQDp37qwVe0REBMuWLeOrr74iJSUFKysrfHx8GDJkiNb1\nFEIIIYTuyDwNUe/8/vvvbNq0iZdeeomZM2fSsGFDli5dSlpams76uHnzJhs3bqR///7MmTOHzp07\n4+fnR1JSEpmZmVp1IyMjsbGxwcXF5bH6dHd3x8rKiqioKK3yK1eucOHCBa0be4Do6GjOnDnD+PHj\nefvtt8nIyGDBggXk5+dr6uzZs4cVK1bQunVr3n33Xd544w0uXbpEcHAwRUVFD4znwIEDBAYGcv78\n+YfGXl5eTnx8PK1atcLBwQFPT08yMjI4c+ZMlfU3bNiApaUl06dPx9vbm927d/P111+zdu1afH19\nmTlzJqampixZsoS8vDytY3Nzc1m1ahXe3t689957tG/fnnXr1nH48OGHxnm39u3b8/rrrwMwYcIE\nFi5cyMKFC3FwcADuJMu9evVi2rRpzJw5ExcXF1atWsXBgwcBsLa25p133gFg2LBhmuO7dOlSZX+3\nbt3iww8/5ObNm7z55ptMnz4dpVLJokWL+O9//1vpen7++ee4urry3nvv0bVrV7Zt21bjcxRCCCFE\n9cmIj6h3cnJyCA4OplmzZsCdqWQTJkzgyJEj+Pv766yPDz74gFatWmnKbGxs2Lp1KzExMbzyLdU+\nNQAAIABJREFUyivAncXtiYmJBAYGPvYv8UqlEi8vL6KjoxkxYgTGxsYAREVFYWVlRc+ePbXql5WV\nMWfOHE09R0dHpk+fzv79+/H39ycvL4/t27fj6+vL+PHjNcc5OjoyY8YM4uLi8PPzu288CoUChUJR\nrfNKTk4mPT2d0aNHA9C7d2+2bNlCXFyc1ohNha5duzJq1CgAunTpwrFjx9i7dy+ffPIJbdq0AcDC\nwoLZs2dz8uRJnn/+ec2xeXl5vP3225oRPldXVzIyMggNDaVXr14PjbWCubm5ZmStRYsWlaYeDhs2\nTPNarVbTsWNH/vjjDw4cOEDfvn0xNjbWrOuxtbV96NTF3bt3U1RUxIcffqhZT+Tq6sq0adPYvn07\nCxcu1NQtLy9n6NChmtGlzp07c/r0aQ4fPqwpq4lZs2ZpXn/66ac1Pl4IXUg5HEPK4di6DkPUE/sN\nn87f1iv+TSwvl+24deXuazpgwAAGDBhQZ7FI4iPqHTs7O03SA6BSqVCpVGRkZOisD2tra62kB+6s\nzenTpw8xMTH4+/ujUCg4ePAg5eXleHl56aRfX19fdu/ezdGjR/H09KSwsJCEhAR8fX0xMtL+37F7\n9+6apAfA3t4eR0dHzQhNcnIyRUVF9O7dm7KyMk09W1tbbG1tSU5OfmDi4+Pjg4+PT7XijouLw9DQ\nUHNTbmVlRdeuXfn555954403MDU11ap/75TA5s2bc/v2bU3SU3E+QKXvValU8txzz2mVPf/883z1\n1VdkZ2djZWVVrZgf5vr164SGhnLu3DmysrI0/8iZm5s/UnvJyck4OTlpbaJgZGTE888/T0REBMXF\nxVrfZ7du3TSvDQwMaNGiBenp6Y94NkLUvZKiIgpzsus6DFFPFNZ1AKJeKigoqNP+JfER9Y6FhUWl\nMqVSqbVz2uNq1KhRleV+fn4cOHCA48eP061bN6KionBzc0OlUumkXxsbG7p27UpkZCSenp4cOnSI\nwsLCKhOQqvpUqVSaqXjZ2XduMO5ev3JvX7pQVFTE0aNHcXZ2RqlUaqamubm58csvv5CYmIinp6fW\nMfd+h0ZGRjRo0KBSGVDpe7Wysqq0W1rDhg0ByMzM1Enik5eXx0cffYSFhQWjRo3CxsYGIyMj9uzZ\nw88///xIbebm5lba+Q3uxK5Wq8nPz9ckPgqFolKC9Th/xmWUR9QHShMTTC1188OEePoZP6XLFSv+\n/VGr1XUcif64+5qq1Wqd/pAN1GiHWUl8hF6ouKEsLS3VKs/JyalROw4ODjg5OREZGYlSqSQtLY0J\nEyboLE64k1wtXryY1NRUoqKi6Ny5c5XPMbp9+3aVZRWbFlQkF1OnTtUaIatgZmamk3gTExMpKCjg\n9OnTjB07ttLncXFxlRKfx5GdnY1ardZKfrKysgA0565UKikrK6tUr7rfd3JyMpmZmbz33ntao1B3\nj5zVlIWFhSbOu2VlZVWZ6Aihbzr06keHXv3qOgxRT7hbPp1TxSpG7XV9c/5XVp+uqSQ+Qi+oVCqU\nSiVXr17VKk9KSqpxW35+fqxatYq8vDyaNWtW5RqWx+Hq6oqtrS3r16/n0qVLvPvuu1XWO3bsmNb0\nqBs3bnDp0iWGDx8OgLOzM8bGxqSnpz/SupDqiouLw9zcnJkzZ1ZaDxQdHc3hw4fJyMh4pOfkVKWk\npIRffvlFaxe/I0eO0KxZM81oj7W1NWq1mhs3btCiRQvgTsL066+/ao3mVYwqFRcXa/VR8d7Q0FBT\ndvv2bY4fP65Vr2KL83uPr4qzszPR0dFkZmZqErSysjJ++ukn2rVrpzXNTQghhBBPniQ+Qi8YGBjg\n4eFBbGws9vb22Nvbk5SUxNmzZ2vcVs+ePdm0aRPnzp3TLObXJYVCgY+PDyEhITRq1KjSepYKhoaG\nLFq0iEGDBlFYWEhoaChWVlb0798fuDPCEBQUxJYtW8jMzMTV1RVTU1MyMzM5c+YMXbt2xd3d/b5x\nREVFsX79ej766CPatWtXZZ3MzExOnz6Nj49PlQlggwYNOHToEAkJCQwdOvQRrkZlDRo0YOPGjWRl\nZWFjY0N8fDwpKSmaHdbgzvonExMTvvzySwICAigqKmLXrl2VRlWaN2+OgYEB0dHRmJiYYGRkRPPm\nzenQoQMmJiasW7eOgIAACgoKCA8P15pKCHdGmMzMzDh06BD29vaYmJhga2tb5XTMQYMGkZCQwEcf\nfcQrr7yCiYkJ+/btIyMjg7feeksn10YIIYQQj+7p3HJDiCqMHTsWNzc3duzYwbJlyyguLmbcuHE1\nbsfIyIgePXqgVCp54YUXaiFS8PDwAMDLy0tr1OFu3t7edOzYkXXr1vHll1/SpEkTPvzwQ62b+wED\nBjBjxgxSU1NZuXIlixcvJjw8HAMDA822zfdTMdf2QTvXxMfHP3Bzh1atWtG6dWvi4uIedsrVZmFh\nwZQpU4iOjmbJkiWcO3eO8ePHa+38ZmVlxaxZsygtLWXp0qWEhYUxePBgnn32Wa22GjVqxNixY/n1\n11+ZN28e//jHP7h69SqNGzfm3Xffpbi4mH/+85+Ehoby4osvVkoUjYyMeOutt8jKyuKjjz7iH//4\nBydPnqwybmtraxYsWICtrS3//ve/WbZsGUVFRcyePVvno4ZCCCGEqDmDctmvTzyFNm/eTHx8PBs2\nbNB522VlZUydOpUOHTowZcoUnbcPsG/fPjZv3szq1asrTRGreIDp8OHDCQgIqJX+66uKB5iuWrWq\nrkN5qn177mZdh6A3knd9Q2lhPkam5jgNGVXX4Qjx1JA1PqJCbV9T2dxA6K3c3FxSUlJITEy87/Ss\nR5Wfn09qaiqHDh0iIyODQYMG6bR9gNTUVNLS0ti5cyceHh46WxcjxN2e1huO+uiykYJcwFgh11UX\n5KZS9+SaClF9kviIp8rZs2dZtWoVbdu2ZcyYMTpt+/LlywQHB6NSqRg7dmyl5/zowtq1a7l8+TJO\nTk46j18IIYQQQtyfTHUTQgg9c+PGjboOQW9s27aN3NxczM3NGTlyZF2H89ST0Qndk2uqW3I9da8+\nTXWTzQ2EEEIIIYQQek8SHyGEEEIIIYTek8RHCCGEEEIIofck8RFCCCGEEELoPUl8hBBCCCGEEHpP\nEh8hhBBCCCGE3pPERwghhBBCCKH3JPERQgghhBBC6D1JfIQQQgghhBB6TxIfIYQQQgghhN6TxEcI\nIYQQQgih94zqOgAhhBC6dTTHoK5D0BuFpWoAitVyXXUi54//vZBreS93y/K6DkEIvScjPkIIIYQQ\nQgi9JyM+ol44ePAgX3zxBStXrsTOzq5Gx4aFhREeHk5YWFgtRVd9kyZN4tatWw+tVx9ifRzp6el8\n//33nDp1iszMTAwNDWnRogVubm787W9/w8zMrK5DrHXLly/nypUrLF++vK5DEUIIIUQ1SOIjnnre\n3t64urrWdRgAzJw5k5KSEs37DRs2oFarefPNN+swKt06ffo0n3/+OY0bN2bgwIG0aNGCkpISzp8/\nz549e8jPzycoKKiuw6x1r776KoWFhXUdhhBCCCGqSRIf8dRr0qQJTZo00Vl7JSUlKJXKRzq2devW\nWu/NzMwoKyujffv2ugitzt2+fZulS5fSqlUr5syZg7GxseYzV1dXBg4cyMWLF+swwienpiOTQggh\nhKhbkviIemv+/PmUlZUxbNgwQkJCuH79Ora2tgwfPhw3NzdNvXunuqWnpzN58mQmTpxI3759NfXO\nnDlDcHAw8+bNo2PHjlp9DB48mLCwMK5du0ZQUBCxsbHY2dnx3nvvacVU0cbs2bMfa5QpISGBVatW\nsWzZMpo3b6712Zw5c1AqlcyfP5/i4mJGjRpFYGAgarWa6OhocnNzad++PePGjaNly5Zaxx45coSI\niAhSU1NRKpW4uLgwevRoGjdu/Mix3i0yMpK8vDzeeOMNraSngrm5OZ07d9a8/+OPPwgJCeHEiRMU\nFRVhb2/P0KFDef755zV1Dhw4wPr161m8eDG7du3ixIkTmJmZ0atXL4KCgjAy+r+/pgoKCtixYweJ\niYlkZmZiYWFBhw4dePPNN7G0tCQkJIS9e/cSEhKiFde909JKS0sJCwvjyJEj/Pnnn5iamtK8eXNe\ne+012rVrB9yZfrlnzx7S0tJQKBTY2Njw4osv0q9fvyrbrI3zFUIIIYTuyL+wol77/fff2bRpE0OG\nDMHKyoqIiAiWLl3K8uXLdfaL+82bN9m4cSMBAQHY2tpiYWGBUqlk06ZNZGZmaiUNkZGR2NjY4OLi\n8lh9uru7s3nzZqKionj99dc15VeuXOHChQtMmzZNq350dDQ2NjaMHz+eoqIiQkNDWbBgAStWrMDc\n3ByAPXv28PXXX+Pt7U1gYCB5eXmEhYURHBzMZ599homJyX3jqbgZX7hw4QNHp06fPo2NjQ0ODg4P\nPcf8/Hzmzp2rSd4aNWpEbGwsy5cvp7i4WCspBVixYgV9+vTBx8eHlJQUwsPDsbS0ZOjQoQAUFxcT\nHBzM9evXGTp0KG3btiUvL4/jx49TUFCApaXlQ2OqEB4ezo8//siIESNwcHAgPz+fX3/9ldzcXM15\nfvHFFwwcOJDRo0dTVlbGtWvXyM/Pf2LnK4QQQgjdksRH1Gs5OTkEBwfTrFkz4M5UsgkTJnDkyBH8\n/f111scHH3xAq1atNGU2NjZs3bqVmJgYXnnlFQCys7NJTEwkMDAQA4PH24pVqVTi5eVFdHQ0I0aM\n0IyeREVFYWVlRc+ePbXql5WVaU0tc3R0ZPr06ezfvx9/f3/y8vLYvn07vr6+jB8/XnOco6MjM2bM\nIC4uDj8/v/vGo1AoUCgUDz2vjIwMbGxsqnWOUVFR3Lp1SyuZ6tq1Kx9++CHbt2/nhRde0Oqvb9++\nmpv+Ll26cO7cOQ4fPqwpi42N5dKlS8yZM0cr8fTw8KhWPHe7cOEC3bp1o3///pqy5557TvP6/Pnz\nNGrUiNGjR2vKHjbCp+vzrYlZs2ZpXn/66ac1Pl4IASmHY0g5HFtn/e83fLSNdiv+Xikv1/122AMG\nDGDAgAE6b7c+qxh1b9q0aR1Hoj/q0zWVxEfUa3Z2dpqkB0ClUqFSqcjIyNBZH9bW1lpJD9xZm9On\nTx9iYmLw9/dHoVBw8OBBysvL8fLy0km/vr6+7N69m6NHj+Lp6UlhYSEJCQn4+vpWmu7UvXt3rall\n9vb2ODo6cv78eQCSk5MpKiqid+/elJWVaerZ2tpia2tLcnLyAxMfHx8ffHx8dHJeFZKTk7G1ta00\ngtSnTx/Wr19PWlqa1nfbrVs3rXotW7bUWi908uRJrK2tH3u0DaBNmzbs3buX0NBQXF1dadOmjdY1\nb9OmDX/++Sdr1qzBw8ODDh06aEbW7kfX5yuEeLJKiooozMmus/7r41YpBQUFdR2CEDoliY+o1yws\nLCqVKZVKrZ3THlejRo2qLPfz8+PAgQMcP36cbt26ERUVhZubGyqVSif92tjY0LVrVyIjI/H09OTQ\noUMUFhZWmYBU1adKpSIzMxO4MxoFMHfu3Pv2pQtNmzat1nbdALm5uVVe24YNG2o+v9u93/W933Nu\nbq7O1ioNGzYMU1NTEhIS2LlzJ2ZmZnh4eDBq1CgsLCxwdXVl2rRp/PjjjyxZsgSATp06MXr06Err\nqu6OT5fnWxMyyiPE41OamGBqaVVn/Rs/4kQCheLOSJFardZhNGja1OUPjU+DilGJv9p516bavqb2\n9vbVriuJj9A7FSMjpaWlWuU5OTk1asfBwQEnJyciIyNRKpWkpaUxYcIEncUJd5KrxYsXk5qaSlRU\nFJ07d65y7dLt27erLKtIBCpuoqdOnao1qlBBV8/V6dy5M2FhYVy9evWh63wsLCy4fv16pfKsrCzN\n5zVhaWnJlStXHlhHqVRSVlaGWq3W3AxA5e9eqVTi7++Pv78/f/75J7/88gtff/01paWlTJ48GYBe\nvXrRq1cvCgoK+O9//8s333zD4sWLWbNmTZV96/p8hRBPVode/ejQq1+d9e9u+WhT1eRGXYjqe7QJ\npULUYyqVCqVSydWrV7XKk5KSatyWn58fJ06cYMeOHTRr1oxOnTrpKkzgzroRW1tb1q9fz6VLl/D1\n9a2y3rFjxyguLta8v3HjBpcuXdJMq3J2dsbY2Jj09HTatGlT6b+a/BryIL6+vjRo0IANGzZoxVOh\nIkmoiCktLY1Lly5p1Tl8+DCNGzeu8eYULi4u3Lp1i1OnTt23jrW1NWq1mhs3bmjKsrOz+fXXX+97\nTKNGjfD19cXZ2ZnU1NRKn5uZmdGjRw/69evHrVu37rvBga7PVwghhBC6JSM+Qu8YGBjg4eFBbGws\n9vb22Nvbk5SUxNmzZ2vcVs+ePdm0aRPnzp3TWuiuKwqFAh8fH0JCQmjUqJHWAvu7GRoasmjRIgYN\nGkRhYSGhoaFYWVlpFudbWFgQFBTEli1byMzMxNXVFVNTUzIzMzlz5gxdu3bF3d39vnFERUWxfv16\nPvroI812zlVRqVTMmDGDJUuW8P777/O3v/2Nli1bUlJSwoULF4iMjOSFF16gU6dOeHt7s3//fj79\n9FNeffVVGjZsSFxcHMnJyUyaNKnGG0T07duXmJgY/vnPfzJ06FDatGlDfn4+x48fx9/fHxsbG7p3\n746JiQlffvklAQEBFBUVsWvXrkrrcz7++GPatm1L69atadCgARcvXuS///0vL730EgAhISEUFBTg\n7OxMw4YNycjI4MCBA7Rr1+6+a310fb5CCCGE0C1JfIReGjt2LOXl5ezYsQO1Wo2Hhwfjxo1j8eLF\nNWrHyMiIHj16EBcXxwsvvFArsXp4eBASEoKXlxeGhoZV1vH29katVrNu3Tpyc3Np164d48aN07oJ\nHzBgANbW1vzwww/Ex8ejVqtp3Lgxzs7OD52WplarUavV1doVqHPnzixZsoTdu3cTERFBZmYmRkZG\ntGjRgpdeekmziYK5uTkLFizgm2++YcuWLRQWFtK8eXPeeecdrefaVJexsTFz584lLCyMH3/8kays\nLKysrLQ2HrCysmLWrFls2bKFpUuXYm1tzbBhw0hMTNSaJufk5MR//vMf9u3bR0lJCU2bNsXf31+z\no1q7du348ccf+fnnn8nLy0OlUuHq6srw4cPvG5+uz1cIIYQQumVQXhv7HwrxBG3evJn4+Hg2bNig\n87bLysqYOnUqHTp0YMqUKTpvH2Dfvn1s3ryZ1atXV9rqseKZMMOHDycgIKBW+hf659tzN+s6BL2R\nvOsbSgvzMTI1x2nIqLoOR+gxWeNTP8j11D3Z3EAIHcjNzSUlJYXExMQHTs96FPn5+aSmpnLo0CEy\nMjIYNGiQTtsHSE1NJS0tjZ07d+Lh4VEv9rcX+uFRb6BEZZeNFOQCxgq5rrogN5VCiLokiY94ap09\ne5ZVq1bRtm1bxowZo9O2L1++THBwMCqVirFjx1Z6zo8urF27lsuXL+Pk5KTz+IUQQgghhDaZ6iaE\nEHrm7l3txOPZtm0bubm5mJubM3LkyLoO56knIz66J9dUt+R66l59muom21kLIYQQQggh9J4kPkII\nIYQQQgi9J4mPEEIIIYQQQu9J4iOEEEIIIYTQe5L4CCGEEEIIIfSeJD5CCCGEEEIIvSeJjxBCCCGE\nEELvSeIjhBBCCCGE0HuS+AghhBBCCCH0niQ+QgghhBBCCL0niY8QQgghhBBC7xnVdQBCCCF062iO\nQV2HoDcKS9UAFKvluupEzh//e6H/19LdsryuQxBC3ENGfIQQQgghhBB6TxIfIf7n4MGDBAYGkpaW\nVuNjw8LCCAwMrIWoHs2ZM2cIDAzk1KlTdR2KRnp6OmFhYfz++++VPps0aRJr1qypg6iqZ82aNQQG\nBlb532effVbX4QkhhBCiGmSqmxA64O3tjaura12HUa/dunWL8PBwOnTogK2trdZnM2fOxMzMrI4i\nqx4rKyv+/ve/Vyq3sLCog2iEEEIIUVOS+AihA02aNKFJkyY6a6+kpASlUqmz9uq71q1b13UID2Vk\nZET79u3rOgwhhBBCPCJJfIR4gPnz51NWVsawYcMICQnh+vXr2NraMnz4cNzc3DT1wsLCCA8PJyws\nDLgzrWvy5MlMnDiRvn37auqdOXOG4OBg5s2bR8eOHbX6GDx4MGFhYVy7do2goCBiY2Oxs7Pjvffe\n04qpoo3Zs2c/9ijTiRMn2LFjB1euXMHIyIiOHTsyatQo7O3tteolJiYSERHBlStXUCgU2NvbExAQ\nwHPPPQfA/v37SUhI4MaNG5SXl9O8eXMCAgLo1q2bVswACxcu1LRbcR0mTZqEs7MzkyZN0nz266+/\nsm3bNs6fPw9Au3btCAoKom3btpo6a9as4fTp08yaNYuNGzdy6dIlGjduzMCBA/Hz83usa1NTERER\nbNu2jbVr12JlZaUpLy8vZ8qUKbRt25Z33nkHgKKiInbs2MFPP/1EZmYmjRs3xtvbmyFDhqBQyAxk\nIYQQojZI4iPEQ/z+++9s2rSJIUOGYGVlRUREBEuXLmX58uXY2dnppI+bN2+yceNGAgICsLW1xcLC\nAqVSyaZNmzQ3xhUiIyOxsbHBxcXlsfo8ceIEn3zyCZ06dWL69OkUFhYSGhrKhx9+yJIlSzR97tu3\nj40bN9KjRw8mTZqEqakply9fJj09XdNWeno63t7eWFtbU1ZWxrFjx1i8eLEmOWvdujVvvPEGGzZs\nYOzYsbRp0waAFi1aVBnbb7/9xrx582jRooUmGfr++++ZN28eixYtolWrVpq6BQUFrFy5kgEDBvDK\nK68QGxvL+vXrsbe3p1OnTg+8BpMmTcLa2pr58+dX65qVlZVVKlMoFBgYGODl5cX27duJjY1l8ODB\nms9PnjxJeno6b7/9tqaNRYsWce3aNQICAnBwcODChQvs3LmT3NxcRo8eXa1YhBBCCFEzkvgI8RA5\nOTkEBwfTrFkz4M60rAkTJnDkyBH8/f111scHH3ygdUNvY2PD1q1biYmJ4ZVXXgEgOzubxMREAgMD\nMTB4vO1gt2/fjq2tLbNnz8bQ0BCA9u3bM23aNCIiInj99dfJz89n27ZtuLm5MXPmTM2x94403X2z\nrlar6dy5Mzdv3uTAgQO4urpibm6uSXKaN2/+0Clj4eHhKJVK5s6dS4MGDQDo0qULkyZNIjw8XCuW\ngoIC3njjDU2S4+TkxMmTJzl8+PBDEx+FQlHtEZbMzExGjBhRqXzUqFG8/PLLWFhY8PzzzxMVFcXL\nL7+s+X6ioqJo3ry5ZoTv8OHDpKSkMH/+fJydnQHo3LkzADt27GDw4MGoVKpqxVRh1qxZmteffvpp\njY4VT0bK4RhSDsfWdRjiCdpv+GRGbyv+rikvl+2zdaGurueAAQMYMGDAE+3zSTEyupNuNG3atI4j\nkcRHiIeys7PTJD0AKpUKlUpFRkaGzvqwtrbWSnoAzMzM6NOnDzExMfj7+6NQKDh48CDl5eV4eXk9\nVn+FhYVcvnyZoUOHapIeuJNsPfvss5w9exaA8+fPU1hYiI+PzwPbu3TpEmFhYVy8eJHs7GzNPxj3\nTpmrruTkZLp166ZJegDMzc157rnnOHbsmFZdExMTrQRHqVTSrFmzan0/q1atqnZMKpWK999/v1L5\n3Wu7/va3vxEXF8fp06fp0qULf/75J8eOHWPkyJGaOidOnMDa2ppnn31WawSpS5cubN++nQsXLmim\nEAr9UVJURGFOdl2HIZ6gwroOQDxVCgoK6jqEvwRJfIR4iKp27VIqlZSUlOisj0aNGlVZ7ufnx4ED\nBzh+/DjdunUjKioKNze3Go8I3CsvL4/y8nIaNmxY6bOGDRty69Yt4M5IFKA11e5eGRkZLFiwgBYt\nWjB27FiaNm2KoaEhoaGhXL9+/ZHiy83NrfKaNGzYkLy8PK2yu5OjCrr+fgAMDQ01U/Tup23btjg6\nOhIZGUmXLl2Ijo5GoVBorfO6ffs2t27dqnL0CP7vmteEjPLUf0oTE0wtrR5eUegN4yf0jNaKUWu1\nWv1kOtRzdXU91Wq1Tn9QrU8qRnpq6/xq8iOrJD5C1AJjY2MASktLtcprelPr4OCAk5MTkZGRKJVK\n0tLSmDBhwmPH16BBAwwMDMjKyqr0WVZWlibZs7S0BO5M83JwcKiyrRMnTpCfn8/06dO1Rj+Kiooe\nOT4LC4v7xlZVolOf+Pn5sW7dOjIzM4mJicHDw0Mreba0tMTGxobp06dXeby1tfWTClU8QR169aND\nr351HYZ4gtwtn8xUqdq+qfyrkeup32T7ICFqgUqlQqlUcvXqVa3ypKSkGrfl5+en2X2tWbNmD123\nUh2mpqY4Ojpy9OhRrV+1bt26xblz5zTrUZ599llMTU2Jioq6b1vFxcUAWlPmbty4wblz57TqVWzP\nXVH/QZydnTl+/LjW0H9BQQHHjh3TrIupr3r37o2pqSkrVqwgIyMDX19frc9dXV35448/MDU1pU2b\nNpX+u3tHOCGEEELojoz4CFELDAwM8PDwIDY2Fnt7e+zt7UlKStKsnamJnj17smnTJs6dO1fjHb9S\nUlLIz8/XKlMoFLi5uTF8+HA++eQTFi9ejJ+fH4WFhezYsQNzc3MGDhwI3FlnFBQUxFdffcXnn39O\nnz59MDMz48qVKyiVSl588UU6d+6MoaEha9asYeDAgfz555/s2LGDpk2bai0ObdasGYaGhsTGxmp2\nrbO3t6/ywaUBAQEcO3aMBQsWMHjwYAwMDPj+++8pKirSbPSgC1OmTMHa2pq5c+c+tG5paalma+27\nmZiY8Mwzz2jeGxsb07dvX/bs2YODgwPPPvusVv3evXsTGxvLggULGDRoEM888wylpaX8/vvv/PLL\nL7z33nuYmJg8/skJIYQQQoskPkLUkrFjx1JeXs6OHTtQq9V4eHgwbtw4Fi9eXKN2jIyM6NGjB3Fx\ncbzwwgs1OjY8PLxSmYmJCVu2bMHV1ZV//OMf7Nixg2XLlmk9x+fuNT39+/enYcOG7N7nXta9AAAg\nAElEQVS9m5UrV2JkZKR5Tg9Ay5YtmTJlCmFhYXz22WfY2toSFBTEiRMntBI9S0tLxo0bx/fff8/8\n+fNRq9VazzO62zPPPMP8+fPZvn07a9asAe48xyc4OLjSJhCPQ61WV3sed3Z2Nh988EGl8pYtW/LP\nf/5Tq8zDw4M9e/ZUuSmEkZERc+bMYdeuXURFRZGeno6JiQl2dnZ07dpVs/uNEEIIIXTLoFz2PxTi\nsW3evJn4+Hg2bNig87bLysqYOnUqHTp0YMqUKTpvX+jetm3b2Lt3L//6178wNzd/4v1/e+7mE+9T\nXyXv+obSwnyMTM1xGjKqrsMRTxFZ4/N0kuupe7K5gRB6Ijc3l5SUFBITE2nXrp1O287Pzyc1NZVD\nhw6RkZHBoEGDdNq+0L3Lly9z48YN9u7di4+PT50kPfDkbrj+Ci4bKcgFjBVyXXVBbiqFEHVJEh8h\nHsPZs2dZtWoVbdu2ZcyYMTpt+/LlywQHB6NSqRg7dqxOp3iJ2vH555+TlZWFi4sLgYGBdR2OEEII\nIe4iiY8Qj8HNzY0tW7bUStsdO3YkLCysVtoWtaNiPZIQQggh6h/ZzloIIYQQQgih9yTxEUIIIYQQ\nQug9SXyEEEIIIYQQek8SHyGEEEIIIYTek8RHCCGEEEIIofck8RFCCCGEEELoPUl8hBBCCCGEEHpP\nEh8hhBBCCCGE3pPERwghhBBCCKH3JPERQgghhBBC6D1JfIQQQgghhBB6z6iuAxBCCKFbR3MM6joE\nvVFYqgagWC3XVSdy/vjfi6f/Wrpbltd1CEKIGpIRHyGEEEIIIYTekxEfIR7D2rVriYmJYcCAAYwZ\nM6bW+1uzZg1xcXFVfmZvb8/y5cs174uLiwkNDSUhIYG8vDxatWrFyJEjcXZ2rvU4/4rCwsIIDw+v\n8jOlUklISIjmvVqt5vvvvycqKoqsrCzs7e0JCAjA3d39SYUrhBBC/OVI4iPEIyouLuann34C4PDh\nw7z22msYGhrWap8BAQH4+vpqld26dYsVK1bw3HPPaZWvXbuWpKQkRo0aha2tLT/++COLFi1i0aJF\ntGrVqlbj/Cvy9vbG1dVVq6yoqIiPP/6Y7t27a5WHhoYSERHBq6++iqOjI0eOHGHZsmXMmjWLbt26\nPcmwhRBCiL8MSXyEeESJiYkUFBTQtWtXjh8/zokTJyrd4OqanZ0ddnZ2WmWnTp0C4IUXXtCUXbly\nhUOHDvH222/j5eUFgLOzMzNmzCA0NJRZs2bVapx1obi4mNzcXBo3blwn/Tdp0oQmTZpolcXHx1NW\nVkbfvn01Zbdv3yYiIoIhQ4bw8ssvA9CpUyfS0tLYunWrJD5CCCFELZHER4hHFBcXR4MGDZg0aRIT\nJ04kLi6uysTn0KFDhIeHc+vWLezs7BgxYgQ//PADAPPnz9fUy87OZvv27Rw7doycnBxsbGwYOHAg\nPj4+D4wjPj4eR0dHWrZsqSn75ZdfMDQ05Pnnn9eUGRoa0qtXL3bt2kVJSQlKpfIxrwCkpaWxY8cO\nUlJSyMrKolGjRri4uDBixAgsLCy06u7Zs4e9e/eSlZWFg4MDY8aMYeXKlTg7OzNp0iRNvfT0dLZv\n387JkycpKCigefPmDBs2DDc3twfGkpWVxZQpU+jUqROenp707NkTU1PTxz7HxxEXF4dKpcLFxUVT\ndvLkSUpLS+nTp49W3T59+vDll1+Snp6OjY3Nkw5VCCGE0HuS+AjxCDIzMzl9+jTe3t5YWVnRo0cP\nEhMTyc3N1brhP3XqFKtWraJ79+6MHj2a7OxsNm3aRElJCc2aNdPUy8/P58MPP6S4uJhhw4ZhY2PD\nyZMnWbduHSUlJbz44otVxpGSkkJaWhpjx47VKr927Ro2NjaYmJholbdo0YLS0lLS0tK0EqV7Vawl\nCgsLe+h1aNKkCWPGjKFBgwakp6fz3Xff8cknn7Bo0SJNvejoaDZv3ky/fv1wd3fn999/Z+XKleTl\n5Wm1l5GRwezZs1GpVLz++utYWVn9f/buPDzG6338+Hsmmcm+lMjWoEJILBFBImJf0lItilBFLdWP\n1tKfpaqoUqooXajWWpRaIqqqRSWWJMTWKL72vXZJpJF9nfn94ZP5GDORhIkQ9+u6XFfmPOc5zz1n\ngueeszzExsYyZ84cPvzwQ4PpfPdzcnJi1KhRxMTEsGjRIpYsWULjxo1p0aIFvr6+KJXG93LRaDRo\ntUXvzqRUKlEoir8TVWJiIsePH+fVV1/VmwJ59epVVCqVwchdwedR8NkJIYQQwrQk8RHiEcTExKDR\naHTTy1q2bMnevXuJjY0lJCREVy8sLAwPDw8+/PBD3U1zlSpVGDdunF7is2XLFhITE5k9e7au3NfX\nl/T0dMLDwwkJCTG6fig6Olo3knO/BxOwAgVlaWlpD31/SqWy0EThfrVr19bbLKFWrVq4uroyadIk\nLl26RLVq1dBoNISHh9OgQQOGDBmiq+vo6MicOXP02lu/fj1arZbJkydjZ2cHgJ+fH3fu3GHdunUP\nTXyUSiWBgYEEBgaSnp7Ovn372LNnD1988QWOjo4EBwfTokULg/VNP/zwQ6EbRtzv/fff15uyVpSY\nmBi0Wq3eFES41/fW1tYGSVRxPxtj7p+6OHPmzBKfL8Tz6PTenZzeu+uRz99mZpqNcTt27EjHjh0f\n+Xxz83u3ck5OTiaJ53kn/Wl6T1OfSuIjxCOIiorCzc2NmjVrAveSlBdeeIGoqChd4qPRaLhw4QJd\nu3bVu8n19PQ0+Eb/6NGj1KhRA2dnZ/Lz83Xlfn5+7Ny5k2vXrlG1alW9cwo2V2jYsCH29vYmfX/v\nvfce7733XpH18vLy+O2334iOjiYhIYHc3FzdsRs3blCtWjWSkpK4c+cOoaGheuc2btzYIJk7cuQI\nDRo0wNraWq8f6tevz6pVq8jIyMDa2rrIuGxsbGjXrh3t2rUjMTGRPXv2EBMTw++//07dunWZNGmS\nrm6PHj145ZVXimyzpKMw0dHRVKtWzeBzE0I8HXKzs8lKTXnk87NMFEdmZqaJWhJCFEUSHyFK6MKF\nC1y7do3OnTvrTdUKDAxk27Zt3LhxA3d3d1JSUsjPzzealDg4OOi9vnv3Lrdu3eLNN980es3U1FSD\nsr/++ov09HSDEQW4d+OfkJBgUF4wmmBsNOhRrF69mq1bt9K9e3dq1aqFpaUlSUlJzJ49W5cE/fvv\nv4Dhe1YqlbpRnQIpKSlER0cTHR1t9HoFoyUlkZmZSUZGBpmZmSgUCqysrPSOOzk5GWxKYExxRsAK\nnD9/nuvXrxvd4tzGxoaMjAy0Wq1eQvw4n42M8ghRcioLCyztHv1LI7WJnsGq0WhITEx85PMLvkV/\nnDbE/0h/ml5p96m7u3ux60riI0QJFUyL2rRpE5s2bTI4Hh0dTa9evbC3t8fMzIyUFMNvFO/evas3\n5GtnZ4eDg0OhzwIy9pc6KioKOzs7GjRoYHCscuXKHDx4kOzsbL11PteuXcPc3Nxgfcmj2rt3Ly1b\ntqRbt266suPHj+vVeeGFF4B77/l+Go3GIKGztbXFx8eHzp07G71eQVtFSUpKYs+ePezZs4fLly/j\n5uZGmzZtaNGihcHITWlMddu9ezdmZmY0a9bM4FjlypXJzc3l9u3bep/DtWvXgHvrsIQQpc87uA3e\nwW0e+fwmdkWvDRRCPF0k8RGiBPLy8ti7dy9eXl707t3b4PiKFSuIjo6mZ8+eKJVKqlevzoEDB+jR\no4fu2/2LFy8SHx+vl/jUr1+fbdu24eTkZDAyYkxycjJHjx7l5Zdf1s2dvV/Dhg0JCwtj3759upv1\n/Px89u3bh6+vr0l2dIN70+0enK62e/duvdcVKlSgYsWK7N+/X7e1NtzbDvz+6Wxwb2rf2bNnqVy5\nMmq1ukSx5OXlERMTw549ezh+/Di2trYEBQXxzjvv6KYkGmPqqW55eXnExsbSoEEDo6N9fn5+mJmZ\nERMTQ48ePXTlMTExVK5cWTY2EEIIIUqJJD5ClMDhw4dJTU2lb9++1KlTx+B4u3btWLJkCSdOnKBu\n3bqEhoYybdo0vvzyS9q1a0dqairr16/H0dFRb5pTp06d2LdvH5MmTeLVV1/F3d2d7Oxsrl+/zunT\npxk7dqzedfbs2aO3ucKDqlWrRtOmTVmxYgX5+fk4Ozuzfft24uPjGT58eJHvs2AUZO3atQ+tV79+\nfaKioqhSpQqurq4cOHCAM2fO6NVRKpV0796dhQsXsmDBApo0aUJ8fDy//vqrwSL/nj178vHHH/Pp\np5/y8ssv4+zsTFpaGlevXuX27du8//77hcaSlJTEkiVL8Pf3Z8yYMTRo0MBoUvggZ2dnkyYbcXFx\npKWlFfrZODg40KlTJ3799VesrKyoVq0asbGxHD9+3OBzFkIIIYTpSOIjRAns3r0bKysrgoKCjB5v\n1qwZP/30E1FRUdStWxdfX19GjBjB+vXrmT17Nq6urvTr14/w8HC9tSrW1tZMnTqV8PBwNm3aRFJS\nEjY2Nri7uxMYGGhwnaioKCpXroynp2ehsb7//vusWbOGtWvXkpGRQdWqVRk/fvxDzymg0WjQaDRF\n1hs4cCCALkFq0KABH3zwAePHj9er17ZtW7Kysvjjjz90IxvDhw9n1qxZev3g5OTEjBkzWL9+PWvW\nrCElJQU7OzsqV65caCJR4IUXXmDhwoUmW7/0qKKiorC1tX3ow2zffPNNLC0tdc81cnd3Z+TIkaX+\nAFwhhBDieabQFucBFkIIk7lz5w4jRoyga9eudO/evazDKTMXLlzg448/ZtiwYbRo0aKswylXfjlz\ns6xDKDdO/bqKvKwMzC2t8enSp6zDEU+Rp2WNjyzGNy3pT9OTzQ2EeE7k5OSwYsUK6tWrh729Pbdv\n3+a3335DrVbTtm3bsg7viYmPj2fbtm34+PhgZWXF9evX2bhxI87OzkZHtMTjeVpuyMqDS+ZK0gC1\nUvrVFOSmUghRliTxEaIUKZVKkpOT+fHHH0lNTcXS0hJvb29GjhxZ7B3KygO1Ws3Vq1eJjo4mPT0d\nGxsb6tWrx1tvvaW365wQQgghRGmRxEeIUmRubs6HH35Y1mGUOUdHRyZMmFDWYQghhBDiOVb8J/IJ\nIYQQQgghxDNKEh8hhBBCCCFEuSeJjxBCCCGEEKLck8RHCCGEEEIIUe5J4iOEEEIIIYQo9yTxEUII\nIYQQQpR7kvgIIYQQQgghyj1JfIQQQgghhBDlniQ+QgghhBBCiHJPEh8hhBBCCCFEuSeJjxBCCCGE\nEKLcMy/rAIQQQpjW/lRFWYdQbmTlaQDI0Ui/mkTqnf/+8HT3ZRM7bVmHIIQoBTLiI4QQQgghhCj3\nZMRHCGDWrFmcOnWKRYsWoVKpDI5nZmby7rvv0qRJE4YOHVrsdufOncuZM2eYP3/+Q+vt2LGDhQsX\n8sMPP1CxYsVitX3r1i1GjBjBsGHDaNGiRbFjKqydotSrV49PPvnkka9TFrKysujXr1+R9SpXrsyc\nOXOeQET39O3bl7Zt29K/f/8ndk0hhBDieSeJjxBAq1at+Ouvv4iLi6NJkyYGx/fv3092djYtW7Ys\nles3btyYypUr4+DgUCrtP0zFihWZNm2a7rVGo2HSpEm0adOGNm3a6Mqtra2feGyPS61W6703gOnT\np1O3bl1ef/11XZmFhcWTDk0IIYQQT5gkPkIA/v7+2NnZER0dbTTxiY6OxsnJiTp16pTK9e3t7bG3\nty+VtouiUqmoWbOm7nV+fj4AFSpU0Ct/FimVSoP3YGZmhr29fbHfW25urtFRQCGEEEI8WyTxEQIw\nNzcnODiYiIgIUlNTsbOz0x1LTEzk5MmTdO3aFYXifwtyL126xLp16zh9+jS5ubl4enry1ltv4e3t\nbdD+xYsXWbZsGZcuXaJixYq89tprtGvXTne8sKluERERREREcP36ddRqNVWrVqV3794PvWk/fvw4\nGzZs4Pz58wD4+PjQr18/PDw8HquPAL7//ntOnDjBvHnzUCr/t0QwNTWVIUOG8MYbb9CtWzfi4uKY\nOXMm48aNIyYmhsOHDwMQGBhI//799UaP8vLy2LhxIzExMSQmJmJvb0+LFi0IDQ3F3PzJ/hM1Y8YM\n7ty5Q9++fVm9ejVXr16la9euhISE8M477zBw4EBeeeUVXf0LFy7w8ccf89FHH9GwYUNd+eHDh9m0\naROXLl0CwM3Njc6dO9O0aVOj183NzWXevHmcOHGCcePG4eXlVbpvVAghhHgOyeYGQvxXy5Ytyc/P\nZ+/evXrl0dHRaLVavXU058+f55NPPiEzM5MhQ4YwevRorK2tmTp1KpcvX9Y7Pz09nXnz5tGyZUvG\njh3LSy+9xKJFizh16tRD41m+fDmLFy+mevXqjBo1imHDhuHt7c2dO3cKPefQoUNMnToVGxsbPvjg\nA4YPH056ejqTJk0iKSmp5J3ygJCQEBISEjhy5Ihe+e7du9FoNHpT4wAWL16MtbU1I0eOpEePHsTG\nxjJ37lzdca1Wy5w5c9i8eTOtW7dm3LhxdOrUia1bt7JgwYIi45kzZw59+/Z97Pd1vzt37rBw4ULa\ntWvH+PHj8ff3L9H5u3btYsaMGVhaWvLee+8xZswYgoODSUxMNFo/IyOD6dOnc+HCBaZOnSpJjxBC\nCFFKZMRHiP+qXr06Hh4eREdH632rHxMTg5eXF+7u7rqylStX4uLiwieffKIblahfvz6jRo1iw4YN\njB49Wlc3IyODjz76CB8fHwC8vb05duwYe/fu1ZU96MaNG2zdupXXX3+dPn366MrvH1V4kFarZfny\n5fj6+jJmzBhdeZ06dRg2bBi///57sRb6P0yNGjXw9PQkMjJSLyGIjIykUaNGvPDCCwb1Bw8eDICf\nnx8WFhYsXryYc+fO4eXlxZEjR4iLi2P06NEEBgYC4Ovrq6vXrVs33NzcCo1HqVRiZmb2WO/pQWlp\naYwdO1Zv5C4lJaVY5+bk5LBy5Up8fX35+OOPdeW+vr5G6//7779Mnz4drVbL1KlTqVChwiPF/NFH\nH+l+njlz5iO1IURZOL13J6f37irrMAxsM3t2vhcumImg1RZ/C+6OHTvSsWPH0grpmVbwf7qTk1MZ\nR1J+PE19KomPEPdp2bIlP//8Mzdu3MDd3Z3z589z/fp13nnnHV2drKwsTp8+TY8ePVAoFLo1MQB1\n69blwIEDem1aWVnpJThqtRpXV9dCRwAAjh07hlar1ZsOV5Tr16+TkJBAaGioXkyWlpZ4eXkVOcJU\nXCEhISxatIikpCQqVKjA8ePHuXnzJoMGDTKoGxQUpPc6ODiYxYsXc/bsWV3iY2VlRcOGDfVirl+/\nPgCnTp16aOIzcuRIk7yn+9nb2xudrlgcFy9eJC0trVif261bt5g4cSJOTk6MHTsWGxubR7qmEM+y\n3OxsslKL98XCk5RV1gGUsszMzLIOQYgyIYmPEPdp3rw5q1evJjo6ml69ehEVFYVKpdJbm5GamopW\nqyUsLIywsDCDNu5fBwRga2trUMfc3Jzc3NxC40hNTQUo0QhAwajE/PnzjW6f7eLiUuy2HqZZs2as\nXLmSyMhIQkNDiYiIwMXFhXr16hnUdXR01HttbW2NSqXSTbu7e/cumZmZ9O7d2+i10tLSTBJzSTw4\nalUSJfnczp07R2pqKt26dXvspEdGecSzSmVhgaVd2Wzs8jDqp/v5qnoK1ltqNJpin6PRaB765dvz\nrGBUQvrHdEq7T++fkVMUSXyEuE+FChXw9fUlJiaG7t27ExsbS8OGDfWSFxsbGxQKBR06dKB58+al\nEkfB5gpJSUm4uroW65yCGPv06WN09zlT7UymVqtp1aoVu3bton379hw8eJBevXoZJHwAycnJeq8z\nMjLIzc3VJQZ2dnbY2NgwceJEo9cq7jONSptarQbubcRwv4JEp8D9n1tRmjdvjkqlYuHChZibmz/W\ns5iEeFZ5B7fBO7hN0RWfsCZ2xZ82VtbkRl2I4pPER4gHtGzZkrlz57J69WpSU1MNnt1jbW1NzZo1\nuXLlCp6enkZv+B+Xr68vCoWCyMhIvTU+D+Ph4UHFihW5du2a3jNqSkNISAhbtmzhm2++QaFQ0Lp1\na6P19u3bpzdaVrBxRMGudH5+fvz5559oNJqnelG/paUltra2XLlyRa+8YLe6AtWrV8fW1pYdO3YY\n3Rb9QW+99RZKpZL58+ej0Who1aqVKcMWQgghxH0k8RHiAQEBAVhZWfHHH3/g4OCAn5+fQZ23336b\nKVOmMH36dFq3bo2joyMpKSlcvHgRoNCpW8Xl7u5Ohw4d2Lx5MxkZGTRq1AiFQsG5c+eoXLmywdoZ\nuDfdYdCgQcyePZucnByCgoKws7MjOTmZM2fO4OLiYrLFrG5ubtSrV49jx44RHBxc6DOIzp8/z+LF\niwkICODq1ausXbsWf39/XZLj7+9Po0aNmDFjBp06daJ69epoNBri4+M5fPgwgwcPfuioz9dff83R\no0dZvny5Sd7XwzRt2pSdO3dSpUoVqlSpwrFjx/j777/16qhUKvr27csPP/zAjBkzaNWqFdbW1ly5\ncgWNRmM0IX3zzTdRKpX88MMPaLXaQpNIIYQQQjweSXyEeIBarSYoKIidO3cSHBxsdNewGjVqMH36\ndNavX8/SpUvJyMjA0dGRatWqERISYpI43n77bVxdXYmIiGD37t1YWFjw0ksv0aBBg0LPadSoEZMn\nT2bjxo0sWLCAnJwcHB0d8fLyIjg42CRxFWjSpAnHjh2jffv2hdYZPHgw0dHRfPXVV8C9zQ4GDBig\nO65QKBg9ejR//PEHUVFRhIeHo1KpcHZ2xs/Pr8i1LxqNRm9ThNL01ltvkZuby6+//kpeXh4BAQG8\n++67TJ06Va9e69atsbOzY9OmTXz33XcolUrc3d3p0qVLoW337NkTMzMzFixYgEajoW3btqX9doQQ\nQojnjkJbkv0PhRDiv2bNmsXNmzf5+uuvDY4VPMB02rRpD33Yqigdv5y5WdYhlBunfl1FXlYG5pbW\n+HQp3rRT8eyTNT7PL+lP05PNDYQQzySNRsP58+c5f/48cXFx/Oc//ynrkIQRz9JN29PukrmSNECt\nlH41BbmpFEKUJUl8hBDFlpOTw8SJE7GysiIkJETWowghhBDimSGJjxCi2CwtLY0+u+hBDRs2LFY9\nIYQQQognRVnWAQghhBBCCCFEaZPERwghhBBCCFHuSeIjhBBCCCGEKPck8RFCCCGEEEKUe5L4CCGE\nEEIIIco9SXyEEEIIIYQQ5Z4kPkIIIYQQQohyTxIfIYQQQgghRLkniY8QQgghhBCi3JPERwghhBBC\nCFHuSeIjhBBCCCGEKPfMyzoAIYQQprU/VVHWIZQbWXkaAHI00q8mkXrnvz+UTV82sdOWyXWFEE8H\nGfERQgghhBBClHuS+Ihyaffu3YSGhnLr1q0SnxsWFkZoaGgpRPVoTpw4QWhoKMeOHSvrUHTi4+MJ\nCwvj9u3bBseGDh3K/PnzyyCq4pk/fz5DhgwxeuzYsWOEhoZy4sSJJxpTfHw8oaGh7N69+4leVwgh\nhHieyFQ3IR7Qtm1b/Pz8yjqMp1pCQgLh4eF4e3vj4uKid2zMmDFYWVmVUWRCCCGEEMZJ4iPEAypW\nrEjFihVN1l5ubi4qlcpk7T3tqlWrVtYhCCGEEEIYkMRHPDcmT55Mfn4+PXr04Oeff+b69eu4uLjQ\ns2dPAgICdPXCwsIIDw8nLCwMuDcNadiwYbz//vu0atVKV+/EiRNMmTKFTz/9lDp16uhdo3PnzoSF\nhXHt2jV69+7Nrl27cHV15cMPP9SLqaCN8ePHP/Yo05EjR1i/fj2XL1/G3NycOnXq0KdPH9zd3fXq\nHTx4kM2bN3P58mWUSiXu7u5069aNRo0aAbBt2zZiYmK4ceMGWq2WF198kW7duuHv768XM8C0adN0\n7Rb0w9ChQ6lduzZDhw7VHTt//jxr1qzh7NmzAHh5edG7d29q1KihqzN//nz+7//+j48++ohly5Zx\n8eJFKlSoQKdOnQgJCXmsvnlcJ0+eJDw8nPPnz6PVavH29qZv375UqVJFV+fo0aNs2bKFS5cukZGR\ngYuLC61ateLVV19FqfzfrOLs7GxWrlxJbGwsubm51K1bl86dO5fF2xJCCCGeK5L4iOfK7du3Wb58\nOV26dMHe3p7Nmzfz1Vdf8c033+Dq6mqSa9y8eZNly5bRrVs3XFxcsLW1RaVSsXz5cpKSkqhQoYKu\nbkREBM7OztSvX/+xrnnkyBG++OIL6taty8iRI8nKymLdunV88sknfPnll7prbt26lWXLltG4cWOG\nDh2KpaUlly5dIj4+XtdWfHw8bdu2pVKlSuTn5xMXF8eMGTN0yVm1atUYNGgQS5cuZcCAAVSvXh0A\nDw8Po7H9888/fPrpp3h4eOiSoU2bNvHpp5/y+eef89JLL+nqZmZmMnfuXDp27Ej37t3ZtWsXS5Ys\nwd3dnbp16z60D4YOHUqlSpWYPHlysfosPz/foEyrNdzx6fDhw8yaNQt/f3+GDx+uF/+XX36Jk5MT\ncO93q27durzyyiuoVCouXrzI+vXrSUlJ4a233tK1t2jRImJjY+nRowfVq1fn2LFjfPvtt8WKWQgh\nhBCPThIf8VxJTU1lypQpuLm5AfemZb377rvExsbyxhtvmOwaEydO1Luhd3Z2ZvXq1ezcuZPu3bsD\nkJKSwsGDBwkNDUWheLytXdeuXYuLiwvjx4/HzMwMgJo1a/LBBx+wefNm3n77bTIyMlizZg0BAQGM\nGTNGd+6DI039+vXT/azRaKhXrx43b95k+/bt+Pn5YW1trUtyXnzxRWrWrPnQ2MLDw1GpVEyaNAkb\nGxsAfH19GTp0KOHh4XqxZGZmMmjQIF2S4+Pjw9GjR9m7d2+RiY9SqdQbWXmYpKQk3nzzzWLVXbZs\nGbVr12bs2LG6sjp16jB8+HB+//13+vfvD6A3KqXVavHx8SEvL4/Nmzfz5ptvojqxR1IAACAASURB\nVFQquXHjBnv27OHNN9+kS5cuANSvX5+srCwiIiKKFY8xH330ke7nmTNnPnI7QjyrTu/dyem9u4qs\nt82seP9GdOzYkY4dOz5uWE+Eufm9W7mCL2HE45H+NL2nqU8l8RHPFVdXV13SA+Dg4ICDgwOJiYkm\nu0alSpX0kh4AKysrmjdvzs6dO3njjTdQKpXs3r0brVZL69atH+t6WVlZXLp0ia5du+qSHriXbNWq\nVYuTJ08CcPbsWbKysmjXrt1D27t48SJhYWFcuHCBlJQU3SjIg1PmiuvUqVP4+/vrkh4Aa2trGjVq\nRFxcnF5dCwsLvQRHpVLh5uZWrM9n3rx5xY7JwcGBcePGGZSfP3+epUuX6l7fvHmT27dv07VrV70R\nIgsLC7y8vDh16pSu7N9//2X9+vUcOXKEf//9V69+SkoKjo6OnDt3Dq1WS1BQkN51g4ODHyvxEeJ5\nl5udTVZqSpH1sorZXmZm5uMFJIR4KkniI54rtra2BmUqlYrc3FyTXeOFF14wWh4SEsL27dv5+++/\n8ff3JzIykoCAABwcHB7reunp6Wi1WhwdHQ2OOTo6kpCQANwbiQL0pto9KDExkc8++wwPDw8GDBiA\nk5MTZmZmrFu3juvXrz9SfGlpaUb7xNHRkfT0dL2y+5OjAqb+fADMzMx0U/Tu92A8d+/eBWDBggUs\nWLDAoH7Bt1cajYZZs2aRlJREjx49ePHFF1Gr1Rw6dIhffvmFnJwc4F5yBBh85o/7OyCjPOJ5p7Kw\nwNLOvsh66mIOrms0GpN+IVaaCv4delbifdpJf5peafdpSb6YlcRHiCKo1WoA8vLy9MoLEoniqlKl\nCj4+PkRERKBSqbh16xbvvvvuY8dnY2ODQqEgOTnZ4FhycrIu2bOzswPuTfO6f1H+/Y4cOUJGRgYj\nR47U29kuOzv7keOztbUtNDZjic7TpKDPevfuTb169QyOFwzf3759mwsXLjBs2DBatGihO/7giFZB\nAnj37l0sLS115QUJlhDi0XgHt8E7uE2R9ZrYGa7jE0I8P+QBpkIUwcHBAZVKxZUrV/TKDx8+XOK2\nQkJCdLuvubm5FblupTgsLS3x9PRk//79aDQaXXlCQgJnzpzR7ThXq1YtLC0tiYyMLLStgpGJ+6fM\n3bhxgzNnzujVK9ieu6D+w9SuXZu///5bb+pIZmYmcXFx1K5duxjvsOy4u7tTqVIlrl69SvXq1Q3+\nVK1aFfhfYliQCMG9RDkmJkavPS8vLxQKBfv27dMr37t3bym/EyGEEELIiI8QRVAoFAQFBbFr1y7c\n3d1xd3fn8OHDurUzJREYGMjy5cs5c+aM3iYCxXH69GkyMjL0ypRKJQEBAfTs2ZMvvviCGTNmEBIS\nQlZWFuvXr8fa2ppOnToB99YZ9e7dmx9//JHZs2fTvHlzrKysuHz5MiqVig4dOlCvXj3MzMyYP38+\nnTp10q1bcXJy0tvxzM3NDTMzM3bt2qXbtc7d3d3og0u7detGXFwcn332GZ07d0ahULBp0yays7N1\nGz2YwvDhw6lUqRKTJk0yWZsKhYJBgwbx5ZdfkpeXR1BQEPb29iQnJ3P27FmcnJzo1KkTHh4eVKpU\niTVr1qBUKjEzM+OPP/4waM/d3Z1mzZqxbt06NBoNNWrU4OjRo/z9998mi1kIIYQQxkniI0QxDBgw\nAK1Wy/r169FoNAQFBTFw4EBmzJhRonbMzc1p3LgxUVFRtGzZskTnhoeHG5RZWFiwcuVK/Pz8+Pjj\nj1m/fj1ff/213nN87l/T88orr+Do6Mhvv/3G3LlzMTc31z2nB6By5coMHz6csLAwZs2ahYuLC717\n9+bIkSN6iZ6dnR0DBw5k06ZNTJ48GY1Go/c8o/tVrVqVyZMns3btWubPnw/cG/mYMmWKwSYQj0Oj\n0eiNeJmKv78/U6ZM4ZdffmHhwoXk5OTg6OiIl5cXTZs2Be59rh9++CFLly7lu+++w9bWltatW+Pk\n5MTChQv12nv33XextLRk8+bN5OXlUbduXUaMGGHShE0IIYQQhhRaYw+uEOI5tmLFCqKjo/V29zKV\n/Px8RowYgbe3t+6ZMEKY2i9nbpZ1COXGqV9XkZeVgbmlNT5d+pR1OOIxlcc1PrIY37SkP01PNjcQ\n4imUlpbG6dOnOXjwIF5eXiZtOyMjg6tXr7Jnzx4SExN57bXXTNq+EPcrjzd3ZeWSuZI0QK2UfjUF\nuakUQpQlSXyE+K+TJ08yb948atSooXsopalcunSJKVOm4ODgwIABA0w6xUsIIYQQQhRNEh8h/isg\nIICVK1eWStt16tQhLCysVNoWQgghhBBFk+2shRBCCCGEEOWeJD5CCCGEEEKIck8SHyGEEEIIIUS5\nJ4mPEEIIIYQQotyTxEcIIYQQQghR7kniI4QQQgghhCj3JPERQgghhBBClHuS+AghhBBCCCHKPUl8\nhBBCCCGEEOWeJD5CCCGEEEKIck8SHyGEEEIIIUS5Z17WAQghhDCt/amKsg6h3MjK0wCQo5F+NYnU\nO//9wXR92cROa7K2hBDlm4z4CCGEEEIIIco9SXxEqZo1axYDBgwgNzfX6PHMzEz69u3L/PnzS9Tu\n3LlzGTp0aJH1duzYQWhoKHfu3CmyboFbt24RGhpKdHR0iWIqrJ2i/kydOvWxrlOWtm3bRmhoKD17\n9jTax4cPH9a9z7Nnz5ao7by8PMLCwjh9+rSpwi0TV65cITQ0lP3795d1KEIIIcRzTaa6iVLVqlUr\n/vrrL+Li4mjSpInB8f3795OdnU3Lli1L5fqNGzemcuXKODg4lEr7D1OxYkWmTZume63RaJg0aRJt\n2rShTZs2unJra+snHpupWVpaEhMTQ5cuXfTKd+/ejZWVFZmZmSVuMy8vj/DwcNRqNd7e3qYKVQgh\nhBDPKUl8RKny9/fHzs6O6Ohoo4lPdHQ0Tk5O1KlTp1Sub29vj729fam0XRSVSkXNmjV1r/Pz8wGo\nUKGCXnl5EBAQYJD4pKenExcXR3BwMLt37y674O6j1WrJz8/H3Fz+6RNCCCGeN/K/vyhV5ubmBAcH\nExERQWpqKnZ2drpjiYmJnDx5kq5du6JQ/G+h66VLl1i3bh2nT58mNzcXT09P3nrrLaPf+l+8eJFl\ny5Zx6dIlKlasyGuvvUa7du10x3fs2MHChQv54YcfqFixoq48IiKCiIgIrl+/jlqtpmrVqvTu3fuh\nCcnx48fZsGED58+fB8DHx4d+/frh4eHxWH0E8P3333PixAnmzZuHUvm/GaipqakMGTKEN954g27d\nuhEXF8fMmTMZN24cMTExHD58GIDAwED69++vN3qUl5fHxo0biYmJITExEXt7e1q0aEFoaKjJb/xb\ntmxJVFQUly5dolq1agDs27cPtVpNw4YNjSY+O3bsYMuWLdy8eRNra2v8/f3p06cP9vb2ZGVl0a9f\nPwBWr17N6tWrAejTpw+vv/56kecXGDRoEIGBgVSpUoUtW7YQHx/P+PHj8fX1JSMjg/DwcA4cOMC/\n//6LnZ0d3t7eDB48mCtXrjB58mQ++eQT6tWrpxf3nDlzuHLlCt988w0KhQKtVsuff/5JZGQkN2/e\nRK1WU61aNfr06YOnp2ehfXb06FF++eUXLl68iEKhoHbt2vTr1w93d/fH+iyEEEIIYZys8RGlrmXL\nluTn57N371698ujoaLRaLS1atNCVnT9/nk8++YTMzEyGDBnC6NGjsba2ZurUqVy+fFnv/PT0dObN\nm0fLli0ZO3YsL730EosWLeLUqVMPjWf58uUsXryY6tWrM2rUKIYNG4a3t/dD1wEdOnSIqVOnYmNj\nwwcffMDw4cNJT09n0qRJJCUllbxTHhASEkJCQgJHjhzRK9+9ezcajUZvahzA4sWLsba2ZuTIkfTo\n0YPY2Fjmzp2rO67VapkzZw6bN2+mdevWjBs3jk6dOrF161YWLFhQZDxz5syhb9++xY7fw8MDT09P\nvXVRUVFRNG3a1GiS9fvvv7Nw4UI8PT0ZO3YsoaGhHDp0iM8++4ycnBzUajWTJk3S9c20adOYNm0a\nzZs3L9b594uLi2PXrl306tWL8ePH4+bmRk5ODpMnT2bHjh20b9+ecePG0b9/f9RqNVlZWdSuXRsP\nDw8iIiL02kpOTuavv/6ibdu2umR98eLFLFu2DG9vb0aPHs3QoUOpUaPGQ3+fYmNjmT59Oo6Ojnzw\nwQcMHTqUf//9l08//ZTk5ORi97sQQgghik9GfESpq169Oh4eHkRHR/PKK6/oymNiYvDy8tL7hnvl\nypW4uLjwySef6G6Y69evz6hRo9iwYQOjR4/W1c3IyOCjjz7Cx8cHAG9vb44dO8bevXt1ZQ+6ceMG\nW7du5fXXX6dPnz668oYNGxYav1arZfny5fj6+jJmzBhdeZ06dRg2bBi///67bnTiUdWoUQNPT08i\nIyPx9/fXlUdGRtKoUSNeeOEFg/qDBw8GwM/PDwsLCxYvXsy5c+fw8vLiyJEjxMXFMXr0aAIDAwHw\n9fXV1evWrRtubm6FxqNUKjEzMyvRe2jRogUbN26kb9++JCQkcObMGfr27UtqaqpevdzcXMLDw/H3\n99fboMLZ2Znp06ezZ88e2rRpQ40aNQBwcnLSG4kr7vkFsrKy+OSTT7C1tdWVbdmyhcuXLzNp0iTq\n1q2rKw8KCtL9HBISwooVK0hOTsbR0RGAnTt3olQqadWqFQD//PMPkZGRdOvWjZ49e+rObdSoUaH9\npNFoWLFiBf7+/owcOVJX7uPjw/Dhw9m2bRu9evUq9HxjPvroI93PM2fOLNG54vlweu9OTu/dVdZh\nlIptZs/3d7gFX8J06NCBjh07lnE0z76Cew8nJ6cyjqT8eJr6VBIf8US0bNmSn3/+mRs3buDu7s75\n8+e5fv0677zzjq5OVlYWp0+fpkePHigUCt2aGIC6dety4MABvTatrKz0Ehy1Wo2rqyuJiYmFxnHs\n2DG0Wq3edLiiXL9+nYSEBEJDQ/VisrS0xMvLq8gRpuIKCQlh0aJFJCUlUaFCBY4fP87NmzcZNGiQ\nQd37b9ABgoODWbx4MWfPntUlPlZWVjRs2FAv5vr16wNw6tSphyY+99+QF1ezZs1YuXIlR48e5dy5\nc7i5uVGzZk3i4uL06v3zzz9kZGToRm8K+Pn5YWdnx8mTJw1GuB7n/Nq1a+slPXDv98DFxUUv6XlQ\nixYtWL16Nbt376ZLly5oNBp27NhBYGCgbjrd0aNHAUr0+/TPP//w77//0rx5c73PxsbGBk9PT5P9\nPglxv9zsbLJSU8o6jFKRVdYBPCUeZRMZIZ43kviIJ6J58+asXr2a6OhoevXqRVRUFCqViqZNm+rq\npKamotVqCQsLIywszKCN+9cBAQY3s3DvW4XCts4uuAbc22CguFJS7t0szJ8/3+i22y4uLsVu62EK\nEofIyEhCQ0OJiIjAxcXFYI0JoBuBKGBtbY1KpdJNu7t79y6ZmZn07t3b6LXS0tJMEvP97O3t8fPz\nIyoqigsXLhS6U1/BtR8cxYJ776uo2Ep6vrF6qampemu+jLG2tqZZs2ZERkbSuXNnjh49SkJCAsOG\nDdOLRaFQGL1GYe7evQvAN998Y/T4o6wZk1EeURSVhQWWdmWz0UtpUz/nz5UtWBeq0Wge+sWfKJ6C\nUQnpS9Mp7T4tydpYSXzEE1GhQgV8fX2JiYmhe/fuxMbG0rBhQ73kxcbGBoVCQYcOHQy+zTeVgs0V\nkpKScHV1LdY5BTH26dPH6O5zKpXKJLGp1WpatWrFrl27aN++PQcPHqRXr14GCR9gsA4kIyOD3Nxc\nXUJnZ2eHjY0NEydONHqtom76H1XLli35+uuvAfTWbt2voD+NrWVJTk7WbY5QmMc9H+71z40bN4qs\n9/LLLxMZGcnRo0eJiIjAw8NDb5TRzs4OrVZLcnJysZPpgt/B/v37U6tWLYPjarW6WO0IURLewW3w\nDi58JPVZ1sROW9YhlCm5URei+J7vibHiiWrZsiUJCQmsXr2a1NRUgxEBa2tratasyZUrV/D09KR6\n9eoGfx6Xr68vCoWCyMjIYp/j4eFBxYoVuXbtmtGYqlSp8thxFQgJCSEpKUm3Y1jr1q2N1tu3b5/e\n64KNIwrWwvj5+ZGeno5GozEa84MjRqbSsGFDAgMD6dChA87OzkbrVK1aFRsbG4PNLo4cOUJqaqou\nuSyYE/zgZgXFPf9h6tevz61btzh+/PhD61WtWpVatWqxYcMGDh8+bDClrWDqYEl+n1566SUcHBy4\nfv260c+mcuXKxW5LCCGEEMUnIz7iiQkICMDKyoo//vgDBwcH/Pz8DOq8/fbbTJkyhenTp9O6dWsc\nHR1JSUnh4sWLAIVO3Soud3d3OnTowObNm8nIyKBRo0YoFArOnTtH5cqVDdbOwL1pBIMGDWL27Nnk\n5OQQFBSEnZ0dycnJnDlzBhcXF5MtKHVzc6NevXocO3aM4ODgQp9BdP78eRYvXkxAQABXr15l7dq1\n+Pv74+XlBdx7flKjRo2YMWMGnTp1onr16mg0GuLj4zl8+DCDBw9+6KjP119/zdGjR1m+fHmJ4lep\nVIwaNarIOt26deOnn35iwYIFNGnShISEBNasWUOVKlVo1qwZcC/xcXV15dChQ9SuXRsrKysqVqyI\no6Njsc5/mLZt27Jr1y6+/PJLunbtSvXq1cnIyODw4cP06NFDbwHmyy+/zNy5c1Gr1QbJepUqVWjX\nrh0bNmwgNTWVBg0aAHD27FmqV69O48aNDa5tZmbGwIED+fbbb8nKyiIwMBAbGxuSk5M5ffo0lStX\nJiQkpMj3IIQQQoiSkcRHPDFqtZqgoCB27txJcHCw0V3DatSowfTp01m/fj1Lly4lIyMDR0dHqlWr\nZrKbwbfffhtXV1ciIiLYvXs3FhYWvPTSS7qbVmMaNWrE5MmT2bhxIwsWLCAnJwdHR0e8vLwIDg42\nSVwFmjRpwrFjx2jfvn2hdQYPHkx0dDRfffUVcG+zgwEDBuiOKxQKRo8ezR9//EFUVBTh4eGoVCqc\nnZ3x8/PDxsbmoTFoNBq9hfem1qlTJywtLdm6dSvR0dFYWVnRqFEj+vTpozd1cPDgwfz0009Mnz6d\nvLw83XN8int+YdRqNZMnT2bdunX8+eefJCcnY29vj4+PD1ZWVnp1AwICUCqVNG3a1Gi/DR48GA8P\nDyIjI9mxYweWlpZUq1aNgICAQq8fFBSEg4MDGzdu5Pvvvyc3NxdHR0dq1aplkpFNIYQQQhhSaLXa\n53tyrBBPmVmzZnHz5k3dWpn7FTzAdNq0aQ992KownYMHDzJ79mw+//xz3Yja0+6XMzfLOoRy49Sv\nq8jLysDc0hqfLn2KPkE8cbLGR9b4mJL0p+nJ5gZCCD0ajYbz589z/vx54uLi+M9//lPWIT33bt68\nye3bt1m1ahU+Pj7PTNIDciNoSpfMlaQBaqX0qynITaUQoixJ4iPEUyAnJ4eJEydiZWVFSEhIoZsa\niCdn9erV/PXXX3h6ejJkyJCyDkcIIYQQj0kSHyGeApaWlkafXfSghg0bFqueeHyjR48u6xCEEEII\nYUKynbUQQgghhBCi3JPERwghhBBCCFHuSeIjhBBCCCGEKPck8RFCCCGEEEKUe5L4CCGEEEIIIco9\nSXyEEEIIIYQQ5Z4kPkIIIYQQQohyTxIfIYQQQgghRLkniY8QQgghhBCi3JPERwghhBBCCFHuSeIj\nhBBCCCGEKPfMyzoAIYQQprU/VVHWIZQbWXkaAHI00q8mkXrnvz88fl82sdM+dhtCiOeLjPgIIYQQ\nQgghyj0Z8XmCdu/ezffff8/cuXNxdXUt0blhYWGEh4cTFhZWStEV39ChQ0lISCiy3tMQ66O4fv06\nI0eONHqsZ8+edOvW7YnFEhkZiVqtpkWLFk/smsU1Z84cDhw4AIBCocDS0hInJydq1qxJ+/bt8fT0\n1Ku/bds2fvzxR5YsWYK9vX2xr3Hjxg3mzJlj8viLa9OmTXh4eNCwYUO98p9++omIiAhWrlxZRpEJ\nIYQQoiQk8XlGtG3bFj8/v7IOA4AxY8aQm5ure7106VI0Gg2DBw8uw6hMr0ePHtSvX1+vzMnJ6YnG\nEBkZiZ2d3VOZ+ABUqlSJDz74AICsrCyuX79OVFQUH3/8MT179uSNN97Q1W3SpAmenp7Y2NiUVbiP\n5LfffiMwMNAg8enYsSNNmzYto6iEEEIIUVKS+DwjKlasSMWKFU3WXm5uLiqV6pHOrVatmt5rKysr\n8vPzqVmzpilCe2q4uLiU6D3l5+ejUChQKp/uGaSP89k/SKVS6fWRr68vL7/8MosWLWLt2rV4enrq\nEnZHR0ccHR1Nct2ngZOT0xNPhIUQQgjx6CTxKWOTJ08mPz+fHj168PPPP3P9+nVcXFzo2bMnAQEB\nunoPTnWLj49n2LBhvP/++7Rq1UpX78SJE0yZMoVPP/2UOnXq6F2jc+fOhIWFce3aNXr37s2uXbtw\ndXXlww8/1IupoI3x48c/1ihTTEwM8+bN4+uvv+bFF1/UOzZhwgRUKhWTJ08mJyeHPn36EBoaikaj\nYceOHaSlpVGzZk0GDhxI5cqV9c6NjY1l8+bNXL16FZVKRf369enXrx8VKlR45FhLKisri379+tGr\nVy/y8/PZuXMnSUlJfPPNNzg6OrJmzRr+7//+j8TERKytralRowZ9+/Y1mOJ448YNwsLCOH78OJmZ\nmVSoUIEmTZrw1ltvMW7cOC5evAhAaGgoAP7+/owbN67QaVYPTg27cuUKY8aM4b333uPy5cvExsaS\nkpLCzz//jLm5OTdu3GDt2rUcP36c7OxsKleuTM+ePWnQoMEj941SqaR///4cOHCALVu26H6HjE11\n27lzJ1u2bOH27dsolUqcnZ159dVX9X6nH5SYmMiqVas4duwY2dnZeHh40KVLF4KCgordtwCnT5/m\nt99+48KFC6SlpeHs7EzTpk3p2rUr5ub3/mkcNGgQqampREZGEhkZCcDLL7/MoEGDjH4GaWlprF69\nmkOHDpGeno6LiwuvvPIKL7/8sq5OXFwcM2fOZMKECezbt48DBw5gZmaGv78/AwYMwMrK6pH7Xggh\nhBCFk8TnKXD79m2WL19Oly5dsLe3Z/PmzXz11Vd88803JV4LVJibN2+ybNkyunXrhouLC7a2tqhU\nKpYvX05SUpJe0hAREYGzs7PBNK+SatKkCStWrCAyMpK3335bV3758mXOnTunmyJVYMeOHTg7O/PO\nO++QnZ3NunXr+Oyzz/j222+xtrYG4I8//uCnn36ibdu2hIaGkp6eTlhYGFOmTGHWrFlYWFgUGs/2\n7dtZsmQJ06ZNK9ZIjlarJT8/X/fa2GjOn3/+iYeHBwMGDMDc3Bw7Ozuys7PJy8ujR48eODo6kpKS\nwtatW5k4cSLffPMNtra2wL21RBMmTMDOzo7evXvj7OxMfHw8p0+fBuD999/n66+/xtraWtd/BeeW\n1Nq1a/Hx8eG9994jNzcXpVLJrVu3mDBhAs7OzgwcOBBbW1uioqKYMWMGEyZMwNfX95GuBWBpaYmP\njw8nTpwotM6RI0dYuHAhr732Gn5+fuTl5XHt2jXS09MLPSc9PZ1JkyaRl5dHnz59cHR0ZNeuXXz9\n9dfk5eXRvHlzoOi+BUhISKBmzZq0a9cOCwsL/vnnHzZs2MCdO3cYMmQIcC9B/+yzz6hbty6vv/46\nQKGjVnl5eUybNo2bN2/Ss2dP3N3dOXjwIEuXLiU9PV1v2h/A4sWLCQgIYOTIkfzzzz+sWbMGtVrN\nO++8U7xOFkIIIUSJSOLzFEhNTWXKlCm4ubkB96aSvfvuu8TGxhrcLD3ONSZOnMhLL72kK3N2dmb1\n6tXs3LmT7t27A5CSksLBgwcJDQ1FoXi87UZVKhWtW7dmx44dvPnmm6jVauDeuhV7e3sCAwP16ufn\n5zNhwgRdPU9PT0aOHMm2bdt44403SE9PZ+3atbRv317v5tDT05NRo0YRFRVFSEhIofEolUqUSmWx\n39f8+fOZP3++3vlr1641eI8ff/yxboSgwLvvvqv7WaPR4Ovry6BBg9i/fz/t2rUDYM2aNSgUCqZP\nn46dnZ2ufps2bQCoUqUKFhYWWFtbP/Y0QldXV/7f//t/emVr1qzBwsKCyZMn60YZ/Pz8SEhIYP36\n9Y+V+MC9qWCZmZlkZWVhaWlpcPzs2bNUqFCBPn366MqKGmGMiIggMTGRL774gurVqwPQoEEDJk6c\nyJo1a3SJT1F9C+jqwr0k19vbG3Nzc5YtW0b//v2xtLTE09MTMzMz7O3ti/wMDhw4wMWLFxk1ahRN\nmjTRvZ+MjAw2btxIhw4d9EZz/Pz86NevH3BviuCVK1fYu3fvIyU+H330ke7nmTNnlvh8IZ6k03t3\ncnrvrsduZ5uZaacVd+zYkY4dO5q0zSeh4P8fmXprGtKfpvc09akkPk8BV1dXXdID4ODggIODA4mJ\niSa7RqVKlfSSHri3Nqd58+bs3LmTN954A6VSye7du9FqtbRu3dok123fvj2//fYb+/fvp0WLFmRl\nZRETE0P79u0NkoWGDRvqkh4Ad3d3PD09OXv2LACnTp0iOzubZs2a6Y3EuLi44OLiwqlTpx6a+LRr\n106XdBRHaGio3pQvYwmTv7+/wfsAiI6OZsuWLdy8eZPMzExd+Y0bN3Q/Hzt2jKZNm+rdmJeWxo0b\nG5QdOXKE5s2bo1ar9frT19eXX375hby8PMzMzNBoNLpjJVnDpNVqdecYU6NGDcLDw/nhhx9o0qQJ\ntWrV0o3sFebUqVO4u7vrkp6C9ps3b86PP/5IfHw8zs7OxerbtLQ0wsPDOXToEElJSXp9EB8fT5Uq\nVYr1Pu+PTa1WGyT0zZs3JzY2lgsXLlC3bl1dub+/v169KlWqEBUVVWiiKER5kZudTVZqymO3k2WC\nWO53/7/VQojySRKfp4Cx6UsqlUpv57TH9cILLxgtDwkJYfv27fz999/4MYjVNwAAIABJREFU+/sT\nGRlJQEAADg4OJrmus7MzDRo0ICIighYtWrBnzx6ysrKMJiDGrung4EBSUhJwbzQKYNKkSYVey5Sc\nnZ31brCNMdave/bs4bvvvqNdu3b06tULW1tbFAoFU6ZM0X2mubm5ZGVlPbF1SQ9Oz8rNzSUzM5Pt\n27ezfft2o+dkZGRw7tw5vREECwuLYm/ffOfOHaysrAqdfujv78/w4cPZvn07M2fORKFQUK9ePfr1\n64eHh4fRc9LS0oz2ecH7KzhenL799ttvuXDhAqGhobrRtRMnTrBq1apH+ruXlpaGg4ODQaJ3f2z3\ne/DvfcGGEzk5OSVOfGSURzxLVBYWWNoVb0v7h1Gb+HmyGo3GpF84PikF36I/i7E/jaQ/Ta+0+9Td\n3b3YdSXxeUYVjIzk5eXplaemppaonSpVquDj40NERAQqlYpbt27pTdMyhZCQEGbMmMHVq1eJjIyk\nXr16Rtcu3b1712hZwQ1swY3iiBEj9EbICpTFonBjoxmxsbFUrVpVrx8zMjLIyvrf95MqlQpLS0td\nUldSD47SFHjw5rqwOFUqFRYWFgQGBtKhQwej59jY2ODj48MXX3yhKyvuaE9WVhYnT57E29v7ofWa\nN29O8+bNycjI4Pjx46xatYqZM2cyb948o/VtbW2Jj483KE9OTtYdL07fpqWlcfToUd5++21eeeUV\nXXnB6OKjsLW15e7du2i1Wr3+vj82IQR4B7fBO7hN0RWL0MROa4JohBDPk6d7311RKAcHB1QqFVeu\nXNErP3z4cInbCgkJ4ciRI6xfvx43Nze96Tim4Ofnh4uLC0uWLOHixYu0b9/eaL24uDhycnJ0r2/c\nuMHFixd1aytq166NWq0mPj6e6tWrG/wpScZfmrKzsw2mv+3evdugnq+vLwcOHCg0WYF7Ccr9fVLA\nycmJvLw8valzd+/e5cKFC8WO08/Pj3/++YeqVasa7U8zMzOsra31yh7cytwYjUbD8uXLycjI4NVX\nXy1WLNbW1gQEBNCqVStu375Ndna20Xo+Pj5cv36dy5cv65Xv2bOHSpUq6Ub9iurbgj41MzPTlWm1\nWqKiogzqmpubG/0MHlS7dm1ycnL466+/9MpjYmKwsLAocvRQCCGEEKVLRnyeUQqFgqCgIHbt2oW7\nuzvu7u4cPnyYkydPlritwMBAli9fzpkzZ3SLrU1JqVTSrl07fv75Z1544QUaNWpktJ6ZmRmff/45\nr732GllZWaxbtw57e3vdN/K2trb07t2blStXkpSUhJ+fn+6b/RMnTtCgQQPdonJjIiMjWbJkCVOn\nTsXLy8vk77OAn58fK1euZPXq1dSrV4+zZ8+yY8cOgylfvXv3Zvz48UyYMIHOnTvj7OzMnTt3OHHi\nBO+//z4AL774Inv37uXAgQM4OTlhY2ODq6srjRo1YsWKFfzwww907dqVrKwsNm3aVKKHg/bu3ZsJ\nEyYwZcoU2rdvj5OTE2lpaVy+fJmUlJRiLbLPzc3VjZJkZ2frHmB68eJFevfu/dANElauXEl2dja1\na9fG0dGRhIQEIiIi8Pb2LnR6XPv27dm+fTszZsygV69eODg4sGvXLs6ePcuIESOK3bcVKlSgSpUq\nbNy4EVtbW6ysrIiIiDC6o5yHhwfHjx/n77//xt7eHgcHB6MLNAMCAvD09GT+/Pn06tULNzc3Dh06\nRGxsLL169ZJtqoUQQogyJonPM2zAgAFotVrWr1+PRqMhKCiIgQMHMmPGjBK1Y25uTuPGjYmKiqJl\ny5alEmtQUBA///wzrVu31vuW/X5t27ZFo9GwePFi0tLS8PLyYuDAgXoL3jt27EilSpX4/fffiY6O\nRqPRUKFCBWrXrl3kYnSNRoNGo9Etui8tHTt2JDk5mV27drF161Zq1qzJxx9/zOTJk/Xqubu78/nn\nn7N27VpWrlxJTk4OFStW1EveunfvTkJCAt999x3Z2dm65/g4OjoyduxYVq5cyVdffUWlSpXo2bMn\ne/fu1RsFehg3NzdmzJhBWFgYq1atIjU1FXt7e6pUqaK3+9nDJCQkMHHiRBQKBZaWljg5OVGrVi0G\nDx6Mp6fnQ8+tWbMm27dv58CBA6Snp+Pg4ECDBg3o1atXoefY2Njw2WefsWrVKlasWKF7js/IkSP1\nnuNTnL4dNWoUS5cuZeHChVhaWtKsWTNatWrFV199pXfNvn37snjxYmbPnk1ubq7uOT4PMjc3Z+LE\nifz8889s2LCBtLQ0XF1dGTRokN5zfIQQQghRNhTa0r4LFCaxYsUKoqOjWbp0qcnbzs/PZ8SIEXh7\nezN8+HCTtw+wdetWVqxYwXfffWfwbXnBA0x79uxJt27dSuX6QjxPfjlzs6xDKDdO/bqKvKwMzC2t\n8enSp+gTxBMja3zukcX4piX9aXqyuYEotrS0NE6fPs3BgwdNPj0rIyODq1evsmfPHhITE3nttddM\n2j7A1atXuXXrFhs2bCAoKOip2MNdiPJObghN55K5kjRArZR+NQW5qRRClCVJfJ5yJ0+eZN68edSo\nUYP+/fubtO1Lly4xZcoUHBwcGDBggMFzfkxhwYIFXLp0CR8fH5PHL4QQQgghRHHJVDchhChnirvO\nSxRtzZo1pKWlYW1tzVtvvVXW4TzzZMTH9KRPTUv60/Sepqlusp21EEIIIYQQotyTxEcIIYQQQghR\n7kniI4QQQgghhCj3JPERQgghhBBClHuS+AghhBBCCCHKPUl8hBBCCCGEEOWeJD5CCCGEEEKIck8S\nHyGEEEIIIUS5J4mPEEIIIYQQotyTxEcIIYQQQghR7kniI4QQQgghhCj3zMs6ACGEEKa1P1VR1iGU\nG1l5GgByNNKvptDJqawjEEI8z2TERwghhBBCCFHuyYiPeOqFhoYWWadSpUrMnz+f+fPnc/LkSebP\nn/8EIjMNjUbDTz/9RGxsLHfv3qVhw4aMHTvWaN2hQ4eSkJAAgFKpxNraGldX1//P3p3HVVXnjx9/\n3QvIIrsgqCQIggiKILjlmmtjlgsuaQ5l5tiEy9S4TI0mbqOpU6ZDTfPNpdJUQNPUUlFBcSHLRB03\nUnFFRURkX+/9/cHvnuHKjldRej8fjx5xz/3cz3mfzzngeZ/PcvH19aVfv340btz4SYZeIwcPHiQ6\nOprk5GRyc3Oxs7OjTZs2jBgxAgeHp+sxcGJiIpGRkfz2228UFxfTuHFjhg0bRteuXes6NCGEEELU\nkiQ+4qm3YMECvdfLli3D1dWVESNGKNtMTEwACA4OZuDAgU80vkcVHx/PDz/8QEhICF5eXlhaWlZa\nvl27dsqxZ2dnk5SUxL59+9i1axeTJ0+mY8eOTyLsGsvKyqJNmza88sorNGzYkOTkZDZv3sypU6f4\n+OOPMTc3r+sQAfj1119ZunQp3bp1Y8qUKRgbG3Pjxg0KCwvrOjQhhBBCPAJJfMRTz8vLS++1iYkJ\nVlZWZbYDODs7P6mwDObmzZsADBw4ELW66tGnDx97QEAAAwcOZOHChaxYsYJPP/2URo0aPbZ4a+vh\nhNTHxwcHBwf+8Y9/cPLkSTp37lxHkf1Pbm4un332GQMGDOCNN95Qtvv5+dVdUEIIIYQwCEl8RL3y\n8FC3lJQUJk2axFtvvUVqaioxMTHk5+cTFBTExIkTuX//PqtWreL8+fPY2toSHBxMr1699Oq8cuUK\nmzZt4vz58xQUFODu7s6YMWNo3bp1lfEkJCQQGRnJlStXMDY2xtfXl7Fjx9K0aVNAf+jaq6++CsA7\n77xTJoaqmJmZMX78eGbMmEF0dLRS18WLF9m2bRu//fYbmZmZODg40KlTJ4YPH06DBg0AWL16NUeP\nHuXzzz/H2Ph/fxJyc3OZOHEiAwYM4LXXXqtRPNVlZWUFgJGRkbKtOjEDhIWFUVxcTHBwMOvXryc5\nOZlmzZoxYcIE3N3d2bRpE7GxsRQWFhIUFMT48eMxMzOrNJ6jR4+SkZHBoEGDKi1XUFDAt99+y+nT\np0lJScHMzAwPDw/++Mc/0qxZM6VcbGwsn332GfPnz2fnzp0kJCRgamrKwIEDGTp0KAkJCXz77bfc\nunULFxcXJXYhhBBCGJ4kPuJ3YevWrfj4+BAaGsqNGzdYv349arWapKQk+vTpw8svv8yePXv4/PPP\n8fDw4LnnngPg8uXLzJkzBzc3NyZOnEiDBg2Ijo5m/vz5LFiwoNKb1ISEBBYtWkSbNm149913ycvL\nY9OmTcyePZulS5dib2/PtGnT+PHHH4mNjVWG9NW218rNzQ07OzsuXLigbEtNTcXNzY1evXphbm7O\n9evXiYqKIiUlhb/85S8A9O/fn127dnHs2DGef/555bOHDh0iPz+ffv36VbrfsLAw7t69W+15VRqN\nhuLiYpKTk/n6669xcXGhXbt2NYpZ5/bt23zzzTcMGzYMMzMz1q1bx5IlSwgMDESj0fDOO+9w8+ZN\n1q1bh42NDWPHjq00tvPnz2Npacm1a9dYtGgRN2/exM7Ojt69exMcHKz0yBUVFZGXl8ewYcOws7Mj\nKyuL3bt3M2vWLD755BNsbW316g0PD6dHjx707duX+Ph4NmzYQHZ2NidOnNCLfenSpaxcuVIvARVC\nCCGEYci/ruJ3wcnJiUmTJgHg7+/P+fPnOXjwIJMmTaJHjx4AuLu788svvxAfH68kPuvWrcPBwYE5\nc+YoN6P+/v789a9/JSoqqsJFCAA2btyIk5MTH3zwgdKj4eXlxdSpU9m+fTuvv/46LVq0wN7eXnnv\nUTk4OJCenq68Lj18TKvV0qpVK8zNzQkPD2f8+PFYWVnh4uKCj48Pe/fu1Ut89u7di5+fX5ULJqjV\n6moN0dOZMGECmZmZAHh4eDB79my9npzqxKyTlZXFggULcHJyUsovWbKEu3fvMnv2bKDkfJ07d46j\nR49Wmfjcv3+f/Px8VqxYQXBwMO7u7pw+fZrNmzeTnZ2tDH+zsLDg7bffVj6n0Who164dEyZM4NCh\nQ2V6jHr06MHw4cMB8PX15dixY+zcuZNPP/1UaV9d7ImJifj4+FS7PQFmzpyp/PzRRx/V6LNCVOT8\n4f2cPxxj0Dp3G5f8LdRqtQattyIDBw585uZ91pTu36anbZGYZ5W0p+E9TW0qiY/4XQgICNB7rRtq\n5u/vr2yztLTExsaGe/fuASXDmc6ePcvQoUNRqVQUFxcrZdu2bUtcXFyF+8vLyyMpKYmhQ4fqDeNq\n3LgxrVq14uzZswY5rqrk5OSwZcsWfvrpJ1JTU/WO4datW0oS0b9/fz799FNu3bpFkyZNuHjxIklJ\nSUybNq3KfXz44Yc1imn27NkUFBRw48YNtm7dyoIFC5g3bx4NGzasUcwATZo0UZIe+N95Ld2DpNt+\n/PhxtFotKpUKjUajd+OlVqtRqVRotVoKCwsZPXq0krz4+vqSmZnJ7t27GTlyJBYWFgAcOXKEHTt2\nkJycTE5OjlJXcnJymWMufZ0ZGRnh7OxMTk6OXlKpiz01NbW6TSnEY1WYn09eZoZB68wzaG1Vy83N\nfcJ7FEI8zSTxEb8LuptqHd3Th/K2FxQUACW9CRqNhs2bN7N58+Zy69VoNOX2dmRnZ6PVassMeQKw\ntbVV5vUYWmpqqt4ck88++4zTp08zatQo3NzcMDU15eLFi6xatUpvlbKOHTtia2tLdHQ0ISEhREdH\nY2dnR2BgoMFjdHNzA0p6uHx9fZkyZQrR0dEMGTKkRjFDzc5rcXExGo0GIyMjJk+erHcOdPOqdCvq\nPbyYQbt27YiOjub69eu0atWKX375heXLl9OzZ0+GDx+OtbU1KpWKRYsWlbv628Mr9RkbG1cYe21W\nj5NeHvE4mJiaYmZlbdA6zYxK/l5qNBqD1lsRjUZT7x8m6J6i1/fjfFKkPQ3vcbep7sFhdUjiI0QF\nLCwsUKlUDBgwgJ49e5ZbpqIhXg0bNkSlUukNO9NJT0+vcsnq2rhy5Qr379+nT58+QEmP1S+//MKI\nESP0hnpcu3atzGeNjY3p3bs3e/bsYfDgwRw5coRBgwbp9VY9Dk5OTlhaWnL79u0ax/woZs6cqZdg\n6HpedEMcK6JSqYCS3h5nZ2dCQ0OV94qKisjKyjJonELUJe+uvfHu2tugdQ5qUbLipNxUCiHqQvUH\n5gvxO2NmZkbr1q25evUqLVq0wMPDo8x/lX3W3d2d+Ph4vSebd+/e5cKFC/j6+ho01ry8PFatWoWp\nqSl9+/YFSm7EdT0cpcXGxpZbR79+/cjOzubjjz+msLBQSaAep+vXr5OZmakMV6tpzLXVvHlzvfOo\nGz7XoUMHoGRhitISEhIwMTGhefPmAOTn55eJ8eDBg0/sKbYQQgghak56fISoREhICHPmzGHhwoX0\n7t0bOzs7MjIySEpKQqPRVLrM86hRo1i0aBGLFy+mf//+5OXlERkZiYWFRZXLJVcmMzOTxMREoGQ+\nzOXLl9m3bx8ZGRlMnTpVWSzBwsICT09PduzYgZ2dHVZWVsTExJCWllZuvfb29gQFBXHs2DECAwOr\nPQlx3rx53L17l5UrV1Zabvbs2XTs2JFmzZphYmLC1atX2bFjB40aNVKSrJrGbGjNmzenV69eRERE\noNVqadGiBadPn2bfvn0EBwcry2H7+/vz888/s3btWgIDA7l06RK7du0qM3xNCCGEEE8PSXyEqIS7\nuzuLFi0iKiqKNWvWkJOTg7W1NS1atKhymWd/f3/ef/99IiMj+eSTT/S+x0eXnNTGyZMnOXnyJCqV\nCgsLC5ydnXn++efp378/jo6OemWnTp3Kl19+yapVq2jQoAFdunRh3LhxLF68uNy6O3fuzLFjx6o8\nttI0Gk21ejo8PT2JjY0lNTUVjUaDg4MDXbt25ZVXXsHa+n/zCGoas6H96U9/wt7enl27dpGenk7j\nxo15/fXX9Ybe9enTh3v37hETE8PevXvx8PBg5syZLFu27InEKIQQQoiaU2mf1JqSQoin3ooVK7hw\n4QIrV66s0RLV4umy5cKtug6h3ji3dR1FeTkYm1nQekjly6GLqskcH8OTyfiGJe1peLK4gRDiqZKY\nmMiVK1c4cuQIISEhkvQ84zpbyfMsQ0kyVpMFNFBLuwohxLNOEh8hBLNmzcLMzIyePXsyYMCAug5H\nCCGEEMLgJPERQhAREVHXIQghhBBCPFYynkUIIYQQQghR70niI4QQQgghhKj3JPERQgghhBBC1HuS\n+AghhBBCCCHqPUl8hBBCCCGEEPWeJD5CCCGEEEKIek8SHyGEEEIIIUS9J4mPEEIIIYQQot6TxEcI\nIYQQQghR70niI4QQQgghhKj3JPERQgghhBBC1HvGdR2AEEIIw4rPVNV1CPVGXpEGgALNs92una20\ndR2CEELUOenxEUIIIYQQQtR7Vfb4xMbG8tlnnymvzczMcHJyok+fPvTr1w8jI6NHDuLMmTPMnTuX\nOXPm4Ovr+8j1lRYbG4tGo6F3797V/kx4eDhnz54lPDzcoLFUV0FBARMmTCA3N5clS5bg5uZW4zpS\nUlKIjY2lZ8+eODk56b0XGhqKj48PoaGhBorY8LRaLYcOHSImJoYrV66Qm5uLjY0N3t7e9O3blzZt\n2tR1iIq6vl4qsmXLFjZu3EiHDh2YPn36Y9/f4/w9vnLlCseOHWPgwIFYWlpWWT4nJ4cdO3Zw9OhR\nUlNTMTY2xt7enlatWjFq1ChsbGwACAsL0/t/XXoWfi+FEEKIZ1m1h7q999572Nvbk5uby9GjR1m9\nejUPHjxg1KhRjzO+RxYbG0txcXGNEp/g4GAGDhz4GKOq3LFjx8jNzQXg4MGDtUp87t69S1RUFN7e\n3mUSn2nTpmFubm6IUB8LjUbD8uXLOXbsGD179uTFF1/E0tKSe/fucfToUebPn8+aNWuwsLCo61CB\nur9eKnLgwAEATpw4QWZmJlZWVo91fy1atGDBggW4uLgYvO4rV64QFRVFjx49qkx8NBoN8+fP5+7d\nuwwePBg3Nzfy8/O5du0ahw8f5v79+0ri89Zbbxk8ViGEEEI8naqd+Li5ueHs7AxAu3btuHPnDj/8\n8MNTn/jURGFhISYmJspx1pUDBw5gaWlJkyZNiIuL47XXXjNIz5pOixYtDFbX4/Ddd98RHx/Pe++9\nR+fOnfXe6969OydPnqy0PXTn8Ump6+ulPImJidy6dYuAgABOnDjB4cOHefHFFx/rPi0sLPDy8nqs\n+6iOs2fPcunSJaZPn06HDh2U7UFBQQwbNgyNRqNsexxJmhBCCCGeTrVe3MDDw4MzZ87w4MED5enp\n3r172b17N8nJyZiZmREUFMQf//hHvSe0GRkZrFmzhl9//RWVSkVQUBAdO3Ysdx8//fQT33//PVev\nXsXY2Bg/Pz9CQkJwcHBQyhw6dIjvv/+eW7duoVarcXBw4MUXX6Rfv36EhYVx9uxZAEaOHAmAj48P\nYWFhyhC+sLAwdu3axalTp3B0dGTp0qXlDl2KiIjg+PHj3L59G2NjY5o3b87o0aP1bvR0Q31mzJjB\nyZMnOXLkCFCSKI4fP56GDRtW2a5paWmcOnWKfv360aJFC7744gtOnjxJ+/bty5Tdu3cv0dHR3Lhx\ngwYNGtC8eXPGjBlDUVERc+fOBWDBggVKed0QpPKG1Fy8eJENGzaQmJgIgKenJ2PGjKFly5ZKmfDw\ncE6fPs3MmTNZs2YNly9fxt7enkGDBtG/f/8qj606ioqK2LFjB+3bty+T9Oi0a9euTEzvvfceX3/9\nNUlJSfTt25dx48ZRVFREVFQUcXFxpKWlYW9vT/fu3Rk+fDjGxiWXfnFxMZGRkRw+fJi0tDTMzMxo\n2rQpr732Gt7e3kDl15guhtLXS0pKCpMmTWLChAmkpaWxb98+CgoK8Pb2ZsKECTRq1EiJPz8/n6+/\n/pqjR49SWFiIn58fr7zyCrNnz+add96hV69etWrH2NhY1Go1EydO5O9//zsHDhwoN/E5deoU69at\n4+bNm9jb2zNkyBDOnz//SNd/6aFuYWFhFBcXM2LECNavX8/NmzdxcnJi1KhRer/3ycnJrF+/ngsX\nLpCbm4u1tTWenp5MnTqVuLg4ZbjtlClTlM/861//onHjxmWOKSsrCwBbW9ty20at/t/UxvKGul2+\nfJm1a9dy6dIlrK2t6devn3ItRUREKOVGjhzJsGHDsLa2ZufOnWRmZtKiRQveeustnnvuOaXcyZMn\n+eGHH0hKSiInJwcnJyd69erFSy+9pBeLEEIIIR6vWic+KSkpqNVqzMzMAFi/fj07duzgD3/4A2PH\njiUtLY2NGzdy/fp1FixYoPwDv2zZMq5evcro0aNxdnbmyJEjrFmzpkz9e/bs4csvv6RXr14EBweT\nl5dHZGQkc+bMYdmyZZibm3P+/HlWrlyp7FOr1XLz5k2ys7OBkmEsK1euRKPRMGHCBIAyw6NWrlxJ\n165dee+99/SeBD8sLS2Nl156CXt7e/Lz84mLi2POnDl89NFHNG/eXK/smjVrCAwMZMqUKSQnJ7Nu\n3TrUajWTJk2qsl0PHjyIVqulZ8+eNGvWjNWrV3PgwIEyic/XX3/Njh076N27NyNGjECtVpOYmEhq\naioBAQGMHz+eVatWMW7cODw8PICKn25fvXqVOXPm4OLioiRD27ZtY86cOSxcuFBvqF1ubi4rVqxg\n4MCBDB8+nJiYGL788kuaNm1a5byb0NBQHB0dK51PcenSJbKzswkKCqqyrXRycnJYvnw5L7/8MqNH\nj6ZBgwZASUJy9OhRhg4dire3NxcuXOC7777jzp07TJ06VTnOnTt3Mnr0aNzc3MjJyeHy5cvKzXNV\n11hltm7dipeXF3/+85958OAB33zzDStXrtQ7/i+++IL4+HhGjBiBh4cHp0+fZsWKFdU+9vIUFhZy\n9OhR/Pz8lGRv69at3LhxQ+8auHHjBosXL6Zly5ZMnTqVoqIiNm/eTE5OTpkb8ppc/w+7c+cOa9eu\nZciQIVhbW7N9+3Y+/vhjli9frvSWLV68mIYNG/LWW29hbW1NWloav/76K1qtlvbt2zNs2DC2bNmi\nDLkFsLOzK3d/LVq0wMjIiP/85z+MGDECHx+fas0LgpIHM/Pnz8fOzo7Q0FCMjY3ZuXMnd+/eLbd8\nXFwcTZs2VRLtb775hiVLlrB8+XKlV/LOnTu0adOGF198ERMTEy5fvkxkZCQZGRm89tpr1YpLCCGE\nEI+u2omPRqOhuLhYmePz008/ERgYiKmpKSkpKXz//feMGDGC4cOHK59p0qQJH374Ib/88gsdO3bk\n1KlTnD9/nqlTp9K1a1cA/P39+cc//sG9e/eUz+Xl5bF+/Xp69erFO++8o2zX3aDt37+fl156icTE\nRCwsLHjjjTeUMqV7A1xcXDA3N6e4uLjCITidOnVi7NixVR7/22+/rdcW/v7+JCUlsW/fPsaNG6dX\ntnXr1rz55ptKPMnJyezfv5/Q0FBUqsqXQz1w4ABNmzbF09MTgA4dOvDzzz+TnZ2t9Bjdvn2bnTt3\n8tJLL/H6668rny2dHOlucJs1a1bl8KOoqChMTEz48MMPlX34+fkRGhpKVFQU06ZNU8rm5uYyfvx4\nJclp3bo1J0+e5PDhw1UmPmq1uson3LrroHSvXlXy8vKYPHmy3rAm3XyO4cOHK7197dq1w8jIiE2b\nNjFkyBBcXV1JTEykXbt2enN0SiddVV1jlXF0dFQSLCi5qV63bp3S+5ScnMzhw4cZM2YMgwcPBkra\nPT8/n127dlX7+B+mu1569OgBQK9evdi6dSsHDhzQu9HevHkz5ubm/P3vf8fU1BQoOZ+TJk0q01tS\nk+v/YZmZmcydO5cmTZoAJYnJn/70J44cOcKwYcPIyMjg9u3bzJgxQ6/tu3XrBoC1tbWSIJUeclsR\nJycn3nrrLdauXcuyZctQqVQ0a9aMgIAAJXmryI4dO8jPz+fvf/+70jPn7+9f4YIDRkZGzJw5U+lB\nBPj444+5ePEirVq1AtDrDdVqtbRu3ZqioiK2b9/O6NGjDdLrM3N8Asy5AAAgAElEQVTmTOXnjz76\n6JHrE8+G84f3c/5wTLXK7jKq+DobOHDgE5unqPtdqcnfeFE5aVPDkvY0vKepTaud+PzlL39Rflap\nVHTv3l25GTx16hRarZZu3bpRXFyslPP09MTc3Jxz587RsWNHEhMTUavVdOrUSa/u559/noSEBOV1\nYmIiubm5dO/eXa++Ro0a0axZM86dO8dLL71Ey5Ytyc7OZsWKFXTt2hVvb+9qDScrraJhdg87deoU\n3333HVevXlV6A4Byh9o83DvTvHlzCgsLefDgQYXDb6BkuNnNmzd59dVXlW29evXiyJEjHDlyRBla\npWvvvn37Viv2qpw7d4727dvrtZ2FhQVBQUEcP35cr6ypqalegmNiYkKTJk1ITU2tcj8rV640SLwP\nMzIyIjAwUG/buXPnAJSbf53u3buzadMmzp49i6urKx4eHmzdupUNGzYQEBBAy5Yt9W5iH+UaCwgI\n0Hut6xlJTU3F3t6e3377Da1WS5cuXfTKde7c+ZESnwMHDmBubq5c27pEOi4uTu9G+7fffiMgIEBJ\neqCkF8XLy4uUlBS9Omty/T/M2dlZSXoAbGxssLGxUa4ZKysrnJycWL9+Penp6fj6+uqVr40+ffrQ\nqVMnEhISOHv2LOfOnWP79u3s37+fefPm6Q1FK+23337D09NTbzhigwYNCAgIIDY2tkx5Pz8/veul\n9DnWJT73798nMjKShIQE7t+/r/c3LSMjo9K/CUJUpjA/n7zMjGqVzavkPd1iOkIIUd9VO/GZNm0a\njRo1wtzcHAcHB2U4EZT84w364+9Ly8zMBEpuABo2bKh3owBlx+I/ePAAgPnz55dbn+7G08fHh/fe\ne48ff/yRZcuWKdtCQkJwdXWt1nFVNFymtMuXL7No0SLatWvH22+/jZ2dHWq1mn//+98UFhaWKf/w\nsBrdRPuCgoJK96NbhSswMFAZSuXh4YG1tTUHDx5UEh/djWfpm7NHkZWVVW472NralhnSVd5Nv4mJ\nSbntUBu6Y6pOIqVjbW1d5ql5RfM8dK917w8dOhQTExPi4uL47rvvMDMzo3PnzowdOxZra+tHusYq\nug50bXX//n0l/vJirI309HROnjxJly5dKCwsVPbVqVMn1q1bx3//+1/8/PyU/evm55VmY2Ojl/jU\n9Pp/WHnDzEpfMyqVilmzZhEZGcmGDRvIzMykcePGvPLKK480d8zS0pJu3bopPUc///wzy5YtIyIi\ngr/+9a/lfiY9Pb3cpKiic/Lwsen+tumOTaPRsGTJEtLS0hgxYgTNmjWjQYMG/Pzzz2zZsqXKvwnV\nJb08v08mpqaYWVlXXRBoUMlgA41GU6O/uY9C98T3Se3v90Da1LCkPQ3vcbdp06ZNq1222olP8+bN\nKxxiovvHf9asWeXeGOuW0bWzsyM7O5uioiK95Cc9Pb3c8u+88065NyGll2Lu3LkznTt3Ji8vjzNn\nzrB+/Xr+8Y9/8Pnnn1drCElVQ8+gZJEFIyMjpk2bphd36eFnj6qoqIjDhw8DlPudKxkZGdy6dYsm\nTZoo7ZOWllajk10RS0vLMucASs6LoY6vujw8PGjYsCG//PJLtXu0yjuHumsyPT1d77rVHafufWNj\nY4YMGcKQIUNIT0/n+PHjfP311+Tn5/Puu+8Cj36NVUSXbGZkZChz5UrHWBtxcXFoNBoOHz6sXE+l\nxcbGKomPnZ2d8pChtIe3PYnr38nJiUmTJqHVarl69Sq7du3iyy+/xNHRsUzPWW116NABNzc3bty4\nUWEZW1vbctuktufkzp07XLp0iUmTJun1Pj7ckypEbXh37Y131+p9VUNnK+1jjkYIIZ5+tV7coDQ/\nPz9UKhWpqanKTVV5vLy80Gg0/PTTT8ocH0BZ/ax0OXNzc27fvl3tVa3MzMwIDAxUJlJnZWVhbW2N\niYnJI3fj5+fno1ar9W6w//vf/5KamlqtoT7Vcfz4cbKyshg+fHiZL3988OABy5cv58CBA7z66qu0\nbdsWlUrF3r17CQkJKbe+6vYyQUkPxokTJ8jNzVWSytzcXI4fP46Pj88jHlnNGBsbM2jQIDZt2kR8\nfHy5K7udOnWKVq1a6Q3Reljr1q0BlHkkOocOHQIo9ws2bW1t6dOnDydOnOD69etl3q/oGqutli1b\nolKpOHr0qDLHByA+Pr7WdR44cABHR0e9uXE627Zt4+eff1bOs6enJydOnCA/P19py/v373PhwgW9\nHsAncf3rqFQq3NzcCAkJYf/+/Vy/fp2AgAAl4arO9ZyZmYm5uXmZnuW8vDxSU1Mr7anz9PRk+/bt\n3Lt3T+l9LCgo4MSJE7U6nvz8fAC9WIqKioiLi6tVfUIIIYSoPYMkPs7OzgwePJhVq1aRnJyMj48P\nJiYm3Lt3j1OnTtG7d2/atGmDn58f3t7e/Oc//yEzM1NZ1e3hm0wLCwvGjh3LqlWryMjIICAgAAsL\nC9LS0jh79iy+vr5069aNTZs28eDBA3x9fbGzsyMtLY0ff/wRNzc35Ya0WbNmnDlzhiNHjuDk5IS5\nuXmNe0n8/f354YcfCA8P54UXXuDWrVts3ry50knSNXXgwAHMzMx45ZVX9J7+6+zcuZO4uDhGjRqF\ns7MzL730Ejt37iQ3N5egoCDUajUXL16kWbNmPP/88zRp0gQjIyNiYmKwtLTExMSEpk2blvvFpcHB\nwRw/fpx58+YxePBgVCoV27ZtIz8/X2+xikc1efJkHB0d+fDDDystN3ToUK5evcry5cvp1asXgYGB\nyheY/vTTTxw7dqzclQBLa968OV27diUyMpLi4mJatWpFYmIimzdvpmvXrspcjCVLluDq6kqLFi2w\ntLQkKSmJhIQEpbepOtdYbTVr1oyuXbuyadMmtFot7u7u/Pe//1V6A0onGrqloitb4jopKYlr164x\nYsSIchO7wsJCEhISiI+P54UXXiA4OJj4+HgWLlzIyy+/TGFhIZs3b8bGxkZv34/7+r969Spr166l\nS5cuODs7o9FoiI2NxcjISJlPplusY9euXfTq1QsjIyNcXV3LJDdQ0lZr166lW7dueHt7Y2FhQWpq\nKj/++CNZWVkMGjSowlgGDRpEdHQ0CxcuZPjw4ZiYmLBjxw6MjY2r1Tv8MBcXFxwdHdmwYQNqtRoj\nIyN27txZ43qEEEII8egMkvgAjBkzBhcXF3bv3s3u3buBkjF9bdq00ZuoPG3aNFavXs23336LWq0m\nKCiIN998k6VLl+rV169fPxo1asT27ds5fPgwxcXF2Nvb4+3trSyv7OnpyY8//shXX31FVlYWNjY2\n+Pn56X2p6pAhQ7h16xb//ve/ycvLU77Hpyb8/f0ZN24cO3bs4KeffqJ58+aEhoayZcuW2jXWQzIy\nMjhx4gQ9evQoN+kBeOGFF/jPf/6jJH4hISE4OzuzZ88eDhw4gKmpKa6ursqKY1ZWVrz55pts27aN\nsLAwNBqN3verlObq6kpYWBgbN25UvrvF09OTuXPn6i1l/ag0Gk2lS4brqNVq3n33XeLi4oiJieGz\nzz4jLy8PGxsbvL29CQsLK7MseXlCQ0NxcnIiJiaGLVu2YGdnx+DBg/WSudatWxMfH8/u3bvJz8/H\nwcGBV155Reklqs419igmTpyIubk527Zto6ioiDZt2jB+/HgWL16sd4y6noPK5v8cOHAAlUpVYWLk\n5+dHo0aNOHDgAC+88AIuLi68//77fPPNN3zyySfY29szePBgEhIS9JZvftzXv62tLY0aNWLnzp3c\nu3cPExMTmjdvzsyZM3F3dwdKVnMbMWIEe/fuZd++fWi12gq/x8fT05MePXrw3//+l9jYWLKzs7Gw\nsKBly5bMnj270tUHra2tmT17NmvWrCE8PBxLS0v69etHZmYmBw8erPGxGRsbM336dFatWsW//vUv\nLC0teeGFF3BwcOCLL76ocX1CCCGEqD2VVquVgb9CPEW+//571q9fT3h4uDIh8Ntvv+X48ePK8syP\ni25p8Pbt2/PnP//5se3nWaLRaJg5cyZWVlZV9lY+LbZcuFXXIdQb57auoygvB2MzC1oPqfqrD55W\nT8scH5k4bnjSpoYl7Wl4z+TiBkIIwzt+/DjXr1/Hzc0NlUqlLLvcpUsXvfXuz507x9ChQw2e9Kxe\nvRovLy/s7e2VYXzZ2dlP7Ds9nkYbN27E2dkZR0dHMjMz2b9/P1evXuX999+v69Cq7Wm5ya0PkozV\nZAEN1NKuQgjxrJPER4g6ZG5uzs8//8zWrVvJz8/H3t6eP/zhD8qXrupUtLT7oyooKGD9+vU8ePAA\nY2NjZThYdZeDr49UKhWbN28mLS0NlUqFq6sr06dPN9jqckIIIYSoGzLUTQgh6pnk5OS6DqHe2LBh\nA1lZWVhYWPDaa6/VdTjPPBlGZHjSpoYl7Wl4T9NQt9p/CYkQQgghhBBCPCMk8RFCCCGEEELUe5L4\nCCGEEEIIIeo9SXyEEEIIIYQQ9Z4kPkIIIYQQQoh6TxIfIYQQQgghRL0niY8QQgghhBCi3pPERwgh\nhBBCCFHvSeIjhBBCCCGEqPck8RFCCCGEEELUe5L4CCGEEEIIIeo947oOQAghhGHFZ6rqOoR6I69I\nA0CB5tlr185W2roOQQghnirS4yOEEEIIIYSo9yTxEYrY2FhGjhzJ7du3a/zZiIgIRo4c+Riiqp0z\nZ84wcuRITp06VdehKFJSUoiIiODOnTtl3gsNDSU8PLwOoqqe8PBwRo4cWe5/S5YsqXF9Z86cISIi\nAo1Go7c9JSWFkSNHEhsba6DIKxYWFqZ3HK+99hp/+ctfiIqKorCw0GD70f1epaSkGKxOIYQQQtSc\nDHUTBtGnTx/8/f3rOoyn2t27d4mKisLb2xsnJye996ZNm4a5uXkdRVY91tbWzJgxo8x2S0vLGtd1\n5swZoqKiCA4O1ttuZ2fHggULcHZ2rnWcNeHq6sqECRMAKCgo4OzZs0RFRZGRkcGbb775RGIQQggh\nxJMhiY8wiEaNGtGoUSOD1VdYWIiJiYnB6nvatWjRoq5DqJKxsTFeXl6PdR8mJibV2oehrg8zMzO9\n/bVp04bbt29z9OhRSXyEEEKIekYSH1GpsLAwiouLGTFiBOvXr+fmzZs4OTkxatQoOnbsqJSLiIgg\nKiqKiIgIoGTI0qRJk3jnnXfo1auXUu7MmTPMnTuXOXPm4Ovrq7ePwYMHExERwY0bNxgzZgwxMTE4\nOzszffp0vZh0dXzwwQeP3MuUkJBAZGQkV65cwdjYGF9fX8aOHUvTpk31yh07dozt27dz5coV1Go1\nTZs2JTg4mKCgIAB27dpFXFwcycnJaLVamjVrRnBwMO3bt9eLGWDBggVKvbp2CA0NxcfHh9DQUOW9\nixcvsmHDBhITEwHw9PRkzJgxtGzZUikTHh7O6dOnmTlzJmvWrOHy5cvY29szaNAg+vfv/0htUxvV\niUd3rQCMHj1a+WxERES5142uzvfee4+vv/6apKQk+vbty7hx4wDYu3cvu3fvJjk5GTMzM4KCgvjj\nH/9Yq54oAAsLC4qKivS2FRUVERUVRVxcHGlpadjb29O9e3eGDx+OsfH//ozeuXOH1atXc+bMGUxN\nTenWrRsuLi56dS1evJi0tLQyQwRTUlKYPHky48ePr5NzJ4QQQtR3kviIKt25c4e1a9cyZMgQrK2t\n2b59Ox9//DHLly832JCkW7dusWbNGoKDg3FycsLS0hITExPWrl2r3GjqREdH07hxY9q1a/dI+0xI\nSGDRokW0adOGd999l7y8PDZt2sTs2bNZunSpss8ff/yRNWvW0KFDB0JDQzEzMyMpKUlvzkZKSgp9\n+vTB0dGR4uJijh8/zuLFi5XkrEWLFowfP55Vq1Yxbtw4PDw8AMrcFOtcvXqVOXPm4OLioiRD27Zt\nY86cOSxcuBA3NzelbG5uLitWrGDgwIEMHz6cmJgYvvzyS5o2bUqbNm0qbYPQ0FAcHR0JCwurVpsV\nFxeX2aZWq1Gp/rfaVVXx9OnTh7S0NPbv38+8efNQq6ueapiTk8Py5ct5+eWXGT16NA0aNABg/fr1\n7Nixgz/84Q+MHTuWtLQ0Nm7cyPXr11mwYEG16tYdU35+PufOnSMuLo5u3brplQkPD+fo0aMMHToU\nb29vLly4wHfffcedO3eYOnUqUJIcLViwgIKCAsaPH4+NjQ3R0dEcO3ZMr67+/fuzePFiLl68qJfE\n7t27F1NTU7p3715lzEIIIYSoOUl8RJUyMzOZO3cuTZo0AUqGZf3pT3/iyJEjDBs2zGD7mDVrlt4N\nfePGjfn222/Zv38/w4cPByAjI4Njx44xcuRIvZvt2ti4cSNOTk588MEHGBkZAeDl5cXUqVPZvn07\nr7/+Ojk5OWzYsIGOHTsybdo05bMP9zSFhIQoP2s0Gtq2bcutW7fYs2cP/v7+WFhYKElOs2bNqhzO\nFRUVhYmJCR9++CENGzYEwM/Pj9DQUKKiovRiyc3NZfz48UqS07p1a06ePMnhw4erTHzUanW1kgOA\ntLQ0vR4anbFjx/LKK69UO55GjRopSaWnp6fS9pXJy8tj8uTJdOjQQdmWkpLC999/z4gRI5TrA6BJ\nkyZ8+OGH/PLLL3q9kuW5cOFCmWMKDAzk9ddfV15fu3aNw4cPM3z4cGUBj3bt2mFkZMSmTZsYMmQI\nrq6uxMbGcufOHRYsWKCcX39/f71zpdvm5OREdHS0kvgUFRURExNDt27dajXXa+bMmcrPH330UY0/\nL54t5w/v5/zhmCrL7TKq3u/2wIEDGThw4KOGVS26HlIHB4cnsr/fA2lTw5L2NLynqU0l8RFVcnZ2\nVpIeABsbG2xsbEhNTTXYPhwdHfWSHgBzc3O6d+/O/v37GTZsGGq1mtjYWLRaLS+88MIj7S8vL4+k\npCSGDh2qd+PduHFjWrVqxdmzZwFITEwkLy+Pvn37Vlrf5cuXiYiI4NKlS2RkZKDVlnx/xsND5qrr\n3LlztG/fXkl6oGQIVlBQEMePH9cra2pqqpfgmJiY0KRJk2qdn5UrV1Y7JhsbG/72t7+V2f7w3K5H\niaciRkZGBAYG6m07deoUWq2Wbt266fVEeXp6Ym5uzrlz56pMfFxdXXn77beBknlD165dIzIyko8/\n/piZM2eiUqk4d+4cAD169ND7bPfu3dm0aRNnz57F1dWVxMREGjVqpJfUqtVqunTpQmRkpN62vn37\nEhUVxeuvv46FhQU///wzDx48oF+/frVrIPG7UpifT15mRpXl8qpZX25u7qMFJIQQzwhJfESVypsr\nYWJiYtAlf+3s7Mrd3r9/f/bs2cOJEydo3749e/fupWPHjtjY2DzS/rKzs9Fqtdja2pZ5z9bWlrt3\n7wIlPVGA3lC7h6WmpjJv3jxcXFwYN24cDg4OSm/AzZs3axVfVlZWuW1ia2tLdna23rbSyZGOoc8P\nlCQfuiF6lXkc8VhbW5fpmcrIKLnxmzJlSrmf0Z27ypiZmekdk7e3N1ZWVnzyySckJCQQEBBAVlYW\nQJlrRfda9356enq511N512rv3r2JiIjg4MGDvPjii0rvT20XuZBent8XE1NTzKysqyzXoJqd4hqN\nxqAPsiqje+L7pPb3eyBtaljSnob3uNu0Jg+ZJfERj4VuDsbDk8SrczNaWvPmzWndujXR0dGYmJhw\n+/Zt/vSnPz1yfA0bNkSlUpGenl7mvfT0dCXZs7KyAkqGeTVv3rzcuhISEsjJyeHdd9/V6/3Iz8+v\ndXyWlpYVxlZeYlHflTesUXeOZs2aVW6b6M5dTT333HNAyTyrgIAAZT/p6el6c9p050f3vq2tLdev\nXy9T34MHD8qNrUuXLkRHR9OuXTvOnDnDxIkTaxWv+P3x7tob7669qyzX2Ur7BKIRQohnh3yBqXgs\nbGxsMDEx4dq1a3rbf/311xrX1b9/f2X1tSZNmlQ5b6U6zMzMcHd3Jz4+Xu9LNO/evcuFCxeUFeda\ntWqFmZkZe/furbCugoICAL0hc8nJyVy4cEGvnG75ZV35yvj4+HDixAm9ISi5ubkcP34cHx+fahzh\n060mbVERPz8/VCoVqampeHh4lPmvcePGtar36tWrQEkvE5TMUQI4cuSIXrlDhw4BKNeKl5cX9+7d\nU1bhg5In6UePHi13P/379+f69ev8+9//xsLCgq5du9YqXiGEEEJUj/T4iMdCpVLRpUsXYmJiaNq0\nKU2bNuXXX39V5s7URKdOnVi7di0XLlzQW0SgOs6fP09OTo7eNrVaTceOHRk1ahSLFi1i8eLF9O/f\nn7y8PCIjI7GwsGDQoEFAyTyjMWPGsHr1apYtW0b37t0xNzfnypUrmJiY8Ic//IG2bdtiZGREeHg4\ngwYN4v79+0RGRuLg4KDM9YGSSfdGRkbExMQoq9Y1bdq03MnswcHBHD9+nHnz5jF48GBUKhXbtm0j\nPz9fbyL/o5o8eTKOjo58+OGHVZYtKirSu6nXMTU1xdXVtUb71S30sH37dgICAlCr1dUaRleas7Mz\ngwcPZtWqVSQnJ+Pj44OJiQn37t3j1KlT9O7du8okOS8vTzmmoqIirl27xubNm7G3t6dTp05ASa9j\n165diYyMpLi4mFatWpGYmMjmzZvp2rWr0hPYq1cvtm3bxj//+U9Gjx6NtbU10dHRFc6f8PLyokWL\nFpw7d44XX3wRU1PTGh2/EEIIIWpGEh/x2IwbNw6tVktkZCQajYYuXbrw5ptvsnjx4hrVY2xsTIcO\nHThw4AA9e/as0Wd13xdTmqmpKd988w3+/v68//77REZG8sknn+h9j0/pOT0vvvgitra2fP/996xY\nsQJjY2Ple3qgZGjU5MmTiYiIYMmSJTg5OTFmzBgSEhL0Ej0rKyvefPNNtm3bRlhYGBqNRu/7jEpz\ndXUlLCyMjRs3Eh4eDpRM2p87d26ZRSAehUaj0evxqkxGRgazZs0qs/25557jn//8Z432GxgYqMzf\n2rx5M1qtVvkOqJoYM2YMLi4u7N69m927dwMlY4nbtGmjtyBHRa5evaock5GREQ4ODnTo0IHg4GC9\n4XOhoaE4OTkRExPDli1bsLOzY/DgwXpJqLGxMbNmzWL16tV8+eWXyvf4tG/fnv/7v/8rd/+dO3cm\nKSlJFjUQQgghngCVtvQjaSFq6auvvuLgwYOsWrXK4HUXFxczZcoUvL29mTx5ssHrF6KuzJ49G5VK\nxbx58wxa75YLtwxa3+/Zua3rKMrLwdjMgtZDxtZ1ODXyNM7xkYnjhidtaljSnoYnixuIeiMrK4vz\n589z7NgxPD09DVp3Tk4O169f59ChQ6SmpvLyyy8btH4h6kJhYSFJSUmcOnWKCxcuMGPGDIPv42m8\n4X1WJRmryQIaqKVdhRDiWSeJj3gkZ8+eZeXKlbRs2ZI33njDoHUnJSUxd+5cbGxsGDdunEGHeAlR\nV+7fv6+sRDd06FCCgoLqOiQhhBDid0ESH/FIOnbsyDfffPNY6vb19a3VvA8hnmaNGzeW61oIIYSo\nA7KctRBCCCGEEKLek8RHCCGEEEIIUe9J4iOEEEIIIYSo9yTxEUIIIYQQQtR7kvgIIYQQQggh6j1J\nfIQQQgghhBD1niQ+QgghhBBCiHpPEh8hhBBCCCFEvSeJjxBCCCGEEKLek8RHCCGEEEIIUe9J4iOE\nEEIIIYSo94zrOgAhhBCGFZ+pqusQ6o28Ig0ABZpnr107W2nrOgQhhHiqSI+PEEIIIYQQot6THh+h\nZ+TIkVWWcXR0JDw8nPDwcM6ePUt4ePgTiMwwNBoNX3/9NUeOHOHBgwcEBgYyY8aMcsuGhoZy9+5d\nANRqNRYWFjg7O+Pr60u/fv1o3Ljxkwz9iRo5ciTDhw+v8noICwvT+//j2MfDzpw5w9y5c5k1axZ+\nfn4VlsvOzmbnzp0EBQXh7u5erbo/++wzfvvtN9LS0tBoNDg7O9O7d28GDBiAWi3PiYQQQohnmSQ+\nQs+CBQv0Xi9btgxXV1dGjBihbDMxMQEgODiYgQMHPtH4HlV8fDw//PADISEheHl5YWlpWWn5du3a\nKceenZ1NUlIS+/btY9euXUyePJmOHTs+ibCfuAULFtCoUaNneh/Z2dlERUXRqFGjaic+BQUFvPji\nizg5OaFSqTh58iRr167l9u3bjBs37rHFKoQQQojHTxIfocfLy0vvtYmJCVZWVmW2Azg7Oz+psAzm\n5s2bAAwcOLBaT/AfPvaAgAAGDhzIwoULWbFiBZ9++uljTxDqQnnn+1ncR0395S9/0Xvdrl070tLS\niImJkcRHCCGEeMZJ4iNq7eGhbikpKUyaNIm33nqL1NRUYmJiyM/PJygoiIkTJ3L//n1WrVrF+fPn\nsbW1JTg4mF69eunVeeXKFTZt2sT58+cpKCjA3d2dMWPG0Lp16yrjSUhIIDIykitXrmBsbIyvry9j\nx46ladOmgP7QtVdffRWAd955p0wMVTEzM2P8+PHMmDGD6Ohopa6LFy+ybds2fvvtNzIzM3FwcKBT\np04MHz6cBg0aALB69WqOHj3K559/jrHx/379cnNzmThxIgMGDOC1116rUTzlCQ8P5/Tp00yfPp01\na9aQlJSEg4MDr7/+Ou3bt2fHjh38+OOPZGVl4evry9tvv421tbXy+fKGoR0+fJjIyEhSUlJwdnZW\njrs03TC0GTNmcPLkSY4cOQKUJBDjx4+nYcOGle7j0KFDREVFcffuXZydnRk9ejQ7duwAyg6nKygo\nYNWqVeXuQ3ctAnzxxRd88cUXQO3Ot5WVFUZGRnrbdu3aRVxcHMnJyWi1Wpo1a0ZwcDDt27dXyhji\n90EIIYQQhiOJjzC4rVu34uPjQ2hoKDdu3GD9+vWo1WqSkpLo06cPL7/8Mnv27OHzzz/Hw8OD5557\nDoDLly8zZ84c3NzcmDhxIg0aNCA6Opr58+ezYMGCSocrJSQksGjRItq0acO7775LXl4emzZtYvbs\n2SxduhR7e3umTZvGjz/+SGxsrDKkr7a9Vm5ubtjZ2XHhwih46PUAABunSURBVAVlW2pqKm5ubvTq\n1Qtzc3OuX79OVFQUKSkpSk9C//792bVrF8eOHeP5559XPnvo0CHy8/Pp169fpfsNCwvj7t271ZpX\nlZuby7/+9S9efvll7O3t2bJlC//85z8ZMGAAycnJjB8/nvT0dL766iu+/PJL3nvvvQrrOnXqFCtW\nrCAgIICQkBAyMjJYs2YNxcXFSmJZ2po1awgMDGTKlCkkJyezbt061Gq1koxUtI+VK1cSGBio7GPt\n2rUUFhbSpEmTGu3Dzs6OadOmsWzZMoYMGUJQUBBQvfOt1WrRaDTk5eVx+vRpDhw4wCuvvKJXJiUl\nhT59+uDo6EhxcTHHjx9n8eLFfPDBB/j7++uVre3vgxBCCCEMSxIfYXBOTk7KDa6/vz/nz5/n4MGD\nTJo0iR49egDg7u7OL7/8Qnx8vHKjt27dOhwcHJgzZ47SG+Lv789f//pXoqKiKlyEAGDjxo04OTnx\nwQcfKE/nvby8mDp1Ktu3b+f111+nRYsW2NvbK+89KgcHB9LT05XXnTt3Vn7WarW0atUKc3NzwsPD\nGT9+PFZWVri4uODj48PevXv1Ep+9e/fi5+dX5YIJarW62pPsc3NzmTBhAj4+PgDY2dkxffp0jh8/\nzieffKLUc/36dXbt2oVGo6mw7sjISJo2bcqMGTOUMk2bNmXWrFnlJj6tW7fmzTffBEp6YpKTk9m/\nfz+hoaGoVOUvCRwREYGLiwvTp09XyjRv3py//e1v5SY+le3DxMQENzc3oOR6rMn5/vXXX/noo48A\nUKlUDB48mOHDh+uVCQkJUX7WaDS0bduWW7dusWfPnjKJT21/H2pi5syZys+62MWz6fzh/Zw/HGOQ\nunYZGW5BjoEDBxpkTqfub7uDg8Mj1yVKSJsalrSn4T1NbSqJjzC4gIAAvde6G+PSN4SWlpbY2Nhw\n7949oGTY0tmzZxk6dCgqlYri4mKlbNu2bYmLi6twf3l5eSQlJTF06FC9IUmNGzemVatWnD171iDH\nVZWcnBy2bNnCTz/9RGpqqt4x3Lp1CysrK6Ck1+fTTz/l1q1bNGnShIsXL5KUlMS0adOq3MeHH35Y\n7XhMTU2VpAegWbNmQEl7lk5wmjVrRnFxMffv3y93vpJGo+HixYsMGTJE73NeXl44OjqWu+/SQ76g\nJIEpLCzkwYMH2NralruPS5cuKedfx93dvcJksKb7KL0vrfZ/32+iUqn0jqt169YsWrSInJwcTp8+\nzfbt21GpVIwePVopc/nyZSIiIrh06RIZGRlKfeUlgbX5fRC/X4X5+eRlZhikrjyD1FIiNzfXgLUJ\nIUTdkMRHGFzpeRzwv0y/vO0FBQUAZGVlodFo2Lx5M5s3by633op6JLKzs9FqteXe7Nra2irzegwt\nNTVVSSagZCnk06dPM2rUKNzc3DA1NeXixYusWrWKwsJCpVzHjh2xtbUlOjqakJAQoqOjsbOzIzAw\n0KDxVXQeHl7JTre9dIylZWRkUFxcjI2NTZn3KkowHt6HbiVA3fmuaB+l5xnplLff2uxDJyoqiqio\nKOW1j4+P3vwhCwsLPDw8gJIk0djYmM2bNzNgwADs7e1JTU1l3rx5uLi4MG7cOBwcHDAyMmLTpk3K\n4hml1eb3oaakl6f+MDE1xcyq7O9BbTQw4PetajQaUlNTH7ke3RNfQ9QlSkibGpa0p+E97jYt76Fj\nRSTxEU8FCwsLVCoVAwYMoGfPnuWWqWgYVsOGDVGpVHrDznTS09OrXLK6Nq5cucL9+/fp06cPUHKz\n/csvvzBixAi94SDXrl0r81ljY2N69+7Nnj17GDx4MEeOHGHQoEFlJtA/LaytrTEyMuLBgwdl3ktP\nT6+w16c2+8jIKPuk+8GDBwbtHu/bt69ekmlubl5peQ8PD7RaLSkpKdjb25OQkEBOTg7vvvuuXg9Z\nfn6+wWIUv1/eXXvj3bW3QerqbKWtupAQQvyOyDfyiaeCmZkZrVu35urVq7Ro0QIPD48y/1X2WXd3\nd+Lj49FoNMr2u3fvcuHCBXx9fQ0aa15eHqtWrcLU1JS+ffsCUFRUhEajKZO8xMbGlltHv379yM7O\n5uOPP6awsFBJoJ5GarWali1blmnf3377zWC9aWq1Gg8PD3766Se9YWiXL18mJSWlVnVW1ANkb2+v\nd11V9aTo7NmzqFQqZcidrr7S5zo5OVlvoQshhBBCPH2kx0c8NUJCQpgzZw4LFy6kd+/e2NnZkZGR\nQVJSEhqNptJlnkeNGsWiRYtYvHgx/fv3Jy8vj8jISCwsLBg0aFCtY8rMzCQxMREomcNz+fJl9u3b\nR0ZGBlOnTlUWS7CwsMDT05MdO3ZgZ2eHlZUVMTExpKWllVuvvb09QUFBHDt2jMDAwGr3aMybN4+7\nd++ycuXKWh9TbYwYMYKFCxeydOlS+vXrR0ZGBhEREZXOpampkSNHsmDBApYuXUrfvn3JzMwkMjIS\nW1vbChdEqIyNjQ1WVlYcOXIEV1dXTE1Nady4sTLX6mG//vorMTExyvnIy8vjxIkT7N27l759+yrn\num3bthgZGREeHs6gQYO4f/8+kZGRODg46CVtQgghhHi6SOIjnhru7u4sWrSIqKgo1qxZQ05ODtbW\n1rRo0aLKZZ79/f15//33iYyM5JNPPtH7Hh/dDWttnDx5kpMnT6JSqbCwsMDZ2Znnn3+e/v37lxni\nNXXqVL788ktWrVpFgwYN6NKlC+PGjWPx4sXl1t25c2eOHTtW5bGVptFo9HpdnhQ/Pz8mT55MZGQk\ny5Ytw9nZmTfeeIMffvjBoPuYMmWK3j5CQkKIiorCwsKixvWp1WomTpzIhg0bmD9/PsXFxZV+j4+T\nkxNarZZNmzbx4MEDGjZsiLOzM5MmTaJr165Kueeee47JkycTERHBkiVLcHJyYsyYMSQkJDyxhTSE\nEEIIUXMqrTyiFKJOrFixggsXLrBy5cpqL1H9e3Pv3j2mTJnC0KFDyywpLSq25cKtug6h3ji3dR1F\neTkYm1nQesjYug6nRp7GOT4ycdzwpE0NS9rT8GRxAyF+xxITE7ly5QpHjhwhJCREkp7/r6CggK++\n+oq2bdtibW3NnTt3+P7772nQoMFTPQfqafQ03vA+q5KM1WQBDdTSrkII8ayTxEeIJ2zWrFmYmZnR\ns2dPBgwYUNfhPDXUajXp6emsXr2azMxMzMzM8Pb25t1338XOzq6uwxNCCCHEM04SHyGesIiIiLoO\n4alkbGzM9OnT6zoMIYQQQtRTMsZGCCGEEEIIUe9J4iOEEEIIIYSo9yTxEUIIIYQQQtR7kvgIIYQQ\nQggh6j35Hh8hhKgnZs6cyUcffVTXYQghhBBPJenxEUKIemTmzJl1HUK9MnPmTGlTA5L2NDxpU8OS\n9jS8p6lNJfERQgghhBBC1HuS+AghhBBCCCHqPZnjI4QQQgghhKj3pMdHCCGEEEIIUe9J4iOEEEII\nIYSo9yTxEUIIIYQQQtR7kvgIIYQQQggh6j1JfIQQQgghhBD1niQ+QgghhBBCiHpPEh8hhBBCCCFE\nvSeJjxBCCCGEEKLek8RHCCGEEEIIUe9J4iOEEEIIIYSo94zrOgAhhBCPJjU1la+++opTp04B0LZt\nW9544w0cHBzqOLJn071799i2bRuXLl3i6tWrFBQU8K9//YvGjRvXdWjPpPj4eA4dOsTly5d58OAB\nDg4OdOrUiaFDh2Jubl7X4T2TEhIS2LZtGzdu3CA7Oxtra2u8vLwYOXIkLi4udR1evbBw4UJOnjzJ\nsGHDePXVV+s6nGfOmTNnmDt3bpntFhYWrF279skH9P9J4iOEEM+w/Px85s2bh4mJCaGhoahUKjZu\n3MjcuXNZunQpZmZmdR3iM+f27dscPXoUd3d3WrduzcmTJ+s6pGfa9u3badSoEaNHj6ZRo0YkJSUR\nGRnJmTNnmD9/Pmq1DD6pqaysLNzd3RkwYADW1takpqaydetW/v73v7Ns2TIcHR3rOsRn2qFDh7h6\n9Wpdh1EvjBs3Dg8PD+W1kZFRHUYjiY8QQjzT9u3bx507d/j0009xdnYGwNXVlSlTprB3714GDRpU\nxxE+e1q3bs3//b/27jSoifsPA/gDRBESQgRBLhVEFALUC6nKZfFArbaAGq3ayot2aq09xtqxo45S\n699RrDOO1hlrPXqoLdQqShUVjCC1yCWigifggUeAQZAbAvxfMKTSBCpHXUOfzyvz283uszvq7De/\nY7/7DkDz/WXh0zUrVqyAVCrVfJbL5ZBIJNixYwdycnLg4eEhYDr95OvrC19f31ZtQ4YMwaeffooL\nFy5g5syZAiXTfxUVFfjhhx+waNEibNu2Teg4es/e3h5Dhw4VOoYGf2YhItJj6enpGDp0qKboAQBr\na2sMGzYMaWlpAibTX+yB6F7PFj0tWn4BLikpedFxeiyJRAJA+F/U9d2BAwcwcOBArcKSegb2+BAR\n6bH79+9jzJgxWu0DBgxAcnKyAImI/llOTg6A5l+DqfMaGxvR2NiIoqIiHDhwADKZDD4+PkLH0lvX\nr1/HuXPnsHnzZqGj9Bjbt2/H06dPIRaLMXz4cCxYsEDQ+acsfIiI9FhFRQXEYrFWu0QiQWVlpQCJ\niNpXUlKCqKgoeHp6thr7Tx23cuVK5OXlAQBsbGywZs0amJubC5xKP6nVauzatQszZ86EnZ2d0HH0\nnqmpKWbMmAG5XA5TU1Pk5+fjyJEjWLVqFSIiIgT7e8rCh4iIiF6ImpoaREREwMjICEuWLBE6jt5b\nunQpqquroVKpEBMTg/Xr12PdunVcgbATjh49irq6OoSGhgodpUdwcnKCk5OT5rNcLoebmxtWrlyJ\n2NhYwVbK40BmIiI91lbPTls9QURCqaurw6ZNm6BSqbBq1SpYWloKHUnvOTg4wMXFBb6+vlizZg1q\namoQHR0tdCy9U1xcjMOHD2Pu3Lmor69HZWWl5v/Vls+NjY0Cp9R/gwcPhq2tLXJzcwXLwB4fIiI9\n5uDggPv372u1FxQU8H0e9NJQq9XYsmULcnNzsXr1agwcOFDoSD2OWCyGjY0NVCqV0FH0jkqlQn19\nPbZv3661LSYmBjExMYiIiICjo+OLD0fdioUPEZEe8/Lywk8//QSVSoX+/fsDAAoLC3Hjxg3Mnz9f\n4HREzRPwt23bhqtXr+KLL754qZa27UlKS0vx4MED+Pn5CR1F7zg6OmLt2rVa7V9++SX8/PwQGBjY\nauVM6pzc3Fw8fPgQY8eOFSwDCx8iIj02ceJEnDx5EhEREZg3bx4MDAwQGRkJS0tLTJ48Weh4euvC\nhQsAoJk4funSJUilUkilUsjlciGj6Z09e/bgwoULCA0NhbGxMW7evKnZZmlpySFvnbB582Y4OTlh\n0KBBMDExwaNHj3D8+HEYGRnx3V2dIBaL4e7urnOblZVVm9uobdu2bYO1tTWcnJwgFouRn5+P6Oho\nWFhYYNq0aYLlMmhqamoS7OxERNRlxcXF+P7773HlyhU0NTXBw8MDYWFhnODcBQqFQme7XC5HeHj4\niw2j5z788EMUFRXp3DZ79uw27zW1LTo6GsnJyVCpVFCr1bC0tIS7uzuCg4P5774bKRQKhIaGCjYR\nX58dOXIE58+fR1FREerq6iCTyTBixAgoFAr07dtXsFwsfIiIiIiIqMfjqm5ERERERNTjsfAhIiIi\nIqIej4UPERERERH1eCx8iIiIiIiox2PhQ0REREREPR4LHyIiIiIi6vFY+BARERG1Izw8/D/1vqGo\nqCgoFApkZ2cLHYWoW7HwISIiIuqg7OxsKBQKREVFCR2lwxISEqBQKJCQkCB0FKIXSiR0ACIiIqKX\n2dKlS1FbWyt0jBdm6tSp8PHxQb9+/YSOQtStWPgQERERteO/VgBIpVJIpVKhYxB1O4OmpqYmoUMQ\nERGRfktPT8eJEydQUFCAiooKmJmZwcbGBuPHj0dQUFCrfSsqKnDs2DGkpaWhsLAQIpEIzs7OePPN\nNzF8+HDNftHR0Th48CDCwsIwffp0rXOWlJRgyZIlcHR0xMaNGzXtDQ0NiI+Px7lz51BQUICGhgbY\n2dkhMDAQU6ZMgaHhXyP9CwsLsXTpUgQEBCAkJASRkZHIzs5GeXk51qxZA3d3d4SHhyMnJ0czrG3H\njh1ITEzUeR/Wrl2Lhw8f4rvvvsOcOXMwZ84crX1KS0vxwQcfwM7ODlu2bGn3vj5Pvry8PCQmJiIn\nJwfFxcWoq6uDpaUlvLy8EBoaColEojley7Xo8s0338Da2hpRUVE4dOgQ1q5dC3d391b7XLlyBceO\nHcPt27dRW1sLKysreHt7IyQkBKampu1eC5HQ2ONDREREXRIfH49du3ZBJpNh9OjRMDMzw9OnT3H3\n7l0kJCS0KnyKiooQHh6OoqIiuLm5Yfjw4aitrcXFixexYcMGvPfee5g0aRIAwN/fHz///DMSExN1\nFj5JSUlobGzEhAkTNG1qtRqbNm1CVlYW7Ozs4OPjg969eyM7Oxt79+7FrVu38NFHH2kdS6VSYdWq\nVbC1tYWvry/q6upgYmKi83rHjBkDAEhMTIRcLodcLtdss7KygrOzM/bv3w+lUolZs2a1KrQAQKlU\noqGhAZMnT37ue9xevvj4eKSlpcHNzQ2enp5obGxEfn4+fv/9d2RmZmLDhg2afSdMmABTU1Okp6fD\ny8sLjo6OmnOIxeJ2M8TFxWH37t0wNjbG2LFjYW5ujpycHBw9ehQZGRn46quv/vEYREJi4UNERERd\nEhcXB5FIhM2bN8Pc3LzVtqdPn7b6vGPHDhQXF+OTTz6Bj4+Ppr2yshLh4eHYt28fvLy8IJPJYGFh\ngVdeeQVZWVm4d+8eBg4c2OpYiYmJEIlErY5z+PBhZGVlYerUqQgLC9MUHY2Njfj2229x9uxZjB07\nVlO8tLh+/TqCg4Mxf/78f7xeb29viMViTeGja8U3f39/nDp1CpmZmRg9erSmvampCUqlEsbGxvD3\n9//Hcz1PvpCQELz77rs6C6ydO3fi1KlTCA4OBgBNkZieng5vb+9WRWN7ioqKsG/fPvTp0wcbNmyA\nvb29Ztvu3btx+vRp7N+/H++///5zXxPRi8ZV3YiIiKjLjIyMYGRkpNX+7FyRO3fuICcnB6+++mqr\nYgVo7m1QKBSor69HSkqKpj0gIAAAtIaW5ebmoqCgAKNGjYKZmRmA5uLm5MmTkMlkWLRoUatCwNDQ\nEO+88w4MDAyQlJSkldPc3FznsLTOmjJlCoDmovBZWVlZKCwsxLhx4zo0NKy9fFZWVlpFDwC89tpr\nMDExQVZWVgeS65aUlAS1Wo2goKBWRQ8AzJs3DyYmJjh37hzq6+u7fC6ifwt7fIiIiKhL/Pz88OOP\nP2LZsmUYP3485HI5XF1dtSbI37x5EwBQVVWlcxnolt6hBw8eaNq8vb1hamqKP/74AwsWLNA84LcU\nQs/2WDx69AgVFRWwtbXFb7/9pjNr7969Wx2/haOjI3r16tWBq27fgAED4ObmhkuXLqG4uFizQEJ8\nfDyAvwqj59VePrVajfj4eJw/fx4FBQWoqqrCs1O4S0pKOnkVf8nLywMAeHh4aG2TSCRwdHTEtWvX\n8ODBg1bD54heJix8iIiIqEtmzJgBMzMznD59GrGxsThx4gQMDAwgl8uxcOFCODs7A2he1AAALl++\njMuXL7d5vJqaGs2fe/fujXHjxuHMmTPIysrCyJEjoVarcf78eUilUowYMUKzb3l5OYDmAujQoUPP\ndfwWfx+i1x2CgoJw7do1KJVKKBQKlJaWIiMjA46OjhgyZEiHjtVevq1btyI1NRX9+/fHmDFjIJPJ\nIBI1P+KdOHECarW6S9cBANXV1QCAvn376tze0l5VVdXlcxH9W1j4EBERUZcFBAQgICAAlZWVuHHj\nBlJTU3H27Fn873//w9atWyGVSjVDu9papa29Y585cwaJiYkYOXIkLl68iPLyckyfPl3zgA9Ac3xv\nb28sX768Q/kNDAw6tP/z8Pb2hrm5OZRKJWbPnq1Z1KBl8YbuyJebm4vU1FR4enpi5cqVrYYbNjY2\n4tixY53O/6yWxRFKS0sxYMAAre1PnjwBAK7sRi81zvEhIiKibiMWizFq1CgsXrwYEyZMQEVFhWb5\nZBcXFwDNE/U7wtXVFba2tkhLS0NVVRUSEhIA/DX/p4W9vT3EYjFu3brVLb0c7Xl20YS2iEQiTJw4\nESUlJUhPT4dSqUSfPn3g5+fXbTkeP34MAPDy8tKaY3X79m3U1dV1KvvfOTk5AQCys7O1tlVWVuLO\nnTvo1auX1vwfopcJCx8iIiLqkqtXr0LXawHLysoAAMbGxgAAZ2dnuLm5ISUlBUqlUuex7t27p/ne\nswICAlBfX69ZKW3QoEGah/EWRkZGmDp1Kp48eYJ9+/bpfOh/8uQJCgoKOnyNf9eyoEJxcXG7+02a\nNAmGhobYu3cvCgsL4evr2+Yy2Z1hZWUFQLsgKSsrw549e3R+p+W9Pv+U/Vl+fn4wMjLCyZMnNcVW\ni8jISFRXV8PPz69b50kRdTcOdSMiIqIu+frrr9GnTx+4uLhoHsSvXbuG3NxcDB48GJ6enpp9P/74\nY6xbtw47d+5EbGwsXFxcYGpqipKSEty9exf379/H+vXrtea0+Pv7IzIyElFRUWhoaNDq7Wkxa9Ys\n3L17F3FxccjIyICHhwcsLCxQVlaGx48f4/r163jrrbfg4ODQpWu2s7ODhYUF/vzzT4hEIvTr1w8G\nBgbw9/fX3AMA6NevH0aNGoX09HQA6NQwt/YMGTIEw4YNQ2pqKlavXg1XV1eUlpbi0qVLsLOz0zkn\nZ+jQoTA2Nsbx48dRXl4OmUwGAJg2bVqbQ9Wsra0RFhaGPXv2YMWKFRg3bhykUilycnJw8+ZN2Nvb\nY+HChd16bUTdjYUPERERdcn8+fORlZWF/Px8ZGZmolevXrCyssKCBQswZcqUVvNwLC0tsXHjRsTG\nxiIlJUXzElKZTAYHBwdMmzZN6309QHMB4eHhgStXrsDIyAi+vr46s4hEInz++edISkpCQkICMjIy\nUFNTA6lUCmtra8ydO7fN73aEoaEhli9fjoMHDyI5ORk1NTVoamqCq6trq8IHaF5WOj09Hc7Ozhg8\neHCXz/33HCtWrMAvv/yCzMxMxMbGwsLCAoGBgZg1axaWLVum9R2JRILPPvsMv/76KxISElBbWwug\nuVenvTk6QUFBsLGxQUxMDFJSUlBbWwtLS0u88cYbCAkJ4ctL6aVn0KSrb5qIiIiIukVUVBQOHTqE\nxYsXIzAwUOg4RP9ZnONDRERE9C+prq5GXFwcJBKJ1ktbiejF4lA3IiIiom528eJF5OXlISMjA2Vl\nZXj77bc1izwQkTBY+BARERF1s+TkZCQmJsLc3BzBwcF4/fXXhY5E9J/HOT5ERERERNTjcY4PERER\nERH1eCx8iIiIiIiox2PhQ0REREREPR4LHyIiIiIi6vFY+BARERERUY/HwoeIiIiIiHq8/wOTNAzr\n/MmITwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f8fe9de2f90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#clean up the graph, get rid of age by decades and the redundant VIN vehicle type\n",
    "\n",
    "# drop age decades\n",
    "ped_df = ped.drop(ped.filter(like='Decade').columns,axis=1)\n",
    "# drop vehicle types coming from VIN (redundant)\n",
    "ped_df = ped_df.drop('f_OtherVehType',axis=1)\n",
    "\n",
    "factorSev = an.renameLabelSR(an.sratio(ped_df))\n",
    "samples = an.renameLabelSR(an.bootstrapSR(ped_df,N=100))\n",
    "\n",
    "an.plotSR(factorSev,samples,minSR=1.5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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27TLbUlJSmLKyMuPz+SwyMlJq2549exifz2cCgYBdv35dalufPn0YAAaAbdq0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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f8fe3b1de10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# redo graph with yellow bars for K,A injuries from KABCO\n",
    "an.plotSR(factorSev,samples,minSR=1.5,\n",
    "       colors=['lightblue']*4+['y']+['lightblue']*4+['y']*6)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "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>max</th>\n",
       "      <th>min</th>\n",
       "      <th>mid</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Injury Status : Not Conscious States</th>\n",
       "      <td>4.901997</td>\n",
       "      <td>4.295233</td>\n",
       "      <td>4.601941</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Injury Type : Severe Bleeding</th>\n",
       "      <td>4.868213</td>\n",
       "      <td>4.222310</td>\n",
       "      <td>4.538589</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Injury Type : Internal</th>\n",
       "      <td>3.862953</td>\n",
       "      <td>2.985556</td>\n",
       "      <td>3.452287</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Injury Type : Amputation</th>\n",
       "      <td>5.031100</td>\n",
       "      <td>1.880770</td>\n",
       "      <td>3.439500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Injury Type : Concussion</th>\n",
       "      <td>3.269523</td>\n",
       "      <td>2.443518</td>\n",
       "      <td>2.824837</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Injury Location : Eye</th>\n",
       "      <td>4.340343</td>\n",
       "      <td>1.201093</td>\n",
       "      <td>2.691783</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Age70 : age &gt;= 70</th>\n",
       "      <td>2.809461</td>\n",
       "      <td>2.400650</td>\n",
       "      <td>2.596486</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Vehicle Type : Truck</th>\n",
       "      <td>3.151897</td>\n",
       "      <td>2.029730</td>\n",
       "      <td>2.488149</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Injury Location : Head</th>\n",
       "      <td>2.485255</td>\n",
       "      <td>2.251381</td>\n",
       "      <td>2.364495</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Vehicle Type : Motorcycle</th>\n",
       "      <td>3.018137</td>\n",
       "      <td>1.583859</td>\n",
       "      <td>2.231027</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Injury Type : Fracture-Dislocation</th>\n",
       "      <td>2.444508</td>\n",
       "      <td>1.996486</td>\n",
       "      <td>2.207623</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Time of Day : 3am-6am</th>\n",
       "      <td>2.322692</td>\n",
       "      <td>1.735324</td>\n",
       "      <td>1.985122</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Pedestrian Action : Crossing, Against Signal</th>\n",
       "      <td>1.666802</td>\n",
       "      <td>1.452234</td>\n",
       "      <td>1.579690</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Injury Location : Entire Body</th>\n",
       "      <td>1.663116</td>\n",
       "      <td>1.431508</td>\n",
       "      <td>1.548252</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Time of Day : midnight-3am</th>\n",
       "      <td>1.770839</td>\n",
       "      <td>1.325084</td>\n",
       "      <td>1.545434</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                   max       min       mid\n",
       "Injury Status : Not Conscious States          4.901997  4.295233  4.601941\n",
       "Injury Type : Severe Bleeding                 4.868213  4.222310  4.538589\n",
       "Injury Type : Internal                        3.862953  2.985556  3.452287\n",
       "Injury Type : Amputation                      5.031100  1.880770  3.439500\n",
       "Injury Type : Concussion                      3.269523  2.443518  2.824837\n",
       "Injury Location : Eye                         4.340343  1.201093  2.691783\n",
       "Age70 : age >= 70                             2.809461  2.400650  2.596486\n",
       "Vehicle Type : Truck                          3.151897  2.029730  2.488149\n",
       "Injury Location : Head                        2.485255  2.251381  2.364495\n",
       "Vehicle Type : Motorcycle                     3.018137  1.583859  2.231027\n",
       "Injury Type : Fracture-Dislocation            2.444508  1.996486  2.207623\n",
       "Time of Day : 3am-6am                         2.322692  1.735324  1.985122\n",
       "Pedestrian Action : Crossing, Against Signal  1.666802  1.452234  1.579690\n",
       "Injury Location : Entire Body                 1.663116  1.431508  1.548252\n",
       "Time of Day : midnight-3am                    1.770839  1.325084  1.545434"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# show above in table format\n",
    "\n",
    "errmax = samples.quantile(.95, axis =  1)\n",
    "errmin = samples.quantile(.05, axis =  1)\n",
    "\n",
    "output = pd.DataFrame()\n",
    "output['max'] = errmax[factorSev.SeverityRatio>1.5]\n",
    "output['min'] = errmin[factorSev.SeverityRatio>1.5]\n",
    "output['mid'] = factorSev[factorSev.SeverityRatio>1.5].SeverityRatio\n",
    "\n",
    "output.sort_values('mid',ascending=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### age distribution\n",
    "Let's extract only the pedestrian age and see the distribution."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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1F9zd3YWHEl6URb2bihM3xp4x1tbWEIvFePDgAW7duqVxvSzlb/F2dnYa28jMzNT4NF1m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URE7pRqg1tpaSkJCQnce++9PP3005U+X7ZsGdu3b+epp57CxcWFNm3asGfPHoYNG2bcvjx58iQZ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\nAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f8fe2f5e9d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ageSev = factorSev.T.filter(regex='^AgeDecade').T\n",
    "samples = an.bootstrapSR(ped,N=100)\n",
    "ageSevSamples = samples.T.filter(regex='^AgeDecade').T\n",
    "an.plotSR(ageSev,ageSevSamples,minSR=0)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Exclude elderly to see if there are any differences"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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AWrFiRY1jAkBTpkyhsrIy4drJkyfJyMiIANCuXbsU8i1btowAkIeHB127dk3h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WKlOGqqs68VSVWq0mOTlZI1G1srJCrVZz48YNZYpSVlYWf/zxR6VX/YUQQgihfXUqCdDR0aFP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\nEiCEEEIIIUQjI0mAEEIIIYQQjcz/ASYrYpbswVqoAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f8fd557ded0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Pedestrians under age 70\n",
    "pedNotOld = ped_df[ped_df.f_AgeYear<70]\n",
    "factorSevNotOld = an.sratio(pedNotOld)\n",
    "samples = an.bootstrapSR(pedNotOld,N=100)\n",
    "an.plotSR(factorSevNotOld,samples,minSR=1.5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1400, 103)"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# number of cases with peds under 70 and a severe outcome\n",
    "pedNotOld[pedNotOld.biss_severity_9=='severe'].shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.08536585365853659"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# fraction of severe outcomes for peds under 70\n",
    "pedNotOld[pedNotOld.biss_severity_9=='severe'].shape[0]/float(pedNotOld.shape[0])"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}