NL_EDA.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<ol class=list-inline>\n",
       "\t<li>'avgsen'</li>\n",
       "\t<li>'central'</li>\n",
       "\t<li>'county'</li>\n",
       "\t<li>'crmrte'</li>\n",
       "\t<li>'density'</li>\n",
       "\t<li>'mix'</li>\n",
       "\t<li>'pctmin80'</li>\n",
       "\t<li>'pctymle'</li>\n",
       "\t<li>'polpc'</li>\n",
       "\t<li>'prbarr'</li>\n",
       "\t<li>'prbconv'</li>\n",
       "\t<li>'prbpris'</li>\n",
       "\t<li>'taxpc'</li>\n",
       "\t<li>'urban'</li>\n",
       "\t<li>'wcon'</li>\n",
       "\t<li>'west'</li>\n",
       "\t<li>'wfed'</li>\n",
       "\t<li>'wfir'</li>\n",
       "\t<li>'wloc'</li>\n",
       "\t<li>'wmfg'</li>\n",
       "\t<li>'wser'</li>\n",
       "\t<li>'wsta'</li>\n",
       "\t<li>'wtrd'</li>\n",
       "\t<li>'wtuc'</li>\n",
       "\t<li>'year'</li>\n",
       "</ol>\n"
      ],
      "text/latex": [
       "\\begin{enumerate*}\n",
       "\\item 'avgsen'\n",
       "\\item 'central'\n",
       "\\item 'county'\n",
       "\\item 'crmrte'\n",
       "\\item 'density'\n",
       "\\item 'mix'\n",
       "\\item 'pctmin80'\n",
       "\\item 'pctymle'\n",
       "\\item 'polpc'\n",
       "\\item 'prbarr'\n",
       "\\item 'prbconv'\n",
       "\\item 'prbpris'\n",
       "\\item 'taxpc'\n",
       "\\item 'urban'\n",
       "\\item 'wcon'\n",
       "\\item 'west'\n",
       "\\item 'wfed'\n",
       "\\item 'wfir'\n",
       "\\item 'wloc'\n",
       "\\item 'wmfg'\n",
       "\\item 'wser'\n",
       "\\item 'wsta'\n",
       "\\item 'wtrd'\n",
       "\\item 'wtuc'\n",
       "\\item 'year'\n",
       "\\end{enumerate*}\n"
      ],
      "text/markdown": [
       "1. 'avgsen'\n",
       "2. 'central'\n",
       "3. 'county'\n",
       "4. 'crmrte'\n",
       "5. 'density'\n",
       "6. 'mix'\n",
       "7. 'pctmin80'\n",
       "8. 'pctymle'\n",
       "9. 'polpc'\n",
       "10. 'prbarr'\n",
       "11. 'prbconv'\n",
       "12. 'prbpris'\n",
       "13. 'taxpc'\n",
       "14. 'urban'\n",
       "15. 'wcon'\n",
       "16. 'west'\n",
       "17. 'wfed'\n",
       "18. 'wfir'\n",
       "19. 'wloc'\n",
       "20. 'wmfg'\n",
       "21. 'wser'\n",
       "22. 'wsta'\n",
       "23. 'wtrd'\n",
       "24. 'wtuc'\n",
       "25. 'year'\n",
       "\n",
       "\n"
      ],
      "text/plain": [
       " [1] \"avgsen\"   \"central\"  \"county\"   \"crmrte\"   \"density\"  \"mix\"     \n",
       " [7] \"pctmin80\" \"pctymle\"  \"polpc\"    \"prbarr\"   \"prbconv\"  \"prbpris\" \n",
       "[13] \"taxpc\"    \"urban\"    \"wcon\"     \"west\"     \"wfed\"     \"wfir\"    \n",
       "[19] \"wloc\"     \"wmfg\"     \"wser\"     \"wsta\"     \"wtrd\"     \"wtuc\"    \n",
       "[25] \"year\"    "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<table>\n",
       "<thead><tr><th scope=col>county</th><th scope=col>year</th><th scope=col>crmrte</th><th scope=col>prbarr</th><th scope=col>prbconv</th><th scope=col>prbpris</th><th scope=col>avgsen</th><th scope=col>polpc</th><th scope=col>density</th><th scope=col>taxpc</th><th scope=col>⋯</th><th scope=col>wtuc</th><th scope=col>wtrd</th><th scope=col>wfir</th><th scope=col>wser</th><th scope=col>wmfg</th><th scope=col>wfed</th><th scope=col>wsta</th><th scope=col>wloc</th><th scope=col>mix</th><th scope=col>pctymle</th></tr></thead>\n",
       "<tbody>\n",
       "\t<tr><td> 1         </td><td>87         </td><td>0.0356036  </td><td>0.298270   </td><td>0.527595997</td><td>0.436170   </td><td> 6.71      </td><td>0.00182786 </td><td>2.4226327  </td><td>30.99368   </td><td>⋯          </td><td>408.7245   </td><td>221.2701   </td><td>453.1722   </td><td>274.1775   </td><td>334.54     </td><td>477.58     </td><td>292.09     </td><td>311.91     </td><td>0.08016878 </td><td>0.07787097 </td></tr>\n",
       "\t<tr><td> 3         </td><td>87         </td><td>0.0152532  </td><td>0.132029   </td><td>1.481480002</td><td>0.450000   </td><td> 6.35      </td><td>0.00074588 </td><td>1.0463320  </td><td>26.89208   </td><td>⋯          </td><td>376.2542   </td><td>196.0101   </td><td>258.5650   </td><td>192.3077   </td><td>300.38     </td><td>409.83     </td><td>362.96     </td><td>301.47     </td><td>0.03022670 </td><td>0.08260694 </td></tr>\n",
       "\t<tr><td> 5         </td><td>87         </td><td>0.0129603  </td><td>0.444444   </td><td>0.267856985</td><td>0.600000   </td><td> 6.76      </td><td>0.00123431 </td><td>0.4127659  </td><td>34.81605   </td><td>⋯          </td><td>372.2084   </td><td>229.3209   </td><td>305.9441   </td><td>209.6972   </td><td>237.65     </td><td>358.98     </td><td>331.53     </td><td>281.37     </td><td>0.46511629 </td><td>0.07211538 </td></tr>\n",
       "\t<tr><td> 7         </td><td>87         </td><td>0.0267532  </td><td>0.364760   </td><td>0.525424004</td><td>0.435484   </td><td> 7.14      </td><td>0.00152994 </td><td>0.4915572  </td><td>42.94759   </td><td>⋯          </td><td>397.6901   </td><td>191.1720   </td><td>281.0651   </td><td>256.7214   </td><td>281.80     </td><td>412.15     </td><td>328.27     </td><td>299.03     </td><td>0.27362204 </td><td>0.07353726 </td></tr>\n",
       "\t<tr><td> 9         </td><td>87         </td><td>0.0106232  </td><td>0.518219   </td><td>0.476563007</td><td>0.442623   </td><td> 8.22      </td><td>0.00086018 </td><td>0.5469484  </td><td>28.05474   </td><td>⋯          </td><td>377.3126   </td><td>206.8215   </td><td>289.3125   </td><td>215.1933   </td><td>290.89     </td><td>377.35     </td><td>367.23     </td><td>342.82     </td><td>0.06008584 </td><td>0.07069755 </td></tr>\n",
       "\t<tr><td>11         </td><td>87         </td><td>0.0146067  </td><td>0.524664   </td><td>0.068376102</td><td>0.500000   </td><td>13.00      </td><td>0.00288203 </td><td>0.6113361  </td><td>35.22974   </td><td>⋯          </td><td>401.3378   </td><td>187.8255   </td><td>258.5650   </td><td>237.1507   </td><td>258.60     </td><td>391.48     </td><td>325.71     </td><td>275.22     </td><td>0.31952664 </td><td>0.09891920 </td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "\\begin{tabular}{r|lllllllllllllllllllllllll}\n",
       " county & year & crmrte & prbarr & prbconv & prbpris & avgsen & polpc & density & taxpc & ⋯ & wtuc & wtrd & wfir & wser & wmfg & wfed & wsta & wloc & mix & pctymle\\\\\n",
       "\\hline\n",
       "\t  1          & 87          & 0.0356036   & 0.298270    & 0.527595997 & 0.436170    &  6.71       & 0.00182786  & 2.4226327   & 30.99368    & ⋯           & 408.7245    & 221.2701    & 453.1722    & 274.1775    & 334.54      & 477.58      & 292.09      & 311.91      & 0.08016878  & 0.07787097 \\\\\n",
       "\t  3          & 87          & 0.0152532   & 0.132029    & 1.481480002 & 0.450000    &  6.35       & 0.00074588  & 1.0463320   & 26.89208    & ⋯           & 376.2542    & 196.0101    & 258.5650    & 192.3077    & 300.38      & 409.83      & 362.96      & 301.47      & 0.03022670  & 0.08260694 \\\\\n",
       "\t  5          & 87          & 0.0129603   & 0.444444    & 0.267856985 & 0.600000    &  6.76       & 0.00123431  & 0.4127659   & 34.81605    & ⋯           & 372.2084    & 229.3209    & 305.9441    & 209.6972    & 237.65      & 358.98      & 331.53      & 281.37      & 0.46511629  & 0.07211538 \\\\\n",
       "\t  7          & 87          & 0.0267532   & 0.364760    & 0.525424004 & 0.435484    &  7.14       & 0.00152994  & 0.4915572   & 42.94759    & ⋯           & 397.6901    & 191.1720    & 281.0651    & 256.7214    & 281.80      & 412.15      & 328.27      & 299.03      & 0.27362204  & 0.07353726 \\\\\n",
       "\t  9          & 87          & 0.0106232   & 0.518219    & 0.476563007 & 0.442623    &  8.22       & 0.00086018  & 0.5469484   & 28.05474    & ⋯           & 377.3126    & 206.8215    & 289.3125    & 215.1933    & 290.89      & 377.35      & 367.23      & 342.82      & 0.06008584  & 0.07069755 \\\\\n",
       "\t 11          & 87          & 0.0146067   & 0.524664    & 0.068376102 & 0.500000    & 13.00       & 0.00288203  & 0.6113361   & 35.22974    & ⋯           & 401.3378    & 187.8255    & 258.5650    & 237.1507    & 258.60      & 391.48      & 325.71      & 275.22      & 0.31952664  & 0.09891920 \\\\\n",
       "\\end{tabular}\n"
      ],
      "text/markdown": [
       "\n",
       "county | year | crmrte | prbarr | prbconv | prbpris | avgsen | polpc | density | taxpc | ⋯ | wtuc | wtrd | wfir | wser | wmfg | wfed | wsta | wloc | mix | pctymle | \n",
       "|---|---|---|---|---|---|\n",
       "|  1          | 87          | 0.0356036   | 0.298270    | 0.527595997 | 0.436170    |  6.71       | 0.00182786  | 2.4226327   | 30.99368    | ⋯           | 408.7245    | 221.2701    | 453.1722    | 274.1775    | 334.54      | 477.58      | 292.09      | 311.91      | 0.08016878  | 0.07787097  | \n",
       "|  3          | 87          | 0.0152532   | 0.132029    | 1.481480002 | 0.450000    |  6.35       | 0.00074588  | 1.0463320   | 26.89208    | ⋯           | 376.2542    | 196.0101    | 258.5650    | 192.3077    | 300.38      | 409.83      | 362.96      | 301.47      | 0.03022670  | 0.08260694  | \n",
       "|  5          | 87          | 0.0129603   | 0.444444    | 0.267856985 | 0.600000    |  6.76       | 0.00123431  | 0.4127659   | 34.81605    | ⋯           | 372.2084    | 229.3209    | 305.9441    | 209.6972    | 237.65      | 358.98      | 331.53      | 281.37      | 0.46511629  | 0.07211538  | \n",
       "|  7          | 87          | 0.0267532   | 0.364760    | 0.525424004 | 0.435484    |  7.14       | 0.00152994  | 0.4915572   | 42.94759    | ⋯           | 397.6901    | 191.1720    | 281.0651    | 256.7214    | 281.80      | 412.15      | 328.27      | 299.03      | 0.27362204  | 0.07353726  | \n",
       "|  9          | 87          | 0.0106232   | 0.518219    | 0.476563007 | 0.442623    |  8.22       | 0.00086018  | 0.5469484   | 28.05474    | ⋯           | 377.3126    | 206.8215    | 289.3125    | 215.1933    | 290.89      | 377.35      | 367.23      | 342.82      | 0.06008584  | 0.07069755  | \n",
       "| 11          | 87          | 0.0146067   | 0.524664    | 0.068376102 | 0.500000    | 13.00       | 0.00288203  | 0.6113361   | 35.22974    | ⋯           | 401.3378    | 187.8255    | 258.5650    | 237.1507    | 258.60      | 391.48      | 325.71      | 275.22      | 0.31952664  | 0.09891920  | \n",
       "\n",
       "\n"
      ],
      "text/plain": [
       "  county year crmrte    prbarr   prbconv     prbpris  avgsen polpc     \n",
       "1  1     87   0.0356036 0.298270 0.527595997 0.436170  6.71  0.00182786\n",
       "2  3     87   0.0152532 0.132029 1.481480002 0.450000  6.35  0.00074588\n",
       "3  5     87   0.0129603 0.444444 0.267856985 0.600000  6.76  0.00123431\n",
       "4  7     87   0.0267532 0.364760 0.525424004 0.435484  7.14  0.00152994\n",
       "5  9     87   0.0106232 0.518219 0.476563007 0.442623  8.22  0.00086018\n",
       "6 11     87   0.0146067 0.524664 0.068376102 0.500000 13.00  0.00288203\n",
       "  density   taxpc    ⋯ wtuc     wtrd     wfir     wser     wmfg   wfed   wsta  \n",
       "1 2.4226327 30.99368 ⋯ 408.7245 221.2701 453.1722 274.1775 334.54 477.58 292.09\n",
       "2 1.0463320 26.89208 ⋯ 376.2542 196.0101 258.5650 192.3077 300.38 409.83 362.96\n",
       "3 0.4127659 34.81605 ⋯ 372.2084 229.3209 305.9441 209.6972 237.65 358.98 331.53\n",
       "4 0.4915572 42.94759 ⋯ 397.6901 191.1720 281.0651 256.7214 281.80 412.15 328.27\n",
       "5 0.5469484 28.05474 ⋯ 377.3126 206.8215 289.3125 215.1933 290.89 377.35 367.23\n",
       "6 0.6113361 35.22974 ⋯ 401.3378 187.8255 258.5650 237.1507 258.60 391.48 325.71\n",
       "  wloc   mix        pctymle   \n",
       "1 311.91 0.08016878 0.07787097\n",
       "2 301.47 0.03022670 0.08260694\n",
       "3 281.37 0.46511629 0.07211538\n",
       "4 299.03 0.27362204 0.07353726\n",
       "5 342.82 0.06008584 0.07069755\n",
       "6 275.22 0.31952664 0.09891920"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#setting working directory\n",
    "library(plyr)\n",
    "\n",
    "crime_data = read.csv(\"crime_v2.csv\")\n",
    "paste(objects(crime_data))\n",
    "head(crime_data)\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "'data.frame':\t97 obs. of  25 variables:\n",
      " $ county  : int  1 3 5 7 9 11 13 15 17 19 ...\n",
      " $ year    : int  87 87 87 87 87 87 87 87 87 87 ...\n",
      " $ crmrte  : num  0.0356 0.0153 0.013 0.0268 0.0106 ...\n",
      " $ prbarr  : num  0.298 0.132 0.444 0.365 0.518 ...\n",
      " $ prbconv : Factor w/ 92 levels \"\",\"`\",\"0.068376102\",..: 63 89 13 62 52 3 59 78 42 86 ...\n",
      " $ prbpris : num  0.436 0.45 0.6 0.435 0.443 ...\n",
      " $ avgsen  : num  6.71 6.35 6.76 7.14 8.22 ...\n",
      " $ polpc   : num  0.001828 0.000746 0.001234 0.00153 0.00086 ...\n",
      " $ density : num  2.423 1.046 0.413 0.492 0.547 ...\n",
      " $ taxpc   : num  31 26.9 34.8 42.9 28.1 ...\n",
      " $ west    : int  0 0 1 0 1 1 0 0 0 0 ...\n",
      " $ central : int  1 1 0 1 0 0 0 0 0 0 ...\n",
      " $ urban   : int  0 0 0 0 0 0 0 0 0 0 ...\n",
      " $ pctmin80: num  20.22 7.92 3.16 47.92 1.8 ...\n",
      " $ wcon    : num  281 255 227 375 292 ...\n",
      " $ wtuc    : num  409 376 372 398 377 ...\n",
      " $ wtrd    : num  221 196 229 191 207 ...\n",
      " $ wfir    : num  453 259 306 281 289 ...\n",
      " $ wser    : num  274 192 210 257 215 ...\n",
      " $ wmfg    : num  335 300 238 282 291 ...\n",
      " $ wfed    : num  478 410 359 412 377 ...\n",
      " $ wsta    : num  292 363 332 328 367 ...\n",
      " $ wloc    : num  312 301 281 299 343 ...\n",
      " $ mix     : num  0.0802 0.0302 0.4651 0.2736 0.0601 ...\n",
      " $ pctymle : num  0.0779 0.0826 0.0721 0.0735 0.0707 ...\n"
     ]
    }
   ],
   "source": [
    "str(crime_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table>\n",
       "<thead><tr><th scope=col>x</th><th scope=col>freq</th></tr></thead>\n",
       "<tbody>\n",
       "\t<tr><td>FALSE</td><td>91   </td></tr>\n",
       "\t<tr><td> TRUE</td><td> 6   </td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "\\begin{tabular}{r|ll}\n",
       " x & freq\\\\\n",
       "\\hline\n",
       "\t FALSE & 91   \\\\\n",
       "\t  TRUE &  6   \\\\\n",
       "\\end{tabular}\n"
      ],
      "text/markdown": [
       "\n",
       "x | freq | \n",
       "|---|---|\n",
       "| FALSE | 91    | \n",
       "|  TRUE |  6    | \n",
       "\n",
       "\n"
      ],
      "text/plain": [
       "  x     freq\n",
       "1 FALSE 91  \n",
       "2  TRUE  6  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<table>\n",
       "<thead><tr><th></th><th scope=col>county</th><th scope=col>year</th><th scope=col>crmrte</th><th scope=col>prbarr</th><th scope=col>prbconv</th><th scope=col>prbpris</th><th scope=col>avgsen</th><th scope=col>polpc</th><th scope=col>density</th><th scope=col>taxpc</th><th scope=col>⋯</th><th scope=col>wtuc</th><th scope=col>wtrd</th><th scope=col>wfir</th><th scope=col>wser</th><th scope=col>wmfg</th><th scope=col>wfed</th><th scope=col>wsta</th><th scope=col>wloc</th><th scope=col>mix</th><th scope=col>pctymle</th></tr></thead>\n",
       "<tbody>\n",
       "\t<tr><th scope=row>92</th><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>  </td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>⋯ </td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td></tr>\n",
       "\t<tr><th scope=row>93</th><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>  </td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>⋯ </td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td></tr>\n",
       "\t<tr><th scope=row>94</th><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>  </td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>⋯ </td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td></tr>\n",
       "\t<tr><th scope=row>95</th><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>  </td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>⋯ </td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td></tr>\n",
       "\t<tr><th scope=row>96</th><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>  </td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>⋯ </td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td></tr>\n",
       "\t<tr><th scope=row>97</th><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>` </td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>⋯ </td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "\\begin{tabular}{r|lllllllllllllllllllllllll}\n",
       "  & county & year & crmrte & prbarr & prbconv & prbpris & avgsen & polpc & density & taxpc & ⋯ & wtuc & wtrd & wfir & wser & wmfg & wfed & wsta & wloc & mix & pctymle\\\\\n",
       "\\hline\n",
       "\t92 & NA & NA & NA & NA &    & NA & NA & NA & NA & NA & ⋯  & NA & NA & NA & NA & NA & NA & NA & NA & NA & NA\\\\\n",
       "\t93 & NA & NA & NA & NA &    & NA & NA & NA & NA & NA & ⋯  & NA & NA & NA & NA & NA & NA & NA & NA & NA & NA\\\\\n",
       "\t94 & NA & NA & NA & NA &    & NA & NA & NA & NA & NA & ⋯  & NA & NA & NA & NA & NA & NA & NA & NA & NA & NA\\\\\n",
       "\t95 & NA & NA & NA & NA &    & NA & NA & NA & NA & NA & ⋯  & NA & NA & NA & NA & NA & NA & NA & NA & NA & NA\\\\\n",
       "\t96 & NA & NA & NA & NA &    & NA & NA & NA & NA & NA & ⋯  & NA & NA & NA & NA & NA & NA & NA & NA & NA & NA\\\\\n",
       "\t97 & NA & NA & NA & NA & `  & NA & NA & NA & NA & NA & ⋯  & NA & NA & NA & NA & NA & NA & NA & NA & NA & NA\\\\\n",
       "\\end{tabular}\n"
      ],
      "text/markdown": [
       "\n",
       "| <!--/--> | county | year | crmrte | prbarr | prbconv | prbpris | avgsen | polpc | density | taxpc | ⋯ | wtuc | wtrd | wfir | wser | wmfg | wfed | wsta | wloc | mix | pctymle | \n",
       "|---|---|---|---|---|---|\n",
       "| 92 | NA | NA | NA | NA |    | NA | NA | NA | NA | NA | ⋯  | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | \n",
       "| 93 | NA | NA | NA | NA |    | NA | NA | NA | NA | NA | ⋯  | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | \n",
       "| 94 | NA | NA | NA | NA |    | NA | NA | NA | NA | NA | ⋯  | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | \n",
       "| 95 | NA | NA | NA | NA |    | NA | NA | NA | NA | NA | ⋯  | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | \n",
       "| 96 | NA | NA | NA | NA |    | NA | NA | NA | NA | NA | ⋯  | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | \n",
       "| 97 | NA | NA | NA | NA | `  | NA | NA | NA | NA | NA | ⋯  | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | \n",
       "\n",
       "\n"
      ],
      "text/plain": [
       "   county year crmrte prbarr prbconv prbpris avgsen polpc density taxpc ⋯ wtuc\n",
       "92 NA     NA   NA     NA             NA      NA     NA    NA      NA    ⋯ NA  \n",
       "93 NA     NA   NA     NA             NA      NA     NA    NA      NA    ⋯ NA  \n",
       "94 NA     NA   NA     NA             NA      NA     NA    NA      NA    ⋯ NA  \n",
       "95 NA     NA   NA     NA             NA      NA     NA    NA      NA    ⋯ NA  \n",
       "96 NA     NA   NA     NA             NA      NA     NA    NA      NA    ⋯ NA  \n",
       "97 NA     NA   NA     NA     `       NA      NA     NA    NA      NA    ⋯ NA  \n",
       "   wtrd wfir wser wmfg wfed wsta wloc mix pctymle\n",
       "92 NA   NA   NA   NA   NA   NA   NA   NA  NA     \n",
       "93 NA   NA   NA   NA   NA   NA   NA   NA  NA     \n",
       "94 NA   NA   NA   NA   NA   NA   NA   NA  NA     \n",
       "95 NA   NA   NA   NA   NA   NA   NA   NA  NA     \n",
       "96 NA   NA   NA   NA   NA   NA   NA   NA  NA     \n",
       "97 NA   NA   NA   NA   NA   NA   NA   NA  NA     "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Identify counties with incomplete data\n",
    "count(!complete.cases(crime_data))\n",
    "\n",
    "#looks like there are 6 counties missing all the data\n",
    "crime_data[!complete.cases(crime_data),]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "\\begin{description*}\n",
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       "          1           1           1           1           1           1 \n",
       "0.493438005 0.495575011  0.50819701 0.515464008 0.520606995 0.520709991 \n",
       "          1           1           1           1           1           1 \n",
       "0.522387981 0.525424004 0.527595997 0.528302014 0.548494995 0.549019992 \n",
       "          1           1           1           1           1           1 \n",
       "0.559822977 0.571429014 0.573943973 0.588859022 0.589905024 0.595077991 \n",
       "          1           1           1           2           1           1 \n",
       " 0.62251699 0.722972989 0.736908972 0.739394009 0.763333023 0.769231021 \n",
       "          1           1           1           1           1           1 \n",
       "0.781608999 0.793232977 0.909090996 0.972972989 1.015380025 1.068969965 \n",
       "          1           1           1           1           1           1 \n",
       "1.182929993 1.225610018 1.234380007 1.358139992 1.481480002         1.5 \n",
       "          1           1           1           1           1           1 \n",
       "1.670519948 2.121210098 \n",
       "          1           1 "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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CBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBA\ngAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBA\ngAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBA\ngAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBA\ngAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBA\ngAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBA\ngAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBA\ngAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBA\ngAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBA\ngAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBA\ngAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBA\ngAABAgQIECBAgAABAgQIECBAgMDABLYd2Hj6Dmff3OGQ5JrJ+clliUaAAAECBAgQIECAAIFB\nCjwxozouufrU6A7M+heTK1o5L8vPTMZeNIZAI0CAAAECBAgQIEBgiAKvy6CqCNqtNbi9s1zF\nUG2vIunvkyqizkpq2ysSjQABAgQIECBAgAABAoMTWKpAelNGWYXQH06NduesN/vuObXPKgEC\nBAgQIECAAAECBBZeYKkC6dSM6vPLjKw+ivfD5EXL7LeZAAECBAgQIECAAIEBC1xtwGNbbmi7\nZsfXl9l5SbaflNx6mf02EyBAgAABAgQIECAwYIExFkhfznzWRRqWantm48HJOUvttI0AAQIE\nCBAgQIAAgWELjKVA+kKmsb5f9Izk+OSg5AFJu+2TldckOySfaO+wTIAAAQIECBAgQIAAgSEI\n/FYG8fbklKQuzNDOGVlv2v2ycGlS+z+TbEo0AgQIECBAgAABAgRGJrDdwMf7toyvUq0u9X27\nVtpFUP3to/r+0ZuTpydVKG1Jq3fm7pFsP+NB6lyunbx+xv66ESiBet7W82zoP8c11p8lH60F\njQABAgQIECAwT4F2kTDPx9nox66r112W1LtIa9H2y0Hqu071cb1ZWhVUOybVv85DIzCLwN3S\n6ePJxbN0XuA+9e9U/Yz+t6QuoqIRIECAAAECBAjMUaAKk/2T+m381mqH5oHrXatZC6qtdZ4e\nd2MJHJnTuXxjndJczqbeXa2fjwPmcnQHJUCAAAECBAi0BOqdizG0m2SQT0oenOwyGfD1c1sf\nv/thcnJyQXJ0MuvH4tJVI0CAAAECBAgQIECAwGIJNN8pqt9AV05N9kreMln/SW7fm5w9Wa/t\n6928g7Te4sN4PO8gDWMejYIAAQIECBAgsG4Cv5FH+mXyjeRpSV3m+0dJvWNUxdKfJfXdhmo7\nJW9Iavu9k/VsCqT11B7OYymQhjOXRkKAAAECBAgQWBeBY/IoFybXaD3ag7JcRdCZyfT3jqpY\n+kHy18l6NgXSemoP57EUSMOZSyMhQIAAAQIENojA1TbIeczrNA7Jgd+f/LT1AB/Mcl0y+N3J\n9Bfc61LfdZWsmycaAQIECBAgQIAAAQIjExh6gVTfL6oiqT3OuiTyc5JvJdPtWtlwcFLfR9II\nECBAgAABAgQIECAwKIE/z2jq43T1kbnrbWZkdfW6v0uq/8M303etd/uI3VqLjuN4PmI3jnk2\nSgIECBAgQIDAmgnUhRfqD7ZW0VMfq9s9Wao9JBu/n1S/jybr/Qd0FUhB13oLKJB6k7kDAQIE\nCBAgQGBlgfZHz1buuZh7qyi6a1J/3+jEpD5yt1SrizjUH2l9VXLfpAoljQABAgQIECBAgAAB\nAqMUqKvXTV/Rbj0hvIO0ntrDeSzvIA1nLo2EAAECBAgQ2CAC222Q89jap1FXr9MIECBAgAAB\nAgQIEBi5wNA/Yjfy6TV8AgQIECBAgAABAgT6CCiQ+mjpS4AAAQIECBAgQIDAoAUUSIOeXoMj\nQIAAAQIECBAgQKCPgAKpj5a+BAgQIECAAAECBAgMWkCBNOjpNTgCBAgQIECAAAECBPoIKJD6\naOlLgAABAgQIECBAgMCgBRRIg55egyNAgAABAgQIECBAoI+AAqmPlr4ECBAgQIAAAQIECAxa\nQIE06Ok1OAIECBAgQIAAAQIE+ggokPpo6UuAAAECBAgQIECAwKAFFEiDnl6DI0CAAAECBAgQ\nIECgj4ACqY+WvgQIECBAgAABAgQIDFpAgTTo6TU4AgQIECBAgAABAgT6CCiQ+mjpS4AAAQIE\nCBAgQIDAoAUUSIOeXoMjQIAAAQIECBAgQKCPgAKpj5a+BAgQIECAAAECBAgMWkCBNOjpNTgC\nBAgQIECAAAECBPoIKJD6aOlLgAABAgQIECBAgMCgBRRIg55egyNAgAABAgQIECBAoI+AAqmP\nlr4ECBAgQIAAAQIECAxaQIE06Ok1OAIECBAgQIAAAQIE+ggokPpo6UuAAAECBAgQIECAwKAF\nFEiDnl6DI0CAAAECBAgQIECgj4ACqY+WvgQIECBAgAABAgQIDFpAgTTo6TU4AgQIECBAgAAB\nAgT6CCiQ+mjpS4AAAQIECBAgQIDAoAUUSIOeXoMjQIAAAQIECBAgQKCPgAKpj5a+BAgQIECA\nAAECBAgMWkCBNOjpNTgCBAgQIECAAAECBPoIKJD6aOlLgAABAgQIECBAgMCgBRRIg55egyNA\ngAABAgQIECBAoI+AAqmPlr4ECBAgQIAAAQIECAxaQIE06Ok1OAIECBAgQIAAAQIE+ggokPpo\n6UuAAAECBAgQIECAwKAFFEiDnl6DI0CAAAECBAgQIECgj4ACqY+WvgQIECBAgAABAgQIDFpA\ngTTo6TU4AgQIECBAgAABAgT6CCiQ+mjpS4AAAQIECBAgQIDAoAUUSIOeXoMjQIAAAQIECBAg\nQKCPgAKpj5a+BAgQIECAAAECBAgMWkCBNOjpNTgCBAgQIECAAAECBPoIKJD6aOlLgAABAgQI\nECBAgMCgBRRIg55egyNAgAABAgQIECBAoI+AAqmPlr4ECBAgQIAAAQIECAxaQIE06Ok1OAIE\nCBAgQIAAAQIE+ggokPpo6UuAAAECBAgQIECAwKAFFEiDnl6DI0CAAAECBAgQIECgj4ACqY+W\nvgQIECBAgAABAgQIDFpAgTTo6TU4AgQIECBAgAABAgT6CCiQ+mjpS4AAAQIECBAgQIDAoAUU\nSIOeXoMjQIAAAQIECBAgQKCPgAKpj5a+BAgQIECAAAECBAgMWkCBNOjpNTgCBAgQIECAAAEC\nBPoIKJD6aOlLgAABAgQIECBAgMCgBRRIg55egyNAgAABAgQIECBAoI+AAqmPlr4ECBAgQIAA\nAQIECAxaQIE06Ok1OAIECBAgQIAAAQIE+ggokPpo6UuAAAECBAgQIECAwKAFFEiDnl6DI0CA\nAAECBAgQIECgj8B2fToPpO/uGcduyY7JRcl5yU8TjQABAgQIECBAgACBkQuM5R2k22eeX5uc\nm/w4OTU5KTkrqSLpO8kxyV6JRoAAAQIECBAgQIDASAXG8A7S8zK3L5jM7xm5/WxSRVIVRvVO\n0h7JPskTkockT0uOSzQCBAgQIECAAAECBAgMSuC3M5orkvcld1hhZJuy7/Dki0n1v3Oynu3Q\nPFg97g7r+aAea+EFjswILl/4UWx+ANdOl/r5OGDzXfUgQIAAAQIECBBYSeBN2Vkfn6vvG83S\n6vtJFyR/P0vnNeyjQFpDzBEdSoE0osk2VAIECBAgQGB9BIb+HaTbhLE+UvfzGTl/kn4nJjec\nsb9uBAgQIECAAAECBAgMSGDoBdI5mas7JtvPOGf1DlIVVXUBB40AAQIECBAgQIAAgZEJDL1A\nen3m85bJvyaHrDC39R2kw5L3Jzsn70g0AgQIECBAgAABAgRGJjD0q9jV1eiukxyV/Gby3aQu\n7f2jpL5rtGuyR7Jvcv3ksuRPks8kGgECBAgQIECAAAECIxMYeoFUV756ZfLO5OikrlQ3/U7S\nxdl2dvLy5G+SM5MtbfWRvocls16Vbr8tfUD3J0CAAAECBAgQIEBgywWGXiA1Qqdk4eGTlXrX\nqP7+0U5J/eHY85O1bvVu1LOSKpRmabNeZW+WY+lDgAABAgQIECBAgACBVQtUcbJ/su2qj7Dl\ndzw0h/B3kLbccWxHODID9neQxjbrxkuAAAECBAjMVWDoF2lo8G6ShSclD052mWysd3nelvww\nOTmp7yTVx/BmfdcnXTUCBAgQIECAAAECBAgslsDTc7r17kyTU7O8V/KWybb620fvTep7SNWn\ntq938w7SeosP4/G8gzSMeTQKAgQIECBAgMC6CfxGHumXyTeSpyXPSOoKdvWOURVDf5ZcPalW\n30l6Q1Lb752sZ1Mgraf2cB5LgTScuTQSAgQIECBAgMC6CByTR7kwuUbr0R6U5SqC6mp10987\nqmLpB8lfJ+vZFEjrqT2cx1IgDWcujYQAAQIECBDYIAJX2yDnMa/TqEt61x9//WnrAT6Y5Z8l\n706mv+B+SbadlNw80QgQIECAAAECBAgQGJnA0Auk+n5RFUntcdbfPXpO8q1kul0rGw5O6vtI\nGgECBAgQIECAAAECBAYl8OcZTX2crj4yd73NjKyuXvd3SfV/+Gb6rvVuH7Fba9FxHM9H7MYx\nz0ZJgAABAgQIEFgzgbrwwpeTKnrqY3W7J0u1h2Tj95Pq99FkU7KeTYG0ntrDeSwF0nDm0kgI\nECBAgACBDSLQ/ujZBjmlNT2NKorumtTfNzoxqY/cLdXqIg47JK9K7ptUoaQRIECAAAECBAgQ\nIEBglAJ19brpK9qtJ4R3kNZTeziP5R2k4cylkRAgQIAAAQIbRGC7DXIeW/s06up1GgECBAgQ\nIECAAAECIxcY+kfsRj69hk+AAAECBAgQIECAQB8BBVIfLX0JECBAgAABAgQIEBi0gAJp0NNr\ncAQIECBAgAABAgQI9BFQIPXR0pcAAQIECBAgQIAAgUELKJAGPb0GR4AAAQIECBAgQIBAHwEF\nUh8tfQkQIECAAAECBAgQGLSAAmnQ02twBAgQIECAAAECBAj0EVAg9dHSlwABAgQIECBAgACB\nQQsokAY9vQZHgAABAgQIECBAgEAfAQVSHy19CRAgQIAAAQIECBAYtIACadDTa3AECBAgQIAA\nAQIECPQRUCD10dKXAAECBAgQIECAAIFBCyiQBj29BkeAAAECBAgQIECAQB8BBVIfLX0JECBA\ngAABAgQIEBi0gAJp0NNrcAQIECBAgAABAgQI9BFQIPXR0pcAAQIECBAgQIAAgUELKJAGPb0G\nR4AAAQIECBAgQIBAHwEFUh8tfQkQIECAAAECBAgQGLSAAmnQ02twBAgQIECAAAECBAj0EVAg\n9dHSlwABAgQIECBAgACBQQsokAY9vQZHgAABAgQIECBAgEAfAQVSHy19CRAgQIAAAQIECBAY\ntIACadDTa3AECBAgQIAAAQIECPQRUCD10dKXAAECBAgQIECAAIFBCyiQBj29BkeAAAECBAgQ\nIECAQB8BBVIfLX0JECBAgAABAgQIEBi0gAJp0NNrcAQIECBAgAABAgQI9BFQIPXR0pcAAQIE\nCBAgQIAAgUELKJAGPb0GR4AAAQIECBAgQIBAHwEFUh8tfQkQIECAAAECBAgQGLSAAmnQ02tw\nBAgQIECAAAECBAj0EVAg9dHSlwABAgQIECBAgACBQQsokAY9vQZHgAABAgQIECBAgEAfAQVS\nHy19CRAgQIAAAQIECBAYtIACadDTa3AECBAgQIAAAQIECPQRUCD10dKXAAECBAgQIECAAIFB\nCyiQBj29BkeAAAECBAgQIECAQB8BBVIfLX0JECBAgAABAgQIEBi0gAJp0NNrcAQIECBAgAAB\nAgQI9BFQIPXR0pcAAQIECBAgQIAAgUELKJAGPb0GR4AAAQIECBAgQIBAHwEFUh8tfQkQIECA\nAAECBAgQGLSAAmnQ02twBAgQIECAAAECBAj0EVAg9dHSlwABAgQIECBAgACBQQsokAY9vQZH\ngAABAgQIECBAgEAfAQVSHy19CRAgQIAAAQIECBAYtIACadDTa3AECBAgQIAAAQIECPQRUCD1\n0dKXAAECBAgQIECAAIFBCyiQBj29BkeAAAECBAgQIECAQB8BBVIfLX0JECBAgAABAgQIEBi0\ngAJp0NNrcAQIECBAgAABAgQI9BFQIPXR0pcAAQIECBAgQIAAgUELKJAGPb0GR4AAAQIECBAg\nQIBAHwEFUh8tfQkQIECAAAECBAgQGLSAAmnQ02twBAgQIECAAAECBAj0EVAg9dHSlwABAgQI\nECBAgACBQQsokAY9vQZHgAABAgQIECBAgEAfAQVSHy19CRAgQIAAAQIECBAYtIACadDTa3AE\nCBAgQIAAAQIECPQR2K5P5wH23TdjukVybnJyckmiESBAgAABAgQIECAwUoGhv4P0xMzrccnV\np+b3wKx/MTkt+UByQnJO8sxk20QjQIAAAQIECBAgQIDA4ARelxFdkezWGtneWT5vsr2KpL9P\nqog6a7LtFbld73ZoHrDOc4f1fmCPt9ACR+bsL1/oEcx28tdOt/r5OGC27noRIECAAAECBAgs\nJ7BUgfSmdK4XW384daeds97su+fUvnmvKpDmLTzM4yuQhjmvRkWAAAECBAhsRYGhf8RuKdo7\nZ+MXktdM7bw4649LfpTUC0+NAAECBAgQIECAAIGRCYyxQNo1c/z1Zea5LtJwUnLrZfbbTIAA\nAQIECBAgQIDAgAXGWCB9OfNZF2lYqu2ZjQcndcEGjQABAgQIECBAgACBkQmMpUCqj9TV94ue\nkRyfHJQ8IGm3fbJSH7urCyV8or3DMgECBAgQIECAAAECBIYg8FsZxNuTU5K6MEM7Z2S9affL\nwqVJ7f9MsilZz+YiDeupPZzHOjJDcRW74cynkRAgQIAAAQIbQGDofyj2bTGuVKtLfd+ulXYR\nVH/7qL5/9Obk6UkVSlvS6op4T0lmvWx3XXpcI0BgZYEnZPe5K3dZ+L2/zAj+aQTjXPiJMgAC\nBAgQGK7A0Auk9sydn5X66NxSH5/7ULbX94/qXaS1aFWM3SeZtUC65lo8qGMQGKjA7pNx/Xpu\nfzzQMTbDqu9AnpbUL2s0AgQIECBAgMDcBTb3nat6J6lejO009zPpPoCP2HU9rM0mMJaP2O0f\njnpXd/p7g7MpLVav7+Z0H7FYp+xsCRAgQIDAsAQ2VzAMYbTXzSDektRvni9IPpbcJVmq1dXt\nqt8zl9ppGwECBAgQIECAAAECwxYYeoG0S6bvi8lDk3p36Kzkbsknk6MTjQABAgQIECBAgAAB\nAv8lMPQC6U8z0roAwguSGyW3TOoz/t9InpW8ItEIECBAgAABAgQIECBwpcDQC6Q7Z5R11auj\nkguvHPE229Qfij08+VRSV6yrIkojQIAAAQIECBAgQIDANkMvkG6YOa5C6LKpua4r2t0/OTF5\nSVIfwdMIECBAgAABAgQIEBi5wNALpNMzv/dMlroqXV2w4b5JfS/p9clyF27ILo0AAQIECBAg\nQIAAgTEIDL1A+kgmsf4m0YuSGywxoXVJ3frbKvXxu/cm90s0AgQIECBAgAABAgRGKjD0Auk1\nmdd/T+q7RmcmD0um28nZcK+k/oJ9fVep2qZf3fgvAQIECBAgQIAAAQJjEhh6gfSzTOYhyauS\nM5JfJEu1r2bjQcn7l9ppGwECBAgQIECAAAEC4xDYbgTDvChj/KNJVioIv5M+90nqMuBVWGkE\nCBAgQIAAAQIECIxMYAwFUntK62N0m2v1h2U1AgQIECBAgAABAgRGKLDSOyoj5DBkAgQIECBA\ngAABAgTGLKBAGvPsGzsBAgQIECBAgAABAh0BBVKHwwoBAgQIECBAgAABAmMWUCCNefaNnQAB\nAgQIECBAgACBjoACqcNhhQABAgQIECBAgACBMQsokMY8+8ZOgAABAgQIECBAgEBHQIHU4bBC\ngAABAgQIECBAgMCYBRRIY559YydAgAABAgQIECBAoCOgQOpwWCFAgAABAgQIECBAYMwCCqQx\nz76xEyBAgAABAgQIECDQEVAgdTisECBAgAABAgQIECAwZgEF0phn39gJECBAgAABAgQIEOgI\nKJA6HFYIECBAgAABAgQIEBizgAJpzLNv7AQIECBAgAABAgQIdAQUSB0OKwQIECBAgAABAgQI\njFlAgTTm2Td2AgQIECBAgAABAgQ6AgqkDocVAgQIECBAgAABAgTGLKBAGvPsGzsBAgQIECBA\ngAABAh0BBVKHwwoBAgQIECBAgAABAmMWUCCNefaNnQABAgQIECBAgACBjoACqcNhhQABAgQI\nECBAgACBMQsokMY8+8ZOgAABAgQIECBAgEBHQIHU4bBCgAABAgQIECBAgMCYBRRIY559YydA\ngAABAgQIECBAoCOgQOpwWCFAgAABAgQIECBAYMwCCqQxz76xEyBAgAABAgQIECDQEVAgdTis\nECBAgAABAgQIECAwZgEF0phn39gJECBAgAABAgQIEOgIKJA6HFYIECBAgAABAgQIEBizgAJp\nzLNv7AQIECBAgAABAgQIdAQUSB0OKwQIECBAgAABAgQIjFlAgTTm2Td2AgQIECBAgAABAgQ6\nAgqkDocVAgQIECBAgAABAgTGLKBAGvPsGzsBAgQIECBAgAABAh0BBVKHwwoBAgQIECBAgAAB\nAmMWUCCNefaNnQABAgQIECBAgACBjoACqcNhhQABAgQIECBAgACBMQsokMY8+8ZOgAABAgQI\nECBAgEBHQIHU4bBCgAABAgQIECBAgMCYBRRIY559YydAgAABAgQIECBAoCOgQOpwWCFAgAAB\nAgQIECBAYMwCCqQxz76xEyBAgAABAgQIECDQEVAgdTisECBAgAABAgQIECAwZgEF0phn39gJ\nECBAgAABAgQIEOgIKJA6HFYIECBAgAABAgQIEBizgAJpzLNv7AQIECBAgAABAgQIdAQUSB0O\nKwQIECBAgAABAgQIjFlAgTTm2Td2AgQIECBAgAABAgQ6AgqkDocVAgQIECBAgAABAgTGLKBA\nGvPsGzsBAgQIECBAgAABAh0BBVKHwwoBAgQIECBAgAABAmMWUCCNefaNnQABAgQIECBAgACB\njoACqcNhhQABAgQIECBAgACBMQsokMY8+8ZOgAABAgQIECBAgEBHQIHU4bBCgAABAgQIECBA\ngMCYBRRIY559YydAgAABAgQIECBAoCOgQOpwWCFAgAABAgQIECBAYMwCCqQxz76xEyBAgAAB\nAgQIECDQEVAgdTisECBAgAABAgQIECAwZoHtRjj43TPm3ZIdk4uS85KfJhoBAgQIECBAgAAB\nAiMXGMs7SLfPPL82OTf5cXJqclJyVlJF0neSY5K9Eo0AAQIECBAgQIAAgZEKjOEdpOdlbl8w\nmd8zcvvZpIqkKozqnaQ9kn2SJyQPSZ6WHJdoBAgQIECAAAECBAgQGJTAb2c0VyTvS+6wwsg2\nZd/hyReT6n/nZD3boXmwetwd1vNBPdbCCxyZEVy+8KPY/AD2T5f6+XjA5rsufI/vZgSPWPhR\nGAABAgQIEFhggb4fsXt1xvrAZPsFGfODcp6nJHX7lRXOuV58fTK5V3Jh8qhEI0CAAAECBAgQ\nIEBgZAJ9C6T7xucdSf2W86+T2yUbud0mJ1cfqfv5jCf5k/Q7MbnhjP11I0CAAAECBAgQIEBg\nQAJ9C6T6KNgfJ2cmf5SckHw1qW3XSTZaOycndMdk1ne86gp3VVTVBRw0AgQIECBAgAABAgQI\nzCxwQHq+JKkrwdVH1C5N3pk8OJm1IEnXubbfzdHr3N6VHLLCI9V3kA5LPp9cltwlWc/mO0jr\nqT2cxzoyQ/EdpOHMZ42k3p33HaRhzanRECBAgMAIBepdqLslr0i+n1RB8oPJ+s1zuzVbFT5P\nT+rvHNV5VTH3ueQ9yZsnt/URvLOT2l9FXr0ztt5NgbTe4sN4PAXSMOaxPQoFUlvDMgECBAgQ\n2AoCa3GZ75vmvOsKcFUk1cfsqtCovzdUH7urYqMusf2XydZodS6vTOqdraOTOs/pd5IuzrYq\nkF6e/E1SHx/c0rZbDvAXyfYzHuh6M/bTjQABAgQIECBAgACBOQqstkCqP6j6sOT3kl+bnN/p\nua1C6PVJXTnuJkkVJ1UgnZEcm2ytVufz8MmD75rbKmB2SqqQOz9Z67ZDDlhFT93O0upvMWkE\nCBAgQIAAAQIECCyYQP0h1fp4Wn0Urd6dqXdf3pjcI9mUTLfrZkP1+5fpHVtp/Wqbedxts3/3\npIqn9Ww+Yree2sN5rCMzFN9BGs581kh8xG5Y82k0BAgQILCAApsrGKaH9NJsqEt9fyl5YnL9\npN5F+khShdB0qwsenJ58ZXrHOq5XkfaW5MfJBcnHkuUuwnDgpN8zc6sRIECAAAECBAgQIDAy\ngb4fsXtNfN6bzHoZ7B+l742TrdV2yQN/Mdk7qeLorORuySeTFyfPTjQCBAgQIECAAAECBAhc\nKdD3HaS6Ul0VR/WRupteeYRf/ecGuXlDUts3UvvTnEwVR/U9qBslt0wOTr6RPCup8WgECBAg\nQIAAAQIECBC4UqBvgVSFUP1NoQ8n7avB7Zf1R062/2VuN0q7c06kLsRwVHLh5KS+nNu6mt2n\nkqcnVURpBAgQIECAAAECBAgQ2KZvgVSXwr5PUh+1+2DL79NZvldSRcdzkypMNkK7YU6izqm+\nC9VudeW6+ycnJi9JHppoBAgQIECAAAECBAiMXKBPgVRXqXtg8m/JU5MfJu32oaz8TnJ5UpcA\n3witLhBxz2Spq9LVd5LqghP1vaTXJ8tduCG7NAIECBAgQIAAAQIExiDQp0C6ZkCunnxkBZhz\nsq+ucLfPCn3Wc1eda/3Noxcl9fHA6VaX1P31pD5+VxefuF+iESBAgAABAgQIECAwUoE+BVK9\n4/Lt5HYrWG2fffsl31mhz3ruqo8C/ntS3zU6M1nqna2Ts70+HvjLpL6rVK3eLdMIECBAgAAB\nAgQIEBiZQJ8CqWjqbwg9Pnl4rUy1uqT2McleSV3EYSO0n+Uk6mISr0rOSH6RLNW+mo0HJe9f\naqdtBAgQIECAAAECBAgQWErgOtlYf1eo/ijsScnbk9clVVjUH2Kt7W9INmqbpSCsy4AfuM4D\nODSPV3Y7rPPjerjFFjgyp1/f+Rt62z8DrJ+PBwx9oBlffez3ESMYpyESIECAAIENK7BdzzOr\nS2bfPal3ZI5IHpQ0H0erix08K/nHZKO2+hjd5loVgBoBAgQIECBAgAABAiMU6FsgFdFFyR9M\nrOoCCHVBhtOT+o6SRoAAAQIECBAgQIAAgYUVWE2B1B5s/T2hr7c3WCZAgAABAgQIECBAgMCi\nCqymQKrvPTwyqe8j1WW/m4/YZfG/2rFZev1/rVkgQIAAAQIECBAgQIDAAgj0LZAemjG9ZYZx\nfWKGProQIECAAAECBAgQIEBgQwn0LZBemLP/afKE5GNJXbRhqTbLxRCWup9tBAgQIECAAAEC\nBAgQ2GoCfQqka+Qsb57U3zo6bqudsQcmQIAAAQIECBAgQIDAnASu1uO4l6RvXamu3kHSCBAg\nQIAAAQIECBAgMDiBPgVSfWyuvlv08KTP/QaHZkAECBAgQIAAAQIECAxToG+h8/gwXJy8LTk8\nqb+BtOcSqavbaQQIECBAgAABAgQIEFgogb4F0rsyurq894OTejfp9OSHS+SZ2aYRIECAAAEC\nBAgQIEBgoQT6XKShBnZCcvYMI/zWDH10IUCAAAECBAgQIECAwIYS6Fsg/Y8NdfZOhgABAgQI\nECBAgAABAmso0Pcjdu2Hru8ZHZgcMtlYlwHXCBAgQIAAAQIECBAgsLACqymQ6sIMb03qct8n\nJi9Lqr0xOSrZsVY0AgQIECBAgAABAgQILJpA34/YXT8D/EpSV66r7xntnDRtUxaenTwoOSj5\nWaIRIECAAAECBAgQIEBgYQT6voP0qoysPlp3WHKrpIqlpj0kC0cnBySPbja6JUCAAAECBAgQ\nIECAwKII9C2Q7pGB/W3y6SUGeHm2vSA5P7nTEvttIkCAAAECBAgQIECAwIYW6FMg7ZqR7J6c\nvMKILs2+b076rdDNLgIECBAgQIAAAQIECGw8gT4F0gU5/e8lB68wjCqi6iN2J63Qxy4CBAgQ\nIECAAAECBAhsSIG+F2l4X0bxuOQbybFJu10rK8cmuyUfSjQCW0vgXnnglyR14ZAht10yuKGP\nccjzZ2wECBAgQIDABhToWyA9I2O4Z/LqpC7IcElS3z16R1IXbtgjOTb5SKIR2FoC9S7mXslL\nt9YJrNPj3j2Ps986PZaHIUCAAAECBAiMQqBvgXReVO6QHJX8flIfqav2wOTHydOSv0s0Altb\n4NycwN9s7ZOY8+Nvm+M/YM6P4fAECBAgQIAAgVEJ9C2QCueHyZOSpyT7JtdLTkvOTjQCBAgQ\nIECAAAECBAgsrMBqCqRmsPXRulMmaba5JUCAAAECBAgQIECAwMIK9LmK3cIO0okTIECAAAEC\nBAgQIEBgFoG+7yAdk4Ned4YD/+/0qWgECBAgQIAAAQIECBBYGIG+BdKvZ2Q32czozsr+T2ym\nj90ECBAgQIAAAQIECBDYcAJ9C6TbZwTTH8ur9Rslt05emdQ7R3WrESBAgAABAgQIECBAYKEE\n+hZI5y8zuh9l+9eSbyYnJJ9K3pVoBAgQIECAAAECBAgQWBiB6XeDtvTEv5oDnJ7UR/E0AgQI\nECBAgAABAgQILJTAWhdIO2b0eybXWSgFJ0uAAAECBAgQIECAAIEI9P2I3U65z6Yl5Oo4eyVH\nJbskX0o0AgQIECBAgAABAgQILJRA3wLp3zO6zV3Frv547D8slIKTJUCAAAECBAgQIECAQAT6\nFkifzH2+vYTcL7PtguTE5LXJchdzyC6NAAECBAgQIECAAAECG1Ogb4H0mI05DGdFgAABAgQI\nECBAgACBLRdY64s0bPkZOQIBAgQIECBAgAABAgS2kkDfd5COyXledxXn+i+5z7+u4n7uQoAA\nAQIECBAgQIAAgXUT6Fsg3SZnduukrlRX7fLkvGSPZKmr22Xzle3zzYJbAgQIECBAgAABAgQI\nbFSBvh+xe2QG8tPkXckdk7rs97Unt/fJ7beSKobqXab6e0hNXplljQABAgQIECBAgAABAhta\noO87SP+U0ZyQPDipK9c17RdZeH/yjeTk5L8nf59oBAgQIECAAAECBAgQWBiBPu8g7ZhR3Sl5\nY9IujtqDPSsrX03u1t5omQABAgQIECBAgAABAosg0KdAuiwDuii54QoD2z7PfESFAAA4c0lE\nQVT7bpr8aIU+dhEgQIAAAQIECBAgQGBDCvQpkOqCDB9KnpX82hKj2Tnbmqvc1cftNAIECBAg\nQIAAAQIECCyUQN/vIL0oo7trUhdi+GRSF2W4MLlRcmRynaS+p/TuRCNAgAABAgQIECBAgMBC\nCfQtkE7M6A5OXpcclhyeNO37WXhi8tpmg1sCBAgQIECAAAECBAgskkDfAqnGdk5Sl/Suj+ft\nn9Qlvb+TfDe5ItEIECBAgAABAgQIECCwkAJ9voM0PcC6ql1dlOFnSV29rr6DpBEgQIAAAQIE\nCBAgQGBhBVZTIO2T0b41qT8YWx+5e1lS7Y3JUUkVThoBAgQIECBAgAABAgQWTqDvR+yunxF+\nJdkzqQs0tN812pT1ZycPSg5K6p0ljQABAgQIECBAgAABAgsj0PcdpFdlZFdP6gINt0qqWGra\nQ7JwdHJA8uhmo1sCBAgQIECAAAECBAgsikDfAukeGdjfJp9eYoCXZ9sLkvOTOy2x3yYCBAgQ\nIECAAAECBAhsaIE+BdKuGcnuyckrjOjS7PvmpN8K3ewiQIAAAQIECBAgQIDAxhPoUyBdkNP/\nXlJ/B2m5VkVUfcTupOU62E6AAAECBAgQIECAAIGNKtCnQKoxvC95XPKHyS5Ju10rK29Idks+\n1N5hmQABAgQIECBAgAABAosg0LdAekYGdXby6qT+MOydk/2SdyT1x2IfmBybfCTRCBAgQIAA\nAQIECBAgsFACfQuk8zK6OyTHJDsl101ukFRhVO1pSb3DpBEgQIAAAQIECBAgQGDhBPr+HaQa\n4A+TJyVPSfZNrpecltQ7SxoBAgQIECBAgAABAgQWVqBvgVSX+L4k+fPksuSUSXKjESBAgAAB\nAgQIECBAYLEF+nzEbscMtf4A7P2TKo6G0OodsHslt0vqD+BqBAgQIECAAAECBAiMWKBPgfSL\nOF2Y7JxsWhCzJ+Y8j0umi58Ds+2LyWnJB5ITknOSZybbJhoBAgQIECBAgAABAiMU6FMgXRGf\nB0+M3pXbeyc3TepvH01nx2zbCO2QnMTDkx1aJ7N3lj+VHJR8KakLTrw5uSh5cfLSRCNAgAAB\nAgQIECBAYIQCfb+D9LIY1TtI9TG7ynLtBdnx/OV2buXtVQTV32p6avKa1rnUuP4xeXry3uTD\niUaAAAECBAgQIECAwIgE+hZIJ8XmJzP4nDxDn63Vpf520xeSdnFU53Jx8rik3hk7MlEgBUEj\nQIAAAQIECBAgMCaBvgVSFRCL3urjgMv9Idu6Ql8Vgbde9EE6fwIECBAgQIAAAQIE+gts7jtI\nh+eQ9W7KkNqXM5i6SMNSbc9sPDg5Z6mdthEgQIAAAQIECBAgMGyBzRVIr8rw/2kJgiowjlhi\n+0bdVB+pe1PyjOT4pC7Q8ICk3fbJSn3sri7o8In2DssECBAgQIAAAQIECIxDoO9H7BqVo7JQ\nBcZGv9x3XWzhWkn9naNHTJKbK1sVQ3U1vmr3S96RlEcVUHVVO40AAQIECBAgQIAAgZEJrLZA\nWhSmt+VEK9XqynVVKDVpF3f1t4/q+0dVGNVV7OqS5hoBAgQIECBAgAABAiMTGHqB1J7O87NS\nH51b6uNzH8r2+v7RpclatGvnIPXxxPbfX1rpuHustNM+AgQIECBAgAABAgTWR2BMBdJKovXu\n0Vq2KrS+l2w/40G9YzUjlG4ECBAgQIAAAQIE5imgQJqPbr1bVReEmLUdmo6/NWtn/QgQIECA\nAAECBAgQmI/A5q5iN59HdVQCBAgQIECAAAECBAhsQIFZ3kHaPef9kqlzv9VkfXp7062+0/Ph\nZsUtAQIECBAgQIAAAQIEFkFglgKprv72Z8sMZrntF6f/RiiQHp/z2HWZc19pc13q+7MrdbCP\nAAECBAgQIECAAIHhCWyuQHp2hnytVQz7xFXcZx53eXIOWpf17tuenzsokPqq6U+AAAECBAgQ\nIEBgwQU2VyC9Z8HHd5+c/9uTugjCO5PXJbO0k2fppA8BAgQIECBAgAABAsMS2FyBtOijrUtt\n3z2pv31UxdILkhMSjQABAgQIECBAgAABAlcRGMNV7H6eUT92MvJXX0XABgIECBAgQIAAAQIE\nCEwExlAg1VC/mTwrqQs2HJhoBAgQIECAAAECBAgQuIrAWAqkGvjLk9skX68VjQABAgQIECBA\ngAABAtMCYyqQpsdunQABAgQIECBAgAABAh0BBVKHwwoBAgQIECBAgAABAmMWUCCNefaNnQAB\nAgQIECBAgACBjoACqcNhhQABAgQIECBAgACBMQsokMY8+8ZOgAABAgQIECBAgEBHQIHU4bBC\ngAABAgQIECBAgMCYBRRIY559YydAgAABAgQIECBAoCOgQOpwWCFAgAABAgQIECBAYMwCCqQx\nz76xEyBAgAABAgQIECDQEVAgdTisECBAgAABAgQIECAwZgEF0phn39gJECBAgAABAgQIEOgI\nKJA6HFYIECBAgAABAgQIEBizgAJpzLNv7AQIECBAgAABAgQIdAQUSB0OKwQIECBAgAABAgQI\njFlAgTTm2Td2AgQIECBAgAABAgQ6AgqkDocVAgQIECBAgAABAgTGLKBAGvPsGzsBAgQIECBA\ngAABAh0BBVKHwwoBAgQIECBAgAABAmMWUCCNefaNnQABAgQIECBAgACBjoACqcNhhQABAgQI\nECBAgACBMQsokMY8+8ZOgAABAgQIECBAgEBHQIHU4bBCgAABAgQIECBAgMCYBRRIY559YydA\ngAABAgQIECBAoCOgQOpwWCFAgAABAgQIECBAYMwCCqQxz76xEyBAgAABAgQIECDQEVAgdTis\nECBAgAABAgQIECAwZgEF0phn39gJECBAgAABAgQIEOgIKJA6HFYIECBAgAABAgQIEBizgAJp\nzLNv7AQIECBAgAABAgQIdAQUSB0OKwQIECBAgAABAgQIjFlAgTTm2Td2AgQIECBAgAABAgQ6\nAgqkDocVAgQIECBAgAABAgTGLKBAGvPsGzsBAgQIECBAgAABAh0BBVKHwwoBAgQIECBAgAAB\nAmMWUCCNefaNnQABAgQIECBAgACBjoACqcNhhQABAgQIECBAgACBMQsokMY8+8ZOgAABAgQI\nECBAgEBHQIHU4bBCgAABAgQIECBAgMCYBRRIY559YydAgAABAgQIECBAoCOgQOpwWCFAgAAB\nAgQIECBAYMwCCqQxz76xEyBAgAABAgQIECDQEVAgdTisECBAgAABAgQIECAwZgEF0phn39gJ\nECBAgAABAgQIEOgIKJA6HFYIECBAgAABAgQIEBizgAJpzLNv7AQIECBAgAABAgQIdAQUSB0O\nKwQIECBAgAABAgQIjFlAgTTm2Td2AgQIECBAgAABAgQ6AgqkDocVAgQIECBAgAABAgTGLKBA\nGvPsGzsBAgQIECBAgAABAh0BBVKHwwoBAgQIECBAgAABAmMWUCCNefaNnQABAgQIECBAgACB\njoACqcNhhQABAgQIECBAgACBMQsokMY8+8ZOgAABAgQIECBAgEBHQIHU4bBCgAABAgQIECBA\ngMCYBRRIY559YydAgAABAgQIECBAoCOgQOpwWCFAgAABAgQIECBAYMwCCqQxz76xEyBAgAAB\nAgQIECDQEVAgdTisECBAgAABAgQIECAwZgEF0phn39gJECBAgAABAgQIEOgIKJA6HFYIECBA\ngAABAgQIEBizwHYjHPzuGfNuyY7JRcl5yU8TjQABAgQIECBAgACBkQuM5R2k22eeX5ucm/w4\nOTU5KTkrqSLpO8kxyV6JRoAAAQIECBAgQIDASAXG8A7S8zK3L5jM7xm5/WxSRVIVRvVO0h7J\nPskTkockT0uOSzQCBAgQIECAAAECBEYmMPQC6bczn1UcvT95dvKVZKm2KRsPS16evCk5LTk+\n0QgQIECAAAECBAgQGJHA0D9i96DM5SlJ3S5XHNV0X5F8MrlXcmHyqEQjQIAAAQIECBAgQGBk\nAkMvkG6T+ayP1P18xnn9SfqdmNxwxv66ESBAgAABAgQIECAwIIGhF0jnZK7umGw/45zVFe6q\nqKoLOGgECBAgQIAAAQIECIxMYOgF0uszn7dM/jU5ZIW5bb6DVN9V2jl5xwp97SJAgAABAgQI\nECBAYKACQ79IQ12N7jrJUclvJt9Nzkp+lFyQ7JrUVez2Ta6fXJb8SfKZRCNAgAABAgQIECBA\nYGQCQy+Q6uILr0zemRydHJ5Mv5N0cbadndQV7P4mOTPRCBAgQIAAAQIECBAYocDQC6RmSutK\ndg+frNS7RvX3j3ZK6g/Hnp+sdat3o+rdq1m/+3TNtT4BxyNAgAABAgQIECBAoL/AWAqktkx9\ntK4yz1ZF13uTHWZ8kL3Try4OoREgQIAAAQIECBAgsBUFxlggrQd3fWzvpT0e6ND0fWKP/roS\nIECAAAECBAgQIDAHgaFfxW4OZA5JgAABAgQIECBAgMBQBYb+DtLjM3H1naO+7fjcof7ArEaA\nAAECBAgQIECAwIgEhl4gPTlzebtVzOfzcx8F0irg3IUAAQIECBAgQIDAIgsMvUC6Tybn7Ul9\nx6cu9f26ZJZ28iyd9CFAgAABAgQIECBAYFgCQy+QvpfpunvyiaSKpRckJyQaAQIECBAgQIAA\nAQIEriIwhos0/Dyjfuxk5K++ioANBAgQIECAAAECBAgQmAiMoUCqoX4zeVZSF2w4MNEIECBA\ngAABAgQIECBwFYGxFEg18Jcn9cdYv14rGgECBAgQIECAAAECBKYFxlQgTY/dOgECBAgQIECA\nAAECBDoCCqQOhxUCBAgQIECAAAECBMYsoEAa8+wbOwECBAgQIECAAAECHQEFUofDCgECBAgQ\nIECAAAECYxZQII159o2dAAECBAgQIECAAIGOgAKpw2GFAAECBAgQIECAAIExCyiQxjz7xk6A\nAAECBAgQIECAQEdAgdThsEKAAAECBAgQIECAwJgFFEhjnn1jJ0CAAAECBAgQIECgI6BA6nBY\nIUCAAAECBAgQIEBgzAIKpDHPvrETIECAAAECBAgQINARUCB1OKwQIECAAAECBAgQIDBmAQXS\nmGff2AkQIECAAAECBAgQ6AgokDocVggQIECAAAECBAgQGLOAAmnMs2/sBAgQIECAAAECBAh0\nBBRIHQ4rBAgQIECAAAECBAiMWUCBNObZN3YCBAgQIECAAAECBDoCCqQOhxUCBAgQIECAAAEC\nBMYsoEAa8+wbOwECBAgQIECAAAECHQEFUofDCgECBAgQIECAAAECYxZQII159o2dAAECBAgQ\nIECAAIGOgAKpw2GFAAECBAgQIECAAIExCyiQxjz7xk6AAAECBAgQIECAQEdAgdThsEKAAAEC\nBAgQIECAwJgFFEhjnn1jJ0CAAAECBAgQIECgI6BA6nBYIUCAAAECBAgQIEBgzAIKpDHPvrET\nIECAAAECBAgQINARUCB1OKwQIECAAAECBAgQIDBmAQXSmGff2AkQIECAAAECBAgQ6AgokDoc\nVggQIECAAAECBAgQGLOAAmnMs2/sBAgQIECAAAECBAh0BBRIHQ4rBAgQIECAAAECBAiMWUCB\nNObZN3YCBAgQIECAAAECBDoCCqQOhxUCBAgQIECAAAECBMYsoEAa8+wbOwECBAgQIECAAAEC\nHQEFUofDCgECBAgQIECAAAECYxZQII159o2dAAECBAgQIECAAIGOgAKpw2GFAAECBAgQIECA\nAIExCyiQxjz7xk6AAAECBAgQIECAQEdAgdThsEKAAAECBAgQIECAwJgFFEhjnn1jJ0CAAAEC\nBAgQIECgI6BA6nBYIUCAAAECBAgQIEBgzAIKpDHPvrETIECAAAECBAgQINARUCB1OKwQIECA\nAAECBAgQIDBmAQXSmGff2AkQIECAAAECBAgQ6AgokDocVggQIECAAAECBAgQGLOAAmnMs2/s\nBAgQIECAAAECBAh0BBRIHQ4rBAgQIECAAAECBAiMWUCBNObZN3YCBAgQIECAAAECBDoCCqQO\nhxUCBAgQIECAAAECBMYsoEAa8+wbOwECBAgQIECAAAECHQEFUofDCgECBAgQIECAAAECYxZQ\nII159o2dAAECBAgQIECAAIGOgAKpw2GFAAECBAgQIECAAIExC2w35sEbOwECBDaYwLY5n1sm\nh2+w85rH6XwtBz1/Hgd2TAIECBAgsCUCCqQt0XNfAgQIrK3AnjnccydZ2yNvvKMdNZJxbjx5\nZ0SAAAECKwookFbksZMAAQLrKrApj/a3yVPX9VHX/8Hem4fcfv0f1iMSIECAAIHNCyiQNm+k\nBwECBNZb4Ir1fkCPR4AAAQIECPxKwEUaPBMIECBAgAABAgQIECAwEVAgeSoQIECAAAECBAgQ\nIEBgIqBA8lQgQIAAAQIECBAgQIDARECB5KlAgAABAgQIECBAgACBiYACyVOBAAECBAgQIECA\nAAECEwEFkqcCAQIECBAgQIAAAQIEJgIKJE8FAgQIECBAgAABAgQITAQUSJ4KBAgQIECAAAEC\nBAgQmAgokDwVCBAgQIAAAQIECBAgMBHYbuQS+2b8t0jOTU5OLkk0AgQIECBAgAABAgRGKjD0\nd5CemHk9Lrn61PwemPUvJqclH0hOSM5Jnplsm2gECBAgQIAAAQIECIxQYOgF0iGZ04cnO7Tm\ndu8sfyo5KPlSckzy5uSi5MXJSxONAAECBAgQIECAAIERCozxI3ZVBO2WPDV5TWvOd87yPyZP\nT96bfDjRCBAgQIAAAQIECBAYkcAYC6Q7Z36/kLSLo5ryi5PHJfdOjky2pEDaJ/evj+5tn8zS\ndpylkz4ECBAgQIAAAQIECMxXYIwF0q4h/cgyrHWRhpOSWy+zf9bN30vHFyXtj/atdN/9svNZ\nK3WwjwABAgQIECBAgACB+QuMsUD6cljrIg1LtT2z8eDk2KV29tj2i/T9lx79D01fBVIPMF0J\nECBAgAABAgQIzENg6BdpaMzqI3VvSp6RHJ/UBRoekLRbfSyuPnZX7/p8or3DMgECBAgQIECA\nAAEC4xAY+jtIdbGFayW3Sx4xSW6ubFUMvWuyfL/cviMpjyqg6qp2GgECBAgQIECAAAECIxMY\neoH0tsxnpVpdua4KpSabauOk1d8+qu8fVWFUV7G7ItEIECBAgAABAgQIEBiZwNALpPZ0np+V\n+ujcUh+f+1C21/ePLk00AgQIECBAgAABAgRGKjCmAmmlKa53jzQCBAgQIECAAAECBEYuMJaL\nNIx8mg2fAAECBAgQIECAAIFZBBRIsyjpQ4AAAQIECBAgQIDAKAQUSKOYZoMkQIAAAQIECBAg\nQGAWAQXSLEr6ECBAgAABAgQIECAwCgEF0iim2SAJECBAgAABAgQIEJhFQIE0i5I+BAgQIECA\nAAECBAiMQkCBNIppNkgCBAgQIECAAAECBGYRUCDNoqQPAQIECBAgQIAAAQKjEPCHYkcxzQZJ\ngACBDSWwR87m0OTZG+qs5nMyx+ewH5vPoR2VAAECBOYhoECah6pjEiBAgMBKAjfJzp2SbVfq\nNIB9N84Y7pIokAYwmYZAgMB4BBRI45lrIyVAgMBGEvhmTuauG+mE5nAuL84xbzuH4zokAQIE\nCMxRwHeQ5ojr0AQIECBAgAABAgQILJaAAmmx5svZEiBAgAABAgQIECAwRwEF0hxxHZoAAQIE\nCBAgQIAAgcUSUCAt1nw5WwIECBAgQIAAAQIE5iigQJojrkMTIECAAAECBAgQILBYAgqkxZov\nZ0uAAAECBAgQIECAwBwFFEhzxHVoAgQIECBAgAABAgQWS0CBtFjz5WwJECBAgAABAgQIEJij\ngAJpjrgOTYAAAQIECBAgQIDAYgkokBZrvpwtAQIECBAgQIAAAQJzFFAgzRHXoQkQIECAAAEC\nBAgQWCwBBdJizZezJUCAAAECBAgQIEBgjgIKpDniOjQBAgQIECBAgAABAosloEBarPlytgQI\nECBAgAABAgQIzFFAgTRHXIcmQIAAAQIECBAgQGCxBBRIizVfzpYAAQIECBAgQIAAgTkKKJDm\niOvQBAgQIECAAAECBAgsloACabHmy9kSIECAAAECBAgQIDBHAQXSHHEdmgABAgQIECBAgACB\nxRJQIC3WfDlbAgQIECBAgAABAgTmKKBAmiOuQxMgQIAAAQIECBAgsFgCCqTFmi9nS4AAAQIE\nCBAgQIDAHAUUSHPEdWgCBAgQIECAAAECBBZLQIG0WPPlbAkQIECAAAECBAgQmKOAAmmOuA5N\ngAABAgQIECBAgMBiCSiQFmu+nC0BAgQIECBAgAABAnMUUCDNEdehCRAgQIAAAQIECBBYLAEF\n0mLNl7MlQIAAAQIECBAgQGCOAgqkOeI6NAECBAgQIECAAAECiyWgQFqs+XK2BAgQIECAAAEC\nBAjMUUCBNEdchyZAgAABAgQIECBAYLEEFEiLNV/OlgABAgQIECBAgACBOQookOaI69AECBAg\nQIAAAQIECCyWgAJpsebL2RIgQIAAAQIECBAgMEcBBdIccR2aAAECBAgQIECAAIHFElAgLdZ8\nOVsCBAgQIECAAAECBOYooECaI65DEyBAgAABAgQIECCwWAIKpMWaL2dLgAABAgQIECBAgMAc\nBRRIc8R1aAIECBAgQIAAAQIEFktAgbRY8+VsCRAgQIAAAQIECBCYo4ACaY64Dk2AAAECBAgQ\nIECAwGIJKJAWa76cLQECBAgQIECAAAECcxRQIM0R16EJECBAgAABAgQIEFgsAQXSYs2XsyVA\ngAABAgQIECBAYI4CCqQ54jo0AQIECBAgQIAAAQKLJaBAWqz5crYECBAgQIAAAQIECMxRYLs5\nHtuhN57ATXJKB2+801rzM7ptjnj1NT+qAxIgQKCfwDXS/XrJQ/vdbSF7n5Gz/txCnrmTHrPA\n7TL4/UcC8MWM89SRjHWLh6lA2mLChTrAc3K2j0guWKiz7n+yu+Uul/e/m3sQIEBgTQXumKPd\nJnn1mh514x1sp5xS/X9l7413as6IwIoCr83eWyQXr9hr8XfumiEclzx28YeyPiNQIK2P80Z5\nlG1zIm9JHrNRTmhO5/FvOe695nRshyVAgMCsApvS8UfJdWe9w4L2q1+8vXRBz91pj1ugvmry\nvOSVA2c4NuOr14DajAK+gzQjlG4ECBAgQIAAAQIECAxfQIE0/Dk2QgIECBAgQIAAAQIEZhRQ\nIM0IpRsBAgQIECBAgAABAsMXUCANf46NkAABAgQIECBAgACBGQUUSDNC6UaAAAECBAgQIECA\nwPAFFEjDn2MjJECAAAECBAgQIEBgRgEF0oxQuhEgQIAAAQIECBAgMHwBBdLw59gICRAgQIAA\nAQIECBCYUUCBNCOUbgQIECBAgAABAgQIDF9AgTT8OTZCAgQIECBAgAABAgRmFNhuxn5D6rZ7\nBrNbsmNyUXJe8tNEI0CAAAECBAgQIEBg5AJjeQfp9pnn1ybnJj9OTk1OSs5Kqkj6TnJMslei\nESBAgAABAgQIECAwUoExvIP0vMztCybze0ZuP5tUkVSFUb2TtEeyT/KE5CHJ05LjEo0AAQIE\nCBAgQIAAgZEJDL1A+u3MZxVH70+enXwlWaptysbDkpcnb0pOS45PNAIECBAgQIAAAQIERiRQ\nhcGQWxU7d0pulfx8hoHW95NOT+odpCfN0H+5Lvtlx5eTHZbrMLW9PupY34mq/pdN7VvL1fqY\n4aOTX6zlQTfgscqyTC/ZgOe2lqdUv+Co58zFa3nQDXis+nfq6kn9DF++Ac9vLU+pxlljHPrP\naI3ziuRnyZDbThlcPX+H/m/R9hnjtsnQ5zND3KbmdAzjrP+P1r9D9XM65FbjrDEO/d/cGuex\nyeMSbQaBob+DdJsYfDaZpTgqrp8kJyY3rJUtaKflvg9N6n8as7T6H+i1k3kWR3Ue9XHDt9fC\nwFu9+KqPTn534OOsIvDGySkDH2cN72bJf45gnPtmjGcnlw58rNfN+KpouGDg49w146t/j74/\n8HHW/+tukJw+8HHW8G6e/McIxnnTjPHU5JcDH2u93vtxMvRfYtQ0frX+oxEogQ8m30pmLVTq\nHaT6H/ZLE40AAQIECBAgQIAAAQKDEvjdjKbeOn1XcsgKI6t3cOo7SJ9P6l2cuyQaAQIECBAg\nQIAAAQIEBiVQhc/Tk/o7R1UonZV8LnlP8ubJbX0Erz7SUvsvTf4o0QgQIECAAAECBAgQIDBY\ngbpoQhVE9Z2UKoTaqeLpP5KXJXsnGgECBAgQIECAAAECIxWod1jG1upLs/X3j+pKNPWHY89P\nNAIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAA\nAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAA\nAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAA\nAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAA\nAQIECBAgQIAAAQIECBAgQGD9BDat30N5pA0isMMGOQ+nQYAAAQIECBDYmgJX5MEv3Zon4LE3\npoACaWPOy7zO6nM58CHzOrjjEiDw/9q7E2A7qgKN42bDACYsIUBkC5ggEgxLWIYBSdgyCioT\nx6VQMRSuEcVtBrXGJWIsLa1yqSHjzNQINc6gghJBpBRiBBG0WAxKEBAUiIlAAgnEQCCLZL4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      "text/plain": [
       "Plot with title “Histogram of crime_data$prbarr”"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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Zf9k/o39PzkjORvk1cn9Vt8jcBmBf4rO+habNfNCzQCBAgQIECAAAEC20WgvqTt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zyFdJbnk7jOQ2vFwpyvp9SK7+zSS5Cnct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\nQAEFFFBAAQUUUEABBRRQQAEFFFj5Av8LKRs4nx4SWDoAAAAASUVORK5CYII=",
      "text/plain": [
       "Plot with title “Histogram of crime_data$wser”"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#prob convict is not all numeric data, need to clean one value is \" ' \"\n",
    "summary(crime_data$prbconv)\n",
    "\n",
    "# Notice that the probabilities below have more than 100% probability, this is an error\n",
    "hist(crime_data$prbarr)\n",
    "\n",
    "#there seems to be one outlier in service industry wage making $2,177 per week.  Explore this\n",
    "hist(crime_data$wser)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "`\n",
       "<details>\n",
       "\t<summary style=display:list-item;cursor:pointer>\n",
       "\t\t<strong>Levels</strong>:\n",
       "\t</summary>\n",
       "\t<ol class=list-inline>\n",
       "\t\t<li>''</li>\n",
       "\t\t<li>'`'</li>\n",
       "\t\t<li>'0.068376102'</li>\n",
       "\t\t<li>'0.140350997'</li>\n",
       "\t\t<li>'0.154451996'</li>\n",
       "\t\t<li>'0.203724995'</li>\n",
       "\t\t<li>'0.207830995'</li>\n",
       "\t\t<li>'0.220339'</li>\n",
       "\t\t<li>'0.226361006'</li>\n",
       "\t\t<li>'0.229589999'</li>\n",
       "\t\t<li>'0.248275995'</li>\n",
       "\t\t<li>'0.259833008'</li>\n",
       "\t\t<li>'0.267856985'</li>\n",
       "\t\t<li>'0.271946996'</li>\n",
       "\t\t<li>'0.28947401'</li>\n",
       "\t\t<li>'0.300577998'</li>\n",
       "\t\t<li>'0.308411002'</li>\n",
       "\t\t<li>'0.314606994'</li>\n",
       "\t\t<li>'0.322580993'</li>\n",
       "\t\t<li>'0.325300992'</li>\n",
       "\t\t<li>'0.327868998'</li>\n",
       "\t\t<li>'0.328664005'</li>\n",
       "\t\t<li>'0.334701002'</li>\n",
       "\t\t<li>'0.340490997'</li>\n",
       "\t\t<li>'0.343023002'</li>\n",
       "\t\t<li>'0.347799987'</li>\n",
       "\t\t<li>'0.352941006'</li>\n",
       "\t\t<li>'0.36015299'</li>\n",
       "\t\t<li>'0.364353001'</li>\n",
       "\t\t<li>'0.371879011'</li>\n",
       "\t\t<li>'0.381908'</li>\n",
       "\t\t<li>'0.384236008'</li>\n",
       "\t\t<li>'0.385495991'</li>\n",
       "\t\t<li>'0.386925995'</li>\n",
       "\t\t<li>'0.393413007'</li>\n",
       "\t\t<li>'0.401198'</li>\n",
       "\t\t<li>'0.403780013'</li>\n",
       "\t\t<li>'0.406780005'</li>\n",
       "\t\t<li>'0.410596013'</li>\n",
       "\t\t<li>'0.412698001'</li>\n",
       "\t\t<li>'0.426777989'</li>\n",
       "\t\t<li>'0.436441004'</li>\n",
       "\t\t<li>'0.438960999'</li>\n",
       "\t\t<li>'0.443114012'</li>\n",
       "\t\t<li>'0.443681002'</li>\n",
       "\t\t<li>'0.449999988'</li>\n",
       "\t\t<li>'0.450567007'</li>\n",
       "\t\t<li>'0.452829987'</li>\n",
       "\t\t<li>'0.457210004'</li>\n",
       "\t\t<li>'0.459215999'</li>\n",
       "\t\t<li>'0.468531013'</li>\n",
       "\t\t<li>'0.476563007'</li>\n",
       "\t\t<li>'0.477732986'</li>\n",
       "\t\t<li>'0.492940009'</li>\n",
       "\t\t<li>'0.493438005'</li>\n",
       "\t\t<li>'0.495575011'</li>\n",
       "\t\t<li>'0.50819701'</li>\n",
       "\t\t<li>'0.515464008'</li>\n",
       "\t\t<li>'0.520606995'</li>\n",
       "\t\t<li>'0.520709991'</li>\n",
       "\t\t<li>'0.522387981'</li>\n",
       "\t\t<li>'0.525424004'</li>\n",
       "\t\t<li>'0.527595997'</li>\n",
       "\t\t<li>'0.528302014'</li>\n",
       "\t\t<li>'0.548494995'</li>\n",
       "\t\t<li>'0.549019992'</li>\n",
       "\t\t<li>'0.559822977'</li>\n",
       "\t\t<li>'0.571429014'</li>\n",
       "\t\t<li>'0.573943973'</li>\n",
       "\t\t<li>'0.588859022'</li>\n",
       "\t\t<li>'0.589905024'</li>\n",
       "\t\t<li>'0.595077991'</li>\n",
       "\t\t<li>'0.62251699'</li>\n",
       "\t\t<li>'0.722972989'</li>\n",
       "\t\t<li>'0.736908972'</li>\n",
       "\t\t<li>'0.739394009'</li>\n",
       "\t\t<li>'0.763333023'</li>\n",
       "\t\t<li>'0.769231021'</li>\n",
       "\t\t<li>'0.781608999'</li>\n",
       "\t\t<li>'0.793232977'</li>\n",
       "\t\t<li>'0.909090996'</li>\n",
       "\t\t<li>'0.972972989'</li>\n",
       "\t\t<li>'1.015380025'</li>\n",
       "\t\t<li>'1.068969965'</li>\n",
       "\t\t<li>'1.182929993'</li>\n",
       "\t\t<li>'1.225610018'</li>\n",
       "\t\t<li>'1.234380007'</li>\n",
       "\t\t<li>'1.358139992'</li>\n",
       "\t\t<li>'1.481480002'</li>\n",
       "\t\t<li>'1.5'</li>\n",
       "\t\t<li>'1.670519948'</li>\n",
       "\t\t<li>'2.121210098'</li>\n",
       "\t</ol>\n",
       "</details>"
      ],
      "text/latex": [
       "`\n",
       "\\emph{Levels}: \\begin{enumerate*}\n",
       "\\item ''\n",
       "\\item '`'\n",
       "\\item '0.068376102'\n",
       "\\item '0.140350997'\n",
       "\\item '0.154451996'\n",
       "\\item '0.203724995'\n",
       "\\item '0.207830995'\n",
       "\\item '0.220339'\n",
       "\\item '0.226361006'\n",
       "\\item '0.229589999'\n",
       "\\item '0.248275995'\n",
       "\\item '0.259833008'\n",
       "\\item '0.267856985'\n",
       "\\item '0.271946996'\n",
       "\\item '0.28947401'\n",
       "\\item '0.300577998'\n",
       "\\item '0.308411002'\n",
       "\\item '0.314606994'\n",
       "\\item '0.322580993'\n",
       "\\item '0.325300992'\n",
       "\\item '0.327868998'\n",
       "\\item '0.328664005'\n",
       "\\item '0.334701002'\n",
       "\\item '0.340490997'\n",
       "\\item '0.343023002'\n",
       "\\item '0.347799987'\n",
       "\\item '0.352941006'\n",
       "\\item '0.36015299'\n",
       "\\item '0.364353001'\n",
       "\\item '0.371879011'\n",
       "\\item '0.381908'\n",
       "\\item '0.384236008'\n",
       "\\item '0.385495991'\n",
       "\\item '0.386925995'\n",
       "\\item '0.393413007'\n",
       "\\item '0.401198'\n",
       "\\item '0.403780013'\n",
       "\\item '0.406780005'\n",
       "\\item '0.410596013'\n",
       "\\item '0.412698001'\n",
       "\\item '0.426777989'\n",
       "\\item '0.436441004'\n",
       "\\item '0.438960999'\n",
       "\\item '0.443114012'\n",
       "\\item '0.443681002'\n",
       "\\item '0.449999988'\n",
       "\\item '0.450567007'\n",
       "\\item '0.452829987'\n",
       "\\item '0.457210004'\n",
       "\\item '0.459215999'\n",
       "\\item '0.468531013'\n",
       "\\item '0.476563007'\n",
       "\\item '0.477732986'\n",
       "\\item '0.492940009'\n",
       "\\item '0.493438005'\n",
       "\\item '0.495575011'\n",
       "\\item '0.50819701'\n",
       "\\item '0.515464008'\n",
       "\\item '0.520606995'\n",
       "\\item '0.520709991'\n",
       "\\item '0.522387981'\n",
       "\\item '0.525424004'\n",
       "\\item '0.527595997'\n",
       "\\item '0.528302014'\n",
       "\\item '0.548494995'\n",
       "\\item '0.549019992'\n",
       "\\item '0.559822977'\n",
       "\\item '0.571429014'\n",
       "\\item '0.573943973'\n",
       "\\item '0.588859022'\n",
       "\\item '0.589905024'\n",
       "\\item '0.595077991'\n",
       "\\item '0.62251699'\n",
       "\\item '0.722972989'\n",
       "\\item '0.736908972'\n",
       "\\item '0.739394009'\n",
       "\\item '0.763333023'\n",
       "\\item '0.769231021'\n",
       "\\item '0.781608999'\n",
       "\\item '0.793232977'\n",
       "\\item '0.909090996'\n",
       "\\item '0.972972989'\n",
       "\\item '1.015380025'\n",
       "\\item '1.068969965'\n",
       "\\item '1.182929993'\n",
       "\\item '1.225610018'\n",
       "\\item '1.234380007'\n",
       "\\item '1.358139992'\n",
       "\\item '1.481480002'\n",
       "\\item '1.5'\n",
       "\\item '1.670519948'\n",
       "\\item '2.121210098'\n",
       "\\end{enumerate*}\n"
      ],
      "text/markdown": [
       "`\n",
       "**Levels**: 1. ''\n",
       "2. '`'\n",
       "3. '0.068376102'\n",
       "4. '0.140350997'\n",
       "5. '0.154451996'\n",
       "6. '0.203724995'\n",
       "7. '0.207830995'\n",
       "8. '0.220339'\n",
       "9. '0.226361006'\n",
       "10. '0.229589999'\n",
       "11. '0.248275995'\n",
       "12. '0.259833008'\n",
       "13. '0.267856985'\n",
       "14. '0.271946996'\n",
       "15. '0.28947401'\n",
       "16. '0.300577998'\n",
       "17. '0.308411002'\n",
       "18. '0.314606994'\n",
       "19. '0.322580993'\n",
       "20. '0.325300992'\n",
       "21. '0.327868998'\n",
       "22. '0.328664005'\n",
       "23. '0.334701002'\n",
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       "27. '0.352941006'\n",
       "28. '0.36015299'\n",
       "29. '0.364353001'\n",
       "30. '0.371879011'\n",
       "31. '0.381908'\n",
       "32. '0.384236008'\n",
       "33. '0.385495991'\n",
       "34. '0.386925995'\n",
       "35. '0.393413007'\n",
       "36. '0.401198'\n",
       "37. '0.403780013'\n",
       "38. '0.406780005'\n",
       "39. '0.410596013'\n",
       "40. '0.412698001'\n",
       "41. '0.426777989'\n",
       "42. '0.436441004'\n",
       "43. '0.438960999'\n",
       "44. '0.443114012'\n",
       "45. '0.443681002'\n",
       "46. '0.449999988'\n",
       "47. '0.450567007'\n",
       "48. '0.452829987'\n",
       "49. '0.457210004'\n",
       "50. '0.459215999'\n",
       "51. '0.468531013'\n",
       "52. '0.476563007'\n",
       "53. '0.477732986'\n",
       "54. '0.492940009'\n",
       "55. '0.493438005'\n",
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       "57. '0.50819701'\n",
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       "59. '0.520606995'\n",
       "60. '0.520709991'\n",
       "61. '0.522387981'\n",
       "62. '0.525424004'\n",
       "63. '0.527595997'\n",
       "64. '0.528302014'\n",
       "65. '0.548494995'\n",
       "66. '0.549019992'\n",
       "67. '0.559822977'\n",
       "68. '0.571429014'\n",
       "69. '0.573943973'\n",
       "70. '0.588859022'\n",
       "71. '0.589905024'\n",
       "72. '0.595077991'\n",
       "73. '0.62251699'\n",
       "74. '0.722972989'\n",
       "75. '0.736908972'\n",
       "76. '0.739394009'\n",
       "77. '0.763333023'\n",
       "78. '0.769231021'\n",
       "79. '0.781608999'\n",
       "80. '0.793232977'\n",
       "81. '0.909090996'\n",
       "82. '0.972972989'\n",
       "83. '1.015380025'\n",
       "84. '1.068969965'\n",
       "85. '1.182929993'\n",
       "86. '1.225610018'\n",
       "87. '1.234380007'\n",
       "88. '1.358139992'\n",
       "89. '1.481480002'\n",
       "90. '1.5'\n",
       "91. '1.670519948'\n",
       "92. '2.121210098'\n",
       "\n",
       "\n"
      ],
      "text/plain": [
       "[1] `\n",
       "92 Levels:  ` 0.068376102 0.140350997 0.154451996 0.203724995 ... 2.121210098"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "&lt;NA&gt;"
      ],
      "text/latex": [
       "<NA>"
      ],
      "text/markdown": [
       "&lt;NA&gt;"
      ],
      "text/plain": [
       "[1] NA"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#97th entry has single quote\n",
    "crime_data$prbconv[97]\n",
    "\n",
    "#updated df has no na\n",
    "df2 = na.omit(crime_data)\n",
    "\n",
    "#cast prbconv as numeric\n",
    "df2$prbconv_new = as.numeric(as.character(df2$prbconv))\n",
    "\n",
    "#now quote is NA\n",
    "df2$prbconv_new[97]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "'duplicate counties'"
      ],
      "text/latex": [
       "'duplicate counties'"
      ],
      "text/markdown": [
       "'duplicate counties'"
      ],
      "text/plain": [
       "[1] \"duplicate counties\""
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<table>\n",
       "<thead><tr><th></th><th scope=col>county</th><th scope=col>year</th><th scope=col>crmrte</th><th scope=col>prbarr</th><th scope=col>prbconv</th><th scope=col>prbpris</th><th scope=col>avgsen</th><th scope=col>polpc</th><th scope=col>density</th><th scope=col>taxpc</th><th scope=col>⋯</th><th scope=col>wtrd</th><th scope=col>wfir</th><th scope=col>wser</th><th scope=col>wmfg</th><th scope=col>wfed</th><th scope=col>wsta</th><th scope=col>wloc</th><th scope=col>mix</th><th scope=col>pctymle</th><th scope=col>prbconv_new</th></tr></thead>\n",
       "<tbody>\n",
       "\t<tr><th scope=row>89</th><td>193        </td><td>87         </td><td>0.0235277  </td><td>0.266055   </td><td>0.588859022</td><td>0.423423   </td><td>5.86       </td><td>0.00117887 </td><td>0.8138298  </td><td>28.51783   </td><td>⋯          </td><td>268.3836   </td><td>365.0196   </td><td>295.9352   </td><td>295.63     </td><td>468.26     </td><td>337.88     </td><td>348.74     </td><td>0.1105016  </td><td>0.07819394 </td><td>0.588859   </td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "\\begin{tabular}{r|llllllllllllllllllllllllll}\n",
       "  & county & year & crmrte & prbarr & prbconv & prbpris & avgsen & polpc & density & taxpc & ⋯ & wtrd & wfir & wser & wmfg & wfed & wsta & wloc & mix & pctymle & prbconv\\_new\\\\\n",
       "\\hline\n",
       "\t89 & 193         & 87          & 0.0235277   & 0.266055    & 0.588859022 & 0.423423    & 5.86        & 0.00117887  & 0.8138298   & 28.51783    & ⋯           & 268.3836    & 365.0196    & 295.9352    & 295.63      & 468.26      & 337.88      & 348.74      & 0.1105016   & 0.07819394  & 0.588859   \\\\\n",
       "\\end{tabular}\n"
      ],
      "text/markdown": [
       "\n",
       "| <!--/--> | county | year | crmrte | prbarr | prbconv | prbpris | avgsen | polpc | density | taxpc | ⋯ | wtrd | wfir | wser | wmfg | wfed | wsta | wloc | mix | pctymle | prbconv_new | \n",
       "|---|\n",
       "| 89 | 193         | 87          | 0.0235277   | 0.266055    | 0.588859022 | 0.423423    | 5.86        | 0.00117887  | 0.8138298   | 28.51783    | ⋯           | 268.3836    | 365.0196    | 295.9352    | 295.63      | 468.26      | 337.88      | 348.74      | 0.1105016   | 0.07819394  | 0.588859    | \n",
       "\n",
       "\n"
      ],
      "text/plain": [
       "   county year crmrte    prbarr   prbconv     prbpris  avgsen polpc     \n",
       "89 193    87   0.0235277 0.266055 0.588859022 0.423423 5.86   0.00117887\n",
       "   density   taxpc    ⋯ wtrd     wfir     wser     wmfg   wfed   wsta   wloc  \n",
       "89 0.8138298 28.51783 ⋯ 268.3836 365.0196 295.9352 295.63 468.26 337.88 348.74\n",
       "   mix       pctymle    prbconv_new\n",
       "89 0.1105016 0.07819394 0.588859   "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "'data check'"
      ],
      "text/latex": [
       "'data check'"
      ],
      "text/markdown": [
       "'data check'"
      ],
      "text/plain": [
       "[1] \"data check\""
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<table>\n",
       "<thead><tr><th></th><th scope=col>county</th><th scope=col>year</th><th scope=col>crmrte</th><th scope=col>prbarr</th><th scope=col>prbconv</th><th scope=col>prbpris</th><th scope=col>avgsen</th><th scope=col>polpc</th><th scope=col>density</th><th scope=col>taxpc</th><th scope=col>⋯</th><th scope=col>wtrd</th><th scope=col>wfir</th><th scope=col>wser</th><th scope=col>wmfg</th><th scope=col>wfed</th><th scope=col>wsta</th><th scope=col>wloc</th><th scope=col>mix</th><th scope=col>pctymle</th><th scope=col>prbconv_new</th></tr></thead>\n",
       "<tbody>\n",
       "\t<tr><th scope=row>88</th><td>193        </td><td>87         </td><td>0.0235277  </td><td>0.266055   </td><td>0.588859022</td><td>0.423423   </td><td>5.86       </td><td>0.00117887 </td><td>0.8138298  </td><td>28.51783   </td><td>⋯          </td><td>268.3836   </td><td>365.0196   </td><td>295.9352   </td><td>295.63     </td><td>468.26     </td><td>337.88     </td><td>348.74     </td><td>0.1105016  </td><td>0.07819394 </td><td>0.588859   </td></tr>\n",
       "\t<tr><th scope=row>89</th><td>193        </td><td>87         </td><td>0.0235277  </td><td>0.266055   </td><td>0.588859022</td><td>0.423423   </td><td>5.86       </td><td>0.00117887 </td><td>0.8138298  </td><td>28.51783   </td><td>⋯          </td><td>268.3836   </td><td>365.0196   </td><td>295.9352   </td><td>295.63     </td><td>468.26     </td><td>337.88     </td><td>348.74     </td><td>0.1105016  </td><td>0.07819394 </td><td>0.588859   </td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "\\begin{tabular}{r|llllllllllllllllllllllllll}\n",
       "  & county & year & crmrte & prbarr & prbconv & prbpris & avgsen & polpc & density & taxpc & ⋯ & wtrd & wfir & wser & wmfg & wfed & wsta & wloc & mix & pctymle & prbconv\\_new\\\\\n",
       "\\hline\n",
       "\t88 & 193         & 87          & 0.0235277   & 0.266055    & 0.588859022 & 0.423423    & 5.86        & 0.00117887  & 0.8138298   & 28.51783    & ⋯           & 268.3836    & 365.0196    & 295.9352    & 295.63      & 468.26      & 337.88      & 348.74      & 0.1105016   & 0.07819394  & 0.588859   \\\\\n",
       "\t89 & 193         & 87          & 0.0235277   & 0.266055    & 0.588859022 & 0.423423    & 5.86        & 0.00117887  & 0.8138298   & 28.51783    & ⋯           & 268.3836    & 365.0196    & 295.9352    & 295.63      & 468.26      & 337.88      & 348.74      & 0.1105016   & 0.07819394  & 0.588859   \\\\\n",
       "\\end{tabular}\n"
      ],
      "text/markdown": [
       "\n",
       "| <!--/--> | county | year | crmrte | prbarr | prbconv | prbpris | avgsen | polpc | density | taxpc | ⋯ | wtrd | wfir | wser | wmfg | wfed | wsta | wloc | mix | pctymle | prbconv_new | \n",
       "|---|---|\n",
       "| 88 | 193         | 87          | 0.0235277   | 0.266055    | 0.588859022 | 0.423423    | 5.86        | 0.00117887  | 0.8138298   | 28.51783    | ⋯           | 268.3836    | 365.0196    | 295.9352    | 295.63      | 468.26      | 337.88      | 348.74      | 0.1105016   | 0.07819394  | 0.588859    | \n",
       "| 89 | 193         | 87          | 0.0235277   | 0.266055    | 0.588859022 | 0.423423    | 5.86        | 0.00117887  | 0.8138298   | 28.51783    | ⋯           | 268.3836    | 365.0196    | 295.9352    | 295.63      | 468.26      | 337.88      | 348.74      | 0.1105016   | 0.07819394  | 0.588859    | \n",
       "\n",
       "\n"
      ],
      "text/plain": [
       "   county year crmrte    prbarr   prbconv     prbpris  avgsen polpc     \n",
       "88 193    87   0.0235277 0.266055 0.588859022 0.423423 5.86   0.00117887\n",
       "89 193    87   0.0235277 0.266055 0.588859022 0.423423 5.86   0.00117887\n",
       "   density   taxpc    ⋯ wtrd     wfir     wser     wmfg   wfed   wsta   wloc  \n",
       "88 0.8138298 28.51783 ⋯ 268.3836 365.0196 295.9352 295.63 468.26 337.88 348.74\n",
       "89 0.8138298 28.51783 ⋯ 268.3836 365.0196 295.9352 295.63 468.26 337.88 348.74\n",
       "   mix       pctymle    prbconv_new\n",
       "88 0.1105016 0.07819394 0.588859   \n",
       "89 0.1105016 0.07819394 0.588859   "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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7hdelyf42ieEq01rc/CPGblZHS4i4AnSF2Utm6felvbWj+ju1r3zK1rgpoIEBiT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      "text/plain": [
       "Plot with title “Histogram of df2$prbconv_new”"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#duplicate county 193\n",
    "paste('duplicate counties')\n",
    "df2[duplicated(df2$county),]\n",
    "\n",
    "# Data is the same\n",
    "paste('data check')\n",
    "df2[which(df2$county == 193),]\n",
    "\n",
    "#new df dropping duplicates\n",
    "df3 = df2[!duplicated(df2$county),]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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ExTb/1l9jGJutGrv9r+UaJ9E/OELDel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\nCfwfbwodzvKizh4AAAAASUVORK5CYII=",
      "text/plain": [
       "Plot with title “Histogram of df3$prbconv_new”"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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q4oOinrRyf/kvx98q7k48nXk+rz7eThiUaAAAECBAgQIECAAIHJCTwkI6rCpwqh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\noIACCiiggAKjLPD/QIuwEpdBVUgAAAAASUVORK5CYII=",
      "text/plain": [
       "Plot with title “Histogram of df2$prbpris”"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#prvconv is the ratio of convictions to arrests.  Why would there ever be more convictions than arrests?\n",
    "hist(df3$prbconv_new)\n",
    "\n",
    "#prbpris is convictions resulting in prison to total convictions.  Looks good\n",
    "\n",
    "hist(df2$prbpris)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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CBAgMAyApde5iDHECBAgAABAgQIECBAYIwCCqQxjqo+ESBAgAABAgQIECCwlIAC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\ngR0I/B+SGX/DuJKgogAAAABJRU5ErkJggg==",
      "text/plain": [
       "Plot with title “Histogram of df3$crmrte”"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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AECBAgQIECAAIGlEFAgLcU0OUkCBAgQIECAAAECBNZDQIG0HspegwABAgQIECBA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\ngAACCCCAAAKzRuB/uVT9nOzisA4AAAAASUVORK5CYII=",
      "text/plain": [
       "Plot with title “Histogram of df3$polpc”"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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CBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBA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\nnNTA+QAAAABJRU5ErkJggg==",
      "text/plain": [
       "Plot with title “Histogram of df3$density”"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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gQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQI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\ngg==",
      "text/plain": [
       "Plot with title “Histogram of df3$pctymle”"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#sanity checks with quick hist plots\n",
    "hist(df3$crmrte)\n",
    "hist(df3$polpc)\n",
    "hist(df3$density)\n",
    "hist(df3$pctymle)\n",
    "hist(df3$pctymle)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table>\n",
       "<thead><tr><th></th><th scope=col>county</th><th scope=col>year</th><th scope=col>crmrte</th><th scope=col>prbarr</th><th scope=col>prbconv</th><th scope=col>prbpris</th><th scope=col>avgsen</th><th scope=col>polpc</th><th scope=col>density</th><th scope=col>taxpc</th><th scope=col>⋯</th><th scope=col>wtrd</th><th scope=col>wfir</th><th scope=col>wser</th><th scope=col>wmfg</th><th scope=col>wfed</th><th scope=col>wsta</th><th scope=col>wloc</th><th scope=col>mix</th><th scope=col>pctymle</th><th scope=col>prbconv_new</th></tr></thead>\n",
       "<tbody>\n",
       "\t<tr><th scope=row>51</th><td>115       </td><td>87        </td><td>0.0055332 </td><td>1.09091   </td><td>1.5       </td><td>0.5       </td><td>20.7      </td><td>0.00905433</td><td>0.3858093 </td><td>28.1931   </td><td>⋯         </td><td>217.4908  </td><td>342.4658  </td><td>245.2061  </td><td>448.42    </td><td>442.2     </td><td>340.39    </td><td>386.12    </td><td>0.1       </td><td>0.07253495</td><td>1.5       </td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "\\begin{tabular}{r|llllllllllllllllllllllllll}\n",
       "  & county & year & crmrte & prbarr & prbconv & prbpris & avgsen & polpc & density & taxpc & ⋯ & wtrd & wfir & wser & wmfg & wfed & wsta & wloc & mix & pctymle & prbconv\\_new\\\\\n",
       "\\hline\n",
       "\t51 & 115        & 87         & 0.0055332  & 1.09091    & 1.5        & 0.5        & 20.7       & 0.00905433 & 0.3858093  & 28.1931    & ⋯          & 217.4908   & 342.4658   & 245.2061   & 448.42     & 442.2      & 340.39     & 386.12     & 0.1        & 0.07253495 & 1.5       \\\\\n",
       "\\end{tabular}\n"
      ],
      "text/markdown": [
       "\n",
       "| <!--/--> | county | year | crmrte | prbarr | prbconv | prbpris | avgsen | polpc | density | taxpc | ⋯ | wtrd | wfir | wser | wmfg | wfed | wsta | wloc | mix | pctymle | prbconv_new | \n",
       "|---|\n",
       "| 51 | 115        | 87         | 0.0055332  | 1.09091    | 1.5        | 0.5        | 20.7       | 0.00905433 | 0.3858093  | 28.1931    | ⋯          | 217.4908   | 342.4658   | 245.2061   | 448.42     | 442.2      | 340.39     | 386.12     | 0.1        | 0.07253495 | 1.5        | \n",
       "\n",
       "\n"
      ],
      "text/plain": [
       "   county year crmrte    prbarr  prbconv prbpris avgsen polpc      density  \n",
       "51 115    87   0.0055332 1.09091 1.5     0.5     20.7   0.00905433 0.3858093\n",
       "   taxpc   ⋯ wtrd     wfir     wser     wmfg   wfed  wsta   wloc   mix\n",
       "51 28.1931 ⋯ 217.4908 342.4658 245.2061 448.42 442.2 340.39 386.12 0.1\n",
       "   pctymle    prbconv_new\n",
       "51 0.07253495 1.5        "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#exploring prob arrest.  It looks like only county 115 had an issue\n",
    "df3[ which(df3$prbarr > 1),]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Updating HTML index of packages in '.Library'\n",
      "Making 'packages.html' ... done\n"
     ]
    },
    {
     "ename": "ERROR",
     "evalue": "Error in -c(\"prbconv\"): invalid argument to unary operator\n",
     "output_type": "error",
     "traceback": [
      "Error in -c(\"prbconv\"): invalid argument to unary operator\nTraceback:\n",
      "1. subset(df3, select = -c(\"prbconv\"))",
      "2. subset.data.frame(df3, select = -c(\"prbconv\"))",
      "3. eval(substitute(select), nl, parent.frame())",
      "4. eval(substitute(select), nl, parent.frame())"
     ]
    }
   ],
   "source": [
    "install.packages(\"corrplot\")\n",
    "library(corrplot)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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z/l888/dxUPFpYESCB8ArQghc+OZ5IA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\nmkS61tHo0aPtD58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s5fCvsskWkMZ3Gl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\nS/sAAAAASUVORK5CYII=",
      "text/plain": [
       "Plot with title “”"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Correlation plot of crime rate and legal variables\n",
    "legal_cor <- cor(df3[c('crmrte','prbarr','prbpris','avgsen','polpc','prbconv_new', 'mix')])\n",
    "\n",
    "corrplot(legal_cor, type = \"upper\", order = \"hclust\", \n",
    "         tl.col = \"black\", tl.srt = 45)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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lVeeOEFufjii2kk7ZUWdwg7gbfeeksO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SmRa6+9Vi699FJ5+umnTV/yT3/6k9x2221y4YUXyv77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\nAc/HTbJVS09PlRMH9Y6omm5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QQQ8EqA\nAMkracpBAAEEEEAAAQQQQAAB3wsQIPm+i6ggAggggAACCCCAAAIIeCVAgOSVNOUggAACCCCA\nAAIIIICA7wX+Hx2EvqgqnxCRAAAAAElFTkSuQmCC",
      "text/plain": [
       "Plot with title “”"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Correlation plot of crime rate and wage variables\n",
    "wage_cor <- cor(df3[c('crmrte','wcon', 'wtuc' ,'wtrd' ,'wfir', 'wser', 'wmfg' ,'wfed' ,'wsta' ,'wloc')])\n",
    "\n",
    "corrplot(wage_cor, type = \"upper\", order = \"hclust\", \n",
    "         tl.col = \"black\", tl.srt = 45)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 101,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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AmQAAmQgMsIwG/ooIMOkm7duslVV10l\nW7Zs0eG8161bp2eUhgwZIuXl5QJ/I4T0hoh69913pUmTJjvVtEePHtK6dWv57rvvdtrHDSTg\nRwKZfqw060wCJEACJEACJEACbiZw2WWXSU5OjsyePVuaNWumq4KodYcccoi89dZbAoGEIAxv\nv/22nHTSSfLFF1/IoEGDtFjq2LFjsOqbNm2S9evX6zWTghv5gQR8ToAmdj5vAKw+CZAACZAA\nCZCAuwhs375dR56D6ZwpjlCDgQMHSosWLQQzQj///LN88803WkRNmTJFm9vB1wiLxN57772y\nZMkSmTNnjpx66qlSUVEh1157rbsgxFhaBKF49NFHtbnhwQcfrE0RI0X5i/HUzO5BAjSx8+BN\nZZVIgARIgATcQSAvLy+syZM7Ss9SpopAcXGxNGrUSNq3by/wMUpPrxrv/vzzzwXR6xo0aCAI\n3oDUq1cvGTt2rJx88snyyiuvyF133SWrVq0KFr1NmzYyfvx4OfbYY4PbvPZhw4YNMnz4cPnl\nl1+kT58+UlBQICtXrpR69erJuHHj5NJLL/ValVmfOAlQIMUJkIeTAAmQAAmQQF0IfP/999qx\nHqP6WLOGiQRiIQBBA98idPzhgzRv3jz5z3/+I1u3bpUbb7xR9ttvPx2d7sEHH9SC4LPPPpOh\nQ4dKZWWlILgD/I06dOigZ1RatWoVy6Vdl/f444/X9f3oo4/0LBtmzCAKIYxghvjjjz/KXnvt\n5bp6scCJI0CBlDi2PDMJuIZASUmJduZlJ801t4wF9QCBl156SRCC+YknnpArr7zSAzViFZJJ\nYM2aNTJy5MhqgRXQ2YdZHYI3mAmzJgceeKA2u/OqSVlNzzAIQZjUPf/883LxxRdrLMiPGTWE\nR0d48xEjRsiCBQsEUQCZSAAEKJDYDkjA5wTwoIADLxYLnDx5Mkeyfd4eWP3kESgtLZVdd91V\n+4hg/ZqMjIzkXZxX8gyBGTNmaD+kW2+9Vc+GTJo0aae6nXbaafLee+9Jfn6+Nr/bKYOLN9T2\nDHv22Wfl8ssvF4hDmNeFE0eYScLzD2Z3/B66uDHYWHQGabARJk9FAm4kgIcBZo7wkIXJxo4d\nO9xYDZaZBFxHIDs7WzvGL1u2TLgGjetun2MKfNhhh+nAC19//bW0bNkybLkQyAHtDTNMXku1\nPcNQbyQEpQgnjrAPAxSYkcOLiQRAgDNIbAckQALavO6MM87QI4x42HImiY2CBJJDACP6nTp1\nkt12201HFEvOVXkVtxNARLasrKxq1WjevLke7IKpWOPGjYP70Mb22GMPHawBob69mLDeU6Rn\nGGaFunbtqn2M4HNlNaszWVxyySXywgsvyNq1a6Vdu3bmZr77mABnkHx881l1EjAJYFQRdtin\nnHIKZ5JMKHwngToSQIc0NCEgw5FHHikwfzIMI7gbHVmY//zwww/6uxfcwQ8kEEJg27Ztcv75\n5+vodQiqcNNNNwmEkpnOO+88PQOCgASYEUFauHCh4G+sdfTYY4+ZWT33XtMzrEuXLtrX7/ff\nfxcEqnj99de1z5EJAUEtsIDugAEDKI5MKHwX/FAzkQAJkIAmoB62hhJJ6L0ZaibJUKFQSYYE\nSCBGAvgOffDBB8GjVMQsQ41uG2lpafq71bdvX+PVV1818H1DWrdunaHCDRvHHXdc8Bh+IAEr\nAWUaZqDd4LdZrXFkKGGtP6uQ3oYyi9ZZVVhv46ijjtLbkU+JBt3m1LpIhhLm1tN59nOkZxgY\nmfxUwAZj5syZBniptaIMtXiuoRbcNdQghWe5sGKxE6BAip0ZjyABTxOI9IDxdKVZORKwkUDn\nzp0NZf6kRZKKoGWoxTx1J1Y5iRsXXXSR7oyhA6vMfownn3zSUAFSjOuvv153Zv/44w8bS8JT\neYXAmDFjtPD58MMPdZU2btxoDBkyRG8bPHhwUCSpEN6GCl9tnHnmmcbRRx9t3HHHHcbq1au9\ngiGqekR6hqmZIkNFrgsKSHwH8Wrbtq0xderUqM7NTP4hQB8k9e1gIgG/E9i8eXM1596a7Ln9\nzor135nAr7/+Kk899ZReh6Vjx456rRWY+3jRIXzn2ot2/EYUSDjCI82aNUuGDRsmWMwTC1Ee\ncMAB8vHHH0v9+vX1fixaqYSRPPPMM4LvHpiNHj1a7rvvPr0uEnwhmEgABLBeD3xolIDW7Qwm\nYmZSQkBOP/10UbOVokSSfPLJJ56LUGfWtbZ3JRi16SEWyEWq6Rk2ZcoUgS8Wjtl3333lnHPO\nEa+vA1UbP+4PQ8A/WpA1JQESCCWgnFUNFWZYj6L17t3bUH4SwSyRRuGCGfiBBBQBzIBgtkRF\nzzL69++vzXrUo0abrfhh5BqmT2rxTUMtymls2bIl2CbU2kbBkeo33ngjuN36AWY/Slhqkykw\nwwumPjC5Y/IfgfXr1+9UaRV+2lCdd6Nnz566rYRmUKHig7Mi1pmk0Hxe/VsFVQjOpOG7c/PN\nNwdNV/kM8+pdT069aGKXHM68Cgk4joBy2DXS09ON9u3b684s/CPU6Fs1UwM+YBx32xxVIAhq\nFWLXuOCCC4ImPkuXLjUGDhyoO/tqdNtR5U1EYWDSpBZ71QJx7ty5+hLYtueeexpqsU7tK2Ka\n20W6PnyU4LNkcoNZFJO/CMDEC7+/L7/8crWK//jjj4aamdTfp0g+an4WSfCVxbPrkEMO0aZy\nGGQYPny4oWZvNUc+w6o1J/4RAwEKpBhgMSsJeIUAHFTNji1GwJEmTpyoH8JwFrfaY4c+YPAw\nZiIBEICPA/xorG0CbQdt6NBDD9VBPjCLlJeX52lgEETLly/XdUSHFjNJqDecwP/3v/9FJZJM\nQOjwtW7duhpTc59X383fIK/WL5p6IVgAgilgxig0WUUSZibDJVMkqYhtxqpVq8Jl8dy2zz//\nXD+z3nrrLV03Za5qqEiReltNIsn6e+U5KKyQbQQokGxDyRORgHsIwFxDrbsSHGVDye+55x5D\nLRhrqEX1dAf3008/DVbIFEl33313cJvXPsyePdv4xz/+oSOJ3XbbbQZMN5gMA7MbZpSsUB67\n7LKLMXLkyODmUHGkfJOMNm3aGGol+2AeL39QoZWNJk2a7GRuF4tIMgcq1KKfXkal64bIaojI\nhhmA/fff30BACz8niGyIbeU/Y3z11VfVUJgiCbP+iIAYLqHjrxY6DbfLk9tee+01o3v37vo3\nyqwgZo7UgucRRZKXn2EmA77bQ4ACyR6OPAsJuIaAchDXD4977703WGaEN4UwGjdunPHKK6/o\n/fj7nXfeCeZBR9mrCX40mFGDKRQ6IOiwKWdor1Y3pnphZPvwww8PG/JdBRcw9tlnH32+UHGE\njejkw+QFJnh+SKa5Heoc6pNkFUkY8UYn+M477zRWrFhRDQ2+czg+kt9Stcwu/kOtRaPrqRY3\n1bOQqLMKYuGbcNQ13brLLrtM/w5FMrerSSTVdF4v7EPERwzmITIkfK5gWheaIokkLz/DQhnw\n7/gJUCDFz5BnIAFXEYD5BQQATBGQYP6EUTh06NBpQ1ILC+rOC/Kdd955njaRUqvOa2F01lln\nabMotaCiMWPGDM2B/xk6ZDA6rxBJ27dvN84999zgGj9q0UrdTq655ppqZnUmt9zcXL0fM3N+\nSbWJJMww4XsF3z9wtfobqYUsDYQIh7P5smXLPIsM7QhmhEcccUQwsAVmA+CDg4GZjz76yLN1\nj6ZiprkdhBBF0t/EIHz22GMP/b3BdwcvDGyF+72OJJL+Phs/kUDNBCiQaubDvQ4j4HVfhkTh\nxqzRFVdcoUescY2zzz7bgP020sUXX6wfMjDhMNMNN9ygTfDgNO51kwQstIhIfpH8ICAaYSrm\n1wTzytNOO013RuAjgQ6sCiescUBcwiwTHRUVynqnWaa77rpL75s8ebJn8WFtFRUy2EBESDPV\nJJJ++uknPWOCjt2tt94aHJTAsTDrhF/XhAkTzFN57n3JkiUGGKDNWKNmoqKYcTTNfP0mkvAb\nbTVljVYkWWf5PddYQip0//3368EsFTJfmxJi8A7tCGa8+C0KTaZIgl8WBmuYSCAWAhRIsdBi\n3pQTCF2hPuUFckkBzBkh2Plb019//aUfOKEmUCeddJJeuNKa14ufYXIBszqrH01oPU888USj\nU6dO1fy1QvN4/W90NDp06KA7I/369asmhNCZRycF5lEPPfSQ7rhgFg5REhGsAd9ZryZEnkN4\nc9Qfr9tvvz1Y1ZpEEvZFEuTBE3jww6JFi7SPFqL7YQYpXPKbSKopTHVtIgnmrfBb8nrCIBXq\nedRRRxlXX311teqa4fSx2GskkURxVA0Z/4iSAAVSlKCYzRkEIq1Q74zSOa8UeLDAx6FXr156\nZBqzAdYE3yN07DBjZCb4kmCbOcNkbvfiOwRS48aN9WxZpPo98MADmsc333wTKYvnt7/77rt6\n5ghmdmgboT5JEArwJcE+6wvmePn5+Z7koxZ51XXFzNmLL76oO26hM9yhIgmzTX5O+L6Zo/5o\nJ9ZZaysXP4mk2sJU1ySS0L78kBDZD4IaM/2PPPLITlWuTSTtdAA3kEAUBCiQooDELM4hYHV0\nRscWfjQIpev3hI6H1TzD5HHJJZcYiDSGqHUY0Q9NGOlv1KiRtv3HyNzo0aP1jMqoUaNCs3r2\nb7WKuu7oIjhFuKRWXdf733///XC7Pb3NapqJCG1Wc7tQkYToWeionHnmmcaNN95ogJtXE0az\n4SeEdWlCO6nffvut8cILLxi//fabrn6oSIKTuZ+TVSQhgl0k0WiKpPvuu8+zuKINU12TSPIs\nHFUxDPAVFBRoIW2uBQUT1NDvHBhQJHm5JaSmbhRIqeHOq8ZBwPwhxAik1yM9RYsJD9DQDiuO\nRdhcOIWDFcwTwiV05jIzM3Ue5IO5mVdH/cPVHyIR5hkwEfsqJLQu8psj3ljXxm8pnGlmqEgK\nJ8y9zgmj2PiuwGTMTLNmzTIOPvjg4PcIDvZPP/203m2KJK/785ksQt/xHbMmq0gaMGCAsW3b\nNuvu4OfQCH/BHR75EEuYaqtIMtf98QiGsNWAODrjjDOMsWPH6v1mmHN878xtoQeafYMDDzww\ndBf/JoGYCVAgxYyMB6SSADoasaxQn8qyJvPa48eP1x0ziKTQSGNWkfToo4+GLRY6elhbI5LJ\nS9iDXLYRdYQ/DPyw8I7OqzkSiaAD6NBCKOLhiwUHIQQgHuGjdOGFF7qstvEVtzbTTKtIgokQ\nZgEwc4IOih/Sv//9b/19w/pOWD8LgwrouOGFyGy33HKL0apVK212iO+jXxMCV8AsClx69+5d\nLShDtCLJa+ziCVMNkbTvvvsamMH0esJvENpOu3btgv56pkiqKcw5noV+4OP1+++E+lEgOeEu\nsAwxEajrCvUxXcRlma0d1tBIY6iKKZIgAPww+hh6+8xZsq5duxqDBg3SwQPQaYOgNB+mX375\npTZHxHZwQpQxfEYEN5h5+CnVZpoJFmhzp59+umYEMYDodghYsH79es+jQh2bNm2q6442glef\nPn2qrZ2FgA3Y7seZRzQAmPSiI4tw5vjOIbQ5wnjDx9FMfhNJDFNt3vno3p966in9HYLoMVM0\nIsnMy3cSiIcABVI89Hhs0giEC6WLi1t9kuAo7udUU6QxcPGrSFq3bp0OxHDdddcFQyrDmf6i\niy7SD1+IJtOkcOPGjQZmBbAm0rXXXmsgnKwfk9lW0MGPZJoJLujgYg0kdH4hEBC+2aspNOrc\nn3/+aWB9J8wuwlQKI97WNGLECO2nBCHptzRz5kw9wIDomCa3iRMn6u8bIhvWJJLwO+bVxDDV\nsd1Z+BcjOAPWPjJn+3EGiqTYODJ33QhQINWNG49KIoGaQumiGFaRVNMK9UksckouVVukMRTK\n7Pj6ZSYJZnWfffaZ7qiG63jdeeedutOGleuZqhMw2wpEUiTTTPOI0tJSLZbMv730PmnSJAPB\nBCACYZ4JLuGStQMHc1VwGzNmTLisnt+GoDC77bZbtdD499xzT3CNI4ikTz/9NMjBnEnyqo8W\nxDNmqhmmOnjLo/5w77336u9S6FpqVpHkp7WgogbHjHEToECKGyFPkEgC0YTSxfUhkmpaoT6R\nZXTSuWuLNIaymh1fiKQPP/zQScW3tSwQR2gT8H1ACOpwCZ1aLBSLzu8ff/wRLotvtmGmI9Qc\nzNpW/Gia+frrr+vOGdoPZhohehDMA6LJmrD+CgJ9IIIfzMmQb8iQITvNKlmP8epnRD5E/dGx\nNROWE4AJ5rhx4wxEi8R+/G3t2FoFpnmcG99DQ72jDgxT/fedhBgODewCAYmZ2Jtuukkvlvx3\nbkP7g2LxYJhDhyaIJL+sBRVad/6deAIUSIlnzCvUkQBG3KINpYtL1LRCfR2L4JrDMIJvTVaf\nJDxYQh9I6PjutddeelTTepxXPqOzZY5KozOGFx6m4RJGJrHfOqIdLp+Xt8FHC2HzwQGmcnAG\nN5NfRRKCK8C8B0EXtmzZonHAlA5+NOjcf/TRRyYi4+WXXw76JKEzh3XFQr+Twcwe/7Bq1So9\n4IAlGJAgGLp3727st99+QcFoRkfEwASiRIYTFW7FFG4xc3O2A98vv4epDhdxFdFDsRwF+OCZ\nD0G5dOnSYBOAGS/2hfsN94qwDlaWHxxDgALJMbeCBQklEGsoXRyPH0vT5j30fF77G35Z6Fyg\nQ4aZEqw9Y+2UWUVSuEhjXn2woEOPxV2RrCIJIZitfMz2MG/ePP3wjbQOkpnPq+/Tp0/X9cci\nzAcddJD+jFkS60LBfhNJS5Ys0QMu6JR9//331W69uT5PqEhCdDJ06kIHI6od7JM/zj777GD7\nufjii7U/krVzCwEJE7yBAwcaXjOri7SYuVUk+TlMdaSIqzCBxkANBmjwvUOQHIT5xnpi8CPF\nwASCwjCRQLIIUCAlizSvEzMBhtKNjAwisG/fvvpBAv8Ic/Qf5mLWDhpEkp8ijUH0YUHBk046\nKQjPKpLwwA1dqBNCHKG8rSOWwYN98AHCsV+/fkEub775pjYjg59IJJHkB9NMiEXMIIVLkURS\nuLx+3vbXX3/p7xaCNVgTvp/XX3+9dZNnPlt9YkMXMzdFkp/DVFsH7sJFXMVvOGbzMXMLoYRZ\nRkQSxcwcRNNyH4Q498yXweUVoUBy+Q30cvEZSjfy3YXzNx4eZkcV0dfg84BtgwcPriaSIBD8\nEmkMxCAY4XdkTVaRBJv1CRMmGHPmzNFrHkEIXHXVVdbsvvoMXqGzZ1988UVEkeRl00zceGtb\nwffJOvNhbRh+EkkY3Q+3nhNmFo899lg9G4RZ6ieffLLaLC18j8AQM0ZmQgQ7bLOKb3OfV97N\nBUtRz9DFzKMRSV7hEKkeaE8dOnTQ7QCDM5GWUfjll1+MUaNGaZENlnhdffXVkU7L7SRgKwEK\nJFtx8mR2E2Ao3epE4cwKJieeeKIxdOjQajthPnbyySfrh0ioSEJG7Efnz+sJbDAjhJFKawrt\n+OJh26hRI+Pmm2+uJiitx3j1M8QhRvHPPfdcbZ6JNaBCUySR5FXTTGv9rW0FAhLmrOGSKZLu\nu+++cLs9sQ2dWfzWHHjggdVE0n//+1+9zhFm2bB4Kb5z+E4h0p85yr9p0yb9HYN5FDq2o0eP\n1vnQ6fVqwvejtsXM/S6Soom4am0fCB6DAA5Yewy/2ZG+j9Zj+JkE4iVAgRQvQR5vCwGMFMFW\nHQ/hU089Vdsih3ZwcSFr58yPoXThvIpFORFGF4vohabaRFJofi/8jdkzq2/RP//5T91RQ0S/\n0GTt+GImadu2baFZPP83ZotgtmKOyOIdppnhxHMkkeR5SKqC1rYyYMCAiG1lxYoVnsYBDhA0\naCemSMLsPjqqENimyermzZsN+B4hX7du3YKdWHORZrO9jRw5MrjumFfBRbOYuVUkWaP5eZVJ\naL2iibgaegyCOaAd/ec//wndxb9JwHYCFEi2I+UJYyUAswyMPrZs2dLo37+/gfDT+BFEuFxr\n2GGG0v17gTzwOe6448Ki9pNIMoMHwEwOnTeYEl5yySW6/cCXJlyydnwx2u0nkYSRVwjs4cOH\nGwjH/N577xmdOnXSvCKZrpgiCYtcejHh+wI/NERWg98RZhQRuAPJ2lZqEkle5GKtU6hIQruB\nP0i46HO33HKLbk+YzTYTQu5jQCuSuaKZz63vEInotOM3GX6OiHBoDuZZfZJCFzMHD7+EqY7E\nyOqTFC7iamib6NWrV9iQ36H5+DcJxEuAAilegjw+LgKIEIUHLZx4zeACcJZHdCOIAGvUGobS\nrUJtjjyCD2zdwyVTJHXp0sVA2F2vpueee844T0Xyg4kPIq+BifUFMYCHLnyMkPfbb7/VnTpr\nx9cvIgnfK3TWICbXrFkTbBIQSmbkKAjMcAlmnV5MmAlB28GM2h577GHg+4L2A0bPPvusrrK1\nrVAkVc0kIWomgqGES+BlOtgvW7YsXBZPbUMb2nvvvYPtBu0Hg3swhzaTVSSFLmZuCikzrxff\na2NkFUnhIq6aTMAKwYkQAZGJBBJNgAIp0YR5/hoJYE0ILMBoNZGCEy86KIceeqh23sQskjlS\niVEoP4XSjWR6aIqkmqIhgam1I1zjjfDATnTMMFIN+3bMQqKzi4etGeHPFE733HOPrq214xvq\nz+UBHNWqYC6ae8ABB2jTqGo71R/RiKTQY7zwN0b8MXONDiwSOrXwrYFgwqw2QgwjWdsKRBL8\ncvyYwME0t8P3Cb9P4RJmSrAfgxJeT+ecc46BaGyYVUP7mT17dtjfXbQxvy5mHg0jiKSaIq6i\n7SHyIdoVrASYSCDRBCiQEk2Y56+RABaHg026mULF0a+//mq0adMmOJpr5vPDe22mh9GIJK9y\ngvN3TWn33XfXMwLIgwfrH3/8oSPXYQ0Oa8I+mJZZF0a17nf7Z0Q5RIceflqYaTNF4qxZs3aq\nmt9EEmYTweP5558PsoDwGTZsmBZH6PAioe0goa2A4d13363/9tN/aBtXXHGFceedd2oOpkjC\nTL91cMtkgu8T2ML/yMspXBsKre/cuXODjPy4mHksjPAdqyniKr6r+H4ifDwTCSSaAAVSognz\n/DsRsDrPd+zYUdtgI1OoOMI2RInCgzZ0HQ3s83KK1vTQbyJp2rRpxq677qrbBEJ5hy7iabYJ\nrJsB003TbNPc7qd3tA18dzCbBp8Is4OPbfjeQTSFJqtI+uyzz0J3u+7vKVOm6BmPcAFfnnnm\nGc1n/vz5ul7hxNE//vEPHY7YNJfygzlUuJsM/yy0G5ijIqEtmSIJo/6hM2oPPvigzo8w315O\n9957b7U2FFpXDETA9NcaUAdtyC+LmYNHXRhBdKONMZFAKglQIKWSvg+vDZMVmBl8GQgrfP75\n5+sHDEaNrGZ1Jprc3Fy9Hx0VP6VYTA+tIsnL0ZAee+wxHVa4ffv22sYfZlAIHwxhHZrMh3K4\nmZLQvF78Gz5DWH8FndoZM2YEq2gVSZF8ryCSrB264MEu/IDRZjBAZMxQkfTiiy/qfZhlCyeO\nUF34r+H4lStXurD28RcZwhBR+uAYj98kK0OrSIIfF0xbETQF3z38lkNAeT09/PDDun2ErnVk\n1js/P99o3ry59skyt/ntnYz8dse9U18KJO/cS1fUxAwPi4hjSIhM17BhQ/2QgX9E6IJxd911\nl943efJkV9TPrkLGanoIkeTlaEgzZ84MBvMwR18nTpyo2wY6Y6EiyfSBgKjyW8J3CoMQhxxy\niO6chdbfKpK8HnQAM4hYEyycSELHH9ux8G2oWZ3JDEsPIM/atWvNTb56h68HfouwrEC475JV\nJIETfCLR9vyythi+a9nZ2TpwQOizy2woeNahjfk1kZFf77z7602B5P576LoawIYfD1OY/SBN\nmDBB/w1ThIceekg7uMLHBA9kdH5POeUU19Ux3gLXxfTQy+Y/6KAhcpHVlAfBFiCu0UFBO/n0\n00+D2BHIA20MZlR+Sxj1P/PMM3X9wSDcLBpFUlWruPDCC4Oc3n777WpNZcuWLTpSG0SknxLa\nj+lXZIbRRzs66qijwmKwiqSzzjorGN46bGYPbnzggQd0G8LCy+aaUGY18TsE0XjRRReZm3z5\nTka+vO2urzQFkutvofMrgAeoNcHsAIEXsNq4uQ8j/jBFwIPY+sJChMjvt+RH00MzUmHovYbJ\nF9oETHfMBN8GCKNx48YZWPgU+/G3aWKIdgU/CL8mq0hCND909kMTGCHoANh5PTIb1rrCGmuo\nq9XcDjNMCBuM7QcffLCBmcrCwkIdtAOhmnNycgyv+9FY2wXaDdbxwRpG4UTSo48+as0e/Iy2\nBJM6LwewQCRIDNbBNBXvTz/9tBaDYIa2gzaENoagBEgIcY5IrDADxiyK1xPMLzEg1a9fP+PI\nI4/UkeYgEJHIyOt335v1o0Dy5n11TK0wAonZEDxYzQcuCgcfBzxQXn/99WBZEZIa6/pg9PvG\nG2804GDth4SwsPCxQsjh2267TZvz4IHqN9NDdDpCF1LE/cc6TvA3wkMXCUKqe/fuxn777Rdc\na8R0Ikc+dPojiS19Ag/+F64NWUUSOnDhmJgiyasdW4hrzGrgt8b6sookLJ4LQWDdj89t27bd\nyXTTg02nWpUgDk2TxHAiCQE/sI5PuOTlGWxE40PdsSQFhDNmrNFG4KO2fPlyHQzGHGzAdnN/\n69atq81sh+PmhW0wL8SAJwYUYFKI2X5wwDMMQhIJgxF+ZuSF++y3OlAg+e2OJ7m+GI3EDyVe\nCL38+eef6xJgtAlmUz169Kjm+Jvk4qX8cgjljWhrWHMFphjo4JvRw/xmeti5c2fNASIJwvqE\nE04IRqE7++yzg20HfiFgBr8rM91www36oYyww17t7Jt1DX2vqQ1FI5K83LEdMmSIgcWCMcuI\n6JkIJIDZMvweWUUSmOJ7h3VWMBPy73//27ehhK1+W7GKpNC26YW/161bp9dSu+6664IDMhhs\ngNkc2hFEk2nlgKir8L+CKB87dqwBn1s/JAxo4nuGWTYzIRATBhnAyLqguV8ZmVz47h4CFEju\nuVeuLCmm2GH6hChI5o/liBEj9KgbzKHw4+mHxQTD3TzMEkEY4WGKxXDhd2WNOIZj/GR6aF1t\nHou7YsYII9rWhPUvwCw07Dvs/9G59VuKpg1FI5K8yA2CB78v77//frXqwY/NHMkOFUnVMvr4\nD4qkqpuPDj/aEWZGrP6PZtPAulBoY5dddpm5yVfv+G3BwMNBBx0UdmAKz7V27drpmSRE1mQi\nATcRoEBy091yaVkxooZOLdaswaKcMFVAQAZEqMO0fIcOHXZybnVpVWMq9jHHHKPX9DGjsoUe\njIcPFsr1k+khRhrR4cArXOhc+INgH2aMzIQIdthmzk6a2/3wHm0bChVJkdqcl5jdfvvtul3A\nhC40wbQQAhztxs8iCe0i0lpi0YgkhEj3aoI4QkQ+rLcG/9hwCbOv+A5i5t9cUDhcPq9uu/TS\nSzUbRDoMF+UQ9cbAF75nWC+LiQTcRIACyU13ywVlhWkUzFmsZjvbt2/XoWKHDh2qa4CFGRER\nCT+aeLDgPZLzrwuqXKciooMG0Thy5MiIx5944olGp06dwo5cRjzIxTvQZiCYMRqJGSTwCfVJ\nwixbo0aNtOMzxPbo0aN1Pj+suRJ6a2NtQ6ZI8osJInwf8NvyzTffhKLTfy9cuFDvRx6/iiSY\nieF7FjrLZgLDbzfMoMEo1NwOoauXK/8brybTPw91x8tq0mutM5agwH5rFE3rfi9/NtfgQ/3h\nQxspwazVXGQ4Uh5uJwGnEaBActodcXF5MFKL6XT8WCKaDyJCmen555/X2ydNmmRuMjD6CGd7\n5Ie9tp8SHr4QAXBmjZTM0KiROniRjnPzdphkwKzOam4XKpJMh2m0G7wgMk0fADfXPday16UN\nWQcuYr2e2/KbI9eYKYI4DJdatmypo24h0p8f1zrCbwsGHGoSSXPmzNHfM3zXrCLJD23JKpIQ\n6MQaaMhsT/PmzdN8MDDox2SKJAx2Wp/vVhYYgOjWrZt1Ez+TgOMJUCA5/ha5q4BwSr3yyiv1\nA9fsvCLcKR40CP+J0UireQ/suv048oa7es4559T4YEUUPzCMNLrrrpYRe2lrEkkwf3n11Vcj\njurGfjV3HsE2VPN9Mx3pr7rqqmqz2jgKggidOvj9IdqdX1NtIgkBdfA7hIA7EJIw+fVTsook\nMAhd6+iRRx7RzzszpLWf2Jh1NUVSs2bNjK+++srcrN8R0AIDp1hzjIkE3ESAAslNd8tFZYUo\ngtkTIrPBwfWWW27Rzq7okPzf//2fi2qSuKLCXAyBK+CPFfpQwVVNR3LMqvg1WUUSwgtjJgCO\n0StWrPArkmr1ZhuqhmOnP9A5M2ephw8fbmC0HwnfKYRohv9juPDnO53I4xusIgmR/qwJPkoQ\nSLm5uWHX07Lm9epnq0jaZ5999OLmmFmD5QNCekOA+z2ZIgk+xgiYg99uBLiAyTSecX5+jvm9\nbbi1/hRIbr1zLin377//rm2T8YDF4rBYFwImHX40Zwl3yz755BMtIvFQwcN28+bNOuw5zMhg\n9sJRtyonXzhLQ1y3b99ed9buuOOOcDh9uY1tqObbjkVyzZk2/A7BtNX8PfJjYI9ItEyRhEEt\nLMAMU1cISvga7bHHHr5ejgHMrCIJ7QcvPMsQhAgBLZgMPaOPWSSTD9oSBCXEEhMJuI0ABZLb\n7phLywt/JCywZ/5wwjyKqYoA1otAFCCwgVDCGj/4fNpppxlYgI/JMH766Se93gjY3HrrrRF9\nSvzKim2o9juPaIeYfUTkrfvuu8+Xfmu1UZo1a5bRokWL4G+RaQFg9Set7Rxe3m8VSej4b9u2\nzcvVrVPdzJkkDGi99NJLdToHDyIBJxBIQyFUZ4yJBJJCQI12i1oPQa655pqkXM8tF1Hr+4jy\nNRI1iitqpk2OOOIIOf74491S/KSUEz9Vyh9C1LpaSbme2y7CNuS2O+bM8qp1bUQtwSCzZ88W\nFVVSHnzwQVGLfDuzsCkolQpOIWpmX1RQBlGR2UTNQkrTpk1TUBLnXlINaIkKjiLKfFVzUub2\nzi2sC0umLE1ErR8paikDF5bePUWmQHLPvWJJSYAESIAESIAEUkyAIqn2G0CRVDujuuRQfrhy\n9NFHi/INFGUGW5dT8JgoCaRHmY/ZSIAESIAESIAESMD3BJTpoYwfP15UIB1RwRpERbfzPZNQ\nAPvtt59MmzZNlP+o5vTtt9+GZuHfMRLA7O7gwYNFBXWK8UhmrwsBCqS6UOMxJEACJEACJEAC\nviVgiiS1YLWMGTPGtxxqqrgpksBIRbOrKSv31UJABbySvffeW9RaXHLFFVfUkpu77SBAEzs7\nKKb4HPDNUOsJpbgUzr68cq4V5eDv7EKmuHQwG8FDnyk8AXzP8CKj8Hywld+zyGzMPfyemSTC\nv/N7Fp6LdSu/Z1Ya4T/jeR+Nv+qq3LWyafOW8Cepy1ajUtq2aRU8skGDBqIi+wX/rusHFVFS\nfv31VznzzDPl8ccfFxXJVVT0xLqejsdFQSAzijzM4nACCxcuFEy9MpEACZAACZAACZCA3wmo\nKHoybNgwUctl1IhCLX4sUlleY554dkIgbd++XVSE2nhOI3379tWvuE7Cg2MiEN8di+lSzJwo\nAhhNatWqlZ5+TdQ13H5eFQZZ1KKQ0rt3b7dXJSHlV+tSyYIFC+SQQw6JatQtIYVw+El/+OEH\nKSoqkkMPPdThJU1d8aZPny5q8WPp06dP6grh4CuvX79e5s+fLwMHDhS1wKiDS5q6oqkw0Xpk\n/LDDDktdIRx+ZXzPEO0UnWamnQlgZgVBDDBbW2tS4iirdT9Jq9e81qy1ZTDKCqVs/ffy8Sef\nSe/duuvsDRs2jFsc1XZd7k8MAQqkxHBN+lkxOqEWrUv6dd10QTKKfLfMzhp+zHNyciJn9PEe\nmNZhVJLfs5obAb9nkfmY3zOMKuPFtDMBmEbxe7Yzl9At/J6FEvn776iE0d/ZRTLrS3pW/P2n\nysCiOV26dJWePXtar8DPLiRAgeTCm+a0Im/dXiCLl62RdRu2SP6OIilQr+KSUmnYoJ40alhf\nGqtX5w6tpUfX9nqb08rP8pAACZAACZAACZCAHQRKSsrsOA3PkWICFEgpvgFuu3xZWbn8+PsS\n+fq73+WLb36R+YtXSl5+VSz+rMwM7cCO0T+RqqEU5dOuHLcrpVyZASK1atFE9t2zhxx1SD85\n7KC9pG+vLnq0UO/kfyRAAiRAAiRAAiSQTALos6TZEKBI931EWWHU7PeUzKrxWnUnQIFUd3a+\nORJRhWb9+Ie8+u6X8u7k/0lhUYnkZGdJSWn1UZKycoigKiEUCc6mLXny+YyfZcZ3c/XxLZs3\nkXNPHSKjRhwhfXbrHOkwbicBEiABEiABEiAB2wmkifoXEDfxnNyOc8RzfR5rLwEKJHt5eups\npUoAvfredBn75FuydsNmyVS24VUiSHYSR7FW3BRXm7fmyVMvT5L/PP+B7NWnm9x5zZly7JD9\nbfmxirVMzE8CJEACJEACJEAC8RAopoldPPgcc6wNc4qOqQsLYhMBRMV79tXJ0n3ghXLtPc/J\nmvWb1fovEhRHNl0meJpSZbaHNHfBCjn98rGy91Gj5ePPvw/u5wcSIAESIAESIAESSASBtHQV\nGCQ905YXylcvJzsRxQye87rrruMaSEEaiftAgZQ4tq488/c/L5T9hl0tN93/osAcrlybzSWn\nKjDlq1RhYJYsXytnjP4/Ofbcu2T5qvXJuTivQgIkQAIkQAIkQAIkQAKKAAUSm4EmAHO6a+9+\nTgaPvEUJlDVJFUbhbgHE0szZ82QvNZsEEzwmEiABEiABEiABEnA6gZKy6v7ZTi8vyxeeAH2Q\nwnPx1dZlK9fJacq0bfGfubremMVxQjL9nW4ZM16mz/pNXnz0WmnWJP61CpxQN5aBBEiABEjA\nWQRK/too+X/Ml6JVq6Rw1Uop3bJZKgoKpLKkRNLVwr6Zaq3B7FatpYFa56Z+587SuE9fyW4e\n/wKjzqLgv9JoE7uM+LvDOA9SvSxGsfNCK4q/RXiBgo/r8I2apTn5onsFfkDJNKeLBTnChH8x\n8xcZMPwa+fyNB6Rb57axHM68JEACJEACJBCWQN68ubJx6mey5btZUrJhg6SpYESiXgZmAeB8\nG5qwYLRamN0oV76zlZVSr2NHaTnoUGlzzDBp1IOLg4bi8uPfRmCZEz/W3Ut1pkDy0t2MsS4f\nTvlOzrn6YamorAj7HIjxdAnNjvWX1m/cKgefdINMee0+2bvPrgm9Hk9OAiRAAiTgTQIVJcWy\nftLHkjvxNSnduPFvwaOqa2DNvsC6fWFrr0SRUVoa3FWcmytr331H1rz5htTv1Fk6jTpX2hw9\nVJ8zmIkfnE1Ahfi2I0S3eY7SspqXO3E2DJbOJEAfJJOEz97f/HiGnHXlg3oB13CDZE7EgcVm\nsSgt/KR+UovVMpEACZAACZBAtAQgfta885bMOfl4Wf7U41oc4Vg9GxTtScLkM8qrfE6KVq+S\nJQ+NlTmnniQbpnwWJic3OZNAuprzUbOGcb+qutQ5WZx7cOZ9jq1UFEix8fJE7i+++VkuumGc\nmjUKYz7g8BpWqtE7rKGECHcIJsFEAiRAAiRAArURyJs/T34672wtjMrz8+MWRZGuBxFWunmT\nLB57n/x62cVSuGJ5pKzc7lECFUalR2vmr2pRIPnrfuuZl5GXjlGm0+79AiOIREFhsRxz1j9l\nw6ZtrrqDRkW5VBZsl4qtG9Vrg/q8TT2oGfHGVTeRhSUBEnANAQwErn59gvx2+SWCGR5tQpeM\n0qtnbP7CBfLzBefK+smMxJoM5HW+RppoEzuYyMX7QhkqHBLoqs48eKAmwHlAHzWErdsL5NR/\nPKAWfK1amNXNVUfgBqzTdNYVD8oXEx+QdOU468RUkbdFylctkLLVi6Xir1wxduSpYu48c5dW\nv5FktGwvmZ12k6xOvdTndk6sDstEAiRAAq4hAF+jBf+8Tbb+OKcq4EKyrSbUbJIhFbLkwTGS\n9/tv0vPm26qCQLiGoD8KmpamAm/Y0Icwz5GtgngwuZ8A76L772HUNbjohv/I5m35ejHWqA9y\ncEaEAZ/zyyIZ88Rbcsc1ZzqmpIaaXi9b+puU/D5TKjauUquNqahIKhBGTckoKpDy3MVSvm6Z\nFH/3iaQ3ay05ew6S7N77K2dfhgytiZ0f9lUW75CKdculXLWnyq3rxcjfqmYelaM42hVWgM/K\nkbQmLSSjRTvJ2KWLZKpXWnY9P6BhHUkgLIGy/DyZd/01smOp8ldVQiWlSQmzjVOnKNO7zbL7\nA2MlI4ffzZTejwRf3AuD0AlG5IrTUyC54jbFX8jxb06Vz5XvEWZevJQQuAEC6ZjD95MBe++W\n8qqVLp8nRf/7UM0Uba8asUSJahFH1QqtTPD0Idv+kqJZH0nxnClS74Bhkt3nQDX178xZsmrl\n5x+2EYBpkJ59XPyjVGxYqWxAcP/V7GPoKHhFmTIbUq9itV6LmqUsW6RGyyVNMjr0VAJ7gGS2\n7WZbmXgiEnADgYrCQvn9ysvVekYrE+ZrFCsHmFdv++kHmX/zDdL30cfUuAa7X7EyTFx+ZWOn\nfjPjT1XncKpFS/z189cZ2OPywf2GKdotY17ynDgyb126shu+7NYnUupXVVmYLwWfPC+FU14R\nQ/kV7dSJNQsbyzvCyZYUSdHMDyX/nf9IhRJNTP4gULZ6oez48Ekp/t/7VeII1Ybjb6g4CsVh\n5lHvFWpGsmjaa7Jj8vPavDM0K/8mAS8SqFTrF8275QZHiSOTM6LlwdRu0f33uDJIklkPz73D\nvA6WHvG+AoOYGTaY63mOsQsrRIHkwpsWa5FvG/uSlKrIb15NFUpILP4zV557LTVhVcuV6VP+\nmw9L+ZqlCvHO/kVxc1ed3cotGyT/7UeldOmvcZ+OJ3AuAZjSFX75hhTPeFfNQsYrtKvaYqUK\nBlI49SUp+m4SA4I499azZDYRWPbEOMlXi7/GG7rbpuLsdBqUa9NXX0nuG6/ttI8bUkNAzx+p\n/9RYa1wvcxKqBIsMM7meAAWS629hzRVYuHS1vPb+dClVC616OZUr08F7HlWj5Sq6XTJTmTKp\nK/j4GTXTUxibKV2shcTMgDLRKPziNSn+7ZtYj2Z+FxBAEI/CSc9IxfrlqrR2Cu2qc5Uv/13N\nJv1XKvO3uIAGi0gCsRPY9M3Xsu7D9x0rjoI1UmbXK557WvLm/h7cxA+pI2AI1kGK/6WmoHQl\nsjLVbBST6wlQILn+FtZcAfjn+OXLWlRcIi8qX6tkpbKVf8gOZVKnbPuSdUl9neJvJ+kAEEm9\naBIuZpTsUDNluVKxZoFULP9JKv6cIxXLfpCKVb9L5YY/VWCCTcrKLMXO1gniUL5miRK/E7RJ\npTalS8R1YLJZsFV2fPaiVGxZn4gr8JwkkDICZXnbZfGY+2o3Q01ZCXe+8MJ/3SWVpSrYClNK\nCVSF9laR7BDNLo5XlZ+okkkBU7uUVooXj5sABVLcCJ17guWr1su7k/+nwnp7s1MZSh71fOjp\nd6SkJPHT2+UbV1eJI1tH+kNrFOlvQwdwKP3T/aOPiPhXuXWtVCz9XiqVIDI2KDPF7arzXqTC\noSvBJCrwgBRsFmPLaqlcPVcqF6nIgGv+UEJC7fNIKl+/Qoq+fjuxM5AmK/gwlZZoMVa5fZO5\nle8k4HoCy595SipLStxTD/VdxIKyuRNpaueemxZdSYtpYhcdKIfnokBy+A2Kp3jj3/rcN7NH\nJqdteTtk0rTZ5p8JeUfghB1TXlIjlcmdOQqtTOGXE6XCxZ1cY8dWqVw6W4x1i1WnvaiqepGC\nEJjb8b59oxZTFesWuX5GCeZuRV9NTHJbUgxViPBCFcDBKE2uSWpoG7b7b0T+M5S41qJbzTpW\nrF2kXguV2eJSPTtZqdqcV2ch7WbppvPtWL5cNnzysfNN60Kgwh9p1cvjpXQrzV5D0CT3T+18\npLrDmPmJ6wVvJpF6WdnJLT+vlhACFEgJwZr6k1Yqc5qX3/7C875HoaTRQUK9E5kKEca7SM1g\nmJ32RF6spnMrczP4JKHObkuVG5dL5UoVcKIMHfRYyx/Iv3Vd1awT/L9cmAwVor7o67eSbqKp\nUUFIKG5Fsz50IbmdiwzRU7ltvZplnCdoW0aemh3D7CPaV5maVVAzjka+moncpNaRWj1fKjav\nVp1pmjbtTNKdW1a98qJaL86lYbNV53zNm2+4E7xHSh2PWV3osR5BwmooAhRIHm0GM76bK5u3\n5nu0dpGrVVlpyFff/iYbN6kIYAlIiFhXtvin5JhD1VZ+NYNVsWmNlC76obacjtqPEX1j0wob\nyqSEkuoAVy7/Ua8BZMMJk3qK0j++lco8NXKcqplIJSoqVORF+NK5Oen1n5TfmrF9g4VlTaJb\n7SvYIpVrFqqAFZvdXPW4yo51eSCSwc9Q0RMN9V1y42BL8fp1smn6l66bPTJvnqHMsda++7aU\nF3rHbNism1/faWLnjTtPgeSN+7hTLT5RZmaZGf68vRkZGTL1ayViEpCKvvvidIYbAABAAElE\nQVSkKg5oAs5dp1OqmYDi7z9VC4W6w8+sQpk9ybZ1dapqxIMwe7DyF93Bi5jHYTuwblbp3G8s\nHfpUFdCQkjmfqfbjziiXEDgI4BHTYsxB1GoWDUFBNue6UhgEqxHDh6AJ4pa1YijfPx34RIlF\nA35+ynTVUDNrldv/ctXs2sYpn7p39ihw7/D7vemr6THcSWa1lQBM7PRaSKrPFM97IDhDvews\nW4vHk6WGgD970KlhHdVV582bJ2effXZUeWvKNGXGz74JzhDKoUKF/J6uZpHsTnCmr9iwUnVq\naxqdtvuqtZ/PKC6U0iWJEYS1Xz36HOiEyeZV0R8QS07VwYB5lVtGwEvnf6tqV2WvHks1E5EX\nfkhlf9r/fUlEWa3nrETHXgmcuJNql/BZ8noylKmhFkVYX6uyBkFcViQGzBURNTJVs5sx3Iz1\nk5Tvkcud4iGQNnwyKYZaM6utBJRAqopkF/+7reXiyVJKgAIppfh3vvjJJ58s33zzzc47YtgC\n87JlK20epY/h+qnOCv+raTN/sb0YJfO/qxpdsv3McZ5QdWJK56HD7dykfUSUaV3ikhKtMBXa\nuiZxl7DpzPB9KYOgVTNfjkhoP/NnOaIo0RYCUQwx22FbUmIAgsurSZvQwQQxljYH87ttGxwd\n1KJw5Qop2ajq5YGUN3+ulBcovzmXJfy2G+VletZRm206bAAxFTiLSxMfSTcV9fLbNSmQPHjH\nf/htsWRgmtjHadOWPFmzXs1Y2JTww69H2ZO85lG0xccioxV59tU32utGm08LF/UQTWxSJlNw\n0I+lE5jYAoU9e/kqJRQd1okwdmzX/mxhC+ywjZglrFTBFuxOmI1CR89rSfsWYfa2LqlCdXzz\nlMmdw9qrWZVtP/0oaVkeMWdSsxjbf/3ZrJrj342yUqks3K4CFuXrZReC/mzYpmalndpmwoNV\n/aU0tbhr3K+qfhdN7MJTdttWl4Z9sQfze++9J+UqzObpp59e7YTTpk2TNWvWyAknnCDNmzcP\n7ps7d678/PPPMnz4cGndurXejuMnT54sv/76q1p/p0T22WcfOf7446V+/frB4/ABPxZTpkyR\n77//XgrUKFHv3r3lsMMOk912203ny8vLkw8++EDwXqbMBV555RXp1q2bHHroodXOE80fi5et\nkaysDKkoSW0Y6mjKmqg8mC5f/GeudGjb0pZLwLxOnOynkZ4h5asXScYeB9tSXztPgrZvbMJo\nfxJMEzGaqUbK05q3t7MKtp6rbNUChcJh3020n1zVflp1sLWuiTgZwsMjTLntCcJLtZ2Mlh1t\nP3WqTggTOR3RL54CgDXWJWvQNJ6zJOTYbT//pERtDeaCCblqYk6apgY1t6t+RMtBsT/zE1Oi\n8GfVv+eIHKrEc6QEUa6/o/UaqajZzh+sNc3rItUn2u04D5N3CPhaIE2cOFEgkg4++GDp1KlT\n8K6ec845sn79enn11Vdl1KhRwe133323fPbZZ7JpU9UCi8uWLZMzzzxT5syZI02aNFGiJEs2\nb94su+++u7z55puy11576WMheCC2IJAQQKBly5ayceNGyc7OlkcffVSuvPJK2bBhg1xwwQXB\nURd8hnCrk0BSwqC0zBsPjSD8GD9kZ2fK4uVrZPDAvWM8Mnz28rXKETxDfV2cKpKUMCjPXSI5\nDhRIokYUpSIBHdqwt0qJMeU/IQ4VSOhcVEBsOy2h/az5U3L2OcJpJdupPJjRSFiCX5NqO27o\n1EXFQI3u2yHGjUIlkHRnV42yOyjtWLoYo48OKlHdiwKhV7BkUd1PkKQjMVNUkzgKFgPiHKH2\n6zfW/j3B7T74UJyExep9gDHlVXS+tE8gIogWpKlTpwav8vvvv2txhA3Tp08Pbi8tLZUvvvhC\njjzySGnYsKEWMhAwP/74oxZS27Zt08Lp888/12Jn5MiRgmOQIMQgjm666SbZunWr3j9//nwt\nlLANx/bs2VPgO9OjRw/p2LGj/ozj6pIWLFWRiFS4az+nShWoYdlK1VG2KVVsUk7cThVHgToi\n5LcTk7FD+XYkc2StSJl4ONTMTnc0EzH7YcONr0QUM4d3NvXaRRidTliCL5t3lkeA+ZM9SXFB\nx9hByVDPy5L13vA/MrHCp8rJSUe7rGHmaKeyY6Yc65A5PenFYW00scvJdnqNWb4oCPhaIB17\n7LF6RgeixkwQQZlqwbkDDzywmkCaMWOGNo076aSTdNa33npLiyOY22GWyZxaPeqoo+SKK66Q\nxYsXy0svvaTzLlpUNSo0bNgwady4sd7Wp08fefnll+WRRx7Rpnnm9e1437rdfY6edtTbeo6y\n8grZnm/fuhKVW+wTW9Zy2vm5Mn+bIzu4Bsxzkt3xVk78TkyVDvYTU6MqogWcE8EFyoTgDIlN\nadqfIrHXSM7ZtZhEB9WmpGcObDqXHacp27bVteHpI9W/bIsyH3Vw0qZzMZbPDetrmSZ2drzH\niIfZHUzA1wIJpm4DBw4U+BxVBNaRgVjq37+/DB06VFauXCkwo0P65JNPVHj8dO1fhL/hS4R0\nxBFHCGadrC+IHyTMLiENGTJEv2PGavTo0TJp0iTZsWOHHH300VpM7bLLLnq/Xf8V7EjkCKtd\npUz8ebbn2deZclrnICw9p47WlRaFLW7iNqpOrnISdmJCNDFR/j5OTbp8Ti0cyqVHoxNp569M\nNB3admK+LXbPVNp9vpgrVP2AikJnzWhVL10d/1K/4ZXKl9mxqa5WFA6d0U8U52Kfuzgkimuy\nz+trgQTYEC0we4OYKS4ulpkzZ2ozusGDB+t7YZrZQSDBV6lNmzZ6+5IlS/T79ddfL3vvvXe1\nF/ySkJYuXarfIaJeeOEFPVv1zDPP6GtCnB133HEye/ZsncfO/wqLnNk5tLOO0Zxrm50CySXR\nrbDWieNSTWuuJKKwMOdL9jWjrAciPyXV3DDKcpnZdPnMP5z4rjtaCTYfdmjbifl22N4pVeIx\n2TPBNVTakwJJ1bfcocIvrjWxHNRuwjYpmNhh4CreF6LgqVQvy9fu/WERu3Gj7+8iBNKNN96o\n/ZDy8/OlqKhIz/gcdNBB2tcIAgmzTJhJwuyPmerVq6c/vv766xJpBgiBG8x00UUX6QVgMVsF\nnycEe0D0O5j04e/DDz/czBr3e0aG73WvZpiZaSOHwArZcd+cRJ/AkeVM5Ih/OKCqA51Mn6dw\nRYi0DeVycmfBke3HCjMZbSkZ17DWKVGfvVKP8HzSVMAjL6a0TKfWy7vtyTSti7c9ma4W8Z6H\nxzuDgO8FEoIjIOocRArCdCM8N8QRItIhghwEEkJ3I5n+R/hshueGCDJN6LAdCUEXMCPVtm1b\n/TdmkuCTBH8lzBrhhfTggw/KrbfeqoM42CmQGjaoJ5u32uWcq4vqyv+aNWlkW7nTMrP0Qni2\nnTBBJ0rLyknQmeM4bYZapyQWx944LqUPhT5Kd+ZPmyPvj4V3WpbDnYsRSVLQUUvgLJL6rnsi\n2S0glHh2Ugcwo0EDT9ym0Epk1HdmvXDvjbp+95R7gp8STey8cbf91Woj3DPMIsHU7aOPPpJB\ngwZJTk5VJxMR6xB++4knnpC+fftK9+7dg2fAMfjBGDNmTNB/ydyJsN0I1vDdd9/pTYhUh4AQ\nmDGypn333Vf/2cDyQw9hBv+keFKjhtXXYIrnXG49FvemSWP7HjRpDf6eDXQsE9Wxc2QHN8e+\n+xAde9V5Tvo1oytZekPVjmw3fYru2tHk0uWLJmOK8qRlY+Y+geJIdQDTsjzy+5lp82CJwwZf\nMhrZNwCWoua802Wx6G26ChLl2FSXwQMIawf7XWrWgTKinPG8lKO6Ph1N7BzbgmMqGAWSwgWx\ngyANCL0NUWQm83Nubm612SPsxyzT+eefr0UQFnxFVDss9HreeecJzO5wztNOO02f6uqrr9YB\nHi699FL55z//qUN+jx07Vi6//HItxs466yzzktrHCT5RWAdp/Pjxwe2xfGjTslks2T2ZFwvl\ntmpun6jJaNnO8ZzSm7R0ZBnTGqj2CNOyZCXYgWcnW5RFVzmn3iNd+sxsSXOosAzSzWkY/JiY\nD2qMXK3344WUhtk2zN7alNISzj62gmY1biLpIQuyx3YG5+XOCfg4O69kVSVKy6pyLYilfFWD\nGrEcwbwk4AwCFEjqPiCktxl8wWout+eeewa3W83rzFuHwAsPPfSQzJs3T8444wwZMWKEXhPp\nlFNOkeeee87MJgj48MYbb+jw4ZhxQrhvCCXMVCF8+IABA4J5//Wvf+lrIgT4v//97+D2WD7s\n0auLupZT7ZhjqUl8eXt06xDfCSxHZ7ZRCwlr8x7LRid9VCNgmW27OqlEwbKkNVLCLZl+N41a\nOMoUKAhCfYAASWtQFerfut0JnzNad3RCMWosgx6JrpdAfjDNdLpIrJFQ9Z1pDZpW31DXvzAD\nkO28mbX6HZzfZmNB3qBb91iyJz0vFlBOi6UdKIGepgZe3JEwiBfvq6qmNLFzxx2vrZQOnsut\nrej27Uf4bpjShSaYaYXbbubDcTCfw2vVqlU6Gl63bt3EGpzBzItFZbF47Nq1a2Xjxo16Qdhw\n+TAbhWvi1bRp3R5uu+3aQTJU2cqlwry8795LS8sFHOxKmR3Ug6uuIU7tKkQt58ns2LOWHKnZ\nrWclMCqPVdWTkNKbt0/CVep+iYz2PaT8z9+UaLRvjZq6lyZwpOoAZ7ZzdufMrGN60zZSmaDF\nXNPUufG775WE755RpDqocYboTmvY3JFcGu/eR3YsV0txBJbpcPN9g3l04169HF8F04/SqG35\nBsxIxyKmUlhz+Kza4bdqnqNetn0ztynE4vtLcwbJpibQuXNnHeo7nOgxLwFB1bFjR4HvUU35\nkB+R8cxIeebx0b737tFJShmHX3p1t08gpbdoJ2n1EzhyHe3NrSFfZsfdatib2l3prbompwDK\ntC5NzSA5OWV12cNZ4giwlF9UZpfdnYwtWDZtApeI7yJGuxs700w1WPk6fEhr0loNjMfxqFcz\ndk41vWy2X3895l8HLI47BCH2m+7b33HlClcgiKS0+sqEXc8OhQwo4HukBsTSMVvuocGGcBwi\nbTMqE+knGemq3G43gTh+Ne0uCs9nF4EBe/fUM0h2nc+N5+nRtb3YGsVO/dBn776/Mxf5VGVD\n5zY9x3kmMGbb0Z20+pgRDXmYmhlsek9v51yRaFYxQ5lCOsvPJU3SlQlpesO6zVib9Urme3rL\nzjabvCoGrdV9iUdIJBNADNfSTudN1WLkdXGUhzhq6Fyf1qb77ieGB2aPcDvTstUMUh81eOKS\nBHM7iCD8bsCUE6901VbS6zUU7f/mknqgmBBytrwCz7dyBwficdFtSXlRKZBSfgvsL0D9ejmy\n75497D+xS86YpRZpGzp4P9tLm9PnQOeN/KOWyr8nZ69DbK+v3SdM76BmKBI2oqiElzKtgymQ\n0xMexNl7DlIsnPLzq9rPnoc6HVu18qEDlt5mV9vaU3qrzo6dJalW8Tr+gWUK0pqpQDPRBlpQ\nbROzaemNnGlaZ2LIbt5CGu/R1/zTve8qJHurQw51dgS7Guia4qKGLM7ehd9iDCDY8VI1zXZy\nJEJn3wlHlc4pT2hHQfFCYY4+bF/Jyfani1llRaUMPnhv229jeuPmkrWbEl51GYm1vTSBE6rO\nNpzrszo4XxDDHj29YyJGSJU4UiZX6bs40wcr3K3P6tHPGR1y1X7SW3ZQ/kdKbLgs6fbUVt3z\neIKnoP6YOXLwLIldt0WP+CvRk9ZMrc8HE8Vwv2MwnUKQkxYdVPtMdMRAe2rW9vgTVSAAlz/r\nKitll+HH2wOEZ0k5gXLVB2FyPwEKJPffw7A1OPXYQVKiAhX4MeXkZMmQgVWL+9pd//r7D7Nt\n1NqWsqnZo/qDTrblVMk4SVrjVpLWwU6RFBBHnfdWEzLu+TnDDEjOAcMV8sSaHNZ6T5WpfL0D\nj601m1MzaJHUTjm2wx8i1qTWO0pvu5s2DYr1UDfnR1SxdDXTmg4R1LKjpGHmVX9WZpbKFA/m\nn5gRcEtqNfgI1wuk7FatBP5UTKkigPZu10sZdaSqGryurQTc06OwtdreP1mv7h2lb6+u3q9o\nSA2zVHjz048/VIVQT0wUmfRGTaUeOrZOMI9SI8Dwi8ps2yWEgrP/RBSy9C79Amu0xNkRa7aL\nOtc+rrN5xx3K6tRLMrsp86BUCTvVhrP3Plwymiv/FBcniM2MNt2U2FGzqNWEUmiHJ1BJNTOC\nWaP0dj2V30fs67q4GNVORYfPFfhpPyUXiSJrRTIbNJSOZ5zlWpGUpszrOp9/kboPysSLKSUE\ndPhy9TyNZ5HYqmOrutRZvJcpuY92X5QCyW6iDjrfhWccLfDH8VMqK6+QUacMSWiV4e+jw36H\nM1FJ6JUtJ1cdm/RGzaT+wJMsG93zESZN6T0OEIG5j04xCqXMHEnvtJdktN9dP9TcU/PqJYXY\nhp9H0gW3EmUIFpHdd2D1Arn4L5iEaaHUaU/tn6RnRhC2W0VxS2vetkoUKRPPDCWktFO5SwWB\ni29RworefuTprhVImU2byS7D3DuLm7CbmuQThw6n1PVvFLvUI4FDknwLHHc5CiTH3RL7CjRq\nxGDJ9pFAglnInr27ysH9VTCABCZcp8FRo5TfgjLrSclMkvrpVk7XDYerUUe1doZbU5oKB5vR\nvrcSSir4RQu14KP6uyqp+oErOrD6ZfmZatBMm+il9zzIEyGZYe5U/8hzlFmT8vdIVltC9Ck1\n81b/sNNcZUoVbTvXo8HwSWvSStVTCaPm7dRnJZQQaSsef6VoC8B8SSeQ1aSpdLvsCvfNwqjf\ntx433CTpWeZvX9LR8YKaQLoY6vfXjhdOl4HnFpPrCVh6Hq6vCysQQqBxowZy7cUn+UYk4Tfp\nzmvPCqGQmD8RyrTRCZcrR+b6yevY6qqoSqrp+0bH/UOZRrVJTOWSfFb4kWBUP6PXIEnvfoAK\n5NBH0lp3U/4RXSRNrZ+UpvbBjC6996GS0bWf8pPw1mKe6Q0aS4OhFyrBrcJsJ9rcDuJIBWVo\ncJQSZUpkM5GAVwi0O2mE1O+szI1dYt6EwBLN+u8vrQ493Cu3wL31wO8uLELifQUGuTIS/Tvu\nXtKuKjkFkqtuV+yFHX3ecarP5f3bjFkdrH103JFqraIkpYwmKsTsqdeoqE9qnZBkmNvhxzc7\nRxqddIXr/I6ivSVYkDJNjfYj7HI6/ErgK9JcOZMrp3LYeHs1pavZyIbDLpKMXbpVzZolqKKZ\n3feRBpixUtHKmEjASwTgw7P7/WPdMYuknlcZDRpIrzvu8tItcHVdMMAa9ytAoIQmdq5uC2bh\nvd9zNmvq0/cWzRrLv24cJZkqeIGXk6GiuT1xn5rRwS9cElN6Y4ika5VPknIQT6SJlBIH6cqZ\nvvHI6yRTLerJ5D0CmI1sMOQsyek/tMrc0C5BqAZIIDzrHTpS6h9wrDs6kN67vaxREgg0UDNI\nu91ye0IHGeyqxu73jpHsFi3tOh3PEw8B3W9A3yHOV6D/kZ0RX9d6zZo18txzz8n7778vW7du\njapmixYtkmeeeUaeeOIJ+fnnn6M6hplqJhDfXaz53NzrEAKjzz1Odu2sbPHTkyseklV9BKI4\n9bhBcuiBeybrktWuk16vgTQ89mIVMOFE7Rtk62wSZv/Uj27OPofr2aqMJnygVoPvwT+ye/WX\nhiddKVgrSZvc1VUoQbArH6fsvoPU+a6SrM69PUiLVSKB6gTaHD1UOp13YdV3p/ouZ/ylfs97\n3HgLw3o7427oUqQpYaQjOqrfzHjfccJ4Bmpvv/126dmzp7zzzjty3XXXSb9+/WTJkiU10nrh\nhRekb9++8tBDD8l///tf6d+/v9x55501HsOdtROgQKqdketzYPbouQevFjXJ4slUT4X0fviO\ni1NaN/wg5uw5UJqcfbtk9x4QX8cWNQl0irO67iGNz7hZjfwPo4N5Su9wci+eXr+R1FNrbjUc\nca3k9DtCBRtoXVUAjFCmh4tMaW6vGgFNb9VRr7PU6JTrJGevw1wdzCO55Hk1LxDoetElggVk\nzd9Rx9RJfX+7XHyptDvBndFHHcPR4QUpUdF065Jmz54tDz74oHz22Wcybdo0waxQp06dZPTo\n0RFPV1BQIFdddZWcffbZsmzZMpk7d67cc8898sADD8i8efMiHscdtRMI96St/SjmcB2BA/ft\nLXdff7bcP+4N8dIqzxAmE8bdKG1bq1DJDkja4f6wU6XegKOldOEPUvrHbKnM31L1oIZCNSKs\nsK07vsoMsqJcRzTD+kbZvfeXDLNj7IC6sQjJJ4BgINm7H6hfRkmhVGxcLRXbN4lRsFWMkiIx\nysu0+IEJHcw9IaQyWneiIEr+reIVHUagp5qlyWzYSHInvqZ+dx0wOqh+43e96lrpoEKSMzmM\nAGbb7TCRD5wjp44uDU899ZSeMTrssMM0oHr16sn1118vp5xyiixfvly6deu2E7jc3FwpLi6W\nE088MThzdfrpp8vdd98tCxcu1DNLOx3EDVERoECKCpM3Mt18+akyfdZv8t2PC6SsvNz1lcLM\n2BXnHydDBztvBfL0Bk2k3r5D9Ksib7OUr1kqFZvWSMXmdWLsyBOjrKSKP1a1V7MF6S3bSSZe\n7btLhnpnIoFQAhBBmVhcVr2YSIAEaifQ7fIrJGeXXeTPx/5dlbkywgBV7aeqew4VPAIBJHrd\ncbe0Hjyk7ufhkQkjkKbcD7A8QLwJ54knYQbogAPU+oCWtP/++yt9b8iCBQvCCqRevXpJ+/bt\nZcKECTJ06FDJzs6W8ePHq2COGTJo0CDLmfgxVgIUSLESc3F+zLa88eTNcsiIm2T12r+kvI7T\nwE5AAL+jww7sK/ffdJ4TilNjGeA3RN+hGhFxJwmQAAkkhED7EadK4937yB+33yJl29TMaxIH\nB7HuVr0OHaTP2IelQefOCakfT+ocApWlhbow/ffpE4we3KxZM1m1apUKlFV7d3vFihUyZEh1\nEd28eZV1zPr168NWFP26b775Ro499lhp166dNGzYUHbs2CEzZsyQtm3NhdjDHsqNtRCo/Y7V\ncgLudheBls2byNTX75eBJ90gW7blS0VFCkbU4kQGcYQFYd9+9nbPR+eLExUPJwESIAHfE4BA\n6v/6W7Jy/POy5u039WyBkcBQzFjjCKnzBRdLxzPP5kKwTm+BMI2razAcS93Scxrrv/7z+NPS\ntVOVJUjTpk2jEkc48K+//tICx3JKqV+/vjadg69RuATzunHjxgki340cOVIaNWokr732mjz+\n+OPSp08fMQVWuGO5rWYCFEg18/Hk3k7tW2uRdOQZt0teQaGrZpIgjnp2ay+TXr5H6tfjWi6e\nbKCsFAmQAAnYTADrDu165TWyy7HHy8rnn5PNM2eoxZIzbZ1RwuLLRmWFtD7qGOly4cVSry3N\npW2+jQk5nRm5Lu6TB3yQDlGL//btvWvMp9tFmYNu37692nF5ecokX5nYIVhDuDR58mR58skn\n9SzSIYccorPcdttt0lnNWO6xxx5y1113hTuM26IgEL/RZRQXYRbnEdi9Z2f59qNHpV2bFpJV\nR4fCZNcqSz3M9t9nN/n6nQcF6zsxkQAJkAAJkEAsBBp221X6jHlQ9lMzSm2PO0Ev2Ipw+uas\nTyznQl6IIjXEL5lNm0l7FYBh/7c/kF6330lxFCtID+UvLqubZQ58iTZu3FiNBGaVkLp27arf\nQ/+bOnWq7LrrrmKKI+yHqR38kaZMmRKanX/HQIAzSDHA8lrWLh13kVkfPionXvgvmbdwhQrc\nULfQlMngkq4eYCcec6C8+Mi1yglRPZCYSIAESIAESKCOBLCobI8bbpZdr7lets7+Xrb+MFu2\nfv+dFK/J1WfUgsl03EcQPNP/XpnmmeZ5DVRUseYHHizN9z9Qmu27ny2O/nWsDg+LhwDurXl/\n4z2POr5eVt3mHhBU4e2339YzRvAtQkLIb0Sz6969u/479L8WLVrIpk2bpKysTLKyqvpGmHGa\nP3++9O7Nte9CecXyNwVSLLQ8mLd1y6Yy492H5M6HJ8jj4z/WX0wnVTMDI3sqMsy4ey6Vi848\nxklFY1lIgARIgARcTiBdWSa0HDhIv1CViqIiKVq9Sr/KlLlTRVGhVJaUSHpOPT3blK2c5ut3\n6iz1O3ZS22jm7fLbHyy+KUiCG+rwIaBp6nBk1SFXX321PPbYY4LFYu+44w4tcsaOHavN5Jo0\naaIzIZDDmDFj5LzzzpOBAwfK+eefr/2NRo0aJY888ohUqkiN8D9CWHD4JjHVnQAFUt3ZeeZI\n+PX83+0XymEH7Sn/uPlx2Z5fqEYjUh8GPFOFqezRrZ1MeOwmHZTBM8BZERIgARIgAUcSyFBO\n8Y1266VfjiwgC+V4AnU1sYPf0HvvvScXXnihXjAWARZOPfVUuemmm4J1hgne888/r8OBQyBh\nlujjjz+Wyy67TPsdQehhVunFF1+UE044IXgcP8ROgAIpdmaePWLY4AGy4Ov/yn1qMdknX5qk\n4uinp8TsLlsJNlz7vpvOlcvOGa7j+XsWOitGAiRAAiRAAiSQOgJ2m9hl183EDgAgauB3hJki\nBGYIDQ9urotkhXXkkUfK0qVLZd26dVKiZju7dOkSXDTWmo+fYyNQ97sY23WY2yUEGjWsLw/+\n8yL5eeqTctLQg/WXDIIlGQnXyVH+RZefe6wsmPG8WgT2eIqjZIDnNUiABEiABEjApwQw62LX\nyw6EKEs35d8WKo5qOzeCM3Tt2pXiqDZQUe6nQIoSlN+y9ereUZm23Sjzpz8r5408Uho2UPb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JbH7POBTnOzdqxsw/rrVhN7uqN+KcG5rtXf7Hg1pMvOQySk6sttaJiYlhSw37ltqI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\n6sk+xItiI9es/hpIkKq/D4gAAQQQQAABBBCIqoCu31n69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      "text/plain": [
       "Plot with title “”"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Correlation plot of crime rate and demographic variables\n",
    "demo_cor <- cor(df3[c('crmrte', 'density' ,'taxpc', 'west' ,'central' ,'urban' ,'pctmin80', 'pctymle')])\n",
    "\n",
    "corrplot(demo_cor, type = \"upper\", order = \"hclust\", \n",
    "         tl.col = \"black\", tl.srt = 45)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Indep variables to explore ###\n",
    "\n",
    "- prbarr (- corr)\n",
    "- density (+ corr)\n",
    "- pctymle (+ corr)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "R",
   "language": "R",
   "name": "ir"
  },
  "language_info": {
   "codemirror_mode": "r",
   "file_extension": ".r",
   "mimetype": "text/x-r-source",
   "name": "R",
   "pygments_lexer": "r",
   "version": "3.5.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}