{
 "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 Totals\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": 447,
   "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>2022</td>\n",
       "      <td>398.80</td>\n",
       "      <td>4382</td>\n",
       "      <td>292575</td>\n",
       "      <td>10.99</td>\n",
       "      <td>224.0</td>\n",
       "      <td>67.0</td>\n",
       "      <td>1.26</td>\n",
       "      <td>7050.64</td>\n",
       "    </tr>\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>9756.98</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <td>2020</td>\n",
       "      <td>438.88</td>\n",
       "      <td>5341</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>8593.67</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>9679.74</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>11835.80</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>10199.45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <td>2015</td>\n",
       "      <td>419.95</td>\n",
       "      <td>5452</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>8772.27</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>12.92</td>\n",
       "      <td>189.0</td>\n",
       "      <td>48.0</td>\n",
       "      <td>0.91</td>\n",
       "      <td>3972.62</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  year   hours  miles    feet    mph    vam   fpm   pct       kms\n",
       "  2022  398.80   4382  292575  10.99  224.0  67.0  1.26   7050.64\n",
       "  2021  490.53   6064  196634  12.36  122.0  32.0  0.61   9756.98\n",
       "  2020  438.88   5341   94777  12.17   66.0  18.0  0.34   8593.67\n",
       "  2019  476.32   6016  149797  12.63   96.0  25.0  0.47   9679.74\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  11835.80\n",
       "  2016  486.38   6339  201453  13.03  126.0  32.0  0.60  10199.45\n",
       "  2015  419.95   5452  209859  12.98  152.0  38.0  0.73   8772.27\n",
       "  2014  191.03   2469  118481  12.92  189.0  48.0  0.91   3972.62"
      ]
     },
     "execution_count": 447,
     "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": 448,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 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": 449,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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XgW38GjosIYQQdURasIQQQohr6OPEdGZ/sJ99qc6BKiS5EkKIxkUSLCGEEKKeGM02Jv/re86dt5KaWwjA5Jhg3vvNIKJCqpwCUgghxA1KEiwhhBCinizbepKEFBOT//UdU1f9gL3UQRNvL4b26tDQoQkhhKgncg+WEEIIUceMZhvvfX+Wj/emozVkFxSx+L7++HjL75pCCNHYXdd/6ZVS45VSK0wmE4WFhRQUFGA2m7FarZhMJux2O0ajEa01mZnOEZgyMjIAyMzMRGuN0WjEbrdjMpmwWq2YzWYKCgooLCwkLy+P4uJicnJycDgcGAyGCmWUP2dlZVFSUkJubi42m438/HwsFgsWi4X8/HxsNhu5ubmUlJSQlZVVaRkGgwGHw0FOTg7FxcXk5eVJnaROUiepk9SpkdTpfL6Z/x1K5WSGCZPJRLrpAq9vO0WJwzlJsAZ2Hku/oepUm89JCCEEqBvhD2JMTIxOTExs6DCEEEIIlwKbnXyrneBbmpNXWEz0S1v43bAezBt1G4Y8K3e9Gk9xicO1fbMmXnw7fzgdWzVrwKjrl1Jqr9Y6pqHjEEKIhnRdt2AJIYQQDaV8gApjgc21rrC4BACtNaOX7uDPXyQD0La5L+/9ZhAz7+4BwBvbTl3RolOqNcu2nrpG0QshhGgokmAJIYQQlSgfoKI8KXrq4wPc98/vAVBK8dzYvvxmaDfX9oN7tKdlU+etzftS87CXVkyw7KWafWfPX6PohRBCNBQZ5EIIIYS4jCHPyn8T0tAaPk5M47Gf9GTYbR24LaAVDofGy0vxs36Bbvf/4vGh1zBaIYQQ1xNJsIQQQojLvLHtFEo5XzvKuva9FBfesEEJIYS4IUgXQSGEEOISRrONj/emU1LWxc9eqvkkMa3CvVhCCCGEO5JgCSGEEJd4fuMR7KWOCutkgAohhBCekgRLCCGEuMTBtDwcl81gIgNUCCGE8JTcgyWEEEJc4rtnf4K91IGPt/wGKYQQoubkfw8hhBCijNlmB5DkSgghRK3J/yBCCCEEYLOXMuLVeP6+5WRDhyKEEOIGdl0nWEqp8UqpFSaTicLCQgoKCjCbzVitVkwmE3a7HaPRiNaazMxMADIyMgDIzMxEa43RaMRut2MymbBarZjNZgoKCigsLCQvL4/i4mJycnJwOBwYDIYKZZQ/Z2VlUVJSQm5uLjabjfz8fCwWCxaLhfz8fGw2G7m5uZSUlJCVlVVpGQaDAYfDQU5ODsXFxeTl5UmdpE5SJ6mT1Ok6qpOl0MqkiI4M6tq20dTpWn9OQgghQN0IfxBjYmJ0YmJiQ4chhBBCiCoopfZqrWMaOg4hhGhI13ULlhBCCHEtJBvMfP9jrrTCCCGEuGqSYAkhhLjprfz2DDPf34vN7qh+YyGEEKIKMky7EEKIm96fJobz8J1d8PP1buhQhBBC3OCkBUsIIcRNr5mPNxGd2zZ0GEIIIRoBSbCEEELctKzFpTz8zg/sOZ3b0KEIIYRoJCTBEkIIcdNKP19IuqmwocMQQgjRiMg9WEIIIW5avfxbsWXuMJRq6EiEEEI0FtKCJYQQ4qZkshRT6tB4eSmUZFhCCCHqiCRYQgghbkrzPz3IxOW7ZO4rIYQQdUq6CAohhLgpTYoOJt9ql9YrIYQQdeq6bsFSSo1XSq0wmUwUFhZSUFCA2WzGarViMpmw2+0YjUa01mRmZgKQkZEBQGZmJlprjEYjdrsdk8mE1WrFbDZTUFBAYWEheXl5FBcXk5OTg8PhwGAwVCij/DkrK4uSkhJyc3Ox2Wzk5+djsViwWCzk5+djs9nIzc2lpKSErKysSsswGAw4HA5ycnIoLi4mLy9P6iR1kjpJnaRODVinO4L9GNu3XaOqU0N/TkIIIUDdCH8QY2JidGJiYkOHIYQQohGwFJWwdl86E6OCadlUOnLUJaXUXq11TEPHIYQQDem6bsESQggh6tr/ko38ccMRTmQVNHQoQgghGiH56U4IIcRNZXxEEN07tCA0sHVDhyKEEKIRkgRLCCHETScsqE1DhyCEEKKRki6CQgghbhpz1ySx8tvTDR2GEEKIRkwSLCGEEDeFklIHhUWl2OylDR2KEEKIRky6CAohhLgpNPH24s2HomU4cSGEEPVKWrCEEEI0epaiEnIuFAHIxMJCCCHqlSRYQgghGr01iWkM/vP/SD9f2NChCCGEaOSki6AQQohGb1jvDhSXOAi+pXlDhyKEEKKRkwRLCCFEo9e9Q0t+O6xlQ4chhBDiJiBdBIUQQjRq7+w8wyljQUOHIYQQ4iZxXSdYSqnxSqkVJpOJwsJCCgoKMJvNWK1WTCYTdrsdo9GI1prMzEwAMjIyAMjMzERrjdFoxG63YzKZsFqtmM1mCgoKKCwsJC8vj+LiYnJycnA4HBgMhgpllD9nZWVRUlJCbm4uNpuN/Px8LBYLFouF/Px8bDYbubm5lJSUkJWVVWkZBoMBh8NBTk4OxcXF5OXlSZ2kTlInqZPUqZ7rlF1QxOIvj7H5SFajqdP1/DkJIYQAdSP8QYyJidGJiYkNHYYQQogbUO6FInyaeNG6mU9Dh9LoKaX2aq1jGjoOIYRoSHIPlhBCiEZJa41SiltbNm3oUIQQQtxErusugkIIIURtvb3zDI/8JxGbvbShQxFCCHETkQRLCCFEo9TES+HbRNHMx7uhQxFCCHETkS6CQgghGqVpQ7oxbUi3hg5DCCHETUZasIQQQjQ6yQazjGonhBCiQUiCJYQQolHZeTKH0Ut38M7OMw0dihBCiJtQvSdYSilvpdR+pdRnZcvtlFLfKKVOlj3fUt8xCCGEuHlsOpCBAo5nyeTCQgghrr1r0YL1OHDskuVngK1a617A1rJlIYQQ4qpordmfep71SefQwMakDIwFtoYOSwghxE2mXhMspVQwMBZ465LVPwf+U/b6P0BcfcYghBDi5rBs6ykm/+t7HGX3XpVqzbKtpxo4KiGEEDeb+m7BWgo8DTguWeevtc4EKHvuWM8xCCGEuAkM7dUercFe6kyw7KWaTxLTpBVLCCHENVVvw7QrpcYBRq31XqXU3bXYfwYwAyAwMJCkpKQ6jU8IIcSNb8fZQk6Z7Ewf0IYViXlAxZEDSxwOnv9oNzNj2jZEeEIIIW5C9TkP1hBgglLqZ0AzoLVS6n0gSykVqLXOVEoFAsbKdtZarwBWAMTExOjIyMh6DFUIIcSN6MuMY2QUnadPWD9St39HiaPi+yUOSLV4I/+HCCGEuFbUtZgnpKwFa57WepxS6hUgV2u9WCn1DNBOa/10VfvHxMToxMTEeo9TCCHE9S/9fCHFJQ66d2hJSakDDfh4y6wj1wOl1F6tdUxDxyGEEA2pIf5HWgzco5Q6CdxTtiyEEEJUy+HQTH3nB+Z9fACtNU28vSS5EkIIcV2pzy6CLlrreCC+7HUu8JNrcVwhhBCNQ6lD46XAy0vxl/v606FVU5RSDR2WEEIIcQX52U8IIcR1rcBm56G39/DfH9IAiOnaji63tmjgqIQQQojKXZMWLCGEEKK2Wvg2oVWzJjTzkd8Eb0R79+4N9vLy+trhcPQBpNlRCNEYaC8vr2SHw/HT6Ojo9MvflARLCCHEdUdrzft7UpnQP4g2zX1481fR0iXwBuXl5fV1QEBAL39/f+XlJUmyEOLG53A4lMFg6J2RkbEN6HX5+/KXTgghxHXBaLYx+V/fYyywccp4gUUbj/BRYiqAJFc3MIfD0cff37+JJFdCiMbCy8uLgIAAb6DnhAkT7rri/QaISQghhLjCsq0nSUgxsWzrKXr5t2L9rCE8OrR7Q4clrp60XAkhGh0vL6/yH/8enjBhQoVegfIXTwghRIMzmm18lJiG1rAmIQ1jgY3wTm2k5UoIIcT1zgvwu3yFEEIIcc3Z7KXM/SiJ9fvPsWzrSdd6jWbZ1lMNGJm4WXh7exMZGUlkZCSPPfZYhfcKCgoICgri1VdfBSA+Pp6YmBjmzZtX4+NMnjyZU6cuXtPz5s3D39+f8PDwq4rzueeeIzw8nKioKNavXw/AuXPniI2NJTQ0lKioKL755psrynM4HISFhZGTk+PR9per7LhVxVnT+lZl48aNLF5ccQrV7OxsRo0a5XEZNY1nzZo19OrVi969e7Np0ybX+j179tC/f3/69u3L5MmTK+xz+fVTnaVLl1JYWOhxHSrj7nOpLP7aXM9//vOfCQsLIywsjPvvv/+qYr3ctGnT6NKlCwClpaW0b9+e2bNnV7tfXZy3OqCvXKP1dfsAxgMrunXrpi0WizabzTo/P18XFhbq3NxcXVxcrLOysrTD4dAZGRlaa63PnTuntdY6IyNDOxwOnZWVpYuLi3Vubq4uLCzU+fn52mw2a4vFos+fP6+Liop0dna2Li0t1ZmZmRXKKH82GAzabrfrnJwcbbVadV5enr5w4YK+cOGCzsvL01arVefk5Gi73a4NBkOlZWRmZurS0lKdnZ2ti4qK9Pnz56VOUiepk9TppqvTc58m6de+PKzz8/O1xWLRY5Zs03/76pju/f8+113mf+Z69P5/n+sss/WGqFNj/JxqWycgUV/2f3liYqKuqax8q77/ze90ltla431rokWLFm7fe/rpp/W4ceP0K6+8orXWevLkydpqteqnnnpKJycne3yMw4cP6wkTJlRYt2vXLp2QkKDDwsJqHWdCQoKOiYnRdrtdZ2dn6+DgYG02m7XBYNBJSUlaa61TUlJ0UFDQFftu2rRJT506VWutPdrek+O6i7M29a2NadOm6e3bt3u0bU3iKSoq0l27dtUGg0GfPXtWd+/eXZeWlmqHw6F79eqld+zYobXW2mg0Vtjv8uunOl26dNHZ2dkebVsZd5+Lu/hrej3/8MMP+s4779RFRUVaa6337dtX61grM3XqVB0aGqqTkpL09u3bdVhYmJ41a1a1+13tebtaiYmJevz48W+PHz++lb40h9HXIFG62kd0dHT9nBUhhBBXraovw8u3ndLPrj3oWv796r36hU1HKmzz3NqDuudlCVbP//e5fm7doXqPXdStukqwnlt7UHd95rN6vwbcJQTHjx/X06dP1wsWLHB9Qb7//vu11WrV8+bN08eOHdNaa33hwoVqj/Hss8/qVatWXbH+zJkzV5Vgffjhh/qRRx5xLd9+++1669atV2zXoUMHbbPZKqz76U9/qt19LpVt7+lxq0pYPa3vggUL9F133aV79Oihf//73+tevXq5kpeHHnpId+7cudIv3uvXr9ePPvpoteXXNJ5vv/1Wjx071rU8bNgwvX//fv3DDz/owYMHV7pPZdePO998842OiIjQPj4+Ojw8XEdERLh+uPj73/+uw8LCdFhYmH7nnXeqLMfd5+Iu/ppezx9//PEVPxSUGz9+vO7fv7+OiorSr7/+umt9ixYt9DPPPKNDQ0MrxFaZqVOn6meeeUa/8MIL+sknn9TPPvus63OurPyqztvGjRv1wIEDdUREhP6///s/1zFqcj495S7Bki6CQgghrsqlg1N8sjedaat+cL1nttk5byl2Lf/jwSj+OC60wv77UvOwl1bsYWEv1ew7e75+AxcN4hf/+p6PE52TRttLHfziX9+zbr9zGhlrcSkT/7HLdT/ex4lpTPzHLr46nAmAyVLML/71PVuOZgFgLLBdVSw2m42oqCiGDBnCt99+61o/f/58FixYUGHbmTNnEhsbi8PhQGvNjBkziI+Pr/YYu3btIjo6us7jDA0NZc+ePRQWFpKamsqxY8cwGAwV9tu8eTMDBgygadOmrnXJyclcuHCh0pgq2/5yVR3X3fmsqQkTJjB27Fi6d+/O6NGj+f777wF49913eeGFFyrdJyYmhu+++67Wx3THYDAQGBjIm2++yZo1awgICCAzM5PU1FQ6duzImDFjGDBgAMuXL3ftU9n1487IkSNJSkoiKCiIbdu2uV6npKSwbNkydu/ezY4dO1iwYAFGo9FtOe4+F3fx1/R6HjlyJEePHmXgwIG89NJLZGZmut5bvnw5Bw4cYPfu3Sxbtsx1PVgsFsaPH09SUhKbN28mIyOjynMRHR3N/v37OXHiBL17966yfHfnzWg08uKLLxIfH09SUhJpaWn873//q/H5vFoyD5YQQoha23Qgg9U/pKI1fJKYRpd2fthLHViKSmjRtAnzR/eptowvHh96DSIVN4pzeVYcZfm2Q2vO5Vnr7Vjp6ekEBASQkJDAxIkTOXnyJFu2bKF3796u+0HKjRgxgs8++4zXXnuNDRs2sGTJElq0aFHtMTIzM+nQoUOdx9mvXz+mTZvG4MGD6dSpE8OHD6dZs2aufQwGA08++SQbNmyoUNYbb7xR6b0t7ra/XFXHrSxOPz+/KsurTLt27TCbza7n/Pz8avfp2LFjhS/9dUU7b1lh5syZAKxduxalFDabjW3btnHw4EHatm1LTEwMo0eP5siRI5VePzW1f/9+hg4dSsuWLQEYNGgQBw8eZOTIkZVu7+5zKSkpqTT+ml7Pbdu25dChQ3z11VesXbuW6Ohojh49Stu2bXn77bdZv349WmsyMjLIyMggICAAX19fBg8eDEC3bt0wGAwEBQVVWe+AgABXncu5K78yu3fv5vTp067jXrhwgdOnT5Ofn1+j83m1JMESQgjhsXN5VlZs/5GHB3elR4eWbEg6R9n3D0q15qzJyupH7mjYIMV17aPf3ul67ePtVWG5wGYn32qntCzDspdqzFY7UV1uAaBdC98K23dsdTGhqI3yL2kDBw4kMDCQs2fPsmfPHj799FM2bNhATk4OXl5eBAYG0rx5c/bt28fcuXN54okniI2NZcmSJdx9991VHsPPzw+b7epa2iqLs0+fPsydO5e5c+cCcMcddxASEgI4W5ImTZrEq6++So8ePVzlmM1mvv76a5YsWVKhfHfbu+PuuO7irCmlVIVHaWlptfvYbLZaJXPVCQoKqpC4GQwGAgICaNKkCX379nXVPTo6muTkZLfXz5QpU2p03PLEriYq+1xsNlul8a9bt67G13OzZs2Ii4sjLi6O8ePHs3v3bpo1a8bmzZvZtWsXzZs3JyYmBofDAYCPj49rX6WUa31VXn75Zby8vFi7di3gHIzDXfnujBo1itWrV1dYV17etVJtF0GlVG+l1Eql1NdKqf+VP65FcEIIIRpWUUkpHyemsT/V2V3PS8GaxHSOGwowmm3sOJnj2tZeqvkkMe2qu22Jm9eyrSdxXPbFslTXz6iSJpMJq9XZOpaSkkJGRgYhISG89NJLnDp1iuTkZGbPns3TTz/NlClTiIuL48UXXyQ9PZ3u3buzY8cOVq5cWe1xQkNDK4wgWJ2FCxdW+JLrLk6A3NxcALZv347JZCI6OhqtNVOnTuXBBx9k9OjRFcpetWoVU6ZMqfDFt6rtK4vH3XGrivNaOHHiBKGhodVvWI3L6zto0CCOHDmC0WgkLS2N9PR0+vfvz8CBA0lNTcVkMlFcXMyhQ4fo3r272+unOq1bt8ZkMrmWo6Ki2LlzJxaLhby8PBISEujfv3+VZVT2ubiLv6bX85kzZzh50jnaq9VqJSUlhU6dOmE2m2nfvj3NmzfnyJEjHDhwoNq6VqVt27a0bt3atVxd+ZeftzvuuIMdO3aQnu7sdnz27FkMBkOtzufV8KQF62PgTWAlUP1PCEIIIW4IRrON2f/dzxsPDqjQEnDcUICluISokFvwUooXPjvKpOhgBoTcQmAbP5IW3EPTJt78Yd0ht1+GX4q7+uGYxc3nWt6Pl5yczPTp02natCne3t689dZbNG/e3O325XOyhYeHM3/+fNe9KNUZN24c27Ztq9AVadasWaxdu5acnByCg4NZvnw5EyZMACAtLY0hQ4Z4FOf06dM5deoUPj4+vP/++yil2LlzJ2vXruX48eOsWLECgC+++ILAwEBWrlzJli1bKsS3a9euSrcv78p1eTzujltVnFXV11MpKSnExcW5ErmdO3fy8ssv87Of/QyAbdu2MXbsWI/Kqsn59/X1ZfHixa51S5YswcvLizZt2rB06VJGjBiB3W7nwQcfrFVrXbk5c+YQFxdHu3bt+OSTT+jatStz5szh9ttvB2DBggV07NixyjIq+1zcxV/O0+vZarUybdo0LBYLWmsefvhh+vXrx2233caKFSuIiIigT58+REVF1focVGb06NFVln/5eQsICOCf//wn48ePp6SkhBYtWrB69Wp69OhR4/N5NVR1TZBKqb1a66u7O/MqxcTE6MTExIYMQQghGp0/rDvE6h9S+eXAEH4d25WeHVsBMHbZDpr7evPxTGcf9vTzhXRq63fFpL8/+/sOjmaaryg3NLC13Fd1kyr7zhBz6bq9e/fqqx3k4UZmtVoZPnw4O3fupEmT6n/XjoyMZOvWrdx66611GseXX37Je++9xwcffFCj/eornro2dOhQNmzYQLt27a6qnBulvuL6sHfvXhYtWvQO8MTGjRsLytd70oK1SSn1e2AdUFS+Umttcr+LEEKI+uKu5clTZ3Mt7DyVw8d709EaPkxI5avDBhL/MBIvL8Xie/vTsfXFUcSCb6n8V31JooSonp+fn6srVteuXavdPikpqV7iGDNmDGPGjKnxfvUVT13Kzs7mySefvOrkCm6M+orrnyfDtE8FngK+A/aWPaQ5SQghGsilw6KXs5c6cJQNDHDKWMCKb3+ksNg5etSne9MZ9KctFNjsAHx12MBz6w67uvd5KUVE5zauqej7BbfBv/XVDR4ghLjonnvu8Si5ErXToUMH4uLiGjoMIVyqTbC01t0qeXS/FsEJIYSoyGi2sSYx3TVHkLHAxleHDfT+w5f8mH0BgCMZZl7+Iplz5503nAe19WP4bR1d97YM7dUeX28v13KJQ/P9j7nkWooqP6gQQgghPObJKILNlVJ/UEqtKFvupZQaV/+hCSGEACgpdbD9RDZncy0VRlkrdTgHlOjt35I5I3rRspmz1/dPQwM4uPCn9PJ33lN1Z49b+cuk/rRr4QvAB3tS0VybkdqEEEKIm40nXQRXAcXA4LLldKD6YXPqgFJqvFJqhclkorCwkIKCAsxmM1arFZPJhN1ux2g0orV2jfFfPkt0ZmYmWmuMRiN2u9016ozZbKagoIDCwkLy8vIoLi4mJycHh8Phmnm6vIzy56ysLEpKSsjNzcVms5Gfn4/FYsFisZCfn4/NZiM3N5eSkhKysrIqLcNgMOBwOMjJyaG4uJi8vDypk9RJ6iR1clsn0/nzZObmU1BQwLns8/zm3wks35rMx3vTKXFcbHn6JDENS14uc+/pDYV5aK0pyMvFzxu3ddp79rzbkdrkc5I6XU2dhBBCeDaKYKLWOkYptV9rPaBs3QGtdcQ1iRAZRVAIcfP5+T92Edi6GW8+5Bx9LTHFxCd70/l0X3qF5MjHW/GLgSEyLLq4LsgogkKIm4m7UQQ9acEqVkr5gbM/iVKqB5eMJiiEEMIzRrONyf/6vtKJeD9OTON37+91LT8wsDPjIgJdyzFd23EwPf+azREkRGOXm5tLTEwMERERREZGsn79etd7a9asoVevXvTu3ZtNmzYBEB8fT0xMDPPmzavxsSZPnuyabPjcuXPExsYSGhpKVFQU33zzTZX7VrX9c889R3h4OFFRURXi9/b2JjIyksjISB577LErynQ4HISFhZGTk8PmzZtd20ZGRuLr61vtSHruyt+zZw/9+/enb9++TJ48ucI+BQUFBAUF8eqrr1ZZdnU2btzI4sWLK6zLzs5m1KhRHpcxb948/P39CQ/3/IepyuJ/5ZVXCA8PJzQ0lEWLFgHU6nwCLF26lMLCQo/jqYy7z6Wuruc///nPhIWFERYWxv33339VsdZFfU+cOMHQoUMJDQ1lwIABpKamcvz4cSIjI2nZsiUN2jijta7yAdwDbAeygdVACnB3dfvV5SM6OloLIcSN7rm1B3XXZz7Tz607pLPyrXrltz/qInup1lrrf+86o3/xr+/0BZu9gaMUovaARH3Z/+GJiYmeF/DPIVovaH3l459D6jzW4uJiXVBQoLXWOjs7WwcEBOjS0lJdVFSku3btqg0Ggz579qzu3r27Li0t1ZMnT9ZWq1U/9dRTOjk52ePjHD58WE+YMMG1bDAYdFJSktZa65SUFB0UFFTl/u62T0hI0DExMdput+vs7GwdHByszWaz1lrrFi1aVFnmpk2b9NSpU69Yn5GRoXv27FltnSor3+Fw6F69eukdO3ZorbU2Go0V3n/66af1uHHj9CuvvFJt+bUxbdo0vX37do+23bVrl05ISNBhYWEel395/GlpabpHjx66uLhYFxUV6W7duunTp09X2MfT86m11l26dNHZ2dkex1OZyj6Xurqef/jhB33nnXfqoqIirbXW+/btu6pY66K+gwYNcl1v586d0zk5Oa73hg0bphMSEq6qfE8kJibq8ePHvz1+/PhW+pK/e56MIvgNcC8wDfgvEKO1jq+XbE8IIRqptPMW1iSmoTV8kpjGd6dyeenzY+wta316+M4ufDjjTlo09WR6QiEaqeBB4O1bcZ23r3N9HfPx8aFly5YA5OfnU1RURElJCXv27CEsLAx/f39CQkLo3LkzBw8edN1jVv4FCsBisVR7nNWrVzNx4kTXsr+/PxERzrssunTpgt1up6jIfccgd9v/+OOPREZG0qRJE9q3b0+nTp1ISEjwqO6vv/46c+bMuWL9hx9+yKRJkzwq43KJiYl06NCB2NhYwDl0erkTJ06QnZ2NJ11FFy5cyLBhw+jZsyezZs2id+/eZGdnA/Dwww8TEhLC7Nmzr9gvLi6O999/36NYBw8eTPv27T3atqr4S0pKKCoqoqioCF9fX9q0aVPhfU/O55YtW4iMjCQjI4Phw4e7XgMsW7aM8PBwwsPDWbVqlcfxXqquruezZ8/SoUMHfH2d/z4HDBjgem/ChAlEREQQHR3NG2+84VrfsmVLnn32WcLCwnj00Uerra+7cipz4MABmjZt6rregoKCqp0c2l358fHx3HPPPUyaNInw8HCeeOKJGsdzObcJllIqqvwBdAEygQwgpGydEELcFKrq2leu1KHZfiKbk1nOLtgXikp4YMX3rN9/DoCl35ykuKx7X6nWJJw1ET/vbu7s4fwPQSlVz7UQ4jqxaizsX+18XWp3Lh/4yLk8eA44Sipu7yiBwEjna0uuc/vjXzqXC7KuKpSCggL69etH//79Wb58Ob6+vhgMBgIDA3nzzTdZs2YNAQEBZGZmMnPmTGJjY3E4HGitmTFjBvHx8dUeY9euXW4Ti82bNzNgwACaNm1a6ftVbR8aGsqePXsoLCwkNTWVY8eOuQZDsdlsREVFMWTIEL799tsKZSQnJ3PhwoVKY1q9ejUPPPBAtXFUVn5qaiodO3ZkzJgxDBgwgOXLl7u2nz9/PgsWLPCojuD8Yjt27Fi6d+/O6NGj+f777wF49913eeGFFyrdJyYmhu+++87jY9REZfEHBwfz+OOPExISQnBwcKUTHXtyPkeOHElSUhJBQUFs27bN9TolJYVly5axe/duduzYwYIFCzAajVWWVdnnUlfX88iRIzl69CgDBw7kpZdecg10A7B8+XIOHDjA7t27WbZsmes6tFgsjB8/nqSkJDZv3kxGRobb+lZVTmVOnz5Njx49qjwfl6uq/F27drFw4UIOHz7MwoULaxzP5ar6qfRvZc/NgBjgAKCA/sAeILYmlRJCiIZgNNuY/d/9vPHgADq2qtnkufZSB/ZSh2ti36c+PsCs4b0Y1K0dWmsmLv+OkX07MntELxTw6H8S+XVsN54Z04fmPt4AKOWM4bODmZeUq/l0bzqPj+xVl1UV4sbX0h9adITCbHCUOluv/NqBX9t6OVyrVq04dOgQx44dY8aMGdx3332uX/NnzpwJwNq1a1FKMWLECD777DNee+01NmzYwJIlS2jRokW1x8jMzKzQmlPOYDDw5JNPsmHDBo9ivXz7fv36MW3aNAYPHkynTp0YPnw4zZo5/8alp6cTEBBAQkICEydO5OTJk/j5+QHwxhtvVNoCdOLECSwWi6u1rCqVlW+z2di2bRsHDx6kbdu2xMTEMHr0aI4cOULv3r3p0qWLR/UEaNeuHWaz2fWcn59f7T4dO3as8KW/rmzatKnS+PPy8vjyyy85c+YMdrudIUOGMG7cOAIDnffO1uR8Vmb//v0MHTrU1co6aNAgDh48yMiRI93uU9nnUlfXc9u2bTl06BBfffUVa9euJTo6mqNHj9K2bVvefvtt1q9fj9aajIwMMjIyCAgIwNfXl8GDnYOQd+vWDYPB4EqmKuOunMporWv8w2RV5UdHR7vuyWvbtm2N47mc2wRLaz0cQCn1ITBDa32obDkcqPkdnkII0QCWbDlBQoqJZVtP8cDAzhSXOogKuQWA93efpYmX4oFBIQDMXZNEu+a+/GFcKACjlnxL9w4t2HEyB63h2xM5NPPxZlC3diil6NWxJR1aOX959vJSfDzzTjrd4uda/nDGnQD8Yd0h19xV5crnnZLR/8RNZ/rnF197+1Rc9m0Ov90Of49wJljKC377LbTyd77f4taK25evv0p9+/bFx8eHAwcOEBQUVOGLusFgICAggHXr1rFv3z7mzp3LE088QWxsLEuWLOHuu++usmw/Pz9stoqt3zabjUmTJvHqq6969Cu8u+3nzp3L3LlzAbjjjjsICXH+LSv/Ejhw4EACAwM5e/Ysffr0wWw28/XXX7NkyZIrjuFp65W78v39/enbt68rhujoaJKTk9mzZw+ffvopGzZsICcnBy8vLwIDA5kyZYrb8pVSFR6lpaUenaPyJLIuuYu/adOmhISEuLoFDhgwgP3797sSrJqcz8roy/7P8ERln0tdXs/NmjUjLi6OuLg4xo8fz+7du2nWrBmbN29m165dNG/enJiYGBwOB+DshltOKeVaX5n4+Hi35VSme/furoFjKnN58lVd+Zd376xpPJfzZBTBPuXJFYDW+jAQ6fERhBCigTz+3/18+MPF+54WbTrCS58ddb3/2cEMvjx8scm/VdMmNL/kHqjfDuuOvdThSo6aeCva+l38D+OV+yP4xcAQ13JE57a0b3llV599qXky+p8QnmoVAJFTnMlV5JQ6S6Iud+7cOXJzcwHnl86jR4/SqVMnBg0axJEjRzAajaSlpZGenk7//v2Ji4vjxRdfJD09ne7du7Njxw5WrlxZ7XFCQ0MrfBHUWjN16lQefPBBRo8efcX2CxcurPAlt6rty+Pfvn07JpOJ6Oho17xqACkpKWRkZLiSnlWrVjFlypQKX3zLffDBB5UmBJfH4678gQMHkpqaislkori4mEOHDtG9e3deeuklTp06RXJyMrNnz+bpp5+uMrmqrRMnThAaGnrV5VxeX3fxl7cUFRUVYbVa2bdvH926dXPt5+58utO6dWtMJpNrOSoqip07d2KxWMjLyyMhIYH+/fu73d/d51JX1/OZM2c4efIkAFarlZSUFDp16oTZbKZ9+/Y0b96cI0eOcODAgVrVt6blREZGYrFY2LlzJ+BsKS7/9wBw6623kp6eXuvya1uvcp7cTX1MKfUW8D7Oodp/BRyr0VGEEOIa2HzEwJqENFY+HIOXlyIj34aXglLtbDHyb92Mx39ysVvefx+9o8KvXIt+XrE1afhtHXl+wxFXcmQv1WxIyuDJUbfVqLvhF48PvcqaCXGTGfY0ZB+DYfPr7RCpqanMmDEDgNLSUv7yl7+4Wh8WL17MkCFDAFiyZAleXhd/jw4PD2f+/Pmue1GqM27cOLZt2+bq2rVr1y7Wrl3L8ePHWbFiBQBffPGFq+tUWlqa69jVbT99+nROnTqFj48P77//PkopkpOTmT59Ok2bNsXb25u33nqL5s2bo7Vm5cqVbNmy5YoY9+zZQ8uWLbntttuueO/yeNyVD86ht0eMGIHdbufBBx+kT58+1Z4fT6WkpBAXF+dKJHbu3MnLL7/Mz372MwC2bdvG2LFjPSpr1qxZrF27lpycHIKDg1m+fDkTJkyotL7uxMbGMmrUKCIiIvDy8uKRRx6hb9++QNXn0505c+YQFxdHu3bt+OSTT+jatStz5szh9ttvB2DBggV07NjR7f5VfS51cT1brVamTZuGxWJBa83DDz9Mv379uO2221ixYgURERH06dOHqCjPhmm4vL6jR4+ucTnvvfcejz76KCaTCR8fHz777DPXQBdz585l+vTpLFy4kC+++KLG5dcmnkt5MtFwM+B3wF1lq74F/qm1dn+3dx2TiYaFEJXJyLPyUUIavx7SjTbNfVi7L51/f5fC21MHorVm6F+3UVRysUm/WRMvvp0/3OPk6A/rDvFRYppM7CuEh2Si4StZrVaGDx/Ozp07adKk+t+1IyMj2bp1a7UjotXUl19+yXvvvccHH3xQo/3qK566NnToUDZs2HDFQBM1daPUV1wfaj3RsNbaprVeorWeWPZYci2TKyHEzamykfscDs2+1POcy3N2g8gy21j2v5PsS3N2tZs4oBMbZ8fSoVVTlm096fa+J09J1z4hxNXy8/NzdcXyRFJSUr18uR8zZkyNk6v6jKcuZWdnVzqKX23cCPUV17+qhmk/pJQ66O5xLYJTSo1XSq0wmUwUFhZSUFCA2WzGarViMpmw2+0YjUa01q4b+MrH0s/MzERrjdFoxG63u5qUzWYzBQUFFBYWkpeXR3FxMTk5OTgcDtfwi+VllD9nZWVRUlJCbm4uNpuN/Px8LBYLFouF/Px8bDYbubm5lJSUkJWVVWkZBoMBh8NBTk4OxcXF5OXlSZ2kTo2yTskpGUx+8zuO/Jh2VXVauuUECWdM/H3LSY7+mArAsdOpTPrnd7z1v6M4HA46+ZWw66m7GODvS2FhIRcuXHDVKeFMTqXJ0Z5TRo/r9MHUfpx44R4S593O6ZfHsPuJaFIWj+Wt+3vc8J9TY7z2pE4NXydRuXvuuYeuXbs2dBiNVocOHYiLi2voMIRwcdtFUClVPh7lrLLn98qepwCFWuvKJyKoB9JFUIgbxx/WHWL1D6lMub1Lpd3orMWlFJc4aNPceZN1Zr6VwuJSenRwDkV7+Fw+GXlW5vx3P0UlDhQwMtSflQ87ex3FHzcyIOQW2vhdeZO2EKJhSRdBIcTNpMZdBLXWZ7XWZ4EhWuuntdaHyh7PAKOuQcxCiBuAscDGdz/mOF+bbfw34eKofcYCGws2HGboX//n2v65dYcY+/oO1/KfPj/Go+9e/AHl9f+d5KlPDrq693l5QUnpxfuo7r6toyRXQgghhLhueTJMewullGtSYaXUYKD6mfWEEDeUyu55Kqe1dnX/2XM6l/mfHHQlPe99f5aH3v6BopJSlm096dqn/H6nO7rfyv3RnV3r4wZ04rFLRvL7dWw3Fo4Pcy3/JrYb1uJSV/e+Ugd8/2NupXEJIYQQQlxvPEmwfgP8QymVopRKAZYDv67XqIQQ19yyrSdJSDHxt83H2XEymwtFJQB8dTiT/gu/JiPfmeCkmgrZmmwk+0IRAJOig/loxh3kFhTx8d50Sh0XhzT/JDGN6K63VEio7urdgckxFxOuqJBbuKt3B9fyxqQMNFc3OIUQQgghREPxZBTBvVrrCKA/EKG1jtRa76v/0IQQ9cVmL8VmLwUgNbeQWR/sY01iOlrD2v3neOjtHziYngdAl1tbEDegk2vf+6KCSfzDSALb+Lnej+najuXxP171qH0gI/cJIa6defPm4e/vT3h4eLXr4+PjiYmJYd68eTU+zuTJkytMNrxnzx769+9P3759mTx5MuCc+Dg2NpbQ0FCioqL45ptvXNt7e3sTGRlJZGQkjz322BXlOxwOwsLCyMnJ8Wj7S23evNm1bWRkJL6+viQlJQGwZs0aevXqRe/evdm0aVOF/QoKCggKCuLVV1+t8fm41MaNG1m8eHGFddnZ2Ywa5fndKK+88grh4eGEhoayaNEi13p38bv73KuydOlSCgsLPd7+cjX9fGt7vY0cOZLhw4e7lo8fP05kZCQtW7bkWoxnEB4eTkpKSr0f57pX3vXn8gfwq7LnuZU93O1XH4/o6GgthKhcVr5V3//mdzrLbK30fUuRXb+947Q+kHZea631mewLuuszn+lP96ZprbVOybmg+/zhC9392c91l/mf6Z7/73P9m3//oAts9hrFMWbpt7rL/M+ueIxZ+u1V1U8IceMAEvVl/4cnJiZ6vP99G+7TL3z/gjZajPUUYUW7du3SCQkJOiwsrNr1kydP1larVT/11FM6OTnZ42McPnxYT5gwwbXscDh0r1699I4dO7TWWhuNzroaDAadlJSktdY6JSVFBwUFufZp0aJFlcfYtGmTnjp1qsfbu5ORkaF79uyptda6qKhId+3aVRsMBn327FndvXt3XVpa6tr26aef1uPGjdOvvPJKrY5VnWnTpunt27dXu11aWpru0aOHLi4u1kVFRbpbt2769OnTVcbv7nOvSpcuXXR2dnat61PTz7c215vFYtFdu3bVvXr10gUFBRXeGzZsmE5ISKh1/J4KCwvTZ86cqffjXC8SExP1+PHj3x4/fnwrfcnfvapasMrvs2rl5iGEuApV3fNUE8u2niThjIlFm44CUFziYORr2/nX9h8B8FKKFz8/yo6Tzl82g9r68cRPetM3sDUAfj7eODQVuvbtPJlDYXFJjeL44vGhpCwee8Xji8eHXlX9hBA3j+Pnj7Pu5DrGrB3Di7tfJLswu16PN3jwYNq3b+/Rel3WQl/+BQrAYrFUe4zVq1czceJE13JiYiIdOnQgNtZ5e3uHDs4u0v7+/kRERADQpUsX7HY7RUVFHtXj9ddfZ86cOR5tW5UPP/yQSZMmAc5WtrCwMPz9/QkJCaFz584cPOicpefEiRNkZ2fjyeiQCxcuZNiwYfTs2ZNZs2bRu3dvsrOdn+vDDz9MSEgIs2fPvmK/uLg43n//fY/iLikpoaioiKKiInx9fWnTpk2V8bv73CuzZcsWIiMjycjIYPjw4a7XAMuWLSM8PJzw8HBWrVpVZTk1/Xxrc73Fx8czZMgQhgwZwv/+978qtwWYMGECERERREdH88YbbwBVf16bNm1i0KBBREZGMnfuXFc5f/3rX+nbty/3338/NputyvJvFlWNIvivsudFlz+Aq2sPFkK47nmqrAtdSakDs83uWl67L53NRwyu5Slv7eZPnx/FaLbx8d50NPDVIQPGAhu+TbwY0Lktwbc0B6CZjzf7/nAPv7/bOXeTbxMvHh/Zy5Vg1cWEvEII4anpX01n/an1ANgddqZ/NZ1NP17svmV32CkqLWLdyXWMXjuaEWtG8OmJTwE4bzvP9K+mE58WD0CONeeaxT1z5kxiY2NxOBxorZkxYwbx8fHV7rdr164KiUhqaiodO3ZkzJgxDBgwgOXLl1+xz+bNmxkwYABNmzYFwGazERUVxZAhQ/j2228rbJucnMyFCxcqHKOq7auyevVqHnjgAcA5P1pgYCBvvvkma9asISAgwDX/2fz581mwYIHH5U6YMIGxY8fSvXt3Ro8ezffffw/Au+++ywsvVD7rT0xMDN999121ZQcHB/P4448TEhJCcHCwa8LhquKviZEjR5KUlERQUBDbtm1zvU5JSWHZsmXs3r2bHTt2sGDBAoxGo0dlevL51uZ627x5Mz/5yU8YMWIEmzdvrjaO5cuXc+DAAXbv3s2yZctc8+1V9nkZjUZefPFF4uPjSUpKIi0tjf/973+kpKSwcuVK9u3bx8KFCzl9+nS15d8MmlT1plKqExAIHNRaFyulOgJPANOAoHqPTohGKivf6kyMyoYzb9WsCT5eirk/vQ2A+/75HW2b+/KfXw8C4J1dZ2jfsimjwgIAuM2/NZ3bNa+QHHl5wbKtp3gpLpxX7o+ocLxbWvi6jUXueRJCXI/sDuePTNnWbN47+h739b6vQeMZMWIEn332Ga+99hobNmxgyZIltGhR/aDKmZmZrlYqcH6Z3rZtGwcPHqRt27bExMQwevRounfvDjgTmyeffJINGza49klPTycgIICEhAQmTpzIyZMn8fNz3gf7xhtvXNECVNX27pw4cQKLxeJqZSlvNZk5cyYAa9euRSnFpk2b6N27N126dHFb1uXatWuH2Wx2Pefn51e7T8eOHT1KiPLy8vjyyy85c+YMdrudIUOGMG7cOLfx15X9+/czdOhQWrZ0zuE4aNAgDh48yMiRI6vcz9PPtzbX2+bNm3nyySdp0qRJhXvR3Hn77bdZv349WmsyMjJcLXOVfV67d+/m9OnTDB48GIALFy5w+vRp8vLyiI2Nxc/Pj7CwsArXRWXlBwQEVBtXY+A2wVJKPQE8B5wCmiql/g68BrwLyIyBQlyFB1buoajEOcx5qdZ8fdhAn7IWJXAOXe7jfbGBefVv7qBls4v/XJ8fH4rRbONPnx9zJUflo/Y99pOedGzVzONYpAufEOJaWjX6YlcqHy+fCsuX8vHywUt5EdczjpkRzi/JtzS7pcL27f086+ZVF9atW8e+ffuYO3cuTzzxBLGxsSxZsoS77767yv38/PwqdJvy9/enb9++hISEABAdHU1ycjLdu3fHZrMxadIkXn31VXr06OHap/xL6cCBAwkMDOTs2bP06dMHs9nM119/zZIlSyoc0932Vbm09QogKCioQoJjMBgICAjgk08+4dNPP2XDhg3k5OTg5eVFYGAgU6ZMcVu2UqrCo7S0tMpYwJmIVpcUgrMLX0hICG3atAFgwIAB7N+/3238dUVf1vPDEzX5fI8dO1aj6+3s2bOcOXOGn/70pwCkpaVx6tQpevbsCXBFchkfH8/mzZvZtWsXzZs3JyYmBofD4dq2ss9r1KhRrF69ukI569atq1B2+XmpqvybQVX3YM0AbtNa3wnEASuBsVrr/9Na17yNVYib2JeHMhnz9x3Y7KUYzTbSz18cicheqjmXZ2XBhFDXup9HduJn/QJdy22a++DtVfGPo3TtE0I0Rj5ePjT1bsq9ve7lq/u+4g93/OGaJlLuxMXF8eKLL5Kenk737t3ZsWMHK1eurHa/0NDQCiMIDhw4kNTUVEwmE8XFxRw6dIju3bujtWbq1Kk8+OCDjB492rW9yWTCarUCkJKSQkZGhis5W7VqFVOmTMHHx8ej7cF5j01lX9I/+OCDCgnWoEGDOHLkCEajkbS0NNLT0+nfvz8vvfQSp06dIjk5mdmzZ/P0009XmVzV1okTJwgNDa12u/KWn6KiIqxWK/v27aNbt25u46+t1q1bYzKZXMtRUVHs3LkTi8VCXl4eCQkJVZZf08+3ptfb5s2beeSRR0hOTiY5OZmZM2fy1Vdfud6/9dZbSU9Pdy2bzWbat29P8+bNOXLkCAcOHKiy/nfccQc7duxwlXH27FkMBgNRUVHs2rULm83G0aNHSU1NrVX5jU1VCZZNa20C0FqnAie01ruvTVhOSqnxSqkVJpOJwsJCCgoKMJvNWK1WTCYTdrsdo9GI1tr1K0V582ZmZiZaa4xGI3a73XUBm81mCgoKKCwsJC8vj+LiYnJycnA4HK6+oeVllD9nZWVRUlJCbm4uNpuN/Px8LBYLFouF/Px8bDYbubm5lJSUkJWVVWkZBoMBh8NBTk4OxcXF5OXlSZ0acZ3OnS/kmTWJnDGaMZlMNPVy0M7PmzSjidc2H7viWi91OBOjmtQp4UxupV379pwyyuckdZI6SZ0apE5X67ZbbrumidWsWbO48847OX78OMHBwWzcuNHt+vJf6cPDw9mzZw8DBw7k3nvvrfYY48aNY9u2ba7lNm3asHTpUkaMGMGAAQP45S9/SZ8+fdi1axdr165lxYoVriG7MzIySE5OJjIykv79+zNx4kTeeustmjdvjtaalStX8tvf/rbC8dxtXy4tLY0hQ4ZU2GfPnj20bNmS2267zbXO19eXxYsXM2TIEEaMGMGSJUvw8vJk+lTPpKSkEBkZyfPPP89HH31EZGQkX3zxhev9bdu2MXbs2GrLiY2NZdSoUa7BFB555BH69u1bZfzuPveqzJkzh7i4OGJjYzEYDHTt2pU5c+Zw++23Exsby4IFC+jYsaPb/Wv6+db0etu8eXOF4dl/8pOfVEiw5s6dy/z5813HHT16NA6Hg4iICF544QWioqKqrH/Hjh355z//yfjx4+nXrx+/+MUvsFgsdOnShd/85jcMGDCAP/7xj3Tr1g2gxuU3NsrdH0SllBH48JJVD1y6rLWuemKFOhQTE6Ovxdj9QnjCaLYx+7/7eePBAa6ueKUOzQ9nTLRv6Usv/1ak5hYycsl2lj0QyejwwAr7/+zvOziaab6i3NDA1tJdTwhxQ1NK7dVax1y6bu/evdqT0eYaK6vVyvDhw9m5cydNmlR563uNfPnll7z33nt88MEHNdovMjKSrVu3cuutt9ZZLPVh6NChbNiwgXbt2jV0KEK4tXfvXhYtWvQO8MTGjRsLytdX9S/9qcvLqJfIhLjBlI/+9/ctJ3nsJ73wb90Me6mD3/wngYkDOvGnif0IubU5+/94Dy2aXvlPTJIoIYS4efj5+bm6enXt2rXOyh0zZgxjxoyp8X7lkwhfz7Kzs12jAQpxI3KbYGmt/3MtAxHiRuAaFl3DBz+kctxQwCe/G0wzH2/e+83t9Am4OEVcZcmVEEKIm88999zT0CHcUDp06EBcXFxDhyFErck3QCE8FH/cyB83HL44LLpSFUb2i+5yS0OFJoQQQgghrhN1d7eiEI2QId+Gze4cnjTtvJV0k9U1sESpQ7P7x1yMBbaqihBCCCGEEDcRSbCEcOOU8QKxf/kf6/efAyA500wT74pDpcuw6EIIIYQQ4lLVdhFUSv0VeAmwAl8BEcATWuv36zk2Ia65T/emU+rQTB7YmR4dWjBv1G0M6ekcJnh/al6lw6LvO3u+IUIVQtwM3owFw6Er1wf0g5k7r305QgghquVJC9ZPtdZmYByQDvTmyhEGhbhhWYpKXK8/O5jBhgPOFiulFDOH9aBzO+f8IV88PpSUxWOveMiogEKIehM8CLx9K67z9nWub4hyblCvvPIK4eHhhIaGsmjRomq3X7NmDb169aJ3795s2rQJgPj4eGJiYpg3b16Njz958uQKkw3PmzcPf39/wsPDPYrT29vbNXfSY49dOUuOw+EgLCyMnJwczp07R2xsLKGhoURFRfHNN99UGVtubi4xMTFEREQQGRnJ+vXrAdyWU9Pyq7Nx40YWL15cYV12djajRo3yaH938QM899xzhIeHExUVVWF9deezMkuXLqWwsNCjbStT1XmrLJ6aXm/Tpk2jS5cuAJSWltK+fXtmz55d63gr+1xEDWitq3wAR8qeVwKjy14f8GC/ZsAPwAHgCLCobH074BvgZNnzLdWVFR0drYW4Wln5Vn3/m9/pLLPVte6DPWd1+PNf6fOWIq211nmWYu1wOBoqRCGEqMicqfWLHbVe0Pri48WOWq+8R+vEfzu3KbFr/eZdF5eLC7V+feDFZWue1q/21XrRrVeWYzbUabhAor7s//DExMRal1eclaUzFizUP/48rtZlpKWl6R49euji4mJdVFSku3Xrpk+fPu12+6KiIt21a1dtMBj02bNndffu3XVpaamePHmytlqt+qmnntLJyckeH//w4cN6woQJFdbt2rVLJyQk6LCwMI/ibNGiRZXH2LRpk546darWWmuDwaCTkpK01lqnpKTooKCgKvctLi7WBQUFWmuts7OzdUBAgC4tLXVbTk3Lr61p06bp7du3V7udu/gTEhJ0TEyMttvtOjs7WwcHB2uz2ay1rv58VqZLly46Ozu7xvuVq+q8VRZPTa+3qVOn6tDQUJ2UlKS3b9+uw8LC9KxZs2odr/BMYmKiHj9+/Nvjx49vpS/5u+dJC9YmpVQyEANsVUp1ADy5q78IGKG1jgAigdFKqTuAZ4CtWutewNayZSHqXfn8VU98mERqrvNXqKiQW3hgUGccZT3/2jT3cc2eLoQQDaq4EFoFQMSDF9d5+0LkFPBpCqrsv3DlBS39wbdF2bI3dOwLLZzdm/Hyge7DoMeIi61Y5eW08r929akBu9FI5sJF/HjPT8n79FOKkpOvqrySkhKKioooKirC19eXNm3auN12z549hIWF4e/vT0hICJ07d+bgwYPlPx5f+kMyFoul2mOvXr2aiRMnVlg3ePBg2rdvf1VxXur1119nzpw5APj7+xMREQFAly5dsNvtFBUVud3Xx8eHli1bApCfn09RURElJSVuy6lp+QsXLmTYsGH07NmTWbNm0bt3b7KzswF4+OGHCQkJqbSlJS4ujvffr/5uFHfx//jjj0RGRtKkSRPat29Pp06dSEhIqLa8y23ZsoXIyEgyMjIYPny46zXAsmXLCA8PJzw8nFWrVlVZTk3PW22utwkTJrBx40Y2btzIhAkTKqyPiIggOjqaN954w7U+Pj6ee+65h0mTJhEeHs4TTzwBuP9cWrZsybPPPktYWBiPPvpolbHc7KpNsLTWzwB3AjFaaztQCPzcg/201vpC2aJP2UOX7Vs+x9Z/gLiahy1EzVw6f9V3P+by3x/OAnBbQCueGxtKuxa+1ZQghBDX0JaF8K+h4HDA3fPBu6lzvfKCYfNh6iaIesi5zssLpqyBfpOcy018YfJ/oM9Y57Jvc5j4T5iwrGJSNmz+Na1SubMPPUze2nUAaLudsw89TP7GjQAUp6ZyYuhdnBrxE/I+/RRdVAR2u2vfkvPnOfvQwxT8b5tzueyLelWCg4N5/PHHCQkJITg4uNoJbA0GA4GBgbz55pusWbOGgIAAMjMzmTlzJrGxsTgcDrTWzJgxg/j4+GqPv2vXLqKjo68qTpvNRlRUFEOGDOHbb7+tsF9ycjIXLlyo9BibN29mwIABNG3atMpjFxQU0K9fP/r378/y5cvx9a34f6K7cjwtf8KECYwdO5bu3bszevRovv/+ewDeffddXnjhhUr3iYmJ4bvvvquy3KriDw0NZc+ePRQWFpKamsqxY8cwGAxA1efzciNHjiQpKYmgoCC2bdvmep2SksKyZcvYvXs3O3bsYMGCBRiNRo/ivfy8VRZPba636Oho9u/fz4kTJ+jdu7dr/fLlyzlw4AC7d+9m2bJlrvMAzutz4cKFHD58mIULFwLuPxeLxcL48eNJSkpi8+bNrkRTXMntIBdKqXsrWXfp4trqCldKeQN7gZ7AP7TWe5RS/lrrTACtdaZSqqObfWcAMwACAwNviJnHxfVr+Q/nKXU4APBWcCbdQFKS+1+OhBDiWvKyF3JL+teYOo9GN2lGa3sHmrcfQtb+BLR3U4I7j+bWlI3kBo8i/cdMILNWxwkOHlUn5dSXjGeepdSDpKkm8vLy+PLLLzlz5gx2u50hQ4Ywbtw4AgMDK92+vLVg5syZAKxduxalFCNGjOCzzz7jtddeY8OGDSxZsoQWLVpUe/zMzEw6dOhwVXGmp6cTEBBAQkICEydO5OTJk/j5+QHwxhtvVNoCZDAYePLJJ9mwYUO1x27VqhWHDh3i2LFjzJgxg/vuuw8fH58qy6lJ+e3atcNsNrue8/Pzq92nY8eOZGZ6dn1WFn+/fv2YNm0agwcPplOnTgwfPpxmzZoBVHk+PbV//36GDh3qaj0bNGgQBw8eZOTIkVXuV9l5qyye2l5vAQEBrpjKvf3226xfvx6tNRkZGWRkZBAQEAA4k7LyewHbtm1bZdm+vr4MHjwYgG7dumEwGAgKCqo2pptRVaMIji977ggMBv5XtjwciMeDBEtrXQpEKqXaAuuUUuHV7HLpviuAFQAxMTE6MjLS012FqCAlx8I3H8ZTPv5fqYb4szZeeKAPHVs1a9DYhBA3Oa1BKUjZBZ8voXPvSAiLg7L/8wLKt+vxV/gkm/b3vUL7q+nWV1flXIUu773req18fCosB/99KdnL/0n+2rVoh6NC6xVAk1tuqbB9Ew8Sly1bthASEuLqbjdgwAD279/vNsEKCgqq8MXeYDAQEBDAunXr2LdvH3PnzuWJJ54gNjaWJUuWcPfdd1d5fD8/P2y26u+sqCrO8i/DAwcOJDAwkLNnz9KnTx/MZjNff/01S5YsqVCWzWZj0qRJvPrqq/To0aPaY5fr27cvPj4+HDhwgJiYGLfl1LR8pVSFR2lpabX72Gy2Gic9l8c/d+5c5s6dC8Add9xBSEgIgNvzWRPliXhNuDtvlcVz7NixWl1vL7/8Ml5eXqxd6/yaHh8fz+bNm9m1axfNmzcnJiYGR9kPzoDH3VABV9INzs/00nJERW67CGqtp2utp+Ps1heqtb5Pa30fEFbTg2it83AmZaOBLKVUIEDZs2ftqULU0pvbf7xincxfJYRoUKV2+OAB+PZV53KXwTBjuzO5qkyrAJj+5dXfM1VX5dSTJh06ELjgeXpu+Ya2kyahmjaFS77U1UZ5y0BRURFWq5V9+/bRrVs31/vPPvsszz77rGt50KBBHDlyBKPRSFpaGunp6fTv35+4uDhefPFF0tPT6d69Ozt27GDlypXVHj80NLTCCII1jdNkMmG1WgFISUkhIyPDlSisWrWKKVOmVPjiq7Vm6tSpPPjgg4wePfqK4yxcuLDCl/Rz586Rm5sLOJPJo0eP0qlTJ7flVFd+XTlx4gShoaHVbucufsC1fvv27ZhMJqKjo6s8n1Vp3bo1JpPJtRwVFcXOnTuxWCzk5eWRkJBA//793e7v7ry5i6e211vbtm1p3bq1a9lsNtO+fXuaN2/OkSNHOHDgQLVliKtX7TxYQNfyLn1lsnAO1V6lssEw7FrrPKWUHzAS+AuwEZgKLC57rr5tWYhacjg0B9Pzufx3Jpm/SohG6HqaM8pdGbd0h8f3g7cP+N0CTcu68igFQZGex9jIlSdaHX7/O7KX/xPr/v21Lis2NpZRo0YRERGBl5cXjzzyCH379nW9f3k3NF9fXxYvXsyQIUMAWLJkCV5eF3+PDg8PZ/78+QwcOJCXXnqp2uOPGzeObdu2Veg6NmvWLNauXUtOTg7BwcEsX76cCRMmVBrnd999x/Tp02natCne3t689dZbNG/eHK01K1euZMuWLRWOt2vXLtauXcvx48dZsWIFAF988YWrK1daWpqrbgCpqanMmDEDcA7v/Ze//IXAwEB27txZaTmnT5+usnxPpaSkEBcX50owdu7cycsvv8zPfvYzALZt28bYsWOrLcdd/ADTp0/n1KlT+Pj48P7776OUIjk5udLzWZ05c+YQFxdHu3bt+OSTT+jatStz5szh9ttvB2DBggV07FjpXS+A+88lJSWlynhqer1dbvTo0axYsYKIiAj69OlDVFRUldtX97kIz6jqmjiVUm8AvYD/4mzNegA4pbWeU81+/XEOYuGNs6Vsjdb6BaXUrcAaIARIBe7XWpvcl+TsIpiYmOhZjYQos37/OT74IZWVD8XQpvnV/QIqhLgBfDYX9r8HpcUX15WPljd+qXPAiOICaNIMmjS9ZNnPOTCEoxSKL8A3z0PSB1eWM+AhGLkAfJo7E6TSErBbKlluAV8+fWUsygtQ8PRp8Gt7jU7KtaWU2qu1jrl03d69e7Ungzw0VlarleHDh7Nz506aNPHkd23PfPnll7z33nt88MEHNdovMjKSrVu3cuutt9ZZLPVh6NChbNiwocoBSYRoaHv37mXRokXvAE9s3LixoHy9J6MIzgb+BZQPt76iuuSqbL+DWusBWuv+WutwrfULZetztdY/0Vr3KnuuMrkSora8vBR+Pt74+Xo3dChCiPrgcEDaD5B9wrl8x8yKCQ04l1uV3WtTmAOLQ5yJD0BBhnP54IfO5fMpzuWOoRdH2yunvKDveOf7JzY712UmOZdPxzuX039wLp/dCcOevjJeLx944L/QzPN7HsSNz8/Pz9XVqy6NGTOmxskVQFJS0nWfXGVnZ1c72qMQ1zOPfkrRWq/Fg0EthLgeaK1RSjEhIojx/QNlXish6su16JL32x1QUgQ+ZQPSbH4O2veG6KnO5Xd/DlFTYcxiuLWX83H+DDhKnK1OQQOg9yjntr4tYNTL0NnZpYdmbZzLncoaXJrf6lzufrez1Wv/u857pbx8nMv+4c73O5Z1L2sT7Fxu38u5fEtX53K7Hs57nULj4PCnoEvLWsB+BbeN8vy8iEbjnnvuaegQbigdOnQgLi6uocMQotaqTbDKJgd+HegL+OLs8mfRWreuckchGkBhcQm//ncCM4f14O7bOkpyJURl6ioxCh4E2cev7EoXPMj9PqUlzuSnPGEqNDkTF3flrBzhTGR+UdbqlH7JRKFeXjDlY7ilbMACpWDaZ/D3COcxlBdMfu/igA6+LeDOWRf3b9qq4rJf24vLw56GpNWAHby8nXNGtexQcftWARWXWwdVXP7pi3BsI5SUNui8U0IIIa6tarsIAm8AvwROAn7AIzgTLiGuOxdsJViKSqnF6KlCXP/ejIWFba58vBlbs3I6DXQmMJcqT2iMyXD4kg4LZ3bAjtcuLh/6BDY97nw97GnQlw3Tqx2Qfsk9sxsfg3/ccXF57SPOCXTLbZgN5/ZV3iVv2HwYMAX6Tri4/jdfw6g/XVzuGgttOl1cbhXgbG1SXs7n2o6WVxfl1FUsQgghbiiedhE8pZTyLpvXapVSyrOptYW4xjq2bsb6WUPw9pKWK3Edqc8WIy8faNoabGZo1hpSdztbXu55wTlK3ZH1sONVmPqZs4Xm++Ww9x3nIA+XKk9o9v4b4l+G0J87W25Ox8PO1yD2/5wtRKYzzmOAM4EIHli2rJ1JWufbwf+S2Ty6DoU2nS8uh0+CbsMuLg96BIouOI9TPiiEt8/FhGTgI56fn3LDnobsY1ffYlQX5dRVLEIIIW4YniRYhUopXyBJKfVXnNO+Vz+VtBDX0KYDGXz3Yy6LJoTh28SThlkhPHAtutIVmpzJRZchzoQi+zjs+jvEzoX2PZ3vffoo/OpT55f1fe9WLFsBZ3dBQaYzwTKfgxNfw11PORMs3xbQOvhiS1PwQLj7/4E5HQ586IzJqwlEPOg8fsz0srmYyn6kGDYf7n7WmVwBDHvK+Sh3/7+dXfJKbM4k7b63K7bU9L+/Yrx9x1Vc7jHC+dx5UFmXPEB5X11CUj7X09Wqi3LqKhYhhBA3DE++iT5Utt1swAJ0Bu6rz6CEqKlTxgucMhagr5jxSoirEDzIfVe6SzkczsEQwNkac+gTyCmbWDQvDXJOVF7+sPnOARk+mQ4Z+y/uf3o7WLKdyy0DoM/PnIlSqwAIv8+ZEJXHEvEgzE12DqwAzvfnHYe2ZRNn9roHHvwQmpeNxtV5INw9H4Y/d7FbnlcTuPuZsuN1hA63Oe9vAufw5d5V/BZ3PXXJE8KNPXv20L9/f/r27cvkyZOr3d7b25vIyEgiIyN57LHHAIiPjycmJoZ58+bV+PiTJ0+udrLhzZs3u44ZGRmJr68vSUlJALzyyiuEh4cTGhrKokWLrtjX4XAQFhZGTk4OAPPmzcPf35/w8HCP4nO3/XPPPUd4eDhRUVGsX7++2jhrY+PGjSxevLjCuuzsbEaN8mxAmHPnzhEbG0toaChRUVF88803Va6vqr5VWbp0KYWFhR5v72mcUHfX25///GfCwsIICwvj/vvvr36HGuratSv9+vVzxbpx48Y6P4Y7lV0n1zWtdbUPnINbhJc9fDzZpy4ewHhgRbdu3bTFYtFms1nn5+frwsJCnZubq4uLi3VWVpZ2OBw6IyNDa631uXPntNZaZ2RkaIfDobOysnRxcbHOzc3VhYWFOj8/X5vNZm2xWPT58+d1UVGRzs7O1qWlpTozM7NCGeXPBoNB2+12nZOTo61Wq87Ly9MXLlzQFy5c0Hl5edpqteqcnBxtt9u1wWCotIzMzExdWlqqs7OzdVFRkT5//rzUqY7rlHYuo9HVqTF+TjdSnfLSk7XjxY5aL2h98fFiR235zy+0PvaZsyxLrnYsaqdLvvuHs045Z7Ve0Frbvn1dX7hwQeefO6lL/zlU296ZoB0vtHeWsfAWbXn3l854zv6oddZRbUj90bM65aZqxwsdtF7Q2vlsNtT6c3JsfEI7FrTRetP/XdXnZPzxoNbvjNaZJ5Ou7nPKz9C2N0dcVZ0ay7V3o9YJSNSX/V+emJioa+L47kz972d36jd+u1X/+9md+vjuzBrtfzmHw6F79eqld+zYobXW2mg0VrtPixYtrlg3efJkbbVa9VNPPaWTk5M9Pv7hw4f1hAkTPA9YO89nz549tdZap6Wl6R49euji4mJdVFSku3Xrpk+fPl1h+02bNumpU6e6lnft2qUTEhJ0WFiYR8erbPuEhAQdExOj7Xa7zs7O1sHBwdpsNruNs65NmzZNb9++vdrtDAaDTkpy/u1JSUnRQUFBVa7XuubnR2utu3TporOzs2tSBY/i1LpurrcffvhB33nnnbqoqEhrrfW+fftqHas7V3sOGqPExEQ9fvz4t8ePH99KX5rD6OqTnLuBs8B24FvgDHBXdfvV5SM6Oro+z424QVmLS/TsD/bpk1kFDR2KaMw2PnYxuXqhvdab/k/rJeFa737T+X5pqdbfLNQ6dc/FZeNxrYsuVCzHnKl1ebL2YketzYbax7Tp/7Re2Nb5fDXMmVq/M/rqYhHiElebYB3fnanfnLNNv/Hbra7Hm3O2XVWS9cMPP+jBgwfXaJ/KvvDef//92mq16nnz5uljx45prbW+cOHCFdtd7tlnn9WrVq2q0fFfe+01/cwzz2itnQlWly5ddEFBgTabzfq2227Tubm5Fbb/6U9/qi8/z2fOnKlRAnH59h9++KF+5JFHXMu333673rp1q9s43VmwYIG+6667dI8ePfTvf/973atXL1eS+9BDD+nOnTvrWbNmXbHf+vXr9aOPPupx/OU6dOigbTZbtes9PT/ffPONjoiI0D4+Pjo8PFxHRES4flj4+9//rsPCwnRYWJh+5513ah1nXVxvH3/8sdtEfvz48bp///46KipKv/766671LVq00M8884wODQ2t8Fm74y7B2rZtmx45cqS+7777dFhYmH788cdrddzMzMwK+xw/flxr7f46Wbp0qe7Tp4/u16+ffvrpp6st52o+L3fcJViedBH8G/BTrfUwrfVdwChgSV22oglRG6mmQr7/MZczOZaGDkU0RkUXnM93P3uxS175QBBPHILbf+tc5+UFIxc47yEqX+7Q29ml71J12QVu2NMQcsfVD5xQfn+QdMcT19C6v+3j2HeZAJSWOlj3t30c32MA4Pv1P1JSXHFkypJiBzs+PgmA9UIx6/62jzMHnV3hLPlF1R4vNTWVjh07MmbMGAYMGMDy5cur3cdmsxEVFcWQIUP49ttvAZg5cyaxsbE4HA601syYMYP4+Phqy9q1axfR0dHVbnep1atX88ADDwAQHBzM448/TkhICMHBwVdMwJucnMyFCxdqfIzqhIaGsmfPHgoLC0lNTeXYsWMYDAa3cVZlwoQJjB07lu7duzN69Gi+//57AN59911eeOGFSveJiYnhu+9qNqba5s2bGTBgAE2bNvVovSdGjhxJUlISQUFBbNu2zfU6JSWFZcuWsXv3bnbs2MGCBQswGo21irMurreRI0dy9OhRBg4cyEsvvURmZqbrveXLl3PgwAF2797NsmXLXJ+jxWJh/PjxJCUlsXnzZjIyMqqNffjw4a4ugnl5ea71u3btYuHChRw+fJiFCxfW6rhz5sxhzJgxHDhwgG3bttG2bVvA/XWyYMECfvjhBw4ePMiTTz7pWl9ZOVfzedWGJ4Nc+Gitj5cvaK1PKKV86i0iITzU278V25+6mxZNPRoMUwjPndrqvC9q+lfgH+qcyHbvqrpJjOpiRDkZOEE0UhfOV54w2S7Ya12mzWZj27ZtHDx4kLZt2xITE8Po0aPp3r27233S09MJCAggISGBiRMncvLkSUaMGMFnn33Ga6+9xoYNG1iyZAktWlQ/5ldmZiYdOnTwON4TJ05gsViIiIgAIC8vjy+//JIzZ85gt9sZMmQI48aNIzAwEIA33niD2bNne1y+p/r168e0adMYPHgwnTp1Yvjw4TRr1sxtnFVp164dZrPZ9Zyfn1/tPh07dqyQJFTHYDDw5JNPsmHDBo/WX639+/czdOhQWrZsCcCgQYM4ePAgI0eOrHGcdXG9tW3blkOHDvHVV1+xdu1aoqOjOXr0KG3btuXtt99m/fr1aK3JyMggIyODgIAAfH19GTx4MADdunXDYDAQFBRUZfzbtm2jffv2V6yPjo523dNWnhjV9Ljx8fGsXu0c7Kh169a0bl31lLsDBw7k17/+NWPHjmXixImu9ZWVs27dulp9XrXlSQtWolLqbaXU3WWPt4C99RKNEB746nAm736fAiDJlahbJWWj/AUNgF6joKnzD7G0GAlRdyY+GUXfwc7kwNvbi4lPRnHb7QEAtGxXeQtD+Xq/lr5MfDKKbv2dX/BatKm+RcLf35++ffsSEhJC69atiY6OJjk5ucp9AgKc8QwcOJDAwEDOnj3LunXr+Mc//sHcuXNJSkoiNjbWoxYsPz8/bDZbtduVu7xVaMuWLYSEhNCmTRvat2/PgAED2L/fOSiO2Wzm66+/ZtKkSR6XXxPldf38888xGAyEhIS4jbMqSqkKj9LS0mr3sdls+Pn5eVS+zWZj0qRJvPrqq/To0aPa9XVB12LCTXfx1NX11qxZM+Li4nj33XeJjo5m9+7dxMfHs3nzZnbt2kVSUhJ9+vTB4XC2Evv4XGwvUUq51tdGmzZtKixfi+N+9dVXzJ49mz179jBixIgqt63N53U1PEmwfgccAR4DHgcOA7+tz6CEqMpnBzNZt/8c9tLa/yEQ4gpfPAUf/hK0do64d9/KiyPxSWIkxDVx58970MS34leTJr5e3Pnz2n85HjhwIKmpqZhMJoqLizl06FCF1qtnn32WZ5991rVsMpmwWq0ApKSkkJGRQUhICHFxcbz44oukp6fTvXt3duzYwcqVK6s9fmhoaLUjCF7qgw8+qJC4lLdsFBUVYbVa2bdvH926dQNg1apVTJkypcIX1uosXLiQu+++26Ntc3NzAdi+fTsmk6lCN8TL46xrJ06cIDQ0tNrttNZMnTqVBx98kNGjR1e7vrZat26NyWRyLUdFRbFz504sFgt5eXkkJCTQv3//GsdZV9fbmTNnOHmyrCut1UpKSgqdOnXCbDbTvn17mjdvzpEjRzhw4MDVngqP1Oa4w4cPZ9WqVYCzG2F2drbbbbXWpKamMmzYMP70pz+RkpJSZTk1/byuVrUJlta6SGv9mtb6Xq31ROAo8Hm9RSREJYxmG5P/9T3GAht/f2AA/54+CB9vme9KXKVLfzVr3xsCI8BR/S+rQoj60fv2AIZP6eNqsWrZrinDp/Shd1kLV220adOGpUuXMmLECAYMGMAvf/lL+vTp43o/MzOzQle05ORkIiMj6d+/PxMnTuStt96iefPmqLK54MLDw9mzZw8DBw7k3nvvrfb448aNY9u2bR7FumfPHlq2bMltt93mWhcbG8uoUaOIiIggOjqaRx55hL59+6K1ZuXKlfz2t1f+5j1r1izuvPNOjh8/TnBwcIXhtNPS0hgyZIhH20+fPp3Q0FAee+wx3n//fdc5qCzOmkpJSSEyMpLnn3+ejz76iMjISL744gvX+9u2bWPs2LHVlrNr1y7Wrl3LihUrXPcGZWRkuF1f3flxZ86cOcTFxREbG4vBYKBr167MmTOH22+/ndjYWBYsWEDHjh1rHGddXW9Wq5UpU6YQFhZGdHQ0U6ZMoV+/fowePRqHw0FERAQvvPACUVFR1da1LtTmuMuWLePzzz8nMjKSu+++m/Pnz7u9TrTWPPTQQ/Tv35+hQ4fyt7/9rcpyavp5XS3lrslMKTUCeBMIAtYDLwPv4px98k9a67X1FtVlYmJidGJi4rU6nLgOPfPpQT5MSGNyTDB/nVR9f28hqpWfDh9OgRF/hF710wdbiJuNUmqv1jrm0nV79+7VdT0Aw43EarUyfPhwdu7cSZMmddet/csvv+S9997jgw8+qNF+kZGRbN26lVtvvbXOYqkPQ4cOZcOGDRUG9BDierN3714WLVr0DvDExo0bC8rXV9UE8DdgBnAr8AmwG3hPax19LZMrIYxmG5/uSwdg3f5zGAs878suxBXKf1Rq0QGatgJHScPGI4Ro1Pz8/FxdverSmDFjapxcASQlJV33yVV2dvYVoyUKcSOp6qcUrbWOL3u9XimVrbX++zWISQgAvjpsYNepnCtuTFy29RQvxXk++7q4Sb0ZC4ZDV673aQHPnIUmTWHaZ9c+LiHETeeee+5p6BBuKB06dCAuLq6hwxCi1qpqwWqrlLq3/AGoy5aFqFMpORaWbjnhGrziTI6Fb08Y+XhvOvZSZ5JlL9V8kpgmrViiesGDwNu34jqvJs75qQpzGyYmIYQQQjR6VSVY24HxlzwuXR5X/6GJxs5mL2XrsSxyLjjnPUk2FLBs60mSM51dWB8d2o2hvTrguKwFq1Rrlm31fEQmcZMa9rRzUt9LeTWBmTucowIKIYQQQtQDtwmW1np6FY9fX4vglFLjlVIrTCYThYWFFBQUYDabsVqtmEwm7HY7RqMRrbVrBKDyEWIyMzPRWmM0GrHb7a5hMM1mMwUFBRQWFpKXl0dxcTE5OTk4HA7XDNPlZZQ/Z2VlUVJSQm5uLjabjfz8fCwWCxaLhfz8fGw2G7m5uZSUlJCVlVVpGQaDAYfDQU5ODsXFxeTl5d0UdTqeauD+f37H0TPn0Fpz5FQqWWYbGRkZpJkK+c1/Etl82IDRaCS2e1u2zI6h562+zv0LLSSmmFytV+XspZp9Z8/L5yR1qrROlmNbKP5hFSa7L6X9f4nGORKT9vKByClkFDhuuDo1xs9J6tQ46ySEEKKKUQSvJzKK4I3rD+sOsfqHVKbc3oU/jO1L5AtfM+X2LvxxXChaa74/nUt0l1to2sS7oUMVNypbPqTugd4/dS5vmAUnv4G5yWAxwt8joMQGTZrB4wdlLish6pGMIiiEuJnUZhRBIa6K0Wxj9Q+paA2fJKZhttlZfG9/HhjYGXDO3j24R3tJrkTN5aVBqd35OvEd+OB+57DrACOeh8eSwMvL2RUwcoqzq2DkFEmuhLhJeXt7u+Yeeuyxx6rdft68efj7+xMefnFApfj4eGJiYpg3b16Njz958uRqJxvevHmzK8bIyEh8fX1JSkoC4JVXXiE8PJzQ0FAWLVp0xb4Oh4OwsDBycnLcxl+Vys7PuXPniI2NJTQ0lKioKL755psK+xQUFBAUFMSrr77q0THc2bhxI4sXL66wLjs7m1GjRnm0f25uLjExMURERBAZGcn69etd761Zs4ZevXrRu3dvNm3aVO32VVm6dCmFhYUebVuZqs5nZee/ptfbv//9b3x9fV3XwLhx44iPj691vOLquB1FUCl1v9b6Y6VUN631mWsZlLhxvbf7LF8czOSDR29n2daTeCko1Rfvm5LR/0S13I3+5x8Ov9sFP26D9+Lg4Y3QfRj0fwBC7oRWgc7tLk+ihj0N2cdg2Px6D10IcXX+OeNXFObnXbG+eZu2/G7F+7Uu18/Pz5WseOLee+/lgQceYNq0aRdj++c/2blzJ88//zzHjx/3eJLdI0eOUFRURM+ePavcbtSoUa6kIjMzk7vuuovIyEjS09P517/+xbFjx9Ba06dPHx5++GG6devm2veLL75g4MCBtG/f3m38Vans/DRp0oR//OMfREREcPbsWQYPHsy5c+dc77/00kvURcvkhAkTmDBhQoV1HTp0ICgoiG+//Za77rqryv1bt25NfHw8LVu2JCcnh379+jFhwgRKSkqYP38+u3fvpqioiOHDhzN27Fi323t5Vd3msHTpUn71q1/RvHnzWtWzqvNZ2fmvzfXWvHlz/vvf/zJnzpxaxSjqTlVX07Nlz59ei0DEjelEVgHPrTuEtbgUgKZNvGjVrAlncwv5eG86ZQMCyuh/wnOVjf4H0Ky187nzIBi5CNr3ci63DoSQO8DLTUtoqwCY/qW0XglxA6gsuapqfX0ZPHiwK1kpV35Lhdba9dpisVRb1urVq5k4cWKNjv/hhx8yadIk13JJSQlFRUUUFRXh6+tLmzZtKmz/+uuvV/hSXVn8NeXv709ERAQAXbp0wW63U1TkHJTqxIkTZGdne5RgLVy4kGHDhtGzZ09mzZpF7969yc7OBuDhhx8mJCSE2bNnX7FfXFwc779ffVLt4+NDy5YtAcjPz6eoqIiSkhL27NlDWFgY/v7+hISE0LlzZw4ePOh2e3e2bNlCZGQkGRkZDB8+3PUaYNmyZYSHhxMeHs6qVauqjLOq81mZ2lxv48eP5+OPP75i/YQJE4iIiCA6Opo33ngDgJSUFHr27MnkyZMJDQ3lL3/5S5Xbi5qpKsHKVUptA7oppTZe/rhWAYrrS1FJKd8czSIz3wpAdkER6/ef43iWs9vp5JjOrHg4hrd2nJbR/4TnHA4oNDlfD3v6ysl/lTcMfMT52rcFxD4BrYOuaYhCiLrx0aJnOBy/BYDSkhI+WvQMR3ds82jfQnM+Hy16hh/37gHAknfeo/1sNhtRUVEMGTKEb7/9tlZxz5w5k9jYWBwOB1prZsyY4VEXrF27dtW4pWf16tU88MADAAQHB/P4448TEhJCcHDwFRPwJicnc+HChatqTaru/GzevJkBAwbQtGlTAObPn8+CBQs8Ln/ChAmMHTuW7t27M3r0aL7//nsA3n33XV544YVK94mJieG7777zqPyCggL69etH//79Wb58Ob6+vhgMBgIDA3nzzTdZs2YNAQEBrsFZKtvenZEjR5KUlERQUBDbtm1zvU5JSWHZsmXs3r2bHTt2sGDBAoxGo0fxXn4+Kzv/tbne2rRpQ1BQEMeOHauwfvny5Rw4cIDdu3ezbNky16A5p0+fZtGiRezdu5e33nqLs2fPVrm98FxVEw2PBaKA94C/XZtwxPXCaLYx+7/7eePBAbTwbYKlqISOrZuRXVDEo+8m8v9+1ocZd/Xgju63sveP99DMp2Lrwb7UPLej/4lGyl3XvoB+MHNnxXXnU8CcAV0GO5f//TPnxL8Pb3C2OHXoA9nHQZc6W7MGPATh99V7FYQQjVN6ejoBAQEkJCQwceJETp48iZ+fX43KGDFiBJ999hmvvfYaGzZsYMmSJbRo0aLa/TIzM+nQoYPHxzlx4gQWi8XV2pGXl8eXX37JmTNnsNvtDBkyhHHjxhEY6OwW/cYbb1TaAlQTVZ0fg8HAk08+yYYNGwDYtGkTvXv3pkuXLh6X365dO8xms+s5Pz+/2n06duzoSoiq06pVKw4dOsSxY8eYMWMG9913n6vVZ+bMmQCsXbsWpZTb7X18fDyuD8D+/fsZOnSoqzVs0KBBHDx4kJEjR1a53+XnEyo//7W93h5++GH+85//VFj39ttvs379erTWZGRkkJGRQbt27ejSpQt9+/YFIDY2ln379tGlS5dKtw8IkOlNasJtgqW1LgZ2K6UGa62zlVKtnKv1hWsXnmgoy7aeJCHFxN+3nGTzEQM/6ePPXyb1J/iW5nwy804iOrcFwNtL4V1J16wvHh96jSMWDS54kDMpKi2+uM7b17n+7HeQnghDym4u3/oCpCXA/5UlZAMfgbL/+AB4aF3Z6H+lzgEq5P4pIRqNXyy4OKCBd5MmFZar07x1mwrbt2h7i0f7lX85HDhwIIGBgZw9e5Y+ffp4fFyAdevWsW/fPubOncsTTzxBbGwsS5Ys4e67765yPz8/P2w2z7vHX9p6Bc4uaiEhIa5ugQMGDGD//v0EBgZiNpv5+uuvWbJkSY3qcjl358dmszFp0iReffVVevToAcCePXv49NNP2bBhAzk5OXh5eREYGMiUKVPclq+UqvAoLS2tNiabzVbjJLhv3774+Phw4MABgoKCKiRoBoPhiiTh0u1jYmIuL65KtRmFu7LzCZWf/2PHjtXqehs1ahQLFixwJfXx8fFs3ryZXbt20bx5c2JiYnA4nPdvqEv/3y1T1fbCc56MIuivlNoPHAaOKqX2KqVkpIJG7I/rD/NB2eh/n+5N5/fDezK5bOQ/gJiu7fDxlgEoxWUqm9i3PDn6cRtsexlKyvqbD30SHlh9cbt+kyq2UMnof0KIOlI+zxg47zvJyMggJCTE9f6zzz7Ls88+6253l7i4OF588UXS09Pp3r07O3bsYOXKldXuFxoaWu0Igpf64IMPKiRY5S0bRUVFWK1W9u3b5xrgYtWqVUyZMqVGrS8LFy6s8CXd3fnRWjN16lQefPBBRo8e7dr+pZde4tSpUyQnJzN79myefvrpKpOr2jpx4gShoaHVbnfu3Dlyc3MBZxJ19OhROnXqxKBBgzhy5AhGo5G0tDTS09Pp37+/2+2r07p1a0wmk2s5KiqKnTt3YrFYyMvLIyEhgf79+7vd3935dHf+a3u9eXt7M3ToUFf3SrPZTPv27WnevDlHjhzhwIEDrm1TUlI4fvw4NpuNXbt2MWDAgCq3F57z5FvyCmCu1rqL1joEeLJsnWgkci8U8d7uszgczl9jjmWaXe+Vas3pbAvRXTz7lVDcxJS3c0S/SweoCLvXmRwNngPPpDq7AQL4h0Gg+/+IAGfCFnKHtF4JcRNp3qZtjdZ7Ijk5mcjISPr378/EiRN56623KowEl5mZeUVXtFmzZnHnnXdy/PhxgoOD2bhxo+vX/vDwcPbs2cPAgQO59957qz3+uHHj2LbNs3vM9uzZQ8uWLSuMGBcbG8uoUaNcgw488sgj9O3bF601K1eu5Le//e0V5VQWf7m0tDSGDBlS7fnZtWsXa9euZcWKFa4hxMsHd6gLKSkpREZG8vzzz/PRRx8RGRnJF1984Xp/27ZtjB07ttpyUlNTufvuu+nXrx8jRozgL3/5C4GBgfj6+rJ48WKGDBnCiBEjWLJkCV5eXm63r86cOXOIi4sjNjYWg8FA165dmTNnDrfffjuxsbEsWLCAjh07ut3f3fl0d/5re70BTJ061dUNc/To0TgcDiIiInjhhReIiopybdetWzeeeeYZoqKieOSRR+jatWuV2wvPVTvRsFLqgNY6orp19UkmGq57DofGoTVNvL1Yv/8cT3yUxPpZQwhq04yhf91GUcnF5uBmTbz4dv5wOrZq1oARi+uaJRfeiHG2RO17Vyb2FeImJRMNX8lqtTJ8+HB27txJkyZV3fpeM19++SXvvfceH3zwQY32i4yMZOvWrdx66611Fkt9GDp0KBs2bKgwoIeoOykpKYwbN47Dhw83dCg3tKuZaPi0UuqPSqmuZY8/ADIv1g0sy2zjrle2sXa/c/6F0eEBfPN/dxHZuS3Ltp6U0f+E5+xl9xW0uNU5sl/Mb6RrnxBCXMLPz8/V1asujRkzpsbJFUBSUtJ1n1xlZ2dfMVqiEDcSTxKsXwMdgLVlj/bA9PoMqpxSarxSaoXJZKKwsJCCggLMZjNWqxWTyYTdbsdoNKK1djXvlzdfZ2ZmorXGaDRit9tdfVzNZjMFBQUUFhaSl5dHcXExOTk5OBwO1zCU5WWUP2dlZVFSUkJubi42m438/HwsFgsWi4X8/HxsNhu5ubmUlJSQlZVVaRkGgwGHw0FOTg7FxcXk5eVd0zp98t0xNh1wjgTTsVVTIgKb49/S19kPudROx2YOLBYLiSm5bkf/u97q1Bg/pxupTkWHN+FY2o8L6UecdQqbSnHb7uT2ewTd+Q6ModNvuDo1xs9J6iR1upZ1EpW755576Nq1a0OHccPo0KEDcXFxDR1Go9a1a1dpvapH1XYRvB5IF0HPXTq8etMm3rTxc974+vA7P5BXWMzG2bENHKFoNPLT4cv5MHoxtO1c/fZCiEZPuggKIW4m7roI1l1nYHFdKB9e/ffv7+NYppnv/99PaN3Mh1cn9eeWFu4n0hPCI9+9DtnJ8PN/QJvgiiMBCiGEEEIISbBuVA6HJu18IW2b+9LGz4fD5/J54qMkUnMtaA0H0/N56M4u6LKxKjq2lgEqRB0otkBRAZQUQxNJ2IUQQgghLlftPVhKqSGerBNXx2i2Mflf32MsqHwywgtFJfwz/keS0vIAOJ1zgWGvxLP1mLNP/S0tfLEUlVA20joaTVGJgzbNazYzuRAV2G2wZaFzUmCAu56Gye9KciWEEEII4YYng1y87uE6cRXKu/b9+YtjABSXOPj5P3bxzk7ngI1NvBSvbE5m92nn5Hhdbm3B4nv7MbCrc4QdHy+FyVJMSVmGZS/VfJKY5jZhE8IjpcVw8GM4He9c9pIJpoUQ9c+eZcGwZC/2LEudlOft7e2ae+ixxx6rdvt58+bh7+9PeHi4a118fDwxMTHMmzevxsefPHmya7Lhc+fOERsbS2hoKFFRUXzzzTcA5ObmEhMTQ0REBJGRkaxfv77K7S/lcDgICwsjJyfHta6goICgoCBeffXVauNzd37crd+zZw/9+/enb9++TJ48ucbn41IbN25k8eLFFdZlZ2czatQoj8t47rnnCA8PJyoqynXeANasWUOvXr3o3bs3mzZtAmDz5s2uOkVGRuLr60tSUlK1x1i6dCmFhYUex3S5qj7Hys5zba63P//5z4SFhREWFsb9999f61jF1XPbRVApdScwGOiglJp7yVutAe/6DuxmYjTb+HhvOlrDxqRMnv1ZXzq2akbnW/xoW9YC1czHmwMLfkqrZs5lH28vHhh0cSb6qoZXfykuHCHcejMWDIeuXO/fD363E363C/zaXvOwhBA3J0dxKTmrjlCaX0TOqiP4z43Gy/fqvnb4+fl59CW63L333ssDDzzAtGnTXOv++c9/snPnTp5//nmOHz9eYTLgqhw5coSioiJ69uwJQJMmTfjHP/5BREQEZ8+eZfDgwZw7d47WrVsTHx9Py5YtycnJoV+/fkyYMMHt9pf64osvGDhwIO3bt3ete+mll/B0cBF356ey9VprHnroId555x1iY2PJzs726BjuTJgwgQkTJlRY16FDB4KCgvj222+56667qtw/MTGRr7/+mqSkJPLy8hgwYAA/+clPaNq0KfPnz2f37t0UFRUxfPhwxo4dy6hRo1zJW2ZmJnfddReRkZHVxrl06VJ+9atfVZikuiaq+hwrO881vd4SEhLYtGkT+/fvx9fXl/3799cqTlE3qvo52hdoiTMJa3XJwwxMqv/QGr/U3EJe33qyQnKkFK45p954MIp7o4Jd25cnV5XZl5rndnh1IaoUPAi8K+nyd0sX57MkV0KIa+j8JycovVAMGkovFHP+kxPXPIbBgwdXSFYA1zD0WmvXa4ul+ha21atXM3HiRNeyv78/ERERAHTp0gW73U5RURE+Pj60bNkSgPz8fIqKiigpKXG7/aVef/115syZ41o+ceIE2dnZHidYNZGYmEiHDh2IjXWOStyhQ4cqt1+4cCHDhg2jZ8+ezJo1i969e7uSsocffpiQkBBmz559xX5xcXG8//771cbz448/EhkZSZMmTWjfvj2dOnUiISGBPXv2EBYWhr+/PyEhIXTu3JmDBw9W2PfDDz9k0qSqv9Ju2bKFyMhIMjIyGD58uOs1wLJlywgPDyc8PJxVq1ZVWY4nn+Olanq9nT17lg4dOuDr6/z/fMCAAa733MXZsmVLnn32WcLCwnj00Uer3L6qz3HChAlEREQQHR3NG2+8UeV5uFm4TbC01tu11ouAO7TWiy55vKa1PnkNY2y0thzLYnn8KdbsTXclRyWO2nXt++LxoaQsHnvF44vHh9ZH6KIxGfb0leu8m8LY1659LEKIRs/4r4NYEp33D+tSh3N5vxGAgu8zsB7KgZKyHwxLNNZDOZxf7/zaUWqxY/zXQaxHnd3lS/9/e+cdHlWV///XTSW9QBq99ySUoCKwoosKCohrWVfcVXctKLbVXVzdgm139beu+EVlFUvWAmsDAbGgIF1AWugJNSQhPUP6TKad3x93MklgJpnAQAbyeT3PfTKfO+e+533uPTdzz5xWZfboM00mEyNGjGDMmDGsW7fujHzPmDGDsWPHYrfbUUpx3333sWbNmhaP27hxo9uKzooVKxg+fDjBwcGA3q0vOTmZlJQU5s2b53xYdpceIDMzk+rq6iaf8eSTTzJ79myP8+bu/Ljan5OTQ3x8PJMmTWL48OHMmzevRf2pU6dy/fXX07t3byZOnMimTZsA+OCDD3juuedcHpOWlsaPP/7YovbgwYPZsmULtbW15OTkcODAAQoLCyksLCQpKYk333yTTz/9lMTEROf6bfUsWLCA2267rVn9CRMmkJGRQefOnVm9erXzdXZ2NnPnzmXz5s2sX7+e2bNnU1xc3KJfOP06ujrPrS1vEyZMYP/+/YwaNYoXXnjBmdfmfNbU1DBlyhQyMjJYsWIF+fn5zaZ3dx3nzZvHrl272Lx5M3PnznWu29ee8WQWwWBN0+YDPRunV0pdda5MXazY7YrPt+eRFN2Bcf3i+PXoHuzNr+DLXflN0knXPuG8EpEIITFQrT/w4B8Ew++AiIS29SUIQrujamUOnLo8p4LajBJipvU7Y928vDwSExPZunUrN954I4cOHSIkJKRVGldddRXLly/nlVdeYenSpcyZM4ewsLAWjysoKHDZylNYWMgTTzzB0qVLnfsiIiLYs2cPBw4c4L777uOmm24iMDDQbXqA119/vUkL0Jdffkn//v3p0aOHx3lzd35c7TeZTKxevZrdu3cTHR1NWloaEydOpHfv3m71Y2NjqaysdP6tqKho0VN8fPxpFSJXJCcnc9ddd3H55ZfTpUsXrrzySjp06IDVagX0igrA4sWL0TTNedzBgwepqalxtiq1lp07dzJu3Dhnq+Mll1zC7t27mTBhQrPHubqOrs5za8tbdHQ0e/bs4dtvv2Xx4sWMHDmS/fv3N+szKCiIyy+/HIBevXpRWFjI8ePHXaYH99fx3XffZcmSJSilyM/PJz8/n8TExDM6rxcLnoxY/wzYCfwF+GOjTWglVrvizbVH+GKH3uc20N+PzIIq6donnH8K98And+hTrgPc8j4EOH4R1fzgiifbzpsgCBc18fenEJam/4Cj+fvp8fB4ACIn9kQLbPpoogX6ETVZf3j3Dwsk/v4UQgZ31OMIz2Y0rX/YGzVqFElJSRw/frzVvr/44gveeOMNHn/8cTIyMhg7dqxHLVghISGYTE17pZhMJm6++WZefvll+vTpc9oxgwYNIjAwkF27djWbvrKyku+++65JN7ctW7awaNEiBg4cyOuvv87/+3//jwULml+z0N35cbU/ISGBQYMG0b17dyIjIxk5ciSZmZnN6mua1mSz2WzNpq/Ps6eV4Ppr8tVXX1FYWEj37t3p3LlzkwpaYWFhk4d+T1qvmkOpU38JaBl319HVeT6T8tahQwemTZvGBx98wMiRI9m8eXOzPusr76Bfo/rWMne4uo5r1qxhxYoVbNy4kYyMDAYOHIjdbvfwjFy8eFLBsiql/qOU+kkptb1+O+fOLhLyTtby3Jf7sdjsBAX48b/7LuPftzb8WiJd+4TzhlJgdfT3ttZBzhYocYxt6DEaht2hV66GTZfWK0EQ2oTwUYl0GBQLAY6WhgCNDoNiCU8781/DDQYDRqMR0LtL5efn0717wyRRTz31FE899VSLOtOmTeP5558nLy+P3r17s379et5+++0Wjxs8eLBzBkHQH8zvvPNObr/9diZOnOjcf+LECcrK9K6PhYWF7N+/ny5durhND5Cens706dObPCi/8MILHD58mMzMTB566CFmzZrF9OnTne8/88wzjB8/vsXz427/qFGjyMnJwWAwYDab2bNnT7OtV2fKwYMHGTx4sEdp68/b2rVrMRgMjBw5kksuuYR9+/ZRXFxMbm4ueXl5pKSkOI9ZuHBhqypYkZGRGAwGZzxixAg2bNhATU0N5eXlbN26tYn+qbi7ju7Oc2vL27Fjxzh0SO9KazQayc7OpkuXLq322dr0lZWVdOrUidDQUPbt2+f8UaC940kF60tN0x7UNC1J07TY+u2cOwM0TZuiadp8g8FAbW0tVVVVVFZWYjQaMRgMWCwWiouLUUo5f6WoH3hYUFCAUori4mIsFouzAFdWVlJVVUVtbS3l5eWYzWZKS0ux2+3OPqP1GvV/i4qKsFqtlJWVYTKZqKiooKamhpqaGioqKjCZTJSVlWG1WikqKmpy7I/7jrPwp+Os3X0Mu92Ov7kai8VCeXn5BZun+r+FhYXY7XZKS0sxm82SJ1/Ok8WE5c0rsK16Qc9T7GCq7tlEZWS/hjxd/nvMiSNRV8y6MPJ0MV4nyZPk6QLPkzeIubk//uF6y5R/eBAxN/c/K73MzEyGDRtGSkoKN954I++8806TmeAKCgpO64o2c+ZMRo8eTVZWFl27dmXZsmXO7mVDhw5ly5YtjBo1il/84hctfv7kyZNZvXq1M964cSOLFy9m/vz5zqm58/PzycnJYfz48SQnJ3PVVVfx0ksvkZSU5Da9Uoq3336b+++/v1XnIzc3lzFjGpYzdXd+3O2Piori1Vdf5aqrrmL48OH86le/YuDAga3yAHplYtiwYfztb3/jk08+YdiwYXz99dfO91evXs3111/vkdbdd9/N4MGDeeSRR/joo4/QNI2goCBefPFFxowZw1VXXcWcOXPwcyw1smXLFsLDwz2eCRLg4YcfZtq0aYwdO5bCwkJ69uzJww8/zKWXXsrYsWOZPXs28fHxbo93dx3dnefWljej0cj06dMZMmQII0eOZPr06SQnJ7faZ2vTT5w4EbvdTmpqKs899xwjRozw4Gxe/Ggt/UPUNO2Yi91KKeX9nyvckJaWprZt23a+Pu6sUEqxeMcJNA1+MaIrSilKq83ERQS3fLAgeBObFQp2QVfHwOfv/gqJyZBydmuWCIIguEPTtO1KqbTG+7Zv365aO5udpaiGsoWZdLx9IIEJLY9z8mWMRiNXXnklGzZsICDAk6HvnvHNN9/w4YcfsnDhwlYdN2zYMFatWkXHjh295uVcMG7cOJYuXUps7Hn5TV8Qzojt27fz7LPPvgc8tmzZsqr6/S22YCmlernYzlvlytcprjRx61ubmsz69/n2PJY5Jq7QNE0qV0LbsOYfkD4RKh2/zF7zvFSuBEG4IAhMCCPx9yMv+MoV6GOw6rt6eZNJkya1unIFkJGR4fOVq5KSEp544gmpXAkXLC3+lKJpWijwONBdKXWfpmn9gAFKqeXn3N0FwNxVh9iabeD2tzez6IExRIUE8p87RhDZzJpVguAV3C0Q3Kk/PLQVRt4FnYdDuIynEgRBaEuuvvrqtrZwQREXF8e0adPa2oYgnDGejMFKB8zA5Y44D3jhnDm6QFBKkWOo4bPteSgFh4trWJ2prxMQHRqEn5/WgoIgnCXuFggOitD/RneHQVPAz5PbXBAEQRAEQfAGnjx59VFK/T/AAqCUMgLtuvZgtyumvbGR3/13G3bHGLZAf41tMrW6cD65YhaoU6a6DQiGX7W+y4ggCIIgCILgHTypYJk1TQvBsfSfpml9gLpz6soHWZ1ZzCvfZQHg56dxWe+OHCurca5hZbEpPt+W22QsliB4HcMx2PCqPuV6RCIkDdenVge9NWvYHfp+QRAEQRAEoU3wpII1G/gW6KZp2gJgFTDrnLryAZRS7Mw56Zx2dvvxk3yRcQKTRW8xqKmzntaMZ1OKuasOIwhexXgSLI6Ke/YGWPUslDrWr7ptQUM3QVkgWBAEQRAEoc3xZBbB74FfAHcB/wPSlFJrzq2ttmfZrnxunPcjO3PLAZh5ZV/W/uFKOgT6A7Ajp9zZelWPxabYId0EBW9SnAkvD4ADX+rx0F/A4wcgzrF2R0SivjCwLBAsCILgkhMnTjB27FgGDx7MiBEj+P7775tNX1ZWRlpaGqmpqQwbNowlS5YAsGbNGtLS0vjDH/7Qag+33nprk8WG3bFlyxZSUlIYNGgQt97adNbXqqoqOnfuzMsvv3zacXa7nSFDhlBaWtrq/K5YscK5LtOwYcMICgoiIyPDrZ/m0p8Jy5Yt48UXX2yyr6SkhGuvvdZjDVc+mzsP//rXvxg6dCiDBw/m2Wef9egzXn31VWpraz32dCrN+fH393eez0ceeQQ4s/L2z3/+kyFDhjBkyBBuueWWM/YKZ59f0BeLHjduHIMHD2b48OHk5OScld4FhVKq2Q24EYhqFEcD0zw4rhuwGjgA7AMedeyPBb4HDjn+xrSkNXLkSOVtiiqM6pY3f1RFlUallFIlVSb1y7d+VEszTiillKoyWdSnW3NUtcni9c8W2jn/GaPU7MjTt/+MUcpmU2rFn5XaMl9Pa7Mptep5pYqz3OtVFij13kSlKgvPj39BEAQ3ANvUKd/h27Zta5VGXV2d+v7779U///lPtXLlSlVXV3dWngoLC1VGRoZSSqns7GzVuXPnZtObzWZVVVWllFKqpKREJSYmKpvNpm699VZlNBrVH//4R5WZmenx5+/du1dNnTq1xXR2u13169dPrV+/XimlVHFxcZP3Z82apSZPnqz+9a9/nXbsl19+qe68806lVOvz25j8/HzVt29fj/ycmt7b3HXXXWrt2rUtpnPn0915yM3NVX369FFms1nV1dWpXr16qaNHj7b4OT169FAlJSVnmp1mr0tYWNhp6Vtb3n766Sc1evRo5/2yY8eOM/aq1NnnVymlLrnkEud1OXHihCotLT0rPV9k27ZtasqUKe9OmTIlQjX6v+dRF0GlVEWjClk5erfBlrACTyilBgGXATM1TRsM/AlYpZTqh97d8E8eaHmduasOsfWYgVmf7wYgNjQI/0Yz/4UHB3BLWjfCgr23KKAgAK5n//ML0Pf7+UHRPjAcdez3g6v+AnH93etFJMLd30jrlSAIFzzZ2dnMmTOHzZs3YzKZ2LRpE3PmzCE7O/uMNRMSEkhNTQWgR48eWCwW6urcDyUPDAwkPDwcgIqKCurq6rBarc4hA6rhh2Rqampa/PwFCxZw4403tphu27ZtxMXFMXbsWECfqryegwcPUlJSgrsFm1977TUefvhhoPX5bczHH3/MzTff3KIfV+nd8cwzz3DFFVfQt29fZs6cSf/+/SkpKQHgN7/5Dd27d+ehhx467bhp06bx0UcftejZnc/mzoPVaqWuro66ujqCgoKIiopyq79y5UqGDRtGfn4+V155pfM1wNy5cxk6dChDhw4lPT29WZ+tvS6tLW/Hjx8nLi6OoCD9+WL48OHO96ZOnUpqaiojR47k9ddfd+4PDw/nqaeeYsiQIdx7770t5tedjit27dpFcHCw87p07tzZuf7amjVruPrqq7n55psZOnQojz32mNNPPePHj2fbtm0AXHfddc4WPn9/fyoqKvB1PKlguUrTYq1DKVWglNrheF2F3pLVBbgBeN+R7H1gmkdOvUhxpUmfXh1Ym1VCcZUJPz+NBfdcxtTUzufbjtDeuGJWw8QU9ditMOZR/fX0RTDxn+fflyAIwnkgPT2dnTt3AmCz2UhPT2fXrl2A/rBsNBqxWq2A/iBsNBr54YcfAP0BMz09nawsfdKpqqqqVn32ihUrGD58OMHBwc2mq6qqIjk5mZSUFObNm0dQUBAzZsxg7Nix2O12lFLcd999rFmzpsXP3Lhxo9uKUWNycnKIj49n0qRJDB8+nHnz5jnfe/LJJ5k92/Vv25mZmVRXV7v8DE/zW8+CBQu47bbbWvTjKn1zTJ06leuvv57evXszceJENm3aBMAHH3zAc8895/KYtLQ0fvzxxxa1PfHZ+Dx07dqVRx99lO7du9O1a9cWFzSeMGECGRkZdO7cmdWrVztfZ2dnM3fuXDZv3sz69euZPXs2xcXFLfo91Q+AyWRixIgRjBkzhnXr1gG0urxNmDCB/fv3M2rUKF544QUKCgqc782bN49du3axefNm5s6dS2FhIaDfT1OmTCEjI4MVK1aQn5/vNr/N6bji6NGj9OnTx+37Gzdu5JlnnmHv3r0888wzzZ6vr7/+moyMDB599FFuv/32ZivEvoInzTPbNE17BXgDfSbBh4HtrfkQTdN6AsOBLUCCUqoA9EqYpmnxbo65D7gPICkp6az6957Km9vKsdntAPj7wd8+2cyMtGiv6QtCc/ibK+kbkkhwdR5+yopdC6C888/IOX4SZAyfIAjCOaGwsJAnnniCpUuXtpg2IiKCPXv2cODAAe677z5uuukmrrrqKpYvX84rr7zC0qVLmTNnDmFhYS1qFRQUuGz9ORWTycTq1avZvXs30dHRpKWlMXHiRPbt20f//v3p0aOHy+Nef/11ly1Arckv6K1kNTU1zlYWd3569+7tMn1zxMbGUllZ6fzrSQtEfHx8k0qCO1ryeep5KC8v55tvvuHYsWNYLBbGjBnD5MmTSUpKavGzGrNz507GjRvnbHW55JJL2L17NxMmTGj2OFfXJS8vj8TERLZu3cqNN97IoUOHWl3eoqOj2bNnD99++y2LFy9m5MiR7N+/n+joaN59912WLFmCUor8/Hzy8/NJTEwkKCiIyy/Xl7nt1asXhYWFzsqUK9zpuEIphaa5X9Vp5MiRDB061Om9JbKyspg7dy7r169vMa0v4EkF62Hgr8Anjvg74C+efoCmaeHAIuAxpVRlcye7MUqp+cB8gLS0NDVs2DBPP7JZiitNrP58NVa9foXVDmuyjTz3y8uIj+jglc8QhGY5eRxWloKmgQI//wBib3uTWOniJwhCO+Duu+92vvb3928S+7lZGL3+ASwsLKxJ+oiICI8+02QycfPNN/Pyyy83+6v6qQwaNIjAwEB27dpFbm4uO3bs4PHHH+exxx5j7NixzJkzh/HjxzerERISgsnU8hIuCQkJDBo0iO7duwP6A2hmZiZbtmxh0aJFLF26lNLSUvz8/EhKSmL69OlUVlby3XffMWfOnLPO76mtUe781FdcPG29AtA0rclms9laPMZkMhESEtJiuuZ8ujoPK1eupHv37s5WkOHDh7Nz585WV7Dqu+21BnfXpb6SMmrUKJKSkjh+/DgHDhxodXnr0KED06ZNY9q0aUyZMoXNmzfToUMHVqxYwcaNGwkNDSUtLQ27o5EhMDDQeaymac79rlizZo1bHVf07t272YldXLVCNa4j1LdiA9TV1fGb3/yGd999t0k3Ql+m2S6Cmqb5A0uVUn9SSqU5tqeVUi13OtaPD0SvXC1QSi127C7SNC3J8X4S4Fl7qpeYu+qQc3HgemR6deGcU3YEfnT0V47pAb/fCyN+I7P/CYIgNGLEiBGEhIQQEKD//hsQEEBISAgjRow4Y02lFHfeeSe33347EydOPO39p556iqeeesoZnzhxgrKyMkBvbdi/fz9dunRh2rRpPP/88+Tl5dG7d2/Wr1/P22+/3eLnDx482KMZBEeNGkVOTg4GgwGz2cyePXvo3bs3L7zwAocPHyYzM5OHHnqIWbNmMX36dEDvbjl9+vQmD8ot5feZZ55x+ZC+cOHCJhUmd37cpfc2Bw8eZPDgwS2mc+fT3Xmobymqq6vDaDSyY8cOevXq1eLnREZGYjAYnPGIESPYsGEDNTU1lJeXs3XrVlJSUtwe786PwWDAaDQC+hjE/Px8unfv3uryduzYMQ4dOgSA0WgkOzubLl26UFlZSadOnQgNDWXfvn3O7ritzW9rdYYNG0ZNTQ0bNmwA9Jbc+vvKHVFRUc7zkZmZ6dz/xBNP8Ktf/eqs/g+cb5ptwVJK2TRNq9U0LarxRBeeoOnV0HeBA0qpVxq9tQy4E3jR8deztmsvIdOrC21CxkL46W1IuRXC4yEkRh+LVXJA1q4SBEFw0LNnT37/+9+zfv16tm7dyqhRoxg3bpxz4P6ZsHHjRhYvXkxWVhbz588H9DEd9V2hTu2GlpOTw3333QfoY8ReeumlJq0bQ4cO5cknn3SOdWmJyZMns3r16ha7jkVFRfHqq69y1VVXYbFYuP322xk4cKDb9Eop3n77bVauXNmq/Obm5jJmzJgmx2zZsoXw8HAGDBjgkR9X6VtLdnY206ZNcz5Qb9iwgX/84x9cd911AKxevZrrr7++RR13Pjds2ODyPIwdO5Zrr72W1NRU/Pz8uOeeexg0aFCLn/Pwww8zbdo0YmNj+fzzz+nZsycPP/wwl156KQCzZ88mPt7lqBfA/XXJzs7m7rvvJjg4GH9/f9555x1CQ0Odx3la3oxGI3fddRc1NTUopfjNb35DcnIyAwYMYP78+aSmpjJw4ECPKymn5nfixImt1vnwww+59957MRgMBAYGsnz5cudEF6548sknmThxImlpaXTr1s25f968eSQnJ/Pf//4XgPXr13vcet1WaC01cWqa9in6LIDfA86WK6XUIy0cNxZYD+wB6tsQn0Yfh/Up0B3IAW5RShlcijhIS0tT9TOJCMIFQ/ZGCI6ApBSwGMFYDpGt64IgCIJwIaFp2nalVFrjfdu3b1eeTPJwsWI0GrnyyivZsGGDs2XOG3zzzTd8+OGHLFy4sFXHDRs2jFWrVjX7oOsLjBs3jqVLlzY7AYUgtDXbt2/n2WeffQ94bNmyZc5Zdzy5079ybK1CKbUBcDfg6uet1ROECwprHSz6HXQZCbctgMAQfRMEQRDaFSEhIc6uXj179vSa7qRJk5g0aVKrj/PmpGHnipKSkhZn9xMEX8aT6dbf1zQtBOiulMo6D54E4cJEKTj0PfS7GgKC4fZPoWPftnYlCIIgtDFXX311W1u4oIiLi2PatGltbUMQzpgW18HSNG0KkAF864iHaZq27Bz7EoQLj6xvYOEtkOlo8E1KgaDQ5o8RBEEQBEEQLio86SL4DHAJsAZAKZWhaVrL060IwsXGm2OhcM/p+zv1h4e2Qv+JcMv7MOC68+9NEARBEARB8AlabMECrC5mEGz95P+CcKHT9RLwP3UmKw0q8sBiAj8/GDJN/ysIgiAIgiC0Szx5EtyradrtgL+maf00TXsN+PEc+xIE3+OKWfq6VY3xD4IpcyFQFqkWBEEQBEEQPKtgPQwMAeqAhUAF8Ng59CQI3uXNsfBM1Onbm2NPT6sUGI5BZb4e11XDwl/C3kUQkQhDftGQ1j8Iht8BKbecn3wIgiAIZ8Qf/vAHEhISGDp0qMfHVFVV0blzZ15++WUA1qxZQ1paGn/4wx9a/fm33nqrR4sN/+tf/2Lo0KEMHjyYZ5991rl/y5YtpKSkMGjQIG699dbTjrPb7QwZMoTS0lKP0p/Kp59+Sr9+/ejfvz9ffvklAGVlZaSlpZGamsqwYcNYsmRJk2NOPT9nyrJly3jxxReb7CspKeHaa689K93m/Pv7+zNs2DCGDRvGI480u+qQk1dffZXa2toz9nPixAnGjh3L4MGDGTFiBN9//z1wZuXq4MGDjBs3jsGDBzN8+HBycnLO2NfZ5qs5LhSf5wSllMsN6IBekXoduB8IcJf2XG3AFGB+r169VE1NjaqsrFQVFRWqtrZWlZWVKbPZrIqKipTdblf5+flKKaVOnDihlFIqPz9f2e12VVRUpMxmsyorK1O1tbWqoqJCVVZWqpqaGnXy5ElVV1enSkpKlM1mUwUFBU006v8WFhYqi8WiSktLldFoVOXl5aq6ulpVV1er8vJyZTQaVWlpqbJYLKqwsNClRkFBgbLZbKqkpETV1dWpkydPSp7OU57MXzyk7M91Ump2pHOzP9tRqS9/rx+74s/KsPoNPU/5J5T9uThVs+QJPU8Gg7L+Z5yq/fFtPU9FR/VjZ0cq+3Pxyl5ZINdJ8iR5kjxJnhx5ArapU77Lt23bpjwlO/tNVWb4scm+MsOPKjv7TY81XLFx40a1detWNWTIEI+PmTVrlpo8ebL617/+pZRS6tZbb1VGo1H98Y9/VJmZmR7r7N27V02dOrXFdLm5uapPnz7KbDaruro61atXL3X06FFlt9tVv3791Pr165VSShUXF5927JdffqnuvPNOpZTyKH1j6urqVM+ePVVhYaE6fvy46t27t7LZbMpsNquqqiqllFIlJSUqMTFR2Ww253Gnnh9vc9ddd6m1a9ee8fHN+Q8LC2u1Xo8ePVRJSckZ+yksLFQZGRlKKaWys7NV586dlVJnVq4uueQS5/U9ceKEKi0tPWNfZ5uv5rhQfJ4N27ZtU1OmTHl3ypQpEapxHUa5r9x8AnzkqFwtAV51l/ZcbyNHjjyHp0a46DmZq9RzcU0qWOqZGKUq9YcN9eY4pVb8uSH93i+UKtznXu/L3yv1TLT+VxAEQXBythWsMsOPau26NGcl69T4bDh27JjHFaysrCx19913q9mzZzsrELfccosyGo3qD3/4gzpw4IBSSqnq6uoWtZ566imVnp7eYrrc3FzVo0cPVVVVpSorK9WAAQNUWVmZ+umnn9Tll1/e7LHXXHONqj/PnqRvzLp169T111/vjK+44gq1c+fOJmkOHz6sYmJiVF1dnVLK9flxx+zZs9XPfvYz1adPH/Xggw+qfv36OSt9v/71r1W3bt3UzJkzTztuyZIl6t577/U4H81xqv/WVLC+//57lZqaqgIDA9XQoUNVamqq84eF//u//1NDhgxRQ4YMUe+9916rPMXFxSmTydTqcpWRkaHGjRvn8j13fsLCwtSf/vQnNXjwYHXPPfe0mK/Vq1erCRMmqJtuukkNGTJEPfroo0oppaZMmaJSUlLUiBEj1GuvvdZs/s7E56uvvqoGDhyokpOT1axZs1r02Ro/5wp3FazmuggOVkrdoZR6C7gZ+Nm5aEEThHOC3d7w+qvHISisYYIKzR/6/BwiEvT4/nVwzQsN6YdMg4TB7rWvmAXdL4MrnvS6bUEQhIud7TtuJ7/gcwDsdgvbd9xOQeESAKIihxEUFM/u3fdz5Ogc9u59mKCgeKyWSgDMZgPbd9xOSekqAOrqSs6JxyeffJLZs2c32TdjxgzGjh2L3W5HKcV9993HmjVrWtTauHEjI0eObDFd165defTRR+nevTtdu3Z1LrSbk5NDfHw8kyZNYvjw4cybN6/JcZmZmVRXVzs/o6X0p1JYWEhSUhJvvvkmn376KYmJiRQUFAB6N8Dk5GRSUlKYN28eQUFBbs9Pc0ydOpXrr7+e3r17M3HiRDZt2gTABx98wHPPPefymLS0NH788eyG/LvzbzKZGDFiBGPGjGHdunXNakyYMIGMjAw6d+7M6tWrna+zs7OZO3cumzdvZv369cyePZvi4mKPfK1YsYLhw4cTHBzc6nJ19OhR+vTpc9r+5vzU1NQwZcoUMjIyWLFiBfn5+W7zVc/GjRt55pln2Lt3L8888wwA8+bNY9euXWzevJm5c+dSWFjoVZ+zZ8/mp59+Yvfu3TzxxBOA+/PfWj/nm+YqWJb6F0op63nwIgjeYVs6vDoUrGY9vuRemPBMwwQV/oFww+tnrh+RCHd/01BBEwRBELxGYGAUsbFjyc5+naSkWwgMjDqvn//ll1/Sv39/evTo0WT/VVddxfLly/H392fp0qXMmTOH66+/vkW9goIC4uLiWkxXXl7ON998w7Fjxzhy5Agvv/wyBQUFmEwmVq9ezVtvvcXatWt59dVXOXr0qPO4119/nYceesgZt5T+VJTea4kZM2Y4x2tpmgZAREQEe/bsYdu2bbzxxhtYLBa356c5YmNjiY6OJjY2lpiYGCoqTp2c+nTi4+OdFb0zxZV/gLy8PHbs2MGrr77K7bffjtFobLX2zp07GTduHOHh4cTExHDJJZewe/fuFo8rLCzkiSeecFZ8W1uulFLO6+Opn6CgIC6//HICAwPp1auXRxWRkSNHOscsRkdHA/Duu+8yfPhwRo0aRX5+Pvn5+V71OWrUKH7729/y3//+l+Dg4BY9tsbP+aa5dbBSNU2rdLzWgBBHrAFKKRV5zt0JgicU7YMfXoDr/gVRXSG2F/SdAHVVENAR+l2tpyvYBdvTYdh0qRwJgiC0ESNHLHS+9vMLbBL7+4fQq9fD7N37CD17PsSJEwsZOnQusTGjAQgKim2SPji45YpLa9myZQuLFi1i6dKllJaW4ufnR1JSEqGhoezYsYPHH3+cxx57jLFjxzJnzhzGjx/frF5ISAgmk6nFz125ciXdu3cnKkqvUA4fPpydO3eSkJDAoEGD6N69O6A/+GZmZtK7d28qKyv57rvvmDNnjlOnufSu6Ny5c5OKTGFhIYmJiU3SDBo0iMDAQHbt2uX2/EyfPt1t3jRNa7LZbLYWz4fJZCIkJKTFdJ7Q2H9aWpozf6NGjSIpKYnjx48zcODAVmnWV0xbg8lk4uabb+bll192tu588cUXrSpXvXv3djlhSnN+AgMDna81TcPeuJePG+rLYT1r1qxhxYoVbNy4kdDQUNLS0prVOROf3377LRs2bODjjz/mtddeY/v27W7TttbP+cZtC5ZSyl8pFenYIpRSAY1eS+VKOD+4mwHwlUF6hQnAP1h/fTJbj3uPh6lzIaxjUy3p2icIguDTGE5uYu/eRxg6dC59ev+eoUPnsnfvIxhObjpnn/nUU0/x1FNPOeMXXniBw4cPk5mZyUMPPcSsWbOYPn0606ZN4/nnnycvL4/evXuzfv163n777Rb1Bw8e7NEMgomJiWzdupW6ujqMRiM7duygV69ejBo1ipycHAwGA2azmT179jgrS+np6UyfPr3JA3Rz6QGeeeaZJg/vl1xyCfv27aO4uJjc3Fzy8vJISUnhxIkTlJWVAXqla//+/XTp0sXt+fE2Bw8eZPDgZrrrt4A7/waDwdlilZ2dTX5+vrMy2hyRkZEYDAZnPGLECDZs2EBNTQ3l5eVs3bqVlJQUt8crpbjzzju5/fbbmThxonN/a8vVsGHDqKmpYcOGDYDeQlpWVtZqP+7y5Y7Kyko6depEaGgo+/btY9euXc2mb61PpRQ5OTlcccUV/P3vfyc7O7tZn631c75prgVLENqerpdASRbYzA37/IOgqggyv4akVOjUF36/D1w0RTehvmufIAiC4JNUVe5u0mIVGzOaoUPnUlW527nvTJg5cyaLFy+mtLSUrl27Mm/ePKZOnQrgcTe0+u5OQ4cO5cknn2TUqFG88MILLRwFkydPZvXq1UyYMKHZdGPHjuXaa68lNTUVPz8/7rnnHgYNGgToU1RfddVVWCwWbr/9dgYOHIhSirfffpuVK1c20YmKinKZvp7c3FzGjBnjjIOCgnjxxRed++bMmYOfnx85OTncd999ANhsNl566SWSkpI8OFOekZ2dzbRp05wVng0bNvCPf/yD6667DoDVq1d71AXTHe78//jjj9x9990EBwfj7+/PO++8Q2hoaIt6Dz/8MNOmTSM2NpbPP/+cnj178vDDD3PppZcC+vih+Ph4t8dv3LiRxYsXk5WVxfz58wH4+uuvneOJWlOuPvzwQ+69914MBgOBgYEsX7681X7c5evU1st6Jk6cyPz580lNTWXgwIGMGDGiRe3W+LTb7fz617+msrISm83Gv//972Z9nomf84l2Jk2c55u0tDS1bdu2trYhnE8yFoK5BgZNgf9LBWuj7hUBHeC330LSsJYrVYIgCMJ5Q9O07UqptMb7tm/frjyZ5OFixWg0cuWVV7JhwwYCArz3u/Y333zDhx9+yMKFC1tO3Ihhw4axatUqOnbs2HLiNmTcuHEsXbqU2NjYtrYiCG7Zvn07zz777HvAY8uWLauq3y8tWMK54c2xULjn9P2JyTBjA1QWQPlxvcsewLdPQX4G/NbRwpT5FdSU6hNUDJsOO94Hu1VvvRo2HToPP29ZEQRBEIQzJSQkxNkFrGfPnl7TnTRpEpMmTWr1cRkZGV7zcK4oKSlxzqIoCBciUsESmtJSxchTuo46vWuf5qd3+QNY/2/Y9TE8lau3QnXqD36NiuPN70GAYwaZK2ZBxgK9gqX5yRgqQRAE4YLi6quvbmsLFxRxcXFMmzatrW0IwhnT3DTtQnuk6yUN60XV4x+k7zfXgM0xY//J47DjQ32mPoDDq+DDX4DxpB6HJzStXAEoO1z2oP561D1wx+dQ30U17W645vmGtAGNpueMSNRbrTQ/mQFQEAThwkP50uxegiAI3qB+7TJXSAVL0LGaoTgTRj/YsF5UPZqf3iXvH52h5IC+78R2WPYQlOfqsc0CpnK9EgYwYJLeilVfWfMPgrTf6RNSAMQP1LsH+nlYBGUGQEEQhAsSPz+/zIKCArtUsgRBuFiw2+0UFBTYTSZTqav3fbqLoKZpU4ApvXr1ora2FpvNhlKKwMBAjEYjERERnDx5kri4OOdK5Pn5+c41HRITEykpKSEmJoaqqipCQkKwWCxomoa/vz9ms5nQ0FAqKyuJjY2luLiYxMREp0b936KiIjp27EhFRQVhYWHU1dU5B6parVaCg4OpqakhKiqKsrIyEhISTtMoLCwkPj4eg8FAZGQktbW1BAUFeS1PYR9OxL9k32nn0NJxEIEPb9Y1EhPJP5FD5249KTm6h44H3qey1/V06D0a67EfCf/kRky/+ABt8M0E7f0YzW5F+QVgHPALQnuOpfKSJ4gM7aRr9Z1Aye2r6BjbB0NpKZG9rqI24TKCAoOwVVWhwnoReMM7dHjzEn3hNPzgilkUFhSc4XWKpXLKh8SGxVLsWKPjQrxOF2PZkzxJniRPkqf6PLnCbrdfc/To0YyCgoKOrhYeFQRBuNBQSmEymQwffPDBR0A00KTblswi2NZ4a8zT8sdh54enjHnyh4GT4ZcfQHUxzBkKE/8Jo36nT3P+2giY/Cqk3KJ39cv6Bnr9TD+2fua+gA7w6O4z75a3/HF9cd+Rd8PkV85MQxAEQbggcDWLIMDUqVPHAPcDdYA0ZQmCcDGgAaHAV8uWLftf4zd8ugWrXeBunaeul+iz6Ck7hDvWMdi3BMI6Qc+xerz8cX0dqJF36l3otr3XVFvZINyxyn1oJ7hshl5xA13zqbyGac6DIyDl1oZjh03XK0ZnO+bpill6t0Lp2icIgtBuWbZs2capU6dWAP2AwJbSC4IgXADYgTzgp1PfkApWW1M/Q15j6mfKe+9aSEyBW9L1/Stn6+Oa6itYRXsh1DGFaUQiJAzRKzN2m15JG/ILmPiS/r6fH1z9XKPPaKGbhrcqRrK4ryAIggAsW7ZsL7C3rX0IgiCca6SC1ZYoBWWH9Vai+u59mn9Dq9FVf22oQAHcuVxvaarnd9811btjkd61z27TK2lXPwf+Z3iJpWIkCIIgCIIgCK1GZhFsS3Z+CP+9Hvr+vGHmPv/AhlajIdMaxkQBRHeDkGj3ejKduSAIgiAIgiC0KdKCdb6pq4bqIujYB5Jv1bvy9Z8kY54EQRAEQRAE4SJAKljnE6XgwxvBaoT710NgB0i9TX9PxjwJgiAIgiAIwgWPVLDOByePQ1Q3faKJK5+GoLDTJ5mQipEgCIIgCIIgXPDIGKxzTeEeeD1NH28F0OdK6HZJ23oSBEEQBEEQBOGcIBWsc0V1sf43YSj8bBb0v7Zt/QiCIAiCIAiCcM6RCta5YNVz8OZYMFXoXQGv+KPeBVAQBEEQBEEQhIsan65gaZo2RdO0+QaDgdraWqqqqqisrMRoNGIwGLBYLBQXF6OUoqCgAID8/HwACgoKUEpRXFyMxWLBYDBgNBqprKykqqqK2tpaysvLMZvNlJaWYrfbKSwsbKJR/7eoqAir1UpZWRkmk4mKigpsb1wOz0SdtlleuwwGTqZy8HQICHFqFBYWYrfbKS0txWw2U15e7nN5qqmpoaamhoqKCkwmE2VlZVitVoqKilxqSJ4kT5InyZPkSfLUOE+CIAgCaBfCP8S0tDS1bdu2trbRlOWPNywOXI/mDyPvgsmvtJktQRAEQWgrNE3brpRKa2sfgiAIbYlPt2D5NKm/1Kddb4yfv6w/JQiCIAiCIAjtGKlgeYrNCjmbGypVmV+D3aovFAz63+G/PrtFggVBEARBEARBuKCRClZz1FWBxaS/3vMpvHetPu06wKX3w70/gOY4hZqftF4JgiAIgiAIQjun/S00/ObYhkpSYxKTYcYGsNv1BYGLD8BbP4Mb34Khv4B+18It/4XY3nr6yM76Nmw6bE/X/0rrlSAIgiAIgiC0a9pfC1bXSxq69dXjHwRd0uDNcbD+3/q+Tv1h9EMQP0iPwzrCkBshOLzpsVfMgu6XSeuVIAiCIAiCIAjtsIJ1xayGbn31aH4w/inoOgpieur7/PxhwuyGCpY7IhLh7m+k9UoQBEEQBEEQhHZYwYpI1Lvz1bdiaX4N3fsmvwIpt7StP0EQBEEQBEEQLljaXwULmrZi+QdJ9z5BEARBEARBELxC+6xg1bdiNW69EgRBEARBEARBOEva3yyC9VwxC0oOSOuVIAiCIAiCIAhew6dbsDRNm6Jp2nyDwUBtbS1VVVVUVlZiNBoxGAxYLBaKi4tRSlFQUABAfn4+AAUFBSilKC4uxmKxYDAYMBqNVFZWUlVVRa1/JOU3/g9zcAylpaXY7XYKCwubaNT/LSoqwmq1UlZWhslkoqKigpqaGmpqaqioqMBkMlFWVobVaqWoqMilRmFhIXa7ndLSUsxmM+Xl5d7PU20t5eXlmM1myZPkSfIkeZI8SZ7Oe54EQRAE0C6Ef4hpaWlq27ZtbW1DEARBEIRm0DRtu1Iqra19CIIgtCU+3YIlCIIgCIIgCIJwISEVLEEQBEEQBEEQBC8hFSxBEAThouDmZTfz/ObnKaktaXMdX/LiTR1BEAShZWQMliAIgnBRkPx+MoF+gfhpftzQ9wZmpMwgLjSuTXR8yYs3dVpCxmAJgiBIC5YgCIJwEWGxW6iz1fHFoS+46rOruH7x9c5Wm6s/v5q/bvyrM+34T8bz3KbnnPHl/7ucF396sYnO51mfM2nxJJ7f/Dyp76cyd8dcAOzKTvL7yfxn138AqLPVkfx+Mu/secell4mLJ5L8fjJv734bgMKaQpLfT2bRwUUA5Fblkvx+MsuOLAPgaMVRkt9PbqLzadanXLPoGp7f/Dzr89aT/H4y6/LWAbCjaAfJ7yezKX8TAFsKtpD8fjLbCre59FOfJ2nREgRB8D5SwRIEQRAuWMpN5S73W+wWQK+4/HHdHwH49aBfc2W3K51p7hpyF1d0vcIZ/3bobxnTeUwTHTt26mx1fJb1GQlhCVyadCkAGhoPpD5AWoLeWOOv+fNA6gOMiB/h0ovZZgbgu+zvAAgPDOeB1AcY1HEQAJFBkTyQ+gADYgYAEBMcwwOpD5ymZbVb+SzrM/6z6z88kPoA3SO6A5AUlsQDqQ/QNaIrAF3Cu/BA6gN0Du/s0k99nurPjSAIguA9pIugIAiCcEGSvjed/+z6D6tvXU1YYJizxQdwdoeb1ncaM1Jn0Cmkk8e63tDxJS/e1GkJ6SIoCIIAAedKWNO094DJQLFSaqhjXyzwCdATyAZuVUqdPFceBEEQhIuHnMocXtv5Gg8Pf5jukd25NOlSbMqGXdmdabxVefCGji958aaOIAiC0DznrIIF/Bd4Hfig0b4/AauUUi9qmvYnR/zkOfQgCILQ5ty87GZS41PPemKB9qiTZcgi0C+Q3tG9CfIP4qfCn8iuzKZ7ZHcGdxzM4I6DnWkHxAxgWPyws648eEPHl7x4U0cQBEFomXPaRVDTtJ7A8kYtWFnAeKVUgaZpScAapdSAlnSki6AgCBcyvjYTnK/r3DP0HpLCkzDbzIz/dDzju47nH+P+AYDNbsPfz7/VnyGcH6SLoCAIwvmf5CJBKVUA4Pgbf54/XxAEoU1oPIPbNYuuYdbaWZTUllBtrmbxocXkVOYAUFFXwWcHPyO3MhcAg8nAx5kfk1eV10Rn8aHFTFo8iafXP81bu96isKYQ0GenW3BgAcW1xQCcqD7BggMLKDWWAjh1G+tc8/k1/HXjXympLeFoxVEWHFhAlbkKgMMnD7PgwAJqLDWA3qK04MACjFbjafmatHgSj695nLd2veWcZGJPyR4WHFjg7Ma3q2QXCw8sdJ6XncU7m+h8nvU51y66luc3P09FXQX/d+X/MWvULGd6qVwJgiAIvs657CJ4Vmiadh9wH0BSUhIZGRlta0gQBMEL1Fc8vsn+hqMlR7m3273MzpzN/d3uZ2zsWE6YTvBc1nM81OMhLo2+lOzabP5+6O882vPRJjpWuxUrVpYfXY5CEV4ZzpCIIeyr2seLR18koCyAAeEDyKjM4N/H/k2Hkx3oE9qHbRXbTtMBWHp4KQcKDjA+djxv5b5Fp8pOJAQnsKZsDe/mvUtiVSIdgzqysnQl7594n67VXV3m6/vj3/P98e8ZZhtGsF8wS4qWsKhwEYNMg/DT/Pi84HOWFS9jcJ3ete/j/I+b6NjRK2KfZX3Grrxd/KXvX8guzPbOyRcEQRCE84B0ERQEQTjHnDqDm4bGlD5TeGj4Q0QHR1NqLCUyKJLQwFAsdgsnTSeJDIqkQ0AHLHYLlXWVRARFMPKjkU10/DQ/pvaZyvSB0+ke1Z1Av0Asdgs15hrCgsL02GahxtI0HvHRiNN0buhzAw8Me4DIoEhqLbVEBEXg7+dPna0Oo8V4WhwZHEnqB6mn6UzpPYU7Bt1B7+jeaJqG0WqkzlpHVHBUkzi6QzQAtZZaLl146Wk6MhHDhYl0ERQEQTj/LVjLgDuBFx1/l57nzxcEQWgzgvyDuLHvjadVHBLDEp2vA/0CiQ+NbxJ3DOnYJG6uAhLoF+isvAAE+gcS7d80bkknyD/I+TrYP5hg/2C3cUt+QgJCCAkIcRuHBoZ6pCMIgiAIFwrncpr2/wHjgU6apuUBs9ErVp9qmvY7IAe45Vx9viAIQluilCKvOo9uEd0YEDOA5E7JzBw+0ydmgrtYdQRBEATBF5CFhgVBEM4B8zLm8dH+j1h8w+ImLVSCcDEjXQQFQRB8eJILQRCEC5lpfacRGhBKQmhCW1sRBEEQBOE8cr6naRcEQbhoOVZxjLd3vw1A5/DO3DX0LjRNa2NXgiAIgiCcT6SCJQiC4CW+PPIlHx34yLnmlCAIgiAI7Q/pIigIgnCW1FpqCQ0MZeawmfxywC9logZBEARBaMdIC5YgXCRYiospeOZZjk67UXTOkY4rjfm75/PL5b+k0lyJv58/CWEtj7nypTyJzvnR8SUv3tQRBEEQTkdasAThAsdSXEzpvP9Q8cUXKLsdLBaUUmiahrJaUXY7WmBgk9gvSF/nqHFsKS6m9I03qFiytEHHoeVM70FsLS6m9O13mvipR1ksoBRafXqzGcBlbCkupvT116lYuqzBj9kMmoYWGNiQvpnYbjZjKy2ldP7bLv3YzWa0U9Jrfn5oAQFNYqvB4PIcK4uFEbGplBpL6eDfocnx9e9r/v5o/v4opbDk51M2/20qlixp0LHZ9PftdpTV2pC+mdhaVkbpvHlUfNFIp/79gAA0P7/TY5tN/6xGsaWwkLK33z5Np0n6+rLTTGwtKTm97LSi7NXHlqIiypopOy2VvfqypZedN6hY2rQse1r26mNrSYn7suxB2dM0DevJk6eVndaUvfrYfOIEZfPnn3aOm5S1ZspefayXndP9CIIgCN5DWrAE4QLFUlxMzowHOHzFeMoXLULV1TU8vNXUAlD27ntkpaTqD5dA6X/eJCsl1alRMvc1skaMpOCZZzly9TWUf/Z5E52iF1/i8LifOdMXPv8Ch3/+c2dc8Ne/cXTiJKefI9dP5vCEq0/zU0/ew4+QfduvnHHuAw9y/Ne/ccY5v7uH47/+TYOfTz9ropP9q9vJe+hhZ/pjN93MicefcMZHp95A/pN/cvo5eNnoZv0c/tkVFP3zRWd86LLRFL/8b2ecNWIkx265VfdyisYPR78jKyWVnsszePrSpwkwWchKScXw/gcA2MrLyUpJ5eTC/2EpLib/T09x5OcTKP+86TmuWLoMAPPx42SlpFL59TcA1B0+TFZKKlXfrwTAtP8AWSmp5M54QPfzeVM/tVu3kZWSSu1WfUmLmh83kZWSijFjFwDV69aRlZKKad9+LMXF5N53v8NPUx1z9nGnr6yUVCwn8gEo/3wRWSmpWItLADj5v4/JSkkl/+k/u/TjUdkbmea8Vsduuln34+ZaNVf2AP38TrquUVluWnY8KXs5v7vH6efQlVc1W3aaK3sAR66+hqNTprosO9By2Ts4Mo2S/5vrbGk68vMJp92fZe+8C4CqrXVb9gCsJSVkpaRy/M673PoRBEEQvIdPV7A0TZuiadp8g8FAbW0tVVVVVFZWYjQaMRgMWCwWiouLUUpRUFAAQH6+/jBQUFCAUori4mIsFgsGgwGj0UhlZSVVVVXU1tZSXl6O2WymtLQUu91OYWFhE436v0VFRVitVsrKyjCZTFRUVFBTU0NNTQ0VFRWYTCbKysqwWq0UFRW51CgsLMRut1NaWorZbKa8vFzyJHk6ozxVHDxIZV4eOY8+Ss3ataDUaQ9KWlAg+fn5hI4aRYd770EBpaWlBKWlEfHADGeetOHD8I+Pp/yTT/QHLru9iU5dSgodH5jhzJMtbSQxv/udM0/+48YRdscd1NbWcvyRR7Hk5rr0U5+nqGk34D9lijNPoVMmE3zDVOd1Cpp8PdaKigY/p6Bddx1R025wXqfAX9xI6KSJzusU+qvbCLhyPEajkeOPPIoyGvU8ufBTUFBAxxkzsI4Y4bxOUfffj5aW5rxO/vHx1GVmunwY/dvmZ9Du/jWhl1xCUVERNj8/wu6/H/+UZCoqKjDa7UTNnImtX19yH/s9lcv0ihQ2WxOdqjh9vFaZxUKnxx7DmJCA2WymJjCQ6IdmYu3SmcrKSqyREfglJVGzYYPux2ptohPUtQsd7rmHwC6dKS4uxq9zZ8Jn3I8tNkY/PiGB6IdmUhvSgbzfP07Njz/qB56iU1JnAqAmMYGOjz5KhdWCyWTC1qsnUTNnYtKgoqIC/0ED8UtKonLJEt3PKfnypOzFPPAABoOBvN8/Tt3Bg/qBp5xnT8peeXk5oddcjU3TGsrOKWs8elL2wqZNo6ysjLzfP47NYHBZlj0pewaDAS04CPPx4y7LjidlL/y++wi+7FKOP/wI5Z98oh94yv3pSdkzmUyU19UR0KULxu3bXVdevfh/TxAEQZCFhgXhgsJaVsahK8bT8Z7fMStuNTdttNN3Y+5plYhBmQc81rxrwQ3ctFHRd2OO6LRCw+/HJQyIHeCRjrWkhJJ5/6Fi8eLTumW1Jk+ic+Ho+JIXb+q0hCw0LAiCIBUsQfCYm5fdTGp8KjNSZhAXGnfedCqWLcNy4gSdHngAgPIlSwgbPZoR304g0C+Q6Br4/e6ujkqADSxW5wNTTmUOQf5BJIYlAnC88jgd/Ds4J2LIrshmypIpBPoFElMDM3fGM2hzAdj1X+6Dt3xFZFCkc1a8o+VHiQxuiI+UHyGmQwyxHWJJfj+ZAC2AmFrNpR+r3crxyuN0CulEVHAUFruFnMqchthmIacqh2lLp7n1E7R5OQmhCYQHhWOymjhRfYLEsETCAsMwWo3kV+eTFJZEaGCo009srcZju7vSd+NxRyVJ91NjqaGwppAu4V3oENCBanM1RbVFdI3oSrB/MFXmKi7/3+VOL3dvDSflpzIC8QeL5YweSl095IrOxa3jS168qeMOqWAJgiD4eBdBQfAlsk5m8cWhL5i0eBLPb36ektqSs9fZ9Dx5VXnO9w6UHWB70XasJ08C8GnWp+z64VOq1qxB2e08vf5p5sTvJDBBryBZ7BZKQizMHp3HQw/48UOqPyVdw516M1fN5JVtrzjj+767j7k75zrj3674rVOnOMTC7MtPMON+ODyuJ/4D+vKr5b8ifW+6M/3NX97MR/s/csbTlk7j48yPnbFVWZv4+TbZRlUPvTJWba5m2tJpLD+6HIByUznTlk5jRfYKAIqNxUxbOu00Pw/M0Dg8rie2vt2ZtnQaP+brXduOVBxh2tJpbC3cqp9XQxbTlk5jZ/HOJn6KHX4enKH7sfTpCsC2wm1MWzqNI+VHANhUsIlpS6dxvFIfg7Q+b30TLy9fUclDM/w5NLY7/gP6tnyhXRAQF0fS7L/Rd+X3RN98M8EDB4rORa7jS168qSMIgiC4p923YNXPwGbMyKD3ki9Epx3onKlG8vvJzteBfoHEVMO926PpkWNi9Hf6Q/8Xh74goySDZy9/FoB39rzDrpJdvHbVawC89NNLfHSgoYKioRFdrZi1tyf98+G1R3oSuzmL2/5XQO9lS/nDsTlYjTXMu/5dNE1j7o65BPgF8OCwB5v4aazXP6Y/n0/9HNArCRFBEQyLHwbA2ty1emtTnH7s6pzVPLL6EZc6IxJGcMegO+ga0ZWBsfpD2HfZ39Ejsoeza9y32d/SN6ovfWP6uvUzuONgPp78MWabmR9yf2BQ7CB6RPbAZDWxJm8NQ2KH0C2yG7WWWtadWMcf1/7RpU5qXCrTB09nWNwwEsMSqairYFPBJkbEjyA+NJ6TppNsKdxCWkIanUI6ufWTEpfCR9d9RHFtMTuKdzA6aTRRwVEU1hSSUZLB5Z0vJzIokoLqAq5ZdI3bc/Pfif897T1BaO9IC5YgCEI7nqbd1dTWonNx63jLS3S14qYNJq7co9CUkcBGY/uLaoucLSKgV8Q6+Hdwxr2je5+iY+PKPQo/22FsCn6f9n+oXuWEB63CLzyc137+WpPPfmTE6ZWh+s/x0/yY1ncaM1JnOPeP6zquSborul3RJL6y+5XN6py6YO41PZtWOCb2nOixnyD/oCbpOwR0aBKHBoYysefEJhWs5vxEBUc1OT6mQ0yr/MSHxjdJnxiWyMSwhjgpPKlFDUEQBEEQhFNpdxWsJg/ZNluTGbRqd+4Em43QNP3Ht9odOwAIHTFCj7dtA39/QocPx1JcTOEzz1Kzfj0KXD6s12zahF9EJCFDhwBQvXEjATExdBg8WI/XbwB/P6q++173Y7U2mYmras0agrp0IbhfPz3+YTVBPboT3KcPSimqV68mqGcvgnv3wlJYSMFf/0btli36TE6n+LGbzdRs2EBw//4Ede2Kva6Omo0bCe4/gKCuXbDX1lKzeTMB8fGUf77ItZ8ffqDDkKEEJsRjq6ykdts2QpKTCYiLw1ZeTu2OHYSkphLQsSOmQ4co/n//cuvHWlKCcc8eQtPS8I+MxFJUjGnfXkIvuQT/8HAshYWY9u8nuHcfyv77X328gM12mp+wMWPwCw7GnJtL3aFDhI8dixakz95Vd+QI4T/7GVaDgaKXXqLqu+8dheD0a1V3+DDm3FwirtQrHHWHDmE+cYKI8eMBMGVlMWavjYF56BUiOwQ0mtDLuG8f9ooKZlw+gxmpMzDu3Ye9qpI7R9+pv79nD/aaWm657Bbmfv8sv11hY6SjHta4gtY7qjdEAX8ccZpHV7RUIfKUi1VnQOkljMq5jrC6aMJighjTr1+rtbyhAXBwSyGblh6h2lBHeGwwo2/oQ/9LE0XnItbxJS/e1BEEQRCap92NwTrx+BMN0/ieMj1x6WuvN1mHpOSVOZS8+n/OuPhfL1P6+htOneofftDXeHHTElL4zLMY0hvGrxT89a8YPmzoHpb/9FPkP/mnBj+nTHN84vEnKF/c0IUt79FHnWvmAOQ9OJPKr7/W0z7xB72yZza79GOvqSHvwZlUr1kLgK28grwHZ1KzcSMAVoOBvAdncuKPs9z6yXtwJsaMDADMx3P0eO9eAOqOHiPvwZmYDmTqeWvBj3HPXvIenIk5J1ePd+4k78GZWBxT/tZu3ab7+cMfdD9ms0s/tooKAKrXrNXjmhoAqlauIu/Bmai6Ok48/gRVX32t+3BzrSqWLuPEI4864/JFi8l3rHFTba5mx/wXmblccXWGIsjatHIFcPKDDyn469+cseG99yh89jlnXDb/bYr+/ncAHlti49KDesUqsGmWWsWAmAH8ot8v+Pamb/nLZX8580rIRaozrvZ6xh+9jfC6GDQ0ak9aWL0gk4NbCj06XtkVV1TdcLrGR7qGxWzDUFCD2aT/H7HU6bHFrF9Us8mKoaAGq9nGwS2FrP4ok2qDPvV8taGO1R9lsuO749gsemGqM+rpbVZHXGvRY5sem2os7Pju+Ok6jjyZqvX0yq53+zZWm/XY0Q3cWKXHoD9o/3CKzg8OP/XUVNRRXlTrPi6vY+f3x1m9wLWfKoOJihKjM32VwURlqevYnZ9dq3Kd6StKjFQZTI3iWqpPNsTlxbXs/iHXrZ/yolpqKhqm/j9ZWHNaXFtpbtbP3rV5zrJhKKjBWK2ntztiU7VjHTqbnR3fHXepcXBLITarHUNBDXW1enqbxREb9bJktTSUrebKjidlrz5uruwIgiAI3qXdjcFqMoPSKS1Yfb79BmVXBPfuBUDdsWMABPdyxEePoflpBPXsibWkhMIXX6T6+5WntdDUz8hUd+gQWkgIQV31QfWmgwfxCw0jqGsXPc7KQlkslC9a7NJPry8W4x8TQ2Ci/gujaf9+/Dt2JDAhAaUUpv37CYiLIzA+HktREYX/+Cc1jskQTvWjrFZMWVkEJiYS0LEjymzGdOgQgZ07ExATg91s1v0GB3NywUKXfnou+pygrl3xj4rCXltL3bFjBHXvjn9EBPaaGuqyswnq0QP/8HDqso9TPGeOWz+2ykrMubkE9+6NX0gItooKzHl5BPfpg1+HDtjKyzGfOIF/dDRl77zr1k+H/v3RAgOxlpVhKSykw4ABaAEBWEtLsRQV0WHgQGwGA8X/foXKr792e60sRUXYysqcrYuWwkJsJ0/SYdAg3tnzDgvXvkaqMY6fHwulz8YcvbLXuOysXIm9toYO/fsDYM7LQxmNztZHc24uqq6O4L59uWvBDdz2vZkeO06A4pxNl9zeef/pjc6HycaERATy23+No/pkHd+/t48R1/agx9COlBfV8sW/d3DF7QPoPSyOkpwqPv3HVpfa4bHBXPPbISx+eQdTHxlGt8Gx5GUaWPpqBjc+MZzO/WI4vq+M5a/t4qZZI1nxzl6XXgBu+9sldOwcTtaWQlam72f6s5cRnRDK/o35rP4wk9/843IiYjuwd90J1i7McusneXxXNi0+wn3/dwWBwf5s+zqbLcuOMuON8fj7+7Fl2VG2fZPNzP9c5fbcAMx88yoA1v4vi8Pbi/ndy3o309UfHuD43jLuemksACvT93NwayHKfrpGeGwwcd0iqCw1cdtfLwFg+eu7MFaZueWpUQAsfXUnVrOdm2aNdOvHP8CPGa+PB+CTv/9EeEwHrn8wBYCFz24hNimUiffpY+0++usmairqsJpPNxQeG4zNquid2onx0/XxhO88vo4BlyYy7pf6PfvWI2sYekVXxtzU162foBB/7p1zBVaLjbceXstl03ozcmJP6oxW3vn9Osbc3JdhE7pjrDLz3h83uDy/4bHBTPv9CD766yZ+ftcgBl6WxMnCGhY+s4VrfjeEfqMSKM2r4pMXtjLp/mTWf3bQ7bXypOwl9o7iaEYJ37y5x62fO/8xxuV7Z4KMwRIEQWiHXQTrZ1CKe/CB06aqDerZs0na+oqVM+7dq4lO13//u9m1Reofruupf/h2xgP0iQJChg516afDoEFN0zse/gE0TSNkyBBnHJiQQLf/e9WtHy0goEl6LSioSezXKHZ3fpqkDw1tGoeFNYmDe/Zo1o9/ZGST9P5RUYRERTXE0dGEREd77CegY0cCOnZsiDt1IqCT3vIREBdH5xf/SfwTj7u9VoEJCc6Z+QACExOxdtL93DXkLkYnjWZIJ/3zXOWpvtJcT32l2hl36+Z8/d/pS2F68+vSCGeG3WbHbLTRITzQ7UOpsUo/z37+GpoGaPr+oJAAeqZ2IiwqGNAfPN1RbagjOiGUa+4ZQmyXMABiO4dzzT1DiE7Q405d9TgqPsStF4DwGH2MXlLfKK65ZwihUUEAdOkfwzX3DKFDWCAAXQfGNOunV0onImI74B+gZ6j3sDii4kPw0/S478h4YjuHOdO3xKDLk+g2KNYZDx7XhZ4pDa2JQ6/oQpab1o9qQx1X/3YIlrqGJtoR13bHZmn4QS9tUk/sjh/43Pmpb80DGD2tDwFB/s54zE19CerQEI+9tR9fvbHbrZ9JM5IJj2m4plf+eiCRHUOc8c/vHExUfEizfsxGPT9+/n5cc88QOnbRZ+wMCNTjTo4ZPAMb+XLlJSQikGvuGUJCz0gAwqKCueaeIST21v/nRMR24Jp7hhDfM6LZa+VJ2QOI7xHZrB9BEATBu7S7LoL1+NqUt6Jz7nVao/H27re5/avbqbXUEuAX4Kxc+VqeBJxd4JRSfPz8T6z75CDgvoJUvz80Mohpj4+gx5COzvjK6QNJ6KU/jIaEBzWrERIRRL+0BGeFLDRSj0Mj9QpSWFQw/dISWtQJDtF/54rsGEK/tASCOuhxVJweBwbrD+vR8aHN6sQkhtEvLQE/f/3femxnPdb89ApWxy7h9EtL8OjcgP5Q3ntYwzptCT0j6ZXaECf2jmpWp3PfaOe5BejcL4ZugxsqbF0GxNBtYKzHfroP6UjnftHOuMfQjiT1bYh7JndqVqf3sLgmFY0+w+OJ6x7hjPuOjCeuW4RHfvz8NPqlJRCbpFdo/AP86JeWQEyiHgcE+jerEdQhgH5pCUR20itAQSF6HBGrV7aDQwPpl5ZAeEyHZnU8KXsA4THBHp1jQRAEwTu0uy6CguAJmws2s/L4SmaNmkWQf1Bb2xHcsHnJEQqOVHDjE/qkIPs35hMaGUTP5E762JUFmU26jAUE+XHl9IEeD+z3hobotE8dX/LiTZ2WkC6CgiAIPt6CpWnaFE3T5hsMBmpra6mqqqKyshKj0YjBYMBisVBcXIxSioKCAgDyHZMkFBQUoJSiuLgYi8WCwWDAaDRSWVlJVVUVtbW1lJeXYzabKS0txW63U1hY2ESj/m9RURFWq5WysjJMJhMVFRXU1NRQU1NDRUUFJpOJsrIyrFYrRUVFLjUKCwux2+2UlpZiNpspLy+XPPlYnvaW7mXhzoXY7Xb6BvZl1ohZ1FbV+nSe9m7IJf1P63ljxg+kP7meg1sKz+g67Vh1mPef2sgbM37g/ac3suW7zDPK0/6NeaQ/qft578l1Lv14cp22rzrU1M8KfWxaxvpDfDVvN/knCrDb7WjBVqKTQjAYTlJbW0u3lAhiewRhNBrp1C+Icbf1IzRK72IXEhXAldMHEt7N7nGe4gd0YNwv+7rV8DRP3VOjSbuhi7OLWnhsMMOuT6D/pYmtuk7eyFN5eTk9h8eSNrWLs/XClR9PrlPHvoH87Ffu/Xj6P6LXiI6MmNLZpZ/W3E+xfQK44vYBhEQFuPTj6f+I3iM7MWJykks/7TlPnvzfEwRBENpxC5alqIayhZl0vH0ggY5+66Jzceu0pPHwqofJrsxm8Q2LCfQLPKdevKFT/4t0iNVOWpg/22psGAPO/JdtX9ap9ffjqjsG4h/kx5Zlx5g8M8XZvaolzkfZER3RuRC8eFPHHdKCJQiC0A4rWP+57w7qKmuY1OV3hAREYLRW8c2JdwmODOOB+R+1LCA6F5xOcxq//c+7WO1WwgLDKDeVAxDdIdrn8wTwyu2/xM9uPk3HRiAp187m6rv1cWNfzs0gLDqYq36jT5qyZM4OohPCGH+7PsnKv2+7FX8sp+nY/YJ4fOEnfPL3n+g+pCOjp/UB4H/PbaH38DgunaIvmvzRXzcxcHQS6z560q2fCff+m9Sfd8NqsbHgb5sZcW0Pksd3xWy08r/ntpB2XU+GjOuCsdrMvHvucOvn9ws+RnNM2nA+zrOvXXPRuXB0fMmLN3VaQipYgiAIPt5F8FxQW1HOJZ0mEewfip/mR7B/KJd0mkRtRbnoXKQ6zWncs+Ienl7/NEopojtEu61c+VKejuwoZvWCTJStxqUOqtY5WB8goXcUnbqFO+PE3lF06tLol2tV61JH2fQ1k7r0iyE2MdSZvEv/GGIaxV0HxRKdENqsn8g4vbVJ0zS6DYp1tj5p/noc0VEf3O/v79esH08rV944z97SEJ32qeNLXrypIwiCILRMu6tg9QwfSufQPgQ4uoAF+AXSObQPvcKT2ff0Eg79bw0A5qoa9j29hMOfrQPAaKhk39NLOLJYX5i3b8QIuoYNaKLTLWwAqbFXAlB+NJ99Ty/h+Hd6y5shK5d9Ty8h94edAJTuO8q+p5cwNHqcSz+Doy9n39NLKNymj4Up2LSPfU8voXinPkNa3rrd7Ht6CaX7jgKQHPMzl376R+o/JGZ/8xP7nl5CVV4xAMe+3MS+p5dQXVgGwJHFG9n39BL6RAxz6Set4zXse3oJ1jrHQpwf/cC+p5c4z2vW+yvZ+3TDosiXdrr+ND9dwwbQM3woAPvf/IY9f2tIv++Nr9nzTKP4teXsefYLt9drbMJN7Pl7Q/o9/1rKnn82+Nnz0lL2vLTUec27hvU/xUt/xibcxJQ+U5jadyp7X1jC3le/bDj+2S/Y99ryhviZLxgdd4NLLz3Dh7Lnr19w4O1vnen3/uULMt/7riF++guy3l/ZyM/p1yqt4zXA6WWvLLuE3bMWc3jRegAMx4qJ3r6PYbFXufTTPzKNwB92OMte334B+H+/3Vn2+vbV0FZsI2+dPqX14KjRLv0Mjr4cgD7dzFiXbXGWvd6dTVi+2Owse30Sa6lb9CMDIi9x6Sc19kpqP95AVV4x/gF+9Iopp3rheqoLywgM8qdHuIGqj9ZjNFQSFBLAiI5Xu/TTK1xf76ilspf53nfs/Yv7sjM6bqpHZa/+WnVxUXauTPxVQ9lopuwB7PnnEn6WcIv7svP8Fy2WvX1vfO227HQNG8ClcZOd6ZsrewD7nl5CWseJLv30jkht9v9edWEZ+55ewrEvNwHQL3Kk6/+DMeMB9//36ste8c6D7Ht6CUOix7j0MyR6TLP/93J/2Mm+p5dgyNIXJE6NGe/ST7/IkYD7/3tGQyUAhz9bx76nl9A7ItXN/8GJHpW9+mvVJaxfE40uYf2Z0Pk3DdeimbIHsPfVL7kq8Xb3ZceDsrfnX+7/D9brCIIgCN6l3VWwUmPHE+DXdFa4AL8gUmKvaJXOkJgx+GlNT5+m+dE7PKVVOn0jh7v0U18x8lgnYrhLP4OjR7dKZ2jMWJd+uoUNdnOEa7qE9TvNj5/mR2rs+FbpuLteCR26t0rDT2u6Lo2f5k9Ch+7cOuBWft795x7pJIX2dunlTPLk6lo1PsfKrrBa9EHspbnVWM12aiv0yu3A0YkEdfCnV3iySz+tveb9o0a59NPaMjgo+lKXflp7T/QIG+zST2vvUXdlJym0T6s0/F2UndjgpFZ5ievQ7ZyVHT/Njy6hfVul0z18oEs/yTHjWqUzOPpy1/8HI1JbpdMvcqRLP/UVI0/pHZHq5v/g5a3SSY4Z59JP93DPl1LQy07TpSb9NX+iA+PcHOGa2OAkL5adpmX5THQEQRCElml3Y7AW/e5PjOx4dZMvLKvdzPay77np3RdF5wLSmTL/OYL8g9hXto9dxbu4dcCtBPgFsLd0L7tLdnPbwNvw0/wuqDzd9O6LlBfXsuBvm/nZbf1JHt8Vq8VGTXkdUXGhrdLxtXxdiDq+5EV0LiwdX/LiTZ2WkDFYgiAI7bAFK7t6L/m1R7DaLQBY7Rbya4+QXb0Xm8WOzdKwRkhzcXM69VgtNmxWu/vYbGtWx2q2YbM1TV8fK6WaxC35qU9vP+V4Z2xXHvmx21WT9PWx/ZS4JT/16dUpxyu7otxUztJDyyivrmxWp9pYi1KKzfmbeXHLS5hMdSil2HBiAy9tfglLnRWllEfXymazYzXb3MdWe/Nlx2rHammavklsaYhb8hMdH8qVdwykV2onQF+09NTKlSc6niI6F4YX0bmwdHzJizd1BEEQhJZpdxUszT+Mn0q/oc6mP5zX2Wr5qfQbNP8wvpq3iyVzdjjTLpubwZevZTjjL17ZwVf/2d2sDlrDg/DHz//EqvcPOOMFszezZkGmM/7wL5vAL9Stn3f/uIHNXxxxpn/79+v46ctjzvitR9ay/ZvjzefLT/djqrHw1iNr2btOX7OktsLMW4+s5cCP+lomVQYTbz2yFs2dH78w3npkLccySgAoya3irUfWkrNXH8tQdKyStx5ZS16mQffj586PPrnC8b1lvPXIWkpyqzBZTXy5cg1vPbIWQ0ENh8oP8d+li1nwh20oLcT1efYL5X9/2EFtpZnbB93O/M6f8f7jW6irsXLnkDv5T8InvPPYBix1NpRfhxav1U/LjvH24+uc8aYvjvDeHzc4442fHQLN/bVa/VEmC5/Z4ky/6r/7+eSFrc74u/f28dk/t3l0rQAGj+1MeEwHmiM0KtqlTmhUdLPHiY7nOr7kRXQuLB1f8uJNHUEQBKFl2l0XwTdm/ABAhB/ONXaqHI1E19wzBLvVzoDL9PEVB38qBA36j9LX8MnaXIBfgB/90hKa1Zn55lUA7Ft/gtDIIHql6n3u967NIzy2Az2T9ZaJ3avzWP/JQbc6Y27uS6eu4XQdGAvAju+Ok9Azki79Y1BKsfO7HBL7RNG5bzSvz1iFhubWj8VsY8/qPLoOjCG+RyRmk5W9a0/QbXAscd0iqKu1sG99Pj9+cditzugb+9ArtRMxiWHUVNSRtbmQ3sPjiI4PpfpkHQd/KqTvyHgiO4U062fGvCvYnLmD6oMaY69Mpiawgps++BW/DnmQX/9iCv6hsPtgFtrxCDYtOdKsn6FXdCGoQwDFxyvJyzxJypVdCQjyp+hYJScOniT15934z0Ormz03ACcOnqQ4u4rh1+hju/IyDZTmVTNsgh7n7jewbG6G22t1/cwUqk/WMfRnXQA4tquE2kozQ8bp8dGdJZhqLQwe09mjstMafG19nItRx5e8iM6FpeNLXryp4w7pIigIgtAOK1jvP72RakPdafvDY4O58x9jLlidFx/5nAhz7AWhc8cLlzHu43Fc3fNqnr38WQAyijMY3HEwQf5NB3O//NgSQkyRZ+XHGxrge9dcEATB15AKliAIQjvsIjj6hj4EBDXNdkCQH6Nv8HxmMV/U2dJ9ORY/c5N9Vj8LA6/VKznfH/+eP679I3alN5V8e+xbZq2b5Uy7/Ohynl7/tEsd5W/DPPIEz2561rnv06xPeWHzC8544YGFvPhTw0Bp137MDJkUh7+fP/+5+j88PvJx53vD4oedVrkCmPqry876/HhDA3zvmguCIAiCIAi+h09XsDRNm6Jp2nyDwUBtbS1VVVVUVlZiNBoxGAxYLBaKi4tRSlFQoI8lys/XxxgVFBSglKK4uBiLxYLBYMBoNJI4KJTLbupBWIz+MB8eE0za1C70HRVPYWFhE436v0VFRVitVsrKyjCZTFRUVNBlaASjb+5FWLSuExodyM9+1Y+onppLjcLCQux2O6WlpZjNZsrLy6mtrSVpcBiX/qKpnxFTOtPvkoRm83TEcISXN71MUUURlZWVHI7bztreH1MVZEChqAoysKb3/3i1/DkAjhYeJdOQyYn8E3pcfJQsQ5YzT7mGXDLLMl3qrOq1gM/UO+wv2u/0U1hTyIHiA8485VXmcbD0oPM6ufbzMa+cfAaAOEscUcFRbq9TZWUlVVVVdE2O5JIbuxEeE6yfn9hghk9OpP+liR5dp5qaGroMjeDSG7sTVq8RE8yIyUkuNdxdp6qqKhIHhTLmlt6ERuvryIRGBTJ++gAiuiuPyp4381RTU0NFRQUmk4mysjKsVitFRUWtKnveuJ/q81RbW0t5eTlms5nS0lLsdnur7ifJk+RJ8nRx5EkQBEFoh10Eb152M6nxqcxImUFcaOvWI2lLndzKXN7Y9QZ3D7mbAbED2Fywmfu/v5/0a9MZkTCC5PeTnWkD/QLx0/yY1ncaM1Jn0Cmkk8d+fE1HEARBuHCQLoKCIAgQ0HKSi4usk1kcrTjK0sNLuaHvDWdcQTonOn1u4LdDf0uXiC6UGkt5dPWj/Hrwr5nYcyKB/oFsLdjKdb2uY0DsAEbGj2TTrzYRGtgw85y3KjK+piMIgiAIgiAIFwrtroIFYHGsA/J51ud8fvBzbu5/MzNSZvDW7reos9Xx/JjnAXjmx2fQNI3Zo2cD8JcNfyEkIIQ/X/bnJjpfHPqCpYeXEh8Sz+WdL+cvo/8CwGOrH6N3VG8eGfEIADNXzWRox6E8MOwBAO7//v4mOp8e/JRFhxZxU/+buHfovYQGhBLop3dHSwhNYOUtK9E0vQtioH8ggf6BzjwNiBnAsPhhZ12R8TUdQRAEQRAEQbiQaJcVrHrs2EHBZ1mfcaT8CCMTRlJnbZjdLSo4Cg3NGUcHRxMcEHyaTn0FKbc6lw35G5qkjwiKcMYxwTGEB4U749gOp8+yZ1M2p5//Tvyvc399xcodn0/9vNn3PcXXdARBEARBEAThQqLdjcHytTFGMlZJEARBuFiQMViCIAjttAXL18YYScVKEARBEARBEC4O2l0Fa0DMAFJjU0mtTmX/mv3sqtnFuHHjCAo6fQ2mC0kHwGw2s27dOrZt28aoUaNEx0e9iM6FpeNLXkTnwtLxJS/e1BEEQRCap911EczOzuaTTz7BYrFgtVoJCAggMDCQX/7yl/Ts2VN0LkIdX/IiOheWji95EZ0LS8eXvHhTpyWki6AgCIKPLzR8LtixYwdGoxGr1QqA1WrFaDSybds20tPT2bVrF6D/0peens7evXsBMJlMpKens3+/vtjuTz/95FJnzZo1AFRUVJCens6RI0cAMBgMpKenk52dDUBpaSnp6emsX7/epc6GDRtIT093LuZ44sQJ0tPTnQtF5uTkkJ6eTmlpKQDr1q1zqbN582YADh06RHp6OlVVVQBkZWWRnp5OTU0NAPv37yc9PZ2tW7e61Fm1ahXp6enYbDYAdu7cSXp6uvO8bt++nffff98Zf/fddy51duzYAcDGjRv55JNPnOnXr1/PZ5995ozXrl3LokWL3F6vr776imXLljnTr1ixgq+++soZf/PNN3zzzTfNXvPG6ZcsWcIPP/zgjBctWsTatWud8Weffca3337rNk8LFy50nmuAjz76iJ9++skZv//++2zfvr1ZP6tWrQJaLns1NTWkp6ezZs0at9fck7KXk5PjvBbuyiC0XPays7NJT09n06ZNbu8JT8qeyWQC4IcffnB7j0LLZe+nn37io48+cnuev/32W4/KXnPXytOyB/DVV1+xfPlyt2XHk7K3fv36Zv2sWLHCmb65sgeQnp7OypUrm/0/2FLZy8rKAmDLli0uder9t1T2ioqKSE9PZ8OGDc3+H2yp7BkMBue1c6WzZcsWoOWyt3fvXtLT09m2bZtLnZUrV3pU9pq7VosXL3amb67sgX4vLF261G3Z8aTs1ZcNd37q/ycLgiAI3qPdVbAEQRAEQRAEQRDOFe2ui+DixYvZvXv3aftTUlL4xS9+IToXoY4veRGdC0vHl7yIzoWl40tevKnTEtJFUBAEwcdbsDRNm6Jp2nyDwUBtbS1VVVVUVlZiNBoxGAxYLBaKi4tRSjm70uXn5wNQUFCAUori4mIsFgsGgwGj0cjAgQPp0KEDAQH6/B4BAQF06NCB4cOHU1hY2ESj/m9RURFWq5WysjJMJhMVFRUMHjz4NJ2QkBB69erlUqOwsBC73U5paSlms5ny8nJqa2sZNGiQSz8jRozwOE+VlZUudUJCQpx96z3JU01Njct8BQcHM2LECI/zVFVV5fI8h4SE0KNHD4/zVFVVxZAhQzz2c6HkqXv3/cTFGZrodIoro1fvgx7nqaamhi5d9xIff7KJTnz8SRISMzzOU2VlJd17HGjRT0t5qq2tpUsXz/w0l6eKigqP/LSUJ6PRSOcue5r1017zVF5eTo+emS36aSlPJpOJzp2b+vH392/ix5M8GQwGevbMcuvH0zyZzWaSOu9u1o8neSorK6Nnzyw6xZW59NOe8+TJd64gCILQDluwQB/jsn79erZu3XrWMzKJzoWh40teDCc3sWfPw1gtd7N1axWjRkUQEJhOcvJrxMaMFh0f0vElL6JzYen4khdv6rSEtGAJgiC00wqWILQ1J/I/5/Dhf9C16685cWIhXTr/ktiOVxATPQqAgoLFhIR0Jzpaf07JL/icsNA+REUN1+P8TwkLH4DNVsvevY8QGZlKRcV2kpPnERN9Cfn5nxEZmUxExBDsdgsFBYuIjBpGRPhAbLY6Cgu/ICpqOOHhA7DZjBw5OoeCgs8dfhaQmPgLunS+jbCw3litVRQVfUVMzGWEhvbEYimnuPhbYmMvJySkO2ZzGSUl3xMbOw6jKYc9ex4iKmo4FRU7SE5+g7DQPpSW/kCnTlcSHJyAyVRAWdlaOsVNIDioEyZTPmVl64iLu5qgoI4Yjbnk5n1IYcEiunS9g7y8D0lKuplePR8iMDCS2tpjnDy5hYSE6wkIiKCm5jDl5dtITJyKv38o1dUHqajYQWLijVRU7mDPngeJihpJZWUGQ4e+RmBAFJWVu+nc+RY0zZ/Kyj1UVe2jc+dfomkalZW7qa7OpHPnWwHIzfuQI0f+Rbdud3PixEJ69XqIAP8IkpL0blUny7diMp0gKXGaHp/cQl1dEYmJUwEwGH7EYjEQGNSRvXsfITZ2HKWlq0hJeZPYmNGUlq7GZjeSEH8dACUl32NXFmdcVPw1gDM+cuTf5OZ9QLdud3HixEI6J91CZGQK8fETHWXjcwIDI4mLu8ZR1j4hKKgTcZ1+rscn/kdwcCJ+/h30shORTHnFdqef3LwPCAvtQ2zsGAByctMJDx/ofAjPyXmXiIhkYmIuAeBA5p8pLv6Krl3v5MSJBcTFXUvnpJuJihqO3W4mN/e/RMdcSlRkKjabiby8D4iJvZzIiKFYrTWcOLGA2NixWKwV7N37MOHhg6iq2kty8jwiwgeRn/8pHTtdSXhYP8zmMgoKFtGp0wTCwnpTV1dCYeEXxMVdQ2hoT0x1hRw79hrFxd/Qteuvycv7kPj4SfTqOZMOHTpjNOZRXPw1CYlT6RCcSG3tcUpKVpCYeCPBwXHU1h6jpOR7kpJuorrmIHv2zCQiYgjVVfsZmvw6QYGxlJWtpXPn2wgMjKSq6gAGw3q6dJlOQEAYlVV7OWn4ka5df42/fwh5eQs4dPifdOt2F/n5n9Cr1yPYbUa6dfstfn4BlJdvo6JiB92734umaZw8+ROVVbvp0f0eR1naTFX1AcLDB7J37yN0jB1HSen3pKTMJzZmNGVl6zEaj9O16x0AlJatwWTKp2uX2/W49AfqzCV06fxLAI4de53jOfOdZXno0LlerVyBVLAEQRDAx7sInguOH38Lw8lNTfYZTm7i+PG3ROci1WkLLxZLJUbjCWd8+PBLZGf/xxlnZ88lODiB7OzX6dLldvILFlFY+IXz/UOH/0FR0XJnfPDgcxQXN8wOlpk1m5KS74iNGU2XLrdTVraa8LABxMaMRikbmVl/pqxMn8nNbjeTmfVnDIb1jriWzKw/c/KkPuuh1VpFbu67REUNJzv7dRLip5Kb+y4VFfrsYmZzKZlZf6ayUh+/UVdXpMdV+wAwmfLJzPoz1TWZxMaMJi7u55SVraZjxyuIjRlNbe0xMrP+TE3tUQBqag6TmfVnjMbjAFRXZ5KZ9WdMJv18VVXtIzf3XeLjJ5Gd/Tox0ZeSm/suZrM+c1xFxQ4ys/6MxVIOQHn5VjKz/ozVqs9SeLJ8M5lZf8ZmqyE2ZjQREcmUla0mKekWx0PpWjKz/oxS+mxqpWWrycz6s/PcFpd8R2bW35yxyZiL3V7nvFa1tcc4eOjvzvcLC5dw+PCLzrigYBFHjvzLGecXfMqRo3Oc16qoaCl+fkHOB9sTJxZy/PibzvR5eR+Rk/Nekzgv7yNnfPLkJgIDY5x+DCc3kl/wufP9nNx3KShc0hDnvE1RYcOsh9nH36So+KuGsmNYS0hId6efY8fmUlLyvTP90aNzKCtd7YwPH3mZMkPDLIf5+R8THjaQ7OzX6dz5NvLzP+ak4z6x2y0cPvIS5eU/OWIjh4+8REW5PquhzVajx5UZxMaMJiF+KidP/kh01ChiY0ZjsZzk8JGXqK46AOhl8fCRl6iu0WcxrKsr5PCRl6ip1WfMrDPlk5//MR07XkF29ut06nQV+fkfU+soa7W1xzh85CVnWautPcLhIy9RV6d3d6uuzuLwkZcwm0uJjRlNTPSlnDz5I/EJ1xMbM5qqqr0cPvISVmsFAJWVGRw+8hI2WzWgl009Nur5sxux240cP/4funS5HZu1msNHXgL02VgNJ390xDplhnUcOfKyMy4t/YGjR19xXqvCoqXY7TbntSou+ZZj2a870xcXfc3xRv9nCouWcfz4fGdcVX0AP79gZ9nxduVKEARBcKCU8vlt5MiRyluUGX5Ua9elqTLDjy5j0bn4dM6FF7vdroqLv3fGeSc+VkePvuZMu3XbrWrb9tuc8e7dM9WBzL854+zs+WrN2uHq8JFX1Np1aaqw8GtlNpc73zeZipTZXNEoLlQWS6UzNpoKlMVS6fSUmfWcWrtupNOb/n6VUkopu912Smx1xNXOuKBwuVq7bqTDz0hVULhcWa01SimlbDazMpoKlNVae0psdMR1zlj3M7KJH5vNpIymAmWzmZRSSlmtp8ZGR1znjF35sdnMjvdrHOktTWK73aqUUspiqXbGrvxYLFWO9+2O9JUu43qKS1apNWtHOK9VcfFKZTIVOd83m8tdxMWN4pPKVFfivFYHD/5DrVk7wln+zOYKZTafdKa3WCqbXGuLpdp5rZRSqqRkTaNzk6ZKStYoq9XkfN9qrW0xttlMTj+HDv0/57mpP5/118Z9XNfIz+om16qkZLXzfbvd7khvdhPbnHH9tTp06KVGZbn+fcsp6etj62mxKz/1ZcNmsyirtcaD2ObSj81mdr6vp3cX62WptHSd7uWwfq1KS9c1ed9mq3MZ12OzmZTVWtNwrQ7/q8m10t+vPSV9Q2y1No1LStY2KTut/R/oCcA25QPPDbLJJptsbbm1uQFPNm9WsJRqeFDetPlateqH/s4vmV27H1Q7d97lTJex616Vses+Z7xj551q9+6Zznjzlslq1Q8DnV9WmzZPVPv2/dH5/k9bb1T7DzzVKP31KjNrtjPetPlalXXwBaefNWuHqx9WD3b62bBhrDp85BVn+nXrL3U+xNvtdrV23UiVnf2mUkr/Yl29JkWtXjPU+WCxek2Kysn9QCmllNlsUGvXjVR5Jz5WSillMhWrtetGqvz8z5VSStXW5jkeZJepMsOPTi+r16SoMsOPqqr6oFq7bqQqLlmplFKqsnKfWrtupCotXauUUqq8IqPJF//Jk1vV6jUpas3aVHX4yCtqzZpUtXpNiqqo2KWUUqq0VP+ir6zcp5RSjsrKSFVdfUgppVRR0Tdq7bqRqqbmmCoz/KhWr0lWP6werNasHa7KDD+q/PzP1dp1I50Psnl5/1Nr1410Pqjm5H6g1q4b6XwwPXDgr2rlqj6OB5Q0tf/AU2rtuoZydfToXLVu/WXO+PCRV9SGDWOd8aFDL6qNP17VqOxMUitX9XXmd9++P6ht237pTF9SulqVlq5TrvClyqfoXDheROfC0vElL97UaQmpYMkmm2yyqfbXRRBwdreoqTlEdPQoZzeJmJhLiXGMO9Dj0cTEXNZwXOwYomMudcYJCZOJjb3c2d0iIWEyUdEjne937DieqKgRzrhTp6uIjBzWKJ5AZESy04/VWkHHjuOdfuLiJxIRMdiZPj7+OsLDBzZ8fvxkwsL6OyI/khJvpFOnCXpXnaTbSEq8kbDQ3gBoWhAJ8ZMJDempp/YLJiF+MiEh+gx4/v4hetyhG7Exo0lKugm73URC/CRiY0YTEBBBQvxkOgQnARAQEEVC/GSCgxMACAqM0eOgOD0O6khS4o0kJNygdztLnEJS4o0EBsYAEBycQEL8ZAIDowHo0CGJhPjJBAREOOLOjjic2JjRxMdPxG430dnRzSskpAcJ8ZPx9+8AQGhoTxLiJ+Pnp084ERba2xHrM2bFxU0gImKos6tOXKerSYif7DyX4eEDnWNcACLCBxMfP6khjhhKfNw1jcpOFh1jxzmv1aBB/4+RIz9uuLYdx9Ox4zhcUVW5u8nYh9iY0QwdOpeqytOnUG4O0Tn3Or7kRXQuLB1f8uJNHUEQBKFl2uUkF4aTm9i79xG6dLn9rAb6is6Fo+NLXgRBEC5WZJILQRAE2l8XQV/rbiE6517Hl7wIgiBczCBdBGWTTTbZ2qYFS9O0icD/Af7AO0qpF5tL780WrOPH3yIiMqVJq4Ph5CaqKnfTo8f9onMR6viSF0EQhIsZacESBEFogy6Cmqb5AweBq4E8YCvwK6XUfnfHyDpYgiAIguD7SAVLEAShbdbBugQ4rJQ6qpQyAx8DN7SBD0EQBEEQBEEQBK8S0Aaf2QXIbRTnAZeemkjTtPuA+wCSkpLIyMg4L+YEQRAEQRAEQRDOlLaoYGku9p3WT1EpNR+YD3oXwWHDhp1jW4IgCIIgCIIgCGdHW3QRzAO6NYq7Avlt4EMQBEEQBEEQBMGrtEUFayvQT9O0XpqmBQG3AcvawIcgCIIgCIIgCIJXOe9dBJVSVk3THgJWoE/T/p5Sat/59iEIgiAIgiAIguBt2mIMFkqpr4Gv2+KzBUEQBEEQBEEQzhVt0UVQEARBEARBEAThokQqWIIgCIIgCIIgCF5CKliCIAiCIAiCIAheQipYgiAIgiAIgiAIXkJT6rQ1fn0OTdNKgHKgwrErqtHrluLm3usElJ7Bcd7SOfU9X9Y5m3PuqU5Ln+ENnebOjbd0zkfZ8ZaOlB0pO1J2Lo6y4y2ds/1+jVZKxSEIgtCeUUpdEBsw39XrluIW3tvmpc84Ix0X7/mszlmec490PPiMs9Zp7txcSGXnQiqDUnZ865pL2bk4y04blcFm08omm2yytdftQuoi+KWb1y3FLaX1xmecqU5zGr6mczbn/EyPu1B1zkfZ8ZaOlB3f0pGy4z7dudJp62vuazrn6vtVEASh3XBBdBE8V2iatk0plSY67UfHl7yIzoWl40teROfC0vElL97UEQRBEFxzIbVgnQvmi0670/ElL6JzYen4khfRubB0fMmLN3UEQRAEF7TrFixBEARBEARBEARv0t5bsARBEARBEARBELyGVLAEQRAEQRAEQRC8hFSwBEEQBEEQBEEQvIRUsARBEARBEARBELxEu6tgaZqWomnatZqmXaNpWkpbaXhby5fy5c3z40J7sjf1zhZv+PFWnkRHdFpxTKCLfYne8NNWXkTn3HsRBEEQPKPdzCLoeAh5FcgBCgENSAS6AI8ppb4+Hxre1vKlfHnz/DTzGTlKqe5nq+PQmqyUWt7WfryVJ9ERHQ/STgD+CwQAO4EHlVLHHO/tUEqNaOVnByqlLKfsS1RKFZ4vL6Jz7r0IgiAIrSOgrQ2cR14GrlRK5WqadotS6jMATdO6ASsBTx7+vaHhbS1fypdXdDRN2+3uLSDBQy+eMA9osYLlDT/eypPoiM7Z6AAvApcrpXI0TbsWWKZp2uNKqe8dWp76cT64a5rW5MEd/T735MHdK15E57x4EQRBEFpBe6pg+QFGx+uYRvuNeP5F4w0Nb2v5Ur68pRMPXAeUnbJfA35shY63Hky94cdbeRId0TkbnQ5KqRwApdQKTdN2AZ9pmtYHaE13Bm88uHvLi+icey+CIAhCK2hPFay/AD9pmrYXKNA07S2gMzAY+NN51PC2li/ly1s6HwJBSqnjp76hadriVuiAdx5MveHHW3kSHdE5G52TmqYlK6X2ACilCh2tUR8AQ1qh440Hd295EZ1z70UQBEFoBe1mDBY4B/peij4uSAPygZ9OHUNwrjW8reVL+fLm+fEGmqb9C1iklNrs4r3XlVIPtYEtQWgTNE3rDFiVUsUu3hujlNrooc569G6BexrtC0Z/cJ+mlAo+j15E5xx7EQRBEFpHu6pgwdkNyvamhre1fClfvqbjLeQci47oONN67cHdV/J0Mev42v9SQRCEi512M027pmkTNE3LA3I1TftG07Sejd72dPKFs9bwtpYv5esc6vQ6E51TNM94mmJv+PFWnkRHdHxBRymVr5QqdnVfAUfOpxfROfdeBEEQhFailGoXG7AN6O54fS2wB7jaEe88Xxre1vKlfPmajiP9BCAPfdr4b4Bejd7bIedYdETnjHR84r4SnfPjRTbZZJNNttZt7WmSC1+bkelinGnK13TAd2Y787VzIzqiI7MIXvw6MougIAhCG9BuugjimE2pPlB63/MJwJW0ckams9TwtpYv5cvXdOCUBwzgauBvmqbNoJWznZ2lH187N6IjOmej4yv3leicHy+CIAhCK2g3k1xoPjYjk7e0fClfvqbjSO8Ts5352rkRHdE5Sx2fuK9E5/x4EQRBEFpHe6pgxSqlDG2t4W0tX8qXr+k4tLzxkCLnWHREp6mOT9xXonN+vAiCIAitoz11EVynadp7mqYNb2MNb2v5Ur58TQfA5OohEKAVv97KORYd0WmKr9xXonN+vAiCIAitQfnATBvnY0MfeH098C2wHvgl4H++Nbyt5Uv58jUdh9Ze4D1g+MVQdkRHdHxExyfuK9E5P15kk0022WRr3dbmBtok0zAAeA3IBP4KxLeFhre1fClfvqLj7QcMOceiIzq+eV+JzvnxIptssskmW8tbmxto08xDBPAI+togH7WVhre1fClfvqTjzQcMOceiIzrO433qvhKd8+NFNtlkk00291u7meSiJTRNm6iU+ratNbyt5Uv58hUdTdMigLuBe4FdSqk72tKPtzRER3TaUscX7yvROT9eBEEQhKZIBQvQNC1R6euDeJq+u4vddUqpojP8/G7ACEe4UznWl2mlxml50DQtXrkZiO5G4w7gS6VURWs//xSdvkC5UqrUEXcCopVSh89AKxFIpNGELEqpHWfj7xR9jx8wNE17BXhGKVV5Fp931hoOnUeA/ymlSs5Gx6F1Ts5xa+8rxzFeu7d85b5yHNOu7q3zfV95Weeiu7e8/Z0lCIIgNI9UsABN03YopUa0nNKZ/jDQEziOPhahO3AECAIeVkotb4XWLOAe9HEMGjAGmK+U+rfHGcB1HjRNW6eU+lkrNF4FJqHnZTGwpP5BrpVetgJXKqWqHXEosFopdWkrdeYD1wLHaFi8VCmlrmqtJ4feGCDNobVVKbWplcfvUUolt5zy3Go4dJ4FbkG/Vh8Ay5RSdWeg49VzfIp2q+4rxzFeubd86b5yHPMqF+m95Qv3lZd1Lrp7y5vfWYIgCELLBLS1gfOFpmnuvoy6AaGtlNsHXK+UynJoDwT+BjwMrAJa82X1GyBFKWVyaHUAtgEePQg60ocC/pqmxaB/eQJ0dGweo5R6DHhM07RhwDRghaZp5Uqpn7dGBwisfwB06NZqmhbUSg2Ay4E+SinrGRzbBE3T5qA/BH7v2PWSpmnblFKPt0ImU9O0QUqpA2dhxRsaKKVmA7M1TRsFTAf+qWnaBuADpdQPrZA6q3Ps5fsKvHdv+cx9BRfvveVD95XXdC7Se8ub31mCIAhCC7SbChawFthKw4MS6L8qlqKPG2gN/dF/CaznODBMKVWmaZrm5hh37EP/NfGgI+4GZLXi+PuBx4AkYDsN+asA5rTSSz0B6L9sBgJn8nBwXNO0+9CncQb4LdDq7lnAMmAksOUMjj2VCY1/3dY07QVgVys1ooCtmqZtRz+/ACilpp5nDQA0TQsB+gL9gHL0MvSEpml3KKV+66HM2Z5jb95X4L17yxfvK7j47i1fua+8qXMx3lve/M4SBEEQWqDddBHUNG2nUsoriy1qmvZH9IHcTbofAW8Bc5RS97ZC6xDQi4Yvv57oXUqM6N1JUjzUOev8aZr2Gno3pv3AIvSuMSfPQCcBfVax8egPBKuBR1vb31/TtCogDKgDLOjnWimlIs/A03zgU6XUSkf8c+C2Vl6rK1ztV0qtPZ8aDp2PgMuApei/rO9q9F6WUmqAhzpndY69eV859Lxyb/nSfeXQuSjvLV+5r7ysc9HdW978zhIEQRBapj1VsPorpQ62nNJjvW7ov05qwDalVO4Z6vRo7n2l1PHm3m+k83Ol1Koz8dBI43b0gfhVZ6PjSzgechT6IPNQwOaIA4AapVREG9o7YzRNmwx8o5SyuXgvVillOE8+vHpfOTTP+t7ypfvKoXNR3VsX630FF++95a3vLEEQBKFl2k0Fqx53/dpVK2Z28obGKXrjgd5Kqfc0TYsHwpRSx1qp4ZXZxRzH1f+6v/tMBuI7dMZzlnly6MQDnTlHswi2hR/NC7PbedGLV8qyr+k4tMbjI/dVo2Pl3jqHXuTeOrdeBEEQBM9ojxWs1Y3CAGAgkKOUGnk+NRppvYw+VmSYUqq/pk+n+7FS6vJW6pz17GKapt0FPIs+ZkBDH7z+jFLq/VZ68VaeZqIviJmEPn4mFdiulBrdGp1GeuM5iwdTb/jRGma32+DYdaaz2z0IPHo2Xhw6XinLPqjjM/eV47i7uEjvLV+4rxw6cm+dYy+CIAiChygfWO24LTcgBHijrTSAHY6/Oxvt230GOhku9u1spcZu9F/n6+PoM/TiKk+7zkBnK/rDwE5HPAR9fZozOc8vA58CBx1xd+DH8+0H2At0aBR3APa25bk5Rfes7wdf0PGl+6r+sy/Ge8tX7ivHcXJvnWcvsskmm2yyud6c3R/aMcHo/dLbSsOi6VNCKwBN07pw5rOL3a9pWoBju4/Wzy6moQ/IrqeOpjNYeYqrPJ02nsEDApQ+xbHSNC1YKbUP/ZfXM+EqpdStQA2A0rsOhbWBn/rZ7epp7ex23vTiCm/cD76g40v3FVy895av3Fcg91ZbeBEEQRBc0J6maQeaDM7WHH/LgZfOt0YjnkefjrebzixhggAABMdJREFUpmkfAuOAB85A5z702cWec8SrHftaw3xgl6ZpjWeaeu0MvHgrTzmapnVGn81rlaZppUDeGeiAdx5M6/0saeSntQPFRwAHNE3LdsQ9gGOapu2hFbPbecmL18qyr+ngW/cVXLz3lq/cVyD31jn3IgiCIHhGuxuD5W00TesDTASuVWew3opDI86hcRKoUEqtb+Xx8cDP0McMABQA65RSxR4e/7NGYS/0L18/IBI4ppRa1wovGjAK/Rdfhf6Q85ZSqsRTDTe6Vzj8fKuUspzB8ZOBvwK9gW9xPJgqpb7x4Ni59S9peEgZjz572jdKqYda4aPx7HYB6Nd9IvAQtDy7nTe9+Dpne2+19X3l0Lio7y1fua8cenJveYA3vrMEQRCE5mk3FaxGX56NqQOOAAuUh9MnOwa5XwVc69i6AW8CPyilvmyFn0+AfyildmmalghsQ1/QtCfwkVLqXx7q/Bp98PwPQP2DVhz6g8FspdQCDzRO9V0//fIYIFIp5e+hl57AN+gLYebQ8BDYCbhOeTjw3VvXyqE1WSm13PE6Dn19G4DNnj6YappWgv5wvQx9wdEmXbuUhxMVnFJ2JgJdaWXZ8aIXb90P3rxWZ31v+dJ95dC5KO8tX7qvHFpyb7nX8cp3liAIguA57amCdRz42ym7A9CnTR6glJrogcYqoAuwEf3BazWwSik16Az87FFKJTte/xnor5S6U9O0EGCrUmqohzoZwLhTv2w1TYsA1iulhrXS10DgTuDn6ItSvq+U2u3hscvQF61cfcr+q4DHlVKTPdQ562vVSGuHUmrEqa9bg6Zp9Q/EU4F+QCbwgnLMLOehhlfKjje8OHS8co69qOOt8+OT95Xj2Ivm3vKV+8qhI/eWew2vfWcJgiAIntOexmAZ3P0C6XiY8gQFBAGB6OfOz7HvTNA0TfNX+mKWU4G/AyiljJqmtVYz0MW+IDwcRK9pWizwK+AWIB/4APizUsreSh9dT30ABFBK/aDp00t7ijeulfMQN689Rill1zStHKhAH18SDq2eIMYrZcdLXsB759hbOt66t3zmvnKYuVjvLV+5r0Durebw5neWIAiC4CHtqYJ1l6udmqZFoU/n2yJKqQmOX8LHo3e1+BPQS9O019DXxlncCj8LgLWObikx6OMX0PSFTWtboTMbyNA0bQdQ5NiXAAwDHvZQowB9FrDl6A8X1wHX6UM+QCn1iIc6Xd10a9HQf0X1lLtc7WzNtWqEn6ZpMegPFvWvnQ+ESilDSwKaPmi+Cr3rUH3XsAmNzk+L191bZccbXhzc5Ua/tefYKzpevLd86b6Ci/fe8on7ypFO7i03ePk7SxAEQfCQdtNF0B2avkhmR6XUojM8vjv6F9c1SqlbWnlsGvo4ipVKqQrHvp5AiFLqQCt0woBLgUTHrkJgi1KqxsPj72zu/VaMPfCKTjP642nltXI8NNlx/Su7Ukr19kDjv7j/1VcppX7rqZ9TdFtdds6Vl0b64zmL+8GbOmd6b/nKfeXQuCjvLV++rxzacm+5P/6Mv7MEQRAEz2j3FSxBEARBEARBEARvIQsNC4IgCIIgCIIgeAmpYAmCIAiCIAiCIHgJqWAJgiAIgiAIgiB4CalgCYIgCIIgCIIgeIn/Dw0Uju6SA4i8AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "wandering(places)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# More Kinds of Wandering \n",
    "\n",
    "As part of my wandering, in April 2022 I was able to get to 25% of every city that  rings the San Francisco Bay and is below San Francisco or  Oakland (see map [with](ring2.jpeg) or [without](ring1.jpeg) roads traveled; as soon as you get 25% of a city, it lights up with a color).\n",
    "\n",
    "The OpenStreetMap world is divided into **tiles** of approximately 1 mile square.  [Tile hunting](https://www.statshunters.com/heatmap/tiles) records how many of these tiles you have passed through on. It is gamified to track (1) the total number of tiles visited (all the colored squares on [my map](tilehunter.jpg)), (2) the largest square of visited tiles (the blue square on my map), and (3) the largest cluster of contiguous tiles, each of which is bordered on all four sides by a visited tile (green plus blue on my map). I like the idea of tile hunting, in that I prefer to visit a lot of places (whereas others want to ride every road in fewer places). But since I live on a penninsula, it is not easy for me to form a large square. Still, I'll start tracking my tiles; here's the first entry:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 450,
   "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>date</th>\n",
       "      <th>tiles</th>\n",
       "      <th>square</th>\n",
       "      <th>cluster</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <td>Sep 2022</td>\n",
       "      <td>2481</td>\n",
       "      <td>11x11</td>\n",
       "      <td>295</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      date  tiles square  cluster\n",
       "  Sep 2022   2481  11x11      295"
      ]
     },
     "execution_count": 450,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tiles"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "I live in Santa Clara County, but I'm only 2 blocks from San Mateo County, so I ride in both. Wandrer.earth says that Jason Molenda is a whopping 1800 miles ahead of me in SMC and Megan Gardner is 1100 miles ahead of me in SCC, so I'm unlikely to catch up to either of them. However,  I do occupy a small section of the [Pareto front](https://en.wikipedia.org/wiki/Pareto_front) for the two counties together: no other rider on wandrer.earth has done more than me in *both* counties. Here are the leaders where the dotted line indicates the five riders on the Parewto front, and small circles indicate the three other ridsers who are close."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 451,
   "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>Initials</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",
       "      <th>Total %</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <td>Barry Mann</td>\n",
       "      <td>BM</td>\n",
       "      <td>75.34</td>\n",
       "      <td>29.32</td>\n",
       "      <td>2223</td>\n",
       "      <td>2218</td>\n",
       "      <td>4441</td>\n",
       "      <td>104.66</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <td>Megan Gardner</td>\n",
       "      <td>MG</td>\n",
       "      <td>92.51</td>\n",
       "      <td>8.69</td>\n",
       "      <td>2730</td>\n",
       "      <td>657</td>\n",
       "      <td>3387</td>\n",
       "      <td>101.20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <td>Peter Norvig</td>\n",
       "      <td>PN</td>\n",
       "      <td>55.26</td>\n",
       "      <td>30.31</td>\n",
       "      <td>1631</td>\n",
       "      <td>2293</td>\n",
       "      <td>3924</td>\n",
       "      <td>85.57</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <td>Matthew Ring</td>\n",
       "      <td>MR</td>\n",
       "      <td>75.53</td>\n",
       "      <td>1.48</td>\n",
       "      <td>2229</td>\n",
       "      <td>112</td>\n",
       "      <td>2341</td>\n",
       "      <td>77.01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <td>Brian Feinberg</td>\n",
       "      <td>BF</td>\n",
       "      <td>29.72</td>\n",
       "      <td>35.93</td>\n",
       "      <td>877</td>\n",
       "      <td>2718</td>\n",
       "      <td>3595</td>\n",
       "      <td>65.65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <td>Jason Molenda</td>\n",
       "      <td>JM</td>\n",
       "      <td>7.13</td>\n",
       "      <td>54.59</td>\n",
       "      <td>210</td>\n",
       "      <td>4129</td>\n",
       "      <td>4339</td>\n",
       "      <td>61.72</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <td>Elliot  Huff</td>\n",
       "      <td>EF</td>\n",
       "      <td>51.78</td>\n",
       "      <td>8.14</td>\n",
       "      <td>1528</td>\n",
       "      <td>616</td>\n",
       "      <td>2144</td>\n",
       "      <td>59.92</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <td>Jim Brooks</td>\n",
       "      <td>JB</td>\n",
       "      <td>4.23</td>\n",
       "      <td>43.53</td>\n",
       "      <td>125</td>\n",
       "      <td>3293</td>\n",
       "      <td>3418</td>\n",
       "      <td>47.76</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            Name Initials  SMC %  SCC %  SMC miles  SCC miles  Total miles  \\\n",
       "      Barry Mann       BM  75.34  29.32       2223       2218         4441   \n",
       "   Megan Gardner       MG  92.51   8.69       2730        657         3387   \n",
       "    Peter Norvig       PN  55.26  30.31       1631       2293         3924   \n",
       "    Matthew Ring       MR  75.53   1.48       2229        112         2341   \n",
       "  Brian Feinberg       BF  29.72  35.93        877       2718         3595   \n",
       "   Jason Molenda       JM   7.13  54.59        210       4129         4339   \n",
       "    Elliot  Huff       EF  51.78   8.14       1528        616         2144   \n",
       "      Jim Brooks       JB   4.23  43.53        125       3293         3418   \n",
       "\n",
       "  Total %  \n",
       "   104.66  \n",
       "   101.20  \n",
       "    85.57  \n",
       "    77.01  \n",
       "    65.65  \n",
       "    61.72  \n",
       "    59.92  \n",
       "    47.76  "
      ]
     },
     "execution_count": 451,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 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": 452,
   "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></th>\n",
       "      <td>2022</td>\n",
       "      <td>96</td>\n",
       "      <td>66</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <td>2021</td>\n",
       "      <td>93</td>\n",
       "      <td>65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <td>2020</td>\n",
       "      <td>87</td>\n",
       "      <td>62</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <td>2019</td>\n",
       "      <td>80</td>\n",
       "      <td>56</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <td>2018</td>\n",
       "      <td>77</td>\n",
       "      <td>54</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <td>2017</td>\n",
       "      <td>73</td>\n",
       "      <td>51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <td>2016</td>\n",
       "      <td>67</td>\n",
       "      <td>47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <td>2015</td>\n",
       "      <td>61</td>\n",
       "      <td>42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <td>2014</td>\n",
       "      <td>46</td>\n",
       "      <td>35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th></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",
       "  2022     96     66\n",
       "  2021     93     65\n",
       "  2020     87     62\n",
       "  2019     80     56\n",
       "  2018     77     54\n",
       "  2017     73     51\n",
       "  2016     67     47\n",
       "  2015     61     42\n",
       "  2014     46     35\n",
       "  2013     31     24"
      ]
     },
     "execution_count": 452,
     "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": 453,
   "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></th>\n",
       "      <td>96</td>\n",
       "      <td>-2</td>\n",
       "      <td>66</td>\n",
       "      <td>-6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <td>97</td>\n",
       "      <td>4</td>\n",
       "      <td>67</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <td>98</td>\n",
       "      <td>8</td>\n",
       "      <td>68</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <td>99</td>\n",
       "      <td>11</td>\n",
       "      <td>69</td>\n",
       "      <td>21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <td>100</td>\n",
       "      <td>13</td>\n",
       "      <td>70</td>\n",
       "      <td>29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <td>101</td>\n",
       "      <td>15</td>\n",
       "      <td>71</td>\n",
       "      <td>36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <td>102</td>\n",
       "      <td>18</td>\n",
       "      <td>72</td>\n",
       "      <td>39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <td>103</td>\n",
       "      <td>21</td>\n",
       "      <td>73</td>\n",
       "      <td>43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <td>104</td>\n",
       "      <td>25</td>\n",
       "      <td>74</td>\n",
       "      <td>45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <td>105</td>\n",
       "      <td>30</td>\n",
       "      <td>75</td>\n",
       "      <td>52</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  kms  kms gap  miles  miles gap\n",
       "   96       -2     66         -6\n",
       "   97        4     67          3\n",
       "   98        8     68          8\n",
       "   99       11     69         21\n",
       "  100       13     70         29\n",
       "  101       15     71         36\n",
       "  102       18     72         39\n",
       "  103       21     73         43\n",
       "  104       25     74         45\n",
       "  105       30     75         52"
      ]
     },
     "execution_count": 453,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Ed_gaps(rides)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In kilometers, I need 4 rides to improve from 96 to 97, and 13 rides to improve to 100.\n",
    "\n",
    "In miles, I need 3 rides to improve from 66 to 67, and 29 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": 454,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 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": 455,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 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": 456,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'Coast: 70 min, Creek: 64 min.'"
      ]
     },
     "execution_count": 456,
     "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": 457,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 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": 458,
   "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": 458,
     "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:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 459,
   "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": 459,
     "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": 460,
   "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>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></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></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></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></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></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></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></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></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></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></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></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></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></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></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></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></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></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></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></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></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  miles  \\\n",
       "  Sun, 11/29  2015                                Mt. Hamilton   3.68  37.00   \n",
       "    Fri, 4/2  2021          Everesting 5: climb 2×(OLH + WOLH)   3.27  31.48   \n",
       "   Mon, 3/29  2021                     Everesting 1: Mt Diablo   2.60  22.22   \n",
       "   Tue, 3/30  2021            Everesting 2: Kings + WOLH + OLH   3.34  35.99   \n",
       "   Sun, 12/1  2013                                Mt. Hamilton   3.78  37.56   \n",
       "  Sat, 11/25  2017                                Mt. Hamilton   3.69  36.65   \n",
       "  Fri, 10/30  2015                           OLH / West Alpine   3.48  39.51   \n",
       "   Sat, 4/26  2014                         OLH / Tunitas Creek   5.26  58.69   \n",
       "   Sat, 4/18  2015                    Tunitas + Lobitos Creeks   5.24  61.27   \n",
       "  Wed, 10/14  2015                               Half Moon Bay   6.13  72.97   \n",
       "   Sat, 7/25  2015                       Palo Alto, California   4.04  43.62   \n",
       "    Sun, 6/4  2017                           Sequoia Challenge   6.29  66.52   \n",
       "  Sat, 10/11  2014                               OLH / Tunitas   5.09  58.29   \n",
       "   Sat, 8/13  2016                      Petaluma / Point Reyes   4.50  54.75   \n",
       "   Fri, 8/28  2015                           Pescadaro via OLH   5.31  66.01   \n",
       "    Sun, 4/4  2021  Everesting 7: Mill Creek / Morrison Canyon   3.08  29.38   \n",
       "   Wed, 6/18  2014                     Sierra to the Sea Day 4   4.96  57.64   \n",
       "    Sun, 6/3  2018                                 The Sequoia   5.97  64.92   \n",
       "    Sat, 5/9  2015                                         OLH   2.50  32.33   \n",
       "   Sat, 9/12  2015                                Morning Ride   3.10  38.20   \n",
       "\n",
       "  feet    mph    vam    fpm   pct     kms  \n",
       "  4902  10.05  406.0  132.0  2.51   59.53  \n",
       "  4344   9.63  405.0  138.0  2.61   50.65  \n",
       "  3406   8.55  399.0  153.0  2.90   35.75  \n",
       "  4377  10.78  399.0  122.0  2.30   57.91  \n",
       "  4921   9.94  397.0  131.0  2.48   60.43  \n",
       "  4806   9.93  397.0  131.0  2.48   58.97  \n",
       "  4505  11.35  395.0  114.0  2.16   63.57  \n",
       "  6742  11.16  391.0  115.0  2.18   94.43  \n",
       "  6611  11.69  385.0  108.0  2.04   98.58  \n",
       "  7644  11.90  380.0  105.0  1.98  117.41  \n",
       "  4819  10.80  364.0  110.0  2.09   70.18  \n",
       "  7520  10.58  364.0  113.0  2.14  107.03  \n",
       "  6044  11.45  362.0  104.0  1.96   93.79  \n",
       "  5286  12.17  358.0   97.0  1.83   88.09  \n",
       "  6137  12.43  352.0   93.0  1.76  106.21  \n",
       "  3517   9.54  348.0  120.0  2.27   47.27  \n",
       "  5561  11.62  342.0   96.0  1.83   92.74  \n",
       "  6677  10.87  341.0  103.0  1.95  104.46  \n",
       "  2788  12.93  340.0   86.0  1.63   52.02  \n",
       "  3342  12.32  329.0   87.0  1.66   61.46  "
      ]
     },
     "execution_count": 460,
     "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": 461,
   "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>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>513.000000</td>\n",
       "      <td>513.000000</td>\n",
       "      <td>513.000000</td>\n",
       "      <td>513.000000</td>\n",
       "      <td>513.000000</td>\n",
       "      <td>513.000000</td>\n",
       "      <td>513.000000</td>\n",
       "      <td>513.000000</td>\n",
       "      <td>513.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>2016.649123</td>\n",
       "      <td>3.240936</td>\n",
       "      <td>41.585926</td>\n",
       "      <td>1765.555556</td>\n",
       "      <td>13.015906</td>\n",
       "      <td>157.888889</td>\n",
       "      <td>41.508772</td>\n",
       "      <td>0.785945</td>\n",
       "      <td>66.911637</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>2.159120</td>\n",
       "      <td>1.383379</td>\n",
       "      <td>16.798483</td>\n",
       "      <td>1466.184912</td>\n",
       "      <td>1.305231</td>\n",
       "      <td>90.431568</td>\n",
       "      <td>27.437436</td>\n",
       "      <td>0.519543</td>\n",
       "      <td>27.028726</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>2.180000</td>\n",
       "      <td>28.480000</td>\n",
       "      <td>709.000000</td>\n",
       "      <td>12.250000</td>\n",
       "      <td>81.000000</td>\n",
       "      <td>19.000000</td>\n",
       "      <td>0.370000</td>\n",
       "      <td>45.820000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>2017.000000</td>\n",
       "      <td>2.780000</td>\n",
       "      <td>35.910000</td>\n",
       "      <td>1339.000000</td>\n",
       "      <td>13.170000</td>\n",
       "      <td>152.000000</td>\n",
       "      <td>36.000000</td>\n",
       "      <td>0.690000</td>\n",
       "      <td>57.780000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>2018.000000</td>\n",
       "      <td>3.880000</td>\n",
       "      <td>50.640000</td>\n",
       "      <td>2257.000000</td>\n",
       "      <td>13.800000</td>\n",
       "      <td>218.000000</td>\n",
       "      <td>56.000000</td>\n",
       "      <td>1.070000</td>\n",
       "      <td>81.480000</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   513.000000  513.000000  513.000000   513.000000  513.000000   \n",
       "mean   2016.649123    3.240936   41.585926  1765.555556   13.015906   \n",
       "std       2.159120    1.383379   16.798483  1466.184912    1.305231   \n",
       "min    2012.000000    1.540000   20.960000    68.000000    8.550000   \n",
       "25%    2015.000000    2.180000   28.480000   709.000000   12.250000   \n",
       "50%    2017.000000    2.780000   35.910000  1339.000000   13.170000   \n",
       "75%    2018.000000    3.880000   50.640000  2257.000000   13.800000   \n",
       "max    2022.000000    8.140000  102.410000  7644.000000   16.750000   \n",
       "\n",
       "              vam         fpm         pct         kms  \n",
       "count  513.000000  513.000000  513.000000  513.000000  \n",
       "mean   157.888889   41.508772    0.785945   66.911637  \n",
       "std     90.431568   27.437436    0.519543   27.028726  \n",
       "min     10.000000    3.000000    0.050000   33.720000  \n",
       "25%     81.000000   19.000000    0.370000   45.820000  \n",
       "50%    152.000000   36.000000    0.690000   57.780000  \n",
       "75%    218.000000   56.000000    1.070000   81.480000  \n",
       "max    406.000000  153.000000    2.900000  164.780000  "
      ]
     },
     "execution_count": 461,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rides.describe() # Summary statistics for the rides"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 462,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\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>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": 462,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "segments.describe() # Summary statistics for the segments"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 463,
   "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>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></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></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></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></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></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></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></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></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></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></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></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></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></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></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></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></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></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></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></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></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    mph  \\\n",
       "   Sun, 5/22  2016                         Canada   2.19  36.68  1332  16.75   \n",
       "   Wed, 9/13  2017            Healdburg / Jimtown   2.13  34.45   912  16.17   \n",
       "   Sat, 1/25  2014                       Woodside   1.56  25.08  1243  16.08   \n",
       "   Sat, 4/11  2015                       Woodside   1.54  24.73  1035  16.06   \n",
       "   Sun, 7/11  2021                       San Jose   4.10  65.10  1086  15.88   \n",
       "   Sun, 1/18  2015                       Woodside   1.64  26.02  1257  15.87   \n",
       "   Fri, 6/24  2016                Foothill Expway   1.59  25.11   623  15.79   \n",
       "   Sun, 1/26  2014                      Canada Rd   2.10  33.12  1446  15.77   \n",
       "    Fri, 1/6  2012  Omarama to Wanaka New Zealand   4.48  70.35  3262  15.70   \n",
       "   Sun, 4/12  2015              Palo Alto Cycling   2.03  31.76  1210  15.65   \n",
       "  Sun, 10/15  2017                      Los Gatos   2.86  44.71  1437  15.63   \n",
       "    Sun, 8/5  2018      Bike Ride Northwest Day 1   3.58  55.77  1824  15.58   \n",
       "   Sun, 2/28  2016                  Woodside Loop   1.73  26.93   843  15.57   \n",
       "   Sun, 6/26  2016                      Los Gatos   3.28  50.78  1181  15.48   \n",
       "   Mon, 1/19  2015                Canada Rd, etc.   2.95  45.64  1836  15.47   \n",
       "   Sun, 1/19  2014                  Palo Alto, CA   1.62  25.01  1201  15.44   \n",
       "   Sun, 12/6  2015                      Canada Rd   2.25  34.67  1237  15.41   \n",
       "   Tue, 6/18  2013           work etc (headwinds)   2.06  31.48   809  15.28   \n",
       "   Fri, 9/23  2016                      Los Gatos   2.89  43.93  1339  15.20   \n",
       "    Sat, 7/9  2016                     Santa Cruz   3.84  58.23  4042  15.16   \n",
       "\n",
       "    vam   fpm   pct     kms  \n",
       "  185.0  36.0  0.69   59.02  \n",
       "  131.0  26.0  0.50   55.43  \n",
       "  243.0  50.0  0.94   40.35  \n",
       "  205.0  42.0  0.79   39.79  \n",
       "   81.0  17.0  0.32  104.75  \n",
       "  234.0  48.0  0.91   41.87  \n",
       "  119.0  25.0  0.47   40.40  \n",
       "  210.0  44.0  0.83   53.29  \n",
       "  222.0  46.0  0.88  113.19  \n",
       "  182.0  38.0  0.72   51.10  \n",
       "  153.0  32.0  0.61   71.94  \n",
       "  155.0  33.0  0.62   89.73  \n",
       "  149.0  31.0  0.59   43.33  \n",
       "  110.0  23.0  0.44   81.71  \n",
       "  190.0  40.0  0.76   73.43  \n",
       "  226.0  48.0  0.91   40.24  \n",
       "  168.0  36.0  0.68   55.78  \n",
       "  120.0  26.0  0.49   50.65  \n",
       "  141.0  30.0  0.58   70.68  \n",
       "  321.0  69.0  1.31   93.69  "
      ]
     },
     "execution_count": 463,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "top(rides, 'mph') # Fastest rides (of more than 20 miles)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 464,
   "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>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": 464,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "top(segments, 'mph') # Fastest segments (there are no descent segments in the database)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 465,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "    }\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>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": 465,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "top(segments, 'feet') # Biggest climbing segments"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 466,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "  <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": 466,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "top(segments, 'pct') # Steepest climbs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 467,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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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></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></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></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></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></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></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></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></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></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></th>\n",
       "      <td>Sat, 9/17</td>\n",
       "      <td>2022</td>\n",
       "      <td>San Gregorio / Tunitas</td>\n",
       "      <td>6.56</td>\n",
       "      <td>80.53</td>\n",
       "      <td>6015</td>\n",
       "      <td>12.28</td>\n",
       "      <td>279.0</td>\n",
       "      <td>75.0</td>\n",
       "      <td>1.41</td>\n",
       "      <td>129.57</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th></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></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></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></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></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></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></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></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></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></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",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       date  year                                 title  hours   miles  feet  \\\n",
       "   Fri, 1/9  2012              Otago Rail Trail Century   7.87  102.41  2286   \n",
       "   Sat, 5/7  2022                  Wine Country Century   6.65  100.26  5253   \n",
       "  Thu, 6/14  2012      Coyote Creek Century with Juliet   8.14  100.07  1513   \n",
       "  Sat, 5/13  2017             Morgan Hill iCare Classic   7.46  100.05  4596   \n",
       "  Sat, 5/12  2018            ICare Classic, Morgan Hill   6.80   91.29  4160   \n",
       "   Sat, 5/6  2017                  Wine Country Century   7.26   89.49  5246   \n",
       "  Fri, 8/10  2018             Bike Ride Northwest Day 6   6.24   84.70  4380   \n",
       "  Fri, 2/28  2020                     Sawyer Camp Trail   6.41   84.43  3448   \n",
       "  Sun, 8/30  2020                             Los Gatos   6.36   80.92  2100   \n",
       "  Sat, 9/17  2022                San Gregorio / Tunitas   6.56   80.53  6015   \n",
       "  Sat, 10/1  2016       Half Moon Bay overnight campout   7.51   80.07  6039   \n",
       "  Mon, 10/5  2020  Half way around the bay on bay trail   6.44   80.05   541   \n",
       "  Sun, 6/21  2020                     Sawyer Camp Trail   6.59   79.78  1738   \n",
       "   Thu, 1/5  2012    Tekapo Lake to Omarama New Zealand   5.46   79.42  2145   \n",
       "   Tue, 8/7  2018             Bike Ride Northwest Day 3   6.18   78.96  5092   \n",
       "  Sun, 6/15  2014               Sierra to the Sea Day 1   5.57   78.53  4777   \n",
       "   Sun, 2/7  2021                   Saratoga / Campbell   5.89   78.38  2270   \n",
       "   Sat, 7/2  2022                 Bear Gulch, West Side   6.49   77.73  6991   \n",
       "   Sun, 6/2  2019                           The Sequoia   6.68   77.51  6467   \n",
       "  Sat, 4/23  2016                    Wildflower Century   5.60   77.22  4193   \n",
       "\n",
       "    mph    vam   fpm   pct     kms  \n",
       "  13.01   89.0  22.0  0.42  164.78  \n",
       "  15.08  241.0  52.0  0.99  161.32  \n",
       "  12.29   57.0  15.0  0.29  161.01  \n",
       "  13.41  188.0  46.0  0.87  160.98  \n",
       "  13.42  186.0  46.0  0.86  146.89  \n",
       "  12.33  220.0  59.0  1.11  143.99  \n",
       "  13.57  214.0  52.0  0.98  136.28  \n",
       "  13.17  164.0  41.0  0.77  135.85  \n",
       "  12.72  101.0  26.0  0.49  130.20  \n",
       "  12.28  279.0  75.0  1.41  129.57  \n",
       "  10.66  245.0  75.0  1.43  128.83  \n",
       "  12.43   26.0   7.0  0.13  128.80  \n",
       "  12.11   80.0  22.0  0.41  128.37  \n",
       "  14.55  120.0  27.0  0.51  127.79  \n",
       "  12.78  251.0  64.0  1.22  127.05  \n",
       "  14.10  261.0  61.0  1.15  126.35  \n",
       "  13.31  117.0  29.0  0.55  126.11  \n",
       "  11.98  328.0  90.0  1.70  125.07  \n",
       "  11.60  295.0  83.0  1.58  124.71  \n",
       "  13.79  228.0  54.0  1.03  124.25  "
      ]
     },
     "execution_count": 467,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "top(rides, 'miles') # Longest rides"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 468,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\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>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>2022</td>\n",
       "      <td>398.80</td>\n",
       "      <td>4382</td>\n",
       "      <td>292575</td>\n",
       "      <td>10.99</td>\n",
       "      <td>224.0</td>\n",
       "      <td>67.0</td>\n",
       "      <td>1.26</td>\n",
       "      <td>7050.64</td>\n",
       "    </tr>\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>9756.98</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <td>2020</td>\n",
       "      <td>438.88</td>\n",
       "      <td>5341</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>8593.67</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>9679.74</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>11835.80</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>10199.45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <td>2015</td>\n",
       "      <td>419.95</td>\n",
       "      <td>5452</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>8772.27</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>12.92</td>\n",
       "      <td>189.0</td>\n",
       "      <td>48.0</td>\n",
       "      <td>0.91</td>\n",
       "      <td>3972.62</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  year   hours  miles    feet    mph    vam   fpm   pct       kms\n",
       "  2022  398.80   4382  292575  10.99  224.0  67.0  1.26   7050.64\n",
       "  2021  490.53   6064  196634  12.36  122.0  32.0  0.61   9756.98\n",
       "  2020  438.88   5341   94777  12.17   66.0  18.0  0.34   8593.67\n",
       "  2019  476.32   6016  149797  12.63   96.0  25.0  0.47   9679.74\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  11835.80\n",
       "  2016  486.38   6339  201453  13.03  126.0  32.0  0.60  10199.45\n",
       "  2015  419.95   5452  209859  12.98  152.0  38.0  0.73   8772.27\n",
       "  2014  191.03   2469  118481  12.92  189.0  48.0  0.91   3972.62"
      ]
     },
     "execution_count": 468,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "yearly"
   ]
  }
 ],
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