{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<div align=\"right\" style=\"text-align: right\"><i>Peter Norvig, Oct 2017<br>Data updated monthly</i></div>\n",
    "\n",
    "# Bicycling Statistics\n",
    "\n",
    "During a pandemic, bicycling is a great way to (1) spend some time, (2) get some exercise, (3) stay outside and be safe, and (4) track how you are progressing against your goals. My data comes from [Strava](https://www.strava.com/athletes/575579). At various times I've had various goals:\n",
    "- **Distance**: I do about 6,000 miles a year.\n",
    "- **Elevation**: In 2022, for the first time I set an elevation goal: **space**  (100 km of  climbing).\n",
    "- **Wandering**: In 2020, I started using [Wandrer.earth](https://wandrer.earth/athletes/3534/) to track what \n",
    "new roads I have ridden.\n",
    "- **Eddington**: I've done 66 miles or more on 66 different days. So 66 is my Eddington Number.\n",
    "- **Speed**: I'm not trying to go fast, but I am interested in understanding how my speed varies with the steepness of the hill.\n",
    "\n",
    "This notebook is mostly for my own benefit, but if you're a cyclist you're welcome to adapt it to your own data, and if you're a data scientist, you might find it an interesting example of exploratory data analysis.  The companion notebook [**BikeCode.ipynb**](BikeCode.ipynb) has the implementation details."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Yearly Distance and Other Stats\n",
    "\n",
    "Here are my overall stats for each year since I started keeping track in mid-2014. I have done 6,000 miles per year since 2016, except for 2020 when an injury kept me sidelined for two months. (*Note*: The column **vam** is vertical meters ascended per hour, **fpm** is feet climbed per mile, and **pct**  is the average grade of  the elevation, in percent.)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>year</th>\n",
       "      <th>hours</th>\n",
       "      <th>miles</th>\n",
       "      <th>feet</th>\n",
       "      <th>mph</th>\n",
       "      <th>vam</th>\n",
       "      <th>fpm</th>\n",
       "      <th>pct</th>\n",
       "      <th>kms</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <td>2021</td>\n",
       "      <td>490.53</td>\n",
       "      <td>6064</td>\n",
       "      <td>196634</td>\n",
       "      <td>12.36</td>\n",
       "      <td>122.0</td>\n",
       "      <td>32.0</td>\n",
       "      <td>0.61</td>\n",
       "      <td>9757.78</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <td>2020</td>\n",
       "      <td>438.88</td>\n",
       "      <td>5342</td>\n",
       "      <td>94777</td>\n",
       "      <td>12.17</td>\n",
       "      <td>66.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>0.34</td>\n",
       "      <td>8595.12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <td>2019</td>\n",
       "      <td>476.32</td>\n",
       "      <td>6016</td>\n",
       "      <td>149797</td>\n",
       "      <td>12.63</td>\n",
       "      <td>96.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>0.47</td>\n",
       "      <td>9679.90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <td>2018</td>\n",
       "      <td>475.93</td>\n",
       "      <td>6101</td>\n",
       "      <td>158642</td>\n",
       "      <td>12.82</td>\n",
       "      <td>102.0</td>\n",
       "      <td>26.0</td>\n",
       "      <td>0.49</td>\n",
       "      <td>9816.51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <td>2017</td>\n",
       "      <td>567.33</td>\n",
       "      <td>7356</td>\n",
       "      <td>202096</td>\n",
       "      <td>12.97</td>\n",
       "      <td>109.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>0.52</td>\n",
       "      <td>11836.45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <td>2016</td>\n",
       "      <td>486.38</td>\n",
       "      <td>6339</td>\n",
       "      <td>201453</td>\n",
       "      <td>13.03</td>\n",
       "      <td>126.0</td>\n",
       "      <td>32.0</td>\n",
       "      <td>0.60</td>\n",
       "      <td>10199.77</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <td>2015</td>\n",
       "      <td>419.95</td>\n",
       "      <td>5453</td>\n",
       "      <td>209859</td>\n",
       "      <td>12.98</td>\n",
       "      <td>152.0</td>\n",
       "      <td>38.0</td>\n",
       "      <td>0.73</td>\n",
       "      <td>8773.23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <td>2014</td>\n",
       "      <td>191.03</td>\n",
       "      <td>2469</td>\n",
       "      <td>118481</td>\n",
       "      <td>12.93</td>\n",
       "      <td>189.0</td>\n",
       "      <td>48.0</td>\n",
       "      <td>0.91</td>\n",
       "      <td>3972.78</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  year   hours  miles    feet    mph    vam   fpm   pct       kms\n",
       "  2021  490.53   6064  196634  12.36  122.0  32.0  0.61   9757.78\n",
       "  2020  438.88   5342   94777  12.17   66.0  18.0  0.34   8595.12\n",
       "  2019  476.32   6016  149797  12.63   96.0  25.0  0.47   9679.90\n",
       "  2018  475.93   6101  158642  12.82  102.0  26.0  0.49   9816.51\n",
       "  2017  567.33   7356  202096  12.97  109.0  27.0  0.52  11836.45\n",
       "  2016  486.38   6339  201453  13.03  126.0  32.0  0.60  10199.77\n",
       "  2015  419.95   5453  209859  12.98  152.0  38.0  0.73   8773.23\n",
       "  2014  191.03   2469  118481  12.93  189.0  48.0  0.91   3972.78"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%run BikeCode.ipynb\n",
    "\n",
    "yearly"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Elevation\n",
    "\n",
    "My friend [A. J. Jacobs](https://ajjacobs.com/) has an incling treadmill, and for 2022 set the goal of **walking to space**: climbing a total elevation equal to the distance from the Earth's surface to the top of the atmoshere. [A group](https://www.facebook.com/groups/260966686136038) of about 40 of us joined the quest. The boundary of \"space\" is vague, but could reassonably be reckoned as any of the following:\n",
    "\n",
    "|Units|In Feet|Description|\n",
    "|-- --|--|--|\n",
    "|100 km|328,084|The [Kármán line](https://en.wikipedia.org/wiki/K%C3%A1rm%C3%A1n_line)|\n",
    "|300 kilofeet|300,000|A nice round number|\n",
    "|10 Everests|290,320|A classic benchmark|\n",
    "|50 miles|264,000|[NASA's edge of space](https://science.nasa.gov/edge-space)|\n",
    "\n",
    "\n",
    "Here's how I'm progressing towards space (I took some time off in June, and made up for it in July):"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "climbing()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Wandering \n",
    "\n",
    "The website [**Wandrer.earth**](https://wandrer.earth) tracks the  distinct roads a user has biked on. It provides a fun incentive to get out and explore new roads. The site is gamified in a way that the biggest rewards are for first reaching 25% of the road-miles in each city or neighborhood, and then 90%.  (You get no credit for repeating a road you've already been on.)\n",
    "\n",
    "For the most part, your scores can only go up, as you cover more roads over time. But the [underlying map](https://www.openstreetmap.org/) is periodically updated, and sometimes roads are added or removed from a city's map, so your mileage may vary. \n",
    "\n",
    "The wandrer.earth site does a great job of showing my current status in all the places I've been, but I wanted to track my progress month-by-month, so I created the charts below.\n",
    "\n",
    "Each line in the legend gives the percentage of roads ridden (miles ridden / total miles), miles to go to the next percentage reward, and the name of the town or area. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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Koih/cmdlgCyEuFII8WFZWRk1NTVUVVVRWVlJbW0tZWVlOJ1OioqKkFKSn6+NFpeXpw2rnJ+fj5SSoqIinE4nZWVl1NbWUllZSVVVFTU1NVRUVFBXV0dJSQkej4eCgoJGx6j/t7CwEJfLRWlpKXa7HavVis1mw2azYbVasdvtlJaW4nK5KCwsbPIYBQUFeDweSkpKqKuro6KiQl2TuiZ1Tf8D1/T5zd3YPekiNjwykH0T09jZfyFZT/Tk47FtIWMpTLsRSvZq15TUF1v/+6hz1GLtfQ/SaAZACgO1A/5+QtekKIqiNE9I2eSEdWeFfv36yfXr17d0NRRFUY5MSqjKB1MABEXiyN/JwSlj2dv7SS4ddRMc3ACfXwk3TYM252styKX7IKEnmJsY1WL+g7DhM+h7O1zx+glVSQixQUrZ7w9emaIoyp/SWdmCrCiKckZz1cGmryFXf4CvyofXO8O2mQDY/WNwhrehVVyUtj6hNzyRqwXHAMFR0GpA08ExaLnIrQaq3GNFUZRTRA3zpiiKcqJcDjD5M2beGHraKpnQ6jJiBk8EgxEWPKy18Cb3g5AEuPx1bwAcFhlD2APzG45jOM62ipB4uH3hSbwQRVEUxZcKkBVFUY5F8V6wV0CKPqTaRxdBWDJc9wV7yveQCXyX8QWjjNVM6DGBmHvXQGiStq0Q0P9OAA6U2rA53HRJDG2Z61AURVGOSqVYKIqiNGXHHPjt3w3lRY/DDw81lHtcDx1HeotOwCHdzEmfw2WzL+OF3V9QbD+8M9wHv2Vw7fsrsTlcp7DyiqIoyh+hWpAVRflzOtqsc24XVByAqLba8lXvwpZpMGG5Vs76HTJ/hfMf1lqAh08Ck3/DcQbc3eRpnR4nADP2zCCjIoPPL/280frHLu3EyO4JBPurP7+KoihnKvUXWlGUP6fkc6B4D7jrGpYJIyTpAzesfAuWPA+P50BAKFjiILaLN6+YS18GfTg1ABJ6NHkat8fdqGw2mDEIA6PbjWZCzwmHbR8e5MeQ9jF/+PIURVGUU0cFyIqi/Dld8Chs/rrxMumGLqO01x0vh5BErUMdQPcx2k89PTh2FhVR8t771G7eTNrcOYed5t3N7wJgMpgwCqM3MI4OjG60nccjeXLuNq7tk0y/1MiTc42KoijKKXFW5iCriULUNalrUtd01Gvyi8AVnobUp2aWBjOubtdRFt5DuyYikT1vIL+0sslryt+0iYNPP8O+4SOomDULx+7dTV7TdR2uI9o/mmvbX8vngz/nqYFPUVded9g1ZRZW8POOAvbll58R75OiKIrSPDVRiKIof05Swpy7YdssreXYFAB/39rstMy21Wuw/b6CiPHjKXnvfSpmzAB34/SJkEsvJfnNNyi3l/Prt69zYWBPIsZqrc5OPSg1JyQ0WyWn26NtY2z5tgk1UYiiKErzWv6vtKIoyskkJdgrtY51o6dA31tBGHB3vA7bjv3IOq11t2LOXPYOPg9PTQ0A9h3bKZ/6DQcfeICK6dMPC44BpMMBwLyMeZR9N4fCKe971xX+61Wy77zLW8578kly/vY3AOpcHkq//JKqr/7rDY5rNm6idseOhmO7jn9UC2dREfmTniNz9NXHva+iKIrSPJWDrCjKWae5vGApJfz4FCLzFxwXvk/ZtNlE33wr5uLdVItB5N12O23mfUdAhw6YkxIJGTYUj92OISiIyPHjibzjDtwlJRS/9z7W2bORHg84nd7jJ7+n5Rvf0uUWMj8cRKqpoTU68pbxuK1Wb9k/rS0eWzUA7yxNJ2XqAvqnhBJ5660AFP7rFYyWEFp98jEAWdffgCkhnpR33gEg/5ln8WuVQtRdWtBdMXcu5oREggecg7OoiOK336Zy3veH1VFRFEX541SKhaIohzlax7SWUl8v65w53sCw3ZLFmJOSsO/cyYFbbiXp0duwRJZQGz2KnHsmkPzuOwT164ertBTH3r0E9uyJISjoqOdyFRcfFii/8FpvJg+bfFgHvKP5fkseW3IqeOqKLt5ljowMpNtNQIcOAJRNnYoxJISwK68EIPe++/Brk0bsgxMBSB9yPoHn9McYEqpdv8vVqJW78+5dx1UnlWKhKIrSPBUgH4ujjaeqKH8SdTk5FL35JtWLl3iDwjZz5xDQqROg5ekaggIJ7KENeVa19BeMYaEE9e0LgPX77zHFxBI8cAAA5d98gzmlFZbzBgNQ8tFHBHTogOWCCwAoeu11Anv3ImTYMADyn3sOy+DBhAwfjvR4yHvkUUIuvpjA3r0oeecdKmbO0lInfALDuKefIvLGG3Gnr6J4+hLCx44loHNn6v+2CSH+0D2pD5TL1q3kmbuDeWvoWySHJP+hY54It9VKzj0TqN2yRUsjOYQKkBVFUU4elYN8LJLPAaNf42VGP225ovwJ1OeyZlx8CVULFmq5tvrX9sVvvuXdrvClFyn96GNvuehf/6L866necvEbb2KdO7eh/N57VP34o7dc9vEnVC9b7i1XzJlD7eYt3nL1L7/iyMjUCkJQu30brqIiDj74EBUzZoLHc1hucNhVV8GqtzFOH0X8hOsI6NxZ312cUHA8Zt4YXlj9AsU1xQAUBDhIePYZus5fxIwrZxx3cLw8vZg6l+e463EoY1gYyW9PJvyGGxD+/mA2H30nRVEU5YSoFuRjUVUAb/UEl71h2VF6xCvK2cC+dy/WOXOp3baN2g0bmmyZrM/ZBXDs24cICMAvWQsS63JzMfj7Y4rRJr5wlZQg/P0xhoQA4K62IfzMGPy0B0wp5QkFrU2lO9TrvHsX2K2wbSb0u0NrYf4Dun/R3TvZR7+4fqzOW82Ui6cwIGHAcR9rX1EVw19fxlOXd+auIWl/qF6+mrofqgVZURTl5FGd9I5FSDz0uB42faUNF2X0g17jVHCsnJWk2w0eD8JsxrFnLxXTp5M8ZQqVCxY0GYDWB8cA/u3aNTpWfaBczxTdODfXaAluVD7RdAdTTAxVl97NmpqhVFvrCLCXk3ZgPvH5a7QpowPCoP+dJ3TsptRPF722YC0IWLR/EWlhacQEHd8MeGnRFj6/vT89ksNPWt1Aux8Jzz5DzP/9leL33qd206aTenxFUZT/daoF+VhZ8+AN7atb1XqsnE18O9ylfDiFAzeNI3rCPYSPGYN0OvHY7RhDQti7poBVs9MPC0CPt2XyVNi7poBfvt6Nq64hVcGIi65ZnzHk9Ruhy1Un7Vwvjr+MwDrjYcudAYLHv/j+pJ2npakWZEVRlOadlTnILTKTXlgi1Z3GgjBQ3eFqCIlTs5mpazqjr6lozx4OPvss+y4aTsWMGTh279ZSIbp3w5yYSEFBAdJopNzhYOfvuSz9ahfVVicgsAdEsqfjOIp6XHFKr8nt9rB/Xw5ut4fCwkJqquxk7MiluqoGq9VKcX45ezceZOVXKxsFxwBuTGS0uxZXu8tP6vvUVHAMYLbL43qfftiaz2s/bMHuqDsjP3uKoihK81QL8vGoKoCZt8OYz1XrsXLGchYVUfLue1jnzm06X9eHlJI6u5tpz6+hutxx2LGCw/3pOiSRNj1jiE62UF3uYP3CLLqel0hMqxCsxTX8PnMffS9NJa5NKKUHq1n6390Mua498WlhFGRa+fHj7VxyVzfi08LI2VnG/He3cPVDfYhPC2P/lmIWvL+NsU/0I7Z1KPs2FPHjR9u54elziEqysHdtAT9/uhOQgCDEAP2Cjay3uany4F1+68uDsUT4k76+kB3LD3LZhB74B5ooyLSSn2Glx9BkjCYDNquDuloX4XFB3nQPh9vB86uep2tUV27sdCOv33Bls/f2oenzj/l9eGL2VrbkWPnh/vP+8Egap4JqQVYURWneWdmC3GLMgRCSANmrWromitKsrNvuoHTGbKTDgcflpiCuP1UWvVOd3cX8d7awb0MRADWVdXw8cVmTwTGArcLB2u/3U5JbBYDT4SJzUxFVZVqHVY9bUllqx1mnjSxhMAoCgkwIgxYQ+geZSO4YgV+A1t0hJDqAXiNaERSqddqLSrIw5Pr2WCICAIhPC+WSW1OxCK1+yZ0iuWZkDpYgJ0ZgoMVEiEEwMNiEEQgKMTNwdBqBloYRHdxOicms/WnL3lHKytn7vPXZ9msu3zy/Vqu79LDw/bl89cg3VDgqsDltfPS3CUe8t26nh2NtVHj5mh7MmDDoiMHx3jUFzHxiBTsf+Y2ZT6xg75qCYzq2oiiKcmqpTnrHwy8EivdA69KWronyP8bjkRj0IO/A9lL8g03EtwkD4Kd31hK49Rf6T7wK/06dWJz6IK3D1pC2cxrCA7s6jadV9s+EVOdi8jNSW1WHy6kFtIEWM4PHtGPTz9nUWOsOO68l0p/xL57rPXdEfDB3/HuId31EfDA3PHVOo/KV9/dqVL7o1obJMcJjgxh0noTqDRB9HqHRgfQwz4Jl2XDF61giAmiX/iBsr4K/LCEo1I+gynkMSulIRe4I/ITW0c/fIOkTLAgf04EOA+K9x2/fL472/Rq+3Wnbx0xUUoS3/iUH5hMWWcKvOfD6hte5el87nLVO3hn2DkIIZrcyUVUyq9n3YcmXuyjOrmLccwMBWPN9Jo5qJ+ff2BGAjE1FSA+07hWN2WjAXe2kxuHxPhD42rumgGVf7+b8AAOBBkEPl4dlX+8GaHRNiqIoyumnAuTjYTDAX39v6VqcMc7U2dbONoVZlUiPJD5NC3jXfJ+JX4CJ3iNaATDthTVEJlq4+M6uAPz29W4iRQlDr4wleNAgqqslWO24SkoJEIIBo9sS26oX8VF3Ufze+wxc8C/M9goADAbB2Cf6e89tMBroNbwVQSF+h3WCM/kZGDSqrTe4PCKPR/v9AMjbBPlboO9tWnn567BnAdy1WCuveAMylsBDWjBIbTnYihqONfh+8DSMdewZO52433IJLMlB6IuNQpAQYCJMuin4ejOmOhPRt3dj65Ifcf9upXWnnkRe15G1c74lMMOfqLwwwi5vQ1TrBFq7UwneGkZ8cDwXPHg30elB2FbnYxmUyDWP3c7cuzJwehxk27R0lNbBXajz2MmvzaRt7xhaWUw4sqz4p4bhdLgxldlxFtgwxwezdWkufnYX983fyt+v7UrNwjwCkFzyfz0xBptZ8P5WLEEmhtzUkVXfZdDdJBoF/d1MglXfZagAWVEUpYWpFAvluHknlRhxMRWzZuHYvbulq/SH7F1TwBf/+J13Jyzli3/8/oe/5q4oqqEg0+ot71h+kHU/7PeWF324jblvbPSWf5+Zzqo5Gd5ySU415fk2b7nzuYkkhVVjW6Wl9lx+b3dar/wA20qtfM3jA7h4+rNYhpwHQJ+LW5PcKdI7FFiP+d8QfY3WutycDgPiGTquE5ZIf0BrOR46rpMWqLldYD3YELTmrIMfnwS3ntu88m14Kb6hvGchfP9AQ9kSB5FtG8ZYHvx3uPGbhpOPeA6u/8pblG2G4gw511u2LtpP1dKG4LiecEP5/HTW/TYXY5w2dXRdjY1aRxXCX+tod87o6+jQ91zcdie3LrqVZQn7SYzvSLgtmI8u/oi2SZ2py6jE4fN+tQ/vS0pww73qHD6INiHdCQoLp22fWMIOVGJbrXWCO29Me9pY7VStOAjAlff1pIfLzb1BwbSLtdDv8lS6VzqoWpINaC3qbfaUYf35ABHVdcSZBSY9BcMoBPFmQUT14S35iqIoyumlOukdL1sJ/Hc0DPgr9B53es/dwpx5eRS8/DK2ZcuP2vnrbNHU8GEmP0NDcIiWp1tVaieuTSgA+7eWUJhpZeDotgCsmrOPAzvKvKkGP3+6g4JMK+Nf1IK8pV/uwlpcy9UP9QFg+7KDuOrc9BqutRCXHqzGaDIQrgd5AB6Hg7r9+71TPGfdcCPS7abNjG8BcFdXY7RYmr6o450a3V4JRTshriv4h2gB8MrJcNmrEJoAG7+EeffBA9shPAU2fAELH4P7N0JoImStgIylMOQh8AuGmjKQHgiKOuZJO9xVdRgCTFRZS8n7fjOWPQHEP9KP9J2rWfnxV1xx5URcW6xIZ8P7JMwGxOAQrMGltB94HqYmZparsFcQHqCNQTx542Rah7ZmVLtRR62P9Ehv3rLH7gLAoOdRu8rsCJMBo542UXewGkOAEVNUIEWVdt76dL30PUQAACAASURBVAP3XdmZ+LaRANRsKcIUGYhfijZ5SvWqPMzxweRO2Yp/E+d2AG1fGdLEmpNLddJTFEVpnmpBPl5BURDeWpuY4E/O43BQ/fvvOPUhrHIm/JXqnxc3mobYV/WyZWRefQ11OTkAODIzqZg7F3e11hp6pjyMSSmxVzuRHsmq7zIOGz7MVedh8Rc78Xi0+m5ZmsPsf29A6uWCDCs7V+Z7rycy0UJypwjv/n0uac0IPR0CYNgtnb3BMUC385O8wTFoHdXC44K89wmg8MWXOHDLrUj9Pie89CKtPmmY4rnZ4BianhrdYIRYvU75W+DDCyF3g1bOXQufXgKFO7SyswaKd2upDwCtB8MVb4C/fs7eN8OT+VpwDJB6Hlz0jBYcAwRFQnB0k8Gx02End/cObGXleBxuCjP3MfeRZ8l/aQ32jArKcrNZ+vOnMDgIQ7CZ6FapdLhkCJbhSQR0jgSTfkyTIKBzJImX9qDzkKFNBscLMhcwYuYIDlQeAOD+PvcfU3AMeINj0ALj+uAYwBQZ4A2OAfySLJiiAgF4Yf5OphZW8M62PO/6oJ6x3uAYwDIoEf82YdA7FtchvxMuKaFP7DHVUVEURTl1VIB8vISAG76Gzle0dE1OOul0Uvnzz9Tu0AIld1kZOXfeRdVPPwGQ/M7bBA8ejPD3hyYCEuHnjzk2FoMevNlW/E7+408g67QREsq/+po9AwbitmpfZ9tWr6b43XeRddpXyu7KykZB4olyOtwUZ1d5R1Yo2G9l8Wc7qanUzrNjeR6fPLycmso6qsuaHr1BesDt0gLnjgPiGXlvD+pDmYGj07jj1YahuzoOiOe8Me29+0YlWbwd6Jqto56mkjn6agCs33/P3kGDcBYWgpREXDmMpJee0T5vrjr87Vsx2vWgy1GlpThk6fnw1UXwycWw+wet3OM6cB/yNb3HDSl6Zzo/CwRGNqxL7AM3z4IYPa0g7QL42zqI0zvXRbXVpnAO1B8CDMbDgl9noY2CNzbgLLRht1Vjt1UDUGOt4IfJ/+bA1k146txYiwqZ89wkyv6zDdvaAgIsFogyYehvwRwbRFLnrtw8eTJJl/fGEGAipnUbhtx0G8HhEUSM6YDRogWmRosfEWM6cKgaZw0ltSUAnJNwDtd2uJYQv5DDtmuO2yMprnJQq392aupcbMwup9ym3c9yWx3fbT5IgVUbxeNgRS3vLE0np6yGoko7C7YXICXMXJ9DUZW92fMAtL2+IySHUJ854gZIDqHtdR2Pub6KoijKqaEC5BPldoHzyP8Bng2s83+g6pdftIIQ5D/2ONZZWi9+c0ICrT77lLBrrgHAr1UrWn3yMe0W/0z4mDGHBcrBAweQMuUDTBFaIBV+/XW0/XERRr3s3749YVdcgSFUS1WoWbee0g8/8h6jZMoU0s8919syWzFzJgXPP+89viNzP46MDBw1TjI3FWOzasFtcXYVc17bSHGONhTZwT3lfPvPdRRtyyF/0nMceOxZ8tIrsFdrrbGJ7cI5b2x7jGaDN+f2UJZIf8x+Wh5rZEIwrbtGeTurNTlsl9sJdTUN5dz1ULTbey1y1fu4NsyhLuuAlr899EIqpk3T8relJGDdo0Rd1BkQ4HETsGAUFr8dCJNJi9Zn3KZ1dKu34XMo1tNaTP7aEIQGvZUztjMk9AKD/t4Y/aDbGOh1k1aOagvjZ0NyX60cFMn7r37Oa7fdzEc338aOB2fz0c238dr1V/D+3Tc3eX/qr8vjcbN25gwKpmzCVVRD8afb+eDO8WxdvAjp9mD2DyBv726YV4X1h0zC4xO54tHHCDovHv/UUMJi4xn9+NMkXtsbU2QAZv8AjCER2F0NLau7CyopsNox+BmJuq0L9jA/bFemYvAz4nJ7+GTFfjZml+P2uLlu/vWMm/Mov+8rITowmnt7PMQj0zL4eac2CUdJtYOL3/iN+Vu1h42csho6P72I2RtzAdhfYqP/S4tZtC2XxYsX88Z//s0LH37LynT9W5TyGv4+bTM78rSHvAJrLf/5aS+ZJTYmL0mn/pPhlpLJS/Y1ee98tbqnB37h2mfQL9yfVvf0OOo+iqIoyqlnnDRpUkvX4bgJIa587rnnHg4ICOj7l7/8BbvdjsPhwOPxUFVVhclkorS0lKCgIAoKCggJCSEvL4+QkBDy8/OxWCwUFxfj5+eHVW/NrK2tpa6uDrfbjc1mw2AwUF5eTkBAAIWFhVgsFu8xCtI3YflwAJUyEGNKX8rLyzEYDNhsNtxuN06nk9raWgCsVit+fn4UFxc3Oob3WAUFBAUFUVpaislkoqqqCo/Hc8quKX/6tzi3bKEyNhaLxcKBiQ/izsnF1qcPoWFhOHr2JPrqq6morMRgMOCMjMRjNDa6piqXi8gRI3APvZAAoK62luhxNx12TWVWK/7R0VRXV+PxePBER2MeMAAptRnJwgafC6NHExwSQl5ePsGRsdSlJBG85jG2z/iJupULkJtXQuZ7TJ8Zg3veBzhmTMd+3mUseGc7xo0/w08zqenSk4L0avxKdmJxlFPlrCEqawN1bzyDc/sW/PPTuXDGS1SuXY67tBRDQiTRrYKp/mkhfgGCgmKTN30CtBzkXr1LMU17l+KcIsJ79aJqwXMUv/Qm1uIqArt3x/3NOLIff4PaKieyQwfMUway7+FPcdV5qGndmsCpo9h9/zSQYE1JJnD6BPY9/wvl33xD9Y6dGDwNaR3+t96C2X4A/wtHUhPdHoPJRI05CnP7oRTawBIaRlHMIIK7XUpecTkhEdEUdriZgLRztc+eXyC2dlfhDk/V3ienBzpehnH9xwjpRhpMiJtnkVde0+xnb/3saRiFmeEJNxNsDicpqB0ZVVuos9dgik1h7959pKa1oaCggK+ffJid23fSa/B5FBQUUjZ1ByGEYcCAdHsIie2KoSoC4/YKzD2i+K4ujbCAAKJbB2JpFcl93++nJCaYNnEQEhLCBf9aTG6FnU5hHgICAuj74mJKq+z0SQzA7XYz9PUVOBwO+iQFsfj3X5iXs5KdxeWc26sT+QUF3DlrIRZPEBd2ScJR7eKnTbEkBUbSKyWc4pIylv/+O5U7l2GrriY6Jo4N2RX0bR1BsKwlOCiIUmslQzom4LGVEREeil9lHgUbfiQnOxuX00mCqZaS/TuJiowkLiKE0T0TaRVqxN9sws9dy8OXdaO2spxJCzNwuvUHBwl7C6oYlhpIREhQs38jhFHgSjBBnh0xMo6QhIjT9jfi1VdfzZ80adKHp+NvtqIoytlGddI7EVLCT09Bl1ENX1ufIQ4deq1y4UJqN28m7oknAMidOBFn7kFvZy9nURGmqCiEsenpdQ+1d00Bq77LoLrMgSXSn0Gj2h51SCopJdXlDgxGQXCYP26Xh1WzM0juFEFqj2jsNiefPrycwWPa0/OiFOyzH+Pjn4cTGfE92X5B9JY7obIPnVo5iB40Cv++/SnPKcc58zMM9lrin3kGinax/66JOCtq8VitSLcLXA3DHnSecgeZk77F3GUAKe++AzNuJ+PN9fj3u4icq+5nxaKF1ASWEVAdTbcLh9I9fQLO78qxjLwJ5z33Yfh6DHULSrGMuhPG3Ypz/qM456UTMvo2/Edfg3PNp9hmrsIy8kZCL7kYstdQPHUhQRdcQvCgQWSNu4najZsbRnLw0VQHRymlt6W60u6kyu4iKVzLc80uraGg0s45bbQ0iU3Z5WSX1TCqVxIAP+8sZH9JNXdXvgsbPmNPylhmxj3Ak5drKROv/7yX7FIbb97QG4BHZmwhfuaTDIq5isSgdpgMZlweJ3k1+1hVPI8aSywe/0j+Mel5TNGBTHz8FWKCUrh/2IWIQCOFs9Pxlw2t6g4Be8OMDB6YQuiFKdz22Vo6xoXwxMjO3vN1jA/hriFpAPz7x910jA/lqp5aTvOXq7JoF2vh3LbR3uv5dP3DdMxpi0macLlcmEwmzGYzKUNSeDn9ZT4e8RkDEhv6mzkcDnJycpg1axZOp7PRPmPHjsVmsxEXF0dsbCxOp5OVK1eSlpZGSkoK3377LTt37jzsPenRowfX6N+mHOqpOduYvj7HGyADmI2C6/u34sXR3Zrcp6WpTnqKoijNU+Mgnwgh4JKXWroWjdQHxhWzZoHL5Q3EHOn7qP79d2KdToTZTOJLLyECtUCrrq6OZVu3sn79evr378+QIUPw8zt8QoN6e9cUsOTrHVT6ZWGPzaO6JpGlX2tpJqExgRhNBmJaafmeP3+6g9jUUHoOSwFg6rOr6XpBEueNaY/BKNi7roDAUDOpPaLxDzLRd2Sqd5SIgk7XYds6gwoZggsz60R3zGG1dJSbCR74MgAxu14G5sAzmVrlVr8P5Vm4Swzea5eAFAKDlEhnLRHXdsB8+UMAeNpcgOXhDpSlXsqi+dOQQXUYBFSFFLF68yymOG/mxY+H0rZDW37cUcA9ufcy/6PzSE0KY/7WPP62+WJ+fvJJ/H7KYfXKbP66KIlfnn6HxOhgZqzP4Znvylny0GMEhwcyf2seX3a7ieeS03DMn4fwePCTDcH7V6sP8OGyTJY+dAEmo4E3F+/l7aX72PfSZQghePeXffyyIpsvo6OJuqkTX6w7wLS12ex4/lIA5mw6yLwted4AeenuQn7ZXczd9z0KxbtYED6eLbkNw5iZDAKTQeC2OTEEGOmWFEZs2CBig9uyyXyAXcaDdHYn0Uu0p529D8F3Xkd0rqTw9Q0kPjOQCQ/ei//GYqwL9mMINjcKjgH8JfR0Ggi9UHvvP7+98UPkv8f2RErpDVofuaQTRUVFlJSUEB0dzS2DUtm2bRuZmZWkpaUxokscC+ZEgxNcaCNKuFwuXC4X5jwzTw98mlXfrsDWo5Jhw4YB8MorrxATE+P91sN3n40bN7J9+3aGDRtGbGwsHo+HX375RQu4U1Ka/fwfibFmKmmhsewpb8iLTgvdg9G2HHj5hI6pKIqitJyzMsWi3ocffjjp7rvvbrkKWA+CdGv5n6eAs6iIon//h+I33yLihhsAkG43dVlZGAICEGYz1nnzyLrhRsq/+AL7zp2NRpeI+dvfCOrfn8hx47wtxMJsRghBVlYWH3/8MdnZ2dTV1ZGXl8fatWtJTk4mPDy8yfp8+/5iioI24jRXgsGDy1SFLSCX4t2Sg9tqOJCTRWC0JDIykl0r86lw5uEx1xITE0NYbCBWmUOlrYL4+Hh6X9yafXlbKS0tJTExkeSOEaxY8yulpaXs3Z/DwcJSPEKrswcjLszscyfiwkTr1q3BL5gP9kRR7XCTmpoKMR35pMqI6NSJ2PxqAs+dyNT+sUiDIK6oiKj/TOfVhdvxi4ggNTUVV0xXXp/xC4Vl5dRWV3r7nBkEGKSHwR0TWL38V4KDgxnQrS3Xdo9h+YJZBAcH07F1IoOTgsmc+yN+VklqIbQbmkSgvRBLUCAGsx+BJugebSIowJ+Cyjr2VrrZm9qDyQGd8K9zkFpZgDAYMEgPnlvuwuZwcVHnWEwGAx6PJDE8kAFtojAIQajRyNU7qzBY67DvKqPzpW0Y0S2B5AhtWLgeyWHc0L8VIQFazvGwjrHc0jeBJYtXMTMrgD5p8dw3sAdViw5gjg9mULc4zvOYKH5nM4HdounbJZaSFUUsCNhCgaECl3BTIqrYaTpIZ78uXHj7UCKigxFJgQQkhhITFogz2Im7t4WwxEgc+yo4QBGloopIaUGYDezpZCWnLF97r4DZs2eTnp5Ox45aB7QpU6aQkZFB9+7dAfj8888pKiqia1dtpI3p06dTXV1Nly5aq/dvv/6GSR7+PB8RHcENF9xARUUFiYmJxMZqI0D4+/tTXV1NeXn5YfvExcUxduxY2rRpg9lsxmg0cv7553vrumfPHgoLC5vcr3Pnzk3+bvRMCaaT/6s8fc01PHHlMG7pW0on/1e5avADBAaeWNB9qj333HMqxUJRFKUZqpPeiSrbD290gR0nfwa5pibiqDugDVVVs2YNmSMvp3bzZgBKP/8CWVurjQTRxNBrwtD0W7xx40Zqa2txuRpa5Gpra1m0aJF3m59++olvvmmY0KHYsBNpcIFBz581SKTBTbkrmxF3dKHKP4tly5YBcMW9PSmy72PdunWANgXwnsztbNvWMD5veno6B/TrAigqKmoyoKlnskTh7693qks9j+QOPYjQOwASmUaPPv1oP+Y6LCOfxRiSQG97ArHlldp9EILLLruM9u210SaMRiPXXnstRY6m78++YhvnnnsucXFx+JuMRFvMmM1mDAYDURZ/kjbls8eVSyW1iBonfTNL+GHeXPLy8uiVEs5tvSP49MP3yczMZGinWO4fEIFx23cY/SXv9bqGBy6byJyLL6eqR09GdInjyYuSWfHbr1itVs5tF81dA+JJ37sHu91O8upCjHV12KQDZ7WdsF/z6J8cTu32ElxldqIs/sS6oWjKFuwZFWRnH+DNyW+xdtN67A4Hq1at4u2vPmB/xn7c+iQU7igjzgvDvaNCLBdbcAgnbqG9t27hwSGcrPNsAWDesoV8vWYuBr3j4tJlvzBvwXws/RMI6BzJbtNBtpqyvcOvlZlsFBQ0TLgSGhpKSEjDaBL9+/enW7eG1IORI0cyZEjD2L+33347V1yhjRRjdVgpCGx68paNRdqEK5deeqk3uAYYNGgQlmaGwhNCEBMTQ6D+TYoQAqNPilGfPn0IDAykICqOrwZcTEFUHIGBgfTp06fJ4wFERgyiW7fJbN16D7t2Pc727ffTrdtkIiMGNbvPH7GivIp+K3eworzqlBxfURTlf51KsThREalw+WuQNvSkHdKbJjFzppYm4G74Gt62di1+rVsT0K0bCf/8J/7t2gHQasoHFL/3PtbZsw+bvONElJWVeV9bLBZvAA3gRzB2Dp/ly+RnILZ1KGOvH9No+bhx4zD4BOh/+ctfGpXvvPPORtvfcsstgNba2JRWrVoxYMAAb7k+gKp38cUXUzp1F7W1bkDQx9wNBkRTZ/kaIUSjfQ0GA927d2fynGUkNXGushoXw4cP93beCwkJYdyo6xEGQfW6AgIzXNzqvFDb2CMJ2u9mfNcriTFpebPh4eGM7DGUSIc2NvC3mwvxc8fSXgZSANj8gsAcw4Zhl3IOUFJSworlK0gzJxB2fhjZWQeYOXsW4zqMJGiXkwOeYn4N2MFYxyCMu8pY991yftu+ivFDx5BwYXv25e5nTdlqRtXGsnHvRmodduqHVKhPLVgStJU+rS8B4Peta9iwYQP/uOQfADiMLuDwPHS70Ebm6NGjBzZbwxB8F1xwAW798xkxpgMXvVaGtDoxhmvDr43xa9zSOnz48Eblvn37Niq3adOmUdk3mF6dv5qskCzia+MxSqOWhyy09IzxF49v4t3T9OnTh/T09MNykI8U6AKkpqYy4Pa7eXd7FnVCsKDrQL7slkpqbMQR94uMGERKyu1kZb1DaurfTmlwPH5rJrUeyfitmfy3RxrnRRz7UHaKoijK0bVIC7IQ4u9CiO1CiB1CiAf0ZZFCiJ+FEOn6v0f+36ilCQH974LINkff9hgdfPAhKqZP13KI3Y3n1Q0fowWfxtBQwq+5GlNMDIB3OuHmhl47Xp18piM+99xzGTlypLccnxLd5D4x+iQIYWFhhIU1jP8bGBjY0OILjYLjI+nTOY0Agx9GqW1vlAYCDH706dOn0WQjbpsTV0XDUHvWxQeo3VkG9UOEuSUQT+yT7wPaDGb1UwIDVCzczyhTKv7S3Ohc/tLMvX3OofCtjZR93dCBruTj7VT8sJ/KRVmNZnQDMDjBf0sN7q0VAAQHB5O83Q9Tpla/jYVurnd1pofUWjWLpYXL6/rhLtGC0k6dOnG3ZSTRBi0Pu23bdoyNuBC/PQ6k00OMDGWwsyNB0g/p9GDaVUP7Th0I65UAgNPgxhbmJqBd8782BoPB+8DTs2dPrrnmGu/97NKn6b5aHQZq01d37NixUWCZkJBAcnKydlw/I0l39CIwLoTo27t6W5lPlMvj4uNtH/N9xvcAjGg9gpLAEha3Xsz+sP1ggoEDB/KPR/5Bzw49mz1OamoqEydOZNCgQQQEBDBo0CAmTpyopeQcwYryKm7flU2dnndTJwS378o+amttWfkqDh6cSmrq3zh4cCpl5auO78KPgW9wDHiDZNWSrCiKcnKd9lEshBDdgGnAOUAdsAj4K/AXoExK+YoQ4nEgQkr52JGO1WKjWNRz2iFntTbBQsiRR3I4Fq7i4mZbg491Kuf6Y9Ru2kTa3ObTP7Kyspg+ffphrWvXX399swFEVlYWX//3G5xOJxg8CGnA7GfmpnE3HjXoOB7VU16ldH9PNpry2GU8SBdXMr0NaQQkhuKpcpLwaH8ASqfuwplnI/5hLbjLfXKFHhQ3Zgg2k/j0QEq+2IF0eYi5U8t7LZ+Vjm1TES6Xk02m/d5z9XKn4hccQOiIVhgCTQT11PJaa3eWYggy4SyuxTov47Bpj0OGtyK4XzzGYO0BxWN3IYwGhPnEn0Or1xU0ea6wUW2x9Gv6Mzd79my2bt162PIjjcJwIp+Hk61+5A4pJeMXjqddeDsmnTsJgDHzxtArthcTek4gOrDpB7WT4dAA1JefEEztqbXWfl9UgUtKro7THkg+3reW3NzPuSqsit69vmBy+npK86fxQI+xREYM4s2sAkJNRu5I1h5sX8jII97PzF9StPKje3JoE+jPX1tpn7V7dmTR3RLI31rHAXDjlgwS/M3MKSxvsm6BBnHcLclqFAtFUZTmtUSKRWdgtZSyBkAI8RtwNTAKuFDf5gvgV+CIAXKLq8qDL0dpqRb97/pDh7KtXUvtxk3EP/M0Mf/31xNOm6hvUT4as9nMvffey5o1a1i3bt0xjWKRmprKI489xPLly495n+Mh3R7su8uoLBiEEejvakd/l5ZKghtcBTWEDmuYotkyMAFPTUMKSMhFrahamgMun9Zds4HQy1IBiL61IUfV7ZHYhycT3ioE67wM+jsbziX0fQ4NQAO7RAHgnxqGI72c2p2lWmu1nncbekHjzli+0xOfKEv/+CbP1VxwDCeWWlDf2nqq3tuj+TXnV97Z9A5fXvYlQeYgPhzxIUHmIO/6mVfNPC31eGBXdpMBKECdlDywK5v153blv3kl1Lg93gB5VrEdj2k0V/ElQhj4zRZJgGUcVZXriYwYxMqKamL9zNyhH2tndS21gQ2f0wKHk3BTQ8u7S0p8v6MINxlZUGxttm61noa6KYqiKH9cS7Qgdwa+AwYBtcASYD0wXkoZ7rNduZTysO+LhRB3A3cDJCQk9F2wYMGhm5w+UhJSvB5bRFc8Pv+ZnwjTp58hduzA+dKLEBCgLayowDhrNoa9e3H+65WTUGGNx+Phxx9/JCoqinPOOfZxnKWUSA8YjE3MJHcS+OU6CV1hp6aDiYAMFwafLBNphOq+/jjSjhywWX6vxT/PhXCDNIAjyUT14MNHGfk9u5bXV5XxyvAYeu92H9M+jbgkEQtsGGokniBB+chgMJ2a+3Ii53K5XOzdu5f9+/fTpk0bOnTogMl0ZnU5cEkXbunG3+DPPts+puVP4+6Uu4n1j22xOm1xwjPV0NQE5H7ACxboaQa7/mczQH8bPFJL+W5qksXTUTd/4Hm9bseqd+/eqgVZURSlGS0yUYgQ4k7gXqAa2IkWKN9+LAGyrxZPsTiJpMeDp7ISYzNDrJ1sOTk5mEwmEhISjnkfa3EtUyetZsQdXWnX948HMR6Hm9KvdxHYJRLLwERkcSb2n+cRcNV4yuYVNWo1DewSRdRNTQ+x1eiYdW4KX9+Au8KBMdyfuAf7NpkTm1dRy7frc7hvWHuEy3NM+xzKWWijdOpuom7qhDku+ITuwbE6nec6HWqcNYz9fiyXpF7C/X3ub+nqeLk8ktXW6sPSLE4kheFUaCoF5ETrplIsFEVRmtcinfSklJ9IKftIKc8HyoB0oFAIkQCg/1vUEnU7bjVlsPYjKD9w9G0P4SopIXfiRFxlZQiD4bQFxwApKSnHFRwDGE2CXsNbEZV04gGaq8KOfa82lJvB34gwCm3wYUBkLydw/6sI6SRiTAfvEGRGizYywrEw+BmJvr0rprigI3YYSwwP5IHhHTAaxDHvcyhzXDDxE/ueloD1dJ7rVPFID7tKtVz6IHMQI9NG0jeu71H2On2cHsn/s3fm8VFV1wP/vlmSTHaSQBZCCGEPgYQkogIWsSrIJlDEhSpSraUi1iLKT20LLrVWrSgiKmpxASsurO7FArIbloAgWwghZN/3yWRm3v39MSQQmMnMJDOZEN7383mfZO7ce+658+68Oe++c8+Zlp7B/qo6PhoSh+7cvHTEAK2s3E9a2hRqao67VceRXQKc1k1BQUFBwXk8FcWi27m/McBU4D/ABmDmuSozsbhhdHwMVfD1fMjc4nzTjFPU7d6DMSfH9XrZICcnh02bNjXLMOYo/l18uHZKb7pEOGekXfiUomJjJmWfHm8KnxY2cxD+w84Z6ikz4c+HISCi1UYr2Dcm39p6iuMF1U61UWg7b6S/wYyvZ1BYa0nCMSdpDiO6j/CwVucxC0GszptoH68mQzTaW+uQASqEjFrjj1br/ptcZ3VTUFBQUHAeT7lYbANCASMwTwjxgyRJocCnQAyQDdwmhChrQUzHcbEoz4Lgnq1yQJRra1H5tZ9RtnPnTrZt28af//xnpzdg1VYY8A30QlI5Ps76E+VUrM+g6x8TUft7YSyuQ1Kr0IT4XFSxEnyCrAtxIUXV9Yx+aQtzbujDg9f3cXt/VzJCCLblbqNXUC96BPQgryaPg8UHGRM7BpWk5CjyNIqLhYKCgoJtPGIgu4oOYyA7gTCbyX/yKQLG3EzADTd4RAeDwdAsPrEjCCFY8fh2eiV1ZfSMAbbryQLDyXI0oTo0YTqMRXVUbDxF8KTeaLva2MhYfgaWXQOTXofB06zXcSEVdQ1o1Cr8vTvWprXORll9GWM+H8O0ftNY7dSv/gAAIABJREFUMKzjBqTJrDPw5Ikc/jWgB919Whe1ozFE3eWEYiArKCgo2EZZxnEFFWfh68eh5KTdqnJdHYbMTBrOZLeDYs1pTBLhrHEMlsR+10zuTb+rwjEW1lKweB/GwvOZ1RpdJmS9iZIPf6Hmp3wAtN186XrfYNvGMYDGB4b+FnoOd1ovZzCf0zHY10sxjt3EgaIDLEtfBkCITwjvjXmPeanzPKxVy5zRGzilNyDbr2oVWTaxfcdwcnJWulQvBQUFBQXPoRjILkHAgY+gqOVkHkII1AEBxK5aSeise9tHtXM0NDTw2muv8dNPP7WqvUolET8iisjYQEpWHMFUVEfJiiPIDWbK12VQ9rFl7Go/LV3/MISgm2MdFx4QDuNegsCoVunmKIs2HOH+D9KQbcSSVWg7u/N288WJL6g0VAIwpOsQtKrWZ3ZsD0aHBrLz6oH0aOXqsSzr6Rr2a3S6HvYrKygoKChcFigGsisIjoEFZyB+ks0q5Z98Qt6CBQijEamdki9ciMlkYsCAAURENE8wYW012BoVRXXUVhoo//wE5poGEGCuaaD88xNounijCdU1bcbzjglE0jg4tQ6shKJjrRqTs8SG+dE3PACVEz7UCi1TVFfEnB/msLfA4uo0c9BMvpr6FUHe7vcnbyufFpSxsciSGlzbhjmh0QQwYMBzhIaOcpVqCgoKCgoeRjGQXYWmZaO3ITePurS9nJ52Wzsp1BxfX1/Gjx9PTMz5THRyg/mS1WBrGIvryHznZ/a+mEb90TJLbGIAk6D+aBmSr5agW3o574PZUAvf/wV+eru1w3KK+0b2YsFY2/7TCo7TYG4AIMArgLyaPIr1xYAlfJuPxqelph0CIQSf5JexKq+Utu7DkGVrqTsUFBQUFC5nLksDWZKkiZIkLS8rK6Ouro7q6mqqqqrQ6/WUlZVhNBopKipCCEF+vsUXNi8vD4D8/HyEEBQVFWE0GikrK0Ov11NVVUV1dTV1dXVUVFTQ0NBASUkJsixTUFDQTEbj38LCQkwmE6WlpRjOpmNcMYm6rL3U1tZSWVlJfX09hUePkrtwIWUffICppATD8ePNZBQUFCDLMiUlJTQ0NFBRUdGqMTUU1JDz0h70OZWXjCk7O5vMzMxLxlT++QnM1edWg6sNlK0+TmFhIfrcKnJf/onqY0VUVlZSV1pN1zojcSoQxuaemsIoU/F1ZuvGJHlRfMe3iOufcOt5On02jy3HCigpKaG+vp7Kykpqa2ubnafS0lJMJhOFhYVWZbjqPLlj7rX3mP6191/cueFOhBBUFFfw+cTPSfFLuazGZDKZeD0ygLfie16ij7PnKf3g79mzZ4bHx+Ts3FNQUFBQsI0SxcJVVObAymkw7kXo9SuMRUWULHuTitWrQa2GcxvkAAYea9lX2VmassdVGlAHXZoJ7pNPPuHs2bPMmzcPtVqNMMmUr8+g7kAxmC4weNUSwZP7oBsYQvlnJwgY3QPv2CDLBjwBtfsLqdxwqpmRLGlVBN3aG//U5q4b9pU2g8rx2MZt4cNdWfxt/RG+nDuShO4d/9F/RySnOodIv0jUKjVfZX5FRkUGf0z8I17q9ncXaguyEPw7t4S7IkPxVbtmfSA39z+ARPfud7hEXnuhRLFQUFBQsI1iILuJrN/ejX7fPkv4h4twtYFc+vFRq2mZhVlGUquoqakh84sDxA3sg/+wSIRZkPvUdquyVH5aov56TbOyqhI9NeX1hPcKouLT461KAX0JX82Hqjy4fSWo3Psgw2Ays/V4MTcPctKIVwDgSMkRZnw9g+dGPseEuAmeVqdN7K6oYfKBDF4fGMNtESGeVsejKAaygoKCgm0uSxeLDo8QRC9+heA77kDy9gat+3bx16QVWPULzn/xJ8o+OwGAv78/EfWByFUWv1FJLREwpieStvnpl7QqAm+JvaSPk3sLWfuvA5gazK1OAX0JXWIhrK/bjWMAb41aMY6dpKiuiP2F+wEYGDqQB5MeZFjEMA9r1XauCfbnu9R+TAvv4hJ5JlM1ZnOdS2QpKCgoKHQclBVkV3L2J/j8Prj9I4hKAsBUXEzxsjepXLMGIctgNLp0BTnv2d3ItcZLyiUvFbpxMfxwdjfXXXfdJdErwPbK88XoaxooyamhxwDLipuxsJbSj48ReteADp2aWZYFD39ygGkp0Vzfv5un1bmsuP+7+8mpyeHrqV93iqx3BQYjZUYT8f46l8rNynqLU5n/YtSv9qPRXF4pn5UVZAUFBQXbXP6/fB2JoGiISgRJQgjB6Wm3Ub1lC5EL/0afTf8leNo0vAe4JoqCMMnUphUQeLP1leCgSb2p7Q6nT59uShByMY6uBuv8vZqMYwBtuB8Rf05pnXFcXQCnNlt1PXE1RdUGjuZXUV7X4Pa+LncqDZUsS19GndGyGvrYVY/xzs3vdArjGOCvJ3OZlp5Brdl6pJbWEhIynL59/u+yM44VFBQUFFpGWUF2E+bqavKffIrAcbcQeMstLpdff6Kckn8fJmTGAPQ/l9hcCTaZTGg0trPG2VsNbtCbyNhfRM9BofgFO5+B7xJ+eAa2vwqPHLLcULgZWRYIQK3EPm6Rg8UHufvru1k8ejG/jvm1p9VxOcUNRn6pqWdUiGLINqKsICsoKCjYRjGQ3YGhBrS6VkdpsGa0CiGoSy8GWeCXEo4QgoYzVXj1DEQYZUsUiwoD6mBLFAujMOHl5eV8bOKLyDlezvrFB5g4N5GYQaFtkgWAyQDZuyHOvUkVSmoMBOm0aF0UqaCzIYTgvcPvoZJU/C7hdwDk1eQR5e/ebIbtTZbeQE+ftn8PrCHLBurqsvD1jUPVwbMFWkMxkBUUFBRso1gPriZjE/yzJ+Js6wx3W8k7JEmibn8hdelFTa+9Y4OQJAmVl5qwWYPQhPsSNmsQKi81q1evZvXq1W0eTve+wcx4+hoi+wS3TsBbI2FR0PnjuW7w4SRLuRt5Ys3PTH5jR5uTQHQ2ZGEJ0SdJEsfLjnOs9FjTZ9TZjOO8+gZuSjvOy1kFbpFfXXOMPT+No6T0f26Rr6CgoKDgORQD2dVEDEFc+zAZM+ZR/MYbDqdybqRZKufqBvJf+Am5zrIJL/TOAYTNSrDa7kK/YCEEAwcOpH///m0ejqSSCA73RevdypjF0cPg4li5ai9LuRu5c1gPZo1oRXa/TsC0DdN4dvezFNcVNyvfnb+bcWvGUVBrMRifH/k8L456sdN+RpHeWub3iuCOSBc8+bCCry6GQfGLCQ5KcYt8BQUFBQXPcVkayB0xk15TlizJj5qhD+EzfiKq3v0ofO9nTEV1FL57CLnB3GKWrIqdOeiPlJ4P2WYWiDoTRZsyMBqNlNSUg4TdMZWXl5OQkEDv3r3bPKadG46T+XNB6zN/DX8EQXMDTEgqyhP/4NbzdMOAcIZHqmyfpw6SzcwdWeeOlx9n7cm1jP1iLIt2LGJPxh4AvOq86BHQg6zcLABKi0svmzE5c57MZjNnCi363B7gRahscsuYhPBDoxmORhPSIbIDKpn0FBQUFFyH4oPsDmQZin6hdJMK/bGyZpvnvHoGounigy4+FCEEBS/txXdIV4LGxtoM2WYteYct6urqOH36NAMGDECtblumOpPRzLvztpE8pifDJvRqvaAv58GBj8DcYFk9Hno3THilTbrZIr9Sz1eH8rlzWAx+3rY3J3ZmBn8wuNlrlaRiWr9pzB4ym66+XT2kVfuxKq+UV7IKWJfclx4+7sv0V16+G50uBh+fy9M1RfFBVlBQULDNZbmC3NExbvuQmtcXUn+s9JIEHlU/ZFtWibH4geoSQtF2t2zECxwbi6RxLHmHLX7++Wc+++wzSkpK2jwOjVbN7xf/iqQbe7RNUPxkaAwXJqlg1II262aL748U8o9vjlFWe2WGdivRX3reZSHz2fHPeOzHxzygUfuTEKBjVEgAUd7u2zgnhMzBQw9wJvsdt/WhoKCgoOA5rswlNjciZJnTC97G91eLLrn9EEYZlZeakNvOxxsOHhfX9L//VREYTpY3C9nmMzAE/1THs8BdddVVhIeHEx4e3tahAKDWqFBr2nAf1VALn82EoB5QdgqSZkCAa3SzxszhsVzfvys9Qnzd1kdHZl3GumavtSotKknF5D6TmZ0420NatQ+yEKgkicQAX14ZEOP2/pKHrkSt9nd7PwoKCgoK7Y+yguxqzGa6LViA71WBDqdyvpDWpHJuaGhg06ZNvPDCC2zevJmoKNc88v15Sw6HNp9tmxCNDiYvg1v+CTHXuHX1WJYtq/U9Qztudj9Xk1+Tz6xvZ7ErbxcA0/tPByyGsbfam6l9p/Ltb77lL9f8hTBdmCdVdSuyENx3OIulZwrbpT9JUhEYOAQ/vzj7lRUUFBQULjuUFWQXI2m1BE+ZDHVlFOcewFDsDWbHV4MbQ7Y1xkFWebXsR5yVlcXq1asxGo2YTCZ27tzJ3r17uf3224mNjW3TWLJ/KUM2C4aMboOLhUoF/c8lSunjvgQU9UYz45Zs46HRfZia7P4EJO3FtA3TSOyW2Mx/uNZYS2FtIXHBcYTqQjGYDdSZLBnwAr0C6d+lP0ndkpidOLtTG8UX0iALdGoVPu0U97qiYi+ybCAkZES79KegoKCg0L4oBrKLqdt/AK/Ynmjyf8RcUAHq3oDjq8FwPmSbI+zfvx+9Xt/02mw2o9fr2b9/f5sN5PEPDkE2y60X8MsGqMyBYQ+A2r1TrareyICIACKDdG7tp705Xn6czMpM1mes59Y+tzJ7yGwe2fIIRrOR1RNW46X24uPxHzdr8/mkzz2krefwUat4Y6D73SoaOZO9HL0+m2uu/rbd+lRQUFBQaD8UFwsXImSZnAcfpOjFl6D3aELvGEjItD7NEnhcbqjasiJ38ntI/7jVGQWdoVuAD8tmpHBtb/fEvPUkRtmIwWxg7cm13LLmFkK8Q3go6aFOG7/YGQoNRu47fJoCgxFJktrtM4kf+BKDE5a2S18KCgoKCu2PsoLsYnq89SaSTgc+QWiTrkYL+A6N9LRaTnPqQBFZB0v41Z39W58k5NaloK8ANxstv+RVEebvRbdAH7f242mMsiUE4NacrVQbq/lVj195WCPPc7RWz56KWipMJiLcGLXiYrTaILTaoHbrT0FBQUGhfVFWkF2IpFKhS0rCp39/6jMqqN97BH58CUzuCzmWnJyMl9f5WK8ajQadTkdycnKb5NZWGCjMqkLj1YopIgQYaiz/61qZotoJnlj7M/f8+6dOl1a6MS10I40b76b3n87Lo172kFYdi+tDAvnp2ngG+LWfa01tbQZncz7EaKxstz4VFBQUFNqXy9JA7qiZ9ArWrKF8715qa2sp/+E0FZsKEf/7O6b8n92WJSs2NpaxY8cSERGBl5cXV199Nffeey/h4eFtGlP3Ib5M/b8kqqqqnM78VbZ/HWJxPBVH/tcuGdqeHtOTpyfF29SnI2czszWmvaf3Mm3DNMBiGHupvJjadyrvj3ifv1zzF8xV5stuTK7IpPf1mVxSdh7hucMZfF9SSV5eHr5qVbuOqaBwCydOPI3BUNtu2QGVTHoKCgoK7YuSSc9FCCE4OXwE/tdfT9Q/nkduMGMuq0IbKMA3xNPqtS9FR2HnUhj/L9B2brcHd5FTncP8rfOpNdZydeTVV1RECltsL6/m7kOZ6GWBCojTefPj1QNQtbMvthACQ0MhPt6OxyfviCiZ9BQUFBRsoxjILsRUXo7Q69G6KA6xI+Tk5BAYGEhgYKDLZJbm1bBl5TGuu70f3Xq6Tq6rOZxbyQc7s3hsbH+6BXQOQzyzMpO4IEtsXSGEshHvHBcax434qCRWDoljZJcAD2p2+aIYyAoKCgq2uSxdLDoqmi5d0EZFUX+8jOrtuQizgLNpsPaPYDK4pc/169fz+eeuDetlMshIKgkvn1bs4Ty4GqrbJ1nD0fwqtpwoxkd7+UUHscah4kNMXT+1KRueYhxbsGYcA9TLgrsPZbK9vLrddJHlBk6cfI6qqkPt1qeCgoKCQvujGMguouzDD6n6/nsA9MfKqPkxx/Lp1hZBxn+h/Ixb+r3jjjsYM2aMS2WG9wpk6vwUgsOdTNdcUwTrH4Sf3napPra4LbUH2xeMJtCn/aIXuJNBoYN4aOhD3Bhzo6dV6VA8cjT7EuO4Eb0seORodrvpUl+fS27uJ9Tp3fN9VlBQUFDoGCguFi7i1PgJ6BITiXr+7wDI9SZUPhqQzSCp3B7qrMNQegp8gsHPvfGIS2sMhPp7u7WP9kAIwaqjq5jYeyJB3krYsIs5XlvP10UVLMkutGok61QSH7Wzm4UQZoSQUaku7xszxcVCQUFBwTbKCrKLiPtyIxFPPdn0WtXonqBSu8U4NplMfPPNNxQXF7tUrpAFH/1lJz9vyWmdgNDebjeOS2oMjPjn/3h/x2m39tMenK48zSv7Xmlyq1BoztMZufynoIz3E+LQqZp/jzxhHANIkvqyN44VFBQUFFpGMZBdhCRJqPz8qD9RTvnak8h60/k3j38L790MxnqX9VdQUMC+ffuorHRtLFajwUz3/l3wD3Fy09umRbDxEUsMZDfjpVExe1RvruvX1e19uYppG6bx7O5nKa6z3NA0PrmJC47j0wmfck/8PZ5Ur0Oxp6KGCqPl+/NS/x58ldKXUaEBfDTkvJHsKeM449TL5OR+bL+igoKCgsJljZJJzwUU/esV1F26EPq7WZhK9NQfLSN4Up/zFVRqkNQWf+TgGJf0GR0dzfz585slCXEFXjoNN9w90PmGQrYc7eBKEuij5ZEb+7m9H1dyvPw4mZWZrM9Yz7he4zhbfZb7B9/PiO4j6NOlj30BVwh59Q38Jj2DP/Toxl97R9Hd5/z8HtnFYiQ/cjSbVwfGeCR6RWXlPkym9tsUqKCgoKDgGS5LA1mSpInAxF69elFXV4fZbEYIgVarRa/XExAQQHl5OV27dqWgoIDIyEjy8vKIiooiPz+fiIgIiouL6dKlC9XV1eh0OoxGI5IkoVaraWhowNfXl6qqKkJCQigqKiIiIqJJRuPfwsJCQkNDqT52DO+IcCorK9EkBhEwJJCqmiq8vb2pra0lqNdoSgOHEB4cfomMgoICunXrRllZGYGBgdTV1eHl5dXimPLz84mKiqKsrMzlY8rPzadreFcqKyvx8/PDYDCg0VimiclkOj+moCBKS0sJDz83ppueIS83lyho1ZgcPU/fHykgUKfh6l6hTp8np8fUxvN04ZjgfKrojac2YhZmhFkQo4shSBPU6rnnyTG5au7l5uZSHRxCl5oquoWG8lrPMEZ3C7Z8ny4a00C5gd3D+lNaWgoEtPuY+vVdjkqloqKi4rI/T9bYt29ftEql+l6W5QHAFbJxQkFB4QpFqFSqY7Is35ySknKJX6mySc9FOBSzVgiXrLDu2rWLjIwM7rjjDrRa1/pCrlt8AC8fNeP+OMSxBg21UHEWug1wqR7WEEIwcel2/Lw0rP7DtW7vz5UM/mDwJWUSEsnhybw/9v32V6gD8V5OMX/LyOWHq/q3a8roKx1rm/QOHDjwS3h4eN+IiAiNSqV44CkoKHReZFkmPz9fzs7Ozv/HP/7RZ8OGDc38YJUroIuQJIn6UxUUv3MIU6n+0goHVsLL/cBo5T0n0Wq1eHt7u9w4Bug9tCs9E5zYZLf/Q1h2NRSfcLkuFyNJEp/9YTgv35bo9r7ciVpS4632Znr/6bw86mVPq+MRzEI0+RlPDe/Cot7d6aPr2MlecnP/w8+HH0YIs6dVcRuyLA9QjGMFBYUrAZVKRWRkpEqr1XYHZl/8/mXpYtGRyHvyKVQ+PkT87a8Io4xcb0blb8Vw7dIL+o8FQw1o27ZKlpqaSmqqe6IzDb4+2skG00HrC13d6xPc+KRD56WmR4iT8Zk7CFqVFrMw46f1Y/3k9Vds6mghBDMOZiKATxLj6KLV8PseHX/Dpclcg9FYhiR1jsQ0NpAU41hBQeFKQaVSNT79HzJp0iTdhg0bmlYxFQO5jaiDg5G8LRuJdANC0A0IsV4xdoTlaCMVFRUEBQW5Jcuaoc6IWqtC40xmOr9QSJnpcl0u5oejRbz+v5O8+dsUooIvv8fw/bv0J6lbErf3vx0J6Yo0jo2yQKuSkCSJyeHBaC+z2OA9Y35Pz5jfe1oNBQUFBQXXI7jIJlaWCtpI+OOP0e1Pf0IIgUP+3HVlre7LZDLx9ttv8+2337ZaRksc+D6bd+dtw2yS7VeWZUtYt7wDbtHFGv4+GroGXJ7JQT6f9Dl/ueYv9O3S94qMWpGlNzDqp2NsKq0C4I7IUH4TEaKk0+4EFFXVM/3tXRRVuy6MpTWeeuopEhISSE5OZt26dS2Wb9myhdTUVObPn+90P9OnTycjI8Nuvfnz5xMeHk5CQkKz8pdeeomEhATi4+N5+umnL2knyzKDBg2ipKSkTXJcwYYNG3jhhRealRUXFzuVnfXTTz+lb9++9OvXj40bN9qtb2u8LfHqq69SV1fncH1ruHv++Pv7t0m/ljh+/DhJSUn4+/vTUfZdXRE0GnaX45GSkiI8iWwwNP1vOFsl8v6+W9SfrrDdYNtiIZ4OFcJQ26r+jEaj2L9/v8jOzm5Ve3vknSwX6ZsclF18Uoh/9hLi58/doktnJKc6R6w+tlqU6cs8rUq7YzCbxW8PnhI7yqo9rUqrqKhMF3v2TBRVVUc8rYrLAPaKi66pe/fudVrOU2sOidj/+1I8tfZnF2t4nrS0NJGamiqMRqMoLi4W0dHRoqqqymb59OnThV6vF4899pg4duyYw/0cPnxYTJo0yaG6O3bsEGlpaWLQoEFNZWfPnhW9e/cWDQ0NwmAwiF69eonMzMxm7TZu3ChmzpzZZjnu5N577xVbt261W89gMIjY2FhRUFAgzpw5I+Li4oTZbG6xjbXx2qNnz56iuLjY4foX0x7zx8/Pr9X6OcqoUaNEWlqa2/u50ti7d6+YOHHiexMnTgwQF1wPPbKCLEnSnyVJOiJJ0mFJkv4jSZKPJEm9JEnaI0nSSUmSVkuS5NoAv24gZ948su8/98hVrcKrVxDqLi1sNOr1K/j130A22a7TAhqNhqFDh9KjR49WtbdHZJ9gEn/dguy3RsKiIMuxNAXqSuHz31nK3chPp8swW0kzfLmxr3Afz+5+lgpDhadVaRe+K6lk2oEMGmQZL5WKj4bEMbyL+1ZZ3Iowo/UKQavt4mlN2pXb397FZ3vPAmA0y9z+9i7WHrBEQ9I3mJnyxg5W7z2LEPDZ3rNMeWMH3x7OB6CstoHb397Fpl8KAdq0wnzq1CmSkpLQaDSEhYXRvXt30tLSbJaLc0/zGn/oAGpra+32s2rVKqZMmeKQTsOHDycs7FJXKZPJhMFgwGAw4OXlRVBQ8xTyr7/+OnPnzm2zHEdYtGgRo0aNok+fPsyZM4d+/fo1ZV+95557iImJ4aGHHrqk3eTJk1m5cqVd+Xv27GHQoEGEh4cTExNDjx49OHToUIttbI3XGps2bSIpKYm8vDxGjx7d9D/AkiVLSEhIICEhgRUrVrQop73mjzWs6blx40ZmzJjRVOdvf/sbr776qtPjApg0aRKJiYmkpKSwdOnSVumoYJ12N5AlSeoOPAykCiESADVwB/BPYLEQoi9QDtzX3ro5i//Ikfj/6lcAeEX6EXrnADRBLbgAdE+GEQ+DT6DTfdXU1HDo0CEaGhpaq26LNNSbKMuvRW7JEI0eBuqL7lvUXpZyN5FRVMP0t3fx7+2Xf1rpiXET+f433xMT4JpkMR0dCagxy5QaW3dD2JEICkpmaNL7+PhEelqVDkVuhZ7GS4YsBLkVbY/SY434+Hj27NlDXV0d2dnZHD16lIKCApvls2fPZuTIkciyjBCCBx54gC1bttjtZ8eOHaSkpLRaz+joaP70pz8RExNDdHQ0jz76KCEh5/elHDt2jJqaGrt92JPjDJMmTWL8+PHExcUxduxYdu3aBcCHH37IM888Y7VNamoqO3futCu7Md72W2+9xaeffkpERAT5+fmt0tMaN954I+np6URFRbF58+am/7OysliyZAm7d+9m27ZtLFy4kKKiIpty2mv+XIwtPW+55RZ27drVZHR/9tln3HnnnU6PC2DZsmUcPHiQ3bt3s2TJEgoKCpzWU8E6ntqkpwF0kiQZAV8gH7gBuOvc+x8Ai4A3PaKdg3S54w7g3F1mgxmVtwMfp7Eeio9BVJJTfR09epSvvvqKBx98kG7durVG3RbJPVHB18sOMXV+MpF9gq1XGvU4pK9qXiapYNQCl+vTSK8wP96ckczVcU6EnuugSJJEpH/nNbBkIXgnp5gAjZq7IkO5OSyIG0MDUXUCP2PhSJzzTsiF8ca1alWz19X1Rir1xqanO0azoEpvJLmnZZU9xM+rWf1uAa0P4zd48GDuvfdehg8fTvfu3Rk9ejQ+Pj42y2+44Qa+/PJLXnnlFdavX8/ixYvx8/Oz209+fj5du7Y+okpFRQXffPMNp0+fxmg0MmLECCZMmEBkpOV7v3TpUqsrts7KcYaQkJCmhDZVVVVUVlbabdOtWzeHDN3G1dXZsy0RstasWdMu35MDBw5w3XXXNfn9Dhs2jEOHDnHjjTdard9e88cZPW+99VbWrVtH3759iYuLIzw8nLVr1zo1LoD33nuPdevWIYQgLy+PvLw8IiIinNZV4VLa3UAWQuRKkvQykA3oge+BfUCFEKJxqSkH6G6tvSRJDwAPAERGRpKenu5+pa1RXg5+fuDlhapWpsuXtdRc7YMhtuXYxJG/LKfbyU/4efyXyBrHw5VpNBpGjRrV9AVwNQ21Mn1H+5FXfprCdNsXuOjoMYRmbURCRpa0lEWPIedUPpZ7HPcQCWSfLCTbbT20D2sL1hLvH09///6eVsUtCAFrayBYgvjCs55Wx2UIYaa84gF0uqnofMZ7Wp0Ow5IfTiJftDHZLARLfsjgucmOb8BylHnz5jFv3jwArrlmufb4AAAgAElEQVTmGmJiYmyWr127lv379zNv3jweeeQRRo4cyeLFi7n++utb7EOn01Ff33pXkE2bNhETE9PkDjF06FAOHDhAZGQkVVVVfP/99yxevLhNcpxFkqRmh9lsP453fX09Op39aEGNWRobKSgoaBfjTAjnXe7aY/44o+fMmTN58skn6du3L/fcc49D47r45mPLli1899137NixA19fX1JTU5FlBzbZKzhEuxvIkiR1AW4FegEVwGfALVaqWp0pQojlwHKwZNJLSnJuJdZVnJ3zEA1nsuj95ZeYqxqoqcsnYmg3tGF2Lird/wQpExnSOwU0l2FEht4vwmvfgakelVpN2G9eIiwg3C1dLf/xFH7eGmZc3dMt8tuTOmMdXx3+ih7de5A02DNz1h3UmWXeyC7k99FdCdZq+MJkxlet6lSrrSZTDadOTSQsbCShoZ3n3LWV/dkVGM3NL9NGs2D/mXK39FdaWkpoaChbt26lrKysyU3BWnlKSgpTpkxh7969xMXF8e677/KHP/zBroETHx9PRkYGsbGxrdIxIiKCtLQ0DAYDsiyzf/9+Fi5cCMCKFSuYMWOGQwmeWpLTHpw4cYL4+Hi79YYNG8aRI0coKirCYDCQk5PDkCHns7A+8cQTAPzjH/9okz6BgYGUlZU1+S4nJyezYMECamtrMRqNpKWlsWzZshZltMf8uZiW9ExKSqKwsJBjx441RRKxN67Q0FBycnKa8iBUVVURFhaGr68vR44c4eDBg07pp9AynnCxuBE4LYQoBpAkaQ0wHAiWJElzbhU5GnD9MqkL6XLXncjnHlWpA70IuslBI65rf8vhBNu3b0eSJEaMaHscZVucOVJK1x4B+Aba2Rvp1xUS77Bk0EuaAW4yjoUQbDtZQqifV6cwkH21vuy+azdG2ehpVVzKab2B184U0lPnzfSIEPw0nS+JhkbjT//+izytRofj6z9d1679zZo1i4yMDLRaLStXrmy6CbNVDpCQkMCCBQu46qqreO655+z2MWHCBDZv3tziI+1G5syZw5o1aygpKSE6Opply5YxadIkxowZQ2JiIiqVivvvv5+BAwcihOCdd95h06ZNbZLjKrKyspg8eTJlZWXo9Xq2b9/O888/z7hx4wDYvHkz48fbf1ri5eXFCy+80PTbtHjxYi5MNGPNTcPWeFti7ty5TJ48mZCQED7//HNiY2OZO3cuV199NQALFy6063ro7vlTV1dHdPT5RFtPPvkkDz74YIt6Tp06lePHjzet1tsb17x585g1axaLFi3i66+/ZuzYsSxfvpzExEQGDBhAcnJyizoqOIfUmkcVbepQkq4G/g1chcXF4n1gL/Ar4AshxCeSJL0FHBJCtHhLmJqaKjpCTEBjYS2aMF8ktYOrZuVZkH8Q4m91qPqnn36KJEncdtttrVeyBfTVDfz7se0M/00fht5kZwNZXjosHwVdB8A9G9xmIIPFSDaYZHycSVyi4HZKG0zsqKhhUjeLr3q23kCM7jJ8GuIgZrMBtbrzjU+SpH1CiGYpOfft2yfaskntckev1zN69Gi2b9+ORuO69aNvvvmGjz76iI8//thlMt3Jddddx/r161u9MVDBMcaNG8e8efMcuiFTcB/79u3j6aef/jfwyIYNG6oby9s9ioUQYg/wObAf+PmcDsuBBcA8SZIygFDgvfbWzVHqj5/AcNoSVUHWmyh8dT/VW5zwudz/IXw2CwzV9utiCVw/derU1qjqEF46DVMfS6FPigOb//zCYPRf4M5P3GYcG0xm6hpMSJLUaYzjNSfX8O7P73paDZew+EwBfzp6hpIGy5aBzmwcA/x8+I/sP/BbT6uh0A7odDqeffZZcnJyXCr3lltuuWyM4+Li4jZFzVCwT2lpKf369aNr1678+te/9rQ6CjbwSBQLIcRC4GKHqkzAffHCXEjxkiUYTp6kz/ffgVoi5Pb+aKOciO+a+jtIvAu87Lcxm82o1WrUavcZimqNisjeDsbYDIqGUY+5TReAz/bm8K/vj/PVw9ddlmmlrbGvcB9nqs5w/+D7Pa1KqzijN6CSJHr4ePFobAQzIkMJ87oyMtV363oLQtjf2KTQObjppps8rYJH6dq1K5MnT/a0Gp2a0NBQTpw44Wk1FOxwZfzCuZjwxx/DWGgJfq/yUuOb5GTYtaBo+3WwxD5eunQpEyZMcCotp7OcPlSCLkBLRC8HjGRDNai0oG19yCZ7DO4exG2pPYgMcl8f7c3fR/4dWXT83cXby6t55Gg2rw6MYWSXAAAMsszE/SdJCfRjxeBedNFq6KK9ci4dUVHucW1SUFBQUOi42HWxkCRphCRJ/5Uk6YQkSZmSJJ2WJCmzPZTrqHj17InfMMtid31GOeZKg/NCsnfDzpaz3pjNZgYOHOiWuMcXsv2zk6T/18Egaj88Ay/3c6s+iT2CeXLcwE4VCQFAJXkkcaXDbC+v5u5DmeQYjNx9KJMvCsoA8FapWDwghr/3tRp5sVNjMlVjMtV4Wg0FBQUFhXbGkV/s94BXgJFYNtalnvt7RVKXlkb1/zZbkoOYZUo/+IXqra3wV8v4ATY/D0bbmaeCgoK49dZb3W4gT3s8heFT+zhWecAEuPFvbtFDCMEHO7MorWnFDUcH5kjJER7f+jg51a71a3Qljcax/lzSB70smHM0myVnLE9Kfh0aSJRPh8/+7nJyc//D1h8TMRrtJ1dQUFBQUOg8OPKctFII8Y3bNblMKPvwQ+pPnCDghtEICbrOTkTyboV/8PCH4LpHbboqVFZWIssyXbp0aaPG9tEFeKELcLBy3CjL4QaO5lezcMMRvDUq7hjWedIxl+hLOFRyCK3KfvxTT3CxcXwhr2QVkBzo2+RucaUREjKCvtJTaLUO+ugrKCgoKHQKHFlB3ixJ0kuSJF0rSVJy4+F2zVpAkqSJkiQtLysro66ujurqaqqqqtDr9ZSVlWE0GikqKkII0RSHsTH7XH5+PkIIioqKMBqNTXEgq6qqqK6upq6ujoqKChoaGigpKUGW5abc5nl5eUS9/DLe5/LXFxUXoQr3oUqqo76+nsrKSmpra6mtraWyspL6+npKS0sxmUwUnvNZbtQjr6wWtD4UFBQgyzIlJSU0NDRQUVFBXV0dW7duZenSpVRUVLh1TOnbT3JkWy65ubkAFBYWYjKZKC0ttT6molOUFuZaH9O5v7bGZO88xUcF8vFvBzIluXubz9OFf+2OqaXz1MYxAfRV9+Xb33yLXCV3yDHNPZJl1TgGqJcFfzqa7bbvU0c6T9bG5OPTD3//yZ1qTI3nqc28NRIWBV16vDWy7bKt8NRTT5GQkEBycjLr1q1rKn/ppZdISEggPj6ep59+GrBkGEtNTWX+/PlO9zN9+nQyMjJarJObm8vIkSOJj48nOTmZ//73v83er66uJioqipdffvmStrIsM2jQIEpKSlqUo1arSUpKIikpiYcfftjpcTjChg0bmpJUNFJcXMyYMWMclvHpp5/St29f+vXrx8aNG1usa+9zs8Wrr75KXV2dwzpZw9b8sVbemvlz4flKSkpi27ZtbdLXEY4fP05SUhL+/v60FPI2ISGBrKysFmU1prd2lNjYWEpKSpxqczHvv/9+s9TrEyZMYMuWLU2vL56ftsbr6OfgNEKIFg9gs5Xjf/batceRkpIiPEntwSJRn1XZegE/fyHE1483KzIYDOK///2veP7558V//vMfYTAY2qilbY7vzhdvPbxZLP3DD+L9J7aL47vz7Tf6e5QQ3/yfy3WRZdnlMhUcY1tZlYjdki7C/3fgkiN2S7rYVlblaRU9gtlsEFVVh4XZXO9pVdwCsFdcdE3du3ev4wI2/lmIZ8KEWBh4/ngmzFLuYtLS0kRqaqowGo2iuLhYREdHi6qqKnH27FnRu3dv0dDQIAwGg+jVq5fIzMwU06dPF3q9Xjz22GPi2LFjDvdz+PBhMWnSJLv1CgoKRHp6uhBCiKysLBEVFdXs/ccff1xMmDBBvPTSS5e03bhxo5g5c6ZdOX5+fg7r7WruvfdesXXrVrv1DAaDiI2NFQUFBeLMmTMiLi5OmM1mm/XtfW626NmzpyguLnZMeSvYmj+2ylszfzx5vkaNGiXS0tJsvj9o0CBx+vTpFmU4q39bz4kQQqxYsULMmTOn6fX48ePF5s2b7bazNV57n4Mt9u7dKyZOnPjexIkTA8QF10O7K8hCiNFWjhtcZ6JfPlT/8AOl7/0bY2Eh+YuepvSDNGp3tSHhX8kJyNwKpgbAkt1o8eLF7N69G4PBQEZGBosXL7Z759caTuwpYPOqY5gMlsgKNWUGNq86xok9BbYbCQG3vAiDprhcn/mfHeIf3xx1uVxPI4Tg/u/uZ8OpDZ5WxSbXBvvz0ZA4dKrmmyJ1KomPhsRdse4VNTXH+SltEsUl//O0Kp5jxXg4sMryv9loeX1wteX18Lkgm5rXl00QeS4dd22ppf7xcx561YWtVuPUqVMkJSWh0WgICwuje/fupKWlAWAymTAYDBgMBry8vAgKCmpc3LlwoYfa2lq7/axatYopU+xf38LDw0lMTASgZ8+eGI1GDAbL3okTJ05QXFyMrYQrr7/+OnPnzrUrxxUsWrSIUaNG0adPH+bMmUO/fv0oLi4G4J577iEmJqbZCl4jkydPZuXKlXbl79mzh0GDBhEeHk5MTAw9evTg0KFDNus7O95NmzaRlJREXl4eo0ePbvofYMmSJSQkJJCQkMCKFSta1NPW/LFV3tr5czEtff4bN25k2LBhJCUlMW/evKY2W7Zs4aabbmLatGkkJCTwyCOPADBp0iQSExNJSUlh6dKWN/gDvPjiiwwcOJDbbruN+vp6p3VvxF6/p06dIjk5mZMnT7Y4LmdpaX46w2uvvcbAgQMZMmQICxYscKqtI1EswiVJek+SpG/OvY6XJOm+Vup6WVP13fcUv/kmp24eQ8UXX1Dz3V8IvKVX6wX+6nGYsxs0ls1P+/fvR6/XYzJZfnRMJhN6vZ79+/e7Qv1m7Fp/ClND87BjpgaZXetP2W4kSTB0BvRwbbhqIQQ+WhXenTBNsd6kB4mmi2xHo9Bg5Ma04xhk0cxIvtKNYwCdrgcJg14jOPiK3ZPcMv7h4NcNVOe+t2ovy2tdsMu7io+PZ8+ePdTV1ZGdnc3Ro0cpKCggOjqaP/3pT8TExBAdHd2U4GL27NmMHDkSWba4NT3wwAPNHt3aYseOHTYNW1t89913DB06FG9vS8KcBQsWsHDhxWH+LRw7doyamhqrfVwsp76+nuTkZEaMGMGPP/7olE4XMmnSJMaPH09cXBxjx45l165dAHz44Yc8c85d8GJSU1PZuXOnXdkFBQVERkby1ltv8emnnxIREWE1vbQ1Lh6vNW688UbS09OJiopi8+bNTf9nZWWxZMkSdu/ezbZt21i4cCFFRUU25diaP7bKWzN/9Hp9MxeLs2ctycOsff5FRUU8++yzbNmyhfT0dM6ePcv//nf+RnzHjh0sWrSIw4cPs2jRIgCWLVvGwYMH2b17N0uWLGly67JGVlYW77zzDvv372fRokVkZrY+8FhL/ebk5DB9+nQ++OAD+vbta3dc1li9erVVt5SW5qczLFy4kJ9++olDhw7x6KOPOtXWkU167wMrgKfOvT4BrKYDZ7pzNcaiIkqWvUn1d98hZBmMxsZ30AS1IYuYynNhv2rKrN+12yoHoL4K6kogqAeoXbfhTJIk/j5lsMvkdSR8tb68e3PHzaCnkSSCNGqCNWpSgvz4aEjcJXGQr1S02mDCwyd4Wg3PMuur8/+rtc1fe/nCH7bCa4kgm0FSwR9+PJ9h0y+0ef02ZN4cPHgw9957L8OHD6d79+6MHj0aHx8fKioq+Oabbzh9+jRGo5ERI0YwYcIEbrjhBr788kteeeUV1q9fz+LFi/Hz87PbT35+Pl27dnVYr4KCAh599FHWr18PWFbP+vXrR8+ePa3WX7p0qdUVsYvlgMX4iIiIIC0tjSlTpnDy5El0OucTJ4WEhFBVVdX0t7LSfkSWbt26OWToNt74z549G4A1a9Y4FJ7T2nid4cCBA1x33XVNfrPDhg3j0KFDNlM225o/tspbM390Oh3p6emXlFv7/Hfv3k1mZibDhw8HLDkPMjMzueEGy8P5lJSUptwHwcGWG8733nuPdevWIYQgLy+PvLw8IiIirOqyf/9+Ro4ciU6nY9CgQTbnoyO01O+tt97K+PHjGTzY8vttb1zWuP3225tWpidMcP319qqrruJ3v/sd48ePd+jp0IU4YqGFCSE+BWQAIYQJuKLSSuXOe5SK1asRBkOTcayJGYEm5tq2C9+5FD6Z0XY5TuIfYt2wt1UOQOZmWDIUio+5TI+y2gYyi5U4s+1NnVlGFoJQLw1rh/YhJchy8R/ZJYC9wwdd0cbxmTNvU1a+i7Kynej1ls2rZeW7OHPmbQ9r1gEJiICkGRbjOGmG29LPA8ybN4/09HS++uorCgoKiImJYdOmTcTExBAUFERYWBhDhw7lwIEDrF27ljfeeKOpzciRIx1aQdbpdA4/jq6vr2fatGm8/PLL9O7dG7C4HHzxxRcMGDCApUuX8uKLL7JqlcVFpaqqiu+//55p06bZlQM0GSFXXXUVkZGRnDlzxiG9LkaSpGaH2Wz/57u+vt4hYzwqKqqZIV1QUGDTaLtQtrXxOkNrnshZmz+2yls7f6xh6/MfM2YM6enppKenk5GRwf33n8+yGhTUPGrOli1b+O6779ixYwfp6ekMGDAAWZab9WGtz0Za+wTTXr/Lly9n+/bt/PTTT01lLY3LVdi6CbNW/u233/LQQw+xZ8+eFg11azhiINdKkhQKiHMKXANcUUFBoxe/gm7oUFCrQWtZOdX2GIa2uwsevTYmj5DN9OvXD51Oh0ZjWdjXaDTodDqSk10fNOTaW3uj8Wp++jVeKq69tYULVlQyTH4LusS6TI9/bz/NzYt/pKiq9T5SHZkX017kz5v/7Gk1mtEgy/z2UCaPHbc8AuxsCVnaSkDgEA4fnsvBQ7/nTLbFWD58+GECAod4WrWOyajHIeYaGOWcf5+zlJaWArB161bKyspISUlpWmE1GAxN7mi9evVi8uTJPPvss+Tk5BAXF8e2bdt455137PYRHx9vN4IFWAyOmTNnctdddzF27Nim8ueee46MjAyOHTvGQw89xOOPP86MGZYFkBUrVjBjxgy0Wq1dOY3RYMDyuDwvL6/JoGsPTpw4QXx8vN16w4YN48iRIxQVFXH27FlycnIYMuT89+SJJ57giSeeaHpta7z2CAwMbBZ5JTk5me3bt1NbW0tFRQVpaWnN+rWGtfljq7y188dRrrnmGrZt20ZOjiU2/pkzZ1p0maiqqiIsLAxfX1+OHDnCwYMHm70fGhraJAssn8+OHTuor6/nl19+ITvbwURgTvabkpLC22+/ze9+9zsMBoPT42otF4/XVrkQguzsbEaNGsXf//53p/dzOeJiMQ/YAPSWJGkH0BWY1nKTzoWma1d8U1LAS4t3rzgq16xB/9NSkFXAH9sm/NoH4doHqa2tZePGjaSmpqJSqUhLS+Oqq67iuuuuw8vLtQkaju7Mp3u/YEbPGMCu9aeoKTPgH+LNtbf2pt/VLdz9B/eApDtdqsvM4bH06eZPt8DOk1b6QsJ0YR0uxbRWkhgR7E+s7spL/OEIIV2uJWHQEn4+PAeAw4cfJiFhCSFdXPDEqDMSEAGz3B8qf9asWWRkZKDValm5ciWSJDFy5EjGjBlDYmIiKpWK+++/n4EDBza1SUhIYMGCBVx11VU899xzdvuYMGECmzdvtvmovpEdO3awZs0ajh8/zvLlywH4+uuviYqKslpfCME777zDpk2bHJKTlZXFrFmz8Pb2Rq1W8+677+Lr62tXf0fJyspi8uTJTYb49u3bef755xk3bhwAmzdvZvz48XbleHl58cILLzBixAgAFi9ejOoC18GL3TSc/dwamTt3LpMnTyYkJITPP/+c2NhY5s6dy9VXXw1Y/EztJdSyNn9aKgfn5k+jD3IjtvzQweLC8uabbzJx4kRMJhN+fn5NTxqsMXbsWJYvX05iYiIDBgy4ZNFs3rx5zJo1i0WLFvH111/Ts2dP7rvvPoYOHUp8fDy9etnfK1VXV0d0dHTT6yeffJL777+/xX4Brr32Wm666Sb++te/8uKLLzo1LlvYm58Xj7dx/lxcHhERwd13301VVRVms5l//etfTukhObL0LkmSBugPSMBxIYTRTpN2ITU1Vbg05p0dhBBIkoSpuJjiZW+iP3CAuHVrXSLbbDSy99zqhzsz5xn0Jj56aid9Urpx/YwBzjUuPWVZ8Q5pw8ZEBY9hFoIyo4muXh0zYUlH41TmYrKylhIb+xC94zrWUwBXIEnSPiFE6oVl+/btE85uUutM6PV6Ro8ezfbt25ue5LmCb775ho8++oiPP/7YZTLdyXXXXcf69esJCQnxtCoKCm5n3759PP300/8GHtmwYUN1Y7lNFwtJkqY2HsAkLAZyP2DiuTKP0d6JQvIvaAtQuL8EXcpv8X3rTZckARDfPIH8zg0MHToULy8vt46puraC6U+mEjc8wKo+LSU2MH45H/mT37oksUFhcQnzP01nx5GsTpuA4mIZnh7T4wdPMHbvCY6dzWn1mDrjebp4TGfO7GP/gXs5e/ZDYno8SM7ZlRQUbL2sx+SWRCGdEJ1O1/Ro3ZXccsstl41xXFxc3BQNREHhSsbmCrIkSY2BBbsBw4HGWB2jgS1CCI8aydB+K8hnH5yDOiCAqH9aMrpUfJmJMa+Grg+03SdRCMFXH75Gf98K+k5baAml5iaqSvQEhjm/C7qJnL1gqIbeo9usy5G8Su56Zw+v3ZHE9f3dt2LuSbae3cozu55h+c3L6R3cus0obWF7eXWziBQ/V9expayauT3dt5GqM2BZOX6DhEFLCA8f1+SD3NncLJQVZAUFBQXbK8g2nyEJIWYBSJL0JRAvhMg/9zoSeMPN+nYofBIGofI5b1gGT4hzWVxbvV7P6So1of3G0NeNxnF5QS2rn0tjxLQ+DL4+2n4Da0Sn2q/jIIOigtj5fzfg69X5Yh830sWnC9dEXUM33/a/AdheXs3dhzLRy4IZhzJZdS6m8eAA1/kxdlY0al8Sh7xHWNgo4JxPcsISqqsOdSoDWUFBQUHBNo44WcU2GsfnKMTianHF0PXBBy8pc9XOf19fXx588EFLlrraEvALc4nciwkM05E6Lpbeya001mQZsndCWH/wdzxOqDWq640E+Gjx83adj19HZEjXIQzp2v6RDy40jgEMsuCug5l8nHhlJ/5wBL0+h549/3BJeUiXaxXjWEFBQeEKwpEwb1skSfpOkqR7JUmaCXwFbHazXh0G4znfvUZq9uRT/O/DCGPbIxMUFBRgNptRq9Wo19wHH0xss0xrCCFQa1SkjovFN7CVkQv05fD+eDj8RZv1mbUijYf/c6DNcjo6DeaGdu/zYuO4SRchuPtQJtvLq220VKiuOcbOXaPJL1jnaVUUFBQUFDyMXQNZCPEQ8DaQCCQBy4UQc92tWEdAyDKnp0+n4G8XhGuRLG7CkrZtWfDq6+t5//33+fLLLy0FiXfCtXMsK8kupKpEzxcv7qM0t43JOLz84J71MGBcm8TIsmDCkEhuGNA5/Y4bMckmRvxnBO8ccl3sTEd45Gj2JcZxI3pZ8MjR1sXDvBLQ+XQnrtfDhIVe72lVFBQUFBQ8jENWnhBijRDiz+cO18Q1uxwwm+n26KMETjyf/tB/WCRhsxLaLNrb25spU6ZwzTXXWAr6j4Whv3X5Jr3aygYa9Ca8dG10Z9D6QNz1ENy2YPUqlcS9I3oxeWj3tunTwTHKRu4bfB9J3ZLsV3Yhrw6MQaeyPod0KolXB7ZfsoHLDY0mgF695qLVBntalcuCaRum8ezuZymuK26X/p566ikSEhJITk5m3TrLKv93331HUlJS0+Hl5UV6ejpbtmwhNTWV+fPnO93P9OnT7SYLsdVvaWkpqampJCYmkpSU1KTnhciyzKBBgygpKbEpB0CtVjeVP/zww06PwxE2bNjACy+80KysuLiYMWPGOCxj/vz5hIeHN6VGtsdLL71EQkIC8fHxPP300w61efXVV6mrq3NYJ2tYmz+2yp2dP6GhoTQ0nH9iKMuyS6KAJCQkOJTcwtp5bI0chYsQQlg9gGqgytZhq117HikpKaI9kWXZvR3UlgqRf8jlYmWzC/QuOy1E5lYhjIZWizhVVC2+PZwvzK7QR8Em28qqRI/N6SL8fweajtgt6WJbWZWnVeuwZGS8JCoq9nlajXYF2Csuuqbu3bvX4fYJ7yeIoR8OFSkfpYhndj0jimqL3KSpEGlpaSI1NVUYjUZRXFwsoqOjRVVV8/mcl5cn+vTpI4QQYvr06UKv14vHHntMHDt2zOF+Dh8+LCZNmuSUbhf229DQIKqrq4UQQhQXF4uIiAhhNpub1d+4caOYOXNmi3KEEMLPz88pPVzJvffeK7Zu3epQ3R07doi0tDQxaNAgu3XPnj0revfuLRoaGoTBYBC9evUSmZmZdtv17NlTFBcXO6SPNWzNH1vlzs6flJQUcfr06abXubm5IikpqdX6NjJo0KBmcj0tp7Oyd+9eMXHixPcmTpwYIC64HtpcQRZCBAghAoFXgf8DugPRwALAfkqiTkD1li2YK89n1a7efJacJ7dTn1HeJrlr165l3759l76x5gH4wjV5y2srDRz+MRchCyQbK4pO8ct6i4+0qfUpoVftyeaRT9Kp1HeIPDNupaK+AqO5/ccphGBklwA+ToxrWknWqSQ+GqJs0LNFQ0MpefmfU1GR5mlVOhyzvp3FugzLqppRNjLr21lsPLWx6X2jbMRgNrD25FrGrhnLDZ/ewBcnLPsUyuvLmfXtLLac3QJAib6k1XqcOnWKpKQkNBoNYWFhdO/enbS05ufrkxck0O4AACAASURBVE8+Ydo0S5JXcc5VrfGHDqC2ttZuP6tWrWLKlClO6XZhv1qtFn9/fwAqKysxGAyYTKZm9V9//XXmzr3US/FCOa5i0aJFjBo1ij59+jBnzhz69etHcbFlxf+ee+4hJiaGhx566JJ2kydPZuXKlQ71MXz4cMLCHN9cbjKZMBgMGAwGvLy8CAoKsll306ZNJCUlkZeXx+jRo5v+B1iyZAkJCQkkJCSwYsUKmzLA9vyxVe7s/Onduzc5OTncf//9/P73v29KUd2SnrbKX3zxRQYOHMhtt91Gff3539vXXnuNgQMHMmTIEBYsOJ/W3dZ5tCVn48aNDBs2jKSkJObNm9fi53al44iLxRghxDIhRLUQokoI8SbwG3cr5mmM+fnkzP4jFZ99BoDcYKZmRx7IgvLPTyI3mFslt6Ghgerq6mYTtolRj8PE19qidhO/bM9j+2cnqS5rvUHbjCF3wMyN4N16I+uJWwbw2exr6eLX+VMcP7fnOaZuaN9Q4QZZ5tYDGawrLGdklwA+GhJHtLdWMY7t4OUVyvBrNxMdPdPTqly2GGUjDeYGivXFfPTLRy6XHx8fz549e6irqyM7O5ujR482JWdpZNWqVdxxxx0AzJ49m5EjRyLLMkIIHnjgAbZs2WK3nx07duBsHOgL+wWorq5m8ODBDBkyhGXLluHldf56d+zYMWpqaqz2cbGc+vp6kpOTGTFixP+zd+5xUVb5438/I1e5KChXCRG8AgoC4g2/XtKvloK0lW3rltrF7Gd+t9Utv9buatm3m220ama6rVupW2aa0maWBQYoiiLe8YbchJFB5A4DM3N+fyAjgzPMDAxiOu/X63nBfOY8n/M55zkz83nOc87nwy+//GKWTS2Ji4tj+vTpBAYGMm3aNA4ePAjAZ599xuuvv673nKioKA4cONDuOg3h5+fHH/7wB/z9/fHz8zOakGTy5MlkZWXh6+tLUlKS9v/c3FxWr15Neno6KSkpLF++nJKSEoN6DI0fQ3Jzx09QUBBXrlyhoKAAuVxOYWEhQUFBBu1sS75x40YyMzNZsWIFOTk52jqWL1/O4cOHOXHiBEuWLNHK9V1HQ3pKSkpYuXIlycnJZGVlUVBQwM8//4wV/ZjiIKslSZotSVI3SZJkkiTNBtrnHVqI25FJT9OzJz3Xr8dlxgzkcjnXt59HU980E6CuauD69vPtypJVWlrKE088Qd++fYFWWbK8wil3HWyRNoVM9OKBRUOQ7FWWyfwlc6bCPYx6pbLdmb/qamvwd5HuiQxtcYFxzPKfdVvbJK+sQtJokJT11NfXM0TTQHr0IAY01FqkTXfjdWpoKKOoqIhu3Ry5erXsrmiTqdfJFDZN20R8/3gAbGW2bJq2idigW6Pt2Mpsse9mz2ODHuMfU/8BNMUB3zRtExPumwBAb8f2h7AcOnQoc+fOZcyYMTz//PNMnDgRBwcH7fvnz5+npqaGsLAwACZNmsS3335Lt27d2LVrFwkJCUyfPt1oPcXFxXh4mB7GsnW9AC4uLpw8eZIjR47w4Ycf0th480nS2rVr9c7Y6tNTWFhIZmYmH3zwAb/73e+oq6sz2a6WuLu707NnT9zd3XFzc6OixVNRQ3h6emrHkCUpLy9nz549XL58mUuXLvHee++1q55jx44xbtw4nJ2dcXNzIzo6mhMnThgsb2j8GJKbO36CgoLIy8vDwcEBBwcHcnNzCQwMNGinIXlmZiYxMTE4OjoSEhKi9RMARowYwVNPPcW//vUv7O3t2+wfQ3rS09PJyclhzJgxhIeHc+zYMR0n3Ioupuzc+h3w9xuHANJuyLoMIUQikBgVFfVs9+66iQ8cHZsSenh6NkVJ8PHxAcDX11fndfP7zXevzedBU2xiAJ8JTYkCnDPkVJwtA/WN6ABqQf3ZMnoMcMPGy4ZevXoB6HxhN9Ms8/LyIj8/n969eyNJEn5+Tck6vL29AbSPqOwUp0BRBgMmt6tN9TWNdLd3waG7LX0H3uyb5jY119Ncb7OO5r9eXk1Z1m5pU04yOPSAHsN12qRPR+s21argsU8O88qDQxgd1MvsNkHb16ndbWqBuW1qOSvUTMs2eeIJ93Fb29QD+CbSVRuj29JtatmGu+E6eXh4cPToo9jZe+Lru+6uaJO516mj2MpskUky4vvHsyBsQYecYGMsXrxY+0h41KhR+Pvf3HDaevZ1586dZGZmsnjxYl588UViYmJISEhgwoQJbdbh6Oio/+meAVrX25IhQ4Zga2vL8ePHiYqKorKykh9++IGEhAST9DRf9xEjRuDj40NeXh6DBw822bZmJEnSOdRq4/Nb9fX1OuPdUuzbtw9/f3/tsorhw4dz7Ngx7fg0leZlD+ZgaPzok5s7foKCgvjyyy+JiorCzs6OH3/8kcWLF1NVpT+spiH7m6+RvnLff/89qampfPHFF6xZs0b/Mk0T9EydOpUtW7YYPNfKTUwJ85YrhJgphOgthPAQQsQLIXJvg21dhqa2FsXaD2kovAJA5fe5t8Q9Fo0aKr/PNVmnSqXiyy+/ZNeuXW0XTH4b9i4zy97zh+R8+koaHy74mU+XpbH5LwdQtXMJiEH2LIWUv7Xr1JIqJQBuTraWtOiOpaqhioLKAjSi47GyTaFGreaNS0VUqtQWS2BzbyDw9f0tXp4dC114rzLIbRC/GfAbvn/4e/486s+d6hwDXLt2DYD9+/dTVlams0xh69atOg5mfHw8K1eu1K4FTUlJYeNG4yEXg4ODjUawaEnreq9cuaK1Uy6Xc+bMGfr0aYrYs2nTJmbPno2t7a3fg631ND+1gKbH5UVFRTo3BJ3N+fPnCQ4O7rCeZcuWsWzZzd8zb29vMjIyUCqV1NXVkZmZSb9+/YzqcXV11XnqERERQWpqKjU1NZSXl5ORkcGwYW0nZTI0fvTJzR0/QUFB7N+/n6ioKCIjI0lKSiIwMNCgnW3J09LSqK+v58yZM+TnN4XlFEKQn5/P+PHj+b//+z+jESkM6Rk1ahQpKSkUFhYCkJeXd8tSJSs3MTiDLEnSy0KIdyVJWkPTzLEOQojOiTtzB1B36hSlH35I98gI7Pz64DotgIpdlxCqmw6PZCvD9YEAk3Xa2NjwxBNPIJMZuSeZ+iY4mh5m6vwhOUlbslE1NNmmatCgUUvkHFMwcKS3yXqM8tut7T51oJcLu18Ye884bymFKSxNWcrXcV8z0K3zk06mXa9mfUEJ9/dyZXRP506v725BkmT4+lp2U9S9xPa47be1vnnz5nHx4kVsbW3ZvHmz9vvk0KFDODs7M2jQIG3Z5vdCQ0NZunQpI0aM4I03jO8tnzFjBklJSUyePNloWX315ufnM3/+fADUajXvvPMOPj4+CCHYuHEj+/btM0lPdnY28+bNw97enm7duvGPf/yD1k9LO0Jubi7x8fFaRzw1NZU333yTBx9sullMSkoyaUkKwMKFC9mxYwelpaX4+fmxbt064uLiAG5ZPhETE8PUqVMJCwtDJpPxzDPPMGTIEKN1LFq0iPj4eNzd3dm+fTsBAQEsWrSIkSNHAk3rc5ufjhjC0PgxJAfTx4+fnx8ymYyoqChsbGxQqVT07dsXGxsbg3Yakj/99NMMHz6c4OBg7c2DEIInnniCyspK1Go1f/tb02RVW9dRnx5PT08++ugjYmNjUalUODk5WWeT20BqY6o/VgiReCN73i0IIT7tVMtMICoqShw5cqRTdKvKyujm4oJ0427/2taz1J25BioBNhKOwb3o9TvjH2xoGtyd5Rx++koa1WXKW+TO7vbMeXNsp9RpDheuVnGfe3ccbLt1tSm3jaLqItKL05kROAO7brdnQ+KV+gb6ONz9mx8txbVrKTQ2XsfLawaS1LGkP79WJEk6KoSIaik7evSoMHeT2t1EXV0dEydOJDU1FRubDsaOb8GePXv4/PPP2bq1/RMNt5Nx48axa9cuiy3FsWLlTubo0aO89tpr/wRe3L17t3ZdjMFvgBvrfPU6wpIk9b31jLsLmxZfDJp6FS7j+tCQX4W6XEk3ZzvcHjE+M9jQ0MAvv/zCgQMH6NOnD0888YTe9YO3cHonNNTC8NlGi+pzjtuSt4v6Cji3BwLGQQ/TE3yoNYKnPz3CAE9nPpk7wnL23OH4OvvymwGdH8GiUqUmv05JqEt3q3NsJkXF26iuPoeXl2mzZFbuDRwdHbWP1gMCAiym94EHHuCBBx6wmL7ORKFQGI0uYcXKvUCbUyeSJI2WJOkRSZI8b7weJknSViD1tljXBdSfOcOVJX/Srj8GqD9XRsmHx+nxQAA2Xt3pPS8EmV3bM6K5ubkkJCSQnp6ORqPhypUrJCQkmJbN5viXcOQTk+x1dte/m9WQvF1cuwg7nwO54V3C+pBJ8PbDQ1kwIchytvwKyJBncK3uWqfXs+pyMTMyL6BouPvjSlua0JC/Mzz8UyTp3nmyYcU0pkyZYlHn+NeGh4cH8fHxXW2GFStdjkEHWZKkVcA/aYp5/B9JkpYDPwKHgAG3x7zbT8OVK9QePozM6eZ6L/vAnrg9OhDHUA+8/xiJrZeTUT2ZmZnU1dVpg8RrNBrtpgSjPPQRPH3rWjV9jJ4ZhI2d7mW0sZMxeqYFnVKvobAoEwJizDpNkiTGBPVmRMC9MxNRp6rj6b1Ps+3ctk6va3GAN2uG9MXD7t7Y/GgJNBoVGo0SSZLh4GDeznkrVqxYsXLv0NYiq+nAcCFEvSRJbkARMEwIceH2mNY1uE6ZgsvkyTprhru52OEU6XX7jHB0M7nowJHeCATpu3KoLlPi7G7P6JlBlt2gZ2MHvcxzuNNzrpFxuYxnxgXiaGS2/W7CRmbDJ1M/wat7542XWrUGR5mEm60NsZ6mb+i0AnL5N+Rc/oCoyG04OPh2tTlWrFixYuUOpS0HuU4IUQ8ghLguSdK5u905bt5M19I5Vlc1oLxcgcNAN2QOltu0YZSUv4Ekg5g/Gi0qv1SJV0AP5rwZ2jm25KdDWQ6EPQ4mbjY8cLGUL48UMH98YOfYdIdiK7NlhHfnrbcWQrDobB6NGsGnQ/vdM5FBLEX37gH06jUee3vr7LEVK1asWDFMW2uQgyRJ2t18AAGtXncZnZVJT/7pp1x66DeU5edrs2TVZV+jbGs26nKlWVmyBg0ahIODgzasm42NDY6OjtqMNsayZDXmH6Gx4KhJbdLYNODibt9pmb8aM7civn+FispKkzN/vTh5AF88GYqkUd9TGdqOFB3h53M/d2qbxrm5EGbTFEbqTszQdidfJ3v7ELw8l6BSqe6aNnVmJj0rVqxYuWcRQug9gPFtHYbOu51HZGSksCQVe74XBX94UWg0Gq1Mo1KL+rwKoVFr2jhTP0qlUuzbt0+89dZbYt++fUKpVJp+ssb8+joNZY0Q1/NNLl6rVHWiMXc2C35cIB7e9XBXm2GlFSpVncjL+0SoVDVdbcodA3BEtPpOPXLkSLv1NVy9KoqWrxCXZsZbyEJdXnnlFRESEiKGDx8udu7cqZXLZDIRFhYmwsLCxKJFi4QQQiQlJYnIyEixZMkSs+t59NFHxYULF7SvlyxZIjw9PUVISIhWVlpaKiIjI8WwYcNEWFiY1h5D8pao1WoRHBwsFAqFQf3NVFZWCh8fH7Fq1Sqt7MsvvxT9+/cXAwYMELt37za7fS3ZtWuXeOutt3RkJSUl4r//+79N1qGv/42hr11tkZCQIGpqOvbZNTR+9MnNHT9z5swR/v7+QgghVCqV6NWrl1i4cKHZNmZnZ4uwsDDh5OQkMjIyzD6/Jc3XJTg4WDz22GOitra2XXr69u2rHat3K0eOHBGxsbGfxMbGuoiWfrDoZCe2Mw9LO8iWpqamRly/fl2o1epOq6OuukHHoe9qLiuqRchfvxc/npZ3tSldwtWaqyL7WrbF9Wo0GvHi2Tzxc2mFxXXfreTmrhfXyg4IIYS4evV7se+nQJGX94nIzV3fxZbdGVjKQW52jM8OCxNnQoeKM4MGW9hSITIyMkRUVJRobGwUCoVC+Pn5icrKSiGEEE5OTreUnzVrlqirqxMvvfSSyM42/fN46tQpERcXpyNLS0sTGRkZOg5sQ0ODqKqqEkIIoVAohLe3t1Cr1QblLUlMTBRz5sxpU38zL7/8spgxY4bWkVQqlSIgIEDI5XKRl5cnAgMDO+X3Ze7cuWL//v0mldXX/8Zo3S5jdNRJMzR+DMnNHT9z5swRwcHBIisrS+zfv1+EhIS0y0FuZvz48R12kJuvi0ajEY899ph4//3326XnXnaQ780I+XpQl5cjGnXDZanK6qn8KR91ZUO7dB4/fpwPPvgApbKdMYl3L4K9r7ZZJHF1Ft9/fKp9+k3l8EbITTOpqE03iQdCvRnm16NzbbpD8ezuySD3QcYLmklpo4qjFbVcrrNgfOu7HBfXYZw69T+UXT+Ip+dUBg9+i9y8j3BxbTslrZWb5D3xJOU7dgIgGhvJe+JJKnY3rbBryM/n/Lj/4uKk+yn/+muEUgktvkNV16+T98STVP2c1PRaoWi3HZcuXSI8PBwbGxt69+5Nnz59yMjIMFhe3EiA1fxDB1BTU2O0ni1btvDQQw/pyMaMGUPv3rpptG1tbXF2bspaWVFRgVKpRKVSGZS3ZM2aNSxatKhN/dCU7lmhUOik1D506BAhISF4eXnh7+/Pfffdx4kThsNvrlixgvHjx9O/f38WLlzIwIEDUdy4Dk8++ST+/v688MILt5wXHx/P5s2bDertCPraZYh9+/YRHh5OUVEREydO1P4PsHr1akJDQwkNDWXTpk1t6jE0fgzJ2zN+4uLi2L17N7t379ZmEgRITEwkOjqa8PBwFi9erJU7OzuzbNkyQkJCePbZZ432hTntbYkkSYwfP16bQj0uLo6wsDAiIyNZu3attlxycjJTpkzhkUceITQ0lBdffFFHz6VLl4iIiODChbt6K5oOVgf5Blffe49L0x5AaG6mk24oqKTyxzw0Dep26ezfvz9xcXE4ODi0zygbB+hmOISXEIKQcX0YMKITI2wIAT/8Bc59Z1JxP7furHo0DE/Xdrb5V0xBVQE7L+ykQllhcd0edrb8EDWQuX1u/SG1oh93t9GEhq7m1KlFXMpJ4NKlVYSGrsbdbXRXm3ZXUPS/y1ArFKBS6TjGnUFwcDCHDh2itraW/Px8zp49q133XV9fT0REBGPHjuWXX34BYMGCBcTExKDRaBBCMH/+fJKTk43Wk5aWZpLjBlBVVcXQoUMZNmwY69at0yaBMiSHphTS1dXVJtWxdOlSli9friOTy+X4+Piwfv16tm3bhre39y3pnFsTFxfH9OnTCQwMZNq0aRw8eBCAzz77jNdff13vOVFRURw4cMCojaC//81tlyEmT55MVlYWvr6+JCUlaf/Pzc1l9erVpKenk5KSwvLlyykpKTGox9D4MSRvz/iJjIzk2LFjnD9/noEDmxKJlZSUsHLlSpKTk8nKyqKgoICff/4ZaHK4Y2NjycrKYu/evVrHXx/mtrcljY2NfPfddwwdOhSAdevWcfz4cdLT01m9erX2cwRN43/FihWcOnWKFStWaOWFhYXMmjWLTz/9lAED7toov7dgVlgGqSknq7MQorKT7OkyXKdOxTEkBEl2856he5gn9v3dkHVvX/QKDw8PPDw82m/Ug6vafFuSJIJjOjlUlSTByzmgURkt+tPZqwz0cuE+9+5Gy96NHCo+xGsHX2OE9wh62FtmBl0tBFuLr/GYtzsO3az3s+bi4jwYjaaB3Ny1BAS8YHWOzaTv559p/5dsbXVe+/39AxTrPqJix46miYVWTrKNm5tOeZsOfBcOHTqUuXPnMmbMGPr06cPEiRO1Ew+FhYV4e3uTkZHBQw89xIULF5g0aRLffvst77//Prt27SIhIQEnJ+Px64uLi03+znZxceHkyZOcPXuW+fPn8/DDD2Nra2tQDrB27Vq9M7atSUxMZODAgdpN3c00z2YuWLAAgB07dhiNZOPu7k5lZaX2b0WF8Rt4T09Po453M/r639HRUW9ZQ+0yl2PHjjFu3DjtbH10dDQnTpxg8uTJessbGj+G5O0dP97e3lqbANLT08nJyWHMmDEAVFdXk5OTw6RJk7Czs9PK+/Xrh1wux9dX/++5ue2FprTp4eHhAEyYMIGnn34agE8++YRvvvkGIQRFRUUUFRXh7d0UFjYyMpLQ0KZoWD173gwhOnPmTKZPn651su8VjHp+NzLnLQDUwFGghyRJ7wsh2vbeDOsbBHzZQhQI/BX47IY8AMgFZgkhrrenjvbgPG6cXnk3p/YnYVAoFNjb2+Pq6tpuHQBo1CC7NZaw/HIF7j5O2HV2+Dk74w5vo1rD0q9PEN3PnXWzTZuBudt4qP9DRHtH4+tsuZuWpLIqXjpXiLutDdM9rDGPzeVa2QE0mkb6+D7OlStbcXMbZXWSLYSNhwc+y/+Kx/97vk1H2VIsXrxY+4h61KhR+Pv7A2h/3EeMGIGPjw95eXmcPXuWzMxMFi9ezIsvvkhMTAwJCQlMmDChzTocHR2pr683y64hQ4Zga2vL8ePHiYqKMiivrKzkhx9+ICEhwajOQ4cO8fXXX7Nr1y5KS0uRyWT4+PjQt29fHcdVLpdr22+I5tClzYdabfyJaH19vUEntzX6+n/w4MFmtWv27Nkm1dVM842CORgaP/rkO3fubNf4efPNN5HJZOzYsUMrmzp1Klu2bLmlbPNNEzRdI02Lp9etb3ra015HR0eysrJ0ZMnJyezdu5e0tDS6d+9OVFSUTr09euif2NmwYQMvvfQShw8fJjo62mxbfq2YMiUVfGPGOB74DvAHnmhvhUKIc0KIcCFEOBAJ1AI7gf8FfhJCDAB+uvH6tlB38hSNV3UfVzReraHsy3OoSuvarferr77iu+9MW5pgkH/NgF23zjio1RoS/55F2vaLHdNvjGuX4JdVUNn2bIJtNxmJi2L432lDOteeO5husm74u/ojkyw30zu5lyuJEQN4sPe9uaa7I5RdP8j58ysID/8ngwe/cWO5RdOaZCuWo9lR7r/vR3o+8gj2BpyjjnLtWlP69v3791NWVkZkZKQ2BB80PYYuKirC39+f+Ph4Vq5cSWFhIYGBgaSkpLBx40ajdQQHB2vXarbFlStXtPbI5XLOnDlDnz59DMoBNm3axOzZs3UcI0O88cYbXLx4kezsbF544QVefvllZs+eTXR0NKdPn6akpISCggIKCwsZNszya+rPnz9PcHCw0XKG+r+ZZcuWsWzZMqPtMoarq6tOaMKIiAhSU1OpqamhvLycjIwMo/2gb/wYkrd3/PTs2VNnQmzUqFGkpKRQWFgIQF5ens6SBkP06tVLe05726uPyspKevfuTffu3Tl9+jTHjx836bzIyEg+/vhjnnrqqfbvqfoVYsrUo60kSbY0OchrhRCNkiSZfzujn/uBS0KIPEmSZgITbsg/BZKBpRaqp02K//pXZN27E7Dl5qYE1XUl9eev4zq1/Y+Cpk2bho1NB2d3AyeA063rTiVJ4sHnh+Hg3MlphuUn4ec3YNB0cG07uYJPD9NmHO5WNpzYwEifkYR5hHVYV6NGUNLQSB8HO0b0MP5oz8qtXLmylYEDV2hnjJvXJFdVnrDOIncCzY5yZzFv3jwuXryIra0tmzdvRpIksrOzmTdvHvb29nTr1o1//OMfdO9+84lXaGgoS5cuZcSIEbzxxhtG65gxYwZJSUk6j64XLlzIjh07KC0txc/Pj3Xr1uHh4cH8+fOBpnjk77zzDj4+Phw8eFCvXAjBxo0b2bdv3y116tPfcpNXS+zs7Hj77bcZO3YsAAkJCdpY++aQm5tLfHy81sFNTU3lzTff5MEHHwQgKSmJ6dOnG9VjrP9NXaZhjEWLFhEfH4+7uzvbt28nICCARYsWMXLkSACWL1+Op6dnmzr0jZ+25GD++GmNp6cnH330EbGxsahUKpycnPTOJrdm8eLFzJs3jxUrVvDdd9+1q736mDZtGhs2bCAsLIzBgwcTERFh8rmjR49mypQp/OUvf+Hdd981u+5fI5KxqXtJkv6HJkf1OE3pp/2BzUII/WsSzKlckv4JZAoh1kqSVC6E6NnivetCiFtyLkuSNB+YD+Dj4xPZ4RlaQCoogPp6ROvF50KYnDnubkZSKxEyG5D0p4xOulzL0eJ6Fo7oiaPtvblOtkZdw8JTC5nlM4sHPR/ssL6tdbC9Hj7uAR73Zpd2CI2mguvlC3BwmIZT9zldbc4dyfDhw48KIaJayo4ePSpM3aR2N1JXV8fEiRNJTU3t+ORGC/bs2cPnn3/O1q1bLaazMxk3bhy7du3C3d29q02xYqXTOXr0KK+99to/gRd3795d1Sw3+g0ghFgNrG4hypMkaWJHDZIkyQ6IA5YZK9vKng3ABoCoqCjRvAi9Q1hCRysaGhqQy+V4enq2P4pFM6oGUFbqzCSf2l+I3xB3enp2/Ya4rJrLNJTIGRU1/J5OfXw4/DAqjYruth2/Jm51SvxLypnStxMjlNzl1NX9gI2NC7a21rXbVkzD0dFR+2g9ICDAYnofeOABHnjgAYvp60wUCgVLliyxOsdW7nkMOsiSJC029N4N3u9g3Q/QNHt89cbrq5Ik+QghiiVJ8gFMi2HSQa5/9RUOAwfiGHbzsXhDYRXXv7mI28MDsfNp3+NthULBP//5Tx5//HEGDepgXNy1UeA/Gn7zMQDV1+vZ/+/zxMwaQM9JnewgH/8C6itg5HMGi8wd2485YwLuaecYwK6bHXbd7IwXbAONEMgkib6O9rxgdY7bhUbTiExmi6PjfV1tipVfIVOmTOlqE7oUDw8P4uPju9oMK1a6nLYe3rrcOKKA54E+N44FgPHV+8Z5HPh3i9e7geZnoXOAXRaoo01EQwMl77xLZatlGkKlQbKR0a0D63t79erF73//e/z8/DpqJox/GYbN0r50dnNg7ttjGTSy7d3LFiH7P3D8zKf3YQAAIABJREFU33rfEkJw/mrT04h73TneeWEnn53+zHhBI7x+qYg/ZuejaceuZStNY/JY1hwuXHyrq02xYsWKFSu/YgzOIAshXgOQJOkHIEIIUXXj9Qrgq45UKklSd2AK0HJa8m1gmyRJTwP5wKMdqcMkO+zs6J+cjFDqhvWxD+iB54KObbRycHCgf//+HdKhZfjvbxE59bS3jG5jPPY5qPXHQD6Sd51H1x9k3ewIHhza9ga+u520ojQUtQqeDHmy3TqEEDjKZChlTbPIVsxHiEZcXYfi1D2oq02xYsWKFSu/YkzZheAPtMy13EBTrOJ2I4SoBXq1kl2jKarFbaWbsxM431xGITRNM3eSrGMOikKhoK6uTifkTbsRAq5fBo2aBud+pG67wLBJfvT2c+m4blPopn+YDPZ24c/ThzBxkPm7ae823hv/HioTkqm0hSRJLA30aVfMSytNyGR2DOhv1rYGK1asWLFi5RZM2R//OXBYkqQVkiQtBw7RlNTjV43QaLjy0svUHNSNidqQV0nR6+ko8zuWLPDQoUP8+9/6lya0i39Og/3vUH61lpwsBfXVnZvaFWhKUPLtH+Gy/vShLg62PDMuEEc7/dEt7jVsZO3f9b4m7yonq2oB63KV9lJWlkZl1amuNsOKFStWrNwFGHWQhRD/BzwFXAfKgXlCiDc727DORlVSQl1mJiqFQkcuOdjgGNoL294di+k7duxYHn/88Q7puGmUBPEfwfilePZ15alVMfgOvCUCnuWpr4DT34Di3C1vfbz/EikXFHpOuvc4oTjBq6mvIq8xHgBeH+WNKv5RqGDn1XILW3bvIITg4qV3yc7+s3UG/jZy/pCcT19J48MFP/PpK2mcP9S+z4ApvPrqq4SGhhIREcE333wDNCV5iIqKIiwsjPDwcK08OTmZqKgo/vSnP5ldz6xZs3SShfzpT3/Cy8tLm4K3Pfa0RKPREBISQmlpKVeuXCEmJobg4GAiIiL48ccfteW2bdvGgAEDGDhwIImJiVr5qlWrCA0NJTg4mNdee83s9rVk9+7dvP322zoyhULB1KlTO6QX9PebKf2jjw8++IDa2toO2aPvehmSmzt+5s6dq02frVar6d27t0kpxc3F3H7Qd33N4fnnn+fDDz/Uvl6/fr02ZbUl9N/xCCFMOgBPmpZb+AP+pp7XmUdkZKToCBqNRmhUqg7puCfQaHRe1jeqRMw7P4kVu091kUF3Fj/k/iAmfjlRlNaWtlvHtYZGUadSW9Cqe4/GxkpRU5PT1Wb8agCOiFbfqUeOHDH5/HPpxWL9oiSx9rmftMf6RUniXHqxxW3NyMgQUVFRorGxUSgUCuHn5ycqKytFQ0ODqKqqEkIIoVAohLe3t1Cr1WLWrFmirq5OvPTSSyI7O9vkek6dOiXi4uJ0ZGlpaSIjI0OEhIS0256WJCYmijlz5gghhJDL5SIrK0sIIURubq7w9fUVQgihVCpFQECAkMvlIi8vTwQGBgq1Wi0KCgpEUFCQaGhoEEqlUvTr10/k5Fh+zM+dO1fs37+/Qzr09Zsp/aOPvn37CoVC0W5bDF0vQ3Jzx8+cOXNEcHCwyMrKEvv37xchISFi4cKF7bbXEB3tB3PZvn27eOSRR7SvH3/8cfHvf//7ttV/uzhy5IiIjY39JDY21kW0+D40OoMsSVKcJEkXgMvA/ht/93Sey377UCkUyFe+QU78Q0BT9Ap1ZYORs0zj3LlzKBQWnGHVaChN+4Gv30jm2pVqy+k1hVaP/O1tuvHT4gn8ccrA22vHHcqUvlP4edbP9HLsZbxwK34pq0IIgbutDQ7drBlB2oNGo0IIgY2NC9279+tqc+4qdv4tk7MHmrKhqdUadv4tk3M3ZokPfnMJVYNGp7yqQUPKVxcAqKtuYOffMrl8ohSAmor2p6i9dOkS4eHh2NjY0Lt3b/r06UNGRga2trY4OzsDUFFRgVKpRKVSaZ8iNP/QAdTU1BitZ8uWLTz00EM6sjFjxtC7t242U3PtacmaNWtYtGgRAF5eXoTdCDHat29fGhsbUSqVHDp0iJCQELy8vPD39+e+++7jxIkTAKhUKpRKJUqlEjs7O3r0MJyGfsWKFYwfP57+/fuzcOFCBg4cqP1devLJJ/H399c70xkfH8/mzZtvkZuDvn4zpX9asm/fPsLDwykqKmLixIna/wFWr15NaGgooaGhbNq0qU1bDF0vQ/L2jJ+4uDh2797N7t27dTIhGrKzuR8AJkyYwJEjR7TyZcuWERISwrPPPmu0H+Li4ggLCyMyMpK1a9dqdRq6vvr0G2LSpEmkpqZqX6ekpHD//fe3qT8xMZHo6GjCw8NZvLgpWnD//v11rrNGo2FA68RsdyCm/CKvBEYB54UQ/YDJQFqnWmUESZJiJUnaUFZWRm1tLVVVVVRWVlJXV0dZWRmNjY2UlJQghNCmumweTMXFxdSePMnZqBFcvH8y5V9/jTI7m8rKSq6fllP85iFKjxfS0NBAaWkpGo1Gmzu9WUfz36tXr6JSqbh27Rr19fVUVFRQU1NDdXU127ZtIyMjg2vXrqFSqbh69apeHXK5HI1GQ2lpKQ0NDZSXl+tvk0pF3U8foK5UUFl7/ZY2CSEoKSmhsbFRmz60srKSqqoqamtrKS8vN7tNDdk/ovz6eWquXaGmpoaKigoqq2spLS1Fhoa6irKOtcnIdeqMNrW8Ts1tqq+vt9x1MqNNe/KLmHX8Ep/lFt01beqK63Q5dw3phx5Fo1HeNW26Hdepo1Rf1+/wdsb+iODgYA4dOkRtbS35+fmcPXtW2+dVVVUMHTqUYcOGsW7dOuzs7FiwYAExMTFoNBqEEMyfP5/k5GSj9aSlpWFKJkFz7WkmOzub6upqvXXs3buX4cOHY29vj1wux8fHh/Xr17Nt2za8vb0pLi7Gz8+PP/zhD/j7++Pn52dSQo+4uDimT59OYGAg06ZN4+CNfTefffYZr7/+ut5zoqKiOHDggNF+aA9t9U9rJk+eTFZWFr6+viQlJWn/z83NZfXq1aSnp5OSksLy5cspKTGcOsHQ9TIkb8/4iYyM5NixY5w/f56BA5smj8y1E5oc8djYWLKysti7dy9FRUUG+wFg3bp1HD9+nPT0dFavXq0dh4aurz79hnBzc8PPz48zZ85w8eJFevfujYeHh0H9JSUlrFy5kuTkZLKysigoKODnn39m2LBhnD59mqKiIq5cucL58+cZMmRIm/1wJ2DKrqJGIcQ1SZJkkiTJhBBJkiS90+mWtYEQIhFIjIqKerZl3ndoyoQEaPOU+/g0hR/z9fWlsaQEPt5A/o4d0NjYFB3iBq6urqj62mH7oAanwT7I7Lpp7369vb21Olr+9fJqSuTQq1fTzGFzxjwhBM899xx2dnb07NlTp2xrHc26m+vS92XR3Kb7FrzPfT39wa67jo7mNja3ufkLs/k8gOZ+MqtNuUVw6QfsZ6wC+6ZIH6t/usB3J4vZ8f/GWKRN+q5Tp7YJ9GY2bJaZ2yaN0PDcj8/x8ICHmdZvmtE2pV6v4sWLCj4Y4sjU+3xYZ+9IrEdPbG9ETbkT2tSSX8N1Kirqg7tbKDKZ/V3TppZ/O7NNxnhoSYT2/27dZDqvnd3tqS671Ul2dm8KQenobKdT3qlH+0NTDh06lLlz5zJmzBj69OnDxIkTtf3m4uLCyZMnOXv2LPPnz+fhhx9m0qRJfPvtt7z//vvs2rWLhIQEnJyMJ30qLi7WOgCWtMfWtimm/tq1a/XO2MrlcpYsWcKuXU3h/5tnLRcsWADAjh07kCSJ8vJy9uzZw+XLl2lsbGTs2LHMmDFDe3314e7uTmVlpfZvRUWF0fZ5enpqb7IsTVv9YyrHjh1j3Lhx2lnY6OhoTpw4weTJk/WWN3S9DMnbO368vb11ZobNtROaPt9jxowBoF+/fsjlcu3nWB+ffPIJ33zzDUIIioqKKCoq0n5nWEL/5MmT2b9/P3Z2dm3aDZCenk5OTo5Wf3V1NTk5OURHR5OZmcmJEycQQhAdHU10dHSbuu4ETJlBLpckyRlIAbZIkvR3oGPxrLqIK4uXUP7ll4iGBh3nuBmbng64/JcfMvuORWWQJAlPT0+tc2wJ1GoNovcgrXN8W4icAy9fAvubH/iBXs6MDupFd7v2R2y4m6hqqKJB3UCjxvisWer1Kp44kUOhspHfn8jhQHk1v/Fy0zrHVtqHr+8sBg1a0dVm3HOMnhmEjZ3uT4iNnYzRMzsnBvXixYvJysriP//5D3K5/JYQmkOGDMHW1pbjx4+zc+dOPvzwQ+05MTExJs0gOzo6Ul9fb7ScufYAVFZW8sMPP/DII4/olKuvr+eRRx7hvffeIyioqe98fX11HFS5XI63tzf79u3D39+fHj160Lt3b4YPH86xY8fatFOSJJ1DrVYbbVt9fb3ODWFn0Lp/zEHo+f02hqHrpU/e3vHz5ptv8uc//9kkO1tGK2q5/KDlzYIkSWg0usuYWpKcnMzevXtJS0sjKyuLwYMHt1neXP3Q5CAnJyezf/9+k7JMTp06laysLLKysrh48SLPPPMMI0eO5OjRo1RUVFBVVcXRo0fvGgd5JlAHvAh8D1wCYjvTqM7CL+F9ev72t0j29tDqjlWjVKPMKUeo2h4splBRUcHJkyepq6vrsK5mLmZcZdPLqVT+uAEu7LOYXnOZFurD8tiQLqv/TiL1ehX3Hy3k2VFriQ1q+yPR7BzX3YizXa8R/P5EDqnXq26HqXcldXX5KBQ/WKNWdBEDR3ozcfZg7Yyxs7s9E2cPZmAnZfi8du0aAPv376esrIzIyEiuXLmilcvlcs6cOUOfPn2Ij49n5cqVFBYWEhgYSEpKChs3bjRaR3BwsE4EC0vZA7Bp0yZmz56t46AIIZgzZw6/+93vmDZtmlYeHR3N6dOnKSkpoaCggMLCQoYNG4a3tzcZGRkolUrq6urIzMykXz/Lr7s/f/48wcGWSJirS1v90xaurq46y4IiIiJITU2lpqaG8vJyMjIyGDZsWJs69F0vQ/L2jp+ePXvi6upqkp09evTQLt/Kzs42qltfP1RWVtK7d2+6d+/O6dOn23WzYYyYmBgOHz5Meno648aNa7PsqFGjSElJobCwEIC8vDzkcjkjRowgKSkJLy8v/Pz82LNnDyNGjLC4rZbG6DSgEKJGkiQvYARwDdgjmpJ6/Oqw8fDAZ/lf8fh/z6NY9xEVO3YgNBpobESZU861T8/Q+9mhOAR1bOY3Pz+fr7/+moULF1rsLtyltyOBwz1wObEAGh6AAW0/6rAI+14DRzcY+z+o1Br+c7KYB0J9sLO5+zaTpV6v4sWz+XwwxJ8YN+MJWFo6vE+cyOHzYYG3nKfSCGxkEqnXq/jd8RwaWjly9W2ca8U4hYWbKbyylbFjkrGz6238BCsWZ+BI705ziFszb948Ll68iK2tLZs3b0aSJPLz85k/fz7QFF7rnXfe0VluEBoaytKlSxkxYgRvvPGG0TpmzJhBUlKSzqPkhQsXsmPHDkpLS/Hz82PdunXExcWZZY8Qgo0bN7Jvn+7kRlpaGjt27ODcuXNs2LABgO+++w5fX1/efvttxo4dC0BCQgIymYyYmBimTp1KWFgYMpmMZ555pl1rOXNzc4mPj9c6aKmpqbz55ps8+OCDACQlJTF9+nSz9bZEX795eHi0eb0MsWjRIuLj43F3d2f79u0EBASwaNEiRo4cCcDy5cu1y4cMoe96tSUH88dPa9qyc+nSpUybNo2oqCjuu+8+k/S17odp06axYcMGwsLCGDx4MBERTUuajF1fc7C3t2fAgAGoVCqtP9OW/o8++ojY2FhUKhVOTk5s2bIFb29vZDIZkyZNwt7enn//+9+4ud2GULUdRDI2+yJJ0ixgFZAMSMA44CUhxPZOt84IUVFRonnnZ3tQKRQo1n1E3bFjBHzxFcqcChwGuCHZdswBbGhooKKiAjc3N2xsLLwUob4CHAzvWrYoX8wGJw+I/YB9Z67yzGdH2PhkFFOCvW5P/beJls6uo0wy6rC2ng0GsJMkHvV242+Dmx7bPX3qMsXKRr6LHEjUgdMUKg0vwfCzt+XIGOusvLloNCqqq8/g6tr2zJEV/UiSdFQIEdVSdvToUWHKJrW7lbq6OiZOnEhqaqpFv7v37NnD559/ztatWy2mszMZN24cu3btMnmtuhUrv2aOHj3Ka6+99k/gxd27d2sf65riIB8HpgghSm689gD2CSHCOtNgU+iog/xroaZCiUwm4ehieLdvZyOE4OCla4wK7IXsLlozq8/ZbXaSx/Z01s4mpF6v4nBFDdE9nG4p34wEfBUeRIybC1/Jy6hUqXnaz4PU61X8/kQO9XrOMcUht3IrGo0KWQcyF1qxOsiG+PHHHxkwYAABAQFdbUqXoFAoSEtLIz4+vqtNsWLltmDIQTZlqlTW7Bzf4JqJ5/1q0NQ2Un2oGHW1ZWIgX7hwweQ1RaZwfF8Bny47QGODGlRKSHwRTt7eCXxJkhjTv/dd7xwD1GkEjx/PIeiXEzTeeC+9vIY1eSX84Wy+XucYQAAvns0H4FFvd572a9oNH+PmwuZhgTi26jurc2w6eXkfU3a9KTxVWdkB0g/9N0VFX5OX93EXW2blbmPKlCn3rHMM4OHhYXWOrVjBNEf3e0mS9kqSNFeSpLnAf7hLEoU0o7xcQfnOi6jKTNu9bIyDBw+SkpJiEV0Ag0Z5M2H2IGztuoGNPRQchvI8i+nXS2URbJkFeQd58YtjfHE4v3Pru81crK1n7snLBp3dRiGQSRL1N3b4vuDvyaX/Gsrfh/gjE/pvpBxlEh8M8df7XoybC5+3cJKtzrF5uLgO49Sp/6Hs+kEkmS22tj24eOktXKzLK6xYsWLFSidgyia9lyRJ+g0QQ9NT5A1CiJ2dbtltxCG4F15LIrFxt8yGulmzZtHQYJnZaIBefZzp1edmqDWeT7slu53FUVZDtRylsp7SahmV9ZYP/n87yatT8salYhb6exLu2p3SBhVKjQZ7SUKpZ5mRo0ziX0P74WLTFPKvOctdjJsLLiXvUeGxBGT2OuWNObzNTrI5mwGtNOHuNprQ0NWcOrWIPn1mU1dXSGjoGtzdRne1aVasWLFi5S7EpKUSQogdQojFQog/ArslSZrdyXa1SUcz6bXOKFVfX0+dvYrq2mqLZMlSq9UIISySJSvvbAnnswpoaGi42aZW9nRK5i9ZL+rn/EC9VwQfPx7K4xFetz3zV2pZFcNTT7JfUW5Sm4qLi1FqNBQVFXGtQcX9B0/xlbyMq1evYicEmeVVXKmppaKigiE2cDwyiA39vfQuffigTw9i3Fz0tslOeZYeir+BpilJgqRRMllKwatObrRNY3s6811/D0Y6O9y1Gdo6q02lpQfp1q03ublr6dlzJu5uo3/1bfo1Z9KzYsWKlbsZg5v0JElyBRYCfYDdwI83Xr8EZAkhZt4uIw1hiU166soGqn4pxHm0Dza9Oj6DrFarSU9PJygoqM1sNqaSuOY4FYpafv96i5myhhrY+hiE/gainupwHYYorVZi201GD0fzshxZAlMiS9So1FSo1Pg62KEWguiDZ/iNlxuvBvmiEYInTlzmd77uTPdoO2yfuVEshn46FIAG+yFU9XoWl2sbsVdmE+EVwb+m/avDbbein1Onl1BS8h3+/s9QVPQFoaGrrTPIHcC6Sc+KFStW2rdJ73NgEHASeAb4AXgUmHknOMeWolFeQ3V6ERql8exCplBdXc2PP/6oDZTdUaY8FczUZ0J1hXZOYOcMNremrbUYR/5J6cfxTFqVRH2jZfrGVFpvnmuONby9uIyMihptualHz/OXi1cA6CZJPObjTlSPpnSgMkliS1igUecYbi598LO3NWtdsJ3yLN7ypbiocpg1aBbvjX/P3KZaaYPGxuucOv1HKiqPU3b9IGVl+wkP/yf9g5bcWG7xP9qNe1ZuPx/N/z1/e2zGLcdH83/fKfW9+uqrhIaGEhERwTfffKPzXlVVFb6+vrz3XtNnMDk5maioKP70pz+ZXc+sWbN0koVs27aNAQMGMHDgQBITE9s8d+/evYSHh2sPOzs7srKydMpoNBpCQkIoLS01Wz/AqlWrCA0NJTg4mNdee83s9rVk9+7dvP322zoyhULB1KlTTdZhrv3mlgf44IMPqK2tNdkmfRgaP/rk7Rk/b731FiEhIYSEhPDoo49q5QEBAdprbYxz584RHh6Os7Mz+ib/9F0vS5CcnEyPHj0IDw9nyJAhrF+/3qx6Q0NDyc3NtahNu3btIiwsjGHDhvHZZ59p5Yb6uVu3boSHhxMSEsJvf/tbyyRqE0LoPYCTLf7vBlwHXAyV74ojMjJSWAJNg1po1BrL6NJoRH19vVAqlRbR12WkfyyqNkwXXx7Ov63VppRVioDkLOH187FbDp+fj4moA6e0ZROvXhepZZW31T4hhAj9V6gI/VeoiPgsQqw8uFIoahW33YZ7gcbGSpGaNl5cufKlyM1dL66VHdB5/1rZAZGbu76LrPv1AxwRrb5Tjxw5YvL5782abvCwNBkZGSIqKko0NjYKhUIh/Pz8RGXlzc/+yy+/LGbMmCFWrVolhBBi1qxZoq6uTrz00ksiOzvb5HpOnTol4uLitK+VSqUICAgQcrlc5OXlicDAQKFWq03SVVRUJPr373+LPDExUcyZM6dd+gsKCkRQUJBoaGgQSqVS9OvXT+Tk5JjcPlOZO3eu2L9/v9Fy5trf3v7s27evUCja/z1raPwYkps7fg4fPixGjx6t/d3PzMzskO3jx48XGRkZ5jWyAyQlJYnp05s+tyUlJaJXr17iypUrJp8fEhIiLl++bDF7qqqqhJ+fnygpKREVFRUiICBAFBcXt9nPTk5OQogmH+yxxx4T77//vsn1HTlyRMTGxn4SGxur4+O2NYOs3ZUlhFADl4UQd2VeXMlWhmSh8GWSJGFvb4+dXcdjFp9JLeLCkauGCwgB6k7aPDdyPs7PfsusEaZl+LEUbYVR0wANLd6b4dmTsV2w0W2Q2yBmBs1k7yN7+fOoP9Pb0ZrFzVJUV5/j3PnXEUKDjY0Lo0ftxdd3Fn37PnfLcgp3t9H07ftcF1l6b/Dla//LqeSm7G9qlYovX/tfzqQkmXRubWUFX772v1w6egiAmvLr7bbj0qVLhIeHY2NjQ+/evenTpw8ZGRlAU1pkhUJBy6Uh4sbSweYfOoCamppbFbdiy5YtPPTQQ9rXhw4dIiQkBC8vL/z9/bnvvvs4ceKESTZ/8cUXPPLII7fI16xZw6JFi9qtX6VSoVQqUSqV2NnZ0aOH4cRRK1asYPz48fTv35+FCxcycOBAFAoFAE8++ST+/v688MILt5wXHx/P5s2bjbbRXPvNLb9v3z7Cw8MpKipi4sSJ2v8BVq9eTWhoKKGhoWzatKlNOw2NH0Nyc8dPXl4eHh4e2t/94cOH67UhIiKCCxcukJiYyOzZN7dy/fWvf+WDDz5osw2GrpezszPLli0jJCSEZ599VitPTEwkOjqa8PBwFi9e3Kbulnh4eNC/f3+uXLnSZr3vvvsuQ4YM4dFHH6W+/mYEsFWrVjF48GDi4uIICgrSziybY8+hQ4cYPnw4Hh4euLq6MnHiRH755ReT+lmSJMaPH29yyvi2aMtBDpMkqfLGUQUMa/5fkqTKDtd8B6Aqq6d00ykaiqotprOgoIDU1FSLRLE4k1bExaMl+t+sr4D3h8Bh4/nhzaWqvpG39pylpNIyYe9M5cD1aqpUauwN3Kw4yiQ+DO57W21qybGSY5xUnGR73HbeiHnD6hh3ApWVx7l6NZG6ugIAZC0ihVi5dwkODubQoUPU1taSn5/P2bNntRsjly5dyvLly3XKL1iwgJiYGDQaDUII5s+fT3JystF60tLSdBxtuVyOj48P69evZ9u2bXh7e2s3QBpjy5Yt/Pa3v9WRZWdnU11dra3DXP1+fn784Q9/wN/fHz8/P5YsWWI0211cXBzTp08nMDCQadOmcfBg07Kkzz77jNdff13vOVFRURw4cMBoG82139zykydPJisrC19fX5KSkrT/5+bmsnr1atLT00lJSWH58uWUlBj4rcTw+DEkN3f8TJ48mTNnzmhTUrduU2FhIbNmzeLTTz9lwIABPPDAAxw8eFDrdH/11Vc8/vjjBvWD4etVU1NDbGwsWVlZ7N27l6KiIkpKSli5ciXJyclkZWVRUFDAzz//3Kb+ZgoKmr57hw0bZrDe3NxcNm7cSGZmJitWrCAnJweA/Px8Pv74Y44ePcq7777L5cuXAcy2Ry6X4+V1M2Ovp6cncrncaD8DNDY28t133zF06FCT2tsWBsO8CSG6dVj7HY66UomqrB7JxnJ5T3Jzc/npp58YNWpUh3U9/HIkDXUq/W869IAhceAxqMP1tCYjt4wxB59DJabDg0strr8ZlUbwfWkFvg62RLg6MdDJgXHuLkzu5cor5wv1ZrfrqtBoQgjeO/Iedao6tsduRybdVblyupTS0iQkSUavXuPx8XkED4+p2NrepnTqVtrkseU31x12s7HReW2M7q49dMo79XRrtx1Dhw5l7ty5jBkzhj59+jBx4kQcHBxITExk4MCB9O2re+M8adIkvv32W95//3127dpFQkICTk5ORuspLi7Gw8ND+7p59nDBggUA7NixQ5tdsy3Onz9PTU0NYWG6CWfXrl2rMxNnrv7y8nL27NnD5cuXaWxsZOzYscyYMQMfHx+D57i7u1NZWan9W1FRYdR+T09Pk24EzLW/vf3ZmmPHjjFu3DicnZvCn0ZHR3PixAkmT56st7yh8WNIbu746dmzJydPnuT7779nx44dREZGcubMGXr2bNoDM3PmTKZPn6512mxsbJg5cybffPMNAwYMIDAwUMchNAc7OzvGjBkDQL9+/ZDL5RQWFpKTk6OVV1dXk5OTw6RJkwzqSUlJISQkhLy8PHbu3Im9veHJicz4q50rAAAgAElEQVTMTGJiYnB0dCQkJET7+Tt69Cjjxo3DycmJwYMHa+Xp6elm26OPtvq5rq6O8PBwACZMmMDTTz9tlm593NO5Wu0DeuC9JMp4QTMYN24c0dHR2Nh0vGslScK+exsRJB58t8N16GPSYC/qB/fFoXfbMxPtRanRYC+ToUaw9HwhU3u7EuHqRG87Gz4J7QfAfQ52ZkWW6GwkSWLd/esoV5ZbnWMLIoSaSznvY2frTq9e45EkmdU5tqKXxYsXax/Njho1Cn9/f7755hu+/vprdu3aRWlpKTKZDB8fH7p3705mZiaLFy/mxRdfJCYmhoSEBCZMmNBmHY6OjjqPi319fXUcRblcblJ0In2zx5WVlfzwww8kJCS0W/++ffvw9/fXLqsYPnw4x44da9NBliRJ51CrjW+6rq+vx9HReFQnc+1vb3+2ptnRNgd948eQfOfOnWaPHwcHB+Lj44mPjyc2Npb09HSmTZsGwIYNG3jppZc4fPgw0dHRAMyZM4dXXnmFAQMG8OSTT+roMuemwdb2po8gSRKaG8mtpk6dypYtW0zWM27cOL799lt27drF008/zaVLl3R0t7avpY0tl6QYwhx7vL29dZ4ItFxCZaifHR0db9kQ21Gsv/SdQFt3Xqby02dnOfXLFeMF665DXXmH62umUd304XL43ecQ/ayR0ubz5wuFxGVeAMBeJmNXRH9WDbp1nXN7I0t0BkevHkUjNPSw70Ff165b4nG3IISaoqJtqNVKJKkbYcM+JizM8kuFrHQu3XvojxBjSN5Rrl27BsD+/fspKysjMjKSN954g4sXL5Kdnc0LL7zAyy+/zOzZs4mPj2flypUUFhYSGBhISkoKGzcaH2PBwcE6axejo6M5ffo0JSUlFBQUUFhYqH30DLBs2TKWLVt2i56tW7fe4iBv2rSJ2bNn6zgd5ur39vYmIyMDpVJJXV0dmZmZ9OvXz4TeM4/z588THBxstJy59hsrbwhXV1ed2N0RERGkpqZSU1NDeXk5GRkZRvXoGz+G5OaOn8uXL3PhQtPvWl1dHbm5ufTp00f7fmRkJB9//DFPPfUUSmVT/Pzw8HCuXr1KYmIicXFxOvp69erVoUhYo0aNIiUlRasjLy9PuyTJGDNnzmTo0KFs3brVYJmIiAjS0tKor6/nzJkz5Oc3ZdqNiooiNTWV2tpasrOzycvLa5c9I0eO5NixYygUCqqqqkhKSmLcuHFG+9nSGJzmlCTJXgih7LSau5jGqzWUfnYG90cHYh9guRmrgwcP4uzs3O71L+cPyTn4zSWqryvJOVaCnX03Bo40cIddUwrvDYApr8OYRR2wugmNRhC7JpUHQn34w+QBHdYHIFc2sk1exvP3eWIrkxju0p0eNt1o1AhsZRL9uxsOVRfj5sKRMSEWsaO9ZJdlM+/7ebw04iWeCH6iS225W6ioOMbZ7GWADF/fR3Bw8O1qk6y0g+c3GN/EZUnmzZvHxYsXsbW1ZfPmzW3OsjW/FxoaytKlS7VrFo0xY8YMkpKStI/q7ezsePvttxk7diwACQkJyGQ355X0LUM4dOgQzs7ODBp0c/mbEIKNGzeyb98+nbLm6o+JiWHq1KmEhYUhk8l45plnGDJkiNF2tSY3N5f4+HhtEpzU1FTefPNNHnzwQQCSkpKYPn26UT3m2m+svCEWLVpEfHw87u7ubN++nYCAABYtWsTIkSMBWL58OZ6enm3qMDR+2hpXpo6furo65s6dS01NDUIInnzyyVt8gNGjRzNlyhT+8pe/8O67TU9/f/Ob33Du3LlbZusXL17MvHnzWLFiBd999x0NDQ1tXq/WeHp68tFHHxEbG4tKpcLJycms2eRXX32V5557jv/6r//ioYce0lvv008/zfDhwwkODtbepPn7+zN//nwiIiIIDw8nKCgIe3t7s+1xdnZmzZo13H///UDTZlNvb2/OnDljtJ8tihD6Q6gBmTf+fm6oTFcdQCywoV+/fqKmpkZUVlaKiooKUVtbK65duyYaGhrE1atXhUajEUVFRUIIoQ1ZUlRUJJTFVaLgzYNCvj5LKHKKRW1traioqBCVlZWipqZGXL9+XSiVSqFQKIRarRbFxcU6Opr/yuVy0djYKEpLS0VdXZ0oLy8Xa9asEV9++aUoLy8XdXV1orS0VDQ2Ngq5XK5XR3FxsVCr1UKhUIjTqQXioxd+Fmuf+0l7fPRCkji674LhNh1YK0pOJon/z96Zx0V5Xf//87DKLpugyCIKOjACApooGAMaozUxJrFmj7Y1iXVJ0qjNYn9fk5i0plpDjFpjarBJtGm0ibjEPUIAFdGIiIIossPAwAAzzL6c3x8jjyKzs6rP+/V6XvDcuffcc+9cZg73OfccnU5HDQ0NpFKpqLm52aYxSZVqevu7s5RzIoPUG8eToiKfWltbqb29ndrb2y0eU01dHcluhs05UN9EgT9foExBk9XvU0+Mydj7ZOmYampqaN/1fVReU86+T0qlklpaWmxaewNhTIbWXm+PSSoVUXn5YXZMLa3nqKam5q4e093+PqGbYd7uRWQyGT3wwAOkVqt7VO5PP/1Ezz33XI/K7E2Sk5Opubm5v9W455k5cyYdO3asv9XoUTrCLwqFQgoJCSGdrmdC6PYmxsK8mcqkVwRgHYD/gz573p2G9Q+9Y7Jbji2Z9HQqLRo2nIe2TQl7L2cEvJUAO6eePY+o1Wphb2+v3w3OKEO7SAl3H2dMfGJkl91gnY6gVmjg7OqIf7+bi/aWrpv27j7OmP/XpB7V0SS154HsDcCjHwPeYV1ezmmR4M3iKqTxQrq4PrSoNZiWfxWvBfvj1eAh0BKhVqFCiMvdFY1ArVNDrBTD18W3v1W5J7hS/A4aGw8haVI2HB09+1sdDnCZ9Ixx7NgxREREICwsrL9V6ReEQiFyc3MxZ86c/lblnqW5uRkTJ07ExIkTsWPHDpsOKg5UFi5ciLNnzwIA1qxZgyeeGPh55Yxl0jN1kmwRgBcADIZ+x/Z2CEC/G8i20LKnFNp2FUCAtl2Flj2l8H3e+kdUpugwjk/uLIFGpffpbRcpcXJnCVQKDYZFesNnqP5E7M7VZzBslBemzo8yaBx3tDWKTgvUXwQ8AgFP2x9VlzZIoNESooZ5AkEJwLOGH3/cnuXupcIb+CYmHBoiCJRqPDvUF96ODviNvxfGuOkfGdkzzF1nHAPAloIt2Ht9L/43+3/wGdQ7hxXvdRSKOtjZOcPJyRcjwpYhaNg8zjjmGPA88sgj/a1Cv+Lv788Zx72Mr68vSktL+1uNXuFf//pXf6vQY5gK85YDIIdhmHNEtL0Pdeo12vMFUBSLAM3NXXMNQVEsQnu+AO7jrT9JeydtbW3Izc1FYmIiTmeUscZxBxqVDtm7r2FIiCee/rN+l2bcIyFwH6w3IN19nA0aw+4+JgxMqRD4MkXvh5z0hs26f3qsFGfLRTj97lQ4GQl7ZywF9DhPVwhVGjwT6AOGYbAmYrjNegwUfjPiN3B1cOWMYxvRaNqRd/Yx+PtPRxRvLVxcguDi0nuHKTg4ODg4OHoSS2KRfcMwzOsAHrp5nwVgKxH1Ugq33kN8uAKk7my0kloH8eGKHjGQJRIJLl68iDFjxhjd9dVpCJOeHsXe8x+6ZTRMfGJkp11nAHBwssPEJ0Ya79QjEHj2P8Dw8d3Sfe1TMShtlOiN459WAs3XgZd+ZF+/0zjuQK4j/CqWYQd/xD3xmEitVcPR3hER3hGI8O6Zg4r3MpWVX8DDM4bNcqdQ1EMmr4BEXIjRke/Dyyu+nzXk4ODg4OCwHkvCvG0BkHDz5xYA8QD+2ZtK9RaeM8LAOHYeMuNoB8+ZYT0if/jw4Xj33XcxYsQIo7u+7j7OGDrScNSMyAcCkfLCGLatu48zUl4YYzyKRQdjfgO4+5uuYwYvV0eMD7u5W+obAQR2DpnzpokU0AodYcXV6m7131/M3TcXa86sgVAmhEqrwvzD87GtcFt/q3XX4OEZg6Ki1yFqOY2GxkPIPfUQLl1aDA/PGAQGzoaLy93/NIGDg4OD4/7Dkh3k8UR0ezqgnxmGudhbCvUm7uMDobzWAvmVZr2bhQODQTwfuCd2f/f4dpRSDbyHukEhUUOjtmI3GHoj2axB3KXDduDqT3rfYV/T8u/kYk0rXt5+Fl++nIAJI24eSHvg1S71ng70wabKBhgKMe9ixyCNF2KdzgOEqy1XcaPtBjKuZ+Dx8McR7BGMkV7WzeG9wJ07wQAgajkNibgQoaGvsWVEBJ1OAXt7FxARRM2/ICjoeRQVvY6hQ+fCzs4JUVH/6CSH495G3SBF864S+D4/Bo4B5rPVcXBwcNwNWLKDrGUYhrUYGIYJBwzaSXcF3nMjYe/uBACwd3eC99zIHpN98eJFHD58GNXFItSXtiJ+Zqj1u8G2oJYBP7wClBy0uunG49fQJlfju7Omd4Dd7e0Q6TYIg+w6u1EMhCx33UWtU0OpVSKjLAMnqk7gVP0pCGXC/larT7l9JxjQG8dFRa9Do1VAKDzK1jt9ZhquXl0NQB9rVth0HDqdEkFBz6OqahtCQhbC38+69KEcdy86lRZN6ZehaZShKf0ydKre+2pYtWoV+Hw+4uPjsXfvXgD6aACJiYmIjY1FXFwcW56ZmYnExESsWLHC6n7mzZvHJgupra1FcnIyoqKiEB8fj2PHjgEAjhw5gri4OPZycnJis3jl5eUhJiYGPB4P8+bN6yJfp9MhOjoaTU1NRuUbG6+pfm1h3759WLu2c/pwoVCIRx991GaZHaxYsQIBAQHg8/mdytetWwc+n4+oqCh88MEHFslKS0uDTCbrlj6G5tNYuS3rx97eHnFxcYiOjsazzz4LuVxutO7Vq1cRFxcHd3d3WBuJyxDTpk1DSkqKxfJ7Yj7vC8h8zOGpAKoAZELvf1wBIMVcu764EhISbIp5pxK0U/2Gc6QStNvU3hhHjx6lLVu2EBFRe4uiR2WbpeEKkVZjcXWZUkPXGyUUueonCn37AI1e9RM1iOVEGhXR2lCiM19QlVxJl8RSIiLS6nSk1uooWySmsMwCCvj5AoVlFlC2SNxLA+ob+Dv4Xa6xO8bS/EPz+1u1PqdZdIp+PhlFp04/Qlm/JFKz6BTln/stnTt/K35rVdUOamg8zN7rdDpqFp2irF8S6XrZBrYdx8AHPRAHuWnnFapelU3Vb/9C1auyqWnnlV7QlCg/P58SExNJfTO++vDhw0ksFpNKpSKJREJE+rirgYGBpNVqad68eSSXy2nlypVUUlJicT9FRUU0e/Zs9l4gEFBBQQEREVVUVNCwYcO6tKmrq6NRo0YRkf7vISIigrKzs4mIqLGxsUv9/fv30/z5803KNzZeY/32NAsWLKCsrKxuycjNzaX8/HyKjo5my6qrq2nkyJGkUqlIqVTSiBEj6MaNG2ZlhYaGklAotFkXY/NprNyW9ePm5kZE+jXwzDPP0IYNG8y2mTJlCuXn59s8LiIiqVRKYWFhFBERwf4tmJPf3fm81zAWB9nsDjIRnQAQAeD1m9doIjrZO+a6ZTAM8zjDMNtEIhFkMhkkEgnEYjHkcjlEIhHUajUaGxtBRGwmn7q6OgD6zD4OQ1xh90Iw4OPEZogRi8WQSCSQyWRobW2FSqVCU1MTdDodmxKxQ0bHz4aGBmg0GjQ3N0Mul2NQ23DMSn0aUqkUGkYBhUKB5uZmaDQaNDQ0GJQhEAig0+nQ1NQElUqF1tZWm8ZE/mPQ2NQMtVptdkwSuQrJa49j2a5fobvpV6zVETaeuI7G+mroop9Cm+MQLCgsw5LLFZC0t0Muk0EqESPRxRGbw/wQ5OyIjcHeSPb26L0xEaGxsdGiMVn6PikUCrS1taGupQ6tks4puh3tHOFk54R5o+dhxegVd92YpFIppFIp2trarFp7QmEDVCoV7Bge3N34kMnK4O/3NFwGxSF4+F/Bj/4XOyYHh+kY4v8oK6Os7CcUFS3D8KAPERK8FKEhH+PSpWWoqTnRr2O6F9+nnh6TJTR+UQjpOb1epNXp7y80AgAkp+sgv9TUKSqQ/FITWvbqU8FqpWo0flGod2kDoJWoLOrTEGVlZYiLi4ODgwP8/PwQFBSE/Px8ODo6wt3dHYA+ipBSqYRGo+nY3Ll9owdSqdRsPzt37sSTTz7J3gcEBCA2Vu9hGBoaCrVazaYK7uC7777D3LlzAQDnzp2Dv78/kpOTAehDpt3J559/jmXLlpmUb2y8xvo1xvvvv48pU6Zg1KhRWLJkCSIjIyEU6p+OvfzyywgJCcHSpUu7tJszZw6+/bZ7mRInTZoEPz+/LuUajQZKpRJKpRJOTk7w8jKeyfb48eOIi4tDXV0dUlJS2N8BYOPGjeDz+eDz+UhPTzepi7H5NFZu6/oB9E/WpkyZwj6FmD17NmJjY5GQkIBNmzaZbW/NuAD9bndSUhKSkpLw888/m6zbU/N530AmdmgH+mXrDnJvIJeoaMc7OXTqh2v9o4CkkejEGiJBkcGXhRIFHbpUx97/40gJRbx3kELfPsBeo1f9RHVtMtLezHxzSSylclkf74T3AfXt9TRp1yT6d9G/ib+DT+O+HkcJ3yTQmtNrSCi7v/6rbm+/RqdOT6OW1nM27QRXVGztUq9ZdIoqKrb2lsocPQQs2EFu2HqR2vP1Gf50Gq3+/tcGIiKq/fC0fuf4jqtmdS4REWnaVdSw9SLJLjfp78VKm3UtLCyksWPHklQqpcrKSvL09KSdO3cSkT5zF5/PJ1dXV/rPf/5DREQnTpyghIQEeuutt+jKlSv0yiuv0IEDB8z289BDD1FhYaHB1w4fPkzTp0/vUp6QkMDuAu/Zs4fmzJlDM2bMoLi4ONq8eXOnusXFxTRp0iSz8k2N11C/xli9ejWtX7+eXn/9dVq/fj0tW7aMMjIy2NfT09NpyZIlXdrV1NR02vm1lfLy8i5yNmzYQN7e3uTp6Unbtm2zSM6dO57l5eU0cuRIkkgkJBKJKDg4mBoaGoy2NzafxsptWT8dO8gqlYoee+wx+uc//0lE+l3zjvKIiAg26yZR1x1ea8dFRPT666/TV199RV9//TUtXry402uW7iDb0u+9hLEdZEsO6XFYwCB3R7iNE8BtZD/54jIMkPMpMDgUCIju8vKmn69j19kq5L/nBy9XR4ikKhAArY8T1HxvOBa1QCPRYNaZq1gweiheDw0A38O178fRSxARaiQ1CPYMRqBbIJ4b8xweHPYgRnuPRtyQOCyKXQQ/l667HfcqOp0adnaOcHYeCmfnAIjFl1BRsRl8/kb4eE+Et/eDKCp6nb03xu0H+Drw8Z7IHdK7Rxjy2q1oNoy9Xad7zxlhaNtX1il0JuNoB6/HwgEA9m6OnerbezjZrMfYsWOxYMECTJo0CUFBQUhJScGgQYMAAB4eHrh06RKKi4vx6quv4umnn0ZqaioOHDiADRs2ICMjA59++inc3MwfIKyvrze46ysQCLB8+XJkZGR0Ki8tLYVUKmV3gRUKBU6ePInCwkIMHjwYiYmJmDFjBsLD9XOyadMmgzu2d8o3NV5D/ZrCx8cHYrGY/dnW1ma2zZAhQ9inED1Ja2srDh06hPLycqjVaiQlJeGxxx7D0KFDrZJz4cIFTJ48mX16MGHCBBQWFmLatGkG6xubT2PltqwfuVyOuLg4AMDDDz+MP/zhDwCA7du3Y+/evSAi1NXVoa6uDoGBhs8iWTsuQO+Xvnz5cjg4OFjs090T/d4PWHJIj8MEdddbce5QBXQ6HRqbGiCRSMw36gUate54yX83GiN+q78XK7By90VcFej1WfzwSBx+YzK8XB0BAL9WtULh5Qh1vC/g4gB1vC+UHg7wba2A37F3AXHPfzj2J5/++imeOfgMWhV6t4ql45Yi0jsSe2bvwV8e/Mt9ZRyX3diAXy88DyIdHBzcED/uW5BO2ckY9vGeCD5/IyTiwn7WlmOg4j4+EIN4PoDDzYO7vRQVqIO33noLBQUFOHjwIAQCAUJCOkfO4fF4cHR0xMWLF/Hjjz9i8+bNbJvk5GRkZmaa7cPFxQUKhaJTmUKhwNy5c7F+/XqMHNk5ws3OnTvx7LPPsvcBAQHg8XgICQmBp6cnEhISUFJSAgAQi8U4evRoF7cIY/JNjffOfk3BMEynS6s1f5BSoVDAxcXFIvnWcPz4cYSEhMDLywt+fn4YN24cLly4YLUcIsMhR01hbD4NlduyflxcXFBQUICCggKkpaXB0dERmZmZOHLkCHJzc1FQUIAxY8ZAp7vtH8o7cgdYO67KykqUl5dj+vTpSE1NRXV1NevaYUi+MWyZz/sBswYywzAnLCm7X7l+rhFXzwigUemwePFiJCUl9YseG09cQ06VHGnH9OkrHe3t8HNJI67U63cLhngOQri/O1v/vZfj4PDAEMD+5hKwt4PDA0OwOnYYnh/mB7je/RnkattrWYN4dvhsvJXwFtyd3M20ujfR6ZTsh6Crazg8PWKg093K9RMa+lqXXV8f74kGd4g5ODrozahAd9LcrPdlzsrKgkgkQkJCAmpra9lygUCAK1euICgoCHPmzMGaNWtQU1OD8PBwZGdn48svvzTbR1RUVCcDg4gwf/58PP/885gxY0aX+rt27epkqI4fPx5VVVUQiURQqVS4dOkSu3ucnp6OF154AY6OjhbJNzReY/32NKWlpYiKiupxuYGBgcjPz4dSqYRcLsevv/6KESNGmG3n6enZyW8+Pj4eOTk5kEqlaG1tRX5+PmJiYkxIMD6fhsptXT93IhaL4efnB1dXV1y+fBkXL3aOkOvr64uamhqbx3XkyBEsXLgQJSUlKCkpwaJFi3D48GGj8jvoifm8LyAj/r0ABgHwAXARgPfN330AhAEoNtauL6+B4IOs0+lIJrHdt64naGiTU+Sqnyjpna/owF8eoeZSvU+oXGU4qsXtkSjuvO6FyBRERC3yFhr/7Xham7e2v1Xpd2SyGsrJnUL19RnmK3PcN6AHolgQ9V5UoDt5/PHHicfjUUxMDOXl5RER0alTp4jP5xOfzycej0c7duzo1EYul1NqaiqNGTOG9uzZY7aPb7/9lt577z32Pjs7mxwcHCg2Npa9amtriYjozJkzFBcX10XG999/T7GxsRQVFUUfffQREem/J6Kjozv5n5qTb2i8pvo1xOrVqyk9Pb3Lz/LycoqNjaXg4GDy8/Oj2NhYOnjwINtu3bp1lJaWZlEfxli8eDEFBgaSg4MDBQUFsb7PK1eupNGjRxOPx6NPPvnEIlnbtm0jHo9HSUlJ7Bx+9tlnFB0dTdHR0bR9+3azMozNp7FyIuvWT4cP8u0olUqaNWsWxcTE0Lx582jChAmdfIJzc3MpMjKy0/tuzbieeuop2r17N3ufkZFBs2bNMimfqGfm817CmA8yQ0a21hmGeQPAmwCGAagF0LFXLwbwJRGZP47ZyyQmJlJPxBC0FpVCg5zd1/DgEyPh6qnfPamqqkJubi5mzJgBb2/vPtXnLz9ewn/PVcNNK8ZB51U4OWI5Xlyw2Gj9xFOXUaM0nil8uLMjzk3q6sc80FHr1LjYeBGJgYkAgH1l+zAhcAIC3Xrnke9AR6ORwsHBDUQ6XLmyEsOGPQNv7wn9rRbHAIFhmPNElHh72fnz5+n2ncr7DblcjpSUFOTk5MDBoeeO6Bw6dAjffPMNdu3a1WMye5PJkycjIyMDPj53/5NEDg5znD9/Hh988MFXAN7ct28f6ydr1MWCiD4johEAVhBROBGNuHnFdtc4ZhhmMMMwexiGKWEYpphhmIkMw/gwDHOMYZhrN3/2rZVpBc017bh+vhFNNbf8jZVKJVpaWmBn17du3Y1iBXafr4FaS2iFB5KUG/HR9RFolCiMtknjhcDZiG+Si06FtNq7M8TLtsJtWHh0IWrbawEAs0fOvm+N44qKLcg7+xtotQowjB2io//BGcccHGZwcXFhH633JDNnzrxrjGOhUIjly5dzxjHHfY/Zf5GJ6HOGYSZB71rhcFv5193o9zMAh4loLsMwTgBcAbwH4AQRrWUY5h0A7wB4uxt99CileQKczihDu0gJdx9nTHpqFEKifNnXIyIiEBER0ed6bTxxDbo7ngJoSR/T+KM5fINtkr09kODlitOtUtze0sWOwTculUj2vXt2kIqbi+Hm6IYQzxA8O/pZ8Hx4GOY2rL/V6he0WjkAO9jbO8PLKxEajQSAzlwzDg6O23jkkUf6W4V+xd/fH3PmzOlvNTg4+h1LDul9A2A9gGQA429eiSYbmZbnCeAhANsBgIhURNQK4AkA/75Z7d8ABsxfaGmeACd3lqBdpA8Q3y5SInfPNZTmCfpZM300CrX2lpkbyVRjn/3bUJTlmGz339hR2MQLgcvN1NFsyugHfwvEPderOvcUMrUMfzj6B2wu2AwA8HXxRWpIqsUnd+8l1OpWnD7zCKqq/wUA8PaegFGj3oa9/b0Tqo+Dg4ODg6OvsMTJKhFAFBlzVraecABCAOkMw8QCOA/gDQABRFQPAERUzzDMEEONGYZ5FcCrADB06NBu5aG3lHO7W6FRdd6J06h0+GV3CWTOeiP58uXL0Gg0FsWl7En+OsUDwK3Yy/YqTwzP98dro10Mzs11DTDcHhjEACMBvO8K/EMKLHcluFeUorBMCZ3DwDWqFFoFzrWdQ7KPPlPV0uClCHUJ7ZN1MBDR6VphZzcYAGDHTEST0AdtrffnXHBwcHBwcPQUlhjIRQACAfRUYFwHAPEAlhFRHsMwn0HvTmERRLQNwDZAf0ivIzB3b5K71XD6RmW7jg0MLhAIoFar0Rf6mGXCzzCUrkSq1eLF08VI8nbHF9FhAIA4APM7KjSXAZ/HA09+AcT2Xgih7vDNlW/wRdEXmD5uOiK9IxGHATDf/URVdTpu3EjDxAePw9nZH7iP54KDg4ODg6MnscRA9gNwhWGYswDYJPRENNvGPmsA1BBR3s37PdAbyA0Mwz5KX7IAACAASURBVAy9uXs8FECjjfJ7HHdvZ7S3KLuW+zizvxuKkdmvaNUAYwfY2bNFbvb2+GdUKAKcHQ23cfYEpn0ADIvvIyUt41TdKbg6uCJuSBzmjZ6HWP9YRHr3XrzVgURl5Rfw8IxhYxRrNFK0tJyCTHYD/v6PQq1u5dwoODg4ODg4ehhLQi68D70/8F8B/OO2yyaISACgmmGY0TeLpgK4AmAfbm1mzgeQYaB5vxAc1fU0r4OTHSY+MdJA7QFAdT7wSRhQeYotkmr02ZMm+3gg0m2Q4Xbu/kDym4D/wDE+1To1Pjz9IbYXbQcAONs7I8b//glg7uEZg6Ki1yFqOQ2tVolTp1NRdPkNeHjGwNU1DCPD/wQHB/MpdDk4egOVSoXjx49j7dq1OHHiBFQqVa/1tWrVKvD5fMTHx2Pv3r0AgNraWiQnJyMqKgrx8fE4duwYACAzMxOJiYlYsWKF1f3MmzevU7KQFStWICAgAHz+rUPPxvoFgLy8PMTExIDH42HevHld5Ot0OkRHR6Opqcmo/ObmZiQmJiI2NhZxcXHseAFg3bp14PP5iIqKsjm1cAf79u3D2rVrO5UJhUI8+uij3ZILGB4XAHz//feIiIhAZGQk9u/fb5GstLQ0yGSybuljaP0YK7dl/XSkae5Npk2bhpSUFPb+6tWriIuLg7u7OwyFvO2JebuvIQsScgAIBTDt5u+uADwsaWdCXhyAcwAKAeyFPhGJL4ATAK7d/OljTk5fJQqpu95Ke9N+pR3v5tCm107Qjndz6OqZWwHf5XI5bd26lS5fvtwn+phF3kp04C0igV6fa1I5jfmlkA4LW823k7cR6XR9oKRxhDIhbb6wmTRafaKTstYyUmr6NxlLf9LcnENZvyTS9bINdDKTT1XVX/e3Shz3AOhmopDy8nJau3YtrVmzhlavXk1r1qyhtWvXUnl5eY/rmp+fT4mJiaRWq0koFNLw4cNJLBaTQCCggoICIiKqqKigYcOGERHRvHnzSC6X08qVK6mkpMTifoqKimj27NmdynJzcyk/P5+io6PZMmP96nQ6ioiIoOzsbCIiamxs7NLH/v37af78+Sblq1QqkkgkREQkFAopMDCQtFotVVdX08iRI0mlUpFSqaQRI0bQjRs3LB6fpSxYsICysrK6JcPQuJRKJYWFhZFAIKDKykoKDw8nrVZrVlZoaCgJhUKbdTG2foyV27J+DCUK6UmkUimFhYVRREQEuzY6mDJlSqcEJB10d97uF4wlCrEkisUr0LtBfHGzKOimUdsdo7yAiBKJKIaI5hBRCxE1E9FUIoq4+VNkXlLfMHSkF554Yxzm/zUJS7amYv5fkxD5wK34uhqNBm5ubp1SiPYrg7yAWf8AAvSpQr0c7JHi64lYDzOP4nM36nee+zkv+/mG8/iy8EtcaroEAAj3CoeTvVO/6tRfKBR1uHb9r/D1fQgVFZsQHPx7BA9/qb/V4rhPSE9Px4ULFwAAWq0W6enpbLrcc+fOQS6XQ6PRANB/Dsrlcvz8s/7MhlQqRXp6Oq5evQoAkEgkBnqwjLKyMsTFxcHBwQF+fn4ICgpCfn4+AgIC2IPRoaGhUKvVUCpvpVWnW5sykEqlZvvZuXMnnnzyyU5lkyZNgp+fX6cyY/2eO3cO/v7+SE7WHyL29/fv0sfnn3+OZcuWmZTv6OjI7ki2tbVBqVR2mmelUgmlUgknJyd4eXkZHc/777+PKVOmYNSoUViyZAkiIyMhFAoBAC+//DJCQkKwdOnSLu3mzJmDb7/91qhcSzA0rry8PERHRyMgIAAhISEIDg5GYWGhURnHjx9HXFwc6urqkJKSwv4OABs3bgSfzwefz0d6uunY/cbWj7FyW9ePIYzp+dlnn4HH4yEmJgZvv20+om1mZiaSkpKQlJTE/o0Zw5Z5s1af+wFLXCyWAEiCPoMeiOgaAIMRJu5FqktEkEtMPzZ0d3fHiy++2C9xkE3SWgVolPB3csSWqFAEGvM97iDyUWDmJ0AfJzshIuwv24/D5foc8tNDp+PAUwcQN4Q7dGZnNwhEOjQ1nUBY2FLU1u6CqOV0f6vFwdGnREVFIS8vDzKZDFVVVSguLoZA0DnM5pEjRzBu3Dg4Oztj0aJFSE5Ohk6nAxHh1VdfRWZmptl+cnNzYW0mwdv7raqqwpAhQzBz5kyMGzcOW7Zs6VS3pKQE7e3tFvUhkUgwduxYxMTEYMuWLXBycsLw4cPxxhtvICQkBMOHD7coocfs2bMxa9YshIeHY8aMGTh9Wv/58fXXX+PDDz802CYxMRGnTp0y+Fp3EAgEGDp0KLZu3Yrvv/8egYGBqK83fv5/2rRpKCgowLBhw3Dy5En294qKCmzcuBFnzpxBdnY2Vq9ejcZG48eWjK0fY+W2rp87MaXn6tWrcfbsWRQWFmL58uVmZR05cgRTp05Famoqjhw5YrKuLfNmrT73A5ZYQkoiYi1EhmEcAPTvFmMfoVXrcGRbEXJ2X+tvVayn7Gec++pZvHL+IlrVGsvaBE8AJrzSu3oZYU/pHhy4cQAAwDAMgtyD+kWPgYJCUQciHdqlV6FSCTF27D8xMvxP4PM3sj7JHBy9ze9+9zuMGzcOAGBvb4/f/e537M6psayhgwfrww66ubnhd7/7HUaP1h838fAwFFvHMsaOHYsFCxZg0qRJ+OMf/4iUlBQMGnTrLIVAIMDy5ctZgzQ1NRUHDhyAvb09MjIy8Omnn2LWrFlm+6mvrze462uMO/tVKBQ4efIkvvjiC2RlZSEtLQ03btxg62/atMngjq0hPDw8cOnSJZw7dw6bN2+GWq1Ga2srDh06hPLycpSVlWH9+vUmDUwA8PHxweDBg+Hj4wNvb2+0tbWZ7XvIkCFm5dpCx27sokWLWP9sW+LWX7hwAZMnT4a7uzu8vb0xYcIEkzvRxtaPsXJb1481eo4fPx6///3vsWPHDjg7O5uRdMtAnjp1qlkDuS/0uR+wxEDOYhjmPQAuDMM8AmA3AMs86+9y7B3t8OSKeCT+JsxkvV9//RVbt26FUtk10kW/EZSI0gdW4IrWBfaWfgC1VAJK2x+DWkO1uBqrclahXdUOhmGQlpKGjakb+6TvgY5S2Yiz+bNx48ankIgLwed/zkax8PGeCD5/IyRi418GHBx9QXx8PFxcXODgoA+G5ODgABcXF8TH904UnLfeegsFBQU4ePAgBAIBQkJCAOiN0rlz52L9+vUYOVJ/cPrHH3/E5s2b2TbJyckW7QC6uLhAoVBYpI+hfgMCAsDj8RASEgJPT08kJCSgpKQEACAWi3H06FHMnTvXqnHzeDw4Ojri4sWLOH78OEJCQuDl5QU/Pz+MGzeOdYExBsMwnS6tVmvR2FxcXKzS0xKGDRvWyfAWCAQIDAw00cIwZIMboLH1Y6jc1vVjjZ6HDx/G0qVLkZeXh9TUVJNyKisrUV5ejunTpyM1NRXV1dWdDpJa+k9GT+lzv2CJgfwO9Ik9LgF4DcBPAP7Sm0oNJHyHucM70HSUAGdnZ3h6esLJaQD5yQ7yxPNJT+Hkg9HwcLA3Xx8AvpoBHLY4JHW3aFO14eeqn1EsKgYAeA/yhh3Tt64dAxUnJ3+EhryCoUPnIjT0NdY47sDHeyJCQ1/rJ+04OPSEhYXhT3/6EyZOnIhBgwZh4sSJ+NOf/oSwsLBe6a+5uRkAkJWVBZFIhISEBBAR5s+fj+eff75TqM05c+ZgzZo1qKmpQXh4OLKzs/Hll1+a7SMqKqqT4WEMY/2OHz8eVVVVEIlEUKlUuHTpEsLDwwHo/blfeOEFi86q1NbWsuMVCAS4cuUKgoKCEBgYiPz8fCiVSsjlcvz6668YMWKEWXnWUlpaiqioqB6XO2HCBFy+fBmNjY2orq5GTU0NYmLMRyXy9PSESHTrWFJ8fDxycnIglUrR2tqK/Px8s3IMrR9j5baunzsxpicRoaqqClOmTMHHH3+MiooKk3KOHDmChQsXoqSkBCUlJVi0aBEOHz7Mvu7r64uampou7SydN2v1uW8gIxEibnNOdwNgf9u9PQBXc+168wLwOIBtI0aMIKlUSmKxmNra2kgmk1FzczOpVCpqaGggnU5HdXV1RERUW1tLRER1dXWk0+mooaGBVCoVNTc3k0wmo7a2NhKLxSSVSqmlpYUaqlrocHoBiUUyqq+v7ySj46dAICC1Wk1NTU0kl8uptbWV2tvbqb29nVpbW0kul1NTUxOp1WoSCAQGZdTX15NWqyWhUEhKpZJaWlq6Paa95TWUJWiitiYBSQv3k7RVSC0tLaRUKkkoFJJWqzU8pkt7qPnCgV4ZU3t7O31x/gv6/Ozn7JhapC3dfp/MjmkAv093jqmu7iQJBFfuqTHdi+/TvTImdDOKRV/z+OOPE4/Ho5iYGMrLyyMiouzsbHJwcKDY2Fj26hgzkT7CUGpqKo0ZM4b27Nljto9vv/2W3nvvvU5lixcvpsDAQHJwcKCgoCDKyMgw2e/3339PsbGxFBUVRR999BER6aNbREdHs+vEnPxTp04Rn88nPp9PPB6PduzYwdZfuXIljR49mng8Hn3yyScmx7N69WpKT0/v8rO8vJxiY2MpODiY/Pz8KDY2lg4ePMi2W7duHaWlpZmdL1MYGhcR0XfffUejRo2iUaNG0b59+yyStW3bNuLxeJSUlMTO4WeffUbR0dEUHR1N27dvNyvD0PoxVU5k3fphGIaCgoLYa/PmzUb11Gq1lJSURGPHjqWoqChKT083Kfupp56i3bt3s/cZGRk0a9Ys9j43N5ciIyO7rH9L581afe41jEWxYMjMowqGYc5AH+Kt/ea9O4CjRDSp16x2C0lMTCRDsf96gqt5AmTtuooX10yEq+cA2hk2Qk6LBG8WVyFtTAj+Vl4PDREOe1aD2fU08NJeYGSKeSG9zDvZ70CpUWLDwxts8ju7l9FqFTh1+mF4eY1DzNh/9rc6HPcBDMOcJ6LE28vOnz9P1h5Su5eQy+VISUlBTk4O6zrSExw6dAjffPMNdu3a1WMye5PJkycjIyPD7AFADo57gfPnz+ODDz74CsCb+/btY/1MLfkEGNRhHAMAEbUzDHPPp+4a/UAgwsf5w9HJvHvCv//9b/bkcn+Q0yLBS4U3INcRXrp0A9uiwzDG3QWM3XDgxR/0h+/MoWwH2moA7zDA0UgiESu50XoDH+V9hI+SPsIw92H4cNKH9224NnPY2w9CbOy/4DJoeH+rwsFx3+Li4sI+Wu9JV5GZM2f22/eDtQiFQouiY3Bw3OtY4vQpZRiGPXXBMEwCAHnvqdT/6LQ6ALDIOAaAoUOHwtfXtzdVMsrtxjEAyHWEVy9XoFKuBJzcgFFT9T/NUXMW2PIAUGf6wIcldDyVcHV0RX17PWoket8ozjjuSl3dbtTV7wEAeHrw4eg4uJ814uC4v3nkkUd6zY/6bsDf3x9z5szpbzU4OPodS3aQ3wCwm2GYupv3QwE803sq9T8HNl2E1xBXTHlutPnKAKZPn97LGhnmTuO4A7mO8FLhDXwTE45kewlQvB+IewFwNpEKc0g08PR2wN+yMRtjc8Fm1LfX46PkjxDoFogDTx6AvZ2FhwTvM4h0aGg8CIaxw9DApzm3Ew4ODg4OjgGCSQOZYRg7AE4AxgAYDYABUEJE6j7QrV8gHWFIqCfcBg/8OIBvFld1MY47kOsIbxZX4dyQeuDQnwH/MUD4FOPCPAKAsdaFH+pAq9OyRjADBnaMHVvGGcd6Kiu/gIdnDBuRQqfToLUtH4O9xiM0dCFnHHNwcHBwcAwgTLpYEJEOwD+ISE1ERUR06V42jgGAsWPw4JyRGPuwZb6gdXV1+Pvf/94pGHxfkcYLgYudYcPKxY5BGi8ECE0G3ig0bRwDQHMZILxqssrcfXOx5swaCGVCtqystQxzMubgolCffvaPsX/Eh0kfcobxbeh0SgwaFIqiomUQtZxG2Y0NOH/+tygqWgavwfGwsxv4/4xxcHBwcHDcT1jig3yUYZinmftgi0ur0aGhQmxVEHJnZ2fweDx4enr2omaGSfb2wDcx4bjTFHWxY/TuFd4e+gN33qHmhWX+Ddhl2nMmSFOEwsrdmPnDTHxw6gMIZUK4qqvxsLsCWp0++PzdsEyItFCrW6HV6hO7aLUytLVdgFqtzzClUjWhvv5HKJX6FJxyeRXKbnwKubwWACCRXMalotchk1UAAEQtp3H27GzIZOUAgMbGw8jMioFUqv+nSdCwH0WXlyAy4v+hqOh1SCRX0C69Cn70Z11iHHNwcHBwcHD0P5YYyG9Bnz1PxTCMmGEYCcMw4l7Wq1+oKGzCnrXnUFvaanEbX19fPP744/Dz8+tFzYwT7+mGCLdBcLhpl3YyjjtouAwcXAEoTLxtSW8Aj6eZ7KtKZYcXfaQIdpBhz7U9WHJgGi5eWoyn+MsRH2B79iwigkYjhVaruHmvg0RyGQqlAACg06nR0HAA7VJ9ym+tVo7y8k1oa9MfKFSr23D5ynKIRLkA9Jno8s/NhbDpBABAJqvAL9mJaGj8CQDQLr2GX7IT0NycCQCQSstw7vxctLbpQwbK5VW4UrwC7e36DFgKRT0qKjZDodAfNtRoZWhvvwKtVgoAsLdzgZPzEOg9kAAXlxAMG/YMHBz0Pt9envEYPXoNfH1TEBT0PJqbTyIk5BX4+CTZPGccHP1NZeUXXVKei1pOo7Lyi17pb9WqVeDz+YiPj8fevXvZ8hUrViAgIAB8Pp8ty8zMRGJiIlasWGF1P/PmzbMoWci6devA5/MRFRWFDz74AIA+6URiYiJiY2MRFxfXSc8OdDodoqOj0dTUZPW4epp9+/Zh7dq1ncqEQiEeffRRi9ofOXIEcXFx7OXk5ISCggKj9S2ZH0OkpaVBJpNZVNcYxubZULkt68fd3cQZnx5i2rRpSEm5FbL16tWriIuLg7u7OwyFvO2JeTPEjh07OqVMf+yxxzplGrxzXRnT05z+/Q71cBKPvrjQS4lCmhpb6MLP5dTcLLI4CYBKper3JAC1tbWU2dRGcdmFlNnY0iWxgfzyIdJ9FEiq8tPsmC5dWk/NolOdZDSLTtGlovVGExvwd/Bpzn94tPdoOK3dF0H7joXTk/+Jouf2PkfVNTuppOR7dkxXr35EV6/uYMd07vx8Ki3dzI7pl+xkKr32D2poaCCtVkvHT4yi69fXU21tLel0Gjp+IpzKytKooaGBFAoJHT8RTqXXPqO2tjZqaamj4yfCqaRkIymVSqqvv045OZOpuDidiIgqq67Qrxfm09WrPxARUU1NCV0p/n9UWZV18z2ppGvXt5Kw6TK1traSRCKkGzcySCoVkEAgII1GTuXleaTRyG/qo5/z7r5P164doKxfEqiwcA1lZSVQRcWRezIBBTemu2NM6GaikGbRKcr6JZGaRacM3vck+fn5lJiYSGq1moRCIQ0fPpzEYjER6ZMk5OfnU3R0NFt/3rx5JJfLaeXKlVRSUmJxP0VFRTR79myz9aqrq2nkyJGkUqlIqVTSiBEj6MaNG6RSqUgikRARkVAopMDAQNJqtZ3a7t+/n+bPn2/TuPqKBQsWUFZWllVt6urqaNSoUSbrWDI/hggNDSWhUGiVPrdjbJ6Nlduyftzc3GzWzxKkUimFhYVRREQEO4cdTJkyhfLz87u06e68GSM9PZ2WLFnC3s+aNYtOnjxptp0xPY2V9xXGEoVYYowyAF4E8P9u3gcDmGCuXV9cCQkJvTJZ1nDgwAH67LPP+qXvCpmCJGqN+YoaNZFG1amoy5db0T8pK2scey8WX6GWllsL9uiZp+jjjAji7+DTyh8i6fiJcNp5eBStOb2GhDIh5Z56mIqK/sTWP3t2Dl27tpa9v1i4iKqq0tn7kqsfkKDhJ/a+snI7iVrOsveNjcdIKr1BRPosVJL2UlKpWth7rbbzeAY6fWlMcHBYgiUG8rnzz1FtnT6Dl1aronPnn6O6+h+JiEijkdHpM7+hk5lj6XrZBsr6JYFOn/kNNTQcJiIipbKZzp1/jhqFx4mISKFotFnX7777jhYuXMjeP/DAA3TixAn2vry8vJMh+dvf/pbkcjmtWLGCiouLiYiovb3dbD/vvvuuRVnEqqurKTQ0lCQSCYnFYho9ejQ1Nzd3qnP9+nXy9vYmpVLZqXz69OnUMc/WjstaVq9eTQ899BCNHDmSFi9eTBEREdTYqH8fXnrpJQoODu5k6HSwd+9eeuWVV6zqa8OGDfTOO+9YXN/Y/NzOsWPHKDY2lhwdHYnP53fKFHd7RrivvvrKZF/G5tlYuS3rx5iBbEzPtLQ0GjNmDI0dO5b+/Oc/m5RNRHTw4EF64YUXaMGCBWxWwg7uNDBtmTdr9DFlIJtaV9YYyNbOT3cwZiBbEuZtCwAdgFQAawC0A9gMYHwPb2b3K1fP1MPByR4j44dY1S4sLAxubhbEGbaAOyMdAPpHlhJxIUJDX+tS/43iKki0WhxPHG3a99feATqdBjqNBA4OetcLZ6cAhIX+EUVFryNo6DOoqtsCb/sQtu/rZZ9ArW7BhPEZ0Oq0KGgVQqCxw5hBDJLctai3H43hDvWYMXoqfFz84D3hJ9jZ3YpzPH78j51UuDM73OjI/+t0HxLy+073/v7T2N8ZhoG7W0Sne4ZxND7eAYhEXAg+fyM7vz7eE8Hnb4REXMj5IXPctTg6esHVNRQVFZsQEvIqxOKLvdJPVFQUPv74Y8hkMjQ1NaG4uBgCgcBo/UWLFiE5ORlTpkwBEeHVV1/FE088gVmzZpnsJzc3F88995xZfYYPH4433ngDISEh0Gq1WL9+PZtYQyKRYNKkSbhx4wa2b98OJ6dbn4slJSVob29HR7ZCa8dlC7Nnz0ZVVRVCQkIwY8YMnD59GrNnz8bXX3+NHTt2GHy0nZiYiFWrVlnVz86dO7F9+3az9UzNz51MmzYNBQUFCAsLw8mTJ1lXxoqKCmzcuBEFBQVQq9WIjY3FrFmzMGSI4e9vY/M8duxYg+W2rp87MaXn6tWrUV1dDQ8PDzQ2NpqVdeTIEUydOhUODg44cuQIZs+e3aPzZq0+//3vf5GTkwMAKC8vZ91RTK0ra7BWn97AEh/kB4hoCQAFABBRC/Sh3+4pLmXVovhUvdXtoqOj8fDDD/eIDh6eMSgqep316xO1nEZR0evw8IyBWt0KieQK9IFFAImkGIs8i/B22FAwDAOh8BiKi99lZVVVbcfZs7f+gK79ugS5JxMAhf4gWnX1V6is+gJBQc+jouqf8HAdDTuvW4f5Ika9i8ARf4FCo4C9nT1+/9CPgHMo/uCvQezYTXhxyk+IGbuF1dfe3gUMw0WuMEZo6GtdDGEf74kG//Hh4BgoJMTvwrCh+vCPdnaOSIjfhaGB+iQS9vYuGDFiGVpb8xEWthT19XswYsQyDBmi9191cvJBQvwu+PtNBQA4O/vbrMfYsWOxYMECTJo0CX/84x+RkpKCQYOMZ/xMTU3FgQMHYG9vj4yMDHz66acWGTf19fXw9zevZ2trKw4dOoTy8nKUlZVh/fr1qK/Xf394eHjg0qVLOHfuHDZv3gy1+lbgp02bNnXy3bR2XLbg4+ODwYMHw8fHB97e3mhrazPbZsiQIex4LKG0tBRSqRSxsbFm65qaH0u5cOECJk+eDHd3d3h7e2PChAkoLCw0Wt/YPBsrt3X9WKPn+PHj8fvf/x47duyAs7P5SEYdBvLUqVNx5MgRq3XpaX2eeeYZFBQUoKCgAJMnT7ZJH1NYq09vYImBrGb0lo/e34Jh/KHfUb6neGplAqbO51ndTqvV9pgOHbuKRUWvo+DiQly48CLGjP4YPt4TUV//P5zNf5w9GNYs+gWOVSsw1Uf/v4pcXgVRSy50Og0AwNHJF66uI9iIHP6u8QhvcgXE+g+9kJA/ICxsGWprdyEsbClkuiYMD190a1yOgXjpxAr849w/AAC+Lr5Yzn8KE8ZtR1jgjE76SsTGP5g4ODjuTTr+gefzN2Jk+J/Yz647D+71FG+99RYKCgpw8OBBCAQChISEGK37448/YvPmzWyb5OTkToeIjOHi4gKFQmG23vHjxxESEgIvLy/4+flh3LhxuHChcxZSHo8HR0dHXLyo31UXi8U4evQo5s7tHG/emnHZgv6J263Lku8shUIBFxcXi/vYuXMnnn32Wav0unN+rKHje80ajM2zoXJb1481eh4+fBhLly5FXl4eUlNTTcqprKxEeXk5pk+fjtTUVFRXV3c6SGpp9Kie0sdWjOlpqLwv9DGHJQbyRgA/AhjCMMzHAHIA/LVXteoH7OwYuHhYtzFORPjb3/6GEydO9JgePt4T2UgHXp7x8PZ+EADg55eKsWO3wM7OCcebxfhG9SgSHsxlY+iGhPwBSZN+gZ2d3mtmaOAc8PmfsQvPJ+o1BD9XAAwZAwBQKAUoL/9M/+XmMxf8wQtQdGkZ++Xm5eyFRbGL8Bzv1uNGbheUg4OjA1NuQ71Bc3MzACArKwsikYh1UzDEnDlzsGbNGtTU1CA8PBzZ2dn48ssvzfYRFRVlUQSLwMBA5OfnQ6lUQi6X49dff8WIESNQW1vL6ikQCHDlyhUEBQUBANLT0/HCCy/A0bGze5g14+orSktLERUVZXH9Xbt2GTSQ3333Xbz77q0nm6bmxxSenp4QiUTsfXx8PHJyciCVStHa2or8/HzExMSYlGFsng2V27p+7sSYnkSEqqoqTJkyBR9//DEqKipMyjly5AgWLlyIkpISlJSUYNGiRTh8+DD7uq+vL2pqarq0s3TerNXHVozpeWd5X+ljFrLgMBz0mfSWAFgKgGdJm764euKQnkQkp53vn6Haay1Wt9VoNJSZmUnXr1/vth4dlJdvpsys2JuHXgwf4lpbVkdJZ66QWquzuZ+Kiq23ZOd/RbTak6rKv6PPf36MSkWlNsvl4OC4O0A3o1j0NY8//jjxeDyKiYmhvLw8tnzx4sUUGBhIDg4OFBQU1OkAS+v0cQAAIABJREFUk1wup9TUVBozZgzt2bPHbB/ffvstvffeexbps3LlSho9ejTxeDz65JNPiIjo1KlTxOfzic/nE4/Hox07dhCR/mBxdHQ0G+2ku+OylNWrV1N6enqXn+Xl5RQbG0vBwcHk5+dHsbGxdPDgQbbdunXrKC0tzaI+zpw5Q3FxcQZfmz9/Phuxg8j4/Jhj27ZtxOPxKCkpiZ3D2w+bbd++3awMY/NsrJzIuvXDMAwFBQWx1+bNm43qqdVqKSkpicaOHUtRUVFmD4Y+9dRTtHv3bvY+IyODZs2axd7n5uZSZGRkp8N4RJbPm7X6GDukZ25dGdPzznJr9ekuxg7pMWRky51hmEEAFgEYBeASgO1EpOkTq91CEhMTqbuO4MJqCbK/K8XUBVHw8rf8kVJvIGo5jYIL8+HqFoEHHzjY6RHmnTu3Mq0OrvaWPAC4jeL9wOH3gEXZmHtsIWKHxGJRzCL4wx5oKkWTTxheODwfb8S/gd+E/6YHR8bBwTHQYBjmPBEl3l52/vx5Ggg7mP2FXC5HSkoKcnJy4OBgyRl2yzh06BC++eYb7Nq1q8dk9iaTJ09GRkYGe/CQg+Ne5vz58/jggw++AvDmvn37JB3lpj4B/g1ADSAbwEwAPABv9qqW/YB/sAeeWmnbF4JGowERdXlkZisScSFiYrbBzW0kgK6RDrREaFCqMWyQk/XGMQC4BwJB8YBSjKstV3Gj7QYyrmfggcAHsHriagxxG4J9T+6Dsz2X+piDg+P+w8XFhX20HhYW1mNyZ86ciZkzZ/aYvN5EKBRi+fLlnHHMcd9jysqKIqIXiegLAHMBPNRHOvUZ7S1KaFS2H7IrKSnBxx9/DKFQ2CP6hIa+Bj+/h+HiEsyW3e7j+7+GFjx4phhX2uW2dRA8Hpj3b5CXXr5ap4ZSq8Qvtb/g0f9Nx5ozayBW3pNJEjk4ODgs4pFHHulR4/huw9/fH3PmzOlvNTg4+h1TBjIbe2WguVYwDPM4wzDbRCIRZDIZJBIJxGIx5HI5RCIR1Go1GhsbQURsqJq6ujoA+jA+RITGxkZk/acEuz48A5lMBrFYDIlEAplMhtbWVqhUKjQ1NUGn07FxKTtkdPy0t7fHww8/DI1GA4VCgba2NkilUkilUrS1tUGhUKC5uRkajQYNDQ0GZQgEAuh0OlRUHkN+/lw0NFwyOqZIjQKvhw7BYHGL0TGp1WqIRCLI5XJ2TDWiGlypvQKVSoWGxgZM2z21y5xqSIvdV3fjjeNvQKPRoLm5udtjampqgkqlQmtra7feJ0NjsuZ9amho4MbEjYkb0x1j4uDg4OAwjikfZC0AacctABcAspu/ExF59omGJuiuD3JtaQukbUpEjg/sQa1so6npJMrLNyI+fifs7V27JaugsQASlQSTh+tjE87830zwfHnY8PAG4PwObM55H1sHe7D1HRkH2DF2mBPxJBbFLoKfi1+3+ufg4Bj4cD7IHBwcHDb4IBPRPZn1oTRPgNMZZWgXKeHu44yJT4y0WZZUKoWTk1OP+CD7+aXAzy/F4GsKrQ4fltXhtWB/hLp09Q8+XnkcZa1leC1W74qxtXArGmWNrIH89oS34TvIV195WDyWjF2IrdX/haOdo94wHjWHM4w5ODg4ODg4OG5iw0mvu5fSPAFO7ixBu0gJAGgXKXFyZwlK82xL7fnDDz8gPT2923pJ2ktAZNwX+lK7HLvqm1ElVwEAMq5n4JWjr7BBv/MF+cgoy2Dv35vwHrZPv5Xy8+HghzHWf6z+ZmgMkPoXjPYejacinsLhx3/EX5xC4CeXgIODg8NaclokSDx1GTkt3GcIBwfHvcN9ZSCfziiDRtU5CaBGpcPpjDKb5I0fPx5JSUnd0kmtbsW5c3NxvezvbBkRoUpcBbVO7wZeKzwG39o3EeOm111HOhAIco3+sN7yxOU4+ORBNilIiGcIvAd5G+9Up8OeiR/jLw/+BX5qBbBvGVDTvXB5HBwc9x85LRK8VHgDNUo1Xiq80atG8qpVq8Dn8xEfH4+9e/ey5d9//z0iIiIQGRmJ/fv3AwAyMzORmJiIFStWWN3PvHnz2GQhtbW1SE5ORlRUFOLj43Hs2DG23ooVKxAQEAA+n8+WHTlyBHFxcezl5OSEgoKCTvJ1Oh2io6PR1NRkUj4ASCQSDBs2DOvXrzc5XlvZt28f1q5d26lMKBTi0Ucf7ZZca+fNHGlpaZDJZN3Sydj6MVRu7frJzMyEl5cX4uLiwOPxsHXrVqt04/P5vZoMwxL5paWlmDx5MqKiojBu3DhUVVWxrxlaJ0DPvC8DGqK+S+zR05e1iUI2vXbC6NXTPJ3xNH14+kNqlDaarKfVqqmiZg8dv/YtCWVCIiI6WnGU+Dv4VCQsomaVmgobC2lt3lr29W6TvYFotSeRtJlIoyZqqSSSt/WMbA4OjrsCdDNRSLZITGGZBRTw8wX2CsssoGyRuMd1zc/Pp8TERFKr1SQUCmn48OEkFotJqVRSWFgYCQQCqqyspPDwcNJqtTRv3jySy+W0cuVKKikpsbifoqIimj17NnsvEAiooKCAiIgqKipo2LBh7Gu5ubmUn59P0dHRBmXV1dXRqFGjupTv37+fTZ5hSj4R0Z///Gd67LHHaN26dURERsfb0yxYsICysrJsbt+deTNEaGgoCYW2f/8ZWz/Gyq1dPydPnmQTdzQ2NpKvr2+nRBjmiI6OpvLycluH1yPyJ0yYQNnZ2UREVFtbS01NTWbldvd9GSgYSxRyX+0gu/sYju9rrNwUOp0Ozc3NUKvVBl+/2nIVP177ETN/mIk1Z9ZAKLsVCk6sEmNb4TZcbroMOzsHKFz4eDN3LfLq8wAA44aMw+qJq+HuPATJecU4IfXH2xPe7jkf4TGPA09uA+ydAHsHYHAIMKjfz1xycHAMMJ68cA3f1etT8ap1hCcvXMMegQg5LRK8WHgDcl3nQ95yHeH5i/qd5GaVBk9euIajTW0AgEal4c9KSygrK0NcXBwcHBzg5+eHoKAg5OfnIy8vD9HR0QgICEBISAiCg4NRWFjIupt1fNEB+jMj5ti5cyeefPJJ9j4gIACxsbEAgNDQUKjVaiiVehe9SZMmwc/P+Gfyd999h7lz53Yp//zzz7Fs2TKz8ktLSyEUCjulnjY2XmO8//77mDJlCkaNGoUlS5YgMjKSDUv68ssvIyQkBEuXLu3Sbs6cOfj222+NyjVHd+btdo4fP464uDjU1dUhJSWF/R0ANm7cCD6fDz6fb9bV0dj6MVZu6/oB9GHyRo0ahdraWgDA/v37MWHCBMTFxeGtt95i6/39738Hj8fDb3/7WygUCgDAqFGjoNHcChqm0+kQERFhcrzGyg3JN8bFixfh7OyM5ORkAMCwYcPg66s/t2RonRh7X/bv348XXniBrfd///d/SEtLs2jeBiL3lYGcF7wfZN/Z19fByc6mg3rt7e34/PPPcfHiRaN1OuIM/3jtR0zbMw0LjyyEUCaEPWOPLQVbcKXqO9TU7kK4Zyi+mfkNpobow6/5ufhhbuRc+Ln6YOFwfzzs08PGq98oIPYZwNld71pxfgegHVCR/Dg4OAYwbxZX/f/27j0+6urO//jrk4RAhAAJKCAU0nAp1wAiCAg/RLRe2qK13e2qReuvrfXXVVdl1f7sha62bt12i7rurtW6XlB+XrAIaq22VRAQUECK3FVIuCUEcock5jLn98dMYhLmkhkmM5PM+/l4nEdmvt/5fM/5fPPVHL5zvudQ6/E/A1Kdc9y264DffZEaO3YsGzdupLq6mgMHDrBr1y6KioooKipi0KBBPProo7z44osMHDiQwsJCbrrpJmbNmoXH48E5x4033siqVatC1rNu3ToCzeLx5ptvMnnyZLp3b98Nleeee45/+Id/aLVt9+7dnDhxwm8dbY9/9913s2jRolafCZRvMPPnz+crX/kKubm5XHrppaxfvx6AZ555hnvvvddvzLnnnst7773XrjxDCfe8tXTRRRexdetWzj77bN55553m1/n5+Tz88MNs2LCBNWvWsGjRIoqLiwMeJ9D1E2h7pNcPwMGDBwHIy8ujuLiY++67j1WrVrF161YOHjzI22+/TX5+Po8//jhbtmzh5z//Ofv27WuO2bFjB0eOHOHw4cPs3buXMWPGBMw32HZ/xw9k3759DB/uvx/k7zoJ9Hu57LLLWL9+ffM/Jl566SWuvvrqdp23RBS9tTQ7gTVnvE5x7jGmHricnp/1pWdWOudfOZJR5/mf5q3R00hqincyj+3Ht2MY4/qPA+DFT19kyIwhzRPKf/+t7zMqaxR3Tr3zlOM0jSXeWLSRO9+9k6cufYp1V68j/+OfcejQEgaffTWTzprU/Pm1ZVXctusAD44Zyh05HTQF3YljcGQLHFgP7z0C51zfMfWISKe1fPLI5tfdUqz5/cDu3Vjg5w4yQEaK8eCYofRLT2sVf1b3yGf7mTBhAt/5zneYOXMmgwcPZu7cufTo0aP5bttNN90EeB+cNjMuvPBCXnvtNX7729+yYsUKFi9eTM+ePUPWU1hYyJlnnnnK9qKiIhYuXMiKFSva1d69e/dy8uTJ5ruoTR555BG/d2zbHv/VV19l1KhRDBs2rNXnmu5mts03mOzsbCorK5t/VlRUhGz/WWedFbLj3R7hnrf2+vDDD5k9eza9evUCYNq0aWzbto2LLrrI7+cDXT+Btkdy/axZs4Zx48ZRUFDA8uXL6d69Oxs2bGDfvn3MnDkT8N5Y27dvH+Xl5cyaNYuMjAzGjRvX/HueNm0aW7Zsaf4WZNq0aUybNi1gvlVVVX63V1ZW+j1+IM65kNdRe6SlpXHFFVfwyiuvMHLkSHJzcxkwYMBpHzdekqqDDLCn//vs6f8+qZaKmXHIXcVN1TexbO8yqhuqWXjuQgC+9+b3wOD3X/49APdvvJ/e6b159GLv4PtVhasYkjmk+auikVkjGZI5xG+dbadTA+jZrSdjx/yG+vqyVhdm00MvNR7HtX/bx3MTc5mVlen3uKflw2fgr/fCHbtg2g8gCv9xiEhymJWVyZK83FM6yRkpxpK8jvl/1h133NH8FfX06dMZOnQotbW1rTpyRUVFDBw4kOXLl7NlyxbuuOMObrvtNmbNmsXixYu54IILgtaRkZFxytfRtbW1fPOb3+Q3v/lNwLtsbfm7e1xZWclbb73F4sWLQx5/48aNvPzyy6xYsYLjx4+TkpLCoEGDGDZsmN98gzGzVqWxMfTqsbW1tWRkZLQr12DHCPe8tVfTPxTC4e/6CbQ9kutn9uzZvPbaa6xYsYLvfve7fPqp9+H/Sy65hOeee67VZ5cvX97q735TPueddx4vv/wy1dXVmBmbN2/mkksu4cSJE2Gdh6bfdajPNcnNzW1+MPV0XX/99dxzzz2MHDmS6667LirHjJdOOcTidFbSa9LoGmnwNPDSnpdYuGohRZVFFFYWNq+SdfHQi5ndf3bzKlk/nf5Tbsi5oflYj/6vR7nhrBuor6+npKSEWyfcyuWDLm9eJQu8HePuKd35+vCvs+R/LeEn039CXZl3qrbDhw9gZpSW1jWvkrWquIxv/+3zPzifOceCbft448CRqK/8VTxoHnz/bY5UNkLvQZ1i5a+uuJqZclJOnXUlvaZOckaK9w9xR3aOAUpKvGOhV69eTWlpKVOmTGHatGns2LGD4uJiDh48yKFDh8jLy+PKK6/kvvvu49ChQ+Tm5rJmzRoef/zxkHWMHTu2VUfBOcf111/PNddcw6WXXtruti5duvSUDvKTTz7Jtdde22re/EDH/8UvfsEnn3zC7t27ufnmm7nrrru49tprA+YbbXv37mXs2LERx0d63gLp3bt3q2v2nHPOYe3atZw8eZLy8nI++OCDkOfB3/UTaHuk1w/AFVdcwYQJE1i6dCnTp09nzZo1HDp0CICCggKKioo455xzWLduHbW1tezcubN5xoipU6fyzjvvMGDAAIYMGcIbb7zB1KlTA+YbbLu/4wcyadIkTp48ydq1awHv/y+azkswbX8vTcc6evQor776KvPnz2/XOUtYLZ/Y62wl3Fksxj81vrlMfmaym7Jkirtv/X0RzQ6xatUqt2jRIldfX+93/zdWfCPgsauq9rjV7051paUbm7f5eyK8o58Md8459/7jzu39c8ccW0QSFqc5i0WTNaWVbsq67R33/yifr33ta27MmDEuLy/Pbdz4+f87n3/+eTdixAg3YsQIt3LlylYxNTU17sILL3SjR492y5YtC1nHs88+6+65557m92vWrHFpaWlu4sSJzaVpdoIf/vCHbuDAgS4tLc0NHjzYrVixwjnn3IYNG9ykSZNaHdfj8bhx48a5wsLCVtuDHb/JokWLmmexCJVvW4sWLXJPPvnkKT/379/vJk6c6L7whS+4/v37u4kTJ7rXX3+9Oe7Xv/61e/DBB0Oer0AiOW/BPPbYY27MmDHu/PPPbz6HDz30kBs3bpwbN26ce+KJJ0IeI9D1E2i7c+2/flrOYuGcd6aO8ePHO4/H41577TU3adIkN378eHfeeee5Tz75xDnn3AMPPOBGjx7trrrqKpebm9s8y8T48ePdW2+95VavXu1GjhzZfMxA+QbaHuj4gezYscPNnDnTjR492k2YMMEVFBSEvE78/V6cc+4Xv/iFW7BgQdD6EkmgWSwCLjXdGYS71PSEpydEbfW4Y8eOUVRUxIQJE8KOPXFiL/v2L2b0l35Jeno2AOe+t4NDQZ7yHtK9G5tmjouorX49OguKPjp1+8AJcNPa6NUjIglJS02fqqamhrlz57J27VrS0qI3AvGNN95gyZIlLF26NGrH7EizZ89mxYoVZGdnx7sp0gldfvnl3HHHHQHHhCeasJea7oq+lPUlJp01KSrLKp955pl+H+Zoj169RpE34b9bbXtwzNCQD71E1ZBpcHQntFzBLzXdu11EJAllZGQ0f7Xe9AB2NFx22WVcdtllUTteRzp27BgLFy5U51jCVlJSwowZM5gxYwbz5s2Ld3NOW1J1kJfNXxa1YxUWFpKRkUHfvn3Diisre59evUbSrVvrle6axvNd87d91LkYPPQy5y7Y+iw0tOggWwrMuTu69YiIdCIXX3xxvJsQV2eeeSZXXnllvJshnVC/fv3Yu3dvvJsRNZ3yIb1E8OKLL/LXv/41rBiPp46Ptv8ju3b/2O/+WVmZLJ0Yo4deMgfCpG977xqD9+ekayGz807JIiKnzXk8nni3QUQkJprmuvYnLh1kM8s3s4/MbKuZbfJtyzazP5vZx76fWaGOE09XXHEFM2bMCCsmJSWdcyY/R+4XbztlX1VDIy8XlTK9Ty+W5OUypHu3Dn0iHPDeRTbfJaC7xyJJLyUlZXdhYaFHnWQR6eo8Hg+FhYWe2tra4/72x3OIxVznXMtG/Qj4q3PuV2b2I9/7hO2xRTo+rVevUX63v3y0jB/tPcSXevZgVlZmdB/ICyRzoPeu8eYndfdYRPB4PF/Oz8/fXFhYeFY0Fg4QEUlUzjlqa2tLn3766T8AjUCr9cQTaQzyFcAFvtdPA6tI0A5y0+T0AwcObPdk6iUl73L8+NsMH76QtLRT7wpfd3Y/xvbswfjMM6Ld3ODm3AXHdunusYgwZcqUQ/Pnz58A3Akk9Ld4IiJR4oCHV65c2eqrs7hM82Zm+4EyX6N+55x7zMzKnXN9W3ymzDkX9H/Q4U7zFi35+fk89dRTXHfddeTm5rYr5sCBJzh0+Fmmn/cWKSmRL7kqIhIN/qZ5azJ//vzuQD8gNbatEhGJKQeUrVy58mTbHfHqIJ/tnDtiZmcBfwZuAVa2p4NsZjcCNwIMGjRoyh//+MdYNbtZfX095eXl9OnTh/T09HbHOVePWevO8WcO7qyCq3vAjPYfSkTktEyePDlgB1lEJNnFZYiFc+6I72exmS0HpgFHzWyQc67QzAYBxQFiHwMeA+8d5EmTJsWq2WEpKPgdmb3zyM6aQX19Gd26ZVFatp6qyi0MG/aD5s8drK0ja2cBE784iElZveLYYhERERGBOMxiYWY9zSyz6TXwZWA7sBK43vex64EVsW5bexUWFrJ///6gn8nsncf27bdSdPR11q6byccfP8D27beS2bv1evFf6JHOK5NHMFOdYxEREZGEEI9p3gYAa83sb8D7wOvOuT8BvwIuNrOPgYt97xPShg0bWL58edDP9O0zhbFjfs2ePT8js9d4jhS+wPjxD5Od9fnUcNurqjnR0IieFhcRERFJHDHvIDvn9jnnJvrKOOfcL33bS5xz85xzI30/S6Ndd0HB7ygtW99qW2nZegoKfhfWcebOnctVV82hpuZw87a9H/+SoqKVADjXyKrVE6io/JAhQ75NReUWhgxZ0Kpz3OgcN2zP5/s78iNPSERERESiLqlW0msa9tDUSS4tW+932ANARcUWyis2N7/ftev/sm//wwD07duXQ4dvZf/+h5r3l5au4cRJ7xKLZqkMz11It7S+HD68lJycmzl8eGmrznmqGb8bN4w7cwZ2SK4iIiIiEplEmge5w2VnzWD8+IfZvv1WsrNmcrzkHfLyfkd21gx27FxIY2MteRP+E4C9H99PWuoZTJ78DAAeV4fz1AGwfft2Bg5YyFlnjWw+9vTz/tSqrszeE9i+/dbmYRVZWdNbvQc4p3fPWKQtIiIiImFIqg4yeDvJgwdfQ37+I6Sl9W3urPbsOQqPrwMMMGb0L0lN/XzRjnFj/x2AxsZGli1bxpw5cxgxYkLAeqoqt7XqDDd1zqsqt/Fe/Ri2VlWzMGcgGalJdRNfREREJOHFZR7kaIlkoZCmYRWDBl5FYdHLjB//H63GBofi8XgoKysjPT2dzMxTV8Rrj/s/PcJfSir5y9QvkaIH9EQkDoItFCIikuw65e1LM/uamT1WWlpKdXU1VVVVVFZWUlNTQ2lpKfX19RQXF+Oco7CwEIAjR45QWraebdtuZvy4h+jT57uMGb2Yj7bdTFHRaiorK6mqqqK6upry8nLq6uo4fvw4Ho+HoqKi5mOkpKTw2WefkZmZydGjR2loaKCkpITa2loqKio4efIkJ0+epKKigtraWkpKSmhoaODo0aPNx7hn+Nk8cXYmKWYUFRXh8Xg4fvw4dXV1lJeXh5UTeKedc85RXFxMfX09paWl1NTUtDunlj8jzanlT+WknJRT4uckIiKBJdUd5JaLdzTxLt6xrdXiHcGUlJRw8OBBRo8eTY8ePcJqr3OO4roGBnTXUtMiEl+6gywiElinvIMcqWHDfnDKcIrsrBnt7hwDFBQU8Morr1BbWxt2/X8uqWTq+p1srjhlyW8RERERSRBJ95De6ZowYQI5OTkRjT8e2yuDm75wJnmZZ4T+sIiIiIjEhTrIYerWrRvZ2dkRxQ7pkc49w8+OcotEREREJJqSaohFNOzcuZNdu3aFFeOc47f5RXxSHf6wDBERERGJLd1BDtP69etJTU1lzJgx7fr82rIqbt5ZQGl9I33TUhlxRngP9omIiIhIbKmDHKYFCxZQX1/frs+uLatiwbZ91HgcPVKMnIzuHdw6ERERETldGmIRpvT0dHr2DL1EdMvOMUCtx/Hd7ftZW1bV0U0UERERkdOgDnIY6urqePfdd5sn9A+kbee4SY3HsWDbPnWSRURERBJYp+wgR7qSHpzeKlmffvopb7/9Nrt37wYCr5J1686CUzrHTWo8jtt2HdDKX8pJOSknraQnIpKgkmolvWhoGn/crVvg1fAC3UEGyEgxluTlMisr/HmURUSiRSvpiYgE1invIMdTt27dgnaOAWZlZfLU+Fy6m7Xars6xiIiISOJTBzkM+/fvZ/Xq1TQ0NIT87AlPI585R7qvk6zOsYiIiEjnoA5yGPLz81m9ejUpKaFP2wXZmfznmKE8m5fLkO7d1DkWERER6SQ0BjlMDQ0NpKVp+mgR6dw0BllEJDDdQQ5TezrHzxeW8IejZTFojYiIiIhEmzrIYVi9ejUfffRRyM+9WFTGsiJNoyQiIiLSGWmsQDvV1dWxYcMG6urqKC4uZvbs2aSnp/v97LJJw6loaIxxC0VEREQkGnQHuR3y8/NZvHgx9fX1NDY2sn79ehYvXkx+fv4pn3XOkWJGVjf920NERESkM+qUHeRYr6S3bt06ampqmqd3a2hooKamhnXr1rVaJWvPsRKmr9/JXwqPxX2VrK648pdyUk7KSSvpiYjEgmaxaIc//OEPbNu27ZTteXl5XHXVVc3vd52o4acfH+Y3o79ATkb3Dm+XiEikNIuFiEhgGgfQDu39R8SYXhksmzyig1sjIiIiIh2pUw6xiLUpU6aQkZHRPMVbWloaGRkZnHPOOc2fOVxbxwk9mCciIiLS6amDHERNTQ3PPvssGRkZ3H777cyYMYMePXowY8YMbr/9dnJycpo/+7NPDnPhB3vafbdZRERERBKThlgEUVFRQXFxMZ999hnp6enMmzePefPm+f3sD79wFoc+q8PMYtxKEREREYkmPaQXgpaWFpGuSA/piYgEpiEWfnz66ads3LgR51zIzrHHOR4pOMqh2roYtU5EREREOpI6yH589NFHbN68uXne42B2nqjh/n2FbCw/EYOWiYiIiEhH65Qd5I5eKGTOnDlcffXVVFRUhFwEYHRGOm+NHsS83j0SahGArriwgXJSTspJC4WIiMSCxiC38P777zN+/HjOOOOMqB1TRCQRaQyyiEhgnfIOckc4fvw4b775Jps3b253zJOHj3PzzgLqPJ4ObJmIiIiIxJKmZ/Dp378/N954I/379293zImGRkrqG0hP0b8zRERERLqKpO/ZVVdXk5+fD8CAAQNITU1td+wtwwawNC+3g1omIiIiIvGQ9B3kd955h2effZYTJ8KbheJYXT2AFgYRERER6WKSbohFXV0d7777Lps2bWLq1KnMmTOH0aNH06tXr3Yfo7y+gWnrd3LnFwfxw6FndWBrRURERCQWhaBMAAATwElEQVTW4tZBNrNUYBNw2Dn3VTP7IvA8kA1sARY456K6+kZ+fj4vvPAC9fX1NDQ0sH79ejZt2sS3vvWtsI6TYsYdOQOZm50ZzeaJiIiISAKI5xCLfwJ2tXj/ALDYOTcSKAO+G+0Kt2zZQk1NTfMCIA0NDdTU1LBly5awjtM7LZVbhg1gTK+MaDdRREREROIsLh1kMxsCfAX4ve+9ARcCy3wfeRq4Mh5tC2XvyVpWlVbi6cTzR4uIiIhIYPEaYvEgcBfQNEahH1DunGta2/kQMNhfoJndCNwIMGjQILZu3druSgOtHlVaWtru4/xnNfz5M3iuL/TU83kiIiIiXU7MO8hm9lWg2Dm32cwuaNrs56N+b9E65x4DHgPvSnqTJk1qd919+/ZtNQY5LS2Nbt26cdFFF5GTkxMyfm1ZFVt2HWDRqLM4f/CZ7a5XRERERDqPeNxBPh+Yb2aXAz2A3njvKPc1szTfXeQhwJFoV5yTk8Ptt9/OmjVr+OCDD5g6dSqzZ88mPT09ZOzasioWbNtHjcdx7ydHGHlGD2Zl6SE9ERERka7GXBzH0vruIP+zbxaLl4CXnXPPm9mjwDbn3H8Fiz/33HPdpk2bOrydLTvHTTJSjCV5ueoki0inZGabnXPnxrsdIiKJKJEWCrkbuMPMPsE7JvmJOLcH8N85BqjxOBZs28fasqo4tUxEREREOkJcFwpxzq0CVvle7wOmxbM9/ty268ApneMmNR7HbbsOsGnmuBi3SkREREQ6SiLdQU5ID44ZSo8U/9NVZKQYD44ZGuMWiYiIiEhHUgc5hJl9e3FmetopJ0pjkEVERES6JnWQQ0gx4zdfGsqPh59Nhu9OsjrHIiIiIl1XXMcgdxZzsjOZk53JxMwMbtt1gAfHDFXnWERERKSL6pR3kM3sa2b2WGlpKdXV1VRVVVFZWUlNTQ2lpaXU19dTXFyMc47CwkIAjhzxTqtcWFiIc47i4mLq6+spLS2lpqaGyspKqqqqqK6upry8nLq6Oh7dm8/D+UUc8R0jt6aKTTPHkVvjnbni6NGjNDQ0UFJSQm1tLRUVFZw8eZKTJ09SUVFBbW0tJSUlNDQ0cPTo0VbtaPpZVFSEx+Ph+PHj1NXVUV5e3qE5HT9+HI/HQ1FRkd/2KCflpJySIycREQksrvMgn66Ongf55p0FHKtr4IVJwzusDhGReNA8yCIigWmIRRCPjB1GdaMn3s0QERERkRjqlEMsOlppfQPH6xoAOCNVp0hEREQkmaj358ev9xcxe+MuTjQ0xrspIiIiIhJjGmLhxw2D+zO+Vwa90lLj3RQRERERiTF1kP0Y1bMHo3r2iHczRERERCQONMSihW1V1dy95yBl9Q3xboqIiIiIxIk6yC1sqazmjeMVpJrFuykiIiIiEicaYtHCdwb35+8HZmvmChEREZEk1il7gtFeSa+6upptxSVUVVXBZ7VdYpWsrrjyl3JSTspJK+mJiMSCVtIDXi0u5wc78lk+eQTn9e0VhZaJiCQ2raQnIhJYp7yDHG0z+/biR7mDOLdPz3g3RURERETiTGOQgX7padw6bEC8myEiIiIiCSCp7yBXN3q4eWcBe0/WxrspIiIiIpIgkrKDvLasinPf28ELhSX8paSScs17LCIiIiI+STfEYm1ZFQu27aPG47j30yM8Pj6HaXowT0RERER8kuoOcsvOMUCNx/H97fmsLauKc8tEREREJFEkTQe5bee4SY3HsWDbPnWSRURERATopB3kSBYKuWX7/lM6x01qPI5bdxZ0qUUAuuLCBspJOSknLRQiIhILSbNQSKA7yAAZKcaSvFxmZWVGu4kiIglJC4WIiATWKe8gR2JWViZL8nLJSLFW29U5FhEREZGWkqaDDKd2ktU5FhEREZG2kqqDDJ93kod076bOsYiIiIicIunmQQZvJ3nTzHHxboaIiIiIJKCku4MsIiIiIhKMOsgiIiIiIi2ogywiIiIi0oI6yCIiIiIiLXTKDnIkK+kl2ypZykk5KSflpJX0REQikzQr6YmIyOe0kp6ISGCd8g6yiIiIiEhHUQdZRERERKQFdZBFRERERFpQB1lEREREpIVO/ZCemR0DCoA+QIVvc9Nrf9tavu4PHA+yP1B8U1yo4/uLCXX8SGISPadQ7euKOYWK74o5hWpfV8wpVPsSPadhzrkzERGRUznnOn0BHmv72t+2Nvs3RRi/qZ3HPyUm1PEjiUn0nEK1ryvm1I7fc5fLKVT7umJOodqX6DmpqKioqAQuXWWIxat+Xvvb1vZ1JPGhjukv3l9ctGLCaV88cgpVV1fM6XTbp5yCx/uLS8TrKNFzEhGRADr1EIvTYWabXARzgEYSl8gxsaxLOUUeE8u6umL7lNPpx4mIJJOucgc5Eo/FMC6RY2JZl3KKPCaWdXXF9imn048TEUkaSXsHWURERETEn2S+gywiIiIicgp1kEVEREREWlAHWURERESkBXWQRURERERaSIoOspn91szODzMm28x+ZmbfM68fm9lrZvZrM8sKETvXzB4xsxVm9rKZ/crMRgT5fJqZ/cDM/mRm28zsb2b2hpndZGbdwmm373h+n1I3s1RfPfe1PR9m9pNw64l2XWZ2hpndZWZ3mlkPM/uOma00s38zs15htGlvOz6T1+J1NzP7ia+u+83sjAAxN5tZf9/rEWb2rpmVm9lGM5sQIOYPZvbtMNufa2b/Y2a/MLNeZva4mW03s5fMLCdIXIqZ/W8ze913DW02s+fN7IIgMX181+duMyvxlV2+bX3b2+Z4SMRrz3esoNdfIl97IiLilRQdZGAB8JCZFfj+4E1uR8yzQE9gCvAOMBB4AKgBngoUZGa/Aq4DNgD1wD7gU+AlM/u7AGFLgEnAz4HLga8A/wJM9LXDXz3ZAUo/3zH8+R0wBygBHjaz37bYd1WQnGJV11PAAOCLwOvAucBvAAP+O0Dbqsys0leqzKwKGN60PVBOtP4d/goYAfw7kAE8GiDm/zjnmpb2fQhY7JzrC9wdJOY84ErggJm9aGZfN7P0IO1qatsHwAm819Fu4DLgT8D/BIl7AhgK/Cvea/Z137afmNktAWJeBMqAC5xz/Zxz/YC5vm0vhWjnKczsjSD7epvZv5rZEjO7ps2+/woQk7DXnq99kVx/T7V4nWjXnoiIQNdYajpUAT70/RwJ/BTYgbfTsQgYFSBmq++nAYf97QsQ91GL12nAOt/rLGB7gJg9QY63N8D2Rryd7/0tStP7ugAx29q07THgD0D3pnMUz7ranPMiPp+G0Foer03MfwDPAANabNvf3muiqV6gWzvq2tPi9QeB8g1w7WXi/YfaH4FjwJPAl9vRtgOB9gU75773G3w/uwO7Irj2/O4DzglQpgCFQY73Mt4O4ZXASt/77r59WzrbtRfp9ZfI156KioqKirekkRwcgHPuY+A+4D7f15xX4/2j4W/4Q4p5h1JkAr3MLMc5l++7cxXsLozHzLKdc6XA2UCqr+4yM7MAMWW+u8svO+c84P26HPg7vHfy/NkHzHPOHWi7w8wOBohpbrdzrgG40cx+BrwNBPsaNpZ14ZxzZvZH55xr8d7vhN3OuVvMbArw/8zsFeARfL/vEPqY2dfxfovS3TlXH6ouYJmZPQXcCyw3s9vwdrzmAaecm6Ym+o5bhfebgiVmlg38PfAj4C0/MR4zGwX0Ac4ws3Odc5vMO0wnNUhO9WY23Dn3qZmdA9T56v4sSE4FZnYX8LRz7iiAmQ0AvgME+t1+AKzG26FrK9iwjOHOuW/4Xr9iZj8G3jaz+UFiEvba8+2P5PpL5GtPREQgue4ghxlzNXDUV74B/MVXDgM3Bon7FlCA94/PAeArvu1nAksDxOQAL+C9u7PXV4p9274YIOYfgYkB9t0SYPuzwKV+tn8PqA+SU0zqAn4P9PKzfTiwNsTvKwW4FVgDHGnH7/fJNmWAb/tA4K9B4r4DbASOA1XATuB+oE+Az78bwbU3D9gD7AJm4b3T+onvmrgiSNyFvmvuY7x3WM9rce39W4CYLLxDh3YDpb6yy7ctO0DMdmBkgH0Hg7RvF5DSZtv1eL/RKeis1164118iX3sqKioqKt6SFCvpmVkv59yJCOJS8X7V2mBmaXjHCR92zhWGiMsGcoFPnHPlYdbZz1fn8ZAfTiJmZq4dF6uZDQImO+f+GINmxYzvAa0y51xjiM8Z0K8jrx8z+ybeoUR7/Oy70jn3SoC4fwPecs79pc32S4H/cM6N7JAGn6b2Xnu+z3bJ609EJNkkRQcZvE/rA5cCg/F+9XgEeDNYBzaSmNOJC3Csi51zf453jJmNBq6gdU4rnXO7OmNMorcvQMwK59zuaOcU5Fg3OOeeDDcu2hL595To7Yvm9SAikkySYhYLM7sO2AJcAJyBd3aKucBm376oxJxOXBBPxDvGzO4Gnsc75vR9vGNQDe+4yx91tphEb1+QmOejnVMI/xJugJndEEE9AeMS4Jx3xeso0utBRCRpJMUdZDPbg3c8Znmb7VnARufcqGjEnEZdKwM1HbjQOdczXjG+uL3AOOd7mKjF9nRgh7+vxhM5JtHbF+Octvk7Ft5rYpRzrnuA/f6DzA4454aGExMsroue84SNERERr2SZxcLw/2S5x7cvWjGRxs0Gvo133tu2x5oW5xjwtv1svA8ftjTIt6+zxSR6+2KZ0wDgEk6dLcWA9/wFhOhUDwjUuAjjuuI5T+QYEREheTrIvwS2mNlbfD511VDgYrzTvkUrJtK4DUC1c2512x2+O9LxjAG4DfirmX1M65xGADd3wphEb18sc3oN7+wNW9vuMLNVAWLC7lSfRlxXPOeJHCMiIiTJEAtoHuJwCd6HVQw4hPfBuUDzDEcUczpxicy88zJPo3VOHwSbVSGRYxK9fbHMKVxm9gTwpHNurZ99S51z1/gJO524LnfOEzlGRERIjnmQ/RXgq7GIiWVdMc4p4FzQnTEm0duX6DnFsuicd93frYqKikqilKSYxSKAe2MUE8u6YpnTTV0sJpZ1dbmczOzGCOqJNE7nPLYxIiJJJ5k7yMEetItmTCzrUk6Rx8Syrq6YUyw7kzrnsY0REUk6ydxB/kGMYmJZVyxz+loXi4llXV0xp1h2JnXOYxsjIpJ0kukhPa2sdRo5BTle2KutJXJMLOvqSjmZ2RDn3KEI2hUyznfNDsY7j/iJFtsvdc79KZ4xid6+SHMSEUl2SXEHOZIVpSKJiWVdscwphLBXW0vwmFjW1WVyaurkWpgr6YWKM7NbgRXALcB2M7uixe774xmT6O2LNCcREUmSO8haWeu0cwp7tbVEjkn09iV6TsFY9FfS+wiY4Zw7YWY5wDJgiXPuITP70Dk3OV4xid6+SHMSEZHkWShEK2tFHgORLfCQyDGJ3r6EzilEpzraK+mlNg0NcM7lm9kFwDIzG0bg8cuxikn09kWak4hI0kuWDrJW1jq9nCJZbS2RYxK9fYmeUyw78EVmNqmpfb67oV8F/geYEOeYRG9fpDmJiCS9pBhiAWhlrdPMSaSJxXAlPTMbAjQ454r87DvfObcuXjGJ3r5IcxIRkSTqIIuIiIiItEeyzGKRZ2YbzOygmT1mZlkt9r0frZhY1qWclFM864oVM5sQQU4xiUn09kWak4iIJEkHGfgv4Od4x93tBdaa2XDfvm5RjIllXcpJOcWlrlh24IH/jiCnWMUkevsizUlERJxzXb4AW9u8nwt8DEwHtkQrJpZ1KSflFMf2rQUuBfoC/wzsAIb79n0YpH1hx+mcxz4nFRUVFRWXNB3kvwF92mzL8/2xKIlWTCzrUk7KKY7ti2VnUuc8xjmpqKioqCRPB/kaYLqf7UOBx6MVE8u6lJNyimP7YtmZ1DmPcU4qKioqKk6zWIhIeMzsGmCfc25Dm+1DgZ86574fzTgREZFYS4qH9Mysj5n9ysx2m1mJr+zybesbrZhY1qWclFO86nLOLW3byfVtPxCskxtJnM557HMSEZEk6SADL+JdvesC51w/51w/vOMfy4CXohgTy7qUk3KKS12x7EzGKqcIYxK9fZHmJCIi8R7jEYsC7Al3XyQxsaxLOSmnOLbvTeBuYGCLbQN92/4c5Hhhx+mcxz4nFRUVFRWXNHeQC8zsLjMb0LTBzAaY2d3AwSjGxLIu5aSc4lVXjnPuAddiCWPnXJFz7gG8D4AFEkmcznnscxIRSXrJ0kH+FtAPWG1mZWZWCqwCsoG/j2JMLOtSTsopXnXFsjOpcx77nEREJN63sGNVgNHARUCvNtsvjWZMLOtSTsopHnUBWcADwG6841lLgV2+bdlB6ok0LunPeaxzUlFRUUn2EvcGxCRJuBXYA7wC5ANXtNgXaIGCsGNiWZdyUk5xrismnUmd89jnpKKioqKSPB3kj5r+IAM5wCbgn3zvAy1xG3ZMLOtSTsopju2LZWdS5zzGOamoqKioONJIDqnOuRMAzrl8M7sAWGZmwwCLYkws61JOyiledX0fmOKcO2FmOb7P5zjnHgrRvkjidM5jn5OISNJLlof0isxsUtMb3x+NrwL9gQlRjIllXcpJOcWrrlYdL+AC4DIz+y1hdCbbGadzHvucREQk3rewY1GAIbSYe7XNvvOjFRPLupSTcopj+94GJrXZlgY8AzQGaV/YcTrnsc9JRUVFRcVhzjlERNrLzIYADa7FfMYt9p3vnFsXzTgREZFYUwdZRERERKSFZBmDLCIiIiLSLuogi4iIiIi0oA6yiIiIiEgL6iCLiIiIiLTw/wHGSbOmdrLBPgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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Lly5dZN26dXX2fffddzJ69OgLjjlx4kSjZ5DNZrNYLJYG6yxdulRWrFgh999/v6xYsULmz58vW7Zscexfv369zJs374Lj0tPT3YqnsePTlPEUuXAG+cSJExIUFCSFhYWSm5srV199tZw5c6bBNlry+omPj5cuXbpIeHi4dOzYUf72t7859p06Zf//Ul5eLoMGDZLMzEzHMd7e3nLokP2dlx9//LHB+oAkJSVJeXm5XH311XL69GlJS0uToKAgOXfunHz33XdiGIZj5rUx/Tobz6aMc31qrrPbbrtNjhw54phB/vHHH2XgwIESEREhjz32mGRk2H92LFmyRN555x256aabZOrUqfLBBx/Igw8+2Oh+f26czSDrfZCVUuoSe/cP1zm+9mzjUWe7sLSC/JIKqmz2GbaKKqGgpIIR/boD4NPRq079Xp3bX1Qs6enp+Pr6snfvXm655RZ++OEHx+ze3Ln2Ox9t2rQJwzCYMGECH330Ec899xxbtmxh5cqVdOzY0WUfmZmZ9OzZ07HtrH1n8vLy+OSTTzhx4gQVFRWMGTOGqVOn4ufnB8CaNWvqnbFtrKNHj1JUVER4eLjLuj4+PhQUFDj+zc/Pd3lMr169HO9kNKSx49PY+s4cOHCAsWPH0qlTJwBGjRrFwYMHmThxotNjWvr6GTt2LB999BGFhYX8+te/Ztq0aYSFhfHqq6/y4YcfIiJkZGSQkZGBr68vAGaz2bH2vFu3bgBO63t5eTF69GgA+vfvj9VqJS0tjbFjx9KxY0eGDBlCv379HPE0pt/4+Ph6x7OwsLDR49yQmTNn8vrrrzu2u3XrxqFDh/j000/ZtGkTZrOZI0eOEBQURFpaGu3bt8fLy4vU1FSdQW7AZb3EQimlfmlW7/gBW3WCUaNKhNU7jjk54uLU/HIfOXIkfn5+pKWl4e/vXyeRs1qt+Pr6snnzZl588UUWLFiAxWIhMjLS8aGghnh7e1Na+tNSEGftO7N9+3YCAgLo2rUrPXr0YPjw4Rw4cACAgoICPvvsM5fLItyxYcMGbr/9drfqGoZR51VVVeXymNLSUry9vV3Wa+z4NLa+M3LedeeOS3H9AHTu3JkJEyaQmJhIQkIC27ZtIykpCYvFwpAhQ7DZbI665y+/aai+p6eno55hGNhsNqfj0Nh+nbXTlHFuyKRJk9ixY0edWNq3b09MTAxvvPEGZrOZ3bt3ExQUxPbt2x0f3vv8888JCgpq1lh+TjRBVkqpy8j+k3lUVNX9BVpRJexP+7HZ+6pZdw2QmppKRkYGAQEBjBo1im+//ZasrCxOnTpFeno6YWFhxMTE8NhjjznWLu7atYuXX37ZZT/BwcF17mDhrP0aS5YsYcmSJY7tmhnKsrIySkpK2L9/P/379wdg/fr1zJgxo06i48r57dd4++233U6Qm+Lo0aMEBwe7rNfY8XFV35kuXbqQm5vr2B4xYgSJiYkUFRWRl5fH3r17G2znUl0/YL/jgsViISAggIKCAnr06EGHDh349ttv+eabbxo8trH1IyIiSExMpLi4mJSUFNLS0prUjrPxdDXOy5Yt44YbbnBrXMB+J5GxY8fy5ZdfAnDixAl++OEHAEpKSkhNTaVPnz4EBQWxc+dOIiIiMJvNxMfH6wxyA3SJhVJKXUY+/tPYS9ZXSkoKs2fPpl27drRp04ZXXnmFDh06ALB8+XLGjBkDwMqVK6n9oJPQ0FAWL17MyJEjefzxx132M3XqVOLj4x1vIXt5eTXY/vnLECIjI5k0aRLh4eF4eHhwzz33MHToUESEl19+me3bt1/Q57x589i0aRM5OTn07duXtWvXEh0dXW/7YP9gWadOnbjmmmtcno8zqampxMTEOBLHxMREnnzySX7zm98AEB8fz5QpU1y209jxcVXfmfnz5xMTE4OPjw/vv/8+gYGBzJ8/n2uvvRaApUuX0qtXL6fHX4rrZ9euXZhMJiorKxk/fjxTpkyhoqKCdevWER4ezpAhQxgxYkSDbUyePLlR9QMCApgzZw4jRozAZDIRFBREu3btGt1OQ+PZ0DifOnXKMXbuio2NZeXKlYA9KZ41axZFRUWICDNnzmTYsGH2OzN4eBAREUHbtm2prKyss3xE1WU091R/S4iIiJDk5OTWDkMppVwyDGOfiETULtu3b5+YzebWCqnVlZSUMH78eBITE2nbtvnmZT755BPefPNN3n777WZrsyWNHTuWLVu26L1nrwCFhYV07tyZnJwczGYzqampTVrX3RQmk4kdO3Zw1VVXXZL+fun27dvHI4888i/ggbi4uMKacp1BVkop1aK8vb0db60HBgY2W7s333wzN998c7O115Kys7NZuHChJsdXiD//+c98/fXXgP2WbJcqOQYu6iE1qvlogqyUUqrF3Xjjja0dQqvq2bMnMTExrR2GctMrr7zS2iGoVqYf0lNKKaWUUqoWTZCVUkoppZSqRRNkpZRSSimlatEEWSmllFJKqVo0QVZKqcvJS5GwrOuFr5ciW6zLwsJC/P39WbFihaNs48aNDBo0iMGDB7N161bA/iSxiIgIFi1a1Og+pk+fXudhIc4sWrSI3r17Ox7ZC3D27FkiIiIIDw/HZDLx4YcfXnCczWYjJCSEnJwcp/VPnz5NZGQkwcHBjBgxgs8//7zR5+GOuLg4li9fXqcsOzubSZMmuXW8O+d7vvrGzZVVq1ZRXFzsdv36tGnTBpPJhMlk4v7773eUN8f1M2vWLMd9equqqujRo0edR4q7G//MmTMxmUz4+vrSp08fTCaT4zHYzeH777/HZDLRqVMnmuOWtPVdP4311FNPOZ6Yd+utt9bZ19jve3NeJyEhIdx+++2OB8w0VmBgIDk5ORcVi9tE5LJ9AVHAuv79+0tRUZEUFBRIfn6+FBcXy9mzZ6W8vFzOnDkjNptNMjIyRETk9OnTIiKSkZEhNptNzpw5I+Xl5XL27FkpLi6W/Px8KSgokKKiIvnxxx+lrKxMsrOzpaqqSjIzM+u0UfOv1WqViooKycnJkZKSEsnLy5Nz587JuXPnJC8vT0pKSiQnJ0cqKirEarXW20ZmZqZUVVVJdna2lJWVyY8//qjnpOek5/QzPCcgWc77WZacnCxu2/pnkUd7iCzt8tPr0R728hby0EMPydSpU+WZZ54REZGysjIJDAwUq9UqaWlpMmDAAKmqqpLp06dLSUmJPPjgg5KSkuJ2+4cPH5bo6Gi36iYlJcnevXslJCTEUVZeXi6FhYUiIpKdnS2+vr5SVVVV57itW7dKbGxsg/WtVqtYLBYREUlNTRV/f3+3z6E5zJo1S3bu3Omynjvne776xs2Vfv36SXZ2ttv169OxY8cLyprr+omNjZXg4GCxWCyyc+dOCQkJkXnz5jU5/qVLlzqu8ZYwbtw42bt3b4u1766vv/5arrvuOikrKxMRkf3799fZ39hxa87rxGazyW233SbPPfdck9ppjljOl5ycLFFRUa9GRUV1lto5qFyCRPdiX2azuVkHQymlWopbCfK/fiOy/y3715Xl9m3LO/bts8dFlnWrmyAv6yaS/Lp9/7kce/2Uj+3bBdaLivf777+X2bNn10ke/vOf/8iUKVMcdcaNGycHDhyQW2+9VUpKSmTRokXy3Xff2cM5d85lH0uWLJH169e7HdOJEyecJnrHjh2T7t27O37517jpppukvj9EnNUXEenZs6eUlpa6HVeNpUuXyvXXXy9BQUHyxz/+UQYNGiRZWVkiInLnnXfK1VdfXSeRq/Hhhx/Kvffe26i+Gor/fA2NW22ff/65hIeHi6enp4SGhkp4eLjjj73nn39eQkJCJCQkRP71r3+5bKu+BLm5rp/Y2Fj5y1/+Io8++qgsXLhQlixZIvPmzWsw/obUlyBHRUVJWFiYjBgxQl544QVHPWff3/rq1z7P2gnyiRMnJCgoSG699VYZOnSoLF++vMF+RZxfP6tWrZIhQ4bIsGHD5KGHHmrwPN977716/yBtaNzqi6eh+nFxcTJy5EgJDw+XP//Z9R/vta+TtWvXyh//+McGxyE+Pl4mTpwov//97yUkJET+9Kc/ichPCfKxY8dk+PDhcvToUZd9u+IsQdb7ICul1OWkU2/o2AuKs8FWBW28wNsHvLu1SHeLFy9m1apVrF+/3lFmtVrx8/PjpZdewsfHB19fXzIzM5k7dy6RkZGMGzcOEWHOnDn89re/dfn45KSkJP7nf/7nouIsLCxk9OjRHD9+nFdffRUvLy/HvpSUFM6dO0ftpxU2VB9g27ZtDB8+nHbt2jUpnujoaE6ePElAQACTJ0/mq6++Ijo6mjfeeIPXXnut3rfaIyIiePjhhy/6fC/WxIkTsVgsBAYGEh8fT48ePQD7o7JXr16NxWKhoqKC8PBwpkyZ0uDjpktLSxkxYgTe3t489dRTXH/99c16/ZjNZt5++20qKyv53e9+R3JystP4m2Lt2rX07duXiooKQkJCmDZtGuD8+1tffV9fX6ftHz9+nK1btxIYGEhYWBi33347/fr1c9qOs+tn6dKlnDp1is6dO5OVldXgOU2cOJElS5YwcuRIfvvb33L33Xfj5+fX4LjVF4+z+llZWTz22GMkJCTQoUMHbr31Vr744gsmTJjgcrwrKir4+OOPHd/zhsYzKSmJr7/+mtDQUPLy8hxtpKenc/fdd/P6668zaNAgl302la5BVkqpS232v2H4DPvXbTzt2+G32be9OsAfdoKHp33b8IA//AeCo+3bHa+y17+m+glynXs3OYytW7cyePBgxzrPGmJf4sbcuXOZPn26PQzDYMKECXz00Ue0adOGLVu2sHLlSpfJMUBmZiY9e/ZscpwAnTt35tChQyQnJ/Piiy9SUVHh2LdmzZo6a1Nd1bdarSxcuJC1a9c2OR4fHx+6deuGj48P3bt3Jz8/3+UxvXr1IjMz0632G4q/pRw4cICxY8fSqVMnunfvzqhRozh48GCDx6Snp7N//35WrVrFHXfcQUlJSbNfP76+vgwZMuTiT7Aer776KsOHD2fkyJFkZGSQkZEBOP/+OqvvTL9+/Rg6dCje3t5ERkayf//+JrUzcuRI7rrrLl577TWXf9R169aNQ4cO8fDDD3P06FHMZnOdBLMx41Cf3bt3c/z4cUaPHo3JZOLAgQMcP368wfZLSkowmUyMHDmSoKAg7r77bpf9ms1mx5r6bt1+miD47W9/y7XXXsuwYcMa7PNiaYKslFKXm86+YJphT45NMy4qCW7Inj17+OCDDxgyZAhr1qzh6aefZsOGDfj7+9dJ5KxWK76+vmzevJkXX3yRBQsWYLFYiIyMJCEhwWU/3t7elJaWNkvMQ4cOxdPTk2+++QaAgoICPvvsM8fMn6v6paWlTJs2jRUrVhAUFNTkOAzDqPOqqqpyeUxpaSne3t6N6uf8+FtSTWLbGDWzfSNHjsTPz4+0tLRmv36efPJJ/vrXvzY6NlcSEhLYtm0bSUlJWCwWhgwZgs1mA+r//jZUv+aY89VX5qqd+nz66afcd9997Nmzx62Z2vbt2xMTE8Mbb7yB2Wxm9+7dTRoHZyZNmoTFYsFisXDs2DHuueeeBut7e3s76q9atQpPT0+X/Xbt2rXettatW0diYqLjUeAtRRNkpZS6HI17CAJ+BeMWt1gXjz/+OMeOHSMlJYX77ruPhx56iBkzZjBq1Ci+/fZbsrKyOHXqFOnp6YSFhRETE8Njjz1Geno6AwYMYNeuXbz88ssu+wkODnbrDhbOnD59mrNnzwL2ZOvIkSP06dMHgPXr1zNjxgw8PT1d1hcRYmNjueOOO5g8eXKT42mqo0ePEhwc7LJeQ+cLsGTJEpYsWXLR8XTp0oXc3FzH9ogRI0hMTKSoqIi8vDz27t1LWFiY0+Nzc3MddyNITU0lIyODgICAZr9+unXrRpcuXVzG31gFBQX06NGDDh068O2337r8I8RV/auuuor09PQ6ZampqXz//feUlpaSlJTE8OHDG92viHDy5EnGjRvHE088QWpqaoP1T5w4wQ8//ADYZ25TU1PrXD/nj5ureM6v/6tf/Ypdu3Y5zjUtLQ2r1dpgTPVp7DjUMJvN/POf/+Suu+6irKys0f26S9cgK6XU5aizL8z+pFW69vLyYvny5ccRU+AAACAASURBVIwZMwaAlStX4uHx03xKaGgoixcvZuTIkTz++OMu25s6dSrx8fFMnDjRZd158+axadMmcnJy6Nu3L2vXrqVnz57MmTMHsN/u6+9//zt+fn6ICC+//DLbt2+v08bJkyfrrZ+YmMimTZv4/vvvWbduHQAff/wx/v7+7g2MC6mpqcTExDgSx8TERJ588kl+85vfABAfH+/WkgJn8deob5lGfeMWHR3dYD/z588nJiYGHx8f3n//fQIDA5k/fz7XXnstYF/32tD645SUFGbPnk27du1o06YNr7zyCh06dABo1uvH3fgbWgtcn8mTJ7Nu3TrCw8MZMmQII0aMuKj6CxYsYPbs2SxbtoyPP/4YgP79+/OXv/yF77//nnvuuYfAwED8/f3rbcfZ9TN58mTuvPNOCgoKqKqq4tlnn20wzpKSEmbNmkVRUREiwsyZM+ssRzh/3FydV33j/I9//IOoqCgqKyvp2LEjGzZscHvc3R3Phlx33XXceOON/O1vf+Ppp59udN/uMJrylsqlFhERIc1xb0GllGpphmHsE5GI2mX79u2T2h8g+6UpKSlh/PjxJCYm0rZt883LfPLJJ7z55pu8/fbbzdZmSxo7dixbtmzBx8entUNRl0BqaipTp07l8OHDrR2KasC+fft45JFH/gU8EBcXV1hTrksslFJKtShvb2/HW+vN6eabb75ikuPs7GwWLlyoybFSVwhdYqGUUqrF3Xjjja0dQqvq2bMnMTExrR2GuoQCAwN19vgKpjPISimllFJK1aIJslJKKaWUUrVogqyUUkoppVQtl3WCbBhGlGEY63JzcykuLqawsJCCggJKSkrIzc2loqKCrKwsRMRx25uap7BkZmYiImRlZVFRUeG4bUpBQQGFhYUUFxeTl5dHeXk5OTk52Gw2x338atqo+ffMmTNUVlZy9uxZSktLyc/Pp6ioiKKiIvLz8yktLeXs2bNUVlZy5syZetuwWq3YbDZycnIoLy8nLy9Pz0nPSc/pZ3hOSimlfgZE5LJ/mc1mUUqpKwGQLOf9DEtOTnb7+N9v+b08+tWjklWU1UIR/iQnJ0fMZrOEhYVJeHi4bN682bHv6aeflpCQEBk6dKgsW7ZMRETi4+PFbDbLwoULG93XrbfeKj/88INje+HChdKrVy8JCQlxeWx6erqMGTNGhg4dKsOHD5fPPvvsgjpVVVUSHBws2dnZDZ5XU9tvjC1btshTTz1VpywrK0tuuukmt9t49913ZeDAgTJo0CCJi4tz65iCggLx8/OTZ555xq36K1eulKKiIrdjqo+Hh4eEh4dLeHi4zJ8/31FeX/yNvX5iY2MlICBAREQqKyvlqquuknnz5jn2nz/OKSkpEh4eLh07dpS9e/e6LL8UasYnODhYbrvtNikuLnZ5TH3XT0Mu9vu4fv168fT0lOzsbBERmTJlisTHx4uIyJNPPinBwcESHBws06ZNExERHx8fKSsrcxxfVVUl3bt3b3L/rS05OVmioqJejYqK6iy1fm63evLrzksTZKXUleJiE+TQ10Jl+BvDxfymucUT5fLyciksLBQRkezsbPH19ZWqqio5deqUBAUFSXl5uZSVlUn//v3l+PHjMn36dCkpKZEHH3xQUlJS3O7n8OHDEh0dXacsKSlJ9u7d61aCbLVaxWKxiIhIamqq+Pv7X1Bn69atEhsb2+B5XUz7zWHWrFmyc+dOl/XKysokMDBQrFarpKWlyYABAxqMv8ZDDz0kU6dOdTtB7tevnyMpaqqOHTteUOYs/sZeP7GxsRIcHCwWi0V27twpISEhdRJkZ8aNG1dvIuysvCXVjI/NZpPbbrtNnnvuuWbv42K/j+vXr5euXbvK6tWrReSnBPnrr7+W6667zpEM79+/X0REzGaznDhxwnH86dOnxWQyNf0EWpmzBPmyXmKhlFI/R7M/nc2Hxz4EoMJWwexPZ7P1v1sd+ytsFZRVlbH5h81M3jSZCRsn8MHRDwD4sfRHZn86m4RTCQDklOQ0OQ5PT086deoEQH5+PmVlZVRWVgJQWVlJWVkZZWVleHl50bVrV/usCj9NrAAUFRW57GfDhg3ccsstdcpGjx5Njx493Iqzd+/ehIeHA9CvXz8qKioueMTsCy+8wPz5812eV1Pbr23ZsmWMGzeOgQMHMm/ePAYPHkx2djYAM2fOJCAggPvuu++C42JiYnjrrbdcnu+ePXsICQmhd+/eBAQEcPXVV3Pw4MEGjzl69CjZ2dm480Ca7du3YzKZyMjIYPz48Y6vAVavXk1oaCihoaGsX7/eZVuNib8p1090dDRxcXHExcXVeTJgQ+PcGFu3bmXUqFGYTCYWLFjgKE9ISODGG29k2rRphIaG8sADDwDw/PPPM3ToUMLCwli82P3HwBuGwbhx4xyPXHc2zs7Oq1OnTixZsoSQkBDuvfdeoOHvY2NFRUXx3nvv1SlLS0ujZ8+eeHl5ATB8+HAAgoKCSE9P55577uHee+91PDr850YTZKWUukxV2CooryonuySbN4+82SJ9FBYWMmzYMMLCwli7di1eXl707duXP/3pTwQEBNC3b1/HAy7mzp1LZGQkNpsNEWHOnDkkJCS47CMpKcmtxM0d27ZtY/jw4bRr185RlpKSwrlz5+r0Ud95NbX9+kRHRzNlyhQGDBjA5MmT+eqrrwB44403ePTRR+s9JiIigi+//NJlDFarFT8/P1566SU2btyIr69vvY+Xrm3x4sUsXbrUZdsAEydOxGKx4O/vT3x8vOPr1NRUVq9eze7du9m1axdLly4lKyurwbZKS0sZMWIEY8aM4T//+U+D8Tfl+jGbzRw4cICjR48yePBgR3lD4+yurKwsHnvsMRISErBYLJw6dYovvvjCsT8pKYlly5Zx+PBhli1bBtgfv/31119z8OBBFi5c6HZfFRUVfPzxxwwbNqzBcXZ2XkVFRURFRWGxWNi2bRsZGRlOv49N0bVrV/z9/fnuu+8cZRMnTuTIkSOOR4LXXINBQUGcPn2aU6dOYbVaSU9PJygoqEn9Xs40QVZKqUts/eT1xAy0PzTC08OT9ZPXExUUdUE9Tw9P2rVpx23X3MYrk14BoHv77qyfvJ4brr4BgB7e7s3COtO5c2cOHTpEcnIyL774IhUVFeTl5fHJJ59w4sQJ/vvf/7JixQoyMzOZMGECH330EW3atGHLli2sXLmSKVOmuOwjMzOTnj17XlScYE+8Fi5cyNq1a+uUr1mz5oIZt/rOq6nt18fHx4du3brh4+ND9+7dyc/Pd3lMr169XCa6gGN2de7cuUyfPh2wz0A6s3XrVgYPHky/fv1ctt2QAwcOMHbsWDp16kT37t0ZNWqUy5nr9PR09u/fz6pVq7jjjjsoKSlxGn9Trx9fX1+GDBlyUedWn927d3P8+HFGjx6NyWTiwIEDHD9+3LHfbDYTGhoKQLdu3QAYOXIkd911F6+99prLP6LA/ph1k8nEyJEjCQoK4u67727SOHt5eTF69Gg8PT3p37+/4wPDzWnmzJm8/vrrju1u3bpx6NAhHn74YY4ePYrZbCYvL4+goCDS0tJo37497du3JzU19Wc5g6xP0lNKqcuMp4cnHoYHMQNjmBs+96KTYHcMHToUT09PvvnmG1JTUwkICKBr166A/a3VAwcOsHv3bvbv38+CBQt44IEHiIyMZOXKldxwww0Ntu3t7U1paelFxVdaWsq0adNYsWJFndmqgoICPvvsM1auXOnyvCIiIhrdvjOGYdR5VVVVuXUO3t7eLuv5+/vXSaStViu+vr5O6+/Zs4cPPviALVu2kJOTg4eHB35+fsyYMcNlX7XVJLaNURPXyJEj8fPzIy0tzWn8mzdvbtL18+STT+Lh4cGmTZvcisnZHxP1lU+aNIkNGzbUW7/m+q/t008/JTExkXfeeYcXXniBffv2NRiLt7c3FoulTllTxtnT09PxtWEY2Gy2RrfhyqRJk1i6dGmdP2bbt29PTEwMMTExREVFsXv3boKCgnj33XeJiIjAy8uLzz//vM7ylJ8LnUFWSqnLyDXdr+F3g37Hp7//lL/+6q8tmhyfPn3acWs6q9XKkSNH6NOnD76+vuzdu5eysjJKSkrYv38//fv3JyYmhscee8yx5nDXrl28/PLLLvsJDg52rL10x5IlS1iyZIljW0SIjY3ljjvuYPLkyXXqrl+/nhkzZtRJIJydV1Pab05Hjx4lODjYZb1Ro0bx7bffkpWVxalTp0hPTycsLMyx//z4H3/8cY4dO0ZKSgr33XcfDz30kFvJcZcuXcjNzXVsjxgxgsTERIqKisjLy2Pv3r11+j1fza0RAVJTU8nIyCAgIMBp/E29frp160aXLl1c1qtx1VVXkZ6e7rL8V7/6Fbt27XKUpaWlNTgzKyKcPHmScePG8cQTT5Camup2TLU1dpxdOf/7WGPZsmUu//iorU2bNowdO9axDOjEiRP88MMPgH0mPDU1lT59+hAUFMTOnTuJiIjAbDYTHx+vM8hKKaVa1vvR71+yvk6ePMmcOXMAqKqq4u9//zt+fn74+fkxadIkwsPD8fDw4J577mHo0KGO40JDQ1m8eLFjbaIrU6dOJT4+nokTJzrK5s2bx6ZNm8jJyaFv376sXbvW8SGs85chJCUlsWnTJr7//nvWrVsHwMcff4yfnx8vv/wy27dvd+u8arjbfmPXc6amphITE+NIHBMTE3nyySf5zW9+A0B8fLxbSwq8vLxYvnw5Y8aMAWDlypV4ePw0n+XOMg13zJ8/n5iYGHx8fHj//fcJDAxk/vz5XHvttYB9vW2vXr2cHp+SksLs2bNp164dbdq04ZVXXqFDhw4ADcbf2OvnfK7GecGCBcyePZtly5bV+T7WV/6Pf/yDqKgoKisr6dixo9PZZLAnyHfeeScFBQVUVVXx7LPPNjp2wOk4uzovZ87/PtbM6p86dcrxPXBXbGys492YkpISZs2aRVFRESLCzJkzGTZsmP0ODx4eRERE0LZtWyorKy96ec/lyGjKVP+lFhERIcnJya0dhlJKuWQYxj4RqfNe/r59+6S5PqR2JSopKWH8+PEkJibStm3zzct88sknvPnmm7z99tvN1mZLGjt2LFu2bMHHx6e1Q1G/ACaTiR07dnDVVVe1diiXtX379vHII4/8C3ggLi6usKZcZ5CVUkq1KG9vb8db64GBgc3W7s0338zNN9/cbO21pOzsbMfdQJS6FM5f+6waRxNkpZRSLe7GG29s7RBaVc+ePYmJiWntMJRSbtIP6SmllFJKKVWLJshKKaWUUkrVclknyIZhRBmGsS43N5fi4mIKCwspKCigpKSE3NxcKioqyMrKQkQcn+qtecxiZmYmIkJWVhYVFRWOT4UWFBRQWFhIcXExeXl5lJeXk5OTg81mc9zepaaNmn/PnDlDZWUlZ8+epbS0lPz8fIqKiigqKiI/P5/S0lLOnj1LZWUlZ86cqbcNq9WKzWYjJyeH8vJy8vLy9Jz0nPScfobnpJRS6sqnd7FQSqlmpHexUEqpK4ezu1hc1jPISin1S1eRlUXmskc4HnNLs7d99uxZIiIiCA8Px2Qy8eGHHwKwbds2TCaT4+Xl5YXFYiEhIYGIiAgWLVrU6L6mT59+wcNCCgsL8ff3Z8WKFQ0ee/r0aSIjIwkODmbEiBF8/vnnF9Sx2WyEhISQk5MDwKJFi+jdu7fjUcE1nJU3p7i4OJYvX16nLDs7m0mTJrndRlPidHc8a6xatYri4mK3269PmzZtHNfJ/fff7yjfuHEjgwYNYvDgwWzduhWgSdfPU089RUhICCEhIdx6661uxV/f+LeGhIQEunbtislkIjQ0lCeeeKLZ++jUqdNFtzFr1izHfYyrqqro0aPHBY9ub4zLZfwvmohc9i+z2SxKKXUlAJLlvJ9hycnJjW6n/MwZyVi6TL4LC5cjocPkyDVDmjlSkfLyciksLBQRkezsbPH19ZWqqqo6dTIyMmTgwIEiIjJ9+nQpKSmRBx98UFJSUtzu5/DhwxIdHX1B+UMPPSRTp06VZ555psHjrVarWCwWERFJTU0Vf3//C+ps3bpVYmNjHdtJSUmyd+9eCQkJqVPPWfmlMGvWLNm5c6dbdZsSp7vjWaNfv36SnZ3tdvv16dix4wVlZWVlEhgYKFarVdLS0mTAgAFSVVXV6Ovn66+/luuuu07KyspERGT//v3NHn9Lio+PlylTpoiISEVFhQwaNEhSU1ObtY/6xr+xYmNjJTg4WCwWi+zcuVNCQkJk3rx5zRDdlSE5OVmioqJejYqK6iy1fm7rDLJSSl1iaXfOJG/TZgCkooK0O2eSHxcHQPnJkxwdez3HJvyavA8+QMrKoKLCcWzljz+SdudMCr+It29nZzc5Dk9PT8cMVH5+PmVlZVRWVtap88477zBt2jR7rNVL8mp+gQAUFRW57GfDhg3cckvdGfCjR4+SnZ2NO0tPevfuTXh4OAD9+vWjoqKCsrKyOnVeeOEF5s+f79gePXo0PXpc+JhuZ+WNsWzZMsaNG8fAgQOZN28egwcPJrv6+zBz5kwCAgLqnYGLiYnhrbfecquPxsbZmPHcvn07JpOJjIwMxo8f7/gaYPXq1YSGhhIaGsr69evd7r+2PXv2EBISQu/evQkICODqq6/m4MGDjb5+0tLS6NmzJ15eXgAMHz7cZfzOxr9Tp04sWbKEkJAQ7r33Xkf5888/z9ChQwkLC2Px4sWOcmfj4KwdV4qLiykvL6ddu3YAbN26lVGjRmEymViwYIGjXnR0NOHh4ZjNZtasWeMot1qtdfYdPXrUsa8p8ZwvOjqauLg44uLiHE+0bCiehIQEbrzxRqZNm0ZoaCgPPPAA0Pjxv5xpgqyUUpeRjL8soSo7Gyor6yTGLaWwsJBhw4YRFhbG2rVrHclIjQ0bNnD77bcDMHfuXCIjI7HZbIgIc+bMISEhwWUfSUlJFyRuixcvZunSpY2Od9u2bQwfPtyRaID9kcfnzp1zKzlsLtHR0UyZMoUBAwYwefJkvvrqKwDeeOMNHn300XqPiYiI4Msvv2yReBoznhMnTsRiseDv7098fLzj69TUVFavXs3u3bvZtWsXS5cuJSsrq8G2SktLGTFiBGPGjOE///kPYE/m/Pz8eOmll9i4cSO+vr5kZmY2+vqZOHEiR44ccTySuuaDts7iB+fjX1RURFRUFBaLhW3btjkS6qVLl/L1119z8OBBFi5cCNDgODhrx5ldu3ZhMpnw9/dn5syZ+Pr6kpWVxWOPPUZCQgIWi4VTp07xxRdfALB27Vq++eYbdu/ezerVqx0fDJ4/fz4333wz33zzDfHx8XTr1q1J8ThjNps5cOAAR48eZfDgwY5yZ/GA/f/1smXLOHz4MMuWLQMaP/6XM02QlVLqEuv35ht0+519RtXw9KTfm2/QtXrWpu/zq+j2P/+D0a4deHpecGzb7t3p9+YbdJ4w3r7ds+dFxdK5c2cOHTpEcnIyL774IhW1kvKjR49SVFTkmL2dMGECH330EW3atGHLli2sXLmSKVOmuOwjMzOTnrXi3Lp1K4MHD3ase3SX1Wpl4cKFrF27tk75mjVrLmrNZFP4+PjQrVs3fHx86N69O/n5+S6P6dWrlyPJa05NHc/zHThwgLFjx9KpUye6d+/OqFGjOHjwYIPHpKens3//flatWsUdd9xBSUmJY3Z47ty5TJ8+HQDDMBp9/XTr1o1Dhw7x8MMPc/ToUcxmM3l5eU06Ny8vL0aPHo2npyf9+/d3JHojR47krrvu4rXXXnP80dXQODhrx5mxY8disVjIzMzk008/5eDBg+zevZvjx48zevRoTCYTBw4c4Pjx4wC8+uqrDB8+nJEjR5KRkeFIJBMSErj77rsB6NKlC7169WpSPA3x9fVlyJAhdcqcxQP2pLpmjXxNwu5Mc8Z5qWiCrJRSl5G2PXvit/T/GLj9c7pNm+Y0UW5uQ4cOxdPTk2+++cZRVnv2GGDz5s28+OKLLFiwAIvFQmRkpFszyN7e3pSWljq29+zZwwcffMCQIUNYs2YNTz/9NBs2bGiwjdLSUqZNm8aKFSsICgpylBcUFPDZZ585loFcKoZh1HlVVVW5PKa0tBRvb+9mj6Up41mfmsS2MXx9fQF7ounn50daWhr+/v51/hCwWq34+vo26fpp3749MTExvPHGG5jNZnbv3t3oGMG+nKiGYRjYbDYAPv30U+677z727NnDhAkTgIbHwVk7rnTu3JkJEyaQmJgIwKRJk7BYLFgsFo4dO8Y999xDQkIC27ZtIykpCYvFwpAhQ1y239R46vPkk0/y17/+1bHtKp6uXbu63XZzxnmpaIKslPr5eykSlnW98PVSZGtH5tT5iXK782Z2msPp06cd9262Wq0cOXKEPn36OPa//fbbdRLkmJgYHnvsMdLT0xkwYAC7du3i5ZdfdtlPcHBwnTtYPP744xw7doyUlBTuu+8+HnroIWbMmOHYv2TJEpYsWeLYFhFiY2O54447mDx5cp22169fz4wZM+r8Ar5cHT16lODg4Itu5/zxcTWeznTp0oXc3FzH9ogRI0hMTKSoqIi8vDz27t1LWFiY0+Nr7h0O9mUJGRkZBAQEMGrUKL799luysrI4deoU6enphIWFNfr6OXHiBD/88AMAJSUlpKam1rk+z4+/sUSEkydPMm7cOJ544glSU1ObNA7usNlsWCwWAgIC+NWvfsWuXbtIT08H7GutrVYrBQUF9OjRgw4dOvDtt9/W+WN1/PjxjrXQRUVFjjXvDVm2bBk33HCD2zF269aNLl26OLYbiueXQBNkpdTPX99R0Kbu2lraeNnLL3M1ifKADzc3e9snT57khhtuYNiwYUyYMIG///3v+Pn5AfZZyU6dOnHNNdc46huGAUBoaCh79uxh5MiR/O53v3PZz9SpU4mPj3c7rszMzDozkElJSWzatIl169Y5bimWkZGBiPDyyy/zhz/84YI25s2bx3XXXcf3339P3759iav+EKSz8uaQmpqKyWTi//7v/3j33XcxmUx8/PHHjv3x8fFuLUlxFef549NU8+fPJyYmhsjISKxWK4GBgcyfP59rr72WyMhIli5d6ngrvz4pKSmYTCbCwsK45ZZbeOWVV+jQoQNeXl4sX76cMWPGMGHCBFauXImHh0ejr5+SkhJmzJhBSEgIZrOZGTNmMGzYMKfxuxr/84kId955J2FhYYwdO5Znn30WoNHj0JCaNchhYWEMGjSIKVOm0KtXL/7xj38QFRXFsGHDuO222ygqKmLy5MnYbDbCw8N59NFHGTFihKOd1atX8+9//xuTycQNN9zAjz/+6LLvU6dOMWbMmCbFDTQYT30aO/6XuxZ/UIhhGG2AZOC0iEw1DKM/8A7gA+wH7hSR8oba0AeFKKUuSqEVng+Hyp/e5qdte/jTQejcu1m70geFXKikpITx48eTmJhI27Ztm63dTz75hDfffJO333672dpsSWPHjmXLli34+Pi0dijqF8BkMrFjxw6uuuqq1g7lstaaDwr5E/Bdre2/AytFZBDwI3D3JYhBKfVL1tkXTDN+mkVu42XfbubkWNXP29vb8dZ6c7r55puvmOQ4OzubhQsXanKsLhmLxaLJ8UVo0QTZMIy+wBTgleptA5gAvF9d5XUgpiVjUEopAMY9BEb1jzzDA8Ytbri+alY33ngjgYGBrR1Gq+nZsycxMfrrTqkrRfO911W/VcBDQOfq7auAPBGpuRN9OtCnvgMNw5gDzAHw8/PDYrG0cKhKqZ+7vn0ncVVqHGf7TiL9v5lA899ySyml1JWvxRJkwzCmAlkiss8wjBtqiuupWu8iaBFZB6wD+xpkk8nUInEqpX5Bgp6G97Pp8ftn6KHLK5RSSjnRkjPIY4BowzB+A7QHumCfUe5mGEbb6lnkvsDl/zgVpdTPQ2dfmP1Ja0ehlFLqMtdia5BFZImI9BWRQOB24AsRmQHEAzV3dI8FtrRUDEoppZRSSjVWa9wHeTGwwDCMY9jXJL/aCjEopdRl6+geK6//bxIvzv2C1/83iaN7WuaxrGfPniUiIoLw8HBMJhMffvghANu2bXPcb9hkMuHl5YXFYiEhIYGIiAgWLVrU6L6mT5/ueFiIs34bsmfPHsLCwhg6dKjj8cW12Ww2QkJCyMnJAeDhhx8mNDSUESNGNEv7jREXF8fy5cvrlGVnZzNp0iS321i0aBG9e/d2PMq3IadPnyYyMpLg4GBGjBjB559/7lYfq1atori42O2Y6tOmTRvHdXL//fc7yjdu3MigQYMYPHgwW7duBWj09TNr1izH47Orqqro0aMH9913H+Xl5ZhMJnx9fenTpw8REfa7Ks6cObNOuclkYu7cuY0+J2f91pg4cSLjx49vdLvqCiMil/3LbDaLUkpdCYBkOe9nWHJystvHf787U16aHy9r/rDD8Xppfrx8vzuz2WMtLy+XwsJCERHJzs4WX19fqaqqqlMnIyNDBg4cKCIi06dPl5KSEnnwwQclJSXF7X4OHz4s0dHRjeq3NpvNJoMGDZJdu3aJiEhWVtYFdbZu3SqxsbEiIrJ3716JiIiQiooKyc7Olr59+0pBQcFFtd8cZs2aJTt37nSrblJSkuzdu1dCQkJc1rVarWKxWEREJDU1Vfz9/d3qo1+/fpKdne1WXWc6dux4QVlZWZkEBgaK1WqVtLQ0GTBggFRVVTX6+omNjZXg4GCxWCyyc+dOCQkJkXnz5jn2L126VJ555pkLjnNW7q6G+i0qKpLAwEAZNGiQ4xpWV7bk5GSJiop6NSoqqrPU+rmtT9JTSqlLbPOz+/nuS/sdNKqqbGx+dj/fV88Sf/Xhf6kst9WpX1luY9d71Y/cPVfO5mf3c+Kgfaa0KL+syXF4enrSqVMnAPLz8ykrK6OysrJOnXfeeYdp0+yr4qT6wVI1v0DA/thbVzZs2MAtt9zSqH5rS05OpmfPh9YIkQAAIABJREFUnkRG2h8N3rNnzwvqvPDCC8yfPx+A//73v5hMJtq2bUuPHj3o06cPe/fuvaj2a1u2bBnjxo1j4MCBzJs3j8GDBzse/Ttz5kwCAgLqzDjWiImJ4a233mqw7RqjR4+mR48ebtXt3bs34eHhAPTr14+KigrKypxfF9u3b3c8jXD8+PGOr8H+xLbQ0FBCQ0MdjzZurD179hASEkLv3r0JCAjg6quv5uDBg026fqKjo4mLiyMuLo7o6OgmxdMUzvpNSEhgzJgxjBkzhi+++OKSxaMuPU2QlVLqMnLux/oTm9JzFS3SX2FhIcOGDSMsLIy1a9fi5VX3kdwbNmzg9ttvB2Du3LlERkZis9kQEebMmUNCQoLLPpKSkjj/SYKu+q3t5MmT9OrVi5tvvpnhw4ezdu3aOvtTUlI4d+6co4/g4GD27NlDcXExJ0+e5LvvvsNqdb5MxVX79YmOjmbKlCkMGDCAyZMn89VXXwHwxhtv8Oijj9Z7TEREBF9++aXLti/Gtm3bGD58OO3atXNaZ+LEiVgsFvz9/YmPj3d8nZqayurVq9m9eze7du1i6dKlZGX9/+yde1xUZf7434erKIIiykVFRCW5CCM3S+GnoK26iOGu2aa7amWuu2Zbarlu7RfNcm1z08jsYi3mqlvWWqJllAaGlISX8Y5oyp2RW1wEBgbm+f2BHEUZZkAQtfN+vebFPM855/N8nssMn/mc53w+ha22p9VqCQgIYMyYMXz33XcAaDQaXFxceOedd9ixYwfOzs4UFBS0a/0EBgZy7NgxMjIy8PT0bPN4tBdD7SYkJDB+/HgiIiJISEi4bfoo3H46Ow6ygoKCgsINTFsSIL83NzdrVrZ1sOZK6c1Gsq1Do8FjY2vV7Pwe9oYNIVPo2bMnJ0+e5OzZs8yfP5/f/va3WFpaApCRkUFVVZXsnYyIiGDPnj28/vrr7Nq1i3Xr1tGjRw+jbRQUFNzklW2t3RvRarUkJiZy4sQJevXqRVBQEJMmTcLDwwOADRs2NPPYjhgxgrlz5zJ69Gj69+9PeHg43bp1M6ifMfkt4eDgQEVFhfy3vLzc6Dj069ePgoLOi72t0WhYsmQJu3a179n3Y8eOERYWJnv3Q0JCOHHiBBMmTDB4TW5uLs7OzqSlpTFt2jTOnz8ve4eb9v/u3LkTSZLavX6cnZ1lnW4nLbWbkJDAkiVLsLCwYOXKlbddJ4Xbh+JBVlBQULiDeOChIVhYNf9qtrAy44GHhnRqu15eXlhaWnL8+HG57nrvMcBnn33GW2+9xeLFi1Gr1YSGhprkQbaxsUGr1Zrc7o04OTnh5eWFm5sbdnZ2BAYGkp6eDkBFRQVff/21vA2kiSYdv/jiCzQaDW5ubu2SbwhJkpq9GhoaWj0fGg1xGxsbo+e1B61Wy/Tp01m7di1DhrRvrTQZtm3B2dkZgODgYFxcXMjKysLV1bXZDwGNRoOzs3O718/q1at58cUX26zbrXJju1lZWVy6dIlf/epXREREkJOTIz94qnDvcU8ZyNPjp7Pq0CqKqou6WhUFBQWFduE5ypnwWcNlj7GtgzXhs4bjOcq5w9vKy8ujpKQEaDRizpw5Q//+15Kbbt++vZmBHB0dzapVq8jNzcXDw4Pk5GQ2bdpktB1vb+9mhoSxdpcvX87y5cvlcnBwMNnZ2ZSWllJXV8fJkydl725cXByzZs26yfvcJP/AgQOUlpY22+LRFvkdSUZGBt7e3rcs50b9hRDMmTOHmTNnMmnSJJPl2NnZUVpaKpcDAgI4ePAgVVVVlJWVkZaWhp+fn8HrS0tLqampASAzM5P8/Hzc3NwICQnh9OnTFBYWkpOTQ25uLn5+fu1eP7169cLOzs7kfhlixYoVjBs3zuTzb2w3ISGBefPmkZ6eTnp6OgsWLOCrr766Zb0U7kzuqS0W534+x8Xyi+y6sIuHhj7EAr8F9O3e+sMWCgoKCncanqOcO8UgvpHs7Gzmz58PNIazevXVV3FxcQEaH7SytbXlvvvuk8+XpMZkqL6+vixbtozg4GBefvllo+1MmTKFxMRE+VZ9a+0CN21DsLe3Z/369URERKDT6Zg5cybDhw9HCMGmTZvYt2/fTW0+9thjXLhwAUtLS7Zu3Srr3hb5bSUzM5Po6GjZcDx48CCrV6/m17/+NQCJiYlERkaaJGvhwoXs3LmT4uJiBgwYwMaNG+WHxW7UPyUlhZ07d3Lu3Dnee+89AL788ktcXV1bbWPRokVER0fj4ODAp59+iru7O4sWLWLUqFEAxMTE0K9fP4PXp6en89hjj2FtbY25uTnvv/8+3bt3B2DNmjWMGTMGgHXr1mFmds0f19b1cyN1dXWEhISg0WgwNzfno48+4vDhw0avy8nJkXVqDwkJCTz66KNyefz48bz33nstPpCpcPcjteeWyu0mKChImLL4R3w4Qn5vaWaJmWSmGMoKCgq3FUmSjgghgq6vO3LkiLjxIbVfEjU1NYSHh3Pw4EEsLDrOL7N3717+85//sH379g6T2ZmEhYWxa9cuHBwculqVXyQqlYr9+/fTp0+frlZF4Q7iyJEjrFy58t/AM/Hx8ZVN9ffUFovr0el11DbU8sm5T3juu+e6Wh0FBQWFXyw2NjbyrfWOZPLkyXeNcVxUVMSSJUsU47gLUavVinGsYDJ3tIEsSVKUJEnvlZaWUl1dTWVlJRUVFdTU1FBaWopOp6OwsBAhxE23nCwkC6zNrYlyi+Ifo/8h3/KqqKigsrKS6upqysrKqKuro7i4GL1eL4cBaooH2fT38uXL1NfXU1JSglarpby8nKqqKqqqqigvL0er1VJSUkJ9fT2XL19uUYZGo0Gv11NcXExdXR1lZWUm96lJRkFBAUIICgsL0el0Sp+UPil9ugP7pNAyDz74IO7u7l2tRpfRt29foqOju1oNBQUFE7nntlg0ba2IHhrNAv8FONqYFmhdQUHhl4OusJDijW9To1bj8flnHSpb2WKhoKCgcPdgaIvFPfWQ3n297yO4cgL9TvlQfVDHFw7neOCh+tvysIuCgsKdy9vzf091edlN9VZm9SzqAn0UFBQUFO5s7ugtFm1ltdMGeqUOp/rnxoxTV0prSdyWTkaq4QxKCgoK9z4tGccAdZb3lI9AQUFBQaGDuKcM5B92/UR9nb5ZXX2dnh92/dRFGikoKNxurt82duXnUqrKfu5CbRQUFBQU7kbuKQO5pfSsrdUrKCjcXrRXrlBZUiyXi7Mzyc84K5cvqY+QceigXD6x7yuO7o2Xy8n//ZCDH22Ry3ve+CcJ78TK5W1/e5b4f70ilz956W9888ZrHd6PzuTt+b/nX49Muen19vzfd3hbJSUlBAUF4e/vj0ql4vPPPwca472qVCr5ZWVlhVqtJikpiaCgIJYuXdrmtmbMmNEsWcjSpUtxcnLC19fX6LWG9LkevV6Pj48PxcXX1ldlZSWurq6sXbvWaBupqan4+fnh5eXFjBkz2tCzm4mPj2fNmjXN6oqKipg4caLJMnbs2MGwYcPw9PRk9+7dRs9vj/7r16+nurraZJ1awtzcXJ6Xp59+Wq5vSf+2rp+5c+cyaNAgoDFetqOjo0kxh1sa/7aQlJSEvb09KpUKX19fXnnlFeMXtZGOSJ3d3vExxK2O273GPWUgN2WeMrVeQeGXjk6rpaK4UPa6VhQXknVSLZcvX7zAiX3XMkVdPJZG8vbNcvlk4td8EXvNAD30v4/4KGaZXP5m0wbef3qeXN7/77fZ8dK1DGDff7qdr999Uy6rv/6CQzs/btbehbRDcrm6vJyqsmvbJXo5OWPfz0kue/+/CIaNakwEIIQg9NHZBPz2Wia4uwFD20EM1d8KdnZ2JCUlcfz4cfbt28ef/vQn9Ho9EydORK1Wo1ar2bt3L4MGDUKlUvH2229z8OBBzMzMOHfunMntnD59mtraWoYOHSrX/eY3v+GLL74w6XpD+lzPl19+SXBwMI6O1x7MfvnllzHl4UghBH/4wx/YuHEjZ8+e5a233jKxZy0zdepU/vrXvzar69u3L66urnz33XdGr6+rq2PZsmUcPHiQffv28cwzz6DX6w2e3179O8JAtrGxkecmNja2Vf3bs35sbW05fvw4KSkpclprY7Q0/m0lLCxM7teHH35IVlbWLcnrLNozPoboiHG7l7inDOQHHhqChVXzLllYmfHAQ+3LS6+gcLtpqNdxpbSEel3jPvqaK5XknDlJ7dV/YuWFlzmx/ytqrjQ+aFuYeZEDW/9NdUU5ADmnT7Br7cuyMZWRmsLmJX+Wjx//5kvWz4qmprICAPU3X7Jp4ePotI3pYs8mJ/Hpyy/SUF8PwE9HUvlm0wbE1X/OBRnpHN+3V9ZXe+UKFUWFcrl7r170drmWvWuQ30hGRFzzmvmNn0jYo3Pk8uiHZzF54WK5PHHBX3j4/1bL5ejn/s6M68oTFzzNxAXXvFShv5vN/b95RC6PnBSFd1g4VT/+yKXf/JbBQ4fj5ms4VW5X8fHKv3IqqTH7W0N9PR+v/CtnkhNNura6opyPV/6Vn46kAtzSFhJLS0vZk1VeXk5tbS31V+e+iY8++ojp06cD17avCCHk91VVVUbb2bZtG9OmTWtWN3r06GbGrKlcr8/1vPnmmyxadO2Ry4yMDIqKikwykA8fPkzfvn0JDQ0FGo3Z1lixYgVjx45l6NChLFy4EE9PT4qKigCYPXs2bm5uLXryoqOj2bp1q1F9UlNT8fHxwcnJCTc3NwYOHMiJEyc6TP99+/ahUqnIz88nPDxcfg8QGxuLr68vvr6+xMXFGdW1Lfq3Z/1MnTqV+Ph44uPj5UyC0NwDO27cODmTnqHxT0pK4sEHH2T69On4+vryzDPPmNSX6upq6urqsLZudLTt3r2bkJAQVCoVixdf++6aOnUq/v7+BAYGsmHDBrleo9E0O5aRkSEfW758OT4+Pjz55JMm6dIShsbHkD6GxsHQuNna2naInncj95SB7DnKmfBZw2WPsa2DNeGzhitRLBTajdDrqS4vo+6qAVmv05GbfporpY3xbutqqjmV+A2l+XlAo/GS/N8PKcy8CEBFUSG7X/8H+RnpABTnZLHluafIPXMKgPyMs7wx+7dknzoOQO7Z07z7pzlozjd6VzTnz7Fj5XJKcrMBKMq6xDfvbaCisDE+cJkmH/VXe6i5agDXabWUXdZQX1cHgLVNDxxcB8j9cXQbTEBkNGbmjQ+nufsH8KsFT2NmYQmAV+g4HolZg5l541dDwK8f4o/vbIGraXrHPPIHnvr3NQ9vcNRveHTVNQ+y3/hJTFzwF7nsOWoMo6IflssDffzwvD/0mj4DB+Hkcc2r2N3OHhvbnkbnxRjm9vZIZmboKxp/CHS379XieYbqf0lUVlYyYsQI/Pz82LhxI1ZWVs2Ob9u2jd/9rtELv2DBAkJDQ9Hr9QghmD9/PklJSUbbSElJMclQNYXr9WkiPT2dK1euNGtj2bJlxMTEmCQzOzubfv36MXnyZEaOHMnGjRuNXjN16lQiIyPx8PBg0qRJ/PDDDwBs2bKFl156qcVrgoKC+P77743K1mg0uLi48M4777Bjxw6cnZ1vivV/K/pPmDABtVqNq6sriYmJ8vvMzExiY2M5dOgQycnJxMTEUFhY2KosrVZLQEAAY8aMkb3jhvRvz/oJDAzk2LFjZGRk4Onp2eq50Pr4p6SksGLFCk6dOsWKFStalZOcnIxKpcLV1ZXZs2fj7OxMYWEhq1atIikpCbVaTU5ODt9++y0AGzdu5Pjx4xw6dIjY2Fg5ZvqiRYuYPHkyx48fJzExkV69Gr9zqqqqiIqKQq1Wk5CQIP9AaSuGxseQPobGwdC4dZSedyP33CPcnqOcFYP4Hkd75QpI0K1HowdB89N5rLt3p7dLfwDSUw5g19cJV8/hAPzw6X9xGjIUj5HBCCH4IvY1hgSNwmvMWPQNDWx7YTH+EybjN2ESOq2Wdxb8gQemzyRoyjS01VW8Pf/3jJv9JIGRD1FbdYWPY5Yx/vE/oZoYibaqioR33uDB+YtwcO1PXXU1h3fvxHHgIPq5e6BvaKA4N5u66kYviYWVNXb9nDC3ajRIbXv3QfWrSGwdGrM79ek/kAeffIpezi4AOA/15OG/v0KfAQMBGOSn4sm34ujRqzcAnveHNjM4hwSGMCQwRC4P8lMxyO/arej+93nR/z4vudzXzZ2+bu5y2a5vP+z69pPL3XrYQo9bma3bR112NlWHDtF7xgy63Xcf7p9+gnTVsP/Te8a9dreTR2Ku7fMzt7BoVjZGdzv7Zuc3rYX20rNnT06ePMnZs2eZP38+v/3tb7G0bFyfGRkZVFVV4e/vD0BERAR79uzh9ddfZ9euXaxbt44ePYwvkIKCAqNeTVO4UZ8mNmzY0MzztXv3bjw9PeX9mcbQarUkJiZy4sQJevXqRVBQEJMmTcLDw8PgNQ4ODlRUVMh/y8vLjbbTr1+/Vg3dJpq8qwsWLABg586d8lruKP1b4tixY4SFhcne2ZCQEE6cOMGECRMMXpObm4uzszNpaWlMmzaN8+fPG9S/vevH2dm5Q/bsBgYGynvemwxVQ4SFhbFnzx4qKysZP34806dPJzMzk4sXLzJ69GgArly5wsWLF4mIiOCDDz7g888/RwhBfn4++fn5ODs7k5SUxLZt24DGLU12dnYAWFlZyXIGDx6MRqPB1dW1ZWWM0NL4GNKnrePQkXrebdxTHmSFrkGn1cq37AFK83NlDypA1gk1l45dS/Ry8tuvOZX4jVw++NF/SP38E7n8RexrJG15Xy5vXf4sX21cJ5e3LFtE4ub35PLnr60iLf5/cnl/3LvNblcf+eJzck6fBECSJEpysqi+eltaMjPDtrcDljY2AJhbWeIb/iv6DhoMgFU3G8Y//if5Nn0325789oVVDAkaBYBtbwfmvfkBXmPGAmDv5Myz23fhFToOgF7OLjz2+tu4qxo9W72cnIl+7u+4DL0PaDRIx/7+cdnLa+vQB78Jk2SD2aanHW6+/lh3b/wnYmndDTvHvphb3HO/bW+Z0s0fUvSv12m4uke5NYNC4Wa8vLywtLTk+PHjct2N3trPPvuMt956i8WLF6NWqwkNDTXJg2xjY4NWq71lHVvyHldUVPD1118323aRmprK//73P4YPH86GDRv45z//KRspLeHk5ISXlxdubm7Y2dkRGBhIenp6q7pIktTs1dDQYFR/rVaLzdXvmtZwdXVtZkhrNJpW95e2R/+WaE/isCa9goODcXFxISsry6D+7V0/q1ev5sUXX2xWd/3n+8ZtQYawt7c36bzr6dmzJxERERw82Pjw8PX74S9cuMC8efNISkoiISGBlJQU1Go1w4cPb3XPOCD/CG3qi7HzW+PG8TGmT1vGoSP1vNtQDOR7kHqdTt5zClBZWkzB+WsPRFy+9BNnUw7I5UvHDpP62Q65fDLxa/a9f+0hjx8+/S+fvbpSLn/9biz/+eu12+hfbljLjpf+JpcP/OcDvn73WmSBtN3/44f//Vcun0n+lrMHk+TyzwV5lF++9mXazban7B0GGBbyAAN9ru0jDX3kD3j/vwi5HPn0cwRGXkvh+vvV6xjzyLUn/hf++yPG/v5xuTxn7Vvy+ZIkMW1ZjGzgmpmZEz7nSQaNaPS6mltYoJoYKRvM5hYWuPuNpGefxr2TZubm2PdzwrJbN1mewu1DX12N7uot4H5LlzB45/8wN+IRudO5ndtB8vLy5PTYGo2GM2fO0L9/f/n49u3bmxmk0dHRrFq1itzcXDw8PEhOTmbTpk1G2/H29m4WwcIYy5cvZ/ny5TfV36gPQFxcHLNmzWr2j/zll1/mwoULpKen89RTT/H8888za9Ysg/KDg4PJzs6mtLSUuro6Tp482WbvqylkZGTg7e1t9LyQkBBOnz5NYWEhOTk55Obm4ud37Tuwo/S3s7OjtLRULgcEBHDw4EGqqqooKysjLS2tWbs30pSeHSAzM5P8/Hzc3NwM6t/e9dOrVy/Z89qEvb293H57fgyYil6vR61W4+bmxv33309ycjK5ubkAZGVlodFoqKiowNHRke7du3P69OlmPzLDw8PlvdxVVVXyXvXWWLFiBePGjTNZxxvHpzV9FEznnnJDGcqW1d2+V5feYtU3NFBXU4Nlt26YW1igrbrCzwV5OA4chKV1NyqKCslLP82QoFFY2XSnMPMiF9J+IDAyGuvuPcg+dZyT337NhHl/xrp7D879kExa/E5m/N8rWNl05+je3Xy/Yyt/fHcLllbWpO36lO8/2caz23dhZm7OiW/2cuizHSz+bzySJHHu++84ujdeNgozTxzjdNI+Rk1rDA1UUVRI4aVrHmArGxu6XbcvtP9wH+wcr92G9xs/CW31tQctRj88i4Z6nVyeuOAvzQzHGX9fjWR27bdZ1LPNn5od//iCZuUmvZq43jgGGOg9oln5+qgGoBit9ypCCLLmPoZkYcGgbVsx694ds+7du1qtW+Z2fldlZ2czf/58oDFM1KuvvoqLS+P2ntTUVGxtbbnvvvvk85s+S76+vixbtozg4GBefvllo+1MmTKFxMTEZrfqFy5cyM6dOykuLmbAgAFs3LhRfsiopW0ILekjhGDTpk3s27evTf2+Ub69vT3r168nIiICnU7HzJkzGT58eJtkQqORGB0dLRtuBw8eZPXq1fz6178GIDExkcjISKNyrKysWLNmDWPGNEZkWbduHWbXfWd2lP6LFi0iOjoaBwcHPv30U9zd3Vm0aBGjRjXeIYuJiaFfv34Gr09PT+exxx7D2toac3Nz3n//fbpf/Qy2pn9b109LLFu2jEmTJhEUFMTAgY1b0IyNf1to2oNcX19PeHg4kZGRSJLE22+/TVRUFPX19fTo0YNt27YxadIk3nvvPfz9/Rk+fDgBAQGynNjYWObPn8/bb7+NpaUl27ZtM7rdKCcnRx679tCaPi3RkeN2T9H0NOmd/AoMDBSmsHZGpMHX9ej1elFbXSV0tbVCCCF0dXVC89N5UVVeJoQQQltVJc6mHBDlhZeFEEJc+blU/PDpf0VxbrYQQoifC/LFl2+uFZcv/SSEEOLypZ/EthcWi4Lz54QQQuScPik2PPGoyDt3VgghxIXDqWLtjEj5eEZqilg7I1K+/mzKAbF2RqQozmmUf/rAfrF2RqT4uSC/8fjBJPH+onmisrRECCHE+bRD4n+r/0/UXKkUQgiReeKY2B/3jqir1QohhMg/ny6O7o0X9TqdEEKIkrxccenYYaHX64UQQlSV/SzLFkKIhoZ6+ZiCwp3O9Wu1Yt8+ceWHQ12ozc0Ah8UN32GHDx/uWqW6mOrqajFq1Cihu/qd1FF8+eWX4tFHH+1QmZ1JaGioKCkp6Wo1FO5w/P39RXFxcVer8Yvh8OHDIioq6oOoqKie4rrv7Tt6i4UkSVGSJL1XWlpKdXU1lZWVVFRUUFNTQ2lpKTqdjsLCxhiuxh582PjkLI7s3U1FRQWXc7J5c+4MDn+1h7q6OnJ+usDW5c9w7NvGfbGXMs7xxRv/5NShFAByL10kZcdWMs+cQqvV8nNJMdlnTvFz4WXKy8vR1TcgmVvQIPRcvnyZ7r16M9AvAJuePcnPz8dx4CACpz1C994OFBcX4+g+hF89tRRLWzsqKytx9PBk5po30FtZo9PpcPD05tntu6i5uh3MbvAwnojdRKW2FiEEdm6DiVr6ItW1ddTU1NB7kAfBv52Jrr6BsrIy+rgNZmDQA0hmZmg0Ghxc+2PVzwVJksjPz6e7fS9qJTPq6+spKSmhrk5HRUUFVVVVVFVVUV5ejlarpaSkhPr6ei5fboyY0PT0atNfjUaDXq+nuLiYuro6ysrKTJ6nJhkFBQUIISgsLESn08m/YCsqKqisrKS6upqysjLq6uooLi5Gr9fLT+PeqM/ly5flPmm1WsrLy5U+3WN9yjt/ntyFT5H90Ufo9Xpq/f2xDBh5R/VJ4WZsbGzkW+sdyeTJk9m+fXuHyuwsioqKWLJkCQ4ODl2tisIdjlqtpk+fPl2txi8eSbRjU/7tJigoSDTFOGyNfz0yxeAxv/GTuG90GG6+/uhqtai//pJBI1T0c/dAV1dL1gk1/dw9sHPsS0O9jjJNAbYOjlh3747Q69Hr9cqDUQoKXYzQ6ch+7HHsoqLo/citZTvrLCRJOiKECLq+7siRI6KjwpwpKCgoKHQcR44cYeXKlf8GnomPj69sqv/FWHwPzr8WAsjSuhvBUb+5VrayZujVqAQA5haW9BngJpclMzPMze5oZ7uCwj2LqK/n5+3b6fXww5jZ2OC25cNme9gVFBQUFBQ6GqP/ZSRJGiNJ0jeSJGVIknRRkqRLkiRdNHadgoKCQkdQc+Ikl1f/g4qvEgAU41hBQUFBodMxxYP8AfAscAQwHuixC+lu38tgFAsFBYW7C11+PpaurnQPGMngz3bSzcvL+EUKCgoKCgodgCkGcrkQYm+na9IB3GnZshQUFNrHzx99xOV/rGHwZzux9vD4RRrHustVlGxPp8/M4Vg63SXpDBUUFBTuEUy5V5koSdJrkiQ9IElSQNOr0zVTUFD4xdJzwgT6zJuH1YABXa1Kl6Cva6A47jT1hdUUx51GX9c5N+9KSkoICgrC398flUrF559/Lh9bunQpTk5OckpaaMzQFRQUxNKlS9vc1owZM4wmC8nLyyM0NBRvb28CAgL45ptrGTd37NjBsGHD8PT0ZPfu3Tddq9fr8fHxobi4GGiMm+zn54eXlxczZlx7oNNQfUcSHx/PmjXN04cXFRUxceLEW5bd0ry0No+tsX79eqqrq29JH3Nzc1QqFSqViqefflqub2m+2rp+5s6dK6cLb2howNHRsVlK8bbS0ry0hc2bNzdrf8qUKSZlAjSGr68vmZmZnDt3DpVKha2tLaYEJmir/PZw6NAhAgIC8Pb2Jjw8XE6p3lL95s2bsbKykj+DTeOTlJThukKqAAAgAElEQVSEvb09KpUKLy8v3nnnnWZtTJgwgfDw8FvqY6cgjMQgBhJbeH1r7LqOfJkaB1lBQeHu5edPPxV5zz9/18fkpgPiIBdvOyNyXkgWOcu+EzkvJIvibWc6QVMh6urqRGVlYzz1oqIi4ezsLBoaGoQQQqSkpIi0tDTh4+Mjnz9jxgxRU1MjnnvuOZGenm5yO6dOnRJTp041ep5GoxFqtVoIIURmZqZwdXUVQghRW1sr3N3dhUajEVlZWcLDw0PWs4ndu3eLOXPmCCEaY2UPGzZMJCcnCyGEKCwsbLX+djF37lxx4MCBW5LR0ry0No+tMWjQIFFUVHRL+vTo0eOmOkPz1db1M2fOHOHt7S3UarU4cOCA8PHxEQsXLrwlfW+FuLi4Zu1HRkaKxMTEW5br4+MjLl26JJfHjh0r0tLSblmuIfmmUltbK4YMGSKOHz8uhBDiyJEjori42GB9XFycsLe3F7GxsUKIa+OTmJgoIiMb81EUFhaKPn36iLy8PCGEEFVVVcLd3V0MGzZMXsO3m3bHQRZChLfwijB2nYKCgkJbaCgro76oGHE1de29TOG7J6g63BjjWTToG8vHGlNmV/6QT83JYqi/GoKzXlBzspifPz8PQEOVjsJ3T1BzpjHmckNlXbv1sLS0xNa2Ma17eXk5tbW11NfXAzB69GgcHR2bnS+uhgVt+gcCjelzjbFt2zamTZtm9DwnJyf8/f0BGDRoEDqdjtraWlJTU/Hx8cHJyQk3NzcGDhzIiRMnml375ptvsmjRIgAOHz5M3759CQ0NBZAzlxmqbysrVqxg7NixDB06lIULF+Lp6SmnEJ49ezZubm4tejqjo6PZuvXWtgK2NC+tzWNL7Nu3D5VKRX5+PuHh4fJ7aMz85uvri6+vr5wiua0Ymq/2rJ+pU6cSHx9PfHy8nGmxqd7f35/AwEA2bNgg1yclJfHggw8yffp0fH19eeaZZwDD82Jra8vy5cvx8fHhySefbFd/AXbv3k1ISAgqlYrFixcb1fOf//wnXl5ePPzww2i1WqPyDckxpL8h+W+88QZeXl74+fmxbNmyVtvcu3cvfn5+crrxgIAA+vTpY7AeICoqik8++cSgzL59+zJ06FDy8vKAxvkaM2YMY8aM4dtvvzU6DrcTU6JYOEmS9IEkSXuvlr0lSXqi81VTUFC416k+eowatRoAh8ceY+D7m+6JdNG3QuW+bLgxPL2AanVR57RXWcmIESPw8/Nj48aNWFlZGTx3wYIFhIaGotfrEUIwf/58k24xp6Sk0NY40AkJCYwcORJra2s0Gg0uLi6888477NixA2dn52bJodLT07ly5YrcRnZ2Nv369WPy5MmMHDmSjRs3tlrfHqZOnUpkZCQeHh5MmjSJH374AYAtW7bw0ksvtXhNUFAQ33//fbvbbI22zOOECRNQq9W4urqSmJgov8/MzCQ2NpZDhw6RnJxMTEwMhYWFrbar1WoJCAhgzJgxfPfddwAG56s96ycwMJBjx46RkZGBp6enXL9x40aOHz/OoUOHiI2NlZP4QON6W7FiBadOnWLFihWA4XmpqqoiKioKtVpNQkKC/EPBEB9//LG8pSQ5ORmAwsJCVq1aRVJSEmq1mpycHNnYa0nPzMxMNm3axNGjR1mxYgUXLxoPDGaovy3p35r8mJgYfvzxR06cOMGSJUtabfPixYsMGTLE5HpoTHvu6urK2bNnWzyek5MDIBvXCQkJjB8/noiICBISEoyOw+3ElD3Im4EEwPVqOQN4prMUUlBQ+GUg6usp+NvfKFy3HmgM3/ZLCeHW749+9AhyAkAyN2ssj+wHgN0kdyTL5uMgWZphP8UDAPMelvT7ox823o0eG/Oehg0hU+jZsycnT57k8OHDvPXWW+h0OoPnRkREsGfPHszNzdm1axfr1q0jMjLSaBsFBQVt8tZqNBqWLFkiG7BN3sYFCxbI+4YlSZLP37BhQzPPoFarJTExkXfffZcDBw6wfv16Ll68aLC+PTg4ONCrVy8cHBzo3bu3vDezNfr162c062t7acs8GuLYsWOEhYVha2tL7969CQkJuclTfyO5ubkcPXqU9evXM3PmTGpqagzOV3vXj7OzM8OHD29W98EHHzBy5EiCg4PJz89vZtgGBgbKe7R79Wo9ipWVlRWjR4/G0tKSwYMHNzO0W+KRRx5BrVajVqsJCwsDGvfjXrx4kdGjR6NSqTh27Ji8rlrS8+jRo4SGhmJjY4OPj4+8z7o1DPW3Jf1bkx8cHMzjjz/O5s2bsba2brVNIYT8OXvhhRcYMmQIH3/8scH6JmbPns2HH37YTFZycjI+Pj54eXmxatUque0mA3n8+PF3pYHsKITYAegBhBD13OHh3hQUFO5c6ouLEQ0NSBYWDNj4FgM2vNnVKt1R2AY7083LASyuGoAWEt28HLANcu7Udr28vLC0tOT48eMGz/nss8946623WLx4MWq1mtDQUJM8yDY2NibdRoZG43b69OmsXbtW9lK5uro2Myw1Gg3Ozo3jUVFRwddff8306dPl405OTnh5eeHm5oadnR2BgYGkp6cbrG8PkiQ1ezU0GP+3qNVqsbGxaVd7pmLKPBqiybBtC03zEBwcjIuLC1lZWQbnq73rZ/Xq1bz44otyOSkpiYSEBFJSUlCr1QwfPhy9Xi8ft7e3N1l/S0tL+b0kSc3ktIWJEyfKhvOFCxeYN2+eQT2b1kwTN4779ceg9f62pH9r8r/66iueeuopUlNTiYhofbesh4cHly5dAuCVV15h8uTJ1NTUGKy/fiz279/fbCzDwsI4ffo027Zt44knnkCn05GVlcWlS5f41a9+RUREBDk5OUYf5L2dmGIgV0mS1IerN/0kSbofMP5TWUFBQeEGdBoNF6OmUvL+BwBYe3hg3rNnF2t159F7uifmto2eYXNbK3pP9zRyRfvIy8ujpKRxL7NGo+HMmTP079/f4PnR0dGsWrWK3NxcPDw8SE5OZtOmTUbb8fb2NukfnxCCOXPmMHPmTCZNmiTXh4SEcPr0aQoLC8nJySE3N1e+RRsXF8esWbOaGQrBwcFkZ2dTWlpKXV0dJ0+exMPDw2D97SIjIwNvb+8Ol9vWeWzCzs6O0tJSuRwQEMDBgwepqqqirKyMtLQ0eZxborS0VDaMMjMzyc/Px83NzeB8tXf99OrVCzs7O7lcUVGBo6Mj3bt35/Tp0+36MdCR3H///SQnJ5ObmwtAVlYWGo3GoJ4BAQGkpKSg1Wo5c+YM2dnZzeT16dNHlgVt768h+UIIsrOzGTt2LK+88orRyBaTJ0/m6NGj8naJph+BhuqbMDc3JywsrMXtRA899BAjRoxg+/btJCQkMG/ePNLT00lPT2fBggV89dVXrep0OzHFQF4MxANDJElKAbYAizpVq6tIkhQlSdJ7paWlVFdXU1lZSUVFBTU1NZSWlqLT6SgsLEQIIf9abbrtUFBQgBCCwsJCdDqd/EGuqKigsrKS6upqysrKqKuro7i4GL1eL99aaZLR9Pfy5cvU19dTUlKCVqulvLycqqoqqqqqKC8vR6vVUlJSQn19PZcvX25RhkajQa/XU1xcTF1dHWVlZUqflD794vpk4eSEZVQU3ceNu2f6dOM8dQRmVuY4PuaDhVN3HB/zwczKvEPk3kh2djbjxo1jxIgRRERE8Oqrr+Li4gLAwoULeeCBBzh37hwDBgwgPj5e9kr5+vqSmppKcHAwv/nNb4y2M2XKFBITE42el5KSws6dO3nvvffkfZ75+flYWVmxZs0axowZQ0REBOvWrcPMzAwhBJs2beKPf/xjMzn29vasX7+eiIgIRo4cyaOPPsrw4cMN1ncUmZmZqFQq/u///k/eq/rll1/KxxMTE03aUtAaLc1La/PYGosWLSI6OprQ0FA0Gg3u7u4sWrSIUaNGERoaSkxMDP369TN4fXp6OiqVCj8/P6ZNm8b7779P9+7dDc5Xe9fPjUyaNAm9Xo+/vz8vvfQSAQGtR541Ni+3Sr9+/Xj77beJiopixIgRPPLII1RVVRnUc9CgQTzxxBOMHDmSv//97wwePLiZvMWLF7Ns2TJ5/be1v4bkCyH4wx/+gJ+fH2FhYfzrX/9qVY61tTWbN2/m0Ucfxd/fn4yMDMLCwgzWX8+cOXMMbjt64YUXWLt2LQkJCc3Cu40fP/6OMpAlU26pSJJkAdwHSMA5IUTbNzfdAkFBQaIjYwIqKCjcPuqystC8tAqX1auxdDL8z/ZeQZKkI0KIoOvrjhw5Itr6kNq9RE1NDeHh4Rw8eBALC1PyU5nG3r17+c9//sP27ds7TGZnEhYWxq5du3BwcOhqVRQUFK5y5MgRVq5c+W/gmfj4+MqmeoPfVJIkGfpZ5ylJEkKInR2tpIKCwr2HaGig9uJFdNlZvwgDWeFmbGxs5Fvr7u7uHSZ38uTJTJ48ucPkdSZFRUUsWbJEMY4VFO4SWvspH3X1bz9gNNAUoC4cSAIUA1lBQaFFGq5UcSUpCfspkVh7eDA04SukVsJOKdz7PPjgg12tQpfSt29foqOju1oNBQUFEzFoIAshHgOQJGkP4C2EKLhadgHeuj3qKSgo3I2Ubt5M8dtvY+M3Ais3N8U4VlBQUFC4qzBlM5h7k3F8lctA5zxSraCgcNci9Hoaysux6N2bPk/OwzYsFCs3t65WS0FBQUFBoc2YYiAnSZKUAPyXxlBvvwOMP46soKDwiyJ/2V+p++kn3D/6L2bW1thcTRmsoKCgoKBwt2HUQBZCPHX1gb2mGB7vCSE+61y1FBQU7jbsJk9GpymA6+LRKigoKCgo3I2YlNdVCLFTCPHs1ZdiHCsoKCDq6yn81+uUx8cD0DMiHIeZM2/KAqXQdurq6ti3bx9r1qxh//791NXVdUo7eXl5hIaG4u3tTUBAAN9884187IUXXsDX15eAgAA+//xzoDGjV1BQEEuXLm1zWzNmzGiWLGTHjh0MGzYMT09Pdu/ebfR6c3NzOTby008/fdNxvV6Pj48PxcXFACxduhQnJyc55bAxXnvtNXx9ffH29mblypUm9qpl4uPjWbNmTbO6oqIiJk6caLKMto4PQGVlJa6urqxdu9ak89evX091dbXJOrWEoXlpSf+2rp/NmzfTt29fVCoVU6ZMkbO3dSVN/fXx8eF3v/tdswxyhmhpPbTGrc7L5s2bsbKykj8LU6ZMkTMW/uMf/8DHxwcfHx8efvhhoDExyfXfMXq9Xom2Ao2Bo1t6AZVAhaGXoes64xUYGCgUFBTuLPT19SJz1u+FZvXqrlbljgI4LG74Djt8+LDJ11+6dEmsWbNGrFq1SsTExIhVq1aJNWvWiEuXLnW4rhqNRqjVaiGEEJmZmcLV1VUIIURaWpoICgoSOp1OFBUViQEDBoiKigoxY8YMUVNTI5577jmRnp5ucjunTp0SU6dOlcu1tbXC3d1daDQakZWVJTw8PERDQ0OrMnr06NHq8d27d4s5c+bI5ZSUFJGWliZ8fHyM6peTkyOGDBki6urqRG1trRg8eLC4ePGi0evayty5c8WBAweMntee8RFCiOeff15MmTJFvPbaaybpM2jQIFFUVGTSuYZoaV4M6d/W9RMXFycWLlwohBBi//794r777hP19fW3pO+t0tRfvV4vHnnkEfH66693eBu3Oi9xcXHC3t5exMbGCiGEiIyMFImJieLHH38UDzzwgKitrRVCCHH06FEhhBCBgYHNvl/y8vKESqVqfwfuMg4fPiyioqI+iIqK6imu+9426EEWQvQUQtgB64G/Av2BAcAy4OXONNoVFBTuXCr37aPhShWSuTkDP3gfp+XLu1qlu464uDiOHTsGNKZpjYuLk9PHHj58mJqaGurr6wGor6+npqaGb79tjLRZVVVFXFwc586dAxq9hu3FyckJ/6t7xQcNGoROp6O2tpaffvoJlUqFhYUFjo6O9O/fn7S0tCbnyfWOFKqqqoy2s23bNqZNmyaXU1NT8fHxwcnJCTc3NwYOHMiJEyfa3Q+AN998k0WLriV5HT16NI6OjiZfX19fT21tLbW1tVhZWWFvb2/w3BUrVjB27FiGDh3KwoUL8fT0pKioCIDZs2fj5ubGU089ddN10dHRbN261agu7RmfjIwMioqKMCUhzb59++QsbeHh4fJ7gNjYWHx9ffH19SUuLs6orLbo3971AxAREUGfPn1IS0sDYOrUqfj7+xMYGMiGDRsAGDp0qPy5gUZP6LBhwwDYvXs3ISEhqFQqFi9eLJ/zxhtv4OXlhZ+fH8uWLTO5j5IkMXbsWPmuiKFxM7QebG1tWb58OT4+Pjz55JNA6/PSVqKiovjkk0+a1WVlZdG3b1+srkYVGjlyJABDhgwhNzeXefPm8eSTT8qpwH/pmLLFYqIQYqMQolIIUSGEeBv4bWcrpqCgcOdRl5lJ7tN/oXTLhwCYWVt3sUYKHUVCQgIjR47E2toab29vUlNTqa6uJjs7m7Nnz6LRaFiwYAGhoaHo9XqEEMyfP1++ddsaKSkpzQw3jUaDi4sL77zzDjt27MDZ2VlOBW4IrVZLQEAAY8aM4bvvvmt2LD09nStXrphkHLbEgAED+Mtf/oKbmxsDBgwwKaHH1KlTiYyMxMPDg0mTJvHDDz8AsGXLFl566aUWrwkKCuL77783qk97xmfZsmXExMQYlQ0wYcIE1Go1rq6uJCYmyu8zMzOJjY3l0KFDJCcnExMTQ2FhYauyWpoXQ/q3d/00MWjQIHmbxcaNGzl+/DiHDh0iNjYWjUaDn58fp0+fJj8/n7y8PDIyMvDy8qKwsJBVq1aRlJSEWq0mJydH/sEZExPDjz/+yIkTJ1iyZInJuuh0Or788ktGjBjR6rgZWg9VVVVERUWhVqtJSEggPz/f4Ly0B3t7e1xdXTl79qxcN2HCBM6cOUNwcDAvv/yyvKaGDBlCXl4eOTk5aDQacnNzGTJkSLvavZcwJYpFgyRJs4CPaIxi8SjQ0KlaKSgo3FE0VFRgbmeHlbs7bv/+gO6/4LTJHcFjjz0mvzc3N29WNjNr2W/Rq1cvAHr06NHs/J49e96yPhqNhiVLlrBr1y4ARowYwdy5cxk9ejT9+/cnPDycbt26ERERwZ49e3j99dfZtWsX69ato0ePHkblFxQU0LdvX7nc5D1csGABADt37jS6dz03NxdnZ2fS0tKYNm0a58+fx8bGBoANGza06LE1lbKyMvbu3culS5fQ6XSMGTOGKVOm4OLiYvAaBwcHKioq5L/l5eVG2+nXr59RQxfaPj67d+/G09OTQYMGGZXdGseOHSMsLAxbW1sAQkJCOHHiBBMmTDB4TUvzYkj/9q6fJiRJksfhgw8+4PPPP0cIQX5+Pvn5+YSEhHD06FHZWx0SEkJISAiHDh3i4sWLjB49GoArV65w8eJFIiIiCA4O5vHHHycyMrLZXQ5D1NTUoFKpABg3bhxPPPEEe/bsafO4WVlZyfoMHjwYjUbTbmPYELNnz+bDDz+Uy7169eLkyZN89dVX7Ny5k8DAQM6cOcOQIUPIysqiW7duWFlZkZmZqXiQMc2DPBOYQWP848vAw1frFBQUfgFc+e47LoRHUHPqNAA97r8fSYlU0WkEBARgY2ODhUWj/8LCwgIbGxsCAgI6pT2tVsv06dNZu3ZtM6/R4sWLUavVfPHFF2g0Gtzc3Pjss89466235GOhoaEmeQBtbGzQarVy2dXVtZmhqNFocHZ2blVG0/Hg4GBcXFzIysoCoKKigq+//prp06e3pdvN2LdvH25ubtjb2+Po6MjIkSPlLTCGaDLWml4NDcb9RlqtVjbqW6Ot45Oamsr//vc/hg8fzoYNG/jnP//Jtm3bjLZzI02GbVtoaV4M6d/e9dNEVlYW7u7uJCUlkZCQQEpKCmq1muHDh6PX6xk1ahRHjhyhvLycyspKjhw5QkhICAATJ05ErVajVqu5cOEC8+bNA+Crr77iqaeeIjU1lYiICKM62NjYyHLWr1+PpaVlu8bN8rrvUEmS0Ov1bZZhjIkTJ7J///5msrt160Z0dDRbtmwhMDCQQ4cOMWTIEPbt2yc/vPfNN98oHmRMMJCFEJlCiIeEEI5CiL5CiGghROZt0A1JkqIkSXqvtLSU6upqKisrqaiooKamhtLSUnQ6HYWFhQgh5A9j036dgoIChBAUFhai0+koLS2lpqaGiooKKisrqa6upqysjLq6OoqLi9Hr9Wg0mmYymv5evnyZ+vp6SkpK0Gq1lJeXU1VVRVVVFeXl5Wi1WkpKSqivr+fy5cstytBoNOj1eoqLi6mrq6OsrEzpk9Knu6JP3UaMwCIsDAtnp3umT505T7eKu7s7zz77LA888ADdunXjgQce4Nlnn8Xd3f2WZd+IEII5c+Ywc+ZMJk2a1OxYU18OHDhAaWkpgYGBREdHs2rVKnmPYnJyMps2bTLajre3d7MIFiEhIZw+fZrCwkJycnLIzc3Fz89PPr58+XKWX7e3vWluADIzM8nPz8ftahKauLg4Zs2a1czgMMaN8ps8oLW1tdTU1HD06FEGDx5ssjxTycjIwNvb2+h5bR2fl19+mQsXLpCens5TTz3F888/z6xZs4y2Y2dnR2lpqVwOCAjg4MGDVFVVUVZWRlpaWrN2b8TQvBjSv73rB+Dbb7+lqKiI4OBgKioqcHR0pHv37pw+fVrevx8cHExiYiJOTk4MGDCAvXv3EhwczP33309ycjK5ublAo6Gt0WgQQpCdnc3YsWN55ZVXyMzMNEmXG2nruBnjxnlpYsWKFYwbN85kOebm5oSFhcnbei5dusT58+eBRk94ZmYm/fv3Z8iQIRw4cICgoCACAwNJTExUPMjQahSL56/+fROIvfFl6LrOeClRLBQUbi9VaWki/8UXhd6EJ+cVmsMtRrG4nSQnJwsLCwvh7+8vv/Ly8oQQQkRFRQkvLy/h5+cnUlNTm11XU1MjIiIixPDhw8Wnn35qtJ2tW7eKv/3tb83qPvroIzF06FAxdOhQER8f3+zYnDlzbopI4enpKUaMGCFUKpX48ssvhRCNkQR8fHxEQUHBTW3++c9/Fs7OzsLCwkL0799f7Nq1y6B8IYR47rnnxH333Se8vLzEq6++2mp/YmJiRFxc3E1/L126JPz9/cXAgQOFo6Oj8Pf3F1988YV83WuvvSbWr1/fquz2jM+NupkaxeK9994TXl5eYsyYMfIYvvHGG8LHx0f4+PiIDz74oNXrDc2LMf1NXT9xcXHyOE6ePFlcuHBBCNEYJSMyMlL4+fmJGTNmiJCQEJGWliaEEMLX11d8/fXX4sCBA2LYsGGyrD179giVSiV8fX3FqFGjxIULF0RDQ4MYM2aMGDFihPD29hZxcXFGx8xQNJWWxq219XC9nLFjx8r6C9HyvAghxOOPP37T58jQuDVF/1Cr1QIQiYmJ4vTp0yI4OFh4e3sLLy8v8Y9//EMI0fg56tatm8jKyhJ5eXnC3Nxc6HQ6o+3cKxiKYiEJA7cGJEmKEkLsliRpjgHD+sOW6juDoKAgcfjw4dvVnILCL57Sbdso3bIF961bsbhu76iCcSRJOiKECLq+7siRI6K9D5DdC9TU1BAeHs7BgwflrSMdwd69e/nPf/7D9u3bO0xmZxIWFsauXbuUGLMK7UKlUrF//3769OnT1arcUxw5coSVK1f+G3gmPj5eDgtk8JtKCLH76t+bDGFJkm7tSQAFBYU7Dl1BAfWFhdj4+9N75kx6TZuGWffuXa2Wwj2AjY2NfGu9I7eKTJ48mcmTJ3eYvM6kqKjIpOgYCgqGUKvVXa3CL4pW9yBLkvSAJEnTJUnqd7XsJ0nSduDgbdFOQUHhtpG3ZCn5y/6KaGhAkqR70jjWXa5Cs+4IusumxV5V6DgefPDBTtlHfbfQt29foqOju1oNBQUFEzFoIEuS9BrwbxpjHn8hSVIM8A2QCgy7PeopKCh0JvraWoROB4DLyhUMfOdtJHPzLtaqc9DXNVAcd5r6wmqK406jr1OiVSooKCgotExrm8EigZFCCK0kSb2BfMBPCHH+9qimoKDQmTRcqSJr1ixsw8fR75lnsB52b//u/fnTDBqu1IGAhit1/PxpBn1menW1WgoKCgoKdyCtbbGoEUJoAYQQPwPnFONYQeHewdy2Bz1Cx9D9arrRe5kraRq0Z0uh/upDyfUC7dlSrqRpulYxBQUFBYU7ktY8yEMkSYq/rux+fVkIMbXz1FJQUOgMGiorubxmDX3//Gcs+/fH6bnnulql20LFV5kIXfNA/EKnp+KrTGyDW09QoaCgoKDwy6M1D/JDwL+ue91YVlBQuMtoKCvjyr79VB892tWq3FbsJrkjWTb/upMszbCb7N41CrVCVta7lP78Q7O60p9/ICvr3Q5vKy8vj9DQULy9vQkICOCbb76Rj73wwgv4+voSEBDA559/DkBSUhJBQUEsXbq0zW3NmDGjWbIQgMrKSlxdXVm7dm279WxCr9fj4+NDcXExAEuXLsXJyQlfX99m55mbm6NSqVCpVDz99NNt7ocpxMfHs2bNmmZ1RUVFTJw40aTrS0pKCAoKwt/fH5VKJY9/axjqb2usX7+e6upqk89vCUPjuWPHDoYNG4anpye7d+8G2r5+5s6dK6fPbmhowNHR0WhKcXd3d3kNGOPcuXOoVCpsbW25E0LJbt68uVn/pkyZ0izT4I3rypD+HdmvjIwMwsLC8Pb2ZuTIkWRnZxs8904bz1tGdFJyD6Ab8CNwHDgNrLxaP5jGB/3OAx8DVsZkKYlCFBTaj76hQVR+951crq+o6EJtuo7ibWdEzgvJImfZdyLnhWRRvO1Mp7TDLSYKKSn9Xhz4LkiUlH7fYrkj0Wg0Qq1WCyGEyMzMFK6urkIIIdLS0kRQUJDQ6XSiqKhIDBgwQFRUVIgZM2aImpoa8dxzz4n09HST2zl16pSYOnXqTfXPP/+8mDJlitHEFob0vJ7du3fflGI8jVMAACAASURBVFwkLS1N+Pj4NDvPUKKH28HcuXPFgQMHjJ5XV1cnKisrhRBCFBUVCWdnZ9FgJGmPof62xqBBg0RRUZHJ57dES+NZW1sr3N3dhUajEVlZWcLDw0M0NDS0ef3MmTNHeHt7C7VaLQ4cOCB8fHzkBBiGaE+fbkzU0VVcn+BDCCEiIyNFYmKi0esM6d8R/QoJCRHJyclCCCHy8vJEcXFxu/W5UzGUKMRoqulboBaIEEL4AypgkiRJ9wOvAuuEEMOAn4EnOlEHBYVfPGWffErOk/OpPnYMAPOePbtYo66h93RPzG2tADC3taL3dM8u0+XI0ZnkF3wKgF6v48jRmRRoGr2E9nYqrKz6ceLEH/np4jpOnVqElVU/6nUVANTVlXLk6EyKivcDUFtb1G49nJyc8Pf3B2DQoEHodDpqa2v56aefUKlUWFhY4OjoSP/+/UlLS2tyflzvCKGqynjIvG3btjFt2rRmdRkZGRQVFWFKAhVDel7Pm2++yaJFi+Ty6NGjcXR0NCq7PaxYsYKxY8cydOhQFi5ciKenJ0VFjfMwe/Zs3NzcWvR0RkdHs3XrVqPyLS0tsbW1BaC8vJza2lrq6+tbvaYt/d23bx8qlYr8/HzCw8Pl9wCxsbH4+vri6+tLXFycSfJuJDU1FR8fH5ycnHBzc2PgwIGcOHGiXetn6tSpxMfHEx8fz9Sp13Z2GtPzp59+IiAgQE6tvHv3bkJCQlCpVCxevNhoH5rGH2DcuHEcPny41Xm3tbVl+fLl+Pj48OSTT8rXtrVdQ7S2rjqL48ePY21tTWhoKACurq5ykpKpU6fi7+9PYGAgGzZsMCqrpfO3bdvWrD9/+ctf2LJlC2B43JKSknjwwQeZPn06vr6+PPPMM63q88Ybb+Dl5YWfnx/Lli1rU/87zUC+aphfuVq0vPoSQATw6dX6DwElMKSCQieg12oB6DUtmv5vvIGNStXFGnUtZlbmOD7mg4VTdxwf88HM6s4NZ2dpaY+DQyiZmRtwcXkYS0v7Tm8zISGBkSNHYm1tjbe3N6mpqVRXV5Odnc3Zs2fRaDQsWLCA0NBQ9Ho9Qgjmz5/f7BawIVJSUm4yhJctW0ZMTMwt6dlEeno6V65cMcnY1mq1BAQEMGbMGL777rs2t9/E1KlTiYyMxMPDg0mTJvHDD43bYrZs2cJLL73U4jVBQUF8//33JsmvrKxkxIgR+Pn5sXHjRqysrNqt641MmDABtVqNq6sriYmJ8vvMzExiY2M5dOgQycnJxMTEUFhY2KqslsZTo9Hg4uLCO++8w44dO3B2dqagoKBd6ycwMJBjx46RkZGBp2fjj1pjeubm5jJjxgw+/PBDhg0bRmFhIatWrSIpKQm1Wk1OTg7ffvttu8bO0LxXVVURFRWFWq0mISGB/Pz8drX78ccfy1tWkpOT5frW1lVncfHiRYYMGdLisY0bN3L8+HEOHTpEbGwsGk3rDzy3dH5UVBR79+6Vfyzt3buXqKgoo+OWkpLCihUrOHXqFCtWrGhVn5iYGH788UdOnDjBkiVL2tT/NuX8lCTJDLAVQlSYeL45cAQYCrwF/ASUCSGafgrnAv0NXDsfmA/g4uKiZJBRUGgD5p99htn3P6B7eRVYW4NTPzh+vKvVujMIN0dTcB4Kuk6FwIBrqZHNzCyblc3NbRg8eBGnTj2Nu/tT5OVtx9c39v+z9+ZxWVb5///zYhVRUURkUUBcYpMdU8RxSRNTCMtyJieXppw+P6VMKz9OM4lZtjlpZjapjfNN7dM0hSLmlg6YUCouqKm4pKCIt2zCjTfcrOf3B3LFjdwbgrhcz8fjetxc5z7nfV5n4brf17nOdQ6O3YYAYGPjqBPf1vb2twJXqVTMmzePpKQkAAYOHMj06dOJjIzE3d2dkSNH0qFDB0aNGsXWrVv56KOPSEpKYtmyZdjb2xu1f/XqVXo02rI8OTmZAQMGyPNLW6qzgZUrV5o8spabm4uLiwsZGRlMnDiRc+fOYWdnZ5YOAEdHR9RqtfxZWlpqNI2zszNXr5rW8Tp37syJEyc4ffo0M2fO5Mknn8Ta2tpsneZw9OhRhg0bJo+eDho0iOPHjzN69Gi9aZqrzwaH58UXXwQgMTERSZJa3H9cXFx0RnSN6Xz88ccZP348AwcOBGD//v1cuHCByMhIAG7cuMGFCxcYNWqUuVWkt91tbGxk+3369EGlUpGbm2t2vpMnT5ZHQCdMmGC2vtZECIEkSc1+98UXX7B582aEEOTl5ZGXl4eLi/4XnpuLHxoaiq+vLxkZGVhbW+Pt7U23bt3YsmWLwXoLCwuT59p37drVoJ6IiAiee+45xo8ff8tTLGMYdZBv7pz3IlBLvbPrIEnSR0KID42lFULUAsGSJHUFNgHNLToq9KRdDawGCA8PF8EP+OiXgoI53Lih4YalJc7BwVg0GmlTuPspvv4zv/zykuwUd+s2WOe8tdFqtUyaNImlS5fqjBbNnTtXfrQ5ePBgPDw82LRpE0eOHGHu3LnMmTOHqKgoli1bxogRIwzmYWdnh/bmEw2ofwT/3XffkZSURGFhIRYWFri6ujJlyhSzdarVanbt2sWyZctMKm/Dj3hERASurq7k5OTg4+NjUtrGSJKkc9TWGt94RqvVmu2M+/r6Ym1tzbFjxwgPDzdbpzk0OLbm0Fx9urm56dwIqFQqXFxcWtx/lixZgoWFBYmJiSbpXL16Na+99hoHDx5k0KBBAIwdO5aNGzc2G785J7BxWOPpLfravfHNiyRJ1NXVGc23tdDnxOoLNxVvb+9bXqyF+mkOO3fuJD09nY4dOxIeHi6Xt7l8DcV/8skn2bRpEzY2NjzxxBNyGkP15uCg+0TNkP0dO3aQlpbG119/zSeffMLhw4dNLr8pUyz8bo4YxwHbAA/gWZNzAIQQJUAqMBjoKklSg2Pei/oNSBQUFG6T0i1bKPmu/gekU9RQXN58U3GO70HK1Md1nGHHbkMICFhBmfp4q+clhGDatGk888wzREdH63xXVFQEwN69eykuLiYsLIy4uDgWL15Mbm4u3t7e7Nu3jzVr1hjNx8/PT+eH9u233+b8+fNkZWUxe/ZsXn/9dR3neMGCBSxYsMAknevWrWPKlCkmja4WFxdTUVEB1D+mz8vLw8PDw2i61uLs2bP4+fkZjXflyhW5/lUqFadOncLd/beHrU3rp6V06dKF4uJi+Tw0NJS0tDQ0Gg0lJSVkZGQQGBioN72++hw0aBAnT54kPz+fy5cvk5ubS2BgYIv7T9euXenSpYvJOsPCwvj888957rnnqKysZPDgwezbt4/c3FwAcnJydKYEdO/eXf6uAQcHB7l8WVlZRjU2h7F8W4vm9BsKT0hIMHpTAhAcHIxGoyEtLQ2ofxJUVFSEWq3GycmJjh07cvLkSY41eTrZNF9D8R9//HG2bt3Kli1b5K3Yza03ffaFEFy6dInhw4fzzjvvkJ2dbbTMjTHFQbaWJMmaegc5SQhRjZ5R38ZIktTj5sgxkiTZAaOB00AKMOlmtGlAUvMWWkZVVRW7d+/mvffeY8+ePVRVVbWmeQWFuxIhBKVJW1Bv29aiUSCFuwdPzz/fMlLs2G0Inp5/bvW80tPTSUxMZPXq1fK8x4aXtWbMmIGfnx8vvfQSGzZskEfMAAICAjhw4AARERE6oz76mDBhAikpKSbrunr1qs4IpD6dQgjWrFnDn/98a93MmjWLIUOGcObMGXr16sWWLVvIysoiODiYwMBAJk6cyNq1a+nYsaPJuoyRnZ1NcHAwb775pjyXdNu2bfL3KSkpjB8/3qidS5cuMWLECAYOHMioUaN4//33cXV1lb9vWj/6ymuM+Ph44uLiiIqKQqVS4eXlRXx8PA8//DBRUVEsXLgQZ2dnven11aeNjQ3vvfceQ4cOZdSoUSxbtgwLC4sW95+mmKJzyJAhjBkzhr/97W84Ozvz2WefERMTw8CBA5k8ebLOy4Fz585l/vz5Ov1//vz5REdHM2/ePHr37m22RsBovqZirF81p99Q+OXLlxk6dKhJea9fv5758+fj6+vL2LFj0Wg0REdHU1dXR1BQEG+99RahoaE6aZrmayi+o6Mjrq6uODg4yG1obr3psy+E4NlnnyUwMJBhw4bx97+bt0KxZOzHVJKkl4D51C/XNp76EeQNQohhRtIFUv8SniX1jvg3Qoi3JEnyBr4GHIGjwB+FEJX6LdVPsTBlTb3s7Gz+/e9/U11dTU1NDVZWVlhbWzN58mS8vLyMpldQuNfQnjqFtbs7lg4O1KrVWHTsiGRl1qsFCq2MJEmHhRA6z8IPHz4sTHmB7H6loqKCkSNHkpaWhlUr9s/t27ezfv16vvrqK+OR7wKGDRtGUlISjo6O7S1F4QEmODiYPXv2yCtSPOgcPnyYRYsW/ROYs2XLlrKGcKNXKiHECmBFo6AcSZJGmpDuOHDLHrZCiAvAIJNUm8kvJ/+OjU01FRX1c6Jqamqwt8/ll5N/x8vrk7bIUkGh3ai5fp3sPz6LQ2wMrgkJWDZ6BKmgcDdhZ2cnP1pvzcGKcePGMW7cuFaz15YUFBQwb948xTlWaHeURQ9MQ6+DLEmSsQX7PmplLbdNbW1vfH3/xenTv6O01AUHBxW+vj9SWTW9vaUpKLQaoqoKycYGq27dcP/gfewe4JFJhXuHMWPGtLeEdqVHjx7yHEsFBYW7H0NzkDvfPMKB/6F+OTZ36le0MP6WQTtQW9OP06d/h6/vj3h6ZuLr+yOnT/+O2pp+7S1NQaFV0GZlcX5sNOVH6jf96Dx6NFbdurWzKgUFBQUFhfsLvSPIQohFAJIk7QJChRBlN88TgP/cEXVm0rBrzrVr+Xh4HiP3chBVVX1umUCuoHCvYu3uju2A/ljYt96LRQoKCgoKCgq6mLKKhQfQeCmIKsCrTdTcJl5eXsyYEUmvXr9y5UoIvXr9yowZkcoLegr3NFW5V7j23vuI2losO3fG4/PP6fDQQ+0tS0FBQUFB4b7FFAd5PXBQkqQESZIWAgeAL9tWVssovv4zWWfmEhL6D6Y++y0hof8g68xciq//3N7SFBRaTPnBg5R8+y1VFy60txSFO0ja9TLCfzpJ2vUy45EVFBQUFFoVow6yEOId4DngOlACzBBCLGlrYS3hTi6wr6DQltRVVKA9fRoAh4lx9N2xHdv+/dtZlcKdIu16Gc8ev0BuZTXPHr/QZk7ylStXiIqKws/Pj9DQUH744QegfpOQ8PBwgoKCCA4OZvPmzUD9jlXh4eG8+uqrZuf19NNP62wWYmlpKa9p/NJLLxlMq09PY+rq6vD396ewsNDscrU2W7Zs4b333tMJKygoYOzYsSbb+Oabb+jfvz8DBgwgOTnZpDRlZWW4ubmxdOlSk+IvX76c8vJykzU1RV89Q/Pt25L+s3//fkJDQ/Hz82PkyJEmbendXjRt9zNnzhAcHEynTp1ovFStvvDW5N1338Xf3x9/f3+eeuqpNsnjvkcIYdIBOFM/3cID8DA1XWscYWFhQkHhQSL3lVfEmciholajaW8pCmYCHBJNrmGHDh0yOf2+YrXwSs0UPf97VD68UjPFvmJ1q2tVqVQiMzNTCCFEdna2cHNzE0IIUVVVJcrKyoQQQhQUFAgXFxdRW1srnn76aVFRUSFee+01kZWVZXI+v/zyi4iNjdUJs7e3Nzm9Pj2NSU5OFtOmTWtRue4U06dPF3v37jUar7KyUnh5eQmVSiVycnKEt7e3STpff/11MWHCBPHhhx+apMfT01MUFBSYFLc59NWzEM23r7n9p7KyUvTt21ccO3ZMCCHE4cOHRWFhYYv1thfDhw8XGRkZJoffLgcPHhRDhgwRlZWVQgghjhw50up53E8cOnRIxMTEfBETE9NZNLpuGx1BliQpVpKkc8BFYO/Nz+1t57IrKDyYCCEQNTUAOM2ahdsH72PRirt8Kdw9TDx6jq+v1m8lXF0nmHj0HN+qikm7XsYfj1+gok53A6eKOsEzx+pHkouqaph49By7CutH0vIrq1uso2fPngQFBQHg6elJdXU1lZWVWFtb06lTJwBKS0uprKykpqZG3qWx4QcEMGlnsI0bNzJx4sQW69SnpzGffPIJ8fHxLSqXuSQkJDB8+HD69evHrFmzGDBgAAUFBQBMnToVDw8PZs+efUu6uLg4NmzYYNT+gQMH8Pf3p2fPnnh4eNC7d2+OHzf8JPTs2bMUFBRgyoY0u3fvlnc5GzlypM5OaytWrCAgIICAgADWrVtn0I6+etaHuf1n+/btBAYGyttIh4aGyptbNLQjwIgRI+SR2OTkZAYNGkRwcDBz5/62Wm1qaipjxoxh0qRJBAQEMGfOHNnOggUL8Pf354UXXpDjN2dn48aNOu368ssv8+WX9TNODbW7OejTbw45OTn06NEDGxsbAEJCftuSQl/76quH5uIb6v+xsbEEBQURFhbGypUrW6T/bsGUOciLgcHAWSFEH+q3jE5vU1U3kSQpRpKk1cXFxZSXl1NWVoZaraaiooLi4mKqq6vJz89HCCFvu9nwT3716lWEEOTn51NdXS3vqa5WqykrK6O8vJySkhKqqqooLCykrq5O3uu7wUbD57Vr16ipqaGoqAitVktpaSkajQaNRkNpaSlarZaioiJqamq4du1aszZUKhV1dXUUFhZSVVVFSUmJUialTHKZruZe4crLc7iQkABAkZ0dnYYOvafLdD+2kylluh3mnL6Etq753U2rhGDO6Uu3Zd8QO3fuJCQkBFtbW6D+cf3AgQMJDAxk1apV2NjY8OKLLxIVFUVdXR1CCGbOnElqaqpR2+np6bc4blqtltDQUIYOHcqPP/5o1EZzehrIysrixo0bzTqHppSrJcTGxjJ+/Hi8vb2Jjo7m55/r33X58ssveeutt5pNEx4ezk8//WTUtkqlwtXVlX/84x988803uLi43LK1dFPmz5/PwoULTdI+evRoMjMzcXNzIyUlRf47OzubFStWsH//fvbt28fChQvJz883yWbTem6ufc3tPxcuXKBv374m5Q+Qn5/P4sWLSU1NJTMzk8uXL/Pf//5X/j49PZ2EhAR++eUXEm5eazUaDTExMWRmZrJz507y8vL02omJiWH79u2yc799+3ZiYmIAw+3eWvpNZfTo0Zw6dYqIiAjefvttue8Yat/m6sFQfH39f9WqVRw7doz9+/ezYsUK+Zp5L2LKnp/VQogiSZIsJEmyEEKkSJL0fpsrA4QQyUByeHj4Cx2bjKTZ2dkByHt3N+xT7+bmpnPe8H3D7kUN6QAabDo5OQHg4uKiY6Phs2fPngDynWuHDh1u0doQ1hC3qY0G2w15NXdRVsr04JbJtZc719zcsLuZ5n4o0/3YTqaWyRibQn6bT25tIcnnLrbWPNvMCDKAnYXEcl8PuttY6aR3trU2KU9DqFQq5s2bR1JSkhzWuXNnTpw4wenTp5k5cyZPPvkko0aNYuvWrXz00UckJSWxbNky7O3tjdq/evUqPXr00AnLzc3FxcWFjIwMJk6cyLlz53TqvinN6bG2ri/7ypUrmx25M7VcDXbMwdHREbVaLX+aMjfW2dnZqKMLv420vvjiiwAkJiYiSZLe+MnJyQwYMABPT08T1TfP0aNHGTZsmDw6O2jQII4fP87o0aMNpmuunptrX3P7jxBCLvcbb7zB119/zZIlS5g8eXKz8ffv38+FCxeIjIwE4MaNG1y4cIFRo0YBEBYWRkBAAABdu3YF6q8dDfH79OmDSqUiNzdXrx1fX18yMjKwtrbG29ubbq24Dr0x/abStWtXTpw4wY4dO0hMTCQsLIxTp04ZbN/m6iEnJ6fZ+KC//3/xxRds3rwZIQR5eXnk5eXJ1817DVMc5BJJkjoB+4CNkiTlA+Y/k1JQUNBB1NZStGYtXaLHYuPlRc//nd/ekhTamahunVkf6H2Lk2xnIbE+0Juobp1bPU+tVsukSZNYunRps6N1vr6+WFtbc+zYMS5fvsyRI0eYO3cuc+bMISoqimXLljFixAiDedjZ2aHVanXCGn40IyIicHV1JScnBx8fH6N6G+sJDw9HrVaza9culi1b1uJyhYeHG823KZIk6Ry1tbVG02i1WoM3AQ24ubnpONIqlcqgk3HgwAG+++47kpKSKCwsxMLCAldXV6ZMmWJaYW7S4Jibg756bq59T58+bVb/8fb2lkcm33nnHUpLS6moqADQuWFoPE1m7NixbNy4sVl7Dg4Ot4Q1vjmSJIm6ujqDdp588kk2bdqEjY0NTzzxRLP5NEXfzU1z4Yb0m0OHDh2Ii4sjLi6OmJgY9u/fb7B9m6sHQ/Gb6/+pqans3LmT9PR0OnbsSHh4uFyf9yKmTLF4HKgA5gA7gF+BmLYUpaDwIFBTVETxunWUfv99e0tRuItocJLtLOp/PNvSORZCMG3aNJ555hmio6Pl8CtXrsjTRVQqFadOncLd3Z24uDgWL15Mbm4u3t7e7Nu3jzVr1hjNx8/PT2cFi4bpLFD/2DcvLw8PDw/5+wULFrBgwQKjegDWrVvHlClTdH7gzS3XneLs2bP4+RnfiHbQoEGcPHmS/Px8Ll++TG5urjwPF26tn7fffpvz58+TlZXF7Nmzef31101yjrt06UJxcbF8HhoaSlpaGhqNhpKSEjIyMnTybYq+etbXvub2n3HjxnHkyBFO31zRp/FNiIODg5xPVlYWAIMHD2bfvn3k5uYC9XNxW/KI35Cdxx9/nK1bt7JlyxaTtw7v3r27bMtQuDH9CQkJRm9GAS5evMi5c+cAqKioIDs7G3d3d7Pb19z4arUaJycnOnbsyMmTJzl27JhRrXczRkeQhRAaSZJ6AhFAEbBdCHF7E+0UFB5gKk6exM7fH2tnZ/ps3oTVPfr4SaHtaHCS55y+xHJfjzZxjqF+TmZiYiJnzpxh9erVAGzbto1Lly4xc+ZMoN4pef/99+UpKQABAQHMnz9fnuNojAkTJpCSkiI/qs/KymLGjBnY2tpiaWnJ2rVraTyNruk0BH16hBCsWbOG3bt3t0q5bpfs7Gzi4uJkxy0tLY0lS5bw2GOPAZCSksL48eON2rGxseG9995j6NChACxbtgwLi9/Gs0yZpmEK8fHxxMXF4ejoyLfffouXlxfx8fE8/PDDACxcuFCegtQc+uo5OzvbYPua2n9sbW3517/+xR/+8AeEEDg5OclLxM2fP5/o6GjCw8Pp3bs3UD+F5bPPPiMmJoaamhrs7e1bNBpryI6joyOurq5UVVXJdWOs3efOncuMGTNISEhg27Zt8tSs5sIN6b98+bLcJwxRUVHB9OnT0Wg0CCGYOnUqAwcOBDCrfc3tD9HR0axevZqgoCB8fHzu+V2MJWOPVCRJehr4EEgFJGAY8JoQ4ts2V3eT8PBw0VZrBSoo3Elu/Pgjl2f+mV4rP6GzkXl9CvcmkiQdFkLoPLM/fPiwMGV1gfuViooKRo4cSVpaGlZWpszsM43t27ezfv16vvrqq1az2ZYMGzaMpKQkeb67goI5BAcHs2fPHpPfdVAwjcOHD7No0aJ/AnO2bNkiLzpvypXqDSBCCJEPIElSD2A3cMccZAWFex1RW4tkaYl9ZCQ9//IX7H/3u/aWpKBwx7Czs5MfrXt5ebWa3XHjxjFu3LhWs9eWFBQUMG/ePMU5VmgxmZmZ7S3hgcKUOcgWDc7xTYpMTKegoACot2/n4qSnqL2hQbKywnHqs1i0cGkpBYV7lTFjxrSqc3yv0aNHD5PnrCooKLQ/powg75AkaSfwfzfPJ6NsFKKgYDKW3btj1a0rolILnYwviaWgoKCgoKDQvpjykt5rkiQ9AURRPwd5tRBiU5srU1C4h6k4fpzKXy/QdWIc9oMG0TEiwuA6pgoKCgoKCgp3Dya9LSGESAQSASRJspQkaYoQ4vYX6lNQuE8pWvsFlWfO4DD+MSQbG8U5VlBQUFBQuIfQ6yBLktQFmAW4A1uAH26evwZkAoqDrKDQiJqCArCywqpbN1zfWgSShKTMNVZQUFBQULjnMPSy3XrgIeAE8DywC3gKeFwI8fgd0KagcM9QV1XFxcmTUS1MAMCya1csm9m1SUHBFA5cKOKVr4/Kx4ELbbf0/KuvvkrPnj3lLXgb+PDDDwkICMDPz49FixYBkJqaSnh4uLwWrTk8/fTTOpuFvPHGGwQEBBAaGsrmzZuNpjcWv66uDn9/fwoLCwGwtLQkODiY4OBgXnrpJZ24ZWVluLm5sXTpUrPLYQpbtmzhvffe0wkrKChg7NixJqUvKioiPDycoKAggoODTaofQ+XVx/LlyykvLzcpbnNcuXKFqKgo/Pz8CA0N5YcffjCox9z+869//UtnC/EJEyaQmppqts4zZ84QHBxMp06dMLRkbEBAANnZ2QZtNWy7fLfw7rvv4u/vj7+/P0899VR7y7mvMDTFwlsIMRBAkqS1QCHgIYQoM5BGQeGBQgiBJElY2NjgPHcetgP6t7ckhXuc8qoa/rz+MCUV1XJY6tkCfvrfR7CzsWz1/J544gl+//vfM336dDksNzeXzz//nNOnTyOEwMfHh6lTp/LZZ5+RlpbGm2++yZkzZ3jooYdMyuPkyZNUVlbSr18/AA4dOsSuXbvIzMykpKSEkJAQHnnkETp3bn5DFFPib9u2jYiICJycnID6peX0LYv19ttv05brUsfGxhIbG6sT1qNHD9zc3Pjxxx/5nZFlHrt06UJqaiqdOnWisLCQgQMHEhsbq7NZSFMMlVcfy5cv549//KPOJh7mYGVlxaeffkpQUBA5OTlERkZy5coVvXpa2n9ul4ceeojMzEyTdqG7l8jIyCA5OZmjR49iY2PD0aNH21vSfYWhEWT56iyEqAUu3mnnWJKkGEmSVhcXF1NeXk5ZWRlqtZqKigqKi4uprq4mPz8fIYS8s1BeXh5Qv9OQEIL8/Hyqq6vlHW7UajVlZWWUl5dTUlJCVVUVhYWF1NXVlOg7KwAAIABJREFUyVs6Ntho+Lx27Ro1NTUUFRWh1WopLS1Fo9Gg0WgoLS1Fq9VSVFRETU0N165da9aGSqWirq6OwsJCqqqqKCkpUcp0j5fp6smTZE/+PZdubhWtCQ2hw4AB93SZ7sd2utNlMoXJn//Mfw5dBqC6to7Jn//MpqP128su++Ecam21TvzSimpe+Xf9j1+xporJn//M7lP1dZNfpjUpT31ERkbKTmVjampqqKyspLKyEhsbGxwcHGjYWEoIIf+t0WiM5rFx40YmTpwon//6668EBwdjZWWFk5MT7u7uZGRk6E1vSvxPPvmE+Ph4o1rOnj1LQUHBbTnICQkJDB8+nH79+jFr1iwGDBhAQUEBAFOnTsXDw0Nn5LOBuLg4NmzYYNS+tbW1PFJZWlpKZWUlNTU1LdbblN27dxMcHExeXh4jR46U/wZYsWIFAQEBBAQEsG7dOoN2evbsSVBQEACenp5UV1dTWVmpN35L+09zJCcnM2jQIIKDg5k7d64cHhsbS1BQEGFhYaxcudKonQ8++ABfX1+eeuoptNrf/pc+/vhjfH19CQwMZP78+TpleOGFFwgICODll1+WwxuPLI8YMUIeqU5NTWXMmDFMmjSJgIAA5syZA9Q/ofHx8SE2Npa+ffsaHblujpycHHr06IHNzal8ISEh8nf62rFTp04sWLAAf39/XnjhBYPxDfVzc+v5nqShozY9gFpAffMoA2oa/a3Wl64tjrCwMKGgcLdRq9GIi5N/L9T//W97S1G4iwAOiSbXsEOHDunEefofP4lvMi4JIYSoqqkVT//jJ5F45LIQQoiAhTuE5/yttxw+f90uhBCi6EalePofP4kfTqqEEEJcU1fctuaLFy8Kf39/nbCPPvpIdOvWTXTp0kWsXr1aCCHEnj17RFhYmJg7d644deqUeOGFF8TWrVuN2v/d734njh8/Lp8fP35cDBw4UGg0GpGTkyO6dOkiNm7cqDe9sfinT58WkZGROmksLS1FSEiIiIyMFHv37pXD4+LiRHZ2tli4cKH48MMPjWpvjoULF4qlS5eKl156SSxdulTEx8eLpKQk+ft169aJWbNm3ZIuNzf3lnrWh1qtFgEBAaJjx47i//7v/4zG11deQ3h6eoqCggL5/OLFi6Jv376irKxMFBcXi969e4tr166ZZGvHjh3i0UcfNajH3P6zbt064eTkJIKCgkRQUJDo0qWLSElJEdeuXRMRERFCo9EIIYSYNGmS2LNnjxBCiMuX6/+PqqqqRP/+/cXVq1dle8OHDxcZGRk65e3Xr58oLy8Xv/zyi5AkSVy8eFEIIYSDg4NQq9VCCKFTB4DYsWOHqK2tFUOHDhU//vijEEIIe3v7ZvNJSUkRdnZ24sSJE0IIIa5fvy5ycnJE3759xY0bN8Tp06d18jWH69evi379+onw8HCxePFikZeXJ5dLXzsCIj09XVRVVYnevXuLK1eu6I1vqJ8bqud7jUOHDomYmJgvYmJiOotG1229UyyEEK3/LE9B4R6nTqOheP0Guj//Jyw6dsTz/75SVqhQMJt//3mI/Le1pYXO+bODPVmXfpGK6jo5rIO1Bc9FeQHgaG+jE9+5c4dW11dSUsL27du5ePEi1dXVDB06lAkTJjBq1Ci2bt3KRx99RFJSEsuWLcPe3vja3levXqVHjx7y+cCBA5k+fTqRkZG4u7szcuRIOnTQXw5j8VeuXHnLiG1ubi4uLi5kZGQwceJEzp07x+7duxkwYACenp4tqBVdHB0dUavV8mdpaanRNM7OzvKTDGN07tyZEydOcPr0aWbOnMmTTz6JtbW13vjNldfOzs7k8gAcPXqUYcOGyaOhgwYN4vjx44wePdpgOpVKxbx580hKSjKopyX9Z/LkyfII5YQJEwDYv38/Fy5cIDIyEoAbN25w4cIFRo0axRdffMHmzZsRQpCXl0deXh4uLi7N2j5y5AhRUVHY2dnh7++v0y8iIiJ47rnnGD9+vM7TD0tLS8aMGYOFhQVjxozh0KFDDBs2zGAZwsLC5Dn+Xbt2JSUlhWHDhmFvb4+Pj0+L+2PXrl05ceIEO3bsIDExkbCwME6dOmWwHW1sbOR669OnDyqVipycnGbjg/5+bk4936soO+IpKJjBjZ9+ouDjjyk/eBBAcY4VWp3Zo/pha6U7PmFnbcnskXdufvvu3bvx8PDAwcEBJycnQkJCOHr0KJs2beLTTz9l7ty5ZGZmEhUVZdJLU3Z2djqPrwHZxvfff49KpcLDw8OgDX3x1Wo1u3btYtKkSTrxG36sIyIicHV1JScnhwMHDvDdd9/h4+PDypUr+eCDD9i4sWULMkmSpHPU1tYaTaPVas12Wn19fbG2tubYsWMG4zVXXnMRN6c9mINWq2XSpEksXbqUvn37GtTT0v7THGPHjiUzM5PMzEzOnz/P888/T2pqKjt37iQ9PZ3MzEx8fHyoq/vtRrPp9bqh7RpoXP4dO3Ywe/ZsDhw4wKhRo/TqaEjf2E7T6TAOTV7Ybkk966NDhw7ExcXx5ZdfEhYWxv79+w3ab3yTJUkSdXV1BuM318+N1fP9guIgKygYQQhB1c0fmy5jxuC9NRn7m3fgCgqtTUcbKz5/NoyJwW7y8Y8/hrXJC3r6aBj5q6yspKKigiNHjtCnTx/i4uJYvHgxubm5eHt7s2/fPtasWWPUnp+fn84KFoA8X3vv3r0UFxfrzAlesGABCxYsMCn+unXrmDJlis4Pf8N8coDs7Gzy8vLw8PDg7bff5vz582RlZTF79mxef/11pkyZ0oIaahlnz57Fz8/PaLwrV67I5VWpVJw6dQp3d3f5+6b1o6+8xujSpQvFxcXyeWhoKGlpaWg0GkpKSsjIyCAwMFBveiEE06ZN45lnniE6Otqonpb2n6YMHjyYffv2kZtbP28/JycHlUqFWq3GycmJjh07cvLkyVtuKrp37y6naShveno6Wq2WU6dOcenSJblcly5dYvjw4bzzzjs684Nra2vZs2cPdXV17N69m4iICKDeCW4od1ZWlkH94eHhpKWlUV5eTlZW1i03MwkJCSa9UHjx4kXOnTsHQEVFBdnZ2bi7u5vdjubGN1bP9wuG1kG2FULon22voPCAUPDRMq7/+994b03G2tkZ20ajJAoKbcHD3t152Lv7Hclr1qxZJCYmUlhYSK9evVi1ahWxsbGMHTuWoKAgLCwseP755/H19ZXTBAQEMH/+fCIiInj77beN5jFhwgRSUlJ0HtXPmDGD8+fPY21tzYYNG3RG4JqbhtBcfCEEa9asYffu3Tpxs7KymDFjBra2tlhaWrJ27doWr9RgDtnZ2cTFxcmOUlpaGkuWLOGxxx4DICUlhfHjxxu1c+nSJWbOnAnUO2Tvv/8+rq6u8vdN66el5Y2PjycuLg5HR0e+/fZbvLy8iI+P5+GHHwZg4cKFODs7602fnp5OYmIiZ86cYfXq1UD9aiLZ2dkG9Zjbf5ri7OzMZ599RkxMDDU1Ndjb27Nx40aio6NZvXo1QUFB+Pj4EBoaqpNu7ty5zJgxg4SEBLZt24anpyd/+tOfCAkJwc/Pjz59+gD1DvKzzz6LWq2mtraWv//977KNjh078vXXX/PKK6/wyCOPMHToUADmz59PdHQ04eHh9O7d26B+Dw8PZs6cSWhoKMHBwfTt2xdbW1v5+8uXL8t2DVFRUcH06dPRaDQIIZg6dSoDBw4EMKsdzW13Y/V8vyDpG1qXJOmIECJUkqT1Qohn77AuHcLDw4WhtQsVFNoCcXMJt6rLl7mx90e6TXlGmVKhYBRJkg4LIcIbhx0+fFi05bJidzsVFRWMHDmStLQ0rKxM2sDVJLZv38769ev56quvWs1mWzJs2DCSkpJwdHRsbykK7UxZWRmdO3emsLCQsLAwsrOz5d+X4OBg9uzZQ/fud+Ym+UHn8OHDLFq06J/AnC1btsirtRm6UtlIkjQNiJQk6YmmX4r67acVFO47hBAUfrKS2pISXN78Gza9e+P4xzv3GFZB4X7Dzs5OfrTu5eXVanbHjRvHuHHjWs1eW1JQUMC8efMU51gBgFdeeYWDN99lWbFihc7gi7nrWSu0DYYc5BeBKUBXIKbJdwJQHGSF+xJJkqir1FKn1SJqa5EslQVdFBRulzFjxrS3hHalR48exMXFtbcMhbuEtWvXtrcEBSMYWuYtDUiTJOmQEOKLO6hJQaFdUO/ahW2fPtj274/zvHlIBnatUlBQUFBQULh/McUDWC9J0kuSJH1784iXJEn/YowKCvcgtTc0qN5aTNHa+ntBxTlWUFBQUFB4cDHlbYlVgPXNT4Bngc+A59tKlILCnaL6yhWs3Nyw7GSP5//7FzZG3j5WUFBQUFBQuP8xZZgsQggxTQjx35vHDCCirYUpKLQ12tOn+fWx8ZQm1k+nt+3bF+nmnvYKCgoKCgoKDy6mOMi1kiTJC79KkuQNGN8yqBWQJClGkqTVxcXFlJeXU1ZWhlqtpqKiguLiYqqrq8nPz0cIIa8LmZeXR9r1MkL2HSetuIz8/Hyqq6vldSnVajVlZWWUl5dTUlJCVVUVhYWF1NXVoVKpZBuNP69du0ZNTQ1FRUVotVpKS0vRaDRoNBpKS0vRarUUFRVRU1PDtWvXmrWhUqmoq6ujsLCQqqoqSkpKzCoT1K99KYRQytRKZbJ96CFsnn6KTr/73X1Tpvuxne61MrUaH/aHBIf6zzbk1VdfpWfPnvJWuHL2H35IQEAAfn5+LFq0CIDU1FTCw8N59dVXzc7n6aef1tksxNLSkuDgYIKDg3nppZcMpr1y5QpRUVH4+fkRGhrKDz/8cEucuro6/P39KSwsNBj/jTfeICAggNDQUDZv3mx2OUxhy5YtvPfeezphBQUFjB071qT0ppS3Kd988w39+/dnwIABJCcnm5TP8uXLKS8vNymuuTqba19z+09qaioODg4EBwcTEBDAO++8Y5a+gIAAnU0+2orb1Xk7vPvuu/j7++Pv789TTz11x/J9IBBCGDyAR4BLQCqwF8gGRhpL15pHWFiYMJV9xWrhlZopev73qPBKzRT7itUmp1W4/ynPzBTZf3xW1JSWtrcUhfsU4JBocg07dOiQ+YYWdvntaEPS09NFRkaG8Pf3l8MuX74s+vbtK6qqqkRlZaXo06ePuHDhgnj66adFRUWFeO2110RWVpbJefzyyy8iNjZWJ8ze3t7k9CqVSmRmZgohhMjOzhZubm63xElOThbTpk0zGD8jI0OEh4eL6upqUVBQIHr16iXU6jv3GzF9+nSxd+9eo/FMKW9jKisrhZeXl1CpVCInJ0d4e3uL2tpao/l4enqKgoIC08SbqbO59jW3/6SkpIjx48cLIYSorq4W/fv3F9nZ2Sbr8/f3FxcvXjQ5fku5XZ0t5eDBg2LIkCGisrJSCCHEkSNH2jzP+5FDhw6JmJiYL2JiYjqLRtdtoyPIQog9QH/gpZvHQ0KIlLZx12+PtOtlPHv8AhV19ZufVNQJnj1+gbTrZUZSKjwwSBI1hYXUFBS0txKFB5l14+Hoxvq/a6vrz4/9u/78w371I8cWN18RsbSpP3/35tbBmqL6+Ge215+XXbstKZGRkTg5Od0SXlNTQ2VlJZWVldjY2ODg4NAwaNJ4AAWNRmM0j40bNzJx4sQWa+zZsydBQUEAeHp6Ul1dTWWl7kavn3zyCfHx8Qbj//rrrwQHB2NlZYWTkxPu7u5kZGSYrSchIYHhw4fTr18/Zs2axYABAyi4eU2ZOnUqHh4ezJ49+5Z0cXFxbNiwoVXK25gDBw7g7+9Pz5498fDwoHfv3hw/flxv/N27dxMcHExeXh4jR46U/4b6NXkDAgIICAhg3bp1raqzpf0HoLy8nKqqKnnHOX06P/jgA3x9fXnqqafQarVyeHJyMoMGDSI4OJi5c+fK4R9++CE+Pj7ExsbSt29fecQ5NjaWoKAgwsLCWLlypUkam9PZnJ3k5GSdLc7ffPNNli9fbnIeDeTk5NCjRw9sbk4NDAkJkb/TVz+dOnViwYIF+Pv788ILLxiMb6ift7R+7iVMelVfCFEphDguhDgm7tLtp5s6xw0oTrJC9bV8Sr//HgC7wEC8tyYr20Ur3L1obt681dXUf9ZW1X9Wlt4xCb169eLll1/Gw8ODXr16yRtcvPjii0RFRVFXV4cQgpkzZ5KammrUXnp6Ok13EtRqtYSGhjJ06FB+/PFHk7Xt3LmTkJAQna15s7KyuHHjxi15NI3v5+fHgQMHKC8v59KlS5w+fVqeNmMusbGxjB8/Hm9vb6Kjo/n5558B+PLLL3nrrbeaTRMeHs5PP/1kVj7NlbcpKpUKV1dX/vGPf/DNN9/g4uLS7HbdDYwePZrMzEzc3NxISUmR/87OzmbFihXs37+fffv2sXDhQvLz81uks7n2bUn/2bdvH8HBwbi5uTF16lRcXFz06szOzmbNmjUcOXKEhIQELly4AEB+fj6LFy8mNTWVzMxMLl++zH//+18uXbrE559/zuHDh/nggw+4ePGinO+qVas4duwY+/fvZ8WKFUb7SXM69dkZN24cP//8s3xz8J///Ic//OEPJtVzY0aPHs2pU6fkLbsb2txQO2o0GmJiYsjMzGTnzp3k5eUZjK+vn5tbP/cirbfnZzsz5/SlW5zjBirqBHNOX+JQpP8dVqVwN1D46aeot2+nU1QUlg4OysYfCu3PjO9/+9vSWvfc3hk0+WBpC7WVv33aO9/8vrtu/M49W11eSUkJ27dv5+LFi1RXVzN06FAmTJjAqFGj2Lp1Kx999BFJSUksW7YMe3t7o/auXr1Kjx49dMJyc3NxcXEhIyODiRMncu7cOezs7AzaUalUzJs3j6SkJJ3wlStXNjti2zT+wIEDmT59OpGRkbi7uzNy5Eg6dOhgVH9zODo6olar5c/SUuM3MM7OzgYdV2P69dEwGvviiy8CkJiYqLMzm6kcPXqUYcOG0alTJwAGDRrE8ePHGT16tNk6m2vflvSfYcOGsXXrVsrKynjkkUeYNGkSv/76a7M61Wo1UVFR2NnZ4e/vj6enJwD79+/nwoULREZGAnDjxg0uXLhAaWkpw4YNw97eHh8fHzk+wBdffMHmzZsRQpCXl0deXp7s9JqqMzAwUK+dxx9/nM2bN9O/f3+8vb3p2dP8/+OuXbty4sQJduzYQWJiImFhYZw6dcpgO9rY2Mj10KdPH1QqFTk5Oc3GB/393Nz6uRe5bxZ7Xe7rgZ1F8xcEOwuJ5b4ed1iRQntSV1VFzfXrADi/9ipe//43lg4O7axKQcEEXjsHCaX1TjHUfyaU1offIXbv3o2HhwcODg44OTkREhLC0aNH2bRpE59++ilz584lMzOTqKgok0aQ7ezsdB53A/KPaUREBK6uruTk5Bi0odVqmTRpEkuXLqVvoydAarWaXbt2MWnSJJPiN2j//vvvUalUeHi07LdBkiSdo7bW+LvrWq3W6E2AMf3N4ebmpuN4q1SqFjkrDY62OejT2Vz7trT/AHTu3JlRo0aRlpamV2dDWzRXnrFjx5KZmUlmZibnz5/n+eef12snNTWVnTt3kp6eTmZmJj4+PtTV1Zmt05CdadOmsXHjRjZu3MjUqVNNst0cHTp0IC4uji+//JKwsDD2799vsB2trX/bxkKSJHk0Xx/N9fPbqZ97CaMOsiRJe0wJa2+iunVmfaD3LU6ynYXE+kBvorp1bidlCncaIQSXZjzHlblzEUJg2bkztt592luWgoJ5yCPGznc864aRv8rKSioqKjhy5Ah9+vQhLi6OxYsXk5ubi7e3N/v27WPNmjVG7fn5+emsYNGwYgjUPw7Oy8vTcVQXLFjAggUL5HMhBNOmTeOZZ54hOjpax/a6deuYMmWKzg+/ofgNK43s3buX4uLiZqdltBVnz57Fz8/PaDxD+uHW+hk0aBAnT54kPz+fy5cvk5ubS2BgoNF8unTpQnFxsXweGhpKWloaGo2GkpISMjIyDNrRp1Nf+7a0/0D9KiWZmZl4eHjo1RkaGkp6ejparZZTp05x6dIlAAYPHsy+ffvIzc0F6ufuqlQqwsPDSUtLo7y8nKysLPkmTa1W4+TkRMeOHTl58iTHjh0zSWNTnYbsBAcHc+3aNZKTk4mNjdWxkZCQwIgRI4zmdfHiRc6dq79xrqioIDs7G3d3d7Pb0dz4t1M/9xJ6p1hIktQB6Ag4SZLUDWjwPLsAbndAm9k0OMkNc5EV5/jBRJIkuv1+Mhb2nVr0mFFB4a7gDo0Yz5o1i8TERAoLC+nVqxerVq0iNjaWsWPHEhQUhIWFBc8//zy+vr5ymoCAAObPny/PfTTGhAkTSElJkR/VZ2VlMWPGDGxtbbG0tGTt2rV07NhRjt90GkJ6ejqJiYmcOXOG1atXA7Bt2zZcXV1Zs2YNu3fvNim+m5sbM2bM4Pz581hbW7Nhw4ZWvUZkZ2cTFxcnO4hpaWksWbKExx57DICUlBTGjx9v1I4h/XBr/djY2PDee+8xdOhQAJYtW4aFCbuBxsfHExcXh6OjI99++y1eXl7Ex8fz8MMPA7Bw4UKcnfXfoOnTmZ2dbbB9zek/DXN7a2pqGDlyJOPHj0eSJL06//SnPxESEoKfnx99+tQPjDg7O/PZZ58RExNDTU0N9vb2bNy4kb59+zJz5kxCQ0MJDg6mb9++2NraEh0dzerVqwkKCsLHx4fQ0FCjddmczurqaoN2nnjiCc6cOXPLU4XLly/LbWmIiooKpk+fjkajQQjB1KlTGThwIIBZ7Whuu7ekfu5FJAOPKl4G5lDvDF/hNwdZDawRQtyx1xbDw8PFoUOHTI6fdr2MOacvsdzXQ3GOHxDqNBquLlqEw/jxdBo+vL3lKDzASJJ0WAgR3jjs8OHD4k6OVN5tVFRUMHLkSNLS0rCyar1XX7Zv38769ev56quvWs1mWzJs2DCSkpJwdHRsbykKNykrK6Nz584UFhYSFhZGdnb2HRtYeeyxx5g7d+4tc7yDg4PZs2cP3bt3vyM6HnQOHz7MokWL/gnM2bJli7yig94rlRDiY+BjSZLihRCf3AmRrUVUt87KC3kPGlZWVJ3/lSoj8xgVFBTuPHZ2dvKjdS8vr1azO27cOMaNG9dq9tqSgoICeTUQhbuHV155hYMHDwL1S53dCee4qKiIIUOGMGTIEB555JFbvs/MzGxzDQrGMXorL4T4RJKkSMCrcXwhxJdtqEtBwSiiro7SzUk4TBiPha0tXv/+GqnRPEQFBYW7hzFjxrS3hHalR48exMXFtbcMhSasXbv2jufZvXt3zp49e8fzVTAPow6yJEnrgb5AJr9tMS0AxUFWaFcqjh7l6l/+AkDXJyYqzrGCgoKCgoJCq2DKZLBwwE+0ZP0XBYU2oKa4GCtHRzqGheG5YT12D/DcTgUFBQUFBYXWx5R1kH8B7q/VnxXuWa7/5z/8+uhYea5xx/BwZaUKBQUFBQUFhVbFFAfZCTglSdJOSZK2NBxtLQxAkqQYSZJWFxcXU15eTllZGWq1moqKCoqLi6muriY/Px8hhLzsTcN+8levXkUIQX5+PtXV1fKyO2q1mrKyMsrLyykpKaGqqorCwkLq6urkrRIbbDR8Xrt2jZqaGoqKitBqtZSWlqLRaNBoNJSWlqLVaikqKqKmpoZr1641a0OlUlFXV0dhYSFVVVWUlJQoZWpBmTpGRmIdHY2Vs/N9U6b7sZ0e5DIpKCgoKNwHCCEMHsDw5g5j6VrzCAsLEwoPLqXffy+uvrW4vWUoKJgEcEg0uYYdOnTILBsH8g6IuM1xoqC8QOfvtmDevHnC2dlZ+Pv7y2GFhYUiLCxMBAYGiqCgILFp0yYhhBApKSkiLCxMzJs3z+x8nnrqKXHu3DmdMLVaLVxdXcWHH35oMK0+PY2pra0Vfn5+oqCgQG98U+y0BklJSeLdd9/VCcvPzxePPvqoSelbovMvf/mL8Pf3FyEhISaXa9myZUKj0ZgUtzlyc3PF0KFDha+vrwgJCRG7du2Sv7OwsBBBQUEiKChIxMfHCyFa1n+WLFki/Pz8hJ+fn5g0aVKLtZpDVlaWCAoKEvb29iIjI+OW75trXyFuvz71MW3aNOHh4SGEEKKmpkZ0795dzJo1q8X29Ol/UDl06JCIiYn5IiYmprNo7P8KExxUwBMYffPvjkBnU9K11qE4yA82+R+vEBcn/17UtsGFR0GhtbldB/lA3gERvj5cBP2/IPHcjufkvxf/3DY3ienp6SIjI0PHQa6qqhJlZWVCCCEKCgqEi4uLqK2tFU8//bSoqKgQr732msjKyjI5j19++UXExsbeEv7666+LCRMmGHWQ9elpTHJyspg2bZrB+KbYaUumT58u9u7dazSeuTozMjJEeHi4qK6uFgUFBaJXr15CrVYbzcfT01MUFLT8xkulUonMzEwhhBDZ2dnCzc1N/s7e3v6W+Ob2n4MHD4ohQ4aIyspKIYQQR44cabHWljB8+PBmHWR93G596mPatGnCz89PZGZmir179wp/f//bcpAVdNHnIJuy1fQLwLfA5zeD3IHNrTqMraDQBG1WFtqsLACc/r//wXP9l1g02olJQeFeZsaOGWw+X38Zra6rZsaOGST/mgzAkgNL0NZqqRW1HC84Lv+99cJWAK5rrzNjxwxSL6cCUFhReFtaIiMjcXJy0gmztramU6dOAJSWllJZWUlNTU3DgEnjwRM0Go3RPDZu3MjEiRN1ws6ePUtBQYFJWz3r09OYTz75hPj4eIPxTbFjCgkJCQwfPpx+/foxa9YsBgwYQEFBAQBTp07Fw8OD2bNn35IuLi6ODRs2tEp5G/Prr78SHByMlZUVTk5OuLu7k5GRoTf+7t27CQ4OJi8vj5EjR8p/Q/1awAEBAQQEBLBu3TqDOnv27ElQUBAAnp6eVFdXU1lZqTe+uf0nJyeHHj16YGNjA0BISIj8XWxsLEFBQYSFhbFy5W/7ljXUG8A+6Hn4AAAgAElEQVSIESNo2GTs448/xtfXl8DAQObPn2/Ujj6aa9/Wqk9DxMbGsmXLFrZs2aKzNbU+/ampqYwZM4ZJkyYREBDAnDlz9OqH+npbsGAB/v7+vPDCCy3WeT9hyhzkWcBQ6nfQQwhxDtC/B6GCwm0iamrIfellrr2zBADJykpZwk3hgeGTRz6hs3VnrC2s0dZqAZCQmNR/0h3VUVZWxsCBAwkMDGTVqlXY2Njw4osvEhUVRV1dHUIIZs6cSWpqqlFb6enptzjC8+fPZ+HChbelp4GsrCxu3Lihk4e++IbsmENsbCzjx4/H29ub6Ohofv75ZwC+/PJL3nrrrWbThIeH89NPP912eZvi5+fHgQMHKC8v59KlS5w+fVqeL98co0ePJjMzEzc3N1JSUuS/s7OzWbFiBfv372ffvn0sXLiQ/Px8k/Tu3LmTkJAQbG1tAdBqtYSGhjJ06FB+/PFHALP7z+jRozl16pS8JXXjLbZXrVrFsWPH2L9/PytWrDBYXqjfPvngwYMcP36cefPmtdhOc+3bFvXZlLCwMI4ePcrZs2cZMGCASfrT09NJSEjgl19+ISEhQa9+qL9RiYmJITMzk507d8oO/oOMKQ5ypRCiquFEkiQr6tdBVlBoVWrVaoQQSFZW9Fq+DPePl7e3JAWFNmFd9Dri+tVvGmFtYc266HXE9I0B4OqNq1TXVVNdVy3Ht7KwoqK2AoBuHbqxLnodI3qPAMDJTnf0t7Xo3LkzJ06c4NChQ3z66adUV1czatQotm7diqWlJUlJSSxbtozx48cbtXX16lV69OghnycnJzNgwAA8PT1vS08DK1euvGVETF98Q3bMwdHRka5du+Lo6Ei3bt0oLS01msbZ2VnHyTOEOToHDhzI9OnTiYyM5H/+538YOXIkHTp0MLksDRw9epRhw4bRqVMnunXrxqBBgzh+/LjRdCqVinnz5rFq1So5LDc3lyNHjrB8+XKeeeYZKioqzO4/Xbt25cSJE7zxxhucPXuWsLAwSkpKAPjiiy8ICQkhIiKCvLw8ow5dREQEzz33HP/6179kJ74ldsyhpfWpDxcXF3x8fHTCDOkPCwsjICAAqK9LQ9jY2BAZGYm1tTV9+vQxeqPwIGCKg7xXkqS/AHaSJI0B/gMkt60shQeNapWKCzGxXF+/HoAOfn5YKVuyKjyAvHvwXdk5trW0xdrCmuq6an7I/qFd9Pj6+mJtbc2xY8fYtGkTn376KXPnziUzM5OoqCiTRpDt7OzQarXy+YEDB/juu+/w8fFh5cqVfPDBB2zcuNFsPQBqtZpdu3YxaVLzI+xN4xsLNxVJknSO2tpao2m0Wi12dnZm5WOqzoY2+f7771GpVHh4eJiVD/w2BcIctFotkyZNYunSpfTt21cOd3GpXx02IiICV1dXcnJyWtR/OnToQFxcHF9++SVhYWHs37+f1NRUdu7cSXp6OpmZmfj4+FBXVwegs+xn42kpO3bsYPbs2Rw4cIBRo0YBGLTT1FZLaEl9GmLJkiX89a9/lc+N6XdwcDDZtnWjp7SSJOnYeVAxxUH+X6AAOAH8GdgG/NVgCgUFM7Hq2ZPOjz6KXaiy6YfCg82aR9cwacAkutl2Y0nUEib2n0g3224sHb70jmm4cuWKvGSdSqXi1KlTuLu7ExcXx+LFi8nNzcXb25t9+/axZs0ao/b8/Pw4f/68fP72229z/vx5srKymD17Nq+//jpTpkyRv1+wYAELFiwwqgdg3bp1TJkyRecHXl98Q3buBGfPnsXPz89oPGM6m9YPIMffu3cvxcXFJs3t7tKlC8XFxfJ5aGgoaWlpaDQaSkpKyMjIIDAwUG96IQTTpk3jmWeeITo6Wg5vWDIRIDs7m7y8PDw8PMzuPxcvXuTcuXMAVFRUkJ2djbu7O2q1GicnJzp27MjJkyd1bh4cHBzk/LNuvscihODSpUsMHz6cd955h+zsbACDdqB+S+jc3Fyj9diAufWZkJDAiBEjTLbftWtXunTpIp8b069we5iyk54d8E8hxBoASZIsb4aVt6Uwhfuf6qtXufb+B7gsfBOrbt1weeMv7S1JQaHdcbJz4q+D/8pfB9ePQzzq9Sh/G/y3Nstv1qxZJCYmUlhYSK9evVi1ahU9evRg5syZANTW1vL+++/j6uoqpwkICGD+/Pny3FBjTJgwgZSUFEaPHm2SpqbTEC5dutSsHiEEa9asYffu3SbF//nnnw2W63bJzs4mLi5OdtDS0tJYsmQJjz32GAApKSkmTUnRp7+B5qZpzJgxg/Pnz2Ntbc2GDRtMGv2Mj48nLi4OR0dHvv32W7y8vIiPj+fhhx8G6uftOjvrf+UoPT2dxMREzpw5w+rVqwHYtm0b2dnZzJgxA1tbWywtLVm7di0dG71kbWr/qaioYPr06Wg0GoQQTJ06lYEDB/LQQw+xevVqgoKC8PHxITQ0VE4zf/58oqOjCQ8Pp3fv3kC9g/zss8+iVqupra3l73//OwDR0dF67UD9qPyMGTNISEhg27ZtVFVVGWxfc+vz8uXLDB061Gg76cOY/qYY658KukjGHgFIkrSf+iXebtw87wTsEkJE3gF9AISHh4uGN1EV7h+0p09z6bk/4b7sI+wHD25vOQoKrYIkSYeFEOGNww4fPixMGdG7X6moqGDkyJGkpaVhZWXKuIxpbN++nfXr1/PVV1+1ms22ZNiwYSQlJeGoTB9TAIKDg9mzZw/du3dvbykPNIcPH2bRokX/BOZs2bKlrCHclCkWHRqcY4Cbfxtdb0uSpN6SJKVIknRakqSTkiS9fDPcUZKkHyRJOnfzs1sLyqNwj1Kn1VKWkgJAB19f+u3ZrTjHCgr3OXZ2dvKj9dZk3Lhx94xzXFBQwLx58xTnWEEmMzNTcY7vYv5/9t49rsoqbfj/3iAQBw+hHGNQUUwO6QbRSvA1UUZMISzGKX1TmynH52emg5ZjzztJ2dM06YRjjs2ojTOVPh1mTMDJIS0oICVQ0EyRClEQkJMcBPZmw16/P5A9bmUfxVBb389nf/a+173Wta51YHPt677WWpYYyK2Kouj99oqiTADaLSjXCawSQgQB9wHLFEUJpjum+VMhRCDw6eVryY+E+m3bqFj2NB3l5QByb2OJ5EdCTEwMI0aM6G81+g0PDw8SEhL6Ww2JRGIhljzrWgF8qChKz94hPsDPzRUSQlQBVZc/tyiKcoruQ0YeAh64nO3vQBawphcRktsEIQSirQ07V1eG/vKXuERE4Hg5NkwikUgkEonkZsOkgawoih3gCIwF7gYUoFgIYdXGkYqijADCgDzA67LxjBCiSlGUXlcAKIqyBFgC4OPjQ1FRkTVVSm4iBmzbhnK+Eu0LvwV7e3BxATmeEolEIpFIblJMGshCCJ2iKH8QQtwPnLClgsuL+v4JrBRCNFu6r6AQYhuwDboX6alUKluql9wENM2ejfZ8JUPDwlDsLInqkUgkEolEIuk/LAmx+ERRlEeAPcLKXa8VRXGg2zjeJYTYczn5gqIoPpe9xz6AbecuSm5ahE5H/Y63cBw5gkExMQy2YFsjiUQikUgkkpsFS9x5SXSfntehKEqzoigtiqI0myukdLuK3wJOCSFev+JWGrDo8udFQKqVOktudjo7aTlwgNbsnP7WRCK5ZdHW1FD2fx+ns7b2htazevVqvLy89EfSQvehExEREYwfPx6VSsXevXuB7pO7IiIiWL16tdX1zJs3z+CwkLy8PMaNG0dQUBDz5s0zW95cfp1OR0hICHV1dQDY29ujUqlQqVQ888wzJtvb16SlpfHqq68apNXW1jJz5kyLZVjbP7a0a9OmTbS12X6kwfnz54mKiiI4OJjw8HAOHPjPaY+99b8t86ekpIQpU6YQHBxMWFgY586ds1nf623v4sWL9cejd3V1MWzYsGuOODdFaGio/pCS/uB69b+a3ub5bYUQ4oa8gChAAMeBosuvB4GhdO9e8e3ld3dzsiZMmCAkNz+XDh0SXe3tQgghOltahE6n62eNJJIfHqBAXPUdVlBQYLWcynXJ4uTYIFG5LrmPNTQkNzdX5Ofni5CQEH1aR0eHaGlpEUIIUVtbK7y9vUVXV5eYN2+eaG9vF88++6woLi62uI4TJ06I+Ph4/bVOpxOBgYEiOztbCCFETU2NyfKW5E9PTxeLFi3SX7u6uvYqq7f2/lAsXrxYfP7552bzWds/QtjWruHDh4va2lqL819NdXW1KCoqEkIIUVZWJnx9ffX3eut/W+bPpEmT9P1w/vx5UVdXZ7O+19veRYsWieDgYFFUVCQ+//xzERISIpYtW2Zx+ZCQEHHmzBmb679erlf/25WCggIRFxf3Vlxc3EBxxfe2WQ+y0s3/VRTlt5evf6IoyiQLDO8cIYQihBgnhFBdfn0shKgXQkwXQgRefm8wJ0ty86M5c4ZzT/yChp07AbB3c7vuc+wlktuVs48vpHHPRwAIrZazjy+kKS0NgOJx4zk1NojG994DIWh87z1OjQ3iVOg9AHRevMjZxxfS8ln3fuLX62GePHkyw4YNM0hzcHDAzc0NgKamJjQaDZ2dnT3OjysdIbS2tpqtY9euXcydO1d/XVBQgIeHB1FRUUD3FmimsCT/G2+8wfLly83q0lt7rSU5OZmpU6cyevRoli1bxpgxY6i9PA4LFy7E39+/V89cQkIC7777rln51vYPWNeugwcPolKpqKysZNq0afrPAJs3byY0NJTQ0FB2Xv4+N4aXlxfjx48HYPjw4Wi1WjQajdH81s6fY8eO4eTkpO8HX19f/b7BxvTMysoiJiaGxMREQkNDWblypcn2pqenM2nSJFQqFUlJSSbbCxAfH09aWhppaWnEx8cbpI8fP54JEyawZcsWffprr71GUFAQP/vZz1Cr1fp0Y/X2pr8p+dZirf7G9DE2z93c3Fi7di0hISE89dRTNut5M2BJiMVW4H5g/uXrS8CfbphGklsKXXv3lthOI0fi98Zm3H/xi37WSCK5tQnYl469uzs4OACgODlh7+6Od/K6H1SPlpYW7rnnHsaNG8fWrVtxdHRk6dKlREVFodPpEEKwZMkSsrKyzMrKzc3lypMEz507h6enJ7NmzSIsLIytW7eaLG8uf3FxMZcuXTKoQ61WEx4eTmRkJF988YV1jbeA+Ph4Zs+eTUBAALGxsRw6dAiAt99+m5deeqnXMhEREXz55ZdmZVvbP9YyY8YMioqK8PX1JTMzU/+5rKyMzZs3c/jwYbKzs1m3bh01NZYtE8rIyCAsLAwnJyeg9/63dv6UlpYyatSoa9LN6Zmbm0tycjInTpwgOTnZaHtrampYv349WVlZFBUVUV5ezmeffWaynRMmTKCwsJCSkhLGjBmjT9+6dSvHjh3j8OHDbN68merqasrKyti+fTtHjx4lOTmZ0tJSALP1Xq2/Mfm2YI3+pvQxNs9bW1uJi4ujqKiIjIwM/Q+RWxFLFundK4QIVxSlEEAIcVFRFMcbrJfkFuBSbi6Vz61h+N924hQYyMAZM/pbJYnklmD4O2/rPysODgbXjv7+DPxpDI3vf4Di5ITo6GDg3LncmZgIwIA77zTIP8AC76ItDBw4kK+//ppTp06xZMkSHnnkEaKjo9m3bx+vv/46qamppKSk4OrqalZWVVWVgRdUrVaTmZnJ8ePHGTJkCBEREcTGxhIQENBreXP5t2zZco0nq6KiAm9vb/Lz85k7dy7ffvstzs7O19Ejhri7u9Pc3Kx/b2pqMlvG09OTqqoqs/ms7Z++orCwkClTpuifHkyaNInjx48zw8x3e3V1NatWrSI19T9Linrrf2vnjxCi1yeR5vScMGGCPhZ7yJAhRuUfPnyY0tJSJk+eDMClS5coLS0lOjraZHu9vb31dffw1ltvsXfvXoQQVFZWUllZSVlZGVFRUTg7OxMSEqKP/zVXb2/69ybf29vbpJ7Xq3+PfEv7E8DR0VHfrpEjR1JdXY2vr69NevY3lhjIWkVR7OmOJ0ZRFA9Ad0O1ug7ySut576v/BPE/OsmfewPkUY43gjvGjMElPBy7q/7QJBLJ9dFZV8+QRx/lzp/P4+L7H9zwhXqmCAoKwsHBgWPHjlFeXs7Ro0dJSkpi5cqVREVFkZKSwgMPPGBShrOzs8HjZS8vL4KCgvD39we6/wEXFxcbNQBN5W9ubuaTTz4hJSXFoEzPP/eJEyfi4+PD2bNnGTt2rK3dcA2Kohi8urq6zJZRq9UWGenW9k9f0RP2YA1qtZrExEQ2btxo4O3trf9PnTpl1fwJCAgwWNhpqZ6DBw+2WP+ZM2eya9cui/MDvPLKK9jZ2bFnT/fmXFlZWWRkZJCbm4uLiwsRERHodDr93OhNb1P1Xq2/Mfm2Yqn+xvQxhcPlJ1/Q/TdyPXr2N5aEWGwGPgI8FUX5HyAHeOWGamUjbR2d/OqdI3xUVKl/LX33CO0d5r+4JJbRfuIbLvz+NYQQDPDwwO+NzTj4+PS3WhLJbcVPtryBz7oXuGPsWHzWvcBPtrzxg9Z//vx56uvrgW7v4MmTJ7nrrrtISEhg/fr1VFRUEBAQQHZ2Ntu3bzcrLzg42MDQmThxIufOnaOhoYGOjg6+/vprA+Nv7dq1rF271qL8O3fuZMGCBQb/mBsaGmi/HP5VVlZGZWWl3tjsT0pKSggODjabz9r+sZVBgwbR0PCfZUDh4eHk5OTQ2tpKY2Mj+fn5jBs3zmh5IQSLFi1i/vz5xMbG6tON9b+180elUtHa2kpOTveOSFVVVdTX11utp7H23nfffWRnZ1NRUQHA2bNnLQpdGDJkCIMGDdJfNzc3M2zYMFxcXPjmm284duwY0N2fubm5qNVqTp48qd+Bw9p6jcnvITk52eyPVFv0/7Fj1oMshNilKMoRYDrdJ+klCCFO3XDNbGDLZ9+h6TQ0htu1XWzJ/JZnZ/ad5+DHTOuhL2nevx/3Jxbj4NnrIYgSieQWYtmyZezZs4e6ujr8/PzYunUrHh4eLFmyBOjeDur3v/89Plf8EA4NDWXNmjVMnDiRl19+2Wwdc+bMITMzU/8IfPDgwWzatIno6Gi0Wi3z58838O5eHYZgLL8Qgu3bt3Pw4EGD/MXFxTzxxBM4OTlhb2/Pjh07cHFxMdreKxcrXQ9lZWUkJCToDcScnBxeeeUVHnzwQQAyMzOZbcG+8Nb2j63tWr58OQkJCbi7u/OPf/yDESNGsHz5cu69914A1q1bh6eJ7/nc3Fz27NnD6dOn2bZtGwAff/wxZWVlRvsfrJs/77zzDk899RQNDQ04ODiwb98+q/U01l5vb2/efPNN4uLi6OzsxNXV1WpvMkBsbCzbtm1j/PjxjB07lvDwcKB74eIvf/lLwsLCCA4OZuTIkUB3qI019RqT30N5eTmRkZFW622p/KsxN89vFxRjjyoURbkDWAqMBr4G3hJCdP6AuumJiIgQBQUFZvONS86gWd1JvtN/4aE0USsGM1HzJoPuGMDxZMv3n5QY0llfT2ddHXfcfTdCp0PX0oK9FY9cJJIfE4qiHBFCRFyZduTIEXHlArIfG+3t7UybNo2cnBwGDLAkss8y9u/fzzvvvMPu3bv7TOaNZMqUKaSmpuLu7t7fqkhuI1QqFZ9++ql+hw+JdRw5coQXX3zxr8DKtLS0lp50UyEWfwci6DaOZwEbb6yK18//vW84zg52eCjdiyU8lCbucLDj8fuH97Nmty5CCCqWP8P5lb9GdHWh2NlJ41gikViFs7Oz/tF6XzJr1qxbxjiura1l1apV0jiW9DlFRUXSOL4BmPopHyyEuAdAUZS3gK9+GJVs59mv43jOvgaNcMBJ0aIRDhTbP4o47gkzv+1v9W4phFYLdnYo9vZ4rV2L4jAAxd6+v9WSSCS3KDExMf2tQr/i4eFBQkJCf6shkUgsxJQHWdvzob9CKxRFiVMUZVtDQwNtbW20tLTQ3NxMe3s7DQ0NaLVaampqEEJQVVWF0tq9D6KTojV4V1pr9LEyzc3NtLS00NbWRmNjIx0dHdTV1aHT6fRB8j379vW8X7hwgc7OTurr61Gr1TQ1NdHa2kpraytNTU2o1Wrq6+vp7OzkwoULvcqorq5Gp9NRV1dHR0cHjY2NFrXpShlVVVUIIaipqUGr1d6wNl2srOTMggWUb36Dzs5Omj09uGPs2Fu6TbfjOMk23ZxtkkgkEsmtj6kY5C6g54gbBXAG2i5/FkKIQb0WvAFYGoPMhkBorQF7J+jS/Ofd1ROelR5kSxFCUP3COlzvv49Bt1nQvURyo5ExyBKJRHLrYCwG2WiIhRDi1nue3mMEJ1+Oke3SQLL5zdsl3Sfi1W76I+6//AUOnp74rO/9JCiJRCKRSCSS2x1L9kG+9XD1NHyXmEVbVcXFDz+kNTunv1WRSCQSiUQi6VduTwP52W+7PccyrMIkQgjajhYC4BQQwOhPMhjyyMP9rJVEIgFobdLw0R+O0NqkuW5ZGRkZqFQq/cvR0ZGioiKTZT744AMCAwMZM2YM6enpQPeJWxEREaxevdpqHebNm6c/LOT8+fNERUURHBxMeHg4Bw4cMFu+N32uRKfTERISQl1dnUn5GzZsIDQ0lODgYF588UWr22EJaWlpvPrqqwZptbW1zJxp+Xaj9vb2+vF65plnzOZfvXo1Xl5e+iOBLWHTpk20tbVZnP9qTPVzb/rbMn+ulKNSqcjOzrZZ377i6vE9ffo0KpUKNzc3rgwHNZYuuUUQQtz0rwkTJghJ39Pw/vvi5N1jRVthYX+rIpHcNgAF4qrvsIKCAqvlZO06JbYs/VRk7S7uU/0qKyvF6NGjTebRaDRixIgRorq6Wpw9e1YEBASIrq4uMW/ePNHe3i6effZZUVxsuV4nTpwQ8fHx+uvq6mpRVFQkhBCirKxM+Pr62qTPlaSnp4tFixaZlF9eXi5GjRolOjo6hEajESNHjhSlpaUWt+N6Wbx4sfj8888tyuvq6mqV7NzcXJGfny9CQkIsLjN8+HBRW1trVT1XYmoce9PflvljbT/0J1OnThX5+fkWp0tuDgoKCkRcXNxbcXFxA8UV39u3pwdZYhLR2b0pyeCHHsLn5fXcYcERnRKJpO/46A9HOfVl964aXV06PvrDUU7nde+Qoe3o4h+/L+BkbhUIOPVlFf/4fQHfF3bv0tN+qYOP/nCUM8frAKz2ML/33nskJiaazJOXl0dISAheXl74+/vzk5/8hOPHjyMuL+ru+QcC0NraakoUALt27WLu3Ln6ay8vL8aPHw90nzam1WrRaIy3w5g+V/LGG2+wfPlys/I7OzvRaDRoNBocHR0ZbMO+7snJyUydOpXRo0ezbNkyxowZQ21tLQALFy7E39+fp59++ppyCQkJvPvuu1bXZwmTJ09m2LBhFuU9ePAgKpWKyspKpk2bpv8MsHnzZkJDQwkNDWXnzp0m5Vg7jrbOn6sx1f/p6elMmjQJlUpFUlKSvkxWVhYxMTEkJiYSGhrKypUrSU9PZ8GCBfo8L7zwAps2bWLXrl0G47dixQrefvttwPT4WoMxPSU3D9JA/pFRv/NvlC1YgOjowM7JiSGJiSh2chpIJDcTLfXq/xgTOkFLg7rPZO/atYtHH33UZJ7q6mp8fHz485//zAcffIC3tzdVVVUsXbqUqKgodDodQgiWLFlCVlaW2Tpzc3MxtotHRkYGYWFhODk5Wa1PD8XFxVy6dKnXOq6U7+fnx4oVK/D398fPz++6Du6Ij49n9uzZBAQEEBsby6FDhwB4++23eeml3hc5R0RE8OWXX1okX61WEx4eTmRkJF988YVNOhpjxowZFBUV4evrS2Zmpv5zWVkZmzdv5vDhw2RnZ7Nu3Tpqamosknn1OPamvy3zp7293SDEory8HOi9/2tqali/fj1ZWVkUFRVRXl7OZ599ppeVm5tLcnIyJ06cIDk5mVmzZnHo0CG9kf7hhx/y2GOPERcXx/79+/V/g/v37ycuLg4wPb6WYk5Pyc1B3535KbklcPC7C8fhwxGdnSiOjv2tjkTyo2TuqnD9Z3t7O4PrjvZONO2dCF33ta5LoGnrxDug29Pp7OZokN91sHHD8mpKSkpobW3Ve/2M0WMYLF26FIA9e/agKArR0dHs27eP119/ndTUVFJSUnB1dTVbb1VVFR4eHtekV1dXs2rVKlJTU23Sp4ctW7b06tG7Wn5jYyP79+/nzJkzaLVaIiMjmTNnDj4+PmbbcDXu7u40Nzfr35uazO+Y5OnpaWDYm6KiogJvb2/y8/OZO3cu3377Lc7OzlbraQ2FhYVMmTIFNzc3ACZNmsTx48eZMWOGyXK9jWNv+tsyf5ydnXuNl++t/w8fPkxpaSmTJ08G4NKlS5SWlhIdHQ3AhAkT9DHaQ4YMAeChhx5i7969BAYGEhAQgJeXFwBBQUHk5+fj4OBAQEAAd955pyVdaBHm9JTcHEgD+UdAy2efITQaBs2axaCYGAb9yE+0kkhuZgr+dQahM9yfXugEBR+XMfWxu69LtiXeYwBfX18DQ666uhpvb28++ugjjh49SlJSEitXriQqKoqUlBQeeOABk/KcnZ1Rqw294Gq1msTERDZu3MioUaNs0gegubmZTz75hJSUFLPyDx48iL+/vz6sIiwsjMLCQpsMZEVRDF5dXV1my6jVaouN3J72TZw4ER8fH86ePcvYsWOt1tMaen6IWIOxcexN/1OnTtk0f3rDWP/PnDmTXbt29Vqmt3CaRYsW8fzzzxMYGMjChQv16Y888ggfffQRjo6OPPywZYvXr/zRZi7dlJ6SmwP5bP02RwhB/V//ysXd/2vTl59EIvlhqS5tRtdl+Leq6xJUf3/9e7rv3r27VwN57dq1rF27Vn89adIkvvnmG2pqaigvL6eiooJx48aRkJDA+vXrqaioICAggOzsbLZv32623uDgYP0OFtD9vbRo0SLmz59PbGyszfoA7Ny5kwULFuDg4GBWfo9HU6PR0N7eznVeHCUAACAASURBVNGjRxk5cqRZ/fuKkpISgoODzebrOdURoKysjMrKSvz9/fX3r+4fWxk0aBANDQ366/DwcHJycmhtbaWxsZH8/Hx9P/eGsX42pr+t88dS7rvvPrKzs6moqADg7Nmz+tMvjaFSqbhw4QLp6enEx8fr0x966CH27dtHWlqaxUeEDx06VF+3qXRb9JT88EgP8m2KpvQMDl6e2Lm64vfHP2I3cKDRX7cSieTm4ef/b9INkZuXl4ebmxt3332tF/rqx/6Ojo68+uqrREZGApCSkoLdFWsVQkNDWbNmDRMnTuTll182W/ecOXPIzMzUP6rPzc1lz549nD59mm3btgHw8ccf4+vra5U+Qgi2b9/OwYMHDfIbkx8VFcXMmTMZP348dnZ2PPnkkwQFBZnV31LKyspISEjQG4g5OTm88sorPHj5RNLMzExmz55tVk5xcTFPPPEETk5O2Nvbs2PHDlxcXPT3ewvTWLZsGXv27KGurg4/Pz+2bt1qYPD1xvLly0lISMDd3Z1//OMfjBgxguXLl3PvvfcCsG7dOjw9jZ8nYKyfy8rKTOpvzfzpiUHuYd26dUbzenp68uabbxIXF0dnZyeurq4WeWkffvhhTp8+beDdd3d3x8fHh46ODn0fmBvfpKQknnjiCZKTkw3mc2/ptugp+WExetT0zYTFR01LAOi8eJHvZ8QwOCEB79/+v/5WRyL5USGPmr6W9vZ2pk2bRk5ODgMG9J1fZv/+/bzzzjvs3r27z2TeSKZMmUJqaqrNCwMlN4YHH3yQpKQks7HWktsTY0dNyxCL2whxOQZrwJ134v3Cbxm6ZEk/aySRSCTdMcg9j9b7klmzZt0yxnFtbe117Zoh6Xvq6+sZM2YMHh4eTJ8+vb/Vkdxk3NQGsqIocYqibGtoaKCtrY2Wlhaam5tpb2+noaEBrVZLTU0NQgj9I6eevRyrqqoQQlBTU4NWq9U/EmlubqalpYW2tjYaGxvp6Oigrq4OnU6njwHqkdHzfuHCBTo7O6mvr0etVtPU1ERrayutra00NTWhVqupr6+ns7OTCxcu9CqjuroanU5HXV0dHR0dNDY29mmbGoqK+G72HGrz8ujo6EAbGYm9x7Bbuk234zjJNt3+bZL0TkxMDCNGjOhvNfoNDw8Pi2NZJT8MQ4cOpaSkhL///e8yBFFyDTLE4jah8+JFKpY9jddv1uAsD/6QSPoNGWIhkUgktw4yxOI2pLO2lto//QkhBAPuvJPhu96VxrFEIpFIJBLJdSIN5FuYlk8/pX77DjTffgsY34NRIpFIJBKJRGI5cpu3WwzR0UFHxXmcAkYy5Oc/xzUqCkc/v/5WSyKRSCQSieS2QXqQbzEqn/9vzi1ejK6tDUVRpHEskdxmvL3mGf7w8znXvN5e84zNMjMyMlCpVPqXo6Njr8f3XskHH3xAYGAgY8aMIT09HYCsrCwiIiJYvXq11TrMmzfP4LAQY6xevRovLy/9kcA9bNiwgdDQUIKDg3nxxRevKafT6QgJCaGuro7z588TFRVFcHAw4eHhHDhwQJ8vLy+PcePGERQUxLx580y211bS0tJ49dVXDdJqa2uZOXPmdcntoaWlBV9fXzZu3AjYNr4AmzZtoq2tzWY9TPWzvb29Xp9nnumeu9bOn6ysLAYPHoxKpSI0NJT/+Z//sVnXESNGUFdXZ1He06dPo1KpcHNzQ65/+hEjhLjpXxMmTBA/dnQ6nRBCiPaTJ0VTRkY/ayORSIwBFIirvsMKCgosLn9g+xaRMv8hsXHebP0rZf5D4sCOP/WJfpWVlWL06NEm82g0GjFixAhRXV0tzp49KwICAkRXV5eYN2+eaG9vF88++6woLi62uM4TJ06I+Ph4i/Lm5uaK/Px8ERISok8rLy8Xo0aNEh0dHUKj0YiRI0eK0tJSg3Lp6eli0aJFQgghqqurRVFRkRBCiLKyMuHr6yuE6P4eDQwMFNnZ2UIIIWpqaky2t69ZvHix+Pzzz69bznPPPSfmzJkjNmzYcM09S8a3h+HDh4va2lqb9TDWz0II4erqek1+a+dPZmammD17thBCCK1WKwIDA0VZWZlNutrS1qlTp4r8/Hyb6pPcOhQUFIi4uLi34uLiBoorvrelB/kmR3R2Urn2eereeAOAO4KCGPTTn/azVhKJ5Hp4/8XfcCKr+/S3rs5O3n/xN5zMzgQgIu5hui7vad5DV1cXXiNHA9DW3MT7L/6G74/kAdDaeNGqut977z0SExNN5snLyyMkJAQvLy/8/f35yU9+wvHjx/XH1ff8AwFobW01W+euXbuYO3euRfpNnjyZYcOGXZPe2dmJRqNBo9Hg6OjI4MGDDe6/8cYbLF++HAAvLy/Gjx8PwPDhw9FqtWg0GgoKCvDw8CAqKgro3nrNVHuNkZyczNSpUxk9ejTLli1jzJgx1NbWArBw4UL8/f15+umnrymXkJDAu+++a1E/GKOkpITa2lqM7YpiyfgePHgQlUpFZWUl06ZN038G2Lx5M6GhoYSGhrJz506Tcoz1szFsnT8AbW1tdHR04OTkBEB6ejqTJk1CpVKRlJSkz5eVlUVMTAyJiYmEhoaycuVKAznff/894eHhfHt57Y4xOcboLX96ejoLFizQ53nhhRfYtGmTRe2S3LxIA/kmRxkwAOwUsLPvb1UkEskPgOuQO3EdcifK5b95O/sBuA65kztc3fpE/q5du3j00UdN5qmursbHx4c///nPfPDBB3h7e1NVVcXSpUuJiopCp9MhhGDJkiVkZWWZrTM3N9eoQWcJfn5+rFixAn9/f/z8/K45cKO4uJhLly71WkdGRgZhYWE4OTlx7tw5PD09mTVrFmFhYWzdutVke00RHx/P7NmzCQgIIDY2lkOHDgHw9ttv89JLL/VaJiIigi+//NLWbgBgzZo1Jo9btmR8Z8yYQVFREb6+vmRmZuo/l5WVsXnzZg4fPkx2djbr1q2jpqbGIr2u7GcAtVpNeHg4kZGRfPHFFwA2zZ/s7GxUKhW+vr4sXLgQb29vampqWL9+PVlZWRQVFVFeXs5nn32mL5Obm0tycjInTpwgOTlZn15RUcG8efP4+9//TmBgoFk5V2Ms/6xZszh06JDe2P/www957LHHLOo3yc2LXKR3EyKE4OLu3QycNg0HX198Xn5Z7lAhkdxG/Hzdf+JT7QcMMLh2cLqD//u7TexY/iRdui7s7O14/NU/4jrkTgBcBg02yN+TbgklJSW0trbqvX7G6PHuLV26FIA9e/agKArR0dHs27eP119/ndTUVFJSUnB1dTVbb1VVld5bawuNjY3s37+fM2fOoNVqiYyMZM6cOfj4+ACwZcuWXj221dXVrFq1itTUVKDbaMvMzOT48eMMGTKEiIgIYmNjjbbXFO7u7jQ3N+vfm5qazLbD09PTrOFtivT0dMaMGcPw4cN7vW/p+BqjsLCQKVOm4ObW/WNs0qRJHD9+3OwRzFf3M3Qbo97e3uTn5zN37ly+/fZbm+bPlClT2LdvHy0tLUyfPp3ExETKysooLS1l8uTJAFy6dInS0lKio6MBmDBhgj6GfciQIXpZDz30ELNnz+aee+4B4PDhwyblXI2p/A899BB79+4lMDCQgIAAvLy8TLZLcvMjDeSbkM6aGmpfT6Gzrg7PFSukcSyR/Mhwu9Od0Aemc+zgvwl5YIZVRrApLPEuAvj6+hoYctXV1Xh7e/PRRx9x9OhRkpKSWLlyJVFRUaSkpPDAAw+YlOfs7IxarbZZ74MHD+Lv768PqwgLC6OwsBAfHx+am5v55JNPSElJMSijVqtJTExk48aNjBo1CugOCQgKCsLf3x/oNqSKi4uNttcUiqIYvK4Oi+kNtVqNs7OzVW2/kry8PP75z3+SmppKXV0ddnZ2+Pj46B/vWzq+xuj5oWANvfUzoO+/iRMn4uPjw9mzZzl16pRN8wdg4MCBREdHk5OTg5+fHzNnzmTXrl295r06/KaHbdu28eyzz/LVV18xadIkAJNyevvfayz/okWLeP755wkMDGThwoVm2yO5+ZEhFjcRHWVlADh4eTHiww/xeMb2VesSieTW5r5HHsNvbAj3P9J3j2p3797dqwG1du1a1q5dq7+eNGkS33zzDTU1NZSXl1NRUcG4ceNISEhg/fr1VFRUEBAQQHZ2Ntu3bzdbb3BwsEU7WBijxxOp0Whob2/n6NGjjBw5EoCdO3eyYMECHBwc9PmFECxatIj58+cTGxurT584cSLnzp2joaGBjo4Ovv76awICAoy2t68pKSkhODjY5vIvv/wy3333HcXFxTz99NM899xzBrGvxsbXGIMGDaKhoUF/HR4eTk5ODq2trTQ2NpKfn2+yH4z1c8+x7QBlZWVUVlbi7+9v8/yB7l1KioqK8Pf357777iM7O5uKigoAzp49qz8G3hQTJkzgL3/5C7/4xS/QaDRm5QwdOlR/DzCZX6VSceHCBdLT04mPj7eoTZKbG2kg3yRcys7h+wdn03I5HsspYKT0HEskP2Lc7nTn58mv9pn3OC8vDzc3N+6+++5r7lVVVRl4UB0dHXn11VeJjIwkOjqalJQU7Ozs9N9JoaGh5OXlMXHiRB5++GGzdc+ZM4fMzEyL9Fy2bBn3338/p0+fxs/Pj7S0NKKiopg5cybjx49nwoQJPPnkkwQFBSGEYPv27fzqV78ykJGbm8uePXvYtm2bfquxyspKBg8ezKZNm4iOjiYsLIzHHnuMsWPHGm2vtZSVlaFSqXjhhRd4//33UalUfPzxx/r7mZmZzJ4922q5lmBqfI2xfPlyEhISiIqKorq6mhEjRrB8+XLuvfdeoqKiWLduHZ6enkbLG+vn4uJiVCoV48aNY+7cuezYsQMXFxeb5k9PDPK4ceMIDAxk9uzZeHp68uabbxIXF8c999zDz3/+c4sX+91///3ExMTw29/+1qycpKQk1qxZo2+XufwPP/wwUVFR1/WUQHITISzYZq2/XkAcsG3kyJGitbVVNDc3i6amJtHW1ibq6+tFR0eHuHDhgtDpdKKyslIIIcT58+eFEN1b3eh0OnHhwgXR0dEh6uvrRVtbm2hqahLNzc2itbVVXLx4UWg0GlFbWyu6urpEVVWVgYye9+rqaqHVakVdXZ1ob28XjY2N4tKlS+LSpUuisbFRtLe3i7q6OqHVakV1dXWvMqqqqkRXV5eora0VGo1GXLx4UbS2toqmpibR1NQkWpuaxNmNG4W6sfGWb9PtOE6yTbJNlraJ69zm7Xakra1N3HvvvUKr1fap3I8//lg89thjfSrzRhIVFSXq6+v7Ww3JDWLWrFniwIED/a2GxEqMbfOmCBtijn5oIiIixO24WXfLZ5nU//Ut/HfswO6OO/pbHYlE0gcoinJECBFxZdqRI0fE9ezicDtw4MABAgMDGTFiRH+r0i/U1taSm5tLQkJCf6si6WPq6+u5//77uf/++/nb3/4mn/7eYhw5coQXX3zxr8DKtLS0lp50uUivH1EG2CO0WrqamqWBLJFIbmtiYmL6W4V+xcPDQxrHtylDhw6lpKSkv9WQ9DEyBvkHRl1SQnPGJwC4/Z//w4j//V8cvIzHeEn+w1dVXzE3dS517XUGnyUSiUQikUj6Emkg/8DUpmyiZsMGREcHAIoNC0F+jHxV9RXLPl3GxfOlHE2czfOp/8WZpjP8+dif+1s1iUQikUgktxnSOvsB6GpqoqulO6zFZ/1LjPjf3SiOjv2s1a3F7776HVqdloRsLXeVNjPn83a6RBeflH3S36pJJBKJRCK5zZAxyDcYnUbDmZ/Nw3ncOO7auIEBw4b1t0q3JK/8thQue90BZhYKZhZ2Ihwvgu374kskEolEIpFcg/Qg32DsnJwY+uQvcV/4eH+rcktzafcGvgwZgObyTzrNAMgJsWffa3H9q5hE0sdc+ONRLn70HV3NHeYzW0FeXh7jxo0jKCiIefPm2ZQ/KyuLiIgIVq9ebXX98+bN0x8Wcv78eaKioggODiY8PJwDBw6YLb9hwwZCQ0MJDg7mxRdfvOa+TqcjJCSEurr/rEtoaWnB19eXjRs3At27DURERDB+/HhUKhV79+61uh2WkJaWxquvvmqQVltby8yZMy0qn5GRod9XWKVS4ejoSFFRkcky//3f/01oaCjh4eEWt2vTpk20tbVZlLc3TI2jvb29Xv9nLh96Zev8mTFjBtOmTdNfnz59GpVKhZubG1fvcNVzTLZEct2IG7yXcV+8JkyYcCO2vrthaGtrxdknfiHaCgv7W5XbhoS9CeKPjwaLE2PHiqKQseLE2LEi5dEgMeV/p/S3ahKJAVznPsjla74Q5c9ni/L/zhENe74VnU2a69ZJp9OJwMBAkZ2dLYQQoqamxqb88+bNE+3t7eLZZ58VxcXFFtd/4sQJER8fr7+urq4WRUVFQgghysrKhK+vr8ny5eXlYtSoUaKjo0NoNBoxcuRIUVpaapAnPT1dLFq0yCDtueeeE3PmzBEbNmwQQgjR0dEhWlpahBBC1NbWCm9vb9HV1WVxO66XxYsXi88//9yqMpWVlWL06NEm8+Tn54uIiAih1WpFbW2t8PPzE83NzWZlDx8+XNTW1lqlz5WYGkdXV9dr8tsyf1pbW8WIESNEYGCgfux6mDp1qsjPzzdI661eicQUxvZBlh7kG4Di5ERnbS1aC46+lFjG9p9uJ1jx5YsJd9Cw+TlKpwXi0e7Axqkb+1s1icRqav5ynNaCCwCILl33dWHNfzJ0CejU0VpQTdVrX1H5P3m0ftV90l1Xq5aavxyn/WR993WLeU9zQUEBHh4eREVFAd1bjtmSX1zeN7/nHwhg0Qlmu3btYu7cufprLy8vxo8fD8Dw4cPRarVoNBqTMjo7O9FoNGg0GhwdHRk8eLDB/TfeeIPly5frr0tKSqitreXK/acdHBz0HsampiY0Gg2dnZ1m9b+a5ORkpk6dyujRo1m2bBljxoyhtrYWgIULF+Lv78/TTz99TbmEhATeffddq+p67733SExMNJnn+++/R6VSMWDAAIYNG8Zdd91Ffn6+0fwHDx7Unw43bdo0/WeAzZs3ExoaSmhoKDt37jRZr7XjaMv8ycrKIjIyksjISD777DOTeXtkP/XUU4SGhrJixQp9enx8vP4kxi1btujT3dzcWLt2LSEhITz11FMApKenGxzh/cILL7Bp0yazdUtuL6SB3EfoOjpo2LULodNhP3AgI/d+xKArzqaXXB/DnIcxY/cB/uvdQqZFP0Hc1jQW7D3GJJ9J/a2aRHLj6BLQKdC1dNCSc95mMefOncPT05NZs2YRFhbG1q1bbcq/dOlSoqKi0Ol0CCFYsmQJWVlZZuvPzc3F2EEpGRkZhIWF4eTkZLS8n58fK1aswN/fHz8/P1atWoW7u7v+fnFxMZcuXTKoY82aNaxbt+4aWS0tLdxzzz2MGzeOrVu34mjjgun4+Hhmz55NQEAAsbGxHDp0CIC3336bl156qdcyERERfPnll1bVs2vXLh591PRCi+DgYPLy8mhra+PcuXOcOnWKahMOmhkzZlBUVISvry+ZmZn6z2VlZWzevJnDhw+TnZ3NunXrqKmpMSrnSq4eR7VaTXh4OJGRkXzxxReAbfMnIyOD6dOnEx0dTUZGhlk92traSExM5Pjx4xw5coTs7GwAtm7dyrFjxzh8+DCbN2/W909raytxcXEUFRWRkZFBZWUls2bN4tChQ3rj/cMPP+Sxxx6zqB8ktw9ykV4fcenTT7mw/mUcR4zALTISxd6+v1WSSCQ3KZ6/Gqf/rNjbGVwbYK+AouAa4cWg6f7dSa4OBvntB5o38NRqNZmZmRw/fpwhQ4YQERFBbGwsAQEBVuWPjo5m3759vP7666SmppKSkoKrq6vZ+quqqnr1WldXV7Nq1SpSU1NNlm9sbGT//v2cOXMGrVZLZGQkc+bMwcfHB4AtW7YYeGzT09MZM2YMw4cPv0bWwIED+frrrzl16hRLlizhkUcewcHBwWwbrsbd3Z3m5mb9e1NTk9kynp6eVFVVWVxHSUkJra2tei+tMe655x4WL17M5MmTueuuu5g2bRp32HD4VGFhIVOmTNF72SdNmsTx48eZMWOGyXK9jWNFRQXe3t7k5+czd+5cvv32W5vmT0ZGBqtWrWLAgAG9xp5fjb29PTExMdjZ2RETE0NBQQFTpkzhrbfeYu/evQghqKyspLKyEm9vbxwdHZk8eTIAI0eOpLq6Gl9fXx566CH27t1LYGAgAQEBeHl5ma1bcnshDeTrQAhBZ00tDl6eDIyNZcRdd+E8zsg/OolEIrGUqwxjS4xgU3h5eREUFIS/f7eRPWHCBIqLi40ayMbyHzt2jKNHj5KUlMTKlSuJiooiJSWFBx54wGT9zs7OqNVqgzS1Wk1iYiIbN25k1KhRJssfPHgQf39/fVhFWFgYhYWF+Pj40NzczCeffEJKSoo+f15eHv/85z9JTU2lrq4OOzs7fHx8DB6bBwUF4eDgwLFjx4iIiLimTnMoimLw6urqMltGrVbj7OxscR2WeI97SEpKIikpCYD77rtPP3bW0BP2YA3GxtHb2xuAiRMn4uPjw9mzZzl16pRV8+fs2bOcOXOGn/70pwCUl5fz3XffMXr0aACLjnRWFIWsrCwyMjLIzc3FxcWFiIgIdDodgMGPI0VR9OmLFi3i+eefJzAwkIULF1rdL5JbHxlicR3UvbGFM3Pn0llfj6Io0jiWSCTXjYOPK64TvfFZM5E7E0Zft3EM3UbKuXPnaGhooKOjg6+//trAOF67di1r1641mz8hIYH169dTUVFBQEAA2dnZbN++3Wz9wcHB+h0soNsQW7RoEfPnzye2l1C0q/Xp8URqNBra29s5evQoI0eOBGDnzp0sWLDAwNB5+eWX+e677yguLubpp5/mueeeY8GCBZw/f576+u7Y7erqak6ePMldd91lRU9eHyUlJQQHB1ucf/fu3b0ayFf3D6Bv1+eff05DQ4PRkJYrGTRoEA0NDfrr8PBwcnJyaG1tpbGxkfz8fMaZ+L9mbBwbGhpob28HoKysjMrKSvz9/a2ePxkZGTz55JMUFxdTXFzM0qVL+fe//62/P3ToUCoqKgzKdHV18emnn6LT6Th48CATJ06kubmZYcOG4eLiwjfffMOxY8fM9o1KpeLChQukp6cTHx9vNr/k9uOmNpAVRYlTFGVbQ0MDbW1ttLS00NzcTHt7Ow0NDWi1WmpqahBC6B9b9Sw0qKqqQghBTU0NWq1W/wfb3NxMS0sLbW1tNDY20tHRQV1dHTqdTh+T1COj5/3ChQt0dnZSX1+PWq2mqamJ1tZWHKY9gMu8n6G94w7q6+vp7OzkwoULvcqorq5Gp9NRV1dHR0cHjY2NN2WbWltbaWpqQq1WyzbJNsk22dCm68VrRXifGcY9DB48mE2bNhEdHU1YWBiPPfYYY8eO1d+vqqoyePRvLH+Pxy40NJS8vDwmTpzIww8/bLb+OXPmkJmZqb/Ozc1lz549bNu2Tb8VWE9f9qZPVFQUM2fO1C+yevLJJwkKCkIIwfbt2/nVr35lUT+cO3eOBx54gHvuuYfo6Gh+//vf68M0+oKysjJUKhUvvPAC77//PiqVio8//lh/PzMzk9mzZ1skKy8vDzc3N+6+++5r7l3dPwBPPPEEwcHBPPPMM7z77rsWeVeXL19OQkICUVFRVFdXM2LECJYvX869995LVFQU69atw9PT02h5Y+NYXFyMSqVi3LhxzJ07lx07duDi4mL1/MnIyDDY3m369OkGBnJSUhJr1qwxmD8uLi689957jBs3Th8DHRsbi06nY/z48bz00kuEh4eb7RuAhx9+mKioKKu8/pLbB8WWRyo/NBEREeLqvQ77AyEEDTv/RtfFi3iuSupvdSQSyU2IoihHhBAGz+yPHDkiLPHo3a60t7czbdo0cnJyGDCg7yL79u/fzzvvvMPu3bv7TOaNZMqUKaSmphosMJTcvDz44IMkJSWZjcGW3NocOXKEF1988a/AyrS0tJae9Jvag3yzoSgK2opyOs6eRVgQbyaRSCSS7hjknkfrfcmsWbNuGeO4trb2mt03JDcn9fX1jBkzBg8PD6ZPn97f6kj6CblIzwIu5ebi6OeH4/DheK1dCwMGWPT4SiKRSCTdxMTE9LcK/YqHhwcJCQn9rYbEAoYOHUpJSUl/qyHpZ6QH2Qxdl1qpXLWa2j/9CQDFwUEaxxKJRCKRSCS3MdKDbITOhgYGuLtj7+bKT3bswGlU79shSSQSiUQikUhuL6QHuRfUp0/z/U9n0rTvXwA4h4ZgJ1exSiQSiUQikfwokAZyLziNGsXguXNxCVP1tyoSiUQikUgkkh8YaSBfRn36NOX/3zJ0ra0oAwbg/d/P4/ADbiAvkUgkvdHS0sK+ffv485//fF1y8vLyGDduHEFBQcybN8/iun19fdm4cSMAWVlZREREsHr1aqvrnzdvnsFhIcZYvXo1Xl5ehIaG6tPOnz9PVFQUwcHBhIeHc+DAgWvK6XQ6QkJCqKurMyoHYMOGDYSGhhIcHGxwdLGx/LaQlpbGq6++apBWW1vLzJkzr0tufX09ERERjB8/HpVKxd69ew3uXz1e5ti0aRNtbW0262NqXOzt7fV7Iz/zzDOAbfOnpKSEKVOmEBwcTFhYGOfOnbNJ157js62ht3G8ktDQUMrKymzSxxoWL16sPza9q6uLYcOGGRytPmPGDIP9oiV9gzSQL9PV2IT65Ek6Ks73tyoSiUSiN4z/+Mc/UlhYqD+kxBaEEDz++ONs3bqVU6dO8afLi47N8fLLLxucyPbmm2+Sk5ODnZ0dp0+ftrj+b775Bo1Goz8i2BQPP/ww//rXvwzSBgwYwJ/+9CdOnjzJRx99xOLFi68p9/HHHzNx4kSGDRtmVE5FRQV/+ctfKCwspKioiL///e+cOXPGaH5biY+P5ze/+Y1BmoeHB76+vnzxhJIpegAAIABJREFUxRc2yx00aBBZWVkcO3aMgwcP8l//9V/6o5Hh2vEyx/UayKbGxdnZmaKiIoqKiti8eTNg2/x5/PHH+d3vfsfJkyf517/+haurq836Wktv49hfuLm5cezYMXJzc/XHeAO0tbXx/fffc/78eS5dutSPGt5+3DADWVGUvyqKUqMoyokr0twVRTmgKMq3l9/vvFH1W0LnxYu0XD7dyfXeSYz6JIM77h7TnypJJJIfATt37qSwsBDo9gjt3LlTf/xtQ0MDGzduJCUlhcLCQjo7O+m6Yt/11tZWdu7cqTcwWlparq3gKgoKCvDw8CAqKgroNtbMUVJSQm1trYHB1XOwlBBC/7m1tdWsrF27djF37lyz+QAmT56sN3J78PLyYvz48QAMHz4crVaLRqMxyPPGG2+wfPlyk3IAOjs70Wg0aDQaHB0dGTx4sMn8vZGcnMzUqVMZPXo0y5YtY8yYMdTW1gKwcOFC/P39DTx8PSQkJPDuu+9aVEdvODg46D2hTU1NaDQaOjs7gd7HyxgHDx7Unz43bdo0g5PoNm/eTGhoKKGhoezcudOkHEvG5UqsnT/Hjh3DyclJP299fX0ZOnQo0G289pysuGXLFsD0uAgheOqppwgNDWXFihX6OrKysoiJiSExMZHQ0FBWrlwJGB/H1157jaCgIH72s5+hVqv16Rs2bGDs2LHEx8czatQovWc5PT2dSZMmoVKpSEqy/YCx+Ph40tLSSEtLMzj6Oisri8jISCIjI/nss89sli+5lhvpQf4bEHtV2m+AT4UQgcCnl6/7jZo//IHK1c/S1dQEgJ1j3x3tKpFIJLbw0UcfcenSJXQ6nYFhfD2cO3cOT09PZs2aRVhYGFu3bjVbZs2aNaxbt84gbenSpURFRaHT6RBCsGTJErKysszKys3NtcqzaYqMjAzCwsJwcnLSpxUXF3Pp0iWzdfj5+bFixQr8/f3x8/O7roM74uPjmT17NgEBAcTGxnLo0CEA3n77bV566aVey0RERPDll1/aVF8PLS0t3HPPPYwbN46tW7fiePn/Vm/jZYwZM2ZQVFSEr68vmZmZ+s9lZWVs3ryZw4cPk52dzbp166ipqbFI5tXjolar9Uc993jNrZ0/paWljBo1qtd7W7du5dixYxw+fJjNmzfrn7AYG5e2tjYSExM5fvw4R44cITs7Wy8rNzeX5ORkTpw4QXJyMtD7OJaVlbF9+3aOHj1KcnIypaWlQPff11/+8heOHDnCa6+9pn8qUVNTw/r168nKyqKoqIjy8nKbjdgJEyZQWFhISUkJY8b8x5GXkZHB9OnTiY6OJiMjwybZkt65Ydu8CSG+UBRlxFXJDwEPXP78dyALWHOjdOgN0dmJTq3G3s0Nz1WrcJ8/H/vLHgSJRCL5IXjiiSf0n+3t7Q2u582bx+eff05RURFCiGuMZFdXV4P8AwcONFufWq0mMzOT48ePM2TIECIiIoiNjSUgoPftK9PT0xkzZow+7rGH6Oho9u3bx+uvv05qaiopKSkWPfKuqqqyyGttjurqalatWkVqaqpB+pYtW3r12F5NY2Mj+/fv58yZM2i1WiIjI5kzZw4+Pj5W6+Lu7k5zc7P+vemyo8UUnp6eVFVVWV3XlQwcOJCvv/6aU6dOsWTJEh555BH+/e9/9zpe1lJYWMiUKVP0XupJkyZx/Phxs0ct9zYuFRUVeHt7k5+fz9y5c/n222+tnj9CCKPnDrz11lvs3bsXIQSVlZV6D7ixcbG3tycmJgY7OztiYmIoKChgypQpQLfx2RN7PmTIEKP6HD16lKioKJydnQkJCdH395EjR5gyZQqurq6MHTtWn3748GFKS0uZPHkyAJcuXaK0tJTo6GiT/WkMb2/va2KpMzIyWLVqFQMGDDCIqZdcPz/0PsheQogqACFElaIonsYyKoqyBFgC4OPjQ1FR0fXXLgQOr7yCcHCk89nV0POH1xeyJRKJpA8YOHAgc+bMYerUqSYNZWvw8vIiKCgIf39/oNsgKC4uNmog5+Xl8c9//pPU1FTq6uqws7PDx8cHFxcXjh49SlJSEitXriQqKoqUlBQeeOABk/U7OzsbPI62BbVaTWJiIhs3bjTwKjY3N/PJJ5+QkpJiVsbBgwfx9/fXh1WEhYVRWFhok4GsKIrBy5LxUavVOPfRlqFBQUE4ODhw7Ngxo+O1YMECq2T2hD1Yg7Fx6YmTnThxIj4+Ppw9e5ZTp05ZNX8CAgJ6XdiZlZVFRkYGubm5uLi4EBERoY/FtnRcrjS8B1voJOuR2cOVISPGmDlzJrt27bJIvjleeeUV7Ozs2LNnDwBnz57lzJkz/PSnPwWgvLyc7777zqJYf4l5btqDQoQQ24BtABEREUKl6pst1y4+koidqwuDw8L6RJ5EIpHcCK42lCsqKmyWNXHiRM6dO0dDQwNubm58/fXXBsbx2rVrAfjd734HdC/2evnll4HuuE43NzcWLFiAEIK5c+dSUFBAQEAAO3bs4Fe/+pVZAzk4OJjvvvuOESNG2KS/EIJFixYxf/58YmMNI/d27tzJggULcHBwMCunx6Op0WjQ6XQcPXrU4rCEvqCkpITg4GCby58/f5477riDoUOHUl1dzcmTJ7nrrruMjpc5Bg0aRENDgz72Ojw8nDVr1tDa2opWqyU/P99kOI6xcWloaMDZ2RlnZ2fKysqorKzE39+fu+++26r5o1KpaG1tJScnh6ioKKqqqnB0dKS5uZlhw4bh4uLCN998o4/fN0VXVxeffvop06dP5+DBgyZ3pzBGeHg4v/nNb1Cr1ZSWlup31IiIiGDNmjW0tbVx7tw5zp49C8B9993H008/TUVFBX5+fpw9exYnJyf9j4fk5GSysrIsClOCa73bGRkZPPnkk/pFtytWrODf//63RU9TJOb5oQ3kC4qi+Fz2HvsAlgU3XQc6tZqa115j4MxYXO+dxJ2P/vxGVymRSCR9Ro+hfD0MHjyYTZs2ER0djVarZf78+YwdO1Z/39LH/j3es9DQUNasWcPEiRP1hpkp5syZQ2ZmptlH9QDLli1jz5491NXV4efnx9atW3F3d2fPnj2cPn2abdu2Ad27Vvj4+LB9+3YOHjxokZz4+HhmzpzJ+PHjsbOz48knnyQoKMhkfmsoKysjISGBhoYG2tvbycnJ4ZVXXuHBBx8EIDMzk9mzZ1sl80rOnTvHkiVLgG6D7/e//71N3u8eli9fTkJCAu7u7vzjH/9gxIgRLF++nHvvvReAdevW4elp9EEvubm5vY5LWVkZTzzxBE5OTtjb27Njxw5cXFz05ayZP++88w5PPfUUDQ0NODg4sG/fPmJjY9m2bRvjx49n7NixhIeHm22ri4sL7733Hr/+9a+ZPn06kZGRRvOaGsdf/vKXhIWFERwczMiRIwHw9/dnyZIlhIeHo1KpGDVqFE5OTnh6evLmm28SFxdHZ2cnrq6uBt7k8vJyk3qYIyMjg8cee0x/PX36dLZt2yYN5D5CseWRisXCu2OQ9wkhQi9fbwDqhRCvKoryG8BdCPGcOTkRERGioKDA6vq1NTXUbn6DprQ0PJYtY9ivllgtQyKRSKxBUZQjQoiIK9OOHDki+mqR2q1Ie3s706ZNIycnhwED+s4vs3//ft555x12797dZzJvJFOmTCE1NdXmhYGSm5eWlhYGDhxIXV0dEyZMoKyszGj8dA8qlYpPP/1UvzOHpH84cuQIL7744l+BlWlpafptgW6YB1lRlP+le0HeMEVRKoB1wKvAB4qi/BI4B/zsRtStvVBD1fPP01ZQgNDpQKuVxrFEIpH0E87Ozqxfv56Kigqbwyx6Y9asWcyaNavP5N1Iamtrr2vXDMnNza9//Wu++uoroHurPHPGMdA3a6skN4wbuYvFY0ZuTb9RdWpraqjb+iZN//wnQqu9UdVIJBKJxEpiYmL6W4V+xcPDg4SEhP5WQ3KD2LFjR3+rIOljbtpFerZwPmkV7UeOwA0MG/n/27vz8Kiq+/Hj75OVJWyBEBJoQHZCIEMS0EJQUSwgEqKlaqlV+Nb1sag/qqUUv4JLXVpbKVW0YKVF4OuuBJWCCyBEQQIZlCUgSFgkIRtZyJ7M+f0xmXGSzGQyISF3hs/rec6T5NzPPfO5NyfJyZl77xFCCCGEEL7Np5aa7vfC3+h+662o4GBoxh3NQgghhBBCNORTA+SAsDAiFj/G4E8/ofusWTJQFkIIIYQQHvOpAbJNw4FysMPjjIQQQgghhGiKTw6QbWwD5YEfvN/eqQghRLNlZa8nNXUin30+mNTUiWRlr3e/kxv+/v6YTCZMJhMPPPCA2/iHH36Y8PBw+xK8YF3BLCEhgYcfftjj17/55psbrYpWUlJCZGQkzz//fJP7btq0yZ67yWQiKCio0RMALBYLI0eOJC8vD4BFixYRExNDXFwcH3zwAWBdaCMxMZHo6Gji4uL45JNPPD6O5khJSWm0EEVubi5Tpky54LadfV8A/vKXvxATE0N0dHSzlxxeunQpZWVlLc6lqfPprL952n/mzJljX7a5traWXr161XvGb8PzfPjwYUwmEyEhITg+GtZVvSv33XefffENgFdeeYXf/OY3LuNb63Vbi7vz5iln/flS4NMDZCGE8DZZ2evJyFhEReUZQFNReYaMjEUXPEju2LEjZrMZs9nMsmXL3MbfdNNNfPTRR/XqXn75ZXbs2IGfnx+HDx9u9msfOHCAysrKRkvgPvXUUzTn+dBTpkyx575x40b69+9Pw9VVP/74Y8aOHUuvXr1IS0tj8+bNmM1mNm/ezLx58ygpKSEgIICXXnqJgwcP8v777zNnzpxmH4MnkpKS+MMf/lCvLiwsjMjISL744osLatvZ9+X06dP885//JD09HbPZzH/+8x+OHz/utq0LHSA3dT6d9beW9J+QkBD27dtHamqqfQU6m4bnediwYZjNZhIS6j2G3GW9K5MnT663ut0XX3zR5FNYWut1W1NT581TzvrzpUAGyEIIcZHt2TubM1nvAGCxVLNn72yysq2znMeO/QWLpbxevMVSznffWVccq6oqYM/e2eTmfQZAZWVum+Q4fvx4+xLENraFpbTW9s9LS0vdtrV27VpuvPHGenVHjhwhNze3WQNkR2+88QazZs1qVP+Pf/yDefPmAXDs2DFMJhMBAQH06tWLvn37snv3bsLDw4mNjQWgf//+VFdXU1lZ6dHrg3WJ4KuuuorBgwdz//33M3ToUHJzrd+H22+/naioKKczdsnJyaxZs8bj13Pk7PsCUFNTQ2VlJZWVlQQFBdGtWzeXbXz66aeYTCbOnDnDpEmT7J+D9Rm+MTExxMTEsGrVqiZz8fR8tqT/JCUlkZKSQkpKSr2VDZs6zxfqmmuuYceOHfavt2/fzrXXXmvPJzY2lvj4eF588cUWv8aGDRsYN24cJpOJ+fPn2+sclwh/7LHHWLp0aYvad3XeXOW/detWrrvuOmbNmkVMTAwPPfQQ4Po8h4SEsHDhQkaOHMldd93VohyNTgbIQghhIJWV2U7rq6sLLqjdiooK4uLimDBhQotnMe+9914SExOxWCxorbn77rvrzbS5kpqa2mggvGDBAhYvXuxxDmvXruXWW2+tV5eRkcH58+ftrxEdHc2uXbsoKyvj5MmTHDp0iOzs+ud106ZNjBkzhuDgYI9zAOtAY/r06QwcOJCpU6fy1VdfAbB69WqeeOIJp/skJCTw5Zdftuj1mtKvXz8efPBBoqKi6Nevn9sFSSZPnozZbCYyMpItW7bYP8/MzGTZsmXs3LmT7du3s3jxYnJycpqVQ8Pz6ay/taT/xMfHk56ezpEjRxg6dKi9vqnzfKF69OhBv379OHjwIEePHqVXr16EhYUBsHz5cvbt28fOnTtZtmxZo37VHDk5OTz55JNs3boVs9nMqVOn+Pzzz5k2bRpfffWV/Z+Gt99+u95S0p5wdd6ayj81NZUlS5awf/9+lixZArg+z6WlpcyYMQOz2cymTZvs/2D5EkMPkJVSM5RSKwoKCigrK6OkpITi4mLKy8spKCigurqanJwctNZkZWUB2L9JWVlZaK3JycmhurravqZ6cXExJSUllJWVUVhYSFVVFXl5eVgsFntHsbVh+3j27FlqamrIz8+noqKCoqIiSktLKS0tpaioiIqKCvLz86mpqeHs2bNO28jOzsZisZCXl0dVVRWFhYVyTHJMckw+eEzNER+3jsgI6yyon18g8XHriOhjXUSiQ3CE0306BEcCEBQUSnzcOsJ6WWe0goPDmvWap0+fZu/evSxdupTZs2dTXl7ufqcGrrnmGj788EP8/f1Zv349L7zwAtOnT3e7X1ZWln2AAdaZsqFDh9qvk2yuI0eOUFpaap+1tHnxxRfrzXCNGjWKOXPmMH78eO677z4mTZpEhw4d7Nuzs7P53e9+x/Llyz16fUehoaF0796d0NBQevToQVFRkdt9evfube+HramwsJCNGzdy/Phxjh07xvPPP9+i10lPT2fixImEhITQo0cPxo0bxzfffON2P2fn01l/a2n/6dOnD8Mv8s32kydPZtu2bWzbto3Jkyfb6//1r38xZswYxo4dy5kzZ1o0MNy5cyfff/8948ePx2QykZ6ezvfff09AQAAzZ87kgw8+4Ouvv2bgwIGEh4e3+Bicnbem8o+Pj7df2969e/cm2w4KCmL8+PEEBgZy2WWXtegfBaMz9EIhWusNwIaEhIS7OnXqVG9bx44dAesvHICICOsflcjIyHpf27bb/pu27Qdga9P2dpXtOh1bG7aPtg5qWy/d8Retja3OFtuwDVvbttcKCgpq1IYckxyTHJNvHNOFGDjoYTIyFtW7zMLPryMDB3l+Y5wjW+5jx44lIiKCEydOeDzoeP/999m7dy/z58/noYceIjExkRdeeIGrr766yf06duxIRUWF/etdu3bx7rvvsn79evLy8vDz8yMiIqLe28vOOJs9Li4uZvPmzbzwwgv16ufPn29/6/qKK64gKioKsM5szpo1i+eff55BgwY199AbUUrVK7W1tW73qaioqNe/Wsunn35KVFSU/bKKMWPGkJ6ebu/jzaVbsMiWq/PprL8dOnSoRf3n6aefxs/Pj/fee69ZObla5rk5yz/bTJ48mRUrVhAcHMxtt90GWC9D2LRpE6mpqXTq1ImEhAQsFkuLXnfKlCmsXbu2Uf0dd9zBH//4R4YMGcLtt9/e7HydaXje3OXf1GU5DQU6PEJXKVWvHV9h6BlkIYS41ET0mcnw4X+qmzFWdAiOZPjwPxHRZ2aL27TNjgNkZmZy5swZ+4ARYOHChSxcuNBtO8nJyTz55JOcPn2agQMHsn37dlauXOl2v+jo6HpPsHjqqac4evQoGRkZ/Pa3v+X3v/99vcGxq3zWrVvXaIC8atUqfvWrX9X7gw3YZ/O3bdtGQUEB8fHxaK254447mD17NlOnTnWbd2s7cuQI0dHRrd5unz592L17N5WVlZSXl7N3714uu+wyt/t17dqVgoIfL92Ji4tjx44dlJaWUlhYyO7duxk9erTL/V2dT1f9raX9p3v37nTt2tVtnE3Pnj05ffp0s+udSUxM5Ouvv2bnzp1MnDgRsP4z1qtXLzp16sSBAwfYt29fi173iiuuYPv27fa6EydO2GdgTSYTZ8+eZcOGDfWuHQbrte/u/plw1PC8uctf1CcDZCGEMJiIPjOZMGE7115zlAkTtl/Q4Bis1+iaTCZGjx7NjTfeyKuvvorju3JZWVmN3pK///77+elPf8rhw4fp168fKSkp9pmwmJgYdu3axdixY7npppvcvv4NN9zAli1bmp2vs3x27dpFSEgIw4YNs9dprVm5ciX33HNPozbmzp1LdHQ0DzzwAGvWrEEpRWpqKu+99x4rVqywP4KsNa+dzMzMxGQy8dhjj/Hmm29iMpn4+OOP7du3bNnSrEsKmuLs+5KYmMiUKVPsN1/deeedjBgxwm1b8+bNIzk5mcTERLKzsxkwYADz5s3j8ssvJzExkcWLF9vfYXHG1fl01d9a2n8acnee58+fz4IFCxp9f13VOxMcHMyQIUPo16+ffdZ/6tSpWCwWYmNjeeKJJ4iLi6u3T3Nft3fv3rz88svMmDGDUaNGccstt9S7WfGmm24iMTGx0bsNp06dYsKECR6fLxt3+Tfk7jz7OtWSt1QutoSEBH0xnyHYWlYveIDczO8b1YcNGMjtz7l/zJJorLSoks2v7udnd8bQuVvLbq4Roi0ppfZores912nPnj3a06c1+JLy8nImTZrEjh07CAhovSv7Nm7cyOuvv866detarc22NHHiRNavX9/kDXRCXH/99cyfP7/etc9gnV3+7LPPWuVSLvGjPXv28Pjjj78GPJSSklJiq5cZ5DYUOWQY/g3+GPgHBBA5VFb2a6m0j45z5mgRaR9ntncqQohm6tixo/2t9dY0bdo0rxkc5+bmun26hLi05efnM3ToUMLCwuyPlXNkNptlcHwRGfomPW9nmjqD/Vvqr9Sk/Pz46c9b9tiWS1VtrQV/fz9Kiyo5sOMMaDj0ZRYJ1w+QWWQhvERTCy1cCsLCwkhOTm7vNISB9ezZkyNHjrR3GqKODJBbmdbafp3V9nX/Rvn74w/U1tTgHxDAyKsn07l7j/ZN0sAstRaK8yroHm69PnLLmgxyThRzdUgAeZW1BAGVgLZo0j7O5KpfDmuyPSGEEEIIT/n0JRYlJSV8+OGHvPLKKxfl9Y7t2cVrD91NRel5AMb/4lfMfPhRUNbTLLPHjZUWVXIsPcf+eKEv3z3Gm0/vxmKxfh05pDuDxvSmOquUkPxyrusSwKiOfgRaNIe+zKK0yPNVsIQQQgghmuKTA2TbwPjvf/876enpbfYA6+rKCr79fDPnsq13q4b06EloZD8qzlsHyOGXDWLA6DHEXH0tKCWzx0BRbhlpHx+nsrwGgGN7c/nvP/dz/px1oDv08nAm3TYMXTdAHnZ5HxKuHwCAv1L4K0X/ID+u6xrAyEBF+vpj7XIcQgghhPBdPnWJRUlJCdu2bcNsNqO1btaD2z2ltaaqvIzgTp2pKi/nk5UvMuGWX3N58i8IHziYGxc0Xjr1ip//kvzTpy7J2eOi3DJ2f5TJmOui6Nk3hKLccnalHCdyaA8iB3dnUFwYfQZ2pXM360IPvft3pXf/pp936V93CcuAQCjOuLDld4UQQgghGvKpGeR33nmHPXv2UFNT02aD4/979GE2r3gRgM7de3DH8y8xbuasJvcL6RHKLUue9dnZY601tdXWVXRKiyp5989pHN2TA1hX2Dl5IJ+SAusqWn2H9ODOv00kcrB1GcvO3YLp3b8rfv4edEV/BQF+hPw0kuELx7XuwQjRzkbt2E+fLeZGZdSO/S1uMz8/n4SEBGJjYzGZTHzwwQdNxm/atMn+XFuTyURQUBBms5mtW7eSkJDAww97vqrfzTffXG+xkEWLFhETE0NcXJzbfMD6HOTRo0czYsQIbr755kbbLRYLI0eOJC8vjx9++IHExESio6OJi4vjk08+cdvOW2+9xZAhQxg6dCgbNmzw+PgcpaSk8Oyzz9ary83NZcqUKRfULoC/v7/9+/LAAw+4rW/K0qVLKSsra3EuTZ1nZ/m0pP8888wzjBw5kpEjR/KLX/yixbk6s3XrVrp164bJZGLEiBHNvhxz+/btREdHYzKZOHjwoMeve/jwYUwmEyEhIVzII2znzJljX669traWXr161Vty3VPO+u2lzKdmkGfNmtXqM8iZ5j18n57GNXPvQSlF9FXX0qFzZ/v2nn1/csGv4W0qSquprqylS2gHaqst/GfRl8Rc2ZdxN1xGx5BA/AP98fO3zvJ26dmBuX9OtN+46B/oh39gC/8v81egFJ0Twul6bRT+XRovLyyEt8utrvGovjm6du3K1q1bCQkJIS8vj1GjRpGUlISfn/OfxSlTptgHc1lZWVx55ZWYTCZuueUWduzYwWOPPcbhw4frLdrRlAMHDlBZWcngwYMBSEtLY/PmzZjNZgoLCxkzZgzXXnstXbp0cbq/1ppf//rXvPbaayQmJpKbm9so5uOPP2bs2LH06tWLs2fP8tJLLxEbG8uJEycYP348P/zwg8t2qqqqWLBgATt37qSyspJJkyYxffp0l+fHnaSkpEaroIWFhREZGckXX3zBlVde2aJ2wfrIPLPZ3Oz6pixdupTbbrut3qIxnggICHB6nl3l8/LLL3vUf3bv3s2GDRtIT08nKCiI9PT0FuXZlIkTJ/Lhhx+Sm5vLiBEjSEpKsi8h78ratWt55JFHmDt3botec9iwYZjNZo9WxXMlJCSEffv2UVRUZF/eu6Wc9dtLmU/NIHfp0oUbbriBBx98kDFjxhAQEIC/v79HbWityT72HZa6wXX+D6c5tmeX/bpi08+uZ/iEq1o9dyPLPVnCD0fO2b9+86mv+ep967W//oF+RI+PoHd/6x82P38/kv/fGAaawgDrDLKr9ek9ERjRmc5j+xCxYCw9kgfL4Fh4tRvTv+ONLOtSyNUWzY3p3/FOdvMuF8qvquHG9O/YnFcEQE5ltdt9AgMDCQkJAaCoqIjKykpqapo34H7jjTeYNcv6LpntZlqttf1zxxXAXFm7di033nij/etjx45hMpkICAigV69e9O3bl927d7vcPy0tjbCwMBITEwHrYLOhf/zjH8ybNw+A8PBwYmNjAejfvz/V1dVUVla6bGfXrl2MHDmS8PBwoqKi+MlPfsI333zjMp8lS5Zw1VVXMXjwYO6//36GDh1qH2zffvvtREVFOZ3JS05OZs2aNU2eq4vh008/ta/qNmnSpHorvy1btoyYmBhiYmJYtWpVk+24Os+ueNp/Tpw4QVhYGEFB1t/3Y8aMsW9LSkqyrxz44osv2utDQkJYuHAhI0eO5K677moyf0dhYWEMHjzYPsB31n5hYSEmk4m33nqLJ554ot4Msqt8NmwqhUvTAAAcBElEQVTYwLhx4zCZTMyfP7/Z+TRXUlISKSkppKSk1Bvcuspn69atXHfddcyaNYuYmBgeeughwHW/ben59AWGHiArpWYopVYUFBRQVlZGSUkJxcXFlJeXU1BQQHV1NTk51icg2JYlPXPmDF26dCE+Pp4HH3yQ4cOHEx4ebl8bvri4mJKSEsrKyigsLKSqqoq8vDwsFgvZ2dmc+CadtX/8fxw37+HMmTPE/ux6Ziz6EwEdOpCfn09FRQVFRUWUlpZSWlpKUVERFRUV5OfnU1NTw9mzZ+15OH7Mzs7GYrGQl5dHVVUVhYWFHh0TWGdytNbk5ORQXV3d7GNqmE9pUSVvPrOT4oIyp8d06OuT7P3kuP2YtvzfQb5896i9jejJPRk9qZ/9mAYndiNyWNc2PaYe98VQm9gd1TnA6TEBnD17lpqaGp/5PskxeecxGVVJSQmjRo1i9OjRLF++3D7ocGft2rXceuutANx7770kJiZisVjQWnP33XezdetWt22kpqbiuJJgdHQ0u3btoqysjJMnT3Lo0KEmb6Y+efIkvXv3Ztq0aYwZM4bly5fX256RkcH58+dxtlrhpk2bGDNmDMHBwS7byc7OJiIigldeeYW33nqLPn36NFrquqGkpCSmT5/OwIEDmTp1Kl999RUAq1ev5oknnnC6T0JCAl9++WWT7bpTUVFBXFwcEyZM4IsvvnBb78zkyZMxm81ERkayZcsW++eZmZksW7aMnTt3sn37dhYvXkxOTk6z8nI8z67y8bT/TJ48mYMHDzJ27Fieeuqpet+T5cuXs2/fPnbu3MmyZcvs/ae0tJQZM2ZgNpvZtGlTs5cSP3XqFACjR4922X737t0xm80kJSXxl7/8BbPZTHR0tMv4nJwcnnzySbZu3YrZbObUqVN8/vnnzcqnueLj40lPT+fIkSMMHTrUXu/q/ID153HJkiXs37+fJUuWAK77bUvPp0+w/Sdn5BIfH6/bSlVFuX7/z09o8+aPtNZa11RX632f/ldXlJ5vs9dsb1vXHtIv3vuZ3rouQ2ut9XdpZ/Xm1/bbt29Zc0iv+v12bbFYtNZa550u0cX55e2SqxDeBkjTDX6HpaWlNXv/8M/TXZbWcPDgQZ2YmKirqqrcxh4+fFgPHz68Xl1WVpZ+5JFH9DPPPKPPn2/e78khQ4borKysenV//etfdWxsrL7++uv1zJkz9bvvvuty/zVr1uhu3brpEydO6KKiIj1kyBB97Ngx+/b7779fr1u3rtF+WVlZeuTIkfro0aNNtvPmm2/qO++8077fLbfcojdu3Ogyn8WLF+vXXntNP/bYY/aPq1evtm9ftWqVvv/++xvtV1VVpUNDQ1222xy28/j111/rvn376rKysibrm9K/f3+dm5tr//q9997Tc+bMsX/985//XH/yySfNysnxPLvL05P+U15ert9//33961//WkdEROhz585prbVesmSJNplMOjY2Vnfu3Fnv2bNHa611UFCQfd8rr7zSXu/Mli1bdNeuXXV0dLTu3Lmz3rx5s32bq/a11vqOO+7Qb7/9dr22nMWvX79e9+zZU8fGxurY2Fg9aNAgvXLlSvs+V111ld69e7fbc+CKLY/77rtPP/LII/X6nav8t2zZohMTE52256zfenI+vVVaWpqeMWPGv2bMmNFFO/zeNvQMclvJO5nJ0bRdAAQGd8BSW4vFYr3JzD8ggNHXTiG4U+emmvBapUWVHEzNsq9GV1pUSWlhJfmnz1Ndab2s5Kc3Deb2p8fbL43o2TeELqEd2jNtIUQrGTFiBIGBgezbt89trOPsMcD777/PSy+9xPz58zGbzSQmJjZrBrljx45UVFTUq7O18dFHH5GdnU1UVJTL/cPDwxkxYgRRUVF07dqV+Ph4MjIyACguLmbz5s32y0BsKioqmDVrFs8//zyDBg1qsp3IyMh6s5PZ2dlur+e0XT5mK82556WiooKOHTu6jWuKLa+xY8cSERHBiRMnmqz3hK677METzs6zq3xa0n86dOhAcnIyq1evJj4+np07d7J161Y2bdpEamoqZrOZ4cOH2/+GBwYG2vdVStnrXZk4cSIHDhxg7dq1/OY3v6G6urrJ9p1pKn7KlCmYzWbMZjNHjx7lzjvvrJdfa3j66ad59NFHm5UPQLdu3Zrdtqfn05f41AB59YIH+OstNzQqqxc8QHXVj9dFffn2Oj7713J03Tf6pj8sYcyUG9or7Ysq7aPj2H4F2laji732J9z6v5cTGGy9Xju4Y4BnT5W4SLKy15OaOpHPPh9MaupEsrLXt3dKQrS6sEDn9067qm+OH374wX75R3Z2NgcPHqRv37727QsXLmThwoWN9lu3bl29AXJycjJPPvkkp0+fZuDAgWzfvp2VK1e6ff3o6Oh6T7AA7Pls27aNgoKCepdHNMxn7NixnDx5koKCAqqqqvj2228ZOHAgAKtWreJXv/pVvT/kWmvuuOMOZs+ezdSpU922M27cOA4cOEBOTg6nTp3i9OnT9rfaW9ORI0fsb8m3hO0yIIDMzEzOnDlDVFSUy3p3unbtSkHBj9e+x8XFsWPHDkpLSyksLGT37t1NngdX59lVPp72n+PHj/Pdd98BUF5eTmZmJn379qW4uJhevXrRqVMnDhw40Kx/9tyZOXMmo0aNYt26dR637yr+iiuuYPv27Zw+fRqwXlPteKlDz5497dscLVmyxKMb+Lp3707Xrj8+HrUtzs+lyKeeYhE5ZBgFp09S63DziX9AAB1DuvDK3bfxm7+vpFO37lx52/8Q1LEjqoV3KHur0qJKDn2Vja61DpEttdbV6BKuH0DnbsHtnF3TsrLXk5GxCIvF+ku3ovIMGRmLAIjoM7M9UxOiVX2bGNPqbZ48eZK7774bsD4O6rnnniMiIsK+3dn1trt27SIkJKTekwZsM14xMTEsWLDAfm2oOzfccANbtmxh8uTJ9rq5c+dy9OhRAgMDWbNmTb3ZtIb5dOvWjaVLl3LNNddQXV3N7NmzGT58OFprVq5cyaefflovPjU1lffee4/Dhw+zYsUKwPqUi8jISKftADz77LNMmDABgBdeeKFFT7DIzMwkOTnZPkDcsWMHTz/9NNdffz0AW7ZsYfr06R63a5ORkcHcuXMJDg7G39+fV199lU6dOmE2m53WuzNv3jySk5MJDQ3lnXfeYcCAAcybN4/LL78cgMWLF9O7d2+X+7s6z5mZmU3m09z+U15ezpw5cygtLUVrze23386oUaMYNmwYK1asIDY2luHDhxMXF9fcU9ikRYsWcc8995CWluZR+1OnTnUa37t3b15++WVmzJhBTU0NnTt3Zu3atfb95s+fz9y5c1myZIm9f4L1emhbX2wJV/m44q7fXqpUS95SudgSEhJ0c54VeP5cAa/Ou5Pa6ip7XUBQEDctfJwjO1O5PPkXhIT2bMtUDW3bugwOpmZhqf3xe+7nr4hOjOSqXzbvcU3tJTV1IhWVjW8O6BAcyYQJ29shIyGcU0rt0VonONbt2bNHO7uB7FJRXl7OpEmT2LFjBwEBrTcvs3HjRl5//XXWrVvXam22pYkTJ7J+/XpCQ0PbOxVhYCaTic8++4yePS/d8crFtGfPHh5//PHXgIdSUlJKbPU+NYMc0iOUmKuv5dvPP8FSW4Py82Pk1ZP5SfQofhI9qr3Ta3fZ3xfXGxyDdRY5+1hRO2XUfBWVzu8od1UvhDCOjh072t9aHzBgQKu1O23aNKZNm9Zq7bWl3Nxcfve738ngWLjl6fOsRdvwqQEyWJd13r/1M6i1Xl5xKS7v7Motj3rvqnMdgiNczCBHOIkWQhjNdddd194ptKuwsDCSk5PbOw0hRDP53EW4tllklGLk1ZN9dnnnS83AQQ/j51f/7m8/v44MHOT5krdCtAN9Kd39LYQQ3sD2TG5nfG6ADNZZ5H7DR8rssQ+J6DOT4cP/RIfgSEDRITiS4cP/JDfoCa/g5+eXkZWVZZFBshBCGIPFYiErK8tSUVGR52y7z11iAdZZ5FuWPNveaYhWFtFnpgyIhVeyWCw/y8zM3JOVldW7tZ59KoQQouW01lRUVBT85z//eQ+oBeqte+6TA2QhhDCS+Pj400lJSaOARwC57ksIIYxDA8tSUlLqvcUnA2ThFUbt2E9udU2j+rDAgDZ5bqwQrS0lJSUnKSnpUaAn4N/e+QghhEAD51JSUkobbjD0AFkpNQOYcdlll1FWVkZtbS1aawIDAykvL6dLly6cO3eOsLAwsrOziYiI4MyZM/ZlQ/v06UNubi49evSgpKSEjh07Ul1djVIKf39/qqqq6NSpE8XFxYSGhpKTk0OfPn3sbdg+nj17lp49e1JUVETnzp2prKy0P8uzpqaG4OBgSktL6datG/n5+YSHhzdqIzs7m969e1NQUEDXrl0pKysjKChIjqmZx+RscAyQW13jtcfki98nOaamH5mYkpJSCTR+HIsQQghD8amFQoTv6rPF9XMhsyeZLmImQjTN2UIhQgghvItPPsVCCCGEEEKIlpIBshBCCCGEEA5kgCyEEEIIIYQDGSALrxAW6Px+Ulf1QgghhBAtJaML4RXkUW5CCCGEuFhkBlkIIYQQQggHMkAWQgghhBDCgQyQhRBCCCGEcCADZCGEEEIIIRzIAFkIIYQQQggHMkAWQgghhBDCgQyQhRBCCCGEcGDoAbJSaoZSakVBQQFlZWWUlJRQXFxMeXk5BQUFVFdXk5OTg9aarKwsAM6cOQNAVlYWWmtycnKorq6moKCA8vJyiouLKSkpoaysjMLCQqqqqsjLy8NisZCdnV2vDdvHs2fPUlNTQ35+PhUVFRQVFVFaWkppaSlFRUVUVFSQn59PTU0NZ8+eddpGdnY2FouFvLw8qqqqKCwslGOSY5Jj8sFjEkII4f2U1rq9c3ArISFBp6WltXcaQgjhllJqj9Y6ob3zEEII0XKGnkEWQgghhBDiYpMBshBCCCGEEA684hILpVQuUAgUAd3qPuLwubO6XkBeK8c7bjN6vLvjNlK8LdZVW0aKb6rvtHV8e/Z9T+Mv5Z+VYVrrLgghhPBeWmuvKMAKx4/NqEtr7fgG2wwd34zjNky8LdYb4pvqO20d34xzbpj4pvqC0eKbcdwtipciRYoUKd5bvOkSiw0NPrqrc/b1hcY3jDVyvLvjlviWxTfVd9o6vj37vqfx8rMihBDCa3nFJRYtoZRK0x7cSS7x7RdvpFwkXuIvdrwQQgjj8aYZZE+tkHiviTdSLhIv8Rc7XgghhMH47AyyEEIIIYQQLeHLM8hCCCGEEEJ4TAbIQgghhBBCOJABshBCCCGEEA5kgCyEEEIIIYQDnxggK6X+ppSa4EF8qFLqMaXUncpqkVLqQ6XUX5RSPVzsM0kp9aJSar1S6l2l1LNKqcEuYgOUUvcopf6rlPpGKbVPKbVRKXWvUirQgzwb3Q2vlPKva/vJhseslHq0uW23VvtKqU5Kqd8rpR5RSnVQSs1RSqUopf6slAppZh5Hmtg22uHzQKXUo3XtP62U6uQk/rdKqV51nw9WSn2hlCpUSu1SSo1yEv+eUuo2D3IdqJR6TSn1lFIqRCm1Uim1Xyn1tlJqgJN4P6XU/yilPqrrB3uUUm8opa520X63ur6VoZTKryuH6uq6NyfHi8Xo/cdofUcIIYT38IkBMvBr4O9KqRN1f1jHuIlfA3QG4oEtQB/gOaAc+HfDYKXUs8DtwE6gGvgeOAa8rZT6hZP2XwdMwBLgemA68DgQW/fajm2Huig96/Zt6J/AVUA+sEwp9TeHbTc5yb1N28d6vsKBy4CPgATgeUABLzvJp0QpVVxXSpRSJcAgW72L9m2eBQYDfwU6Aq84ib9Pa21bxvnvwAta6+7AAhfxlwPJwEml1FtKqRuVUkFO4hzz2Q2cx9ofMoBpwH+B15zE/wuIAp7B2tc+qqt7VCk1z0n8W8A54GqtdU+tdU9gUl3d203k1YhSaqOTuq5KqWeUUq8rpWY32LbcSbw3959/O3xuhL4jhBDCW7T3Un6tUYD0uo9DgP8FDmAduCwGhjqJN9d9VMAPzrY1qPvW4fMAILXu8x7Afifxh5vI9UiDr2uxDriPOxTb11VO9v+mQS4rgPeAYNt5uMjtO57LbH58dKBybMsh/h/AaiDcoe64u++t7bWAQDftH3b4fLerY3PSd7pg/UfrYyAXWAX8zE0+J11tc/WawM66j8HAIQ/7TqNtQJyLEg9kOYl/F+tgMRlIqfs6uG7bXl/qP0brO1KkSJEixXtKAL5BA2itvwOeBJ6se3v1l1j/aDW8FMJPWS+l6AKEKKUGaK0z62bFnM0AWZRSoVrrAiAS8K97vXNKKeUk/lzdzPK7WmsLWN9qB36BdSbQ0ffAtVrrkw0bUUqdctK2PT+tdQ1wt1LqMeBzwNlbvW3dvi1WK6U+1lprh68bPWRbaz1PKRUP/J9S6gPgReq+fy50U0rdiPXdjmCtdXVT7QPvKKX+DTwBvK+UegjrAO1aoNE54Me+U4J15v91pVQocDPwB2Bzg3iLUmoo0A3opJRK0FqnKevlNv5O2q9WSg3SWh9TSsUBVXWvV+ki/xNKqd8D/9FanwVQSoUDcwBn36/dwDasg76GnF2SMUhr/fO6zz9QSi0CPldKJTmJBe/uP0brO0IIIbxFe4/QW6PgZGbKTfwvgbN15efAp3XlB+BuJ/G3ACew/sE7CUyvqw8D1jmJHwC8iXU26Uhdyamru6xB7P1ArIs85zmpWwNMdVJ/J1DtpL6t238VCHFSPwjY0cT3wA94ANgOnGkiblWDEl5X3wf4zMU+c4BdQB5QAhwEnga6OYn9wsO+cy1wGDgEJGKdgT1a9/2d6ST+mro+8x3WWdfLHfrOn53E98B6uU8GUFBXDtXVhTqJ3w8McZHrKSd1hwC/BnV3YH3X5YQv9R+j9R0pUqRIkeI9xSdW0lNKhWitz3u4jz/Wt3NrlFIBWK8Z/kFrneUiPhQYCBzVWhd68Do9614nz22wj1FKKe2mgymlIoAxWuuPL1Jara7uxq5zWutaF9sV0LMt+oBSahbWS4AOO9mWrLX+oEHdn4HNWutPG9RPBf6htR7S2jm21KXSf4QQQhiPTwyQwXr3PzAV6Iv1rc8zwCZXg9m2jm8iz+u01p+0dmxT8Uqp4cBM6ueeorU+5KIdifc8fr3WOqM12ndFKTVXa73Kk31ag5ecf6fxRspFCCGE9/CJp1gopW4H9gJXA52wPqFiErCnbttFjXfjX20U6zReKbUAeAPrNapfY71mVWG9hvMPEt9q8W+0RvtuPO5JsFJq7oXGe9H5bxRvpFyEEEJ4F5+YQVZKHcZ6bWdhg/oewC6t9dCLHJ/iKlXgGq1155bEtjD+CDBS192g5FAfBBxo+Ja6xLd7/Dc4p7A+kSXYxfbGOyh1UmsddSHxBjw/zY43Ui5CCCG8i688xULh/E52S922ix0/EbgN67NyG7Yz7gJiWxJvwfrkjRMN6iPqtkm8seLDgSk0ftqJAr5sGOxmQB1+ofEY7/x4Em+kXIQQQngRXxkg/wnYq5TazI+PwooCrsP62LeLHb8TKNNab2u4oW42uqWxLYl/CPhMKfVdg9wHA7+VeMPFf4j1qQ7mhhuUUludxHs0oG5BvNHOjyfxRspFCCGEF/GJSyzAfrnDFKw3yyjgNNab6BoOBC5KvJEo6zOYx1E/991NPHVB4tsx3hNKqX8Bq7TWO5xsW6e1brhankfxLcnfSPFGykUIIYQX8eSZcN5UgBu8Nf4i5NLoWc8S7zvxbV2MdryexBspFylSpEiRYtziE0+xcOEJL45v61zulXjfjVdK3d2W8RjseD2MN1IuQgghDMqXB8jObp7zlngj5SLx3hff1oM6ox2vN/9sCSGEMCBfHiDf48XxbZ3LDIn36fi2HtQZ7Xg9iTdSLkIIIQzKl27SM9SKWZ7Et3UurigPV2aTeO+IV0r101qf9qDdJuPr+ltfrM/8Pu9QP1Vr/V8jxxspFyGEEN7DJ2aQPV3RykjxbZ2LGx6tzCbx3hFvG+yqZq6k11S8UuoBYD0wD9ivlJrpsPlpI8cbKRchhBDexSdmkI22YpbBVvvyaGU2ifeu+Kao1llJ71vgp1rr80qpAcA7wOta678rpdK11mOMGm+kXIQQQngXX1koxGgrZhlpta+2XkhC4tsx3s2AujVW0vO3XTqgtc5USl0NvKOU6o/za5eNFG+kXIQQQngRXxkgG23FLCOt9uXpymwS713xbT1gz1ZKmWz51M2W3gC8BowyeLyRchFCCOFFfOISC8BwK2Z5Et/WuQjfpdp4JT2lVD+gRmud7SR+gtY61ajxRspFCCGEd/GZAbIQQgghhBCtwVeeYjFaKbVTKXVKKbVCKdXDYdvXRo43Ui4S733xbU0pNcrD/A0Tb6RchBBCeBefGCADy4ElWK/7OwLsUEoNqtsWaPB4I+Ui8V4WfxEG4C97mL+R4o2UixBCCG+itfb6ApgbfD0J+A64Athr5Hgj5SLxXhm/A5gKdAceBg4Ag+q2pbdCvNGO12t/tqRIkSJFiveUdk+gVQ4C9gHdGtSNrvtjlW/keCPlIvFeGd/Wg0CjHa/X/mxJkSJFihTvKe2eQKscBMwGrnBSHwWsNHK8kXKReK+Mb+tBoNGO12t/tqRIkSJFivcUeYqFEF5MKTUb+F5rvbNBfRTwv1rruy4kXgghhLgU+cRNekqpbkqpZ5VSGUqp/LpyqK6uu5HjjZSLxHtfvNZ6XcPBbl39SWeDXU/jjXa83vyzJYQQwnv4xAAZeAvrymBXa617aq17Yr228hzwtsHjjZSLxHtZ/EUY1BnqeD2MN1IuQgghvEl7X+PRGgU47Mk2I8UbKReJ98r4TcACoI9DXZ+6uk9aId5ox+u1P1tSpEiRIsV7iq/MIJ9QSv1eKRVuq1BKhSulFgCnDB5vpFwk3vviB2itn9MOyx1rrbO11s9hvVnsQuONdrze/LMlhBDCS/jKAPkWoCewTSl1TilVAGwFQoGbDR5vpFwk3vvi23pQZ7Tj9eafLSGEEN6ivaewW6sAw4HJQEiD+qlGjzdSLhLvXfFAD+A5IAPrta8FwKG6utALjTfa8bbg/BgmFylSpEiR4j2l3RNolYOAB4DDwAdAJjDTYZuzxQ8ME2+kXCTe++Lr6ttygGmo4/Uk3ki5SJEiRYoU7yrtnkCrHAR8a/tjDwwA0oAH6752tnyuYeKNlIvEe2V8Ww8CjXa8XvuzJUWKFClSvKcE4Bv8tdbnAbTWmUqpq4F3lFL9AWXweCPlIvHeF38XEK+1Pq+UGlAXO0Br/fdWijfa8Xrzz5YQQggv4Ss36WUrpUy2L+r+aN0A9AJGGTzeSLlIvPfF1xukAVcD05RSf6MZg7pmxBvteL35Z0sIIYS3aO8p7NYoQD8cnuvaYNsEI8cbKReJ98r4zwFTg7oAYDVQ2wrxRjter/3ZkiJFihQp3lOU1hohhHdSSvUDarTDc40dtk3QWqdeSLwQQghxKZIBshBCCCGEEA585RpkIYQQQgghWoUMkIUQQgghhHAgA2QhhBBCCCEcyABZCCGEEEIIB/8fw1QOXYlLvtUAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "wandering(places)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Wandering Across Two Counties\n",
    "\n",
    "I live in Santa Clara County, but I'm only 2 blocks from San Mateo County, so I ride in both. And while Jason Molenda is a whopping 1900 miles ahead of me in SMC and Megan Gardner is 1200 miles ahead of me in SCC, it turns out that I occupy a small section of the [Pareto front](https://en.wikipedia.org/wiki/Pareto_front) for the two counties together: I have ridden 50% of SMC and 30% of SCC, and nobody on wandrer.earth has simultaneously done more in both counties. Here are the leaders and a plot of the Pareto front: the dashed line where dots indicate cyclist's initials; I'm the \"PN\" in the middle."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Name</th>\n",
       "      <th>SMC %</th>\n",
       "      <th>SCC %</th>\n",
       "      <th>SMC miles</th>\n",
       "      <th>SCC miles</th>\n",
       "      <th>Total miles</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Barry Mann</td>\n",
       "      <td>73.37</td>\n",
       "      <td>29.35</td>\n",
       "      <td>2165</td>\n",
       "      <td>2220</td>\n",
       "      <td>4385</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Jason Molenda</td>\n",
       "      <td>7.13</td>\n",
       "      <td>54.65</td>\n",
       "      <td>210</td>\n",
       "      <td>4134</td>\n",
       "      <td>4344</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Peter Norvig</td>\n",
       "      <td>50.06</td>\n",
       "      <td>30.31</td>\n",
       "      <td>1477</td>\n",
       "      <td>2293</td>\n",
       "      <td>3770</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Brian Feinberg</td>\n",
       "      <td>29.72</td>\n",
       "      <td>35.59</td>\n",
       "      <td>877</td>\n",
       "      <td>2692</td>\n",
       "      <td>3569</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Jim Brooks</td>\n",
       "      <td>4.23</td>\n",
       "      <td>43.39</td>\n",
       "      <td>125</td>\n",
       "      <td>3282</td>\n",
       "      <td>3407</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Megan Gardner</td>\n",
       "      <td>89.43</td>\n",
       "      <td>8.69</td>\n",
       "      <td>2639</td>\n",
       "      <td>657</td>\n",
       "      <td>3296</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Matthew Ring</td>\n",
       "      <td>72.67</td>\n",
       "      <td>1.48</td>\n",
       "      <td>2144</td>\n",
       "      <td>112</td>\n",
       "      <td>2256</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Elliot  Huff</td>\n",
       "      <td>50.43</td>\n",
       "      <td>8.14</td>\n",
       "      <td>1488</td>\n",
       "      <td>616</td>\n",
       "      <td>2104</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             Name  SMC %  SCC %  SMC miles  SCC miles  Total miles\n",
       "0      Barry Mann  73.37  29.35       2165       2220         4385\n",
       "1   Jason Molenda   7.13  54.65        210       4134         4344\n",
       "2    Peter Norvig  50.06  30.31       1477       2293         3770\n",
       "3  Brian Feinberg  29.72  35.59        877       2692         3569\n",
       "4      Jim Brooks   4.23  43.39        125       3282         3407\n",
       "5   Megan Gardner  89.43   8.69       2639        657         3296\n",
       "6    Matthew Ring  72.67   1.48       2144        112         2256\n",
       "7    Elliot  Huff  50.43   8.14       1488        616         2104"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "pareto_front(leaders)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Eddington Number\n",
    "\n",
    "The  physicist [Sir Arthur Eddington](https://en.wikipedia.org/wiki/Arthur_Eddington), a contemporary of Einstein, was a pre-Strava bicyclist who favored this metric:\n",
    "\n",
    "> *Your [**Eddington Number**](https://www.triathlete.com/2011/04/training/measuring-bike-miles-eddington-number_301789) is the largest integer **e** such that you have cycled at least **e** miles on at least **e** days.*\n",
    "\n",
    "My Eddington number progress over the years, in both kilometers and miles:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>year</th>\n",
       "      <th>Ed_km</th>\n",
       "      <th>Ed_mi</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2022</td>\n",
       "      <td>96</td>\n",
       "      <td>66</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2021</td>\n",
       "      <td>93</td>\n",
       "      <td>65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2020</td>\n",
       "      <td>87</td>\n",
       "      <td>62</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2019</td>\n",
       "      <td>80</td>\n",
       "      <td>56</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2018</td>\n",
       "      <td>77</td>\n",
       "      <td>54</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>2017</td>\n",
       "      <td>73</td>\n",
       "      <td>51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>2016</td>\n",
       "      <td>67</td>\n",
       "      <td>47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>2015</td>\n",
       "      <td>61</td>\n",
       "      <td>42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>2014</td>\n",
       "      <td>46</td>\n",
       "      <td>35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>2013</td>\n",
       "      <td>31</td>\n",
       "      <td>24</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   year  Ed_km  Ed_mi\n",
       "0  2022     96     66\n",
       "1  2021     93     65\n",
       "2  2020     87     62\n",
       "3  2019     80     56\n",
       "4  2018     77     54\n",
       "5  2017     73     51\n",
       "6  2016     67     47\n",
       "7  2015     61     42\n",
       "8  2014     46     35\n",
       "9  2013     31     24"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Ed_progress(rides)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "My current Eddington Number is **96 in kilometers and 66 in miles**: I've ridden at least 66 miles on at least 66 days (but not 67 miles on 67 days). My number is above [the median for Strava](https://swinny.net/Cycling/-4687-Calculate-your-Eddington-Number), but not nearly as good as Eddington himself: his number was **84 in miles** when he died at age 62, and his roads, bicycles, and navigation aids were not nearly as nice as mine, so bravo zulu to him. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "How many more rides will I need to reach higher Eddington numbers? I call that the *Eddington Gap*:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>kms</th>\n",
       "      <th>kms gap</th>\n",
       "      <th>miles</th>\n",
       "      <th>miles gap</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>96</td>\n",
       "      <td>-1</td>\n",
       "      <td>66</td>\n",
       "      <td>-5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>97</td>\n",
       "      <td>5</td>\n",
       "      <td>67</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>98</td>\n",
       "      <td>9</td>\n",
       "      <td>68</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>99</td>\n",
       "      <td>12</td>\n",
       "      <td>69</td>\n",
       "      <td>22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>100</td>\n",
       "      <td>14</td>\n",
       "      <td>70</td>\n",
       "      <td>30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>101</td>\n",
       "      <td>16</td>\n",
       "      <td>71</td>\n",
       "      <td>37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>102</td>\n",
       "      <td>19</td>\n",
       "      <td>72</td>\n",
       "      <td>40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>103</td>\n",
       "      <td>22</td>\n",
       "      <td>73</td>\n",
       "      <td>44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>104</td>\n",
       "      <td>26</td>\n",
       "      <td>74</td>\n",
       "      <td>46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>105</td>\n",
       "      <td>31</td>\n",
       "      <td>75</td>\n",
       "      <td>53</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   kms  kms gap  miles  miles gap\n",
       "0   96       -1     66         -5\n",
       "1   97        5     67          4\n",
       "2   98        9     68          9\n",
       "3   99       12     69         22\n",
       "4  100       14     70         30\n",
       "5  101       16     71         37\n",
       "6  102       19     72         40\n",
       "7  103       22     73         44\n",
       "8  104       26     74         46\n",
       "9  105       31     75         53"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Ed_gaps(rides)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In kilometers, I need 5 rides to improve from 96 to 97, and 14 rides to improve to 100.\n",
    "\n",
    "In miles, I need 4 rides to improve from 66 to 67, and 30 rides to improve to 70.\n",
    "\n",
    "Here are some properties of Eddington numbers:\n",
    "- Your Eddington number is monotonic: it can never decrease over time. \n",
    "- To improve from an Eddington number of *n* to *n* + 1 can take as few as 1 ride, or as many as *n* + 1 rides.\n",
    "  + *Suppose you have done 9 rides, each of exactly 10 miles. Your Eddington number is 9.*\n",
    "  + *You would need 1 ride of 10 miles to improve from a number of 9 to 10.*\n",
    "  + *You would then need 11 rides of 11 miles to improve from a number 10 to 11.*\n",
    "- Your metric Eddington number will always be greater than or equal to your imperial Eddington number.\n",
    "- Your metric Eddington number will never be more than 1.609344 times your  imperial Eddington number.\n",
    "- Of two riders, it is possible that one has a higher metric number and the other a higher imperial number."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "*Note:* the definition of Eddington Number seems precise, but what exactly does ***day*** mean? The New Oxford dictionary has three senses:\n",
    "\n",
    "1. a period of 24 hours; \n",
    "2. a unit of time, reckoned from one midnight to the next;\n",
    "3. the part of a day when it is light. \n",
    "\n",
    "I originally assumed sense 2, but I wanted to accept sense 1 for what [bikepackers](https://bikepacking.com/) call a [sub-24-hour overnight](https://oneofsevenproject.com/s24o-bikepacking-guide/) (S24O): a ride to a camping site in the afternoon, pitching a tent for the night, and returning back home the next morning.  And then COVID struck, the camping sites closed, so why not allow an S24O where I sleep in my own home? I realize Eddington had a lot more hardships than we have (World War I, the 1918 pandemic, and World War II, for example), but I hope he would approve of this modest accomodation on my part."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Hill-Index: Speed versus Grade on Short Climbs\n",
    "\n",
    "The Eddington number reminds me of the [**h-index**](https://en.wikipedia.org/wiki/H-index) metric for scientific publications. I invented another metric:\n",
    "\n",
    "> *Your **hill-index** is the maximum integer **h** where you can regularly climb an **h** percent grade at **h** miles per hour.*\n",
    "\n",
    "I'll plot grade versus speed for segments (not rides) with two best-fit curves: a blue quadratic and an orange cubic. I'll also superimpose a red dotted line where grade = speed."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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On332GQDNzc0AFBYWxqUn4clGnZKSEgY6DrFiWzbXkTkd11F0XEfRcR1Fx3UUnVR0ZGzhpbX+GBgX+T7ajpdXJIqXRsqTbTqS2JbNdWRORxLbsrmOzOlIYls215E5HUm8ekrm5SQeAd4GdlJKrVdKnZ+M5ykrK0tYo7CwkKlTp1JQUEBBQQGFhYVx73ZJebJRRxLbsrmOzOlIYls215E5HUlsy+Y6MqcjiVdPSdvx0lqfEeX2KRLP4+dVr990JLEtm+vInI4ktmVzHZnTkcS2bK4jczqSpHzHyxSVlZViWonudEWQ8mSbjiS2ZXMdmdORxLZsriNzOpLYls11ZE5HEq+efL/wsvETG1KebNORxLZsriNzOpLYls11ZE5HEtuyuY7M6Uji1ZPvF1719fWpttAHKU+26UhiWzbXkTkdSWzL5joypyOJbdlcR+Z0JPHqyfcLr9zc3FRb6IOUJ9t0JLEtm+vInI4ktmVzHZnTkcS2bK4jczqSePXk+4VXW1tbqi30QcqTbTqS2JbNdWRORxLbsrmOzOlIYls215E5HUm8evL9wis93eQ1YL0h5ck2HUlsy+Y6MqcjiW3ZXEfmdCSxLZvryJyOJF49+X7h5XA4HA6Hw+EXrF54KaVOUErdWVtbS3NzM42NjTQ0NNDS0kJtbS0dHR1UVVWhtaa8vBz46gJm5eXlaK2pqqqio6OD2tpaWlpaaGhooLGxkebmZurq6mhvb6e6uhqtNRUVFVtoRH6trKyks7OTmpoaWltbqa+vp6mpiaamJurr62ltbaWmpobOzs7u+/bWqKiooKuri+rqatrb26mrq+vOdP/993PfffeJZ+rq6qKioqJfP7Fmgq9GKXnJFO049fw1nkwRHz2zxZOpZ7eJZkr0OPU+93qeT/FkkjhOPTNFbk8kE0BLS4tYpo0bN4ocp9bW1oQySR+nYDAodu41NTWJZNq0aZPIubd582aRv0/t7e1ix6mxsVHk71NdXZ3Iz4jNmzeLnHvt7e1Gf0Z4+bnX0tJi/O/TYJm6urrEfpa3t7d3ZxqMpA7JlmLGjBl68eLF/d7W2tpKVlZWws8hOa8pVk/FxcVA39mQUtm2ho78ouM6io7rKDquo+i4jqLjOopOsjpSSg04JNvqHS8vNDU1pdpCH7x6Ki4upri4mNLSUkpLS7u/j1VHyo9JbMvmOjKnI4lt2VxH5nQksS2b68icjiRePfl+4ZWXl5dqC32Q8mSbjiS2ZXMdmdORxLZsriNzOpLYls11ZE5HEq+efL/wqqmpSbWFPnj1FBlRNNBwbqlsfu7IbzqS2JbNdWRORxLbsrmOzOlIYls2P3fk+4XX+PHjU22hD1KebNORxLZsriNzOpLYls11ZE5HEtuyuY7M6Uji1ZPvF16RTx/YRKyeBhrO7UWn9/vCJPyYQMqTbTqS2JbNdWRORxLbsrmOzOlIYls2P3fk+4VXfn5+qi30QcqTbTqS2JbNdWRORxLbsrmOzOlIYls215E5HUm8evL9wsvPq95EdKJ9IjIZfiSx7X89riNzOpLYls11ZE5HEtuyuY7M6UjidrxSiG0reteROR1JbMvmOjKnI4lt2VxH5nQksS2bnzvy/cLLy1ViTSPlaTCdaJ+ITIYfSUx0lAodSWzL5joypyOJbdlcR+Z0JLEtm5878v3Ca9y4cam20AcpT7bpSGJbNteROR1JbMvmOjKnI4lt2VxH5nQk8erJ9wuv2traVFvog5QnLzqD7XRJ+5HEZEcmdSSxLZvryJyOJLZlcx2Z05HEtmx+7sjqhZeXIdnt7e1iQ7IfeughiouLEx7YOXz4cJEhpC0tLQlligwh7c9PqodkR7QSHSjdM1sig1Ujfmwakj18+HCRYbGtra0imYYNG2bdkOzIz4BEj1N2drbIkOxgMGjdkOwhQ4aIDMkGRAYVZ2RkWDckOy0tTWT4slJK5GdERkaGdUOyI3/fEv25l5WVJTIkOxgMWjcke+jQoV+PIdl1dXWMGDEi4ecoKSmhpKQE6DusOlakPNmmIzlM1LZsriNzOq6j6LiOouM6io7rKDrJ6miwIdnpIs+WQoYMGZKwRnFxMTk5OZSWlnZ/D/EvwCQ82agjiW3ZXEfmdCSxLZvryJyOJLZlcx2Z05HEqyerX2r0QjAYTLWFPkh5sk1HEtuyuY7M6UhiWzbXkTkdSWzL5joypyOJV0++3/GSeKm0sLCQkpKS7vf5JPpSo9TLt7bpSGJbNteROR1JbMvmOjKnI4lt2VxH5nQk8erJ9zteGRkZqbYAQFFREUVFRYCcJ9t0JLEtm+vInI4ktmVzHZnTkcS2bK4jczqSePXk+4VX5JN/Eni5NIMXpDzZpiOJbdlcR+Z0JLEtm+vInI4ktmVzHZnTkcSrJ9+/1Dhs2LCUPn9kl6utra37+0Ag0H0htUQWclLZUt1Rf9iWzXVkTkcS27K5jszpSGJbNteROR1JvHry/Y7Xpk2bUm2hD1lZWSI6Utls7Mi2bK4jczqS2JbNdWRORxLbsrmOzOlI4tWT73e8xo4dKyfWsgkyciHd+8dU58yZA3y18zVhwgQAkUtTSGUT7UgI27K5jszpSGJbNteROR1JbMvmOjKnI4lXT77f8ZIalJnWVge3HgBvXJewltSb/twwUf/pSGJbNteROR1JbMvmOjKnI4lt2fzcke93vCZOnCiiE8wcAdsdAq9fB1OPhm32ienxkZ2vCIlehBXksknpSGJbNteROR1JbMvmOjKnI4lt2VxH5nQk8erJ6h0vL7MaP/vsM7FZjZXTfwlDx9Mx74fQ0Rr3DMCysrLuXa9E5hp+8sknCWWKzMIqKyuzblbjsmXLEsoU8dEzWyJzDSN+bJrVWFZWJjKr8dNPPxXJtGHDButmNS5fvlzkOK1bt05kVuOKFSusm9W4du1akVmNq1atEpnVuGbNGutmNa5evVpkVuOqVatEfkasWbPGulmNK1euFPm5t27dOpFZjStWrLBuVuP69eu/HrMapeie17TqZXhwNsy6BI78S1Kf029IzrTaWnEdRcd1FB3XUXRcR9FxHUUnWR0NNqvR6h0vL0RWqGLscARMPw8W3Qyli1LqyTYdSWzL5joypyOJbdlcR+Z0JLEtm+vInI4kXj35fuEV+RShKEf+BUZMhv9cDG2bU+YpmTrFxcXd70NLBX7oKNXYls11ZE5HEtuyuY7M6UhiWzY/d+T7hdfGjRvlRTOHwndug02l8NLlKfNkm44ktmVzHZnTkcS2bK4jczqS2JbNdWRORxKvnnz/qcaRI0cmR3jKgXDAj+Htm2Hn42CHw417SoZOZJdL4jpjUp62Jh1JbMvmOjKnI4lt2VxH5nQksS2bnzvy/Y5XY2Nj8sS/9QcYsxM89WNorjXu6ZZbbum+MGsiJLWjOJHyZJuOJLZlcx2Z05HEtmyuI3M6ktiWzc8d+X7HKzs7O3niGdlw8p1w9+Hw7C/hlLmglDFPnZ2dIjo9/UR2tlK10xVBqiPbdCSxLZvryJyOJLZlcx2Z05HEtmx+7sj3O14dHR3JfYL8aXDob+GTJ+Gjx414KioqoqioiGAwSFtbW/f38ZL0juJAypNtOpLYls11ZE5HEtuyuY7M6UhiWzY/d5S0HS+l1L3A8UCV1nr38J/9HTgBaAe+AM7TWtcl+DyJWo3OQb+Az1+Chb+GggNCn3g04EnqGmv9+UnVTlcEqY5SoWNqt9DPHZnCtmyuI3M6ktiWzXVkTkcSr56SueNVDBzd689eAnbXWu8JrAR+m+iTpKWlJSoRnUAanHwH6C548mLoCibV05w5c5gzZw7p6elkZmZ2fx8vRjqKESlPtulIYls215E5HUlsy+Y6MqcjiW3Z/NxR0hZeWuvXgdpef/ai1jryxqV3gEmJPk97e3uiEt4YOQWOuRZK34RF/zLiKT1dZkPSWEcxIOXJpE7k2melpaWUlpYm/VpofuzINLZlcx2Z05HEtmyuI3M6knj1lNSRQUqpKcCCyEuNvW57BnhMa/3gAI+9ELgQYOLEidMXLlzY73N0dXURCCS+fqypqWH06NGD30lrprz3R4ZXvM3nh9xOy4gdk+rJNh1PHXnEtmxedFauXAl89cmVYcOGATB16tTu+3zdO/KC6yg6rqPouI6i4zqKTrI62nvvvQccGYTWOmlfwBRgWT9//nvgScILv2hf06dP1wOxcePGAW+LhaVLl3q74+Zqrf++o9Y376d1e3NSPdmm47kjD9iWLRaduXPn6rlz5/Z7m+soOq6j6LiOouM6io7rKDrJ6ghYrAdY0xj/VKNS6lxCb7o/K2wuIUaNGpW4qVjIHQ3fuRU2LocX/5BUT7bpSGJbNteROR1JbMvmOjKnI4lt2VxH5nQk8erJ6MJLKXU0cBlwota6WUKzqqpKQiY2djgCDvgJvH83LH82aZ5s05HEtmyx6BQWFhr5VKifOzKFbdlcR+Z0JLEtm+vInI4kXj0lbeGllHoEeBvYSSm1Xil1PnAzMAx4SSlVopS6PdHnSdmgzMMvhwl7hK5q31CWFE+26UhiWzbXkTkdSWzL5joypyOJbdlcR+Z0JEn5kGyt9Rla64la6wyt9SSt9T1a6x201ttqraeFvy5K9HnKysqi3ykZpGfC7Huhsw2e/BF0dYl7sk1HEtuyuY7M6UhiWzbXkTkdSWzL5joypyOJV0++v3J9fn5+6p587FQ4ugjWvA6LbhL3ZJuOJLZlcx2Z05HEtmyuI3M6ktiWzXVkTkcSr558v/CSWvVqrfnb88tZtqE+tgfucw7sciL87yrY8IGoJ9t0JLEtm+vInI4ktmVzHZnTkcS2bK4jczqSuB2vGGlo6+KpkjLOuOsdlpRu8v5ApeCEG2HoeJj/A2htsG5F7+f/GfhNRxLbsrmOzOlIYls215E5HUlsy+bnjny/8KqsrBTRyctK4/GLDmDM0EzOvuddFq2q9v7gnFEw+26oK4UFv6CyokLEk1Q2KR1JbMvmOjKnI4lt2VxH5nQksS2b68icjiRePfl+4SV1xVmAbUZk89iPZrLtyBwKi9/nf8tjOLAFs+DQ38Gy+Yz58nkRP1LZJDuSwrZsriNzOpLYls11ZE5HEtuyuY7M6Uji1ZPvF1719TG+JysK44Zl8eiFM9lp/DB+9MASFn5c7v3BB/8StvsmgRcug6rPEvYilU26Iwlsy+Y6MqcjiW3ZXEfmdCSxLZvryJyOJF49+X7hlZubK645MncID12wP3tOGsFPHv6A+UvWe3tgIA1OvguGDIV5hdCe2DVivWTzMqg5GR0lipQn23QksS2b68icjiS2ZXMdmdORxLZsfu7I6oWXUuoEpdSdtbW1NDc309jYSENDAy0tLdTW1tLR0UF5eTlaa8rLQztTkU8VRP68qqqKjo4OamtraWlpoaGhgcbGRpqbm6mrq6O9vZ3q6mq01lSE35tVVlbG8KwM/nbsthyw/Wh+Pe9D7n3zC2pqamhtbaW+vp6mpiaampqor6+ntbWVmpoaOjs7qWxWNB/9z9BIoecv6/ZTUVFBV1cX1dXVtLe3U1dXN2CmqqoqtNasX78+aialFIFAoN9MXV1dVFRU0NbW1q0R+bWyspLOzk5vmcKvWzc3N2+hEU+myHGKZIv1OEUyRXz0zBZPpshjI34SyRTvudc7U89siWSK/LphwwaRTK2trQlnAmhpaUk4U+Q4VVRUiBynpqamhDJFjlNVVVXCmaqrqwkGg2LnXkNDQ0KZIsepuro6oUyR41RfXy/y96m9vT3hTJHjFPEVb6bIcaqpqRH5GVFfX59wpqamJtrb2xPOFDlOGzduFPm5t3nz5oQyRY5TVVVVwplqa2vp6uoS+1ne0tLSnWkwlMC4xKQzY8YMvXjx4n5va2pqEln5lpSUMG3atD5/3toR5CcPL+Xlzyq59Kid+PFhO0TVampqIvft6+DNf8Dse2CPU+LyNFi2yC5XaWkpAAUFBQD9jrJJdkfxIOXJNh3XUXRcR9FxHUXHdRQd11F0ktWRUmqJ1npGf/ezesfLBrIy0rjt+/vwnWn5/P2FFRQ9txxPi9XDfg/bzoRnfgbVq5Jv1OFwOBwOh/Wkp9pAonR2dib9OTLSAvzjtGnkZqZz+2tf0NjawVUn7QBSf5QAACAASURBVE4goAb2lJYLp9wDtx8Mj58DP3wZhuTE9LyDZYvsbEV2vgYb2myio1iR8mSbjiS2ZXMdmdORxLZsriNzOpLYls3PHfl+xyszM9PI8wQCir98Z3cuOmR7Hnp3Hb98vISOYFe/9+32lDcJZt8FVZ/Cwl/H/JxS2Ux1FAu2ZXMdmdORxLZsriNzOpLYls11ZE5HEq+efL/wampqMvZcSinmHLMzlx61E/8pKeOiB5bQ2hEc3NMOR8A3L4WSh+CDB/rVHeiTiV6yFRYWDrrb5VXHNFKebNORxLZsriNzOpLYls11ZE5HEtuy+bkj3y+88vLyjD/njw/bgb98Z3f+t6KKc+99j8bWjsE9HToHtjsktOtV8bHn55HKloqOomFbNteROR1JbMvmOjKnI4lt2VxH5nQk8erJ9wuvmpqalDzv92cWcOPpe7OkdBNn3PUONZvbBvYUSAuNFMoaAY+fC60NwFc7XaWlpZSWlvbZ+ZLKlqqOBsO2bK4jczqS2JbNdWRORxLbsrmOzOlI4tWT7xde48ePT9lzn7hXPnedM4PPKzdz6h1vU1bXMrCnoePg1LmwaS08/RPw8MlIqWyp7GggbMvmOjKnI4lt2VxH5nQksS2b68icjiRePfl+4RW50FmqOGzncTxw/v5sbGjjlNsWsapq88CeCmbB4ZfDp0/B27d0vz+roKCAgoKCPu/XkspmuqOioiKKiooGvU8ys3m5mn+y/Ehi2/F3HZnTkcS2bK4jczqS2JbNzx35fuGVn5+fagvst90oHv3RTNqDXZx6+yI2Bge5bMSBP4Odj4eXLoc1bwyqK5XNho56Y1s215E5HUlsy+Y6MqcjiW3ZXEfmdCTx6sn3Cy9bVr275ecx/6JZ5Gamc8adb/Pm59X931Ep+M5tMOobMP88qN8w4CcT/fY/g8hOV1tbG21tbYPufCUjW7T3zHnVsQXbjr/ryJyOJLZlcx2Z05HEtmx+7sjqhZeXWY3p6elJmdXY81ev8/Imjcjk9lN2ZNtRuZw39z0Wflze/9yoQBYNx96Kbm8i+Oj3aajd2O98L6VUQpkis7Dy8/ONzGrMysoiPT2dzMzM7t9nZWX1O98rQqJzDXtmS08PXQ84NzeX9PR00tLSCAQCnmbLRbBpVmN+fr7IrMZAICCSaeLEidbNahwyZIjIcRo7dqzIrMbMzEzrZjWOHDlSZFZjbm6uyKzGESNGWDerMS8vT2RW49ChQ0V+RowYMcK6WY0D/SyP9efemDFjRGY1ZmZmWjerccKECZ5mNaK1tv5r+vTpeiDKy8sHvC0Wli5dKqKjtdYr1nypZ9/6lp4yZ4F+8J21A99x2RNaXzFc62d+0e/NUtlMd3TNNdfoa665ZtD7JDPb3Llz9dy5cxPWiQfJ88i24+86MqfjOoqO6yg6rqPoJKsjYLEeYE1j9Y6XF8aNG5dqC33YYXI+D5y/P4ftNI7fP7mMG1/+vP/5jrt9F2ZdAovvgZKH+9w8bty4uN4o3p+ObUh5sk1HEtuyuY7M6UhiWzbXkTkdSWzL5ueOfL/wqq2tTbWFPtTW1pI9JI07zp7Oyftsww0vr+Typz4h2NXP4uvwK2HKwbDgF1C2tI+OlB+TzJkzhzlz5gx6n2Rm83I1/2T5kcS24+86MqcjiW3ZXEfmdCSxLZufO/L9kOzhw4en2kIfIp4y0gJcf+pejB2WyR2vraamqY1/nDaNrIy0r+6clg6nzIU7D4VHvw8XvgpDx1JcXIxSitLSUsDbMOxofmxCypNtOpLYls11ZE5HEtuyuY7M6UhiWzY/d+T7Ha/IG75toqcnpRS/PWYX/nDcLiz8uILCue/R0GvEEEPHwukPQnM1zDsXgqHbAwGZw2N7R1uTjiS2ZXMdmdORxLZsriNzOpLYls3PHfl+x2vIkCGpttCH/jz98OBvMHroEC6d9xHfu+Md7jtvX8YNz/rqDvl7w4k3wxM/hOfnUFh4Pc3NzTz++ONAfDtdg/lJNVKebNORxLZsriNzOpLYls11ZE5HEtuy+bkj3+94BYPBVFvow0Cevrv3JO4+dwalNU2cfNsivti4ecs77Hlq6M32798NS+4Ty+anjvyuI4lt2VxH5nQksS2b68icjiS2ZfNzR75fePX7acEUM5inQ3cax6MXzqSlPcgpty3ig3WbtrzDEX+C7b8Fz/6KwIb343qjeCx+UoWUJ9t0JLEtm+vInI4ktmVzHZnTkcS2bH7uyPcLr4yMjFRb6EM0T3tOGsG/L57F8OwMzrzrHf77WeVXNwbS4JR7IW8SOc9cCPUbku4nFUh5sk1HEtuyuY7M6UhiWzbXkTkdSWzL5ueOfL/wamlpSbWFPrS0tES9/taUMbn8++JZTB0/jAvuX8yj76376sbskXDGI9DeDI+eGfo1QT+2IeUp2ToS11GLF790lEpsy+Y6MqcjiW3ZXEfmdCTx6sn3C69hw4al2kIfvHoaMzSTRy6YyUE7jmXOEx9zw0srv9qqHLcLwe/eCeUfwn8uhq6upPsxiZQn23QksS2b68icjiS2ZXMdmdORxLZsfu7I9wuvTZs2Rb+TQYqLi3nsscc8D2rOzUznnnNncOr0Sdz438/5zfyP6AiGFlm1Y/aDb/8ZPv0PvHZt3J5s6wjkPCVLJ5GB21LY3pEN2JbNdWRORxLbsrmOzOlI4tWT1QsvL0OyAWuGZHd2dpKenk5nZyd5eXnAV6/5Djaws6VpM386bkcunDWJeUvWc/adb9HY2kFnZyfMuoTmqSfDa0VsevPeuIYvjx071siQ7FiG+kaOXaIDpXtmS2SgdMRPJFN6ejpKKbKzs8nIyCAQCBAIBIwOyR47dqzIkOxgMCgyJHvMmDHWDclWSokMyR4xYoTIkOxAIGDdkOyhQ4eKDMkeMmSIyJDs3Nxc64Zk5+TkiAzJzszMFPkZkZuba92Q7PT0dJGfe3l5eSJDsgOBgHVDskePHv31GJJdVlY24G2xIDkos6ysLK5BzVpr/eh7pfobv31WH3vj6/qjz0tDf9jRqvU9R2l91Tit1y+Oy48E0h35QSfW4/h17ChWXEfRcR1Fx3UUHddRdJLVEVvzkOyJEyem2kIfEvH0vX0nc/c5M1i9sYmL5q9iVVUjpGfCaQ9A7jh45ExoKDPmJ1lIebJNRxLbsrmOzOlIYls215E5HUlsy+bnjny/8IpsCdpEWVlZQtffOmzncTz2o5m0tHdw8q2LeGd1TWis0JmPQvtmePh70LY5ulAPP7Yh5SnZOhLXUYsXv3SUSmzL5joypyOJbdlcR+Z0JPHqyfcLr/z8/FRb6IOEpz0njeCpnxzMuOFZnHPPezxVsgHG7wanFkPlMvj3+dDl7Sq5W2tHNupIYls215E5HUlsy+Y6MqcjiW3Z/NyR7xdekTfD2YSUp/S2ev590Sz2njyCnz1awi2vrELvcAQc+3dY+Ty88DujfiSR8mSbjiS2ZXMdmdORxLZsriNzOpLYls3PHfl+SPaECRNSbaEPUp4mTJiAUor7z9+Py+Z/xN9fWMGXtc1c9Z0fkFGzGt65BUZuBzMvMuJHEsmObNKRxLZsriNzOpLYls11ZE5HEtuy+bkj3+94bdy4MdUW+iDlKaKTmZ7GDd+bxiXf2oFH3/+SHxS/T8M3L4edjoMXfgsrnjfiRxLpjmzRkcS2bK4jczqS2JbNdWRORxLbsvm5I98vvEaOHJlqC32Q8tRTRynFr47cib/N3pO3v6jh1DveY8PhN8GEPWH+D6CsJOl+JElGRzboSGJbNteROR1JbMvmOjKnI4lt2fzcUdIWXkqpe5VSVUqpZT3+bJRS6iWl1OfhXxNurrGxMVEJcaQ89adz2r7bct8P9qOsvoWT7izhk0PvhJxR8PBpsKk0qX4SpefV35PZUSp1JLEt29eho0QnFHwdOrJFRxLbsrmOzOlI4tVTMne8ioGje/3ZHOC/Wusdgf+Gv0+I7OzsRCXEkfI0kM6BO4zhiYtnkZURYPaDq3lj/9uhsxUeOgWaa5PmR5Jkd5QqHUlsy+Y6MqcjiW3ZXEfmdCSxLZufO0rawktr/TrQexVwEnBf+Pf3Ad9J9Hkio15sQsrTYDo7jh/Gk/93IDtPGM45z9TzzC7XozethUfPhI7WpPiJl/7mHs6bN09E20TXqcK2bFtzR/PmzROZzbk1d2SbjiS2ZXMdmdORxKsnFbqyfXJQSk0BFmitdw9/X6e1HtHj9k1a635fblRKXQhcCDBx4sTpCxcu7Pc5Ojo6uuchJkJNTQ2jR49OWAfkPHnRaevU3PhuLYu+bOW3Ez/gR5uuoy7/ENbueyWogKifeDtauXIl8NU2bGSC+9SpUxP2ZLJrL/j1PDKpY2NHUufo1tyRbTquo+i4jqKTrI723nvvJVrrGf3dz9qFV09mzJihFy9e3O9tzc3N5OTkJOy1pKSEadOmJawDcp686nR1aa5/aQW3vPIFV41/jbPr74D9L4ajrwGlrOkosoNQWFhovCNTOn4+j0zp2NxRz3M0lX5s7sgWHddRdFxH0UlWR0qpARdepj/VWKmUmggQ/rUqUcH29vaETUkj5cmrTiCguPSonbnu1L34c/WhzMs4Ed69DRb9a0CdRN9EnCimOzKlI4lt2VxH5nQksS2b68icjiS2ZfNzR6YvoPo0cC5QFP71qUQFJVa80kh5ilXnlOmT2HZkNhc9EGA41Rz10h8hdyw5u84W8ZMoPXcRUtVRsnUksS3b16GjROdyfh06skVHEtuyuY7M6Uji1VMyLyfxCPA2sJNSar1S6nxCC65vK6U+B74d/j4hGhoaEpUQR8pTPDr7f2M0T/74YP4x9Je81bU7XU/9mJaPvlrf9vdG91TsfKWyo2TqSGJbNteROR1JbMvmOjKnI4lt2fzcUdJ2vLTWZwxw0+GSzzNq1ChJORGkPMWrM2VMLo//36H86sG/MHT9L9l14Y8JjplE2pQDRHxJkOqOkqUjiW3ZXEfmdCSxLZvryJyOJLZl83NHvr9yfVVVwm8TE0fKUyI6eTkZ3H7+ITy3502s6xxF6/2n0PTlRxQWFlJYWEhBQQEFBQXd35vGho6SoSOJbdlcR+Z0JLEtm+vInI4ktmXzc0e+X3j5eVBmsnXS0wLMOeVgPjz0HhqDGbTcexJla1eIeEsUWzqS1pHEtmyuI3M6ktiWzXVkTkcS27L5uSPfL7zKyspSbaEPUp6kdGbuvB1lxz/EEN1GZ/GJfPDJ8pTtdEWwrSN3HpnTkcS2bK4jczqS2JbNdWRORxKvnny/8MrPz0+1hT5IeZLU2WffA2mc/TBjqSPn8VN44s2PRbQT8bQ16khiWzbXkTkdSWzL5joypyOJbdn83JHvF15+XvWa1tlmj0MJfu8htlcVbPdiIX998j06g10izxGvp61NRxLbsrmOzOlIYls215E5HUlsy+bnjny/8PLzqjcVOkN3OYLAacXsFVjDoR/8jAvufYu6ZvMXorO5I1uwLZvryJyOJLZlcx2Z05HEtmx+7sj3C6/KyspUW+iDlKdk6aTtejyBk2/ngLTP+P6XVzD75tf4vLJR5Lni9bS16EhiWzbXkTkdSWzL5joypyOJbdn83JHVCy+l1AlKqTtra2tpbm6msbGRhoYGWlpaqK2tpaOjA601WmvKy8uBr7b6ysvL0VpTVVVFR0cHtbW1tLS00NDQQGNjI83NzdTV1dHe3k51dTVaayoqKrbQiPxaWVlJZ2cnNTU1tLa2Ul9fT1NTE01NTdTX19Pa2kpNTQ2dnZ1UVlYyevToPhoVFRV0dXVRXV1Ne3s7dXV1A2aqqqpCa9096TzeTF1dXVRUVPTrp3L8IXQd83cODyzhNy03cPItb/DMB6UDZoLQHKpEM0WOU2S0QryZIj56Zov1OPXMEvGTSKZEj1Pvc2/06NEJZYr82tnZKZJp1KhRCWcCaGlpSThT5DhFjl2ix2n48OEJZYocJ6VUwpmqq6sJBoNi515ubm5CmSLHKT09PaFMkeOUnZ0t8vepvb094UyR45SVlZVQpshxGjJkiMjPiOzs7IQzNTU10d7ennCmyHEKBAIiP/eGDRuWUKbIcVJKJZyptraWrq4usZ/lI0eO7M40KJGFi81f06dP1wNRXV094G2xsHTpUhEdreU8GdF5859aXzFcv/zX7+oplz2tb3p5pe7q6ur3rl/bjmLAdRQd11F0XEfRcR1Fx3UUnWR1BCzWA6xpTM9qFCc3NzfVFvog5cmIzoE/g842Dn/lah6ekM2ZL53Op+UNXHfqXuRmJu/08FVHKcK2bK4jczqS2JbNdWRORxLbsvm5I6tfavRCW1tbqi30QcqTMZ1DfgMH/5oD6hawYIdneOGTcmbftoh1Nc0izx+XJ5/qSGJbNteROR1JbMvmOjKnI4lt2fzcke8XXunp9m3aSXkyqvOtP8CsS9ht/WO8vtd/Ka9r4YSb3+T1lRtFPMTlyYc6ktiWzXVkTkcS27K5jszpSGJbNj935PuF19ZOcXExxcXFyX8ipeDbV8H+FzFp+b28Pv11Jg7PpHDue9z+2heEXrJ2OBwOh8ORCPYtGWOks7Mz1Rb6IOXJuI5ScHQRBNvJW3wzz8xK5+fjTqToueV8vKGes6eK2InNk890JLEtm+vInI4ktmVzHZnTkcS2bH7uyPcLr8zMzFRb6IOEp+LiYpRSlJaWdn8PxDVfMSY/SsGx1wOQseif3Hwg7HH02fzthRUsK03nvilNTBmT+JsapY6bbTqS2JbNdWRORxLbsrmOzOlIYls2P3fk+5cam5qaUm2hD1KeAgGZwxOzn0AgtPiacT7qrX9yUcf9FBfuS21LkBNufpP/LU/8wnVSHdmmI4lt2VxH5nQksS2b68icjiS2ZfNzR77f8crLy0u1hT5IeCosLKSzs5MHH3yw+3ujfgIBOO760A7YWzfyTd3Fdd8+iZuWtvKD4sX8/Igd+em3diQQUOY8+UBHEtuyuY7M6UhiWzbXkTkdSWzL5ueOfL/jVVNTk2oLfZDylHIdpeDY62DfC2DRv9h77Z38+6IDmL3PJP758uf88P7F1Dd3mPVkuY4ktmVzHZnTkcS2bK4jczqS2JbNzx35fsdr/PjxqbbQBylP48ePT2inq6dO3CgFx/4dVIBx790BL+Vx3SnXMm3yCP78zCeceMub3HbWdHbNH27Ok8U6ktiWzXVkTkcS27K5jszpSGJbNj93ZPWOl5dZjZ999pl1sxrLyspEZjV+8sknCWWKzMLqz09Mmaqq4Jhr2VBwMrx/F82PXcDZ+03iltlTae0I8t1b3+Sx99bGNFtu2bJlCWWKZOmZLZG5hhE/Ns1qLCsrE5nV+Omnn4pk2rBhg3WzGpcvXy5ynNatWycyq3HFihXWzWpcu3atyKzGVatWicxqXLNmjXWzGlevXi0yq3HVqlUiPyPWrFlj3azGlStXivzcW7duncisxhUrVlg3q3H9+vWeZjUqP1yfacaMGXrx4sVJfY6SkhKmTZuW1OfwOyVLlzKt7jl47VrY41T4zm1sbO7ikkc+4J3VtZy1/2QuP2FXMtPTUm01ZbjzKDquo+i4jqLjOoqO6yg6yepIKbVEaz2jv9us3vHyQmRlahNSnmzTQSk47Hdw+BXw8TyYV8jYbMWD5+/PRYdsz0PvruO0299mQ12LMU+26UhiWzbXkTkdSWzL5joypyOJbdn83JHvF175+fmpttAHKU+26XRz8C/h6Gth+QJ49EzSu9qYc8zO3HH2dFZvbOL4m97gtSijhmzL5s4jczqS2JbNdWRORxLbsrmOzOlI4tWT7xdeXl5PNY2UJ9t0tmDmRXDCjbDqZXhwNrTWc9RuE3j6koMYPzyLwrnv8Y8XVxDs6v+lbNuyufPInI4ktmVzHZnTkcS2bK4jczqSePXk+4XXuHHjUm2hD1KebNPpw/RCmH03fPku3HcCNFWz3Zhcnvy/A5m9zyRu+t8qzrn3Xao3953Ybls2dx6Z05HEtmyuI3M6ktiWzXVkTkcSr558v/Cqra1NtYU+SHmyTadf9jgFzngUNq6Ee4+Gui/JHpLGdafuxd9m78nitZs47qY3eH/tlh5sy+bOI3M6ktiWzXVkTkcS27K5jszpSOLVk+8XXsOHx3b9KBNIebJNZ0B2/Dac/SRsrgotvqo/B+C0fbflyf87kOyMNE6/8x3ueO0LusIvPdqWzZ1H5nQksS2b68icjiS2ZXMdmdORxKsn3y+8mpubU22hD1KebNMZlIIDoHABBNtCi68NHwCwa/5wnr7kII7cdTzXPLecC+5fzKam9oQ8FRcXdw8N91VHMWJbNteROR1JbMvmOjKnI4lt2fzcke8XXkOGDEm1hT5IeUqVTs+FTUxM3BPOex6G5EDx8bDqvwAMz8rg1rP24U8n7sbrn2/kuJve4LOq6Jec8IJtXUtiWzbXkTkdSWzL5joypyOJbdn83JHvF17BYDDVFvog5ck2HU+M2QHOfwlGfQMePg0+ehwApRTnzprCvy+eRVqa4uzipdz1+mpiuYBvZEFYWlpKaWkpxcXFzJ8/X8S2O4/M6UhiWzbXkTkdSWzL5joypyOJV0++n9Vo45X3pTyZ1onscpWWlm7xfczzIodNgPOehUfPgicugM2VMOsSAPacNIIFlxzMLx9ZwtULP+Od1TVcd+pejMxN7f9e3HlkTkcS27K5jszpSGJbNteROR1JvHqyesfLy6zGhoYG62Y1ZmRkiMxq3LRpU0KZIrOw+vPTX6ZAIEAgECA7O5v09HTS0tK67wtfvX7tKVO7omX2g7TteBy8+Aean/wFuitIeXk5edkZ/OGw8Vxxwq68/vlGjr3pDV5c+kXUTMcffzznnHMOO+ywAwUFBRx55JGceuqpIrMaI59GsWlWY0ZGhsisxrq6uoQz3Xzzzdx5553WzWpsbGwUOU6RcyDRWY2bN2+2blZjMBgUmdXY0tIiMquxs7PTulmNHR0dIrMaIz0l+jOis7PTulmNkZ4S/bmntRaZ1bh582brZjWmpaV5u5aX1tr6r+nTp+uBqKmpGfC2WFi6dKmIjtZynlKlM3fuXD137tw+fx5XR8Gg1s9eqvUVw7V+/Fyt21u28PTRl3X6kL/9T3/jt8/qf/13pe4MdsXkz7aut9bz6JprrtE33HCDgJuttyNJHddRdFxH0XEdRSdZHQGL9QBrGt+/1Dhs2LBUW+iDlCfbdOIiEIBjroW8beCly6GhHM54pNvTHpPyeOaSg/j9k8u47sWVvL26hhu+N41xw7IGlIy89FlUVEQgEOA3v/lNwjbdedQ/RUVFALS1tdHR0dH9/Zw5c0S8JYoNHSVDRxLbsrmOzOlIYls2P3dk9UuNXoi8HGcTUp5SpVNYWBj7+7oGQyk48GdwajGULYW7j6BhbUn3zcOyMrjx9GlcO3sPlpRu4tgb3+DVFVWepLOyBl6gxYI7j6KTk5MjoiOJbR2588icjiS2ZXMdmdORxKsn3+94jR07NtUW+iDlyTadhNntuzBsIjxyBqOe/F7oivfb7geEPvX4vX0ns8/kkVzyyFIK577PBQdvx6VH7cyQ9C3/f9BzF6atrU1kF8aajnpgw/GPdFpUVERHR4c1O10RbOgoGTqS2JbNdWRORxLbsvm5I887XkqpWUqpM5VS50S+4nYniJ8HZfpNR4TJM+GHLxNMHxq61tcnT25x847jh/GfHx/I2TMLuOuNNcy+bRFrqpsGlMvLyxOxZVVHYWw7/kOHDhXRkcS2jtx5ZE5HEtuyuY7M6Uji1ZPSHj7+qJR6ANgeKAEiF6rQWuufxmswFmbMmKEXL16c1OcoKSlh2rRpSX0OvyPaUVMNPHomfPkOHPZ7+OaloZcke/DCJxX8Zv5HdAa7+PNJu3PyPtugetzHtvcbgTuPvOA6io7rKDquo+i4jqKTrI6UUku01jP6u83rjtcM4ECt9f9prS8JfxlZdEUj8rFPm5DylCqduK9cHwNl9W1w7tOw5+nwytWh6311tG5xn6N2m8BzPzuY3bbJ41fzPuRnj5bQ0NqxxX2k3mDpziNzOpLYls11ZE5HEtuyuY7M6Uji1ZPX93gtAyYA5fEaShb5+fmpttAHKU+26UjS7em7t8PYqfDfP0PtGjj9YRg2/qv7jcjmkQtmcturq7jh5c9ZUrqJG0+fxowpo0R3uqzuaCvTkcS2bK4jczqS2JbNdWRORxKvngbd8VJKPaOUehoYA3yqlHpBKfV05Ctec0qpXyilPlFKLVNKPaKUivujaZELntmElCfTOv2N5EnWzle3J6Xg4F/BaQ9A1adw17eg4uMt7psWUPzkWzsy76IDSAsoTrvjbW54aSWdwS7rupbEtmyuI3M6ktiWzXVkTkcS27L5uaNoO17XJW5lS5RS2wA/BXbVWrcopR4HTgeK49GbMGGCoDsZpDzZpiNJH0+7nggjJsMjZ8A9R8J3bg19CrIH+0weybM/PYgrnvqEG//7OW+uquYfp+2VHD8WkOrj33tklFeduEdNxUGqO0qWjiS2ZXMdmdORxLZsfu5o0B0vrfVrkS9gBZAHDAdWhP8sXtKBbKVUOpADxP1i7caNGxOwkRykPJnWiVy/q6CggIKCAvnreUXzlD8NLnwFxu8O8wrhv1dBV9cWdxmWlcE/vjeNG0+fxsrKRo698XXmL1mf8Nwudx6Z05HEtmyuI3M6ktiWzXVkTkcSr548vcdLKfVD4HLgf4AC/qWU+rPW+t5YjWmtNyilrgPWAS3Ai1rrF2PViTBy5Mh4H5o0pDzZpiPJgJ6GTYDCBfDsr+CN66ByGZx8J2RtedmIk6Ztw/SCkfzysRJ+Pe9D/re8kqu/s0fcw7Z91VGSdQYaln7WWWfF9bhk7nzZ9nfEnUfmdCSxLZvryJyOJF49eb2cxApglta6Jvz9aGCR1nqnWI0ppUYC/wa+B9QB84D5WusHe93vQuBCgIkTAE/SDwAAIABJREFUJ05fuHBhv3ptbW1kZmbGaqMPNTU1jB49OmEdkPNkm47RjrRmzJr/sM3H/6ItdxvW7H81bcMm97lbS2srz63p4OGPGxieGeCn+49k2oTY3zLoy46SpLNy5UoAGhsbga8+OVpQUDCozkCPmzp16hb32xo6SraO6yg6rqPouI6ik6yO9t577wEvJ+FpSDXwX2BIj++HAC97eWw/WqcC9/T4/hzg1sEeM9iQ7ObmZo/jKwdHclCmlKdU6YgOyR4Az55Wv671tdtp/ddJWn/6zIA6H6+v04df/6ouuGyBvuKpZbq5rTM5fqKwNZ1Hvc8DrzoDnT8RtqaOkqXjOoqO6yg6rqPoJKsjBhmS7fU6XhuAd5VSVyqlrgTeAVYppX6plPpljIvCdcBMpVSOCl0N83Dgsxg1uuno6Ih+J8NIebJNRxLPnrY7GC58DUZvD4+dBS9fCV3B7psjOrtvk8eCSw7ivAOnULxoLcf/6w0+Wl8Xkx8T1y+LBduOv6/PI5/pSGJbNteROR1JbMvm5468Xsfri/BX5HXJp8K/j/nqlVrrd5VS84EPgE5gKXBnrDoRVK+rnduAlCfTOibfoxNTthHbwnnPw/OXwZs3hAZtz74HcsdsoZOVkcYVJ+zG4TuP59L5H3LyrYu45Fs78uPDtic9bfD/Y7jzqC+9j7tXnUTPl1jOu1R3lCwdSWzL5joypyOJbdn83JHXhddC4HfAlB6P0VrrPWN2FnrgFcAV8Ty2N2lpaRIyokh5sk1Hkpg9ZWTBCTfCNjNCb7y/4xA47X7SRu3S564H7TiG53/2TS5/ehk3vLyS/62o4vpT92KHcf3PGiwuLiYQCBh9U7gXbDv+W8V55BMdSWzL5joypyOJbdn83JHXlxofBO4FTgaOD3+dEJczYdrb21NtoQ9SnkzrmLycRNzZ9jkbzn8BVADuPQreuwP6+YBIXk4GN56+NzefuTelNU0cd9Mb3PPmGrq6+v8wiY3/e/LreRQv8VzA17Zs7ueROR1JbMvmOjKnI4lXT153vDZqrZ+J307yyMnJSbWFPkh5sk1HkoQ85e8NP3oN/nMxOa9eCZUfwEk397nkBMDxe+az35RR/PaJj7lqwae8+EkF1526F9uO+ur5CwsLaW9v5+GHH+7+3gakj3+iO3lb3XlksY4ktmVzHZnTkcS2bH7uyOuO1xVKqbuVUmcopU6OfMVvT46GhoZUW+iDlKdU6SRzpytCwtlyRsHpj9A06zJY/mzopceykn7vOm54FnefO4O/nbInn5Q1cPQ/X+eR99ZtcdFV6fOoqKiIoqKihDT8fh7FSjw7rrZlcz+PzOlIYls215E5HUm8evK643UesDOQAUQuJa6BJ2J2JsyoUaNSbaEPUp5s05FExFMgQPYRc2Dnw2H+eXDPt+Hoa2DG+aEZkD1QSnHajG2Ztf1ofjP/I377xMc8t6yCopP3IH9ENqNGjbJmpyuC1HFbsGABkPiHJrba88hCHUlsy+Y6MqcjiW3Z/NyR1x2vvbTWM7TW52qtzwt//SB+e3JUVVWl2kIfpDzZpiOJaLbJ+8OP3oDtDgm98f7xs6G5tt/7TxqZw4Pn789VJ+3G4rW1HHXD6zz2/joqKytF/JSUlFBUVERbWxttbW0J7XxJdZSRkSGiY+o8imXH1ba/I1v93zWLdCSxLZvryJyOJF49ed3xekcptavW+tP4LSUHPw/K9JuOJOLZckfDmY/DO7eGrvW14SA4+S6YcmCfxwQCirMPmMIhU8dx6fwPuezfH3PI1LEUzR7BxLxsEV8SSHUUGfWT6Hu8vhbnkSU6ktiWzXVkTkcS27L5uSOvO14HASVKqRVKqY+UUh8rpT6K250gZWVxz9dOGlKebNORJCnZAgGY9RP44UuQngn3HQ+vXAPBzn4fO3l0Do9cMJM/nbgb766u4ch/hHa/dD+fkvTKtGnTmDNnDpmZmWRmZjJnzhzmzJkTl5Ztx/9rcx5ZoCOJbdlcR+Z0JLEtm5878rrwOhrYETiS0GUkjFxOQil1glLqztraWpqbm2lsbKShoYGWlhZqa2vp6OggPT0drTXl5eXAV8HLy8vRWlNVVUVHRwe1tbW0tLTQ0NBAY2Mjzc3N1NXV0d7eTnV1NVprKioqttCI/FpZWUlnZyc1NTW0trZSX19PU1MTTU1N1NfX09raSk1NDZ2dnVRWVpKfn99Ho6Kigq6uLqqrq2lvb6eurm7ATFVVVWituy9xEG+mrq4uKioq+vUTayaA5ubmLTQeeughiouLY8oUOU4R4s0U8dEzW3emzMm0nvsS7bucDK8VEbz3GBrWLes3U0VFOefOmsL9Z+7MLvnDuezfH/P9e97loy82xJyp53GC0Cdc4snUM1s8x6n3sQ4EAnR1dXH88cdz5plnxp1p4sSJcR+nnr+2tLQknCny92nIkCEJHafIuTd27NiEMkWOU2ZmZsKZqqurCQaDCWeKHKeRI0cmlClynHJzcxPKFDlOI0aMSDhTS0sL7e3tCWeKHKe8vLyEMkWO09ChQxPKFDlOI0aMSDhTU1MT7e3tCWeKHKesrKyEMkWO05gxYxLKFDlOmZmZCWeqra2lq6sr4UyR4zRhwoTuTIMy0Cwhm74Gm9W4YcOGAW+LBcl5TVKebNPp3VG0mXyDMZCnWDWjZvvwsdCcx6u30XrpQ1p3dQ2oEwx26fvfXqt3/eNzepc/PqfvW7RGB4P9338g3HkUHddRdFxH0XEdRcd1FJ1kdcQgsxq9vsfLWvLz81NtoQ9SnlKlE+29QBKjhSSzDfr8e54Gk2fCkxfBfy6GFc+FroCfM6qPDsDZMws4bKex/PaJj7n8qU9Y8FE5RSfvwTfG9n/V+2Ti9/PIBLZlcx2Z05HEtmyuI3M6knj15PWlRmuR+jSaJFKebNORpLeneK5a3p9Ov4yYDOc+A0f8KbTwuvUAWPXygDqTRuZw/w/242+n7Mln5Q0cfeMb3PbqF3QGu3orJxXbjr8fzqOtRUcS27K5jszpSGJbNj935Psdr9GjR6faQh+kPJnW8bqTFfk+kU/JSWSLaectkAYH/Ry2/xY8cQE8OBtm/AC+fRVkDu3jJ3Ldr0OmjuXyp5Zx7fPLWfBRGdfO3pPdt+l7hfxk4NfzyCS2ZXMdmdORxLZsriNzOpJ49eT7Ha/6+vpUW+iDlCfbdCTp7SneOZExD0qduCdc+Coc8BNYPBduOwDWvDFgR+OHZ3HH2TO47ax9qGps46Rb3qLoueW0dgRje944sO34++E82lp0JLEtm+vInI4ktmXzc0e+3/HKzc1NtYU+SHkyrRPrTlYiV3qXyFZYWEhrayuPPvpobH4ysuGoq2GXE0Lv+7rvePKmnw9HXQVD+vd1zB4TmbX9GK5e+Cm3v/YFzy8r5+rv7sGBO4xJOMdA+PU8Molt2VxH5nQksS2b68icjiRePfl+x6utrS3VFvog5ck2HUkG8hTrnMiEsk2eCRe9CftfRPqSe+D2g2DtWwPePS8ng7+dshcP/3B/AM66+11+9fiHbGryNpE+Vmw7/n46j/yuI4lt2VxH5nQksS2bnzvy/Y5Xerp9EaQ8pUrH68Inkfd4SWZLaMbikFw45lpaphxB9ou/huJjQ7Mej7gSsob3+5BZO4zh+Z9/k3/973PueG01r6yo4o/H70Jdycvk5uYwbdq0+P30wO/nkQlsy+Y6MqcjiW3ZXEfmdCTx6sn3O14OhwRdk2fBxYtC7/1aMhdunQkrXxjw/lkZaVx61M4s+OlBTB6Vwy8e+5AHvsyjulUN+BiHw+FwOHy/8Ors7H8cTCqR8mSbToR4L/2QDE+iOkNy4airWTDhZ2xqCcLDp/HF37/FI/fcPODjdp4wnBNzPufY8Y182Rzg+s+yOe+6x7n73mIZT4nw0EMwZQo5w4bBlCmh75PsJ55zIRGsPI96YbqT3khnSzSP+5ltTkcS27L5uSP79upiJDMzM9UW+iDlyTYdSWzL1lOnOnMKz+RfyjnbVTPl1b+xTctn8MFwmPb90DzIXgQU7DeylWH1q/kofSqvVOfyUUMmu31RwwHbx/+R54SyPfQQXHghNDejAEpLQ98DxR0dQOwvEbvzyJyOJLZlcx2Z05HEtmx+7sj3C6+mpiaysrJSbWMLpDzZphNB4jpetmVramrq/nRk5LpgRZWZDOP7HN/1MgVPX0LFC/9kwvkPw7idt3hszz6m53Qxdq99+eN/lnHGXe9w8j7b8Ltjd2HM0Nh/SCSU7fe/h/BszW6am0N/fuWVcUkO5kdimoG0p1TrpKqTwTwlwrx58wgGgwnncT+zzelIYls2P3dk9UuNXoZkd3R0WDckOy8vT2RIdktLS0KZIkNI+/MjMSQ7IyMDIK4h2RGtRIdk98yWyEDpiJ+MjAyUUgwdOpS0tDSacibxUMZZLBpzJiM7ytG3H0TLs7+jo7mhT6ZIHzsPD/Liz79J4X4TeebDMg77+yvMfWMVm+rqYxrqm5eXF3+mdev6/TulS0upqqqirKyM+++/n/vvv9/zUN/hw4cPeJwCgQBpaWmkpaUxdOjQLfpI5pDszs5OkSHZOTk5IkOyg8Fgd6ZAIEAgECA7O5v09PTua86ZHpKdmZkpMiQbQgPXhwwZQnZ2Nkop0tLSYh5UnJGRYd2Q7PT0dJEh2YFAQGRIdkZGhnVDsru6ukSGZGdnZ4sMyQ4Gg9YNyR42bNjXY0h2RUVFtLmVnpAclCnlyTadr0tHPQd1bzG0u7FK639fqPUVw7W+YQ+tly/so9O7o88rG/Tpd7ytCy5boE/81xv6oy/r4vLkmfLy0K8FBVpDn6/G0aP1lVdeqa+88sqYB5J78eNF8+tyHkWIZ5i8zR3FkycZfmzuyBYd11F0ktURgwzJtnrHywvjx49PtYU+SHmyTUcS27J50hk6Fk6+IzT3MSMbHjkdHjoNalcP+JAdxg3j4Qv258bTp7GhrpUTb3mTP/5nGfXNHTKeenLnnbDDDrBqFVx9NeTkbHl7Tg5Db7wx5ukAcfsxgC/PI8PYls11ZE5HEtuy+bkj3y+8IluCNiHlyTYdSWzL1lOn54Kk38XJdt8MXXj1yL9A6Vtwy0x45a/Q0dKvtlKKk6Ztw/9+fQjnHjCFh94t5bDrX+Wx99fR1aU9eRoUHdY47jj4yU8gPx/OOiu0ECsoQCsFBQWh7886y5tmnH5iXcwlis3nUQTTnfRGOluiedzPI3M6ktiWzc8dKa0H/sFvCzNmzNCLFy9O6nOUlJSIXfhya8V11A8N5fDiH2DZfMjblrU7/oApx/0C1MDX8/q0rIErnl7G+2s3sde2I7jqpN3Yc9KI+J7/8sthzRp44IE4A5jHnUfRcR1Fx3UUHddRdJLVkVJqidZ6Rn+3uR2vJGDbit51lESd4RPhlHugcCFkj2DK4j/B3GOgrGTAh+yaP5zHf3QA/zhtLzZsauGkW97it098TG2v0UOePGVmQnY2DHL9mJR3lERsy+Y6MqcjiW3ZXEfmdCRxO14x4v5nEB3XURS6gqx7+q9MXlkMzTWw91nwrcth2MCv+ze0dvDPlz7nvrfXkjskjV8duRNn7T+Z9LQB/k/U0QHXXANHHgkzZ4ZeZhxkd81G3HkUHddRdFxH0XEdRcfteMWBp49uGkbKk206ktiWTUQnkEbtlBP4f/bOOzyu6k7/nzNNvXe5SG5y7wZMTA0lGNMJCXVRkoVkQ/gRSNglYZNAsmSdhCWETSCQAGLBlAQTgimBQAADoRkX3Ivcra5RGWkkjWbm/v64Gll92pk7Z+z7Ps99RiPNvPO+7z336sy5554v/289nHwTbHoWHlgI7/4SPJ0jviUz2c6PL5zFa7ecytzxWfzkpa2seOB9/lndNLKmri547DH461/15yF0upTKSDJU82ZmZByPTKjmzczIOB6ZCFVTwne8CgsL4y1hGGRpUo1HJlTzJjWj5Cz40j1w0ycw9Yvw9j3wv4thw1Pg9434loqiDJ76xkn8/trFdHq8XP2Hj7n7zSMccrrB54Onnwa/HzIzYd06fdQrRAz1FmnJF7MdGccjE6p5MzMyjkcmVPOWyBklfMfL6XTGW8IwyNKkGo9MqObN6XTKr6mXNwW++hR87W+QOQ7+ehM8fBrsefPonYgDIITgvDnFvHnb6dx2TgVv72jgrPve5YX/6rsbMTDKlZ8flgzVspYJ1byZGRnHIxOqeTMzMo5HJkLVlPAlgzIzM+MtYRhkaVKNRyZU8xbTjMpOhn99E7b+Bd66G566HMpPhbN+AhNOGPbyZLuV//fFqVye3c2vdnu5bYOPtypXcsb4xVzu17BYwpvTFfAWbQkbsx0ZxyMTqnkzMzKORyZU85bIGSX8iJd7aD06BSBLk2o8MqGSt6qqKp577jkOHDjAgQMH5I98gT4Xa85lcNOnsPxX0LgDHj0bnrkaGrYPf/1tt1Gy/CzuP7eMF25axpElp3D76s1c/LsP+Hhvc1gfrVLWsqGaNzMj43hkQjVvZkbG8chEqJqU7niFUqvR5XIpV6vR4XBIqdXY2toaladALayR9Mio1RiJp8B+amlpicpTQIfD4WDVqlVUVVVFVasxUEcvMzOTuro62tvbpdQA7O3t5cknn+SJJ57QPXX14J57La3Xv4v39B/g3/cu2oMn0/X09dBcTU1fjcWGCy/E+8MfUu/xMK80gz98dTq/vHQWDe1dfPWRj/jXqo/ZvK8upDpsbW1t+P1+LrjgAq6++momT57MpEmTuPzyy7nssstC9mS32yPeTwMfZdZq7OjokLKfhBBSajW63e6oPcmu1ej3+6XUauzp6YnKU2A/+Xw+5Wo1er1eKbUaPR6PlFqNgf2vUq3Grq4uKbUaASm1Gt1ut3K1Gm02W0gT7BN+OQmXy0VGRkbUnyHzllJZmlTjUTWj1atXA6FfMgvGE0AkfCNlNOYlPbcT3r8PPnwEnm2F6bPh8Rchp2zEjLo8Pv743l4eereaXp+f608u5+YvTiMr1T6mt4E84V5iHI0nUqjajlTiMTMKDjOj4DAzCo5YZTTWchIJP8dLxY6jLE2q8ciEDE1VVVVYLJaI5ywN1RP4ptLT0xM138D3j6kvNVcvPXTyd2DDBdC9Q78DcuG1sOhbkDFjEGeKw8rNZ03jqydM4H/e2MWjH+zj+fWHufmL07huaRkO2/BB7KFZR+rnWG1HKvLIhGrezIyM45EJ1bwlckZKX2oMBXb76N/04wVZmlTjkQlZmsI9+Eabv2W32ykuLqa4uFiKrpDQ0gLf+Abs3g0ZxfDiOnhuJyy+HjY8Rfqjp8CaW6Bl/7C3FmYm84svz+OVm09lTmkWP3t5G2ff9y5rNtUMy8RsR4nHIxOqeTMzMo5HJlTzlsgZJfyIV1dXFykpKfGWMQiyNKnGIxMyNFVWVuJ0OnnppZf6n0ejJ/D+aEe6Buobk8/thjVr4LTTYNo0/XdZ42DF/8CyW+h5ayXJG5+G9U/C/CvhlNsgf+ogilmlmTz5jRNZu7uJ/351Ozc/s4E/vr+PO8+fyYmTcvu9me0osXhkQjVvZkbG8ciEat4SOaOE73jJuMYrG7I0qcYTDoJ1Xoz2Fuyyn2EZuVzwpz/pI13jxkF1NYz02dkTsV70GzjnP+GDB+Czx2HTMzD7MjjlViie0/9SIQSnVxRwytR8Vq8/zH1v7OIrD3/I2TMLuf1LM5icp/NH26E0jzXjeGRCNW9mRsbxyIRq3hI5o4S/1Bi4O04lyNKkGo9MyPRWWVkZ9ejUQD0y+AZiEN+jj8INN8DmzfrzMQ7UlpYWyCyF5Svhu5v1eWC7/ga/XwarroAD/xy0EKvVIvjKkgm8/f0zuP1L0/l4n5Plv1nLrc+u50hrV9Q+jvV2pBKPTKjmzczIOB6ZUM1bImeU8Hc1apqGkFAkWOadDbI0qcYTSkZDR5bKysqA4aMso2kKd1QmXG+j8cc0o64uqKmBKVPA64WNG2HJiDe7BNfkdsKnj8LHvwd3E4w/UR8BqzgPLIO/R7V0enjwnT089v5eAGZY65lnq2V6+Xgg/JEv81gzjsfMKDjMjILDzCg4YpWRWSTbYKhWBNTMyDieEXHZZbBihd7pstlC6nSNqik1F06/XR8BO/9e6KiDZ6+C352gd8g8Rxfwy0lzcOeKWdxW0c7czB62eot4vnsu7zal0uML/4RltiPjeGRCNW9mRsbxyIRq3hI5o7iMeAkhsoE/AnMADfi6pmkfjvb6sUa8ZEFmr/dYRTgZrVy5EoA77rgjpNeHOlKmOvoz8nj0TpbFAmvXQk8PnHOO/A/0eWHbi/Dhb6FmA6TkwgnfgBNugIyiQS/95cNP8o/GNHZ0JJGX5uDbZ07lmpMmkmy3ytc1BsxjLTjMjILDzCg4zIyCI1YZqTji9Rvgb5qmzQDmAyPUTAkNgRVmVYIsTarxhILAcg09PT309PSMunyDat6i5lm1CsrLmb9oEUyYoN+l+L//q//ttNNG7HStXLmyv4MasSarDeZ+GW54G772GpR9AdbeC/fPgRe+CUfW9/MUJvm4cnw7L960jBklGfzs5W188d53eO7Tg/T6/EE/Kl7H2lglnJTZ/5J5ZEI1b7HMKNJyX6p5M9uRcTwyEaomw+9qFEJkAqcBlQCapnkAT6R8paWlcoRJhCxNqvHIxFBNkS7loERGq1bBjTeC240AOHwYrFboK/9jiCYh9E5X2ReguVqfA7bxafj8WUrHnwgnfZPKa68Gm0OX/K9L+WBPE798fSf/sXozD71TzS1nT+Oi+eOwjlKEOxHa0bHCIxOqeTMzMo5HJlTzlsgZxWPEazLQCDwuhNgghPijECItUrJAbSWVIEuTajyhIHAHX1lZGWVlZaPeIWi0t2DfhKPSc+ed+ppcA+HzwerVI35uYKQrMCo42shXxJrypsD5v4LbtsN5v8DbXg+rvwH3z4W3fw5tRwBYNjWfF7/9BR69fgmpDhu3PreJL92/llc+r8XvHz4FwehjLZDdWMXLVTtGzPORcTwDEUpbMUKTajwyoZq3RM7I8DleQoglwEfAMk3TPhZC/AZo1zTtR0NedyNwI0BJScniV199Naa6mpubycvLi+lnJDrCyWjXrl0AVFRUxFJSyIilnvmLFiFGOI40Ifjzs88O+9yNGzcC4PP5gKMFumM2F0Pzk9HwCQXVq8lo+BSEhbbik2medAmugsUgLPg1jY8Od/PM5nYOtXspz7bx1dmZnDQ+GUuUdw4NzT7UdhR4n8vlAo6ukaNKm4olzPNRcAzM6HhuK2PBbEfBEauMFi5cOOocr3h0vIqBjzRNK+97fipwh6ZpK0Z7z1iT6xsaGigsLIxal8wJdrI0qcaTiBmFOmk/Ij0HDsCbb8LPfqb/PAQdeXn8z803j/q5wW5AiElGzn3wWRVseBLczZAzCRZXwoKrIb0Qn19jzaYaHnhrN3ubOplZksktZ03j3FlFNDU1RqRn6OXjcNvRWJefVTtGjudjzWiesAvSG6BJNR6zHQVHrDJSqki2pml1QohDQojpmqbtBM4CtkXKl5OTI0+cJMjSpBqPTMTL22i3+0ak57774Ikn4Be/gNtuG3S50etw8Nnll4fPGa2mYDy5k+Ccu+HMH8L2NfoSFG/+BP7xM6g4D+ui67lk/llcMK+ENZ/X8MBbe/jWU58xqySTm86YxPJ8Dcsoc8CGYrRqATJH9lQ7RsxjzTgemVDNm5mRcTwyEaqmeN3VeDOwSgjxObAA+HmkRIGhZZUgS5NqPDJhlLehc85GK4Qdsp7aWti/X//5nnv0xVC/+U145BEoK0MTAsrKsD32GKc//PCoc92qqqooLi4ec7mNmGZkS9Lvhvz6a7ww7odsTj8NDn4ET18B98/F9s49XDqxh7/fehr3fWU+Xb0+bnpmE8t/8x4vf16Db4Q5YLHCWJUEVDtGjudjzWiekRBp1QnVvJntyDgemQhVU1xqNWqathEIbRXJIFCtSCbI06Qaj0wY7S0w0tXT0wMMvyQREo/XC6eeCuXl+iXG9HR9A7jmGrjmGjZJHLY2KqN2exGf5V7M3Guf00sSrX8C3r8P3rsX24SlXLbgKi76t4t5YUsrD79/gO88vYEpBbu4+YvTuGBeCTbryN/fRrtTNTDHTQZUO0bMY804HplQzZuZkXE8MhGqpoRfub63tzfeEoZBlibVeGTCaG+jjXSFxBP4FmOz6Wtz/e534Uikrq6uv/MRzt1Xsc5omJannqbqEydcuxpu3Qpn3wVdLbDmFmy/nsGle3/MGyu6+d2Vc7BZLHz3uY2cfd+7PPvJQTze4OuAxQKqHSPmsWYcj0yo5s3MyDgemQhVU1xGvGRCRq0m2ZClSTUemTDaW7B1wkbl2bEDzjhD73BdcQUsXx6Z0AgQ1/2fWarXgFz2XTiyHjauwrZlNWLnS6xIzeP82Zfx8aKzuGeTjTte2Mxv3trNDadO5qoTJ5LiGLwSfiyrD6h2jJjHmnE8MqGaNzMj43hkIlRNCd/xCtyKrxJkaVKNRyZU8zYqz5QpcN55EOZt6VVVVdTV1fVf2jxw4AArV66kuLiYysrKkO6+irW3kBatFQLGL4bxi+k6/cek1nwInz+H2PAkS71/4KXsMg4tOo//bZjPT1/u4ndv7+Hrp0zi2qVlZKXYpegfCwnTjuII1byZGRnHIxOqeUvkjBL+UqPHE/Gi9zGDLE2q8chEvLyNNvl2EM/atXDuufpdinY7VFXB/PnRCY0Aqu1/jw+YvhyuqILv74ZLHkLkTWXi9j/yq6Zvs73wR/wo/UX+8sZbLFv5D37+6nbq27ulfPaomlTLyDzWDOORCdW8mRkZxyMToWpK+BGv1NTUeEsYBlmaVOORCdW8DeLp7YVDh6CmBqZOjYhv4GhSXV1d/0jX0L+HrCkKBOMJ9VLgIJ7kTH3trwVXQ2czbH+JlC2ruWT/Ki5Jeoo6x0Se/+cUOVdrAAAgAElEQVQibvxgKTMWfIEbz5jClIL0KFyEoOkY4pEJ1byZGRnHIxOqeUvkjBJ+xKu9vT3eEoZBlibVeGRCNW/uN9+EJ5/Un5x1FmzeHHGnSxZUy2hUnrQ8WPI1qHwZvrcDzr+X4nHl3GR/ib/a7+CmLV/mzd98k5WPVLFubyMyF21OmIziCNW8mRkZxyMTqnlL5IwSfsQrNzc33hKGQZYm1XhkQjVvWQ8/DLt3w1VX6Xcv2uQcGtFMLFcto5B4MorhxBvgxBsQnU2w4xWKN7/IN/a/hq3mZRqf+BHr7EtY13gFC0+/BGtSdN9aEzIjg6GaNzMj43hkQjVviZyR0iNeQogLhRCPOJ1O3G43LpeL9vZ2urq6cDqd9Pb2snv3bjRN6y9OWVNTA+jFKjVNo6Ghgd7eXpxOJ11dXbS3t+NyuXC73bS2tuLxeGhqakLTtP61ngIcgcf6+nq8Xi/Nzc10d3fT1tZGZ2cnnZ2dtLW10d3dTXNzM16vl/r6ehoaGoZx1NXV4ff7aWpqwuPx0NraOqqnhoYGNE1jx44dUXny+/3U1dWNqCdcTwDuvpXZo/EU2E8Bb5F6CugY6C1sTxs2ULd5MwC7br8dPv6Yur7PiMRTtPtpaNtraGiIaD8N3dc7d+6U4inQtkP25PLC4utpOvd3PDfxHt4p/DodJSdzqvdDlvzz3/D8dzn7f3sRre8+iLu+OixPgba3Z88eKfuppqYm4v00sO1VV1dHvJ8GHk8+n09a2zt8+HBUngJtb9++fVF5CuynQ4cOSTmePB5P1J4C++ngwYNReQrsp/3790s5Rxw6dChqT52dnXg8nqg9BfbT3r17pZz3jhw5EpWnwH6qrq6O2pPT6cTv90s7l9fV1Y1aHWUgDK/VGAnGqtUoCzLrNR2rOKYycjph4kR94dOHH5ZGq1JGkdati4WGgbUyU5PsTMq307T+Rea6P2a8aALAUzgPx8zlMPUcGLcILOrdtWQUVGpHqsLMKDjMjIIjVhmNVatR6RGvUBDomaoEWZpU45GJcDSNtcho2N6am/XH3Fx45hn47/+OjMcAqLb/pWVktXPCOV9h+X88TcPXP+W/yh7jl94r2VTXg//dX8GjZ6P9agr8+Wuw8Wlwjf4NUjVvZjsyjkcmVPNmZmQcj0yEqinh53iVlpbGW8IwyNKkGo9MxMXbm2/CxRfD66/DKafAhRdK1yMTkWoaOsr0xhtvANGPfEWiZ6S1wgaWDPr87ZcYL+Ds7/2aJ/65n+9+sp2FvRu4NGk7y/asJXnrC/oLi+bA5DNgypkw8QvgSI1Y00hQjUcmVPNmZmQcj0yo5i2RMzJHvGIA1Xr0iZpRKOV1QvIWuJy+dCn8y7/AtGkR6TEasjTZ7XIWMo10lDKwpMZYGJ+Typ0rZvHGDy/mpAv/lXscNzOj7Tdcbb2X98tuwuPIhk8egacuh1+UwRMXwtp7adzwKvi80dgCzGMtEXnGwlij5CNBNW9mOzKORybMEa84QrUe/XGd0RNP6JcUX3lFL2j90EMx1SMTkWoaOsp0zTXXxFUPMGwds6GjcgNHxK47uZxrTirjvT1NVH2wj2t3lmKznMKFs+7kW+X1VHSuQ+x9B/7xMwoAXkuHsi/ApNOg/BQonhf2/DDzWEs8HplQzZuZkXE8MhGqpoTveNXX11NUVBRvGYMgS5NqPDIRiqZQStoE5bFYwOeD9nbIyYlKj9FQbf+HwjO0Q7Vy5cr+skmBv4UykdViEZxeUcDpFQXsa+rkqY8O8Od1h/jLFgczir/EdSffyCUVSfRuf51s5ybY/x7s1i+pkpQJE06C8mVQdgqULgDr2KN+qmUtE6p5i2VGY3XojdCkGo9MqOYtkTNK+I5XXl5evCUMgyxNqvHIRMy8aRo89RRkZMAll8C11+pbkOKlx2JGgX82Xm/0l+JAbkYh1Ynsw6T8NH50wSy+d24FL22s4f8+PMCdf9nCyiQbFy9YyLUnX8qMCzKhvRYOfKBv+z+AN/+uE9hSYPwSmLhU38afqK+8HwNvx2I7UpVHJlTzZmZkHI9MhKop4TtebW1tyu0AWZpU45GJcDSN9U95GI/PBw88AOPG6R2vEKvFJ3pGIyHQqbnwwgsNa0cjdaiGdq4GTq4PB6kOG1eeOJGvnjCB9QdbWPXRQf607jBPfXyIJWU5XLN0IsvnXEry3C/rb+ho1DthBz+CQx/Be/eB5gNhgcJZMOFEvRM24UTatCzy8vMj0jUQx2I7UpVnJITToY+FJtV4ZEI1b4mcUcJ3vNLS0uItYRhkaVKNRyake3vlFTjzTEhN1X8O84A0IqNw/xnIzijczx/6+nD0hLKIYDhaBkIIweKyXBaX5XL72ZN5eWsTqz4+wK3PbeLuNdu4dOE4rjpxIhVFBTD7En0D6OmAI+vgwIdw+BPY/DysewyA3JQ8fVRs/BJ9DbFxiyFl9EvToyFYRvFYW02188hxcT5ShCdSjNROVfMW74xGQqiaEr7j1dPTQ3JycrxlDIIsTarxyIRUb9XVcMEF8ItfwL//OxQWxk2PTESqaeg8lz//+c/4fD5D9RQXF/f/HMtORqpN44bTJvONUybx4d5mnv7kIE99dIDHP9jPoonZXHniRC6YV0KqwwZJ6fqSFJPP0N/s90PjDjj8Cb17P8DR8HnfPLG+u2DzpuodsNKF+lY8Fxxjn1iPpXakOs9YCLfNqebNbEfG8chEqJoSvuNlk1RTTyZkaVKNRyakaDpyBFt2NsyerY9ynXNOfPWMgkgn/MrSFCh3MXSS+2ifP5reK664IuhnReo1UgQyslgEy6bms2xqPs0dPbyw/gjPfHqQf3/+c366ZhsXzi/hiiUTWDghGxG4/GyxQNEsKJpF74wrcKSlQXcb1GzUR8YOfwZ734XPn9NfLyxQMFOfrF+yAErmQ/GcQZ2x0faZ0bkMhGrnkWP2fKQgT7gYq52q5i2R25HS63iFUquxublZuVqNI3FEUtewoaEhKk/R1sKKZa3GgLeIPf3+9/inTkXs3q3rOf986p3OiPdTQE80nkbbT1arFSEEycnJJCUlYbFYsFqtMdtP5557LpWVlUydOpWysjJKSkooLi4mPT0dq9WK1WrFYrGM6gmOrv2VlZXV/zyU/SSEwGazIYQgMzNzEFfAU1dXl7Tjyel0DttPdn8P155Qwp8r5/L0N07gjKnZvLihhsse/Cfn/Hot9768gUZXz6D95PV6dU+ag/b8hbgW3Ij74j/S+q8f47l5M+0rHkE75Xv0JOXBrtfhtdvhsXPRfj4OfnsiXauuxffe/XRteZVu5+FhnoQQ/blnZGSMmEusajV2d3dLOUe4XC4p572uri7lajW63W4p5/KOjg4ptRq7urriUqsxcOympKRgt9uxWCxYLBa6urpoa2szpEZtqOe91tZW5Wo1DvQ0FhK+VmNbW1v/P4doILNekyxNqvEokZHfr49U1NbCgw/S9p3vkCXhlmIjMopkwm80mgKfd+mll5KVlcXKlSsBuOOOO0J6/9DXh6NnqNehK9cb3Y46ery88nkNf1p3mM8OtGDtW64ir303FekevnL5paFnrWngqoXaTYO39iNHX5NRol+aLJqtr7pfNBvyplL15CogeBswKqNw2qR5Pko8nkgzGqldqOYt3hmNhIGaxqrVqN5YXZhISkqKt4RhkKVJNR6ZiEjTD34Ae/fCs89CSQn87GckdXfHT0+MEa2mwEmzW+GMIr3kFnjflVdeOebrBnYev3rCRL56wkT2NHSwev1h/rL+CHXtWSRb/FT/fR9fObFs8KXI0SAEZJbq2/TlupbcL1H5rYvwHPwMh3Mn1G3Wt+p/gL9vOQ+rg4ssBbQ4SuD9FiicDYUzIWt8yHffRgLVziPH4rGmKo9MqOYtkTNK+I5XZ2enchPsZGlSjUcmItKUnQ35+fqSEX3X0hMpo3A7F7I0BSbXhzvHa+jrL7zwwpD1DB3pGjhnJDU1Vdo3zEgymlqYTlHdR9xYAh91t7DHl8fqzwTPrjtCWV4qlywYxyULxzEpP8y7plJzcRUsIm/GgLmGXg8074b6rVC/hdz6reQ2bIc37zr6GkcGFM6Agun6HLKCGdjdfn1kTUKHbKSMIplzlkjHWrhQzVu8MxqpHajmLd4ZjYRQNSV8x0vGUKNsyNKkGo9MhKTJ44H/+i/40pdg2TL9jsUh/4iO+4xCgIw7GkFuRpFONh/6vjVr1oz4vsBIV6DzONJlVouAcdZ2xlnbKRqvsd3loCk9jwf+sZvfvLWbBROyuXThOM6fW0JBxvBvsiF5sDn6LjfOBr5y9PddrfodlfVboWG7/vOu12HDUwDMBngnHfIr9A5Z/+N0yCkHa+inbtWOkWP5WFONRyZU85bIGSV8x6u5uVm5sgGyNKnGIxMhafJ49FXo/X694zXCt//jPqMQsHz5coqKikLu3Iy2CGUkJTpGm+MV6SKqQ2Gz2UZdmd/j8YSsa/ny8/hWn7e6tm5e2nSEF9Yf4ScvbeXuNVtZNjWfC+eV8qU5xWSljF5+KOQ7rVKyj66kPxCdzdC4g0Mb/s6EJDc07dTvrNz0zNHXWOyQO0nvjOVPg7xpfY9TITV32EeN1I4iWWjUPNYSj0cmVPOWyBklfMdLteBBnibVeGRiVE0+n97ZuvZavaj1Z5+NWWPxuMwowXkg8hXGh77v2muvHfF1d9xxB1VVVRw8eBCHwxH0hoKB3oqzkrnxtCnceNoUfvnwk2xuT+JAcyr/vvpz/vPFLZw+vYAL5pXw5auuJT3JJndpiLQ8SFtGc2saEwZeju1ug6bdfduuvm23Pkrm7z36upTco52wvCmQO4WivKngyQBHalTSVGxHsqCaNzMj43hkIlRNCd/xqqmpUa5KuSxNqvHIxKiaXn0VKishK0sv+TNGp2tMHll64gjZ3sLtGAx9fTh6hnZGYrVe1Uiahl5m9Hg8VFVVjagh8LvRvBUm+TirwM3115/BpsNtvLSxhlc21/D3bfUk2SycMb2A9PYkKtJ7xuSJGslZR1fWHwifF1oPQPMevSPWvBua9sCet2DjqsGvzRwHuZP7OmSTIXcKleefBDmTQpKQqMdaKB1j1bwdD+cjVXhkIlRNCd/xUi14kKdJNR6ZGKTJ79fvVpw6VV+B/u234fTTw+eRpUcRqOYtFhlF2iEL530TJ04M+pqh3obO33riiScA+HFlJf+5YiafHWzhlc9reXVzLQ2uTJJsFj77v3Usn1vMWbm9ZCaPfjlSKqw2vSOVNwUqvjT4bz0ucO7VO2XNfY/Oati+BtzNA14o+jplk452zHL6fs6d1L9ArMrtKFqo5s3MyDgemQhVU8J3vBK515toPDIxSNOtt8KqVbBzp15j8YwzIuORpUcRqOYtFB6jV2gfqGno3ZiBW7tD+eyh3sZaBNFiEZxQnssJ5bn86IJZrNvv5NXNtfxtax1vbKvHbtVX0V8+p5izZxaRlx6n296TMqBkPjVaAaVzLh/8t66Wvk7ZXmjZB83V+vMdr4C7afBr04sgdzLu5CJSx80e3ClLyQn7zkujjrVw2mIiHmtGQzVviZxRwne8VAse1OvRK5lRSQn09oLdDt/8JsyZA7nDJwYH5UmgjMLthKjmTcl2FCNvA2tNwuj7zGoRnDQ5j5Mm5/GTC2ez4VArf9tSy2tb6viP1ZuxiM0sKcvlnFlFnDOriPJwl6iQgBEzSsnR61COWzz8b91t4Nynd8Ra+h6d+0it/QR2vTj4tUlZkFve1xmbdPQxdzJklOqLHYeiJ85Q7Rg5njMK9TyZyBklfMerrq5u2Eky3pClSTUeafB66V6xguRZs+DXv4ZZs/QtAhyzGaGet1B4Ip00L0NTNJ8d4Bk6ShLKgogDP29cUg93rpjFD8+fydaadv6+rZ43ttVzz6vbuefV7VQUpXP2zCLOmlnEggnZWC2xWzg1gLD3f3KWXo+ydPBaa3V1dRTnZUHLgQGdsn36Y93nsOPlo4vFAliTIKds8AhZziQa/ekUTF2iL7URQ4TTHhLxWDMaqnlL5IwSvuNVWFgYbwnDIEuTajzSYLORNHcuhDD3JhgSIaNIL7+p5k25dkTsvYV7Yg/wCCGYMy6LOeOyuPWcCg453byxrZ6/b6vj4bV7efCdavLSHJw5o5CzZhRyakUB6UmxOR1Lzchi0Rd7LZwx/AU+L7QfPtoZG/i4/33o7QSgAPSC45nj9dGy3MkDOmeD55UZBdWOkePxWAv3PJnIGVnvuuuu2CqJAkKIC+++++7vJycnL77hhhvo7u6mp6cHv9+Py+XCZrOxf/9+cnJyqKurIyMjg5qaGjIyMqitrSU9PZ3GxkYcDgdtbW0A/cVVfT4fnZ2dWCwWWlpa+gvZpqen93MEHuvr60lOTqalpQWLxUJnZyc+n4/e3l66uroAvUaTw+GgsbGRnp4eWltbB3HU1dWRmppKc3MzNpsNl8uF3+8f0VNzczOpqans3r2b/Pz8iD0lJydTX18/op5wPaWnp7N3714mTJgQkSfn7t2k3nYbjfn5pJWVsausjPwVKyL2FNhPgeKnkXoKeNm1axf5+fkR7aeBba+zsxNN0wZ52rZtG6CX7rFarWRmZmKxWJg5c+aIngJcgSLAkXoKPO7evZucnJyIPQXaXk9PD52dnSHtp6VLl1JSUjKinn379lFSUhKVp8B+2rdvH+np6YM8zZw5k3nz5oXkKbCfOjo68Hg8LFiwgOnTp1NfX09OTg4XX3wxixYtGnE/rV69mq1bt7Jv3z78fj87d+5kx44dTJs2bZinzBQ7U7IsXH3yZC6oSGfJ1GJcnW7W7nHywoYj/OG9vby7vZbWrl583R3Q7SI1NTWi/TT0eGppaQEI6Xga6xxx5MgR7Hb76PspI5OaFjcZZfOooYiMBRdTl/8FUk+/meZZ12M7+Zu4y86iM38hluI5+O2pCHcT2sGPEbteg61/gXWPwXv/A+uq6Pn8L9gOf0J79Sc4PC20NNZhS82irUP/7NraWjIzM4N6OvXUUyksLBzzHBEoDh9O2xvpeKqvrycpKSmi/TTweAoUXI5kPw1se3V1deTl5UXlKdD2jhw5Qnp6esSeAvuptbWVnp6eYZ6qq6ux2+04nU4yMjJISUnBarUyffr0Ec8Rhw4dIiMjIypPLpeLlpYWrFZrVJ4C+6mzsxOXy0V6ejp333137V133fXIiH2bRC+S7fF4cDiiH7KWWShTlibVeKLKqLYWFi2CX/4SrrtOOW9GZBTuJTDVvIXDM5bXRDjWqqqq+i8bBCutFPiGXlZWhhCC66+/PuTP9fr8rDvQwjs7G3lnZwM76lwAFKRaOXvOOE6vyOcLU/OjuksyIdrRKPPKcO7VC5IPRFoB5E6mWeSQN/WEvrs6p+qjZRGOlCVERhEgEY61oQj1PKl6Rsd0kWy32y0lfJmQpUk1nrDR1gZPPw3f+pZe1HrPHkhLk6pJNR6ZUM3b8ZRRZWVl/z+A0TDSHKLW1tawPtdmtbB0ch5LJ+dxx/IZ1LR28c7ORl78ZDdrNtXwzCcHsVoECydkc+q0Ak6tyGfeuCxs1uGT1kP1FiliyjPKvDIAPJ19nbDqo3dfOveSWf8pHPzb4NdmjjvaEcvrW0g2fypkl4HFGh9vceSRCdW8JXJGCd/xilfwY/XKZWlSjSdsVFXBbbfBKafA3Ln9nS6ZmlTjGQvhTjRXzVsoPEYvJxELb6F4GM1XtHpKs1O4+qSJzEpyMnvuPDYcbGXtrkbe293I/W/t4tdv7iIjycZJk/M4ZWoey6bmM7UwHTHGkg4yRheC8YSDsHkcaVA8R98GYOvGjSyYOaVvWYxAp6xaX69sywvQPaATbHVA7hS9E5ZfcbTcUn4FJGUk5LFmNIzyFuq5IpEzSviOl6wCwDIhS5NqPCGhsxOOHIGKCrjpJn0h1LlzY6ZJNR6ZUM2bmdHIGPiPQmZGdquFEyfl8o/nHuFk4PH/vI0Pq5t5f08TH+xp4s3t9QAUZCSxdHIeJ0/O4+QpeZTnpQ7qiKmQUSx4gP61yiiZP/j3mgZuZ99K/gNW9G/YATtfG3z3ZUYpjpwpUDxLL0ReMEPf0vLClqNkRpKgmrdEzijhO15Gz1EL5duwLE2q8YSEyy6Dfftg2zaw2WCUa+eqeVNxrqNq3kLhMXo5iVh4G8tDsOM/lu0oN83BinklrJhXAsAhp5sP9jTxz+pmPtzbzJpNNQAUZyZz0uRcTpyUy0mTcilI8g/jimRkUrX2OCaE6Kt7mTe8ELmvV7902bRLL0LetBtRt00vseTpOPq61Hy9A1Y4AwpnQsFM/XGEQuQBJFRGYUI1b4mcUcJ3vOx2g0pzhAFZmlTjGRU9PXony2qFH/9YXxjVNnbTUs2b2Y6M45EJ1bzJzGhozcnA80DB7wm5qVx54kSuPHEimqaxt6mTj/Y282F1M/+sbuavG/WOWE6qnRMn6SvtLynPZVZJZkR6VMwoIljtUFChb1wAgKeri5TkZGg/Ao07oHEnNGzXHzc9Bx7X0fenF0PRLCicBUVz9J/zp4M9+djJaASo5i2RM0r4jldXVxcpKSmGfV4o3+hlaVKNZ0Q4nfrlxMpK+N73YNkyQzWpxiMTqnkLhyfWI10BxNLbWEW1Rzv+49WOhBBMKUhnSkE615xUhqZp7G928+k+J+/trGVTjYvXt+qXJpNsFuaPn87i8hy6XQ7Gp/RSWRn8TkzV2mOoCGU0r19T1nh9m3r20T9qmt4ha9gODdv0x/qt8MkfwKd3ihFWyK/AklsBExbp89GK5kJGUUSazfNR7Hg0TRtzTmQ0CFVTwne8MjIy4i1hGGRpUo1nROTk6JPnw1x5XjVvZjsyjkcmVPMmM6PAyNbQka5QIIRgUn4ak/LTuHRBMXa7nfr2bj470MK6/S18drCFP6zdi9efBcBzv3ybBROyWTgxmwUTsplZkkmyffBdgCpmJAtjahLiaIds2jlHf+/z6hP7G7ZC3Rao34Kjdh3s/OvR16QXQfE8KJnX9zgfcsqD1rdMuIwU5mnp9LDpcCubDrX1Pbbyxq2nxaSGaqia4tbxEkJYgXXAEU3TLoiUp6WlJS4r2I717UmWJtV4+rFrF3z3u/D441BUBA89FDdNqvHIhGreEjWjUEY8wvU2GpesjHbt2sXGjRuljBwGNBVlJnP+3BLOn6vPEevy+Pj8cCsbD+nbp/udvNQ3T8xmEUwvzmDe+Gzmjc9i3vgsskUX40qiL9FiVDsKZx5bRJqstqOXLGdfCkBjQwOF6TZ9RKxus15KqfZzqP4HaH0Tr5Oz9Q5Y6QIoWQClC4d1xhL1WIs3T3t3L1uOtLHlSBubj7Tz+eFWDjS7AT3eaYXpfHFGId3e4fMeZSBUb/Ec8boF2A5ENuGgDwUFBXLUSIQsTarx9MPrhc2bYfduveMVR02q8ciEat7MjIzjGYhwRrpGwmiaUhzW/gLfAdS1dbPxUAufH25j85E2Xt1cyzOfHATAYbVQUZzO7JIsZo/LZHZpJjOKM0kLs9TRMd+OhIBJp+pbAL3d+mXK2k1QuxFqNsCHD4K/V/97Si6MW9RfuLygdKEUPTKh3DGSnMk7OxvYVtvOtpp2tta0s6+ps//P47JTmDsuiytPmMiCCdnMHZ8Vs7JcAYTqLS4dLyHEeGAFcA9wWzRcdXV1lJSUSNElC7I0KcVTXU3en/+s36U4axZUV0MU66go5U0ij0yo5i3RMgpnxEOVjAIafT4fhw8flnJ3aDiairOSOS+rhPPm6K/XNI2DTjefH27j4101HGj38ca2Op5bd6j/PWV5qcwszmRGSQYzijOZUZzBhNzUUQuAG9WOwi2SHdP9b0/u61gtOvo7b4/eGTuyHmrWw5ENUP0r0PwI0Bd9HX/C0a14bswLi4+FeB0j3b0+9jR0sKPOxc66dnbUudhe66Kpo6f/NeNzUphVksnli8YxZ1wWc8dlxeRSYjCE6i0uJYOEEM8D/w1kAN8f6VKjEOJG4EaAkpKSxa+++mpMNTU3N5OXF/66LccLSu+9l5y//pUda9bgy86OtxxlYbaj4DAqo127dgHgcul3pAXmX1RUVMT8syNFQLPf76ezs1NJzZqm0eT2sbell/2tvRxo62V/q5dal5fAfxOHFfIdPopTNGaPz2VClo3xmXaK0qyjdsjCRajtKJCpShmOBovXTUrrblJbtpPWso3Ulm04uhoB8FscuLOn05k3h85cffMljX0uTqTzUY9X44irl0NtXg63eznU3svBNi91HV78fQ3LboEJWXbKsuxMzrEzKcdOebaddEfolRyGIlYZLVy4cNSSQYZ3vIQQFwDna5r2bSHEGYzS8RqIsWo11tTUUFpaGrUumfWaZGmKO8/hw+DxwOTJ0NnJ1rVrmb18edR6otKkOI/ZjoLD6IxCGfFQLaM//elPuN1uKXO8jPLm9njZVd/BrnoXu+pcvL1hJ409Vtq9Ryfp262C8VlJTC/JZnJBGuX5aUzO1x/z0hxh3W123BxrbUfgyDo49Im+1Ww4eokyb6q+TlnZMph48rC5Yqpl5PNrbNy1ny5rBnubOtjb2El1o/5Y09ZFoDtitQjK81KZVphBRVE604szmV6cQXlean+5LNXPR6rValwGXCSEOB9IBjKFEE9pmnZtJGQygpcNWZriyuP16stElJfDW29BWhq9Ei8PHBMZxRiqeTMzMo5HJozyluqwsWBCNhvfepHxwGn+A2CHoknlNHmsTD/hdKr7/tHuqnfx5vZ6vP6jX/wzkmyU56cxMTeVCbmpTOzbJuSmUJKVgsMW+ahGtN7iypM1Tt9mXaw/7+3WO1+HPoKDH8P2l2HDU/rfMkqh7GS9IzbpNJA4sBKqt44eL4ecbn1r6eKQ081Bp5v9zZ0ccrrp9R3VlOawMqkgjSXlOUzOn8DUwnSmFaVTnpcWdH8n8rFmeMdL07QfAD8AGDDiFeEwQcYAAB75SURBVFGnC6C2tla5eSeyNMWFp60NMjP1BVAfekgf7YoBEjojg6Cat0TNKJRRI9UyqqiokPYtPN7ekq0a41O8XLFkwiCeXp+fIy1d7GvqZF9TJ/ubO9nf7GZ7bTtvbKsb9A9aCCjMSGJ8TirjslMYl5OCz9VBg72OkqwUirOSyUtzYInwMma8MwqLx57c17k6WX/u9+uLvh74AA5+CAf+CVtWAzA7OQ+qz+yb7H8a5EwKupTFWJryCopocHVT395NbVs3ta3dHGntoqa1i5q2Lo60dNHi7h30vlSHlbK8NKYXZXDurGJybL3MnVzC5Px0ijKTIl5TK1HPRxCnOV79Hy7hUqOsxdBkDjfK0mQ4z44dcNpp8MADcOWVw/5sZhQcZkbBYWYUHMdCRqNd4g2Fx+fXqG/v5mDfaMmRli6OtHb1P9a2dQ3qmIF+GTM/PYnCjCQKMpIpzNR/zk9PIj/dQV56EnlpDvLSkshMsQ3SoNr+j4pH0/T1xfatpWXDS+S0bYUOffFcsibC5NNh8hkw6XRIL8Dr8+N0e3B26ltzh4dGVw+NHT009T02tPdQ395Nc6dn2MelJ9kYl51CaXYyJdkpTMjRRykn5KQyPieF3CGXkJXIaABidaypdqmxH5qmvQO8Ew1HY2OjcuudyNJkOM/UqXDJJSMWtZaNhM3IQKjmzczIOB6ZUM1bKDxWi6A0O4XS7BSWTh4+8dnv11j7yXryxk+ltq2Lur4RmIb2Hhpc3RxucbP+YAvOEToKAf7sFDvZqXayUx2kWjUKs9PJSLaRmWIns+8xI8lGWpKNtCSr/ujQnyfbLSTbrMNG2IzO2ufX6Or14e7x4vb46PTojx09GbjsX2J7TgVZ04pwtFZT0PQxE1s/YerGF0jb8CQAOynjbe9c1vrnsc4/HQ9HS97YLHpHtiAjieKsZKbnJ1FelEP1ls/IsPm47ssXUpqdQmZyeKV7VGuPMhGqpoRfuT4nJyfeEoZBliZDeN5+G+6+G155BdLS4JFHpHxmVJoSmEcmVPNmZmQcj0zEy9tol3hl6LFYBNnJVuaOz2Lu+KxRX+fx+mlxe2jq6OkfzWnq6KHF7aHF3Uubu5cWt4fGTg97nc20d/fi6vaGrMNhs5Bit5Jks+CwWXBYBQ7bDhw2C3arBatFYLMIrIFNiAFX+o7+rGkaPr+GT9N/9vr8+PzV9Pr99Pr8eH0aHp+fnl4/PV4fPb1+ur2+YaN+I6MVi4DMlKVkp5xKTp6V+db9LPZtYk73Z9zQ+Te+pb2M15qCq/gkPOVfJHnmeWSUVgzqWPb29mK326k6/AEAM4ojW4LTPNaOgY6Xy+UiN3f0avHxgCxNhvBYLNDcDHV1MGVK1J8lRVMC88iEat7ildFYdyWq5s1sR+HzyFirbDQ4bBaKMpMpykwe83VOp7Nfk8+v0dHjpb2rl44eL26Pl44eH509Xjp6vHR5fHT3+ujq27o9Prp79Q6Sy92NsNrw+PTnPr9Gr89PV6+G36/130ygafQvvaFpGlaLwCIEFovAIkDz+UhOspNut2G3WrBbBTarhSSbheS+jl7gMdVhJdWhj8qlOmykOqykJ9nISLZxsHoXSxfPJ8VuHXJZ7rSjP/a4YP/72Pa8RU71W/DBj/UtbxpMOxcqzoWJX+DZZ5/D5/OFtC7eWAjWjkLlTeRjLeE7XqoVEgV5mmLGs3atvgDq176m37m4cSNYrSO/OUZQPiMFoJo3MyPjeCLBaP+wVPOmejuyWgRZKXayUsK7hAbxLwA9FB01emdsTCRlwPTl+gbQXA27/w6734BP/wgf/Q4c6Zxqm8rB1DnUaxl0i8i1HS/taCwkfMert7dXuR0gS1PMeO6/X6+3eN11+t2LBne6RtR0jPDIhGrejM4olJXnVfNmtqPQecKpLBBrqJpRXJA3Rd+Wfgs8nbBvLez6GxN3vEp500ZOwUKDYzLFFV+DGSvCph/NW7jtIZGPtYTveMm4q0E2ZGmSyvPpp1BWBoWF8Ic/QFKS3umKE5TMSDGo5s3MyDiecBDsH5Zq3sx2ZBxP1HCk9Y+GdZ7+UzJce9j8p5VMcG+BN+7Ut+K5MPMimHEBFM4MulzFMZfRAISqKeE7XtY4jNYEgyxN0nja2uDMM+Gaa+Dhh0GBEhLKZWS2I8N4QkUotfZU82a2o9B5wqmlGGuompFKsNrsMG4x82/9s/6Llv364q3b18DbP4e374HcKTD7Eph1id4hG6EjMpq3cNuDkhmFqCnhO14ej4fU1NR4yxgEWZqi5qmvh6IiPOnppD7/PCxdGrUmWVAmI8k8MqGaNzMj43jCQbB/WKp5M9uRcTwyMUxTTjl84Tv65qqHna/Atr/C+/fDe//T1wm7VN+KZvd3wo6rjEZB7GowSIAQ4kIhxCNOpxO3243L5aK9vZ2uri6cTie9vb243W40TaO2thbQayWBvoKspmk0NDTQ29uL0+mkq6uL9vZ2XC4Xbreb1tZWPB4PTU1NaJpGXV3dII7AY319PV6vl+bmZrq7u2lra6Ozs5POzk7a2tro7u6mubkZr9dLfX09qampwzjq6urw+/00NTXh8XhobW0d1VNDQwOapvUX943EU9vzz6OVl9P8l7/oeubNg+zsiD0BuN3uqD0F9lN7e3tE+8nv9w/aTwOzjsRT4L0BPdF4irTtDfU00Fs0ngKPHR0dUjylpKRE7Qn0icPheKqsrOTcc88dse11dXVJ2U92uz0qT4H91NPTE/F+Gtj2fD5fRJ7sdvuwtmexWCL2VFVVxZNPPkl3dzderzcqT4H9JIQY5Omiiy7immuuCft48ng8Ee+noW1P07SoPAX2k8/nk3KOEEJE7amzsxOPxxO1p8B+8ng8o3vKKKJ23HK0616ksfKfeM+/j960YrT374PfL8P3vyfgefMe2vdvwmazjempsrKS5cuXBz1H9PT0RO3J6XTi9/ulncuTk5P7PY0JTdOU3xYvXqyNhsbGxlH/Fg42bNgghUfT5GmKiMfv1x87OjTt5ps1raHBzMhAHjOj4DAzCg5VMnr88ce1xx9/PGoeWXoGQpWMVOaJe0auBk375I+a9thyTftJpqb9JFPzPHiapn34kKa56o3XMwJilRGwThulT5PwlxpVW8cD5GkKm+fRR+Hpp+H11/XFUB94QOfx+6XokYm4ZRRjHplQzZuZkXE8MhGJpljecXisZJQIPDIR0BRWW0gvgBO+oW9th2HLamyb/wx/+w94/Ycw9WyYf6U+gd8e3h2KKmcUDEpfagwFDQ0N8ZYwDLI0hc2TmqrfrdjRERM9MhG3jGLMIxOqeTMzMo5HJmRpstvDX9dqJBzLGanGIxNRa8oaD8tuof6S5+HbH8OyW6B+Czz/Nbh3Orx0Mxz8SF9d1gg9MUComuJaJDtUjFUkWxZkFso0DJoGjz8OWVlw+eVHG2yMbrNNyIwMhplRcJgZBYcqGalwx+FoUCUjlSEzo6GjoGVlZUCUbcPvg/3vw6Zn9Yn5vZ36ivkLr4X5V0FGUZSqgyNW7WisItkJP+IVmASnEmRpCsrj9+u1FZ9+Wn8uxIidruM6I4N5ZEI1b2ZGxvHIhGrezIyM45EJWSOeg7xZrDD5dLj0Ifj+Lrj4QUjLhzd/AvfNhGeugp2vgW94/UwVMwpVkzni1YeE+vb04otwzjn6PK7mZsjJ0WsuxhgJlVGcYGYUHGZGwWFmFBxmRsERi4wMGQVt2gMbnoRNz0BHPWSOg4XXwaJ/gaxxUj/KHPGKAInc642IZ8sWuPRS+N3v9Od5eUE7XcddRnHkkQnVvJkZGccjE6p5MzMyjkcmDPWWPxXOuRtu3QpffQoKZsC7v4D758DTV8KuN6g5cliKHpkINaOEv6uxtLQ03hKGQZamQTz790N5OcyZA2+8oa9Eb7AemYhJRgrwyIRq3syMjOORCdW8mRkZxyMTAU3RjnSF5c1qh5kX6lvLfvjsCdjwFOx6jdKcSfrdkguugVQ17nAM1VvCj3gFFk9TCbI09fM8+CDMmAE7d+rPzzknrDqLx0VGivDIhGrezIyM45EJ1byZGRnHIxNx95ZTDmf/RB8F+/JjeJJy4Y3/hPtm6XdE1m0OSlFVVdV/qTQWCNVbwo945SlQd3AoZGnKy87Wf7j8cmhq0ke84qhHJqRlpBiPTKjmzczIOB6ZUM2bmZFxPDKhjDebA+ZcjmXGxdC0HT75A3z+J1j/f1B+Kiz9NlScZ8i856EI1VvCj3i1tbXFW8IwSNF0++34vvxlfYmIoiL48Y/1NbripUcyZGlSjUcmVPNmZmQcj0yo5s3MyDgemVDNW1tbm16I+6IH4Hvb4ZyfgnMfPHsV/HYxfPwI9OhrWgZGug4cOMCBAwdiNvIVqjelO16h1Grs7u5WrlZjWlpa9LUai4vpKSwEny/qGoAj6Yl3rcaOvkVeo61rONBbNHUNA3pUqtWYlpYmpVZjZ2enFE+pqalxqdU4EkdgP/X09EjZTw6HQ0qtxkBtvHjVahyp7Vmt1qg8BfaTz+eTUqvRYrFIOZ5k1moUQkip1RioHxrtOcJisShXq7G3t1fKec9ut0flKbCfPB7PUU8pOdRMugJu2YTzrPsgNQ9eux3t17Nwr7mDFJ8Lq9WK3W4nKSkJi8WCEEJ6rcaUlJSQajUm/HISbW1tZGVlRf0ZMm8pjUhTTw/cdRcsXw6nnRY5jyw9IyDuGSUAj5lRcJgZBYeZUXCYGY2Mgcs9HNcZHfoUPvwtbH8JLDaYfyV/qRtPm6No0A0CscporOUkEn6Oly2MSeZGISJNXi88/7x+ObGv4yXL2zGTUQLwyIRq3syMjOORCdW8mRkZxyMTqnkLyjPhBJjwBDRXw4e/g42ruNTbzcGUudByJuSUSdERlqbA66R/sonQ0dsLVVXw9a/ri6F+9hlkZsZblQkTJkyYSDCMVNg8NTXVXGQ2bwpccB+c+UP45BEmbnwakjLiKknpOV6hwOsdXkog3ghZ0+uvw403wpo1+vMhnS5Z3hI6owTjkQnVvJkZGccjE6p5MzMyjkcmVPMWNk9avt75umVTzNb9ClVTwo94JUV4p18sMaYmnw9279bX5VqxAt5/H5YtC59Hlp44QTVvZkbG8ciEat7MjIzjkQnVvEXCE5i3NHSOlywcCxkBen3IGCFUTQk/4tXZ2RlvCcMwpqbvflfvaDU36wWtR+l0BeWRpSdOUM2bmZFxPDKhmjczI+N4ZEI1b2ZGxvHIRKiaEn7ES8bdEbIxTJOm6fO5HA74zndgyRLIDT7UKctbQmR0jPDIhGrezIyM45EJ1byZGcWWJ1bFq1XwFgsemQhVU8KPeDU3N8dbwjAM0uT16pcUv/c9/fn06XD99fpoVzg8svQoAtW8mRkZxyMTqnkzMzKORyZU82ZmZByPTISqKeFHvIqKiuItYRgGabLZYMECmDAhOh5ZehSBat7MjIzjkQnVvJkZGccjE6p5MzMyjkcmQtWU8CNegRVmVULdli1w1VWwbZv+i5//HP7t38LmkeVNxYxU82ZmZByPTKjmzczIOB6ZUM2bmZFxPDIRqqaE73iVlpbGW8IwFOfnw3vvQZR3lMjypmJGqnkzMzKORyZU82ZmZByPTKjmzczIOB6ZCFVTwne8lOn1trTAAw+AplHj9+tLRlx9dVSU5jeDxOORCdW8mRkZxyMTqnkzMzKORyZU85bIGSnd8QqlSLbNZlOiSHbnww+j3XYbze++S2lpKTUtLYM4Iim+LPom4EdbfLm0tFS5ItkBRFtQeqC3aApKB6BSkezS0lIpRbItFosUTyUlJcoVyXY4HFL2U0FBgZQi2UlJScoVyc7JyZFSJDstLU1Kkezs7GzlimRnZWVJKZKdnp4u5RyRnZ2tXJHs5ORkKee9/Px8KUWyk5KSovYku0h2cXFxSEWy0TRN+W3x4sXaaKitrR31b+Fgw4YN4b+pvV3Ttm3Tf/Z6NW3zZqmaVOOJKKNRoJo3MyPjeMyMgsPMKDjMjILDzCg4YpURsE4bpU+T8Hc1FhYWxu/DL78c9u2D7dv1uxfnzJGqSTUemVDNm5mRcTwyoZo3MyPjeGRCNW9mRsbxyESompS+1BgKnE6nsR/Y1aWX/QH46U/1ItdDKpLL0qQaj0yo5s3MyDgemVDNm5mRcTwyoZo3MyPjeGQiVE0J3/HKHFJYOqZwOmHxYrj3Xv350qUjlvyRpUk1HplQzZuZkXE8MqGaNzMj43hkQjVvx3pGVVVV/TUl461HJkLVlPAdr8CEb0OQkwNnnw2LFo35MlmaVOORCdW8mRkZxyMTqnkzMzKORyZU82ZmZByPTISqKeHneDkcjth+wPbtcPPN8NRTUFysLxlhkCbVeGRCNW9mRsbxyIRq3syMjOORCdW8RcMTGEmSXbNRhreqqiosFgsHDhzofw6RaU3kdpTwI16+wHyrWMFigT17oLo65LfI0qQaj0yo5s3MyDgemVDNm5mRcTwyoZq3YzkjWVBND4SuKeFHvPS7NiVj1y54/XV9pGv6dH0xVLvdcE2q8ciEat7MjIzjkQnVvJkZGccjE6p5i4QnMHo0cDQpNTWVBQsWxE3TUFRWVtLe3s4LL7zQ/zyeemQjVE2Gj3gJISYIId4WQmwXQmwVQtwSDZ89jA7RiFi1CsrLmb9oEZSX688ffhjuugsClcbD/IyoNSnKIxOqeTMzMo5HJlTzZmZkHI9MqObNzMg4HpkIVVM8LjV6ge9pmjYTWArcJISYFSlZV1dX5EpWrYIbb4QDBxCaBgcO6M/nzIHNmyEvz3hNCvPIhGrezIyM45EJ1byZGRnHIxOqeYuEp7KyksrKSsrKyigrK6OyspKKigopeiLVNBpPQKsKemQiVE2Gd7w0TavVNG19388uYDswLlK+jIyMyMXceScMvQvB7Ya774YoCnBGpUlhHplQzZuZkXE8MqGaNzMj43hkQjVvZkbG8chEqJpEPK+TCiHKgbXAHE3T2of87UbgRoCSkpLFr7766ogcXV1dpKSkRPT58xct0ke6hkATgk3r10fEGa0mlXmam5vJi3AUcChU82ZmZByPmVFwmBkFh5lRcJgZBUesMlq4cOFnmqYtGel1cet4CSHSgXeBezRNe2Gs1y5ZskRbt27diH/TBhSTDhvl5frlxaEoK4P9+yPjjFaTwjwbN26UOlFTJW9mRsbxmBkFh5lRcJgZBYeZUXDEKiMhxKgdr7gsJyGEsAOrgVXBOl3BEFIl8NFwzz2Qmjr4d6mp+u/jpUlhHplQzZuZkXE8MqGaNzMj43hkQjVvZkbG8chEqJricVejAB4Ftmuadl+0fCUlJZG/+Zpr4JFHoKwMTQh9pOuRR/Tfx0uTwjwyoZo3MyPjeGRCNW9mRsbxyIRq3syMjOORiVA1xWPEaxlwHfBFIcTGvu38SMlqamqiU3PNNbB/vz6na//+qDtdUjQpyiMTqnkzMzKORyZU82ZmZByPTKjmzczIOB6ZCFWT4Quoapr2PhD9hdk+lEZx92GsIEuTajwyoZo3MyPjeGRCNW9mRsbxyIRq3syMjOORiVA1JXzJoNra2nhLGAZZmlTjkQnVvJkZGccjE6p5MzMyjkcmVPNmZmQcj0yEqinhO17FxcXxljAMsjSpxiMTqnkzMzKORyZU82ZmZByPTKjmzczIOB6ZCFVTwne8Ghsb4y1hGGRpUo1HJlTzZmZkHI9MqObNzMg4HplQzZuZkXE8MhGqpoTveOXk5MRbwjDI0qQaj0yo5s3MyDgemVDNm5mRcTwyoZo3MyPjeGQiVE0J3/FyuVzxljAMsjSpxiMTqnkzMzKORyZU82ZmZByPTKjmzczIOB6ZCFVTwne8ZJQMkA1ZmlTjkQnVvJkZGccjE6p5MzMyjkcmVPNmZmQcj0yEqknpjpcQ4kIhxCNOpxO3243L5aK9vZ2uri6cTie9vb3U19ejaVr/3QSBdTRqa2vRNI2GhgZ6e3txOp10dXXR3t6Oy+XC7XbT2tqKx+OhqakJTdP6V50NcAQe6+vr8Xq9NDc3093dTVtbG52dnXR2dtLW1kZ3dzfNzc14vV7q6+vp7e0dxlFXV4ff76epqQmPx0Nra+uonhoaGtA0bRhHuJ78fj91dXUj6gnXE4C7r6B4NJ6i3U8BTwGOgd4i8SRjP8n2NNCbDE+1tbVSPHk8nqg9gV7PTNZ+amhokLKfAq+P1FNgPzU2Nkppez6fT1rb6+joiMpTYD85nU4px5PL5ZJyPHk8nqg9BfZTe3u7lHNES0uLlHOEy+WK2lNnZycej0faea+pqUnKec/tdkflKbCfGhsbpZzLA+cRGefynp6ekFavj2uR7FAxVq1Gl8slpUq5zHpNsjSpxmNmFBxmRsFhZhQcZkbBYWYUHGZGwRGrjJSr1SgTVqs13hKGQZYm1XhkQjVvZkbG8ciEat7MjIzjkQnVvJkZGccjE6FqSogRLyFEI3BglD9nAW0SPiYfaJLAA/I0qcZjZhQcZkbBYWYUHGZGwWFmFBxmRsERq4zKNE0rGPFVmqYl9AY8IolnnYKaVOMxMzIzMjMyM1KFx8zIzCghM0r4S43AmngLGAGyNKnGIxOqeTMzMo5HJlTzZmZkHI9MqObNzMg4HpkISVNCXGo0AkKIddooE+FM6DAzCg4zo+AwMwoOM6PgMDMKDjOj4IhHRsfCiJcsPBJvAQkAM6PgMDMKDjOj4DAzCg4zo+AwMwoOwzMyR7xMmDBhwoQJEyYMgjniZcKECRMmTJgwYRCO+46XEGKCEOJtIcR2IcRWIcQt8dakKoQQViHEBiHEy/HWoiKEENlCiOeFEDv62tPJ8dakGoQQt/YdZ1uEEM8IIZLjrSneEEI8JoRoEEJsGfC7XCHE34UQu/se1asIbCBGyehXfcfa50KIvwghsuOpMd4YKaMBf/u+EEITQuTHQ5sqGC0jIcTNQoidfeemX8Zax3Hf8QK8wPc0TZsJLAVuEkLMirMmVXELsD3eIhTGb4C/aZo2A5iPmdUgCCHGAf8PWKJp2hzAClwZX1VKoAo4b8jv7gDe0jRtGvBW3/PjGVUMz+jvwBxN0+YBu4AfGC1KMVQxPCOEEBOAc4CDRgtSEFUMyUgIcSZwMTBP07TZwL2xFnHcd7w0TavVNG19388u9H+W4+KrSj0IIcYDK4A/xluLihBCZAKnAY8CaJrm0TStNb6qlIQNSBFC2IBUoCbOeuIOTdPWAs4hv74YeKLv5yeASwwVpRhGykjTtDc0TfP2Pf0IGG+4MIUwSjsC+DXw78BxP6F7lIz+DVipaVpP32saYq3juO94DYQQohxYCHwcXyVK4n70g9cfbyGKYjLQCDzedzn2j0KItHiLUgmaph1B/zZ5EKgF2jRNeyO+qpRFkaZptaB/OQQK46xHdXwdeC3eIlSDEOIi4IimaZvirUVhVACnCiE+FkK8K4Q4IdYfaHa8+iCESAdWA9/VNK093npUghDiAqBB07TP4q1FYdiARcBDmqYtBDoxLw8NQt88pYuBSUApkCaEuDa+qkwkOoQQd6JPGVkVby0qQQiRCtwJ/DjeWhSHDchBn2p0O/AnIYSI5QeaHS9ACGFH73St0jTthXjrURDLgIuEEPuBZ4EvCiGeiq8k5XAYOKxpWmC09Hn0jpiJozgb2KdpWqOmab3AC8AX4qxJVdQLIUoA+h5jfvkjESGEuB64ALhGM9dGGoop6F9yNvWdu8cD64UQxXFVpR4OAy9oOj5Bv6oT05sQjvuOV1/P9lFgu6Zp98Vbj4rQNO0HmqaN1zStHH0y9D80TTNHKgZA07Q64JAQYnrfr84CtsVRkoo4CCwVQqT2HXdnYd6AMBpeAq7v+/l64K9x1KIkhBDnAf8BXKRpmjveelSDpmmbNU0r1DStvO/cfRhY1HeuMnEULwJfBBBCVAAO5BXNHhHHfccLfTTnOvRRnI192/nxFmUiIXEzsEoI8TmwAPh5nPUohb7RwOeB9cBm9PPPcb+ythDiGeBDYLoQ4rAQ4hvASuAcIcRu9DvSVsZTY7wxSka/hf/f3h27XlWHARz+vNCghA6NDSKN1WBQQ9Dun/BDiFwb/D+axaXJySF3B8GhSVBcUgejxSGi3SAQgq+DFwrJ8Z4L9z7PdLjTyxkuH95z+J4uVA92/9s/HnTIA3vPPeI/3nOPblef7I6Y+Km6vu/tqZPrAQA2YuMFALAR4QUAsBHhBQCwEeEFALAR4QUAsBHhBbAzM1ccJwPsk/AC+NeVSngBe+McL+Cozczl6n71uPqi+q36rvqsull9WL3u7UGlz6vz1R/VD2utu9tPDBwz4QUctV14vay+WWs9nJnb1a/V99XZWuvJzFys/q6+rb5ca9041LzAcfOoETgFv6+1Hu6u71RXqz/XWk+q1lqv1lr/HGw64GQIL+AUvLvaf/U/vwHsnfACTsGlmfl6d32telR9PDNfVc3MhZn5oPqrtx9eBtgL4QWcghfV9Zl5Vn1U3arOqlsz87R6UJ2rfq4+nZlfZubsYNMCR8vL9cBR271cf2+t9fmBRwGw8QIA2IqNFwDARmy8AAA2IrwAADYivAAANiK8AAA2IrwAADYivAAANvIGJw3DQZi9cvEAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "show('pct', 'mph', segments[segments.pct > 2], \n",
    "     'Miles per hour versus segment grade in percent')\n",
    "plt.plot((2, 6, 7), (2, 6, 7), 'ro:');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Both  best-fit curves are above the red circle at 6% and below the red circle for 7%, so  **my hill-index is 6**. We also see that I can cruise at 14 mph on a 2% grade, but only about 7 mph at 6% grade, and around 5.5 mph on 8% grades."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    " # Speed versus Grade on Long Rides\n",
    "\n",
    "The plot above tell me how fast I should expect to climb a particular hill, but what about average time on longer rides? Here's a plot of my speed versus steepness (measured in feet climbed per mile rather than in percent)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "show('fpm', 'mph', rides, 'Speed (miles per hour) versus Ride Grade (feet per mile)')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "So, I average a little under 14 mph when the overall route is fairly flat, with a lot of variability from 12 to 16 mph, depending more on my level of effort (and maybe the wind) than on the grade of the road. But when the grade is steeper than 50 ft/mile, my speed falls off quickly: down to 12mph at 80 ft/mile;  11 mph at 100 ft/mile; and around 10 mph at 120 ft/mile. Note that 120 ft/mile is only 2.3% grade, but if you figure a typical route is 1/3 up, 1/3 down, and 1/3 flat, then that's 6.9% average grade on the up part.\n",
    "\n",
    "I can use this to predict the time of a ride.  For example, if I'm in  La Honda and want to get to Pescadero, which  way is faster: the [coast route](https://www.google.com/maps/dir/La+Honda,+California/Pescadero,+California/@37.2905834,-122.3896683,12z/data=!4m19!4m18!1m10!1m1!1s0x808faed4dc6265bd:0x51a109d3306a7219!2m2!1d-122.274227!2d37.3190255!3m4!1m2!1d-122.4039496!2d37.3116594!3s0x808f062b7d7585e7:0x942480c22f110b74!1m5!1m1!1s0x808f00b4b613c4c1:0x43c609077878b77!2m2!1d-122.3830152!2d37.2551636!3e1) (15.7 miles, 361 ft climb), or the  [creek route](https://www.google.com/maps/dir/La+Honda,+California/Pescadero,+California/@37.2905834,-122.3896683,12z/data=!4m19!4m18!1m10!1m1!1s0x808faed4dc6265bd:0x51a109d3306a7219!2m2!1d-122.274227!2d37.3190255!3m4!1m2!1d-122.3658887!2d37.2538867!3s0x808f00acf265bd43:0xb7e2a0c9ee355c3a!1m5!1m1!1s0x808f00b4b613c4c1:0x43c609077878b77!2m2!1d-122.3830152!2d37.2551636!3e1) (13.5 miles, 853 ft climb)? We can estimate:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'Coast: 70.0 min, Creek: 64.0 min.'"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "f'Coast: {estimate(15.7, 361)} min, Creek: {estimate(13.5, 853)} min.'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This predicts the shorter but steeper creek route would be about 6 minutes faster (whereas Google Maps predicts the creek route would be 80 minutes, 2 more than the coast route—I guess Google lacks confidence in my climbing ability).  This is all good to know, but other factors (like the scenery and whether I want to stop at the San Gregorio store) are probably more important in making the choice."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# VAM\n",
    "\n",
    "Climbing speed measured by vertical ascent in meters per hour is known as [VAM](https://en.wikipedia.org/wiki/VAM_%28bicycling%29), which stands for *velocità ascensionale media* (for native Campagnolo speakers) or *vertical ascent in meters* (for SRAM) or 平均上昇率 (for Shimano), and sometimes by Vm/h. The theory is that for fairly steep climbs, most of your power is going into lifting against gravity, so your VAM should be about constant no matter what the grade. (For flatish climbs power is spent on wind and rolling resistance, and for the very steepest of climbs, in my experience,  power goes largely to cursing *sotto voce*, as they say in Italian.) \n",
    "\n",
    "Here's a plot of my VAM versus grade over short segments:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "show('pct', 'vam', segments, 'VAM (vertical meters per hour) versus segment grade in percent')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Champion cyclists can do over 1800 meters/hour over a 10 km climb, and can sustain [1400 meters/hour for 7 hours](https://www.strava.com/activities/4996833865).  My VAM numbers range mostly from 400 to 900 meters/hour, but I can sustain the higher numbers for only a couple of minutes:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>title</th>\n",
       "      <th>hours</th>\n",
       "      <th>miles</th>\n",
       "      <th>feet</th>\n",
       "      <th>mph</th>\n",
       "      <th>vam</th>\n",
       "      <th>fpm</th>\n",
       "      <th>pct</th>\n",
       "      <th>kms</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Camaritas climb</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.10</td>\n",
       "      <td>48</td>\n",
       "      <td>10.00</td>\n",
       "      <td>1463.0</td>\n",
       "      <td>480.0</td>\n",
       "      <td>9.09</td>\n",
       "      <td>0.16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>Paloma Climb</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.14</td>\n",
       "      <td>82</td>\n",
       "      <td>7.00</td>\n",
       "      <td>1250.0</td>\n",
       "      <td>586.0</td>\n",
       "      <td>11.09</td>\n",
       "      <td>0.23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>Klamath Dr.</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.12</td>\n",
       "      <td>77</td>\n",
       "      <td>6.00</td>\n",
       "      <td>1173.0</td>\n",
       "      <td>642.0</td>\n",
       "      <td>12.15</td>\n",
       "      <td>0.19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Entrance Way Hill Repeats</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.10</td>\n",
       "      <td>76</td>\n",
       "      <td>5.00</td>\n",
       "      <td>1158.0</td>\n",
       "      <td>760.0</td>\n",
       "      <td>14.39</td>\n",
       "      <td>0.16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Davenport Kicker</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.24</td>\n",
       "      <td>74</td>\n",
       "      <td>12.00</td>\n",
       "      <td>1128.0</td>\n",
       "      <td>308.0</td>\n",
       "      <td>5.84</td>\n",
       "      <td>0.39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>121</th>\n",
       "      <td>Valparaiso steep</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.18</td>\n",
       "      <td>145</td>\n",
       "      <td>4.50</td>\n",
       "      <td>1105.0</td>\n",
       "      <td>806.0</td>\n",
       "      <td>15.26</td>\n",
       "      <td>0.29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>Invernes to Firecrest Climb</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.28</td>\n",
       "      <td>143</td>\n",
       "      <td>7.00</td>\n",
       "      <td>1090.0</td>\n",
       "      <td>511.0</td>\n",
       "      <td>9.67</td>\n",
       "      <td>0.45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>Kings Mountain final sprint</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.31</td>\n",
       "      <td>135</td>\n",
       "      <td>7.75</td>\n",
       "      <td>1029.0</td>\n",
       "      <td>435.0</td>\n",
       "      <td>8.25</td>\n",
       "      <td>0.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>Limantour Spit</td>\n",
       "      <td>0.09</td>\n",
       "      <td>0.47</td>\n",
       "      <td>303</td>\n",
       "      <td>5.22</td>\n",
       "      <td>1026.0</td>\n",
       "      <td>645.0</td>\n",
       "      <td>12.21</td>\n",
       "      <td>0.76</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>115</th>\n",
       "      <td>Tunitas flattens</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.42</td>\n",
       "      <td>166</td>\n",
       "      <td>8.40</td>\n",
       "      <td>1012.0</td>\n",
       "      <td>395.0</td>\n",
       "      <td>7.49</td>\n",
       "      <td>0.68</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>116</th>\n",
       "      <td>Tunitas flattens</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.42</td>\n",
       "      <td>166</td>\n",
       "      <td>8.40</td>\n",
       "      <td>1012.0</td>\n",
       "      <td>395.0</td>\n",
       "      <td>7.49</td>\n",
       "      <td>0.68</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Cemetery Sprint</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.08</td>\n",
       "      <td>33</td>\n",
       "      <td>8.00</td>\n",
       "      <td>1006.0</td>\n",
       "      <td>412.0</td>\n",
       "      <td>7.81</td>\n",
       "      <td>0.13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>Skyline Bump at OLH</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.21</td>\n",
       "      <td>63</td>\n",
       "      <td>10.50</td>\n",
       "      <td>960.0</td>\n",
       "      <td>300.0</td>\n",
       "      <td>5.68</td>\n",
       "      <td>0.34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>Laning Bump</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.24</td>\n",
       "      <td>94</td>\n",
       "      <td>8.00</td>\n",
       "      <td>955.0</td>\n",
       "      <td>392.0</td>\n",
       "      <td>7.42</td>\n",
       "      <td>0.39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Faught Turn</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.22</td>\n",
       "      <td>60</td>\n",
       "      <td>11.00</td>\n",
       "      <td>914.0</td>\n",
       "      <td>273.0</td>\n",
       "      <td>5.17</td>\n",
       "      <td>0.35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>131</th>\n",
       "      <td>Westridge 3min</td>\n",
       "      <td>0.08</td>\n",
       "      <td>0.37</td>\n",
       "      <td>240</td>\n",
       "      <td>4.62</td>\n",
       "      <td>914.0</td>\n",
       "      <td>649.0</td>\n",
       "      <td>12.29</td>\n",
       "      <td>0.60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>122</th>\n",
       "      <td>Valparaiso steep</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.18</td>\n",
       "      <td>145</td>\n",
       "      <td>3.60</td>\n",
       "      <td>884.0</td>\n",
       "      <td>806.0</td>\n",
       "      <td>15.26</td>\n",
       "      <td>0.29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>Sharon Park steep part</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.21</td>\n",
       "      <td>86</td>\n",
       "      <td>7.00</td>\n",
       "      <td>874.0</td>\n",
       "      <td>410.0</td>\n",
       "      <td>7.76</td>\n",
       "      <td>0.34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>Old La Honda Mile 1</td>\n",
       "      <td>0.13</td>\n",
       "      <td>0.99</td>\n",
       "      <td>370</td>\n",
       "      <td>7.62</td>\n",
       "      <td>868.0</td>\n",
       "      <td>374.0</td>\n",
       "      <td>7.08</td>\n",
       "      <td>1.59</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>Joaquin</td>\n",
       "      <td>0.09</td>\n",
       "      <td>0.33</td>\n",
       "      <td>254</td>\n",
       "      <td>3.67</td>\n",
       "      <td>860.0</td>\n",
       "      <td>770.0</td>\n",
       "      <td>14.58</td>\n",
       "      <td>0.53</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                           title  hours  miles  feet    mph     vam    fpm  \\\n",
       "14               Camaritas climb   0.01   0.10    48  10.00  1463.0  480.0   \n",
       "71                  Paloma Climb   0.02   0.14    82   7.00  1250.0  586.0   \n",
       "55                   Klamath Dr.   0.02   0.12    77   6.00  1173.0  642.0   \n",
       "28     Entrance Way Hill Repeats   0.02   0.10    76   5.00  1158.0  760.0   \n",
       "25              Davenport Kicker   0.02   0.24    74  12.00  1128.0  308.0   \n",
       "121             Valparaiso steep   0.04   0.18   145   4.50  1105.0  806.0   \n",
       "42   Invernes to Firecrest Climb   0.04   0.28   143   7.00  1090.0  511.0   \n",
       "54   Kings Mountain final sprint   0.04   0.31   135   7.75  1029.0  435.0   \n",
       "57                Limantour Spit   0.09   0.47   303   5.22  1026.0  645.0   \n",
       "115             Tunitas flattens   0.05   0.42   166   8.40  1012.0  395.0   \n",
       "116             Tunitas flattens   0.05   0.42   166   8.40  1012.0  395.0   \n",
       "21               Cemetery Sprint   0.01   0.08    33   8.00  1006.0  412.0   \n",
       "93           Skyline Bump at OLH   0.02   0.21    63  10.50   960.0  300.0   \n",
       "56                   Laning Bump   0.03   0.24    94   8.00   955.0  392.0   \n",
       "29                   Faught Turn   0.02   0.22    60  11.00   914.0  273.0   \n",
       "131               Westridge 3min   0.08   0.37   240   4.62   914.0  649.0   \n",
       "122             Valparaiso steep   0.05   0.18   145   3.60   884.0  806.0   \n",
       "92        Sharon Park steep part   0.03   0.21    86   7.00   874.0  410.0   \n",
       "69           Old La Honda Mile 1   0.13   0.99   370   7.62   868.0  374.0   \n",
       "43                       Joaquin   0.09   0.33   254   3.67   860.0  770.0   \n",
       "\n",
       "       pct   kms  \n",
       "14    9.09  0.16  \n",
       "71   11.09  0.23  \n",
       "55   12.15  0.19  \n",
       "28   14.39  0.16  \n",
       "25    5.84  0.39  \n",
       "121  15.26  0.29  \n",
       "42    9.67  0.45  \n",
       "54    8.25  0.50  \n",
       "57   12.21  0.76  \n",
       "115   7.49  0.68  \n",
       "116   7.49  0.68  \n",
       "21    7.81  0.13  \n",
       "93    5.68  0.34  \n",
       "56    7.42  0.39  \n",
       "29    5.17  0.35  \n",
       "131  12.29  0.60  \n",
       "122  15.26  0.29  \n",
       "92    7.76  0.34  \n",
       "69    7.08  1.59  \n",
       "43   14.58  0.53  "
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "top(segments, 'vam')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "On segments that are at least a kilometer long my VAM tops out at about 800 meters/hour, and 500 meters/hour is  typical (about 1/3 of pro cyclists):"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>title</th>\n",
       "      <th>hours</th>\n",
       "      <th>miles</th>\n",
       "      <th>feet</th>\n",
       "      <th>mph</th>\n",
       "      <th>vam</th>\n",
       "      <th>fpm</th>\n",
       "      <th>pct</th>\n",
       "      <th>kms</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>Old La Honda Mile 1</td>\n",
       "      <td>0.13</td>\n",
       "      <td>0.99</td>\n",
       "      <td>370</td>\n",
       "      <td>7.62</td>\n",
       "      <td>868.0</td>\n",
       "      <td>374.0</td>\n",
       "      <td>7.08</td>\n",
       "      <td>1.59</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129</th>\n",
       "      <td>Westridge</td>\n",
       "      <td>0.14</td>\n",
       "      <td>0.68</td>\n",
       "      <td>385</td>\n",
       "      <td>4.86</td>\n",
       "      <td>838.0</td>\n",
       "      <td>566.0</td>\n",
       "      <td>10.72</td>\n",
       "      <td>1.09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>Old La Honda (Bridge to Stop)</td>\n",
       "      <td>0.48</td>\n",
       "      <td>3.33</td>\n",
       "      <td>1255</td>\n",
       "      <td>6.94</td>\n",
       "      <td>797.0</td>\n",
       "      <td>377.0</td>\n",
       "      <td>7.14</td>\n",
       "      <td>5.36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>Old La Honda (Bridge to Stop)</td>\n",
       "      <td>0.51</td>\n",
       "      <td>3.33</td>\n",
       "      <td>1255</td>\n",
       "      <td>6.53</td>\n",
       "      <td>750.0</td>\n",
       "      <td>377.0</td>\n",
       "      <td>7.14</td>\n",
       "      <td>5.36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>130</th>\n",
       "      <td>Westridge</td>\n",
       "      <td>0.16</td>\n",
       "      <td>0.68</td>\n",
       "      <td>385</td>\n",
       "      <td>4.25</td>\n",
       "      <td>733.0</td>\n",
       "      <td>566.0</td>\n",
       "      <td>10.72</td>\n",
       "      <td>1.09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>119</th>\n",
       "      <td>Tunitas steep</td>\n",
       "      <td>0.25</td>\n",
       "      <td>1.20</td>\n",
       "      <td>599</td>\n",
       "      <td>4.80</td>\n",
       "      <td>730.0</td>\n",
       "      <td>499.0</td>\n",
       "      <td>9.45</td>\n",
       "      <td>1.93</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>Old La Honda Mile 1</td>\n",
       "      <td>0.16</td>\n",
       "      <td>0.99</td>\n",
       "      <td>370</td>\n",
       "      <td>6.19</td>\n",
       "      <td>705.0</td>\n",
       "      <td>374.0</td>\n",
       "      <td>7.08</td>\n",
       "      <td>1.59</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>139</th>\n",
       "      <td>Woodside Climb</td>\n",
       "      <td>0.13</td>\n",
       "      <td>1.71</td>\n",
       "      <td>295</td>\n",
       "      <td>13.15</td>\n",
       "      <td>692.0</td>\n",
       "      <td>173.0</td>\n",
       "      <td>3.27</td>\n",
       "      <td>2.75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>Huddart</td>\n",
       "      <td>0.17</td>\n",
       "      <td>0.92</td>\n",
       "      <td>385</td>\n",
       "      <td>5.41</td>\n",
       "      <td>690.0</td>\n",
       "      <td>418.0</td>\n",
       "      <td>7.93</td>\n",
       "      <td>1.48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>111</th>\n",
       "      <td>Top of Groton Rd heading west</td>\n",
       "      <td>0.13</td>\n",
       "      <td>0.92</td>\n",
       "      <td>291</td>\n",
       "      <td>7.08</td>\n",
       "      <td>682.0</td>\n",
       "      <td>316.0</td>\n",
       "      <td>5.99</td>\n",
       "      <td>1.48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>125</th>\n",
       "      <td>Watts (Sonoma)</td>\n",
       "      <td>0.14</td>\n",
       "      <td>1.20</td>\n",
       "      <td>313</td>\n",
       "      <td>8.57</td>\n",
       "      <td>681.0</td>\n",
       "      <td>261.0</td>\n",
       "      <td>4.94</td>\n",
       "      <td>1.93</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>120</th>\n",
       "      <td>Tunitas steep</td>\n",
       "      <td>0.27</td>\n",
       "      <td>1.20</td>\n",
       "      <td>599</td>\n",
       "      <td>4.44</td>\n",
       "      <td>676.0</td>\n",
       "      <td>499.0</td>\n",
       "      <td>9.45</td>\n",
       "      <td>1.93</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Canon to No Cycling</td>\n",
       "      <td>0.09</td>\n",
       "      <td>0.75</td>\n",
       "      <td>198</td>\n",
       "      <td>8.33</td>\n",
       "      <td>671.0</td>\n",
       "      <td>264.0</td>\n",
       "      <td>5.00</td>\n",
       "      <td>1.21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Canon to No Cycling</td>\n",
       "      <td>0.09</td>\n",
       "      <td>0.75</td>\n",
       "      <td>198</td>\n",
       "      <td>8.33</td>\n",
       "      <td>671.0</td>\n",
       "      <td>264.0</td>\n",
       "      <td>5.00</td>\n",
       "      <td>1.21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Coe Second Switchback to flat</td>\n",
       "      <td>0.22</td>\n",
       "      <td>1.00</td>\n",
       "      <td>483</td>\n",
       "      <td>4.55</td>\n",
       "      <td>669.0</td>\n",
       "      <td>483.0</td>\n",
       "      <td>9.15</td>\n",
       "      <td>1.61</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>Lower Redwood Gulch</td>\n",
       "      <td>0.22</td>\n",
       "      <td>1.03</td>\n",
       "      <td>474</td>\n",
       "      <td>4.68</td>\n",
       "      <td>657.0</td>\n",
       "      <td>460.0</td>\n",
       "      <td>8.72</td>\n",
       "      <td>1.66</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>Lobitas Creek</td>\n",
       "      <td>0.20</td>\n",
       "      <td>0.96</td>\n",
       "      <td>430</td>\n",
       "      <td>4.80</td>\n",
       "      <td>655.0</td>\n",
       "      <td>448.0</td>\n",
       "      <td>8.48</td>\n",
       "      <td>1.54</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>126</th>\n",
       "      <td>West Alpine switchback</td>\n",
       "      <td>0.15</td>\n",
       "      <td>0.78</td>\n",
       "      <td>322</td>\n",
       "      <td>5.20</td>\n",
       "      <td>654.0</td>\n",
       "      <td>413.0</td>\n",
       "      <td>7.82</td>\n",
       "      <td>1.26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>Kaboom Portola Rd</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.67</td>\n",
       "      <td>102</td>\n",
       "      <td>13.40</td>\n",
       "      <td>622.0</td>\n",
       "      <td>152.0</td>\n",
       "      <td>2.88</td>\n",
       "      <td>1.08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>Huddart</td>\n",
       "      <td>0.19</td>\n",
       "      <td>0.92</td>\n",
       "      <td>385</td>\n",
       "      <td>4.84</td>\n",
       "      <td>618.0</td>\n",
       "      <td>418.0</td>\n",
       "      <td>7.93</td>\n",
       "      <td>1.48</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                             title  hours  miles  feet    mph    vam    fpm  \\\n",
       "69             Old La Honda Mile 1   0.13   0.99   370   7.62  868.0  374.0   \n",
       "129                      Westridge   0.14   0.68   385   4.86  838.0  566.0   \n",
       "67   Old La Honda (Bridge to Stop)   0.48   3.33  1255   6.94  797.0  377.0   \n",
       "68   Old La Honda (Bridge to Stop)   0.51   3.33  1255   6.53  750.0  377.0   \n",
       "130                      Westridge   0.16   0.68   385   4.25  733.0  566.0   \n",
       "119                  Tunitas steep   0.25   1.20   599   4.80  730.0  499.0   \n",
       "70             Old La Honda Mile 1   0.16   0.99   370   6.19  705.0  374.0   \n",
       "139                 Woodside Climb   0.13   1.71   295  13.15  692.0  173.0   \n",
       "40                         Huddart   0.17   0.92   385   5.41  690.0  418.0   \n",
       "111  Top of Groton Rd heading west   0.13   0.92   291   7.08  682.0  316.0   \n",
       "125                 Watts (Sonoma)   0.14   1.20   313   8.57  681.0  261.0   \n",
       "120                  Tunitas steep   0.27   1.20   599   4.44  676.0  499.0   \n",
       "19             Canon to No Cycling   0.09   0.75   198   8.33  671.0  264.0   \n",
       "20             Canon to No Cycling   0.09   0.75   198   8.33  671.0  264.0   \n",
       "23   Coe Second Switchback to flat   0.22   1.00   483   4.55  669.0  483.0   \n",
       "60             Lower Redwood Gulch   0.22   1.03   474   4.68  657.0  460.0   \n",
       "59                   Lobitas Creek   0.20   0.96   430   4.80  655.0  448.0   \n",
       "126         West Alpine switchback   0.15   0.78   322   5.20  654.0  413.0   \n",
       "45               Kaboom Portola Rd   0.05   0.67   102  13.40  622.0  152.0   \n",
       "41                         Huddart   0.19   0.92   385   4.84  618.0  418.0   \n",
       "\n",
       "       pct   kms  \n",
       "69    7.08  1.59  \n",
       "129  10.72  1.09  \n",
       "67    7.14  5.36  \n",
       "68    7.14  5.36  \n",
       "130  10.72  1.09  \n",
       "119   9.45  1.93  \n",
       "70    7.08  1.59  \n",
       "139   3.27  2.75  \n",
       "40    7.93  1.48  \n",
       "111   5.99  1.48  \n",
       "125   4.94  1.93  \n",
       "120   9.45  1.93  \n",
       "19    5.00  1.21  \n",
       "20    5.00  1.21  \n",
       "23    9.15  1.61  \n",
       "60    8.72  1.66  \n",
       "59    8.48  1.54  \n",
       "126   7.82  1.26  \n",
       "45    2.88  1.08  \n",
       "41    7.93  1.48  "
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "top(segments[segments.kms >= 1], 'vam')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "I can also look at VAM numbers for complete rides. I would expect the ride VAM to be half the segment VAM (or less) since most of my rides are circuits where I return to the start, and thus no more than half the ride is climbing. Sure enough, the best I can do is about 400 meters/hour:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>date</th>\n",
       "      <th>year</th>\n",
       "      <th>title</th>\n",
       "      <th>hours</th>\n",
       "      <th>miles</th>\n",
       "      <th>feet</th>\n",
       "      <th>mph</th>\n",
       "      <th>vam</th>\n",
       "      <th>fpm</th>\n",
       "      <th>pct</th>\n",
       "      <th>kms</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>238</th>\n",
       "      <td>Sun, 11/29</td>\n",
       "      <td>2015</td>\n",
       "      <td>Mt. Hamilton</td>\n",
       "      <td>3.68</td>\n",
       "      <td>37.00</td>\n",
       "      <td>4902</td>\n",
       "      <td>10.05</td>\n",
       "      <td>406.0</td>\n",
       "      <td>132.0</td>\n",
       "      <td>2.51</td>\n",
       "      <td>59.53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Fri, 4/2</td>\n",
       "      <td>2021</td>\n",
       "      <td>Everesting 5: climb 2×(OLH + WOLH)</td>\n",
       "      <td>3.27</td>\n",
       "      <td>31.48</td>\n",
       "      <td>4344</td>\n",
       "      <td>9.63</td>\n",
       "      <td>405.0</td>\n",
       "      <td>138.0</td>\n",
       "      <td>2.61</td>\n",
       "      <td>50.65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Mon, 3/29</td>\n",
       "      <td>2021</td>\n",
       "      <td>Everesting 1: Mt Diablo</td>\n",
       "      <td>2.60</td>\n",
       "      <td>22.22</td>\n",
       "      <td>3406</td>\n",
       "      <td>8.55</td>\n",
       "      <td>399.0</td>\n",
       "      <td>153.0</td>\n",
       "      <td>2.90</td>\n",
       "      <td>35.75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Tue, 3/30</td>\n",
       "      <td>2021</td>\n",
       "      <td>Everesting 2: Kings + WOLH + OLH</td>\n",
       "      <td>3.34</td>\n",
       "      <td>35.99</td>\n",
       "      <td>4377</td>\n",
       "      <td>10.78</td>\n",
       "      <td>399.0</td>\n",
       "      <td>122.0</td>\n",
       "      <td>2.30</td>\n",
       "      <td>57.91</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>227</th>\n",
       "      <td>Sun, 12/1</td>\n",
       "      <td>2013</td>\n",
       "      <td>Mt. Hamilton</td>\n",
       "      <td>3.78</td>\n",
       "      <td>37.56</td>\n",
       "      <td>4921</td>\n",
       "      <td>9.94</td>\n",
       "      <td>397.0</td>\n",
       "      <td>131.0</td>\n",
       "      <td>2.48</td>\n",
       "      <td>60.43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>245</th>\n",
       "      <td>Sat, 11/25</td>\n",
       "      <td>2017</td>\n",
       "      <td>Mt. Hamilton</td>\n",
       "      <td>3.69</td>\n",
       "      <td>36.65</td>\n",
       "      <td>4806</td>\n",
       "      <td>9.93</td>\n",
       "      <td>397.0</td>\n",
       "      <td>131.0</td>\n",
       "      <td>2.48</td>\n",
       "      <td>58.97</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>205</th>\n",
       "      <td>Fri, 10/30</td>\n",
       "      <td>2015</td>\n",
       "      <td>OLH / West Alpine</td>\n",
       "      <td>3.48</td>\n",
       "      <td>39.51</td>\n",
       "      <td>4505</td>\n",
       "      <td>11.35</td>\n",
       "      <td>395.0</td>\n",
       "      <td>114.0</td>\n",
       "      <td>2.16</td>\n",
       "      <td>63.57</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>103</th>\n",
       "      <td>Sat, 4/26</td>\n",
       "      <td>2014</td>\n",
       "      <td>OLH / Tunitas Creek</td>\n",
       "      <td>5.26</td>\n",
       "      <td>58.69</td>\n",
       "      <td>6742</td>\n",
       "      <td>11.16</td>\n",
       "      <td>391.0</td>\n",
       "      <td>115.0</td>\n",
       "      <td>2.18</td>\n",
       "      <td>94.43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>Sat, 4/18</td>\n",
       "      <td>2015</td>\n",
       "      <td>Tunitas + Lobitos Creeks</td>\n",
       "      <td>5.24</td>\n",
       "      <td>61.27</td>\n",
       "      <td>6611</td>\n",
       "      <td>11.69</td>\n",
       "      <td>385.0</td>\n",
       "      <td>108.0</td>\n",
       "      <td>2.04</td>\n",
       "      <td>98.58</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>Wed, 10/14</td>\n",
       "      <td>2015</td>\n",
       "      <td>Half Moon Bay</td>\n",
       "      <td>6.13</td>\n",
       "      <td>72.97</td>\n",
       "      <td>7644</td>\n",
       "      <td>11.90</td>\n",
       "      <td>380.0</td>\n",
       "      <td>105.0</td>\n",
       "      <td>1.98</td>\n",
       "      <td>117.41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>Sun, 6/4</td>\n",
       "      <td>2017</td>\n",
       "      <td>Sequoia Challenge</td>\n",
       "      <td>6.29</td>\n",
       "      <td>66.52</td>\n",
       "      <td>7520</td>\n",
       "      <td>10.58</td>\n",
       "      <td>364.0</td>\n",
       "      <td>113.0</td>\n",
       "      <td>2.14</td>\n",
       "      <td>107.03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>160</th>\n",
       "      <td>Sat, 7/25</td>\n",
       "      <td>2015</td>\n",
       "      <td>Palo Alto, California</td>\n",
       "      <td>4.04</td>\n",
       "      <td>43.62</td>\n",
       "      <td>4819</td>\n",
       "      <td>10.80</td>\n",
       "      <td>364.0</td>\n",
       "      <td>110.0</td>\n",
       "      <td>2.09</td>\n",
       "      <td>70.18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>105</th>\n",
       "      <td>Sat, 10/11</td>\n",
       "      <td>2014</td>\n",
       "      <td>OLH / Tunitas</td>\n",
       "      <td>5.09</td>\n",
       "      <td>58.29</td>\n",
       "      <td>6044</td>\n",
       "      <td>11.45</td>\n",
       "      <td>362.0</td>\n",
       "      <td>104.0</td>\n",
       "      <td>1.96</td>\n",
       "      <td>93.79</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>115</th>\n",
       "      <td>Sat, 8/13</td>\n",
       "      <td>2016</td>\n",
       "      <td>Petaluma / Point Reyes</td>\n",
       "      <td>4.50</td>\n",
       "      <td>54.75</td>\n",
       "      <td>5286</td>\n",
       "      <td>12.17</td>\n",
       "      <td>358.0</td>\n",
       "      <td>97.0</td>\n",
       "      <td>1.83</td>\n",
       "      <td>88.09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>Fri, 8/28</td>\n",
       "      <td>2015</td>\n",
       "      <td>Pescadaro via OLH</td>\n",
       "      <td>5.31</td>\n",
       "      <td>66.01</td>\n",
       "      <td>6137</td>\n",
       "      <td>12.43</td>\n",
       "      <td>352.0</td>\n",
       "      <td>93.0</td>\n",
       "      <td>1.76</td>\n",
       "      <td>106.21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Sun, 4/4</td>\n",
       "      <td>2021</td>\n",
       "      <td>Everesting 7: Mill Creek / Morrison Canyon</td>\n",
       "      <td>3.08</td>\n",
       "      <td>29.38</td>\n",
       "      <td>3517</td>\n",
       "      <td>9.54</td>\n",
       "      <td>348.0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>2.27</td>\n",
       "      <td>47.27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>107</th>\n",
       "      <td>Wed, 6/18</td>\n",
       "      <td>2014</td>\n",
       "      <td>Sierra to the Sea Day 4</td>\n",
       "      <td>4.96</td>\n",
       "      <td>57.64</td>\n",
       "      <td>5561</td>\n",
       "      <td>11.62</td>\n",
       "      <td>342.0</td>\n",
       "      <td>96.0</td>\n",
       "      <td>1.83</td>\n",
       "      <td>92.74</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>Sun, 6/3</td>\n",
       "      <td>2018</td>\n",
       "      <td>The Sequoia</td>\n",
       "      <td>5.97</td>\n",
       "      <td>64.92</td>\n",
       "      <td>6677</td>\n",
       "      <td>10.87</td>\n",
       "      <td>341.0</td>\n",
       "      <td>103.0</td>\n",
       "      <td>1.95</td>\n",
       "      <td>104.46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>301</th>\n",
       "      <td>Sat, 5/9</td>\n",
       "      <td>2015</td>\n",
       "      <td>OLH</td>\n",
       "      <td>2.50</td>\n",
       "      <td>32.33</td>\n",
       "      <td>2788</td>\n",
       "      <td>12.93</td>\n",
       "      <td>340.0</td>\n",
       "      <td>86.0</td>\n",
       "      <td>1.63</td>\n",
       "      <td>52.02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>220</th>\n",
       "      <td>Sat, 9/12</td>\n",
       "      <td>2015</td>\n",
       "      <td>Morning Ride</td>\n",
       "      <td>3.10</td>\n",
       "      <td>38.20</td>\n",
       "      <td>3342</td>\n",
       "      <td>12.32</td>\n",
       "      <td>329.0</td>\n",
       "      <td>87.0</td>\n",
       "      <td>1.66</td>\n",
       "      <td>61.46</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           date  year                                       title  hours  \\\n",
       "238  Sun, 11/29  2015                                Mt. Hamilton   3.68   \n",
       "23     Fri, 4/2  2021          Everesting 5: climb 2×(OLH + WOLH)   3.27   \n",
       "27    Mon, 3/29  2021                     Everesting 1: Mt Diablo   2.60   \n",
       "26    Tue, 3/30  2021            Everesting 2: Kings + WOLH + OLH   3.34   \n",
       "227   Sun, 12/1  2013                                Mt. Hamilton   3.78   \n",
       "245  Sat, 11/25  2017                                Mt. Hamilton   3.69   \n",
       "205  Fri, 10/30  2015                           OLH / West Alpine   3.48   \n",
       "103   Sat, 4/26  2014                         OLH / Tunitas Creek   5.26   \n",
       "94    Sat, 4/18  2015                    Tunitas + Lobitos Creeks   5.24   \n",
       "78   Wed, 10/14  2015                               Half Moon Bay   6.13   \n",
       "84     Sun, 6/4  2017                           Sequoia Challenge   6.29   \n",
       "160   Sat, 7/25  2015                       Palo Alto, California   4.04   \n",
       "105  Sat, 10/11  2014                               OLH / Tunitas   5.09   \n",
       "115   Sat, 8/13  2016                      Petaluma / Point Reyes   4.50   \n",
       "86    Fri, 8/28  2015                           Pescadaro via OLH   5.31   \n",
       "21     Sun, 4/4  2021  Everesting 7: Mill Creek / Morrison Canyon   3.08   \n",
       "107   Wed, 6/18  2014                     Sierra to the Sea Day 4   4.96   \n",
       "88     Sun, 6/3  2018                                 The Sequoia   5.97   \n",
       "301    Sat, 5/9  2015                                         OLH   2.50   \n",
       "220   Sat, 9/12  2015                                Morning Ride   3.10   \n",
       "\n",
       "     miles  feet    mph    vam    fpm   pct     kms  \n",
       "238  37.00  4902  10.05  406.0  132.0  2.51   59.53  \n",
       "23   31.48  4344   9.63  405.0  138.0  2.61   50.65  \n",
       "27   22.22  3406   8.55  399.0  153.0  2.90   35.75  \n",
       "26   35.99  4377  10.78  399.0  122.0  2.30   57.91  \n",
       "227  37.56  4921   9.94  397.0  131.0  2.48   60.43  \n",
       "245  36.65  4806   9.93  397.0  131.0  2.48   58.97  \n",
       "205  39.51  4505  11.35  395.0  114.0  2.16   63.57  \n",
       "103  58.69  6742  11.16  391.0  115.0  2.18   94.43  \n",
       "94   61.27  6611  11.69  385.0  108.0  2.04   98.58  \n",
       "78   72.97  7644  11.90  380.0  105.0  1.98  117.41  \n",
       "84   66.52  7520  10.58  364.0  113.0  2.14  107.03  \n",
       "160  43.62  4819  10.80  364.0  110.0  2.09   70.18  \n",
       "105  58.29  6044  11.45  362.0  104.0  1.96   93.79  \n",
       "115  54.75  5286  12.17  358.0   97.0  1.83   88.09  \n",
       "86   66.01  6137  12.43  352.0   93.0  1.76  106.21  \n",
       "21   29.38  3517   9.54  348.0  120.0  2.27   47.27  \n",
       "107  57.64  5561  11.62  342.0   96.0  1.83   92.74  \n",
       "88   64.92  6677  10.87  341.0  103.0  1.95  104.46  \n",
       "301  32.33  2788  12.93  340.0   86.0  1.63   52.02  \n",
       "220  38.20  3342  12.32  329.0   87.0  1.66   61.46  "
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "top(rides, 'vam')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Exploring the Data\n",
    "\n",
    "\n",
    "Some more ways to look at the data, both rides and segments."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>year</th>\n",
       "      <th>hours</th>\n",
       "      <th>miles</th>\n",
       "      <th>feet</th>\n",
       "      <th>mph</th>\n",
       "      <th>vam</th>\n",
       "      <th>fpm</th>\n",
       "      <th>pct</th>\n",
       "      <th>kms</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>512.000000</td>\n",
       "      <td>512.000000</td>\n",
       "      <td>512.000000</td>\n",
       "      <td>512.000000</td>\n",
       "      <td>512.000000</td>\n",
       "      <td>512.000000</td>\n",
       "      <td>512.000000</td>\n",
       "      <td>512.000000</td>\n",
       "      <td>512.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>2016.638672</td>\n",
       "      <td>3.234453</td>\n",
       "      <td>41.509863</td>\n",
       "      <td>1757.255859</td>\n",
       "      <td>13.017344</td>\n",
       "      <td>157.652344</td>\n",
       "      <td>41.443359</td>\n",
       "      <td>0.784727</td>\n",
       "      <td>66.789258</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>2.148205</td>\n",
       "      <td>1.376910</td>\n",
       "      <td>16.726251</td>\n",
       "      <td>1455.506065</td>\n",
       "      <td>1.306101</td>\n",
       "      <td>90.361008</td>\n",
       "      <td>27.424201</td>\n",
       "      <td>0.519316</td>\n",
       "      <td>26.912516</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>2012.000000</td>\n",
       "      <td>1.540000</td>\n",
       "      <td>20.960000</td>\n",
       "      <td>68.000000</td>\n",
       "      <td>8.550000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>0.050000</td>\n",
       "      <td>33.720000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>2015.000000</td>\n",
       "      <td>2.177500</td>\n",
       "      <td>28.467500</td>\n",
       "      <td>709.000000</td>\n",
       "      <td>12.250000</td>\n",
       "      <td>80.750000</td>\n",
       "      <td>19.000000</td>\n",
       "      <td>0.370000</td>\n",
       "      <td>45.800000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>2017.000000</td>\n",
       "      <td>2.775000</td>\n",
       "      <td>35.880000</td>\n",
       "      <td>1335.500000</td>\n",
       "      <td>13.175000</td>\n",
       "      <td>152.000000</td>\n",
       "      <td>36.000000</td>\n",
       "      <td>0.690000</td>\n",
       "      <td>57.730000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>2018.000000</td>\n",
       "      <td>3.872500</td>\n",
       "      <td>50.527500</td>\n",
       "      <td>2254.750000</td>\n",
       "      <td>13.810000</td>\n",
       "      <td>217.250000</td>\n",
       "      <td>55.250000</td>\n",
       "      <td>1.055000</td>\n",
       "      <td>81.300000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>2022.000000</td>\n",
       "      <td>8.140000</td>\n",
       "      <td>102.410000</td>\n",
       "      <td>7644.000000</td>\n",
       "      <td>16.750000</td>\n",
       "      <td>406.000000</td>\n",
       "      <td>153.000000</td>\n",
       "      <td>2.900000</td>\n",
       "      <td>164.780000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              year       hours       miles         feet         mph  \\\n",
       "count   512.000000  512.000000  512.000000   512.000000  512.000000   \n",
       "mean   2016.638672    3.234453   41.509863  1757.255859   13.017344   \n",
       "std       2.148205    1.376910   16.726251  1455.506065    1.306101   \n",
       "min    2012.000000    1.540000   20.960000    68.000000    8.550000   \n",
       "25%    2015.000000    2.177500   28.467500   709.000000   12.250000   \n",
       "50%    2017.000000    2.775000   35.880000  1335.500000   13.175000   \n",
       "75%    2018.000000    3.872500   50.527500  2254.750000   13.810000   \n",
       "max    2022.000000    8.140000  102.410000  7644.000000   16.750000   \n",
       "\n",
       "              vam         fpm         pct         kms  \n",
       "count  512.000000  512.000000  512.000000  512.000000  \n",
       "mean   157.652344   41.443359    0.784727   66.789258  \n",
       "std     90.361008   27.424201    0.519316   26.912516  \n",
       "min     10.000000    3.000000    0.050000   33.720000  \n",
       "25%     80.750000   19.000000    0.370000   45.800000  \n",
       "50%    152.000000   36.000000    0.690000   57.730000  \n",
       "75%    217.250000   55.250000    1.055000   81.300000  \n",
       "max    406.000000  153.000000    2.900000  164.780000  "
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rides.describe() # Summary statistics for the rides"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>hours</th>\n",
       "      <th>miles</th>\n",
       "      <th>feet</th>\n",
       "      <th>mph</th>\n",
       "      <th>vam</th>\n",
       "      <th>fpm</th>\n",
       "      <th>pct</th>\n",
       "      <th>kms</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>141.000000</td>\n",
       "      <td>141.000000</td>\n",
       "      <td>141.000000</td>\n",
       "      <td>141.000000</td>\n",
       "      <td>141.000000</td>\n",
       "      <td>141.000000</td>\n",
       "      <td>141.000000</td>\n",
       "      <td>141.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>0.141702</td>\n",
       "      <td>0.932979</td>\n",
       "      <td>268.978723</td>\n",
       "      <td>7.444539</td>\n",
       "      <td>641.893617</td>\n",
       "      <td>353.503546</td>\n",
       "      <td>6.694894</td>\n",
       "      <td>1.501064</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>0.173711</td>\n",
       "      <td>0.989832</td>\n",
       "      <td>295.060659</td>\n",
       "      <td>3.557336</td>\n",
       "      <td>211.923595</td>\n",
       "      <td>186.816320</td>\n",
       "      <td>3.537974</td>\n",
       "      <td>1.592267</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.080000</td>\n",
       "      <td>21.000000</td>\n",
       "      <td>2.120000</td>\n",
       "      <td>111.000000</td>\n",
       "      <td>18.000000</td>\n",
       "      <td>0.350000</td>\n",
       "      <td>0.130000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>0.050000</td>\n",
       "      <td>0.330000</td>\n",
       "      <td>104.000000</td>\n",
       "      <td>4.830000</td>\n",
       "      <td>503.000000</td>\n",
       "      <td>219.000000</td>\n",
       "      <td>4.140000</td>\n",
       "      <td>0.530000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>0.090000</td>\n",
       "      <td>0.600000</td>\n",
       "      <td>166.000000</td>\n",
       "      <td>6.190000</td>\n",
       "      <td>630.000000</td>\n",
       "      <td>333.000000</td>\n",
       "      <td>6.300000</td>\n",
       "      <td>0.970000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>0.150000</td>\n",
       "      <td>1.190000</td>\n",
       "      <td>303.000000</td>\n",
       "      <td>9.800000</td>\n",
       "      <td>724.000000</td>\n",
       "      <td>462.000000</td>\n",
       "      <td>8.760000</td>\n",
       "      <td>1.910000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>1.390000</td>\n",
       "      <td>7.380000</td>\n",
       "      <td>1887.000000</td>\n",
       "      <td>19.790000</td>\n",
       "      <td>1463.000000</td>\n",
       "      <td>839.000000</td>\n",
       "      <td>15.890000</td>\n",
       "      <td>11.870000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            hours       miles         feet         mph          vam  \\\n",
       "count  141.000000  141.000000   141.000000  141.000000   141.000000   \n",
       "mean     0.141702    0.932979   268.978723    7.444539   641.893617   \n",
       "std      0.173711    0.989832   295.060659    3.557336   211.923595   \n",
       "min      0.010000    0.080000    21.000000    2.120000   111.000000   \n",
       "25%      0.050000    0.330000   104.000000    4.830000   503.000000   \n",
       "50%      0.090000    0.600000   166.000000    6.190000   630.000000   \n",
       "75%      0.150000    1.190000   303.000000    9.800000   724.000000   \n",
       "max      1.390000    7.380000  1887.000000   19.790000  1463.000000   \n",
       "\n",
       "              fpm         pct         kms  \n",
       "count  141.000000  141.000000  141.000000  \n",
       "mean   353.503546    6.694894    1.501064  \n",
       "std    186.816320    3.537974    1.592267  \n",
       "min     18.000000    0.350000    0.130000  \n",
       "25%    219.000000    4.140000    0.530000  \n",
       "50%    333.000000    6.300000    0.970000  \n",
       "75%    462.000000    8.760000    1.910000  \n",
       "max    839.000000   15.890000   11.870000  "
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "segments.describe() # Summary statistics for the segments"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "\n",
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       "\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>date</th>\n",
       "      <th>year</th>\n",
       "      <th>title</th>\n",
       "      <th>hours</th>\n",
       "      <th>miles</th>\n",
       "      <th>feet</th>\n",
       "      <th>mph</th>\n",
       "      <th>vam</th>\n",
       "      <th>fpm</th>\n",
       "      <th>pct</th>\n",
       "      <th>kms</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>244</th>\n",
       "      <td>Sun, 5/22</td>\n",
       "      <td>2016</td>\n",
       "      <td>Canada</td>\n",
       "      <td>2.19</td>\n",
       "      <td>36.68</td>\n",
       "      <td>1332</td>\n",
       "      <td>16.75</td>\n",
       "      <td>185.0</td>\n",
       "      <td>36.0</td>\n",
       "      <td>0.69</td>\n",
       "      <td>59.02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>268</th>\n",
       "      <td>Wed, 9/13</td>\n",
       "      <td>2017</td>\n",
       "      <td>Healdburg / Jimtown</td>\n",
       "      <td>2.13</td>\n",
       "      <td>34.45</td>\n",
       "      <td>912</td>\n",
       "      <td>16.17</td>\n",
       "      <td>131.0</td>\n",
       "      <td>26.0</td>\n",
       "      <td>0.50</td>\n",
       "      <td>55.43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>489</th>\n",
       "      <td>Sat, 1/25</td>\n",
       "      <td>2014</td>\n",
       "      <td>Woodside</td>\n",
       "      <td>1.56</td>\n",
       "      <td>25.08</td>\n",
       "      <td>1243</td>\n",
       "      <td>16.08</td>\n",
       "      <td>243.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0.94</td>\n",
       "      <td>40.35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>498</th>\n",
       "      <td>Sat, 4/11</td>\n",
       "      <td>2015</td>\n",
       "      <td>Woodside</td>\n",
       "      <td>1.54</td>\n",
       "      <td>24.73</td>\n",
       "      <td>1035</td>\n",
       "      <td>16.06</td>\n",
       "      <td>205.0</td>\n",
       "      <td>42.0</td>\n",
       "      <td>0.79</td>\n",
       "      <td>39.79</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Sun, 7/11</td>\n",
       "      <td>2021</td>\n",
       "      <td>San Jose</td>\n",
       "      <td>4.10</td>\n",
       "      <td>65.10</td>\n",
       "      <td>1086</td>\n",
       "      <td>15.88</td>\n",
       "      <td>81.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>0.32</td>\n",
       "      <td>104.75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>449</th>\n",
       "      <td>Sun, 1/18</td>\n",
       "      <td>2015</td>\n",
       "      <td>Woodside</td>\n",
       "      <td>1.64</td>\n",
       "      <td>26.02</td>\n",
       "      <td>1257</td>\n",
       "      <td>15.87</td>\n",
       "      <td>234.0</td>\n",
       "      <td>48.0</td>\n",
       "      <td>0.91</td>\n",
       "      <td>41.87</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>487</th>\n",
       "      <td>Fri, 6/24</td>\n",
       "      <td>2016</td>\n",
       "      <td>Foothill Expway</td>\n",
       "      <td>1.59</td>\n",
       "      <td>25.11</td>\n",
       "      <td>623</td>\n",
       "      <td>15.79</td>\n",
       "      <td>119.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>0.47</td>\n",
       "      <td>40.40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>288</th>\n",
       "      <td>Sun, 1/26</td>\n",
       "      <td>2014</td>\n",
       "      <td>Canada Rd</td>\n",
       "      <td>2.10</td>\n",
       "      <td>33.12</td>\n",
       "      <td>1446</td>\n",
       "      <td>15.77</td>\n",
       "      <td>210.0</td>\n",
       "      <td>44.0</td>\n",
       "      <td>0.83</td>\n",
       "      <td>53.29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>507</th>\n",
       "      <td>Fri, 1/6</td>\n",
       "      <td>2012</td>\n",
       "      <td>Omarama to Wanaka New Zealand</td>\n",
       "      <td>4.48</td>\n",
       "      <td>70.35</td>\n",
       "      <td>3262</td>\n",
       "      <td>15.70</td>\n",
       "      <td>222.0</td>\n",
       "      <td>46.0</td>\n",
       "      <td>0.88</td>\n",
       "      <td>113.19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>312</th>\n",
       "      <td>Sun, 4/12</td>\n",
       "      <td>2015</td>\n",
       "      <td>Palo Alto Cycling</td>\n",
       "      <td>2.03</td>\n",
       "      <td>31.76</td>\n",
       "      <td>1210</td>\n",
       "      <td>15.65</td>\n",
       "      <td>182.0</td>\n",
       "      <td>38.0</td>\n",
       "      <td>0.72</td>\n",
       "      <td>51.10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>154</th>\n",
       "      <td>Sun, 10/15</td>\n",
       "      <td>2017</td>\n",
       "      <td>Los Gatos</td>\n",
       "      <td>2.86</td>\n",
       "      <td>44.71</td>\n",
       "      <td>1437</td>\n",
       "      <td>15.63</td>\n",
       "      <td>153.0</td>\n",
       "      <td>32.0</td>\n",
       "      <td>0.61</td>\n",
       "      <td>71.94</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114</th>\n",
       "      <td>Sun, 8/5</td>\n",
       "      <td>2018</td>\n",
       "      <td>Bike Ride Northwest Day 1</td>\n",
       "      <td>3.58</td>\n",
       "      <td>55.77</td>\n",
       "      <td>1824</td>\n",
       "      <td>15.58</td>\n",
       "      <td>155.0</td>\n",
       "      <td>33.0</td>\n",
       "      <td>0.62</td>\n",
       "      <td>89.73</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>411</th>\n",
       "      <td>Sun, 2/28</td>\n",
       "      <td>2016</td>\n",
       "      <td>Woodside Loop</td>\n",
       "      <td>1.73</td>\n",
       "      <td>26.93</td>\n",
       "      <td>843</td>\n",
       "      <td>15.57</td>\n",
       "      <td>149.0</td>\n",
       "      <td>31.0</td>\n",
       "      <td>0.59</td>\n",
       "      <td>43.33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129</th>\n",
       "      <td>Sun, 6/26</td>\n",
       "      <td>2016</td>\n",
       "      <td>Los Gatos</td>\n",
       "      <td>3.28</td>\n",
       "      <td>50.78</td>\n",
       "      <td>1181</td>\n",
       "      <td>15.48</td>\n",
       "      <td>110.0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>0.44</td>\n",
       "      <td>81.71</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>146</th>\n",
       "      <td>Mon, 1/19</td>\n",
       "      <td>2015</td>\n",
       "      <td>Canada Rd, etc.</td>\n",
       "      <td>2.95</td>\n",
       "      <td>45.64</td>\n",
       "      <td>1836</td>\n",
       "      <td>15.47</td>\n",
       "      <td>190.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>0.76</td>\n",
       "      <td>73.43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>495</th>\n",
       "      <td>Sun, 1/19</td>\n",
       "      <td>2014</td>\n",
       "      <td>Palo Alto, CA</td>\n",
       "      <td>1.62</td>\n",
       "      <td>25.01</td>\n",
       "      <td>1201</td>\n",
       "      <td>15.44</td>\n",
       "      <td>226.0</td>\n",
       "      <td>48.0</td>\n",
       "      <td>0.91</td>\n",
       "      <td>40.24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>267</th>\n",
       "      <td>Sun, 12/6</td>\n",
       "      <td>2015</td>\n",
       "      <td>Canada Rd</td>\n",
       "      <td>2.25</td>\n",
       "      <td>34.67</td>\n",
       "      <td>1237</td>\n",
       "      <td>15.41</td>\n",
       "      <td>168.0</td>\n",
       "      <td>36.0</td>\n",
       "      <td>0.68</td>\n",
       "      <td>55.78</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>318</th>\n",
       "      <td>Tue, 6/18</td>\n",
       "      <td>2013</td>\n",
       "      <td>work etc (headwinds)</td>\n",
       "      <td>2.06</td>\n",
       "      <td>31.48</td>\n",
       "      <td>809</td>\n",
       "      <td>15.28</td>\n",
       "      <td>120.0</td>\n",
       "      <td>26.0</td>\n",
       "      <td>0.49</td>\n",
       "      <td>50.65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>159</th>\n",
       "      <td>Fri, 9/23</td>\n",
       "      <td>2016</td>\n",
       "      <td>Los Gatos</td>\n",
       "      <td>2.89</td>\n",
       "      <td>43.93</td>\n",
       "      <td>1339</td>\n",
       "      <td>15.20</td>\n",
       "      <td>141.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>0.58</td>\n",
       "      <td>70.68</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>106</th>\n",
       "      <td>Sat, 7/9</td>\n",
       "      <td>2016</td>\n",
       "      <td>Santa Cruz</td>\n",
       "      <td>3.84</td>\n",
       "      <td>58.23</td>\n",
       "      <td>4042</td>\n",
       "      <td>15.16</td>\n",
       "      <td>321.0</td>\n",
       "      <td>69.0</td>\n",
       "      <td>1.31</td>\n",
       "      <td>93.69</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           date  year                          title  hours  miles  feet  \\\n",
       "244   Sun, 5/22  2016                         Canada   2.19  36.68  1332   \n",
       "268   Wed, 9/13  2017            Healdburg / Jimtown   2.13  34.45   912   \n",
       "489   Sat, 1/25  2014                       Woodside   1.56  25.08  1243   \n",
       "498   Sat, 4/11  2015                       Woodside   1.54  24.73  1035   \n",
       "14    Sun, 7/11  2021                       San Jose   4.10  65.10  1086   \n",
       "449   Sun, 1/18  2015                       Woodside   1.64  26.02  1257   \n",
       "487   Fri, 6/24  2016                Foothill Expway   1.59  25.11   623   \n",
       "288   Sun, 1/26  2014                      Canada Rd   2.10  33.12  1446   \n",
       "507    Fri, 1/6  2012  Omarama to Wanaka New Zealand   4.48  70.35  3262   \n",
       "312   Sun, 4/12  2015              Palo Alto Cycling   2.03  31.76  1210   \n",
       "154  Sun, 10/15  2017                      Los Gatos   2.86  44.71  1437   \n",
       "114    Sun, 8/5  2018      Bike Ride Northwest Day 1   3.58  55.77  1824   \n",
       "411   Sun, 2/28  2016                  Woodside Loop   1.73  26.93   843   \n",
       "129   Sun, 6/26  2016                      Los Gatos   3.28  50.78  1181   \n",
       "146   Mon, 1/19  2015                Canada Rd, etc.   2.95  45.64  1836   \n",
       "495   Sun, 1/19  2014                  Palo Alto, CA   1.62  25.01  1201   \n",
       "267   Sun, 12/6  2015                      Canada Rd   2.25  34.67  1237   \n",
       "318   Tue, 6/18  2013           work etc (headwinds)   2.06  31.48   809   \n",
       "159   Fri, 9/23  2016                      Los Gatos   2.89  43.93  1339   \n",
       "106    Sat, 7/9  2016                     Santa Cruz   3.84  58.23  4042   \n",
       "\n",
       "       mph    vam   fpm   pct     kms  \n",
       "244  16.75  185.0  36.0  0.69   59.02  \n",
       "268  16.17  131.0  26.0  0.50   55.43  \n",
       "489  16.08  243.0  50.0  0.94   40.35  \n",
       "498  16.06  205.0  42.0  0.79   39.79  \n",
       "14   15.88   81.0  17.0  0.32  104.75  \n",
       "449  15.87  234.0  48.0  0.91   41.87  \n",
       "487  15.79  119.0  25.0  0.47   40.40  \n",
       "288  15.77  210.0  44.0  0.83   53.29  \n",
       "507  15.70  222.0  46.0  0.88  113.19  \n",
       "312  15.65  182.0  38.0  0.72   51.10  \n",
       "154  15.63  153.0  32.0  0.61   71.94  \n",
       "114  15.58  155.0  33.0  0.62   89.73  \n",
       "411  15.57  149.0  31.0  0.59   43.33  \n",
       "129  15.48  110.0  23.0  0.44   81.71  \n",
       "146  15.47  190.0  40.0  0.76   73.43  \n",
       "495  15.44  226.0  48.0  0.91   40.24  \n",
       "267  15.41  168.0  36.0  0.68   55.78  \n",
       "318  15.28  120.0  26.0  0.49   50.65  \n",
       "159  15.20  141.0  30.0  0.58   70.68  \n",
       "106  15.16  321.0  69.0  1.31   93.69  "
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "top(rides, 'mph') # Fastest rides (of more than 20 miles)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "    }\n",
       "\n",
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       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>title</th>\n",
       "      <th>hours</th>\n",
       "      <th>miles</th>\n",
       "      <th>feet</th>\n",
       "      <th>mph</th>\n",
       "      <th>vam</th>\n",
       "      <th>fpm</th>\n",
       "      <th>pct</th>\n",
       "      <th>kms</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>PCH Pescadero to Bean Hollow</td>\n",
       "      <td>0.14</td>\n",
       "      <td>2.77</td>\n",
       "      <td>51</td>\n",
       "      <td>19.79</td>\n",
       "      <td>111.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>0.35</td>\n",
       "      <td>4.46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>Highway 1  Cascanoa to Cascade</td>\n",
       "      <td>0.09</td>\n",
       "      <td>1.61</td>\n",
       "      <td>89</td>\n",
       "      <td>17.89</td>\n",
       "      <td>301.0</td>\n",
       "      <td>55.0</td>\n",
       "      <td>1.05</td>\n",
       "      <td>2.59</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>123</th>\n",
       "      <td>Vickrey Fruitvale</td>\n",
       "      <td>0.06</td>\n",
       "      <td>0.99</td>\n",
       "      <td>68</td>\n",
       "      <td>16.50</td>\n",
       "      <td>345.0</td>\n",
       "      <td>69.0</td>\n",
       "      <td>1.30</td>\n",
       "      <td>1.59</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>Highway 9 Mantalvo</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.45</td>\n",
       "      <td>35</td>\n",
       "      <td>15.00</td>\n",
       "      <td>356.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>1.47</td>\n",
       "      <td>0.72</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>Highway 9 Mantalvo</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.45</td>\n",
       "      <td>35</td>\n",
       "      <td>15.00</td>\n",
       "      <td>356.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>1.47</td>\n",
       "      <td>0.72</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>109</th>\n",
       "      <td>The Boneyard</td>\n",
       "      <td>0.10</td>\n",
       "      <td>1.48</td>\n",
       "      <td>135</td>\n",
       "      <td>14.80</td>\n",
       "      <td>411.0</td>\n",
       "      <td>91.0</td>\n",
       "      <td>1.73</td>\n",
       "      <td>2.38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>124</th>\n",
       "      <td>Vickrey Fruitvale</td>\n",
       "      <td>0.07</td>\n",
       "      <td>0.99</td>\n",
       "      <td>68</td>\n",
       "      <td>14.14</td>\n",
       "      <td>296.0</td>\n",
       "      <td>69.0</td>\n",
       "      <td>1.30</td>\n",
       "      <td>1.59</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>Sand Hill Alpine to 280</td>\n",
       "      <td>0.12</td>\n",
       "      <td>1.67</td>\n",
       "      <td>180</td>\n",
       "      <td>13.92</td>\n",
       "      <td>457.0</td>\n",
       "      <td>108.0</td>\n",
       "      <td>2.04</td>\n",
       "      <td>2.69</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Canada to College</td>\n",
       "      <td>0.10</td>\n",
       "      <td>1.37</td>\n",
       "      <td>119</td>\n",
       "      <td>13.70</td>\n",
       "      <td>363.0</td>\n",
       "      <td>87.0</td>\n",
       "      <td>1.65</td>\n",
       "      <td>2.20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>Foothill Homestead</td>\n",
       "      <td>0.09</td>\n",
       "      <td>1.22</td>\n",
       "      <td>126</td>\n",
       "      <td>13.56</td>\n",
       "      <td>427.0</td>\n",
       "      <td>103.0</td>\n",
       "      <td>1.96</td>\n",
       "      <td>1.96</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>110</th>\n",
       "      <td>The Boneyard</td>\n",
       "      <td>0.11</td>\n",
       "      <td>1.48</td>\n",
       "      <td>135</td>\n",
       "      <td>13.45</td>\n",
       "      <td>374.0</td>\n",
       "      <td>91.0</td>\n",
       "      <td>1.73</td>\n",
       "      <td>2.38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>Kaboom Portola Rd</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.67</td>\n",
       "      <td>102</td>\n",
       "      <td>13.40</td>\n",
       "      <td>622.0</td>\n",
       "      <td>152.0</td>\n",
       "      <td>2.88</td>\n",
       "      <td>1.08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>139</th>\n",
       "      <td>Woodside Climb</td>\n",
       "      <td>0.13</td>\n",
       "      <td>1.71</td>\n",
       "      <td>295</td>\n",
       "      <td>13.15</td>\n",
       "      <td>692.0</td>\n",
       "      <td>173.0</td>\n",
       "      <td>3.27</td>\n",
       "      <td>2.75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>Sand Hill Alpine to 280</td>\n",
       "      <td>0.13</td>\n",
       "      <td>1.67</td>\n",
       "      <td>180</td>\n",
       "      <td>12.85</td>\n",
       "      <td>422.0</td>\n",
       "      <td>108.0</td>\n",
       "      <td>2.04</td>\n",
       "      <td>2.69</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Alpine Westridge</td>\n",
       "      <td>0.06</td>\n",
       "      <td>0.76</td>\n",
       "      <td>99</td>\n",
       "      <td>12.67</td>\n",
       "      <td>503.0</td>\n",
       "      <td>130.0</td>\n",
       "      <td>2.47</td>\n",
       "      <td>1.22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Alpine Westridge</td>\n",
       "      <td>0.06</td>\n",
       "      <td>0.76</td>\n",
       "      <td>99</td>\n",
       "      <td>12.67</td>\n",
       "      <td>503.0</td>\n",
       "      <td>130.0</td>\n",
       "      <td>2.47</td>\n",
       "      <td>1.22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>Stanford Ave</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.63</td>\n",
       "      <td>85</td>\n",
       "      <td>12.60</td>\n",
       "      <td>518.0</td>\n",
       "      <td>135.0</td>\n",
       "      <td>2.56</td>\n",
       "      <td>1.01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Canada to College</td>\n",
       "      <td>0.11</td>\n",
       "      <td>1.37</td>\n",
       "      <td>119</td>\n",
       "      <td>12.45</td>\n",
       "      <td>330.0</td>\n",
       "      <td>87.0</td>\n",
       "      <td>1.65</td>\n",
       "      <td>2.20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>Sand Hill 280 to horse</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.49</td>\n",
       "      <td>95</td>\n",
       "      <td>12.25</td>\n",
       "      <td>724.0</td>\n",
       "      <td>194.0</td>\n",
       "      <td>3.67</td>\n",
       "      <td>0.79</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100</th>\n",
       "      <td>Stevens Country Park</td>\n",
       "      <td>0.10</td>\n",
       "      <td>1.22</td>\n",
       "      <td>112</td>\n",
       "      <td>12.20</td>\n",
       "      <td>341.0</td>\n",
       "      <td>92.0</td>\n",
       "      <td>1.74</td>\n",
       "      <td>1.96</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                              title  hours  miles  feet    mph    vam    fpm  \\\n",
       "76     PCH Pescadero to Bean Hollow   0.14   2.77    51  19.79  111.0   18.0   \n",
       "36   Highway 1  Cascanoa to Cascade   0.09   1.61    89  17.89  301.0   55.0   \n",
       "123               Vickrey Fruitvale   0.06   0.99    68  16.50  345.0   69.0   \n",
       "39               Highway 9 Mantalvo   0.03   0.45    35  15.00  356.0   78.0   \n",
       "38               Highway 9 Mantalvo   0.03   0.45    35  15.00  356.0   78.0   \n",
       "109                    The Boneyard   0.10   1.48   135  14.80  411.0   91.0   \n",
       "124               Vickrey Fruitvale   0.07   0.99    68  14.14  296.0   69.0   \n",
       "90          Sand Hill Alpine to 280   0.12   1.67   180  13.92  457.0  108.0   \n",
       "15                Canada to College   0.10   1.37   119  13.70  363.0   87.0   \n",
       "30               Foothill Homestead   0.09   1.22   126  13.56  427.0  103.0   \n",
       "110                    The Boneyard   0.11   1.48   135  13.45  374.0   91.0   \n",
       "45                Kaboom Portola Rd   0.05   0.67   102  13.40  622.0  152.0   \n",
       "139                  Woodside Climb   0.13   1.71   295  13.15  692.0  173.0   \n",
       "91          Sand Hill Alpine to 280   0.13   1.67   180  12.85  422.0  108.0   \n",
       "1                  Alpine Westridge   0.06   0.76    99  12.67  503.0  130.0   \n",
       "2                  Alpine Westridge   0.06   0.76    99  12.67  503.0  130.0   \n",
       "98                     Stanford Ave   0.05   0.63    85  12.60  518.0  135.0   \n",
       "16                Canada to College   0.11   1.37   119  12.45  330.0   87.0   \n",
       "88           Sand Hill 280 to horse   0.04   0.49    95  12.25  724.0  194.0   \n",
       "100            Stevens Country Park   0.10   1.22   112  12.20  341.0   92.0   \n",
       "\n",
       "      pct   kms  \n",
       "76   0.35  4.46  \n",
       "36   1.05  2.59  \n",
       "123  1.30  1.59  \n",
       "39   1.47  0.72  \n",
       "38   1.47  0.72  \n",
       "109  1.73  2.38  \n",
       "124  1.30  1.59  \n",
       "90   2.04  2.69  \n",
       "15   1.65  2.20  \n",
       "30   1.96  1.96  \n",
       "110  1.73  2.38  \n",
       "45   2.88  1.08  \n",
       "139  3.27  2.75  \n",
       "91   2.04  2.69  \n",
       "1    2.47  1.22  \n",
       "2    2.47  1.22  \n",
       "98   2.56  1.01  \n",
       "16   1.65  2.20  \n",
       "88   3.67  0.79  \n",
       "100  1.74  1.96  "
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "top(segments, 'mph') # Fastest segments (there are no descent segments in the database)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>title</th>\n",
       "      <th>hours</th>\n",
       "      <th>miles</th>\n",
       "      <th>feet</th>\n",
       "      <th>mph</th>\n",
       "      <th>vam</th>\n",
       "      <th>fpm</th>\n",
       "      <th>pct</th>\n",
       "      <th>kms</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>128</th>\n",
       "      <td>West Alpine full</td>\n",
       "      <td>1.39</td>\n",
       "      <td>7.38</td>\n",
       "      <td>1887</td>\n",
       "      <td>5.31</td>\n",
       "      <td>414.0</td>\n",
       "      <td>256.0</td>\n",
       "      <td>4.84</td>\n",
       "      <td>11.87</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>Kings Greer to Skyline</td>\n",
       "      <td>0.78</td>\n",
       "      <td>3.92</td>\n",
       "      <td>1536</td>\n",
       "      <td>5.03</td>\n",
       "      <td>600.0</td>\n",
       "      <td>392.0</td>\n",
       "      <td>7.42</td>\n",
       "      <td>6.31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>Kings Greer to Skyline</td>\n",
       "      <td>0.81</td>\n",
       "      <td>3.92</td>\n",
       "      <td>1536</td>\n",
       "      <td>4.84</td>\n",
       "      <td>578.0</td>\n",
       "      <td>392.0</td>\n",
       "      <td>7.42</td>\n",
       "      <td>6.31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>Old La Honda (Bridge to Stop)</td>\n",
       "      <td>0.48</td>\n",
       "      <td>3.33</td>\n",
       "      <td>1255</td>\n",
       "      <td>6.94</td>\n",
       "      <td>797.0</td>\n",
       "      <td>377.0</td>\n",
       "      <td>7.14</td>\n",
       "      <td>5.36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>Old La Honda (Bridge to Stop)</td>\n",
       "      <td>0.51</td>\n",
       "      <td>3.33</td>\n",
       "      <td>1255</td>\n",
       "      <td>6.53</td>\n",
       "      <td>750.0</td>\n",
       "      <td>377.0</td>\n",
       "      <td>7.14</td>\n",
       "      <td>5.36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Alma Mountain Charlie</td>\n",
       "      <td>0.53</td>\n",
       "      <td>3.12</td>\n",
       "      <td>875</td>\n",
       "      <td>5.89</td>\n",
       "      <td>503.0</td>\n",
       "      <td>280.0</td>\n",
       "      <td>5.31</td>\n",
       "      <td>5.02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>Kings half way</td>\n",
       "      <td>0.46</td>\n",
       "      <td>2.89</td>\n",
       "      <td>820</td>\n",
       "      <td>6.28</td>\n",
       "      <td>543.0</td>\n",
       "      <td>284.0</td>\n",
       "      <td>5.37</td>\n",
       "      <td>4.65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>Kings half way</td>\n",
       "      <td>0.50</td>\n",
       "      <td>2.89</td>\n",
       "      <td>820</td>\n",
       "      <td>5.78</td>\n",
       "      <td>500.0</td>\n",
       "      <td>284.0</td>\n",
       "      <td>5.37</td>\n",
       "      <td>4.65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Alpine Portola to top Joaquin</td>\n",
       "      <td>0.57</td>\n",
       "      <td>3.52</td>\n",
       "      <td>801</td>\n",
       "      <td>6.18</td>\n",
       "      <td>428.0</td>\n",
       "      <td>228.0</td>\n",
       "      <td>4.31</td>\n",
       "      <td>5.66</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Alpine Portola to top Joaquin</td>\n",
       "      <td>0.58</td>\n",
       "      <td>3.52</td>\n",
       "      <td>801</td>\n",
       "      <td>6.07</td>\n",
       "      <td>421.0</td>\n",
       "      <td>228.0</td>\n",
       "      <td>4.31</td>\n",
       "      <td>5.66</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>120</th>\n",
       "      <td>Tunitas steep</td>\n",
       "      <td>0.27</td>\n",
       "      <td>1.20</td>\n",
       "      <td>599</td>\n",
       "      <td>4.44</td>\n",
       "      <td>676.0</td>\n",
       "      <td>499.0</td>\n",
       "      <td>9.45</td>\n",
       "      <td>1.93</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>119</th>\n",
       "      <td>Tunitas steep</td>\n",
       "      <td>0.25</td>\n",
       "      <td>1.20</td>\n",
       "      <td>599</td>\n",
       "      <td>4.80</td>\n",
       "      <td>730.0</td>\n",
       "      <td>499.0</td>\n",
       "      <td>9.45</td>\n",
       "      <td>1.93</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>Haskins</td>\n",
       "      <td>0.30</td>\n",
       "      <td>1.51</td>\n",
       "      <td>566</td>\n",
       "      <td>5.03</td>\n",
       "      <td>575.0</td>\n",
       "      <td>375.0</td>\n",
       "      <td>7.10</td>\n",
       "      <td>2.43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>Haskins</td>\n",
       "      <td>0.31</td>\n",
       "      <td>1.51</td>\n",
       "      <td>566</td>\n",
       "      <td>4.87</td>\n",
       "      <td>557.0</td>\n",
       "      <td>375.0</td>\n",
       "      <td>7.10</td>\n",
       "      <td>2.43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Coe Second Switchback to flat</td>\n",
       "      <td>0.22</td>\n",
       "      <td>1.00</td>\n",
       "      <td>483</td>\n",
       "      <td>4.55</td>\n",
       "      <td>669.0</td>\n",
       "      <td>483.0</td>\n",
       "      <td>9.15</td>\n",
       "      <td>1.61</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>Lower Redwood Gulch</td>\n",
       "      <td>0.22</td>\n",
       "      <td>1.03</td>\n",
       "      <td>474</td>\n",
       "      <td>4.68</td>\n",
       "      <td>657.0</td>\n",
       "      <td>460.0</td>\n",
       "      <td>8.72</td>\n",
       "      <td>1.66</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Alpine Willowbrook to Joaquin</td>\n",
       "      <td>0.29</td>\n",
       "      <td>2.27</td>\n",
       "      <td>461</td>\n",
       "      <td>7.83</td>\n",
       "      <td>485.0</td>\n",
       "      <td>203.0</td>\n",
       "      <td>3.85</td>\n",
       "      <td>3.65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Alpine Willowbrook to Joaquin</td>\n",
       "      <td>0.28</td>\n",
       "      <td>2.27</td>\n",
       "      <td>461</td>\n",
       "      <td>8.11</td>\n",
       "      <td>502.0</td>\n",
       "      <td>203.0</td>\n",
       "      <td>3.85</td>\n",
       "      <td>3.65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>Lobitas Creek</td>\n",
       "      <td>0.20</td>\n",
       "      <td>0.96</td>\n",
       "      <td>430</td>\n",
       "      <td>4.80</td>\n",
       "      <td>655.0</td>\n",
       "      <td>448.0</td>\n",
       "      <td>8.48</td>\n",
       "      <td>1.54</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>117</th>\n",
       "      <td>Tunitas lower climb</td>\n",
       "      <td>0.22</td>\n",
       "      <td>1.30</td>\n",
       "      <td>421</td>\n",
       "      <td>5.91</td>\n",
       "      <td>583.0</td>\n",
       "      <td>324.0</td>\n",
       "      <td>6.13</td>\n",
       "      <td>2.09</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                             title  hours  miles  feet   mph    vam    fpm  \\\n",
       "128               West Alpine full   1.39   7.38  1887  5.31  414.0  256.0   \n",
       "51          Kings Greer to Skyline   0.78   3.92  1536  5.03  600.0  392.0   \n",
       "52          Kings Greer to Skyline   0.81   3.92  1536  4.84  578.0  392.0   \n",
       "67   Old La Honda (Bridge to Stop)   0.48   3.33  1255  6.94  797.0  377.0   \n",
       "68   Old La Honda (Bridge to Stop)   0.51   3.33  1255  6.53  750.0  377.0   \n",
       "0            Alma Mountain Charlie   0.53   3.12   875  5.89  503.0  280.0   \n",
       "47                  Kings half way   0.46   2.89   820  6.28  543.0  284.0   \n",
       "48                  Kings half way   0.50   2.89   820  5.78  500.0  284.0   \n",
       "5    Alpine Portola to top Joaquin   0.57   3.52   801  6.18  428.0  228.0   \n",
       "6    Alpine Portola to top Joaquin   0.58   3.52   801  6.07  421.0  228.0   \n",
       "120                  Tunitas steep   0.27   1.20   599  4.44  676.0  499.0   \n",
       "119                  Tunitas steep   0.25   1.20   599  4.80  730.0  499.0   \n",
       "34                         Haskins   0.30   1.51   566  5.03  575.0  375.0   \n",
       "35                         Haskins   0.31   1.51   566  4.87  557.0  375.0   \n",
       "23   Coe Second Switchback to flat   0.22   1.00   483  4.55  669.0  483.0   \n",
       "60             Lower Redwood Gulch   0.22   1.03   474  4.68  657.0  460.0   \n",
       "8    Alpine Willowbrook to Joaquin   0.29   2.27   461  7.83  485.0  203.0   \n",
       "7    Alpine Willowbrook to Joaquin   0.28   2.27   461  8.11  502.0  203.0   \n",
       "59                   Lobitas Creek   0.20   0.96   430  4.80  655.0  448.0   \n",
       "117            Tunitas lower climb   0.22   1.30   421  5.91  583.0  324.0   \n",
       "\n",
       "      pct    kms  \n",
       "128  4.84  11.87  \n",
       "51   7.42   6.31  \n",
       "52   7.42   6.31  \n",
       "67   7.14   5.36  \n",
       "68   7.14   5.36  \n",
       "0    5.31   5.02  \n",
       "47   5.37   4.65  \n",
       "48   5.37   4.65  \n",
       "5    4.31   5.66  \n",
       "6    4.31   5.66  \n",
       "120  9.45   1.93  \n",
       "119  9.45   1.93  \n",
       "34   7.10   2.43  \n",
       "35   7.10   2.43  \n",
       "23   9.15   1.61  \n",
       "60   8.72   1.66  \n",
       "8    3.85   3.65  \n",
       "7    3.85   3.65  \n",
       "59   8.48   1.54  \n",
       "117  6.13   2.09  "
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "top(segments, 'feet') # Biggest climbing segments"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>title</th>\n",
       "      <th>hours</th>\n",
       "      <th>miles</th>\n",
       "      <th>feet</th>\n",
       "      <th>mph</th>\n",
       "      <th>vam</th>\n",
       "      <th>fpm</th>\n",
       "      <th>pct</th>\n",
       "      <th>kms</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>Redwood Gulch hits</td>\n",
       "      <td>0.06</td>\n",
       "      <td>0.18</td>\n",
       "      <td>151</td>\n",
       "      <td>3.00</td>\n",
       "      <td>767.0</td>\n",
       "      <td>839.0</td>\n",
       "      <td>15.89</td>\n",
       "      <td>0.29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>121</th>\n",
       "      <td>Valparaiso steep</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.18</td>\n",
       "      <td>145</td>\n",
       "      <td>4.50</td>\n",
       "      <td>1105.0</td>\n",
       "      <td>806.0</td>\n",
       "      <td>15.26</td>\n",
       "      <td>0.29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>122</th>\n",
       "      <td>Valparaiso steep</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.18</td>\n",
       "      <td>145</td>\n",
       "      <td>3.60</td>\n",
       "      <td>884.0</td>\n",
       "      <td>806.0</td>\n",
       "      <td>15.26</td>\n",
       "      <td>0.29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>Limantour steepest</td>\n",
       "      <td>0.09</td>\n",
       "      <td>0.20</td>\n",
       "      <td>159</td>\n",
       "      <td>2.22</td>\n",
       "      <td>538.0</td>\n",
       "      <td>795.0</td>\n",
       "      <td>15.06</td>\n",
       "      <td>0.32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>Joaquin</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.33</td>\n",
       "      <td>254</td>\n",
       "      <td>3.30</td>\n",
       "      <td>774.0</td>\n",
       "      <td>770.0</td>\n",
       "      <td>14.58</td>\n",
       "      <td>0.53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>Joaquin</td>\n",
       "      <td>0.09</td>\n",
       "      <td>0.33</td>\n",
       "      <td>254</td>\n",
       "      <td>3.67</td>\n",
       "      <td>860.0</td>\n",
       "      <td>770.0</td>\n",
       "      <td>14.58</td>\n",
       "      <td>0.53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Entrance Way Hill Repeats</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.10</td>\n",
       "      <td>76</td>\n",
       "      <td>5.00</td>\n",
       "      <td>1158.0</td>\n",
       "      <td>760.0</td>\n",
       "      <td>14.39</td>\n",
       "      <td>0.16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>102</th>\n",
       "      <td>Stirrup Wall</td>\n",
       "      <td>0.06</td>\n",
       "      <td>0.17</td>\n",
       "      <td>125</td>\n",
       "      <td>2.83</td>\n",
       "      <td>635.0</td>\n",
       "      <td>735.0</td>\n",
       "      <td>13.93</td>\n",
       "      <td>0.27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>103</th>\n",
       "      <td>Stirrup Wall</td>\n",
       "      <td>0.08</td>\n",
       "      <td>0.17</td>\n",
       "      <td>125</td>\n",
       "      <td>2.12</td>\n",
       "      <td>476.0</td>\n",
       "      <td>735.0</td>\n",
       "      <td>13.93</td>\n",
       "      <td>0.27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>131</th>\n",
       "      <td>Westridge 3min</td>\n",
       "      <td>0.08</td>\n",
       "      <td>0.37</td>\n",
       "      <td>240</td>\n",
       "      <td>4.62</td>\n",
       "      <td>914.0</td>\n",
       "      <td>649.0</td>\n",
       "      <td>12.29</td>\n",
       "      <td>0.60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>132</th>\n",
       "      <td>Westridge 3min</td>\n",
       "      <td>0.09</td>\n",
       "      <td>0.37</td>\n",
       "      <td>240</td>\n",
       "      <td>4.11</td>\n",
       "      <td>813.0</td>\n",
       "      <td>649.0</td>\n",
       "      <td>12.29</td>\n",
       "      <td>0.60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>Limantour Spit</td>\n",
       "      <td>0.09</td>\n",
       "      <td>0.47</td>\n",
       "      <td>303</td>\n",
       "      <td>5.22</td>\n",
       "      <td>1026.0</td>\n",
       "      <td>645.0</td>\n",
       "      <td>12.21</td>\n",
       "      <td>0.76</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>Klamath Dr.</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.12</td>\n",
       "      <td>77</td>\n",
       "      <td>6.00</td>\n",
       "      <td>1173.0</td>\n",
       "      <td>642.0</td>\n",
       "      <td>12.15</td>\n",
       "      <td>0.19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>green valley kicker</td>\n",
       "      <td>0.08</td>\n",
       "      <td>0.29</td>\n",
       "      <td>178</td>\n",
       "      <td>3.62</td>\n",
       "      <td>678.0</td>\n",
       "      <td>614.0</td>\n",
       "      <td>11.62</td>\n",
       "      <td>0.47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>Redwood Gulch wall</td>\n",
       "      <td>0.11</td>\n",
       "      <td>0.43</td>\n",
       "      <td>258</td>\n",
       "      <td>3.91</td>\n",
       "      <td>715.0</td>\n",
       "      <td>600.0</td>\n",
       "      <td>11.36</td>\n",
       "      <td>0.69</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>Paloma Climb</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.14</td>\n",
       "      <td>82</td>\n",
       "      <td>7.00</td>\n",
       "      <td>1250.0</td>\n",
       "      <td>586.0</td>\n",
       "      <td>11.09</td>\n",
       "      <td>0.23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>112</th>\n",
       "      <td>Try not to fall back</td>\n",
       "      <td>0.21</td>\n",
       "      <td>0.71</td>\n",
       "      <td>410</td>\n",
       "      <td>3.38</td>\n",
       "      <td>595.0</td>\n",
       "      <td>577.0</td>\n",
       "      <td>10.94</td>\n",
       "      <td>1.14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129</th>\n",
       "      <td>Westridge</td>\n",
       "      <td>0.14</td>\n",
       "      <td>0.68</td>\n",
       "      <td>385</td>\n",
       "      <td>4.86</td>\n",
       "      <td>838.0</td>\n",
       "      <td>566.0</td>\n",
       "      <td>10.72</td>\n",
       "      <td>1.09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>130</th>\n",
       "      <td>Westridge</td>\n",
       "      <td>0.16</td>\n",
       "      <td>0.68</td>\n",
       "      <td>385</td>\n",
       "      <td>4.25</td>\n",
       "      <td>733.0</td>\n",
       "      <td>566.0</td>\n",
       "      <td>10.72</td>\n",
       "      <td>1.09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>Stair Step</td>\n",
       "      <td>0.09</td>\n",
       "      <td>0.32</td>\n",
       "      <td>175</td>\n",
       "      <td>3.56</td>\n",
       "      <td>593.0</td>\n",
       "      <td>547.0</td>\n",
       "      <td>10.36</td>\n",
       "      <td>0.51</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                         title  hours  miles  feet   mph     vam    fpm  \\\n",
       "84          Redwood Gulch hits   0.06   0.18   151  3.00   767.0  839.0   \n",
       "121           Valparaiso steep   0.04   0.18   145  4.50  1105.0  806.0   \n",
       "122           Valparaiso steep   0.05   0.18   145  3.60   884.0  806.0   \n",
       "58          Limantour steepest   0.09   0.20   159  2.22   538.0  795.0   \n",
       "44                     Joaquin   0.10   0.33   254  3.30   774.0  770.0   \n",
       "43                     Joaquin   0.09   0.33   254  3.67   860.0  770.0   \n",
       "28   Entrance Way Hill Repeats   0.02   0.10    76  5.00  1158.0  760.0   \n",
       "102               Stirrup Wall   0.06   0.17   125  2.83   635.0  735.0   \n",
       "103               Stirrup Wall   0.08   0.17   125  2.12   476.0  735.0   \n",
       "131             Westridge 3min   0.08   0.37   240  4.62   914.0  649.0   \n",
       "132             Westridge 3min   0.09   0.37   240  4.11   813.0  649.0   \n",
       "57              Limantour Spit   0.09   0.47   303  5.22  1026.0  645.0   \n",
       "55                 Klamath Dr.   0.02   0.12    77  6.00  1173.0  642.0   \n",
       "33         green valley kicker   0.08   0.29   178  3.62   678.0  614.0   \n",
       "85          Redwood Gulch wall   0.11   0.43   258  3.91   715.0  600.0   \n",
       "71                Paloma Climb   0.02   0.14    82  7.00  1250.0  586.0   \n",
       "112       Try not to fall back   0.21   0.71   410  3.38   595.0  577.0   \n",
       "129                  Westridge   0.14   0.68   385  4.86   838.0  566.0   \n",
       "130                  Westridge   0.16   0.68   385  4.25   733.0  566.0   \n",
       "95                  Stair Step   0.09   0.32   175  3.56   593.0  547.0   \n",
       "\n",
       "       pct   kms  \n",
       "84   15.89  0.29  \n",
       "121  15.26  0.29  \n",
       "122  15.26  0.29  \n",
       "58   15.06  0.32  \n",
       "44   14.58  0.53  \n",
       "43   14.58  0.53  \n",
       "28   14.39  0.16  \n",
       "102  13.93  0.27  \n",
       "103  13.93  0.27  \n",
       "131  12.29  0.60  \n",
       "132  12.29  0.60  \n",
       "57   12.21  0.76  \n",
       "55   12.15  0.19  \n",
       "33   11.62  0.47  \n",
       "85   11.36  0.69  \n",
       "71   11.09  0.23  \n",
       "112  10.94  1.14  \n",
       "129  10.72  1.09  \n",
       "130  10.72  1.09  \n",
       "95   10.36  0.51  "
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "top(segments, 'pct') # Steepest climbs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>date</th>\n",
       "      <th>year</th>\n",
       "      <th>title</th>\n",
       "      <th>hours</th>\n",
       "      <th>miles</th>\n",
       "      <th>feet</th>\n",
       "      <th>mph</th>\n",
       "      <th>vam</th>\n",
       "      <th>fpm</th>\n",
       "      <th>pct</th>\n",
       "      <th>kms</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>510</th>\n",
       "      <td>Fri, 1/9</td>\n",
       "      <td>2012</td>\n",
       "      <td>Otago Rail Trail Century</td>\n",
       "      <td>7.87</td>\n",
       "      <td>102.41</td>\n",
       "      <td>2286</td>\n",
       "      <td>13.01</td>\n",
       "      <td>89.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>0.42</td>\n",
       "      <td>164.78</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Sat, 5/7</td>\n",
       "      <td>2022</td>\n",
       "      <td>Wine Country Century</td>\n",
       "      <td>6.65</td>\n",
       "      <td>100.26</td>\n",
       "      <td>5253</td>\n",
       "      <td>15.08</td>\n",
       "      <td>241.0</td>\n",
       "      <td>52.0</td>\n",
       "      <td>0.99</td>\n",
       "      <td>161.32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>511</th>\n",
       "      <td>Thu, 6/14</td>\n",
       "      <td>2012</td>\n",
       "      <td>Coyote Creek Century with Juliet</td>\n",
       "      <td>8.14</td>\n",
       "      <td>100.07</td>\n",
       "      <td>1513</td>\n",
       "      <td>12.29</td>\n",
       "      <td>57.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>0.29</td>\n",
       "      <td>161.01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>Sat, 5/13</td>\n",
       "      <td>2017</td>\n",
       "      <td>Morgan Hill iCare Classic</td>\n",
       "      <td>7.46</td>\n",
       "      <td>100.05</td>\n",
       "      <td>4596</td>\n",
       "      <td>13.41</td>\n",
       "      <td>188.0</td>\n",
       "      <td>46.0</td>\n",
       "      <td>0.87</td>\n",
       "      <td>160.98</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>Sat, 5/12</td>\n",
       "      <td>2018</td>\n",
       "      <td>ICare Classic, Morgan Hill</td>\n",
       "      <td>6.80</td>\n",
       "      <td>91.29</td>\n",
       "      <td>4160</td>\n",
       "      <td>13.42</td>\n",
       "      <td>186.0</td>\n",
       "      <td>46.0</td>\n",
       "      <td>0.86</td>\n",
       "      <td>146.89</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>Sat, 5/6</td>\n",
       "      <td>2017</td>\n",
       "      <td>Wine Country Century</td>\n",
       "      <td>7.26</td>\n",
       "      <td>89.49</td>\n",
       "      <td>5246</td>\n",
       "      <td>12.33</td>\n",
       "      <td>220.0</td>\n",
       "      <td>59.0</td>\n",
       "      <td>1.11</td>\n",
       "      <td>143.99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>Fri, 8/10</td>\n",
       "      <td>2018</td>\n",
       "      <td>Bike Ride Northwest Day 6</td>\n",
       "      <td>6.24</td>\n",
       "      <td>84.70</td>\n",
       "      <td>4380</td>\n",
       "      <td>13.57</td>\n",
       "      <td>214.0</td>\n",
       "      <td>52.0</td>\n",
       "      <td>0.98</td>\n",
       "      <td>136.28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>Fri, 2/28</td>\n",
       "      <td>2020</td>\n",
       "      <td>Sawyer Camp Trail</td>\n",
       "      <td>6.41</td>\n",
       "      <td>84.43</td>\n",
       "      <td>3448</td>\n",
       "      <td>13.17</td>\n",
       "      <td>164.0</td>\n",
       "      <td>41.0</td>\n",
       "      <td>0.77</td>\n",
       "      <td>135.85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>Sun, 8/30</td>\n",
       "      <td>2020</td>\n",
       "      <td>Los Gatos</td>\n",
       "      <td>6.36</td>\n",
       "      <td>80.92</td>\n",
       "      <td>2100</td>\n",
       "      <td>12.72</td>\n",
       "      <td>101.0</td>\n",
       "      <td>26.0</td>\n",
       "      <td>0.49</td>\n",
       "      <td>130.20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>Sat, 10/1</td>\n",
       "      <td>2016</td>\n",
       "      <td>Half Moon Bay overnight campout</td>\n",
       "      <td>7.51</td>\n",
       "      <td>80.07</td>\n",
       "      <td>6039</td>\n",
       "      <td>10.66</td>\n",
       "      <td>245.0</td>\n",
       "      <td>75.0</td>\n",
       "      <td>1.43</td>\n",
       "      <td>128.83</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>Mon, 10/5</td>\n",
       "      <td>2020</td>\n",
       "      <td>Half way around the bay on bay trail</td>\n",
       "      <td>6.44</td>\n",
       "      <td>80.05</td>\n",
       "      <td>541</td>\n",
       "      <td>12.43</td>\n",
       "      <td>26.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>0.13</td>\n",
       "      <td>128.80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>Sun, 6/21</td>\n",
       "      <td>2020</td>\n",
       "      <td>Sawyer Camp Trail</td>\n",
       "      <td>6.59</td>\n",
       "      <td>79.78</td>\n",
       "      <td>1738</td>\n",
       "      <td>12.11</td>\n",
       "      <td>80.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>0.41</td>\n",
       "      <td>128.37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>506</th>\n",
       "      <td>Thu, 1/5</td>\n",
       "      <td>2012</td>\n",
       "      <td>Tekapo Lake to Omarama New Zealand</td>\n",
       "      <td>5.46</td>\n",
       "      <td>79.42</td>\n",
       "      <td>2145</td>\n",
       "      <td>14.55</td>\n",
       "      <td>120.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>0.51</td>\n",
       "      <td>127.79</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>Tue, 8/7</td>\n",
       "      <td>2018</td>\n",
       "      <td>Bike Ride Northwest Day 3</td>\n",
       "      <td>6.18</td>\n",
       "      <td>78.96</td>\n",
       "      <td>5092</td>\n",
       "      <td>12.78</td>\n",
       "      <td>251.0</td>\n",
       "      <td>64.0</td>\n",
       "      <td>1.22</td>\n",
       "      <td>127.05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>Sun, 6/15</td>\n",
       "      <td>2014</td>\n",
       "      <td>Sierra to the Sea Day 1</td>\n",
       "      <td>5.57</td>\n",
       "      <td>78.53</td>\n",
       "      <td>4777</td>\n",
       "      <td>14.10</td>\n",
       "      <td>261.0</td>\n",
       "      <td>61.0</td>\n",
       "      <td>1.15</td>\n",
       "      <td>126.35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>Sun, 2/7</td>\n",
       "      <td>2021</td>\n",
       "      <td>Saratoga / Campbell</td>\n",
       "      <td>5.89</td>\n",
       "      <td>78.38</td>\n",
       "      <td>2270</td>\n",
       "      <td>13.31</td>\n",
       "      <td>117.0</td>\n",
       "      <td>29.0</td>\n",
       "      <td>0.55</td>\n",
       "      <td>126.11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Sat, 7/2</td>\n",
       "      <td>2022</td>\n",
       "      <td>Bear Gulch, West Side</td>\n",
       "      <td>6.49</td>\n",
       "      <td>77.73</td>\n",
       "      <td>6991</td>\n",
       "      <td>11.98</td>\n",
       "      <td>328.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>1.70</td>\n",
       "      <td>125.07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>Sun, 6/2</td>\n",
       "      <td>2019</td>\n",
       "      <td>The Sequoia</td>\n",
       "      <td>6.68</td>\n",
       "      <td>77.51</td>\n",
       "      <td>6467</td>\n",
       "      <td>11.60</td>\n",
       "      <td>295.0</td>\n",
       "      <td>83.0</td>\n",
       "      <td>1.58</td>\n",
       "      <td>124.71</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>Sat, 4/23</td>\n",
       "      <td>2016</td>\n",
       "      <td>Wildflower Century</td>\n",
       "      <td>5.60</td>\n",
       "      <td>77.22</td>\n",
       "      <td>4193</td>\n",
       "      <td>13.79</td>\n",
       "      <td>228.0</td>\n",
       "      <td>54.0</td>\n",
       "      <td>1.03</td>\n",
       "      <td>124.25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>Thu, 7/23</td>\n",
       "      <td>2020</td>\n",
       "      <td>Bay / Tomas Aquino Trail</td>\n",
       "      <td>5.75</td>\n",
       "      <td>76.35</td>\n",
       "      <td>1749</td>\n",
       "      <td>13.28</td>\n",
       "      <td>93.0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>0.43</td>\n",
       "      <td>122.85</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          date  year                                 title  hours   miles  \\\n",
       "510   Fri, 1/9  2012              Otago Rail Trail Century   7.87  102.41   \n",
       "4     Sat, 5/7  2022                  Wine Country Century   6.65  100.26   \n",
       "511  Thu, 6/14  2012      Coyote Creek Century with Juliet   8.14  100.07   \n",
       "68   Sat, 5/13  2017             Morgan Hill iCare Classic   7.46  100.05   \n",
       "69   Sat, 5/12  2018            ICare Classic, Morgan Hill   6.80   91.29   \n",
       "70    Sat, 5/6  2017                  Wine Country Century   7.26   89.49   \n",
       "71   Fri, 8/10  2018             Bike Ride Northwest Day 6   6.24   84.70   \n",
       "54   Fri, 2/28  2020                     Sawyer Camp Trail   6.41   84.43   \n",
       "39   Sun, 8/30  2020                             Los Gatos   6.36   80.92   \n",
       "72   Sat, 10/1  2016       Half Moon Bay overnight campout   7.51   80.07   \n",
       "33   Mon, 10/5  2020  Half way around the bay on bay trail   6.44   80.05   \n",
       "52   Sun, 6/21  2020                     Sawyer Camp Trail   6.59   79.78   \n",
       "506   Thu, 1/5  2012    Tekapo Lake to Omarama New Zealand   5.46   79.42   \n",
       "73    Tue, 8/7  2018             Bike Ride Northwest Day 3   6.18   78.96   \n",
       "74   Sun, 6/15  2014               Sierra to the Sea Day 1   5.57   78.53   \n",
       "30    Sun, 2/7  2021                   Saratoga / Campbell   5.89   78.38   \n",
       "2     Sat, 7/2  2022                 Bear Gulch, West Side   6.49   77.73   \n",
       "67    Sun, 6/2  2019                           The Sequoia   6.68   77.51   \n",
       "75   Sat, 4/23  2016                    Wildflower Century   5.60   77.22   \n",
       "46   Thu, 7/23  2020              Bay / Tomas Aquino Trail   5.75   76.35   \n",
       "\n",
       "     feet    mph    vam   fpm   pct     kms  \n",
       "510  2286  13.01   89.0  22.0  0.42  164.78  \n",
       "4    5253  15.08  241.0  52.0  0.99  161.32  \n",
       "511  1513  12.29   57.0  15.0  0.29  161.01  \n",
       "68   4596  13.41  188.0  46.0  0.87  160.98  \n",
       "69   4160  13.42  186.0  46.0  0.86  146.89  \n",
       "70   5246  12.33  220.0  59.0  1.11  143.99  \n",
       "71   4380  13.57  214.0  52.0  0.98  136.28  \n",
       "54   3448  13.17  164.0  41.0  0.77  135.85  \n",
       "39   2100  12.72  101.0  26.0  0.49  130.20  \n",
       "72   6039  10.66  245.0  75.0  1.43  128.83  \n",
       "33    541  12.43   26.0   7.0  0.13  128.80  \n",
       "52   1738  12.11   80.0  22.0  0.41  128.37  \n",
       "506  2145  14.55  120.0  27.0  0.51  127.79  \n",
       "73   5092  12.78  251.0  64.0  1.22  127.05  \n",
       "74   4777  14.10  261.0  61.0  1.15  126.35  \n",
       "30   2270  13.31  117.0  29.0  0.55  126.11  \n",
       "2    6991  11.98  328.0  90.0  1.70  125.07  \n",
       "67   6467  11.60  295.0  83.0  1.58  124.71  \n",
       "75   4193  13.79  228.0  54.0  1.03  124.25  \n",
       "46   1749  13.28   93.0  23.0  0.43  122.85  "
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "top(rides, 'miles') # Longest rides"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>year</th>\n",
       "      <th>hours</th>\n",
       "      <th>miles</th>\n",
       "      <th>feet</th>\n",
       "      <th>mph</th>\n",
       "      <th>vam</th>\n",
       "      <th>fpm</th>\n",
       "      <th>pct</th>\n",
       "      <th>kms</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <td>2021</td>\n",
       "      <td>490.53</td>\n",
       "      <td>6064</td>\n",
       "      <td>196634</td>\n",
       "      <td>12.36</td>\n",
       "      <td>122.0</td>\n",
       "      <td>32.0</td>\n",
       "      <td>0.61</td>\n",
       "      <td>9757.78</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <td>2020</td>\n",
       "      <td>438.88</td>\n",
       "      <td>5342</td>\n",
       "      <td>94777</td>\n",
       "      <td>12.17</td>\n",
       "      <td>66.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>0.34</td>\n",
       "      <td>8595.12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <td>2019</td>\n",
       "      <td>476.32</td>\n",
       "      <td>6016</td>\n",
       "      <td>149797</td>\n",
       "      <td>12.63</td>\n",
       "      <td>96.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>0.47</td>\n",
       "      <td>9679.90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <td>2018</td>\n",
       "      <td>475.93</td>\n",
       "      <td>6101</td>\n",
       "      <td>158642</td>\n",
       "      <td>12.82</td>\n",
       "      <td>102.0</td>\n",
       "      <td>26.0</td>\n",
       "      <td>0.49</td>\n",
       "      <td>9816.51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <td>2017</td>\n",
       "      <td>567.33</td>\n",
       "      <td>7356</td>\n",
       "      <td>202096</td>\n",
       "      <td>12.97</td>\n",
       "      <td>109.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>0.52</td>\n",
       "      <td>11836.45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <td>2016</td>\n",
       "      <td>486.38</td>\n",
       "      <td>6339</td>\n",
       "      <td>201453</td>\n",
       "      <td>13.03</td>\n",
       "      <td>126.0</td>\n",
       "      <td>32.0</td>\n",
       "      <td>0.60</td>\n",
       "      <td>10199.77</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <td>2015</td>\n",
       "      <td>419.95</td>\n",
       "      <td>5453</td>\n",
       "      <td>209859</td>\n",
       "      <td>12.98</td>\n",
       "      <td>152.0</td>\n",
       "      <td>38.0</td>\n",
       "      <td>0.73</td>\n",
       "      <td>8773.23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <td>2014</td>\n",
       "      <td>191.03</td>\n",
       "      <td>2469</td>\n",
       "      <td>118481</td>\n",
       "      <td>12.93</td>\n",
       "      <td>189.0</td>\n",
       "      <td>48.0</td>\n",
       "      <td>0.91</td>\n",
       "      <td>3972.78</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  year   hours  miles    feet    mph    vam   fpm   pct       kms\n",
       "  2021  490.53   6064  196634  12.36  122.0  32.0  0.61   9757.78\n",
       "  2020  438.88   5342   94777  12.17   66.0  18.0  0.34   8595.12\n",
       "  2019  476.32   6016  149797  12.63   96.0  25.0  0.47   9679.90\n",
       "  2018  475.93   6101  158642  12.82  102.0  26.0  0.49   9816.51\n",
       "  2017  567.33   7356  202096  12.97  109.0  27.0  0.52  11836.45\n",
       "  2016  486.38   6339  201453  13.03  126.0  32.0  0.60  10199.77\n",
       "  2015  419.95   5453  209859  12.98  152.0  38.0  0.73   8773.23\n",
       "  2014  191.03   2469  118481  12.93  189.0  48.0  0.91   3972.78"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "yearly"
   ]
  }
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