From e68d6a8bf40364012b2abecb866af5fe7f85da99 Mon Sep 17 00:00:00 2001
From: Peter Norvig <peter.norvig@gmail.com>
Date: Tue, 1 Dec 2020 22:19:29 -0800
Subject: [PATCH] Add files via upload

---
 ipynb/Bike Speed versus Grade.ipynb | 1183 +++++++++++++++++++++------
 ipynb/bikerides25.tsv               |  936 ++++++++++-----------
 2 files changed, 1425 insertions(+), 694 deletions(-)

diff --git a/ipynb/Bike Speed versus Grade.ipynb b/ipynb/Bike Speed versus Grade.ipynb
index 38784a0..ab5ae1d 100644
--- a/ipynb/Bike Speed versus Grade.ipynb	
+++ b/ipynb/Bike Speed versus Grade.ipynb	
@@ -4,13 +4,16 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "<div align=\"right\" style=\"text-align: right\"><i>Peter Norvig, Oct 2017<br>Revised Jan 2020</i></div>\n",
+    "<div align=\"right\" style=\"text-align: right\"><i>Peter Norvig, Oct 2017<br>pandas Aug 2020<br>Data updated monthly</i></div>\n",
     "\n",
-    "# Bicycling: Speed, Grade, VAM,  Hill-index, Eddington\n",
+    "# Bicycling Statistics\n",
+    "\n",
+    "This notebook investigates various measures and statistics about riding bicycles.\n",
+    "\n",
+    "# Speed versus Grade\n",
     "\n",
     "Like most people, I bike slower when I'm going up a steep hill than on a flat road. But how much slower?\n",
-    "To answer that, I downloaded a bunch of my recorded [Strava](https://www.strava.com/athletes/575579) rides longer than 25 miles as [`bikerides25.tsv`](bikerides25.tsv).  I parse the file into `rides`, a list\n",
-    "of `Ride` structures. "
+    "To answer that, I downloaded a bunch of my recorded [Strava](https://www.strava.com/athletes/575579) rides longer than 25 miles as [`bikerides25.tsv`](bikerides25.tsv).  The columns are: the date; a title; the elapsed time of the ride in hours; the length of the ride in miles; and the total climbing in feet. I parse the file into the pandas dataframe `rides`:"
    ]
   },
   {
@@ -20,56 +23,303 @@
    "outputs": [],
    "source": [
     "import matplotlib.pyplot as plt\n",
-    "import collections\n",
-    "import numpy as np\n",
-    "import re"
+    "from IPython.core.display import HTML\n",
+    "import numpy  as np\n",
+    "import pandas as pd"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 31,
    "metadata": {},
    "outputs": [],
    "source": [
-    "Ride = collections.namedtuple('Ride', 'miles, hours, feet, date, title')\n",
-    "\n",
-    "def parse_rides(lines: str) -> [Ride]:\n",
-    "    \"\"\"Parse lines from a Strava log file into a list of `Ride`. Tab separated fields:\n",
-    "    Ride\tThu, 8/9/2018\tBRNW\t4:58:07\t68.41 mi\t3,862 ft\"\"\"\n",
-    "    return [Ride(number(mi), parse_hours(time), number(ft), date, title)\n",
-    "            for line in lines if line.startswith('Ride')\n",
-    "            for _, date, title, time, mi, ft in [line.strip().split('\\t')]]\n",
-    "\n",
-    "def number(string) -> float: return float(re.sub(r'[^0-9. ]', '', string))\n",
-    "\n",
     "def parse_hours(time: str) -> float: \n",
-    "    if time.count(':') < 2: time = '0:' + time\n",
-    "    hour, min, sec = map(int, time.split(':'))\n",
-    "    return hour + min/60 + sec/3600\n",
+    "    \"\"\"Parse '4:30:00' to 4.5 hours.\"\"\"\n",
+    "    while time.count(':') < 2: \n",
+    "        time = '0:' + time\n",
+    "    return round(pd.Timedelta(time).seconds / 60 / 60, 3)\n",
     "\n",
-    "rides = parse_rides(open('bikerides25.tsv'))"
+    "def parse_int(num: str) -> int:\n",
+    "    \"\"\"Parse a str as an int, ignoring commas.\"\"\"\n",
+    "    return int(num.replace(',', ''))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 33,
+   "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>title</th>\n",
+       "      <th>hours</th>\n",
+       "      <th>miles</th>\n",
+       "      <th>feet</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Sun, 10/11/2020</td>\n",
+       "      <td>Los Altos Hills Paths</td>\n",
+       "      <td>5.825</td>\n",
+       "      <td>65.03</td>\n",
+       "      <td>1870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Mon, 10/5/2020</td>\n",
+       "      <td>Half way around the bay on bay trail</td>\n",
+       "      <td>6.443</td>\n",
+       "      <td>80.05</td>\n",
+       "      <td>541</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Tue, 9/29/2020</td>\n",
+       "      <td>Saratoga Geocaching</td>\n",
+       "      <td>4.972</td>\n",
+       "      <td>64.30</td>\n",
+       "      <td>961</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Sun, 9/27/2020</td>\n",
+       "      <td>Edenvale Park</td>\n",
+       "      <td>5.650</td>\n",
+       "      <td>75.73</td>\n",
+       "      <td>997</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Thu, 9/24/2020</td>\n",
+       "      <td>Alum Rock Geocaching</td>\n",
+       "      <td>5.125</td>\n",
+       "      <td>67.19</td>\n",
+       "      <td>1093</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>469</th>\n",
+       "      <td>Sun, 6/23/2013</td>\n",
+       "      <td>Climb</td>\n",
+       "      <td>2.275</td>\n",
+       "      <td>24.30</td>\n",
+       "      <td>2001</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>470</th>\n",
+       "      <td>Sat, 7/13/2013</td>\n",
+       "      <td>Doug's Event</td>\n",
+       "      <td>1.865</td>\n",
+       "      <td>21.35</td>\n",
+       "      <td>1677</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>471</th>\n",
+       "      <td>Sun, 8/4/2013</td>\n",
+       "      <td>Kris's first trike ride</td>\n",
+       "      <td>1.856</td>\n",
+       "      <td>20.96</td>\n",
+       "      <td>988</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>472</th>\n",
+       "      <td>Sun, 11/24/2013</td>\n",
+       "      <td>Alpine Rd</td>\n",
+       "      <td>1.710</td>\n",
+       "      <td>21.02</td>\n",
+       "      <td>1289</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>473</th>\n",
+       "      <td>Fri, 11/29/2013</td>\n",
+       "      <td>Woodside Loop</td>\n",
+       "      <td>1.560</td>\n",
+       "      <td>22.75</td>\n",
+       "      <td>1011</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>474 rows × 5 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                date                                 title  hours  miles  feet\n",
+       "0    Sun, 10/11/2020                 Los Altos Hills Paths  5.825  65.03  1870\n",
+       "1     Mon, 10/5/2020  Half way around the bay on bay trail  6.443  80.05   541\n",
+       "2     Tue, 9/29/2020                   Saratoga Geocaching  4.972  64.30   961\n",
+       "3     Sun, 9/27/2020                         Edenvale Park  5.650  75.73   997\n",
+       "4     Thu, 9/24/2020                  Alum Rock Geocaching  5.125  67.19  1093\n",
+       "..               ...                                   ...    ...    ...   ...\n",
+       "469   Sun, 6/23/2013                                 Climb  2.275  24.30  2001\n",
+       "470   Sat, 7/13/2013                          Doug's Event  1.865  21.35  1677\n",
+       "471    Sun, 8/4/2013               Kris's first trike ride  1.856  20.96   988\n",
+       "472  Sun, 11/24/2013                             Alpine Rd  1.710  21.02  1289\n",
+       "473  Fri, 11/29/2013                         Woodside Loop  1.560  22.75  1011\n",
+       "\n",
+       "[474 rows x 5 columns]"
+      ]
+     },
+     "execution_count": 33,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "rides = pd.read_table(open('bikerides25.tsv'), comment='#',\n",
+    "                      converters={'hours': parse_hours, 'feet': parse_int})\n",
+    "rides"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "From the raw data I will derive three important arrays of numbers: \n",
-    "- `miles`: array of lengths of each ride in miles\n",
-    "- `hours`: array of durations of each ride in hours\n",
-    "- `feet`: array of total climbing of each ride in feet \n",
-    "\n",
-    "I'll show a simple scatter plot  visualization:"
+    "We can get a feel for the data with the `describe` method, and with a  scatter plot of the number of feet climbed per hour on the x-axis, versus the number of miles per hour on the y-axis:"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 4,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
+      "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>hours</th>\n",
+       "      <th>miles</th>\n",
+       "      <th>feet</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>count</th>\n",
+       "      <td>474.000000</td>\n",
+       "      <td>474.000000</td>\n",
+       "      <td>474.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>mean</th>\n",
+       "      <td>3.086392</td>\n",
+       "      <td>39.839515</td>\n",
+       "      <td>1635.090717</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>std</th>\n",
+       "      <td>1.279691</td>\n",
+       "      <td>15.597463</td>\n",
+       "      <td>1351.650653</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>min</th>\n",
+       "      <td>1.560000</td>\n",
+       "      <td>20.960000</td>\n",
+       "      <td>68.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25%</th>\n",
+       "      <td>2.135750</td>\n",
+       "      <td>28.060000</td>\n",
+       "      <td>651.500000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>50%</th>\n",
+       "      <td>2.670000</td>\n",
+       "      <td>34.350000</td>\n",
+       "      <td>1286.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>75%</th>\n",
+       "      <td>3.607250</td>\n",
+       "      <td>45.142500</td>\n",
+       "      <td>2092.750000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>max</th>\n",
+       "      <td>8.137000</td>\n",
+       "      <td>101.000000</td>\n",
+       "      <td>7644.000000</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "            hours       miles         feet\n",
+       "count  474.000000  474.000000   474.000000\n",
+       "mean     3.086392   39.839515  1635.090717\n",
+       "std      1.279691   15.597463  1351.650653\n",
+       "min      1.560000   20.960000    68.000000\n",
+       "25%      2.135750   28.060000   651.500000\n",
+       "50%      2.670000   34.350000  1286.000000\n",
+       "75%      3.607250   45.142500  2092.750000\n",
+       "max      8.137000  101.000000  7644.000000"
+      ]
+     },
+     "execution_count": 4,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "rides.describe()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -81,11 +331,7 @@
     }
    ],
    "source": [
-    "def column(attr, rides): return np.array([getattr(r, attr) for r in rides])\n",
-    "\n",
-    "miles = column('miles', rides)\n",
-    "hours = column('hours', rides)\n",
-    "feet  = column('feet',  rides)\n",
+    "miles, hours, feet = [rides[attr] for attr in ('miles', 'hours', 'feet')]\n",
     "\n",
     "plt.scatter(feet/miles, miles/hours);"
    ]
@@ -96,28 +342,27 @@
    "source": [
     "# Making it Prettier\n",
     "\n",
-    "As expected, there is a lot of variance, but overall speeds get slower as the grade gets steeper. Just eyeballing the scatter plot, it looks like some kind of downward sloping curve would be a better fit than a straight line, so I'll fit quadratic (degree two) and cubic (degree 3) polynomials to the data (for no good theoretical reason; just because those are two simple nonlinear functions and numpy has a solver for them). I'll also make the plot prettier and bigger:"
+    "As expected, there is a lot of variance, but overall speeds get slower as the grade gets steeper. I'll attempt to summarize the data by plotting three best-fit curves to the data: a straight line (degree 1 polynomial), a quadratic (degree 2) and a cubic (degree 3). I'll also make the plot prettier and bigger:"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 6,
    "metadata": {},
    "outputs": [],
    "source": [
-    "def show(X, Y, xlabel='Grade (feet/mile)', ylabel='Speed (mph)', degrees=(2, 3)): \n",
+    "def show(X, Y, xlabel='Grade (feet/mile)', ylabel='Speed (mph)', degrees=(1, 2, 3)): \n",
     "    \"\"\"Plot X versus Y and a best fit curve to it, with some bells and whistles.\"\"\"\n",
-    "    plt.rcParams[\"figure.figsize\"] = (12, 10)\n",
-    "    plt.style.use('fivethirtyeight')\n",
+    "    plt.rcParams[\"figure.figsize\"] = (9, 7)\n",
     "    grid(); plt.ylabel(ylabel); plt.xlabel(xlabel)\n",
-    "    plt.scatter(X, Y, c='k')\n",
+    "    plt.scatter(X, Y, c='k', marker='+')\n",
     "    X1 = np.linspace(min(X), max(X), 100)\n",
     "    for degree in degrees:\n",
     "        F = poly_fit(X, Y, degree)\n",
     "        plt.plot(X1, [F(x) for x in X1], '-', lw=2)\n",
-    "    plt.title(f'{len(X)} rides')\n",
+    "    plt.title(f'{len(X)} data points')\n",
     "\n",
-    "def grid(): plt.minorticks_on(); plt.grid(which='minor', ls=':', alpha=0.7)\n",
+    "def grid(): plt.minorticks_on(); plt.grid(which='both', ls=':', alpha=0.7)\n",
     "    \n",
     "def poly_fit(X, Y, degree) -> callable:\n",
     "    \"\"\"The polynomial function that best fits the X,Y vectors.\"\"\"\n",
@@ -127,29 +372,31 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 7,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
-       "<Figure size 864x720 with 1 Axes>"
+       "<Figure size 648x504 with 1 Axes>"
       ]
      },
-     "metadata": {},
+     "metadata": {
+      "needs_background": "light"
+     },
      "output_type": "display_data"
     }
    ],
    "source": [
-    "show(feet/miles, miles/hours)"
+    "show(X=feet/miles, Y=miles/hours)"
    ]
   },
   {
    "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 than on the grade of the road. But when the grade is steeper than 50 ft/mile, the 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."
+    "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, the 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."
    ]
   },
   {
@@ -163,7 +410,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 8,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -174,16 +421,16 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 9,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "'Coast: 69 min, Creek: 63 min.'"
+       "'Coast: 70 min, Creek: 62 min.'"
       ]
      },
-     "execution_count": 7,
+     "execution_count": 9,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -196,7 +443,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "This predicts the shorter creek route would be about 6 minutes faster. Good to know, but other factors (like the scenery) are probably more important in making the choice."
+    "This predicts the shorter creek route would be 10% faster. Good to know, but other factors (like the scenery) are probably more important in making the choice."
    ]
   },
   {
@@ -205,55 +452,196 @@
    "source": [
     "# Segments\n",
     "\n",
-    "The data I have so far helps me estimate the duration for a long ride over varying up-and-down terrain. But what if I just want to know how long it will take to climb the next hill? To answer that I'll go back to Strava and retrieve data from individual **segments**, some only a fraction of a mile long, some several miles long, but most with a relatively constant grade. I picked some representative climbing segments ([`bikesegments.csv`](bikesegments.csv)) with the segment length in miles and climb in feet, along with several of my times on the segment. (Strava shows my times for up to 10 rides on each segment; I picked the first, middle, and last of the rides shown.) "
+    "The data I have so far helps me estimate the duration for a long ride over varying up-and-down terrain. But what if I just want to know how long it will take to climb the next hill? To answer that I'll go back to Strava and retrieve data from individual **segments**, some only a fraction of a mile long, some several miles long, but most with a relatively constant grade. I picked some representative climbing segments ([`bikesegments.csv`](bikesegments.csv)) with the segment length in miles and climb in feet, along with several of my times on the segment. (Strava shows my times for up to 10 rides on each segment; I picked the fastest, middle, and slowest of the rides shown.) "
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 10,
    "metadata": {},
    "outputs": [],
    "source": [
     "def parse_segments(lines):\n",
     "    \"\"\"Parse a string of segments into Rides. Each line contains:\n",
-    "    'title, miles, feet, time(s)'.\"\"\"\n",
+    "    'segment_title, miles, feet_climb, time(s), ...'.\"\"\"\n",
     "    for segment in lines:\n",
     "        title, mi, ft, *times = segment.split(',')\n",
     "        for time in times:\n",
-    "            time = parse_hours(time)\n",
-    "            yield Ride(float(mi), time, int(ft), 'date?', title)\n",
+    "            yield title, float(mi), parse_int(ft), parse_hours(time)\n",
     "            \n",
-    "segments = list(parse_segments(open('bikesegments.csv')))\n",
-    "\n",
-    "miles2 = column('miles', segments)\n",
-    "hours2 = column('hours', segments)\n",
-    "feet2  = column('feet',  segments) "
+    "segments = pd.DataFrame(parse_segments(open('bikesegments.csv')),\n",
+    "                        columns=('title', 'miles', 'feet', 'hours'))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>title</th>\n",
+       "      <th>miles</th>\n",
+       "      <th>feet</th>\n",
+       "      <th>hours</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Alma Mt. Charlie</td>\n",
+       "      <td>3.12</td>\n",
+       "      <td>875</td>\n",
+       "      <td>0.530</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Alpine Westridge</td>\n",
+       "      <td>0.76</td>\n",
+       "      <td>99</td>\n",
+       "      <td>0.057</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Alpine Westridge</td>\n",
+       "      <td>0.76</td>\n",
+       "      <td>99</td>\n",
+       "      <td>0.058</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Alpine Westridge</td>\n",
+       "      <td>0.76</td>\n",
+       "      <td>99</td>\n",
+       "      <td>0.062</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Alpine last kicker</td>\n",
+       "      <td>0.39</td>\n",
+       "      <td>114</td>\n",
+       "      <td>0.053</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>132</th>\n",
+       "      <td>Westridge Hill 2</td>\n",
+       "      <td>0.51</td>\n",
+       "      <td>166</td>\n",
+       "      <td>0.086</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>133</th>\n",
+       "      <td>Westridge Hill 2</td>\n",
+       "      <td>0.51</td>\n",
+       "      <td>166</td>\n",
+       "      <td>0.089</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>134</th>\n",
+       "      <td>Woodside Climb</td>\n",
+       "      <td>1.71</td>\n",
+       "      <td>295</td>\n",
+       "      <td>0.135</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>135</th>\n",
+       "      <td>Woodside Climb</td>\n",
+       "      <td>1.71</td>\n",
+       "      <td>295</td>\n",
+       "      <td>0.150</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>136</th>\n",
+       "      <td>Woodside Climb</td>\n",
+       "      <td>1.71</td>\n",
+       "      <td>295</td>\n",
+       "      <td>0.160</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>137 rows × 4 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                  title  miles  feet  hours\n",
+       "0      Alma Mt. Charlie   3.12   875  0.530\n",
+       "1      Alpine Westridge   0.76    99  0.057\n",
+       "2      Alpine Westridge   0.76    99  0.058\n",
+       "3      Alpine Westridge   0.76    99  0.062\n",
+       "4    Alpine last kicker   0.39   114  0.053\n",
+       "..                  ...    ...   ...    ...\n",
+       "132    Westridge Hill 2   0.51   166  0.086\n",
+       "133    Westridge Hill 2   0.51   166  0.089\n",
+       "134      Woodside Climb   1.71   295  0.135\n",
+       "135      Woodside Climb   1.71   295  0.150\n",
+       "136      Woodside Climb   1.71   295  0.160\n",
+       "\n",
+       "[137 rows x 4 columns]"
+      ]
+     },
+     "execution_count": 11,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "segments"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "For the plot I will list grade in percent rather than feet per mile:"
+    "For this plot I will list grade in percent rather than climbing feet per mile (a 1% grade is 52.8 feet  per mile):"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 12,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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4JdcGBwcRiUQQj8fhdrtRXV2NYDAIv98PABgYGEA0GkUsFoPH4wEABAIBBAIBS+cUDodnPaeCgoK0cwIw6zk5HA7SOQHI6jhZMSerjlN1dbUlay/dnCoqKsjmFI1GLVt76eaUguI4lZeXk/4+zZkzh2ztVVdXk71GpLBi7aWbU+oqMBS/T3a73dLX8slzSiQS2ryWT55TVVUV2eteVVUV2ZxS/4WW6rU8BcVxKikpsfS1fPKcCgsLydZedXW15X8bpeaUgurfuXPmzMnqOGUzp2QySfp3xOjoKNlrROr5mR6nbOZUWVk5ZU4zYfP5fMkZH/Uxxev1Yt68edq5AaC7uxsNDQ0kbp27UPopmwP6dpe1rsYva53fTe2X7vxuQF5jVLhlravx59paz8t3UqyiuLjYUp/L5UJrayuamprw7W9/Gy6Xy1I/F1Z34XJz+CnRtbs0V+OX7vxuDj8lunaX5mr80p3fzeGnwsy4HQTjyBtKS0stc7lcLjQ3N6Onp2f8a2+++Sa6urrgdDot+zkcWNmF083hp0TX7tJcjV+687s5/JTo2l2aq/FLd343h58KM+OWd1IMSH1uzwra29snbFAAoKenB+3t7Zb9DC6s7MLp5vBTomt3aa7GL9353Rx+SnTtLs3V+KU7v5vDT4WZccsmxYCFCxda5pruJjapE5B0wsounG4OPyW6dpfmavzSnd/N4adE1+7SXI1fuvO7OfxUmBm3bFIM2P8qNrOlrq4u7ddra2st+xlcWNmF083hp0TX7tJcjV+687s5/JTo2l2aq/FLd343h58KM+OWTYoBkUjEMldbWxvq6+snfK2+vh5tbW2W/QwurOzC6ebwU6Jrd2muxi/d+d0cfkp07S7N1filO7+bw0+FmXHLifMGWHmJN6fTia6uLrS3t8PtdqO2thZtbW3anTQPWNuF083hp0TX7tJcjV+687s5/JTo2l2aq/FLd343h58KM+OWd1IMSN0ExyqcTic6OjqwceNGrF+/XssNCmB9Fy43h58SXbtLczV+6c7v5vBTomt3aa7GL9353Rx+KsyMWzYpBpSVlWnppkbnLtI9v9zU6LwepTu/m8NPia7dpbkav3Tnd3P4qTAzbtmkGFBUVKSlmxqdu0j3/HJTo/N6lO78bg4/Jbp2l+Zq/NKd383hp8LMuGWTYoDH49HSTY3OXaR7frmp0Xk9Snd+N4efEl27S3M1funO7+bwU2Fm3LJJMWC6ywbnupsanbtI9/xyU6PzepTu/G4OPyW6dpfmavzSnd/N4afCzLhlk2LAyMiIlm5qdO4i3fPLTY3O61G687s5/JTo2l2aq/FLd343h58KM+OWTYoBo6OjWrqp0bmLdM8vNzU6r0fpzu/m8FOia3dprsYv3fndHH4qzIxbNikGVFVVaemmRucu0j2/3NTovB6lO7+bw0+Jrt2luRq/dOd3c/ipMDNu2aQYMDg4qKWbGp27SPf8clOj83qU7vxuDj8lunaX5mr80p3fzeGnwsy483KT4vF4EIvFEI1GMTAwAADw+/0IBoMAALfbjXg8jkgkMh7N5/ONf16uv78fiUQCRUVF4zef8Xq9CIVCAIC+vj4AQCgUgtfrBTB2k5pwOIxEIoH+/n4AY5+/8/l8AMYOTiQSQTweh9vtRkVFBYLBIPx+PwBgYGAA0WgUsVhs/AoIgUAAgUDA0jmFw+FZzynF5DkBmPWcbDYb6ZxSj8/0OFkxJ6uOU0VFhSVrL92c5syZQzan1NisWHvp5pSC4jgVFxeT/j45HA6ytVdRUUH2GpHCirWXbk52uz2r45TNnJLJpKWv5ZPnlBqvDq/lk+dUWlpK9rpXWlpKNqdwOGzZ2ks3pxQUx6mwsNDS1/LJc7Lb7WRrr6KiwvK/jVJzSkH171yHw5HVccpmTqmfR/V3RDQaJXuNSD0/0+OUzZxKSkqmzGkmbD6fLznjoz6mxONxFBQUaOcGgO7ubjQ0NJC4de5C6adsDujbXda6Gr+sdX43tV+687sBeY1R4Za1rsafa2s9L99JsYrUbk83NzU6d5Hu+eWmRuf1KN353Rx+SnTtLs3V+KU7v5vDT4WZccsmxYDa2lot3dTo3EW655ebGp3Xo3Tnd3P4KdG1uzRX45fu/G4OPxVmxi2bFAP2/1ykTm5qdO4i3fPLTY3O61G687s5/JTo2l2aq/FLd343h58KM+OWTYoB+5+Uq5ObGp27SPf8clOj83qU7vxuDj8lunaX5mr80p3fzeGnwsy4ZZNiQGVlpZZuanTuIt3zy02NzutRuvO7OfyU6NpdmqvxS3d+N4efCjPjlk2KATqfWEWJzl2ke365qdF5PUp3fjeHnxJdu0tzNX7pzu/m8FMhJ85bjM47bUp07iLd88tNjc7rUbrzuzn8lOjaXZqr8Ut3fjeHnwp5J8ViUjcU081Njc5dpHt+uanReT1Kd343h58SXbtLczV+6c7v5vBTYWbces6UidSdOjPF5XKhtbUVTU1NaG1thcvlssydS1COnbqLdM8vNzU6r0fpzu/m8FOia3dprsYv3fndHH4qzIzbQTCOvGHBggUZP9blcqG5uRk9PT3jX3v99dfR1dUFp9M5K3euQTl26i7SPb/c1Oi8HqU7v5vDT4mu3aW5Gr9053dz+KkwM255J8WAQCCQ8WPb29snbFAAoKenB+3t7bN25xqUY6fuIt3zy02NzutRuvO7OfyU6NpdmqvxS3d+N4efCjPjlk2KRfT396f9utvtZh6JIAiCIAiCIOiN0k3K1q1bcf755+OII45AVVUVNmzYMOUxO3bswIUXXoglS5agrq4OK1euxPvvv88yvrlz52b82Lq6urRfr62tnbU716AcO3UX6Z5fbmp0Xo/Snd/N4adE1+7SXI1fuvO7OfxUmBm30k3KyMgIli9fjvXr16OkpGTK9//2t79h1apVcDqdeOqpp/DKK6+gra0NZWVlLOPzeDwZP7atrQ319fUTvlZfX4+2trZZu3MNyrFTd5Hu+eWmRuf1KN353Rx+SnTtLs3V+KU7v5vDT4WZcSs9cf6UU07BKaecAgC48sorp3y/vb0dJ554In74wx+Of+3ggw/mGh6qq6szfqzT6URXVxfa29vhdrtRW1uLtra2tCfNZ+vONSjHTt1FuueXmxqd16N053dz+CnRtbs0V+OX7vxuDj8VZsads1f3SiQS2LRpE66++mqcffbZePPNN7FkyRJ885vfxFlnncU2hmxwOp3o6OggcecSlGOn7iLd88tNjc7rUbrzuzn8lOjaXZqr8Ut3fjeHnwoz47b5fL4kwViyZtGiRbjjjjtwwQUXABh7W2jZsmUoLS3Fd7/7XaxcuRIvvfQSbrrpJmzYsAGrV69O6+nu7uYctiAIgiAIgiAIWdLQ0GD4/Zx+JwUATjvtNKxbtw4AcOSRR+LNN9/E/fffP+0mZaYJf1zo7u6WFsxIczVId36kuRqkuxqkOz/SXA251j1nL0FcXV0Nh8OBZcuWTfj6YYcdhl27drGMwe/3a+mmRucu0j2/3NTovB6lO7+bw0+Jrt2luRq/dOd3c/ipMDPunN2kFBUV4eijj57y8a0dO3Zg8eLFLGMoKCjQ0k2Nzl2ke365qdF5PUp3fjeHnxJdu0tzNX7pzu/m8FNhZtxKP+4VDAbx4YcfAhj7eNeuXbuwfft2zJs3D4sXL8a3vvUtfO1rX8Nxxx2HlStXYvPmzXj88cfT3k+FgvLyci3d1OjcRbrnl5sandejdOd3c/gp0bW7NFfjl+78bg4/FWbGrfSdlDfeeAMrV67EypUrsW/fPtx2221YuXIlbr31VgBAU1MTfvKTn+Cuu+7Ccccdh/vuuw/33nsvVq1axTI+yrvF63wnep27SPf8clOj83qU7vxuDj8lunaX5mr80p3fzeGnwsy4c+bqXrlIPB4ne1uN0g3QnvykcxdKP/UJZ7p2l7Wuxi9rnd9N7Zfu/G5AXmNUuGWtq/Hn2lrP2XNScoFYLKalmxqdu0j3/HJTo/N6lO78bg4/Jbp2l+Zq/NKd383hp8LMuGWTYsDw8LCWbmp07iLd88tNjc7rUbrzuzn8lOjaXZqr8Ut3fjeHnwoz45ZNigEHHHCAlm5qdO4i3fPLTY3O61G687s5/JTo2l2aq/FLd343h58KM+OWTYoBPp9PSzc1OneR7vnlpkbn9Sjd+d0cfkp07S7N1filO7+bw0+FmXHLJsWAwsJCLd3U6NxFuueXmxqd16N053dz+CnRtbs0V+OX7vxuDj8VZsYtmxQDysrKtHRTo3MX6Z5fbmp0Xo/Snd/N4adE1+7SXI1fuvO7OfxUmBm3bFIM6O/v19JNjc5dpHt+uanReT1Kd343h58SXbtLczV+6c7v5vBTYWbcskkxYMGCBVq6qdG5i3TPLzc1Oq9H6c7v5vBTomt3aa7GL9353Rx+KsyMWzYpBkSjUS3d1OjcRbrnl5sandejdOd3c/gp0bW7NFfjl+78bg4/FWbGLZsUA0ZGRrR0U6NzF+meX25qdF6P0p3fzeGnRNfu0lyNX7rzuzn8VJgZt2xSDKiurtbSTY3OXaR7frmp0Xk9Snd+N4efEl27S3M1funO7+bwU2Fm3Hm5SfF4PIjFYohGoxgYGAAA+P1+BINBAIDb7UY8HkckEsHg4CCAses3p3Z5/f39SCQS2LNnD4aGhgAAXq8XoVAIANDX1wcACIVC8Hq9AIChoSGEw2EkEonxk4NGRkbGrws9ODiISCSCeDwOt9sNr9eLYDAIv98PABgYGEA0GkUsFoPH4wEABAIBBAIBS+cUDodnPafUYyfPCcCs59Tf3086p927d2d1nKyYk1XHyev1WrL20s1pcHCQbE4ul8uytZduTikojlOqjRVrL92cPB4P2drzer1krxEprFh76ea0fx+rf592795t6Wv55Dnt3LlTm9fyyXMaGhoie90bGhoim5PL5bJs7aWbUwqK47Rnzx5LX8snz6m/v59s7Xm9Xsv/NkrNKQXVv3P372P179OuXbtI/47o7e0le41IPT/T45TNnAYHB6fMaSZsPp8vOeOjPqaEQiGUlpZq5waA7u5uNDQ0kLh17kLpp2wO6Ntd1roav6x1fje1X7rzuwF5jVHhlrWuxp9raz0v30mxCspFRummRucu0j2/3NTovB6lO7+bw0+Jrt2luRq/dOd3c/ipMDNu2aQYkHpLTDc3NTp3ke755aZG5/Uo3fndHH5KdO0uzdX4pTu/m8NPhZlxy8e98hTqt0qFqUhzNUh3fqS5GqS7GqQ7P9JcDbnWXd5JMWD/E0R1clOjcxfpnl9uanRej9Kd383hp0TX7tJcjV+687s5/FSYGbdsUgyIRCJauqnRuYt0zy83NTqvR+nO7+bwU6Jrd2muxi/d+d0cfirMjFs2KQbMmzdPSzc1OneR7vnlpkbn9Sjd+d0cfkp07S7N1filO7+bw0+FmXHLJsWA1PWldXNTo3MX6Z5fbmp0Xo/Snd/N4adE1+7SXI1fuvO7OfxUmBm3bFIMKCsr09JNjc5dpHt+uanReT1Kd343h58SXbtLczV+6c7v5vBTYWbcskkxoKioSEs3NTp3ke755aZG5/Uo3fndHH5KdO0uzdX4pTu/m8NPhZlxyybFAI/Ho6WbGp27SPf8clOj83qU7vxuDj8lunaX5mr80p3fzeGnwsy4ZZNiQF1dnZZuanTuIt3zy02NzutRuvO7OfyU6NpdmqvxS3d+N4efCjPjlk2KASMjI1q6qdG5i3TPLzc1Oq9H6c7v5vBTomt3aa7GL9353Rx+KsyMWzYpBoyOjmrppkbnLtI9v9zU6LwepTu/m8NPia7dpbkav3Tnd3P4qTAzbtmkGFBVVZXV410uF1pbW9HU1ITW1la4XK5pv3/99ddP+b4uZNslV9wcfkp07S7N1filO7+bw0+Jrt2luRq/dOd3c/ipMDNu2aQYMDg4mPFjXS4Xmpub0dnZiS1btqCzsxPNzc3jG5GZvq8T2XTJJTeHnxJdu0tzNX7pzu/m8FOia3dprsYv3fndHH4qzIxbNikGVFRUZPzY9vZ29PT0TPhaT08P2tvbM/q+TmTTJZfcHH5KdO0uzdX4pTu/m8NPia7dpbkav3TndyYxSlQAACAASURBVHP4qTAz7rzcpHg8HsRiMUSjUQwMDAAA/H4/gsEgAMDtdiMejyMSiYzv7Hw+3/hJPf39/UgkEojFYuN3yPR6vQiFQgCAvr4+AEAoFILX6wUA9Pb2ph3Lrl27Mvr+wMAAotEoYrHY+GXaAoEAAoGApXMKh8MZz2loaAjhcBiJRAL9/f0Axk58SjkHBwcRiUQQj8fhdrsBAMFgEH6/3/ScQqEQ6ZyGh4fTzsnn85HNyarj5HA4sjpO2cwpmUySzWloaMiytZduTikojlMikSD9fYpGo2Rrz+FwkL1GpLBi7aWbUzgczuo4ZTOnYDBo2dpLNyefz6fNa/nkOdlsNrLXPZvNRjan1HOoXstTUByn0dFRS1/LJ88pHA6TrT2Hw2Hpa/n+c0pB9e/c1HGl+H0KBAKkf0fs3buX7DUi9fxMj1M2cwIwZU4zYfP5fMkZH/Uxxe12o7a2NqPHtra2orOzc8rXW1pa0NHRMeP3raa7uxsNDQ2We4HsuuSSm9pP2RzQtzv1MdV1rVP7Za3zu6n90p3fDchrjAq3rHU1/lxb63n5TopVZBOzra0N9fX1E75WX1+Ptra2jL6vE5S/fJRuDj8lunaX5mr80p3fzeGnRNfu0lyNX7rzuzn8VJgZt2xSDNj/LceZcDqd6OrqQktLCxobG9HS0oKuri44nc60329ubp7wfZ3IpksuuTn8lOjaXZqr8Ut3fjeHnxJdu0tzNX7pzu/m8FNhZtwOgnHkDft/3j0TnE6n4Ue39v++3+9HZWXlrManimy75Iqbw0+Jrt2luRq/dOd3c/gp0bW7NFfjl+78bg4/FWbGLe+kGEC5idB1gwLo3UW655ebGp3Xo3Tnd3P4KdG1uzRX45fu/G4OPxVmxi2bFANSVyDQzU2Nzl2ke365qdF5PUp3fjeHnxJdu0tzNX7pzu/m8FNhZtyySTEg611fIo6CP72AOXfdCMRj1rpzCPkvEGrQtbs0V+OX7vxuDj8lunaX5mr80p3fzeGnQt5JsRi7Pfs8xb/rgOP1l+B4fbPl7lyBcuzUXaR7frmp0Xk9Snd+N4efEl27S3M1funO7+bwU2Fm3HrOlInUTXAyxl6A6KpzAQCF//0okJz+FjRZu3MIyrFTd5Hu+eWmRuf1KN353Rx+SnTtLs3V+KU7v5vDT4WZccsmxYAFCxZk/ZzYilVIls9FQc97sP/1bUvduQLl2Km7SPf8clOj83qU7vxuDj8lunaX5mr80p3fzeGnwsy4ZZNiQCAQyP5JxXMweuJaAEDRpkdn5Xa5XGhtbUVTUxNaW1vhcrmyHw8BprrkgJvDT4mu3aW5Gr9053dz+CnRtbs0V+OX7vxuDj8VZsYt90khYPTkM1H47G9Q8MbLsLl3Ilm7OGuHy+VCc3Mzenp6xr/2+uuva3sDSEEQBEEQBEHIFHknxYC5c+eael6ycj5ix30RtmQSRZs6Tbnb29snbFAAoKenB+3t7abGZCVmu6h2c/gp0bW7NFfjl+78bg4/Jbp2l+Zq/NKd383hp8LMuGWTYoDH4zH93OjqsRPoHVs2AcO+rN39/f1pv+52u02PySpm00Wlm8NPia7dpbkav3Tnd3P4KdG1uzRX45fu/G4OPxVmxi2bFAOqq6tNPze56GDEjvpH2EajKPzfp7J219XVpf16bW2t6TFZxWy6qHRz+CnRtbs0V+OX7vxuDj8lunaX5mr80p3fzeGnwsy4ZZNiQCKRmNXzRz96N6Xwf54AopGs3G1tbaivr5/wtfr6erS1tc1qTFYw2y6q3Bx+SnTtLs3V+KU7v5vDT4mu3aW5Gr9053dz+KkwM+683KR4PB7EYjFEo1EMDAwAAPx+P4LBIICxj0zF43FEIhEMDg4CAHw+H0ZGRgCMfdQqkUhgaGho/LrOXq8XoVAIANDX1wcACIVC8Hq9AMau/xwOh5FIJMY/qhVYchiii+phD3gRfu4JRCIRxONxuN3u8fH4/X4AwMDAAKLRKGKxGDweD5xOJ37961+jubkZjY2NWLNmDX73u9+hrq5uVnMKh8OzmtPIyAj27NkDABgcHJwwJwCGcwLGru6QusJDuuO0Z88e0jl5PJ60c/L5fGRzsuo4+f3+rI5TNnPau3cv2Zz6+vosW3vp5pSC4jjt3buX9PdpcHCQbO35/X6y14gUVqy9dHNKHROK3yePx2PZ2ks3p/7+fmWvEbOdk9frJXvd83q9ZHNKfZ/qtTwFxXEaGhqy9LV88pwGBgbI1p7f77f0tXz/OaWg+ndu6n9T/D653W7SvyP6+vrIXiNSz8/0OGUzJ6/XO2VOM2Hz+XzT33FQmDWOl5/HnPt+iMRCJ0I//BXAdKfQ7u5uNDQ0sPwsYQxprgbpzo80V4N0V4N050eaqyHXuuflOylWkckubyZin/snJObXwN7nQsH2/2epWxWUY6fuIt3zy02NzutRuvO7OfyU6NpdmqvxS3d+N4efCjPjlk2KAQUFBbOXOBwY/eLZAIB414PjN2e86qqrcubmjNliSRcFbg4/Jbp2l+Zq/NKd383hp0TX7tJcjV+687s5/FSYGbfczNGA8vJySzyjJzTB0fVfKO/5P+x44X284d8HAHjrrbe0vDmjVV243Rx+SnTtLs3V+KU7v5vDT4mu3aW5Gr9053dz+KkwM255J8UAy+5JUlqOTaNzAADfXnrg+Jdz5eaM2UJ5rxbq+8Dkwn1mzKJrd2muxi/d+d0cfkp07S7N1filO7+bw0+FmXHLJsWAmpoay1wPDEURSyTRsrAKzpKi8a9TLDaXy4Xvf//7aGpqQmtrq+UfK7OyC6ebw0+Jrt2luRq/dOd3c/gp0bW7NFfjl+78bg4/FWbGLZsUA2KxmGWuggWL8JvdXjjsNlyz9O8HyuqbM7pcLjQ3N2PTpk3YsmULOjs70dzcbOlGxcounG4OPyW6dpfmavzSnd/N4adE1+7SXI1fuvO7OfxUmBm3bFIMGB4etszV1taGR/YVAgAuXlKNA4oKSG7O2N7ejp6englfs/pjZVZ24XRz+CnRtbs0V+OX7vxuDj8lunaX5mr80p3fzeGnwsy4ZZNiwAEHHGCZy+l04o7fPI43bKUoddhx9+lfIDlpPnUTnslY+bEyK7twujn8lOjaXZqr8Ut3fjeHnxJdu0tzNX7pzu/m8FNhZtyySTEgdadNq3A6nVj2nVsBAGfOGYWz9sAZnpE9dXV1ab9u5cfKrO7C5ebwU6Jrd2muxi/d+d0cfkp07S7N1filO7+bw0+FmXHLJsWAwsJCy52JZUchfugRKAgNo/DFZy33t7W1ob6+fsLXrP5YGUUXDjeHnxJdu0tzNX7pzu/m8FOia3dprsYv3fndHH4qzIxbNikGlJWVWS+12RA97csAgMJNvwUsPgHK6XSiq6sLq1evRmNjI1paWiz/WBlJFwY3h58SXbtLczV+6c7v5vBTomt3aa7GL9353Rx+KsyMWzYpBkx3fsdsiR99PKIH1ME+5IHjT3+03O90OnHLLbdg48aN6OjoYDvvJdfdHH5KdO0uzdX4pTu/m8NPia7dpbkav3Tnd3P4qTAzbqWblK1bt+L888/HEUccgaqqKmzYsGHax1511VWoqqrCXXfdxTa+BQsW0IjtdsSbPno35dnfAMkkzc8hgqwLsZvDT4mu3aW5Gr9053dz+CnRtbs0V+OX7vxuDj8VZsatdJMyMjKC5cuXY/369SgpKZn2cU8++SS2bds27UnhVESjUTL3yGe+gERVNQp2foCC7X8i+zkUUHahdHP4KdG1uzRX45fu/G4OPyW6dpfmavzSnd/N4afCzLiVblJOOeUU3HjjjVi7di3s9vRD6e3txXe+8x3cf//9cDgcrOMbGRmhc0dHMXrKOQCAomcfJvs5FJB2IXRz+CnRtbs0V+OX7vxuDj8lunaX5mr80p3fzeGnwsy4c/qclFgshksuuQTXXXcdli1bxv7zq6urSd2j/7QGyZIyFLz3Fuwf/IXsZ1kNdRdKqP2U6NpdmqvxS3d+N4efEl27S3M1funO7+bwU2Fm3LxvTWTJbbfdhnnz5uHrX/96xs/p7u4mHJH1LPx0Ixa8vAnR396PnnOusNStW4t8QJqrQbrzI83VIN3VIN35keZq4Oze0NBg+P2c3aRs2bIFDz/8MDZv3pzV82aacDaEQiGUlpZa5kvnttW0IvmnP6Dy/TdQHhjCjff+Av39/airq0NbW5vpK3N1d3db2mJ/OLpQQemnbA7o2536mOq61qn9stb53dR+6c7vBuQ1RoVb1roaf66t9Zz9uNfmzZvhdruxbNkyVFdXo7q6Gjt37sRNN92E5cuXs4zBzCL4q28UrS/uRSiWyMidrKpG7PhTYEsm8ca/fRudnZ3YsmULOjs70dzcDJfLZWrslFD+8lG6OfyU6NpdmqvxS3d+N4efEl27S3M1funO7+bwU2Fm3Dm7SbnkkkuwdetWbN68efyfuro6XHnllXjyySdZxtDX15fV45PJJC7b7EXnh/vww23DGbujp30JCQDNVQ4cNOfvd+Ts6elBe3t7VmPgINsuueLm8FOia3dprsYv3fndHH5KdO0uzdX4pTu/m8NPhZlxK/24VzAYxIcffggASCQS2LVrF7Zv34558+Zh8eLFqKmpmfB4h8OBBQsWkL4FuD8LFy7M6vE2mw0/PrYKJz89gJ+9G8Qa5xz844LiGd3J2oPwQsSBE4tjuGbpgbj2nd3j33O73eYGT0i2XXLFzeGnRNfu0lyNX7rzuzn8lOjaXZqr8Ut3fjeHnwoz41b6Tsobb7yBlStXYuXKldi3bx9uu+02rFy5ErfeeqvKYY0TCoWyfs6nDyjC1Z8sRxLAN7Z4sS+W/kaNk92/Lxs7eK3OahxQVDD+9dra2qzHQI2ZLrng5vBTomt3aa7GL9353Rx+SnTtLs3V+KU7v5vDT4WZcSvdpDQ2NsLn803555577kn7+Lfffhvf/OY32cYXiURMPe9fPjUXR1Q58EEgjvZtgYzc/3zjLfhjYBSlDju+dcjYO0j19fVoa2szNQZKzHZR7ebwU6Jrd2muxi/d+d0cfkp07S7N1filO7+bw0+FmXHn7DkpucC8efNMPa+4wIafNc5DgQ342btBvOqZemAmu51OJ5zfvhkA8K2GWvzzOWehq6vL9NW9KDHbRbWbw0+Jrt2luRq/dOd3c/gp0bW7NFfjl+78bg4/FWbGLZsUA4aGhkw/99MHFOEqg499pXMf2HgSYod/CuV24J61J+XkBgWYXReVbg4/Jbp2l+Zq/NKd383hp0TX7tJcjV+687s5/FSYGbdsUgwoKyub1fNv+NRcHD7Nx76mc4+uuRAAUPj7TiASntXPp2K2XVS5OfyU6NpdmqvxS3d+N4efEl27S3M1funO7+bwU2Fm3LJJMaCoqGhWzy8usOFnK/7+sa//t9/HvqZzxz9xDOL1h8M+7EPhS8/O6udTMdsuqtwcfkp07S7N1filO7+bw0+Jrt2luRq/dOd3c/ipMDNu2aQY4PF4Zu04umb/j335xj/2Na3bZkN0zQUAgMJnHwFio7Meg9VY0UWFm8NPia7dpbkav3Tnd3P4KdG1uzRX45fu/G4OPxVmxi2bFAPq6uos8aQ+9rUjEBv/2JeRO/7p4xFfdDDsewfgePl5S8ZgJVZ14XZz+CnRtbs0V+OX7vxuDj8lunaX5mr80p3fzeGnwsy4ZZNiwMjIiCWeyR/7etkdMXbb7RhtGns3pejph4FE3JJxWIVVXbjdHH5KdO0uzdX4pTu/m8NPia7dpbkav3Tnd3P4qTAzbtmkGDA6at1HrY6uKcI1n6wYv9qXf1/U8PGxz/8TEjULYffsguO1lywbhxVY2YXTzeGnRNfu0lyNX7rzuzn8lOjaXZqr8Ut3fjeHnwoz45ZNigFVVVWW+v7lUxX4xDwHeobjuLPbZvzgAgeip38JAFD49ENAMv2d61VgdRcuN4efEl27S3M1funO7+bwU6Jrd2muxi/d+d0cfirMjFs2KQYMDg5a6isqsOGexnlw2ICO90bwYp/xJYZjK1YhUVWNgt4PUPDWK5aOZTZY3YXLzeGnRNfu0lyNX7rzuzn8lOjaXZqr8Ut3fjeHnwoz45ZNigEVFRWWO4+sLsK/fGrM+40tPgSiiWkf6+rrx4bhsXdcdv3kZrj+9jfLx2MGii4cbg4/Jbp2l+Zq/NKd383hp0TX7tJcjV+687s5/FSYGXdeblI8Hg9isRii0SgGBgYAAH6/H8FgEADgdrsRj8cRiUTGd3Y+n2/8pJ7+/n4kEgnEYrHxO2R6vV6EQiEAQF9fHwAgFArB6/UCGLuTZjgcRiKRQH9/P4Cxk4R8Ph+AsR1kJBJBPB7Hlw4cwVHVDuwaieNfto6Nb2BgANFoFLFYDB6PBy6XC2eccQa+8eT/Yk9kFA3JMH504Tno7u6e1ZzC4fCs55Ry7j8nt9sNAAgGg/D7/WnnBACBQACBQGDa4xQKhUjnNDw8nPFxsmpOVh0nh8Mx67U33ZySySTZnIaGhixbe+nmlILiOCUSCdLfp2g0Srb2HA4H2WtECivWXro5hcPhrI5TNnMKBoOWrb10c/L5fMpeI2Y7J5vNRva6Z7PZyOaUeg7Va3kKiuM0Ojpq6Wv55DmFw2GytedwOCx9Ld9/Timo/p2bOq4Uv0+BQID074i9e/eSvUaknp/pccpmTgCmzGkmbD6fL3dOdsgx3G43amtrM368y+VCe3s7+vv7UVdXh7a2NjidzrSP3dzdj7NfTiCaADq/WI0vHjRnwvdbW1vR2dkJALhu6YFY/4mFeHkoiLtqP4WO+++fcSzd3d1oaGjIeOzZkG2XXHFT+ymbA/p2pz6muq51ar+sdX43tV+687sBeY1R4Za1rsafa2s9L99JsYpsNyjNzc3o7OzEli1b0NnZiebmZrhcrrSPb2yow/eOngsA+NZWL3yRiR/7Su1kAeCenkEMRmI4rrocdUO7TczEWih/+SjdHH5KdO0uzdX4pTu/m8NPia7dpbkav3Tnd3P4qTAzbtmkGLD/W44z0d7ejp6englf6+npQXt7+7TudZ8ox+dqitAfSuCG/+eb8P39b3ozEk/gJx/sAQBcUpnxkMjIpksuuTn8lOjaXZqr8Ut3fjeHnxJdu0tzNX7pzu/m8FNhZtyySTFg/8+7z8T+73zsT+qze+ncBXYbftZYhZICGx79YB+edu0b/35bWxvq6+vH//9PewbhjyWxPLkP9vfezHhcFGTTJZfcHH5KdO0uzdX4pTu/m8NPia7dpbkav3Tnd3P4qTAzbtmkGFBZmfnbFvu/87E/0729lXIvrSzEjceMfezr6pd9GNg3dhCdTie6urrQ0tKCxsZGrD7zbES+eBYAoOjJBye4XC4XWltb0dTUhNbW1mk/YmaWyf7UiVQUZNM8F/2UUI5dVzc1Oq9H6c7v5vBTomt3aa7GL9353Rx+KsyMWzYpBqSuQJAJk9/5AID6+nq0tbXN6L5seRlW1BZhMJzANS/7kPzoxo1OpxMdHR3YuHEjOjo6UNpyMZIlZXD8ZRvsf30bwPTnwuzebc25K+n8a9assXwjlCKb5rnop4Ry7Lq6qdF5PUp3fjeHnxJdu0tzNX7pzu/m8FNhZtyySTEgm13f5Hc+Wlpa0NXVNe3VvfZ32202/KxxHioKbXi6N4xHP9iX9jkoq8DoKWcD+Pu7KdOdC3PvvfdmPHYj0vl7e3unPddmtsh/gZgeXf/LjzRX45fu/G4OPyW6dpfmavzSnd/N4afCzLgdBOPIG+z27PZwqXc+zLiXlDtw2+crsW6LD//yqg8raotwUPnUwxM95RwU/r4Tjndeg33Hu9OeC2PVTjvbc21mS7bNc81PCeXYdXVTo/N6lO78bg4/Jbp2l+Zq/NKd383hp8LMuPWcKROpm+BwuS9YWorVi+cgMJrEuq0+JJJpbmFTPhejJ390bspTv572XJiamhpLxpntuTazhbI5h58S7vWog5sandejdOd3c/gp0bW7NFfjl+78bg4/FWbGLZsUAxYsWMDqttls+M/jqjC/2I4X+iL4xXsjaZ8bXd2CZPEcON56Fe1fuyDtuTCXX365JePM9lyb2ULZnMNPCfd61MFNjc7rUbrzuzn8lOjaXZqr8Ut3fjeHnwoz45ZNigGBQIDdvaC0AHceVwUAuPG1AHb4R6c+qKIKoyc1AwCcf3p+yrkwd999N+69915LrvaV7lybX//619OeazNbKJtz+ClRsR5z3U2NzutRuvO7OfyU6NpdmqvxS3d+N4efCjPjlnNScpC1B5fg3ENK8NsP9+GKzV7892k1cNhtEx4zuvpcFP7PE3C8sRX1Z351/FyY1NW49j/Z/fXXXzc8iT9Tkuk+fiYIgiAIgiAIFiPvpBgwd+5cZe47/rEKC0vteG1gFP/59tS7dCYr52P0n84AABR1/df416e72pfZq3GluwTxRRddRHYJYsrmHH5KVK7HXHVTo/N6lO78bg4/Jbp2l+Zq/NKd383hp8LMuGWTYoDH41Hmriq24+4V8wAA698MYPtQdMpjRk//EpJFxXBs2wp7z/sArL8al9WbnpmgbM7hp0TlesxVNzU6r0fpzu/m8FOia3dprsYv3fndHH4qzIxbNikGVFdXK3WfuGgOLjm8DKMJ4PKXvAjHJn7cKlk5H6MnnwkAKHriVwCsvxoX9yWIKZtz+ClRvR5z0U2NzutRuvO7OfyU6NpdmqvxS3d+N4efCjPjlk2KAYlEQrn7B5+Zi0PnFuAvvhjat0096Sh66vnjV/qyf/AXy6/GxX0JYsrmHH5KcmE95pqbGp3Xo3Tnd3P4KdG1uzRX45fu/G4OPxVmxi2bFAP8fr9yd1mhHfetnI8CG/DTd4N4qT8y8QFzqzD6xY/uQv/Er8avxrV69erxq3HN5qT5dJueJUuWkF2CmLI5h5+SXFiPueamRuf1KN353Rx+SnTtLs3V+KU7v5vDT4WZceflJsXj8SAWiyEajY7fed3v9yMYHDsB3e12Ix6PIxKJYHBwEADg8/kwMjJ2X5L+/n4kEglUVFSM33zG6/UiFAoBAPr6+gAAoVAIXq8XwNhNasLhMBKJxPhHpEZGRuDz+QAAg4ODiEQiiMfjcLvdqKmpQTAYHD9oAwMDiEajiMVi45/bCwQCCAQC+ExNEa441IYkgCte2osP+/ZMmFP01HORKC6B4+3XEH93G8rKynDLLbfg17/+NX7yk5/A6XSOzykcDmc1pwULFuDxxx9HU1MTGhsbceaZZ2LDhg1wOp1T5gQg4zlNd5yKioqyPk7ZzMlut2d1nKyYk5m1l25ONTU1lqy9dHOqrKwkm1MsFjO19jKdUwqK4zR37lzL1l66OZWWlpKtvZqaGsvW3uQ5pbBi7aWbU3FxcVbHKZs5ORwOS1/LJ88JgLLXiNnOaf78+WSve/PnzyebUywWy/o4ZTOnFBTHqayszNLX8slzKi4uJlt7NTU1lv9tlJpTCqp/55aWlmZ1nLKZk81mI/07Ih6Pk71GpJ6f6XHKZk7z5s2bMqeZsPl8Prmu7DT4/X5UVlayuV0uF9rb29Hf34+6ujq0tbWNvwMymkhi1TMD2DY4ivMOLcF9K+dPeG7R479E0ZMPIrb8aIRv+DG6u7vR0NDANnYd3NR+yuaAvt2pj6mua53aL2ud303tl+78bkBeY1S4Za2r8efaWpf7pBhQUFDA5k53f5NXXnkFRx55JAKBAOrq6nDTNW0431uIRz/Yh9OW7MPag0vGHxtd1YLC5x+D4y/bYH/vTaCgjG3surg5/JTo2l2aq/FLd343h58SXbtLczV+6c7v5vBTYWbceflxL6soLy9nc6e71O+uXbvw7LPPjt+f5OoLmnH1oWNva1/9shfu0N8/6oKyCkRXnQsAKH78VwDhjRc5u+jmp0TX7tJcjV+687s5/JTo2l2aq/FLd343h58KM+OWTYoBVJfZTeee7lK/+9PT04Pu/7oFJy0qhjeSxLot3gl3gR895WwkyypQ8P5bKP/be5aPOQVnF938lOjaXZqr8Ut3fjeHnxJdu0tzNX7pzu/m8FNhZtyySTGgpqaGzT3dpX4n43G7cfeKeagqsuF/dkfwy/dH/v7N0nJETz1vzPfiU2TvpnB20c1Pia7dpbkav3Tnd3P4KdG1uzRX45fu/G4OPxVmxi2bFANSVwzhcKe71G86amtrUVdagJ8cN3Y3+rY/BdDtHx3//ujJZyFZPhflu3ag4J3XrR30R3B20c1Pia7dpbkav3Tnd3P4KdG1uzRX45fu/G4OPxVmxi2bFAOGh4fZ3Kn7m7S0tKCxsRGnnnoqDjrooAmP2f+mjM31JTj30BLsiydx6UtejCY+etekpBTR074E4KO70BO8m8LZRTc/Jbp2l+Zq/NKd383hp0TX7tJcjV+687s5/FSYGbdcgjiH2bp1K6644orxy7bdc889OP7448e/748mcHzXHuwaieO6IyvQdszcsW9E9qH46nNRGBrGvmtuQ/xTxyqaAS1Gl2xWAfUlE4X0SHd+pLkapLsapDs/0lwNudZd3kkxIHUTGxVul8uFdevWobe3F36/H729vVi3bh1cLtf4YyqL7Lhv5TzYAPz47WG84vnobvTFJfAcfyoAoOixXwCJBOvYOdypSzZ3dnaOX/2subl5Qp/Z+HORXOiea25qqMcu3dOjcxfpnl9uanRej9Kd383hp8LMuGWTYkBhYaEyd7pLEvf09KC9vX3C146vLcY1R5YjkQQue8kLf3RsQzJ4zAlIzK9BQe8OOF57kXXsHO5M+5j15yK50D3X3NRQj126p0fnLtI9v9zU6LwepTu/m8NPhZlxyybFgLIyuhsizuSe7pLE6S7h9p1PzcVR1YXoDcZxw6tjO9WkoxDRtV8BMHY3esStO9GKssvg4CBaW1vR1NSE1tbWad8ZyabPSvNULAAAIABJREFU/lCOnRqV6zFX3dRQj126p0fnLtI9v9zU6LwepTu/m8NPhZlxyybFgEzuXULlnu6SxLW1tVO+VlRgQ8fKeSgpsOE3H+zDEz0hAEBsxWokFiyC3b0Tjq3PzX7QH0HVxeVyoampKaOPcGXTZ38ojyk1KtdjrrqpoR67dE+Pzl2ke365qdF5PUp3fjeHnwoz45ZNigELFixQ5k53SeL9r+41mcOqCtH+ubET569+2QdPxAY4HIie+TUAQNET/wWMRmc/cNB1aW9vx86dOyd8bbqPcGXbJwXlMaVG5XrMVTc11GOX7unRuYt0zy83NTqvR+nO7+bwU2Fm3LJJMSAateaPejPuyZckbmlpQVdXl+HVqy5eVoZVBxXDH03i3/5ahEQyidjnT0T8oENg37sHhX/cyDJ2s2TzES4zfQDaY0qNyvWYq25qqMcu3dOjcxfpnl9uanRej9Kd383hp8LMuGWTYsDIyMjMD7LQ7XK5JpyPAQAdHR3YuHEjOjo6ZvwD3Gaz4a4V83DAHDte9xfgp+8EAbsd0bO/DgAo3PgQEA6RjN0Ksv0Il9PpzKoPQHtMqeFejzq4qaEeu3RPj85dpHt+uanReT1Kd343h58KM+OWTYoB1dXVbG6zl9SdzIElBbjxsLE70N/4p71ouer7+HD+IsQPPQL2gBeFzz9u+ditwuxHuLKB8phSw7kedXFTQz126Z4enbtI9/xyU6PzepTu/G4OPxVmxi2bFAO8Xi+b2+wldSfjcrlw5yVrga2/QdLuwPN1X8QZLedjZ+MZAICiZx8BRmZ3t9LZdpn8jlFqI+Z0OvHAAw9k/RGubKA8ptRwrkdd3NRQj126p0fnLtI9v9zU6LwepTu/m8NPhZlx5+UmxePxIBaLIRqNYmBgAADg9/sRDAYBjJ3jEI/HEYlEMDg4CGDsJjOpt6L6+/uRSCRgs9kwNDQEYCxuKDT2Uam+vj4AQCgUGo8+NDSEcDiMRCIxfm7FyMjI+M1rBgcHEYlEEI/H4Xa7UVxcjGAwCL/fDwDo7e1NO5ddu3ZlNacf/OAHY5udJ38EeD4AFhwK11EtuPoXGxBbfjRsoRHEH/vVrOY0Ojqadk4AJsxpYGAA0WgUsVgMHo8HAPDOO+/gjDPOmPCO0dq1a7Ft2zYAYx/5uvPOO7Fx40bccsstOOigg2Y8TuFwOOPjFIlEsjpOmcwpEAggEAhYuvbSzam4uNiStZduTgUFBWRzCgaDWR+nbOaUguI42e12y9Zeujklk0mytVdcXGzZ2ps8pxRWrL10c0odV4rfp2g0aulr+eQ57du3T9lrxGznVFhYSPa6V1hYSDan1M+hei1PQXGcUl/P5jhlM6d4PE629oqLiy3/2yg1pxRU/85NJpNZHads5hQOh0n/jhgZGSF7jUg9P9PjlM2cHA7HlDnNhM3n8yVnfJRATmtrKzo7O6d8vaWlBR0dHRl7mpqasGXLlrH/s+hw4OpHAEcRlr9yD1694csovflKJIvmIPSjDUhW8b9laNU8c5Hu7m40NDSoHsbHDunOjzRXg3RXg3TnR5qrIde65+U7KVax/3/poHZbdT7GhJPPd78HPP0TAMCOz3wFu+uWIXb08bBFwyh8eoO5gWN2XWa6ghdlcw4/JZzrURc3NTqvR+nO7+bwU6Jrd2muxi/d+d0cfirMjFs2KQYsXLiQzW32krqTmbLZeelBlLi2IVpYiis2exE+82IkbTYU/u9TsA2YuyHQbLrMdAUvyuYcfko416Mubmp0Xo/Snd/N4adE1+7SXI1fuvO7OfxUmBm3bFIM2P+z1xxuM5fUTefo6urC6tWrxzY755yDjV8+EtXFdrzQF8FdgQMRO/Zk2OIxFD3+K8vGnikzvWNE2ZzDTwn3etTBTY3O61G687s5/JTo2l2aq/FLd343h58KM+OWTYoBkUhEqXu6q2DNhNPpxC233DK+2fnMYU7cvaIKAHDznwN468SLkHQUwvHK87D37sh6HDt2zPwco7EZvWNE2ZzDT4nq9ZiLbmp0Xo/Snd/N4adE1+7SXI1fuvO7OfxUmBm3nDifo6Tum7L/ZYnr6+sz/ghYupOfrnvFh/vfG0FDpQOvj/wWZf/zGGKf/BzC191BNo6PE7l2wtnHBenOjzRXg3RXg3TnR5qrIde6yzspBqQu3abCbdV9U/bnls9W4vAqB7r9MXxv4RlIzimF4+0/oeAv21jHYQRlcw4/JSrXY666qdF5PUp3fjeHnxJdu0tzNX7pzu/m8FNhZtyySTGgrKxMmXumq2CZocRhw/1fmI8iO3B3rwPbjzsHAFD02/uAZPo31CjGYQRlcw4/JSrXY666qdF5PUp3fjeHnxJdu0tzNX7pzu/m8FNhZtyySTGgqKhImXumq2CZ5R/mF+Lmz1YCANbgBIxWVqOg5304/vQC6zimg7I5h58SlesxV93U6LwepTu/m8NPia7dpbkav3Tnd3P4qTAzbtmkGJC6a6YKt1X3TUnHZUeUYdVBxehLFOPOhrMBAEW/6wBisYzGsXjxYkvGkQ7K5hx+SlSux1x1U6PzepTu/G4OPyW6dpfmavzSnd/N4afCzLjlxPkcxuVyob29HW63G7W1tWhra8v4ZPWZTn4aDMdxfNceDI6MYtfb/4oa726E//lqxE5qtnQcHydy7YSzjwvSnR9prgbprgbpzo80V0OudZd3UgwYGRlR6rbivinTccCcAvx85Twk7AW4clELAKCo6wFg38z3bznggAMsG8dkKJtz+ClRvR5z0U2NzutRuvO7OfyU6NpdmqvxS3d+N4efCjPjVrpJ2bp1K84//3wcccQRqKqqwoYNG8a/Nzo6iptuugnHHXccFi5ciGXLluGSSy7Bzp072cY3OjqqpTtTvrBwDq7+ZDmeqP4MtlU1wB7wonDTb2d8ns5dcqG7WXTtLs3V+KU7v5vDT4mu3aW5Gr9053dz+KkwM26lm5SRkREsX74c69evR0lJyYTvhUIhvPXWW7juuuvw4osv4uGHH8bu3btxzjnnIJbm3AkKqqqqtHRnw3ePnotjaopw7cHnAQCKNj0Km3+v4XN07pIr3c2ga3dprsYv3fndHH5KdO0uzdX4pTu/m8NPhZlxK92knHLKKbjxxhuxdu1a2O0Th1JZWYmuri6cddZZaGhowDHHHIM777wT77//Pt5//32W8Q0ODmrpzoZCuw2/OGE+3qxZjqerPw1beB8Kn3zQ8Dk6d8mV7mbQtbs0V+OX7vxuDj8lunaX5mr80p3fzeGnwsy4tTonZXh4GADfLrKiokJLd7YcXOHAncdV4Xv15yEOGxx/3Aibe9e0j6cc+969e9Ha2oqmpia0trbC5XJZ6s+l7tmi63qU5mr80p3fzeGnRNfu0lyNX7rzuzn8VJgZd85c3WvRokW44447cMEFF6T9fjQaxZo1azBv3jz85je/mdbT3d1NNcS859/+WoS1L/0SF7tfxNBhn0bvuVey/vzdu3dj3bp12LXr7xukgw46CHfffTcWLVrEOhZBEARBEASBjpmuJOZgGsesiMViuPTSS+H3+/HII48YPtbKS6elLrlLAaUbMHcZufsOTqDFdx7O2/Mqqv/6BkriISQOP2rK46jGfscdd0zYoADArl27sGHDBnR0dFjyMyi7U1+6T9f1mItrPVOox65rd1nravzSnd8NyGuMCresdTX+XFvrOf9xr1gshq9//et499138eSTT2L+/PlsP5tykVG6zVJeaMf61Utxp/N0AEDowZ8CicSUx1GNvb+/P+3X3W63ZT8jF7tniq7rUZqr8Ut3fjeHnxJdu0tzNX7pzu/m8FNhZtw5vUkZHR3F1772Nbz77rvYuHEjFixYwPrzg8Gglu7ZcFR1ESqav4y+oiocsPuv8L7w/JTHUI29rq4u7det/IXM1e6ZoOt6lOZq/NKd383hp0TX7tJcjV+687s5/FSYGbfSTUowGMT27duxfft2JBIJ7Nq1C9u3b8fOnTsRi8Xwla98Ba+//jruv/9+2Gw2eDweeDwe7Nu3j2V88XhcS/dsufioavzumC8DABydHRgNhyd8n2rs6e5kX19fj7a2Nst+Ri53nwld16M0V+OX7vxuDj8lunaX5mr80p3fzeGnwsy4lZ44v3nzZqxZs2bK17/0pS/hO9/5Do46aur5EADw05/+dNoT7IUxZvu5Qu++UQSv/zqOGO7F08f+M064/GILRzc9LpcL7e3t459dTLdxyVWoP0MrpEe68yPN1SDd1SDd+ZHmasi17krfSWlsbITP55vyzz333AOn05n2ez6fj22DMjAwoKXbCuaVFGLf+VcAABr/1ImX3v/7eSGUYy8tLUVHRwc2btyIjo4Oyzcoud7dCF3XozRX45fu/G4OPyW6dpfmavzSnd/N4afCzLhz+pwU1VRWVmrptorDVhyL7oOPQWV8HzwP/QLu0NhbdTp30aH7dOjaXZqr8Ut3fjeHnxJdu0tzNX7pzu/m8FNhZtyySTHAbqfLQ+m2ktpLvoG4zY6Lev+AW55+B/FEEna7HS6Xy/RNF42eS91Fl+7p0HU9SnM1funO7+bwU6Jrd2muxi/d+d0cfirMjFvPmTIxNDSkpdtKbIsPQXDFaXAggXNefQA/3j6MN998E83Nzejs7MSWLVvQ2dmJ5ubmjDYqLpfL8LnUXXTpng5d16M0V+OX7vxuDj8lunaX5mr80p3fzeGnwsy4ZZNiAOUlj7kvpzwbHC0XI1ZUgjVD2/DyH19F+yOb0NPTM+ExPT09aG9vn9HV3t5u+FzqLjp1n4yu61Gaq/FLd343h58SXbtLczV+6c7v5vBTYWbcskkxIBAIaOm2mmTlfMTXjF2S+PYdD+OV+jOAsnlTHpfJTRdnumEjdReduk9G1/UozdX4pTu/m8NPia7dpbkav3Tnd3P4qTAzbtmkCBkxuvpcJOYfiKODf8OXAm8DF6wHbLYJj8nkposz3bCxt7fX9LkugiAIgiAIQn4gmxQD5s6dq6WbhKJiRM+9DABwa8+jqGg4Gjjx6+PfzvSmi21tbaivr5/wtdRzXS4XLrroIlPnumSKdt33Q9f1KM3V+KU7v5vDT4mu3aW5Gr9053dz+KkwM27ZpBjg8Xi0dFMR+8cTEV/6DzgwGsB3XU/CdvpVOLL5q2hpaUFXV1dG9zRxOp3o6upCS0sLGhsbJzx3pvNVrEDH7il0XY/SXI1fuvO7OfyU6NpdmqvxS3d+N4efCjPjdhCMI2+orq7W0k2GzYbIhetQ+m+X45rdm3B/3T9h8NQb8MTaA1E9pyBjjdPpREdHx5Svz3S+ihVo2f0jdF2P0lyNX7rzuzn8lOjaXZqr8Ut3fjeHnwoz45Z3UgxIJBJauilJ1B+OyHGnwJGIoWPXb9AXSuDyl7xIJJOzds90vooV6Nod0Hc9SnM1funO7+bwU6Jrd2muxi/d+d0cfirMjFs2KQb4/X4t3dR4Tj4HyTklWNn3Gs4Ivovnd0dw1zvBWXvb2tqwZMmSCV/L9FyXTJmu+2xuTsmFrutR57VOPXbpnh6du0j3/HJTo/N6lO78bg4/FWbGnZebFI/Hg1gshmg0ioGBAQBjcYLBsT+k3W434vE4IpEIBgcHAQA+nw8jIyMAxj52lEgkUFFRMX7zGa/Xi1AoBADo6+sDAIRCIXi9XgBjN6kJh8NIJBLjH1saGRmBz+cDAAwODiISiSAej8PtdqOmpgbBYHD8oA0MDCAajSIWi41/bi8QCIxfss2qOYXD4VnPyV59IKJrLgQA/LJ3AwoScdz85wBe9URmNSen04kNGzagubkZjY2NaGpqwmOPPYba2lrL5mS326fM6f/+7/+wZs2aCSfsr127Fq+99hoA5MxxqqmpsWTtpZtTZWUl2ZxisZhlay/dnFJQHKe5c+eS/j6VlpZmdZyymVNNTQ3Za0QKK9ZeujkVFxdndZyymZPD4bD0tXzynABo81o+eU7z58+3ZO2lm9P8+fPJ5hSLxbI+TtnMKQXFcSorK7P0tXzynIqLi8nWXk1NjeV/G6XmlILq37mlpaVZHads5mSz2Sx9LZ88p3g8TvYakXp+pscpmznNmzdvypxmwubz+Wb/OZ08xe/3o7KyUjs3AHR3d6OhoYHE7ff7UVkyB6Xf/SrsA/343Rcuw/m2lVhUWoCX1tZkdX5KWneGXVwuF9rb29Hf34+6ujq0tbXNePJ+On9rays6OzunPLalpSXtuTPTQdkc0Hc9ar/WCceua3dZ62r80p3fDchrjAq3rHU1/lxb63n5TopVFBSY/2NbpZuagoICoKgYkfOvBACc9edHcFJlFLtDcVw6y/NTMu3icrnQ3Nyc9eWK0/k5Tti3Al3Xo/ZrXVO/dOd3c/gp0bW7NFfjl+78bg4/FWbGLZsUA8rLy7V0U5Mae/yYFYgd8WnYgwE8EtiI+cV2/GF3BP/x1rDh843O/8i0i9nLFafzc5ywbwW6rsd8WOs6+qU7v5vDT4mu3aW5Gr9053dz+KkwM27ZpBhA+V/Sc+2/0mfD+NhtNkS/vA5Jmx3zXuzCw4cPwwbgtjeH8WJfJO1zZ3oHJNMuZt/9SPd9oxtM5hK6rse8WOsa+qU7v5vDT4mu3aW5Gr9053dz+KkwM27ZpBhQU1OjpZua/ceeWHIoYic0wZZI4IT/7cC1R5YjkQRaX9oLdyg+5bkzvQOSaRez736k8xvdYDKX0HU95sta180v3fndHH5KdO0uzdX4pTu/m8NPhZlxyybFgNQVQ3RzUzN57JGzLkaytByOt1/D95Pb0VhbhD37Erj4hb2IJSaenzLTOyCZdjH77sd0/tQNJjdu3IiOjo6c26AA+q7HfFrrOvmlO7+bw0+Jrt2luRq/dOd3c/ipMDNu2aQYMDxsfG5FrrqpmTL2uVWInnUxAKDkkZ/iF8eWYUGJHS97orj1jcCEh870DkimXcy++5FX3cVNDvXYpXt6dO4i3fPLTY3O61G687s5/FSYGbdcgjhPob583xTiMZTcdBkKdn6AaPNX8L/HfhlnbBpEIgk8enI1Vi2eA+Dv56Ts/5Gv+vr6nPx4VbawNxcASHcVSHM1SHc1SHd+pLkacq27vJNiQOomNrq5qUk79gIHIv98FQCg8JmH0WgfwvePngsAuOyl/8/emYc3VaV//HuzdoXSRcpaKiCriP5Y3GAQEMSpUJeKC+K4VHBHRWQpjkAUlxnFGRGkDKMyqFDQKuKGuFFcEAcHEMEKpXvStE1SmjR7fn900qFt0iY395ybU87neXiemSyfvOd731xzepdTj7LG5sN8nR0BIZ1Ll8v9LHeThuV+5LnTd9Pwk4TV3Hnm8vh57vTdNPykEFO3ikAdXQa1Ws2kmzTBaveeNwquS6+E+tvd0L69Fg8/pMN3Bgc+q3Dgji/r8dHVadAqhZbrP8JxS0VXzP1sdpOG5X7kudN30/CThNXceeby+Hnu9N00/KQQUzc/ktIB8fHxTLpJ01Htztnz4YuJherf+6A+tB/rJ/RA33glfqp1IW+/JSK3FHTV3M9WN2lY7keeO303DT9JWM2dZy6Pn+dO303DTwoxdfNJSgcEuxNVtLk7WhyRBB3V7ktKgTP7TwAA7Za/IVnpwZtXJEOjAPKPWbHthE20WwpI+0nCSj/SdJOG5X7kudN30/CThNXceeby+Hnu9N00/KQQUzefpHRAz549o94dbHHEyspKSfyB6Kx215XXw9s7AwpDJdSfFOCiNA2eHZ8EAFjwrRm/mlyi3ZFC2k8SFvqRtps0LPcjz52+m4afJKzmzjOXx89zp++m4SeFmLr5JKUDnE5n1LuDLY64fv16SfyB6LR2lQqOOQ8BADQfbIZQZ8AdQ+Iwe2AsbG4fbvuiHg1Orzh3hJD2k4SFfqTtJg3L/chzp++m4ScJq7nzzOXx89zpu2n4SSGmbj5J6QCr1Rr17mCHz4xGoyT+QIRSu2fE/8E1dhIEpx2at9dBEAS8dGkShvdQ4fcGNx7cZ4LP1/7u1yQzp+EnCQv9SNtNGpb7kedO303DTxJWc+eZy+PnudN30/CTQkzdfJLSASkpKVHvDrY4YlpamiT+QIRau/Pme+HTxED941dQ/vIT4lQKvHlFMhLVAt4/ZcerR9s3LMnMafhJwkI/0naThuV+5LnTd9Pwk4TV3Hnm8vh57vTdNPykEFM3n6R0gMlkinp3Xl4eMjMzWz2WmZmJ+fPnS+IPRKi1+1J6wjlzDgBAu/llwO3CoO5qrL28BwDgzz9a8J3BIcotFtJ+krDQj7TdpGG5H3nu9N00/CRhNXeeuTx+njt9Nw0/KcTU3SUnKQaDAW63G06ns+W0J4vFgsbGRgCAXq+Hx+OBw+FAbW0tgOZFZvyHoqqrq+H1eiEIAurq6gA0h2uzNd+ZqqqqCgBgs9laQq+rq4PdbofX6205BctqtbYsXlNbWwuHwwGPxwO9Xg+tVovGxkZYLM235TUajXA6nXC73TAYDACAhoYGNDQ0dDimlJQUFBYWIisrC5dffjmuu+46bNq0CX369Ak4JrvdHvGYXC5XwDEBaDcm6+RseHr2gaK6DOqPt6KhoQGTkl14cGQC3D7gT1/Wo8JibxmT2+0OezuFMyaHwxHWdgo0JjHbSYoxabVaSXov0JiUSiWxMTU2NkrWe4HG5IfEdlIoFJL1XqAx+Xw+Yr2n1Wol6722Y/IjRe8FGpN/u5L4PjmdTkn35W3H1NTUJNs+ItIxqdVqYvs9tVpNbEz+zyG1L/dDYjv5Hw9nO4UzJo/HQ6z3tFqt5L+N/GPyQ+q/uf7TzUl8n+x2O9HfEVarldg+wv/+ULdTOGNSqVTtxtQZgtlsbn9hAId5iouLMXjwYLnLAAAofzmA2OcXwqfWwPbM6/Cd0xturw/XfFKL7wxOXJauwfvTU6FSCHKXGhHRlPnZBM+dPjxzeeC5ywPPnT48c3mItty75JEUqTjzLx0suUkTbu2eEWPgumQqBJcT2n/9DfD5oFII+OekZPSMVWCf3omnDjSIcofL2ZT72eAmDcv9yHOn76bhJwmrufPM5fHz3Om7afhJIabusI6kmM1mFBcXo66uDoIgICUlBYMGDUJSUlLYH8whS7TNhgVzHeKWzIVgs6LpwZXwjJkIAPjO4MA1H9fC7QNen5SM7MxYmSsVT7RlfrbAc6cPz1weeO7ywHOnD89cHqIt906PpJw6dQpPP/00Lr30UgwcOBDTp0/HzTffjJtvvhnTpk3DwIEDcckll0Cn0+HkyZM0aqbGmedes+QmjZjafUkpcNyQCwDNR1Oamh2X9NRCN647AOD+IhN+rj4tXaEBONty7+pu0pCuneceGJZz4bl3LTdpWO5Hnjt9Nw0/KcTUHXSScuzYMcydOxcXXXQR8vPzMWDAACxZsgQbNmzA9u3bsW3bNmzYsAGLFy/GgAEDkJ+fjzFjxuC2227D8ePHIxpItOBwODp/URS6SSO2dvcV18CTOQQKUy00ha+3PD5vWDxyzo2F1e3DHUWngy70KAVnY+5d2U0a0rXz3APDci48967lJg3L/chzp++m4SeFmLpVwZ64/PLLMWXKFLz99tuYPHky1Gp1hyKXy4U9e/bgn//8Jy6//HKiiwnSokePHky6SSO6doUSjtsfReyKe6H+bDvcl02Dt/8gCIKANZcm4ReTC0dNbty314TNk5MhCNJfSB+s9tLSUuh0OlRXV6NXr17Iy8tDRkaG5J8fCaz241nZ61Hg57nTd9Pwk4TV3Hnm8vh57vTdNPykEFN30CMp33zzDbZu3Yrp06d3OkEBALVajauuugpbt27FN998E3Yh0Yj/1m2suUkTSe3ezCFwTc2G4PVC+8ZLgLf5qEm8WoF/TU5Bogr4sMyOlw83dmJqnljk5uYiKysLubm5KC0tFVV7aWkpsrOzUVBQgKKiIhQUFCA7OzskH01Y7ceztdfl9vPc6btp+EnCau48c3n8PHf6bhp+UoipO+gkZfjw4aILGTZsmOj3RhPx8fFMukkTHx8vaoLgx3ndnfAmpUD5+y9QffNRy+PndlNh7aWJAICVP1kwc+EzQf1iJxaBctfpdCgpKWn1WElJCXQ6XchjogGr/ch6r7Pq57nTd9Pwk4TV3Hnm8vh57vTdNPykEFM3vwVxB2g0GibdpKmuro7syENcApy33A8A0G57DULD/1YhzcpMQO4AL7wQ8E3GNSg6ciKgX+zEIlDu/oWL2uJfsChaYLUfWe510rXz3APDci48967lJg3L/chzp++m4SeFmLrDmqR89dVXuOOOO3DFFVdg9OjRuOCCC1r9Gz16dNgFRDP+VTOj3R3JUQ0xLF++POIjD+5xV8A9ciwE62lo3l7X8rjBYIDprVXAr0VAQjJw5xpArW3nFzuxCJR7r169Ar42PT09lKFQg5V+pOkmDenaee6BYTkXnnvXcpOG5X7kudN30/CTQkzdQS+cb8u6deuwbNkypKamYsyYMV3mlK6OCPbjNZrc/tOezpw0HDhwAC+99BKxe12bzeaAj4d15EEQ4Jj7MJTL7oT628/gvmwaPCPHoFevXtBXVwG7FgGPbgX6jQRueBJ4e1krv9iJRaD35eXl4cCBA60yzMzMRF5eXujjoQAL/UjbTRrStfPcA8NyLjz3ruUmDcv9yHOn76bhJ4WYukOepKxduxaXXXYZduzYweyhpnCxWq3Ezv2Tyh3stKf169dj0qRJEfsDkZaWFvDxcI88+Hr2hXPW7dBuz4f29Rdhe3oTrG5PcyPbioBNDwMPbwHGZQNlR5Ce7m55r9iJRaDcMzIyUFhYCJ1OB71ej/T09Ki8uxcL/UjbTRrStfPcA8NyLjz3ruUmDcv9yHOn76bhJ4WYukOepNTV1eGxxx47ayYoQPNtlaPdHey0J5K3gH700Ufx888/S3LkwTVjNlQ/fAFl+QloCt+AefrsMyYgx4F3lgNz/wJcuxiLtUZFAAAgAElEQVRXj/3f+8ROLILlnpGRgfz8/LDrpwkL/UjbTRrStfPcA8NyLjz3ruUmDcv9yHOn76bhJ4WYukOepIwePRplZWVhfwDLJCUlRb072OGzYEc7pOD888+X7siDSgXHHQsRu+o+qD/ZiuSLJyMpY3Arv6FyH37rcxkWHVVg3CAP+sQrAYibWJDcpqRhoR9pu0lDunaee2BYzoXn3rXcpGG5H3nu9N00/KQQU3fIF84//fTTeOutt7rMGiihUFtbG/XuvLw8ZGZmtnosMzMT8+fPl8QfiNra2pYJws6dO5Gfnx/RqVHegcPgmnodBK8Xyg2rAY+7lf/bpTn4Qy8tjHYv5n5RB4fHF1HtrMJCP9J2k4Z07Tz3wLCcC8+9a7lJw3I/8tzpu2n4SSGm7qBHUnJycto91q1bN2RnZ2PgwIHo168flEplq+cFQcC2bdvCLiJaSUxMlNUdyirowU57cjqdpEonkovz+rug+mkvtBUngd3vwnXVjS3PqRQCNk3qgUk7jfip1oWF35nxt8uSRK1IT3KbkkbufoxGN2lI185zDwzLufDcu5abNCz3I8+dvpuGnxRi6g46STl27FjAH4F9+/aFw+HA77//3u45MT8aoxmVKuSz4SR3B7trV2FhYcCJStvTnoqLi6Urtg1EcomNg+P2RxD70hJodmyC+/8mwJf2v1PZUmKU+NfkZEzfZcTmYhsuTNXgzqHhXzhGcpuSRs5+jFY3aUjXznMPDMu58Ny7lps0LPcjz52+m4afFGLqDnq61+HDh3Ho0KGw/v3nP/+JaABSYTAY4Ha74XQ6Wy4gt1gsaGxsBNB8q1yPxwOHw9Fy+MlsNsNqtQJovhjd6/VCr9ejrq4OAGAymWCz2QAAVVVVAACbzQaTqXkhwrq6Otjtdni93paL2a1Wa8vtemtra+FwOODxeKDX62E0GtHY2AiLxQKg+UJ3p9MJt9sNg8EQ9K5dK1eujGhMdrs94jFVVlYGHBOADscEAA0NDWhoaAi4nTyjL4Fl5HgITju0b7wEfXV1qzFdkKLB6tFaAMATP5ix62hV2GOqqKgIaztFOiYpt5PRaJSk9wKNyV83iTGVlZVJ1nuBxuSHxHbS6/VEv0/V1dXEes9oNBLbR/iRovcCjcn/WSS+T5WVlZLuy9uOqby8XLZ9RKRjqqmpIbbfq6mpITYm//WypPblfkhsp+rqakn35W3HVFVVRaz3jEaj5L+N/GPyQ+q/uWfug6X+PlVUVBD9HVFWVkZsH+F/f6jbKZwxGQyGdmPqDMFsNos/wZ9DjKysLBQVFbV7fMKECdi5c2en7y8uLia2TgpJBHMd4pbcDsHWCPv8PLgvmdruNUt+MGPdUSvOiVXgy2vOabmQXm5YzZx1eO704ZnLA89dHnju9OGZy0O05R7WivNA86rzS5cuxW233YbbbrsNS5cuxZdffkmiNtk5czZP2x3Nq6CTzOW0SgvHTfcCADRbXgEa28+0V47tjom9tKhp8mLOF3Vococ+zyZZO2nk7MdodZOGdO0898CwnAvPvWu5ScNyP/Lc6btp+Ekhpu6QJymnT5/G9ddfj+uuuw7r1q1DUVER9u7di3Xr1rU8fvr06bALiGbOPJWEtjvYXbuiYRV00rm4J14N99DRUJw2Q7tlbbvXqBUCXp/UAxkJShysdeHhb03w+UKbqASrvbS0FLm5ucjKykJubi5KS0sjGgcJ5OzHaHWThnTtPPfAsJwLz71ruUnDcj/y3Om7afhJIabukCcpy5YtwxdffIGFCxfixIkTKCkpwalTp3DixAk89thj+PLLL7Fs2bKwC4hmunfvLpvbf9eunJwcTJgwATk5OQEvmpcD4rkIAhx3LIRPrYH628+g/M/37V6XHKPElikpiFMJ2HaiCWt/CW2GHqh2/00KCgoKUFRUhIKCAmRnZ0fdREXOfoxWN2lI185zDwzLufDcu5abNCz3I8+dvpuGnxRi6g55kvLBBx/g9ttvx9KlS5GcnNzyeHJyMpYtW4a5c+figw8+CLuAaIbkqu2huKVci0RKaOTiS+8L5/V3AQC0//wLYGs/CRmZrMa6CT0AAE8eaMCXlfaQ/WcS7CYFOp0u7PpJInc/RqObNKRr57kHhuVceO5dy00alvuR507fTcNPCjF1hzxJ8fl8OP/884M+f/7554d8yg0rsDzTJgmtXFzTb4Dn3GFQmGqhfWd9wNfPGhCLhRckwusD7viqHiUN7pD9fvx3smiL/w4W0QKr/ch7XR4/z52+m4afJKzmzjOXx89zp++m4ScF0SMp06ZNw6effhr0+U8//RTTpk0Lu4BoRqEI+74CUeEmDbVcFErY734CPpUa6q8/hPKXAwHfs/TCRFzVLwZmpw+37KnDaZc3NP9/ieabFJwJq/3Ie10eP8+dvpuGnySs5s4zl8fPc6fvpuEnhZi6Q37HwoULUVlZidmzZ+Pzzz/HyZMnUVJSgt27d+PGG29EdXU1Fi5c2HJ/fv8/lvHfX5o1N2lo5uLrMwDO7NsBANpNLwB2W7v3KAQBGyb2wJDuKvxqdmP+NyZ4gxzVC1R7NN+k4ExY7Ufe6/L4ee703TT8JGE1d565PH6eO303DT8pxNQd8jopPXr0+N+b2qws7z/NK9CK8/X19WEXxYmcaLvXdUS43YhdeS+UpcVwTr0WztseDviyExY3Jn9YA4vTh0WjE7H0wm4hf0RpaSl0Oh30ej3S09ORl5cX9jVAXSpzhuC504dnLg88d3ngudOHZy4P0ZZ7yGvUL1q0KOAkpCvT0NCAbt1C/6EbLW7SUM9FpYLj7icQ+9Q8aD5/D+6xk+AdekG79w7srsKmScnI2V2H538+jeFJamRnxoZUu/8mBdEMq/3Ie10eP8+dvpuGnySs5s4zl8fPc6fvpuEnhZi6Q56kLFmyJOyCOByp8PYfBFfWHGjefwMxm56HbdU/AG1Mu9dN6RODVWO7Y9l+C+7da8KARCVGp2pkqJjD4XA4HA6HIxY2r76hBMmZKouzYD9y5eKcOQeevplQGCqheXdT0NfdNzwetw6OQ5PHh1v31MNg+98CQjz3ruUmDenaee6BYTkXnnvXcpOG5X7kudN30/CTQkzdYU1SXC4Xdu7cib///e9YtWoVVq5c2erfqlWrwvrwffv24aabbsKwYcOQlJSELVu2tHre5/Nh9erVGDp0KNLT0/HHP/4Rv/76a1ifEQkGg4FJN2lky0WlhuPuJ+BTKKD+tACK338J+DJBEPDiJUkYf44GlTYPbvuiHg6Pr3N/lMNqP/LM5fHz3Om7afhJwmruPHN5/Dx3+m4aflKIqTvk073279+PuXPnoqamJuh6KIIgYPny5SF/uNVqxfDhw3HzzTdj/vz57Z5/+eWXsXbtWqxduxaDBw/G888/j2uvvRY//vgjEhMTQ/4csaSkpDDpJo2cuXgzh8I14yZodr2FmPxnYVuZH/C0L61SwObJyZi804j9RicWfGvGq5cn8dy7mJs0pGvnuQeG5Vx47l3LTRqW+5HnTt9Nw08KMXWHfCRlwYIF8Hg82LRpEw4dOoRTp061+9d21e7OmDZtGp588knMmjWr3f2TfT4f1q1bhwULFmDWrFkYPnw41q1bh8bGRmzfvj2szxGL1xt8vY1odpNG7lyc2bfD02cAFPpyaAqCX+x+TqwSb01JRpxKwNu/2/DKL4089y7mJg3p2nnugWE5F55713KThuV+5LnTd9Pwk0JM3SFPUk6ePIkFCxYgOzsb/fr1Q/fu3QP+k4rS0lIYDAZMnjy55bHY2Fhceuml+OGHHyT7nI6wWCxMukkjey4aLRz3LIVPqYRm9w4ofz0Y9KWjUjRYN6H59tl/PtCA938zSVUqdWTPPQrdpCFdO889MCznwnPvWm7SsNyPPHf6bhp+UoipO+RJypAhQ+B0OsP+ALH4z11LS0tr9XhaWhpqamqo1ND2s1lxkyYacvEOOA/OmXMBANqNzwJN1qCvnTUgFk+MToTXBzz2swfHzS5JaqVNNOQebW7SkK6d5x4YlnPhuXctN2lY7keeO303DT8pxNQd8jUpy5cvx8MPP4xZs2bh3HPPDfuDxBJo4ciO1mspLi4mXRIzkMyisrIS69evh9FoRFpaGubPn48+ffoQ+7yADB2HIb2+QFx1KezrV6M86/agL70uHjiQosGeOhWu+1iP1y+wI0ktfUm8/+SB504fnrk88NzlgedOH565PNDMvbOFI0OepEydOhU6nQ6XXHIJxo8fj969e0OpVLZ6jSAIeOWVV8RV2oaePXsCAGpqatC3b9+Wx2trazucjUm5UmZjYyMSEhIk89FyA2RXDT169CgeeeSRVtcgHT9+HIWFhWGv0t6WcHPxPbgCvj/nIvXnIsRf8Ud4Rl8S9LVvZnpx1YcGHDYDfz6VhMLpqdAopVuglPRKraz2I8u9Trp2VnPnvS6Pn+dO3w3wfYwcbt7r8vijrddDPt3rq6++wv333w+n04m9e/eisLAQO3bsaPdPKjIyMtCzZ098+eWXLY/Z7XZ89913GD9+vGSf0xEkm4ykmzQvvfRSu5sklJSUQKfTRewONxdfnwFwXn83AEC76QWgMfg5j/FqBbZOOwfpsQp8a3Di0e/MQe9UF42w2o8s9zrp2nnugWE5F55713KThuV+5LnTd9Pwk0JM3SFPUpYsWYLU1FTs2rULBoMBer2+3b/q6uqwPryxsRGHDh3CoUOH4PV6UVFRgUOHDqG8vByCIODee+/FmjVr8MEHH+Do0aO47777EB8fjxtuuCHsgYpBr9cz6SZNaWlpwMelGJMYh2v6DfCcNwoKSz20b77c4WsVp414e2oKYpUC/lXcfMcvVmC1H1nuddK189wDw3IuPPeu5SYNy/3Ic6fvpuEnhZi6Q56knDp1Cvfffz8uvfRSaDSasD8oEAcPHsTEiRMxceJENDU1YfXq1Zg4cSKeeeYZAMDDDz+M++67D48//jiuuOIK6PV6vPvuu1TWSAHYvrCKJP379w/4eHp6esRuUbkolLDf/QR82hiof/gCqh++DPrStLQ0XJiqwfqJzXf8evLHBnxc1iS2XKqw2o8s9zrLF0Dy3Om7afhJwmruPHN5/Dx3+m4aflKIqTvkScqIESNQX18f9gd0xIQJE2A2m9v9W7duHYDma1yWLFmC48ePw2Aw4KOPPsLw4cMlraEj3G43k27SLFq0CJmZma0ey8zMRF5eXsRusbn4evaB46Z7AQDaN16CYK7r0D9rQCyWXZgIH4Dcr004Uh/9d/xitR9Z7nXStfPcA8NyLjz3ruUmDcv9yHOn76bhJ4WYukOepOh0OmzevBnff/992B/CKqdPn2bSTZrk5GQUFhYiJycHEyZMQE5OjiQXzQOR5eK+YibcI8dCsDZAu/E5IMD1Jmf6F16QiJxzY9Ho9uGmz+tQ0+QR/dk0YLUfWe510rXz3APDci48967lJg3L/chzp++m4SeFmLoFs9kc0pXDOTk5OHXqFE6cOIFBgwahb9++Ae/utW3btrCL4EgP6TtjRCtCvRFxeXdBsDbAMechuK68rsPX290+ZH1ixAGjC+PSNPjgqlTEqMTd8etszVxueO704ZnLA89dHnju9OGZy0O05R7ykZRjx47B4XCgb9++sNvt+P3333H8+PF2/7oSZrOZSTdpojkXX3Ia7Hc8BgDQbF0PofJUh/4YlYAtk1PQN16J/UYnHthnito7fkVz7nK5SUO6dp57YFjOhefetdykYbkfee703TT8pBBTd8jrpBw+fDhsOeuo1QRW+6PgJk205+IZ+we4JsyAeu/HiFm/Ck1PrgPUmqD+nnFKvDM1BVftMmL7ySac202FpRd2i7gOqYn23OVwk4Z07Tz3wLCcC8+9a7lJw3I/8tzpu2n4SSGm7pCPpJyNxMfHM+kmDQu5OG59EN603lCWnYDm3U2d+kcmq7FpUjIUAvD8z6fxzu82SeqQEhZyp+0mDenaee6BYTkXnnvXcpOG5X7kudN30/CTQkzdQScpkRxOYvVQVFvCXfclWtykYSKX2DjY5y+DT6GA+uOtUP56sFP/tH4xeG58dwDAg/tM2Kd3SFOLRDCRO2U3aUjXznMPDMu58Ny7lps0LPcjz52+m4afFGLqDjpJOf/887FixYqgC/cF4tSpU1i+fDlGjRoVdiHRSM+ePZl0k4aVXLyDRsA18zYIPh+0G54BrKc79ecOS8C8YfFweYE5X9ThhCV6bvXHSu403aQhXTvPPTAs58Jz71pu0rDcjzx3+m4aflKIqTvoJGXdunX49NNPceGFF+LKK6+ETqfDrl27cOTIEVRUVKC8vByHDx/Ghx9+CJ1OhylTpuCiiy7Cnj17WtY5YR2n08mkmzQs5eKceRs8A4dBUW+E9vUX4XR0fnTkmXHdMb2vFiaHDzd+XguTwytpTWJhKXdabtKQrp3nHhiWc+G5dy03aVjuR547fTcNPynE1B30wvmsrCz88Y9/xGeffYYtW7Zg7dq1sNvtEITWt2f1+XyIiYnBlClTsGjRIkybNq3da1jFarUiJiaGOTdpmMpFqYJ93jLELb8b6v1fAoNGAtOv7/gtCgEbJyVjxke1OFLvwpwv6vDetFRolPL2NVO5U3KThnTtPPfAsJwLz71ruUnDcj/y3Om7afhJIabukNdJcblcOHjwIH777beWleeTk5MxZMgQjB49mtm7DXRVou1e13Kj+uYjxPzjefhi4mBbtRG+c3p3+p5KqwdTdtZA3+TFzYPi8OrlSR1OwHnm8sBzpw/PXB547vLAc6cPz1weoi33kO/upVarMW7cOMyZMwcPPfQQHnroIcyZMwdjx47tshMUk8nEpJs0LObinjAD7jETIdhtiFm/CnB3fq1Jn/jmWxPHqQS8/bsNL/xH3lVeWcydtJs0pGvnuQeG5Vx47l3LTRqW+5HnTt9Nw08KMXV3yVsQGwwGuN1uOJ1OGI1GAIDFYkFjYyMAQK/Xw+PxwOFwoLa2FkDzHcmsViuA5jsQeL1eCIKAuro6AM3h2mzNt6WtqqoCANhstpbQ6+rqYLfb4fV6W+5gYLVaW+50VltbC4fDAY/HA71eD61Wi8bGRlgsFgCA0WiE0+mE2+2GwWAAADQ0NKChoUHSMdnt9ojH5HK5Ao4JQMRjcrvdZMZkNsN+x0K4uqdAeeJXqHdsDGk7jU7V4JXxsVAAeObgaeQf1Mu2nbRarSS9F2g7KZVKYmNqbGyUrPcCjckPie+TQqEg+n3y+XxhbadwxqTVaontI/xI0XuBxuTfriS+T06nU9J9edsxNTU1MbMvbzsmtVot2b687ZjUajWxMfk/R4reCzQmPyS2k//xcLZTOGPyeDzEek+r1Ur+28g/Jj+kfhv5F20m8X2y2+2S/zY6c0xWq5XYPsL//lC3UzhjUqlU7cbUGSGf7sVhi2g7ZBctKH47hNhnFkDwedH0+F/gGTkmpPdtONqIRT9YoFYAO6alYmIvbbvX8MzlgedOH565PPDc5YHnTh+euTxEW+5d8kiKVJz5lw6W3KRhOZeKhFQ4r/0TAEC74WkIlvqQ3nfP8ATcN+J/tyY+ZnYRrDIwrObOe10eP8+dvpuGnySs5s4zl8fPc6fvpuEnhZi6+SSlA3r37vzi6mh0k4blXHr37g3XNbfCPXQ0FBYTtBtWA97QbjG8akx3ZPWPQYPTh5zddTDYPJ2/SUJYzZ33ujx+njt9Nw0/SVjNnWcuj5/nTt9Nw08KMXXzSUoHnHnuNUtu0rCci81mAxRKOOYtgy+hG1RHfoT6k20hvVepELDhDz0wJk2N8kYPbtpTB6uL3hoqrObOe10eP8+dvpuGnySs5s4zl8fPc6fvpuEnhZi6+SSlAxwhLPwXjW7SsJyL3+9LToM9dzEAQLM9H4oTv4b0/jiVAm9PSUFGghIHa124+2sTPF46l3WxmjvvdXn8PHf6bhp+krCaO89cHj/Pnb6bhp8UYuoOuphjeXm5qCL69esn6n3RSI8ePZh0k4blXM70e0ZfCue066H5bAdi1q2CbVU+EBvfqSMtVomCK1MwbZcRH5fbsWS/Bc+N706ybADs5s57XR4/z52+m4afJKzmzjOXx89zp++m4SeFmLqDTlJGjRolauV4/0KPXYG6ujqkpKQw5yYNy7m09TtvnAfl8UNQlhZD+/qLcMzPA4L0fWlpKXQ6Haqrq9GrVy+8eH8e5v9HhQ2/WtEvQYmr2t/wi2jt3E0e2v3Iips0LOfCc+9abtKw3I88d/puGn5SiKk76CTllVdeaTVJ8fl8WL9+PcrKynDjjTdi0KBB8Pl8+P3337F9+3b0798f8+bNE199FBIf3/lf1aPRTRqWc2nnV2tgv+9JxD2ZC/X3e+AZdiHck7Lava+0tBTZ2dkoKSlpeezAgQNY+dr7WPyLEst/bIBiiBIk79zHau681+Xx89zpu2n4ScJq7jxzefw8d/puGn5SiKk76CTl1ltvbfX/16xZA5vNhoMHDyI5ObnVc4sXL8a0adNaFo3pKmg0GibdpGE5l0B+X3o/OP70GGJeexraf70Mb+YQeDNazzZ0Ol2rCQoAlJSU4Kf8VVj10ItYfqABT/2mwQXnOnB5OplDKqzmzntdHj/Pnb6bhp8krObOM5fHz3On76bhJ4WYukO+cH7jxo3405/+1G6CAgCpqam4/fbbkZ+fH3YB0Yx/1UzW3KShkUtpaSlyc3ORlZWF3NxclJaWSupvi/vSK+GadA0Elwsxr/wZsDW2et6/Amtb9Ho9HhiZgHuGxcPlE3Drnjr8aiKzhgqr/ch7XR4/z52+m4afJKzmzjOXx89zp++m4SeFmLpDnqTU1tbC5Qr+48vtdqO2tjbsAqKZXr16MekmDelc/KdWFRQUoKioCAUFBcjOzpZkotJR7Y5bH4Cn/yAoaqoQ84/nAZ+v0/elp6dDEASsHtcdk1LcsPx3DZUqq/RrqLDaj7zX5fHz3Om7afhJwmruPHN5/Dx3+m4aflKIqTvkScqoUaOwcePGgD8UT506hY0bN2LUqFFhFxDNWK1WJt2kIZ1LsFOrdDqdJP6gaLSwP/AUfDFxUB34Burd77Y8lZeXh8zMzFYvz8zMRF5eHoDmNVRWnefE+HM0qLB6kLO7Fg1OaddQYbUfea/L4+e503fT8JOE1dx55vL4ee703TT8pBBTd9BrUtry9NNP49prr8W4ceMwY8YMDBo0CABQXFyMTz75BCqVSpIfkdFER0eOotlNGtK5dHRqlRT+jvD17Av73YsQ+8pT0LyzDp6Bw+AdOBwZGRkoLCyETqeDXq9Heno68vLykJGR0fLeGCXw9pRkTNtVi19Mbsz9sh7bpqZAowz/Lnliaj8b3aQhXTvPPTAs58Jz71pu0rDcjzx3+m4aflKIqTvkScrYsWOxZ88e6HQ67N69G++//z4AIC4uDtOmTcPSpUsxbNiwsAuIZpKSkph0k4Z0Lh2dWiWFvzM8YyfBeeX10OzegZi1K2BbmQ8kdENGRkan110lxyixfVoKrvzQiK+qHHhwnwnrJ/QQdTtvMbWfbW7SkK6d5x4YlnPhuXctN2lY7keeO303DT8pxNQd1orzQ4YMwebNm1FeXo7jx4/j2LFjKC8vx+bNm7vcBAUA0WtsWL5+h3QueXl56Nu3b6vH+/bt23JqVaT+UHDeNB+ec4dBUWdAzIZnAG/op24NSFSh4MoUxKsEbD3RhKcONIgttxWs9iPvdXn8PHf6bhp+krCaO89cHj/Pnb6bhp8UYuoOa5Lix+fzQaVSISUlBQqFKAUTJCYmMukmDcu5hOxXqWG//8/wxSdC9Z/vof74nbA+Z3SqBm9ckQyVALx8pBGv/tLY+Zs6gdXcea/L4+e503fT8JOE1dx55vL4ee703TT8pBBTd1gzjH//+9/Izs5G7969MWjQIOzbtw9A8yqSN954I77++uuwC4hmVKqQz4aLKjdpSOei0+lQUVHR6vGKigpJrnkKp3Zfajrs9ywBAGgKNkL568GwPmtq3xi8cnkPAMDS/RbsOGkL6/1tYbUfea/L4+e503fT8JOE1dx55vL4ee703TT8pBBTd8iTlP379+Pqq69GSUkJbrrpJvjOuD1rSkoKGhsbsXnz5rALIIHBYIDb7YbT6YTRaAQAWCwWNDY2/zVbr9fD4/HA4XC0HH4ym80tdx6orq6G1+uFXq9vWaDSZDLBZmv+kVlVVQUAsNlsMJlMAJonana7HV6vt+XCb6vVCrPZDKD5MJfD4YDH44Fer4fRaERjYyMsFgsAwGg0wul0wu12t9xLuqGhAQ0NDZKOyW63RzymysrKgGMCEPGYKisr201Q/Oj1+ojHVFFREdZ28oy+FI3TboDg80K7dgXqi38Na0w3DYrDkpHNCxjN32vCe0eqRW8no9EoSe8F2k7+ukn0XllZmWS9F2hMfkh8n/R6PdHvU3V1dVjbKZwxGY1GYvsIP1L0XqAx+T+LxH6vsrJS0n152zGVl5czsy9vO6aamhrJ9uVtx1RTU0NsTGVlZZL1XqAx+SGxnaqrqyXdl7cdU1VVFbHeMxqNkv828o/JD6nfRmfug6X+PlVUVEj+2+jMMZWVlRHbR/jfH+p2CmdMBoOh3Zg6QzCbzb5OXwXgmmuuQX19Pfbs2QOr1YpBgwahsLAQf/jDHwAAq1evxtatW/Hzzz+HouMQpri4GIMHD+78hVFIbm4uCgoK2j2ek5Mjz4KhXg9i/rIIql9+gufcYWha+jKgbr9yarDMfT4flu63YN1RKxLVAj6ckYoLUthcMTYaYbnXWYVnLg88d3ngudOHZy4P0ZZ7yEdS/v3vf2POnDmIiYkJeKeiPn36MLsKZjDOnM2z5CYN6Vw6W5MkUn/YKJSw37sc3pSeUJ78Fdp//T2stwuCgKfHdcf1mbE47Wpe7PHUaXfYZbDaj7zX5fHz3Om7afhJwgdVduwAACAASURBVGruPHN5/Dx3+m4aflKIqTvkSYpCoejwInmDwYDY2NiwC4hmzjyVhCU3aUjn4l+TJCcnBxMmTEBOTg4KCwtbrUkSiV8UiUmwP7gSPrUa6q92QvX1rrDerhAEvDqhB/7QS4uaJi+u+7QWxqbwamG1H3mvy+PnudN30/CThNXceeby+Hnu9N00/KQQU3fIk5TRo0fjk08+Cfic0+lEQUEBxo0bF3YB0Uz37t2ZdJOGRi7+NUl27tyJ/Px8SSYoZ/rF4M0cAsfcRwEA2s1roDh5LKz3a5UCNk9OxqhkNU6e9uDGz+tw2hX6rY1Z7Ufe6/L4ee703TT8JGE1d565PH6eO303DT8pxNQd8iTl0UcfxTfffIMHHngAhw8fBtB8QdLnn3+OmTNnoqSkBI899ljYBUQz/ot7WHOThuVcIvW7J86A64qZEFwuxPz9SaDBHNb7u2kUKLgyBQMSlThY68KcPfVweEK6LIzZ3Hmvy+PnudN30/CThNXceeby+Hnu9N00/KQQU3fIk5QrrrgCr732Gnbt2oVrr70WAHDvvfciJycHx44dw8aNGzF27NiwC4hmWJ5pk4TlXKTwO259AJ6Bw6Gor0HMupWAJ7zrS3rGKfHetFScE6vA19UO3PNNPTzezicqrObOe10eP8+dvpuGnySs5s4zl8fPc6fvpuEnhZi6w7pp8Q033ICrr74aX3zxBU6ePAmv14vMzExMmTIFCQkJYX94tENyoUqWF8FkORdJ/GoN7A+sQOyf74Hq6L+h2f4POGfPC0uR2U2F7VemIOvjWrx/yo6FWjNevCQp4E0p/LCaO+91efw8d/puGn6SsJo7z1weP8+dvpuGnxRi6g77HXFxccjKysJDDz2EBQsWYNasWV1yggKg5f7SrLlJw3IuUvl9yWnNK9IrFNB89DZU3+0J2zEqRYO3p6YgRgn887gNzxw83eHrWc2d97o8fp47fTcNP0lYzZ1nLo+f507fTcNPCjF1hzVJ8Xg82LZtGx544AHMnj0bR44cAdC8iMx7773XssBLV6Fnz55MuknDci5S+r1DR8N5ywMAAO0/nkNsdWnYjsvStdg0KRlKAXjhP6ex/mjwW/SxmjvvdXn8PHf6bhp+krCaO89cHj/Pnb6bhp8UYuoOeZJisVgwbdo0zJs3D++//z52797dMitKTEzEsmXLsGHDhrALiGb8K2Wy5iYNy7lI7XdNvRauiVdDcDlx7ra1EMzh/6Xg6v6xePmyJADA4h8sKDhhC/g6VnPnvS6Pn+dO303DTxJWc+eZy+PnudN30/CTQkzdIU9SVqxYgWPHjqGgoAA///wzfL7/XeirVCpxzTXXYPfu3WEXwOEwjSDAMXcBPINGQnPahJi//xlwOcPWzBkcj5VjugEA7t1rwu4Ku9SVcjgcDofD4TBDyJOUXbt24Z577sHUqVMDXtw7cOBAlJeXS1qc3HTr1o1JN2lYzoWIX62B/aGVcCb2gPL3I9C+uQbwhXZb4TN56PxEPDgyAW4fMPeLenxncLR6nkTtpaWlyM3NxS233ILc3FyUloZ/ylpn8F6Xx89zp++m4ScJq7nzzOXx89zpu2n4SSGm7pAnKWazGZmZmUGf9/l8cDrD/wtyNGMwGJh0k4blXEj5fd2TcfLG++FTa6D+5iOod78ryrNyTDfMGRyHJo8Ps3fX4T91//tOSV17aWkpsrOzUVBQgKKiIhQUFCA7O1vyiQrvdXn8PHf6bhp+krCaO89cHj/Pnb6bhp8UYuoOeZLSv39/HD16NOjz+/btw6BBg8IuIJpJSUlh0k0alnMh6W/qlQHHXU8AADRvr4Xyl5/CdgiCgJcvTcKsATFocPlw/Wd1KLa4AEhfu06nQ0lJSavHSkpKoNPpJP0c3uvy+Hnu9N00/CRhNXeeuTx+njt9Nw0/KcTUHfIkJScnB2+++Sb27dvX8pj/tK/XXnsNH374IW655ZawC4hmvF4vk27SsJwLab/7kilwZt0KwetFzNqnIBgqw3YoFQI2TEzG5N5a1Nq9uPbTOpQ3uiWvvbq6OuDjUt+lj/e6PH6eO303DT9JWM2dZy6Pn+dO303DTwoxdYc8SXnkkUdw+eWXY+bMmZgxYwYEQcDixYsxdOhQLF68GFdffTXmzQtvQbtox2KxMOkmDcu50Mjdef1dcI++BIL1NGLXLAVswW8rHAytUsDmyckYf44GFVYPrv20DidrzJLW2atXr4CPp6enS/o5vNfl8fPc6btp+EnCau48c3n8PHf6bhp+UoipO+RJilqtxrZt27B+/XoMGjQI5513HtxuNy644AKsX78emzdv7nC1bBZJS0tj0k0alnOhkrtCAfv8PHh6D4CiqhQxrzwFuN1ha+LVCmydmoKRyWr83uBG7k+A2SHdX1Dy8vLaXWeWmZmJvLw8yT4D4L0ul5/nTt9Nw08SVnPnmcvj57nTd9Pwk0JM3WGvOJ+Tk4MtW7bg+++/x/79+7F161bMnj07qiYoBoMBbrcbTqcTRqMRQPMMrrGx+S/aer0eHo8HDocDtbW1AJpvDGC1WgE0nwbj9XpRW1vbshaMyWSCzda8fkVVVRUAwGazwWQyAWheSdNut8Pr9bacRmO1WmE2N//1u7a2Fg6HAx6PB3q9vqUe/8zSaDTC6XTC7Xa3XFzU0NDQcl9pqcZkt9sjHpP/f7cdE4CIx6TX64mOqaqqKqztJHpMSjWqbl8Ib2ISVL8cgOKffwV8vrDHlKRVYNM4Fc5NUOBwvQvXfVQNm9sbUe/5x5SUlITCwkJcc801uPjii3H99dcjPz8fGRkZkvZeWVmZZL0XaEx+SHyf6urqiH6fampqpO+9/47JYrEQ20f4Edt7nY3J/79J7Peqqqok3Ze3HVNFRQUz+/K2YzKZTJLty9uOyWQyERtTWVmZZL0XaEx+SGwno9EoWe8FGpPBYCDWexaLRfLfRv4x+SH126impias7RTOmCorKyX/bXTmmMrLy4ntI/zvD3U7hTOm+vr6dmPqDMFsNod9r9QjR4603G64X79+GDFiRFRNUqSisbERCQkJzLkBoLi4GIMHDybiZjkXkv5AmSt+/wWxzy6A4HLBccv9cE3PEeUua3Rj+oc1qG7yYUofLd6akgKtUrrvHMvblNVeJ+2n3etSwmoupP08d/pugO9j5HDzXpfHH229HtaRlB07dmDkyJGYOHEibrnlFtxyyy2YOHEizj//fBQUFIT1wSxAsslIuknDci60c/cOGgHHXYsBAJq3X4Xy4LeiPP0TVHj/qjSkxiiwp9KBO7+qh8sb/loswWB5m5KE5X7kudN30/CThNXceeby+Hnu9N00/KQQU3fIk5QtW7bg7rvvRlxcHFasWIG33noLW7ZswYoVKxAbG4t58+Zhy5YtYRcQzUh9lyNabtKwnIscubsvmQLHtXdA8PkQs24lFKXFojzd7HV4d1oKumsE7Cqz4769JngkmqiwvE1JwnI/8tzpu2n4ScJq7jxzefw8d/puGn5SiKk75NO9/u///g89evTAhx9+iJiYmFbP2e12XH311bBYLPjpp/DXhohWPB4PlEolc26A7CE7lnMh6e8wc58P2g3PQP3tbniT09D05Dr4eqSG5ffX/mONE9d+WotGtw+3nxeHNZcmRXy6JcvblNVeJ+2XrdclgNVcSPt57vTdAN/HyOHmvS6PP9p6PeQjKZWVlcjJyWk3QQGAmJgYzJ49u+VinK6CW8QdmaLBTRqWc5Etd0GA487H4Rk8Eop6I2LWLAUcTWEp/LWPPUeDt6emIEYJvPGbDUv3W+DzRXZEheVtShKW+5HnTt9Nw08SVnPnmcvj57nTd9Pwk0JM3SFPUoYOHRp08Teg+W4BQ4YMCbuAaOb06dNMuknDci6y5q7WoOkhHbxpvaE89Rti1j8NeD2dv++/nFn7hF5abJ6cArUCWHfUimcORjYulrcpSVjuR547fTcNP0lYzZ1nLo+f507fTcNPCjF1hzxJWblyJd544w2899577Z7bsWMH3nzzTaxatSrsAqKZ1NTwTseJFjdpWM5F9ty7JaHp0dXwxSVA9e8iaLa8AoR4FKRt7Vf2jcE//pAMpQC88J/TWHNI/I6L5W1KEpb7kedO303DTxJWc+eZy+PnudN30/CTQkzdIU9S/v73vyMlJQV33XUXhgwZgquuugozZszAkCFDkJubi9TUVPztb39DTk5Oy78bb7wx7IKiCf/9oVlzk4blXKIhd1/vDDQ9rINPpYbm8/eg/nhrSO8LVPvMAbF4dUIPCACe+qkBG46Gv7p9MLdU0Mq8tLQUubm5yMrKQm5uLkpLSyN2styP0dDrYmE5F55713KThuV+5LnTd9Pwk0JM3apQX3js2DEIgoC+ffsC+N9iMFqtFn379oXD4cDx48dbvYf1tVPUajWTbtKwnEu05O4dOhqOe5Yg5tWV0G5dD1+PNLgvmdLhe4LVPntgHGwuHx75zoxFP1igUQr405D4sOpheZsCzROU7OxslJSUtDx24MABFBYWIiMjQ7SX5X6Mll4XA8u58Ny7lps0LPcjz52+m4afFGLqDnmScvjw4bDlrBMfH94PvWhxk4blXKIpd/f4yXDUG6F9Zx20+avhS0qGZ9iFQV/fUe13DI2Hw+vD4h8seORbMzQK4JbBoY+V5W0KADqdrtUEBQBKSkqg0+mQn58v2styP0ZTr4cLy7nw3LuWmzQs9yPPnb6bhp8UYuoOazHHs42ObhQQzW7SsJxLtOXuuupGOK+8HoLHjZi/5UFRcTLoazurff7wBKwc0w0+AA/sM2P7SVvIdbC8TTv6jEjvJ89yP0Zbr4cDy7nw3LuWmzQs9yPPnb6bhp8UYuoWPUnZu3cvHnzwQeTk5GDZsmUoLy8Xq4paevbsyaSbNCznEnW5CwKct9wH95iJEGxWxPz1CQj1xoAvDaX2h85PxLILE+H1AfO+MeH9U6Hd5pjlbQoAvXr1Cvh4enp6RF6W+zHqej0MWM6F59613KRhuR957vTdNPykEFN3h5OUZ599FmlpaTAYDK0e37JlC2bNmoV//etf+Pzzz/Hqq69i8uTJKCsrC7uAjvB4PNDpdBg1ahR69uyJUaNGQafTUbtHtNPpZNJNGpZzicrcFUrY5y2DZ9B/11B5cTFga38BfKi1Pz66GxZekAiPD7jrq3p8XNb5RIXlbQoAeXl5yMzMbPVYZmYm8vLyIvKy3I9R2eshwnIuPPeu5SYNy/3Ic6fvpuEnhZi6O5yk7N27F5MnT241+3E4HFiyZAm6deuG999/HxUVFdi0aRMaGxvx4osvhl91B6xZswYbN27Ec889h/379+PZZ59Ffn6+5J8TDKvVyqSbNCznErW5a7RoeuRpeNP7QVl+AjF/Ww44Ha1eEk7tyy5MxIMjE+D2Abd/WY/PK+wdvp7lbQoAGRkZKCwsRE5ODiZMmICcnJyIL5oH2O7HqO31EGA5F55713KThuV+5LnTd9Pwk0JM3R1eOH/y5EnceeedrR77+uuvcfr0aSxbtgwTJ04EAFx77bX46quv8NVXX4VdQEfs37+/5VbHQPMPkRkzZuCnn36S9HOCkZKSwqSbNCznEtW5J3RH08LnEbvqfqh+PYiY156G/f4/AwolgPBqFwQBK8d0g9Pjw2u/WjHnizpsnZqCP/SOCfh6lrepn4yMjIgukg8Ey/0Y1b3eCSznwnPvWm7SsNyPPHf6bhp+Uoipu8MjKSaTqd053Xv37oUgCJg+fXqrx0ePHh3xRaptufjii1FUVITffvsNQPNtkPfu3Ysrr7xS0s8JhslkYtJNGpZzifbcfWm9YF/4Anxx8VAd+Aba119sWewx3NoFQcCz47vjjiFxsHuAmz6vx9dVjoCvZXmbkoTlfuS503fT8JOE1dx55vL4ee703TT8pBBTd4eTlHPOOadlPRQ/3333HRISEjBy5MjWIoUCGo0m7AI6YsGCBZg9ezbGjx+P1NRUXHzxxbj55ptx9913S/o5wdBqtUy6ScNyLizk7u0/EE2PrIZPrYH6613QbN8IQFztgiDgr5ckYe55cWjy+HDT53XYW91+osLyNiUJy/3Ic6fvpuEnCau588zl8fPc6btp+Ekhpu4OT/e66KKL8NZbb2HevHlISkrCkSNHcPDgQcyYMaPdQo3Hjx9Hnz59wi6gI959912888472LhxI4YOHYrDhw9j8eLF6N+/P+bOnRvwPcXFxZLWwDI8C/pIlrkQi27XzcO529ZC8+EW1DhcMI4XfwTx/jTAbNHgA4MKOZ8Z8fIIBy7q7kVlZSXWr18Po9GItLQ0zJ8/X/LvMQ14r9OHZy4PPHd54LnTh2cuDzRzHzx4cIfPC2az2RfsyV9++QWTJ09GfHw8hg4diiNHjsBms+Hjjz/G2LFjW17n8/lwwQUXYPLkyVizZo1kxY8YMQIPPPAA7r333pbHXnjhBbz11ls4ePCgZJ8TjKqqKvTu3Zs5N9DcZJ1tfLGwnAtJP4nMVfs+Q8yGZwAA1TnzkZh1k2iX1+fDA0VmvPW7DfEqAa+McmHln1qv0p6ZmSnJBednwntdHj9rvX4mrOZC2s9zp+8G+D5GDjfvdXn80dbrHZ7uNWLECLz//vsYM2YMamtrMW7cOLz77rutJihA83UqCQkJmDlzZvhVd4DNZoNSqWz1mFKphNfrlfRzgkGyyUi6ScNyLqzl7r5sGhw33w8ASN+xAcqfvxXtUggC/n5ZEm4aGAur24e7f/SiBD1avca/SruUsJb5mbDcjzx3+m4afpKwmjvPXB4/z52+m4afFGLq7nQxx4svvhjbtm3D/v37sX379pY7ep3JxIkT8e2332Ly5MlhF9ARV111FdasWYNPP/0UpaWl2LlzJ9auXYusrCxJPycYNlvoK3ZHk5s0LOfCYu6uq3LgzLoVgteLmFeeguL4IdEupULA2st74MaBsfAoNcA964EBo1u9RuobYNDKvLS0FLm5ucjKykJubi5KS0sjdrLcjyz2uh+Wc+G5dy03aVjuR547fTcNPynE1C16xXkaPP/885g5cyYee+wxjB8/Hnl5ebj99tuxfPlyKp/vcAS+E1K0u0nDci6s5u684W40XnIlBJcTsS8uhuLkMdEupULAust7oL/xEBATD8x7rdVEJdJV2ttCI/PS0lJkZ2ejoKAARUVFKCgoQHZ2dsQTFZb7kdVeB9jOhefetdykYbkfee703TT8pBBTd4fXpHDYhfT5nJz2EM/c64F2vQ7qH76ELz4RTYvXwNt/oGjdiZJSTHytCNYhkwC7FdgwH5kwSX5NCmmKi4vx/PPPo6CgoN1zOTk5kq+dwuH7F7ngucsDz50+PHN5iLbco/pIitzU1dUx6SYNy7kwnbvJDMc9y+C+8DII1tOIeWEhhOoy0b6BmRn4Zt7lLUdUlPf/A8v/Kf0EhUbm1dXVAR+P9NQ1lvuR6V5nOBeee9dyk4blfuS503fT8JNCTN18ktIB8fHxTLpJw3IukfhJXPMQDvHx8YBKBft9T8I9YgwUDSbEPvcoBGPgH+ihMDAzAwcXXoUbBmjgUWrwwGF1wHVUIoFGr/fq1Svg45GeuhbN/RiIM3v08ccfp96jUnG27mPkhtXceeby+Hnu9N00/KQQU3eH66Sc7Ui9OCUtN2lYzkWs33/Nw5m36z1w4ADVU6NaatdoYX9Yh9i/LILyt0OIfe5RNC19Gb7kc0R5lQoB6yYkQ6NqwFu/23Dj7jq8MzUZf+gdI23dBMnLy8OBAwfa3U45Ly8vIm+09mMgAvXowYMHmTt9Dzg79zHRAKu588zl8fPc6btp+Ekhpm5+JKUDDAYDk27SsJyLWL9Op2v14w8gc7vejmhVuzYGTY+uhidzKBTGasQ+/xgES71od62xBq9cnoTbBjevTD/78zp8WWmXoGo6vZ6RkYHCwkLk5ORgwoQJyMnJkeTHebT2YyCioUel4mzcx0QDrObOM5fHz3On76bhJ4WYuvmRlA4IdgpJtLtJw3IuYv2krnkIh3a1x8ajaeHziH32ESjLTyDm+YVoWrIGSOgm2v3yZUlQCsDrv9lw0546vDUlBVP6RHZEhVavZ2RkSH6RfLT2YyCioUel4mzcx0QDrObOM5fHz3On76bhJ4WYuvmRlA6wWq1MuknDci5i/aSueQiHgLUndIN90V/g7dUPyoqTiH1+IdDYINqtEAS8eGkS7hoaD4cHuPnzOnxS3iR93YwQrf0YiGjoUak4G/cx0QCrufPM5fHz3Om7afhJIaZuPknpAJfLxaSbNCznItafl5eHzMzMVo9Jcc1DOASr3detB5oWvQhvzz5Qlv7WPFGxnhbtVggC/nJxd+QOi4fTC9z2RT0+OCV+osJ7nY4/GnpUKs7GfUw0wGruPHN5/Dx3+m4aflKIqVu5ePHip6QvpWsQEyPNhcO03QBQX1+PlJQUIm6WcxHrT0pKwowZM1BXV4eUlBSMHz8er776aqtrHkhmDnRSe2w83P83AaqD+6CsOgXlLz/BPW4SoNGKcguCgCv7aGF1+fB9jRMflDbh3EQVRiSrpa1bAljtdan9ofSoVMja61HsJu3nudN3A3wfI4eb97o8/mjrdX4kpQNqa2uZdJOG5Vwi8fuvedi5cyfy8/Op3zGps9p9yeegackaeM/pDeWp3xD7QuhHVAK5BUHAqrHdsPCCRHh8wD3fmPCv4vAP1/Jep+c/s0dXr17N3F29/Jyt+xi5YTV3nrk8fp47fTcNPynE1M0nKR2QmJjIpJs0LOfS1XP3JZ/TvBJ9Wm8oS46HPFEJ5hYEAXkXdcOyCxPhA/BAkRmbjoU3UenqmUern+dO303DTxJWc+eZy+PnudN30/CTQkzdfJLSASoVuZufkXSThuVcaOcu5QKQodbuS/nvEZWWicrjnU5UOnM/ProbVo1tvmvYo9+Z8eovjaEVHYI7mmG5H3nu9N00/CRhNXeeuTx+njt9Nw0/KcTUzScpHWA0Gpl0k4blXGjm7l9cr6CgAEVFRSgoKEB2drboiUo4tTdPVF6CN60XlCXHEPuXRR1OVEJxPzgyES9c3B0AsHS/BS8eCu1UMt7r8vh57vTdNPwkYTV3nrk8fp47fTcNPynE1N0lJykGgwFutxtOp7MlFIvFgsbG5r/+6vV6eDweOByOlnPkzGZzy+3Rqqur4fV6kZSUhLq6OgCAyWSCzWYDAFRVVQEAbDYbTCYTAKCurg52ux1er7dlvQKr1Qqz2Qyg+Vw8h8MBj8cDvV6P9PR0NDY2wmKxAGjeeE6nE263u2XBm4aGBjQ0NEg6JrvdHvGY/Bc/tR0TgIjHFBsbS3RMarU6rO0UyZjy8vICLq63atUqUWNKT08PazuZlFo0LVkDV/I5UJ78FbHPPYqaE8UBx5ScnBzSmLJTm/C3y5IgAFj5UwNW/WRBdXV1h9vJ5/NJ1nuBtpMfEt+nHj16EP0+JSYm4vDhw8jNzcX06dNx55134uTJk5J8n9LT04ntI/yEu98LdUxxcXFhbadwxqTVaiXdl7cdk1KpZGZf3nZMaWlpku3L244pLS2N2Jh8Pp9kvRdoTH5IbKdu3bpJ1nuBxhQXF0es99LT0yX/beQfkx9Sv438px6R+D6pVCrJfxudOSYAxPYR/veHup3CGVNqamq7MXWGYDabfZ2+6iylsbERCQkJzLkBoLi4GIMHDybiZjkXkv62mWdlZaGoqKjd6yZMmICdO3eG7Rdbu1BnQOyzj0BRUwVP30zYF/0Vvu7JEbm3nbDh3r0meHzAvGHxWD2+OxSCIGndocJqrwPA0aNHceutt7aazGZmZqKwsFDURe+lpaXQ6XSorq5GamoqVqxYQeTieZKZA3wfEwyeO303wPY+htXcea/L44+2Xu+SR1Kk4sy/0rLkJg3LudDMXerF9cTW7kvpiaalf4O3dwaUFSWIfeZhCPU1EblvHBiHN65IhkYBvParFQ/uM8PjDfz3jpKSEsmuy6EN6X557rnnAh5t0+l0Ybvanl5YWFgY0emFcsL3MfLAau48c3n8PHf6bhp+Uoipm09SOqB79+5MuknDci40c5d6cb1Iavf1SEXTkjXw9B8Ihb68eaJirI7InZURi61TUxCnErCl2Ia7vjbB6Wk9USktLcXcuXMluy6HNqT7xX8ovi3+w+nhoNPpJJvwyA3fx8gDq7nzzOXx89zpu2n4SSGmbj5J6QCWL6wiCcu50Mw9IyMDhYWFyMnJwYQJE5CTkyP6NB4g8tp93Xqg6YmX4MkcCoWxunmioq+IyH1FnxjsmJaCbmoBhaeaMOeLOjS5/zdRYf2HM+l+6dGjR8DHxRxt859H3BYxEx654fsYeWA1d565PH6eO303DT8p+IXzEsPyTJskLOdCO3cpF4CUpPaEbmh64q/wnHc+FPU1iH3mIQiVpyJyX9JTiw+uSkWyVoHPKhzI2V2L0y4vAPZ/OJPulyeffFKyo21Sn14oJ3wfIw+s5s4zl8fPc6fvpuEnBT+SIjEKBbl4SLpJw3IuXTX3sNZjiY1H08Ln4R5+ERSWesStfhjq8hMR1TY6VYOPrk5FeqwCRXonsj+pRb3dw/wPZ9L94r9IXoqjbVKfXignfB8jD6zmzjOXx89zp++m4SeFmLrZHCklgp0vHu1u0rCcS1fMXdR6LNpY2B9ZDfcFF0M4bUH8c49C+evBiOobmqTGJ39MQ/8EJX6qdeHqj2uR+3ge+vXr1+p1LP1wptGPUh1ta3t64TXXXBPR6YVywvcx8sBq7jxzefw8d/puGn5SiKmb34K4i0L69n2c9gTK/Mxbwvbq1Qt5eXmS/2jMzc1FQUFBu8dzcnKQn5/f8ZvdLmg3rIb6hy/ghICVDVqcSO0XUZ1VVg+u+6wWx8xu9EtQYu1IBza/qGtZH0jqDHiv04dnLg88d3ngudOHZy4P0ZY7P5LSAf5FaFhzk4blXGjmLvWKPTO5pgAAIABJREFU88Fqj+i6D5Uav824DZuNdmjgw4rEJsR+vyeiOnvHK/HRjFSMSVOjvNGDOw+q8eCzayW5Loc2LPcj38fQd9Pwk4TV3Hnm8vh57vTdNPykEFM3n6RwOISgdWerSK/70D3zDO749hhWHdNDKQjYdFF/ZCsaI6ozOUaJwumpmNRbi1qHD1kf1+JbvUO0j8PhcDgcztkFn6R0QLdu3Zh0k4blXGjmLvWdrYLVHukF0/46VxzXY8Hh5lsSvzCyD7IspYBP/NmgCWoFtk5NwcyMGDS4fLjus1p8Wm4X7ZMDlvuR72Pou2n4ScJq7jxzefw8d/puGn5SiKmbT1I6wGAwMOkmDcu50Mxd6jtbBas90vVYzqzzlZO1uO2nUri9Ptwa64T2n38FPG5R9QKAVing2eEuzD0vDnYPcOueOmw7YRPtow3L/cj3MfTdNPwkYTV3nrk8fp47fTcNPynE1K0iUEeXISUlhUk3aVjOhWbueXl5OHDgQKtTviK5s1VHtfvvECWGvLw8/Pjjjzh16hQA4O0KE2KSU/Ha4CSov/4QgqUe9vuWA9pYUf5zUlPxck8lkrUKrDnciHu+MaHW7sV9IxJE+WjCcj/yfQx9Nw0/SVjNnWcuj5/nTt9Nw08KMXXzIykd4PV6mXSThuVcaOYu9YrzpGrPyMhAQUFBqzoXbN4O+xMvwhefCNXP3yL22UchNJhE+b1eLwRBwFNjumPVmObDvUv3W/DUAQt8EZxORgOW+5HvY+i7afhJwmruPHN5/Dx3+m4aflKIqZtPUjrAYrEw6SYNy7nQzl3KFedJ1p6UlNSuTu9558OW9wq8qT2hPPkrYlfdD8FQEbb7zLofPD8R6yb0gFIA1hxuxH1FZri80kxUwlrQMkRY7ke+j6HvpuEnCau588zl8fPc6btp+Ekhpm6+TkoXJdrudX020FUzF8x1iHlxCZSlv8GX2B1Nj6yGd+DwiJy7K+y4/ct62Nw+TO+rxT+vSEacStzfTIqLi6HRaJCdnd3u1DpWFzOMdrpqr0c7PHd54LnTh2cuD9GWe5c8kmIwGOB2u+F0OmE0GgE0z+AaGxsBNN9dyePxwOFwoLa2FgBgNpthtVoBNN/tyOv1ora2tmWFTJPJBJut+YLfqqoqAIDNZoPJ1HwKTF1dHex2O7xeb8vdkqxWK8xmMwCgtrYWDocDHo8Her2+pR7/zNJoNMLpdMLtdrdcXNTQ0NByX2mpxmS32yMek/9/tx0TgIjHpNfriY6pqqoqrO0kxZik2k4Wi0WS3gs0prq6uqBj0jvcOP34X+AcMQbCaQtin30EjqLPQh5TWVlZuzGNiW/CtkkJSNYq8GmFA7M+qUWFqVHUmIDgt3teuXJlRNuprq6O6PeppqaGWO9ZLBZi+wg/UvReoDH5/zeJ71NVVZWk+/K2Y6qoqGBmX952TCaTidh+z2QyERtTWVmZZL0XaEx+SGwno9Eo6b687ZgMBgOx3rNYLJL/NvKPyQ+p/+bW1NSEtZ3CGVNlZSXR3xHl5eXE9hH+94e6ncIZU319fbsxdQY/ktIBjY2NSEggc3EvSTdAdjbMci4k/aT/AiF77m43tK//Feq9H8MnKOCY+zDck2dF5P7N7MJ1n9WhwurBed1V2DEtBf0SwrufR3FxMR555BEUFRW1e27ChAnYuXNnWL4zYbkfea/Td5P289zpuwF2/3tK2s97nb6btD/aer1LHkmRCpJNRtJNGpZz4blH4Fap4LhrEZzZt0PweRHzxkvQvP0q4PWIdp+XpMZnf0zD8CQVfrO4MW2XEUfqXeGWL/ntnv2w3I+81+m7afhJwmruPHN5/Dx3+m4aflKIqZtPUjpA7KJ7crtJw3IuPPcI3f/P3nmHt1mdffjWsCTLO7ZjO3HsOIsMQiAhQIAApYyEQBKGGR18UDCj5OugZTZhxS2FDkbZAQqlQKkZgbChUPgCISRhJGQPx47j2PEeki1Z4/tDkbFjWZZknVc6zrmviwt4bf30nN/7+Oh9dJZOh/Pcy+m84ka8BgOmd/+N5YEl0Nn/2ScDaY9IMvD2WdnMyjGxz+7hrLfr+KQ6vNPpB3ugZX/InI8q17XX1kJfJLL6rjyPjb7yXXttLfRFEUnchptvvvmO6IcyNEhMTESvF1PHidQGaGxsFLaXtsy+iNQX6TnEl++ewvF4JhyB8evPMezZiWH9F7inzQJrUkTaFqOOC4qsbG/tYn2ji1fK7RSlGJkyLGHAWBobGxkzZgxz586loaGBzMxMjj32WB555JFBL5qXOR9VrmuvLVpf+a69Nsj7eSpaX+W69tqi9eMt19VIShBcrshP2o6ltmhk9kX5Hj1t96SjsN/2CJ6cfAyVO0m88xr0u7ZErG0x6vj7KcO4ZnISXR4o+bSJ+9e3hXyWSjS3e/Yjcz6qXNdeWwt9kcjqu/I8NvrKd+21tdAXRSRxqyIlCG1tbVJqi0ZmX5Tv0dX25o7CftsjuCYeib6lkcS7f4lhzX8j1tbrdPzx2HRKZ/oOfbxjXSs3ftGCO0pnqYSLzPmocl17bS30RSKr78rz2Ogr37XX1kJfFJHErYqUIGRlZUmpLRqZfVG+C9BOTqXzhj/RddJZ6JwOEh+6g4QV/4QDIyCRaC86PIWnT87ApIdlW2z8z8eNdLi0L1RkzkeV69pra6EvEll9V57HRl/5rr22FvqiiCRuVaQEwb8/tGzaopHZF619j+Yp6HHtuzEBx89uwHHRNXh1OswvP4n50bvA0RGx9nljrLxyRhapJh1vVnYy/9066jqC7yQWbWTOR9XHaK+thb5IZPVdeR4bfeW79tpa6IsikrjDO5DgECMhYeBFu/GoLRqZfdHS94qKij6noK9duzbiU9Dj3nedjq6zLsaTOwrL478nYfXH6PdV0lHyO0hPj0hydp6Z987KpviDBtbUdXH6W3WUnZ7J+DRt7qPM+aj6GO21tdAXiay+K89jo698115bC31RRBK3GkkJQlJS352KZNAWjcy+aOl7f6egl5aWRqQni+/u6Sf0WlCfdc+vMGz+OmK9SRkJfHh2NtMyE9jd5ub0N+v4rCa8LYojReZ8VH2M9tpa6ItEVt+V57HRV75rr62FvigiiVsVKUHYt2+flNqikdkXLX3v770i3eNcJt+9I0djv/1RXFOPQdfeiuXe35Dwwavd61TCJddq4K25WcwZZaHZ6eXc9+op29n/2SzRQuZ8VH2M9tpa6ItEVt+V57HRV75rr62FvigiiVsVKUHIycmRUls0Mvuipe/RPgVdOt+TUui8/m4cZ12MzuPB/M8HMT91L3Q5I5JLTtDz/KnDuGpSEs4DWxT/6ZvWSOuekJA5H1Ufo722FvoikdV35Xls9JXv2mtroS+KSOJWRUoQnM7IHqZirS0amX3R0vdon4Iupe96A20LLqPzmiV4TWYS/u8dEv/wS3QNtRHJGfQ67j0unbuPSUMH/P7rNpZuN9ElaItimfNR9THaa2uhLxJZfVeex0Zf+a69thb6oogkblWkBMFms0mpLRqZfdHS98LCQpYvX05xcTGzZ8+muLg44kXzIK/vNpsN16wf0rH4ITyZORh2bcZ6WwmGDWsi1rx2SjLPnTqMRIOOFfuNnP9+A80OTxSj9iFbPvbcTe6qq64a1G5ysUTWXNdCXySy+q48j42+8l17bS30RRFJ3Lrm5ubYnJKmEMr27dsZP358rMM4pFCeB6aiooLS0lL27dvH+Nzh/LUwiZQdG/DqdDjPvZyuc34C+si+L/mqzknxe/tp6NIxLtXIS6dlMjbN2Od98/LyWLx4cVROoY9XAu0mV1RUNKjCuD9UrscG5XtsUL5rj/I8NsSb72okJQhNTU1SaotGZl+U79pqV1RUcM4551BWVsbKlSv5+8uvcvSrK9n/g4UAmF99Gst9t0B7a0T607NNPDOtkykZRna0ujjtrf2srHF0P7D737esrIyFCxeGPbIgUz5Geze5WCJjrmulLxJZfVeex0Zf+a69thb6oogkblWkBMFsNkupLRqZfVG+a6tdWlpKZWVlr2s7y8v55Wcb6bz+j3iTUjGuX4319hL05Vsjeo9ci5d352Vz5igLTQ7fzl9XPPFmVB7YZcrHaO8mF0tkzHWt9EUiq+/K89joK9+119ZCXxSRxD0ki5Ta2lpcLhdOp5O6ujoAWlpaaG9vB3wf2m63G4fDQX19PeA7CdM/X27fvn14PB70ej0NDQ2ArwK0231bnlZXVwNgt9u7K8OGhgY6OzvxeDzdDws2m637hM36+nocDgdut5uamhqsVivt7e20tLQAUFdXh9PpxOVyUVvrW1Tc2tpKa2trVNvU2dk56Db5Fz8d3CZg0G3q6uoS2qaOjo6w7lM02hSt+2S1WqOSe4HaZDQahbSpvwfnPXv20DZuKva7nqAzfwz6+loSS6/D+ea/wOsNq00AKQl6njjWxJXjEujywNpxC+Hs60Gn6/W+VVVVYbXJYDAI/Xvyer1Ry72MjIyAXmdmZg54n8Jtk59o5F6gNrlcrrDuUzhtcjgcUe3LD26Tv4+UoS8/uE1ms1lYv2c2m4W1qaf3IvpyPyLuk/96OPcpnDa5XC5huWe1WqP+bORvkx9Rn7neA9tCivh7stvtQp8jWltbhfUR/teHep/CaZPJZOrTpoFQa1KCUF1dzYgRI6TTBrHzCmX2RaS+6LmcMvpeUlJCWVlZn+vFxcUsW7bM9z9dTswvPEzCR6/7/nfmKTh+9luwJof0Hgf7/sxWG79e2YBXb4D1H8LzN4Ozo+/7hoBM+TiU1qTImOta6CvftdcGeT9PReurXNdeW7R+vOW6KlKGKPG2+OlQQHnel3AenI2rPsT8zF/QdXbgyc6j89rb8IydNOB7BPL9319Xcs0XHXgsyVC1GZ76X4oyLEIe2OMJ/2YBNTU15ObmCtssQOV6bFC+xwblu/Yoz2NDvPk+JKd7RYue0xpk0haNzL4o37XVLiws5MUXXwxpG2bXrNOw37kMd+EE9HX7SPz9IhLeeQk84W8tfOFRBbx2soXkjgbIn4T51te5/ZnwCxTZ8rGwsJBly5axYsUKHnjgAWkLMhlzXSt9kcjqu/I8NvrKd+21tdAXRSRxqyIlCA6HQ0pt0cjsi/I9MDt27Og+X6OkpCSsXbB6ns0R6LU5OTndD87Lli0L+uDszc2nY8lDOE8/H53bjflfj2K5/1ZobQ67TSdPLuS7Kw7nByPMOBKSKPnGyHPbwtunXeZ8VLmuvbYW+iKR1XfleWz0le/aa2uhL4pI4lbTvYYo8TZkdyggq+eDWcsgch2E4auVWJ68B52tDU96Fo5rfod70lF9fm8g310eL4vXtPDYJl+Bcu3kJJbOTMOo1/X7GkVwZM112VG+xwblu/Yoz2NDvPmuRlKC4N8VQTZt0cjsi/K9L4M5XyOU10Yat3v6idiXPol7/OHom+ux3HM9ppcegy7nwC/ugVGv44/HpvPgCekk6OHRTTYu/CC0E+plzkeV69pra6EvEll9V57HRl/5rr22FvqiiCRuVaQEISkpSUpt0cjsi/K9L4M5XyOU1w4mbm9mDh233I9zwf8AOkxv/4vEu65FX1U+4GsP5tIJSbx+ZhZZFj0fVTs47c06tjV3BX2NzPmocl17bS30RSKr78rz2Ogr37XX1kJfFJHErYqUIJhMJim1RSOzL0PV94HWhQQjLy8v4PXc3NyovHbQnhuMOM+7nI7Ff8OTPQJD5U4S77iahA9eBW94s1WPzzXz0TnZ3SfU//DNOt6p7Oj397XIx8Hcu4G0o0nPOJcsWRK1OAOh+pjYIKvvyvPY6CvftdfWQl8UkcStipQg+A+kkU1bNDL7MhR9968LKSsrY+XKlZSVlbFw4cKQHyIXL17MqFGjel0rKipi8eLFIb22qKgo6Guj5bln3BTsS5+k66Sz0HU5Mf/zQSx/uRFjW3iL6guSjbw/L5uFoxNp6/JyyX8aufebVjwBCh7R+bJu3bpB3btgRDP2g3Ps3XffjVqcgVB9TGyQ1XfleWz0le/aa2uhL4pI4jbcfPPNd0Q/lKFBSkqKlNoAjY2N3SdNRxuZfRGpL9Jz6D/2G264gc8++6zXtebmZhoaGpg/f/6Auunp6cybN4+GhgYyMzM59thjeeSRR0Ja+J6ens7cuXODvjaqnick4J5+Au5RYzBuXIehqpzM9avw5ozAO3J0yDImg44Foy1YDDo+3efg/2qcfNfYxRmjLJgN3y+oF52Pd9xxx6DuXTCiGftgcyxcVB8TmFj1MYeyNsj7eSpaX+W69tqi9eMt140C4hgy2Gw2YXP/RGqLRmZfhqLvg1lT4icrKyusk9h74j+boz9EeO4++iTsYydjfvIejN+twfjQHXQd+wMcP/0lpKQHfa3/wMN9+/aRl5fHQ9cu4ZbNRt6q7OT0N+t4/tRMxqYZhcXek6qqqoDXw7l3/RHN2KORY+Gg+pjYIKvvyvPY6CvftdfWQl8UkcStipQgdHUFX1Qbr9qikdmXoej7YNaUDKQdDURpezOy6PzNPTT9+ynyP3qFhNUfY9j8DY7Lrsc9Y3bA11RUVDBv3rxexcGqVav4Z9lb3LjFwpZmFz94cz9PnTyM0/MtwvNl+PDhAa+Hc+/6I5qxRyPHwkHGfNRKXySy+q48j42+8l17bS30RRFJ3Gq6VxAsFouU2iB2yE5mX0Tqix6e7i/2adOm8eabb9La2tp9LT8/n8cff5z09OCjCgNpRwOh91Sno8qcSupZxRj27MCwdzcJqz9GV1uFe+KRYDL3+vVrr72Wr776qte11tZWmqsrKLvpp2xrdvFdo4uXd3Vg0MEPClPR6cSdpzJ9+nTee+89mpu/X1dTVFTEI488EvK9649o+j5t2jRhcQZC2nwUrB+rPuZQ1gZ5P09F66tc115btH685XrcL5yvqanhmmuuYezYseTk5HDssceycuVKTd67vr5eSm3RyOyL8n1oafvxDh9Bx0334fjJL/CazCSs+hDrrZdh+PrzXr+3du3agK9fu3YtKQl6njt1GLce5Zs3+/uv27jgnZqQzlOJlKSkJB566CEKCgpIS0ujoKCAhx56aNAHYUJ0fS8sLGT58uUUFxcze/Zs5syZE5UDO/tD5nxUfczQ0haNzPmofNdeWwt9UUQSd1wXKc3NzZx55pl4vV7+/e9/s3r1au69916ys7M1eX+ZF1aJRGZfhqLvpaWlfdY2VFVVhXQY40Da0UAzz/V6uk4/D3vpU74DIFsaSbz/VsyPlUJraDuA6XU6bjwylX+fnkm6ScdHtR5OXbGfjY1ihtcbGxtZtGgRlZWVtLS0UFlZyaJFi6Kya1a0ffevPVqxYgVLly4VVqCA3Pk4FPuYQ1lbNDLno/Jde20t9EURSdxxXaQ8+OCD5Obm8vjjjzNjxgxGjx7NySefzGGHHabJ+xuN4pbsiNQWjcy+DEXfo7GoWeZ7ejDenHw6bn0AxyXXdY+qJN1yKcbP3mfmzKMDvmbmzJm9/v/0fAv/nT+cqRlGdrW5Oe3NOsp22qMe67333kt5ee+DKcvLy8MqMPtjKOZ6vGtroS8SWX1XnsdGX/muvbYW+qKIJO64LlLeeustZsyYweWXX864ceM48cQTeeKJJ/CGeYBbpNTV1UmpLRqZfRmKvkdjUbPM9zQgegNdc4qxlz6Na8oMdO2tWJ74Ay9MHMZxYwp6/Wp+fj533313H4nRKUaem+nhknFWOtxeSj5t4sYvmnG6o9f/VFZWBrwejV2zhmKux7u2FvoikdV35Xls9JXv2mtroS+KSOLWNTc3a/PEHwE5OTkA/PznP2fhwoVs2LCBm266idtvv52rrroq4Gu2b9+uZYgKRczZu3cvixYt6jXlKz8/n4ceeoiRI0fGMLLYsnfvXh577DHq6vZzUU4Ki5KdmBwduIwJPNtp4akaG8Oyh3PNNdcE9cnrhVdrjPx5VwIur45pqW7+cJiT4ebBd51Llizh3Xff7XN9zpw5LF26dND6CoVCoVDEK+PHjw/687guUrKzsznqqKN4//33u6/dddddvPnmm3z55ZfC37+9vZ3k5GTptMFXrA108yNFZl9E6ov0HILH7j/7o6amhtzcXBYvXhzWmoFIfDn4vJH+3jMWue4/Ib3nVKoZ48bw3sVnkL7hCwDcoyfguOw3eIr6nz7aM/a1dU4u/aiBaruHLIueJ0/O4JQRg9tlZdOmTfz4xz/uFWdRUVFUFqUP1VyPZ23R+sp37bVB3s9T0foq17XXFq0fb7ke1xPbcnJy+qw/mTBhQr8HoEUbt9stpbZoZPZlqPo+0IGKg9EORKAiYO3atQEfrmPheWlpaZ+1Hut27OLarQ08ff0fMT97H4bd20i88xq6Tl2A8/wrIKnvor6esR+dbeLTBcMp+aSJj6sdnPteAzcflcIN01LQR7hN8ciRI1m+fPmgCsz+iOdcH6jAVX1MbJDVd+V5bPSV79pra6Evikjijusi5bjjjmPHjh29ru3YsYNRo0Zp8v5paWlSaotGZl+U79HRDlQElJeXc84557BixYpeD5yx8DzYZgLuacdh/8PfMS1/loT3yjD9ZznGNZ/gvPhaXMefDj0KjoNjz7IYePn0TO79to17v2nj7q/bWF3r5ImTM8iyGMKOMy0tjbS0tEEVmMG045FQCtx4yvV40xeJrL4rz2Ojr3zXXlsLfVFEEndcL5z/+c9/zpo1a/jzn//Mrl27WL58OU888QRXXnmlJu8v88Iqkcjsi/I9Otr9FQGVlZUsXLiw1xa6sfB8wM0ELFacF19Lx9IncU84An1rE5Yn/kDi3b9CX/X9w3Og2A16HbcclcorZ2SSadbzUbWDk17fz+paR9hxxtM91Yr+CtyeO5rJ7Eu8+h4KsvquPI+NvvJde20t9EURSdxxXaRMnz6d559/ntdee41Zs2axdOlSbr31Vs2KFJkrbZHI7IvyPTra/RUB0PeBMxaeL168mKKiol7XioqKWLx4ca9rnvwxdNz6AJ0lt+BJScew9VsSb7sS078ehQ570NhPHWnh0wXDOXa4iWq7h3nv1PPwxvawdh+Mp3uqFaFsmS2zL/HqeyjI6rvyPDb6ynfttbXQF8WQG0kBOPPMM/nss8+ora1l3bp1XHPNNeginP8dLnq9OHtEaotGZl+U79HRDlQE9KTnA6fWnvvXO1itVqxWKykpKcFPctfpcJ14JvZ7nsP5w4Xg8WB65yWsN/0Ey+cfgKf/E+dHJhl4c24W101JxuWF333Zwo/+00hTiKfUx9M9DURFRQUlJSWcffbZlJSUROWQyVC2zI53X2KpLxJZfVeex0Zf+a69thb6oogkbjlbqhENDQ1SaotGZl+U79HRLiwsZPny5RQUFAT8ec8HTi099693KCsrY+PGjdjtdtra2nqd5N7vg3dSCs5Lf0XH7Y/iHjsZfUsj1r//icS7rkW/Y2O/75mg1/H7Y9J47tRhpJl0vLOnk9mv7+eLEKZ/xdM9PZieXq5cuZKysrI+U/kiIZRRrnj2Jdb6IpHVd+V5bPSV79pra6EvikjijustiBWRI3r7PkVfDkXPAy2CjtYWuqHS0/eSkhLKysr6/d2zzjqLzZs3Dxyv14tx1YeYXnocfXM9AF2zTsN54VV4hw3vV7+izcUVnzSytq4Lgw5+Nz2VX01Njnj3r1jSn5fFxcXceOONg8r1wW6ZfahyKPYx8YDyXXuU57Eh3nxXIylBaG1tlVJbNDL7onyPrrZ/RKW4uJjZs2dTXFzc54FfS8/7W+/gZ82aNQMu2gZ8U8COP53axQ/jnP9TvAkJJKz6EOtNl5Lw+j/A0RlQvzDFyDtnZfOLw5Nxe+Guda1c8H4D+zsCb70Yj/fUTyhrRyLFv2X2ihUrWLZsWZ8CJZ59ibW+SGT1XXkeG33lu/baWuiLIpK443oLYoVCEf8M9oyWaBJsQX8w+nvw9poTcZ5/BV0nnYX5pccwrvkE86tPk/DRGzjP/xmuE88Efe+thxP0Ou6amcbsPDPXfNrER9UOZr++nydOGsbJI8wRxRcLQlk7olAoFAqFKNRIShBSU1Ol1BaNzL4o34eW9sEEW9BfVFTE0UcfHfBn/T14+2P3ZufRuehOOm6+D/foCeib67E8dS+JS67E8O0XEGBHr9PzLfzfguEcn2OitsPDwvfquWtdC10ebx99EQxWO9Qd0kQQz77EWl8ksvquPI+NvvJde20t9EURSdyqSAlCbW2tlNqikdkX5fvQ0j6YntPPjj76aAoKCpg5c2b3NLQ//vGPYT14Hxy7e9JRdNz+GJ3XLMGTlYuhqpzEv96M5d7foN+9rc/rRyQZeGNOFjcemYJOB39d386ct+oob3UF1I8mg9UOZSqfKOLZl1jri0RW35XnsdFXvmuvrYW+KCKJWy2cD4LL5cJoFDMjTqQ2iF38JLMvIvVFLziT1fd4y/VwFm0Hjb3LScKHr2F64zl09nbfpVmn4Tz3Mrw5+X1+/fMaB1d92kSVzU1Kgo4/z0rn/EKTlL6rXI+NvvJde22Q9/NUtL7Kde21RevHW66rNSlB8AQ5HyGetUUjsy/K96GlHQnhrKEJGnuCia65F9E1ey6mN58n4YNXSVj1IcbVH+E6aR7OBT/ttRPY8blmVi4Yzi8/b+L13Z1c/WkT7482c98Jw0g1RX9QO958DweZ81H5PrS0RSNzPirftdfWQl8UkcStpnsFoaWlRUpt0cjsi/J9aGmLJqTYk1NxXnwt9nueo2v2XPBCwn9XYL3xx5iefwhda1P3r6ab9TxzyjAePCEdq1HHK7t9i+rX7HfGJvY4ReZ8VL4PLW3RyJyPynfttbXQF0UkcavpXkOUeNvr+lBAeR4b4s133b5KTK/9nYTVHwPgNVvoOuMCnHMvgqSU7t/b1tzFFZ80saHRd6bKDdNS+O20FIz6+D9TJd48P1RQvsddduhGAAAgAElEQVQG5bv2KM9jQ7z5rkZSgiBzpS0SmX1Rvg8tbdFEErs3rwDHz2/HftcyXEfOQufoxLTinyT99mJMr/0dbG0ATEhP4JXZJq6b4jtT5Y/ftDHn7Tp2HVhUH4vY4wWZ81H5PrS0RSNzPirftdfWQl8UkcQ9JIuU2tpaXC4XTqeTuro6wGdOe7tvcWtNTQ1utxuHw0F9ve806ebmZmw2G+A7xMzj8eB2u2loaACgqakJu90OQHV1NQB2u52mJt9UjoaGBjo7O/F4PN2HoNlsNpqbmwGor6/H4XDgdrupqanBYDDQ3t7efdPq6upwOp24XK7uHRBaW1u7D7+JVps6OzsH3abOzs6AbQIG3SaHwyG0TXa7Paz7FI02Res+GQyGqOReoDZ5vV5hbWptbY1a7gVqkx8R98nj8USce57C8TRevYTaX96Na/J0dHYbpuXPknT9RTifuR/aW9B7XNwwwcvrZ2aSY4G1dV3Mfn0/f1tTjdfrHVSbDAaDsD7CTzRyL1CbnE5nVHIvUJs6Ojqi2pcf3Kb29nZp+vKD26TT6YT1ezqdTlib/HGI6sv9iLhPLpcrqn35wW1yOp3Ccs9gMET92cjfJj+iPnO7urrCuk/htMlmswl9jmhraxPWR/hfH+p9CqdNQJ82DYSa7jVEibchu0MB5XlskMV3/db1mF5/FuPGdQB4LYl0/fBcnHMuhNR0mh0erl/VzKvlHQCcVWDhwRPSybIYgskKx78b2r59+8jLy2Px4sU4nU4pPB9qyJLrQw3lu/Yoz2NDvPk+JEdSokV/p1DHu7ZoZPZF+T60tEUTzdg9hx1B541/wb74IVxTZ6Lr7MD01gu+aWAvPkKGrYGnTs7giZMySDXpeLuyk+OX7+e9PZ0xi72iooKFCxdSVlbGypUrKSsrY+HChezdu3fQ2sGQOR9Vvg8tbdHInI/Kd+21tdAXRSRxG26++eY7oh/K0CAxMRG9XkwdJ1IboLGxkczMTCHaMvsiUl+k5yCv7yrXe+PNHI7r+DNwHXEMNNVjqK7AsGMjCR++hr6hlkmTx3DBEbmsb+xiS7OLl3d1sNfm5sRcM2ZD6IvqoxH7DTfcwGeffdbrWnNzM83NzVxwwQWD0g6GzPmo+pihpQ3y9TFa6atc115btH685boaSQmCyxWdBaxaa4tGZl+U79HXrqiooKSkhLPPPpuSkhIqKiqiph1rRMbuGTuZ1kV3Yb/jcbpmngIeNwmfvo31lv9h/N/v4q3x9SydmYrZAM9tt3PC6/v5dJ9D09j9c5MPxj+nGAa+/5EQr7keD/oikdX3WHs+mL8BmfMx1r4PBpl9kdX3SOJWhzkGoa2tDbPZLJ22aGT2RfkeXW3/dKDy8vLua2vXrmX58uXdp7grzwfQLzoMx6I7cNZUYXrnJYwr38W49lOS137KDZOO4vyTi/nR/rF80+hi/rv1XD0piduPTsVqDP4dUzRiz8vLC3g9OzsbCO3+R0I85nq86ItEVt9j6flg/wZkzkeV69pra6EvikjiVtO9gmC1WqXUBrFDdjL7IlJf9PB0PPre33SghoYG5s+fPyjtUJE11/voJ6fiPup4XCfPA70B/Z5dGGr2kLn2P1zRsoYjcxJ525XDqgYPr+/u5KgsEyOT+l9UH0nsFRUV3HDDDTzxxBN8/PHHXHbZZaxatap7hxcAs9lMTk4Oxx9/PKWlpQPe/0iIx1yPB/1DsY+JtTYE9z2UPjAYMuejynXttUXrx9vnqZruFYSeH8wyaYtGZl+U79HV7m86UM8FcvHmeThTM2KRj970TJwXXY3try/huPAqPBlZGKorWPjhw9St+xUPV79CW109Z75dxx1rW+h0Bd6gMdzYAy2SX7RoEQ899BBz587FYrEAvm3CP/300z7fHvdksAs74zHX40VfJLL6HkvPQ+kDgyFzPqpc115bC31RRBK3mu4VhISEBCm1RSOzL8r36Gr3Nx0oNzd30NoiCHdqRkzzMSmFrnk/ouvMCzGu+S8J7/6bhN3buHrbq1yhf4MXhs/iwdY5vF05jodOTOeY4b2H0cONvbS0tE/RUV5ezjPPPENycnL3Hvo9f9bznJqe9Lz/kRCPuR4v+iKR1fdYeh5KHxgMmfNR5br22lroiyKSuNVIShCSkpKk1BaNzL4o36OrvXjxYoqKinpdKyoqYvHixYPWFkF/D+KlpaUBfz8u8tFoxDXrNDrueBz7rQ/imjEbg9fNpTX/x9p1v+OpjxfzzNOvc9uqeuwuT3jaPQj2jXB/Pxs+fPiA9z8S4jHX40VfJLL6HkvPQ+kDgyFzPqpc115bC31RRBK3KlKC0N8Hc7xri0ZmX5Tv0dUuLCxk+fLlFBcXM3v2bIqLi/uMSsST5+FOzYirfNTpfGet/GIp9nv+ifOMC/AkJjGrdTv/2PwINz31M165+0HWbdkTvjbBvxHu72dFRUUD3v9IiMdcjxd9kcjqeyw9D6UPDIbM+ahyXXttLfRFEUnc6sT5IHg8HmF7UYvUBrGnhsrsi0h90Se1ioy9vLycP/zhD71OFR/sg6afeMr1kpISysrK+lwvLi5m2bJlfa5rlY+BTnUPyX9HB8bPP8T13msk79sFgBsdG4qOYdT8hZiPPBZCjD/QVLj8/HymTp1KXV0dmzdvxmazdf/MX6BEK096ovqYwMjcx8iqDfJ+norWV7muvbZo/XjLdbUmJQhOp7N7sahM2qKR2Rfle18qKio499xz2b17d/e1aGwj6yeePF+8eDFr167t9SAebGqGFvlYW1sb+Ram5kRcPzgHTjmbli0b2P1qGZO3f86R5avhgdXYMnIw/mAertlz8Q7LDirl/0a4tLSUmpoaUlJSWL9+Pe+880737yQlJTFp0iSysrK45557hBQooPqYWCGr78rz2Ogr37XX1kJfFJHEraZ7BaHnt4YyaYtGZl+U730pLS3tVaBA8HUa4RJPnoc7NUOLfAx3nUxAdDoMk45g7O+W8s3tz/Pw5Ispt2ST1FSL+dWnsV5/EZb7f4fhm8/B3f+BWoWFhSxbtowVK1aQlJREVVVVn3iLiopYunSpsALF/z4yamuhLxJZfVeex0Zf+a69thb6oogkbjWSEgSRe3SL1BaNzL4o3/sy2C00ByLePPc/iIeCFvkYbf8nFeUy/oareeS7S/jiP59z6d6PWVC/joSvP8P49Wd4MrJwnXAmXSeeiTevoF8d0XkRjFB9j2SanOpj+kfWvl15Hht95bv22lroiyKSuNVIShCampqk1BaNzL4o3/sy2C00B0J5HlxfhP9GvY6fjvLw+ytO59HTbqRw1t+4eczF7E3ORd9Uj+nN50m6+VIS7/o5xo/fAFtbHw3ReRGMUHwPdK7LwoULg557E6r2YFD5PrS0RSNzPirftdfWQl8UkcStipQgmM3mgX8pDrVFI7Mvyve+BPr2ORrbyPpRngfXH+wWpsG0i1KNLD8zk9tPLeTJcfMpnPFn5s5YwreHn4bXkohh5yYsz/yVpF+eh/mROzF8u7p7OpiouEKNfSAinSan+pj+kbVvV57HRl/5rr22FvqiiCRuNd0rCFarVUpt0cjsi/K9L4WFhbzxxhvdC6Zzc3OjuruX8jy4/sEL1qPlvz92nU7Hj8cncXq+hZtXt/Bq+UQ+SJnI0UU/5emk75iw/j8YNn9NwuqPSVj9MZ6UdFzH/oCiWaex/LXXKP397/vEtX379mg0f8DYgxHpdDTVx/SPrH278jw2+sp37bW10BdFJHEPyZGU2tpaXC4XTqeTuro6AFpaWmhvbwd8H2JutxuHw0F9fT0Azc3N3Yt69u3bh8fjYc+ePTQ0NAC+YSq73Q5AdXU1AHa7vXv4qqGhgc7OTjweT/eHp81mo7m5GYD6+nocDgdut5uamhqqq6tpb2+npaUFgLq6OpxOJy6Xi9raWgBaW1tpbW2Naps6OzsH3Sb/dIqD2wQMuk0VFRVC27R79+6w7lM02hSt+1RdXR2V3AvUJoPBwKOPPsqTTz7JsmXLyMjIiFqbdu3aFbXcC9QmPyLuU1VVldC/p8rKSpqbmyksLOTuu+/m5Zdf5rHHHuv+xmkwbaquru7VJk9LHctmp/HCKamMssLaNiNH1BzJFcfdQs0fXqD+jAtx5+ajb2vG9OFrWJdex2EP3sSTp07nzcf+xp133klhYWF3G6OVe4HaVFlZOeB9SklJIRBmsznofdq9e3dU+/KD21ReXi5NX35wm/bu3Sus39u7d6+wNu3atSvs+xROm/yIuE979uyJal9+cJsqKyuF5V51dXXUn438bfIj6jPX38eI+HvavXu30OeI8vJyYX2E//Wh3qdw2lRVVdWnTQOhzkkZoojeY1zRF+V5bDjY94MXU1922WU888wzQs6AkRW7y8Nfvm3jwe/a6fJAlkXP749J48IiC4bKHRhXfYjxi4/QN9d3v2a7E16vt7PakEJHerbQLYhD4Uc/+hFvv/12n+tnnXUWL7zwQgwiEo/qY2KD8l17lOexId58H5IjKdGi5zeGMmmLRmZflO9DS/tgAi2mXrBgQdiLq/1olY8VFRWUlJRw9tlnU1JSEnJ8oWgHwmrUs2RGGv+3YDizckzUd3q4+tMmFrzfyJb0IpyX/Bz7fS9RftnNvNTgpMnpYrwJfjvCSlmOm993lvP+VRexb90Xg44z3Nj9+L+hO5i2tr6bAISrPRhUHzO0tEUjcz4q37XX1kJfFJHErYqUIDgcDim1RSOzL8r3oaV9MIEWU7tcvc8FCecMEi3ysaKignnz5vUqpObNmzfoQiWU2CemJ/D23CweOjGdYWY9n+5zcMLr+7l9TQvtbh23vvAKP165iZHvbWTBF7v4R2UjzV1upqUl8utcC+MfvBnjjT/hnZ+dx/8umEvJlVdGpcAKJfZIdx9TfUz/DBT7YIrpodLHRBuZ81H5rr22FvqiiCRuNd1riBJvQ3aHAsrz2NDT97PPPpuVK1cO+JrZs2ezYsUK0aGFxCWXXNLrVHc/c+fO5cUXX9QsjoZONzd+Us0re3Wg05HoaCV39T8of+3RXr9n0us4LTuFC0akc27+MFJ6fNW1o93BfzvghzffRfaJp4LeICxe/6hZz6K0qKgo4OGckZynEo/Eso8Jx++hhurbtUd5HhvizXc1khIE/4Ij2bRFI7MvyvehpX0w/X27fjChnvWhRT6uXbs24M/6ux6Odji011bx1c3z4f5LoPI7OsyplJ+0CK59CoaP6f49p8fL27Wt/OzrSmaub2T+F7t4qqKB/Y4uxiWbuTLbTNFTv8f6ywswP/0n3yn3js4B37/nt/SXXnpp0G/p/UXHsGHDKCgoYObMmRQXF/dboERynkqkDNU+JtItn0PRHixD1fN411e+a6+thb4oIolbbUEchKSkJCm1RSOzL8r3oaV9MIsXL2bt2rW9HqaMRmOvKV/hnPUhcz6Gq93rIfT+S+C482Her2DCcXDjq/DJc/D+Y+Dw7SBTVFREemYmb6+t5O3aVq4FZg1LYmFeGhcW5TCytQn9J2+R8MlbeBNMuCdPxzXtONzTjsOb1btIDPQt/YYNG4IWHT1/12Aw8OSTTwb8Rj/Yw/WyZcvC8igUhmofE+mWz6FoD5Z48jzcUbtDqY+JJ2T2RVbfI4lbjaQEwWQySaktGpl9Ub4PLe2D8Z85UlxczOzZsykuLub111/v9f/hTE/RIh9nzpwZ8Gf9XQ9HOxx6PYR6PbCqDP5wFtnbPwa9EU79Gfol7zL6ol9z5py5LF++vNdhjx7gs0YbN2ys5reWsdhLn8Zx7uW4iyai63Ji/PYLLP+4n6TfXEzi7y7H9O/H0W/5FlyusL6lD/cb/cE+XIfLUO1jIl0DFIr2YIkXzyMZtZP5My9efI8EmX2R1fdI4lZFShD8ez3Lpi0amX1Rvg8t7UAUFhaybNkyVqxYwbJlyzjhhBN6/X848+e1yMe7776b/Pz8Xtfz8/O5++67B60dDgEfQu0tnFL3CR/PH84x2SY8ScPYfdyVVJ5/DzWW3P5PpV+yBM+oMXQt/B867ngM2wOv0HnFTbiOPsl30n1VOaa3XsR69y9Jum4+V7fs4KrRmYy29v4Q2717d5+Qwi06BvtwHS5DtY/p916HOCo5lPqY/ohkSpzMn3nx4nskyOyLrL5HErdaOD9EibfFT4cCyvPYMBR8908RieaJ85HEEGxhtNfr5eVdHdy+toVquweA4jGJlOS2sezPYcTu6sKw9VsM33yBccOX6PdV9vrxtvZO3t/fxof729iVmM7n36zv9fOSkhLKysr6yBYXFwecvjWUFnzHOtfjIU9jQai+97dxRzxt1CELsc71Q5V4810VKUGw2WzC5v6J1AaxiSazLyL1Rf9xy+q7yvXY6EeiffBDaKCDMLNGjOK2Typ5vjqBTjdYjTp+NTWZRYcnYzWGPzivq6/hgZ9dwmEdTfwwO4X0hO93BHN5QTduMu7J03FPmYF77GQq9tWEXXT0bFdWVhZ33HGHsIdr1ccMLW0I3fdwC2g49PqYUFG5Hhv9ePs8VQvng9DV1SWltmhk9kX5PrS0RSNzPg5G2+v1YrPZuPrqq6mqquq+vnbtWpYvX841hV384th8bl/byvLdHfzh6zae2Wpj8fRULh5nRa/Thf5eWblsyBnHbWVlGHRwTLqVM4an8sPsZI7JTMawcxOGnZtgxT/xJpg4bMJUVv76Ch755As+399MVu7Ai5P9UwABmpubSU9Pj9ibgVD5PrS0wyHQxh0DTYk7VPuYWCOzL7L6HkncaiRliBJvQ3aHAsrz2KB8jw6BpkUFori4mBtvvLHb85U1Dn73ZQvfNvg+gKYOS6B0ZhonjzAP6r2Liop446UXGW1vwrDpK98/e3b2ep3XZMY9bgruw6bhnjgNz5hJYAr9fWVD5XpsCMf3Q3VKXLRRuR4b4s13NZIShPr6erKysqTTFo3Mvijfh5Z2KAzmID+Z8zFc7UCLfgNx8AL1E3PNfHxONv/e2cHSda1saOxiwXv1nDnKwl1Hp3JYesKAmv5d2fwPdxkZGSxdupRRhYW4AfeRswDQtTZh2Pw1hi3fot/yLYbq3Rg3fYVx01cAeBMS8BRNxD3+cNwTpuIedzgkp/Z6L5nvqWjiKR/jRTtceo7ahYLM+RhPvoeLzL7I6nskcasiJQgpKSlSaotGZl+U70NLeyACfUPvn7IUSqEicz6Gq93frlkHE2hXLL1Ox8XjrMwfbeGRjTbuX9/Ge3s6+bCqk/+ZkMRNR6aQYw1++nzPhzuHw4HZ3HdEZHdTK6VPvthdcN5+098otDX6FuJv+RbDnp0Ytm3AsG0DvPUiAO4Ro/F0Fy1TSEkX++Gu+pihpS2aQ6mPiSdk9kVW3yOJWxUpQTAaxdkjUls0MvuifB9a2gMx2IP8ZM7HcLX726q3J/759U6nM+DPrUY9v52WwqUTrPzhq1b+sd3O01tt/GunneumJPO/hyeTahp4cX2g2IMWnDNP9l1ob8WwYyOG7d9h2LYBfflmDNW7MVTvJuGTNwFITE7FM3Yy7rGTff8eMxGsyQPGFCqqjxla2qI5lPqYeEJmX2T1PZK41TkpQairq5NSWzQy+6J8H1ragaioqKCkpISzzz6b//73vwF/J9SD/GTOx3C1A52DkZ+fz9y5c8M+CHN4ooH7T8jgswXDmTvKgt3l5U/ftnHUy7U8urEdhzv4UshAsYd0BkVyKu4jZ+EsLqHjdw9ie/Qt7EsexnHRNbimn4gnLQN9eyvGb7/A/OrTJP7ptyT9/BwSb7kM87K7SfjwNfQ7N0NX4CIsFLTK9555XlJSEvTAwFCJp3yMF23RHEp9TDwhsy+y+h5J3EOySKmtrcXlcuF0OrtNaWlpob29HfA9oLjdbhwOB/X19YBvxxebzQb4pj14PB7S09NpaGgAoKmpCbvdDkB1dTUAdrudpqYmABoaGujs7MTj8XRPm7DZbDQ3NwO+uXgOhwO32929oK69vZ2WlhbAd/OcTicul6v7wJvW1lZaW1uj2qbOzs5Bt8lisQRsEzDoNiUmJgptU0JCQlj3KRptitZ9ys3NjUruBWrTsGHDhLXJ6/VGLfcCtclPe3s7GzZs6HXic3+dYnp6ekhtysjIEPr3lJKSIiz3cnNzw7pPJpOJV199lfPOO4/jjjuO4uJiXnjhBZ566ilWrFjBnXfeSWFhYXcbQ7lP2e4WnpmdzNtzhjE9AxocHm75soUZL+/jpZ12avfvD9gmq9Xap02Vlb3PU/Gzb9++/v+e6htwjZlE26kL2fuTX2N/4FWqb3uclituwnnG+XSMGgd6g2+kZeV7mJ97AOtd15J09Vkk3n4VrkdKMX76No6tG2huqA94nyoqKrjsssuYM2cOJSUlVFdXC+8jysvLWbBgQa+TzefPn09FRcWg/p6ys7OF9XvZ2dnCPp+8Xm+/bYrG35MfEZ+5qampUe3LD26T1WoV9vmUm5sb9Wcjf5v8iPrM9U89iuazkb9NRqNR6HMEIOx5z//6UO9TOG3Kysrq06aBULt7BaG9vZ3k5OhNA9BKG8Tu0CCzLyL1Re+KIavvmzZt4r777oto4Xoo9PS9v3MKehLOQX4y52O85brX6+XdPZ3cta6Vzc0uACZnGPndUamcVWBB12Pb4kCxR3IGRSD6aDsd6PfsxLBrC/ryrRjKt6DbV4nO2/uj0ZuQgCd/DJ7CCbhHj8dTOIHdHgMLii/sNcJTWFjIG2+8IWRHJ7/v0fLiYGTNR/V5Ghv9eOtjwkFWX0Trx1uuyzmxTSN6fksrk7ZoZPZF+a6tdkVFBZdcckmvqSjhLFwPl/4Wf2dnZzNx4sSwtwSVOR/jLdd1Oh1zCxI5I9/Cv3baufvrNjY1ufjxR41Mz0pg8fRUfjDCjE6nCxh7JGdQBKKPtsmM58D6lG46bBh2b0NfvhX9ri0YKrejr92LoXwrhvKt+PcrOwx4dbSJ9RkFrG/t4NuWDr7dtzfkNU+R0l+ehzqNsT9kzcd4y/VwUH1MbJDZl8Hqd7i81He6GZWsbQkQSdyqSAlCWlqalNqikdkX5bu22qWlpX3myoezcD1c+lv8fcopp0T0fjLnY7zmukGv48fjkzi/yMqz22z8ZX0bX9V3cd77DczKMbF4eion5PaN/eBtiiM9gyIkXxKTcE86Cveko76/Zm9HX7kDw+7t6Cu2od+9HfbuZmpqIlNTE/lxj5fXd+7A8ucb8Ywa4xt9yS/CM6IQEkxhxdof/eV5oJ3XwkHWfIzXXA8F1cfEBpl9iVTf4fby7FYbf13fxphUI2/Nzeo1gi2aSOJWRUoQ6urqyM7Olk5bNDL7onzXVlvUN779Ea1v2/3InI+RaA/mTJlwsRh1XD05mZ9OsLJss437N7SxqtbJvHfqOTFbxx3HZnF0du+H+nDPoAhExJ5bk/FMPBLPxCO7L1135RVs+/AdjkizMC0tkWmpiRyRlkiW0QAbvvT9cwCvXo83dxTuUWPwjCzy/ZM/Gu/wEaAPvj3zwSxevJhVq1ZRVVXVfS0/Pz/iPPcTb/kYD9qiOdT6mHhBZl/C1Xe6vfxzu52/fNvGXrtvNGN4opcWp5d0s3ZFSiS+qCIlCDJX2iKR2Rflu7baor7x7Y9ofdvuR+Z8DFd7sGfKRIrVqOeXU1O4/LAkHt3UzsPftbOyzstpb9bxw5FmbjoyhWOGR+8U+Wh6fuOS21i47iue6lkUjx7N208/Qb6nE/2eXRiqdqGvKkdXuxd9dQX66grg4+7f9yYk4Mkr+L5wGVmIZ0Qh3uw8MGj7ER1P+Rgv2qI5lPqYeEJmX0LV7/J4eXGHnT9928aedl9xMiXDyC1HpTLvoHWAWqBGUqKMXi9u8zOR2qKR2Rflu7baixcvZs2aNezevbv72mBGNkIhGt+2+5E5H8PV7m+L31tuuYWkpKReoysiSDXpuenIVK6alMwD61t4cksH/9nr4D97HfxghK9YOS5n8MVKND0PVBTffPPN5I0dixtwH30SXf5fdnSir96Nfk85+r3+f3ajb6zDULkTQ+XOXtpeYwKe3Hw8eYV4RxTiGVFAoksHBaMoLS3tNYoCUFVVNehplPGUj/GiLZpDqY+JJ2T2ZSB9p9tXnPx1fRsVB4qTiem+4uScQgt6jYsTP5H4ooqUIDQ0NJCTkyOdtmhk9kX5rq12YWEhTz75JI8//nhURja0RuZ8DFe7v6l5H330UffWlOAbXbnvvvuE7QCTYdZzbYGTX0zN4eGN7Tyx2cbH1Q4+rnZwcp6vWDk+N/JiJdqeH1wU+7ff7IPZgqdoIp6iib2v29t9IyxVB4qWfRXoqyvRN9RiqCrHUPV94TgRYBnc59Zx+awxbGlzsK29k23tDra2O6ipCXwPQyWe8jFetEVzKPUx8YTMvvSn3+ny8o9tNh7Y0N49rWtcqpGbj0rh3NGJGPSxKU78ROKL2oJ4iCJ6+z5FX5TnsUH5Hh1C2b7Zz5w5c/jXv/4lOCIfTQ6Pr1jZ1E5rl+/j6sRcE785IoVTDuwGNiTptKPfV+krWA5ME3NV7MDcXIeun11yOtGRUDAWT+4ovHmj8OTk48kdhSc3H5JSNG7A0EH1MdqjPA8dW5eHv2+18bfv2qnt8AAwKd3Ib6aFX5zEm+9qJCUIra2tpKamSqctGpl9Ub4PLW3RyJyP4WoH2nTAYrH0GkXx0/OQTBGL7XvGnmHWs3h6KoumJPPIpnYe29jOyhonK2saOCorgeuPSGFeQehTGKS5pxZrn5GX7du3M76oiH3fruPP1y8i3dbMYckWJiabmZhmZZhRD5U7MFTu6CPnTU79vmjJGYk3N9/3/zkjITEpurEHQFZt0UiTjxpri0ZmX/z6LU4PT22x8fB37TQ4fMXJ1GEJ3DAthbNjOK2rPyLxRRUpCoVCoQi4vqK9vZ133nmnz+/6d2jRcrF9ulnPrUelct2UZJ7aYuORjbs17rsAACAASURBVO18Xd/FTz9q5LA0I786IoULxiSSEOMpDcIxGsmbcSy/+MfLlJaW8mWPaZSmzAz0tVXo9+1BX7MHXU0V+po96Gv3omtvxdC+CcPOTX0kPakZeHNGos8YjiF/tK+AGT7SV8BYvz98Tcvd3xQKRWBqOzz8ZWsLT2+10XZgdHlGVgI3HJnCmfnaL4gXiZruNUSJtyG7QwHleWxQvosjUBFSVFTEfffdxymnnCLs5PNQsLs8PLfNzt++a6fK5pv+NCrZwKIpyfxkvJWkBHkX9fZHxLnu9aJrqkdfW+XbZay2Cn1NFbraKvT7q9F1Oft/aUoanuEjaEtK5x8ffMy6qlp22hzstDlJHjlK+O5v8YDqY7RHed6XnS0uHvyujRd32HH6Bk6YnWvi10ekdB+EO1jizXc1khKE2tpaYYufRGqLRmZflO9DS1s0MudjNLT729LZ6fQ91Io6ByeU2K1GPVdPTubyw5Io22Xn/g3tbG9xcdPqFu7+upUrJyZz1eQkhif2PoNE5nsaMTod3mHZuIdlQ88DKgE8Hl8Bs38vbds2kd7Z5ht58RcwbS0Y2lpIB36RY4Gc7wuS1i43jbdfheXo4/AMH4Fn+Ei8OSN9/87Igh67+cR7rscKmfNR+a6N9tf1Tu7f0MYbuzvxAjpgfqGFX01NYXp2dA6I1YJIfFFFShAyMzOl1BaNzL4o34eWtmhkzsdoaQfa0nn79u2AuHNwwondZPCdYH/xWCtvVXbyt+/aWFPXxZ/Xt/G3jW1cNNbKoinJTEhPCFs7EqTLd70eb+Zw3JnDMY2fitPY47HA60XX3IBufzUP3noD3uoKxljNjEs2MzbJTHqCgVSvA9Z80kfWm5CANysPT85IPMNHkJeVhy53FJ6cEXizcsGYELUmSOd5D2TOR+W7OG23x8s7ezp5eGM7q2p9XwqZ9HDxOCvXTkxkUqZl0O+hNZH4IlWR8pe//IWlS5dSUlLCn/70J+Hv5/F4pNQWjcy+KN+HlrZoZM5HLXwPtNg+GufgRBK7Qa9j/uhE5o9O5ItaB3/7rp23Kzv5xzY7/9hmZ84oC9dNSeaYYWA0Ru+j7+B1GjfeeGNcTZcIhz6+63R4M7LwZmTx7bACyv6zutePhyUYuGr+WSy+8n9808j2V/tGYer2om9pQrevEv2+SgB6ft/r1fkKI0/OSLwHRmA8OQdGYbJHgDm8BzDVx8RGX/kefW1bl4cXdth5dGM7u9p801hTTToum5DEtVOSybMaukeyZSMSX6QpUtasWcOzzz7LlClTNHvPlpaW7gWiMmmLRmZflO9DS1s0MuejFr73Nx1ssGsUBhv7cTlmjssxs72li0c2tvPCDjvv7unk3T2dTEzRcd0RaRSPsWIxDm4Od6A1O6tXr2bFihVSrtMI5nuggjQtv4BLbivFFaitHXb0ddXo9lej31+No2IH1tZG9Pv3omvYj76+Bn19DWxc1+elnoys7mljnpwDBYx/Ib/FGlbc8Y7qY2JDvPlSbXOzbHM7f99qo9npWypekGzg2snJ/GSClZQea+xk9T2SuKVYON/S0sLJJ5/MAw88wL333svkyZM1GUmRmXhb/HQooDyPDcp37ZHN87oON09usfH0Fht1nb5v8zLNei6fmMQVE5PIsxoGUAiM1hsHxNp3/6jRoAvSLie6+prvR1729xyF2YfO7er3pZ70TF/B4t+BLDcfr38r5TBHYEIlHN/VDmjRIda5rgVer5cv9jt5YpONNyo6cB94Gj8m28R1hyczr8CCUePdCuPNdylGUn71q1+xYMECTj75ZO69917N3relpYW0tDTptEUjsy/K96GlLRqZ81H5/j3ZiQZuOSqV649I4fmNDTxT7mF9Yxd//raN+9e3cW5RIiWTkpiZbQprhxxRGwfEilB993rD/26zl3aCCW9eAe68AvocS+l2oWusO7B4/8BOZPurfTuT7a9G39wAzQ0Ytq3v8x6eYdm+gyxzRnYfYunJLcCbnQsG8Y87kWzJrfqY2BBLXzpcXl7eZeeJzTY2NHYBYNDBgtEHpqQONw9KP16JJO64H0l59tlnefrpp/nggw8wmUzMmzcv6EiKf0GnQqFQKMJj7969PPbYY9TV1ZGdnc0111zDyJEjYx3WgIQbt9cL37Tq+Ve1kf82GPDgK0wOS/JwQV4XZ2a7SQxhcGXJkiW8++67fa7PmTOHpUuXRtyeeGTv3r0sWrSIqqqq7mv5+fk89NBD2uWIx0NCaxPmpv2YG2uxNO7H3Oj7b1NTHXpPn5IHAK/egCMjm87MHByZuXQOy8GRlUdnZi7uHufADJZDKR8U4bOvU8fLNUZerzHS4vL1OelGL+fmujgvz0WuOa4fx4Uw0KhNXI+kbN++nbvuuot33nkHkym0bdbiaZgqlsTbkN2hgPI8Nijfo0NFRQW//vWve30LvHXr1oDfAseT5+HE3ZMJwIVARZuLp7fYeG67na02+P0OM3+r1PGjcVaumJjE+LT+d6G655572Lp1a5+NA+655x4hU3xi6fu9997bq0ABqKqq4vnnnxd+Js5AuACX24WuvhZ9TZVv1KXGd6Clft8e9I37sTTUYGmoAb7t9VpPSjrevAI8eQV4RhTgySvEM6IAb2ZO9xbKofre3t4e8LrNZoubvxdZiKc+ZjC4PV7er+rk71ttfFDlwF+GHJmZwFWTkjivaPBr46JJvPke10XKl19+SUNDA7Nmzeq+5na7+fzzz3n66aeprq7GbA4+LDYY/PNuZdMWjcy+KN+HlrZoZM7HcLVLS0t7PWwDlJeXU1paqvlDaDixhxv3wdqFKUbunJnGLUel8npFB09ttvFlnZPHNtl4bJONk/LMXDbByrzCRMyG3g8TgTYOuOqqq6RdgxDM98FObRtMrg+0zsOv7c0ZiTtnJG6O7S3g6PRNG9u3x1e87Ks8UMBUom9rhrbmPtPHvCaLr2gZMZocczKGtv14Rhbizc4DfeBhtki25D6U+ph4QrQvnpRsnttu47lt9u7DZk16WDA6sqmlB+vL6Hskccd1kTJv3jyOOqr3wVPXXXcdY8eO5frrrw95dCVSRO6eIOPODH5k9kX5PrS0RSNzPoarHU/rK8KJPdy4+9O2GHVcNNbKRWOtfNvg5OktNsp2dfDpPgef7nOQaW7h4nFWLp1g5bD070dXDj5Hxu0OPOVIBoL5PtgzcSLN9VDWeQyobbbgKRiHp2Bc7+teL7qmOl+xUl3p2zK5usL3T0sjht3bMOzexgiAj1/1vcRkxjOiEE9+EZ6RRb5/5xfhzciOaEvuQ6mPiSdExO72ePmo2sEzW428u6emeyH8mBQDlx+WxI/GW8m0RLZJR09k9T2SuOO6SElPTyc9Pb3XNavVSkZGBpMnTxb+/i6XC4Nh8AmltbZoZPZF+T60tEUjcz6Gqy3qYMZICCf2cOMORXtapokHTjBx59FplO2y8+w2O981dvHwxnYe3tjOrBwTPx1vZWFRIlajvtdrh2q+D/ZMnEh9CWWkLGLPdTq8w4bjHjYc95Sje/+svbW7YGnd+A3D7C3oq8rRN9d3Fy898VqTmJg/htVXnscr6zbwdWM79qw8blhyW9CRtUOpj4knohn77jYX/9xm54UdNqrtvt0DjQcWwv/ssCRm55nRRzhqEghZfY8k7rguUmJNW1ubsOlkIrVFI7MvyvehpS0amfMxXG1RBzNGQjixhxt3ONrpZj0lk5K5cmISX9d38ew2G6/s6mBVrZNVtU5uXt3CuUWJ/GiclWOG+6ZvDNV8H+yZOJH6EspImRDPk1PxTJiKZ8JU9o48DKt/nr6tDf3e3ej3lvuKlqpyDFW70LW3Yti2gWFACUAa0LUTz0O34Bk1FnfBODyF4/EUjsObkQ0HHloPpT4mnhhs7B0uL29UdPDcNhsra74/XHFMioGFI+GqadnkRri1+UDI6nskccf97l6KyIi3xU+HAsrz2KB8jx6hnoMRb55H7fyOEGjv8vBqeQf/2GZjbV1X9/WxqQYuGZfERWMTGZUs5vu/ePNdC7Q+iyYQA/ru9aJraUS/Zxf6PTt9/67aiX5vRcAzX7wpab6ipWAcnsIJuIsm4B0+snuhviI+c93r9bKq1slLO+28truD1gOHLiYadCwYbeEnE5I4ISfytSbxQLz5roqUIDQ3N/eZbiaDNohNNJl9Eakv+o9bVt9VrsdGX+W6eO0tzV28uN3OSzvt1HT4pnnogNl5Zi4ZZ+XsQkuvk6IHy6Hoe6A1KUVFRb3WpMRtH+Nyoa+pRF+xA32l7x9DxXZ0trY+v+pNTMJdOB7P6Al4ig7DPfowvMNHDLpwicd7GgrxlOs7W1z8a6edf++0U9H+/ZqzGVkJ/HRCEucWJZJm+v4+yfy5EW+fp2q6VxASEvrfejKetUUjsy/K96GlLRqZ81H5Ll57YnoCd85MY8mMVD6udvDiDjtvVXy/2P76z3XMLbBwwZhEThtpwWSI729Y49H3UKaZxW2uG4148sfgyR8DJ5zhu+b1omuo7S5YvDs3k7BnF/rmeoxbvoEt33S/3GtNxl00Ec+YibjHTMIzZiLe9MywQojHexoPDBR7faeb5eUdvLTTzpoeI6YjrQYuHJvIReOsTEwPrCHz54ZIIolbjaQMUeJtyO5QQHkeG5Tv2qM8759mh286WNkuO6tqv5+rnm7SsXB0IheMtXJ8jimihbTK99ighe+65gb0u7eiL/ctytfv3oq+uaHP73kyc7qLFvf4w/EUjgeTfOsTBiIWud7s8PBWZQevlnfw32pH9+5cyUYd80cnctFYK7PzIvvblYV462PUSEoQ/Huyy6YtGpl9Ub4PLW3RyJyPynfttQE6Gmv52cQ8fjYxicp2F6/u8hUsG5tcPLPNzjPb7Iyw6jmnMJFzixI5Znj8PPTI6vtQyHVveibuI4/HfeTx+L+31zXWod+1BcOuzeh3bcZQvhV9Qy36hlqMaz4BwGtMwFM4Hve4KbjHT8EzdgreYdl99EXGLiP+2G1dHt7d08kr5R18WNWJ0zdrE6MOTh9p5sKxVuYVWvrs4heKtihk9T2SuNVIShA8Hg96QQvZRGqD2GpYZl9E6ov+BkJW31Wux0Zf5br22sH0NzV18fIuO2W7OtjTY167v2BZWJTIsQMULMp37bUhjvoYjxvdvj0Ydm7GsHMT+h3fod+7G52392OcJysH94QjcE84Atf4w2Hk6O7dxGIWe5iI9LzV6eHdyg5WVHbyYZWDjgNDJnodnJhr5vyiRM4ptDAswjNNZP7ciJtcP4AaSQmC0+nEYrFIpy0amX1Rvg8tbdHInI/Kd+21g+lPzkjgthlpLJmeylf1XbxW3sHrFb6C5fHNNh7fbCPPqufswkTmFVg4IddMgl7bERZZfT9kcl1vwDtyNK6Ro3GdNNd3zd6OYedm9Ds2Ytix0Ve81Neir/+AhM8/AA7sJjZ+Ku7DjsA98Ug8BWNBP/jtcWXyvbHTzVuVnayo8E3l8o+YAByTbeL8MYksHJ1IThS2DZb5c0MkkcStipQg2Gw2YYkgUls0MvuifB9a2qKROR+V79prh6Kv0+mYkW1iRraJpTN9Bcvy3R0s3+0rWJZttrFss400k44z8y3MK0zk1JHmqO4SFmnsh6K2aAYduzUZ99SZuKfO9E0T87h9Z7dsXY9+2wZ0W77B2NqE8auVGL9aCRxYkH/YNNyTjvQVLaPGRrSLWLz7vrvNxbt7OnmnspOVNd+vMdHr4NhMHeeNS+XswkRGJkX3PJNY9zHxSiRxq+leQ5R4W/x0KKA8jw3Kd+0ZrOf+c038c5RFnmsiC16vl6/ru3irsoO3KjvZ0vz9+RpmA5ycZ2aGuY0fTx9FfgTnsCjPI0fqPsbrRbe/GsO29Ri2rsew5Rv0db0PyPQmpfiKlikzcE2ZgTd3lJDpYeEQiecer5d1dV28s6eDdys72dTjb8iog5PyzMwf7RupzE6U78R2LYi3XFcjKUFoamoiIyNDOm3RyOyL8n1oaYtG5nyMV98DnXuxdu3aXudeyOxLpPo6nY7p2SamZ5tYMiONnS0u3j5QsKze7+T9KgfvY+LunbVMzjByZr6F0/MtHDPchHGAaWGheD6Y2ENBVm3RCM/H5mYyckbiyhmJa7ZvipiuvgbDlm8wbP4aw+ZvfAvxD4y0mAHPsOG4Dz/aV7RMngGpgc+2iAffmx0e/lvt4IO9nby/p5O6zu/ncaUm6PjhSAtzCyyckW8h3fz9aJHM+RgPvkdCJHGrIiUIZrO4bf1EaotGZl+U70NLWzQy52O8+l5aWtrrYRmgvLyc0tLS7hPEZfLl4BGK3/zmN1F5gBibZuR/p6bwv1NT2N/h5t09nby6pZ61LQlsanKxqamd+za0k2byPYj9cKSZH4ywMCLA1JVQPAe5fNdKWzSx6GO8Wbm4TpyD68Q5vpGW+hoMm77CsHEdxk3r0DfuR//p2yR8+jYA7oJxuKceg+uIY/GMmwJGoyaxB8Lj9fJtQxcfVnXy4V4Ha+qceHrMBxqVbGDuKAtnFVg4Psfc79lEMuejrPkeSdyqSAmC1WqVUls0MvuifB9a2qKROR/j1fd9+/YFvF5TU9P937L4EuoIxWAZnmjg0glJzNJVUzCmgFW1Dt6v6uT9PQ52tLp4tdx3tgPAxHQjp4zwFSwn5JpITtCH5DnI47uW2qKJeR+j0+HNzsN18jxcJ8/D4fGg37MTw3drMWxc65smVrkDQ+UOTG+9gDcxyTfCMvUYko44Fq8G3u9pd/H/7Z15eFTl2YfvyUz2QMKahCVhXwUE2QTZRFkKCoqIGwWE4FptFQtqLEhRsCJKxRXaggUtohRBPqVWQXZQqUJdiUBIIAlJSCZMlpnM8v0RMyVkAYZ5z5kzPPd15Upy5szvPO/vPHNmnnmX83mWne0n7Xx20k7eWb0lFhMMSAjjuuYRXNcigq4NLJguYKiakfPRqPnuS9zqZ+LpQE5ODk6nE4fDQW5uLgBWqxWbzQZUXJhdLhd2u528vDwACgsLKS4uBireRN1uNxkZGeTnV9xMqaCggJKSEgBOnjwJQElJCQUFBQDk5+dTVlaG2+32viEUFxdTWFgIQF5eHna7HZfLRXZ2NidPnsRms2G1WgHIzc3F4XDgdDrJyckBoKioiKKiIr+2qays7JLblJ6eXmObgEtuU3p6utI2HTt27KLOkz/a5K/zdPLkSb/kXk1tyszMVNamI0eO+C33ampTJSrOU2ZmptLX0/Hjx5Xl3smTJ5VdIyrxJfcaN25MTcTFxXnbdPz48Ys6TxfTpmPHjvkt95588skaeyjmz5+v7PV0+lQ2gxPC+EP3CLYMtXBgQjx/6BbKdc1CibaY+KHQyevfFTPp3/m0XpPFmI9yye11C7S5CsxV7/jcsGHDKm06ceKEsuveiRMnlL0/HTlypM7zdKltquRCztP3339PSkoKI0aMYMaMGfz00091tikjI8Ov1/Jz23T8+PGLyz2Ph9KEJLL6XU/Z71/gxLOrKXjwjzhG3IKjSTNMpcVYvtxOxN8WE/27iYTNmYLpndcISfuWk5mZdZ6nC23T8fwi/p1n5ne7C+ix9gTd1uXw4M5C3j1SSl6Zm+ZRJu5sHcrqaxuy7zozG65vwP2dwol3FWIymS7oPFVeY/z52aiyTceOHVP6OeLo0aPKPu9VPt8fuXdumzIzM6u16XzIxPkgJdAmP10OiOf6IL5rz6V4XlPvQ+vWrf3e+6AFY8eOZefOndW2Dxo0iE2bNvn9eOfz3eHy8EWug60n7Ww7WcaBvPIqQ2FwlMGxryHtCxJLMtm47BnatzaW53pwofkeTLldG6bcLMwH92M5uA/zdwcwOcq8j7ljG+DqcTXOngNwdb0KwiMvSDOnxMWeHAe7c+zsznHw39PlVR6vH2piYEI4Q5qFM6xZOB1iL6y3RLh4Au39VIZ71UFJSYmybjWV2qoxsi/ie3Bpq8bI+RiovicnJ7NhwwYWLFhAdnY2CQkJ1VaaMoovtd09OSEhwS/6F0uYueLD3MCEcFJ71afQ7mZ7lp2d2Xa2HrdxmAjo0B869CcLGLQDen2fS//4MPo2DaNbjIvmDWKUxGaUc3opXOjcn7Mx2jXG0yQR5/BxOIePo8Rqpd7xnzB/vRvLf3YTkp/jncviCQ2rGBZ21SCcPQdAvYqeUo/HQ7rNxd7KoiTbQVqRs8oxws3QLcbF6LYNGNIsnCsbhZ53cYiLxcj5GCj5frH4ErcUKXVgt9uVJYJKbdUY2RfxPbi0VWPkfAxk35OTk2v90AbG8SU1NZUvv/yyygfTpKQkUlNT/aJ/qcSFh3Bjq0hubBUJ/ePIK3OxK9vBzmw7u7LsfFfoZHeOg905/xvS1DG2mL5Nw+gXH0bvJmG0r2/BfJEfEGta7rh+/fqGOKeXwoXO/TkbQ19j3G6ifrlHi+OuhwjJOIL5P7uwfL0H85HvsXy9B8vXe3CHhJDe4go+TujLm1E9OUTV1cKiLSb6Ng1jQHwYAxLCuapxGBlH02jfvp6SuME41xg99FXhS9xSpNSByiXejLh8XCVG9kV8Dy5t1Rg5H8V39doX0isUSDSOMDOuVSTjWlUMw8kvc7H/lIN9v/z8J8/Bj1YnP1qd/P1wxfj1GIuJKxuHclXjiuWRezUOpUW0udbhNnUtJqDqvAZKrvvSsxY01xiTibLmbfguqiVfd5rA0ePZxH27j77pe7m24FtaHz/IfccPch/wRVx7Dra5mrKrhnBFx5Z0bxRKqJ97Si4qdgNpa6GvCl/iliKlDvLz82nUqJHhtFVjZF/E9+DSVo2R81F810b73F6hyomqRqBRhJnRSZGMTqooWrJy88j01GffKTv7Tzk4kFdOZrGLndkOdmb/r7elSUQI3RuF0q1hxU/3RqG0qVfR41LbkKennnqKt956S0k7AiXXa+pZa926dZ09a0a9xpQ43ew7ls9xVxRf5zv4T1453xWU4/AuvBUBsUMw9xjC1TF2phR/w7AT+0k68hV9Cg/T58BhOPAWrnZdcfYbhrPPUDwNal5UQwVGusZora8KX+KWIqUOoqOjDamtGiP7Ir4Hl7ZqjJyP4rv22lroq6RBvRgSI8Lo0zTMu+1UqYsDeQ6+yi3nQJ6DA3kOcsvcfHrCzqcn7N79oiwmujawkJEwDK4Jhey0ih/baUBt8RYonvvSsxbo+ej2eDhuc/FdQTn/PV3OtwXlfHvayc9FTirWZPhf8WoC2sdauLJRKFc2DqNno1CubBxKlCUEaAPcRIm9FPPBfVj2f47l692Y077FnPYtYW+/grtDd8r7DcPVZ8glxXwhyDVGe3yJW4qUOggLCzv/TgGorRoj+yK+B5e2aoycj+K79tpa6KukptibRpoZ1TKSUS0relsqJz4fOl3OodPlHMyv+PCaWezii9xyaDOk4qcS22nISiM7xsOK7220i7XQtr6F5tFmQvy0QlMgeX6++VbnEij56HB5+LnIyU9WJz8VlvOT1cmPhU7SipyUOKsvAmsxVRQkVzQMpccvRUn3hqHUDzvPnS3CI3H1GYqrz1Ds9tKKeSt7P8N8aB/mH7/B/OM3eFb/mTZtumK5bjzOXgMhPMKXpteJXGO0x5e4pUipg5ycnFrHmAaytmqM7Iv4HlzaqjFyPorv2mtroa+SC4ndZDLRqp6FVvUs3JD8vyVmT5e5OHTayY6fc3j9g39ji46HhHYQ0xDa9+VnYNbe/90XIcIMbepZaBtroV19C63rW0iOMZNcr6KAuZg5CsHuub/0S5xujp1xcbTIyZEzTo4WuTh6xsmRIieZxS5ctdyQIj4yhK4NQunaMNT7u0OshdOnsklMbOh7cOGROPtdi7PftVBajOXALiz7PsP83y+ITTsEaYfwRETi7D0Y54DrcXXuCSFm3493FnKN0R5f4pb7pAQpgbbW9eWAeK4P4rv2iOf6YBTfvat7ZWcTm9SBMdMfJj+sAYetTtKsFUOFckrdtT4/xATNoswk/VK0tIg20yzKTLNoM4lRITSLNtMoPESze2UYwfdyt4ecEhc5pW4yi10VPzYnGTaX9/+z79R+LiEmSI4x0yEulI6xFjrEWegYG0r7WAtx4Rrf97uokILN79Ls8H8w//y9d7M7rjHOAddRPmg0nmaBuTiF0Qm0XJeelDooLi5WNvZPpbZqjOyL+B5c2qoxcj6K79pra6GvEn/FXtOQpwrt/63uU+Rwc6SoomA5bHVy7IyTdJuLDJuLE8X/+2B99vLIZxNuhoRIM/GRZhqGeUiIDqVxpJkmESE0iQihcaSZBuEhxIWZiAsPIcZiCsgbANbmucfjwerwcNruJr/M/ctvF/l2N6fL3OSUuskpdZFd4iK7xE2+vfYCpJLQEEiOsdCmvplW9Sy0qW+hdb2K/5NiLISbL84fZbleP4683sNocPtMTNmZhO7+BMvuTwjJPUnY//2DsP/7B652XSkfNBpnv2EQeXExpKenM2/ePHJzc71LZPtzRT65xtSML3FLkVIH5eXl598pALVVY2RfxPfg0laNkfNRfNdeWwt9lWjpe/2wEK5sHMaVjauPU3e4PGQWuzhuc5J+pqJYySpxcbLyd4kLq6Nibky6zVV5hDqPbzFBbFgIsZVFS2gI0RYT0aEm7+8oS8W2MLOJ8JCKm2OGhZjIzzXzQ1gpYSEmTIDJRNXfvxzD5QGnx0O5G1zuir+dbnC4PZQ5PZS6PJQ6f/lxeShzeSgosVPmKeVMuYcih5uicg9F5W7OODxczDCXEFPFqmvxkRU9Ti1jzLSMNtPQZKdj0/q0jDHTNDLEb/OAQJtc9yS0wHHzNBw3TSUk7VtCd3xcMSTslwn3njXLcPYdQvmgX+Hu2L3ipNRBXUtk+6tQkWtMzfgStwz3ClICrcvuckA81wfxXXvEc30Q3/9HcbmbrBIXp0rd5Ja5yStzkVvqJq/MTW5ZxXarl2LflAAAIABJREFU3U2hw02hw1Pj5O9AJ8ZiolFESMVPeAgNf/m7YXhFwREfaSY+MoSEKDONI0L8fld2Pakz1+2lWL7YTuiO/8P8wzfeze6ElpQPHUv5oFEQE1vjU1NSUli3bl217RMnTryoBQ+ClUC7xkhPSh3k5eXRuLGadbtVaqvGyL6I78GlrRoj56P4rr22FvoqMZLv0aEhtIsNoV3sL9qt6tZ2uDxYHb8ULXYPxU43xeUeip0eiss92JxuSn752+H24HBV9IA43B5OW88QFhVDuauid8MDeDxU+RvAElLRY2MOMWExgSXEhCUEQkNMRJpNRJhNRFp++fnlb1epjeaN6lMvNIT6YSHUDzVRPyyEeqEmvxQdRjqnF0x4JM5rRuK8ZiSmnMyK3pWdHxOSnUH4P14j7P0VOPsMpXzYjbjbX1GldyUrK6tGyezsbL+FJ9eYmvElbilS6qBevXqG1FaNkX0R34NLWzVGzkfxXXttLfRVYlTfL0Q7zGyiSaSZJpEXvzrU4cP5tG+v5uZ5druF8PBwJdqgv++q8cS3wHHLDBw3TcX8zT5Ct27EfGg/obs/IXT3J7hatMY57EbKB1wPUTG1ri6VkJDgt5jkGlMzvsQtRUodWCzq7FGprRoj+yK+B5e2aoycj+K79tpa6KvEqL6L5/roB5TvZguuXgNx9RqIKTeL0M83Y/l8M+bMo5j/vpSwdW9SPnAk8++5my+//LLKnJTWrVuTmprqt1AC/Zx6V9/LylKycEBt+BK3xuvKGYvc3FxDaqvGyL6I78GlrRoj56P4rr22FvoqMarv4rk++oHqu6dJIo5bZlDy4ruUPjAPZ+eemMpKCft0A+1ffpwDN1/D3LHDGTzoGiZOnOjXSfMQ2Oe0cuGAdevWsXPnTtatW8f48eNJT0/3Y4Q140vcMnE+SAm0yU+XA+K5Pojv2iOe64P4rg/iu/b42/OQjCOE/vufWHb/C5PDDoA7vjnl191E+aDRF72MsVE538IBgZbrQdmTkpOTg9PpxOFweCs3q9WKzWYDKiZIuVwu7HY7eXl5ABQWFlJcXAxUTKxyu92cPn2a/Px8AAoKCigpKQHg5MmTAJSUlFBQUABAfn4+ZWVluN1u78Ss4uJiCgsLgYoJQ3a7HZfLRXZ2NjabDZvNhtVacQfe3NxcHA4HTqeTnJwcAIqKiigqKvJrm8rKyi65TZXxndsm4JLbdOrUKaVtysrKuqjz5I82+es82Ww2v+ReTW0qLCxU1qaMjAy/5V5NbapExXkqKChQ+nrKy8tTlnuVz1XxeqrEH7lXU5sqz4mK11N2drZfr+XntunEiROGuZaf26aioiJl172ioiJlbcrIyPBb7tXUpkpUnKf8/Hy/XsvPbVNubq6y3LPZbH7/bFTZpkr8dS0vbdqcEzdMofjFdRTeOAVng8aE5JwgfM0yon93KyGrX6Yw7ceLzr2a2nTy5EmlnyMyMzN9zr3aFg7IyMigrKzM+/wLPU8X0yar1VqtTedDelLqwGq1Ehtb8zJ2gawNar/5MbIvKvVVfwNhVN8l1/XRl1zXXlu1vviuvTbINUYPbeW5fvo0DY98S9i/3sP8Y8Uyxh6zGWe/aykfPQl3UjvftQP4nOrZk+JL3AE06ynwUJlkKrVVY2RfxPfg0laNkfNRfNdeWwt9lRjVd/FcH31D+96wIa6GgyjtPYiQIz8Q+vFaLPs/964K5uzam/LRk3Bd0fu8N4isph3A5zQ1NVX5wgG14UvcQTncy19cjhPOLgQj+yK+B5e2aoycj+K79tpa6KvEqL6L5/roB4vv7jadsN8/l5Ln1+AYMQFPeASWb78kcvFjRM6difmLbeB21S5Wh7YKLkU/OTmZDRs2MHHiRAYNGqRk4YDa8CVu6UmpA/kGomaM7Iv4HlzaqjFyPorv2mtroa8So/ounuujH2y+e5ok4rjzNzjGTyV060ZC//U+5vTDRC6bhzuxJY6xd+Lsfx2cZyndQD+nycnJLF++3E/RXDjSk+JnQkLU2aNSWzVG9kV8Dy5t1Rg5H8V37bW10FeJUX0Xz/XRD1rfo+tRPvZOSha/Q9mvf4e7cQIhWRlELF9E1Ow7sXy6AX5ZIeyitf2AUX33JW5jtlQjKldFMJq2aozsi/geXNqqMXI+iu/aa2uhrxKj+i6e66Mf9L6HheMcPo6S51ZTlvI47sQkQvJyiHjrJaJm3Ubox++Cvcw37UvAqL77Eres7hWkBNpa15cD4rk+iO/aI57rg/iuD+K79gSk52435q92ELZpNeb0wxWbYhtSPvYOyofeAGHhOgd46QSa79KTUgeV6zsbTVs1RvZFfA8ubdUYOR/Fd+21tdBXiVF9F8/10feXdnp6OikpKYwdO5aUlBRN7n7uU+whIbj6DKH06Tcp/d2zuJI7EGI9TfiaZUQ9diehn6wHh93Q51QlvsQtE+cFQRAEQRAEzUlPT2f8+PFVlsT98ssvefHFF5V9o5+ens7cuXPJy8sjMTGR1NTUi1vdymTCdeUASntcjfk/uwn7598wH08jfPWfCd38Ns7rb4GRE8ASqiT+ywkpUuqgfv36htRWjZF9Ed+DS1s1Rs5H8V17bS30VWJU38VzffT9ob1gwYIqBQrA0aNHef311xk6dOgl659LbUWRT8vwmky4eg2ktOcAzF/tJGzDSswZPxP37uu4t36A4+a7cfYfDn6e6G7UfPclbhnuVQc5OTmG1FaNkX0R34NLWzVGzkfxXXttLfRVYlTfxXN99P2hnZWVVeN2Vfcaqa0oWrBgge+iJhOu3oMonb+c0gfn4WjanJDcLCLeeIbIP6Rg/mYvePw3/duo+e5L3NKTUgeNGjUypLZqjOyL+B5c2qoxcj6K79pra6GvEqP6Lp7ro+8P7cTExBq3N2nS5JK1a6K2oig7O/vSxUNCcPUZir371bj3fVYxDCzjZyKXzMHVoTv2W2fibn/FJR/GqPnuS9zSk1IHbrfbkNqqMbIv4ntwaavGyPkovmuvrYW+Sozqu3iuj74/tFNTU2ndunWVba1bt+bee++9ZO2aqK0oSkhI8Nsx3CYTzsGjKXnu79hvvx9PdH3MPx0kasGDRLz0JKaTl7YwgFHz3Ze4pUipA6vVakht1RjZF/E9uLRVY+R8FN+119ZCXyVG9V0810ffH9rJycls2LCBiRMnMmjQICZOnMiGDRto3ry5HyKsTm1FUWpqqt+O4fUlLJzyUbdSvPhtHDfchScsAst/dhH15DTC3noJzhRemr7B8CVuuU9KkBJoa11fDojn+iC+a494rg/iuz6I79qj0vP09HQWLFhAdnY2CQkJF7+6l4+YCvMJ++dKLJ9vxuRx44mKxnHDZMqvvxlCw5Qf/0IItFyXnpQ6CPRvIPTCyL6I78GlrRoj56P4rr22FvoqMarv4rk++kb1PTk5mcWLF7Np0yaWL1/u9wKlNl88cY2wT3uU0gUrcF7RB1NJMeFrXyfq8SmY92+74Mn1RvXdl7ilSKkDs9lsSG3VGNkX8T24tFVj5HwU37XX1kJfJUb1XTzXR198903b3aINZY89T+mjz+Fq3oqQ3CwiX5lH5DO/IeTYT5esH6j4EndQFik5OTk4nU4cDod3GTur1YrNZgMqVnFwuVzY7Xby8vIAKCwspLi4GKhY/cHtdmOxWMjPzwegoKCAkpISAE6ePAlASUkJBQUFAOTn51NWVobb7fauHlFcXExhYcWYw7y8POx2Oy6Xi+zsbGJiYrDZbN7KMjc3F4fDgdPp9C7TVlRU5L1Dp7/aVFZWdsltcjqdNbYJuOQ2uVwupW2y2+0XdZ780SZ/naeYmBi/5F5NbQoLC1PWpjNnzvgt92pqUyUqzlNoaKjS15PJZFKWezExMcquEZX4I/dqalPlBEsVr6fy8nK/XsvPbVNpaalhruXntikyMlLZdS8yMlJZm86cOeO33KupTZWoOE8hISF+vZaf2ya3260s92JiYvz+2aiyTZWoes81mUwXdZ4upk1lZWUXdJ7sXa7i2IPPUjb1EVwxsZgP/5fIeffgenUBrsL8Wttks9mUXSMqn++P3Dv3PEVERFRr0/mQOSl1UDle0WjaoHZcoZF9UamveiynUX2XXNdHX3Jde23V+uK79tog1xg9tC+7XC8tJmzDKkI/eR+Ty4Unuh72CTNwDhsLIVV7IIzquy9xB2VPir9QtU63am3VGNkX8T24tFVj5HwU37XX1kJfJUb1XTzXR19896N2ZDSO2++nZMFfcXa9ClPxGSLeepHIufcQ8tPBS9cPAHyJW4qUOqgc1mQ0bdUY2RfxPbi0VWPkfBTftdfWQl8lRvVdPNdHX3z3v7anWTJljy2m9MGncTeKx3w8jahnHiL8jWcwWU9fsr6e+BK3FCl1UDnO1WjaqjGyL+J7cGmrxsj5KL5rr62FvkqM6rt4ro+++K5I22TC1WcIJQtX4Rg3BU9oKKG7PyFqzq+xbN3EGYOu7uWLL1Kk1EHjxo0Nqa0aI/sivgeXtmqMnI/iu/baWuirxKi+i+f66IvvirXDI3DcPI2SZ1fh7NYXU4mNiJUv0PKN+YRkHPHPMTTEF1+kSKmDylUNjKatGiP7Ir4Hl7ZqjJyP4rv22lroq8Sovovn+uj7Szs9PZ2UlBTGjh1LSkoK6enpftGtCyP4UomnaTPKHn2Osvvn4o5tiDntv0TOTSFs7RtgL/XrsVTiiy8WBXEEDaGhoYbUVo2RfRHfg0tbNUbOR/Fde20t9FViVN/Fc330/aGdnp7O+PHjOXr0qHfbl19+yYsvvqh0da9A96UaJhPOfsNwdutDyD9eJ3L7ZsL+7x0s+z/D/uvf4erR3//H9DO++CI9KXUQHR1tSG3VGNkX8T24tFVj5HwU37XX1kJfJUb1XTzXR98f2gsWLKhSoAAcPXqU119//ZK16yLQfamVqBjcd8+i9KlXcSW1IyQvh8glcwh/fQGcCeweRV98kSKlDipvaGM0bdUY2RfxPbi0VWPkfBTftdfWQl8lRvVdPNdH3x/atWlU3vBPFYHuy/n03W07Uzrvdey33YcnLJzQPf8m6vGpWPZtBU9g3v7QF1+kSKmD+Ph4Q2qrxsi+iO/Bpa0aI+ej+K69thb6KjGq7+K5Pvr+0E5MTKxxu+p7gQS6Lxekb7ZQPnoSJQv+grPTlYScKSTi1aeJ+PNTmArzlcbgC774IkVKHTgcDkNqq8bIvojvwaWtGiPno/iuvbYW+ioxqu/iuT76/tBOTU2ldevWVba1bt2ae++995K160K1LyoXAzg3dk98C8pmL6Fs6iN4IqKwHNhJ1ONTsGz/KKB6VXzxXIqUOiguLjaktmqM7Iv4HlzaqjFyPorv2mtroa8So/ounuuj7w/t5ORkNmzYwMSJExk0aBATJ05kw4YNNG/e3A8R1o5KX3744QfGjx/PunXr2LlzJ+vWrWP8+PF+K1RqjD0kBOewGyl5diXOHv0rliv+y3NEvPB7TKfVDp27UHzx3FRYWBg4ZdY5LFmyhE2bNpGWlkZYWBi9e/dm7ty5dOnSRe/QAp7Dhw8rXRlDqI54rg/iu/aI5/ogvuuD+K49RvY8JSWFdevWVds+ceJEli9frj4AjwfL7k8IX7MMU3ERnqgY7L/+Lc7+w8FkqvOpgeZ7QPek7Ny5k+nTp7NlyxY2btyIxWJh/PjxFBQUaHJ8lcfRqg0qMLIv4ntwaavGyPkovmuvrYW+Sozqu3iuj774XjMZGRk1bs/OzvaL/nljN5lwDhxBybN/+1+vyusLiHhlnq4rgPnieUDfJ2X9+vVV/n/jjTdISkpi7969jB49Wvnxw8PDDamtGiP7Ir4Hl7ZqjJyP4rv22lroq8Sovovn+uiL7zVT22IACQkJftG/0Ng9cY0o+91CLJ9vJvydV7B88TlRPx3EfvdjuK4c4JdYLgZfPA/onpRzsdlsuN1u4uLiNDleVFSUIbVVY2RfxPfg0laNkfNRfNdeWwt9lRjVd/FcH33xvWbmzZtX42IAqampftG/qNhNJpxDx1Ky4K+4OvYgxFpA5ItPEP6XP0GptnO5fPHcUEXKnDlz6NatG3379tXkeCdPnjSktmqM7Iv4HlzaqjFyPorv2mtroa8So/ounuujL77XTGhoaI2LASQnJ/tF35fYPU0SKZ3zIvbb78cTGor5m73gcvolngvFl7gDeuL82TzxxBOsX7+ejz/+mFatWtW63+HDh7ULShAEQRAEQRAMQkTuSSwlZ7Ald9Q7lPNO0jdEkfL444+zfv16Nm3aRIcOHTQ7bklJibIuQZXaoHaFBiP7olJf9aoYRvVdcl0ffcl17bVV64vv2muDXGP00JZc10c/0HI94Id7zZ49m/fee4+NGzdqWqAA2O12Q2qrxsi+iO/Bpa0aI+ej+K69thb6KjGq7+K5Pvriu/baWuirwpe4A3p1r1mzZrF27VpWr15NXFwcOTk5AERHRxMTE6P8+A0aNDCktmqM7Iv4HlzaqjFyPorv2mtroa8So/ounuujL75rr62Fvip8iTuge1JWrFjBmTNnGDduHB07dvT+vPzyy5ocPz8/35DaqjGyL+J7cGmrxsj5KL5rr62FvkqM6rt4ro+++K69thb6qvAl7oDuSSks1O+mM1DRY2NEbdUY2RfxPbi0VWPkfBTftdfWQl8lRvVdPNdHX3zXXlsLfVX4EndA96ToTVhYmCG1VWNkX8T34NJWjZHzUXzXXlsLfZUY1XfxXB998V17bS30VeFL3FKk1EHlHBijaavGyL6I78GlrRoj56P4rr22FvoqMarv4rk++uK79tpa6KvCl7ilSKmDxMREQ2qrxsi+iO/Bpa0aI+ej+K69thb6KjGq7+K5Pvriu/baWuirwpe4pUipg+LiYkNqq8bIvojvwaWtGiPno/iuvbYW+ioxqu/iuT764rv22lroq8KXuKVIqYPy8nJDaqvGyL6I78GlrRoj56P4rr22FvoqMarv4rk++uK79tpa6KvCl7ilSKmDuLg4Q2qrxsi+iO/Bpa0aI+ej+K69thb6KjGq7+K5Pvriu/baWuirwpe4pUipg7y8PENqq8bIvojvwaWtGiPno/iuvbYW+ioxqu/iuT764rv22lroq8KXuKVIqYN69eoZUls1RvZFfA8ubdUYOR/Fd+21tdBXiVF9F8/10RfftdfWQl8VvsQtRUodWCzq7nWpUls1RvZFfA8ubdUYOR/Fd+21tdBXiVF9F8/10RfftdfWQl8VvsQtRUod5ObmGlJbNUb2RXwPLm3VGDkfxXfttbXQV4lRfRfP9dEX37XX1kJfFb7ELUVKHSQkJBhSWzVG9kV8Dy5t1Rg5H8V37bW10FeJUX0Xz/XRF9+119ZCXxW+xB2URUpOTg5OpxOHw+Gt3KxWKzabDYDs7GxcLhd2u907kaewsNC7hnNWVhZut5vTp0+Tn58PQEFBASUlJQCcPHkSgJKSEgoKCgDIz8+nrKwMt9tNVlYWULEmdGFhIVAxYchut+NyucjOzsZms2Gz2bBarUBFhelwOHA6nd67chYVFVFUVOTXNpWVlV1ymyrjO7dNwCW36dSpU0rblJWVdVHnyR9t8td5stlsfsm9mtpUWFiorE0ZGRl+y72a2lSJivNUUFCg9PWUl5enLPcqn6vi9VSJP3KvpjZVnhMVr6fs7Gy/XsvPbdOJEycMcy0/t01FRUXKrntFRUXK2pSRkeG33KupTZWoOE/5+fl+vZaf26bc3FxluWez2fz+2aiyTZWoes+t/FvF6+nkyZNKP0dkZmYqu0ZUPv9Cz9PFtMlqtVZr0/kwFRYWes6712WK1WolNjbWcNoAhw8fpn379kq0jeyLSn2VnoNxfZdc10dfcl17bdX64rv22iDXGD20Jdf10Q+0XA/KnhR/oTLJVGqrxsi+iO/Bpa0aI+ej+K69thb6KjGq7+K5Pvriu/baWuirwpe4pUipAyNPrFKJkX0R34NLWzVGzkfxXXttLfRVYlTfxXN99MV37bW10FeFTJz3M0autFViZF/E9+DSVo2R81F8115bC32VGNV38VwfffFde20t9FUhPSl+JiREnT0qtVVjZF/E9+DSVo2R81F8115bC32VGNV38VwfffFde20t9FXhS9zGbKlGVK6KYDRt1RjZF/E9uLRVY+R8FN+119ZCXyVG9V0810dffNdeWwt9VfgStxQpdRAfH29IbdUY2RfxPbi0VWPkfBTftdfWQl8lRvVdPNdHX3zXXlsLfVX4ErcsQSwIgiAIgiAIQkAhPSmCIAiCIAiCIAQUUqQIgiAIgiAIghBQSJEiCIIgCIIgCEJAIUWKIAiCIAiCIAgBhRQpgiAIgiAIgiAEFFKkBAlLlixh2LBhtGzZkrZt2zJp0iS+++47vcO6rHjhhReIi4vjscce0zuUoCc7O5t7772Xtm3bEh8fT79+/di5c6feYQU1LpeLBQsW0L17d+Lj4+nevTsLFizA6XTqHVpQsWvXLm677TY6d+5MXFwca9asqfK4x+Nh4cKFdOrUiYSEBMaMGcP333+vU7TBQV2el5eXM3fuXAYMGECzZs3o2LEjM2bMICMjQ8eIg4Pz5frZPPzww8TFxfHyyy9rGGFwciG+p6Wlcdddd5GUlERiYiKDBw/mxx9/1DxWKVKChJ07dzJ9+nS2bNnCxo0bsVgsjB8/noKCAr1Duyz44osvWLVqFV27dtU7lKCnsLCQkSNH4vF4ePfdd9m3bx9/+tOfaNKkid6hBTUvvfQSK1as4LnnnmP//v0sWrSI5cuXs2TJEr1DCyqKi4vp0qULixYtIjIystrjS5cu5ZVXXuG5557js88+o0mTJtx0002cOXNGh2iDg7o8Lykp4ZtvvmHWrFl8/vnnvP3225w4cYJbbrlFCvRL5Hy5XskHH3zAgQMHSExM1DC64OV8vh87doyRI0eSnJzMxo0b2bNnD6mpqURHR2seq9wnJUix2WwkJSWxZs0aRo8erXc4QY3VamXIkCEsXbqUP/3pT3Tp0oXnn39e77CClvnz57Nr1y62bNmidyiXFZMmTaJBgwa8/vrr3m333nsvBQUFrF27VsfIgpfmzZvzpz/9iTvvvBOo6EXp1KkTKSkpzJo1C4DS0lLat2/PH//4R6ZNm6ZnuEHBuZ7XxA8//ED//v3ZtWuXfDHlJ2rz/fjx44wcOZINGzZwyy23MHPmTH7zm9/oFGXwUZPvM2bMwGQysXz5ch0jq0B6UoIUm82G2+0mLi5O71CCnt/+9reMGzeOIUOG6B3KZcHmzZu56qqrmDZtGu3ateOaa67hzTffxOOR71tU0r9/f3bu3MlPP/0EVHxQ27FjB9dff73OkV0+pKenk5OTw7XXXuvdFhkZyYABA9i3b5+OkV1eVPZayfurWpxOJzNmzGDWrFl07NhR73AuC9xuNx9//DEdO3ZkwoQJtG3blmHDhrF+/Xpd4rHoclRBOXPmzKFbt2707dtX71CCmlWrVnHkyBHeeOMNvUO5bDh27Bh/+ctfuP/++/ntb3/LoUOHmD17NgAzZ87UObrg5be//S02m41+/fphNptxOp3MmjWLGTNm6B3aZUNOTg5AtaGNTZo0ISsrS4+QLjscDgepqamMGjWK5s2b6x1OULNw4UIaNGjA9OnT9Q7lsiE3NxebzcaSJUt44oknmDt3Ltu3byclJYWoqChGjRqlaTxSpAQhTzzxBHv37uXjjz/GbDbrHU7QcvjwYebPn89HH31EWFiY3uFcNrjdbnr27MncuXMB6NGjB0eOHGHFihVSpChk/fr1/OMf/2DFihV06tSJQ4cOMWfOHJKSkvj1r3+td3iXFSaTqcr/Ho+n2jbB/zidTmbOnInVauWdd97RO5ygZufOnbz99tvs2LFD71AuK9xuNwC/+tWvePDBBwHo3r07X3/9NStWrNC8SJHhXkHG448/zvvvv8/GjRtp1aqV3uEENfv37yc/P5+rr76aRo0a0ahRI3bt2sWKFSto1KgRdrtd7xCDkvj4+Gpd/x06dCAzM1OniC4P/vCHP/Dggw8yYcIEunbtym233cYDDzzAiy++qHdolw3x8fEAnDp1qsr2vLw8WThCMU6nk+nTp/Ptt9/ywQcf0LBhQ71DCmp27NhBdnY2HTt29L6/ZmRkMHfuXLp06aJ3eEFLo0aNsFgsAfMeKz0pQcTs2bNZv349H374IR06dNA7nKBnzJgx9OzZs8q2Bx54gLZt2/LII49I74oi+vfvT1paWpVtaWlptGzZUqeILg9KSkqq9cyazWbvN2+CepKTk4mPj2fr1q306tULgLKyMvbs2cP8+fN1ji54KS8v5+677+b777/nww8/9BaLgjpmzJjBuHHjqmybMGECEyZMYMqUKTpFFfyEhYXRq1cvDh8+XGW7Xu+xUqQECbNmzWLt2rWsXr2auLg479jl6OhoYmJidI4uOImLi6s2cTIqKooGDRrINz0Kuf/++xkxYgSLFy/m5ptv5uDBg7z55ps89dRTeocW1IwaNYqXXnqJ5ORkOnXqxMGDB3nllVe47bbb9A4tqLDZbBw5cgSoGHqRmZnJwYMHadCgAS1btuS+++7jhRdeoH379rRr147FixcTHR3NLbfconPkxqUuzxMTE5kyZQr/+c9/eOeddzCZTN731/r169e5dK5QN+fL9XN7By0WC/Hx8bRv316PcIOG8/n+0EMPMW3aNAYMGMDgwYPZsWMH69evr/M+NqqQJYiDhNpWGZk9ezaPP/64xtFcvowZM0aWINaALVu2MH/+fNLS0mjRogUpKSncc889Mi5fIWfOnOGZZ57hww8/JC8vj/j4eCZMmMDvf/97IiIi9A4vaNixYwc33HBDte233347r732Gh6Ph0WLFrFy5UoKCwu56qqrWLx4sXwxcgnU5fmcOXPo0aNHjc975ZVX6lyqWKib8+X6uXTr1k2WIPYDF+LsObHAAAAQ+0lEQVT7mjVrWLJkCSdOnKBNmzY88sgjunwRIkWKIAiCIAiCIAgBhUycFwRBEARBEAQhoJAiRRAEQRAEQRCEgEKKFEEQBEEQBEEQAgopUgRBEARBEARBCCikSBEEQRAEQRAEIaCQIkUQBEEQBEEQhIBCihRBEAQhaIiLi2PhwoV+150zZw4jRozwu66R+fjjj2nRogV5eXl6hyIIQhAiRYogCJct3377LVOnTqVbt27Ex8fTqVMnfvWrXyn5kGsE9uzZw8KFCyksLLyo5xUUFPDMM88waNAgWrZsSdOmTbniiiuYMmUKmzZtwuMx9u24MjMz+dvf/sasWbP0DkUXnn/+eT788MNq20eOHElSUhJLlizRISpBEIIdKVIEQbgs2bt3L8OGDeOrr77ijjvu4Pnnn2fatGlER0ezePFivcPThb179/Lcc89htVov+DnffPMN/fv3Z+nSpXTu3JmnnnqKF154gbvuuovMzEwmT57MX/7yF4VRq+eNN96gadOmXH/99XqHoguLFy9m8+bN1babTCamTp3KypUrKSoq0iEyQRCCGYveAQiCIOjBkiVLiIqKYtu2bTRq1KjKY1lZWTpFZSysVit33HEHHo+Hbdu20aVLlyqPz5kzh+3bt5+36CkpKSEqKkplqD7jdDpZu3Ytt99+OyaTSfPju1wuXC4XYWFhmh/7Qhg3bhxz5sxhw4YN/PrXv9Y7HEEQggjpSREE4bLk6NGjdO7cuVqBApCYmFht29atWxk7diwtWrSgWbNmjB07ln379lXbb8+ePQwfPpz4+HiuuOIKli5dyurVq4mLiyM9Pd27X7du3ZgwYYJ3/4SEBPr378/WrVsB+Pe//83gwYOJj49nwIABNR4rOzubhx9+mE6dOtG0aVN69erF0qVLqwyvSk9PJy4ujhdffJF33nmHPn360LRpUwYMGMC2bdu8+y1cuJCnn34agB49ehAXF0dcXBw7duyo1cOVK1dy4sQJnnnmmWoFSiWDBw/mhhtu8P6/Zs0a4uLi2L59O3PmzKFDhw40a9YMqBg2lpqayoABA2jRogXNmzdn7Nix7N27t5puUVERDz/8MK1ataJly5ZMnjyZ7OzsGmO4EJ9qY9++fZw6dYqhQ4dW2X62r2+88Qbdu3cnISGB6667ji+//NKnGM7WXLFiBb169aJp06bec+/xeFi+fDnXXHMNCQkJtGnThvHjx7N79+4qx3r//fcZPnw4iYmJJCUlMWnSJH744Ycq+9x3333Ex8dz6tQppk2bRsuWLUlOTubhhx+mrKzMu19cXBx2u5133nnHmxNjxozxPh4fH0/nzp1rHA4mCIJwKUhPiiAIlyVJSUns27ePQ4cO0a1btzr3fe+995g5cyaDBg3iySefxO12s2bNGm688UY2b95M7969ATh06BA333wzDRs25LHHHiMsLIxVq1bV2kuQnp7OtGnTmDx5Mrfccguvvvoqt99+O6+++iqpqancfffdhIeHs3TpUiZPnsyhQ4cIDw8HIDc3l+uuuw6n08mUKVNISEhgz549zJ07l6ysLBYtWlTlWB988AH5+flMmzaNiIgIXnvtNe666y4OHTpEgwYNuOGGGzh8+DDr16/n2Wef9RZvHTt2rNWXjz76iMjISMaNG3fBvlcye/ZsYmNjeeSRR7xDhY4dO8YHH3zAuHHjaNOmDVarlbfeeotx48axdetWbyHk8Xi466672LFjB5MnT6Zbt25s27aNiRMnVjvOxfp0LpUF0pVXXlnj4+vWrcNqtTJ9+nTcbjcrVqxg/PjxbNu2jXbt2vkUw7vvvovNZmPq1KnExMSQkJAAwMMPP8xbb73F0KFDvT1Y+/fvZ8+ePQwYMACAl156iXnz5nHDDTdw2223UVxczIoVKxg5ciSff/45rVq18h7H7XZz00030bVrV55++mm+/PJLVq1aRaNGjfjDH/4AVAx1e/DBB+nduzdTp04FoGnTplXi7dWrFxs3bsTj8ejS2yQIQnAiRYogCJclDz30EDfddBNDhgyhZ8+eXH311QwaNIghQ4YQERHh3a+4uJhZs2YxadIkXnvtNe/2adOm0b9/f+bPn8/GjRsBePbZZ3G73Xz00UckJSUBcOedd3LVVVfVGENaWhqbN29m4MCBAHTv3p0xY8Zwzz33sHv3btq3bw9AixYtmDZtGh9//LG3IFiwYAF2u51du3Z5PzROmzaNhIQEli1bxn333UdycrL3WEePHuWrr76icePGAFxzzTUMHjyY9957j5SUFK644gq6devG+vXrGTNmTJXn1sYPP/xA27Ztqw1FKi4urvJtvMViITY2tso+UVFRfPjhh1gs/3sb6tKlC19//TVms9m7berUqfTp04fXX3+dP//5z0DFqlLbt2/niSee4Pe//z0AKSkppKSkcOjQoSrHuVifzuWnn36ifv36NGjQoMbH09LS+OKLL7wa48ePp3///ixatIgVK1b4FMPx48f56quvvMUJwI4dO3jrrbeYMmUKS5cu9W5/4IEHvL0xGRkZLFiwgNmzZ/P4449797ntttvo27cvixcvZtmyZd7t5eXljB49mtTUVADuvvtuCgsLWbVqlbdImTRpEg899BCtWrVi0qRJNXrQqlUrrFYr2dnZNfZCCoIg+IIM9xIE4bJkyJAhfPTRR4waNYoff/yRZcuWMWnSJDp06MDq1au9+23dupXCwkJuvfVW8vPzvT+lpaUMHTqUPXv2UF5ejsvlYtu2bYwePdpboAA0atSoxm/4Adq1a+ctUABvj0zfvn29BQrgLXKOHTsGVPQkfPDBB4wcORKz2VwlruHDh+N2u9m1a1eVY40fP95boEBFQVS/fn2vpi+cOXOGevXqVds+b9482rZt6/254447qu0zZcqUKgUKQHh4uLdAKSsr4/Tp07jdbq666iq+/vpr735btmwhJCSEe+65p8rz77vvvir/++LTuZw+fZq4uLhaHx89enSVAqNdu3YMHz6cTz75xOcYxowZU6VAAbyFcGVBcTaVvRebNm3C6XQyYcKEKscJDQ2ld+/ebN++vdpzp0+fXuX/gQMHkp+fz5kzZ+qypQqVBVx+fv4FP0cQBOF8SE+KIAiXLf369ePtt9/G5XLx3//+ly1btrBs2TIefPBBWrZsyZAhQ/j5558BuOmmm2rVsVqtOJ1OSktLadu2bbXHa9oGFT0kZxMeHk54eDjNmzevsr1+/foA3qWB8/LyKCwsZPXq1VUKqrM5994VLVu2rLZPbGwsBQUFtbTq/NSrV6/GD7MzZ870zlt48MEHa3zu2cOOKnG73SxdupSVK1dWmb8DVCkEMjIyaNq0abXemcrhVZX44lNN1DV3pbbzvWXLFqxWKw6H46JjqMmbo0eP0qRJE5o0aVJrLJW52rdv3xofP3fYYWhoaLWej8qCrKCgoMYCtCYq/ZGhXoIg+BMpUgRBuOwxm8306NGDHj160K9fP8aNG8e7777LkCFDcLvdALz66qveCd7nUr9+fU6fPl2rfm0fcs8e1nQh2yt1KmO65ZZbuOuuu2rct02bNhel6QudOnXi66+/xuFwVBny1b59e29PUGRkZI3PrWn7Sy+9xPz587n99ttJTU2lYcOGmM1mlixZwtGjR6vEfCEfiH3x6VwaNmxY5+pkNcVxtqe+xFCTNxfS5spjvffee9V6qQBCQkLq/P/c410olcVzTYtQCIIg+IoUKYIgCGdRObSqcqWo1q1bA9C4ceNqKzydTZMmTYiMjPR+m302R44c8WuMjRs3pn79+jidzjpjulgu9pvw0aNHs3fvXjZs2MCtt956ycdfv34911xzTZW5P0C1m2smJSWxbds2rFZrld6UtLS0Kvv5w6eOHTuydu1aTp8+TcOGDas9fu4xoeJ8x8bGEhsbS0xMjF/OVZs2bfj000/Jzc2ttTelMldbtGhBp06dfD7WuZwvL44ePUpsbCzx8fF+O6YgCILMSREE4bLk888/937zfDaVcwkqewKGDx9ObGwsixcvxm63V9u/cqiO2Wxm6NChfPTRRxw/ftz7eH5+PuvWrfNr7GazmRtvvJEPP/ywylyNSqxWK+Xl5RetWzkc6ELvOD916lSaN2/Ok08+yffff1/jPhfzjbzZbK62/759+9i/f3+VbSNGjMDtdvPGG29U2X5uceMPn/r16wdQ4/OhYhL/2UPT0tLS+PTTT7nuuuv8FgPAjTfeCFQsznAulZ7deOONWCwWFi5cWGNuX8jQtpqIioqqMycOHDhA3759ZbiXIAh+RXpSBEG4LJkzZw42m42xY8fSsWNH3G4333zzDWvXrqVhw4beSdj16tVj6dKlTJ8+nWuuuYaJEycSHx/PiRMn2LFjB9HR0bz33nsAPP7443z22WeMHj2au+++m9DQUFatWkVSUhKFhYV+/RA3b948du3axahRo5g8eTJdunThzJkzfPfdd2zatIkDBw5c9DfbPXv2BOCPf/wjEyZMICwsjMGDB9f6zX1sbCxr1qxh0qRJDBkyhPHjx9O7d28iIyPJzs5my5YtpKWleRcEOB+jR49m0aJF3HPPPQwYMICff/6ZlStX0qlTJ2w2W5X9Bg4cyMKFC8nMzKR79+5s3bq12jwWf/jUt29fmjRpwtatW7n22murPd62bVt+9atfMWPGDNxuN8uXLyc8PJzZs2f7LQaAQYMGcccdd/C3v/2NY8eOMWLECAC++OILunbtyqOPPkqrVq14+umnefLJJ7nuuuu44YYbaNCgARkZGfzrX/+id+/evPjii+c9D+fSs2dPPv/8c15++WWaNWtG48aNGTJkCFDR4/jDDz8wc+bMi9YVBEGoCylSBEG4LPnjH//Ixo0b+eyzz1i9ejV2u52EhAQmTpzIo48+WmWi9vjx40lMTGTJkiW8+uqrlJaWEh8fT+/evavcZbt79+6sX7+ep556iueee46mTZuSkpJCREQEBw8erLK08aXSuHFjPv30U55//nk2b97MypUriY2NpV27dsyZM6fWJXProk+fPqSmprJy5UoeeOAB3G43mzZtqnOy9pVXXsnu3bt57bXX+Oijj9i8eTPl5eU0bdqU3r1788gjjzB69OgLOv4jjzxCaWkp69at44MPPqBz58789a9/5f3332fnzp3e/UwmE2+//Tapqals2LCBf/7znwwZMoR169bRuXNnv/oUGhrKpEmT+Oc//8n8+fOrFZoTJ04kKiqKV155hZycHK644gqeffZZOnTo4LcYKlm2bBldu3bl73//O3PnziUmJoYePXpUWSHugQceoF27drz88sssWbIEp9NJYmIi/fv3Z/LkyRd0nHNZtGgRjzzyCIsWLaK4uJiBAwd6i5SNGzcSHh5e58ISgiAIvmAqLCz0fdakIAiCcF5mz57NqlWrOHHiRK0T2IXAJSMjg969e7Nq1SpGjRoFVNyIs0ePHsydO5ff/e53OkeoDx6Ph4EDBzJ48ODz3hRTEAThYpE5KYIgCH6ktLS0yv95eXmsXbuWAQMGSIFiUFq2bMm0adNYsmSJ3qEEFFu2bCE9PZ1HH31U71AEQQhCZLiXIAiCH+nevTu33nor7du3Jysri7///e8UFxd774wuGBPpKajOqFGjOHHihN5hCIIQpEiRIgiC4EdGjBjBpk2bOHXqFBaLhSuvvJI333yT/v376x2aIAiCIBgGmZMiCIIgCIIgCEJAIXNSBEEQBEEQBEEIKKRIEQRBEARBEAQhoJAiRRAEQRAEQRCEgEKKFEEQBEEQBEEQAgopUgRBEARBEARBCCikSBEEQRAEQRAEIaD4f64fIuSpqx+1AAAAAElFTkSuQmCC\n",
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\n",
       "text/plain": [
-       "<Figure size 864x720 with 1 Axes>"
+       "<Figure size 648x504 with 1 Axes>"
       ]
      },
-     "metadata": {},
+     "metadata": {
+      "needs_background": "light"
+     },
      "output_type": "display_data"
     }
    ],
    "source": [
+    "miles2, hours2, feet2 = (segments[attr] for attr in ('miles', 'hours', 'feet'))\n",
+    "\n",
     "pct2 = feet2 / miles2 * 100 / 5280\n",
     "\n",
     "show(pct2, miles2 / hours2, xlabel='Segment Grade (percent)')  "
@@ -272,17 +660,19 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 13,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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1xrv0tuU1u/+8bXnN7oZPV29bXrO74VPlrQOZOC1cuNAZ79Lbltfs/vO25TW7Gz5dvW15ze6GT5X3RTWQse1a6u3t9W3XUm9vr1XX0vHjxz33qDQ2Nlp1LTU3N1t1LbW3t3vuUYn1/rjoWjpy5EjS2yl+mfr6+qy6liayyex7p06dsupaim03r11Lra2tnruWzpw5Y9W1dOzYMauupViHjJeupfht7qVrKbbPpfoY0dHRwenTp626lpqampwcI4LBICdOnLDqWurp6fHctdTX1+e0a2my40yi+15nZ6dV11JDQ4N2LSWrvr4+iouLPfva8C69bXnN7j9vW16zp192XW+a3bW3niOTgMbHx53xLr1tec3uP29bXrO74dPV25bX7G74VHnrQCZOtrNTNrxLb1tes/vP25bX7G74dPW25TW7Gz5V3jqQiVNOTo4z3qW3La/Z/edty2t2N3y6etvymt0NnypvHcjEaWBgwBnv0tuW1+z+87blNbsbPl29bXnN7oZPlbcOZOJUVlbmjHfpbctrdv952/Ka3Q2frt62vGZ3w6fKWwcycWpvb3fGu/S25TW7/7xtec3uhk9Xb1tes7vhU+WtP7+OkzEGEfHsa8O79LblNbv/vG15zZ5+2XW9aXbX3vrz6wR0/PhxZ7xLb1tes/vP25bX7G74dPW25TW7Gz5V3jojo1KpVCqVat4rLWZkbCsK6urqrCoKXnnlFcBbRUGM9Xr58bq6OquKgl27dnm+/Hhtba1VRcHevXutKgoOHDjg+fLjR44csaoo2L59u+eKgtg293r58fr6equKgh07diS1neKXqaamxqqiYP/+/VYVBfv27fNcUXDo0CGrioKdO3daVRTU19d7riiI3+ZeKgpeffVVJ8eIjo4ODh48aFVRsGfPHifHiGAwyO7du60qCo4ePeq5oqC+vt6qomDiZ0uy+95kx5lE973Dhw9bVRTU1NRoRYFKpVKpVKqLQ2kxI2Or2IjRBe/S25bX7P7ztuU1uxs+Xb1tec3uhk+Vt87IxOliOrs7lbxm95+3La/Z0y+7rjfN7tpbZ2QSUGNjozPepbctr9n9523La3Y3fLp62/Ka3Q2fKm+dkYnT6OioVTeEDe/S25bX7P7ztuU1e/pl1/Wm2V1764xMAuru7nbGu/S25TW7/7xtec3uhk9Xb1tes7vhU+WtA5k4FRYWOuNdetvymt1/3ra8ZnfDp6u3La/Z3fCp8taBTJxGR0ed8S69bXnN7j9vW16zu+HT1duW1+xu+FR5z9lARkRyRWS7iOwRkQMi8v+ij/+HiJwQkdrobUP0cRGRr4pIvYjsFZFNce/1ARGpi94+MIeZnfEuvW15ze4/b1tes7vh09XbltfsbvhUeWdauUyvUeBWY8yAiGQBvxSRn0Wf+xNjzP9MeP0dwKXR22uArwOvEZEFwF8CNwAG2CUiTxpj7L58m0SZmXarw4Z36W3La3b/edvymt0Nn67etrxmd8OnynvOZmRMRAPRu1nR23Q/kboL+E6UewUoFZHlwNuAZ40xXdHBy7PA7XOReXh42Bnv0tuW1+z+87blNbsbPl29bXnN7oZPlfecniMjIgERqQVOExmMvBp96sHo10dfEZHYb6sqgPgfjTdFH5vq8YleHxaRnSKy02uPSlFRkVXXUldXF+CtaynGeu1RKSoqsupaGhwc9NyjEgwGrbqWwuGwVddSIBDw3KOSl5dn1bXU09PjuWspts299qgUFxdbdS319fUltZ3il2lkZMSqa0lErLqWYuveS9dSdna2VddSf3+/VddScXGx566l+G3upWsp9iuQVB8jOjo6yMrKsupaCoVCTo4RwWCQ4eFhq66lgoICz11LxcXFVl1LEz9bkt33JjvOJLrv5ebmWnUtjY2NJdS1hDFmzm9AKfACcA2wHBAgB/g28BfR1/wEeEMc8zywGfgT4PNxj/858EfT+W3evNl4UWNjoyduNniX3ra8Zvefty2v2d3w6epty2t2N/xsewM7zSSf+Sm7IJ6I/CUwaIz5h7jHqoA/Nsa8Q0S+AVQbY74ffe4IUBW7GWM+En38vNdNJq8XxAuFQgQCgaS52eBdetvymt1/3ra8Zk+/7LreNLtr75RfEE9EFotIafTvecBtwOHoeS9I5HTkLcD+KPIk8DvRXy/dDPQaY1qBnwNvFZEyESkD3hp9bNbV0NDgjHfpbctrdv952/Ka3Q2frt62vGZ3w6fKe85mZETkOiJfHQWIDJh+YIz5axH5BbCYyNdLtcBHTeSXTQJ8jciJvEPAB40xO6Pv9XvAn0Xf+kFjzLem8/Y6I6NSqVQqlWp+KuUzMsaYvcaYjcaY64wx1xhj/jr6+K3GmGujj/22if6yKfoV2MeNMeuiz++Me69/N8asj96mHcTYKHYSkgvepbctr9n9523La3Y3fLp62/Ka3Q2fKm8tjVSpVCqVSjXvpaWRCSgdRq5zwWt2/3nb8prdDZ+u3ra8ZnfD64yMhXRGRqVSqfyhqqoqAKqrq53mUM1/6YxMAopd0MgF79Lbltfs/vO25TW7Gz5dvW15ze6GT5W3zsjEKRgMkpWV5dnXhnfpbctrdv952/KaPf2yz7Z3bCZm27ZtAFRWVgJTz8zMp+yp5DX7OV5nZBJQ7NLnLniX3ra8Zvefty2v2d3w6epty2t2N3yqvC+qgYyI3Ckij3R2dnrqUSkpKbHqWurp6QG8dS3FWK89KiUlJVZdS8PDw557VEKhkFXXkohYdS1lZWV57lEpKCiw6lrq7+/33LXU29ub9HaKX6bS0lKrrqWBgYGktlP8MgWDQauupczMTKuupYyMDM9dS7m5uVZdS0NDQ1ZdS6WlpZ67luK3uZeupdg+l+pjREdHBzk5OectU3V1NY8++iiVlZV86lOforq6mm9961tTLpMxxskxIrav23QtFRUVee5aKi0ttepamvjZkuy+N9lxJtF9Lz8/36praXx8fP50LaX65rVr6fTp05642eBdetvymt1/3ra8ZnfDX4zelZWVprKyck79dZu74Wfbmym6ljKnHuKkn2y+y7PlXXrb8prdf962vGZ3w1+M3on+Wmk+Zk8Fr9ln1kX11ZJKpVKpVKr0kg5k4hQMBp3xLr1tec3uP29bXrO74dPV25bX7G74VHnrQCZOBQUFzniX3ra8Zvefty2v2d3w6epty2t2N3yqvHUgE6fY2d0ueJfetrxm95+3La/Z3fDp6m3La3Y3fKq89YJ4cbqYLhyUSl6z+8/bltfs6Zdd15tmd+2tF8RLQC0tLc54l962vGb3n7ctr9nd8Onqbctrdjd8qrx1RkalUqlUKtW8l87IJKB0qDufC16z+8/bltfsbvh09bblNbsbPlXeF9VAxraiYN26dVYVBTF5ufx4TF4vP75u3TqrioLc3FzPlx8vKSmxqihYsGCBVUXBsmXLPF9+/JJLLrGqKAgEAp4rCmLyevnx9evXW1UUxL579nL58cLCQquKgiVLllhVFCxatMhzRUFFRYVVRUF2drZVRcH69es9VxTEb3MvFQUi4uQY0dHRQXl5uedjRFdXF2VlZU6OEcFgkPz8fKuKgjVr1niuKFi/fr1VRUFMXisKJjvOJLrvrVy50qqioKioSCsKklVdXZ0nbjZ4l962vGb3n7ctr9nd8Onqbctrdjf8bHszRUWBniOjUqlUKpVq3kvPkUlAE6fiUsm79LblNbv/vG15ze6GT1dvW16zu+FT5a0zMnEKhUIEAgHPvja8S29bXrP7z9uW1+zpl13Xm2Z37a0zMgmotbXVGe/S25bX7P7ztuU1uxs+Xb1tec3uhk+Vtw5k4rRw4UJnvEtvW16z+8/bltfsbvh09bblNbsbPlXeOpCJU19fnzPepbctr9n9523La3Y3fLp62/Ka3Q2fKm8dyMQpLy/PGe/S25bX7P7ztuU1uxs+Xb1tec3uhk+Vtw5k4jQ+Pu6Md+lty2t2/3nb8prdDZ+u3ra8ZnfDp8pbBzJxsv0Flw3v0tuW1+z+87blNbsbPl29bXnN7oZPlbcOZOKUk5PjjHfpbctrdv952/Ka3Q2frt62vGZ3w6fK+6IayNh2LfX391t1LdXV1QHeupZirNcelf7+fquupZMnT3ruUWlubrbqWmpra7PqWuro6PDco9LT02PVtXTs2DHPXUuxbe61R2VgYMCqa+n48eNJbaf4ZWpsbLTqWjp9+rRV11J7e7vnrqWuri6rrqUTJ05YdS0NDAx47lqK3+ZeupYmHmdSdYyI/Ru16VpqaWlxcowIBoM0NDRYdS319fV57loaGBiw6lqauM2T3fcmO84kuu91d3dbdS3F3n+mriW9IF6cRkdHrUaQNrxLb1tes/vP25bX7OmXXdebZnftrRfES0Dt7e3OeJfetrxm95+3La/Z3fDp6m3La3Y3fKq8dUYmTiau5t6LbHiX3ra8Zvefty2v2dMvu643ze7aW2dkElDsnAEXvEtvW16z+8/bltfsbvh09bblNbsbPlXeOiOjUqlUKpVq3ktnZBJQ7GxqF7xLb1tes/vP25bX7G74dPW25TW7Gz5V3jojo1KpVCqVat5LZ2QSUOx37i54l962vGb3n7ctr9nd8Onqbctrdjd8qrx1RiZOF9PZ3ankNbv/vG15zZ5+2XW9aXbX3jojk4AaGxud8S69bXnN7j9vW16zu+HT1duW1+xu+FR5X1QDGduKgiVLllhVFAwNDQHeKgpirNfLjy9ZssSqoiAUCnm+/HhmZqZVRUFOTo5VRUFhYaHny48vWLDAqqJgdHTUc0VBbJt7vfz40qVLrSoKxsbGktpOsWXasmULDz74oFVFQX5+vlVFQV5enueKgpKSEquKgvHxcauKgqVLl3quKIjf5l4qCoaHh50cIzo6OigqKpp2O1VVVXH//fdPuUxZWVlOjhHBYBBjjFVFwaJFizxXFCxdutSqomDiZ0uy+95kx5lE972ysjKrioKMjIyEKgowxlx0t82bNxsvam1t9cTNBu/S25bX7P7ztuErKyvNBz/4QSfes8H7db1f7N6VlZWmsrJyTvx1m7vhZ9sb2Gkm+czPnHqIk34qLCx0xrv0tuU1u/+8vfBVVVUAbNu2jbq6urP3q6ur59x7Nnm/rfeL3Tt+v4q/P3G/mo/ZU8Fr9pl1UX21ZKvR0VFnvEtvW16z+8/bli8tLXXmbcv7eb2nq7ctr9nd8Kny1hmZONmcXW3Lu/S25TW7/7y98LH/IVdVVbFs2TIee+yxlHnPJu+39X6xe8fvV/H3Z9Nft7kbPlXeOiMTp8xMu3GdDe/S25bX7P7ztuWDwaAzb1vez+s9Xb1tec3uhk+Vtw5k4hQ7o98F79Lbltfs/vO24aurq3n44YedeM8G79f1frF7V1dXT3u+1XzOPpe8Zp9ZOpCJU3FxsTPepbctr9n9523La3Y3fLp62/Ka3Q2fKm8dyMSps7PTGe/S25bX7P7ztuU1uxs+Xb1tec3uhk+V95xVFIhILvAikEPkpOL/Mcb8pYisAR4DFgC7gfcbY8ZEJAf4DrAZ6ATuMcacjL7XZ4EPASHgfmPMz6fz9lpREAqFCAQCSXOzwbv0tuU1u/+8bXnNnn7Zdb1pdtfeLioKRoFbjTHXAxuA20XkZuBLwFeMMZcC3UQGKET/7DbGrAe+En0dInIVcC9wNXA78LCIeF8z06ihocEZ79Lbltfs/vO25TW7Gz5dvW15ze6GT5V3SkojRSQf+CXwh8BPgGXGmHEReS3wV8aYt4nIz6N/f1lEMoE2YDHwAIAx5m+j73X2dVP5eZ2RUalUKpVKNT/lpDRSRAIiUgucBp4FjgE9xpjx6EuagIro3yuARoDo873AwvjHJ2HivT4sIjtFZKfXHpW6ujqrrqVXXnkF8Na1FGO99qjU1dVZdS3t2rXLc49KbW2tVdfS3r17rbqWDhw44LlH5ciRI1ZdS9u3b/fctRTb5l57VOrr6626lnbs2JHUdopfppqaGquupf3791t1Le3bt89z19KhQ4esupZ27txp1bVUX1/vuWspfpt76Vp69dVXnRwjOjo6OHjwoOdjRFdXF3v27HFyjAgGg+zevduqa+no0aOeu5bq6+utupYmfrYku+9NdrqrXAQAACAASURBVJxJdN87fPiwVddSTU1NQl1LM87IiEgGcD1QDgwDB4wx7dNCF75HKfBj4C+Ab0W/PkJEVgI/NcZcKyIHgLcZY5qizx0DbgL+GnjZGPNf0ce/GWV+OJWfzsioVCqVSnVxKekZGRFZJyKPAPXA3wHvBT4GPCsir4jIB6ODnBlljOkBqoGbgdLoV0cAK4CW6N+bgJVR70ygBOiKf3wSZlYVGym64F162/Ka3X/etrxmd8Onq7ctr9nd8KnynnJGRkS+DzwM/NJMeJGILAHeR+Tk3G9PwS8GgsaYHhHJA54hcgLvB4AfGmMeE5F/BfYaYx4WkY8D1xpjPioi9wLvMsb8lohcDXyPyOxMOfA8cKkxZsp5Jp2RUalUKpXq4lLSMzLGmPcCvwJeO8lzp40x/zTVICaq5cALIrIX2AE8a4x5CvgM8GkRqSdyDsw3o6//JrAw+vinOXeS7wHgB8BB4Gng49MNYmwU+47TBe/S25bX7P7ztuU1uxs+Xb1tec3uhk+VdyLnyLxsjLlgMDOf5XVGJhgMkpWV5dnXhnfpbctrdv952/KaPf2y63rT7K69bX619IyIvFtsayx9oI6ODme8S29bXrP7z9uW1+xu+HT1tuU1uxs+Vd6JVEt+GigAxkVkBBDAGGPsShTmoUpLS53xLr1tec3uP28bvqqqiuLiYp588smUe88G79f1ns7etrxmd8OnynvGGRljTJExJsMYk22MKY7ev+gGMQCDg4POeJfetrxm95+3LV9SUuLM25b383pPV29bXrO74VPlPeOMjIi8abLHjTEvJplp3svmuzxb3qW3La/Z/eftha+qqgJg27ZtrFmz5uz96urqOfeeTd5v61297XnN7oZPlXciXy39Sdzfc4n8DHoXcGvysVQqlUqlUqlmTzMOZIwxd8bfj16N98tzlsihgsGgM96lty2v2f3n7YWPzbxUVVWxcuVK/vM//zNl3rPJ+229q7c9r9nd8Kny9tK11ARc44Gbc4nInSLySGdnp6celfz8fKuupdgZ1l56VGKs1x6V/Px8q66lvr4+zz0qIyMjVl1L4+PjVl1LgOcelezsbKuupa6uLs9dS2fOnEl6O8UvU0FBgVXXUnd3d1LbKbZMpaWlFBcXW3UtGWOsupZCoZDnrqVAIGDVtdTb22vVtVRQUOC5ayl+m3vpWortc6k+RnR0dJCRkWHVtTQ2NubkGBEMBhkYGLDqWsrNzfXctVRQUGDVtTTxsyXZfW+y40yi+15WVpZV19Lw8HBCXUsYY6a9Af8MfDV6+xqRFuv/molzedu8ebPxoubmZk/cbPAuvW15ze4/b1tes7vh09XbltfsbvjZ9gZ2mkk+8xO5IN4H4u6OAyeNMb+aFnIsvSBeannN7j9vW16zp192XW+a3bW35wvimUgNwfeJnOC7B9juOdU8V0uLXRelDe/S25bX7P7ztuU1uxs+Xb1tec3uhk+VdyIzMlXAt4GTRC6GtxL4gJnHP7/W0kiVSqVSqS4u2VQU/CPwVmNMpTHmTcDbgK/MdsD5oHSoO58LXrP7z9uW1+xu+HT1tuU1uxs+Vd6JzMjsNcZcN9Nj80k6I6NSqVQq1cUlmxmZnSLyTRGpit7+jcj5Mhed0mHkOhe8Zvefty2v2d3w6epty2v2uecPt/Xxtz87xPOH2lPunciMTA7wceANRM6ReRF42BgzapVwDqUzMiqVSqVSza1aeoZ5ck8LW2uaOdzWD8CtVyzh33/3xjnxs/nV0qgx5iFjzLuMMXcbY74ynwcxNopdQMgF79Lbltfs/vO25TW7Gz5dvW15zT57fO9wkMe2N3DvIy/z+i/9gr/72WEOt/VTmp/Ffa9ZxcdvWTdn3lMpkRmZ1wN/BVxCXKWBMWat93hzK68zMqFQiEAg4NnXhnfpbctrdv952/KaPf2y63pL3+zBMFQfOc3WmhZ+cfg0Y6EwADmZGdx25VK2bKyg8rLFZGdmXMDOZnabc2S+CTxE5KulG+Nu8062FQUtLS1WFQW1tbWAt4qCGOv18uMtLS1WFQUHDhzwfPnxI0eOWFUU1NfXW1UUnDhxwvPlx5uamqwqCvbs2eO5oiC2zb1efry1tdWqomDfvn1Jbaf4ZTp06JBVRcHx48etKgqOHTvmuaLg1KlTVhUF+/fvt6ooaG1t9VxREL/NvVQUTDzOpOoY0dHRwcmTJ60qCo4ePerkGBEMBjl48KBVRUFzc7PnioLW1larioKJ2zzRfW90dIwnXj7IJ7+7nc1/8wwf/a/dPH2gjWA4zKaKAr70rmt44oNX8Q/vupLrFsLI0MAFy9TY2GhVUXD48OGEKgoSmZF51RjzmmlfNM/kdUZmeHiYvLw8z742vEtvW16z+8/bltfs6Zdd11t6ZD/c1sfWmhaerG2mpXfk7ONXLS/m7o0V3Hl9OctKcufEeyZ+qhmZKduvRWRT9K8viMjfAz8Czp4bY4zZ7TndPFVfX5/VSrfhXXrb8prdf94x/o477gDONVun0jud17sfs+t6u3izT3bSLkBFaR5vuayE+15/GZcuLZoT79ngpxzIELkQXrziR0EGuNVDrnktmxVuy7v0tuU1u/+8bXnN7oZPV29bXrNfqN7hIE/vb+XHNc28eqKL2JczJXlZ/MZ1y9myoYIbLiljYKCf4uLkBzHTec82P+VAxhhzi1UCH2p8fNwZ79Lbltfs/vOuqqpi2bJlbNu27ex9SHxmRre5Gz5dvW15zR7R6HiIFw538ERtM88fPs3YeOSk3ezMDN5y5VLu2lBO1eVLzjtpd75kn07TzciknWY6X2gueZfetrxm9583YPVrAtfZ/bze5yJ7ogNRXW/+4229Q+Ewrxzv5InaZn6yt5W+kcjgQARet24hWzZWcPs1yyjOnbyl2g/rXQcyccrJyXHGu/S25TW7/7yrq6sZGBigubn57P1UebvmNbv/vG35dMx+pK2fH9c0s7Wmiba+c5d+u3J5MXdvLOed11ckdNKuH9b7tAMZEckAbjbG/NoqjU80MDBAYWGhE96lty2v2f3nHeNdeqfzep+t7LGZmES/ItT1lnpvWz4ZtrV3mCdrW/jxJCft3rWhnC0bK7gsyZN2/bDepx3IGGPCIvKPwGs9J/GRysrKnPEuvW15ze4/7xif7EzMbHq74jW7/7xt+Ys5e+yk3a01LbxyovOCk3Z/4+rFvHb9UjIyZE7854pNhk/kgnjPiMi7RcTbWvCR2tvbZ37RHPEuvW15ze4/b1tes7vhJ7LV1dVUV1dTWVlJZWXl2fup8PYTf7FlHx0P8fMDbfzhf+3ixgef4zM/3MfLxzvJCmTw9muX8cj7N7P9c2/mi3dfy8rcMc+DmLnIPhd8IhfE6wcKgBAwTKQ40hhjiq0SzqG8XhDPGIPNeM2Gd+lty2t2/3nb8pp9fmVP5mRfXW/+4mNsOGzYcbKLrbUt/GRvy3kn7b527UK2bKjg9msvPGl3PmSfLW+b0sgiY0yGMSbLGFMcvT9vBzE2On78uDPepbctr9n9523La3Y3/FTsTDMxc+ntB97P2Z/feYgvPX2YN375Be555BW+v72BvpFxrlxezGfvuIJfP3Ar3/uDm/mtG1dO+sujdFjvMw5kJKLfFpE/j95fKSI3WaWbI9l2La1du9aqayk2u+WlRyXGeu1RWbt2rVXXUk5OjuceleLiYquupbKyMquupaVLl3ruUVm1apVV11JGRobnrqXYNvfao7Ju3TqrrqXMzMyktlP8MhUUFFh1LS1evNiqa2nhwoWeu5bKy8utupaysrKsupbWrVvnuWspfpt76VqKKdXHiI6ODpYvX27VtVRaWurkGBEMBsnLy7PqWlq9enVS2+mVPYf5xrZjvPnLz/H7PzzB16uP0dwzzNLCLD78htV897ev4r8/tJH3XFNKTmh42mWa+NmS7L432XEm0X1vxYoVVl1LhYWFCXUtYYyZ9gZ8HfgX4FD0fhmwYybO5W3z5s3Gi+rq6jxxs8G79LblNbv/vG15ze6GT1dvW94P2XuHx8zj2xvMvd942ax+4ClzyWcit6v//KfmgR/uMS8fO2NCofCceM8VP9vewE4zyWd+IufI7DbGbBKRGmPMxuhje4wx108LOpTXc2RUKhdK9qq6KpXq4tDoeIjqI5Er7T536Pwr7d525RLu2lBB1eWLycn0fvHKi0mez5EBgiISINKvhIgsBsKznG9eKDb15YJ36W3La3b/edvymt0Nn67etvx8yh4OG7af6OKzP9rHTQ8+z0f+cxc/3ddGMBTmtWsX8uV3X8fOz9/Gw/dt5m1XL6Pp1Ml5k32+eicyI3MfcA+wGfgP4D3A540x/22VcA6lv1pKLa/ZvfG33HILxpizFzOrrKwEEp+ZSdf1Zstrdv952/LzIXvd6QG21jTzRG0LzT3DZ5+7YlkRWzZWcNeGcpaXXFiSOB+yz5f1bvOrpe8Cfwp8EWgBtsznQYyNGhsbnfEuvW15ze5NV155pTNvW163uRs+Xb1teVfebb0jPPLiMd76j7/grV95kYejJ+2Wl+Tyh1Xr+Pkn38TTn3wTH61cN+kgxsZ7PvCp8p5xRgZARDYBbyDy9dKvjDG7rdLNsbzOyIyOjlp1Q9jwLr1tec1u5+31HJn5kN2Fty2v2f3nbcun0rtvJMjT+9rYWtvMy8fPXWm3ODeT37huOXdtqOCm1QsSvkidrvdzvOcZGRH5C+DbwAJgEfAtEfm852TzWN3d3c54l962vGb3n7ct75WtqqqiqqrKl9nnA5+u3rb8XHuPjYd55kAbH/vuLm74wnP86Q/38utjnWRlZHD71cv4u3esZcfnb+Nv33UdN69dmNSVdnW9z6xE2q/fC2w0xowAiMjfAbuBL3hON09lU25ly7v0tuU1ux3r9ddK8yH7XPNTzVb5Iftc8OnqbcvPhXc4bNjV0M2Pa5r5yd5WeoeDQNyVdjeWc/s1yynJy2JgYMDzL490vc+sRAYyJ4FcYCR6PwewOxV5nmp0dNRqxdvwLr1tec3uP28bvqqqioqKCr773e8mxcC5luaPfOQjNDc3ex7EpeN6T2dvW342veva+9la28zWmsRP2p0v2VPNp8o7kYHMKHBARJ4lco7MW4BfishXAYwx93tOOc9k24tpw7v0tuU1u/+8bflpr7I5C/zEgc/EmZl0Xe/p6m3L23qfGQjyowPH+XFNMwdb+84+Xl6Syzs3VLBlYzlXLJu6uUfX+9zyiVxH5sfAnwEvANXA54CfAbuit3kj24qCQCBgVVHQ0tICeKsoiLFeLz8eCASsKgo6Ozs9X368r6/PqqJgcHDQqqJgbGzM8+XHY+ve6+XH29vbPVcUxLa514qCzMxMq4qC06dPJ7Wd7r33Xu677z7q6uro7+/n9ttv52Mf+1hC2+mxxx7jqaee4n3vex/33HMPDz30EI8//vi022nTpk0A3HbbbWRnZ7N+/fqzyzQ8POy5oiAUCllVFHR0dFhVFGRmZnquKMjMzOTTn/40VVVVnioKWltbnRwjOjo6zj431Xaqqqri/vvvn3KZBgYGUnqM6BsJ8vWf1/K+R17m9q/v4sGfHuJgax9FOQHuvn4p//pbV/DM/TfzO9cXs25h3rT7noh4OkbEtrnXY0T8ccZrRcFkx5lE971wOGxVUdDb25tQRUFCv1rym7z+aqm9vZ2lS5d69rXhXXrb8prdf95e+PhZko0bN1JcHPkfaDJfD8Xe4/HHH0/Ie6pzZNJpvU9k77nnHsDbuVXzeb3N9Ou9VGQfGw+z7WgHW2ubee5gO6PRK+1mBYQ3X7GULRsruOWK5K+0O5/X+1zys+091a+WEvlqKW0UOzC74F162/Ka3X/eXvjYB0xVVRUFBQX85Cc/Sdoz9h7Dw8PTv3AGpdN6jym23qf6um0uvW3Z6fiZvkacDf/p2NhJu1trmvnJvlZ6hoJnn7t57QK2bKjglktLWVrmZt35dX9NpXciXy2ljTo7O53xLr1tec3uP29bfsWKFSnxrq6unvSDWtd76r39vN4mY+va+/n7nx/mjV9+gd/815f57qsN9AwFuWJZEZ+5/Qp+9cCtPPbh13LvTasIDvZN8q52/qlgXfOp8k6kouA3J17Jd7LH5pO8frUUCoUIBLyXc9nwLr1tec3uP29bXrO7y/7mN78Z8PbV0nxebzPNMM1G9va+Ef53Tws/rmnmQMu5wcnyklzeuaGcLRsquHL5hbMArre5n/fX2fS2KY38bIKP+V4NDQ3OeJfetrxm95+3La/Z3fDp6m3D948EeeTZvdz36Cvc/LfP84WfHOJASx9FuZnce+NKHvvwzfzqM7fy2TuunHQQY+M9G7xf13sqvaeckRGRO4C3A78FPB73VDFwlTHmJquEcyivMzIqlUql8r+mOmk3O5DBLVcs5u6NFVRdvoTcLO+zBarUy8uMTAuwk8iF8HbF3Z4E3jYXIV0r9rMwF7xLb1tes/vP25bX7G74dPVOhDfGsPNkF5/78T5u+uJz/MF3dvKTva2Mjoe5blkef/eua9nxudv4xvtv4PZrlic1iNH1nphiFSSp9k7kHJksIr9uWmWMOWKVKkXSGRmVSqVKD9Wf7mdrTQtba5tp6j7/Srt3bajgnRvKqSidvFlaNbvyWoCbqGzOkbkdqAWejr7RBhF5MgHDlSLygogcEpEDIvJ/o4//lYg0i0ht9Pb2OOazIlIvIkdE5G1xj98efaxeRB5IILMn6ajbf962fLp62/Ka3Q2frt4T+dN9Izz60nHe8c8vcdtDL/K1F+pp6h5mWXEuH6lcy8/+7xt5+pNv4g+r1lFRmjevsvvJO1E+NhOzbds2tm3bdvb+fJqR2QXcClQbYzZGH9trjLluBm45sNwYs1tEioh8LbWFyDk3A8aYf5jw+quA7wM3AeXAc8Bl0aePEqlGaAJ2AO81xhycyltnZFR+0lz/L0aluhjUPxLk5wfa2VrTzK+PnSEc/egqys3k7dcsZ8vGCl6zZkFSzdKq2dHEawFVVlYCs39Ms5mRGTfG9CZraIxpNcbsjv69HzgEVEyD3AU8ZowZNcacAOqJDGpuAuqNMceNMWPAY9HXzrpil5h2wbv0tuU1u/+8bXnN7oZPN++x8TDPHWznE9/bzea/eZY//u89/LL+DJkZGbzt6qV8/b5N7PjcbXzpPdfx2nULpxzE6DafWz52vafKykoqKyvP3k9V9kQGMvtF5H1AQEQuFZF/Bn6dTBgRWQ1sBF6NPvQJEdkrIv8uImXRxyqAxjisKfrYVI9P9PiwiOwUkZ1ee1SWL19u1bU0MhIpCPfSoxJjvXYtLV++3KprCfDco5KdnW3VtZSfn2/VtVRcXOy5a2nx4sVWXUvBYNBz19LXvvY1qqqqKC4u5qWXXuJjH/sYt99+e8L7Xnl5uVXXUqy7xEuPSiAQSHo7xS9TUVFRUttp4jIVFBR47lpasGCBVddSOBy26loqLy/33LUUv829dC2Njo46OUZ0dHRQWlqa0HYaHx/npzuO8MD/1HLDF57h97+zk6f2tjIWMtywqoQH3ryKX/7JG/lc5RJuv2YZzQ0n5/QYEQwGERHPx4gTJ06wdOlSz11L5eXlVl1LEz9bkt33JjvOTLXvLVu2jIqKirPLtGjRIquupaysrIS6ljDGTHsD8oEHiXylswP4ApA7ExfHFxL5Wuld0ftLgQCRQdSDwL9HH/8X4LfjuG8C7wZ+E3g07vH3A/88nefmzZuNFzU3N3viZoN36W3La3Zv+tCHPmQqKysNkVZ5U1lZaSorK1PibcvrNnfDX8zede195u+fPmze8KXnzSWfeers7S0PVZt/eaHO7Dp8Ys685zOv2c8J2Gkm+cyfsWvJGDMEfE5EvmiMGZzp9fGK/uLph8B3jTE/ir5fe9zz/wY8Fb3bBKyMw1cQ+Qk40zw+qyotLXXGu/S25TW7N331q18lPz/f8zky6brebHnNPn+8T/eN8OSeyC+O9jefu9LusuJc7tpQzl0bKrhyedHZGZHZ9PYLr9ln1oxfLYnI60TkIJFzXBCR60Xk4QQ4ITKrcsgY81Dc48vjXnY3sD/69yeBe0UkR0TWAJcC24nMAl0qImtEJBu4N/raWdfgYFLjtFnlXXrb8prdf962vGZ3w18M3v0jQf5nVxPv/+arZ6+0u7+5j6KcTO65YSXf+4PX8KsHbuWzb7+Sq8qLiXyUzI/sLnjNPrMSab/+CpEL4D0JYIzZIyJvSoB7PZGvgfaJSG30sT8D3isiG4hMp58EPhJ93wMi8gPgIDAOfNwYEwIQkU8APyfyldS/G2MOJLR0SSorK8sZ79LbltfsdqzXM/vnQ3Y/8po99ezYeJhfn+zn2WcbeTbuSrtZAeG2y5dw98YKbrli+ivt+nW92fKafWYlMpDBGNMYGxVHNc1ZN2eZXwKTnUL+02mYB4mcNzPx8Z9Ox6lUKpVqfskYw+6GbrbWtPDU3ha6h4Jnn7tpzQK2bKjg7dcuozQ/22FK1cWgRAYyjSLyOsBEv9q5n+jXTBebgsHgzC+aI96lty2v2f3nbctrdje8H7zrTw/wRG0zT9S20NB17ryWtQvzeM+Nq3jn9eWsKMufM//ZZl3zmn1mJTKQ+Sjw/xH5yXMT8Azwcc/J5rEKCgqc8S69bXnN7j9vW16zu+Hnq3fspN0nalvY13zusmNLi3O4a0MFWzZUcElJwNmy6zZ3w6fKe8qBjIh8yRjzGeAWY8x9Vml8op6eHvLzk/+fwmzwLr1tec3uP29bXrOnX/aJ7MDoOD/f38bW2mZ+VR93pd2cTO64dhlbNlTwmrULCUQvUtfS0mL1webX9WbL33///dTX13s+l24+7TNzxU9ZUSAi+4BNwKvGmE2ekziQ14qCYDBodXKSDe/S25bX7P7ztuU1e/pkj10e4Nlnn4WMAC8e7WBrbQvPHmxjJHjupN2q6Em7t05x0m66rbfZ4t/61rcyNjbmeSBzMa13LxUFTwNngOtEpE9E+uP/9JxsHqulxe7yNDa8S29bXrP7z9uWT5aNlcjNhrctn07rfTZ4A4wUlvMnj+3kNV98ng99eyf/u6eFkWCYm1Yv4It3X8uOz93Gv/3ODbz92uVT/vIo3dabLR/7N2OMOa+IMRXes8WnyjuR0sgnjDFz0m00V9LSSJVqfkmLMS/UfF8nr7v9XQwuupIzBWvIKjt3+a9LlxSyZWMF77y+nJULvH9toJpeqSpi9JM8l0b6aRAjIneKyCOdnZ2eelTq6uqsupZeeeUVwFvXUoz12qNSV1dn1bW0a9cuzz0qtbW1Vl1Le/futepaOnDggOcelSNHjlh1LW3fvt1z11Jsm3vtUamvr7fqWtqxY0dS2yl+mWpqahLaTrH+qKGhIerq6rjvvvu499572b9/v1XX0r59+zx3LR06dMiqa2nnzp1WXUv19fWcOnWK7Oxs1q9fn9S+F7/NvXQtvfrqq9P+ezpwrJGvP3+Yt/9TNS0bPkTviteRVbac8GAX12V3sGL/f/KNLSv5+C3rGe1qSWrfO3jwoOdjRFdXF3v27HFyjAgGg+zevduqa+no0aNJHyOqq6t59NFH+dSnPsUnP/lJXnjhBb7zne8kve9N/GxJ9vNpsuNMovve4cOHrbqWampqEupamnFGxo/SGRmVan5I/1d5oebbOpnppN1t3/lHcvsa2Vb9gpN86a75PnOXSnmekUknxUaKLniX3ra8Zvefty2fKFtdXU11dTWVlZVUVlaeve+H7HPFb9rk/bcTs5U9GArzi8Pt/J/v13DDF57lj/57Dy/VnSGQIbzlqqX8y/s2sePzt/Hl91xPXl8DgnG+3vy8zW34Rx991GoQkw7rXWdkVCrVnEv/V3mhZnOdJPJexhhqGnvYWtPMU3tb6RocO/vcTasXcNfGcn7j2uVJXWnXGMPw+DCDwUEGggMMjw8zNNLH8EgXw6O9DI/2MRocZDQ4FPlzfISx0CjB0BjBcDD65zghM07YhAmZEKFwmDBhzn02nfuMykAQhAyJ/JkpATIzMsiUAAEJkJWRRU4gm6yMbLIDkVtuZj65WfnkZhWQm11AXnYR+bllFOQtID93Afl5CyjILiQzI6EL3ascaqoZmemuI7OP+D0o7inAGGOum8V880InTpxgzZo1TniX3ra8Zvefty2fLDvxA9ZP2ecT74U91jHAEzXNPLGnhVOd5660G3/SbkVZLr2jvXSNNFHXc5qevkZ6BtroHTpNz/AZekd6ODPYxWhGkL7xYfrDY/SbcQZNmPBkRTQ+VJ4xFBqhUAIUSSbFGTmUZOZSkllAdiiLZWXLKctbRGn+UsqKyikrXsmC0rVk583c0Kz769x6T3cdmUumA40xp7xFm3t5nZEJhUIEAlOXls0l79Lbltfs/vO25TX7/Mg+1fk2P/jfp/nfPa1srT3F/vZGApm9FGe2srSgi1ULhsjPG2Qo3MeZYD+doRF6zDghjwOS3HCYgrChwET+zDOGPDLIkwB5kkmOZJKTESAnI4ucjGyyA5lkZWSdvWUGssiUTDIyAgQkk0BGJhmSAZIRbb4WRISwiVyzJmwMBkPYhBgPhxgPjzNuxhk3IYLhcYKhIGPhIGPhccZMkJFw7DbOqAkxZEIMEWIIwyCGIREGM4SweFsBReEwC00GCySTxYE8FmcVszhvAYvzl7GkqIIlpWtZXHYZhQvXQVZu0u9/Me2vtnzSMzLzeaAyV2ptbWXFihVOeJfetrxm95+3La/Z3Wc3xhDOCRMuDLHqDSUsWplH0dWjhAqF933vjQxmjjFQFKawKMIGiXTMNBlgaMIbCxSHQiwIhSkLhykMhskLQkXpYkqzCijNLiYrnMOS0uUU5y2kKH8RRfmLyc9fTFZeKeQUQXYR5BRCIBsmGRQ0NTVZrTcbflo2HMKM9jM0eJr+wdMMDJ2hf+g0fcNn6B3pom+kh9P9HQzLO6hDeAAAIABJREFUKN3BQXpCI3SZMboJ0S3Qn5FBP3CScTD9MNYPY83Quw9az9kUhcIsDRuWSTbLswopz13I8oJyyktWU7HwChYtuZqMklWQef5XexfL/jqXfCLXkbkZ+GfgSiAbCACDxphiz+nmWF5nZIaHh8nLy/Psa8O79LblNbv/vGP8HXfcASR/nsZ8yD4VP9P5IvM5+0QFw0FaBlpoOHOIxtN7OdV5lJahVppGO2kODTE86bf/5xQwhoWhEEvHQywhk8WBXJZkl7AodwGL8pewqKiCBUUVLChZTVbRcu6670P0BzN5YduLwPm/qPLTekuVdzgcore/mc7uY3T2NnCmv4kzAy2cHuqgY7SL08EBTodHaGecsRlmfLLDhorxcSoIsCKzkFV5S1hVvIplRWtZU7GZ7EWXQeEyyEjuNzoX03pPekYmTl8D7gX+G7gB+B1gvedk81h9fX1WK92Gd+lty2t2/3nHeJfe6bze43ljDGeGz3DizEFOtO7gROchTvU30TDaRXN4ZNqvfArDYSqC4ywah8JgDsVSzIqiZVxdfhmrF1/GooWXEyipiHwAZmbT3t7O0qVLp3y/3uDUl5Ofb+ttPnhnZAQoK1lFWcmqaT8U29rayC7OpL3rKK1nDtHac5zW/kZahk7TOtZDS2iYrowwJ7KziFz9ZQhGT0LHSeh4ETn2LcrHQ1wyHmZ1ZgGr8xazung1axdfy5KlG5DFl0HB4klnwi7G9T5RCZ2mbYypF5GAMSYEfEtEfu052TyWzQq35V162/Ka3X/eVVVVLFy48Oy5Fcn+gmY+bvOJ54tMtUyusodNmLaBVvad/hWtR/ZT33WY44MtHB/vY3CKmRXBsHw8xKpxQ3lGHgXjhQwPldI1uIiusZW0hSoYWbSaazetS+hKuzNlj62rydbdfNzmfvAGyM/Ppzi/mAX5i7hyxesmfc1gcJDm3lM0nd5LU+dhGnqO0zjUyqmRLloZozkrk+Ys+DVBGG+Brhbo+jWFh8KsHQuyNiysyy5jffFq1i++hqXLNiGLLycvZ4FVdj+s90QGMkMikg3UisiXiXzrZ9fNPU81Pj7ujHfpbctrdv95A1Zlbq6zz/f13jvay9H23Rxt+jV1Z/ZT199IfbCPIZl8wFIcCrFmPMSajDxW5y5mdfElXLLoKopKruGF9lK+f2CU55rPzaAtKcrhnTeX88DGCq4uL46eFDs72eeCdc37IXtBVgGXLbqKyxZddd7jXV1dFJUU0TjQyMkzBznZXsuprqOcGGji+Gg3vRnj7M3NYS8AgzB0AE4doOj497k0OMb6YJjLcxdxWck6Llu2ifxl18OSq6C4fNIZHC/Z54JNhk9kIPN+IhfO+wTwKWAl8G7PyeZQInIncOfq1avp6+tjfHwcYww5OTkMDAxQVlZGe3s7K1eu5Pjx46xbt476+nrWr1/PsWPHKCkpoaGhgaVLl9Ld3U1hYSGjo6OICJmZmQwPD1NcXExnZyfLly+noaGBNWvWnH2PxsZGFixYwKlTpygvL6ejo4PS0lIGBwfPfmgEg0EKCgro6elh8eLFtLS0cMkll5xlY+914sQJVq1aRWtrKwsXLjw7xTbVMuXn53Ps2LELlmnt2rU0NjbOuEynT58+u/zxyxT7c7pl6u7uJjc394JlmvgeUy1TX19fUttp4jLF1kmi2yn25yc+8QkGBgb44he/mPB2mvgeLS0tlJSUJLyd4pepqamJBQsWJLWd4pepuLg4qe0Uv0zPPvssR48epa2tjU2bNvHQQw+dd/nxmfa9M2fOUFBQkNR2il+mgYEBgsEgv/d7v8eKFSt4+OGHk9r3hoaGyMjIuGCZWlpa+MAHPjDtMmVkZNDe3p7wdpq4TG1tbRQUFNDd3U1BQQEN3ac41vYyx87s5mhPHceCnbQyyQFYYOF4iHXjYVZnFBBsHqAouID73v1/yC66lMyFayEjQO/gCC83DvHI7iZ2Ng0QCncAkJ+VwZsvX8gbV+bw7jdeR8Opk6xaVkhzc3PC+15sn5tpO/3whz9EROjr65uVY0QwGGRsbIyWlhZPx4jx8XF6enrIzs5O6TEifplyc3M9HSNOnDhBYWEhTU1NSR8j6uvrKSsro+FkA2vXriWzN5PXb37L2e00MjJCb7CXpqFG6tpqaOmvo667jhPBTnoDQXYHctmdCzAEQ/uQY3tZeWScK0bHuCIc4IqCFawtvpyy5RsJLb6akeI1FBSXnbdMhYWFSW2n+GUCaGho8HSMyMzMpKuri7y8vLPbacrP/gRO9i0Aho2J/PZNRAJAjjFm4nnv80ZeT/YdGBigsLDQs68N79Lblvdr9qqqKkpLS9m6dWvKvW3Z2eLf8Y53AMmf7Dtb2b1eFG46/9LSyHU9enp6zns85vXUU095ym6Mobmvkd1Hf0b9mV0c6qnj0GgXvRK+4LW54TDrgyEuCxRwaUEFly68kksrXsuCihvZ8oGP0dPTe95Ppo1k8Fdff4yttc08c6Cd4WCkVyYzQ6i6fDF3bajgLVctZXx0WP+d+8zblvfCGmPoHOnkaPdR9jft5GTXfo701HF8tJPxSb7GXDY+ztWjY1w9Ns7V+cu4atF1lFbcCOUbGChcQ2HZ4pRln463Odn3eeA2YCB6Pw94Bpj8iz4fy28763zh/ZY9/lyKG2+80eoKq7Ox3ubiwzxR3oa18b7//vs5fvy453N0pvPfsGGDZzZe3cNd7Dv5HHsbtrG/6xAHRjvpmThoESgLhbhqHC7PWcQVZeu5fPlNXLLqjQQWXQ6BCw+xCxYspKenF4Ds5ZfRufrNDC68nA/+x46zr7nhkjK2bKzgN65dTlnBuZ/jtnXqv3O/edvyXlgRYVHeIhblLWJtxlqW3XQ/AMFQkGO9xzjUeYjDbbs41LGHwwNNtGVCW2YmzxcADEH/K6zY9xLX7Rzj2tEg1xWUc8WSTWSvuAEqNsPSqyEw81fTqVpviQxkco0xZ494xpgBEbkou9vLysqc8S69bXk/Zz98+LBV9026rjcvbPxgpaWlxbP3VP5TnewbU+zx3/3d32VkZOS8QVMwHORo225q63/Knvbd7Btqpong+QbRQcvVoQyuzlvK1Quv5soVr2fpJW9Ciqee9p6oP/2bf+CnB8/QtGE747ll9EcfX7e4gHdtWjHtSbt+2+bzhdfsEWUFsrhiwRVcseAKuPRuAELhEKf6TnGg8wAHTtdwoG03h/tP0ZQFTVlZ/LQQYIis3pe48vTzbHh5lA1Bw4bSS1lccROsuDFyK1lxwTk3qVpviQxkBkVkkzFmN4CIbAaGLbLNW7W3t7Nq1SonvEtvW95v2eN/mXHVVVfx8MMPp8w7Xp/61Kc4ePCg51kJG+/YsrvwBnjkkUdYtWqV59koG/+1a9eyv34fLx58nJqTz1HbfYj9wV5GJpz3mBcOc9W44bqcxVyz8GquWfUmlq++hcbu0aS9O/pHeWpvC1trmtnTFJmNIbeMwNgAv3vrtdyd4Em7Uy13ousxnf6dzxdvW36uvQMZAdaWrmVt6VruXHcnAOPhcep76tnbsZdXTvyS4/1HOD7UEjmpODeH7wBwmoqmrWyqf5yNoyNsChSzdtlm5PK3w8b7UpI9pkTOkbkReAyI/RdqOXCPMWaX53RzLK/nyMROBvMqG96lty3v1+xVVVWICC+88ELKvQFuueUWjDEXXF4+0Q91G+/Ysse85tJ7ssvox9a714HMdP6TvWdHfwsf/dN3kFUxSnBVPnXhYcwE/pLgONcHCrm+5FKuW/E61q+7g8wFay/4X2aiyz44Os4zB9vYWtPCL+vPEApHjrWFOZm87epl3L2xgteuW0ggI/FtOJV3ousxHf+du/a25edL9r6xPvZ17GNPxx5q23aw98w+BkOj5722NBTiztwV/On7npmT7J7PkTHG7BCRK4DLiRRGHjbGBGfAfKnYWdUueJfetrxfs1dXV3Ps2DHPvjbeAI8++ijr1q3z/GFu4x1b9g996EMp94Zz57F4bX6eyT+jYJz/ffUhdjW9xM6BU5wiCDcDZIAZIQu4ZizMhrylbFqyievW3cGCVa9PqAtnOu/xUJiX6s+wtebCk3Zvu3IJd22oYF3uIFddfqmHpb7QO9Fr5ySSPVlvP/Ga3Z4vzi7m9RWv5/UVrwciX0nV9dSxu303Nadr2N26ndOjXQQXX5by7NOVRt5qjPmFiLxrsueNMT/ynG6O5XVGRqVyIZuTjf3kPZdeZ/pb2XHoB2xv3MaO/hOckvN//pwfDrMxHGBz4SVsqngDV192J7mLr0zoOhozyRhDbWMPT9S28L97WugcHDv73Oa4k3YXxJ20O1uaqjTSxb6kSm8ZY2geaEZEqCismBMPLzMylcAvgDsnec4A83Yg41Wx37e74F162/KTscl8aM237Kn29vqhMxvZU+1dW1tLVVUVjz76qFX2fYf30D1awysnnuaV3jrqODd4QKAgHGZzOIsbS9Zzw6oqrrji3WRGT8itr68nd0ly3vH789lraZwZZGtNM0/UNnOy89zVKNYtLmDLhgru2lDBqoUXnrQ7m/vrdFfiTYS38fYTr9nnnhcRVhSdX/CYMu8EzpFZY4w5MdNj80k6I+NeLmcZVPNXXveLUDjEoVMv8OvD/8OvztSyNzTAeNxsSm44zKZwFjeVrOOmVbdy5ZXvIfP/Z+/M46OqDi/+vTNJCCQkgQQISQCBKAoICSjuZhAXxAWs1rWKWrfWpZX2V+vSaltb7V5tbd1QsW64AqWoRTS4omxh30ICIXvIShaSSeb+/piZOIRJMvNuZt5M5p7Phw/w5p055y7z5s59990zuPtMIaO+317+Ics3lfJeXimbDny7T82wwQO4dGqaz4t2+xr94fPWH8qgEVio7CPzDtD1+dS3gel9YSyU4N4Z1wy+mdqqfE+uv/fsVbVV+ZGqrcr3l9u1X9x7771s3Lixx35xsL6Izzcv4oviT1lzuJw6j9BfCzClHU6NG82po2cyddLVxCRmdPteRr3bbDYclmg2VAniJtk46Tf/A+E0EhdjZfbkkczLTuP08Sk+L9oNRL37+uWv+2vwtVX52rvaGpnjgUnAH4D/83gpAfg/KeUkw+4CDP3UUt/yexuMeHKN3LOP1HoP5Tbva663Aa6U8oh+0dHRzub85Xy26x0+r93ODs/bRUB6ewenxwzj9LTTOHnSNSSOmHLEGpe+fHLHvWj3rj8sonloJtLqWt/i6GBg/T5+/8MrOO+EEQyMsfZeeAP6geCGqrav14xQ9B4Mvvbe+1NLlq4HPDABuBhIwrlOxv1nGnCrYWcBhBDiEiHEs9XV1TQ0NFBTU0N1dTWNjY2Ul5fT2tpKUVERUsrOp1XcWSx79+6lqKiIoqIiWltbKS8vp7GxkerqampqamhoaKCiooKWlhaKi4vp6OigsLDwiPdwD57279+P3W6ntLSU5uZmqqqqqKuro66ujqqqKpqbmyktLcVut7N///4juJ7ZMB0dHRQXF9PS0kJFRUWPZSoqKvJaJimlT2XatGmT1zK5/548eXK3Zdq+fXtnmVauXMmiRYvIycnh3nvvJTc3l+eff77HMu3cudOvdupapj179vjVTu6/9+/fz759+/xqp67vsWHDBr/aybNM69ev97udPMt04MABr2Xyte9t3LjRa5l86Xtbt271q53eeOMNli9fzrXXXstVV13F008/zeLFi6k4uJ83P3yI+14/D9vLWdyw5hc8V5vHDtoY4HBwpiOGH8WewJKTf8XC89/np5e/z9QpP6GsbgB19fVHlCkmJobJkyf3WqaCggKvZSorK2Pt3kp+8uoaTnlsFTe9uJamYROR1hgGHCphqn0n6395Aa/dcRYXHJ9MfU2V39eI/Px8Dhw4YOga4eYavUZIKTv7XCCuEb2VKT8/v9vPk3tTygsvvBCr1cqECROOKtOOHTtMuUbY7Xa2bNli+BpRWFjI/v37DV0j3G1u9BoBR3+3+Nv3vF1nfO17hYWFfrVT1zJt27btiDJ1hx7XyLhyle6TUv6u25NCEEZnZFpbWxkwYIBhXRW+mdrd8X39pdQT15cp70it91Bs877keusDNpuN+KGtXH5rNp9VrWeDo4kOj19co9odnD0wnTNHn8NJU24gNiGtV31/ZwG7et93sIkleSUszSul8GBT5/Fxw+K4zLVo94bL53S+Z6jXe7hq93bNCGXvgeRr79/yDa2RkVJ2CCHOA8JqIGMUtbW1pKammsI3U1uV743rz4K9UPMeCdqqfH+4DkcHW/f8h493vEHS/Dr2Wjr4S+VngPMCNKMjirOHTubsE67kmMw5CGvvt2tUvUfFD2H5plKW5JWS12XR7iVTnIt2J6d/u2jXsz+HS733J21Vvvbev737stj3SyHEP4DFQOfPFXdkQX+CSriVKt9M7e74vj7aGYreg6V9xx13UFdXZ+hJi/5ab85dgx20WjaRcVoC57xwItXRrsGJBQY7HJxhSeScjLM5Y+r3SUjxf3M4T31f+2lzWzsrt1fw9roivizY0LnTblyMlQsmu3baHZdMlLWnO+6hW+/hrt3bZyiUvQeSr733Dl8GMu6U6197HJPAOX56Cnm0trYqVbwK30xtVX4ke4+Li6Ourq73EwOgHWr11tp6iK/yFjJmTjm7U6w0Wkez0/XacHs758aPYea4OUyfciMNTXaSk5MD7r29w8Hn+QdZmlfKh9vKaW77dqfdWccPZ252ut+LdkOt3iNBW5Wvvfdv775EFMw07CLMoLr3gwrfTO3e+L39Ugpl74Hiun/9l5aWsmfPHkN7YKhk5nTH9wd9UW+HW2r5fMMz/G/fB6xuO0izRcCIaABGH24nowLuufwR7rrzKT7kMPfn3uPkN9cY0nXXz7vvHr0fp7vOpJRsKq5nycYSlm8u5WDjt08/TRudxPkThnDlqZmGd9oNhXqPNG1VvvZuDj9Y2r0OZIQQI3CukUmTUl4ohJgInCalXKjkMAQRFeXLBFVg+GZqq/Ij2Xtra2vvJwVI2yz+4ZZa1mz6O7klH7PaXu0cvABYBCc4LJw79ETOnTyfm7//KLsQTPrlVUj+FXDvPS3ade60m8aY5DgaGhpIUIgLCOf+Gq7aqnzt3Rx+sLR9Oesl4EXgQdf/d+NcL9PvBjItLS0kJCSYwjdTW5Ufid7dv/7nz5/P/v37Da2R8dQ2spFgMOvN3trIVxuf5f29y/jYPfMCYBFMclg5PyWb86bewqjRZ3RycnPPw2azYbPZjirX4sWL/fLetX7uvvtu9u/f37nTbtdFuynxzp1252WncWJ64hG/7CKxv4a7tipfe+/f3n0ZyKRIKd8UQtwPIKVsF0J0/0B3GEOlwlX5Zmqr8iPZ+8GDB03TDjTf0d7GurwXWLH7HT5qLaXe4loEaxFMdFi5IGUa52ffSkbGaX2u3RNE9ADy7UOomTCdU363qnPR7qAYK7MnpTIvO53Tx3e/aDfU611r9z1fezeHHyxtXwYyTUKIZJwLfBFCnArUG7cWuqiuriYjw7dtzvuab6a2Kj+SvT/zzDN9ou1v+F9Xvqq+G9LhYOfOd/nv1pd5v7GASqt75sVCpsPChclTmZ19OxYxxift7spVXFzsl/ePVn3M5/kHufb+vxI99iRKomMBsALnHD+cuVlpnDdxBINier+kRXJ/DVdtVb723r+9+xIaOR14EpgMbAWGAVdIKTcbdhdgGN0Qr6OjA6sPe1gEgm+mtio/XL3bbDasViurVq0KunZ3XH8GMn1Zb2UHvmL5+r+zvGYLBR5vme6AOUmTuHDqLRw77lzD2l3L5Qvfc9Huy7nbcMTEdb42oLGUuKrtrFz4OMnx/m24Fa79NZK1Vfnae//wbiSiAAAp5XogB+dj2LcDk0J1EKMaUbB//36liAL39t9Gth/vunW4v9uP79+/P6ARBT2Vadu2bT5v1R1KEQWTJ09mypQpIRVR8OGHH/LGG2/41PeKioqUIgq++fJ93vvwx9y4MIvzP76NJ+udg5gkh+SqgWN4MvMu3r1yDVed/gQjUmb0SUSBu0y7d+/utp0+3bCdJz7aw5mPrWTeU1/w0pf7cMTEMaj9EPYN7xG/+k9cnlDIeEcxjpYGv/ve3r17/d4m3rNMeXl5hq8R+fn5nZ9XIxEFnm3enyIKfClTOEcU7Nu3z3BEgTt+xmhEQdc297fvebvO+Nr3CgoKzI8oABBCbMK5uHexlHJvjyeHCIzOyGj0HYw8jhwsGAm27C/oaGvhm/X/Ymn+u6xqr+Wwa91LjJScEzOMS467gtOyvk90VGxQfVU3trJ8cxlL8krYWOS5aDeGi1077U7JSGTmTOduEF3bKpT7m4aGRt/A8IwMcCnQDrwphFgrhPipEGJ0nzsMAbhHimbwzdRW5Yez97lz55qmHbRyS0lR/gc8+eZcZr9yErftfpH/Ouo5bLEwnYH8avQl5F7xMX+89hPOPulOnwYxfeG9ua2dpXkl3PTiN8z43SoeXraNjUV1DIqx8p3sdBbdPIM198/ikUsnMXVU0hFPHoVFvQeAH6naqnzt3Rx+sLR7nZE54mQhjgV+AVwnpTR+4yvA0DMy5iGcZjv6+6/45voDrPzqj7xX+inrrd9Oy6Y7BHNTpnHJyT8mIzUraH5sNht5mzYz4exLOf3aHx+x067VIjj72BTmZaf7vGjX/Z4QHv1NQ0NDDSozMgghjhFC/Ax4Azge+Fkf+wsJRMLINRD8cPY+bdo007R94br3YfGVLzva2bJhIY+8ksPMd2fzUMUnrLd2MNAhuTQ2nRdPeogVN+bxg0te4nCj8a3D/Sm3lJJNB+qoHjOThOv/TsUJ3+W9jSU0t3Uw4FApQws/4usHZvHiTTOYm5Xu0yAmUvtrpGqr8sPZ+4IFC7q9BgRaW5UfMjMyQoivgWjgTeBNKWWBkrMgQM/ImI/+PtsRLPhaj/WV21i+5o+8W7WO3VHf3oLJYiCXHXMBF8y4l7iBQwPo9Gjsr25iycZS/v6fNbR7aNuri2ne+Sli/zpqD+wG1GdSdH/T6K/QfftbqMzIzJdSTpNSPh4OgxgVuFedm8E3U1uVr733PddzR9zVq1d7nZnZV7CHjd/8gwdePp1Z/72Sx2vXsztKMMQB8xMmsnTWc/x7/jd8J+c3XgcxgfBe3djKy1/t47J/fkHOH3P560e7aR84FEdzPQ3rllK26F5Kn7+DGYMO4mio6HP9QHE96z9U+0x/1lblh6N3d5+Ljo7u9hoQKO2+4gdLu9s5XCHE94DXpJQ7u3l9PDBSSvm5IYchiLS0NNP4Zmqr8r1x/fn1EGreQ127oXIb//nq97x9cD35Uc7fIkIITrcm8J1jr+CcaT8kOrr3vVX6yntLWwf/217O0rxSPt1dRbvHTrsXuHbaPWN8MufOepa8lkpOy8lh+fLlREdHG/612dV7uPQ3VX6kaqvyw9n7l19+aZq2Kj9Y2j3djE4GNgoh1gPrgSogFsjEua/MQeDnSi5DDFVVVUoVr8I3U1uVr70HXtuCZMK4eh5++UxWdLgem46ykOyAy1KyufzU+8gYNilg+l1RVlHJvuYYlmws4cNt5TR5LNqdOWFYr4t2w6XevWVgZWZm8vzzzxvS9le/L7nhrK3KD0fv7sH5LbfcQn5+vuFbS5FQ790OZKSUTwgh/gGcA5wBTAFagB3A9VLKop7eWAgxCngZSAUcwLOu9xyKc1+aY4B9wJVSylrhfLbyCWAO0AzcKKXc4Hqv+cBDrrd+VEq5qNeSGUBSUpJpfDO1Ae644w4aGhoMfVjM9h6u9e4Ld1iihfO/M5TWGeV8PjAGZD1YLJxiTWDeuO9wwYy7iY4yluTsr3cpJVtK6lmysZSleSVUN7V1vpY1KonLstO5aMpIUrrZadezbzU3Nx91zB+Y2eaVlZVK/P7cX0OVH87ezexvqvxgaff4eICUsgNY6frjL9qBn0gpNwghBgPrhRArgRuBVVLKx4UQP8c5q3MfcCFwrOvPKcC/gFNcA5+HgZNw5j2tF0Isk1LWGvDUI5qamhg0aJApfDO1ARITE2loaDBFO1LrvVuulLz67M9YvO5vtB+ewCbXFt2DHTBvyGSuPPU+jknNoqqqyvAgxh/vRdXNLMkrYUleCQVVTZ3Hx6bEMTcrjXlZ6RyTEtfDOxjXDgTfH663rKiqqipDukb0+5Ibztqq/HD2vnDhQoYNG2aKtio/WNq+bdZgAFLKMqDM9e9DQogdQDowF7C5TlsE5OIcyMwFXpbOx6jWCCGShBAjXeeulFLWALgGQ7OB1/vac3R0tGl8s7TdF+iioiIKCwsNrVnwpu3P+0RivXvjyrZm1qz5M6/lv8dqSxtSCLBaGd3Uzi1TvsfsGT9moEfeUCC91zS18d/Npby3sYQNHjvtJsfFcMnUNGZlJnDmCRlHbFLnDd31g1Cq93DiR6q2Kj/Y2l37fTh570t+sLR92kdGFUKIY4Bs4GtghGuQ4x7sDHedlg4c8KAVu451d7yrxm1CiHVCiHUqOSoqWUsHDjhtGslRcXNVclSMlGnMmDHExcWRnZ1NdHQ0U6ZMOeI9fMnnqK2t9Vom9x4tvZWpoaFBqUzNzc2Gc1Ta29uVspZKSkoMt5O7zXdu/JjFS29g3ssncVvhm+Ra7ViBC2PSeDr7V7x23RpOP/YW6LD4nA3jS5nKysqO4G7duZtlm0q55p+rmfHbj/jF0m1sKKojNsrCRZOG8fcrjmfFHdn89JwxjIxppa2trdd2mjhxIrGxsUf1vaamJr/zbjzLdOjQIb/zbtzt1Nra6vfnKTc3l4ULFyKl7DzPaNaS0WuE0bwbzzIVFxf7fY1wl6myslKpTIcPH1YqU11dnSnXCLvd3tkm/rST+/pXWFiIw+EI+LW8uzJ1/W4JZt+z2+1KZaqpqembrCVVCCHigdXAb6WU7woh6qSUSR6v10ophwgh/gs85n4uUjo2AAAgAElEQVQKSgixCufGe+cAA6SUj7qO/wJollL+uTtNo/vIVFVVKU3hqfDN1Aa4/vrrOXDggNcZlN5mVzy1jey0GpH1LiXb177G+3te4J3Wcg5Znb8phkvBVSPP4junPUBKwlHj9b7R9uAPTU7hy70HeW9jCR9uPXLR7lnHpnBZN4t2e9PurR9EZJv3AT9StVX5wdLurt+/9dZbIe89EPy+1u5uH5meHr9e0JOAlPIvvZkQQkQD7wCvSinfdR2uEEKMlFKWuW4duVcyFQOjPOgZQKnruK3L8dzetI0gLs6/+/x9yTdTG6C+vt407Uiqd2lvZdPaf/DyztdYZWnFIQRYLWRZ4rnuhOuYlX0b0Vbf1r0Y9S6lZGtJA2+vLWXF9k1UHWrtfC1rVBLzstK4eGpat4t2VbRDga+9h5+2Kl97N4cfLO2e1sj8CcgD3gdagZ5vhneB6ymkhcCOLoOeZcB84HHX30s9jt8lhHgD52Lfetdg50Pgd0KIIa7zzgfu98eLr6irq1NamKTCN1Mb4Omnnz7qMTdvj57C0bMrntreFkf2hkiod3tjJR99+iv+XZrLlmgLWCFKwpxBo7luxk+ZPGZmwLTdKKpuZmleCe91WbR7TPIg5malMy87nbE+LtrtTbu3fhAJbR4IfqRqq/KDpd1dvy8tLQ1574HgB0u7p4HMNOBq4CKc+8i8jvNpI1/vRZ0BXA9sEULkuY49gHMA86YQ4vtAEfBd12srcD56nY/z8eubAKSUNUKI3wBrXef92r3wt6+hMgWmyjdTW5WvvXePxvItvPP5I7xSv4PyKCtEW0iUcOXwU7jilPtJSx4fMG3oedHunBNT+c60DLK6JEv3lbYnul7Y+3Ob9xXf2yBQ11v4aavytffe0dM+Mnk4Z2R+LoQ4HbgG+LsQ4j4p5bLe3ti11qW7q+MsL+dL4M5u3usF4IXeNFVRWlrKmDFjTOGbqd0d39fZlZ64RrX9QSjWe/nu93n1mz/wtr2SRosFoqwcQzTXj5vHJaf+lIHRg5wL6ZKP5Pkzk9WddktbByt3VLB0YwmrPXbaHRht5YJJI5ibnc6ZmSmUFh9gzOghR/F9ga/11rUP+ctX1e9rrtl8I1zPPqXrLTjaXT+/4eS9L/nB0vYlNHIYcCXOmRM78Asp5RrDzoIAHRrZt9ChZT7C4WD3xhdYtPkZVogW2l2zHCdZE5k/9XbOnnwdFtHzg4JG67rDIbtdtHtmZgrzstM4f2IqcQMCtuOCVxhZ/B3p6Os6059fjf4Cv0MjhRA3CSE+AN7CObNypZTyvFAfxKggEuLOu0NPUfG5ubk9XgTN9q5a70bD2Nx82dbC2k9/ww9fyOLyrU+wzHIYB3DBwAxet/2DF7/3ObYTrz9qEOPpu7uQyJ687dmzhy3F9fxm+XZOfWwV1y/8hnc3lNDU1sHUUUk8fMlE1tw/i0U3z+Cy7IyjBjFufSPlD/c2N0tble8P11ufWrCgx2c4+kw71Pjauzn8YGl3OyMjhHAAW3CuYwHnrrqdkFJequAvoNAzMv4jkn+1GS27o6WOTz59hBcOrGRztHOQEivhsiEncsOZj5CRfJzfHrr+CnfD09uBGtei3Y0l7FVctOupHci2j+T+ZRSqdaZnwzT6G/x+/Brw/zGKMEd+fj6ZmZmm8M3Sdl/skpKSWLp0qaGLp5n1psK32WxMmzat16eyusLeUMqKTx7khaqvKYh2LuBNkoJr087m6jMeZkicbwvUPH13t5bE7e2scy+kKXkCY21Xsn7/t+kc7p1252al+b1od8GCBWzYsMHv8nf13hO6m+mJxM9aX/D94Xpb46b66zoS6i3U+Np773y/N8RzhUFeLaX8o0FvAYeekekZnhe2YP9qC6Vf5v6W/XD1Ht755AFeqt/mfAIJGNrWwfCd0Sx67EsGxajtmeDpCcBhiWJ9WRtxE20MGn8SWJyaA6OtnD9pBPNci3ajrcY26A5G24dSe0cqdBto9BcYmZHxJKfgXOx7Dc54gPf61l5ooLCwkLFjx5rCN0vbfXG755572Lx5s6GLnZn1psLPzc2lsLCQm266qfP/3tBYtonFnz7Ey017qbFaIcpKaksHCVtjaS7M4O0VH1C1/qIe38NX36s+/oSv9lY7F+1uK2dYazsAFgFnHTvsiEW7hYWFRFuHe3trn/Diiy8yduxYQ190vdV5b3sQReJnrS/4Rrie7arrLfjaqnztvXd+T4t9BwshbnAt+P0GyATGSSnHSyl/athZACGEuEQI8Wx1dbWhLItRo0YpZS3Z7XbAWJaFm2s0R2XUqFG9ZlncfPPNzJs3j6qqKkpLS7n88suZP38+LS0t2O12rFaroRyVQYMG9ZrPYbPZuOeee/jyyy9xOBxcdNFFzJ8/n4aGBgYPHqyUOTJ06FDDOSojR44kMzOThISEo9qpfE8uTyyayfnvX8vfDu+jxmplgozlr9k/YfLuC6jemoBVWImOjmbChAnExcX5laPS3t7e6WdLcR0/e/1rTn3sI7638Gve2VBMY2s7ca0Hyahaw/Jbp/L0NSdy8jCIjRIUFhYyevRopQwfN3zNxPIs04ABA3psp+zsbIQQzJw5k8GDBzNu3DiSkpI62ykpKUkplygxMdFwNszw4cOV8m6EEEpZS6NHjzacd+PZ5kayljz7XHefp+7KZLValbKWUlJSlDJ84uLiTLlG2O12oqOjlXKJ0tPTDWctjR49Wilrqet3i799z9t1xte+l5qaqpS1FBsbq5a1JIRowTmAeQj4XEophRAFUspx3b5biMDoraXi4mIyMjIM66rwg6Hd062E22+/nV27dhmakVHVDrV6r933KS9//giv2ytosjjH+tOiErl1+o85Y8LlR6xDUam3b7bv5Ztyx1GLdqMO1/LDi2YwLyuNccPi/fLuD4LRX7ub7QkH76HIj1RtVb723j+8G7m19ADOnX3/BbwmhFhs2E2YIDk5ufeTAsQPhnZPG9y5U3HN0A6Vej+4dxWLvvg1izsO0mKxgMXCqdHJ3H7Kzzlp/GyvfH/rrbapjeVbyli6sYR1Hot2h8bFYN+7htIvlzI5LZ4Ff/ueX96NINT7a6D42nv4aavytXdz+MHS7mln378CfxVCjMO5NmYJkCaEuA94T0q5W8lhCKKhoYGBAweawjdL2z2waGhoYOPGjV4HGr2toTCz3lT5DQ0NNJV+wUtf/JrFHdUcdg1gzhowgttPe5CpvWQgvfDCC4wYMaLHcw7bO/hoRwVLNpaQu+vbnXYHRFm4YFIqaxb/nd2fLqW+1pm88eke51NkWVlZPc70mF1vvnBDsc+Ee3+NRG1Vvvbev733uthXSlkA/Bb4rRDiRJyDmvcB4yExIQqVClflB1Pb25dLdXW1adpm1fvBvR+x6LNHeEvWdg5gbLEjueP0h5k06gwl7Q6HZE2Bc9HuB1vLafRYtHv2ccO4LDuN00bFkZoyBNszBeDo/v6vv9rB4JuprcrX3sNPW5WvvZvDD5Z2twMZIcQ/gNellF+4j0kpt+DcJO8BJXchCvdCODP4Zmm7BxZXX301Y8eO9ToT09s+I2bWmxF+TeEnvPjZw7zhnoERzgHMD874FRMzTjOsLaVkW2kDS/NKWLaplIqG1s7XpmYkMjcrnYunjmT44FinjxrnDIznbbe8vLxeZ2K8aRtBOPZXX/k9zSKGunet3fd87d0cfrC0e5qR2QP8SQgxEliMc1CT18P5YQ9/99TpS76Z2gBWq9U07WDx64u+5KXVD/Jqe2XnGpizokdw19m/8XsA46l9oKaZZZucCdP5lY2dr40eOoh52enMzUpjvJdFu+FSb6GmrcrX3sNPW5WvvZvDD5Z2T2tkngCeEEKMwbno90UhRCzwOvBGf1wjM2DAANP4ZmoDPPPMM8THH/ll62v6tdnee+MfKlnPvz+5j5ftZc6nkCwWzh4wgh+e+WvGJE05qty+oK65jf9uKeOddUVsONDQeXxoXAwXTxnJvOx0snvZaberb3+ffOqrektKSgKgrq4u6Np9zfdlFjFUvWvtwPG1d3P4wdL2ZY3MfuD3wO+FENnAC8DDgPGf8CGKxsZGQ19qfcE3U1uVH6remyu38/qq/+PFlkLqrVawWDg9Zhg/PP2XTB1jA6C8vNxn7cP2DlbtqOS9jSWs3l2JvcP5ayE22sL5E1O5LDudM4/1fafdUK23UNdW5Wvv4aetytfe+7f3XiMKhBDRwGycszKzgNU4bzMtMewuwDC6j0xra6vSCFKFH0xtb79Sw8W7L/y2mkIefuICvhodRbUrSmB61BDuPu0hpo873y9t96LdJRtLePvrvcgo57kWAWceO4yLJg/noqkZxA/waZNsv7QDzc/IyKCxsZH6+noAEhMTAd9mZoxoe/a7QJe9p1lEs+s9XD9rut60d7O1u9tHpqedfc8TQrwAFAO3ASuA8VLKq0J5EKOCiooK0/hmaqvyQ8V7R2MlS5dczyXvXcTycQOojrIyyRrPM6f+mhevXX3UIKY7beei3Xp++9/tnP74Kq57/mveWl+MjBpATGMZv7x4ImsemMXLN8/gtFSLoUFMd9rB5E+dOtU0bTffZrN1GywZKH2z6z1cvet6M4evvfeOnubAHwC+Ak6QUl4ipXxVStnUw/mmQzWiICMjQymioLXV+ZSKke3H3Vyj249nZGQoRRQIIQxvPx4bG+v3NvGeZYqPj1eKKEgaFMWKJbdw+Rs5PFSfR2mUleGH7Iz5NIbKFwfyxlOfIITwWqbU1NTOMm3eW8yf39/KrD9/wkVPfs5znxVS0dBKdGsdx7blU/Lc7UwsXs7LD93E4w87H9xrb2/3e5t4d5na2tq6LZMvfW/UqFFKEQVPPfUUdXV1XHXVVSQmJrJu3Trq6up86nvR0dG9ttPMmTP54Q9/yOzZs7n55pvZs2cPVVVVXH311SxYsICKigri4uKYMGGC330vISGhx8/T888/f0Tas2eZhg0bphRRIKVUiigYNWqU4YgCzzY3ElHg7nNGIgpUrhFVVVUkJycrRRQMGjTI8DViyJAhShEFVqtVKaIgLS3NcESBO37GaERB1+8Wf/uet+uMr31v+PDhShEFAwYMUIsoCGcYvbW0d+9exo83vj2OCj8Y2j3FBIS6d69ob2Ptp4/yl71vszXGeQsppbWDxLxYlj69EWTvic4bt+1me+MAlm4s5Zt9NZ3Hh8bFcNGJzkW7C+ZfhqAf1VsXvpHFvv70Nzc862/48OFUVlYaTt7uD/WutYPH1977h/fubi3pgUwEwkjacUjB4WDX2n/yty3P8Hm081CytHD7sd/lilPvI9oa3WMZ3Yt2l+SVkLvr6EW787LTOOvYYUct2g37egsSuhswu5Gbm9vjoFpDQ0PDG/xeIxOJcE95mcE3U1uVH0ztku3vcP9LJ/PdHU/zeTTESbgx8TRWXPsl15zxENHWaK+8Dofki/yD/N9bmzj50Y+487UNrNxeQYdDctaxKfzlyqmse+g8nrwmm3OOH+Hzk0eBrree1pCEc5u7b/3k5OSQk5NDbm6uX4OYcOmvfc2PVG1VvvZuDj9Y2npGRqMToTzjUF+0hudyf8ZrjhrsQhAtJVelnMRtM//IkLhhXjlSSraXNbBk49E77Z6YnsjcrDQuzUrr3Gk3FBHKbdIbfPEezuXT0NAILvSMjA9wL0Yyg2+U6/7FHo7efeG31hTy0uJLufCj77NI1mIXgovix/GfS5dw38UvMSRu2FH84tpmnvokn/P/+ukRi3ZHDR3I3edk8tGCHP5z95ncctY4DlWWBMy7CtfdrqtXr2b16tVeZ2b6Q5v7OxPTF/pGuJ713x/qPdy0Vfnauzn8YGnrGRkPSCl73Ik1kHyjXPfF9ZNPPvGZ3/VXsM1mQwjR+X9/1ysEot4ch+v5YOVPeaLyC0pde8GcEp3MgrN/x8SM04/i17fY+e+WsqMW7Q4ZFM3FU9KYl53GtNFDjtIJ1Tb3ZQ1JqHoPdb4RrudnJty89wdtVb723j+86xkZH3DgwAHT+P5yu/5iv/POOw3tx+HGCSecYJjbp/XW0c6G1b/huldO576aNZRGWckUsfxzxi947ppPjhjEHLZ3sGJLGTc8+zkn//YjHnxvK9/sq2FAlIWLp4xk4fyT+ObBc/nNvMlMHzPU6wcqVNvcPVPR0xqSUPUe6nx/uN5mxu68807D2v7q9yU3nLVV+dq7OfxgaRvbyaufYsSIEabxVbULCgp6PaenHJrW1la2b9/e+X9/0Ff1VrT5Nf669g98FNUB0RZSpIW7T7iBuSf/GKvFOSvT4ZB8XVDNkrwS3t9SzqFWZzqqRcBZx6YwLyudCyan+rxJXTi3ufZujrYvn7VA6YdzvWnv4aetyg+Wth7IeKC2tpbU1FRT+P5y3YMN9x4gL730krJ3Fa6KdumuXN7a+Civy1raowQDJdyYZuNG2+MMionr3Gl3aV4pS/NKjlq0e874wVx35gSGJ/i/aDfU27ynQWWoew9Vvj9cb8Gp5eXlhnSN6PclN5y1Vfnae//2rgcyHlAJt1Ll+8t1X1jdOTl33HEHdXV1PX7x9ZRmHR8fb/jJEaPlbj9UwVsf3sU/G7ZRZ7UigHmDj+Puc59geEIGxbXNvPhFPkvzSthd0djJGzV0IPOy0pmblU7m8HhXsJixJ4/Cqc1Dia+9m8OPVG1VvvZuDj9Y2nog44HW1lalilfhq2rHxcX5tTNrX+r7zW1v4/PcX/DHff+hINoKVisnRw3h/3J+z8ih01mxpZwlG786atHuRVNGcll2+lGLdlW9X3zxxYCxR4DNbPNw7q/h5r1rwGo4ee8P2qp87b1/e+9Xi31Vs5YApaylkhLno7xGclTcXF+zLJYvX84bb7zBBRdcwA9+8AOefPJJFi5ceFSZvGVZvPPOO7z77rtHlKmqqspwjkpdXZ3PmSN7817mBy9O5wclKyiItjJKRvHAqBs5/5jn+ONKwUmPfsQD723pXLRrGzeYhfNP4rWrxvLovBNJaq89qp1aWloM56h0dHSQmZlJQkKCoRyVsrIyw1lL7jY3mqPSXX6Ur33PHchmJEelpqbG77wbzzI1Nzf7nXfjWaampia/827cZWpra1PKWqqsrFTKWhJCGM5a8mxzI1lLpaWlfrVTX10jqqqqaG1tVcpaamhoMJy1pHKNsNvtVFdXK2UtSSkNZy0JIZSylkpKSrDZbCxYsMDva8T+/fu9Xmd87Xvt7e1KWUu1tbU6a8lfNDQ0kJCQYFhXhW+U675NtGzZspD23lC2iWdW3s1rjhrahSBewryh51J5+Fo+3FZNY6uzk1oEnD4+hblZacyenMrgWO879faFd5vNRnJyMu+++y5gbJt8M9o8FPjae+R51/UWvt4vvfRSwNiss9nePfndPX6tby15oKWlRanSVfhGue6OWVFREZLeO5prWfK/e3iyZj01rnUwpzrGsK18Pv/aOQioBGByegLzstK5ZGoaI/xctKvi3Z9pT29ri8xo81Dga++R513XW/h5t9lsjBkzxuuTqsHQD1a96YGMB1QqXJVvprYq3yvX4SDvqz/z2I6X2B5tAauVsa0DKS65mpWtEwDIGOJctDv7hGQmj07pW30fkJubS0tLS+eUcHcf7p7259FtHn587T38tFX5wdbuOmAw0/vBgweV+OFQ7/1qjYwqqqurTeObqa3K78qtKvyEn790Ctfnv8z2aAtD2iGl5Bw2F/wSh3Uy3zt1NG/fcRqf/WwmP71gAkmWwyHj3Rvy8vLIy8vzGheg2zz8+Np7+Gmr8iPVe25uLs8884zhcFZV/WDVm14j44GOjg6sVqthXRW+mdqqfDe3sa6c55fewuuOQpotFqKlJKMmk92185l1whjmZaWTc9wwYqIsXvlgbOozUPXedQNBNzzX0kR6m5uhrcrX3sNPW5UfLO3uokVWrVplqvdZs2YBxtbIhFK964gCH1BUVGQa30xtFb7DIVn21Tb++NzdXP3WOSxkP80WC2MbBzOp7Zdcf/bfWfvgxTx17TTOmzjiqEGMmd795SYmJpKYmHjEr5pIbHNfud6CLvtCW5Xf3+u9P2qr8iPdu9FwVlX9YNWbnpHRMIQdZQ0sySth26YVDBi8iG/inf1ohN3CrJSbufmc2/1atOtLSKJZ6PplHAqewgFGZtc0NPoDdN8PDPSMjA9wP99uBt9MbV/5pXUt/Ct3L7P/9ilXPrGckm0/ZPeIF/gmXhLrkNw0NIcVN37D/fN+5NcgJlzq3duvmkBo9zST0VfaqvyeuN6CFruWJ1S9hzo/UrVV+dq7OfxgaesZmTBHoEf+9c12VmwtY8nGEr4urAEkM+OWcDD1S/bFOO9dnjtgJD87/ylGDj1WWU//kgn/Ogjl2TUNDY3whZ6R8QGRMHL1hX/Y3sEHW8u4/d/rOPm3H3H/u1v4urCG4wfs4aJjfsm60V+zL8bKaBnF09Pv586T/qk0iInUeu/K9WUmo6+0Vfk9cd0zVz09KRGq3kOdH6naqnzt3Rx+sLT71UBGNaJg/PjxShEFbhjZftwNX7eAnjdvHjfffDMbNmzAYrFw6623cuWVV2Kz2QxtPx4zYABf7Knkzpe+4OTffsQdr2zgw20V2Dsc2MYN5M7M52g45jk+HWhngJTcMuQUXrj4fSZlzCExMdHnrbpnzZrF7bfffkSZhg4d2tlOb7zxBh9++KFf21qnpqYa3n58zJgxfm8T7/m31Wo1HFHghrtMcXFx5Ofnc/LJJ5OWlkZ6ejqpqandlikzM1MpoiA6OrrbduqtTPHx8b1+noQQTJw40WvfGz58uFJEQUpKiuGIgvT0dKWIgpiYGKWIgszMTMMRBZ5tbiSiwJ1RZuQaERsbqxRRkJaWphRRMGTIEMMRBSrXCLvdzqBBg5QiCsaOHWs4oiAzM1MposANI9eI/fv3e73O+Nr3Ro0apRRRMHjwYB1R4C/cX2xGocL3l9t1+v7OO+/klVdeISsry68p/J3lDby3sYT31h+gstHeeXxSmnOn3ROt/+OJnU+x1bV14lnRydx/3lOMGjbJkHdvt008+UZuqwSz3gOp7e+i4lDyHk587T38tFX52nv/8N7drSU9kPGA569UI1DhG+XabDby8vKYMWMGK1euBHpfk1Ba18KyTaUs2VjCzvJDncfTkwYyLzuNuVnppEVV8I/3b+X19iocQjDCIfj5lB8ya9rtRyRP++q9p3UTnnwjAxkz6r0vtbvWTWJiIkCvaeah4D3Q2t31h3DwHgh+pGqr8rX3/uFdr5HxAVVVVabxVbVHjx7d4+v1LXbe+KaIq5/9ijN+/zGPv7+TneWHSBwYzbWnjOZfVxzr3Gn33EwObPktc5fO5dWOgwjghiFTWHrNZ5w7/Y6jBjF94b2qqsrv9SF9pR+KbZ6VlUVWVlZAtVX5Zmqr8rX38NNW5Wvv5vCDpa2zljyQlJRkGt8o1/1Ltbm5ufPeo/tYa3sHn+ysZMnGUj7eWUlbhwOAAVEWzj1hBPOyv91pt7m5mYr9q/ld7k/ItbSB1cKJYiC/tP2R48fkKHt3e/L2CzsQ9e7rzE4otHlPdRMobVV+oLW7zlJ1rZtQ9h5IfqRqq/K1d3P4wdLWAxkPNDU1MWjQIFP4TU1NzJkzBzD2mGpTUxMAElhTUM3SvBL+u7mMhsPtAAgBZ2QmMzcrndmTU0mI/Xa6rqO1kdeX38QzTdtpsViId0h+NHYu3z3rV1itvXeRvqg3o1/mqvpmt7lZ2qp87T3yvOt6095DVVsPZDygci9Pla+qva+2jdn3Pc2yvBKufnZN5/GJIxO4LDudS6amkZp49CZ1Oze/yiNrH2dbFGCxcF7MCH4++xmGDxkfEO/eBih9We+9/ZIPpLYq198BbCh572t+bwPbUPYeSH6kaqvytXdz+MHS1gOZEIDNZmPYsGE+f/m60dOi3blZaczLTue4EYO9clsaSvnXf7/Py60H6IgSpDoED2XdTU72rX1SJqPQm6ZpaGhoaPgDPZDxgN1u7/2kAPFjY33b0r++xc4HW8t4z7XTrvuhs4RYKxdPTeey7HSmjx6CxXL0olwApOSrNX/m1ztepNhqQQDfG3wCV8/4LWMyjG1qZ2a9deV3XUPR28DITO+hVG+hqt1d+4WD90DwI1Vbla+9m8MPlnbABjJCiBeAi4FKKeVk17FHgFsB91LkB6SUK1yv3Q98H+gA7pFSfug6Pht4ArACz0spHw+U57i4OFP4ubm5NDc3c+DAgc7/e8K5aLeKpXklrNpZSVu7c9FuTJSF804YwdysNGaMjidpcHyPOvUHd/Gn929liaMWrBaOk9E8cuajnJg5h+bmZkPewbx66wu+P1xvM2XB0g41vvZuDj9StVX52rs5/GBpB3JG5iXgH8DLXY7/VUr5J88DQoiJwNXAJCAN+EgIcZzr5aeA84BiYK0QYpmUcnsgDNfV1SktTFLhd90zxOGQfLOvxuui3dPHJzMv+8hFu6Wlpd0OZKTDwf9yH+KxfUuptlqIkZI7hp/Bjec/SXTUgD7xbla9deW7Bxv19fVH/L+7X/Zmt3mo1Fs4aavytffw01bla+/923vABjJSyk+FEMf4ePpc4A0pZStQKITIB2a4XsuXUhYACCHecJ0bkIHMsGHDTOMPGzaM3NxcdpUf4vH3d7Isr4TS+sOdr08cmcC87DQunZruddFud9qVZet59H8/4BNawGphmhjEI7OeYGzGqUfxjYYVmllvqnxfuD0tIA6Etq/tEOr1Fqp87T38tFX52rs5/GBpm7Eh3l1CiM1CiBeEEENcx9KBAx7nFLuOdXf8KAghbhNCrBNCrDOao1JSUqKUtZSXlwf4n2VRVt/CrxZ/wYVPfMYFf/uUp1fvpbT+MGlJsXxv2nCW/WAGL159HFdnDSOmo9lrmUpKSo4ok+zo4OV3vs+8D27gE1qIc0h+kjKTv+bxD7wAACAASURBVM/7HwkDjz2qTNu2bcNqtTJlypQjyuRLPseuXbv8zrvxzOfYs2eP33k3nu1UUFDQ2U7Lli1j8eLFzJkzh9tuu41Vq1bx4osvdlumAwcO9NpOMTExTJ48GYC5c+cCMG3aNAA2b95sOGvJ3V+6lmncuHEkJSX12vdKS0uVspa2bNniVzt5lmnHjh1+t5Pn52nv3r1KWUv5+fmGs5b279+vlLW0detWpayl0tJSw1lLnm1uJGvJ3eeMZC1t27ZNKWvJ3WeNZi3t3r27T64RRrKWtm/frpS1VFxcbDhrqbS0VClrqWub+9v3vF1nfO17RUVFSllLO3fuND9ryTUjs9xjjcwI4CDO7U5+A4yUUt4shHgK+EpK+YrrvIXACpwDrQuklLe4jl8PzJBS3t2TrtGIgmCi4bCdD7aU897GEtYUVncu2k0cGM1FU0YyLyudk8b0sGi3B5QUfcmvPr6Hr0QrAGdZEvnl7GdJHTbR6/k9xQcEG0ZnhQL1PoF+T2/vHwrtoKGhoRFqCImIAillhZSyQ0rpAJ7j29tHxcAoj1MzgNIejgcEgY4cb23v4MNt5fzw1fWc9OhH/OydzXxVUE201cLZY+N59vrpfPPgLH532YnMGDvUr0FMfn4+jg47b6z4AZetupWvRCuJDsnvxn2Xp773WbeDGDfcMwxGEIox87m5uT4NACIh4j4QfO3dHH6kaqvytXdz+MHSDvaMzEgpZZnr3/cCp0gprxZCTAJewzmwSQNWAccCAtgNzAJKgLXAtVLKbT3phtKMjMMhWbuvhiV5pazYUkZ9i/NxMiHg1LHJXJadzuwTj9xp1wgO7P+Mhz/+MWstbQCcF5XMAxc+T8rQzF65oTATEAoeQgWBnvnR0NDQCEcEfUZGCPE68BUwQQhRLIT4PvAHIcQWIcRmYCZwL4BrYPImzkW8HwB3umZu2oG7gA+BHcCbvQ1iVNCXo8dd5Yf4/Qc7OesPn3DVs2t4/Zsi6lvsnDAygfsvPJ4vf34Or992KleePIqE2GjD2o4OO6+uuJ3vfPwD1lraSGrv4M/HXc9frsv1aRDjRn+bkQlHbX+CMlW1Vfm6zc3hR6q2Kl97N4ffL2ZkzIJZMzJl9S0syytlSV4pO8oaOo+nJcZyaZZzs7oJqd532jWCoqLP+cXHP2KDcM7CZB20c/Djobz/3y8NvV8ozASEggezEMll19DQ0OgNIbFGJtThXuXtDxoO23lz7QGueXYNpz/2MY+9v5MdZQ0kDozmmhmjWXzbqXx+3zn8/MLjexzE+KPt6GjntQ/u5IpVd7BBtDGkvYM5+1J55ae7+GDFV37/svdXvy+5ZvNDQdvdXqtXr2b16tU+t18oeA9HvvYeftqqfO3dHH6wtPWMjAc6OjqwWq29ntfa3kHuLudOux/tOHKn3XNPGM7crHRsE4YxIKr39/JXu7j4a3750Z2sdT2RNCcqmS2vttHaOpCPP/4YMLa+xFf9vuaazQ8FbaPrg0LBuxnaqnztPfy0Vfnae//wrmdkfEBZWVmPr28oquX+d7cw47eruP3f61mxpRx7h4PTxiXzh8unsPSmifzzuulcMCnVr0GMW7unX+LS4eDNlQv4zsrvs1a0MrRD8rfM6/j9dbmsWPElixYtIicnh5ycHJ+f2OmqbxQqXLP5oaDtbi9/2y8UvIcjX3sPP21VvvZuDj9Y2jo00gPJyck9vv72+mJe/6YIgONTBzMvO525WWmMTBwIQEtLS0C0yyu28vCHt/ClbAKL4AJLEg9e8hJDho732buKfiC5ZvMjVVuVr72bw49UbVW+9m4OP1jaeiDjgYaGBgYOHNjt61ee5HzCaF52GsenJvjN7w42m40xY8YctQX+J598wvLPfsVje9/mkEWQ6HDw0LgrmH32I87nt7toqywSNepdlWs2P5S0/W2/UPIeTnztPfy0Vfnae//2rgcyHuitwrJGJZE1Kskwvyc0NjYe+V5xbdz7mo1V7TVgEeQwiEfmPE/KiBP7XFuVb6a2Kj9StVX52rs5/EjVVuVr7+bwg6Xdr9bICCEuEUI8W11dbShHxW63K2Ut7du3D/Avy+Kuu+4C4OGHHyYnJ4d7772Xh/90Bc1XNLCqvYY4h4OHh8/kofOXEDNwTLdlstvthrIs3GUqLS1VylFRyVoyknfjWaaGhgbDOSqHDx9WKlNRUZHhMrn7i9Eclfb2dqV2Ki4uNtxOFRUVSllL9fX1SllLKn2vqalJqe+VlJQoZS21t7cbLpNnmxv5PHWtn2BeIxobG8PyGmG32ykvL1fqe21tbYbL1N7erpS15L7OGP08ebvO+NpOLS0tSllLlZWV5mctmQWjTy1VV1cr3dMzwnffRnrnnXe46tp5pJ5zkE2pzomykx3RPDrrH6SNPj0g2n3FN1NblV9dXc3ll18OGNu/JZLrTXsPPj9StVX52nv/8N7dU0v61pIHBgwYEDR+10duFzx0GfKKajbFRBEjJT8aOp3vzXkWS5Rv7xlM76GkrcqPVG1VvvZuDj9StVX52rs5/GBp96tbS6rouk4lGHyLVXDxj9LYeEoNlTFWxrfYWXzq77jh0kU+D2KMavcV30xtFb7NZuOee+7xeyO6vtBW5ZrN197N4UeqtipfezeHHyxtPSPjgSFDhgSE723r+dzcXPIPfMGPlt/CvkFRWKTk7CI7e1ankHnHpX2mHQy+mdqq/NJStTD1SK037d0cfqRqq/K1d3P4wdLWMzIeqKioCArfIR28+vF9XLXqdooGRTGyrZ25e9J46pe7+N+qLwzNDFRUVBjiefKNIlj11tf83Nxcnn32WaWNBCOx3szWVuVr7+GnrcrX3s3hB0tbL/b1gJQS0WV/FhW+t63nY+LtjLvGyhfttQBcJhLZ9LqDhsMDOr9EjUQMSCmZOXOm37zuvAeLazZf15v2Hk78SNVW5Wvv/cO7jijwAQUFBQHlDzvuEE2X1fFFey2JHQ7+mj6HX1//GUvf/5Lnn3/e8MyAzWZjwYIFSms9VMoe6HoLJL+goMDQTExfaavA7HozS1uVr72Hn7YqX3s3hx8sbT0jEwTYzj2b1JnVbMtwjhtP67Dy6LlPMXz0GUee52UtjU/vbzB0UENDQ0NDI1ygZ2R8gHujHn/hngHxxt9e9CnR3z3ItgwL0VLys/iJPP29L48axOTn5xueGcjNzVWa0XHrG4UK12x+pGqr8rV3c/iRqq3K197N4QdLW8/I9AG8zaQ4pIN/5z7I3/b/h3YhyGx38Pj0nzEha35QfWgEFrrONTQ0NIKDiJiRUY0oyM/P92sL6HvuuQebzUZSUhKrV6/mz3/+MzabjY07vub218/hT0XLaReCKx2Deea8xYw4Zm6321p//fXXR/jxd6vu/Px8Fi5c6Hys28D24+vXrze8/fimTZuUIgq2bNmitP349u3bDW8/vnv3bqWt7y+66CKsVquh7cfdbW50+3F3n/W1nbqWae3atX61k2eZNm7cqBRRsG3bNqWIgq1btxqOKNi5c6fS1vfr1q1TiijYu3ev4YgCzzY3sp1/1+tMsK4RVVVV7NixQymiYPPmzaZcI+x2Oxs2bFCKKNizZ4/hiIK9e/cqRRR0bXN/+56364yvfW/Xrl1KEQV5eXk6osBf+LvCuuvaFJvNRsK4Q9Se1UatkAzp6ODXGXOwnfsHsPQ8ZtQr08PLu7vtP/vsMxwOh+EnzSKt3kKBr72Hn7YqX3vvH94jYkZGFQcOHPDrfPdalJycHM6eeRY5d6VScHYrtUJyml3wju0f2M7/U6+DGCPaocSPZO/uAYwZ2uFcb9q71g4mX3s3hx8sbT0j44HW1lZD2RDnXnY6UefVURJnJUpK7hkwhvmXvYYlNjHg2qHAj2Tvs2fP5vDhw4bWyERyvWnv4edd15v2bra2npHxAbW1tX6dL6XkvbVP0jD3ECVxVkbZO/j3sTdy09XL/RrEGNEOJX4ke09LSzNNO5zrTXvX2sHka+/m8IOlrbOWPBAfH+/zuY2th/jNihtZ0bAbBFzUHs2Cmc8yfPxpAdcONX4ke3/yyScNv0ck15v2rrWDydfezeEHS1vPyHigtbXVp/O2lXzNVYttrGjYzUCHg0fjJvH4DV9gTTrO6/m+7LTrq3Yo8rX38NNW5Wvv5vAjVVuVr72bww+Wtp6R8UBvq6ullLzy1WP8ZffrtAuYYO/gj9n3Mnb6rS5+S8C0Q5mvvYeftipfezeHH6naqnzt3Rx+sLT1QMYDUVE9V8cvllzJ0oadIODq9gH8dO4rDBh2fLd8b49ng/dHdHvT7g1m8rX38NNW5Wvv5vAjVVuVr72bww+Wtr615IGWlp5nVM4bmEZCRwd/TZjGg/O/OGIQ05Vvs9nIy8vrM+1Q5mvv4aetytfezeFHqrYqX3s3hx8sbT0j44GEhIQeX885/698ULCKwZnn+cTPysoiNzfXp23se9PuDWbytffw01bla+/m8CNVW5WvvZvDD5a2npHxQHV1dc8nWCzdDmLcfPfC3tWrV7N69WpsNhuff/55r7MzvWr3AjP52nv4aavytXdz+JGqrcrX3s3hB0u7Xw1kVLOWUlNTDWVZuN+jubkZgMmTJzNo0CBOO+00EhISmDFjBuedd16P+RxurtEcldTUVENZFu4yORwOwzkq0dHRSllLsbGxSllLgwcPNpyjkpKSopS11Nra6nfejbtM7mlTozkqI0eOVMpastvtfrWTZ5ksFotS1lJcXJxS1tKgQYMMZy0NGTJEKWupvb1dKWtp5MiRhrOWPNvcSNaSu88F+xpRVVVFYmKiUtZSTEyMKdcI9+dEJWtp+PDhhrOWRo4cqZS11PW7xd++5+0642vfS05OVspaslqtPmUtIaXsd3+mT58ujaCgoMAQLycnR+bk5BzBz8nJkYmJiTInJ0cCEug8ry+1Q4GvvYeftipfezeHH6naqnzt3Rx+X2sD66SX73wdUdAH8LYGxr3YNysrq/OpJSPBghoaGhoaGho6osAnuKe8fEXX9TALFiw4YlBTV1dHbm4uiYmJJCYmdoZMensPf7VVvfclX3sPP21VvvZuDj9StVX52rs5/GBp6xkZBXTdJ6brjEtvr3ueo2dpNDQ0NDQ0uoeekfEB/o4e3TMs7hmX559/3ucBSU+zOUYQCaPuQPAjVVuVr72bw49UbVW+9m4OX8/IKCDYa2SSkpIAqKur6zzmOdPS0+t6/YyGhoaGhkbv0DMyPsD9+Fx36Br+6P5/fX099fX13HXXXUe8npeXd8Trnnz3bE5OTg45OTksWrRIaRDTm/dA8s3UVuVHqrYqX3s3hx+p2qp87d0cfrC09c6+HkhLS1Pi7969u3Pw4p5p8TWmQFXbTL72Hn7aqnzt3Rx+pGqr8rV3c/jB0tYzMh6oqqryetzbbr02m+2oWZWXXnqJrKysI7hZWVkkJiaSk5Pj9aml3rRVvQeDr72Hn7YqX3s3hx+p2qp87d0cfrC09YyMB9xrWVT4XZ9Y8sxaCrS2WXztPfy0Vfnauzn8SNVW5Wvv5vCDpd2vZmRUIwoaGxu9bpf87rvvsmzZMm644QbmzJnDK6+8wqpVqzq3gHY/rbR7927AeV9v165dREVF0dzczFtvvcWSJUuO2AL6lltu4fzzzyc6OprVq1fzpz/96Yj9ZPzdfryxsVEpomDfvn2Gtx8vKSlRiigoLy9Xiig4ePCg4e3H6+vrlSIK8vPzDUcU7Nmzx+928ixTU1OTUkRBQUGBX+3kWaYDBw4oRRRUVlYqRRRUVFQYjiiora1ViigoLCxUiihoamoyHFHg2eZGIgrcfS7Y14iqqiqqq6uVIgrKyspMuUbY7XaKioqUIgoOHTpkOKKgqalJKaLA/b1kNKLA23XG175XV1enFFHgfv/eIgr0U0seqKur63EE2NueL5783s7t+tTSFVdcQVVVleEFv715DyTfTG1VfqRqq/K198jzrutNezdbu7unlvStJT/gyyCj6wCluwFN11tQzz33nPI0nIaGhoaGRqShX91aUoU75dQMvpnaqnztPfy0Vfnauzn8SNVW5Wvv5vCDpa1nZDwQFxenzPe22LcnuF93R62raJvFN1NblR+p2qp87d0cfqRqq/K1d3P4wdLWMzIe8Nx5N9h8M7VV+dp7+Gmr8rV3c/iRqq3K197N4QdLWy/29YDdbic6Orrb13ubZemNr6IdynztPfy0Vfnae+R51/WmvZutrSMKfEBpaalpfDO1Vfnae/hpq/K1d3P4kaqtytfezeEHS1vPyPgAHfCooaGhoaFhLoI+IyOEeEEIUSmE2OpxbKgQYqUQYo/r7yGu40II8aQQIl8IsVkIMc2DM991/h4hxPxA+YXIiDsPBF97Dz9tVb72bg4/UrVV+dq7OfxgaQdsRkYIcTbQCLwspZzsOvYHoEZK+bgQ4ufAECnlfUKIOcDdwBzgFOAJKeUpQoihwDrgJEAC64HpUsranrT7ekbGDV+fRNLQ0NDQ0NDoWwR9RkZK+SlQ0+XwXGCR69+LgHkex1+WTqwBkoQQI4ELgJVSyhrX4GUlMDtQniNh5BoIvvYeftqqfO3dHH6kaqvytXdz+MHSDvZi3xFSyjIA19/DXcfTgQMe5xW7jnV3/CgIIW4TQqwTQqwzmqMyfvz4HnMfFi9ezPvvv99tPocbRnJU3DCaozJ+/HilrKXY2FjDOSqJiYlKWUtDhw5VylpKTU01nKMyZswYpawlq9VqOGvJDaM5KpmZmUpZS+6nAYzkqMTHxytlLQ0fPlwpayklJcVw1lJ6erpS1lJMTIxS1lJmZqbhrCXPNjeStSSEMOUaUVVVRVpamlLW0pAhQ0y5RtjtdgYNGqSUtTR27FjDWUuZmZlKWUtuGM1a8nad8bXvjRo1SilrafDgwT5lLSGlDNgf4Bhgq8f/67q8Xuv6+7/AmR7HVwHTgf8DHvI4/gvgJ73pTp8+XRpBQUGBIV5f8M3UVuVr7+GnrcrX3s3hR6q2Kl97N4ff19rAOunlOz+gTy0JIY4Blstv18jsAmxSyjLXraNcKeUEIcQzrn+/7nme+4+U8nbX8SPO6w5G18h0dHRgtVr95vXG92VtTaC0g8HX3sNPW5WvvUeed11v2rvZ2qGyj8wywP3k0XxgqcfxG1xPL50K1EvnracPgfOFEENcTzid7zoWEJSVlZnGN1Nbla+9h5+2Kl97N4cfqdqqfO3dHH6wtAOWtSSEeB3njEqKEKIYeBh4HHhTCPF9oAj4ruv0FTifWMoHmoGbAKSUNUKI3wBrXef9WkrZdQFxnyE5OblP+b4mYQdCO5h87T38tFX52rs5/EjVVuVr7+bwg6UdyKeWrpFSjpRSRkspM6SUC6WU1VLKWVLKY11/17jOlVLKO6WU46WUJ0op13m8zwtSykzXnxcD5RegoaHBNL6Z2qp87T38tFX52rs5/EjVVuVr7+bwg6Wt0689MHDgwD7l+5OE3dfaweRr7+GnrcrX3s3hR6q2Kl97N4cfLG2dteSB9vb2Hl+32WydgxIjfBXtUOZr7+GnrcrX3s3hR6q2Kl97N4cfLG09I+MB1Se4uuP7shNwoLSDwdfew09bla+9m8OPVG1VvvZuDj9Y2nog44EBAwZ4Pe7rot3u+Cra4cDX3sNPW5WvvZvDj1RtVb72bg4/WNr61pIHGhsbTeObqa3K197DT1uVr72bw49UbVW+9m4OP1jaAd0QzywY3RCvtbW1xxFgb4t2e+OraIcyX3sPP21VvvYeed51vWnvZmuHyoZ4AYUQ4hIhxLPV1dWGclTKy8t7zH0YM2YMcXFx3eZzbN68GTCWteTmGs1RKS8vV8pa2rFjh+Eclfz8fKWspYKCAqWspf379xvOUSktLVXKWtq6davhrKUtW7b43U6eZaqoqFDKWtq2bZtf7eRZpt27dytlLe3bt08pa6mwsNBw1lJxcbFS1tL27duVspYqKioMZy15trmRrCV3nwv2NaKqqoqioiKlrKW9e/eaco2w2+3s2rVLKWuprKzMcNZSRUWFUtZS1+8Wf/uet+uMr32vpKREKWtpz549PmUt6RkZD0iPUDUjUOGbqa3K197DT1uVr71Hnnddb9q72doRMSOjioKCAtP4Zmqr8rX38NNW5Wvv5vAjVVuVr72bww+Wtp6R0dDQ0NDQ0Ah56BkZH+C+d2cG30xtVb72Hn7aqnzt3Rx+pGqr8rV3c/jB0tYzMhoaGhoaGhohDz0j4wPcq6rN4JuprcrX3sNPW5WvvZvDj1RtVb72bg4/WNp6RsYD/Wl1dzD52nv4aavytffI867rTXs3W1vPyPiAAwcOmMY3U1uVr72Hn7YqX3s3hx+p2qp87d0cfrC09YyMB/rTDojB5Gvv4aetytfeI8+7rjft3WxtPSPjA2pra03jm6mtytfew09bla+9m8OPVG1VvvZuDj9Y2v1qIKMaURAXF2doC2j3e1RXVwPGIgrcXKPbj8fFxSlFFDQ2NhrefrytrU0poqCjo0MposBisRjefjw2NlYpoqCurs5wREFNTY3f7eRZpvj4eKWIgvr6er/aybNMLS0tShEFgFJEgZTScERBdHS0UkTBoUOHlCIK4uPjDUcUeLa5kYgCd90H+xpRVVWF1WpViiiw2+2mXCPsdjvNzc1KEQUDBw40HFEQHx+vFFHQ9bvF377n7Trja9+LiYlRiihobW3VEQX+orq6muTkZMO6KnwztVX52nv4aavytffI867rTXs3W1vfWvIBKqurVflmaqvytffw01bla+/m8CNVW5WvvZvDD5a2Hsh4ICoqyjS+mdqqfO09/LRV+dq7OfxI1Vbla+/m8IOl3S9vLQkhqoD9BqiJQL2CtAo/BThokrYqX1XbzLLrNjdHO1LbHNTKrts8+Ny+4Idrm6vy+7rNx0gphx11lpRS/3H9AZ41iw+sC2PvqtqmlV23uW7zcCq7bvPwq7dwbvM+qPegtLm+tXQk/mMy30xtFb6Z5VbV121ujrYqdJsHn6/b3ByY7T3ky94vby2FI4QQ66SX1diRgEgte6SWG3TZI7HskVpuiNyyB6vcekYmdPCs2QZMRKSWPVLLDbrskYhILTdEbtmDUm49I6OhoaGhoaERttAzMhoaGhoaGhphCz2Q0dDQ0NDQ0Ahb6IGMyRBCjBJCfCKE2CGE2CaE+JHZnoIJIYRVCLFRCLHcbC/BhBAiSQjxthBip6vtTzPbUzAghLjX1c+3CiFeF0LEmu0pUBBCvCCEqBRCbPU4NlQIsVIIscf19xAzPQYK3ZT9j67+vlkI8Z4QIslMj4GAt3J7vPZTIYQUQqSY4S3Q6K7sQoi7hRC7XJ/7PwRCWw9kzEc78BMp5QnAqcCdQoiJJnsKJn4E7DDbhAl4AvhASnk8MJUIqAMhRDpwD3CSlHIyYAWuNtdVQPESMLvLsZ8Dq6SUxwKrXP/vj3iJo8u+EpgspZwC7AbuD7apIOAlji43QohRwHlAUbANBREv0aXsQoiZwFxgipRyEvCnQAjrgYzJkFKWSSk3uP59COcXWrq5roIDIUQGcBHwvNleggkhRAJwNrAQQErZJqWsM9dV0BAFDBRCRAGDgFKT/QQMUspPgZouh+cCi1z/XgTMC6qpIMFb2aWU/5NStrv+uwbICLqxAKObNgf4K/AzoN8+XdNN2X8APC6lbHWdUxkIbT2QCSEIIY4BsoGvzXUSNPwN54fbYbaRIGMcUAW86Lqt9rwQIs5sU4GGlLIE5y+yIqAMqJdS/s9cV0HHCCllGTh/xADDTfZjFm4G3jfbRDAghLgUKJFSbjLbiwk4DjhLCPG1EGK1EOLkQIjogUyIQAgRD7wD/FhK2WC2n0BDCHExUCmlXG+2FxMQBUwD/iWlzAaa6L+3GDrhWg8yFxgLpAFxQojvmetKI9gQQjyI85b6q2Z7CTSEEIOAB4Ffmu3FJEQBQ3Aum/g/4E2hGontBXogEwIQQkTjHMS8KqV812w/QcIZwKVCiH3AG8A5QohXzLUUNBQDxVJK98zb2zgHNv0d5wKFUsoqKaUdeBc43WRPwUaFEGIkgOvvgEy1hyqEEPOBi4HrZGRsYjYe58B9k+talwFsEEKkmuoqeCgG3pVOfINz9r3PFzvrgYzJcI1OFwI7pJR/MdtPsCClvF9KmSGlPAbngs+PpZQR8etcSlkOHBBCTHAdmgVsN9FSsFAEnCqEGOTq97OIgEXOXbAMmO/693xgqYleggohxGzgPvj/9u4uRKo6jOP496eV9mJGtUkEJWpqKWaZhW2lLtVFUKuUEUgWeJFWehV10U0XJYJgSG8WIUZoLypJJvmauRaG2uJ7meASCIGahVG2Rj1dnP/IYZydQdxxOvr7wMLMf87/P8/MxeHZ55z5PzwcEX82Op6zISJ2RcQ1EdE/nesOArelc8D5YDnQAiBpMHARZ9YNuyInMo3XDDxBVpHYnv4ebHRQVnczgEWSdgIjgVkNjqfuUgVqKdAO7CI7/5yzW7dL+hDYDAyRdFDSVGA2cL+k/WS/YpndyBjrpYvP/gbQB1ibznPzGxpkHXTxuc8LXXz2BcCA9JPsj4An61GJc4sCMzMzKyxXZMzMzKywnMiYmZlZYTmRMTMzs8JyImNmZmaF5UTGzMzMCsuJjJnVJKmfpMWSDkj6TtJmSRPPcM2XJT1/mnMmSPpf7ZKaOpk/k3veJGlVI2MyO584kTGzqtLmdcuBtogYEBGjyDYxPKXpX2oGWU8vAG+d6SKSenZDLCVXACcTmYg4DPwsqbkb38PMuuBExsxqaQFORMTJDcwi4qeIeB1A0lOSlkhaAayRdJmk9ZLaJe2S1FqaJ+klSfskrQOG5MYHSlqVqj2bJA0tDyLtDNoZEUfS84WS5qfjf0z9u5DUU9IcSVsl7ZT0dBofJ2mDpMVkG/IhaUo6ZoekD9JYk6Rlaf7WUkKSKkgLJH2VKlMzjzKBCwAAAtRJREFUU2izgYFpk7c5aWw5MLkbvnszq6He/z2ZWfENI9uNt5oxwIiIOJqqMhMj4pikq4FvJX1G1k/qcbIO7xekNUtNQ98FpkXEfkl3klVdWsreo7lCHP2BsWQ9bTZIGgRMIeusPVpSL+AbSaUu23cAwyOiQ9IwsoZ+zRFxRNKV6Zh5wGsR8bWk64HVwE3ptaHAeLIdavdJepus4efwiBiZi2sb8EqN78zMuoETGTM7LZLeBO4mq9KMTsNrI+Jo6RBglqR7yZrEXQf0A+4BPi312UnJTanz+13Aklxj3F4V3vpa4HDZ2CcR8S+wX9IBskTjAWCEpEfTMX2BG4ETwJaI6EjjLcDSUoUnF/99wM25WC6X1Cc9XhkRnUCnpEPpc1VyiKzDt5nVmRMZM6tlD/BI6UlEPJsqLdtyx/yRezwZaAJGRcTfqetv79L0Cuv3AH4rq2hUcpwsKckrXy/IEqkZEbE6/4KkcWVxqko8YyLieNl8gM7c0D90fQ7tneI1szrzPTJmVsuXQG9J03Njl1Q5vi9wKCUx44Eb0ngbMFHSxanC8RBARBwDOiRNguzmYkm3VFj3e2BQ2dgkST0kDQQGAPvILgVNl3RhWm+wpEsrrLceeEzSVem40qWlNcBzpYMk1Uqwfie71JQ3GNhdY56ZdQMnMmZWVepWOwEYK6lD0hbgfeDFLqYsAm6XtI2sOvNDWqcd+BjYDiwDNuXmTAamStpBVgFq5VRtwK3KXfMhS1w2Al+Q3WPzF/AesBdoT11336FC5SQi9gCvAhvT+85NL81M8e+UtBeY1uWXk63zC9l9OLtzN/uOB1ZWm2dm3cPdr82sMCTNA1ZExDpJC4HPI2Jpg8M6haQ2oDUifm10LGbnOldkzKxIZlH9slbDSWoC5jqJMTs7XJExMzOzwnJFxszMzArLiYyZmZkVlhMZMzMzKywnMmZmZlZYTmTMzMyssP4DcH6gFhgLickAAAAASUVORK5CYII=\n",
       "text/plain": [
-       "<Figure size 864x720 with 1 Axes>"
+       "<Figure size 648x504 with 1 Axes>"
       ]
      },
-     "metadata": {},
+     "metadata": {
+      "needs_background": "light"
+     },
      "output_type": "display_data"
     }
    ],
@@ -297,31 +687,9 @@
    "source": [
     "I don't see the flattening effect; I see a wide spread of VAM numbers; at about 8% I range from 1500 to 3000 VAM. Champions can do  6000. \n",
     "\n",
-    "Another way to look at it: at what speed am I getting the most VAM (implicitly assuming I'm giving a similar level of effort at all times, which is not really true)? The curve says 5 or 6 mph, but the data is pretty noisy.\n",
     "\n"
    ]
   },
-  {
-   "cell_type": "code",
-   "execution_count": 11,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 864x720 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "show(miles2 / hours2, feet2 / hours2, xlabel='Speed(mph)', \n",
-    "     ylabel='VAM (vertical feet per hour)')"
-   ]
-  },
   {
    "cell_type": "markdown",
    "metadata": {},
@@ -337,33 +705,32 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 14,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
-       "<Figure size 864x720 with 1 Axes>"
+       "<Figure size 648x504 with 1 Axes>"
       ]
      },
-     "metadata": {},
+     "metadata": {
+      "needs_background": "light"
+     },
      "output_type": "display_data"
     }
    ],
    "source": [
-    "points = range(2, 8)\n",
     "show(pct2, miles2 / hours2, xlabel='Grade (percent)')  \n",
-    "plt.plot(points, points, 'gD:', lw=2);"
+    "plt.plot(range(2, 8), range(2, 8), 'rD:', lw=2);"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "The  green dotted line is where grade = speed, the red and blue lines are best-fit polynomials, and  both best-fit lines are above the diamond at 6%, but both are below the diamond for 7%, so my guess is confirmed: my hill-index is 6.\n",
-    "\n",
-    "Note that the original h-index for publications is based on cumulative totals, so it can never decrease, but the Hill-index is based on an average so it can (and sadly, often does) decrease as you grow older."
+    "The  red dotted line is where grade = speed. All three  best-fit curves are above the diamond at 6% and below the diamond for 7%, so my guess is confirmed: my hill-index is 6."
    ]
   },
   {
@@ -374,119 +741,179 @@
     "\n",
     "# Eddington Number\n",
     "\n",
-    "Speaking of h-numbers, the  physicist [Sir Arthur Eddington](https://en.wikipedia.org/wiki/Arthur_Eddington) (1882-1944) was a pre-Strava bicyclist who favored this metric:\n",
+    "Speaking of h-numbers, the  physicist [Sir Arthur Eddington](https://en.wikipedia.org/wiki/Arthur_Eddington) (1882-1944), 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 maximum integer **e** such that you have bicycled at least**&nbsp;e** miles on at least**&nbsp;e** days.*\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 bicycled at least**&nbsp;e** miles on at least**&nbsp;e** days.*\n",
     "\n",
     "Let's calculate mine:"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 15,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "58"
-      ]
-     },
-     "execution_count": 13,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
-    "def Eddington(distances) -> int:\n",
+    "def E_number(distances) -> int:\n",
     "    \"\"\"Eddington number: The maximum integer e such that you have bicycled \n",
     "    a distance of at least e on at least e days.\"\"\"\n",
     "    distances = sorted(distances, reverse=True)\n",
-    "    return max(e for e, d in enumerate(distances, 1) if d >= e)\n",
-    "\n",
-    "Eddington(miles)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "My **Eddington Number is 58**: I've done at least 58 miles on at least 58 days. This is a bit above [the mean for Strava users](https://swinny.net/Cycling/-4687-Calculate-your-Eddington-Number), but not as good as Eddington himself: he was 62 years old when he died with a number of **84**, and his available roads, bicycles, and navigation aids were not nearly as nice as mine, so good for him.\n",
-    "\n",
-    "How many rides would I need to improve my number from 58 to 60? It must be 2, right? **Wrong!** Here's the problem:"
+    "    return max(e for e, d in enumerate(distances, 1) if d >= e)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 16,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "[Ride(miles=59.11, hours=5.0325, feet=3528.0, date='Sat, 10/31/2015', title='Saratoga Ramble'),\n",
-       " Ride(miles=58.81, hours=4.0633333333333335, feet=2467.0, date='Sat, 8/18/2018', title='Tour de Menlo'),\n",
-       " Ride(miles=58.69, hours=5.2572222222222225, feet=6742.0, date='Sat, 4/26/2014', title='OLH / Tunitas Creek'),\n",
-       " Ride(miles=58.42, hours=4.465, feet=4431.0, date='Sat, 6/15/2013', title='Palo Alto to Santa Cruz'),\n",
-       " Ride(miles=58.29, hours=5.089722222222222, feet=6044.0, date='Sat, 10/11/2014', title='OLH / Tunitas'),\n",
-       " Ride(miles=58.23, hours=3.8397222222222225, feet=4042.0, date='Sat, 7/9/2016', title='Santa Cruz')]"
+       "61"
       ]
      },
-     "execution_count": 14,
+     "execution_count": 16,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "[r for r in rides if 58 <= r.miles <= 60]"
+    "E_number(miles)"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "These six rides all counted towards my Eddington number of 58, but don't count towards an Eddington number of 60, because they are all less than 60 miles long. So I would need to replace all of these rides with 60+ mile rides before I get an Eddington number of 60. \n",
+    "My **Eddington Number is 61**: I've done at least 61 miles on at least 61 days. This is a bit above [the mean for Strava users](https://swinny.net/Cycling/-4687-Calculate-your-Eddington-Number), but not as good as Eddington himself: he had a number of **84** when he died at age 62, and his roads, bicycles, and navigation aids were not nearly as nice as mine, so bravo for him.\n",
+    "\n",
+    "Here are some properties of Eddington numbers:\n",
+    "- Your Eddington number is monotonic: it can never decrease over time. (This is also true of the academic h-index, but not my hill-index.)\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. (Suppose I have done 49 rides, each of exactly 50 miles.  Then my Eddington number is 49, and with one more 50-mile ride, my number becomes 50, but then I would need 51 rides of 51 miles each to achieve an Eddington number of 51.)\n",
+    "- You could also compute a metric Eddington number, using kilometers rather than miles.\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.\n",
     "\n",
     "The following chart tells me how many rides I have to go&mdash;what I call the **Eddington Gap**&mdash;to reach various Eddington numbers:"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": 17,
    "metadata": {},
    "outputs": [
     {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Dist Days Gap\n",
-      "---- ---- ---\n",
-      "  58   60  -2\n",
-      "  59   55   4\n",
-      "  60   54   6\n",
-      "  61   48  13\n",
-      "  62   46  16\n",
-      "  63   44  19\n",
-      "  64   42  22\n",
-      "  65   40  25\n",
-      "  66   38  28\n",
-      "  67   32  35\n",
-      "  68   30  38\n",
-      "  69   24  45\n",
-      "  70   23  47\n"
-     ]
+     "data": {
+      "text/html": [
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th>miles</th>\n",
+       "      <th>days</th>\n",
+       "      <th>gap</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <td>61</td>\n",
+       "      <td>62</td>\n",
+       "      <td>-1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>62</td>\n",
+       "      <td>60</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>63</td>\n",
+       "      <td>58</td>\n",
+       "      <td>5</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>64</td>\n",
+       "      <td>56</td>\n",
+       "      <td>8</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>65</td>\n",
+       "      <td>53</td>\n",
+       "      <td>12</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>66</td>\n",
+       "      <td>50</td>\n",
+       "      <td>16</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>67</td>\n",
+       "      <td>43</td>\n",
+       "      <td>24</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>68</td>\n",
+       "      <td>40</td>\n",
+       "      <td>28</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>69</td>\n",
+       "      <td>30</td>\n",
+       "      <td>39</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>70</td>\n",
+       "      <td>29</td>\n",
+       "      <td>41</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>71</td>\n",
+       "      <td>26</td>\n",
+       "      <td>45</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>72</td>\n",
+       "      <td>25</td>\n",
+       "      <td>47</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>73</td>\n",
+       "      <td>23</td>\n",
+       "      <td>50</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>74</td>\n",
+       "      <td>23</td>\n",
+       "      <td>51</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>75</td>\n",
+       "      <td>18</td>\n",
+       "      <td>57</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "execution_count": 17,
+     "metadata": {},
+     "output_type": "execute_result"
     }
    ],
    "source": [
-    "def Egaps(distances, targets):\n",
+    "def E_gaps(distances, targets, unit='miles'):\n",
     "    \"\"\"Print the number of days doing various target distances, and the Eddington gap.\"\"\"\n",
-    "    print('Dist Days Gap')\n",
-    "    print('---- ---- ---')\n",
-    "    for target in targets:\n",
-    "        days = sum(d >= target for d in distances)\n",
-    "        print(f'{target:4} {days:4} {target - days:3}')\n",
-    "        \n",
-    "Egaps(miles, range(58, 71))"
+    "    rows = [(target, sum(distances > target), target - sum(distances > target))\n",
+    "            for target in targets]\n",
+    "    return showdf(pd.DataFrame(rows, columns=[unit, 'days', 'gap']))\n",
+    "\n",
+    "def showdf(df: pd.DataFrame) -> HTML:\n",
+    "    \"\"\"Show a DataFrame as HTML, but without the index number.\"\"\"\n",
+    "    return HTML(df.to_html(index=False))\n",
+    "\n",
+    "E_gaps(miles, range(61, 76))"
    ]
   },
   {
@@ -498,115 +925,405 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": 18,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "81"
+       "85"
       ]
      },
-     "execution_count": 16,
+     "execution_count": 18,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "kms = miles * 1.609344\n",
+    "kms = 1.609344 * miles\n",
     "\n",
-    "Eddington(kms)"
+    "E_number(kms)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
+   "execution_count": 19,
    "metadata": {},
    "outputs": [
     {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Dist Days Gap\n",
-      "---- ---- ---\n",
-      "  81   87  -6\n",
-      "  82   79   3\n",
-      "  83   78   5\n",
-      "  84   73  11\n",
-      "  85   72  13\n",
-      "  86   71  15\n",
-      "  87   69  18\n",
-      "  88   68  20\n",
-      "  89   67  22\n",
-      "  90   66  24\n",
-      "  91   64  27\n",
-      "  92   63  29\n",
-      "  93   60  33\n",
-      "  94   58  36\n",
-      "  95   55  40\n",
-      "  96   54  42\n",
-      "  97   51  46\n",
-      "  98   48  50\n",
-      "  99   46  53\n",
-      " 100   46  54\n"
-     ]
+     "data": {
+      "text/html": [
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th>miles</th>\n",
+       "      <th>days</th>\n",
+       "      <th>gap</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <td>85</td>\n",
+       "      <td>86</td>\n",
+       "      <td>-1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>86</td>\n",
+       "      <td>85</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>87</td>\n",
+       "      <td>83</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>88</td>\n",
+       "      <td>82</td>\n",
+       "      <td>6</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>89</td>\n",
+       "      <td>81</td>\n",
+       "      <td>8</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>90</td>\n",
+       "      <td>80</td>\n",
+       "      <td>10</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>91</td>\n",
+       "      <td>78</td>\n",
+       "      <td>13</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>92</td>\n",
+       "      <td>77</td>\n",
+       "      <td>15</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>93</td>\n",
+       "      <td>74</td>\n",
+       "      <td>19</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>94</td>\n",
+       "      <td>72</td>\n",
+       "      <td>22</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>95</td>\n",
+       "      <td>69</td>\n",
+       "      <td>26</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>96</td>\n",
+       "      <td>68</td>\n",
+       "      <td>28</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>97</td>\n",
+       "      <td>65</td>\n",
+       "      <td>32</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>98</td>\n",
+       "      <td>62</td>\n",
+       "      <td>36</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>99</td>\n",
+       "      <td>60</td>\n",
+       "      <td>39</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>100</td>\n",
+       "      <td>60</td>\n",
+       "      <td>40</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "execution_count": 19,
+     "metadata": {},
+     "output_type": "execute_result"
     }
    ],
    "source": [
-    "Egaps(kms, range(81, 101))"
+    "E_gaps(kms, range(85, 101))"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "My **metric Eddington Number is 81**.\n",
+    "My **metric Eddington Number is 85**.\n",
     "\n",
     "Here is my Eddington number progress over the years, in miles and kms, from when I first started tracking rides:"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 18,
+   "execution_count": 20,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Year  E_ml  E_km\n",
-      "---- ----- -----\n",
-      "2014    34    45\n",
-      "2015    41    60\n",
-      "2016    46    65\n",
-      "2017    50    72\n",
-      "2018    53    75\n",
-      "2019    54    78\n",
-      "2020    58    81\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "def year(ride) -> int: return int(ride.date[-4:])\n",
     "\n",
-    "def Eprogress(years, rides=rides):\n",
-    "    \"Print a table of Eddington numbers by year\"\n",
-    "    print('Year  E_ml  E_km')\n",
-    "    print('---- ----- -----')\n",
-    "    for y in years:\n",
-    "        miles = np.array([r.miles for r in rides if year(r) <= y])\n",
+    "def E_progress(years, rides=rides):\n",
+    "    \"\"\"Print a table of Eddington numbers by year\"\"\"\n",
+    "    def row(y):\n",
+    "        miles = np.array([r.miles for r in rides.itertuples() if year(r) <= y])\n",
     "        kms   = 1.609344 * miles\n",
-    "        print(f'{y} {Eddington(miles):5} {Eddington(kms):5}')\n",
-    "              \n",
-    "Eprogress(range(2014, 2021))"
+    "        E_ml, E_km = E_number(miles), E_number(kms)\n",
+    "        return [y, E_ml, E_km, round(E_km/E_ml, 2)]\n",
+    "    return showdf(pd.DataFrame(map(row, years), columns=['year', 'E_ml', 'E_km', 'ratio']))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th>year</th>\n",
+       "      <th>E_ml</th>\n",
+       "      <th>E_km</th>\n",
+       "      <th>ratio</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <td>2014</td>\n",
+       "      <td>34</td>\n",
+       "      <td>45</td>\n",
+       "      <td>1.32</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>2015</td>\n",
+       "      <td>41</td>\n",
+       "      <td>60</td>\n",
+       "      <td>1.46</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>2016</td>\n",
+       "      <td>46</td>\n",
+       "      <td>65</td>\n",
+       "      <td>1.41</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>2017</td>\n",
+       "      <td>50</td>\n",
+       "      <td>72</td>\n",
+       "      <td>1.44</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>2018</td>\n",
+       "      <td>53</td>\n",
+       "      <td>75</td>\n",
+       "      <td>1.42</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>2019</td>\n",
+       "      <td>54</td>\n",
+       "      <td>78</td>\n",
+       "      <td>1.44</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>2020</td>\n",
+       "      <td>61</td>\n",
+       "      <td>85</td>\n",
+       "      <td>1.39</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "execution_count": 21,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "E_progress(range(2014, 2021))"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "*Note:* the definition of Eddington Number seems to be mathematically precise, but there is an ambiguity: what exactly does the word ***day*** mean? The New Oxford dictionary mentions (a) \"a period of 24 hours\"; (b) \"a unit of time, reckoned from one midnight to the next\"; and (c) \"the part of a day when it is light\".  I originally assumed ***day*** meant \"one midnight to the next,\" but I wanted to make an exception for bikepacking trips where I rode to a camping site in the afternoon, spent the night there, and rode back home the next morning; what bikepackers call a [sub 24 hour overnight (S24O)](https://oneofsevenproject.com/s24o-bikepacking-guide/). I thought that should count as a valid trip. And then COVID struck, the camping sites closed, and I further relaxed the definition to allow an S24O ride where I sleep in my own home, as long as the riding is in a 24 hour window. I realize Eddington had a lot more hardships than we have (the 1918 pandemic, World War I, and World War II), but I hope he would approve of this accomodation on my part."
+    "*Note:* the definition of Eddington Number seems to be mathematically precise, but there is one big ambiguity: what exactly does the word ***day*** mean? The New Oxford dictionary mentions (a) \"a period of 24 hours\"; (b) \"a unit of time, reckoned from one midnight to the next\"; and (c) \"the part of a day when it is light\".  I originally assumed ***day*** meant \"one midnight to the next,\" but I wanted to make an exception for bikepacking trips where I rode to a camping site in the afternoon, spent the night there, and rode back home the next morning; what bikepackers call a [sub-24-hour overnight (S24O)](https://oneofsevenproject.com/s24o-bikepacking-guide/). I thought that should count as a valid Eddington trip as long as it was completed in 24 hours. And then COVID struck, the camping sites closed, and in response I further relaxed the definition to allow an S24O ride where I sleep in my own home, as long as all the riding is within \"a period of 24 hours.\" I realize Eddington had a lot more hardships than we have (the 1918 pandemic, World War I, and World War II), but I hope he would approve of this accomodation on my part.\n",
+    "\n",
+    "# Wandering\n",
+    "\n",
+    "The website [`wandrer.earth`](https://wandrer.earth) tracks the number of miles of distinct roads you have travelled on (taken from your Strava data). I realize I often repeat the same routes, so this gives me a chance to try something new. Below I plot the percentage of roads I've travelled in various places, across different months."
    ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "dates =                       '20/7',  '20/8', '20/9', '20/10' # Year/Month\n",
+    "data  = {\n",
+    " 'Earth': [                 \n",
+    "     ('California',  361_433,  0.712,  0.811,  0.846,  0.867),\n",
+    "     ('USA',       6_270_601,  0.048,  0.052,  0.055,  0.05589),\n",
+    "     ('Earth',    37_010_550,  0.0081, 0.0089, 0.0091, 0.00936)\n",
+    " ],\n",
+    "    \n",
+    " 'Counties': [        # Miles  20/7, 20/8,  20/9, 20/10\n",
+    "     ('Alameda',         5704,  3.3,  3.3,  3.3,  3.9),\n",
+    "     ('Marin',           2322,  6.7,  6.7,  6.7,  6.7),\n",
+    "     ('Napa',            1524,  5.1,  5.1,  5.1,  5.1),\n",
+    "     ('Sonoma',          4556,  5.1,  5.1,  5.1,  5.1),\n",
+    "     ('San Francisco',   1183,  4.5,  4.5,  4.5,  4.5),\n",
+    "     ('San Mateo',       3248, 20.1, 21.2, 22.9, 23.4),\n",
+    "     ('Santa Clara',     7412, 12.7, 13.6, 15.4, 15.6),\n",
+    "     ('Santa Cruz',      2767,  2.3,  2.3,  2.3,  2.3),\n",
+    "     ('Grant (OR)',      8049,  2.6,  2.6,  2.6,  2.6),\n",
+    "     ('Baker (OR)',      5170,  2.4,  2.4,  2.4,  2.4),\n",
+    "     ('New York (NY)',   6689,  0.4,  0.4,  0.4,  0.4),\n",
+    " ],\n",
+    "\n",
+    " 'San Mateo County': [\n",
+    "     ('Belmont',           98, 15.5, 17.3, 18.6, 18.6),\n",
+    "     ('East Palo Alto',    46, 74.4, 91.2, 91.9, 91.9),\n",
+    "     ('Emerald Lake Hills', 2,  0.0, 94.0, 94.3, 94.3),\n",
+    "     ('Foster City',      150,  9.1,  9.1,  9.1,  9.1),\n",
+    "     ('Kensington Square',  1, 86.9, 99.4, 100., 100.),\n",
+    "     ('Menlo Park',       139, 67.7, 76.8, 87.7, 90.7),\n",
+    "     ('North Fair Oaks',   27, 48.1, 90.4, 93.1, 93.8),\n",
+    "     ('Redwood City',     241, 34.0, 39.1, 46.0, 51.6),\n",
+    "     ('San Carlos',        99, 22.2, 26.0, 32.9, 32.9),\n",
+    "     ('San Mateo',        412, 11.1, 11.1, 11.1, 11.1),\n",
+    "     ('Woodside',          78, 51.9, 51.9, 52.3, 52.3),\n",
+    " ],\n",
+    "\n",
+    " 'Santa Clara County': [\n",
+    "     ('Cupertino',        172, 22.1, 23.9, 26.2, 26.2),\n",
+    "     ('Campbell',         120,  8.9, 10.1, 12.4, 12.4),\n",
+    "     ('Los Altos',        138, 40.2, 43.7, 72.4, 77.2),\n",
+    "     ('Los Altos Hills',   91, 48.4, 48.4, 49.0, 55.1),\n",
+    "     ('Los Gatos',        152,  7.5,  8.6,  8.8,  8.8),\n",
+    "     ('Monte Sereno',      21, 20.4, 20.4, 20.5, 20.5),\n",
+    "     ('Mountain View',    207, 53.0, 59.9, 63.0, 63.6),\n",
+    "     ('Palo Alto',        293, 63.0, 73.6, 85.4, 85.7),\n",
+    "     ('San Jose',        2545, 1.30, 1.36,  5.3,  5.3),\n",
+    "     ('Santa Clara',      348,  6.4,  6.4,  9.6,  9.6),\n",
+    "     ('Saratoga',         180, 14.5, 15.7, 17.4, 17.4),\n",
+    "     ('Sunnyvale',        361, 19.4, 19.9, 22.2, 22.2),\n",
+    " ]}"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def wandrer(title, data=data, dates=dates):\n",
+    "    \"\"\"Plot Wandrer.earth data.\"\"\"\n",
+    "    entries = sorted(data[title], key=lambda e: -e[-1])\n",
+    "    months  = [num_months(d) for d in dates]\n",
+    "    markers = 'osdhDHPX*><v^p|67'\n",
+    "    fig = plt.figure()\n",
+    "    ax = plt.subplot(111)\n",
+    "    for (place, miles, *pcts), m in zip(entries, markers):\n",
+    "        ax.plot(months, pcts, ':', marker=m, lw=1.5,\n",
+    "                 label=f'{place}: {int(round(miles * pcts[-1] / 100)):,d}/{miles:,d} mi, {pcts[-1]}%')\n",
+    "    ax.legend(loc='center left', bbox_to_anchor=(1, 0.5), shadow=True)\n",
+    "    plt.xticks(months, dates); grid()\n",
+    "    plt.ylabel('Percent of Area Ridden'); plt.xlabel('Year/Month')\n",
+    "    plt.title(title); plt.tight_layout(); plt.show()\n",
+    "    \n",
+    "def num_months(date) -> int:\n",
+    "    \"\"\"num_months(\"20/9\") = 20 * 12 + 9 = 249\"\"\"\n",
+    "    year, month = date.split('/')\n",
+    "    return int(year) * 12 + int(month)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "metadata": {
+    "scrolled": false
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 648x504 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 648x504 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 648x504 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 648x504 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "for title in data:\n",
+    "    wandrer(title)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
   }
  ],
  "metadata": {
diff --git a/ipynb/bikerides25.tsv b/ipynb/bikerides25.tsv
index 2670597..57791ec 100644
--- a/ipynb/bikerides25.tsv
+++ b/ipynb/bikerides25.tsv
@@ -1,465 +1,479 @@
-#Ride	Date	Title	mi	ft
+date	title	hours	miles	feet
 #2020: Eddington rides only; most recent first
-Ride	Thu, 7/23/2020	Bay / Tomas Aquino Trail	5:44:49	76.35 mi	1749 ft
-Ride	Sun, 7/19/2020	Saratoga / Mt Eden	5:49:45	70.43 mi	1,954 ft
-Ride	Sun, 7/12/2020	Calvares Rd / Niles / Dumbarton	5:30:10	68.23 mi	2,008 ft	
-Ride	Sun, 7/5/2020	Afternoon Ride	5:16:20	66.07 mi	1,286 ft	
-Ride	Fri, 7/3/2020	Sawyer Camp Trail	5:18:23	72.12 mi	1,890 ft
-Ride	Sun, 6/28/2020	Saratoga	5:31:44	71.01 mi	1,063 ft
-Ride	Sun, 6/21/2020	Sawyer Camp Trail	6:35:20	79.78 mi	1,738 ft
-Ride	Sun, 6/13/2020	Canada Rd	5:39:40	70.73 mi	1,841 ft
-Ride	Fri, 2/28/2020	Sawyer Camp Trail	6:24:49	84.43 mi	3,448 ft
-Ride	Wed, 2/12/2020	Bay Trail	5:25:09	66.02 mi	572 ft
-Ride	Fri, 2/7/2020	Bay Trail / Cargill	6:07:23	74.04 mi	1,814 ft
-Ride	Sun, 1/26/2020	Los Gatos / Bay	5:18:15	67.98 mi	1,286 ft
-Ride	Fri, 1/31/2020	Bay Trail / Guadalupe / Geocaching	5:21:39	69.39 mi	1,125 ft
+Sun, 10/11/2020	Los Altos Hills Paths	5:49:29	65.03	1,870
+Mon, 10/5/2020	Half way around the bay on bay trail	6:26:35	80.05	541
+Tue, 9/29/2020	Saratoga Geocaching	4:58:20	64.30	961
+Sun, 9/27/2020	Edenvale Park	5:39:01	75.73	997
+Thu, 9/24/2020	Alum Rock Geocaching	5:07:29	67.19	1093
+Sun, 9/20/2020	Rosicrucian Museum, Alexis Dr.	6:03:57	74.85	600
+Tue, 9/15/2020	First ride after 5 days of smoke	6:11:15	76.05	1181
+Sun, 8/30/2020	Los Gatos	6:21:49	80.92	2,100
+Sun, 8/16/2020	Afternoon Ride	5:31:50	68.39	514
+Fri, 8/14/2020	Niles / Dumbarton	4:53:47	66.12	597
+Sun, 8/9/2020	Ravenswood Bay Trail / Niles / Dumbarton	5:37:20	74.68	1125
+Sat, 8/1/2020	Alviso / Guadalupe / SJC	5:52:52	68.66	718
+Tue, 7/28/2020	Circumnavigate lower Bay / Coyote Creek lagoon / Dumbarton	5:15:29	68.68	521
+Sat, 7/25/2020	Bay Trail	5:31:16	68.19	731
+Thu, 7/23/2020	Bay / Tomas Aquino Trail	5:44:49	76.35	1749
+Sun, 7/19/2020	Saratoga / Mt Eden	5:49:45	70.43	1,954
+Sun, 7/12/2020	Calvares Rd / Niles / Dumbarton	5:30:10	68.23	2,008
+Sun, 7/5/2020	Afternoon Ride	5:16:20	66.07	1,286
+Fri, 7/3/2020	Sawyer Camp Trail	5:18:23	72.12	1,890
+Sun, 6/28/2020	Saratoga	5:31:44	71.01	1,063
+Sun, 6/21/2020	Sawyer Camp Trail	6:35:20	79.78	1,738
+Sun, 6/13/2020	Canada Rd	5:39:40	70.73	1,841
+Fri, 2/28/2020	Sawyer Camp Trail	6:24:49	84.43	3,448
+Wed, 2/12/2020	Bay Trail	5:25:09	66.02	572
+Fri, 2/7/2020	Bay Trail / Cargill	6:07:23	74.04	1,814
+Sun, 1/26/2020	Los Gatos / Bay	5:18:15	67.98	1,286
+Fri, 1/31/2020	Bay Trail / Guadalupe / Geocaching	5:21:39	69.39	1,125
 #2019: Mostly Eddington; some 25+ mile rides
-Ride	Sun, 6/2/2019	The Sequoia	6:40:43	77.51 mi	6,467 ft
-Ride	Sat, 6/8/2019	Morning Ride	2:53:08	34.42 mi	1,824 ft
-Ride	Sat, 6/15/2019	Morning Ride	2:29:38	29.98 mi	1,785 ft
-Ride	Fri, 7/5/2019	Crystal Springs	4:30:55	64.05 mi	1,965 ft
-Ride	Sun, 8/18/2019	Afternoon Ride	2:06:52	27.14 mi	331 ft
-Ride	Sat, 8/24/2019	Tour de Fox	4:43:39	68.66 mi	2,097 ft
-Ride	Sat, 8/31/2019	San Gregorio via OLH	5:13:21	65.31 mi	4,026 ft
-Ride	Fri, 9/6/2019	San Mateo / Bay Trail	4:59:29	68.01 mi	1,158 ft
-Ride	Sat, 11/16/2019	Canada / Crystal Dam / Sawyer Camp / Bay Trail	5:18:46	66.08 mi	1,972 ft
+Sun, 6/2/2019	The Sequoia	6:40:43	77.51	6,467
+Sat, 6/8/2019	Morning Ride	2:53:08	34.42	1,824
+Sat, 6/15/2019	Morning Ride	2:29:38	29.98	1,785
+Fri, 7/5/2019	Crystal Springs	4:30:55	64.05	1,965
+Sun, 8/18/2019	Afternoon Ride	2:06:52	27.14	331
+Sat, 8/24/2019	Tour de Fox	4:43:39	68.66	2,097
+Sat, 8/31/2019	San Gregorio via OLH	5:13:21	65.31	4,026
+Fri, 9/6/2019	San Mateo / Bay Trail	4:59:29	68.01	1,158
+Sat, 11/16/2019	Canada / Crystal Dam / Sawyer Camp / Bay Trail	5:18:46	66.08	1,972
 #2012 to 2018: rides over 25 miles
-Ride	Fri, 1/9/2012	Otago Rail Trail	8:00:00	101.00 mi	2,200 ft
-Ride	Thu, 6/14/2012	Coyote Creek Century with Juliet	8:08:15	100.07 mi	1,513 ft
-Ride	Sat, 5/13/2017	Morgan Hill iCare Classic	7:27:21	100.05 mi	4,596 ft
-Ride	Sat, 5/12/2018	ICare Classic, Morgan Hill	6:47:46	91.29 mi	4,160 ft
-Ride	Sat, 5/6/2017	Wine Country Century	7:15:22	89.49 mi	5,246 ft
-Ride	Fri, 8/10/2018	Bike Ride Northwest Day 6	6:14:18	84.70 mi	4,380 ft
-Ride	Sat, 10/1/2016	Half Moon Bay overnight campout	7:30:38	80.07 mi	6,039 ft
-Ride	Tue, 8/7/2018	Bike Ride Northwest Day 3	6:10:39	78.96 mi	5,092 ft
-Ride	Sun, 6/15/2014	Sierra to the Sea Day 1	5:34:06	78.53 mi	4,777 ft
-Ride	Sat, 4/23/2016	Wildflower Century	5:36:10	77.22 mi	4,193 ft
-Ride	Mon, 6/16/2014	Sierra to the Sea Day 2	5:35:06	74.68 mi	2,451 ft
-Ride	Fri, 8/12/2016	Half Moon Bay / Harvey's 73/7300 Birthday Ride	6:44:14	74.35 mi	6,610 ft
-Ride	Wed, 10/14/2015	Half Moon Bay	6:07:55	72.97 mi	7,644 ft
-Ride	Fri, 1/27/2017	Morning Ride	5:16:50	70.07 mi	2,539 ft
-Ride	Tue, 6/17/2014	Sierra to the Sea Day 3	4:48:41	68.64 mi	825 ft
-Ride	Thu, 8/9/2018	Bike Ride Northwest Day 5	4:58:07	68.41 mi	3,862 ft
-Ride	Sat, 4/15/2017	Pescadero	6:13:12	68.34 mi	6,130 ft
-Ride	Sun, 6/4/2017	Sequoia Challenge	6:17:25	66.52 mi	7,520 ft
-Ride	Wed, 8/5/2015	08/05/2015 Palo Alto, CA	4:56:15	66.33 mi	2,054 ft
-Ride	Fri, 8/28/2015	Pescadaro via OLH	5:18:51	66.01 mi	6,137 ft
-Ride	Fri, 11/20/2015	Los Gatos	5:29:40	65.73 mi	5,380 ft
-Ride	Sun, 6/3/2018	The Sequoia	5:58:15	64.92 mi	6,677 ft
-Ride	Thu, 6/19/2014	Sierra to the Sea Day 5	4:32:55	63.69 mi	2,584 ft
-Ride	Mon, 8/3/2015	08/03/2015 Palo Alto, CA	4:45:09	63.61 mi	1,877 ft
-Ride	Fri, 6/10/2016	Morning Ride	4:21:38	62.84 mi	3,196 ft
-Ride	Sun, 6/2/2013	Woodside Loop and Baylands	4:27:42	62.14 mi	2,169 ft
-Ride	Wed, 6/12/2013	ride	4:39:46	61.39 mi	2,207 ft
-Ride	Sat, 4/18/2015	Tunitas + Lobitos Creeks	5:14:38	61.27 mi	6,611 ft
-Ride	Sat, 11/11/2017	Los Gatos / Bay Trail	4:26:24	60.74 mi	1,316 ft
-Ride	Sun, 4/17/2016	La Honda / Skyline	5:10:41	60.35 mi	4,551 ft
-Ride	Mon, 7/3/2017	Los Gatos / Bay Trail	4:25:41	60.28 mi	1,329 ft
-Ride	Sat, 4/16/2016	OLH / San Gregorio / Tunitas	4:57:40	60.12 mi	4,744 ft
-Ride	Sun, 1/29/2017	Los Gatos / Guadalupe / San Tomas / Bay Trails	4:33:38	60.11 mi	1,447 ft
-Ride	Mon, 11/26/2018	Lunch Ride Los Gatos	4:21:35	60.03 mi	1,070 ft
-Ride	Sat, 10/31/2015	Saratoga Ramble	5:01:57	59.11 mi	3,528 ft
-Ride	Sat, 8/18/2018	Tour de Menlo	4:03:48	58.81 mi	2,467 ft
-Ride	Sat, 4/26/2014	OLH / Tunitas Creek	5:15:26	58.69 mi	6,742 ft
-Ride	Sat, 6/15/2013	Palo Alto to Santa Cruz	4:27:54	58.42 mi	4,431 ft
-Ride	Sat, 10/11/2014	OLH / Tunitas	5:05:23	58.29 mi	6,044 ft
-Ride	Sat, 7/9/2016	Santa Cruz	3:50:23	58.23 mi	4,042 ft
-Ride	Wed, 6/18/2014	Sierra to the Sea Day 4	4:57:53	57.64 mi	5,561 ft
-Ride	Tue, 7/7/2015	07/07/2015 Palo Alto, CA	4:13:20	57.60 mi	1,280 ft
-Ride	Mon, 8/6/2018	Bike Ride Northwest Day 2	4:35:48	57.58 mi	4,514 ft
-Ride	Fri, 6/20/2014	Sierra to the Sea Day 6	4:33:39	56.91 mi	4,453 ft
-Ride	Sat, 6/10/2017	Los Gatos / Creek Trails	3:50:24	56.28 mi	1,365 ft
-Ride	Sat, 3/4/2017	Lunch Ride	3:58:25	56.26 mi	1,378 ft
-Ride	Sun, 8/5/2018	Bike Ride Northwest Day 1	3:34:42	55.77 mi	1,824 ft
-Ride	Sat, 8/13/2016	Petaluma / Point Reyes	4:30:12	54.75 mi	5,286 ft
-Ride	Sun, 6/7/2015	Tour de Cure	3:59:47	54.65 mi	2,748 ft
-Ride	Wed, 12/16/2015	Los Gatos	4:00:41	53.86 mi	2,595 ft
-Ride	Fri, 6/2/2017	Morning Ride	3:57:45	53.49 mi	1,375 ft
-Ride	Sun, 6/8/2014	Tour de Cure 75K	4:03:05	53.10 mi	2,596 ft
-Ride	Sun, 11/6/2016	Los Gatos	3:38:28	52.49 mi	1,263 ft
-Ride	Fri, 2/10/2017	Morning Ride	3:52:39	52.02 mi	1,739 ft
-Ride	Sat, 2/23/2019	Crystal Springs Dam	4:02:11	51.93 mi	1,946 ft
-Ride	Fri, 8/11/2017	Saratoga with Peter H	4:30:31	51.74 mi	2,871 ft
-Ride	Sat, 2/4/2017	Canada Rd	3:46:34	51.66 mi	1,762 ft
-Ride	Sun, 6/9/2013	Silicon Valley Tour de Cure 75K	3:58:37	51.63 mi	2,929 ft
-Ride	Sun, 9/3/2017	Morning Ride	4:22:45	51.31 mi	2,526 ft
-Ride	Mon, 7/27/2015	Palo Alto Cycling	3:48:23	50.93 mi	1,306 ft
-Ride	Wed, 7/29/2015	07/29/2015 Palo Alto, CA	3:47:53	50.92 mi	1,873 ft
-Ride	Sun, 6/26/2016	Afternoon Ride	3:16:33	50.78 mi	1,181 ft
-Ride	Mon, 8/10/2015	08/10/2015 Palo Alto, CA	3:41:54	50.73 mi	1,325 ft
-Ride	Sat, 10/15/2016	Los Gatos	3:28:16	50.64 mi	1,368 ft
-Ride	Tue, 12/19/2017	Los Gatos	3:46:37	50.49 mi	1,929 ft
-Ride	Fri, 6/28/2013	Kaffeehaus San Mateo	3:38:11	50.38 mi	1,028 ft
-Ride	Thu, 10/5/2017	Big Sur	4:33:33	50.38 mi	4,528 ft
-Ride	Sun, 11/20/2016	Lunch Ride	3:32:01	50.13 mi	1,847 ft
-Ride	Sat, 1/13/2018	Canada to Coyote Point	3:59:24	50.09 mi	1,499 ft
-Ride	Fri, 1/13/2017	Los Gatos Creek	3:52:28	50.01 mi	1,598 ft
-Ride	Sun, 6/11/2017	Tour de Cure with Juliet	4:11:01	49.49 mi	2,713 ft
-Ride	Sun, 9/11/2016	Santa Cruz via Mountain Charlie Rd	4:03:04	48.78 mi	3,300 ft
-Ride	Sat, 7/23/2016	Morning Ride	3:30:50	48.45 mi	1,063 ft
-Ride	Fri, 3/25/2016	Morning Ride	3:39:53	47.93 mi	2,438 ft
-Ride	Sat, 8/20/2016	Tour de Menlo with Juliet	3:30:24	47.52 mi	2,133 ft
-Ride	Sat, 8/15/2015	08/15/2015 Palo Alto, CA	3:35:03	47.12 mi	1,158 ft
-Ride	Wed, 11/11/2015	Morning Ride	3:45:01	46.54 mi	2,559 ft
-Ride	Fri, 7/21/2017	Morning Ride	3:35:00	46.19 mi	748 ft
-Ride	Sat, 9/2/2017	Canada / Sheep Camp Trail	3:45:45	45.72 mi	2,034 ft
-Ride	Mon, 1/19/2015	Canada Rd, etc.	2:57:14	45.64 mi	1,836 ft
-Ride	Sun, 11/27/2016	Morning Ride	3:04:11	45.60 mi	1,378 ft
-Ride	Sun, 7/2/2017	Afternoon Ride	3:10:38	45.30 mi	581 ft
-Ride	Sat, 10/3/2015	Los Gatos	2:59:26	45.21 mi	1,148 ft
-Ride	Sat, 7/2/2016	Morning Ride	3:23:20	45.21 mi	1,991 ft
-Ride	Mon, 1/16/2017	Morning Ride	3:34:28	45.15 mi	1,434 ft
-Ride	Sun, 1/15/2017	Lunch Ride	3:18:47	45.12 mi	1,873 ft
-Ride	Sun, 4/9/2017	Lunch Ride	3:10:28	44.76 mi	636 ft
-Ride	Sun, 10/15/2017	Los Gatos	2:51:53	44.71 mi	1,437 ft
-Ride	Tue, 10/8/2013	work	3:22:55	44.58 mi	961 ft
-Ride	Thu, 7/16/2015	07/16/2015 Mountain View, California	3:29:45	44.34 mi	1,339 ft
-Ride	Sat, 10/28/2017	Mindego Ridge Winery	4:17:45	44.28 mi	4,331 ft
-Ride	Sun, 9/2/2018	Saratoga	3:31:02	44.04 mi	1,900 ft
-Ride	Fri, 9/23/2016	Los Gatos	2:53:22	43.93 mi	1,339 ft
-Ride	Sat, 7/25/2015	07/25/2015 Palo Alto, California	4:02:27	43.62 mi	4,819 ft
-Ride	Sat, 7/8/2017	Dumbarton / Niles	3:14:55	43.54 mi	627 ft
-Ride	Sat, 6/9/2018	Kings Mountain	3:41:47	43.47 mi	3,543 ft
-Ride	Fri, 3/10/2017	Morning Ride	4:13:51	43.22 mi	4,554 ft
-Ride	Sat, 3/26/2016	Morning Ride	3:36:57	43.18 mi	3,173 ft
-Ride	Sun, 10/18/2015	Afternoon Ride	3:00:02	43.04 mi	2,323 ft
-Ride	Sat, 9/20/2014	Kings Mountain	3:26:36	43.00 mi	3,299 ft
-Ride	Sat, 8/11/2018	Bike Ride Northwest Day 7	3:25:20	42.39 mi	2,241 ft
-Ride	Sat, 3/18/2017	Morning Ride	3:37:01	42.29 mi	2,231 ft
-Ride	Sat, 7/11/2015	07/11/2015 Walnut Creek, California	3:09:38	42.29 mi	3,284 ft
-Ride	Thu, 1/22/2015	OLH, etc.	3:25:09	42.15 mi	2,957 ft
-Ride	Sun, 11/9/2014	11/09/2014 Palo Alto, CA	3:24:57	42.10 mi	3,096 ft
-Ride	Sun, 5/15/2016	Afternoon Ride	2:55:51	41.98 mi	1,693 ft
-Ride	Sat, 3/25/2017	Morning Ride	3:37:45	41.94 mi	2,874 ft
-Ride	Sun, 6/14/2015	06/14/2015 Palo Alto, CA	2:46:38	41.67 mi	1,086 ft
-Ride	Sat, 7/28/2018	Coyote Hills / Dumbarton	3:25:39	41.66 mi	1,463 ft
-Ride	Sun, 8/7/2016	Afternoon Ride	2:42:58	41.19 mi	1,526 ft
-Ride	Sat, 2/11/2017	Morning Ride	3:19:34	41.16 mi	2,172 ft
-Ride	Sun, 12/3/2017	Bay Trail	2:53:58	40.86 mi	568 ft
-Ride	Mon, 5/29/2017	Morning Ride	3:52:04	40.83 mi	3,678 ft
-Ride	Sat, 2/18/2017	Lunch Ride	3:01:13	40.82 mi	630 ft
-Ride	Wed, 11/9/2016	Lunch Ride	2:52:06	40.82 mi	1,667 ft
-Ride	Sat, 5/20/2017	Lunch Ride	3:07:43	40.82 mi	709 ft
-Ride	Sat, 3/24/2018	Morning Ride	2:56:29	40.69 mi	561 ft
-Ride	Sun, 11/19/2017	Belmont / Bay Trail	2:53:36	40.60 mi	453 ft
-Ride	Sun, 3/26/2017	Lunch Ride	2:54:38	40.57 mi	518 ft
-Ride	Sat, 5/25/2019	Crestview	3:17:16	40.56 mi	2,890 ft
-Ride	Sat, 9/16/2017	Tour de Coop	3:24:53	40.55 mi	1,125 ft
-Ride	Thu, 9/3/2015	Morning Ride	3:02:58	40.40 mi	1,181 ft
-Ride	Sun, 2/5/2017	Morning Ride	2:53:48	40.40 mi	1,608 ft
-Ride	Sun, 10/23/2016	Lunch Ride	2:41:33	40.33 mi	1,699 ft
-Ride	Sat, 12/8/2018	Morning Ride	3:27:10	40.33 mi	2,300 ft
-Ride	Sun, 2/12/2017	Lunch Ride	3:39:38	40.27 mi	2,717 ft
-Ride	Sat, 12/2/2017	Dumbarton / Niles	2:57:48	40.26 mi	610 ft
-Ride	Sun, 11/12/2017	Morning Ride	2:54:57	40.24 mi	656 ft
-Ride	Sat, 11/15/2014	Kings Mountain again	3:25:14	40.18 mi	2,952 ft
-Ride	Sun, 10/9/2016	Lunch Ride	2:41:06	40.14 mi	1,106 ft
-Ride	Mon, 11/6/2017	Morning Ride	2:48:12	40.13 mi	509 ft
-Ride	Sat, 12/17/2016	Morning Ride	3:11:31	40.10 mi	2,133 ft
-Ride	Fri, 1/12/2018	Morning Ride	2:58:30	40.09 mi	427 ft
-Ride	Sun, 12/18/2016	Morning Ride	3:04:01	40.03 mi	1,886 ft
-Ride	Sun, 1/25/2015	Canada Rd	2:45:51	39.99 mi	1,772 ft
-Ride	Sat, 6/21/2014	Sierra to the Sea Day 7	3:36:53	39.77 mi	3,325 ft
-Ride	Sat, 9/23/2017	Canada / Crestview	3:25:13	39.77 mi	2,444 ft
-Ride	Fri, 12/27/2013	OLH to Page Mill	3:24:14	39.73 mi	3,365 ft
-Ride	Fri, 10/30/2015	OLH / West Alpine	3:28:46	39.51 mi	4,505 ft
-Ride	Sat, 9/5/2015	Ring of Fire	3:31:55	39.18 mi	3,553 ft
-Ride	Wed, 8/28/2013	Train Track Crash	2:50:55	39.16 mi	928 ft
-Ride	Sun, 2/22/2015	Canada Rd Plus	2:57:25	39.14 mi	1,834 ft
-Ride	Sat, 4/8/2017	Lunch Ride	3:28:52	39.09 mi	3,117 ft
-Ride	Sat, 11/14/2015	Morning Ride	3:09:31	39.00 mi	2,254 ft
-Ride	Sun, 3/1/2015	Canada Rd	2:38:11	38.81 mi	1,856 ft
-Ride	Wed, 11/22/2017	Morning Ride	2:55:22	38.77 mi	892 ft
-Ride	Sat, 10/29/2016	Morning Ride	3:14:22	38.72 mi	2,201 ft
-Ride	Sat, 4/6/2019	Coyote Hills / Dumbarton	2:50:52	38.71 mi	650 ft
-Ride	Wed, 7/22/2015	07/22/2015 Palo Alto, CA	2:55:45	38.68 mi	627 ft
-Ride	Mon, 6/22/2015	06/22/2015 Palo Alto, CA	2:51:10	38.55 mi	725 ft
-Ride	Fri, 12/16/2016	Morning Ride	2:54:02	38.46 mi	1,053 ft
-Ride	Sun, 10/7/2018	Westridge, Canada with Ted	3:09:25	38.29 mi	1,667 ft
-Ride	Sat, 2/21/2015	Kings Mountain	3:13:05	38.21 mi	3,015 ft
-Ride	Sat, 9/12/2015	Morning Ride	3:06:03	38.20 mi	3,342 ft
-Ride	Sun, 2/15/2015	Canada Rd	2:35:29	38.06 mi	1,470 ft
-Ride	Sun, 11/16/2014	Canada Rd	2:30:41	37.88 mi	1,548 ft
-Ride	Sun, 10/5/2014	Canada Road Sunday	2:39:39	37.84 mi	1,644 ft
-Ride	Mon, 11/23/2015	Home from Pigeon Point	3:29:29	37.70 mi	3,133 ft
-Ride	Sat, 1/6/2018	Morning Ride	2:53:45	37.66 mi	1,503 ft
-Ride	Sun, 1/7/2018	Dumbarton / Niles	2:39:17	37.64 mi	472 ft
-Ride	Sun, 12/1/2013	Mt Hamilton	3:47:01	37.56 mi	4,921 ft
-Ride	Sun, 3/18/2018	Lunch Ride	2:47:48	37.52 mi	827 ft
-Ride	Sat, 9/22/2018	Morning Ride	2:52:01	37.45 mi	1,798 ft
-Ride	Sun, 10/22/2017	Afternoon Ride	2:33:27	37.41 mi	1,024 ft
-Ride	Sun, 5/4/2014	MTV-Woodside	2:41:21	37.41 mi	1,495 ft
-Ride	Sat, 1/23/2016	Morning Ride	3:39:10	37.35 mi	2,949 ft
-Ride	Sun, 9/16/2018	Dumbarton / Niles	2:38:41	37.26 mi	722 ft
-Ride	Sun, 6/10/2018	Canada / Emerald Hills	3:21:31	37.26 mi	2,621 ft
-Ride	Mon, 5/4/2015	Commute	2:43:06	37.25 mi	189 ft
-Ride	Sat, 7/7/2018	Runymede Trail	3:01:51	37.07 mi	1,834 ft
-Ride	Sun, 12/11/2016	Afternoon Ride	2:34:13	37.05 mi	1,463 ft
-Ride	Sun, 11/29/2015	Mt Hamilton	3:40:48	37.00 mi	4,902 ft
-Ride	Sat, 1/30/2016	Morning Ride	2:31:37	36.88 mi	1,345 ft
-Ride	Mon, 2/18/2019	Niles	2:39:39	36.83 mi	571 ft
-Ride	Sun, 1/21/2018	Alviso	2:35:58	36.82 mi	404 ft
-Ride	Sat, 8/26/2017	Lunch Ride	2:41:49	36.71 mi	1,115 ft
-Ride	Sat, 9/13/2014	Emerald Hills	2:55:30	36.71 mi	2,143 ft
-Ride	Sun, 5/22/2016	Lunch Ride	2:12:20	36.68 mi	1,332 ft
-Ride	Sat, 11/25/2017	Mt. Hamilton	3:41:22	36.65 mi	4,806 ft
-Ride	Fri, 10/13/2017	Voyage	2:46:15	36.63 mi	505 ft
-Ride	Tue, 5/12/2015	05/12/2015 Palo Alto, CA	2:47:15	36.54 mi	499 ft
-Ride	Mon, 4/20/2015	Commute	2:57:44	36.31 mi	119 ft
-Ride	Fri, 5/13/2016	Morning Ride	2:41:03	36.21 mi	456 ft
-Ride	Sat, 12/3/2016	Morning Ride	3:08:37	36.20 mi	2,881 ft
-Ride	Sun, 12/7/2014	12/07/2014 Palo Alto, CA	2:43:35	36.16 mi	1,569 ft
-Ride	Sun, 9/30/2018	Canada	2:48:41	36.12 mi	1,480 ft
-Ride	Fri, 3/30/2018	Morning Ride	2:38:07	36.11 mi	285 ft
-Ride	Sun, 11/5/2017	Lunch Ride	3:24:01	35.91 mi	2,231 ft
-Ride	Sun, 2/8/2015	Commute	2:28:46	35.85 mi	1,142 ft
-Ride	Sat, 3/30/2019	Morning Ride	3:23:55	35.78 mi	2,861 ft
-Ride	Sun, 11/22/2015	Pigeon Point	3:14:41	35.73 mi	3,230 ft
-Ride	Mon, 9/19/2016	Sunnyvale	2:37:04	35.68 mi	745 ft
-Ride	Thu, 4/9/2015	Palo Alto Cycling	2:35:47	35.51 mi	117 ft
-Ride	Sun, 8/21/2016	Canada	2:20:21	35.42 mi	1,348 ft
-Ride	Tue, 10/28/2014	Woodside	2:36:36	35.39 mi	1,560 ft
-Ride	Sun, 1/27/2019	Crystal Springs Dam Bridge	2:28:21	35.38 mi	1,480 ft
-Ride	Thu, 4/26/2018	San Mateo	2:38:26	35.31 mi	666 ft
-Ride	Thu, 12/22/2016	Half Moon Bay	2:53:00	35.26 mi	2,671 ft
-Ride	Tue, 6/7/2016	Los Altos	2:41:13	35.18 mi	1,070 ft
-Ride	Sat, 3/15/2014	Canada - Steve	2:51:50	35.01 mi	1,607 ft
-Ride	Sun, 12/6/2015	Canada Rd	2:15:05	34.67 mi	1,237 ft
-Ride	Wed, 9/13/2017	Healdburg / Jimtown	2:08:03	34.45 mi	912 ft
-Ride	Thu, 10/2/2014	10/02/2014 Mountain View, California	3:08:06	34.28 mi	2,864 ft
-Ride	Sat, 2/1/2014	OLH to Page Mill	3:07:43	34.26 mi	3,099 ft
-Ride	Sat, 10/21/2017	Pescadero	5:20:08	67.05 mi	4,938 ft
-Ride	Sat, 7/30/2016	Morning Ride	2:50:15	34.19 mi	2,799 ft
-Ride	Mon, 7/10/2017	Morning Ride	2:38:59	34.18 mi	984 ft
-Ride	Thu, 7/31/2014	Work commute	2:36:53	34.15 mi	564 ft
-Ride	Sat, 12/15/2018	Lunch Ride	2:50:19	34.10 mi	1,683 ft
-Ride	Sat, 1/20/2018	Afternoon Ride	2:28:18	34.02 mi	525 ft
-Ride	Sun, 12/4/2016	Morning Ride	2:29:29	34.00 mi	1,161 ft
-Ride	Sat, 10/8/2016	Lunch Ride	2:25:17	33.95 mi	1,375 ft
-Ride	Thu, 10/16/2014	Commute	2:40:01	33.76 mi	615 ft
-Ride	Fri, 11/11/2016	OLH	2:44:59	33.69 mi	2,175 ft
-Ride	Sat, 9/3/2016	Morning Ride	3:07:28	33.65 mi	2,792 ft
-Ride	Sun, 4/19/2015	Canada Rd	2:23:17	33.56 mi	1,466 ft
-Ride	Sat, 8/12/2017	Afternoon Ride	2:41:24	33.54 mi	633 ft
-Ride	Sat, 2/14/2015	Rancho San Antonio	2:45:23	33.53 mi	2,075 ft
-Ride	Sat, 2/27/2016	Morning Ride	2:47:15	33.51 mi	2,005 ft
-Ride	Sun, 9/17/2017	Canada and off road	2:36:04	33.50 mi	1,772 ft
-Ride	Sat, 2/24/2018	Los Altos Hills on and off road	3:10:47	33.49 mi	2,343 ft
-Ride	Sun, 1/26/2014	Canada Rd	2:05:59	33.12 mi	1,446 ft
-Ride	Sat, 4/27/2019	Morning Ride	2:31:48	33.04 mi	1,722 ft
-Ride	Sun, 5/12/2019	Peninsula Bike Trail to Bay Trail	2:29:05	33.00 mi	846 ft
-Ride	Sun, 8/20/2017	Lunch Ride	2:23:02	32.96 mi	1,407 ft
-Ride	Sun, 3/6/2016	Lunch Ride	2:57:54	32.86 mi	2,566 ft
-Ride	Sun, 3/5/2017	Lunch Ride	2:57:09	32.82 mi	1,713 ft
-Ride	Sat, 12/16/2017	Morning Ride	2:48:58	32.72 mi	2,320 ft
-Ride	Tue, 8/23/2016	Morning Ride	2:32:15	32.61 mi	354 ft
-Ride	Fri, 12/9/2016	Morning Ride	3:04:52	32.55 mi	2,365 ft
-Ride	Sun, 11/1/2015	Lunch Ride	2:20:35	32.49 mi	1,553 ft
-Ride	Sat, 4/14/2018	Lunch Ride	2:21:49	32.43 mi	666 ft
-Ride	Fri, 1/26/2018	Morning Ride	2:23:38	32.41 mi	295 ft
-Ride	Sun, 8/16/2015	08/16/2015 Palo Alto, CA	2:29:53	32.40 mi	1,650 ft
-Ride	Sat, 5/9/2015	OLH	2:30:17	32.33 mi	2,788 ft
-Ride	Wed, 1/31/2018	Morning Ride	3:04:15	32.28 mi	2,526 ft
-Ride	Sat, 4/4/2015	Rancho San Antonio	2:55:37	32.26 mi	2,136 ft
-Ride	Sat, 3/16/2019	Morning Ride	2:58:43	32.26 mi	2,316 ft
-Ride	Sun, 12/27/2015	Canada Rd with Juliet	2:24:56	32.22 mi	1,491 ft
-Ride	Mon, 5/18/2015	05/18/2015 Palo Alto, CA	2:24:45	32.22 mi	807 ft
-Ride	Sun, 4/8/2018	Lunch Ride	2:21:54	32.18 mi	1,296 ft
-Ride	Sun, 5/3/2015	Canada Rd	2:12:24	32.02 mi	1,384 ft
-Ride	Wed, 6/17/2015	06/17/2015 Mountain View, California	2:13:42	32.01 mi	650 ft
-Ride	Sat, 11/7/2015	Crystal Springs Part 1	2:15:00	32.00 mi	1000 ft
-Ride	Sun, 8/23/2015	Afternoon Ride	2:24:29	31.90 mi	2,444 ft
-Ride	Sun, 4/12/2015	Palo Alto Cycling	2:01:49	31.76 mi	1,210 ft
-Ride	Sun, 11/13/2016	Afternoon Ride	2:23:46	31.71 mi	1,273 ft
-Ride	Fri, 10/7/2016	Morning Ride	2:26:46	31.65 mi	2,382 ft
-Ride	Thu, 8/15/2013	08/15/2013 Palo Alto, CA	2:19:27	31.64 mi	555 ft
-Ride	Wed, 10/30/2013	work	2:22:00	31.55 mi	995 ft
-Ride	Sun, 9/18/2016	Morning Ride	2:20:46	31.48 mi	1,506 ft
-Ride	Tue, 6/18/2013	work etc (headwinds)	2:03:34	31.48 mi	809 ft
-Ride	Sun, 3/11/2018	Lunch Ride	2:23:14	31.42 mi	686 ft
-Ride	Sat, 3/12/2016	Lunch Ride	2:10:01	31.39 mi	1,198 ft
-Ride	Sun, 1/22/2017	Dumbarton	2:23:36	31.27 mi	591 ft
-Ride	Sat, 9/29/2018	Kings	2:36:47	31.23 mi	1,949 ft
-Ride	Sat, 3/23/2019	Morning Ride	2:33:27	31.19 mi	1,529 ft
-Ride	Sat, 4/13/2019	Alviso	2:10:04	31.18 mi	397 ft
-Ride	Mon, 11/10/2014	Commute	2:22:39	31.18 mi	800 ft
-Ride	Mon, 5/25/2015	05/25/2015 Palo Alto, CA	2:19:26	31.14 mi	1,591 ft
-Ride	Mon, 2/16/2015	Portola Valley Loop	2:09:15	31.11 mi	1,283 ft
-Ride	Wed, 9/21/2016	Morning Ride	2:16:04	31.09 mi	551 ft
-Ride	Sat, 3/11/2017	Afternoon Ride	2:19:05	31.04 mi	1,368 ft
-Ride	Sun, 7/29/2018	Lunch Ride	2:26:56	30.92 mi	1,578 ft
-Ride	Fri, 11/10/2017	Lunch Ride	2:20:46	30.92 mi	312 ft
-Ride	Mon, 6/12/2017	Morning Ride	2:20:16	30.90 mi	554 ft
-Ride	Thu, 12/29/2016	Morning Ride	2:13:46	30.86 mi	1,083 ft
-Ride	Sat, 4/22/2017	Lunch Ride	2:21:31	30.80 mi	1,237 ft
-Ride	Mon, 9/7/2015	Healdsburg	2:09:43	30.76 mi	1,037 ft
-Ride	Sat, 1/14/2017	Afternoon Ride	2:12:37	30.71 mi	466 ft
-Ride	Mon, 9/4/2017	Kings Mountain	2:40:57	30.69 mi	2,431 ft
-Ride	Sun, 8/9/2015	08/09/2015 Palo Alto, CA	2:15:39	30.66 mi	1,348 ft
-Ride	Sat, 12/12/2015	Lunch Ride	2:16:20	30.56 mi	1,434 ft
-Ride	Thu, 12/28/2017	Morning Ride	2:17:38	30.54 mi	430 ft
-Ride	Mon, 1/30/2017	Morning Ride	2:19:47	30.49 mi	696 ft
-Ride	Sun, 8/27/2017	Lunch Ride	2:16:36	30.47 mi	774 ft
-Ride	Fri, 10/12/2018	Lunch Ride	2:16:25	30.44 mi	348 ft
-Ride	Sat, 2/28/2015	Palo Alto Cycling	2:40:24	30.37 mi	2,535 ft
-Ride	Sat, 6/24/2017	Afternoon Ride	2:06:05	30.31 mi	338 ft
-Ride	Tue, 6/2/2015	06/02/2015 Mountain View, California	2:09:58	30.30 mi	784 ft
-Ride	Mon, 5/27/2019	Canada / Sheep camp / Water dog lake	2:37:11	30.27 mi	1,444 ft
-Ride	Sat, 1/2/2016	Los Altos Hills	2:29:48	30.27 mi	1,952 ft
-Ride	Fri, 6/23/2017	Morning Ride	2:17:16	30.27 mi	515 ft
-Ride	Sun, 4/2/2017	Morning Ride	2:20:47	30.23 mi	407 ft
-Ride	Sat, 8/25/2018	Morning Ride	2:22:42	30.22 mi	2,257 ft
-Ride	Sun, 9/14/2014	09/14/2014 Palo Alto, CA	2:06:48	30.18 mi	1,204 ft
-Ride	Sat, 8/19/2017	Lunch Ride	2:06:39	30.17 mi	627 ft
-Ride	Sun, 3/12/2017	Morning Ride	2:18:13	30.16 mi	600 ft
-Ride	Sat, 11/21/2015	Morning Ride	2:20:54	30.16 mi	1,499 ft
-Ride	Wed, 10/12/2016	Morning Ride	2:19:51	30.11 mi	328 ft
-Ride	Sun, 7/8/2018	Lunch Ride	2:12:19	30.04 mi	768 ft
-Ride	Tue, 11/22/2016	Morning Ride	2:18:57	30.04 mi	518 ft
-Ride	Wed, 3/4/2015	Commute	2:15:56	30.02 mi	1,125 ft
-Ride	Sun, 3/25/2018	Dumbarton / Coyote Hills / Middle of the Bay	2:31:51	30.01 mi	709 ft
-Ride	Tue, 2/14/2017	Morning Ride	2:22:16	29.92 mi	463 ft
-Ride	Sun, 5/31/2015	05/31/2015 Palo Alto, California	2:35:24	29.85 mi	2,568 ft
-Ride	Tue, 11/1/2016	Morning Ride	2:15:55	29.78 mi	515 ft
-Ride	Sun, 6/5/2016	Morning Ride	2:18:02	29.70 mi	1,293 ft
-Ride	Sun, 5/26/2019	San Carlos / Bay Trail	2:17:51	29.55 mi	620 ft
-Ride	Thu, 8/13/2015	08/13/2015 Palo Alto, CA	2:13:58	29.51 mi	778 ft
-Ride	Sun, 7/14/2013	07/14/2013 Palo Alto, CA	2:23:07	29.34 mi	739 ft
-Ride	Sun, 4/3/2016	Lunch Ride	2:03:38	29.31 mi	810 ft
-Ride	Mon, 3/9/2015	Palo Alto Cycling	1:57:50	29.21 mi	115 ft
-Ride	Fri, 2/23/2018	Morning Ride	2:08:28	29.21 mi	166 ft
-Ride	Sat, 10/7/2017	Afternoon Ride	2:02:43	29.18 mi	394 ft
-Ride	Sat, 1/17/2015	Palo Alto Cycling	2:08:38	29.06 mi	1,587 ft
-Ride	Sat, 1/18/2014	Los Altos Hills	2:32:23	29.03 mi	1,918 ft
-Ride	Sat, 6/20/2015	06/20/2015 Palo Alto, CA	2:06:45	28.87 mi	1,650 ft
-Ride	Sun, 11/3/2013	work	2:11:08	28.74 mi	841 ft
-Ride	Wed, 8/16/2017	Lunch Ride	2:15:48	28.67 mi	732 ft
-Ride	Sat, 1/9/2016	Morning Ride	2:07:35	28.54 mi	1,289 ft
-Ride	Sat, 9/19/2015	Los Altos Hills	2:31:24	28.51 mi	1,611 ft
-Ride	Wed, 8/12/2015	08/12/2015 Palo Alto, CA	2:02:14	28.48 mi	751 ft
-Ride	Sun, 7/23/2017	Morning Ride	2:57:35	28.43 mi	2,562 ft
-Ride	Mon, 8/24/2015	Morning Ride	2:10:31	28.35 mi	427 ft
-Ride	Wed, 6/26/2013	work	2:01:29	28.33 mi	627 ft
-Ride	Sun, 4/28/2019	Arastradsero	2:29:59	28.21 mi	1,355 ft
-Ride	Sun, 7/19/2015	07/19/2015 Palo Alto, CA	2:00:27	28.17 mi	1,037 ft
-Ride	Fri, 12/28/2018	Lunch Ride with Juliet	2:17:33	28.10 mi	331 ft
-Ride	Tue, 5/17/2016	Morning Ride	2:06:55	28.09 mi	551 ft
-Ride	Wed, 10/5/2016	Morning Ride	2:10:47	28.05 mi	276 ft
-Ride	Wed, 6/22/2016	Morning Ride	2:00:40	27.99 mi	374 ft
-Ride	Mon, 3/16/2015	Commute	2:06:51	27.97 mi	70 ft
-Ride	Sun, 2/25/2018	Lunch Ride	2:10:54	27.88 mi	958 ft
-Ride	Sat, 10/27/2018	Morning Ride	2:29:13	27.88 mi	1,581 ft
-Ride	Mon, 6/20/2016	Morning Ride	1:52:13	27.77 mi	531 ft
-Ride	Sun, 12/2/2018	Lunch Ride	2:34:14	27.72 mi	1,506 ft
-Ride	Mon, 3/19/2018	Morning Ride	2:06:35	27.62 mi	860 ft
-Ride	Mon, 12/17/2018	Morning Ride	2:16:12	27.60 mi	246 ft
-Ride	Sat, 10/14/2017	Afternoon Ride	2:04:53	27.52 mi	387 ft
-Ride	Sat, 10/18/2014	Bikepacking Monte Bello	2:54:20	27.44 mi	2,992 ft
-Ride	Sun, 4/15/2018	Morning Ride	2:17:16	27.43 mi	1,667 ft
-Ride	Mon, 4/10/2017	Morning Ride	2:03:19	27.40 mi	282 ft
-Ride	Tue, 5/7/2019	Lunch Ride	2:07:55	27.37 mi	820 ft
-Ride	Sun, 11/25/2018	Afternoon Ride	1:56:26	27.34 mi	203 ft
-Ride	Wed, 4/29/2015	Palo Alto Cycling	2:03:14	27.33 mi	75 ft
-Ride	Tue, 1/17/2017	Morning Ride	2:07:17	27.30 mi	535 ft
-Ride	Tue, 9/30/2014	09/30/2014 Palo Alto, CA	2:07:33	27.28 mi	636 ft
-Ride	Sat, 9/17/2016	TourDeCoop.org	2:04:27	27.24 mi	479 ft
-Ride	Sat, 1/12/2019	Lunch Ride	1:58:47	27.24 mi	1,079 ft
-Ride	Mon, 3/30/2015	Woodside Loop	1:47:46	27.22 mi	1,081 ft
-Ride	Tue, 11/17/2015	Afternoon Ride	2:04:48	27.12 mi	830 ft
-Ride	Sun, 8/13/2017	Woodside Loop (Battery ran down)	2:00:00	27.00 mi	1,000 ft
-Ride	Sat, 1/31/2015	Alpine Rd	2:29:26	26.98 mi	2,362 ft
-Ride	Sun, 2/28/2016	Woodside Loop	1:43:34	26.93 mi	843 ft
-Ride	Sun, 4/1/2018	Lunch Ride	2:30:35	26.92 mi	1,831 ft
-Ride	Wed, 5/3/2017	Palo Alto Road Cycling	2:06:05	26.86 mi	1,411 ft
-Ride	Fri, 9/9/2016	Morning Ride	1:56:44	26.85 mi	1,086 ft
-Ride	Sun, 9/23/2018	Morning Ride	1:57:48	26.83 mi	512 ft
-Ride	Sat, 10/4/2014	Woodside Loop	1:52:09	26.71 mi	1,213 ft
-Ride	Thu, 5/7/2015	Commute	1:55:36	26.58 mi	68 ft
-Ride	Sun, 3/24/2019	Afternoon Ride	2:42:45	26.57 mi	2,267 ft
-Ride	Thu, 8/31/2017	Morning Ride	2:00:02	26.54 mi	817 ft
-Ride	Sun, 4/24/2016	Afternoon Ride	1:50:08	26.53 mi	935 ft
-Ride	Sun, 12/17/2017	Lunch Ride	1:50:51	26.53 mi	217 ft
-Ride	Tue, 7/4/2017	Lunch Ride	1:53:04	26.50 mi	459 ft
-Ride	Tue, 5/8/2018	Afternoon Ride	2:34:11	26.50 mi	1,791 ft
-Ride	Tue, 5/26/2015	05/26/2015 Palo Alto, CA	2:01:47	26.50 mi	591 ft
-Ride	Thu, 8/4/2016	Afternoon Ride	1:55:47	26.49 mi	659 ft
-Ride	Wed, 6/8/2016	Lunch Ride	1:48:19	26.48 mi	597 ft
-Ride	Sun, 9/9/2018	Lunch Ride	2:00:49	26.46 mi	479 ft
-Ride	Sat, 5/21/2016	Maker Faire	1:57:14	26.44 mi	207 ft
-Ride	Wed, 4/1/2015	Commute	1:55:15	26.44 mi	71 ft
-Ride	Wed, 6/29/2016	Morning Ride	1:49:33	26.39 mi	561 ft
-Ride	Sat, 9/9/2017	Lunch Ride	1:59:01	26.38 mi	1,112 ft
-Ride	Fri, 6/3/2016	Morning Ride	1:56:57	26.38 mi	502 ft
-Ride	Fri, 3/31/2017	Morning Ride	2:01:41	26.36 mi	495 ft
-Ride	Sat, 12/13/2014	Westridge (up the back way; after the rain)	2:01:01	26.35 mi	1,495 ft
-Ride	Sun, 4/14/2019	Huddart - Paul Hopkins	2:08:57	26.34 mi	1,601 ft
-Ride	Sat, 6/29/2013	Untitled	1:48:50	26.33 mi	1,091 ft
-Ride	Sat, 4/25/2015	Woodside	1:54:30	26.28 mi	1,220 ft
-Ride	Tue, 1/31/2017	Morning Ride	2:01:18	26.27 mi	384 ft
-Ride	Tue, 6/28/2016	Morning Ride	1:55:31	26.27 mi	571 ft
-Ride	Sat, 5/19/2018	Morning Ride	2:00:24	26.25 mi	958 ft
-Ride	Thu, 6/30/2016	Morning Ride	1:52:16	26.24 mi	499 ft
-Ride	Sun, 2/19/2017	Afternoon Ride	1:56:46	26.23 mi	1,138 ft
-Ride	Thu, 8/18/2016	Morning Ride	1:58:06	26.23 mi	712 ft
-Ride	Sun, 4/20/2014	Afternoon Ride	1:52:52	26.23 mi	102 ft
-Ride	Sun, 5/10/2015	Arastadero	1:48:58	26.22 mi	1,148 ft
-Ride	Thu, 5/19/2016	Morning Ride	1:52:56	26.14 mi	938 ft
-Ride	Mon, 12/31/2018	Morning Ride	2:00:24	26.11 mi	545 ft
-Ride	Fri, 12/15/2017	Afternoon Ride	1:51:36	26.07 mi	226 ft
-Ride	Sun, 1/18/2015	Palo Alto Cycling	1:38:16	26.02 mi	1,257 ft
-Ride	Mon, 10/3/2016	Morning Ride	1:54:45	26.01 mi	646 ft
-Ride	Tue, 7/14/2015	07/14/2015 Mountain View, California	2:02:36	25.99 mi	502 ft
-Ride	Fri, 12/18/2015	Lunch Ride	1:58:57	25.93 mi	909 ft
-Ride	Tue, 6/13/2017	Morning Ride	1:55:30	25.89 mi	289 ft
-Ride	Mon, 8/4/2014	To the Sea	2:17:11	25.87 mi	2,080 ft
-Ride	Wed, 9/25/2013	work and with kris	2:07:40	25.81 mi	593 ft
-Ride	Sun, 9/13/2015	Afternoon Ride	1:49:31	25.78 mi	1,152 ft
-Ride	Sun, 3/3/2019	Afternoon Ride	2:00:06	25.73 mi	390 ft
-Ride	Thu, 1/26/2017	Morning Ride	1:56:09	25.67 mi	259 ft
-Ride	Sun, 5/6/2018	Morning Ride	1:55:05	25.67 mi	1,148 ft
-Ride	Sat, 7/29/2017	Lunch Ride	1:53:50	25.65 mi	988 ft
-Ride	Wed, 8/20/2014	08/20/2014 Palo Alto, CA	1:49:35	25.61 mi	497 ft
-Ride	Sat, 4/19/2014	Lunch Ride	1:49:37	25.60 mi	1,111 ft
-Ride	Mon, 9/3/2018	Afternoon Ride	1:59:08	25.54 mi	331 ft
-Ride	Mon, 6/2/2014	Work	1:59:33	25.51 mi	627 ft
-Ride	Fri, 12/11/2015	Afternoon Ride	2:12:40	25.44 mi	1,719 ft
-Ride	Fri, 2/9/2018	Morning Ride	1:56:11	25.41 mi	318 ft
-Ride	Sun, 8/26/2018	Afternoon Ride	1:49:16	25.37 mi	377 ft
-Ride	Sun, 7/9/2017	Afternoon Ride	1:50:30	25.36 mi	682 ft
-Ride	Mon, 6/26/2017	Morning Ride	1:52:26	25.34 mi	226 ft
-Ride	Fri, 9/14/2018	Lunch Ride	1:50:05	25.34 mi	541 ft
-Ride	Fri, 3/1/2019	Morning Ride	2:00:23	25.34 mi	121 ft
-Ride	Sun, 1/13/2019	Lunch Ride	1:51:40	25.33 mi	715 ft
-Ride	Wed, 4/12/2017	Morning Ride	1:59:22	25.33 mi	686 ft
-Ride	Wed, 6/14/2017	Morning Ride	1:51:32	25.33 mi	308 ft
-Ride	Sat, 11/28/2015	Lunch Ride	1:43:56	25.31 mi	1,122 ft
-Ride	Mon, 11/27/2017	Morning Ride	1:55:39	25.31 mi	184 ft
-Ride	Fri, 11/28/2014	11/28/2014 Palo Alto, CA	1:45:13	25.30 mi	1,112 ft
-Ride	Fri, 4/13/2018	Morning Ride	1:53:39	25.28 mi	344 ft
-Ride	Fri, 9/15/2017	Morning Ride	1:56:55	25.28 mi	384 ft
-Ride	Tue, 12/31/2013	Woodside Loop - Last Ride of the Year	1:45:28	25.27 mi	1,207 ft
-Ride	Sun, 10/14/2018	Lunch Ride	2:13:13	25.23 mi	1,421 ft
-Ride	Sat, 11/22/2014	Atherton to Woodside	1:43:10	25.21 mi	1,095 ft
-Ride	Sat, 6/4/2016	Morning Ride	1:57:23	25.19 mi	922 ft
-Ride	Mon, 8/8/2016	Morning Ride	1:52:38	25.17 mi	423 ft
-Ride	Fri, 11/6/2015	Morning Ride	1:51:45	25.15 mi	538 ft
-Ride	Mon, 12/18/2017	Afternoon Ride	1:52:56	25.15 mi	741 ft
-Ride	Fri, 6/24/2016	Afternoon Ride	1:35:25	25.11 mi	623 ft
-Ride	Sat, 6/25/2016	Afternoon Ride	1:44:43	25.10 mi	568 ft
-Ride	Sat, 1/25/2014	Woodside	1:33:38	25.08 mi	1,243 ft
-Ride	Tue, 4/29/2014	Woodside	1:46:03	25.08 mi	886 ft
-Ride	Thu, 4/13/2017	Morning Ride	2:06:13	25.06 mi	266 ft
-Ride	Sun, 6/12/2016	Morning Ride	1:49:25	25.04 mi	387 ft
-Ride	Thu, 6/8/2017	Morning Ride	1:56:19	25.02 mi	285 ft
-Ride	Thu, 10/13/2016	Morning Ride	1:47:30	25.02 mi	253 ft
-Ride	Sun, 1/19/2014	01/19/2014 Palo Alto, CA	1:36:55	25.01 mi	1,201 ft
-Ride	Mon, 9/5/2016	Afternoon Ride	1:42:56	25.00 mi	902 ft
-Ride	Sat, 11/8/2014	Atherton / Woodside	1:40:51	25.00 mi	972 ft
+Fri, 1/9/2012	Otago Rail Trail	8:00:00	101.00	2,200
+Thu, 6/14/2012	Coyote Creek Century with Juliet	8:08:15	100.07	1,513
+Sat, 5/13/2017	Morgan Hill iCare Classic	7:27:21	100.05	4,596
+Sat, 5/12/2018	ICare Classic, Morgan Hill	6:47:46	91.29	4,160
+Sat, 5/6/2017	Wine Country Century	7:15:22	89.49	5,246
+Fri, 8/10/2018	Bike Ride Northwest Day 6	6:14:18	84.70	4,380
+Sat, 10/1/2016	Half Moon Bay overnight campout	7:30:38	80.07	6,039
+Tue, 8/7/2018	Bike Ride Northwest Day 3	6:10:39	78.96	5,092
+Sun, 6/15/2014	Sierra to the Sea Day 1	5:34:06	78.53	4,777
+Sat, 4/23/2016	Wildflower Century	5:36:10	77.22	4,193
+Mon, 6/16/2014	Sierra to the Sea Day 2	5:35:06	74.68	2,451
+Fri, 8/12/2016	Half Moon Bay / Harvey's 73/7300 Birthday Ride	6:44:14	74.35	6,610
+Wed, 10/14/2015	Half Moon Bay	6:07:55	72.97	7,644
+Fri, 1/27/2017	Morning Ride	5:16:50	70.07	2,539
+Tue, 6/17/2014	Sierra to the Sea Day 3	4:48:41	68.64	825
+Thu, 8/9/2018	Bike Ride Northwest Day 5	4:58:07	68.41	3,862
+Sat, 4/15/2017	Pescadero	6:13:12	68.34	6,130
+Sun, 6/4/2017	Sequoia Challenge	6:17:25	66.52	7,520
+Wed, 8/5/2015	08/05/2015 Palo Alto, CA	4:56:15	66.33	2,054
+Fri, 8/28/2015	Pescadaro via OLH	5:18:51	66.01	6,137
+Fri, 11/20/2015	Los Gatos	5:29:40	65.73	5,380
+Sun, 6/3/2018	The Sequoia	5:58:15	64.92	6,677
+Thu, 6/19/2014	Sierra to the Sea Day 5	4:32:55	63.69	2,584
+Mon, 8/3/2015	08/03/2015 Palo Alto, CA	4:45:09	63.61	1,877
+Fri, 6/10/2016	Morning Ride	4:21:38	62.84	3,196
+Sun, 6/2/2013	Woodside Loop and Baylands	4:27:42	62.14	2,169
+Wed, 6/12/2013	ride	4:39:46	61.39	2,207
+Sat, 4/18/2015	Tunitas + Lobitos Creeks	5:14:38	61.27	6,611
+Sat, 11/11/2017	Los Gatos / Bay Trail	4:26:24	60.74	1,316
+Sun, 4/17/2016	La Honda / Skyline	5:10:41	60.35	4,551
+Mon, 7/3/2017	Los Gatos / Bay Trail	4:25:41	60.28	1,329
+Sat, 4/16/2016	OLH / San Gregorio / Tunitas	4:57:40	60.12	4,744
+Sun, 1/29/2017	Los Gatos / Guadalupe / San Tomas / Bay Trails	4:33:38	60.11	1,447
+Mon, 11/26/2018	Lunch Ride Los Gatos	4:21:35	60.03	1,070
+Sat, 10/31/2015	Saratoga Ramble	5:01:57	59.11	3,528
+Sat, 8/18/2018	Tour de Menlo	4:03:48	58.81	2,467
+Sat, 4/26/2014	OLH / Tunitas Creek	5:15:26	58.69	6,742
+Sat, 6/15/2013	Palo Alto to Santa Cruz	4:27:54	58.42	4,431
+Sat, 10/11/2014	OLH / Tunitas	5:05:23	58.29	6,044
+Sat, 7/9/2016	Santa Cruz	3:50:23	58.23	4,042
+Wed, 6/18/2014	Sierra to the Sea Day 4	4:57:53	57.64	5,561
+Tue, 7/7/2015	07/07/2015 Palo Alto, CA	4:13:20	57.60	1,280
+Mon, 8/6/2018	Bike Ride Northwest Day 2	4:35:48	57.58	4,514
+Fri, 6/20/2014	Sierra to the Sea Day 6	4:33:39	56.91	4,453
+Sat, 6/10/2017	Los Gatos / Creek Trails	3:50:24	56.28	1,365
+Sat, 3/4/2017	Lunch Ride	3:58:25	56.26	1,378
+Sun, 8/5/2018	Bike Ride Northwest Day 1	3:34:42	55.77	1,824
+Sat, 8/13/2016	Petaluma / Point Reyes	4:30:12	54.75	5,286
+Sun, 6/7/2015	Tour de Cure	3:59:47	54.65	2,748
+Wed, 12/16/2015	Los Gatos	4:00:41	53.86	2,595
+Fri, 6/2/2017	Morning Ride	3:57:45	53.49	1,375
+Sun, 6/8/2014	Tour de Cure 75K	4:03:05	53.10	2,596
+Sun, 11/6/2016	Los Gatos	3:38:28	52.49	1,263
+Fri, 2/10/2017	Morning Ride	3:52:39	52.02	1,739
+Sat, 2/23/2019	Crystal Springs Dam	4:02:11	51.93	1,946
+Fri, 8/11/2017	Saratoga with Peter H	4:30:31	51.74	2,871
+Sat, 2/4/2017	Canada Rd	3:46:34	51.66	1,762
+Sun, 6/9/2013	Silicon Valley Tour de Cure 75K	3:58:37	51.63	2,929
+Sun, 9/3/2017	Morning Ride	4:22:45	51.31	2,526
+Mon, 7/27/2015	Palo Alto Cycling	3:48:23	50.93	1,306
+Wed, 7/29/2015	07/29/2015 Palo Alto, CA	3:47:53	50.92	1,873
+Sun, 6/26/2016	Afternoon Ride	3:16:33	50.78	1,181
+Mon, 8/10/2015	08/10/2015 Palo Alto, CA	3:41:54	50.73	1,325
+Sat, 10/15/2016	Los Gatos	3:28:16	50.64	1,368
+Tue, 12/19/2017	Los Gatos	3:46:37	50.49	1,929
+Fri, 6/28/2013	Kaffeehaus San Mateo	3:38:11	50.38	1,028
+Thu, 10/5/2017	Big Sur	4:33:33	50.38	4,528
+Sun, 11/20/2016	Lunch Ride	3:32:01	50.13	1,847
+Sat, 1/13/2018	Canada to Coyote Point	3:59:24	50.09	1,499
+Fri, 1/13/2017	Los Gatos Creek	3:52:28	50.01	1,598
+Sun, 6/11/2017	Tour de Cure with Juliet	4:11:01	49.49	2,713
+Sun, 9/11/2016	Santa Cruz via Mountain Charlie Rd	4:03:04	48.78	3,300
+Sat, 7/23/2016	Morning Ride	3:30:50	48.45	1,063
+Fri, 3/25/2016	Morning Ride	3:39:53	47.93	2,438
+Sat, 8/20/2016	Tour de Menlo with Juliet	3:30:24	47.52	2,133
+Sat, 8/15/2015	08/15/2015 Palo Alto, CA	3:35:03	47.12	1,158
+Wed, 11/11/2015	Morning Ride	3:45:01	46.54	2,559
+Fri, 7/21/2017	Morning Ride	3:35:00	46.19	748
+Sat, 9/2/2017	Canada / Sheep Camp Trail	3:45:45	45.72	2,034
+Mon, 1/19/2015	Canada Rd, etc.	2:57:14	45.64	1,836
+Sun, 11/27/2016	Morning Ride	3:04:11	45.60	1,378
+Sun, 7/2/2017	Afternoon Ride	3:10:38	45.30	581
+Sat, 10/3/2015	Los Gatos	2:59:26	45.21	1,148
+Sat, 7/2/2016	Morning Ride	3:23:20	45.21	1,991
+Mon, 1/16/2017	Morning Ride	3:34:28	45.15	1,434
+Sun, 1/15/2017	Lunch Ride	3:18:47	45.12	1,873
+Sun, 4/9/2017	Lunch Ride	3:10:28	44.76	636
+Sun, 10/15/2017	Los Gatos	2:51:53	44.71	1,437
+Tue, 10/8/2013	work	3:22:55	44.58	961
+Thu, 7/16/2015	07/16/2015 Mountain View, California	3:29:45	44.34	1,339
+Sat, 10/28/2017	Mindego Ridge Winery	4:17:45	44.28	4,331
+Sun, 9/2/2018	Saratoga	3:31:02	44.04	1,900
+Fri, 9/23/2016	Los Gatos	2:53:22	43.93	1,339
+Sat, 7/25/2015	07/25/2015 Palo Alto, California	4:02:27	43.62	4,819
+Sat, 7/8/2017	Dumbarton / Niles	3:14:55	43.54	627
+Sat, 6/9/2018	Kings Mountain	3:41:47	43.47	3,543
+Fri, 3/10/2017	Morning Ride	4:13:51	43.22	4,554
+Sat, 3/26/2016	Morning Ride	3:36:57	43.18	3,173
+Sun, 10/18/2015	Afternoon Ride	3:00:02	43.04	2,323
+Sat, 9/20/2014	Kings Mountain	3:26:36	43.00	3,299
+Sat, 8/11/2018	Bike Ride Northwest Day 7	3:25:20	42.39	2,241
+Sat, 3/18/2017	Morning Ride	3:37:01	42.29	2,231
+Sat, 7/11/2015	07/11/2015 Walnut Creek, California	3:09:38	42.29	3,284
+Thu, 1/22/2015	OLH, etc.	3:25:09	42.15	2,957
+Sun, 11/9/2014	11/09/2014 Palo Alto, CA	3:24:57	42.10	3,096
+Sun, 5/15/2016	Afternoon Ride	2:55:51	41.98	1,693
+Sat, 3/25/2017	Morning Ride	3:37:45	41.94	2,874
+Sun, 6/14/2015	06/14/2015 Palo Alto, CA	2:46:38	41.67	1,086
+Sat, 7/28/2018	Coyote Hills / Dumbarton	3:25:39	41.66	1,463
+Sun, 8/7/2016	Afternoon Ride	2:42:58	41.19	1,526
+Sat, 2/11/2017	Morning Ride	3:19:34	41.16	2,172
+Sun, 12/3/2017	Bay Trail	2:53:58	40.86	568
+Mon, 5/29/2017	Morning Ride	3:52:04	40.83	3,678
+Sat, 2/18/2017	Lunch Ride	3:01:13	40.82	630
+Wed, 11/9/2016	Lunch Ride	2:52:06	40.82	1,667
+Sat, 5/20/2017	Lunch Ride	3:07:43	40.82	709
+Sat, 3/24/2018	Morning Ride	2:56:29	40.69	561
+Sun, 11/19/2017	Belmont / Bay Trail	2:53:36	40.60	453
+Sun, 3/26/2017	Lunch Ride	2:54:38	40.57	518
+Sat, 5/25/2019	Crestview	3:17:16	40.56	2,890
+Sat, 9/16/2017	Tour de Coop	3:24:53	40.55	1,125
+Thu, 9/3/2015	Morning Ride	3:02:58	40.40	1,181
+Sun, 2/5/2017	Morning Ride	2:53:48	40.40	1,608
+Sun, 10/23/2016	Lunch Ride	2:41:33	40.33	1,699
+Sat, 12/8/2018	Morning Ride	3:27:10	40.33	2,300
+Sun, 2/12/2017	Lunch Ride	3:39:38	40.27	2,717
+Sat, 12/2/2017	Dumbarton / Niles	2:57:48	40.26	610
+Sun, 11/12/2017	Morning Ride	2:54:57	40.24	656
+Sat, 11/15/2014	Kings Mountain again	3:25:14	40.18	2,952
+Sun, 10/9/2016	Lunch Ride	2:41:06	40.14	1,106
+Mon, 11/6/2017	Morning Ride	2:48:12	40.13	509
+Sat, 12/17/2016	Morning Ride	3:11:31	40.10	2,133
+Fri, 1/12/2018	Morning Ride	2:58:30	40.09	427
+Sun, 12/18/2016	Morning Ride	3:04:01	40.03	1,886
+Sun, 1/25/2015	Canada Rd	2:45:51	39.99	1,772
+Sat, 6/21/2014	Sierra to the Sea Day 7	3:36:53	39.77	3,325
+Sat, 9/23/2017	Canada / Crestview	3:25:13	39.77	2,444
+Fri, 12/27/2013	OLH to Page Mill	3:24:14	39.73	3,365
+Fri, 10/30/2015	OLH / West Alpine	3:28:46	39.51	4,505
+Sat, 9/5/2015	Ring of Fire	3:31:55	39.18	3,553
+Wed, 8/28/2013	Train Track Crash	2:50:55	39.16	928
+Sun, 2/22/2015	Canada Rd Plus	2:57:25	39.14	1,834
+Sat, 4/8/2017	Lunch Ride	3:28:52	39.09	3,117
+Sat, 11/14/2015	Morning Ride	3:09:31	39.00	2,254
+Sun, 3/1/2015	Canada Rd	2:38:11	38.81	1,856
+Wed, 11/22/2017	Morning Ride	2:55:22	38.77	892
+Sat, 10/29/2016	Morning Ride	3:14:22	38.72	2,201
+Sat, 4/6/2019	Coyote Hills / Dumbarton	2:50:52	38.71	650
+Wed, 7/22/2015	07/22/2015 Palo Alto, CA	2:55:45	38.68	627
+Mon, 6/22/2015	06/22/2015 Palo Alto, CA	2:51:10	38.55	725
+Fri, 12/16/2016	Morning Ride	2:54:02	38.46	1,053
+Sun, 10/7/2018	Westridge, Canada with Ted	3:09:25	38.29	1,667
+Sat, 2/21/2015	Kings Mountain	3:13:05	38.21	3,015
+Sat, 9/12/2015	Morning Ride	3:06:03	38.20	3,342
+Sun, 2/15/2015	Canada Rd	2:35:29	38.06	1,470
+Sun, 11/16/2014	Canada Rd	2:30:41	37.88	1,548
+Sun, 10/5/2014	Canada Road Sunday	2:39:39	37.84	1,644
+Mon, 11/23/2015	Home from Pigeon Point	3:29:29	37.70	3,133
+Sat, 1/6/2018	Morning Ride	2:53:45	37.66	1,503
+Sun, 1/7/2018	Dumbarton / Niles	2:39:17	37.64	472
+Sun, 12/1/2013	Mt Hamilton	3:47:01	37.56	4,921
+Sun, 3/18/2018	Lunch Ride	2:47:48	37.52	827
+Sat, 9/22/2018	Morning Ride	2:52:01	37.45	1,798
+Sun, 10/22/2017	Afternoon Ride	2:33:27	37.41	1,024
+Sun, 5/4/2014	MTV-Woodside	2:41:21	37.41	1,495
+Sat, 1/23/2016	Morning Ride	3:39:10	37.35	2,949
+Sun, 9/16/2018	Dumbarton / Niles	2:38:41	37.26	722
+Sun, 6/10/2018	Canada / Emerald Hills	3:21:31	37.26	2,621
+Mon, 5/4/2015	Commute	2:43:06	37.25	189
+Sat, 7/7/2018	Runymede Trail	3:01:51	37.07	1,834
+Sun, 12/11/2016	Afternoon Ride	2:34:13	37.05	1,463
+Sun, 11/29/2015	Mt Hamilton	3:40:48	37.00	4,902
+Sat, 1/30/2016	Morning Ride	2:31:37	36.88	1,345
+Mon, 2/18/2019	Niles	2:39:39	36.83	571
+Sun, 1/21/2018	Alviso	2:35:58	36.82	404
+Sat, 8/26/2017	Lunch Ride	2:41:49	36.71	1,115
+Sat, 9/13/2014	Emerald Hills	2:55:30	36.71	2,143
+Sun, 5/22/2016	Lunch Ride	2:12:20	36.68	1,332
+Sat, 11/25/2017	Mt. Hamilton	3:41:22	36.65	4,806
+Fri, 10/13/2017	Voyage	2:46:15	36.63	505
+Tue, 5/12/2015	05/12/2015 Palo Alto, CA	2:47:15	36.54	499
+Mon, 4/20/2015	Commute	2:57:44	36.31	119
+Fri, 5/13/2016	Morning Ride	2:41:03	36.21	456
+Sat, 12/3/2016	Morning Ride	3:08:37	36.20	2,881
+Sun, 12/7/2014	12/07/2014 Palo Alto, CA	2:43:35	36.16	1,569
+Sun, 9/30/2018	Canada	2:48:41	36.12	1,480
+Fri, 3/30/2018	Morning Ride	2:38:07	36.11	285
+Sun, 11/5/2017	Lunch Ride	3:24:01	35.91	2,231
+Sun, 2/8/2015	Commute	2:28:46	35.85	1,142
+Sat, 3/30/2019	Morning Ride	3:23:55	35.78	2,861
+Sun, 11/22/2015	Pigeon Point	3:14:41	35.73	3,230
+Mon, 9/19/2016	Sunnyvale	2:37:04	35.68	745
+Thu, 4/9/2015	Palo Alto Cycling	2:35:47	35.51	117
+Sun, 8/21/2016	Canada	2:20:21	35.42	1,348
+Tue, 10/28/2014	Woodside	2:36:36	35.39	1,560
+Sun, 1/27/2019	Crystal Springs Dam Bridge	2:28:21	35.38	1,480
+Thu, 4/26/2018	San Mateo	2:38:26	35.31	666
+Thu, 12/22/2016	Half Moon Bay	2:53:00	35.26	2,671
+Tue, 6/7/2016	Los Altos	2:41:13	35.18	1,070
+Sat, 3/15/2014	Canada - Steve	2:51:50	35.01	1,607
+Sun, 12/6/2015	Canada Rd	2:15:05	34.67	1,237
+Wed, 9/13/2017	Healdburg / Jimtown	2:08:03	34.45	912
+Thu, 10/2/2014	10/02/2014 Mountain View, California	3:08:06	34.28	2,864
+Sat, 2/1/2014	OLH to Page Mill	3:07:43	34.26	3,099
+Sat, 10/21/2017	Pescadero	5:20:08	67.05	4,938
+Sat, 7/30/2016	Morning Ride	2:50:15	34.19	2,799
+Mon, 7/10/2017	Morning Ride	2:38:59	34.18	984
+Thu, 7/31/2014	Work commute	2:36:53	34.15	564
+Sat, 12/15/2018	Lunch Ride	2:50:19	34.10	1,683
+Sat, 1/20/2018	Afternoon Ride	2:28:18	34.02	525
+Sun, 12/4/2016	Morning Ride	2:29:29	34.00	1,161
+Sat, 10/8/2016	Lunch Ride	2:25:17	33.95	1,375
+Thu, 10/16/2014	Commute	2:40:01	33.76	615
+Fri, 11/11/2016	OLH	2:44:59	33.69	2,175
+Sat, 9/3/2016	Morning Ride	3:07:28	33.65	2,792
+Sun, 4/19/2015	Canada Rd	2:23:17	33.56	1,466
+Sat, 8/12/2017	Afternoon Ride	2:41:24	33.54	633
+Sat, 2/14/2015	Rancho San Antonio	2:45:23	33.53	2,075
+Sat, 2/27/2016	Morning Ride	2:47:15	33.51	2,005
+Sun, 9/17/2017	Canada and off road	2:36:04	33.50	1,772
+Sat, 2/24/2018	Los Altos Hills on and off road	3:10:47	33.49	2,343
+Sun, 1/26/2014	Canada Rd	2:05:59	33.12	1,446
+Sat, 4/27/2019	Morning Ride	2:31:48	33.04	1,722
+Sun, 5/12/2019	Peninsula Bike Trail to Bay Trail	2:29:05	33.00	846
+Sun, 8/20/2017	Lunch Ride	2:23:02	32.96	1,407
+Sun, 3/6/2016	Lunch Ride	2:57:54	32.86	2,566
+Sun, 3/5/2017	Lunch Ride	2:57:09	32.82	1,713
+Sat, 12/16/2017	Morning Ride	2:48:58	32.72	2,320
+Tue, 8/23/2016	Morning Ride	2:32:15	32.61	354
+Fri, 12/9/2016	Morning Ride	3:04:52	32.55	2,365
+Sun, 11/1/2015	Lunch Ride	2:20:35	32.49	1,553
+Sat, 4/14/2018	Lunch Ride	2:21:49	32.43	666
+Fri, 1/26/2018	Morning Ride	2:23:38	32.41	295
+Sun, 8/16/2015	08/16/2015 Palo Alto, CA	2:29:53	32.40	1,650
+Sat, 5/9/2015	OLH	2:30:17	32.33	2,788
+Wed, 1/31/2018	Morning Ride	3:04:15	32.28	2,526
+Sat, 4/4/2015	Rancho San Antonio	2:55:37	32.26	2,136
+Sat, 3/16/2019	Morning Ride	2:58:43	32.26	2,316
+Sun, 12/27/2015	Canada Rd with Juliet	2:24:56	32.22	1,491
+Mon, 5/18/2015	05/18/2015 Palo Alto, CA	2:24:45	32.22	807
+Sun, 4/8/2018	Lunch Ride	2:21:54	32.18	1,296
+Sun, 5/3/2015	Canada Rd	2:12:24	32.02	1,384
+Wed, 6/17/2015	06/17/2015 Mountain View, California	2:13:42	32.01	650
+Sat, 11/7/2015	Crystal Springs Part 1	2:15:00	32.00	1000
+Sun, 8/23/2015	Afternoon Ride	2:24:29	31.90	2,444
+Sun, 4/12/2015	Palo Alto Cycling	2:01:49	31.76	1,210
+Sun, 11/13/2016	Afternoon Ride	2:23:46	31.71	1,273
+Fri, 10/7/2016	Morning Ride	2:26:46	31.65	2,382
+Thu, 8/15/2013	08/15/2013 Palo Alto, CA	2:19:27	31.64	555
+Wed, 10/30/2013	work	2:22:00	31.55	995
+Sun, 9/18/2016	Morning Ride	2:20:46	31.48	1,506
+Tue, 6/18/2013	work etc (headwinds)	2:03:34	31.48	809
+Sun, 3/11/2018	Lunch Ride	2:23:14	31.42	686
+Sat, 3/12/2016	Lunch Ride	2:10:01	31.39	1,198
+Sun, 1/22/2017	Dumbarton	2:23:36	31.27	591
+Sat, 9/29/2018	Kings	2:36:47	31.23	1,949
+Sat, 3/23/2019	Morning Ride	2:33:27	31.19	1,529
+Sat, 4/13/2019	Alviso	2:10:04	31.18	397
+Mon, 11/10/2014	Commute	2:22:39	31.18	800
+Mon, 5/25/2015	05/25/2015 Palo Alto, CA	2:19:26	31.14	1,591
+Mon, 2/16/2015	Portola Valley Loop	2:09:15	31.11	1,283
+Wed, 9/21/2016	Morning Ride	2:16:04	31.09	551
+Sat, 3/11/2017	Afternoon Ride	2:19:05	31.04	1,368
+Sun, 7/29/2018	Lunch Ride	2:26:56	30.92	1,578
+Fri, 11/10/2017	Lunch Ride	2:20:46	30.92	312
+Mon, 6/12/2017	Morning Ride	2:20:16	30.90	554
+Thu, 12/29/2016	Morning Ride	2:13:46	30.86	1,083
+Sat, 4/22/2017	Lunch Ride	2:21:31	30.80	1,237
+Mon, 9/7/2015	Healdsburg	2:09:43	30.76	1,037
+Sat, 1/14/2017	Afternoon Ride	2:12:37	30.71	466
+Mon, 9/4/2017	Kings Mountain	2:40:57	30.69	2,431
+Sun, 8/9/2015	08/09/2015 Palo Alto, CA	2:15:39	30.66	1,348
+Sat, 12/12/2015	Lunch Ride	2:16:20	30.56	1,434
+Thu, 12/28/2017	Morning Ride	2:17:38	30.54	430
+Mon, 1/30/2017	Morning Ride	2:19:47	30.49	696
+Sun, 8/27/2017	Lunch Ride	2:16:36	30.47	774
+Fri, 10/12/2018	Lunch Ride	2:16:25	30.44	348
+Sat, 2/28/2015	Palo Alto Cycling	2:40:24	30.37	2,535
+Sat, 6/24/2017	Afternoon Ride	2:06:05	30.31	338
+Tue, 6/2/2015	06/02/2015 Mountain View, California	2:09:58	30.30	784
+Mon, 5/27/2019	Canada / Sheep camp / Water dog lake	2:37:11	30.27	1,444
+Sat, 1/2/2016	Los Altos Hills	2:29:48	30.27	1,952
+Fri, 6/23/2017	Morning Ride	2:17:16	30.27	515
+Sun, 4/2/2017	Morning Ride	2:20:47	30.23	407
+Sat, 8/25/2018	Morning Ride	2:22:42	30.22	2,257
+Sun, 9/14/2014	09/14/2014 Palo Alto, CA	2:06:48	30.18	1,204
+Sat, 8/19/2017	Lunch Ride	2:06:39	30.17	627
+Sun, 3/12/2017	Morning Ride	2:18:13	30.16	600
+Sat, 11/21/2015	Morning Ride	2:20:54	30.16	1,499
+Wed, 10/12/2016	Morning Ride	2:19:51	30.11	328
+Sun, 7/8/2018	Lunch Ride	2:12:19	30.04	768
+Tue, 11/22/2016	Morning Ride	2:18:57	30.04	518
+Wed, 3/4/2015	Commute	2:15:56	30.02	1,125
+Sun, 3/25/2018	Dumbarton / Coyote Hills / Middle of the Bay	2:31:51	30.01	709
+Tue, 2/14/2017	Morning Ride	2:22:16	29.92	463
+Sun, 5/31/2015	05/31/2015 Palo Alto, California	2:35:24	29.85	2,568
+Tue, 11/1/2016	Morning Ride	2:15:55	29.78	515
+Sun, 6/5/2016	Morning Ride	2:18:02	29.70	1,293
+Sun, 5/26/2019	San Carlos / Bay Trail	2:17:51	29.55	620
+Thu, 8/13/2015	08/13/2015 Palo Alto, CA	2:13:58	29.51	778
+Sun, 7/14/2013	07/14/2013 Palo Alto, CA	2:23:07	29.34	739
+Sun, 4/3/2016	Lunch Ride	2:03:38	29.31	810
+Mon, 3/9/2015	Palo Alto Cycling	1:57:50	29.21	115
+Fri, 2/23/2018	Morning Ride	2:08:28	29.21	166
+Sat, 10/7/2017	Afternoon Ride	2:02:43	29.18	394
+Sat, 1/17/2015	Palo Alto Cycling	2:08:38	29.06	1,587
+Sat, 1/18/2014	Los Altos Hills	2:32:23	29.03	1,918
+Sat, 6/20/2015	06/20/2015 Palo Alto, CA	2:06:45	28.87	1,650
+Sun, 11/3/2013	work	2:11:08	28.74	841
+Wed, 8/16/2017	Lunch Ride	2:15:48	28.67	732
+Sat, 1/9/2016	Morning Ride	2:07:35	28.54	1,289
+Sat, 9/19/2015	Los Altos Hills	2:31:24	28.51	1,611
+Wed, 8/12/2015	08/12/2015 Palo Alto, CA	2:02:14	28.48	751
+Sun, 7/23/2017	Morning Ride	2:57:35	28.43	2,562
+Mon, 8/24/2015	Morning Ride	2:10:31	28.35	427
+Wed, 6/26/2013	work	2:01:29	28.33	627
+Sun, 4/28/2019	Arastradsero	2:29:59	28.21	1,355
+Sun, 7/19/2015	07/19/2015 Palo Alto, CA	2:00:27	28.17	1,037
+Fri, 12/28/2018	Lunch Ride with Juliet	2:17:33	28.10	331
+Tue, 5/17/2016	Morning Ride	2:06:55	28.09	551
+Wed, 10/5/2016	Morning Ride	2:10:47	28.05	276
+Wed, 6/22/2016	Morning Ride	2:00:40	27.99	374
+Mon, 3/16/2015	Commute	2:06:51	27.97	70
+Sun, 2/25/2018	Lunch Ride	2:10:54	27.88	958
+Sat, 10/27/2018	Morning Ride	2:29:13	27.88	1,581
+Mon, 6/20/2016	Morning Ride	1:52:13	27.77	531
+Sun, 12/2/2018	Lunch Ride	2:34:14	27.72	1,506
+Mon, 3/19/2018	Morning Ride	2:06:35	27.62	860
+Mon, 12/17/2018	Morning Ride	2:16:12	27.60	246
+Sat, 10/14/2017	Afternoon Ride	2:04:53	27.52	387
+Sat, 10/18/2014	Bikepacking Monte Bello	2:54:20	27.44	2,992
+Sun, 4/15/2018	Morning Ride	2:17:16	27.43	1,667
+Mon, 4/10/2017	Morning Ride	2:03:19	27.40	282
+Tue, 5/7/2019	Lunch Ride	2:07:55	27.37	820
+Sun, 11/25/2018	Afternoon Ride	1:56:26	27.34	203
+Wed, 4/29/2015	Palo Alto Cycling	2:03:14	27.33	75
+Tue, 1/17/2017	Morning Ride	2:07:17	27.30	535
+Tue, 9/30/2014	09/30/2014 Palo Alto, CA	2:07:33	27.28	636
+Sat, 9/17/2016	TourDeCoop.org	2:04:27	27.24	479
+Sat, 1/12/2019	Lunch Ride	1:58:47	27.24	1,079
+Mon, 3/30/2015	Woodside Loop	1:47:46	27.22	1,081
+Tue, 11/17/2015	Afternoon Ride	2:04:48	27.12	830
+Sun, 8/13/2017	Woodside Loop (Battery ran down)	2:00:00	27.00	1,000
+Sat, 1/31/2015	Alpine Rd	2:29:26	26.98	2,362
+Sun, 2/28/2016	Woodside Loop	1:43:34	26.93	843
+Sun, 4/1/2018	Lunch Ride	2:30:35	26.92	1,831
+Wed, 5/3/2017	Palo Alto Road Cycling	2:06:05	26.86	1,411
+Fri, 9/9/2016	Morning Ride	1:56:44	26.85	1,086
+Sun, 9/23/2018	Morning Ride	1:57:48	26.83	512
+Sat, 10/4/2014	Woodside Loop	1:52:09	26.71	1,213
+Thu, 5/7/2015	Commute	1:55:36	26.58	68
+Sun, 3/24/2019	Afternoon Ride	2:42:45	26.57	2,267
+Thu, 8/31/2017	Morning Ride	2:00:02	26.54	817
+Sun, 4/24/2016	Afternoon Ride	1:50:08	26.53	935
+Sun, 12/17/2017	Lunch Ride	1:50:51	26.53	217
+Tue, 7/4/2017	Lunch Ride	1:53:04	26.50	459
+Tue, 5/8/2018	Afternoon Ride	2:34:11	26.50	1,791
+Tue, 5/26/2015	05/26/2015 Palo Alto, CA	2:01:47	26.50	591
+Thu, 8/4/2016	Afternoon Ride	1:55:47	26.49	659
+Wed, 6/8/2016	Lunch Ride	1:48:19	26.48	597
+Sun, 9/9/2018	Lunch Ride	2:00:49	26.46	479
+Sat, 5/21/2016	Maker Faire	1:57:14	26.44	207
+Wed, 4/1/2015	Commute	1:55:15	26.44	71
+Wed, 6/29/2016	Morning Ride	1:49:33	26.39	561
+Sat, 9/9/2017	Lunch Ride	1:59:01	26.38	1,112
+Fri, 6/3/2016	Morning Ride	1:56:57	26.38	502
+Fri, 3/31/2017	Morning Ride	2:01:41	26.36	495
+Sat, 12/13/2014	Westridge (up the back way; after the rain)	2:01:01	26.35	1,495
+Sun, 4/14/2019	Huddart - Paul Hopkins	2:08:57	26.34	1,601
+Sat, 6/29/2013	Untitled	1:48:50	26.33	1,091
+Sat, 4/25/2015	Woodside	1:54:30	26.28	1,220
+Tue, 1/31/2017	Morning Ride	2:01:18	26.27	384
+Tue, 6/28/2016	Morning Ride	1:55:31	26.27	571
+Sat, 5/19/2018	Morning Ride	2:00:24	26.25	958
+Thu, 6/30/2016	Morning Ride	1:52:16	26.24	499
+Sun, 2/19/2017	Afternoon Ride	1:56:46	26.23	1,138
+Thu, 8/18/2016	Morning Ride	1:58:06	26.23	712
+Sun, 4/20/2014	Afternoon Ride	1:52:52	26.23	102
+Sun, 5/10/2015	Arastadero	1:48:58	26.22	1,148
+Thu, 5/19/2016	Morning Ride	1:52:56	26.14	938
+Mon, 12/31/2018	Morning Ride	2:00:24	26.11	545
+Fri, 12/15/2017	Afternoon Ride	1:51:36	26.07	226
+Sun, 1/18/2015	Palo Alto Cycling	1:38:16	26.02	1,257
+Mon, 10/3/2016	Morning Ride	1:54:45	26.01	646
+Tue, 7/14/2015	07/14/2015 Mountain View, California	2:02:36	25.99	502
+Fri, 12/18/2015	Lunch Ride	1:58:57	25.93	909
+Tue, 6/13/2017	Morning Ride	1:55:30	25.89	289
+Mon, 8/4/2014	To the Sea	2:17:11	25.87	2,080
+Wed, 9/25/2013	work and with kris	2:07:40	25.81	593
+Sun, 9/13/2015	Afternoon Ride	1:49:31	25.78	1,152
+Sun, 3/3/2019	Afternoon Ride	2:00:06	25.73	390
+Thu, 1/26/2017	Morning Ride	1:56:09	25.67	259
+Sun, 5/6/2018	Morning Ride	1:55:05	25.67	1,148
+Sat, 7/29/2017	Lunch Ride	1:53:50	25.65	988
+Wed, 8/20/2014	08/20/2014 Palo Alto, CA	1:49:35	25.61	497
+Sat, 4/19/2014	Lunch Ride	1:49:37	25.60	1,111
+Mon, 9/3/2018	Afternoon Ride	1:59:08	25.54	331
+Mon, 6/2/2014	Work	1:59:33	25.51	627
+Fri, 12/11/2015	Afternoon Ride	2:12:40	25.44	1,719
+Fri, 2/9/2018	Morning Ride	1:56:11	25.41	318
+Sun, 8/26/2018	Afternoon Ride	1:49:16	25.37	377
+Sun, 7/9/2017	Afternoon Ride	1:50:30	25.36	682
+Mon, 6/26/2017	Morning Ride	1:52:26	25.34	226
+Fri, 9/14/2018	Lunch Ride	1:50:05	25.34	541
+Fri, 3/1/2019	Morning Ride	2:00:23	25.34	121
+Sun, 1/13/2019	Lunch Ride	1:51:40	25.33	715
+Wed, 4/12/2017	Morning Ride	1:59:22	25.33	686
+Wed, 6/14/2017	Morning Ride	1:51:32	25.33	308
+Sat, 11/28/2015	Lunch Ride	1:43:56	25.31	1,122
+Mon, 11/27/2017	Morning Ride	1:55:39	25.31	184
+Fri, 11/28/2014	11/28/2014 Palo Alto, CA	1:45:13	25.30	1,112
+Fri, 4/13/2018	Morning Ride	1:53:39	25.28	344
+Fri, 9/15/2017	Morning Ride	1:56:55	25.28	384
+Tue, 12/31/2013	Woodside Loop - Last Ride of the Year	1:45:28	25.27	1,207
+Sun, 10/14/2018	Lunch Ride	2:13:13	25.23	1,421
+Sat, 11/22/2014	Atherton to Woodside	1:43:10	25.21	1,095
+Sat, 6/4/2016	Morning Ride	1:57:23	25.19	922
+Mon, 8/8/2016	Morning Ride	1:52:38	25.17	423
+Fri, 11/6/2015	Morning Ride	1:51:45	25.15	538
+Mon, 12/18/2017	Afternoon Ride	1:52:56	25.15	741
+Fri, 6/24/2016	Afternoon Ride	1:35:25	25.11	623
+Sat, 6/25/2016	Afternoon Ride	1:44:43	25.10	568
+Sat, 1/25/2014	Woodside	1:33:38	25.08	1,243
+Tue, 4/29/2014	Woodside	1:46:03	25.08	886
+Thu, 4/13/2017	Morning Ride	2:06:13	25.06	266
+Sun, 6/12/2016	Morning Ride	1:49:25	25.04	387
+Thu, 6/8/2017	Morning Ride	1:56:19	25.02	285
+Thu, 10/13/2016	Morning Ride	1:47:30	25.02	253
+Sun, 1/19/2014	01/19/2014 Palo Alto, CA	1:36:55	25.01	1,201
+Mon, 9/5/2016	Afternoon Ride	1:42:56	25.00	902
+Sat, 11/8/2014	Atherton / Woodside	1:40:51	25.00	972
 # 2013: Rides in the 20 to 25 mile range
-Ride	Sat, 6/1/2013	Woodside Loop	1:41:20	24.45 mi	1,125 ft
-Ride	Sun, 6/16/2013	Woodside Loop	1:38:19	24.52 mi	1,137 ft	
-Ride	Sun, 6/23/2013	Climb	2:16:29	24.30 mi	2,001 ft
-Ride	Sat, 7/13/2013	Doug's Event	1:51:55	21.35 mi	1,677 ft
-Ride	Sun, 8/4/2013	Kris's first trike ride	1:51:21	20.96 mi	988 ft	
-Ride	Sun, 11/24/2013	Alpine Rd	1:42:36	21.02 mi	1,289 ft	
-Ride	Fri, 11/29/2013	Woodside Loop	1:33:36	22.75 mi	1,011 ft	
\ No newline at end of file
+Sat, 6/1/2013	Woodside Loop	1:41:20	24.45	1,125
+Sun, 6/16/2013	Woodside Loop	1:38:19	24.52	1,137
+Sun, 6/23/2013	Climb	2:16:29	24.30	2,001
+Sat, 7/13/2013	Doug's Event	1:51:55	21.35	1,677
+Sun, 8/4/2013	Kris's first trike ride	1:51:21	20.96	988
+Sun, 11/24/2013	Alpine Rd	1:42:36	21.02	1,289
+Fri, 11/29/2013	Woodside Loop	1:33:36	22.75	1,011
\ No newline at end of file