diff --git a/Imitation Learning Enjoy Metrics Dashboard.ipynb b/Imitation Learning Enjoy Metrics Dashboard.ipynb
new file mode 100644
index 00000000..6a75f83f
--- /dev/null
+++ b/Imitation Learning Enjoy Metrics Dashboard.ipynb
@@ -0,0 +1,759 @@
+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# Imitation Learning 'Enjoy' Metrics Dashboard"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import pandas as pd \n",
+ "import seaborn as sns\n",
+ "import matplotlib.pyplot as plt"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 4,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "
\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " datetime | \n",
+ " step | \n",
+ " x | \n",
+ " y | \n",
+ " angle | \n",
+ " speed | \n",
+ " steering | \n",
+ " center_dist | \n",
+ " center_angle | \n",
+ " reward | \n",
+ " total_reward | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " 0 | \n",
+ " 2019-11-12 15:41:41.844231 | \n",
+ " 1 | \n",
+ " 2.647548 | \n",
+ " 2.919155 | \n",
+ " 4.934089 | \n",
+ " 0.75 | \n",
+ " 1.000000 | \n",
+ " -0.130730 | \n",
+ " -0.029120 | \n",
+ " 14.864401 | \n",
+ " 14.864401 | \n",
+ "
\n",
+ " \n",
+ " 1 | \n",
+ " 2019-11-12 15:41:50.104820 | \n",
+ " 2 | \n",
+ " 2.656268 | \n",
+ " 2.951922 | \n",
+ " 5.010862 | \n",
+ " 0.75 | \n",
+ " 0.945772 | \n",
+ " -0.141533 | \n",
+ " -0.358443 | \n",
+ " 12.705726 | \n",
+ " 27.570127 | \n",
+ "
\n",
+ " \n",
+ " 2 | \n",
+ " 2019-11-12 15:41:50.186790 | \n",
+ " 3 | \n",
+ " 2.656487 | \n",
+ " 2.947024 | \n",
+ " 4.324588 | \n",
+ " 0.75 | \n",
+ " -1.000000 | \n",
+ " -0.141496 | \n",
+ " 0.340801 | \n",
+ " 12.832237 | \n",
+ " 40.402364 | \n",
+ "
\n",
+ " \n",
+ " 3 | \n",
+ " 2019-11-12 15:41:50.304596 | \n",
+ " 4 | \n",
+ " 2.644860 | \n",
+ " 2.980022 | \n",
+ " 4.422627 | \n",
+ " 0.75 | \n",
+ " 1.000000 | \n",
+ " -0.132771 | \n",
+ " 0.160248 | \n",
+ " 14.454792 | \n",
+ " 54.857156 | \n",
+ "
\n",
+ " \n",
+ " 4 | \n",
+ " 2019-11-12 15:41:50.386756 | \n",
+ " 5 | \n",
+ " 2.636518 | \n",
+ " 3.013998 | \n",
+ " 4.520665 | \n",
+ " 0.75 | \n",
+ " 0.999998 | \n",
+ " -0.130531 | \n",
+ " -0.037889 | \n",
+ " 14.874159 | \n",
+ " 69.731315 | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " datetime step x y angle speed \\\n",
+ "0 2019-11-12 15:41:41.844231 1 2.647548 2.919155 4.934089 0.75 \n",
+ "1 2019-11-12 15:41:50.104820 2 2.656268 2.951922 5.010862 0.75 \n",
+ "2 2019-11-12 15:41:50.186790 3 2.656487 2.947024 4.324588 0.75 \n",
+ "3 2019-11-12 15:41:50.304596 4 2.644860 2.980022 4.422627 0.75 \n",
+ "4 2019-11-12 15:41:50.386756 5 2.636518 3.013998 4.520665 0.75 \n",
+ "\n",
+ " steering center_dist center_angle reward total_reward \n",
+ "0 1.000000 -0.130730 -0.029120 14.864401 14.864401 \n",
+ "1 0.945772 -0.141533 -0.358443 12.705726 27.570127 \n",
+ "2 -1.000000 -0.141496 0.340801 12.832237 40.402364 \n",
+ "3 1.000000 -0.132771 0.160248 14.454792 54.857156 \n",
+ "4 0.999998 -0.130531 -0.037889 14.874159 69.731315 "
+ ]
+ },
+ "execution_count": 4,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "data = pd.read_csv(\"~/dev/harvard/gym-duckietown-fork/learning/metrics-enjoy-snapping.csv\") \n",
+ "data.head()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 5,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " datetime | \n",
+ " step | \n",
+ " x | \n",
+ " y | \n",
+ " angle | \n",
+ " speed | \n",
+ " steering | \n",
+ " center_dist | \n",
+ " center_angle | \n",
+ " reward | \n",
+ " total_reward | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " 1837 | \n",
+ " 2019-11-12 15:43:45.984463 | \n",
+ " 1838 | \n",
+ " 2.242340 | \n",
+ " 0.825605 | \n",
+ " -9.895583 | \n",
+ " 0.75 | \n",
+ " -1.0 | \n",
+ " -0.065105 | \n",
+ " 0.470805 | \n",
+ " 16.511842 | \n",
+ " 29382.281689 | \n",
+ "
\n",
+ " \n",
+ " 1838 | \n",
+ " 2019-11-12 15:43:46.026137 | \n",
+ " 1839 | \n",
+ " 2.210420 | \n",
+ " 0.811282 | \n",
+ " -9.797543 | \n",
+ " 0.75 | \n",
+ " 1.0 | \n",
+ " -0.050782 | \n",
+ " 0.372765 | \n",
+ " 17.836821 | \n",
+ " 29400.118510 | \n",
+ "
\n",
+ " \n",
+ " 1839 | \n",
+ " 2019-11-12 15:43:46.077543 | \n",
+ " 1840 | \n",
+ " 2.177252 | \n",
+ " 0.800152 | \n",
+ " -9.699504 | \n",
+ " 0.75 | \n",
+ " 1.0 | \n",
+ " -0.039652 | \n",
+ " 0.274726 | \n",
+ " 18.773569 | \n",
+ " 29418.892079 | \n",
+ "
\n",
+ " \n",
+ " 1840 | \n",
+ " 2019-11-12 15:43:46.128973 | \n",
+ " 1841 | \n",
+ " 2.143153 | \n",
+ " 0.792322 | \n",
+ " -9.601465 | \n",
+ " 0.75 | \n",
+ " 1.0 | \n",
+ " -0.031822 | \n",
+ " 0.176687 | \n",
+ " 19.384018 | \n",
+ " 29438.276096 | \n",
+ "
\n",
+ " \n",
+ " 1841 | \n",
+ " 2019-11-12 15:43:46.179018 | \n",
+ " 1842 | \n",
+ " 2.108452 | \n",
+ " 0.787868 | \n",
+ " -9.503426 | \n",
+ " 0.75 | \n",
+ " 1.0 | \n",
+ " -0.027368 | \n",
+ " 0.078648 | \n",
+ " 19.713444 | \n",
+ " 29457.989540 | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " datetime step x y angle speed \\\n",
+ "1837 2019-11-12 15:43:45.984463 1838 2.242340 0.825605 -9.895583 0.75 \n",
+ "1838 2019-11-12 15:43:46.026137 1839 2.210420 0.811282 -9.797543 0.75 \n",
+ "1839 2019-11-12 15:43:46.077543 1840 2.177252 0.800152 -9.699504 0.75 \n",
+ "1840 2019-11-12 15:43:46.128973 1841 2.143153 0.792322 -9.601465 0.75 \n",
+ "1841 2019-11-12 15:43:46.179018 1842 2.108452 0.787868 -9.503426 0.75 \n",
+ "\n",
+ " steering center_dist center_angle reward total_reward \n",
+ "1837 -1.0 -0.065105 0.470805 16.511842 29382.281689 \n",
+ "1838 1.0 -0.050782 0.372765 17.836821 29400.118510 \n",
+ "1839 1.0 -0.039652 0.274726 18.773569 29418.892079 \n",
+ "1840 1.0 -0.031822 0.176687 19.384018 29438.276096 \n",
+ "1841 1.0 -0.027368 0.078648 19.713444 29457.989540 "
+ ]
+ },
+ "execution_count": 5,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "data.tail()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 6,
+ "metadata": {
+ "scrolled": false
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": "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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": "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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": "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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": "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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": "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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": "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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": "iVBORw0KGgoAAAANSUhEUgAAA3gAAACaCAYAAAD7CupaAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAgAElEQVR4nOx9d5gcxZn+29OTNu9qg7RKSEJCESRhbJxtjAMO53jneD6fjzv/fMbnjI3TOYMj54htTHDAgInGZJElJEAorrRBYVdhc96Z2dmd2PX7o/urruru2YBmdrWo3ufRw7I7011dXfXVF97v+zTGGBQUFBQUFBQUFBQUFBTmPnyzPQAFBQUFBQUFBQUFBQWF/EAZeAoKCgoKCgoKCgoKCi8SKANPQUFBQUFBQUFBQUHhRQJl4CkoKCgoKCgoKCgoKLxIoAw8BQUFBQUFBQUFBQWFFwmUgaegoKCgoKCgoKCgoPAigX+2BzBd1NTUsGXLls32MBQUFBQUFBQUFBQUFGYFu3fvHmCM1Xr9bc4ZeMuWLcOuXbtmexgKCgoKCgoKCgoKCgqzAk3TTuT6m6JoKigoKCgoKCgoKCgovEigDDwFBQUFBQUFBQUFBYUXCZSBp6CgoKCgoKCg8KKAYTB8774mHBuIz/ZQFBRmDcrAU1BQUFBQUFBQeFGgbSCO658+hk/8WdVrUDhzoQw8BQUFBQUFBQWFFwkYAMBgbJbHoaAwe1AGnoKCgoKCgoKCwosKyrxTOJMxqwaepmlLNE17QtO0Jk3TGjVN++xsjkdBQUFBQUFBQWEuQ5vtASgozDpmuw9eBsAXGWN7NE0rA7Bb07RHGGNNszwuBQUFBQUFBQWFuQoVwlM4gzGrETzGWDdjbI/1cwxAM4BFszkmBQUFBQUFBQWFuQlNBfAUFE6fHDxN05YB2AzgudkdiYKCgoKCgoKCgoKCwtzEaWHgaZpWCuBOAJ9jjEU9/v4JTdN2aZq2q7+/f+YHqKCgoKCgoKCgMGegGJoKZzJm3cDTNC0A07j7K2PsLq/PMMauZYxdwBi7oLa2dmYHqKCgoKCgoKCgMCegGJoKCrNfRVMDcD2AZsbY1bM5FgUFBQUFBQUFhRcHmOqDp3AGY7YjeK8C8FEAb9A0bZ/1722zPCYFBQUFBQUFBQUFBYU5iVltk8AYexoqmq6goKCgoKCgoJAHMMd/FRTORMx2BE9BQUFBQUFBQUEhL1DMTAUFZeApKCgoKCgoKCi8SKBy7xQUlIGnoKCgoKCgoKDwIoGh7DsFBWXgKSgoKCgoKCgovDjAVPadgoIy8BRmH4wxNHZFZnsYCgoKCgoKCnMchmH+VzE1Fc5kKANPYdZxb0M33v7Lp3F/Q/dsD0VBYcr4zC17sfE7W2Z7GAoFxKt++Dj+/Mzx2R6GwhzDwc4I3nvNdiTS2dkeyhkJFcFTUFAGnsJpgKO9MQDAkb7YLI9EQWHq+Mf+LkTG00hmlBL3YkXnyDj+957G2R6GwhzDd+9twp6TI9jfPjLbQzkjQZG7mTD0fvxQC9509VMFv4+CwnQxLQNP07RXa5r2cevnWk3TlhdmWApnEjTNbIWo6BQKcxFHekdnewgKCgqnE6zuvqrYx+zAmEFl4ponW3GkbxTprJG3a96zrxPHBuJ5u57CmYkpG3iapn0LwFcAfNX6VQDATYUYlMKZBcu+U6WNFeYUFlUWAcCM5o8+dLAH9zV0zdj95gIaOkbyqlwpKJwqfHSmKargrEBUJTJZAz99+BAi4+mC3vPE4FjervXZW/fhop8+mbfrKZyZmE4E7z0A3gkgDgCMsS4AZYUYlMLpCcNg+P1TrYgm8isoNcvdqY7CuYHW/lG0D+XvMMsn7t3fhaN9MxNRm18eAgA0dkVn5H4A8MmbduPTN++dsfud7jjaF8M7f70dP3qwZbaHoqDAwc80dajNCiiCxxjQ0hPDr584ikebegtyr+qSIADkLeKmHN0K+cJ0DLwUM1ceAwBN00oKMySF0xU7jw/hqgdb8LW7DuT1unYEL6+XnVEk0lksu+J+3LG7Y7aHUnB85Y4GXHFXw2wPwxP/c8tevHGG8iEyFv9qYDQ5I/dTcKM3as59U3f+jeypKlqfvnkP/rTjeN7vrzB34bM0q7l8ps1liNNOOdKdI+MFuVdtmeno68rT9VOKjaCQJ0zHwLtN07TfA6jUNO2/ADwK4A+FGZbC6YiQ31wubf358VRlsgZ2HB2gdIUZpbNExtOIjOUvEhm16B/f+ceLvyBDLJFBQ0dkRj2N7/vtDnw1z46FF4qth/vxWHMvUhnzIFZK3OyBlKGAnv96YVPNn7qvoRvfOgP2/YsVNz93EsuuuD8vFS8T6SyO9sV4BG8mc8EUbDAhgpfKmD93DhfGwCsL+wHkz8BLZ+01Y6gkToVTwJRPRcbYTwHcAeBOAKsB/C9j7FeFGpiCN7oj41h2xf146ODMtxQgWZOviMVfnj2BD1/3HB5t6QMws4ryBd9/BBu/m78S92lrcmLJTN6ueboilTUQS2TQUaAD0wu7Twzjlp0nJ/zMTB2G/3bDTlz6p13cwFNK3OwhYylDhTDwFFXqzMDvt7YCQF7k2ZUPNOONV29Ff8w8I9UKmh2IW5ecQIWK4JFBlq/r07kCAP2KHaJwCpjWqcgYe4Qxdjlj7EuMsUcKNSiF3GjtM6Nnf5wFShAJnnwZeGMp02NKpaRn0lklesnyAVEoFxLprIHuyMwZVl6gZ81H7hljbFqK9ETFNERqS2YGaC5JbuAV/FYKOUDrIWMYeS92o97rmYE6i2LXE0mc8rUo//eQ1fpHOQlmB+LepfOqUAYeXZ+M+nxdD8Bpm+t+Kkhmsrjizgb0Rk99vylMjEkNPE3TYpqmRT3+xTRNO2UNT9O0GzRN69M07eCpXutMQElIBwBExmc+UkQKdL4Un9rSkPT/Tormo029aC5Abo10zzwdwDNl4F31QAtecdXjGI6nZuR+XiDDpikPCvWrf/QE3vR/W6f8+YnowaKB150HZW0y0P1mQ4lbdsX9uG1X+4zf93QDGXhPHurH23/5dF4LQKkKiGcGKIeqY/jUlemVdaXS/yv7bnYgsipEA68QLA86B4bydCaLTsyZZMnMFHYcHcStz7fj63fPbMrFOV9/EO+5ZvuM3nO2MamBxxgrY4yVe/wrY4yV52EMfwRwSR6uc0aACjtExmZewU8LRkw+lNqkI8rivOR//nkX3vqLbad8n4kQzZOhLArlQja+3tE6AADomsUoXsp6vnxE8DpHxqdV9XKiKI3k+cyDsjYZUrMcwfvxQ4dm58anEZyR+Hw6PqYi4rIqzDfnUVVsVkGkgj2nguKgX/p/5SSYHcgUTfO8SmUMXLutDdc/fSyv96JzIF8GXlI4x16MBbxKrZzFfM3XVJHKGth7cmRG7znbmE4fvHke/wKnOgDG2FYAQ6d6nTMFJEwK3dPF896CETOYh83pjHrNRiSkL5afSI8olLtGChc9qigyt9xwvDDv/w9b27DsivunRIUsROVCL4jrYqLInLieZsLzOds5eJHx2Yvini5wrtN8KQ3N3VGs+eZDk35upiL3CoUD7d+h+Kkr0871YKjlMSuwi6ww6Z388MEWfO++przei64/PJbKS4RQHG8+9KzTFSOzoMOeaZhODt4eAP0ADgM4Yv18XNO0PZqmvaQQgyNomvYJTdN2aZq2q7+/v5C3Ou1Bmz+eKlyUaLJ7A/nJV3AdhrOgJ+fDawvIz5KvalpeIG9z/2hhjMifPWJGhSY08DIGioM6uiOJvCnUE0VCMlNcGOKY85UPMRHyTVmeLvKdRzoX4cy1HBzNz3rcdmRq58x0Dbx01sD9Dd0FdWa19Y/i5ucmLkikYIOccwP5cFpm5XP5TNuhnSPjeXOangrEeU8VWE6mhXMgH0aL6EgfypM888LAaHJWIoQkM6PKwCs4pmPgPQLgbYyxGsZYNYC3ArgPwKcAXFOIwREYY9cyxi5gjF1QW1tbyFvlDV+7+wBuez7/OTKz2SMl356l08H7na9EX/G9FFJoVhabEby+PBmmTmQmOQwzWQMGA85bXAFgYsrkdDA4gfdcXCcTeUhTM0xtIaN0piLPp3qfWCKdl1LwpxOcyttE62g6mKrxnMxObz5/8egRXHbzHjxuVQ4uBD5w7bP42t0H8kYVT2UM3Lj92IROn7kMTrHLgzLtdlqeWSbeq374OF72g8dmexieOXiFQipjcGZNPoyWtMSUKtw59pU7GvDF2/YX7Pq5QLrSSB7bVCl4YzoG3ssZYw/T/zDGtgB4BWPsWQCh3F87M3Hzcyfx5Tvz3wxaFFYznf8h5swN5kGBdioM4lkoKrOFSIymnn59Bah8NVBAr1swz+N2gqJluaachPPyGrOYQL4MzYkibpKBN8FSSM7QO3BippS4U3XunPvtLXj7L82c1vFUFu+9ZjsOdua38uRMwxnBy9d7n8zRQZiu8njCqoo3WsB2KmPWtfOlQN307Al8596mGWnmPpaaheJh1jvMhzLtTjs45UsqvAB4VdEMCq1U8unoSmYNVFmO17E8MKvE8RaSojkYT81IrroT9HxTZeYovHBMx8Dr1jTtK5qmnWX9+zKAXk3TdAAvTtfeaQg5ijaz4XXp3vnwdmZzeztFD3o+K+MR/D6zEW3eIniZ/Bq/k92n0CWGcxktdP9wwBQd+RLRExms4jqZyJgS81IHZoCiSZipPJukhzExXSdPq1WFtCsyjj0nR7ClsScvY5stOJ1E+aJoZqb4UnMZeE8fGcDnbt3rirpSoapC9O0jUBGDfM0FrbtCOZUIJwbjOPfbW3CgY2adDvR8+aCbu50wSomdDTCPCB5VSwXyV8OAcvwqrdSJfDgoaLzVpUGMJgrn8EhljBkvdEL3Jag2IoXFdE6ZDwNYDODv1r+l1u90AO9/oQPQNO0WAM8AWK1pWoemaZe+0GudCZCogLGZ3ZzpAhdZKeS9XPfmNIH8lzbOl2LlhdQMKVssx6uxDTyzXUe+oldTjeBNdCB85LrnAADlYf+M5hbMWATPY7+8UCcPXWumCuUUCk4q5UxTNHNFVbe3DuDv+7pcvbdIThTSwCsJ5bdKHbXmiRcw6njn7g7c19CNrMHQ3DOza1KsgniqbJHTIYL30eufw2U375n5GwuYbcWdbs9g5kXqPg01goGXr+g2yQmK4OWjNgI5HOaVBAsa6U9nDYyMpWecei3ukUI+n4hc+5ox9qJLWxAx5VOGMTbAGPsfxthm69+nGWP9jLEUY+zoCx0AY+xDjLF6xliAMbaYMXb9C73W6YJCUifFzTjTlTRpY9aUhvJSjtwZkcjFm8+3wcQY44I5X5WcaLzlYX9BaRVEk+2bpQgevbOw31T68nWQT2TgietkKltrYWVRwQw8r709U7qMl4H3Qimy+WxWP5soVAQve4oRPG5AO+aXDEKiWhcCZZaBly9jt8hy5uSDfpYLP9tyCL97qhVA4WWbE6k8FslwnmmzYeZsOzKA+xu6Z/SejDF8+Q47n6uQa2UqENtTpLMMQd3HjTAgf6wgWjs8gpcHg4Vk2rySAkfwrPvMdE9d0Sk2E8XQnPcU8Y/9XbjwysdmzNCcaUynTcI5mqZdq2naFk3THqd/hRzcXERvNIGzv/ZAwa4vKhQzXSY9lTHg04B5JYG8CMiJvJ2pPOf7SfctgJFMhldNWQixAlBKCTxfpMA5ZjkpmlmZonkqvozMFAW9nIM3+Q0XVxVh+BQ8k7tPDOfMN/JS6GczgjdVQ9bpwaT3mM9KqLMB5zvOl2E/5Qie9U4sxrfr904D2o7gOb6QR5SFTUU23++1kPlxyYyBmKXM9sy0gSfsq1NtlXCmFlmJJjK4bVcH///Zlinkn2HMfCdBvw/zLCMMQN4MJ6JcU5GVfObgzSsJYjSVKUgNAvE+M5mvDsgye3iGCq14pTcAZjulyHja5Yh7sWA6bsTbAewF8A0Alwv/FCz86KEWfPWuA9Lv8h3+TWbyb5xMFamsKSjLw3ky8CbIwZOKluT5sJCM5DwJGB7dLAlxRaUQIOEYS2YK2lA9Z5GVPFI0U5Kgz/2O5Ry8ya9L3tQXqmS877c78K1/NCKTNTCWyuDqRw7zffxCDLxkJosHDpx6aXwvL+RvnjiKj9+4c9LvOg848Tnm8uHmanSeJ8r1dHPw/Bbl8p59nWgfGpvAwDPHq2u2gTccT+HXjx9xFYx5oSgK6vy6+QCtu0JGZcS13ROZ2dzyZCaLMitv8VSVXecenU37biarVDuZDbPdoFuUycmMgYDuQ1WJbeDF8hSxofddlc8cPCGCxxgwViAKIekSM95wfBaCFJMzLeZ2sbFcmI6Bl2GM/ZYxtpMxtpv+FWxkcxBbD/dj+9EB6Xd/2nEcWw/nr3efuFBnusxsKmMgqPtQXhRAdDwfycS5ewaJB+VIAQ28fFM0a8qCiCbSaOmJFiQPQRx7oZqdA7mpl84iK6fiXJQ95xMYeNNMyj5rXjGAU6d/tA+P47ljQ/jlY0fwlLWHvcriTzYHT7T041N/3YO97SOnNJ5k2n1IPX98GE8c6p90XsYdSoI4p9Tqoj+WnFLbixOD8dOm+qbTcM2XTHRW0bz6kcN4rLnXfX+KyPk0MMbw+b/tw7Vb27j8au72juCJV3/ycB9+uuUw9pw8tfVhj92K8udJblKUoqAGnvAeZ7qPWipjYEF5GMCpr5/ZjOC1D8kVEQtdiEuE87lnO4In6RIZAyHLMU3IVwSPnruqJH85eJyiaRmNhaJpkuyc6WJ9yVnQYXNRNOn3cz1VIRemY+Ddq2napzRNq9c0bR79K9jI5iDSWcOlcFz1YAv+7YbJPexTRSprwO/T4PdpMx7BS2YogufPy70npGgWwAgjkBe9uiSIyHg6L4YYCeXqkhA6hsdxyc+34Q/b2k75uk7MVBXVXDNiUzTlHLxdx4dwpDcGAOiOjOOJQ5P3+ZpqBE+Mgk+kMNWUBnHe4gpcuKIaAPCVOxt4W4DJ0D40xqO5i6uKAJgNo8mooiiXU4nyaZMbnVScotHDKHroYM+Uo/zOJsoiJlOonPdISgae+Wy/fbIVH7r22UkpQT/bchj/7y+nh2/PKUOSGSMvrAlnZPDPzxzHXz2ah4sRvJTVI7KxK8J/3zkyLkXS6PdShIGvMXN9tA+NYd8LcAbsPjGEkbEUH3u+lGzap4UqssIYc0TwZt7Aqyk1C3Ccah+zF2Lg9UQSeM2PH8fRvtgLvu8/9nfhNT9+QnIwdzkK/BQSzucudArBZCCZzMA484iqywLIWxoFydGKogA0LT85eJyiWWoZeMnC6HmzRdGUnNQzZeA51uePHmrB4y29LqZFTySBy27eU9A0m5nEdAy8j8GkZO4AsNv6t6sQg5qrmAlKRNoysiqKAnk3fCa9d9aM4FUU5YeimXBFJLwpmvn08nSNjKMrYh58tWUhZA2WlwRbyk8UE7mfaxs65eu67pM1UGJRsAp5iE7WJiFkFVkhY+Brdx/Ad+9rAmD2zbr0j89PSleZajTyseZeXpRiItsjnWXYvKSSv4PGruiUPXOv+fETePPPnwIALKkyI4Ct/aMuD989+7qk74UD+qQRvFxewo7hMXzypt24bVf7lMaYK48AmDxvyRXBs8a0oqaEV9KMJdKIJjK8V1suxJMZdI6McwOiOzKOcctzHUukZzQC40VTzoe8cFI0UxnDM7pJaziga/zn5u6YZGSKlUpp3r3yjWl9/OrxI7j0j89Py/HEGMP7fvsMPnjts0JftzwZeNb1nGsoX8gYTJqPgdEkMlkDl928B7fsdBvV+UYqa/AS+oPx1CmdB85IwVRYt8cH42gfGse2IwOTfzgHdh83zxpysgFmfu1MoHNkHG/5+Vbpd4UsNDYVyM7iLIK6D6VWNVggf9Ub7fPQh6KAnt8qmlYEr1ApHzZFc2YjeOmsAd2nQdOASJ4o9ZPBqZv/5ZkTuPm5dv77I30xpDIGdp8Yxv0N3Xi2ALrbbGA6VTSXe/xbUcjBzTXMhIFH3qiK4sCsVNEM+omieeqRL6dSSpdLpLOSgpRPnvYrf/g43nvNDgB2X5wHDnRPiZo2Eei9lAk0kEJQmlIZAwsqTDpRIWkwk+fgyQbXWCqLxi6TljqWysJgpqI7EcT+REPxFD711934vVVJT8TJoTGsnl+GspB/wpwWWp+VQjK9ObapHZC9VkVKymFq64+7OPrOXBPTwJt4H6RzGHhkFE2V7uiUL/PL7bLfk9GxxlPeFM1NSyrR1j+K8VRWMDQmHg99jqKa7/nNDvz8scMAgB8/dAgfuvbZyR4lJ+LJDF551WPYdmRqtHZxTqjQST7y8JwUzVTGQG806cot4hE8n08yhA71xrBknhkJFnMcaS2I68jZsiKezGIwnpLkY18sgQ9e+0zO90xRu5aeGKeNvlD50No/iv/80y481zYoja9QETx31MuMKmw73D8j1SCTaQPzSoLwaaZnf8O3Hn7B13Irksfxh60TMzmcUYTuyDgeOuj93E8d7sfRvlHX79PWevIL7TfIkSlSqhPprEQ1fuJQn6ezdkfrAN732x1IpLMYS2Xwjl9tw/4cUeW/PHPCZfzPtNHgBG0vxqwqmn4fZ50A+TOaSBYGdB+Kg/68FlmpsByVTtmdD1y3rY3P0UxHW1MZA+EZDlI492UqY6BJYFqks8w08iyWDMnsg50R3LWnA3MV06rVrGnaBk3T3q9p2r/Rv0INbC4iF88XyF/rBMqDqygKoLkritf95Al0DE/scc8XuIEXDsBgp8Y3Nwzm6hFFivKabz6E//6r2cdH92kF42mTgfeVOw/g7b98+pSuZecn2jSQ6SRc7z4xhFdc9VhOpezBA934kOWdr68wFceTQ2N4w8+exO4Tw6c0doKoiOai6dEa5xE8651R09TeaHJKPdYauyI4NmA23Z5fHsJ4OosHDvTgqgdbAADbjvTjZ1sO8XsG/T5o2sSUp3TWTKavFKKowPRbCdD4j/aN8p+7IgkMx1OugyLs901aSIG+c6g3JlUQS2a8Db/JrkOYb+UNAba3vnNk3NPx46Qt0rU2L600jfGeaM7S/k7Y4zaVxsF4EnusNTgYT6K1P877SzLGpuUIGhxNoSuSwBMtUzPwxKhmXdnkeVTvuWY7bvagWjrhlOUZaz/Q3BzujUkRXr+uSd/pGB5HfXkRFpSHJYOZDEdnEQi6Zipj0/wbO+330NIdw7NtQznzucV703t8oT0+r3qgBY829+KRpl7r2lZLmbH80NkJ9+7vwoMHuj2r3fZEE0hlzahpoXuqJbMGQgHTcUlIZQzc8PQxfOueg9O6lnOP7u+I4Pqnj03pOyQHbt3Zjk/etMezANgVdzZwuSiC8i51oZzrsX5Tvl79iE2pfqSpF5f+aRcauyKIJzP4jz8+jxs8xtfQEcHuE8M41BNDdySBg51RPOqRgwpAiowRZop6lwvMwQYK6BpCQmuSfBl4tHaDfh9KQnpeiqykrTScUqvdiZfRaBgM248OeO6NoXhqUnru9+9v5j8PjKaQSGdxqMd2yB7sjHCdtX1obEpFc3YdH5oSLTiVNRDw+1BZFMDgaAr37OucVqXQvSeH8YW/7ZuWTi2mNxAlvCuSQF8swfdMY1dU2IumzL7p2RO44s4DM94rMF+YTpuEbwH4lfXvIgA/BvDOAo1rTmIiClW++n3wKEVRAG0DcZwYHMNNz5oKy46jA54e3kQ6iwenUMUvMp72LCTA701VNC0jhhTJYwNxfOaWvUiks8gaDF+8bb9nVOJgZwRfvesAsgbDwGjSdRiKwyNDZ35ZCCPjaVz21z2eY2vujuLDf3j2BXmXa4XGp6cKMz9RlyJ40zGAj/aNojuSwL52b2Ntf0cEz7QNYmQ8jdqyEHSfhqauKNr643iiZfJ8t6mAFDogd/U3ZwSPPidGf6ZSmeoLf9uPH1iHzALBUCE8cKAHv37iKMZSGW48+6xCFl4wDIaMYXpqA7qP9wIDpt8U3qbaRSUKYFN31KX454rgHR+I4x2/2oZdx4e4XEhlDLT2j4IxhkzW4NcixR4wHUG5ntEpX0QDr9cy8D5+40784P4m13eJDk1UVypwtHlplfls0uE2sYEnGvCGYfaUbO6OwTCYy0j8p18/jV8/PvU2qXQQTzWiLsqQOiuiOVHEv6EjMqGMI+SqaElz8427D+IrdzQIFE2fS54F/T6sX1guOTp4kRXhFdPvbC+y+z1M5jQR703XGx5LY/vRAdy4fWIDQ0Q8meFGZNxSVunaGYPhvoZuPJ2DStg+NIb/vmk34skMGGO4/Pb9Ezqfrn/6GH6/tc2T+dITSSCVMTA8lnZRDa96oBlfvG2/6zvjqSxe95Mn+Pi+fMd+fP8+914QwZi5ZkO6XIRjeCyFHa0DuG1Xx/QUSa9niSZ4q5/rtrW5cu3ofR+1aGLkjKF33TE8xvMSx9NZz/1JjgNxXVHDeJFSbecDRzGezoIxbwaBKAsmkwslgqwljIylcHwgjr88e8LzO/fu7+J5ps3dUdyx2ztK8rfnT+Jwr5sJMjKWwjVPHuX79I/bj0n50TyCB1tnCgVEiqZsgPbHkjnX9USguQlaEbx4Mj8RvKDfh2KLSeJVRfPZY4P4yHXPYecxN5XwB/c349+nUFmZMBhP4s49HXj7L7dhcDSJnkgC7/jV0/j73k4AwKdv3oNv/n1yR8dlN+/BTx92Ox+c4EGK4iDuP9CNz966D7c8P3Uq9o7WQdy1txPHBtyR7FwQz07xDN/XPoKl84pRHNTNM9DaR7TWUxnznPaKms8FTCeC988ALgbQwxj7OICNACoKMqo5BsYYfvhgy4ReoaN9o0hmsvjo9c/hQMfEyksskcZHr38OJwbjrr+lhDw4AnlXPvGX3fjlY0dc33msuQ///dc9ODAJFewf+zpx6Z92uQpJ8Htn5Hu3dEcxHE/hubZB/MMS2MNjKdy5p4MLBxFPHe7HLTtP4tjAqGeUwWDughW15WEMxVO4/0A3/rG/y/Wdfe0j2NE6yOkjTxzqw1+eOT7hc/Jrl+bPwPOq1DUZtaI/lsRHrnsWfdHEpNET+vtQPIWQ34eq4iC6LQoOKcNNXVF85pa9SGUMpK0cFjocf/9UK8AFVfcAACAASURBVG618ll2HhvCV+5oAGNm/uEn/rwLnSPjnFIGuCNlhsHwTOugYOC5I3jmWKKeCqoTo8kMOobN8c93GHikdDFmUs7owPNpWm7qqKOBdGWJ/R4oJ+z3T7Vih1WEYPvRAVy7tZU/G+HCKx/FTiufJZ7K4ogg2EXjlRAK6J7G8J+eOY6DnVF89a4D0neauqL4v0eP4N3XbJfoIUf7TMPv1T96HDflUIrE6/h9GmpKbSoq0fmG4mmpGiN9hwyngOWtpPlaVlOCiqLAlN+beE3xO6PJDE4OjbmikscHxrDt6NQVp1TGipR1T60KrWiA11kOm66RBD52w0609pvv7kcPteC2Xe3IGgxZg/GxDcVT+Oj1z3Gn2NfvPsCpcZkcC42U7tFkBk3dUa6M+31aTgOvtT/uarORqyWMaWiTgm/L68nejXgN0Vlw/dPHcNWDLVNuwbDn5DC/19bDA1h2xf04OWSfQ9+5txFXPdjs+d3dJ4bx4MEePH98CPFUFrfv7piQ3pTKGBgYTXo6RrtGxvled8rEg10RbGnscXn9B+NJnBgcw+OWw6uhI4KHm3omfF6itlJeO6E/Zo5rPJ3lTIOrHzmMZy3aqoieSAJX3NmARDrL6bFONHZFkc4a+P79zfjzM/L+FuXA4d6YK0L+pdv340u37+efPTk05qJVEkWT1pVPAw73jiIjFH5rkva4LcsOdrrXlO1QiAj73Vt/KAp4R/D+vq8T3/z7QU/n9pUPNHNd5ZadJ/n8OfHNexpxrQfF9anD/fjxQ4ewt30Eo8kMvn1vk2RMirIjmTWdr6WCIerMwbv5uZP4txue48U1RpMZbgyns0bOCNaJQVNXCvp9KAnmJ4JHjvSioBXB83BeUxXzBkuXTGayPGI/MpbC4d7RKRcKGYqnMDKWRsaSjbS2yAAfHkvnLPo0MJrkkeZ4MivpmOTMdD2fdZ6L9Qpa+8w99sftx/g629E6wOXHwGgSP9tySCpkSLLwiZY+bGk093n70Bh+88RR13295CM9W8jvw5oFZZKTs3NkHJGxNN/Pc7WV0HQMvHHGmAEgo2laOYA+AEsKM6y5hUTawO88codEHOqNoS+axLYjA3ggB7+ecGwgjm1HBqSICgDctacDDzf2uPKMBkeTYIwhnsrgoLAQKeGaPLEkyKOJNDcOGGPco0gRp4mUiIDg6bz0T7vwih8+JuXkOL19w/EUfvWY2eNJ/JvXoU4Vr0TUWflZ4jWjiTS+8fcDiCXSrvvdvqsdP37o0JRC/s4IHgmFF1KFL+2IbgLmvA/HU/jS7fu50PzJwy3YZRkQzd1RbD86iK1HBuxDOIeHXqQIBHQfqkuC3LNN33nGMrRbeqLoiSRwf0M37rWM4rv2dOKPVvPurYf78bdd7egcGcfRvlFsaerFlsYeyVPtNPCePz6ED/3hWWy1cqNsA8/8u2ig0s8tPbGcimUyY0ewnBG83mhSUmipeqtvAoomzV/QykGpEvYH5dZd82QrbrTm4O69nfjpw4e5h8752Xorz3GvZSzVlAalZyOEAz7PMVF5/CN9o2jtH4XfpyEc8KGxK2rlxESlyGJjVwTpLEN3JJGz2II4zqBl5BO6Rsy1kMpkeU7dwGgSG779MJ4+MmDniukUwbPna119OZq6InwOB0aT6Jsgp4/G0dY/Kimaoref1mQqY6C5y4z0DcdTeOevn0abZXh9+Y79riIadO1YIoP2ocnpPqIcof3c0DGCpw73Y0ujKT/v3d+FW3ee5GOjiEpLdxTbjgzgSavi6917O3kkIRclh5SPVNbAWCqLw73ms/h1Hx8LUYSDug/rFpYjazC0WPSnNKdoCs+cMRAOmB57Z8RkX/sIdp8YtqPK1lw64VRgaB9QJKy13+0s9EKLlTe7sCLMKfSPCQyBgdGUFHHeerifK5Liu58KTTtlKc6fECqyBv0++H0a2oW0g8auKO5r6MJ37m3k94kJDiLnHJBhnMoaaB8yKctZg+FTf93tyiMjB0HIr0uye1CgY9Mz/O6pVs9Kqs+0DeDW59vx/PEhzwgeXSMXJdtl4DuUypGxNPZ3jHDHl/g3QkYw3ABg45JKpDIG2gbi0rx4ReZ6ogl3bqkgf+lnrxxUxpjnXhkeS3HWAI3pUE+MR0KSGbtoUSKdRcZgOGLtpQMdEbQPjfHnpfkyDIaHDpqGPZ3RjZ3eBqizIndQ9+GCs6pw+VtWY8OicsQSGaSzBjfe46kMDMuhCACX/XUPLr/DNKpv3XkSF/3kSU/j7Wt3m32Pg34fikMT5+CNp7JTMrpovFRMzeuafI3Q2nyyDZf8fJvJouAtWqZWlXUglpTWppcM744kPNNHLvvrHnz5Ttv50No/ikQ6i+MDcVz8s6c8q2mTAVspOFTIOP3BA8244enjAEx65HfubQJjDFsP9+NXjx/F3pMjLp3vd0+14odWasfDjT34ycOH0DYgy7tcBh5gFshZv7DC2qP2XDc69stcxHQMvF2aplUC+APMCpp7ADxTkFHNMUyUe0c40uum3nSOjOP79zUhnTXAGMNVDzbjmCSQ5UX1hdv284RhMV+gO5LglchauqPIWLkLb/q/rVLUhQTgzx4+hA/83iyEsP3oIN549Va0SDk43p46m6Jp3zuRNjwPDfLAP3W4Hz97xOzxJBmCXnPG3OXJRSOMFNc9J4Zx07MnsfXwgOvZ6PBvn0JeIuXsEIbH0oiMpbHpu1tcxvVkIJ6/VGQlmcXuE8O4Y3cHth8x+fLXPNmKmy2lVhy781D3uj4h6PdhXkmQGwh08IqHf9KhCBDNIJnJyoe3h3cXsBVQOtCjVnT6eYsSYhdZYZweCchCcSLFUlQK5lfI78FURCjZOSLk4E0QwbPuSXkWogOEInipjGHPh0C98FqL6xdWwO/TcMiiOW1cXCkpO4SwPxdFcwznL60EYFJfTS9hORq7IjyyKyqbIv1zKjQ8WgMEUkyoVH9LTxR9Vj7kjlbbgRDQNelaAV3D+oXlaOkxKz8SLajRYwziey0N+WEwSGyEpu6IsLYiPNeB9mPbQBwNHREeYXmsuQ/37Ov0vAddYzKIn68oCiKo+/i+EGUCPZ891qjLOyuuD2eRFQBYVFmEYwNxxJMZft+9FqXa77Nz8DYtMd970FIcxHvQupcieFkD4YBue5Gtz3QMj+Nrdx3AV++yqaBeho15DfvZEpks5leYcpOik1OlvDZ3RzG/PITFVi9JwE3XpohzLJHGx27ciT9uPw7A7gkoypWW7lhOimM6ayCRNqRegWG/D3VlIYlF0tgVwePNffjTjuNIpLM5I0qiDBWNoebuKIbiKTxwoIc7vPh3yNHhiOD1RhLutSwYJemsgeu2tUnjoWgK7TER4pw0d0elOaF50zRrXabteaTniiXMCLkzF9SeS/P3t+w0K/JuXFzJ7+V0ltHvvVqlOOelxVkR1vG5793XjG/e0+h63pEx2/lK8uyb9xzEFXc28Os7zy2a28/ftg/fubeJj/tIbwzJTBZ720fwyZt247GWPm9nQpcd9Zcj5FmErPPjsotWYll1CUYTGTxwoBtvuvop7gQB7FY2vdEEdh4z93ZfLIlYMsNlrBdCfh+KAxNH8C75xVac++0tOf8OmAbzw4090H0aL/bldU3nnPXGEuiJJtAxPC6c/VPb83HB8BQdEbROJ9JNBuMp7Dk5wmU9GclURXWvR29PMmDFM3poLMXp/vRMybSByHganSPyMzmdHMmMgWODplx2OlEO98ZwsDPC94emufV1YlqMJjMSFVMOWJwefV+ni+lU0fwUY2yEMfY7AG8C8DGLqgkA0DRtfSEGOBeQy2sn4pDg9aSF+dShflz39DEc7IxgYDSF3z/Vhjt2t7s+50RQl70fYrW/pOW1I2/LnpPDwiI1rzcYT+GklThLvdT2eXhGvJ4z5DgI6Z7m9yJcgbE3pp1Tkxau7zVnxJcXUScYeKS4ehpG3fZmB6YWUq8oCnBPN2BeezCeRCJtKsWTIZM1sOfkMBdu1COQkMoaUgVFMsJFo4vGSs90fHDMs4SzM3ozr1SuFOn0/DvfZSpjcC+pV7TN+U4YY+iJJHDhlY/hCeFA7bKihlRkRexhVRb2o31oHAPxFMqsecglGMV7OSmajZ1R1xhDus+z51zWYLh9VztXQoiiKdI/+q2oXCpr8L5k0hryWIvFQR0r60phMHO/mVS7UVefrHDAXWQlkc6iJ5rA61fXobYsxCOQ6xaWo6kryivO7T1pKhBlIb80/x3D454FFiQDz3FAUtRNep/C3uARPJ85P0nBaF6/qBzJjIHDvTFsWCQbJISHG3uw4dsP4087jiOVMbBxSYX1DPYBLj5Da3+cOwXoek65RgYVk5Sx3EonYCo737+vie8RUUml6sJk4In7zIy22Qqac+2Tk4KK6aQ9jJJNSyol2jBgyl7n2EUDb3FVEcrCfr4PSEGnZ97fPoLBeMpaYxVcwSc6WXNP1JpLMVLq3lPO5sEUFSdFK5c8PD4Ql+a/uSeGNQvKJTqbFxq7InYOl2BI073oZ5Pi6J2/4rXvgn4ddeVhnBySI3jj6SxXHp1K3N6Tw/jLM8e5YRRNmEawl/PK6TwRqd3iuXZyaEz6PimIZODvPTmC79/fjEea7F5atJ/DfjdlUTwbx1JZKf2Cvn92bal0ph21oiH0PZEm59wbzrYeK+tKEdR90t4X96dJP7f3Qy5jedxRfMN53xt3uPM7/2njQoyMpYSz384FbOyyjIYJ3o35OVsu07lFlMmDnRHPiJOYrynnuDLJ6C4LBxBLZjAUTyFjMDR0jLjWFEWXnTI1FwK6D8UhfcIcPKJzTlSw48lD/fw5groPuk9Db9RmVHz1rgaJ9k/0b6/zbKLxrqsvBwB85MKlAOzek+L3x1JZHB+MS9cGgJ8/ehhfucM21PtjSalg3mRj4BE84YzuERwqEzmizXPN1inFdI7mbrdB9sMHW/C5v+0TUhTsXOlFlWZKCp3NgLnHdJ+G+eUh+cyaYsrA6YZpVdEkMMaOM8YaHL/+Sx7GMyfhFQH47UfOx4XL7T7wh3tiXLGzBYctACUvm2OhO+HcHKmsIYXPncoUXbulx0O45lAIcz0nVdGUfp+xxxsTjJNcESJZ4bQFryF4XQnOKJtznMmcgs79DE5qk9nWwFZkvOgxTx8ZwIZvPeypcP9+axvee80O3LarnXulypxz45HzcKRvVBprk8Ob2jxB9AQwlfuaEtnAa3IIProv0dFEIzzpISyP9MWkQjVmqfIksgbDc8eG4GyyLbZJcEYumruiWLOgDCG/L3dEUtgzdWUhaILTu1FaszGMp7JCDp78DncdH8LldzRwml3Ag6J5bDDO868At1fbS9GMJzM8+mIeABVWtUnZi+tVZIUoNRVFAay3Dg7yEkYTGW4UEJ1645JKNHe56SFOiH8P6D7Ms/IMV9aVAjAjCDxvyanYWc/rFyJ4IWuu1tWbz5lIG6gpDWLpvGKXwnfNE0eRyhj4+aOHEU9lsNzK3SOlM2i965RlzGYNJjV2pxwkGhtgGpmkjBNonfk0b0Pmnn1duO7pY/jFo4f5cxBCFu2HlCHy6trRNm9jtLk7ioSjmI4XtXizFZFtEvYXQZRdGwUDT9M0rKsvd8kjg5ny6F2/2Y77G7q5kjGaNPsQkgHNmOnEOOCYSyeca3hBRZH0/17faemJ4vU/fRKrv/mQlfuVxdG+GNbUl7kKZ9RM4lASx3BsIC61qphK3iAAq5S9DwvKw5yeu6K2BJ0j4zYd3YNCdsfuDnz73ibJMSbKQOdYvRwKQUeRlROCgSfuHzLwxUIoJE9pL4Q8ctKODcSl6q5eBXQ2L6k02RfWtbMGk+iwsjNF3hvOiPNYKoNV80ul+XJSqqXrOfLwxHcj7xv5vmWOdbL18ouwcbEpK0knaRbWBxn8XrqAuI66IwmpYFwuXeVwb4ynoIjXIJnMmJ3zxccc9kvpHV6UYvFeU4mImTl4foylMvjX657j+d3XbWvDB6+ViW6UG+zE88eHsL/DnmtN01Ac1PGXZ0/gZVc+Zo0vhkebe6V2K4d6YpIj2fksXigN+3Hh8nl43Tm1AGzH7bGBuFSkyivtZs/JEdzX0CUV1RKdD156lAgewRMcKiKThgx60Vnv9XxkCIvnivO+8WQGrf2jXH/zC/1KN1nyPKj7cM78Mug+DW39cZ62IK6zWMKbOXG64wUZeDng5iVM5UuadommaYc0TTuqadoVeRzPjMFLQbxoTR2nO21cUol4KiuFf3N52MUFLPLSRQR0dxRtn0MIewmvRNqQhGuuMeTiW9PGLA3LQp0OO0rSJYhUQfG5hqwIIgCpNw0JYxF1jjy5XHNFeS4T9fJyKmUhv+l1E8fr9Nhc/3QbRpMZPNPmjuhRjyZRsRUPEsDMQXSOO+uIpMUSGZ6XRNdzwhmpmFcizwvlcAHwpKOlBcGXEg4sKmqRzjLpQDAYk/ICne/FjuDJCgogU868lDvR2ALMNSAaZOL9khnDjHA4iqzEkxlct62NK3XtlvDlRVYEB4iTZuQ8BL3272A85TLOAG/+vjPYQ/cKCd8DbK8peTv5vC2tRCyZ4YnmQO6DUbwvzRkZ1nuFCqziM/bHkuik+RFy8Giuzq4t4dRWOydPrvzY0BnBuvpyDI+lEUtkENR1rKsv5zTTDQvL0RczK7BtsJ7ZqRjmcnB4KburF9hGEWMMd+/twHgqy5/ZjtiLRq+GquIgjxwyR8SfIiyaJo8nnspKcraxK+JJ0Vw6rxiVxQFPp4Ah7IN5xUH8+yuX4aLVdQBMui851+zPy/nGzjVWX1EkyT5Sxs+qlo1vUlxcBl65W246PdCjCbtK5tt+sQ337u9GOsvw8uXVrtL3tWVOGrU74iyOoaEjd7SJ4BzzR19+Fv73HeuwoCLMnaGbl1RZ14jw/zqLkCQzhssIdtKr6GdilhDoWs42CW1CC4yheAonB+2IYpMjQkGfG7D6iZHzi7C4qgiM5Z4TUeEkPYHOd3Gt0X6qKAq4nL/OqNDwWBrr6ss5FbMkqMNgphOI8hxJZzDXtCOClzGwqLIIQd2HfdbaW1FbIp0RxwfiLodmwK/xPdrrdLTwSKTsrHBRAnMYtHZumT0nJqVP1jkARw5eVjbwSkN+JNKGVHPAWdFYXDvpCYwVQpAieKksGjpG8FhznzVWs71JZDxt0989itrEkxn8y++ewc8flYvk0XfMZ2I5ImaO88zxLF4g+V9tFZrrHqGaDGbFbsJBD5ZUKpNFnKJ7Wa93Jed3DjryNqlegchAyRiMV4IG3IYlrRHTEe04y0nnczB/iF3EmE2f9vs0fi3SV0J+HeGAjlWWo5So9Uf7TRp6teVMn4s0zXwaeNOOX2qapgP4DYC3AlgH4EOapq3L45hmBJ5UE91MugXshUQKBuAOY3spY0BuL4yz15eTvkGL/phA13TeSxxDs1ARjv4GAF+5owHXbWvjzxn0m7QB0XN3TEholZ/RHseRvpjkYSWBIB6GDG4jrK7cacg45koQdLlKvXeOjMMwmGQkARatImA/h3ht8tisml9mjt9haKcyBqe4xK0m0UEPak6vkCdHjWfNe0Wkimt7T46gsjiAeSVBKV+HDD/xAA85KJor62RP7VgqywvsOJ9LfCddkQT6Y7ZQFYW0GJEQFRrAXNsUeBU/t7CyiOdMhqyol9jHip7By3NPlMpl1cU4OTSGwdEUFgq5eUFd7oN3w9PH8P37m3nlNKcBQ0pGUUDnjacJonLa3OVd8GconuK0jaBuUu3KHY6NgK7B5zOjiicHx3g/StpH4YDOo4C90STWLCiHz8MNRgbaPoeB5kTSYRBQDl51aRBnVRfz9xf0+9DSHZWaD5N8ECN4pPT4dbOKGH13/cJyHB8c43kZQ/EUGAPef8Fiu4CIFXGiiP0mSxGPJTNYUVuKspCfj8enyYpH1uUIsg9OfvgurURfLIn+mFkZ8fN/24879nSAjpkjvWaFNrEAgVl6W5aLBzoinBZJ4zmnrgxtA3Gpkq9TbqUND5kutD1IWUozgTGG7RatO+j34dvvXI83rZsPAFi/sJw71wgGk5026azBvcjivQjkENu4uJKfCY8192Ljd7dg57EhfMDRXL48HJBkq9OwAeQDO2MwfOn2/agpDeKVK6tdintpSJeUTee+Md+v/S72Ojz6XnDK+pevqMab1y/AamstAraXnZxXtI40zZ17TIaIacCb70jTzOiAWBa/ycO4clamNimBWayoKTGvneN89S68JJ8D1IpkryPn1p6HLHwacN4i81nbBuI4u7YEpSG/7KwVCqiIzt//vecgnnOUy3/9ObVYt7AcA6Mp9EQTPKp8oDOCEot+Tgbx5iWVOD4oV+ZMZQyUhHScs6CUr5vNS6o4RZWiv841FdR9qLKYBVSwykmfy6UHEXU1yQ1BR46y9bnOkXGpQJXzeoC7D15Qt98JybB+gcpNbCpnqxLxvs6iYSIjyK+bEbxUxswrJYeKuE4WVxVZY3Tvh1z9LYuD9pkzFE/xcdJaLw7qrkqnqYyZSkPPIuLuvR0YGE2aRpbu45H5vliSywtONQ74uAMvHPDxGgiiLpF2vNPSkB8tPfLZ46JFZ9wUTSC3Q9DZkLypO4qFFWEzZ1XUbYR5GHT05KVrB3Qf10NW1JagPOxHKEBMFtmhmzUYWvvj2LCogrelmmvIp4H3QvAyAEcZY22MsRSAWwG8a5bHNG04vWd+n6n4FVuC/uzaEvh9mqRAS4IjhzIGeNP1xlIZ6TCaVxKU8nmclL+GjhEEdZ/Jyc8RvaAcFcq9oMX8t13tvCkmNZIG5N43DR0RVBQFUBry87Evqixyb8yuKBaUmxuTog0hwSiajKK5rLrYY66GUVUc4Hku9H1SDvtjSbzqh4/jRw+3eBoWYUtpqSwOWB4bmeZDSv1hRx+UI30xrnQQDUzM5yOIjT9dSoIwnr5Y0o6eWO/8gQPdePP/bcWgo2cgVdEkbF5SiWODcamxsbTWBIWkudumAAGyUBX7TTGBejkwmpLoCUQ90zTbq0i/J6U0oNuURJNiNY5VX38Qt+9qdyl2AV3jxgopQ20DcaypL7cjS1YEjzyzFEWmPltkXDkjeESrc3qDSYmIWRQOJ4ZFA4+odoLCDZCha47pirsa8AWrNxftvXDAxw8NACgK6ji71vQSijlO51oHCK0P3ad5egvFtRn0+1BlzVnIWjd0GJ+7qALJjIEWQXbQ3ygHz+nVFp91/SLzZ6rCRorQgoqwo4CI/WykiAOmcb92YTk3WFcvKDcdHDn2gqTsOryrjV0RbsSJlT77YklEExlHZFuXaD/O+5BSSLl0YsTHaZB4FQYJ+s15JqbAeYvtZzYYw41WsRFnFJ/mVlTsPnPLXtzXYBf8aB8aRzigY6W1PqgCpwjdp+G8xRXcsKGiDw83ulsBBP0+zLOcHBQJzFVI48r3nIubLr0Qbzt3AX7+gc0I+XWpgA9g7mdymlSXBF37hmRvUcD8Limgi6uKJCcPgTkimGVhP964liKe9nMvrAhLkUyKxpO3XTzP6ExZZRkvGYNhVV2pi1ki/pwUZJfU6NzKwTpvMeWa2kaEeG4OjMoOWcAu9ERYVm1GfuWKvPackMJ7zoJSnrIQ8us8km4yInz8vBH3BgBX24VXrazGhSuquXMplTE4pZrutX5hhcAgMGVus2j4WvJBlF+bl1byqLhXygIAs4F1MRkNCX5OiXNGe7K6JGhRAsUoiWgI2p9rclDY950cQTjgQ1FAl65HssTevkxyZgFwRRjJYCwTdB8vh2gyYxcNu3rLIV4hcmVdKSqKAtwBQkVx2ofGkRJqEPACOR70+1z9IkWnSteInafW0GkxJxZVSGPsjSbRF0vwdUt6nGEwjIyl8Pm/7ceV9zejsSsKTZP1q8VV5jqlaNd5iyqln80UBe90IjvdoAKJtIHDPXK+s4hkxl1kBfCIAgqOaNGgPzYQR2VxEMurSySd73DPqETXFQ1fCkKIFM2QX8eP/3kjLn31cgCQHLr0c9ZgKC8K4OOvXIa19bI8nguYkoGnmZisJULu7rK5sQhAu/D/Hdbv5hSuedJu5Kv7NCytNiuQ2RueYWVdKY8irKgpkTaHUxkjgbWwIuzpNRhNZlFRZG+ODYsqpHyekbG0lMR9sCuKcMA8QJzRvRHBi32wK4rashAWVoTdOSOGLChF73BPNGEqdfVlPL9o09JK18ZsG4ijsjiA5dUl/HMSnYW5vbqil2fTkkprrmzh0T40zg9Derb55aTQRHhe2U3PnHDlMwatyld0ba9cFxIG9+7vwnfvbZL+BgDlYb8QwXOHZ04I1J59OQz8pVbFOoqKHOo1OfWDo2YSeLeQgEyfExWwTdbB29ARQV1ZCAFdkwztA50RZA2GRZVFnAJECcY0Jvp/gtPYJgW4qjjA1wBRJqlXnKgQiAZAY1eUGwm/fbLVTXPUdRfdEDANIoosBXS5TQI5GMjoIU8yjY3mZ119OYK6jyto88tDaO2PIzae5uvkU3/dAyfesmEBysMBLJlXxK9JuWoEsXVDNJFGQ8cIMllDoGjq/N0S6ODYLBhEZeEAVtaW8gNubX0ZzynNZA2s/saD+N1TrTgmFPQIWs3cP3zhUrxudS3WLyznlKPNPCJoG4z0N8u+czkk1lG+oa7z56SIAVVSrSkNYc0Cc/yGwbgCCQA1JUHeR5HePVHW6FlFY8sZMSPQOqfvOPOTxbXzvCNq4fQKL5lXxO8p9ni0jX5zDEvnFUufa+0f5fRFESGHYrxxiWjgCeNwOHp4wQuHTP363e7mwbRn6F4AeKRQVDwau6K8lcexAXelWrEQ03mLK8woag4Db219GV69qgbXfOQlePWqGgDgxqF4PcpX5hFnpxMpYxsFVKZ889Iqz2blVHCK8Jb1C6BZibjnzLcjeKIcCfp9GE9nEUtkeJVIp3JL46NzhyieTuXROQfOKVy7GwAAIABJREFUIiuEqpIgllUXc/lXXxFGS09MihzvbR9BUUDn33dG8MhxRxV5Ny2pwsBoio8xnWUI6j6E/DrPp6WzoLnbdCRSdA8AVs0vtaJ73hEFcsKurZfn0Us2A8D5loF30DEvVPiHsGmJPed+j0qhf/6Pl6E8HECNlT6QzjIsnleMeSVBiT5HjglytBzpG8W6heUI6JpUWZj0pc0WdVVk0RzqjSEc0LG2vky6HtGFaW2RozIojJfOhh5hTTZ2RXF2XSmKAnarkoCu4cTgGIasIkjm50yZ+MvHj+LSP+0CAHzwpaZqLEbb6LMiZZB+frZtCN/+R6Pk9NhzcnIDr23ATutIpOn9lKOl28xTp0IyibTJBqBnAYCv//0A/v3G5wEAd1k9ig/3jqIoqHPjmq5Ha3vT0krpZ+dz0PMF/XbhEr7fLGcLFfohbGns4YWSyBmn+zQsrAhzeVxTGrKoxVnUWBTSfdYeo/mg/UHvqqY0iFTWQHN3jL/fxs6oS5/0+3y49fl2fo1LNizgjjpa6yG/D0uqirnBH9R9+MY71uGt59Z7vqPTGVMy8Ji5Eh+Y5DMvz8uIPKBp2ic0Tduladqu/n7vUPZs4oEDtgf1Nx/ejEc//zoA4BTN8ZRZsIH286allabgGLVtYlH5ITrOpqWVPNQvepTjSTmCt35huZTPA0Cia5mbUMf6+gppU1JegKaZURQSakStEzE8lsJ4OisYeI5DzOntE5QA6vEE2N59ghjBY2C4Y7do78v32eRQXElBD/g1nucynsryz4m5Z3GBWsDHrPt4KWLntSkkL9Libth+jEdUm7qiKA7qWLewfMIIHr3L+oowVxLqykLYfWIYP91ySLo3zWEqY5iVUXkETY7gidQKc67tqFdJyI9VFgUNMNfDMeFn+tyCijAWlIelz4lw5kNSOfzzl1YhzA0807j5rz/v4uPihUl0H6ckmoUNwO/tzO8UDdZFlUVcqJsKrV3oxKdpGBlLY1QonEEgY4K852QwFof8WDW/lL/XzUuqkDUYjg3Gce4i2WAjXHbR2bjqvecCAF6zqhZnWUbaemcETyj8QtQc0zCzPIQBH3yWR56od3SNlXWlXGEmhYsqHtIYW3piiKeySGYM/PDBFiliEtDNqOKV7zkXLzlrnhTtWVtfjqDfx595taAw03twerVp7wb8ZgWx6pIgVw7IOK8tC2H1AlMBPdo3ihW1JfwabgVSUAwXy3trRU0Jl08rakqknF96r9UlISyZV+TqqyhG750NkAO6JnmFNy+pwnHLwUJ7BLCbu9PfNi2p5I6YzUuqYDC7+qSIoK5La2BeSQDLLGeeWGjHWYEyoPuwpr7MRaMTQdcVI6nnL61CUUDnikXQ78P6etszTxGB4zkMPNoD5UUBrKgtdRkEYvTKCWcEL6j7uFOFKEskz0qCOqdOOo2HzYJRIGL7UTmnWRyDKPMDgkzZuNheU7VlIZMl4pFDSxEpwDaGSHlcXFUksWLsPni2gVddEuTNu3k+juXE2rzU7C8nXuNo36i0/p05eDQndIRvFpRlcww2vV+KpC8s5+tdjpCbhk1Tl3dPRDqHysIBnFVdLF2P/i7Ki4WVZpRUPPPtSJ/9ubOsSKSYWy/itVbBjkVVRVwOE7ugsdtkTZQEda7L0LmXNRhKgn6srCvja6o05Hd9zvk3sc+kOK+N3RG+H8UqqQRyAvXFEvz3qYwZJV1bX4aDVvSXzp797SNYYeUpexnVdI0SR96qs/VNKmNgVV0pFpSH8ccdx/FsmykPkpmsq9n89R+7AIBsNDodXLQ2x9Mm+0rUv8IBHWvqy7hxdXJoDAc7ZZ2OdKOFlnM3kEOHA4Bl1abMFMcg5l8T1i00z54GK89yrVU5OpHOYtkV9/Oel8cH445+oRW8yvEmq2ZF5/A4f/eHeqLW+7H3x7qF5egcGcdoKsNTBA71RFFVbMrlXAXU7rYMXKe+Jp5fPp/G9VQv+ThXMJ2R79E07aV5vn8n5Gbpi63fSWCMXcsYu4AxdkFtbW2eh5A/3Pjxl+KSDfVcqTtnvqkMzS8Py4eedQA1dJgUwKDfxxUekY6yaUklzwUTaaBjqYy06MRrn7uoAppmJ5WSEhuyqFfDY2l0DI/z3+9vjyCo+7CqTs7BaRuIS/1X/rarHRmD8YiEl4EnKnUkbMnT5szxIUg5eAy46Vl3I1kCKa6HLV45eXHJ85RIG+iLJVFdaiqHjY6DyJ2Dp3HD86xq02NDSigVCElnGEpDfuz82sUAgCsfaAZjDDuPDWHj4kqUhQO2gecQBCG/D0PxFHya+R5ISSCaXtZg0H0afxfiwSvSCwZGU9L7dxZZOau6mOew0VzY78FWdjYsquAUoIk+B5gKK90zoGsYT2eh+zRcfslqfO/dGwDA1ZduNJmRvO1FQR0raktdCsFbfr5VupdINwzkUETMPkbAU4f7cfnt+3Mmj1OuhX14mH3eiGJK65IxUwGig1TE/PIw94J//10bcJ31GaIuiuOmOaDxHOiMSM2TAWDvN9+EXV9/o3kNa48UB82os+7ToPtk+udmD28pYFIMqfy9c62Je6/Yinxyg1FQDnljeoFuDZje/qDfh8qiIKejkjJDxnNNaQgvWWpWBj67rsQ0XKR9bckax9oiZZzewaYllTziyp0x1r2+Y0XJyZgRveCiYr2osgg7jw8hoGu2MumI4InRYDHa5pRB4t+cjg4RAb+G5TVyQZp3bjIJJ4yZ8/P28+r5WhZx0eo6yYkn4hcf3IT7/ufVAGSa0IKKMA58+834j1ct5+OuKA5gUWWRNC/Opr4AVVkN8nmhZvaAmcvz8Rt38nfgpBQCcLVhCfptJ11Z2I+VtXYO18YllTjSN2oV35GNh41LKnhRGwD46l0HcNFPn+TRBH59h7JFYxff1YZFFfxz9HuvNifieydmCTf0l1bxVimA2D9T53T8VMbAGiv65XwepyPQmZMKuNskOM9GO/pot5egdyBX7rXvW2ftIf43oYCKE166QUh4jqBfl67N59IyMroj49h5fAh90STW1JfzCsf2nHsrzgTdp2HV/FLpO4d7zOiTuNfOqimR5m/9wnJhTdnzRT1JnX8TjX/AzgNu6oryDLyUhxOD1tbAaAo1JUFBppo501TJkgycaCLD2SSNXRGXUU1y1B3Bs+fpSJ/Z5uEVZ1fjyctfj6KAjj/uOAbGGBo6zEImF6+p49+l9yNG8GitO98HjbFWWCOUItFsOQFSGYM7hAh0vlNuYMgxn06ZSTKExkDFrETdoSioY/X8Mp6bvXlJJVr7R7mTkN87Y6A8HICm5XaAGAxYUBFCfUXYbFckGKAiw4ExYPUCM/pqfk7nLWdSGUOqlC5GTZ2pVRXFASyuEhk79r3mKqYz8gsBPKNpWqumaQ2aph3QNM3ZKmG6eB7AKk3TlmuaFgTwQQD/OMVrzhpqHJUN371pEW7+rwvxzy9ZLCtw1sY53BdDcdCPNQvKuNEiKhhcYHVHpfwbZ5800etSWRzE8poS/pnNjugQff+seaZRMJrMeHr3KDGasMfiiL953QIA4B5Ooj5lskx6xvnlYdRXhLmnTTy4RCEiGoqid94LNFeMmUYH9exyHVi6qRw6m3e3OZpuUxliwKQ1rF1YziMJm5dWoieaQE90HEG/D3XlYXzoZUux7cgArnmyFc09Ubzy7GqUhvyIpzJSThN5MsmQcz7zf712OTfIqNE0YAqSFTVmVERU7l0RPL9cYlhUBly5UYKQLgn5edEYl6fdodg+f3yIOwm4Z8uKyl281iwe4exLN788jKXzilFbFuLFVtYvtA8FL5CBQ5SwoO79LBQtM8c27NmaBDCVcMBUtktDftSVh6W5X1ErRM50Hy5eOx9fevM58jUEZdPn0zh17Gzru1zJFHrzcQOvY4RH8Mh5UVUS5Er/OkthKg0F8JKzqmwqqfAulteU2DmlwnNWFAXwNiGaI6KuLMSjuu7cGfsATmbMprZJh0OiOOjHff/zanz0FWfx8RzpM6uwDYwmURTQURLyY2l1MR7/4uvw2YvNOfOqNBr0+zgt0fk3czyCjFsqK7sEWtPHB8cw5JFb+gGLFvXxVy3Hggrb6K0XCvOI9xGjbUSZo59FD/SymhJXMR2C3+czC9LQwR/Q8YU3nYN3bVpoRXGzqC0NeX73kg0LPH8PmLKU1tj6hRVmhVRrXfh1H1bNL+U51OZnyj2Le4gQq6ySM4d6/DV3R/HEoX480tRj/d1dHMpF0dR9PDJJ1WFF1kjWYDjYGZEUL8BsPr+8poQb8LfsPJmTUiqCqIqJVJbvjbJwAOcskCmMZppBikf9AW9jiLBZYHcA3n3wxtNZ6TwU1+6aBWZeMJ2NnH0hfM7p/PT7NOka80rMokjiGOj5RYNsVV0Zp92JMt48MyqkXnbnL5WVcYJXVD3oN1tCiKkBGxZV8L57VB26bSCO0pAfy6pLhGeswCEHRdULq+fLkRaa541LKm0DRXdG/e01JZ5bpWE/VtaVuv7mrFJcXxnm/cvoXOJRakGmV5eEbEeneHbqPmxeWslzHRdXFdky1YoyOXUK8dpi0SWxUq+mmc7ceCqLoO5DOKDjP1+zHA839uKRpl480zoITQPefl6965pFkoFn3vucOtv54JSz8tlZgVgyg/bhMU9ZQc9JUbFU1vBcp+L7IRaFyApZUlXEaZ4hXd5vm5aYuXuu/N8sg8+noaIogIDDiSI7onVParFzXxZZEUtxHk4OmYWDxLUk2rgU1BDxns2L8IqzqwHIZ9tcxXRG/hYAZwN4A4B/AvAO678vGIyxDIBPA3gYQDOA2xhjjadyzdmEcyFomoZXnl3jKtCwpKoYNaVBMGYvWsa9F2LEpZznTvzTr57mv3cWAFhWXWLnaQiC3KcB5y62o0NrBW9cKCBHR7wUNTFvgbzvpLTSf8kbeXJoDKvml8qCk2hfusOAdFAJCF4tIUTk2uBcoRQ8+XT4DwtUK7HHDIEM1bFU1qEImO9h38kRLkB/8O4N2Li4Aj952KRWvuf8RSixmpumM3alrhs+dgFavndJTkpMaSiAK966BoBpWIpCmSoaivSOgVhSLiah29Q/gBQIuWcbgZLrAVn4Oj+3rr5c6kl45QMtuGG72cSW1qRzfRM98eUr5mFRZRFetbIGPp+GBz/7GnzydWfz63Y5ehqJIAWmysNjH/T7sGFhBd57/iK8YkU1N/C8ChuIcwOY6+rJy1+P925eJM19yC/PAQBcdtFKBP0++zDzoNqaY/Xhoc+9Fpe+hiIqOs9DpHclRvCcih49502XXogPvnQJPnPxKtxz2asAgFPvzDEKOaXWe7/6/Rux55tv4lVlvWTNWo+DEJCVpbb+OM799hYpakA4Z34ZV+LXL6xAOsvQ0hPFwGiSG+yAaSTbCinlifn5z0VBPwK6T1LGvTztgKmMe+X8ikqxmJdDNJ5PvHYFfvLP5+HzbzyHr4ugrmNRpZ3zuGZBOZdTQV2X5d0iWQElhB3OIhG0VsV9Ddj7wIyKencLWrOgzNUzjCC+y4qiALZ8/rX4lwsWC/c151KM8hwblPOnAeANa+qkvBFSujTNlg8ipZEcOJ4UTY8InhgdlR2W5vs8PjiG/lgSy2tKuFyl/TZR02Uar4ir378R7zivHpuXVmHpvGJ85MKleP3qWr5PyNhgzKRIrrdyuGisaz0MG0DOJQIcffAsOZkxGM9Dda6PoqCONfXlPBpCzx7y+/Dm9Qvw6YtWSvsNMMcnRX6FSJg5hix/fnHcQb+P5yOK52ZIGBOd0RsdUUuCeC5QOxTqf2kbkyb1mGjhFNEhrFtYblUxNvekmes08fskKndcYHUAsOhzJXycst4hnlul/NwSHcQS48XvkyvP6vZac/e81YWffVKuo+hgvXjNfGke10mOabNomNNBQftHNMbOqStDbzSJ7kiCG2TiZz978SqsqC3BDx9qwROH+rB2QTkfE2AyWQBTrhJGxtJIZxl3XAX9PlnO6vKz0HrJRaklh/oGSxa29o1iRW2pIDPdjv9kxsDwWBrnLa4QIom6bFgucp89TvYCnZGVRQGXoV4a0j3fj9P5W1Ma4mk6UnRP+Fw6y7DaykcETGbSipoS/NPGha6KywDwxTevxlffuhaAsHdy6ANzAVMeOWPsBEw65Rusn8em8/0JrvsAY+wcxtjZjLEfnOr1ZgMkUHMd7gB4wQaAjCvhAKl3b4ig7kNx0G9S3Lqj6LEU5LqyEG7/5Cula/t8gnKnewvNoN/MoVju8MbRz/Z4dCyqLEJFUUCqLNfp6DNGwmzDIlkxpQhRSMhXCTnGUVsWQl1ZCD5NnjNnyWUCKZ3iXDkpYQHdx71KolAQe7qQovij952L3/3rSwCAK65OLyspAl0Rm6fv82n4wXvOxdr6clz70QuwuKoY5eEAouNyRMRveelE+oR4bedhVlkcNHsOCdQAVwQva0gKggg6eAEy5HMXKcj1czigSweMCDFHUIRPoCcut8qJA2b0jIwbes5c9DQSnqvnlyGomxEYca0E/T5c/f5NWDW/TGqGLvZ8k64njLGmNAS/7pOqXzm9nIA5f+cuquDFUSby2C2qLOKFecyoortnIHm3c1E7XrWyBlUlQYQDOs9/IOodXVfMKaXf6T6Nt1kIeRw6XvsZMIuIOHOqeqOJCQ+ul6+YB00DHm/pw8Bo0tXomvDPL1mM337kfCyZV4wFFWHc+O8vxfvON2mLojJOc677NKxe4IxMmFRMclyZdFzbKOEVgsN+GMz0jof8PvzLBUtQFNT5ugjoGhYJymk44ONFYZyyUPzZnavknZtJiqTTQWBWk3XnNYrQNA0/e/9Gz785v3NWdYmUmwwAH3zpUrz1XDMKSAyLBofDasOiCi6Xg34fFlvnTXdkXCjOYlciHUvlXu9OY9Q08Mw1EBlPS0bP2YLciCUz0H2a5E1fv7ACnSPjUpXfyeZgcVUxfv3h8633a8rd85dWeTolDWaeEc40A0A27AFgQbmZe2z2OjQ4Y4OU5f/32hW445OvkGRjXVmYnxPi+erTwKsVBv1mhPNLb1ktpR2sqivFB166VI78WufYCas1gbhuKooCeNemhXjZcpMKLY7jwuXmnqwtDXNnKslV0Zkk7usNiyp4f0i/7sPGxZW8jQHleIaD9pqn/DMA+NwbVwEAPvTSpfjYK63IvvUMojxfVl2Mlu9dIr0/2ndtA3Esrym1cxpdUTvRAZ27KIwYZRP3rlh5lvSMo/2jSHikY4hY7zDc6OeK4gB3lgccBpOX45u+B8iVxckI64slsbKuVNJhAFNH+OY71qGtP469J0fwhjV1UhSa3iExjFYJe2yJJc+5k63erUsGdR9WLyizKjJHXXREAHjFCjNStcGaC9q7qxeU80rwYuERUS5WWVUs+X099Ardp5mpL2G/1AIIsGVPZbH5HKRzmmPXhXWhSbopGfTEsllX714XZk0Gp1PGXFvUnmYqRtvKulLUlYWkAl1zDVM20DRN+xaArwD4qvWrAICbCjGouYZcircTsvdR9Eq4lTGnsk/44pvP4Qq3qHSJG0xc9ORNpeut9fqc3xauoqdOrJJGnOqAVYaP8gyqHYqjV4Qo6DdpRrpPg5hMbirIuY1iQrX1nFkh8Tno9/FiEPRsnPcvbHZneWvAjFQQZeq/XrsCX75kNT70sqWSAKt10HwIGxZV4MHPvob3uKotCyFjMFelLgBYLxi/9RVhKU9OrBQHAF96yzn46MttetzwWJoXaBkYTSGVMTilhiiGt37i5fjMxeYhbBfJcCisrqidvTaotxsZC5983dl458aFrvnnHkPdaVjaDZtzrX26X04Dz1oP5y6uQMv3LsHCyiKcNa8YL1s2D+c5iqCIa6W5W+7vY1/PPQ6x6IVTubevDU6tnGwf+7jH2KRvUo7D/PIQEmmDJ7N7RfAmglOZSKQNHOqNWr/TrXGa9w54HFDk2S4J+bG2vkwyfDY45rJbcFx4oa4sjJeeNQ8PHexB5/A4p0E6ERaKgADARWvquCFAntxQQJZ3Qb+Q82sp4GJfus+90aR/0v6m6n6i80sT1gKP4Pl90rsWmRNBvw/v3rwI//7KZVhcVYwVVkRFpD0CsufbCZpz2g9EgfRpGtJZw8z/8KA7Et68fgF2fv1i1++nkuPxry8/C5e/ZY001n3tI5LTI+S38+QCuj3Hrf1xzCsJot6qyuyimHncX3PI5YBu08KHx9KOiLOXs8HtcGzqirocDWI0ZioQlfH6irArh8t5Tzp7RGYJRc++fEcDbwFEz/DVt63FBcvmYW19Od6bg67lKU+F8WuaHVF65Auv45/xcry2dMdc8vMXH9yM955vRnDFe71yZQ2e+9rFWFpdzJ2p3MBzRKgItWUhbPn86/AuK1f0Nx85H1e+xywg9bFXLsNDn3sNQn4di6uKXEU03m1959WravD1t5vtiSnCI+oG4+msS9bRM/fHkg6DX472iAa769zK4YxcXFUkUeXXO66XNRgO9cjng3N90bUj42lXpGal4CgW55+Khu11VLyka1cJtGZnRNXpFALMvNxrP/oSfOPta/GZi1dxPUccC+X1rV8osK/8PmxaUskNInGezrUq5lYUBbjxK7KBRPz2X88HANRZOYi0lzYuruBtiGh/lob9ONtZVEu470sslk9VcRBr/n97Zx4mV1Xn/e+vlq5eq/d0d/WSTmfv7mydpBOyEchC2AJEEMIiiIigOCD6Cg6KiDouOL6O24y4PIMj6OCMvOCCA67j44CKDIR9ERPZEiCBBAiEdHLeP+49t04tt/aqW131/TxPP1V969atc++559zz27uttup5ergnnPD8//IZi+z9g45CL6krZhJF9NuX9GGFMy4Tw3Rq/JZSxkzWtnXpAIBoeZZM5puagA//c+XRON3+7mQkGwvcKQA2A3gdAJRSzwFIdGKtQvQiNdmiy2TDcBcWDbTA55O4iaPJMHdbN7Qj4EXCMZat1w5Efd//+8NHYds1GwEAi6e2wm/7NEcHhB9+n2DRQIsjiLkNnKbaIOZ0NzlC43BPOMGipgs7A3Dqx705cRjHz+9xXPKOm9eNFdPbE9wvaoN+nLKo19FMHj+vB6tmdCYV8LSgo/nyGYtw5KxODLTVO9eqxp4UzlsxiI0jlrClBYJHd77qLA611S5cG3DiGE3teCjgx3vXWi56M6Y0Ri0L/lhhyA3TdS1+0jAtR/GLzfh9T1nUh02j1kI5XkuqC5OumdWJGy9Y5ky6y4facfkGazGsH7zxD72gX6LuaHHnpNuk23Lyol6cuSxxMuuzXYrjF3K6BpxbBlEAzsIymUvPN85ZjIvXTo8ez763fD7BzRcdkZCW2Gf8RLI6ZYBlOU6GfhgKEl3srO3iuI2km/zNsWq6aC6Zat3bN/7hb1ZbMly0amK0pb2x2mLT2ujWxk2j3bj+nMUYiYRRXxPANDueU0TwyZNGEiy06c7zuHndeHTnq9i+e78TU5MNmxdE8HdHz8DMKU2OgsPROsfNQ6ZFyjzX4YgZ6+XmKux+PmZf97bU4ZrNI/D7xHGFNhVpTnt6k59rNBNqM35+2WqsnNHu/H7GyoEk812650Y8+lq+sv+gtTA23DLraqKWAt3fus6TW4KMTLTZNQEfVs+0YotXzehIsDifutgSSC5cMwQAOHa0B8umtaGpNuD0wUPP7XOUXIDlHn+5Hf+aqRvU/L4WnLdiEKtmdiZ4Lpy9fCouWz8TIoKVMzpw1rIBLB1sjfEs0ddlx579Trp4vT3+fL94+kLHEpX0uen3ObGvZvvdlJZrZnagtT4Y84x2slq7nP98W1DQhefNumUjdhgCEJusLP5c9DwAWM+r9saoW9tU2wqjr6WZtCbZvez3CeZ0hx2FL2C5DsajF9enLLKExBhBdXo7gn5Bd7gWQx0N6A7XOm6hpqJl1YwO1AX96GgIJdQkXTm9A/22wnPlDOu61tdE77UH4jJGxs/Fer+n97yBvtY6dDaFHLdkbRF8/a3YWExdx/R/44QV3XemsruzMS4O1GUtsXGkGxesHkJNwCqTYcWkRddZzXXWeBYRx0umJuDDZ7fMw5dOXxhzLjV+P3qa63DbJauweaGlqB2OJE9ENKUpFJMU5ueXrcbtl64GYCnYbnjnOABg9cwO3HD+OJZMbXXmTH0epmC8YbgLv7j8SPS31TueYuYaVs+PgLUm0PGGH9gwCx87YTj2POKEx3hF9Ge2zMcZ4wMJ35ljWyyTPWPevrQf5yyf6mS8zvTZHJjE7pkAkDwoIDlvKaWUiCgAEJGGdF+oFtbPnYIf/OnphOxZ8bxtcR/eZj8IzZuvIWQtxp568XXnYTm9MzHFOYCY+kzmAN28IIIFfS2OwNEdrnUWJF89c8xZBEUHpT8qFNg3+7+9axlC9oMi2SLHnJz0ub751iF87cwxZ/u6uV1OEg49MPX3vnBa1EXptCX9OG1JPy656d7E3wn48JsPrY0JzL7h/HHns2kdDdCP0PfbFiwA2LywF9f8+GFsXhhxFoe/e8JKx93fVu/EPLgtwmoClmXtoef2OVrgOx/elXLRZiZViN8vPl36SKQZv39ytzO5XLFpTlK3Je3Ko92HdJKVUMCHlTM6krbD7xOctrgfg/ZD4IT5Ebw1oZyH4fy+ZszubkK4NojNC6IuQCct7I0psppsceL3CRb0tSSkjtfuialc06zzDuMXj7wQs+34eT04ZsQ98UQy4tvWYi9yTdza8X9PX4Dz//UeDLTVI1xnKTP0wwqwhDanvEGaSd1naOh9Ygl3SsHJsrZ9936MD7Yl9H86zhjvRyhouTC32pZpR8Bz4r3cz9PvE2w0rulIpNnJXja1vQGjkbCTyRVAyiQdALBlcR8+9dNHMHFYOa5o2dBSX4PLN852/h+OhPG4HWc7HAkDf45dMMcLs/oc9BheZCRXMNH9obd/Zss8/NEuSbB29hSMD7Y51n1e1Z8dAAAgAElEQVSTU5f0Y4e9QN402o27ntptZVHz+7B+7pSEezZoaBj0wl//fibuvQDgTzK+MrVeafTc9vsndzuxY6/aybK0Bc8ngtqgH9s/e7zzveGeMH716AvYFxe75xZa0BQKOAt5rRx64tPHOgLpiK18rAn48Pm3zcdntsxzPls5o8OZq9obQ+gO1+Lh5/fFCLOLBlqc+TOY4TWoCfhwzeYR5389p9YEfFjQ3+JYThpCAXzatlTpc3/keWtej7TUJQq5aX7/6DlduP2BnegK1yLSXAefWApUEcHx83oSvAGSsWm0x6n3FwpYpW60wF1fn3yuGBtoxU3vXoZl09oTPhuJhPEfVtb5hNISuTASCeOGu3akdN0FrLFrWmSSxXcBwBOfPtaxnJpeE4sGWvHQJzY5x//dFUfF7PezB3aixn7Wbbtmo3M+A231jmLvq2cucsb9lrFebF4YQdAfrV9mlpRJdi7xytcfX7LK8YwZm9qC/7z3GRw4eAiD7Q1oDAUc1+fhSBi33vdc0mObcfF6XtPjw7RUpqKjsQY790avp45Nf/3AhFVf8sXXLcVCOCro60yndTXWsU1vjZFI2CkLkOp6mPNZW0ONY2kXERw5K5q5fiQSxrZn9sZYoRtC1jgwFYgjvc3483ZrDo73iDBj/XUNOsBKTnfzPU+jvbEGnU0hdDSGMNjeABHBmlmdSZ+nY1Nb0RQKYGp7PWqDfowPtjlroJFIGL99/MVo/wickJJs59zJSjYrkJtF5BsAWkTk3QDOB/Ct4jRrcnHtSaO4eO30pEGbbgy2N6C+xh8TOK8H70kLex2Xip6WWNeojqbksTAi4tzYgDXIdbFz0y1GZ/FrCFnWveGesKOlMK1Rprui3ydWNkxjUFy4ZgjbnnkFW8bc69KLCFbN7Egp+OpJ2ifW7xw8ZP2OeS7xbBzuxs69ifF6bQ01sQsaU8BrjQp4qSbZkUgYT+x6LcHK6oY50SbTwp60MOIUW183Zwp++cguR7tpWq9MrMxl9U5qb52mPt2kpMsXAMBx83qcjItTwrW47ZJVzmdf3rrIeb91fABbx6NWO7fFyT9smecsYqP7SkYC3nCk2Vks1wX9MfUUsyG+aQ01AUfAC/gEE3H3qMnRc7pi7o2fX7Ym4Vw09WkEM1PI8vkkRuN96uI+fOGOx3HR2qEEN7d0dIVrHUt40C+Y092UkAjDdEdMx8VHTsdRs6MP53gBOX4RFE+4Nohb3rsSj+7ch7Wz8y9Pc+b4VDz8vHU+G0e68T9/2Y0ZUxrRUOOPifk1BWwzlmK0t9mO2413FY51WzXv6d6WOtx80RFJ22N6CsyY0oQbL4iWcv3WuUsxeOVPY/b3uwhCIpKyppxJMgVKLkH8UcHGj5b6IJ55+Q0E/VEBzyxxoxmONOOwQkw9LG0RScafProe9+54GWd+6w/OeZnXfmxqK373xEuoDfjh8wl8CSPU/G3LkmCmaq8J+DDQXo+OxhCmp5jvU2Em8krF5oUR7H3Dsnhqy4pJuj5YPLUVv/rQWuf/oc5GJz72EyeNxuyr+1gh0ctAX2tLSLeyMh5WKmX7V0xPrtSLTVbmbsHLlNHeZrw1cdgJZXA7jjkmU2Gek3avdrIlG8eOEfr7Y92f4xUCOhO2aVkREUdJofMR/NEWLjTxrtPxRe1NF/StSwfgF8HJi3rh8wn++ewx554ZSSLgdTUluq9rAeiOh3fBytRrrafSue13NoViFKna3f31tyawaKATP9n2fFJF8jfOXhwTEqJxSxiV6z1ihcg8jaDfh5Uz2vG1M8ecWD6TKzbNdgrJayuxJn4doVkzqxP3f3yjM0b+dNU65/1Xti5KOk91hWux7Zrod2569zLnfbJYeyekZJJb5jIlYwFPKfUFEdkAYB+A2QCuVkrdWbSWTSJMV4dM8fkE6+d2OWm9182Zgsd27ku48boNAcIncHyJ03H1CcN45Y1E61BnUwj/dn7Uze/zp85HsozzOkblwMRh9LbU4W979sdMCt3NtfiPi1ckfjGOr2wdcxUagKi7m98n6GgM4fm9b6Z9WOsMlOkwhVQzUDaVgHfhmukYt7WlI72xvvnJiHXRTJy8/+mMqDC1bKgdv/zg2vQNB5wU8Sal0Dq5Lfa6wokPMacGXBqfdnMh0tdahydeeC2nCVa3rTtci537YmPIOptC2LXvTcdqnS2m+6eZ7jrpvo6QFU3wYf3vwwWrhzA20OrE7uSD1pYC0XvWES4zuH7DkXDMA15fv9ldTXhs16t44oXUAh5gxUbOy8F6l4zj5/c4rjm9LXX45juiNQiHe8KOO3WsBS/a/ma7YHd8woBUVs1CEnC5t8zN6ay/kuTjXNpturK11EUXzYsGLKGrpT5REehYSu3r3Ndah71J3Os0tUF/THKReN65chDHjHRn1H6tTTfjlIJ+K13/PR9dn/b7qY4LpL+GR87qdCwR8UpTwH3ec+OIoXY8ujN5JslMDzUSCeNbv3sK3c21OdXaisn+6pJkJRv0tbzXjjFzO475XD1+fg82ZeCJMRwJ444PrIlJFpKMFTM68F+XrcHs7sTon2s3j6YtpaR/K0HAS3J9f/L+VTF15jQ+nzgugAAc12Qg9tw15tqiKxzCrn0HEtwM5/Y04bpT5+OYFOVSAMu1tcYfzdKprVavHTiU8l7f6NIHbvHEud4jptJbRGJKO5j0tdajr9VyoTVrOwOW66sb5jh0e5/pdxb0tcDvE7Tb5ct8Ipg4pBKMFZVMxgKeiHxOKXUFgDuTbCM5YFpSTl7Ui5MXJVrDmu00sgcmDmPDcFeMG0AqBtrrMYD6pJ+tmhnVCM5IUgsEgONvff8zex0Bb+JQ8rinVKRbcOvFssDK9PX83jcLVljSXBxqf30g9WJgxpRGx9Ug0lyL5rpgyv0bavx5WaXcGO4J42cP7IzZVgqtk9ldW8Z6cfy85BO43vf2B57Hy/sPpmyb2Q+OgJfDtdJtG+1ttgQ8f6yA93KKLH3pj525Bc9MoiCG1aImYGW6XOHiRpstWluqjx3z23lcv97WOjSE/Dh3xWAhmlkQRiJh3PXUbgCx56ZLwLz+1iEE/YKjZncmKD5Ml9li4i7gxd4DqTD37W+rw9N73sgo0VQ85kJLWyP8Piv9+pGzOhNS9QNRl3kdt7V0sA1/sK+5G9pFrDFJbcBQwB+TPTcVOg3/S69FCx4XYr4c6mzEYHs9pndmrmCdksTiki0fO2EYh1Xy56FjwUvzuBzuCePgIYWn97zhxO9mg05KsmP3/phnZq7PT53tUlvJ3MbTnO4mx+PGDM9IR3xiMTeSCXeAlWm4Gem9pGIyVvt9ruVL4hNPZYJ57I+dMIx5vc0xQsVwTxi79r2I/XECmYjgtCX9aY9/7opBrDEESi3gvX5gAuPT2nD+ymlJLWZu6Azd8fkUch1783qbcdayAazK4hmnS/to3OLnC01/Wz1+86G1TqZqnyDjOPtKIRsXzQ2wsmiaHJtkGykgIoLu5lrs2L0/qYWomAxHmi0Bzw6A3vuGu7Y3V/TcKBLN4lSohdpge4MjfPW3ZibgxbZN8P6jZ8S4YSbbp7MphL/t2Z+yTEa2aO2fdj0ESjMpmYvN2V1NTjyl274v2xaAVIsKvbB8/a1D6G5OzEyabdsiLbVO9tRfffBIvPLGQXz9109ie5ICyrmQ3oJnvVpJVqLbCy1gxC9UrN/OXZgxv/uj964sQAsLx3CScwWiLlfbnt0LEXGy+ZmUyoLnpqyKuQfSCnjR9985dym2PbPXWYBkg5lUSYcGvPqmleZ88dTWpN/RsXt3P2VZN646fm6MwJWMjsYQbrxgWVKBMRuSWT7SWTszwe8T/Ob/HJXVd9oaapx4nFxJ1c++DE8r2fjOFl1uIRRMnkUzG/w+wdyeJtz7t1diEn3EUxu0ko0851LWyGvMuaSrOYSn97xRsLnBFJgW9jdjcZxgft1pC/DVXz2J8WltCPoFl66b6WTszoSlg21YOhg95lBnA9bPnYJLjp6J2qAfV5+YOP+lY2ZXY6KAl+P9VhPwxcS2ZoKZK6LUmIp9n0+cMV8tLpppz1JELhaRBwDMFpFtxt9fAWwrfhOJ9vEu9U2pJ0rtfz5RBM2LY8EzBbwCTcb6gQXEWfCyuI4XrB5KWjrARLsgFMryCMAptGvGBpSi/+NdDguxr5Ot0846l8mxk6HvFb9PcMT0dkRaajHU2YixgVZM62hAR5wrSC7HBtI/kMykHtlYb7LFTAJjBorn+lt64VmO2ktTAIhv39JpbTHJjOKJj8ErBgGfuLoJmdvdrDoa837pbAo5SbeyRWczrA1Gyxcky2YYj1nAu6MxFJNcwY2VMzpianzlgk5tD5ROIHfD7xO0NeQ+V6QjGoOXGh2HD+R+LbSQ6FYmIVtGMwhLACxLTp2HC/dUzJwSrbOp104FfTYbWSvj6WgM4ZrNI47V7gMbZmU0xtwI+n341rlL81KwDHUkusWW4zOg2JjTd6ZJnSY7mZzlTQBOBHCb/ar/Fiulzi5i24hNl73IrwkUzkKUCRuHu3DcvO4Yl85Cox/2PpFoKvsCnuZob7OdOc26hjpFeiHpzENocaMrHEJbQ01MQoBSW/DS/Z4ZC+WWSU2zemYn+tvqnGuVy2JcNy3gE3zx7Qvxla1R96APbJiFH1y43OWb6fEZx87UChNvwSvkIgKIFTRzSbISTz7uncUmvsaSyaXrZuLWS9wtjtnEJeZKIIV13hwz8XXe4slGgZKOq08cxpXHznXiYMxsd244sXslVhaada60sq2YAnk6zBqyhSbTeD5tnQZyvxc2jnRj6WArBtpNBWbunj6ZxjR+8JjZ+NqZi1Lu4xU6GzYQjR3P55rEk0nytXIiEhdz2hgKeDr2vMKcp0s9/3lF2rNUSu1VSm1XSm0F8AyAg7CUU40iMnkrAE4iusPuge7FpCtci6+ftRiDWSaQyYZoFk1Bs50sID6Ndz6876gZ+MY5i1FfE4gpjlpIookICvcQERFcsWm2U1cKKFWSlej7dNfqVaNkx1/SJOy4+MjpuP3SNXlZO517xRbCzOtRXxPIK7ZGHztZ0H08MTF4RbTgAXCSMOnrJXkIM7ql5bgwiamxFNe+2qDfyTybDJ+dRS/T+OSc2pfC707/bEdjyDXjYXRf437Jcy7SyXxGIs3Y/tnjY4oru+HUxPTgHtBW2gFbwPPyPuzMw9qfjmxuw0wFKjdmdTXhhxetcKyj+RzLak9mhed7W+qwLItYsFKjhTBHwCvgvbZu7hTMmNKYNFlPOaJdwOd0N+GaE4cx2GGVCqo2snGlrxSySbJyCYBrAOwCoNX1CsD8wjeLmBRjksqGdFrpfHDSRiPqolnIWL+ucK1z/brCtU5dsELS2Vh4Cx4AnB6XMbUUWrdsLHim1W5mmgB6vfieEs7d3VivsZPVEssXfchMXNFMK5rpkVdIAV9z6yUr8dvHXnQKHedjwStVMpJccWosZdk+n0jxE6yksODpe2egLX0snTm+vCiiO72zMUE5Uiq0MKOz63kq4KVQGORLNMlK+pAGxxqU571g3lf5xILP6rLcGyf7AvjUxX3wiTjWK7OMRL7M72vBLy4/smDHKzarZ3ZgXm8zPrNlHkZ7m7FmVmfacg3FIugXLPdIMVDMcIpyJRsn6ssAzFZKpU67RQqO1wJerqnnM0EfWgROCuViaVe7wqGCWgc1OktUsfpHJwQotYtmpla2q08YxtlGTbFUaItUfSj7B4xum1s2w3zQioa6DB58povmQUPILWSSHc2UptqY7GtayM1F2NftLrQraaEYsbOG1mVgRTUR8a5EApCd0F3EqTQjgn4fZnc1FSVhVjq09bCvtQ4BnyQtXFwq9DNm9cwOfP2szDNBZkJ2FrzMLGbZ/GY+x6oJ+DBzSpOTbXCysmyoHcuG2rF3/0H0tdYlLRtSLTTVBvHj90fr4A51pi5VUQw+cuwcfOb2R/HItZs8UWwBsa7T5arkLDTZzLBPA9ibdi9ScHSijWJYCLJhjkv64nyIJlkRrJvbhe+eP44VBaghloxpHQ3Y/VruqfTdmNfbgo7GUNICuoWguS6Il/cfLInfeC4LhXl9zRnv2xWuxTffsQTLhrJPC64phiteNokfTEvYobjCzcXGTPCSLeUcgwdYZTlqAj4MZVn02u+Tolu3U7loRq9r5u69XvK2sV7s2LM//Y4FZuaUJly4ZgibRrsxPq0tbU20YqJdfv0+cazjhUL3cSYpyWZ1N2Jhf0tOKftNclHMuXHOEVPxwr7Ce7p4QXN9EJtG3Uv9kNLwniOn4z1HTve0DXTRTM1TAH4jIj8F4Ix+pdQXc/lhETkNlsvnXADjSql7cjlONaCLnQdLnGTF5LFPbcqpXlM6oklWrNc1GSQKyJUrNs3BGymKbObKcCScV7HedGgBr9SFzjNVKDRkmU1tw7B76YVUaI+nYljwsrHCiCEMvmlouksp4OXyWzrDY7lqL+trAnh7BrWi4vFJ8V3KUidZsV7L9brGc97KaZ78rt8n+Pvj5gIAphdvms8I7XWx5/XCK/yyeU6GAn78v/flX7IkNnY6P0Xw1nGmViCVB100U/M3+6/G/suXBwFsAfCNAhyroulursWK6e151yLKh1CRavCJYcErNk21wYJra0tBc30NsLs0GvdctFylmiy1gFIcC17m8WmmkFVIzXkm5CPgHTxUunqKpaRcXDTL1fWVJDLVThxWjFpu+lbJIASvgL9ZfYtXQrKBFrwUKKU+AQAiUq+Uynu1qZR6xD5evoeqeIJ+H256d+4p4MuZaBZNjxtSxug6V2bWymKRy0KhVAtbvWAqRpIVGFa5dGhvvVBCofPiu1DnYy2asMtaVNrDrRRJVlKt1b2u60ayZ6jTEvBeKoLLfjE8XbL5Td6HhCRSjTF4GZ+liBwhIg8DeNT+f4GIfL1oLSNVQXSBTAnPjU+fMooTF0RwRJFiE01ySeNeagteMZL+ZJcoI2rtK/XCqrMpBL9PcirqPnG4Mi14HY0hJxFVsdiRwoIuWVh/SXkQrg2it6UOHzthuPAH9+BRVo3WCUKyodTeNuVANi6aXwJwDKyC51BK3S8ia1J9QUR+AaA7yUdXKaVuzfSHReRCABcCwMAA/cMrCe1uRwueO32t9fjK1tIUlc2lEHOpFrbailIcAc96zeRczGQlxa6DF8+SwTbcc9V6tOZQukQXpq80QeRTJ486wr8XONldi5BFlRSP3195dFGO64UFz5yHipHNl5DJTjUqQbLKjqCUejrOpTJlxgqlVEEyTyilrgdwPQAsWbLEuyc5KTj6dvLioUgSMePbMtVylWyyLJckK/ZrTbyLZomuQy7CHQBMVGgMXrZlFQqNvgdKUaeSlD9eKSt1OZ2Qx9m2CSlHqtGNOasyCSKyAoASkSCASwE8UpxmkWohWibB44YQALGLk3IT8IqZZMUU2tKh79mg3xezqC93y9jEYcuCVy3uKaVC34/FUDyQyYdXykqfCA4rVTWLV0KyITbTbHWMkWwEvIsA/BOAXgDPArgDwHtz/WEROQXAVwB0AvipiNynlDom1+ORyYmPFryyIhctV6kWto6LZhHulWziqMykGmYtr3J3jarULJrF5obzx1PW5tMC8wGj6D2pXrx6lFlzNwU8QpJR6nCKciAbAe8fAVyilHoZAESk1d52fi4/rJS6BcAtuXyXVA4U7MoLszcynQRLlQm3uElWrNdMzlmX2mipC8YkOyn3jMDagkdXwuzoa61Df1u96+fTOy0h/6mXXitVk0gZ49UzTcSaG4sxPxIy2TGHRbU8A7MR8OZr4Q4AlFIvi0hpMj+QikUvin3VMd7KnnJOJeyUSfC4Dt6K6e34yftXYaizMe2+5YS24AU42LIi3d020hu2XiPNxW8MKXu8dNGsKXMvAkK8IpcM4ZOdbAQ8n4i0Gha8tiy/T0gCfByVF6bsFCizSVAV04Jnn2pmdfAEo72TbzGv6+CVuytpuZFuwT6lqRa/+/BRRS/VQCYHXiZZKbc5m5BywRyXxYjjL0eyddG8S0R+aP9/GoBPF75JpJrotF3cnnvlTY9bQoDydpk9XEQLnrYO5uKb/7O/W42/vvR6gVtUeHQdPLpwZUcmQyKVCyepLrxy1faJVE1sESHZUo0KuIwFPKXUd0XkHgC6eMwWpdTDxWkWqRYW9rcAAA4dZvWLcqCcBTwtlxQjqUs+CUiGI2EMR8KFblLB0edYLfEHhaLQY+Jfzh7D1Hb3pC1kcuOV/kSkelzPCMmW1TM7AQADVaSMy7YO3sMAKNSRgjG7u8nrJhADr2uKpWKgvQH3P7MX+96cKPixdQKSSl4gaRdNFuT2lk2jPV43gRSRxpA3kSs+Hy14hLhRV+PH/VdvxCFVPcYEzgbEU2hNKC/KeYEwPq0NAPDmwUMFP7YuAl7JNeK0iyaTrGRGk0cLdTK5GUxRUqOYWElWOLYJcaO5Poi2hhqvm1Ey+AQjnvPtc5fgpdcOeN0MYrN8qA0PPrvP62YkcNb4AOqCfmxeECn4sQ/a1q1yFnDzpRqslIXk74+fi4/86AGE7bIYhGSCVlrOKbF3ik8qe/4ihGQHBTziOevmdnndBGJw0wXLM0oscd/VG1DK0EmfT3Dq4r6iHFtbtyp5gfTtc5fie3fvQF9rnddNmRRsHR/AGUv7y76+ISk/Hv3kppLHMwuTrBBCDCjgEUJiyDSFcEt95bg6OBY8f/nGIObLrK4mXHvSqNfNmFRQuCO5UBss/TziY5IVQogBZwNCSNUz4WSY5IKeEDL5YJkEQogJZwNCSNXjxKdxgUQImYRQwCOEmHA2IIRUPfnUwSOEEK9hHTxCiAlnA0JI1aNj8Cq5TAIhpHLpbAqhu7nW62YQQsoEz5KsiMh1AE4E8BaAvwB4p1LqFa/aQwipXnQMXiUnWSGEVC7fe9cyBBhDTAix8VJdfSeAUaXUfACPA/iIh20hhFQxBxmDRwiZxDSEAggFqKAihFh4tppRSt2hlJqw/70bQHEKXBFCSBomGINHCCGEkAqhXFYz5wO43etGEEKqk4lDtOARQgghpDIoagyeiPwCQHeSj65SSt1q73MVgAkAN6Y4zoUALgSAgYGBIrSUEFLNvKXr4GVY5J0QQgghpFwpqoCnlFqf6nMROQ/ACQDWKaVUiuNcD+B6AFiyZInrfoQQkgu6Dl6AacYJIYQQMsnxbDUjIpsAfBjAZqXUfq/aQQgh4dogADALHSGEEEImPZ6VSQDwVQAhAHeKCADcrZS6yMP2EEKqlBsvWIbfPP6iI+gRQgghhExWPBPwlFIzvPptQggx6W+rxznLp3rdDEIIIYSQvGHACSGEEEIIIYRUCBTwCCGEEEIIIaRCoIBHCCGEEEIIIRWCpKhOUJaIyIsAdnjdjjg6ALzkdSOIK+yf8oV9U76wb8ob9k/5wr4pX9g35Q37JzumKqU6k30w6QS8ckRE7lFKLfG6HSQ57J/yhX1TvrBvyhv2T/nCvilf2DflDfuncNBFkxBCCCGEEEIqBAp4hBBCCCGEEFIhUMArDNd73QCSEvZP+cK+KV/YN+UN+6d8Yd+UL+yb8ob9UyAYg0cIIYQQQgghFQIteIQQQgghhBBSIVDAyxMR2SQij4nIkyJypdftqTZEpF9Efi0iD4vIQyJyqb39GhF5VkTus/+OM77zEbu/HhORY7xrfXUgIttF5AG7H+6xt7WJyJ0i8oT92mpvFxH5st0/20RkzNvWVy4iMtsYH/eJyD4RuYxjxxtE5Dsi8oKIPGhsy3qciMi59v5PiMi5XpxLJeLSP9eJyKN2H9wiIi329kERecMYQ/9ifGexPR8+afeheHE+lYRL32Q9j3E9V3hc+ubfjX7ZLiL32ds5bgqJUop/Of4B8AP4C4AhADUA7gcw7HW7qukPQA+AMft9E4DHAQwDuAbAh5LsP2z3UwjANLv//F6fRyX/AdgOoCNu2+cBXGm/vxLA5+z3xwG4HYAAWA7gD163vxr+7LlsJ4CpHDue9cEaAGMAHjS2ZTVOALQBeMp+bbXft3p9bpXw59I/GwEE7PefM/pn0Nwv7jh/tPtM7D481utzm+x/Ln2T1TzG9Vzp+ibu838EcLX9nuOmgH+04OXHOIAnlVJPKaXeAvADACd53KaqQin1vFLqXvv9qwAeAdCb4isnAfiBUuqAUuqvAJ6E1Y+ktJwE4Ab7/Q0ATja2f1dZ3A2gRUR6vGhglbEOwF+UUjtS7MOxU0SUUv8NYE/c5mzHyTEA7lRK7VFKvQzgTgCbit/6yidZ/yil7lBKTdj/3g2gL9Ux7D4KK6XuVtaq9buI9inJEZex44bbPMb1XBFI1Te2Fe7tAL6f6hgcN7lBAS8/egE8bfz/DFILF6SIiMgggEUA/mBvusR2nfmOdm0C+8wLFIA7ROTPInKhva1LKfW8/X4ngC77PfvHG85A7EOWY6c8yHacsI+843xYlgXNNBH5XxH5rYistrf1wuoTDfunuGQzj3HslJ7VAHYppZ4wtnHcFAgKeKQiEJFGAP8J4DKl1D4A/wxgOoCFAJ6H5QZAvGGVUmoMwLEA3icia8wPbY0c0/l6hIjUANgM4If2Jo6dMoTjpHwRkasATAC40d70PIABpdQiAJcDuElEwl61r0rhPFb+bEWsYpHjpoBQwMuPZwH0G//32dtICRGRICzh7kal1I8AQCm1Syl1SCl1GMA3EXUlY5+VGKXUs/brCwBugdUXu7Trpf36gr07+6f0HAvgXqXULoBjp8zIdpywj0qMiJwH4AQAZ9lCOGz3v932+z/Diu2aBasvTDdO9k+RyGEe49gpISISALAFwL/rbRw3hYUCXn78CcBMEZlma8HPAHCbx22qKmwf7m8DeEQp9UVjuxm3dQoAncHpNgBniEhIRKYBmAkreJcUARFpEJEm/R5WUoIHYfWDzvB3LoBb7fe3AXiHnSRQv70AAANfSURBVCVwOYC9hosaKQ4xWlSOnbIi23HyXwA2ikir7ZK20d5GioCIbALwYQCblVL7je2dIuK33w/BGitP2X20T0SW28+udyDap6SA5DCPcT1XWtYDeFQp5bhectwUloDXDZjMKKUmROQSWA9QP4DvKKUe8rhZ1cZKAOcAeECn2gXw9wC2ishCWC5N2wG8BwCUUg+JyM0AHoblUvM+pdShkre6eugCcIud0TgA4Cal1M9F5E8AbhaRdwHYASvQGgB+BitD4JMA9gN4Z+mbXD3YQvcG2OPD5vMcO6VHRL4PYC2ADhF5BsDHAXwWWYwTpdQeEfkkrMUqAFyrlMo0+QRJgUv/fARWNsY77TnubqXURbAyB14rIgcBHAZwkdEP7wXwrwDqYMXsmXF7JAdc+mZttvMY13OFJ1nfKKW+jcS4b4DjpqCI7VFACCGEEEIIIWSSQxdNQgghhBBCCKkQKOARQgghhBBCSIVAAY8QQgghhBBCKgQKeIQQQgghhBBSIVDAI4QQQgghhJAKgQIeIYQQ4oKIXCYi9V63gxBCCMkUlkkghBBCXBCR7QCWKKVe8rothBBCSCbQgkcIIYTAKvwuIj8VkftF5EER+TiACIBfi8iv7X02ishdInKviPxQRBrt7dtF5PMi8oCI/FFEZnh5LoQQQqoXCniEEEKIxSYAzymlFiilRgF8CcBzAI5SSh0lIh0APgpgvVJqDMA9AC43vr9XKTUPwFft7xJCCCElhwIeIYQQYvEAgA0i8jkRWa2U2hv3+XIAwwB+LyL3ATgXwFTj8+8br0cUvbWEEEJIEgJeN4AQQggpB5RSj4vIGIDjAHxKRH4Zt4sAuFMptdXtEC7vCSGEkJJBCx4hhBACQEQiAPYrpb4H4DoAYwBeBdBk73I3gJU6vs6O2ZtlHOJ04/Wu0rSaEEIIiYUWPEIIIcRiHoDrROQwgIMALoblavlzEXnOjsM7D8D3RSRkf+ejAB6337eKyDYABwC4WfkIIYSQosIyCYQQQkiesJwCIYSQcoEumoQQQgghhBBSIdCCRwghhBBCCCEVAi14hBBCCCGEEFIhUMAjhBBCCCGEkAqBAh4hhBBCCCGEVAgU8AghhBBCCCGkQqCARwghhBBCCCEVAgU8QgghhBBCCKkQ/j/vYLnwL+PHJwAAAABJRU5ErkJggg==\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": "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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": "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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "fields=['x', 'y', 'angle', 'speed', 'steering', 'center_dist', 'center_angle','reward', 'total_reward']\n",
+ "\n",
+ "for field in fields:\n",
+ " plt.figure(figsize=(15, 2))\n",
+ " sns.lineplot(x='step',y=field, data=data)\n",
+ " plt.show()\n",
+ " \n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 7,
+ "metadata": {
+ "scrolled": true
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 7,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": "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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# Bot is wiggling and jerking but mostly staying on the road\n",
+ "plt.figure(figsize=(15, 5))\n",
+ "sns.set_style(\"whitegrid\")\n",
+ "sns.scatterplot(x=\"x\", y=\"y\", hue='step', data=data)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 8,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 8,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": "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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# Center distance and center angle are clustered near 0,0 as expected\n",
+ "# but many points are in the middle or oncoming side of the road\n",
+ "plt.figure(figsize=(15, 5))\n",
+ "sns.scatterplot(x=\"center_dist\", y=\"center_angle\", hue='step', data=data)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 9,
+ "metadata": {
+ "scrolled": true
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 9,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": "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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "#Center angle reward function looks good\n",
+ "plt.figure(figsize=(15, 5))\n",
+ "sns.scatterplot(x=\"center_angle\", y=\"reward\", hue='step', data=data)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 10,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 10,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": "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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# Center distance reward function looks good\n",
+ "# But bot spends too much time in on-coming traffic\n",
+ "plt.figure(figsize=(15, 5))\n",
+ "sns.scatterplot(x=\"center_dist\", y=\"reward\", hue='step', data=data)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 11,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 11,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": "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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# Speed is always 0.75 which is the max speed allowed by the current action wrapper\n",
+ "# TODO: Remove this maximum\n",
+ "plt.figure(figsize=(15, 5))\n",
+ "sns.scatterplot(x=\"speed\", y=\"angle\", hue='step', data=data)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 12,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 12,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": "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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# Here we see the bot is always steering fully left or fully right\n",
+ "# TODO Figure out why this happens and how to fix this\n",
+ "sns.distplot(data['steering'])"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 13,
+ "metadata": {
+ "scrolled": true
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": "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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": "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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": "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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": "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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": "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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": "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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": "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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": "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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# Expected: As model improves, center dist should cluster closer to 0\n",
+ "# Actual: All distances seem equally present, suggesting bot is all over the road\n",
+ "#plt.figure(figsize=(15, 5))\n",
+ "#sns.scatterplot(x=\"center_dist\", y=\"reward\", hue='step', data=data)\n",
+ "\n",
+ "fields=['x', 'y', 'angle', 'speed', 'steering', 'center_dist', 'center_angle', 'total_reward']\n",
+ "\n",
+ "for field in fields:\n",
+ " plt.figure(figsize=(15, 2))\n",
+ " sns.scatterplot(x=field, y=\"reward\", hue='step', data=data)\n",
+ " plt.show()\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "Python 3",
+ "language": "python",
+ "name": "python3"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.6.5"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/Reinforcement Learning Enjoy Metrics Dashboard.ipynb b/Reinforcement Learning Enjoy Metrics Dashboard.ipynb
new file mode 100644
index 00000000..e7df4eca
--- /dev/null
+++ b/Reinforcement Learning Enjoy Metrics Dashboard.ipynb
@@ -0,0 +1,599 @@
+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# Reinforcement Learning 'Enjoy' Metrics Dashboard"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import pandas as pd \n",
+ "import seaborn as sns\n",
+ "import matplotlib.pyplot as plt"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "metadata": {
+ "scrolled": false
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " datetime | \n",
+ " step | \n",
+ " x | \n",
+ " y | \n",
+ " angle | \n",
+ " speed | \n",
+ " steering | \n",
+ " center_dist | \n",
+ " center_angle | \n",
+ " reward | \n",
+ " total_reward | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " 0 | \n",
+ " 2019-11-12 19:17:24.517544 | \n",
+ " 1 | \n",
+ " 2.582731 | \n",
+ " 1.031113 | \n",
+ " 4.552048 | \n",
+ " 0.664538 | \n",
+ " 0.988904 | \n",
+ " -0.054907 | \n",
+ " -0.045813 | \n",
+ " -14.570656 | \n",
+ " -14.570656 | \n",
+ "
\n",
+ " \n",
+ " 1 | \n",
+ " 2019-11-12 19:17:25.207518 | \n",
+ " 2 | \n",
+ " 2.581239 | \n",
+ " 1.047012 | \n",
+ " 4.685694 | \n",
+ " 0.229138 | \n",
+ " 0.569936 | \n",
+ " -0.056423 | \n",
+ " -0.143207 | \n",
+ " -18.285578 | \n",
+ " -32.856234 | \n",
+ "
\n",
+ " \n",
+ " 2 | \n",
+ " 2019-11-12 19:17:25.290064 | \n",
+ " 3 | \n",
+ " 2.582483 | \n",
+ " 1.075415 | \n",
+ " 4.826620 | \n",
+ " 0.531641 | \n",
+ " 0.891001 | \n",
+ " -0.061780 | \n",
+ " -0.236764 | \n",
+ " -15.337839 | \n",
+ " -48.194073 | \n",
+ "
\n",
+ " \n",
+ " 3 | \n",
+ " 2019-11-12 19:17:25.373701 | \n",
+ " 4 | \n",
+ " 2.587961 | \n",
+ " 1.111059 | \n",
+ " 4.903115 | \n",
+ " 0.804250 | \n",
+ " 0.999315 | \n",
+ " -0.070567 | \n",
+ " -0.258879 | \n",
+ " -15.315085 | \n",
+ " -63.509158 | \n",
+ "
\n",
+ " \n",
+ " 4 | \n",
+ " 2019-11-12 19:17:25.440001 | \n",
+ " 5 | \n",
+ " 2.596351 | \n",
+ " 1.142938 | \n",
+ " 5.036385 | \n",
+ " 0.654821 | \n",
+ " 0.994660 | \n",
+ " -0.080473 | \n",
+ " -0.351877 | \n",
+ " -21.095117 | \n",
+ " -84.604275 | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " datetime step x y angle speed \\\n",
+ "0 2019-11-12 19:17:24.517544 1 2.582731 1.031113 4.552048 0.664538 \n",
+ "1 2019-11-12 19:17:25.207518 2 2.581239 1.047012 4.685694 0.229138 \n",
+ "2 2019-11-12 19:17:25.290064 3 2.582483 1.075415 4.826620 0.531641 \n",
+ "3 2019-11-12 19:17:25.373701 4 2.587961 1.111059 4.903115 0.804250 \n",
+ "4 2019-11-12 19:17:25.440001 5 2.596351 1.142938 5.036385 0.654821 \n",
+ "\n",
+ " steering center_dist center_angle reward total_reward \n",
+ "0 0.988904 -0.054907 -0.045813 -14.570656 -14.570656 \n",
+ "1 0.569936 -0.056423 -0.143207 -18.285578 -32.856234 \n",
+ "2 0.891001 -0.061780 -0.236764 -15.337839 -48.194073 \n",
+ "3 0.999315 -0.070567 -0.258879 -15.315085 -63.509158 \n",
+ "4 0.994660 -0.080473 -0.351877 -21.095117 -84.604275 "
+ ]
+ },
+ "execution_count": 2,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "data = pd.read_csv(\"~/dev/harvard/gym-duckietown/learning/metrics-reinforcement-enjoy.csv\")\n",
+ "data.head()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " datetime | \n",
+ " step | \n",
+ " x | \n",
+ " y | \n",
+ " angle | \n",
+ " speed | \n",
+ " steering | \n",
+ " center_dist | \n",
+ " center_angle | \n",
+ " reward | \n",
+ " total_reward | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " 2110 | \n",
+ " 2019-11-12 19:19:46.174521 | \n",
+ " 2111 | \n",
+ " 1.213495 | \n",
+ " 1.158100 | \n",
+ " 2.858347 | \n",
+ " 0.697349 | \n",
+ " 0.997928 | \n",
+ " -0.365904 | \n",
+ " -1.269817 | \n",
+ " -42.080374 | \n",
+ " -44832.639423 | \n",
+ "
\n",
+ " \n",
+ " 2111 | \n",
+ " 2019-11-12 19:19:46.238927 | \n",
+ " 2112 | \n",
+ " 1.180003 | \n",
+ " 1.150193 | \n",
+ " 2.961151 | \n",
+ " 0.729624 | \n",
+ " 0.991773 | \n",
+ " -0.389620 | \n",
+ " 0.166015 | \n",
+ " -20.698206 | \n",
+ " -44853.337629 | \n",
+ "
\n",
+ " \n",
+ " 2112 | \n",
+ " 2019-11-12 19:19:46.306423 | \n",
+ " 2113 | \n",
+ " 1.168022 | \n",
+ " 1.147101 | \n",
+ " 2.816894 | \n",
+ " 0.493538 | \n",
+ " 0.125683 | \n",
+ " -0.386599 | \n",
+ " 0.326266 | \n",
+ " -22.130476 | \n",
+ " -44875.468106 | \n",
+ "
\n",
+ " \n",
+ " 2113 | \n",
+ " 2019-11-12 19:19:46.372545 | \n",
+ " 2114 | \n",
+ " 1.147871 | \n",
+ " 1.140364 | \n",
+ " 2.821017 | \n",
+ " 0.525919 | \n",
+ " 0.536431 | \n",
+ " -0.379492 | \n",
+ " 0.355414 | \n",
+ " -27.028496 | \n",
+ " -44902.496602 | \n",
+ "
\n",
+ " \n",
+ " 2114 | \n",
+ " 2019-11-12 19:19:46.442972 | \n",
+ " 2115 | \n",
+ " 1.131067 | \n",
+ " 1.134707 | \n",
+ " 2.812702 | \n",
+ " 0.453863 | \n",
+ " 0.432660 | \n",
+ " -0.369579 | \n",
+ " 1.839230 | \n",
+ " -60.254768 | \n",
+ " -44962.751370 | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " datetime step x y angle \\\n",
+ "2110 2019-11-12 19:19:46.174521 2111 1.213495 1.158100 2.858347 \n",
+ "2111 2019-11-12 19:19:46.238927 2112 1.180003 1.150193 2.961151 \n",
+ "2112 2019-11-12 19:19:46.306423 2113 1.168022 1.147101 2.816894 \n",
+ "2113 2019-11-12 19:19:46.372545 2114 1.147871 1.140364 2.821017 \n",
+ "2114 2019-11-12 19:19:46.442972 2115 1.131067 1.134707 2.812702 \n",
+ "\n",
+ " speed steering center_dist center_angle reward total_reward \n",
+ "2110 0.697349 0.997928 -0.365904 -1.269817 -42.080374 -44832.639423 \n",
+ "2111 0.729624 0.991773 -0.389620 0.166015 -20.698206 -44853.337629 \n",
+ "2112 0.493538 0.125683 -0.386599 0.326266 -22.130476 -44875.468106 \n",
+ "2113 0.525919 0.536431 -0.379492 0.355414 -27.028496 -44902.496602 \n",
+ "2114 0.453863 0.432660 -0.369579 1.839230 -60.254768 -44962.751370 "
+ ]
+ },
+ "execution_count": 3,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "data.tail()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 4,
+ "metadata": {
+ "scrolled": false
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": "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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": "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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": "iVBORw0KGgoAAAANSUhEUgAAA3cAAACaCAYAAAAKAbHXAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAgAElEQVR4nOzdd1xT9/rA8c9J2EOQJYIgIAiKE3HvvevotLt23G67a4dtb7Wt7W3783bXbtvbq532tlr33ntPXIAoqMiSnZzfHxkQBURISIDn/Xr11eTk5OQLkuQ85/t8n0dRVRUhhBBCCCGEEPWbxt4DEEIIIYQQQghRexLcCSGEEEIIIUQDIMGdEEIIIYQQQjQAEtwJIYQQQgghRAMgwZ0QQgghhBBCNAAS3AkhhBBCCCFEA+Bk7wFci4CAADUiIsLewxBCCCGEEEIIu9i+fft5VVUDK3qsXgV3ERERbNu2zd7DEEIIIYQQQgi7UBTlVGWPSVqmEEIIIYQQQjQAEtwJIYQQQgghRAMgwZ1oMJIy8njlj33o9aq9hyKEEEIIIUSdk+DOivamZpOWVWDvYTRaoz9Yy5yNp8jILbL3UIQQQgghhKhzdi2ooijKSSAX0AGlqqom2nM8tVFYomPsR+sI9XVn/dRB9h5Oo3PsXB5FpXoAVGTmTgghhGgs0nMKeen3fTw/IpaYZt72Ho6ooZ+2prDqSAbxIT5k5BTywqg2uDlr7T2sescRqmUOVFX1vL0HUVvvLj4MwOmsAt5dfJinh7VGURQ7j6px0OlV7vxqi8V9IYQQQjQOr/6xn2UH01l2MJ1jb45Cq5Hzr/omJTOf537dA8DCvWcB6BMTyNC2zew5rHpJ0jKtoLBExy87Us33P1qZxJnsQjuOyD7yi0tJvpDP7ztTOV2N9FRrrY1bc/Qcp7MKGBAbaDyuVQ4rRIOmqnIRRAhR/x1Nz2XpwXTz/fN5sjSjPvp+05WV/e+fI+3PasLewZ0KLFEUZbuiKA/YeSw1tnDvGbLyS/hH/yjzths+3UBhic6Oo6pbmZeK6fz6Uvr9ayVPztvNq3/s58u1x+n4zyWkZRWw7WQmh8/mmk8oS3R6ol5cyHtLDlscZ2fyRRbtO8sLv+1Bp1cpLtWTXVACwL7ThjWNz/68m7SsAjYcM0z4/r33DD7uzoxq1xwAnZy0ClGlnMISIl9YSNc3lrEj+aK9hyOEENW2+fgFLpQL4D5amYSHs5aZE9sDcLYRXlxvCFYcyqhwe793VjLo3VVETF3ArV9sYtayI5KhdRX2Tsvso6rqaUVRgoCliqIcUlV1TfkdjEHfAwDh4eH2GGOVdHqVT1cdIyrQk6kj4pjYuQXDZ60hLbuQw2dz6Rjma+8h1om3/z5kXvMGmNMjAHrNXGHe3jPKn43HLxAT5AXAhyuS0OlVJnUL59SFfG7/arN531aBXszbmsLRjDw+nNSZx/670/zYz9vLZkq9XJ3oEeWPq7PhWoW86YUwvA/+3J1Gu1Af/vnnfgK9XWnq4cLvO08zsXMoAOdyi5j4yQaGtm3Gx7cm4OJk7+t9QghhaevJTDxctMSH+HAgLYebZ28C4IYuLXhxVBtWHMxgVPvmtAv1AQwX3BvLuVdDcTqrgKSMPB4bFE1BsY4v152gVyt/Nhy7QHJmvnm/DccusOHYBcL9PJiY0MKOI3Zsdg3uVFU9bfx/hqIovwPdgDWX7TMbmA2QmJjocGftW09mcjQjj/+7uSOKohDu52F+7OOVSXx2exc0jSD3e/WRc+Y3YlU2Hjc8fjQjz7ztk1XH+GTVsSv2nbHgoPl2+cDucnlFpUxMCEVvnLHTy8ydECzce4Yn5u2q8LEv152wuL/0QDqtX/6bvx7rYz5BEkIIe8kpLOEfc7Yzol0wr/5vPwDzH+nNt+vLPrt+2Z7Kn7vTKNWr3No9nJhmXni4aNl2SrIR6pv/GFMyJ3QOJSrQi+dGxLEu6Vyl55RP/bQbL1cnOoX7EuTtVpdDrRfsdplWURRPRVG8TbeBYcA+e42npv7ak4abs4ZhbYMBcHfRsuWlwQAsOZDO1pOZ9hxendGpKi39PVj73EC+uqus6OkbE9rxy4M92f7yEJu+/sh2wWiNBWxk5k4IalRhbMyH62wwEiGEuDYv/76PjccvmAM7gPEfr2f+rjSL/YpK9fz2UC86hvni6qRlRHywpGXWM/tOZ/Pl2hOM7xRCVKAhq8vFScPA2CB+vK87o9s35/9u7sit3cMZ2zEE03zJA99vp9sby+04csdlz5m7ZsDvxoqSTsCPqqousuN4auRCXjFD2jTD07XsVxng6Wq+nZbdOPreqaqKoiiE+XkQ5ufBgsf7sP90Djd1Dbti35sSW/DTtlSeHR7Lhbxi+scGkl9UykP/2WHe57vJ3bh4qZiUzHzeW3rE4vk/P9iTph4uPP3zbkpK9bwxoR2KophnSCW4EwLcjcFdZIAnPu7O7ErJ4oWRcWTkFvHVuhP8/GBPVh8+R25hCQktmzJlrmGW78u1x7mrVwTOWknRFELUvb2p2fxvd1qFjwU3cePXh3vx4Pfb2Xs6m+nj21mkYAb7uHE6q4DMS8X4ebrU1ZBFDamqyrO/7KGJuzMvjW5r8ZiiKPSKDqBXdAAAEzob0jDv7RPJ+I/XWxxDqtNbsltwp6rqcaCjvV7fWj69vQulOsvyjBqNwsHXR9DmlUX8tDXV/AfZkOn0qnnmDCA+xIf4EMv0rvVTB+Ht5oS3qxPPDo8j0NvV4vHh8c0Y1b45YzuEWKSyXt+lBVtPZhIZ4EluYSldI/wA+OOR3hbPN72+pGUKUdbv8V83dKBFUw++3XCSu3pFoChwd68Iwvw8zO8lgBPnLzFr2VFmLDhIu1AfekT522voQohGbNayI/i4OzO0bTOWHUznlTFteeqn3QC8dl1bQn3d+fOxPlwqKrW4sA6GtfoA87am8NCAVnU+dnFtfth0ioNncpg2pu0V54SV6RTmy9d3JzL5W0MlzRkLDjJtTNurPKtq2fklfLbmGI8OjL7ib6o+qv8/gQNwquAKt7uL4ar5xuMXKvwAamj0KlxtaWGor7v5dkVv4s/vqLiHfYivO+M6hV51DFqZuRPCzPQ2UBSFYB83po6MMz8WVm5tsEnHFmVXv3/fcbrK4K5Up2fethSuT2ghDWaFEFaTkpnPisMZPDYwmqeGxZq3h/q68+uOVPMSGKDC86qJCaE8/fNui2qawjGpqsqX607QsYUPd/VseU3PHRTXjPdu7MjTP+/mq3UnmDIkhiZuzjUey31ztrL15EW6R/oxIDaoxsdxFJJ3Y0PvXN8BgG/Wn7jKnvWf3gGmxU2zfTJzJ0TZ+6C69ZwGxgWx65WhAMzblsLhs7mV7vv5muO89Ps+/th1utbjFEIIgNzCEu6fsw13Zy03dLFc0tE9yp93buh41QJ1pvOQL9ed4Pi5vCr3FfY1b2sKpy7kc0NiWIWTJFczoXPZRf8pVRTdu5qLl4rZerJhFeGR4M6Gru/Sgi4tm/Le0iPkFpbYezg2pder5pkzeykrqGLXYQjhEFRzcFf996WvR9kaleGz1lS635yNJwHwca/5lVIhhChv7pYUDp3N5dPbuxDuf2V2wbWateyoFUYlbEGvV3lv6RESwn25KbFmS5c0GsXcVmulcf14TczdmmK+XaJrGJMDEtzZkFajcFevCFQVbv1iMzP+OmDvIdlMddIybU1j/GuWtEwhQG+8yHEtwR3Aiqf7m2+vPJTB638eYGO5ctRrj54jPceU8iSL2IUQtaeqKvO2pdChhQ/9WwfW6ljjO4UAhhZNwjFtOZnJudwi7uwZgatTzVP7P7o1wXz763UnKSrVXfMxlh44i6uxx+vlNTTqKwnubCzEx9B/Y+/pbL5cd4KkjFyOpOdy6sIlO4/MuvSqavd+flJQRYgypvfBtWZLRwV6MTjOsObgnm+38vX6E9z33VYACkt0TP117xWvIYQQtXE0I4+kjDxu7RZe62PNuqUzL49uQ3ZBCRFTF/DKH/v4at0JczaDsL+Fe8/g6aJlWHyzWh0nNtibL+401Gv4v2VHiH9lMasOZ1T7+fnFpexJzTZfUChpIJMDDbvKhwOICPC0uD/kfUOqk6uThsMzRtpjSDahV9VrniGwNimoIkQZ07ugJm/L67u0YPmhsi/IS8U67v5mC+F+HpzOKmD6uHim/bFf3mtCCKvYkHQegJ6trFOlt0XTsrTOORsNDbIHxQURedk52eXyi0vJLSylWRNpjG1LhSU6mrg74+FS+zBkaNuyALFUr3L3N1uZmBBKTJD3VSum7kzOolSv0icmgCUH0ikpbRgzdxLc2ViAlyv7/jmc/25O5o2FB83bi0r1zNuaTIumHoT6uuPipGH5oQxctAo3dw2nsETHgz9s5/HBMSSEN6VEp3fovlOOkZZpDO7k6pwQNVpzZzKqfXN+uLc7D3y/jfxiQ5rLqsOGFKe+MWV9h2TmTghhDcsPZRAd5EVL/6qDr+oa2rYZzw6P5V+LD5u3fbwyidVHzvHs8FiSMvJQgLEdQ2gX6sP2UxcBlVf+2M/+tBxOzhxtlXGIiun0Nftuqsyt3cPJKyxl28lM0rIL+W2HodjXn7vTeHxwDL2j/UnOzCc+xIfMS8Vk5Rez8vA5kjLycNFqzNWhS/US3Ilq8nJ1YmBcEAv2nmFXSpZ5+/Pl0pvKyy4o4cT5S6w6fM58QgUwY3w7JnULt3vhkoroVcs+d/ZgTsuU2QQhzK0QavoF2icmgAOvj+DTVcf4ev0JzuUa1tnd2yeyXPEiea8JIWovp7DUol1SbWk1Co8MjKZ9qA+P/GcHuUWl/LI9FYDnftlj3u/zNccZ2zGEPy9rmv7Yf3cydWScVcckyuhV6xbhe3NCewD2p2Vz/acbKCwxBGkHzuTw4A/bq3zuiPhgfD0MxcGkoIq4JtFBXsx/pDc9ovzw93Spct83Fx7iv1tSrtj+8vx9tHpxIWezC201zBpRVRVVxe6tECQtU4gy19oKoTIPDWjF1peGmD+3erbyl/eaEMKqVFW1SfZPv9aBLHmqX5X7XB7Ymbb1nrmC9cZ0UWFdOhtVWI8P8eHg6yP4+cGe1X7OXb0icDZW5CuRgiqiJuY+0JNtLw8xX2X47eFerHpmANcnVF4K9od7u9Mt0s98/9cdqdV6rfScQvKKSms34Gqo7QyBtWikoIoQZmVNzK1zvPmP9GbLi4NxddJKT0khhFXZct2+n/HC1Oj2zc3bVj87oFrPXXYw3RZDavR0qmq176bLKYpChDG9d1ynEA68Ppx5D/SodP/ukX44m6tlln2nHT6by8VLxbYZpI1JWqYdKIrCpG5hDItvRoCXKwDv3dSRhwZEMWXuLu7uFcGzxrSBxwZF0ycmgE9WJZmf/6/Fhykq0fHooBhcnCqOz/V6le5vLic+pAkLHu9r05/HdPXe3ksCy2YT7DsOIRyBaq6WaZ1v0DC/sgIF0lNSCGFNOr3tsn9cnbRsfGEQgV6uPDWsNT7uzgR4ubLi6f6M+3g9s+9I5Jv1J1hyIJ1fHuyJVqOweH86n60+xjfrTwLw6th4m4ytsdLrbbuUJ9DblQOvDzcXbOnSsilTBsdwR8+WHDqTy+1fbWZAbCA3JYah0Sg4Gc8fi41fahcvFTN81hoCvV35/eFeFgV66gMJ7uxEURRzYGcSHeTNgsf7UlSqY1dKFo8Oiqa5jyHfu2eUPxvK9Zr6YEUSOYWlvHZdxR84u1INa/v2p+VQXKq3CAK3nswkwMv1qlWjqktv5ZPImjIFl1JQRQhQbTijrpH3mhDCimyVlmliOpdqFehl3hYV6MXe14YDhtmbi/nF+BvPyzqHN2XJ/rMcP3+Jb9aflODOymyVllle+UqcTloNTw5tDUCfGFd2TBtqntEFzAULTTN3P20zLI06l1vEzL8PWfTTqw8kLdMBuTppeWNCe/OHEcDDA6PZ/cowfn+4l3nbkv1nKz3Gfzcnm29vOZFpvr3iUDo3fraRqb/uqehpNWLLk8hroZGCKkKYWWvNXUWkeJEQwprs3U5Jo1HMgZ3JjAntaNHUcB7maLUO6jt7/3v7XVb7QqtR0CiGaplFpTrmbDxFu9AmfHtPVx7oF2WnUdacBHf1hFaj4OPhTOfwpnx7T1cA0rIL2Zl8scL9t5+6SI8owzq93cZZvMISHW8tPATA8fPWa6JuunrvOGmZcsIphC3Xwsp7TZhsPn6Bj1YctfcwRD2nV8syAhxFr1YBPDYoGoAeby2XJuhWVBczd9fKSauhWKfnp22pnM4q4NnhcQyIDaJDC197D+2aOdhbSVTHgNggRrYLBgx9W4ova7p46sIljp+/xJA2zQj38+DAmRwAFu8/y9GMPML83MnOL7HaB5W+Fv20rMn0+pIqJkT5dGnrH1sKqggwpNLdPHsT7y450mCqzAn7sPdMTmX8Pctm8yJfWEhuYYkdR9Nw6NSy7xFH4aLVUKpT+XV7KnHB3vRvHWjvIdWYBHf11Ps3dQJg2cEMRn2w1uKxBXvPADCiXTBRgZ6cNM7SLTmQToCXK/f0iqRYpyfTSlWAVON3ur0/mE1XgSRVTAjrF1QpT/rcCYCkjDzz7ZiX/mb7qYtk58vJr7h2qmr/c4iK9I8NZEibZub77V9bQo4EeLVmKKhi71FYctIqHEnPZVdKFhMTQu09nFqR4K6ecnfRmm8nZeSROGOZOVhbsOcMncJ8adHUg5Z+HiRfyOdcbhErDmYwLL4ZIcamnGeslEOus+HanmthThWT2QRxFedyi9hYrkBRQ1S2Ftb6x5b3mgBYelmZ+Os/3UCvmcvtNBpRn+ltXFClppy1Gib3ibDYNuaDdaiqSlGpzj6DagAcMS3TWath7dHzaBQY10mCO2Ens27uRMcwQy7w+bwi+r+zki7Tl7I/LYcxHQz9XML8PMgtKuX5X/eg06tM7h1Bcx83wHoLhM1pmXZ+o2oayGzChqTzjPtoHQeN6bTC+iZ8sp5JX2xiRyVrVhsCW665k+JF9UNRqe6KdMnCEt0Vqfw1tfRAOs2auFpUY75UrOOur7dY5fii8XDUtEyA7pH+vDq2LaON51XJmflEvrCQ2JcXyfd0Dekc8N/bdK1ydIcQmjVxs+9gakmCu3psfOdQ5j/cy9zgPLeolAvG2buRxmad4cbeVCsOZTChcyjRQd4EG4O7MzlWDu7s/EY19Sl55Y/9DH1/NUkZuXy66hjrk86zIel8jY+bYaXfU3WoqsqtX25md2o2I/+9loipC7j9y81Mmr3pqrn+a4+eY0PSeRbsOVPl8Staa1nVSbqqqny8MskiBSstq4BTFwzpvqU6PaezCsjKLzYH1vtOZ/PMz7sdMtDeeOwCqRcLANh2MvMqe9dftlxzJz0lHd+m4xeIfXkRk7/darH9yXm76Pz6EnILSygs0XHvt1vZdzr7iucXleosPiv0epVSnZ5S4z/6gbQcdiZncVv3lhyZMdLiuauPnCNi6gKemrerTj4DzucVoarqFQ2Hlx1Ir/XyA71e5UQVBchUVeXP3WkcPJNjtaC5MdLbsM9dbWk1Cvf0juTdGzrSO9rf4rGR/17LxyuTuOOrzSzcewa9XmX2mmNM/XUPbyw4UK01etVdr3o+r4j0nEKOnzN8F1f0Xf7zthTScwpJysg1bzuXW0TyhXzz/dzCEn7fmcqJ85dYuLfy8wVb0jvgzN35vCIAbu0WbueR1J70uavnFEVh7v09iHpxoXmbq5OGUGPqZbh/WePFnq0MH0oBXq5oNQrp1pq5c5A1d+VnDo9m5DHk/TUWjx99Y6S5l0l1Tf52KysOZfCf+7rTOzrAKuOsSkZu0RXb1hkD0/avLaFf60CiAjyZuzWZ6CAvRrVvjr+nCwoKz5VrbxHatDdhTd25b842SnUqI9oFcy63iF0pWZw4f4lZt3QiLasAf09X8otLeeqn3SSEG1J5XxgVx5sLD7E+6TyvXRdPRk4h/1p8mLlbk4lt5s0TQ1oz5sN1AMQFe9PEzZktxiCpW4QfscHefL/pFABtmjdBo8A9vSNt/aurlnO5RTz64w6iAjzN/Yse6NfK3sOyCdWGF11MbzVJy3RMf+w6zZS5uwBYe/Q8Pd5czvVdQrmte0v+3mdooXPz55sY3aE5yw9lcPLCJSb3icTNScvwdsFk5RfT5+2VtAttQkJ4U/rFBDJ3azLLDmYQGeDJnMndGPuR4TNghLG41xNDYvhhU7L5BAngt52neXJoa8L8rN8AuKhUxy/bU3HWaHju1z10bOHD7tRsfn2oFzHNvMjMK+a+OdsACG7ixvjOoYzp0Jx3lxzG39OVl0e34fW/DpCRW8hHkxJ44be9JLT0JS2rkJyCEp4bEUd6TiGv/G8/u1OymHVzJ37cnMyYjs1x0WpYl3SeMR1CePCH7eYx3dY9nFu6htMutInDBiqOytZ97qzB3UXLwNgg1iddIC7Ym0NnDQHUvxYfBgzvNR93Z7ILygK61UfOMW1MW178fS9tgpuw5EA6ThqFnx/sycy/D9GlZVM+WXWMhwe0YtXhc+QVlTK2Y3MGxTXjP5tOceBMDsPigwnyduXl+fssxuPt5kSXlk0Z0qYZLloNmfnFzPz7kPnxmRPb0z3Kn4HvrgJg1TMDaOnvwS2zN7E/LQdFMcxW3dmzJXHBTSjV67mte8s6Cbp0quMFd2M6NOevPWfoHF7/qmNeTqlPpV0TExPVbdu22XsYDun7TadoFejJN+tPMmVwDO1CfQBDCk7ctEWA4Y0dYWxc3uut5fRsFcB7N3Ws9WunZRXQa+YKZk5szy12vOJRotPT/c3ljOsUwv60HIv+fgC+Hs5semEwbs7aSo5gaVdKFuM/Xg/AtDFtubeP7QOU1Iv59Hl7JXHB3vyjfxRPzttt89e8XFSgJ8fPWa9VBsDJmaOteryamrPxJK/8sZ8Fj/dh9AeGk9PFT/QjNtjbvgOzge82nOTV/+1n+8tDrujfZA1RLyzg4QHRPDM81urHFrVz/acb2H7qIt/f2407vrJdiuQ7N3TgpsQw8329XmXW8qN8sLysNcKkbmG8OaG91YOduVuSmfrbXqsca0R8MIuq6Bt7rVydNDzQL4pxnUKIDrLdZ8uaI+dYn3SeF0a1sdlr1JUeby6nf+tA3r6hg72HUqWLl4r5aGUSDw9oxZ1fb2F/Wv1KyxwQG8iqw+cqfXx0++Z8fJvtG3aP+2gdvh4ufDe5m81fq7oKS3RkXio216VwdIqibFdVNbGixyQts4G4o0dLerUK4Is7E82BHYCbs5ZXx7ZlyuAYc2AHEOzjxtmcAqu8tintxt5r7py1Gra9NIRXx8bzyW0J/PxgT4uALCu/hP9sTib1Yn4VRzHtW8x/Np3Cw1i4Ji3LOr+rqzHNgt7bJ5IJnVsQF+xNTJAXS5/sx7hOIRb7tm3exCZjsHZgB3Amu25+f1VRVZUfNycTGeBJfIgP1ye0AGBrA03NtHW6tFajyMydgzp14RKTuoXTNyaQ/f8czozx7a76nBHxwfhf1tj3ch3DfAkutxZl/GVFBzQahSmDY3jnhg789VgfAP67JcUipdtarjULoyIdWxi+K2sT2IVXMCtZVKrnwxVJV2SPWFOJTs+dX2/h8zXHG0RhD72qOlyfu4o09XRh2pi2+Hu58tdjfXh8UDQ/P9iTT29LoGtEU3sPD4CHBlSejXJ5YDekTZC5dgMYqq3/uDmZgmLb/k054sydm7O23gR2V1MP3kqitu7pHcmTQ1tbbGvu4261apmqDQs3XCtTgBng5UrXCD+mjWnLgsf7mB+f/tcB7vlma2VPBwwFTTq9vpSft6cyrlMIUYGedRaclDWEN/wc8x/pzaIn+hHTzJt/39KZpDdG8sqYtuycNpSFU/oy2ri2EiDEx41mTVz54s6yCznTLzup6xnlz4eTOgMQE+TFiHhDSlX/1oEse6q/eb/1UweZUxOeGdaaJ4e0plOYLz2i/Ogc7ms+hqeLlqFtm3G5Di18GBEfzHUdDQFpz7dWsDslq3a/nFq48bMNxE1bxKGzueYvvndv7IC3qxNH0nOv8uz6ydbvS42iSEEVB6VXwRT7eLo6cXuPlnx2excAHh7QiusTWtDBGNjMe6AHjw+O4cNbO1ucbN3dK4L+rQOZbEypdnPW8McjvQnwNgSAvz7Uy6KQiolWo3BTYhiR5S4mnqsg3dzaPFwMFzL/ntLXvC3Ex40Ar7KA1bNclelHBrbiw0llMxQRxiUMvz3ci5XPDGDtcwNxcdIw6+ZODG3bjB/u7X7Fa3aL9GPlMwP4/t5ufDipMxumDrpin09WJVnl57vcntSyz9OMHNv/fm1NrzrumrvKKIrCU8Ni6Rrhx8j2zZkxvj1gSAN+bkQs48tdkH1qaGteG9u2wuNMH9+O92/qyO5Xhlls/+3hXnx5ZyLf3tPVYvukbuH8o18UA2Ov7MMW4OXC8yPiuL9vJN0iDPUYPpzUmRu7tCA6yAuAe3pH0D3Sj3du6MCXd3Xlj0d6c3LmaP7RLwqAF3/fa/O1eDq9Y5wzNlSy5q6RCvZxY+XhDFRVrfUHqt4ckFhjZNYXH+LDibdGEfmCYV1iylVm7j5dfcx8+7buLUnJLCAtq26KqphmQU0nWZenkDppNUwuNxv58W0JvF1USurFfGKbeRtP6hS+m9yNJm5OdA5vSqS/J1tOZuLhojWnUN2U2IIpQ1qTlV9MQYmOj29LwMvViQAvV5w0CqG+7tzaLZziUj13947Ey9WJKUNiLMYyLL4Zrk6G8R08k0OEvyfn84p4ef4+ZoxvR5ifB+k5hfy5Jw1VhXEfr2fPa8No4uZss99fRY6fy2PrSUNVzKhAT0YZA2JFUQjxdWfOxlM8OzwW7zoel62ZC6rY6H2p1SgOWTBHmNYvWX6uj2gXzOIn+hET5IVGo1BcqievqBQ/Txe6RxnWYz81tDUv/L6Xb+/pZm7gq9OreLhomWDs+zRzYgdWHsog4SrrUjxdnfh7Sl9G/nstc7em0LOVv1VP3kuNaQ5xwd68e2NHIgI88XI1nNLMurkTAV6u9I72R68a1i0HN3EjNtibv/akkRDelBBfd4pL9fh7unBz1zDu6R3JkfRcEsLLZl8OvT4CjUA3oLEAACAASURBVEZhfGfDz/7rQ70I8nalibszeUWlBBrXr/eNKTvJ/v3hXuxLy2GacX3UO4sO06tVAJ3CrLuOJ6+obGblrz1nqpytqQ8ctRXCtYgO8uL+vpHc2TPCvM50dIcQCkp05gudg+KaEebnjqIopGTmk3qxwFwPAQx/uzq9SvcoP1o0NRzjtDFz6NnhsdzQpYW5kmNBsY6dyRfJzC9mzsZTbDmRaS4G8tLotuj1KtkFJTT1dGFsxxA+WH6U95ce4e5eEbT0L7v4YjKyfXM+X3McgKd/3s3ao+eYdUtnm/yuDAVVbHJogQR3jVZwEzfyi3WcvJBvcYW1JnQOUi2zKoqi8NntCby/9EiV1dPSsgpYe/Q8UwbHcEu3MJr7uBPi61Zljro11SSVzsvVibhgQ4qmqSmo6cQMoE9MAH1iLIvBvHODYa1lqK+7Rc772ucGmqsr3pgYxo3l1tNczhTYgaFwChhab5Q/XrMmbpx4azRD3l9NUkYeI/5vDXMf6GlR6MeWjp3LY/B7q833PzEGsSZxzb05nJ7L3tPZ9Gpl+4I5dcnWM3daRdIyHZVehYr+1cuvLXVx0uDnZJmGeUu38CvWTWs1isW6ynahPhap/1UxpXD+b3cad/ZsSaJxJsEainWGv70593YjyNuybLkpGAPDZ2L5z8MxHcpmU1ycNGx9aYg54yPQ23Jt6uVLDbq0LAv8fNwrvhjUObwpncOb0sLXnXuMlUrv+24b214eUu2frTrKV+b8cMXRBhLcOe45RHVoNQovjbacnbs8s6X8d1+Yn8cVxYbK/+2ahPq6s2PaUPwuS5t2d9HSy1jobUyHEA6dzaF1uTWeGo1C03LPeXhAK+7o0dJiW3mdwnxZP3UQvWeuAGD+rjSig7x4dFBMhfvXhiOmZTYkEjc3Uqb1d+8tOVzrY5mK8jh6SsWIds3pGeXP+bxiftycXGEZ4U3HDY2th8cH09zHkHsd3MSNjNwiVh3OsPkYL5+5q2vuLtpqF5y5FgsfN6RKpWUX8t3Gk1Y//uVUVeVsdiHvLCqrHLb5xcHmINjkiSGGdOWdyfZLGbWVsgsFtjm+RiNpmY7KGhkZ1lA+ALrhs41WXbtcYgxuXGp5+d9Wa8UHxgWx75/DASgu1VlUEbWG8sFdfrGOtUfr5gKkrej19T+4s6XLA7uKxAU3qfLv2UmrqTSwMwn1defXh3ribLxS/O6SIzZpByX/3rYlwV0jNTguCICL+bXrAQRlzZK19eCNavpge/H3vXy88sq1EFtPZtLEzcniCvdEY+GNXXWwZsxcnKYe/C6vRfm1OV+tO2HzAjWzlh2lx1vLWbw/HTAUgqioKWlzY8/Hfy0+TMTUBWw/lVlh0F8fmd6XSoVzOLUnBVUcl6rapr/htdJoFHa9MtR8/9Efd1itUIMpLdPJgXO7vFydCPfzIKewlBl/HbDqsYt1ht+jaV2VLaui1gVVbXjfe/VVl5Z+PDqwbLZutLH1kTXJzJ1tVftTUVGUloqiDDHedlcUpeHVDm9ENBqFVoGerE+6wKh/r63VscoCEmuMzLYe7N+K0R0Ma67eXXKE9HJXpHILS1h2MIPECD+LD52IAE/cnbXMWnaUdUdr3gy9OkyzLU714Zd5jeLKBcy9Zq4w98Kzhblbk823P7u9C3Pv71Hhfm7OWvqWS1m9/tONfL3+pM3GVZdUbNfEHAwnYqbeu9n5V2/UK+qOiuOcKPt6lM0U7EjO4u5vrBOElBjTMk0zDI7qAWORivm70njfCpkyJqaZu/L/zKbG1PXxAlVDWHPXkNzavSw9+1xuERM/Wc8fu05b7fg6vVovJgTqq2oFd4qi3A/8Anxu3NQCmG+rQYm68cjAaAAOnMlh0b4z7E7J4lJR6TUfR19P0jLBcDL/QbkFwg/9sJ0SnR6dXuWHTcmcyy3i4SrWLkz+diu/7Ui1WTqavdMybWnh4315cVSc+f60+fsY8+Fai/Si2igsMVzJnvrrHtLLVY8bHt8Md5fKU03nXNZnZ/pfB9ibmk2pzjrjshebr7nTGFJrZvx1gI6vL6lWixFRN/SqaqP52popX8F384lM7v12KxuSanehrMT4/nR28Pr5t/doaa5q/MGKJPanZVvluKY1hy+NbmOu9PnkvN0MfHcVf+2xbaVDW9Cr9m+nJMoEeruy4umyCto7krOYMneXOYMpK7+4VhcR9HpV/r1tqLqfio8AvYEcAFVVjwJBtX1xRVFGKIpyWFGUJEVRptb2eOLaTExoweODDAHegz/sYNzH67nnm61sNq47qy7T+7u+BCRajcIjAw0B3I7kLGJe+ptWLy5k1rIj9IkOqHDRv6kUcbFOz1M/7eb3nda7glWeeZ1UPfldXguNRuHePlEW2/adzmHV4QwmfLKejNya5/UvPZBO3LRFvL3oEHO3ppi3zxjf7qoXHRRF4Zlhlq1Cxn60jtf/OmDRPyrdBusObElv4xl1raKw4fh5vlx3AsAmvcxEzagOdqI8tG0zekaVVQRcfiiD53/bw4Zj5yks0dXoYlmJTo9WozjUz1mZ8mMc/cE6Pl11jJWHMvh9Z2qNj2m6KNbSz5Nv77G8QLX5xAV+21HzY9uDXlUdIpVYlIkK9GLWzZ0stj3z824OpOXQ6fWl/Hv5UR76YTv5xdc+KaBTZebOlqob3BWpqmpenKUoihNQq6kLRVG0wMfASKAtMElRlIqbgAibeXhgNGM7llUP23Iyk5tnbyJh+lKWHkiv1jHqU1qmyTPDYq9oOFpUque6yxqFm3Qvd2ICkF6LQKQqpsmihvqhp9Uo/N/NHfn3LWVfGA98v52dyVmMnLWWiKkL+Gz1MYa+v5oL11CAYL4xXeTTVYY2FjcltuDYm6O4vUfLaj3/0UExvHdjR4ttczaeIvZlQ8D4xZrjdH9zORuPXduFj/K2n7pIXlEpqqrWSdqU3sYzdxqNQkpm2dpJa/XNFLXnaDN3AD/e350H+5dlRaRkFnDrF5uJm7aIAe+uYtXhjGsq3FCqU+tN+vqLo+LoVa7c/duLDnHPt1t5ct5uIqYu4JftqaRk5l/T54IpuHNx0hAR4EnSGyOJMfYx+2FTMk/9tJvF+8/yy/ZUvlx7nNzCqlOnUy/mW/Qj3Hc62zwbX1Sqs/lnlqy5c0zjO4eS9MZIcw+8pIw8Rn1gWMoza9lR/t53lvVJF645wNPpHesCVENT3VYIqxVFeRFwVxRlKPAw8GctX7sbkKSq6nEARVHmAuMA6646FlVyc9by4aTO/Lk7zWJ75qVi7p9jKN8c4OVaybMNalK+394URWFIm2bm/mcmAypoCmry95S+rDp8jrcXHeKdRYd5oG+U1RfzmwNlx840qpUJnQ0FavKLdbzw217z9gvGFhUz/zZUuNx+6iLDjE3WryarXGGgtc8NvKK8dHVc36UF4f4e5BWV8o/vt5tPnkwBI8BtX27i1bHx5BaWkJJZwLSxbfloRRKfrT6Gp4uWLhF+XLxUzOODY/hi7XFCfNx4ZngsOQWlXP/pBqBsjdCRGSNtmspcli5tm+OnXjQEdq+Pi+e1/+23eZEcUX0qjpcmrygKU0fGkRDuywPfb7d4LDkzn7u/MbQNODlzdLWOV6zT17pSZl1p7uPOnMndWHv0vLk9QnnP/LwbgO8md7No21CV8sEdGArLLH2qPxFTF5j3+Ue53/OMBQdp4uZETmEpjwxsxb19opi3NYXR7ZuzLy2bh/+zAzCstfpxc9ma5ccGRfPhiiTGdwqhf2yg+fPb2mTNneNy0mp4fkScuQfe5e6fsw0wNF0v3yeyKnpV+tzZUnV/tVOBc8Be4B/AQuDlWr52KJBS7n6qcZuwg0eN6+8ulzhj2VWfa54hqGefzA/0i+KVMWWTxb2j/a/ol1Rem+ZNLHoJbTt1sdJ9a8rcEN7BTsxsYVK3cL66K5FVzwyo8PGX5u/jaHputa4Y5xXp6BTmW+PAzqRrhB8DY4MsUsjK06vw6v/28+6SI8zblkLC60v5zNj0/lKxjjVHzrH3dDb3z9nGlhOZzN+VRp+3VzL+k/XmY5ToVEp0Kp2nL631uqOq2LpFyW3dw5ncO5Lbu7ckuIkbaVkyc+coVAdOcRsWH8yECnp5mURMXcD0alSWLNWpODl4MZXynLQaBsYFcXLmaFo0da9wn7u+3kLyheqtXS3W6dBqlCuWQzw5pLV52cHlcgoNsysfrzxGwvSlvL3oEP3+tdIc2AEWgR3AhysMVaXn70rjyXm7+cf328wXIa2pIfS5a8g0GoUPJnWmf+tAxleS4TTxkw3cMnujef17VaSgim1VK7hTVVWvquoXqqreqKrqDcbbdVKOSVGUBxRF2aYoyrZz5+p3HxdH9szwWE7OHF3hifbVKiTZup+WrSiKwuQ+kZycOZplT/Xjq7u6Vut5a54dCMD+tByrj6khF1SpyOA2zYgI8GR4fDOeLdcoGQwVuob+3xp+23H19Y35RaWE+LrVKrAr76NbO7Psqf7m9QbRQV5MGXxlI9fiahZdqahoTFZ+Ca/+b3+NihhVh6Fiok0ODcAbE9rzyti2aDQKzX3dZebOgRhS3Ow9isq9fX0Hdr86jH/f0okRFczOf2Vcx1mVEp0e53p66f+d6zswsXMoob5XBnmjP1jL2WqkOBeXVjxzOWVIDI8PjqFZE1ceHxR9xZqpioT5VRxsVmTx/nSbvNf1quPNNgtL13UM4bvJ3Zh1S2cWPdGXlRWcL246nsnL8/dd9QKAFFSxrSrTMhVF2UsVa+tUVe1Qi9c+DYSVu9/CuO3y15gNzAZITEysf/V965mIAE9OvDWK/25J4cXfDSlzby08xLhOlV9pNS2Gr89XYaKDqt/Zw/RF+N6Sw0zuHWHVLyRdAy6oUpXP7zBU04sJ8kKvqpzOKjRfvT96lUIdOr3K0Yw8Oob5Wm083m7OeLs5Ex3kxfhyswz9Wgcye80x7ugRwe1fbebLOxMZ0rYZAJNmb2LjZcWIQnzcSMsupFOYLzd0acHL8/dZPH40I493lxzm1bHxVhu7SV1eCQ/xdWdPasNrBF9fGdbcOe5niIuTBhcnDeM6hXJdxxDyiko5fDaXGz7baN5n5eEMBsZWXretuB4Hd72iA+gVbWjBkpZVQOalYsYYe4nlFpXy1t8H+Xe5qs4VKS7VW/QPLc/VScumFwabv5tCm7rj4aIluIkbSw+kszM5i66RfuZ00F8f6sW6o+d56qfdxAV7c+hsrsXxmjVxtahAPGLWGubc240uLa8sPlYTaj29QNyYxQU3AeDLOxNJOpdH14imXP+p4f37y/ZUJnULq/LvQwqq2NbV1tyNseFrbwViFEWJxBDU3QLcasPXE9WkKAo3dGlBhxY+jPlwHWdzCvl5Wwo3JoZVuH9ypiGNxMfDuS6HaTemL8z8Yh2bT2TSo5IUvppoCIFybZRfY2cK7j5bfYyBsYFXFLUB+GlrCs/9ugfAJqlCl+vSsqk5EN3z2jCauJX9zb9zQwfWJ51n6m97eWNCOwbHNcPLzYlX5u/jmeGxhPi606uVP8mZ+QT7uDFilmFR+qbjmRSW6HBzrrxdQ03o67BAQYivG4v3FcrVWAdh61lba1IUBW83ZxLCmzJjfDt+3pbC7tRs7vlmKyufGUBkgOcVz9HpVUp1qsP3uKuOEF93Qnzd+euxPuYArzqf/0VVBHdgOQvWtVwF6Fu6hXNLN0MPM39PFy5cKibI242JCS2YmGBYT7f9VCZhTT3wcHVix6mL9I4O4EJeETfP3sSJ85e4VKxj0b6zVgvubF38SdjOkLbNGEIzcgtL8PN0IdO4dv7x/+5i0RN98Xa78rzwn3/uJ79YR1NPlyseE9ZR5WUvVVVPVfVfbV5YVdVS4FFgMXAQ+ElV1f21OaawHhcnDe1Cfcz331lcefPVhXvPEOrrTtvmTepiaA7B1K/tltmbrHrcxpaWWZXtLw8x315Xwdo0nV41B3aA+UulrjS57EsrzM+DW7qFs/uVYdzWvSXBPm54uTrx/s2dCDGmX0UFejEgNoi44CZ8MMlwZf7gmRyrNXYury5Li4f4uFOs05uL4gj7Ug0VVew9jGui0Sjc3qMlL5dbB/38L3uu2C/1Yj6tXlzI/3anWb2glT21C/UxVxH+befpSlsZ6PUqKZn5bD6RSXSgV61ec2BcEDd0ubJASpeWfgQ1MXx+9WsdiFajENTEjRVP9+elUW3QahS+23DKahfU6mPFbWHJ282ZHdOG8vODPQE4nVXA4v0VV1z/dbvhb/u2co3ShXVVt4l5rqIoOZf9l6Ioyu+KokRd/QgVU1V1oaqqrVVVbaWq6hs1PY6wnXHGhbPncouYMnenxWOnswrYdjKTtUfPM6ZD80aVL39b9+qV2L9W9bHyqK34e7my9Ml+gGFR/2erj5kbFwNM+8MyxTG7oOpS33WlujPY13UM4aZEw4nVpuOZVp95VNW6O783Ba+y7s7+6nuKW9cIP5LeGAkYWvNcvrx/+cEM8+2KZvXqs3GdQmkVaPiZ3ltypMLiKv/4YTt931nJifOXqixMYwuKonB/vyh0epVinZ4ZC6xT3Fxv4+JPou4ktiyrlvnMz7s5deGSxeO7UrLIKSzltbFt8fWQmTtbqe5lr1nAsxiqWbYAngF+BOYCX9tmaMIRvHtjR/rGGNYG/LErjZWHy75Ye89cwQ2fbcTFScOdvSLsNEL78HR1Mlcke3n+3qvsXX3mPnf19czMymKala2FnPn3IeaVa1D+3y2Gqm5B3oZWHaYeT/XJ9PHtzIVk3ltymEtFpVYLUvX6ultz19zHUGVWgjv7M10jcOQ1d1fjpNVwq/Gq/ntLjlg8tvZoWWG1Sd0qXipQn31/b3fAcPG0379WWgS3hSU6i/6zI9pXr1WMtZl6nv1nUzJrjpyrVnXEqph+RPneq/8URWFbuayby4sj/WfTKbxcnSpd5iOso7rB3XWqqn6uqmquqqo5xiInw1VVnQdUr6mFqJectRoeKdcm4Z5vtlJQrLM4iRtfSdWvhq65j+Fn/mFTMq//aZ0rmKaCKg0o26jWPpxUVljAVJDk4qViVBWeHR7LlpeG8NvDvXh9XDt7DbHGXJ20RBuD0k9WHSP+1cV0/OcSqxzbsO6qbk6WTO9/U+87YT/1febOZICx39tHK5PM1WYLS3TmFG1/Txf6t6684Ep9FXLZd+nx82UzH+vLpac7a5UrUsPryguj2jB9XDzFOj13fr2lWtVNq1JfK26LigV4ufLWxPYAzNl4ikNnDZXFC4p1/L3vLCPbBePpWt0226ImqnsKma8oyk2KomiM/90EmGr1SgXLBq5HlD+dw8sqER5Jz2XVYcPV06YezuareI3NwLiyE4uv15/ghk83UFrN0viV0eslLfNyYzuGsO75geY1nQXFOjYcM1SlNBUKSAhviruLdQuS1BVbpZbV5Zo7X2Mq6hsLD1arL6GwHfPMXT3/COkTE4C3m+EE8GK+YS3non1nKSzR8+09Xdn4wuAGO9PzyW0JDGvbDK1GYfbq4+j0KpmXivl89XG8XJ24u1cE/3u0j13HGODlar697GB6rVq6yHKEhmdSt3AmJhjShk1rZ//ak0ZeUSkTEqSlta1VN7i7DbgDyADSjbdvVxTFHUNRFNHAvTSqDRH+hh5i0/7Yx5yNJ4kO8mLHtKG09G9Y6x6qK9TXnR/v626+v+3URX7beZrMS8U1Xj8lBVUq1qKpB5P7RAKG6qxztyYT5O1KQrj12h/YS+tm3nx+RxeLbc/9spvDZ3NZsv8smy9rr1Bdah1Wy1QUBXdjtc+cAtv07RPVo9Iw1i95uDjxzvWGbkvd31xOxNQFPDFvFxH+HvSLCayyUmR9N6p9c2bfmUif6ADmbUuhz9srSJi+lC0nM+nZyp/XrounjZ0LmHWL9KOb8eLazuQsZiw4yObjF2r03Vd2QaJ+/80KSy+MbANAek4Rl4pKeXfJYdo2b0KPSOtVGBcVq24T8+Oqqo5VVTVAVdVA4+0kVVULVFVdZ+tBCvtLjPDj7ymG4hZ7UrM5dDaXyb0jG/2Hca/oAD66tSxt8Llf9pAwfSmtXlzIjuSL13w8nVzBrJSfp2F2aPisNaw9ep57+0Q2mGp5A2IDmZgQyp09DYV6ftqWyvBZa3jg++3cXMOKrHU5cwfw3k0dAdhzWvrd2ZPaQGbuAPwqKJX+4qg2jabdho+74TPvTLmm5hU1fbcHfy9XfjJWRgTDGuibZ2+i1YsLeeTHHbw8fy+qqpqzUarSUFKJhaVAb1eeHtqaszmFxL+6mPScIp4a2rrRvH/tqbrVMgMVRXlRUZTZiqJ8bfrP1oMTjsXdRct7N3Y036/rSl2OakR8MEONjazLmzR7E6ezCiyK0FyNXmbuKmVqmgqG5uD3GmfyGgJXJy3v39SJke2aV/j4tPn7yCksuabCBXXZxBzK1go9+/OV5etF3TEFdw3hApHpb8r0o9zZs6VFL8yG7rkRsRb3/3qsjznVzVGseXbgFdsW7DnDD5uSiXxhId3fWn7VY0ifu4ar/PKVqEBPBrdpeOtkHVF1L3v/AfgAy4AF5f4Tjcz1XVrQI8qPJ4e0rrdrnKzNSavhzQmGxcPdIv3M/cuKSvX0nrmCe77Zyt7U7Godq6yginzJXS7E150BsYYiC/f2jWows3bl9Wzlz8HXR1yx/ftNp+jw2hLipi3iictaklTGkJZp7RFWrr2xL2ZpHTSTF5Uzl5W38zisIczPg2VP9ef4m6M4OXN0vSyaVBstmnowfVw8AH8+2od2oT4Oly0T7u9BfIjhwltF31vncovMBXEqIwVVGq52oT4sfqIfzX3c+PfNnR3u77ehqm65Gg9VVZ+36UhEvTH3gZ5X36mRCfR25a/H+hAX7I2TVsPj/7U8AX/kxx38PaXvVStESUGVqj06MBpfd2fu6GGbPoOOwN1Fyx+P9CbQ25XMS8WM+dAy833+rjRm3dK5kmeX0at1u4ZFq1G4KbEFP21LJSUznzA/jzp7bVHGFFo3lM+Q6HrY4sSabuvekgGxQQ79fvrqrq4UlujwcNUy4eMNXMwvJr+4LMvg9q82M++BHpV+Hkmfu4YtNtibjS8MtvcwGpXqXvr+S1GUUTYdiRD1XLtQH/Ns0ppnB/L4oGjGG5vAJ2fmE//q4qtWEjycngvIzF1lEiP8mHVL5wZdTAGgY5gvIb7utAv1Ycb4K2crftuRetVj6PT6Op+9cTb+/c/ZeLKOX1mYlJ0o23kgwio0GsWhAzuAYB83IgI8CfJ2Y/3UQax+diBTR8bx2e0JAGw5kcng91ZTVFpxWnlDSiUWwhFU9wxpCoYAr0BRlBxFUXIVRcmx5cCEqM/C/T14algs79/UyWL71RpU/7DJ0JhbK19ywmhMh+bc3SuClc8MoFkTQ/nxp37abdHMuSJ7UrOJCqzbSrbPDDOsEaplRxBRC6pUHhR2FujtyoP9W9G9XFXE4+cvkZJZcR/M08a+uXJNUwjrqG61TG8gABgAjAXGGP8vhKiCRqPwzLDW5vtjPlxHlrFn0+UyL5Vt1zTsiSlxDXw9XHjtungiAzzNFWuhrKF7RVIy8zl0NpdBcXW7eL2psbrh1+tPXFPxF2E9agNacyfqt6aeLvz+cC/z/c9WH6swe2XiJxsAKJDPDCGsorrVMu8DVgOLgNeM/3/FdsMSouEYUa4CYurFAmb+feiK8tAfr0wiYfpS830nie5EBfw8XRgeb6jMeupCPnd9vaXC/ZYeSAdgWFv7VRZcdQ1VYoX1lKW42XccQgB0bOHLzYlhAPyyPZW9py2Li5lm7QBOX6x4Zk8IcW2uJS2zK3BKVdWBQGegeuX/hGjkooO8OPHWKEa3NwR5c7em8MD3281XMItKdfxr8WEAmjVx5ZPbEqQSqaiUqRorwOoj5ziTXXZCtD8tmzcXHuT7Tado07wJEQF1m5YJ8M3dXQF48IcdZOdXnYYsrE+KUwhHotEo/NNY8RNgwicbWLTvjPn++0uOmG/nFMrnhRDWUN3grlBV1UIARVFcVVU9BMRe5TlCCCNFUfj4tgTz/WUH0/lq3QlUVeVoep55+ytj4hnVvuJeZ0KAoSfeZ7d3Md/v+dYK8+37v9vG7DXHOXH+Ei+OirPH8OgS0dR8u8/bKzifV2SXcTRWZdUy7ToMIczcnLVsmDoIAJ1e5cEfdnCpqJTiUj1LDpxlQudQHh7QimeGy2mlENZQ3eAuVVEUX2A+sFRRlD+AU7YblhAN02tj25pvz1hwkF+2p/K38Srmrw/1YnQHCezE1Y1oF8xXdyWa77+/9AgZuYVkGQv2DGkTRN+YQLuMrYmbM6HG5tO5RaUkzljG+0uPkFdUapfxNDb6sooq9h2IEOUEebta3N+VksXi/WfJLSxldPvmPDcijiBvNzuNToiGpboFVSaoqpqlquprwDTgK2C8LQcmREN0d+9IDk0va1K99WQmX687yZgOzenSsmkVzxTCUv/WgQw0NnX/YPlRPl99nKJSPSPigy1m9uxh0RN9Le5/sPwo4z9ez78WH7IoHCRsQNbcCQfkpNXw60M9WfF0fwDWHj3PT9tSaOnvwYBY+1yIEqKhuuaqDaqqrlZV9X+qqso3tBA14OasZVI3wwLzn7alUlCi46EBrew8KlHfOGk1zL4zkYkJoQB8te4EOr3KpO7h5n6L9uLt5syh6SPY/GJZ49qkjDw+XnmMhOlL2Xc6m3VHz6OqKttOZl5RYEjUnOlXqUi9TOFgurT0IyrQ0JT+s9XH2Hwikx6R/nb/vBKioXGy9wCEaIzemtiB1IsFrD16nk5hvsSH+Nh7SKIectZqeP+mTuxJzSYpI4+EcF/6xQTYe1iA4SKGm3PFhYHGfLgOgKeHtua9pUdw0Wr4bnI3Ckt0uDhp6BTmy5nsAqKDvOtyyA2Capy6k5k74aj6xgSw9uh5ikv1DIyTWTshrE2COyHsxFQC9/gEIAAADuxJREFU+rbu4XYeiajvPF0NH+UvjW7jcFUSlz3Vj3/+eYDNxzMpvqy7+XtLDZXyinV6Jn2xybzd282J3ELDGr3drwzDx8O57gZcz+llyZ1wcNPHtWPAu6vwdnVieLz92rUI0VBJcCeEndzfN4oXf9/LmA4h9h6KqOdm3dyJjJxCurT0s/dQrhAd5M3393ZHVVX2pGYz7uP1V32OKbADWHUkg3GdQm05xAZFlVYIwsFFBHjy4aTO9I4OkL9TIWxAEp2FsJNJ3cI5/uYo6Wknai0ywJPuUf72HkaVFEWhXagPr45ty9rnBpq3Pz+irGXDR7caeviF+bmbt02Zu4sj6bl1N9B6zlws077DEKJKYzuG4OfpYu9hCNEgycydEHYkVy1FY6LVKNzTOxKAd67vQM9W/oT5eeCsVdBqFEa1a86Hk2BQXBDncosY8O4qAK77aB3rnh9EgJdrFUcXUBbcaeSzRQghGiWZuRNCCFHnbuoaRpifBwD39Y3int6RaDQKYzuG4OnqRESAp7mlQ2GJnj92pdlzuPWG3pyWaeeBCCGEsAsJ7oQQQjikEe2CaRXoCcD+tGw7j6Z+MDWVkJk7IYRonCS4E0II4bCWPmloevzbjtMUlujsPBrHJzN3QgjRuElwJ4QQwmFpNAqPD4oGIG7aIhbtO2PnETk2c0EVie6EEKJRkuBOCCGEQ7uuXCuEz9cct+NIHJ+5FYKdxyGEEMI+JLgTQgjh0KKDvPhucjcAdiZn8eD329mTmmXnUTkmWXMnhBCNmwR3QgghHF7/1oG0D/UBYNH+s1z30XoW7TtLcamewhIdOr1q3regWEfmpWJ7DbVaMnIL2Ztq/SIxsuZOCCEaN+lzJ4QQol6YfWcXLhXpGPL+agAe/GE7TT2cuZhfwsSEUK5PaMHprAK+WX+Sg2dy+O3hXni4aGkV6IVOr+LmrAXgUlEp/9udxoTOhnTPI+m5RAd5UViir7CxsqqqlOpVfth0ijcWHOSjWxOIDPDESasQFWCo5rlo31kGt2mGRoHzecU4axUKS/X8viOV+BAfXp6/j//c150I4/4jZ63lwqViTs4cbdXfUVmfO6seVgghRD2hmPLz6/RFFeU14H7gnHHTi6qqLrza8xITE9Vt27bZcmhCCCEc3Joj57jz6y3X9BwXJw1D2zRjX1o2vVoF8N8tyRXu5+/pQkt/D1QMKaChvu6cyyuiXUgTdiRXnQrqrFUo0Rm+U0N93Qnzc2fT8cwr9ruxSwt+3p5qvv/ciFgeHhB9TT9PZfanZTP6g3V8dnsXRrQLtsoxhRBCOBZFUbarqppY0WP2nLn7P1VV37Xj6wshhKiH+kQHMGN8O67rFIKnixP9/7WS1IsFVT6nuFTPgr2GSpunLlQc2AFcuFTMhXIpnaezDMe9WmAHmAM70/NMz71c+cAO4J1Fh8kpKGXqyLirvsbVyMydEEI0brLmTgghRL2i0Sjc3qMlTdyc0WoUfryvB1/cmcirY9syfXw7JveOtNg/sWXTSo/1433dK9we4OXKp7clMKRNUKXPTQj3vWLb8yPimD6+nfn+kDbNiPD3uGK/KYNj8HZz4u5eEQB8tvpYpa9zLaQVghBCNG72nLl7VFGUO4FtwNOqql6041iEEELUU+H+HoSXC6Cy8ovJLijhpdFt8HV3RqNRiJi6gAmdQwn0dqW4VM9jg6LJLigh2MeNmCAvbukWzsZjF3h9XDxfrzvBXb0iCPPzYGT75kyZuxOdXuXDSZ1RFIVF+84Q4OVKYoQfhSU6XLQa7p+zjdyiUh7sH0VadiGz/dx5e2IHerbyR1Vh1vKjfLD8KACD44J4cmhrnhgSg6Io5BeX8tO2VOZuSeaWbuG1+l2oxnqZMnMnhBCNk83W3CmKsgyoKOH/JWATcB5D1ebpQHNVVSdXcpwHgAcAwsPDu5w6dcom4xVCCNFwFZXqcNJo0Noo6jH3l6tixmxn8kW83ZyIDvK22P7B8qO8v/QIAIemjzAXfqmJXSlZjP94PV/fnciguGY1Po4QQgjHVdWaO5ulZaqqOkRV1XYV/PeHqqrpqqrqVFXVA18A3ao4zmxVVRNVVU0MDAy01XCFEEI0YK5OWpsFdmAI6q6WCtk5vOkVgR3AuE4h5tv//HN/rcZR1sRcpu6EEKIxssuaO0VRmpe7OwHYZ49xCCGEEPbW0t+TwzNGAIYKnZeKSmt8LL15zZ01RiaEEKK+sVdBlXcURdmrKMoeYCDwpJ3GIYQQQtidq5OWqABPDp3NJf7Vxfy+M/XqT6rQ1dNDhRBCNFx2Kaiiquod9nhdIYQQwlGVX2v35LzdTOjc4pqPoZdWCEII0ahJKwQhhBDCAXx+RxeL+1tOZHLsXB56vcqZ7Kr7+JmYWyHImjshhGiU7NkKQQghhBBGYX4eLHuqP0PeXw3ATZ9vtHj8p3/0pIm7EyG+7jRxc67wGHpVWiEIIURjJjN3QgghhIOIDvLimWGtK3zsps83MmLWWu79dit6fcVtjMzdjSS4E0KIRkmCOyGEEMKB3Nc3inkP9ODZ4bEVPr715EUS31hGcan+isdU88ydRHdCCNEYSXAnhBBCOBA3Zy3do/y5t08kjw6MZvET/a7YJ/NScYUVNWXiTgghGjcJ7oQQQggH5Oas5ZnhscQGezP7ji68c30Hi8ef/3Uve1OzLbadzS4EwEkrX+9CCNEYyae/EEII4eCGxQdzU9cwDrw+nP/c1928fexH68y39XqVd5ccJi7Ym/ahPvYYphBCCDuT4E4IIYT4//buP1TPso7j+PvDjjrmVpvMWS6dsy1oJq2TzMlmKNS0Icz+KYVsWWLEBkn9Y2Etsj8qsSIqo2ho1BSjJEkxxxCC8me2Nn+gLpulW/5osQzJUr/98dxbj2undo7bc5/n3vsFh/t6rvt+Hr4Hvlzn+p77uq9nSEw7coRlC2Zz5apT9vb9fMsOqorfP/t3du7+B5eceTJHjvjnXZIOR34VgiRJQ+aiM07ilq07uevxXazd8Ft+ffpfmHfMNABGT5zZcnSSpLb4rz1JkobQtRcv2dvecPcfufr2Rxk9cSYnHzu9xagkSW2yuJMkaQhNPWIKnztv0d7X06eO8J0PvrPFiCRJbbO4kyRpSH1k+XwuWT4fgM+e91bmvG5qyxFJktrkM3eSJA2xC5acwBteP5XzF89tOxRJUsss7iRJGmIL5sxgwZwZbYchSZoEXJYpSZIkSR1gcSdJkiRJHWBxJ0mSJEkdkKpqO4YDluRZ4Im249iP2cBzbQchHSTms7rEfFaXmM/qEvN54uZV1bH7OzFUxd1kleS+qjqt7Tikg8F8VpeYz+oS81ldYj4fGi7LlCRJkqQOsLiTJEmSpA6wuDs4vtt2ANJBZD6rS8xndYn5rC4xnw8Bn7mTJEmSpA7wzp0kSZIkdYDF3WuQ5NwkjyTZluTytuORDkSS7Um2Jtmc5L6m75gkG5M81hxnNf1J8o0mx7ckGW03eh3ukqxP8kySB/r6xp2/SVY31z+WZHUbv4s0Rj5/PslTzRi9OcnKvnOfbvL5kSTn9PU7H1HrkpyQ5I4kDyV5MMknmn7H6AGyuJugJFOAbwHvBRYBFyZZ1G5U0gE7u6oW921BfDmwqaoWApua19DL74XNz6XANQOPVHq1a4Fz9+kbV/4mOQZYB5wOLAHW7ZlsSAN2Lf+dzwBfa8boxVV1K0Azx7gAOKV5z7eTTHE+oknkJeBTVbUIWAqsaXLRMXqALO4mbgmwraoer6p/AjcAq1qOSZqoVcB1Tfs64Py+/h9Uz13AzCRvbCNACaCqfgns2qd7vPl7DrCxqnZV1V+Bjex/gi0dUmPk81hWATdU1YtV9QdgG725iPMRTQpVtbOq7m/azwMPA3NxjB4oi7uJmwv8qe/1k02fNNkVcHuS3yS5tOk7rqp2Nu0/A8c1bfNcw2C8+Wtea7Jb2yxTW993x8J81tBIchLwDuBuHKMHyuJOOvwsr6pRessh1iR5V//J6m2h6za6GkrmrzrgGuDNwGJgJ3B1u+FI45NkOvAT4LKq+lv/OcfoQ8/ibuKeAk7oe/2mpk+a1Krqqeb4DHATvSU9T+9Zbtkcn2kuN881DMabv+a1Jq2qerqqXq6qV4Dv0RujwXzWEEhyBL3C7kdV9dOm2zF6gCzuJu5eYGGS+UmOpPeQ880txyT9T0mOTjJjTxtYATxAL3f37Ea1GvhZ074Z+FCzo9VSYHff0gppshhv/v4CWJFkVrPkbUXTJ7Vun+ea30dvjIZePl+Q5Kgk8+ltQnEPzkc0SSQJ8H3g4ar6at8px+gBGmk7gGFVVS8lWUsv2aYA66vqwZbDkv6f44CbeuMvI8CGqrotyb3AjUk+CjwBvL+5/lZgJb0H918ALh58yNJ/JLkeOAuYneRJejuqfYlx5G9V7UpyJb1JMcAXqupAN7WQDpox8vmsJIvpLV3bDnwMoKoeTHIj8BC9XQnXVNXLzec4H9FksAy4CNiaZHPT9xkcowcqvaWvkiRJkqRh5rJMSZIkSeoAiztJkiRJ6gCLO0mSJEnqAIs7SZIkSeoAiztJkiRJ6gCLO0mS9iPJZUmmtR2HJEkHyq9CkCRpP5JsB06rqufajkWSpAPhnTtJ0mEvydFJbknyuyQPJFkHHA/ckeSO5poVSe5Mcn+SHyeZ3vRvT/KVJFuT3JNkQZu/iyTp8GVxJ0kSnAvsqKq3V9XbgK8DO4Czq+rsJLOBK4B3V9UocB/wyb73766qU4FvNu+VJGngLO4kSYKtwHuSfDnJmVW1e5/zS4FFwK+SbAZWA/P6zl/fdzzjkEcrSdJ+jLQdgCRJbauqR5OMAiuBLybZtM8lATZW1YVjfcQYbUmSBsY7d5Kkw16S44EXquqHwFXAKPA8MKO55C5g2Z7n6Zpn9N7S9xEf6DveOZioJUl6Ne/cSZIEpwJXJXkF+BfwcXrLK29LsqN57u7DwPVJjmrecwXwaNOelWQL8CIw1t09SZIOKb8KQZKk18CvTJAkTRYuy5QkSZKkDvDOnSRJkiR1gHfuJEmSJKkDLO4kSZIkqQMs7iRJkiSpAyzuJEmSJKkDLO4kSZIkqQMs7iRJkiSpA/4Neh826sgLk3cAAAAASUVORK5CYII=\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": "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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": "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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": "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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": "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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": "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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": "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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "fields=['x', 'y', 'angle', 'speed', 'steering', 'center_dist', 'center_angle','reward', 'total_reward']\n",
+ "\n",
+ "for field in fields:\n",
+ " plt.figure(figsize=(15, 2))\n",
+ " sns.lineplot(x='step',y=field, data=data)\n",
+ " plt.show()\n",
+ " \n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 5,
+ "metadata": {
+ "scrolled": true
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 5,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": "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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "#x y driving history looks pretty good\n",
+ "plt.figure(figsize=(15, 5))\n",
+ "sns.set_style(\"whitegrid\")\n",
+ "sns.scatterplot(x=\"x\", y=\"y\", hue='step', data=data)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 6,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 6,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": "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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# Here we discover the bot is british and loves to drive on the wrong side of the road\n",
+ "# Expected Center angle is clustered around 0\n",
+ "# Actual Center angle is clustered around 0 !\n",
+ "# Expected Center distance is clustered around 0\n",
+ "# Actual Center distance is clustered around -0.25 ??\n",
+ "plt.figure(figsize=(15, 5))\n",
+ "sns.scatterplot(x=\"center_dist\", y=\"center_angle\", hue='step', data=data)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 7,
+ "metadata": {
+ "scrolled": true
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 7,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": "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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# Expected: Reward function should peak at 0 angle and drop off as we diverge from 0\n",
+ "# Actual: Reward function peaks at 0 angle and drops off as we diverge from 0 !\n",
+ "plt.figure(figsize=(15, 5))\n",
+ "sns.scatterplot(x=\"center_angle\", y=\"reward\", hue='step', data=data)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 8,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 8,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": "iVBORw0KGgoAAAANSUhEUgAAA3gAAAE7CAYAAACPPSOlAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAgAElEQVR4nOzdd2AUZf7H8ffM9p4eUgkloYcaepGiiIhYQFCxnGdvPyt2xXLYTu88PbmzngUbKhasKCJNOpHeSxrpyWb77uzM74+FhUgThBO95/WXmZ3ybHaI89nneb6PpGmahiAIgiAIgiAIgvC7J//WDRAEQRAEQRAEQRCODxHwBEEQBEEQBEEQ/iBEwBMEQRAEQRAEQfiDEAFPEARBEARBEAThD0IEPEEQBEEQBEEQhD8IEfAEQRAEQRAEQRD+IPS/dQOOVnFxMSaT6Te5digU+s2uLfw+iXtGOFrinhGOlrhnhKMl7hnhaIl75uQTCoXo1q3bQV/73QU8k8lEhw4dfpNrb9iw4Te7tvD7JO4Z4WiJe0Y4WuKeEY6WuGeEoyXumZPPhg0bDvmaGKIpCIIgCIIgCILwByECniAIgiAIgiAIwh+ECHiCIAiCIAiCIAh/EL+7OXiCIAiCIAiCIAiRSISysjKCweBv3ZQTxmw2k52djcFg+MXHiIAnCIIgCIIgCMLvTllZGQ6Hg7y8PCRJ+q2bc9xpmkZdXR1lZWW0atXqFx8nhmgKgiAIgiAIgvC7EwwGSU5O/kOGOwBJkkhOTj7qHkoR8ARBEARBEARB+F36o4a7vY7l/YmAJwiCIAiCcJJQoyrhUOTA7apKOBgiHAwTaPKhhCOoqoq/0Yu7qgFfg5eQP4iv3oO7qgFvvYdwIHzYa4V8QQJNPlRVRQlH8Dd48dY1EfT4AVDCESLBw59DEITm3nrrrd+6CWIOniAIgiAIwn+bz+NHiSjYnTZ8Hj9qVEXTIOD1EwqGMVtN2BxWdm4uITk9iZA/jBKJYLdZ2bV0E637tMOW5MRT3YjFaSUSCBGNKDTVuFn+/g8EPQFOu/Vcti1aT063NiRkpmC2mwGwWqw0lNaw5J3vCbh9tDulKy3aZTPr0eloUZUz7rmAkC/Ium9W4qlx025IF1LbZGC0mDCYjb/6vauqStAfZPeOSsq2VdChVzucSU7MVtOvPrcg/NamTZvGpEmTftM2iIAnCIIgCML/hKgSRVVVDMZfXo3uePI0elDCCooS5fUn3kaWZS669Xx8TT6sDis6vY5QMIynwcNn//mC864eS2bLDCpLqpB1Mu8++yF+r5+bH7+GeS99xajJ49j4/U9sXrAWNMjp1poeZ/en+9j+bJ63hqXvziWtbRafPTydQVecTsGgLsg6mQSbk0/u/g9KONZTWLujksyOuZx+5wQkSUJv1PPF4+/hq/MAUFq8jf6XjMCaaCezYy5Gq/mY3n9UieKuc/P9h/Pxe/30PrUXOzfs4u1n3ufmZ66jQ6/2x+13fTyFfEGUcARJkjDZLej0ut+6ScJJYseOHdx9993o9XpUVaV///643W6mTJnCvffey4MPPsiuXbtQVZWbb76ZPn36cMYZZ9CrVy+2bNmCy+XimWeewWq1Htd2iYAnCIIgCMIvEvb6UVUNTYkiGXTIOh2SJGGw/Hd7XtRIBMXvJeLzYnQmoDNbkPWxRxpPo4dIWAENZJ2MM9GBpmk01LqZ/e53eBp9nDZxGOm5aViOMagcraZGD9Ul1cyY9jFBX5BBY/rTa2h3Mlq2YMUPxcx86TMiYYXMvBb8+d5L+OjFz7jolvF8894chowdyDO3PE9SeiLXPXoFT9/8HEu+X8npk8fja/CwZeE60GLXKS3eTmaHXCrWl9DzvAF899wntO3XEYCVMxeS260N1gQ7jSU18XDXbmg3EnNSmfnAG0TDCvZkJ6fddh46ffNHxPXfrqLLqCKCngBKSKGpugGz04rJakaNqkQVBb3JiNVlO/TvocHDw5c9jt8TAGDh54v5v6evY8PyTbz/3Exu+fsNOBMdJ+AT2EcJRwh5g3hr3ViTHJisZoyH6TkMuH3Mf/lLylfvwGgz0++SEeR0bf1fv+eFk9OiRYsoLCzkjjvuYPny5SQnJ/POO+8wZcoU3n77bRITE5k6dSoNDQ1MmjSJzz//nGAwyJgxYygqKuLJJ5/kvffe409/+tNxbZcIeIIgCIIgHFHI48dTUYu/1o23qp7sPh0pWbCakMdPTv/OJLbKwGDZF5iaGmK9VTq9jD3Bjk53fHo9VEXBv7uUcGN9rF21VVjSszCnptNQ4yYcChMOhVn0xRJWzC3mkskXkN0mkymXTCXgjQWLpbOXc8+Lt9O6Ux6app3QIg3uhibUSJRXHn2DqrIaAN7+2wz+fN8luFJczHjhYzQtltAqdlby5fTZFPbrxMyXZtFrWA90uli5hPqqBubPWkTvET2pLquheNYS9AYdAy47lQWvfhO/Xu3OKhypLry1TeT1LKB2Z1XsBW1fm8zOWG9BQmYynU7vxUd3v4oaVQHw1jWx6PXZdDy1O4vfmkNa20y6jO2HzqTHbLfg9/j58ZWvaSivBaDtwE6k5Wex6LVvcKYnMnLyeGSTgYAvSNAfxGIxY7GaMFrNrP1xfTzcQWy+4cLPf6TrwC78tGANmrpfI49BwO1j98ZSmqoayOtVgDXJgXG/IaWaqlGzbTff/HUG0UgUJOhz4TDyhxQ228/v9uGpakDe01NXX1INQNgX5Id/zWL8X68SAU8AYNy4cbz00ktcccUVOBwObrnllvhrmzdvZsWKFaxevRoARVGor69Hr9dTVFQEQI8ePZg3b95xb5cIeIIgCIJwEouGI0RDYVQlis5oQG81/9erxmmqRuPO3YS9ATZ9toCia89hxUufouwp4lG/pYzCSSNJ79IagNrddbxw90uUbikjIcXFFVMuo3XnPAwGA9FoFAB3rZvF3yxDr9NTNKInrmQnsq557TclohAOhjHbzMiyvKct0Xi42ytYX41fM/Hs7S9Qvn03Or2O0ZeOZNCY/nz2ny8ZMnZgPNxBbG2pL978mol/HoWvpIK0ru0wOu3o9gzdjEajuGub+PGrJWiqRr9RfUhIcaHT62hq8KCqKnanDb3h4I9RmqYR8gbw+0N8//F86qsbmHjzOCp2VPLJy7MIhyKsW7aBhNSEeLjba+emEroN7MLcj+dz9pVnsm3tjvhrNRV1tO3SmqJhPVk/80dqdlRyxuTzsSbY8Td6AcjskMumeWtof0oh9mQnXz01A4DuZ/fH7LAAYLJbaD+8G637diDg9sXD3V51u6rped5AErNT6Hx2P1544FXcdU0YjAYuufMCUvIz4wFv64J15A8uRG800FTVQPWOSpYsWM3cj+YDkJDi4sbHr8JiNqLTH1jbT6fToaoaw8YNweY69mFqgSYf3zz9AXV7Au3KD+cz6s4JZHRsGd8n6PEz/6UvY+EOQINl784lr3e7eMDzNXiY9fBb8eGpyS3TGXz1aL5+4v34MQ3lddhTXMfcVuGP47vvvqNnz57ccMMNzJo1i5dffjn+b7p169a0aNGCa665hmAwyLRp00hISEBRFDZu3Ej79u1ZsWIFbdu2Pe7tEgFPEARBEE5SSihM7dotlM9bCZqGwW6l4PzTMCc4j/mcEV+AsMcXPx+yjE6vQ2c6dPGMaCSCqkSpLN6KNSUBX3VDPNztVbJgNYltMokoUV579E1Kt5QB0Fjr5p93vshD0++lfHsFi79aSsv2LWnVsSVzPpiHu9bN5298zZQ37iExLQE1EkFTo3g8IeZ88APb1+2kxyld6XlKN5RIFCUSwZCUheytRQ2HADCk5vDOPz+lfPtuJEmifc8C9AY93QcVsnX19oPOuTOZjHhKKmhYvZm61ZtpN3EUtoxUANy1TUy5+C8EfLG1p76aPpuH376fqtJq3v7b+3jdPk45exDDzhuCI8He7Lwhf5CKdSUYHGaeufNf1Fc3ALDwi8X831PXcs+/b2ftkvXUVzXGQqNOJrpfwGrfo4CSzaV0KupAUloCz94xLf5ar6HdSUpNwKLX40h1UbOjkobyWpJyUgn5ArQ/pSsWl42cwlZYnDYqNuyidd/25A/oRGJWCvKeXlRNL9FhRA+++/tMBl5xOgazsVm1zMxOLbGnOBl41Rm8/OgbuOuaYvdOOMLrT7zN3f+8hS1zV8f3Dzb5MFiMSDoJyWyMh7u9n/8Xb82mqFcHOgzoiCvZGT+f3qhnyDmDqK+opaBHATpZh6/ew9aFawn5QrQ7pRBbkgP9ns9v74Pzwb7g8NV74uEutjMsnzGPU289D7PDGj/et+fae6lRlWhYif23qrLx21XxcAdQt6sK9+56kvPS4+d3ZSQdcH3hf1Pnzp258847mTZtGqqqcvfdd1NWVsbtt9/O1KlTue+++5g0aRJer5cLL7ww/kXVSy+9REVFBZmZmc16/Y4XEfAEQRAE4SQVDYUp/2FF/OeI10/Jd0toPXowevPRDxGL+AJs/mA2wbpGAEyJTvJGDqCqeD25p/TBcIg5aTqDHoPNgtFhIdDQdNBrG6wmZFkmEg6ydc32Zq8VDujE8u9W8v5zHwGw5Jvl5HVoyYSbzuXFB17D7/GzdPZyRowfQsjdRFiTeO7ul9i5oQSADSs2UbatArPFxOx355CR14Kbn7oK6srQ2+wEPEF2bSxB1slc/dCfqKtqYOUPP1FVUsU5V4/BlewkJTOZ2oq6WFuNBk6fOJTG+cvibdy9ZDWtRg1CZzKy6Msl8XAHoEY1fE1+nr75uXhv1yevfI4r2cngswbEH9oA3JUNLHzjW9qf3Sce7vb68q3ZdB9UiK/Jz6hJp+Jp9HLTE9fw2hPTcdc2Udi/E6ecPZBvZ8zl/BvOoaa0mvScNPweP8PPG0JB5zYse3cuydmp8d7OrM4taV3UDkknoakaSljBYDEQCYVo0TKZgkFdDvisahvrSHem0FTVwOrPlzL0ujEsfus7mqobyerckt4ThvD9Pz+j6OLhlG2raHZsrEiMsu9ztxixJtgJuH040hJorG084HqVpdXoB3XFbDJw7yuTWTm3GJ/bS+/hPVHdTbga66hdvApdvx58cv/r8WUa1n+9nLGPXkZCiyTCPj8Nm3Zgzc6gtqSGkDdITrc2WJw2dAYdqqIecN2oEm3WQ6o3Gsjtmc+u5Zvj2xxpCfHKoFpUpamq4YDzBNw+zA4LOqOeoglDMJoNhD0+1GgUncGAwWY54Bjhf0Nubi7vvPNOs21vvvlm/L+ffPLJgx43depUTKYTN8xXBDxBEARBOElFfIEDtgVrG9GU6DGdr3FbaTzcAYQammgqqUANKdSu3UKLXp2Q5AOH0UmyjCMrhbwh3Vn58mfIehlndhpNZbG5SbJBT9uRfdCbjci+IK065rFtv5DXc2h3pv/1vWbn3LlhFwkpCUiShKZpKIpC7ZYy1r03h4ILT42Hu70WfrGYm/96HbPfncPunZXMmbmQUeP6obdYaVq7nY5F7cnJz6Z8x24+feULALau3sbaJRu484VbuPLBy9ixfidKJEqvod1oXLam2e9XkiTY0zOkqc3DQkZeOtvWbj9gKOOPXy+laFgPbM59hUU2zl2NqqoHnXOo0+uIKlG+eudbhpw1AFeCndItpVx+9yQSkl1YHRbUqMrIc4bQsKOSNZ8u4axxwzDaTKTmpvHhPf9B1sv0OX8w3/z9Y/pPGoZOr2P1l0vZNG8NZ95zAZ//5R1UJcqY+y9ECvlwHGSOoaIo6Ix6zA4LZcXbCHmD9Bo/GFuSHbPDjBYO0efCofgavHQsas+aH9fFj7U5rVgdVpwtErGnOCmaOJQ1ny8BCRKzUsjrlIfeoEeJ7AuB3QZ0ASWKTq/DYTPT79ReBBu9IEv4PD68FTW42uRQvnZHPNxBrHdt9azF9L1wGBvfmkXuqMF887ePaaqMDdFd+s73nP3IpbgykrGnurCnuPDWuuPHdz2zb7z3DsBoNdH/0lNj73v1DpJbptHnomFY9hSG0Rn0tB/enR1LNzW7L9r060DBkC5IsozeoKd62Rpqf4rtY0p00va8UzHaj28VREH4NUTAEwRBEISTlNFhQ9brUffrMXG2zkY+zHDKwwnWNx2wLeLxo7eYaNpRTmphwSF7Bk02C5Is0e+WCXirGuhy4Qj8dW7CngCJbTLjD7iOJAeX3XUB/7z7ZSpLqrC7bKRlpx60tLwkx4KHyWKkz4heFL8wEzWiIMtSPPjtZbGZCe83jLBkcxmS1YneqCfc0MSIsQOoqmlk+tPvN7uGu66JypIqXnv0LdJz0rA5rfQ9rReh2v16aiSJjL5d43Pw+p/Rl6/f/pbQnmGovqYA2W2yDmh/VutMDD/7LJJyUlk3eyWuBDsZLVuwe1dl/L2eNmEYM1/8DE3ViEZVTEaJ7gO6EFGisWqkeh2apmHLtfDDK19Ru6MSVYky9JrRVKwroeOIbhSeXoTeZOC0m89m0w+rWfrO3Pi163ZW4WqRiCRLhPwhEjPTDzlf0+y0csr1Z/HdszOp2VrOot11DLt+DFUL1mFyOcgZ3pd0ncyklmm88fjbrF+6kRZ56fz5/ktIzkxm9L0XIut1GC0mel8wjN4XDEVn1CPpdNz2j5uY/vR7uGvd9B7Rk97De+BKcWG0mqkrqeaLv7xNJBAGCbqd1Y/UHh0xWIw0+Q9SZEWDYG0DRruVht318XAHEA0rrPp4EQMvPx2ry8aZ91/Eprk/4d5dT/thseqgP3//FpeNPhcOo/s5IfRGwwEVNJNy0xh6w1hWz1qM3qin5/jBWBMd8V4+f019PNxB7EuSyiWryR7cC/kQczIFYX9z5sw54dcQd6IgCIIgnKT0ZhP5405l1zeLCLk9JOTnktW/G7pjfJBM7tSG6pXrm21LaJtDybdLSGrfCtlw+PXhjBYzWMC8Z96ZNfnAQhOSJJGcnsRNj19JOBhBliWcLitj/3wGr02dHt+vY1F7ohGFEROGMmzcEAKl1ah7en2aduxmyNgBzP14QXz/sX8ezcIvFsd/LhrRE4vdgiRJZPbvytaPviV1cBGOBDs1ewqA7GWymIiEwmxfFytYogEFF4yicUsJEZ+f5I5tMNj39cK5kp089NZ9zJ05HzWqMvTcwRjNBvqcWsSS2bFhnSkZyZx56ekYTc1/Z62LClg3eyWLXv2Ga++/lO1bSqmpqKOwXyeWzF5O2bZyUjOTMVvNuNISDvm7Hn7dGKIRBWQJo8WIM82FbNBhMBoJegNsmruazfPWNDsmMTuFDsO7k5idwtxpsxh97wWHPL9OpyM9P4tzp15OsNGDJEFd8QZ85dVkDymKDwFNTE3gyimXEQkrSLIUX8ZAv9+8RmtC86UR2nRpxS1/ux5FiWI0GDBajBhMBoIePwtf/SoW7vZ8EMWf/sh5Uy/HmmDDEY5idlgI7qm0KelkCsf0RXE3Iul1+47bTyQQRt3T42pNtNN1bD+0qIbOcOiqrXqTAb3p4Pe6yWYmr6iAFu1zkGQJs7358MtQw4FfkgRqGlCVqAh4wklD3ImCIAiCcJKS9TrsmakUnH8aaBqyXn/YYihHYnTaaHvucCoWFoOmkda9A77KOowuO2k9OhxQxfJYGSwmkrPTiHj9KAEvSn0FHXu04r5XJ7Ny7k+0bJ9D28I22F028ru1RZZlat2++PGlc1cxYMwA+o/sTem2ctr1LCAcCDP73TnYnDZOOWcg3QYVxntnTC4H7SaMIuzxMfGm83ji+r8T3TOMtdvALtRW1BEOxdZ969S3AyazEaPNSlq3gy+srTfoSW6RxHnXjm22/aJbz+fcq8cQDoaxu+y4kg8sdmNNsDPm3gvwNcQKdfQe1gO/288Pny9i48pN9DqlG2defDpm8+E/R5Ot+XxI/X7h22y30PO8gVSs34W3NhY48gd2QglH2L54A5Wby0jMSsFwiBCzl86gx+K0IqtRdi/+CVmWyD9/JCZX87XorI6jH37oOMh6dmpUpanqZ3P0NIiqGgabBb1FY+wjl7FlwVrCviDthnbFluRAdVmpWLCKnIFZGK0mwv5Q/PAuo3tj3G/JAlmW4VfexpIkYXEe/D1b01NiQ3n3611OyM9Fd4TftSD8N4mAJwiCIAgnOYP1+BRx0JuMuPKysKYlo6kqkiyjKgpp3dqhtxzfRb9lnYzJZcdgM0NyEsg6EjJ0tGyXe9D9ndmptOiWT2XxFrSoSv3a7bQb3ZecNj0x2m2oqspd/7oVTdOw2q3NwoskyxjsVgx2KzmJLh6bMYVta3aQkplMYmoCi75YTJvOrWjfsyBWjt956MW4D8fusmE/zELee1ldtviC30FvgJ8+XUyywcDEP5+Fr9ZNw44qMttkHFMb4m1JdjJ2ysWEfEH0e4ZGrnh/Hu7KBnK7t6X/xcPjc8sORzbosaQm0nLkADRNQ/8rvkA4EoPZRF5RAZv3q8BpslviyzdIsoQtyUG3s/o1O04z6Gl34Wi85VWMeeAi1n2zkkCTny6jikjISjlh7T0YvcVE67FDKZuzFCUQJLljG5I6tjno3FVB+K2IgCcIgiAI/2MOVS3zRJD1v+xRw2i30H7sAPJP7000rBANBjHarfHgKcsyzqQjLw9hNBtJNieRnL6vlP3IC0cw5OxBmK2mQ65dd6KY7Rb6Xzyc3RtKqNhQSquiApJz05oNcTxW1gQ71v2Waeh36QiUUOSgc8uORHcc2nMkBrOBnucNQpJldi3fjCsjif6XnRZfeP1QJEnCaLeS1K4VAH0uGoamaoccZnki6YwGnC0zKZh4OmggGw3HPGRaEE4UcUcKgiAIgnBSMNosYLPEiqto2nHrFdEb9Nhdv90jj8VppXWf9rTuc/AhoceL0WJqNlzxZGRx2ehzwVC6n90fWa87YI7bL/FbBypJko5br7rw+6aqKlOmTGHTpk0YjUYeffRRWrZs+Vs3SwQ8QRAEQRBOLvsvWSD88RyuyIkgnEihhjoCleWokTCywYilRRamxORjPt+3335LOBzmvffeo7i4mMcff5xp06YdxxYfGxHwBEEQBEEQBEH4Qws11OEr2wVarOqqGgnHfoZjDnkrVqxg0KBBAHTr1o21a9cen8b+SmJGqCAIgiAIgiAIf2iByvJ4uIvT1Nj2Y+T1erHb982D1el0KPutW/pbET14giAIgnCcRJUojQ1N6HQyCUkHrhH3i84RDhPxh/CWV2NJTsDosmE4zhUuhd+Wv9GHEo6gM+gwWs1HXM4AYtU41WgUWdYRVRQkScLksKDTHXq9N0EQ9lEjB66jeLjtv4Tdbsfn27fEi6qq6H9hYakT6bdvgSAIgiD8jkUiCvW1DSxdsBKzxUx6Zipv/nsGF11xHu07t8V8FOFM0zQ8pVVs++T7+LaULvlkDeqB3nxyFs+IhCL4vQFAw+q0YTiBBTDUaBTUKJoaK8BypIXZjwclGEKLRtEZjb96IeumBg/hYJj6khp++uRHGstrGXT5SFr3aY/xIOviaZpGJBjBW+tm8fQ59DhvID99vpQdSzdhdloZ/OeRZHduhdFy4pY2EIQ/CtlgPGiYkw3H/u+nR48efP/995xxxhkUFxdTUFDwa5p43IiAJwiCIAi/wu6yKi4dewPBQGzx5by2Odz2wHXccPFdvD/7ZTJzWvzicyn+IKXfL2u2rXbNFjL6FMIvCHiaqqIEQmh7FkXXH2Ex7V/L6/Yy54Mf+ObdOciyzJjLR1E0rAeqqqEz6HAmOuKLkf9aajRKuLEef0VJbNF3owlH6wJ0xhMTfDVNI9TYROmcpQTr3SS0yaFF38Jjrp5YWVLFC/e+TNm2clq0TOfyuy5izcwfmfviF2R3zmsW8AJNfiLBMNGIgt5k4PPH3yW7sDVbF65n+5KNsX3cPr7+20dMevY6EfAE4RewtMhqNgcPAEnG0iLrmM956qmnsnDhQiZOnIimaUydOvU4tPTXEwFPEAThBIsqCmgHlvbWVJVoKPZtos5kPGxJeL/Pj6JEkSQJu8OGJElomoamKCDLyPsN0/LUe1i7aC0NlQ30PLUnFrsFWZaxOMVwruOlqdFDJKKgN+h59fnp8XAHsHNrKZUV1eS0ymL5jz9x1lEEPNBQgqEDtqqqepB9f7ZPRMFbUc3OrxcR8fpxtsoi77T+GGyxQKIEgiiBEBF/EFOCA4PFjKT7dVPxt6/byWevfhn/+f1/fERqVirvPfsBkiRx7dQryWqdgXwcljvQogr+8l3xn9VwCH95CbbcVsi64/84o/gDbH7/axR/EICanzahKlGyhxahO8qew6b6Jp6/+0UqduwGoHJXFf9+6D9M/sf/Ubd1N4EmP/bk2Bp/AY+flR8vYv3slWiqRv6gTgy58gyaqhpZN2dV8xNrUFdajSP12IYDC8L/kr2FVI5nFU1Zlnn44YePVxOPGxHwBEH4Q1PCChoaaBD0BdDp9VidVsKBIEpYQdVAUaKEQiEiSuyBXSfJGI0GzFYzpv3WlNJUFV+THzWqYrabUVUVNaLi9/qRdHJs3lVKAhDrbYgEQhBV8dU2oppNaJKETicT8AepLqslJT0RkxYhsHUriR0KsGVnYrPYcNe6aaxuxJXiwmw3EwiGqa+t57sv5hNVoow+bwR2uw1Zk0BTMehkdAY9RrsFX5OfD575gNwuLbGnOvjmjW845cKhVFfXUVlZTfeiLiQmJ2CxmNFUFVWJoEUUJL0eSaf7xYtSH4qmaaiRCEDsfH/AQFm5u5pHJ/+N4uVr+dfbT9Hk9h6wj8/rx2Ixk5OXeVTn1hmNpHTJp3rF+vg2c5ILSZaJ+IMYrGZUJYoSCoEWW04gJ60FEV8ATVXZOnMO2p4w2LSjnPIFq8gZVoSmqJTNX0nd2q1AbHHm9heMwpKcEL9ONKKgBIJ4K6oxJzgxOe3oD7MguhpVWfbtCuwJdgaO7kt6bjplW8vZ+tNWcgtyWDm3mOcn/4t7XroDV/KRFyg/ElWJHLBNCfhBVeEE3GbRUCQe7vZq2LKLzAHdjjrgKZFoPNztVVdZj7fBw/alm8jukrdv+84q1n61PP7z5nlrSW2VgRqNkprXgvqSmmbnScg49odTQfhfY0pM/lWB7vdCBDxBEA5LURRURUWn1yHJErIso0ajqGguiIgAACAASURBVJqGhIQaVZH1MkFfEL1BHwtTe4ZnRaMqsiwTDoXR1Ni5LBYTeoOeUDCMqmpYbGZknYzX40NCwmQ0oARCqNEoRpsFnUFPY2MTAX8QnU6HwWQgHAzT1OghJTUJFY1gIIjRZMRkMBCNqmiqBsCCr5ZgNBroObQrESWKLMeGinm8Xux2G/W1jXjdPkxWE/ff9gRbN+1Ap5OZdMV4zp4winAogtEXxGLWoSFRXV7Hl698zYhLRrBuxUa2r99FzyHdSMlI4pnb/kl6ThpX3X8pyYl29CYDajBCzcYdVIVUXn18On6Pn7z2uVzz0OWsXbqBjJbpdOhZgLVVHk1bd2BMTMRf42faddOIRmK9dVc8eSV6u5HrLroTz54g8f4bn/L6J//AU+1m5t9mcv5t40lIcxHaXY81wU7nUV35599fw+P28sBjtzHtudf5/OPZAOj1Ol6c/gw9+3RF8floWPsTWjQKgKNtPubU9GMOZaqiEHa78e7YhhZVsKRnYM3KPi7zpDRNw9voJRqJotPrsCfaj9vQv8NpqGukdNduEhIdbFq3jfraRrr26oQrwUFUiRIMhhgzfiQ//rDvgdxqt9C5W3uWLlhFXpuco7qebNDTondnTE47DZt3Yk1LIqljG7Z88A06s4nWZw7Gvb2cioWrUBWF5E5tcbXOpmz2YrIG9oiHu72aSnYTDUdQQ5F4uANQwxFKv19G6zMHx+f2+Str2fzBbNBi/34S27cid2gR+kPMIZR1MoX9OzP0vMHMfu97VswtJr9rW8645DTeeupdAOqrGoiEDwxmx0JnMMbWxtvTPgCDwwnyifkS4WDz7UwuB0hH3xup08ukZiZTU1EX3+ZMcqKGFXat2oq3vn+8B69szY4Djq/aWo7FYaHTiO7U7qqiblc1sk6maPwgLE6x4LYgCM2JgCcIv0OhYIhQKEw0EiUajWK1mImqKrIkodPrMBhj/7Q1JEKBELWV9YSDYdIyU5BlmagSxWAxoIRipXxNFhMBf4BQMIymaigRBbvLTt3uWjLyMggEg7gbPVhtFlQ1FtoMBgOhYAhJljCZjBhNBhobmohEFOxOK6GmMF9+8i31dY2cM+EMjEYjX38YKxxx5sTTUJQoW9dvx13vpmhwD5bMW0HAH2Dwqf0xmQzo9Xo8/gChYIhlC1fx1isfsHNbKWPGjWT8pDFEIgrVNXXcfdOjlO2qwGA0cMs9V+M02Zn/2SJ6DO7GgNP7EAyHaGxsYu43C3n5+emoqsrgEf24c8qNvDrtbZqavFx+/YUkpyWxddMOolGV1//9Hv0HFzHtnpdp3akVV913CVooxLTb/s1Z153FZ29+TWJ6Ai1apvPF9G9o372A4ecNIRgIsX3TLsxd83HsCbumrHSmTXqUaDT24L1zYwnvPT+Tlu1yePOv79LzlO5MumU8+ohMKKLy4d8+JBqJBS5N04goERZ8vSwe7vZ+/h++NYtzJo5CiSi8/tAbXPnElbx636tc9vjlXHPZZJSIgk6nQ4N4uINYb+XjU/7Bv954Eq10O1o0imw0gqbh2bY19s3mUQS8aDhMpMmN4vNhSk5B8TahhmK9Hv7yUnRmM+b0FkiShBqJEA0FiXiaMDhd6EwmZP2Rw5+qqlTtrOLNKW9QX1lPcmYyF0+5hPSW6Sc05DXUNXLvjY9x+Y0XMvmah9m1vQwAo9HAM688zPo1m1n+YzGt81sy9fl7+eKjb3ElOrjoinEYjAbuf+KWY6qkabCYSe1agKtNNlUr1rP5/a9RIwp6a4RQo4fSOUvi+9au3ow50Yms1x80kFjTkpD1ekINngNeCzd50fbclxF/gNLvlzYLTw0bd5A1oNshAx5A265teO6Of1G6Jfa7qSmvxV3nprB/Zzau2ExiakL879GvJen0OFrl4yvdiRoJY3C4sLbIOmG9xLLRQEb/buxeVBz72aAn99S+GA7Tq3koziQn1029imdvf4HGWjeORDtX3HNxvKfOU91Ii/zYPKCcrq35adbSZsdnd2lFausMgl4/o24fhxpVY732FiNGy8lZfEcQhN+OCHiCcJKK+IMowTBaNEo0rIBeh6bX4/H5CYfCKIrCt7PmUbxsLR27tmPCZWORZAmrzYLfHSISihAMBNEb9RisBqKSyoIfltKlRwcMBiMNjW5kWUaSZOyaSl1NA0aTgdUr12N32OjSsyP2FCcL5y/FZrfRslU2t15zP+vXbCavTS4PP3UnD9/9NMFAiAcfv43M7Azsdiv1tQ1IEjx4x5OsXLoagHde+4h/Tf8r2fmZJCYmEAqGCIcjJCS7yCvI4cuPviU9K40e/QqJqlEUVUc0EuarT7/nkxlfkZySyG0PXMcHb33GZx98zdCRAwj4gnz+8Wzy27Xijgeux2a3srZ4I91HFJJdkIXeoGPxohW0KWiJqmrktsriqWlTuO+Wqcz79kd69enKOReM5soJt7FyyRqee30qSxesRNvzgLtrRykJqQmsXbKe72bOY8CpRUSCEbIKshiR4eLdNz7G5/Ez9pLT8dR66DmkG6/+820+e2Y2Hbu159qbJmEyGPF4g/Fwt9e2ddvpN7IIgBVzV3HmJSOxOayEvAGaapua7eur98V6RX8mdk6JUy8/jfS8dEwJFv7vxZv57uv5KJFYcM86xNyvhrpGVFVDdiUjZ+ShKlEsJgNosYqQSBIRv59QUGXdnGJkSabTiO5Yk+zN5vBFw2HcG9cRaYq12Ve6C2d+OwxOF5EmNwDB2hpMKSlokoS/ohx/WUn8eHteK8wtMo/4gO5r9PH6A/+hsboRgLqKOt6c8gbXPHMtjiQHfrcPTdUwmA3H9WG3urKWutp6aqrq4uEOIByOMOONTzl19BBmvvMFz7z8EF9/OpfW+S0xWYwoSpTslhkYfkXPpRIMEfEFqFm1Mb7NkpKIp7TygH09pZVYUxNp2LyT3OF9KP1hOZoSxZzkImdoEXqTEXOCA9loQN2vNy25Yxt0ewu3aKAEDjL3L3L49ZyiSjQe7vZat2QDoy8dSWJqAtc9diWOBMfRvPVDkmQZvc2Bs22HWIMl+VcPKT4cvclIatf2JHVojeILYHTY0B3j/SVJEjltsnjg1bvwN/kINPpY99VyKtbuQtbJtGiXHd83OTeNwtG9WfvVcjRNo2BgZ7K75BFu9GAx6ZCUMLZEF3qTKKwiCMLBiYAnCCcRTVVRI2GUQJgtsxbiq6wjZ2hPjClJ7CreQUaXXLas30ZUVWld0JJR5w5n5NlDUSIK82b/SIfCApYtLGbIaf3wNnmZ//0SQqEwdruVl5+fHr/OXQ/fxIaftqDTyUy8/Gw2rN5CVssWXDHxVhrr3SSnJPLUvx7kmkvuwOuJre/SoXMBN95xBdddOpmd20p45J6nufSqCTxw+xPce8tjPPbsfZjMRrZu2sGcr+ZzyVXn075TW95+7SOiUZV3/jOTnJaZpKankJGdhqIovDJtOhvXbaXfoF6cOvYUbr92Cls2bGfAKb257b7reOWf0/E0edmxdRdrVq3npXefYcGcxVSWV1PYoyMTLhmLxWJG1TTCoTCDh/elZGc5leVVTJn8VPz9jh1/Ormtsln300ZuuvNKnnjwOdb+tIkBp/QGwO8LsHNrKdm5GZTuqkCSJPLbt+aTis8B2LByM8PGDkKn16Ez6bn+3LsI7Jmbs3DuUv7x2l9488UZfDrjawBKd1WwffNObrj5clJbJKPTyc1CXn6XNpRvrwBiD35RJUp5WQ35XVpT0KuATcs2xfdd9d1KzrzhLN5++SP8vgAABoOecy4chcli4tU332f54mLsDhs33nEFHbu0A+C8C87ktNFD0et0ZGSls7u8Kn7O8y44E4PBwEtvfMmsD77B4bJz011XYMVIybpdnHrhMExmI+9OfhklHHvAX/3VMi54+iocKft6pDRFiYe7vXxlpdiyc+IBT2+zI8k61EgEf3lp831LdmFKTTtij6ESUeLhbq+6ijqUiMLuTWV8/+/P8dS4adO3Pf0nDcfqsh32fL+Uz+vHaDISDAQPeC2wZ1hwOBTG6/Hz5xsvQolEkGSZpP3mtR0rT0klBrulWSgLuT2kdmt3wL7WtCT8NQ0o/iBpYzviapMT65nV6+MFVvQWM+0vGEXp98sIN3lJ7tialMIC5D1FVnQmIymF+ez+cXX8vEan7bC9dwB6gx6jyUA4tC84OhLsJKUnce8rd+BIcMSvcTxIkoT0X1gaYS+92YjebMTktB955yOQdTIJKS7MJgMbN5TiqXaT3jaT/peMwOK0xvczO6z0OncghaNiXwIZzEaMVhMmqwk07aRdLkMQhJPH8furewQej4drrrmGSZMmMWHCBFatilWCKi4uZvz48UycOJHnn3/+v9UcQTgpqeEwnh1bCTR4cOSm0+nS0Riz0wiiUqv4cDc20aEwny7d2/P0I9M4f+QVTBx1FY/c/Qw9+hXibmoiq2ULpt71LFaHjdf//R7DTh/I6y++3+w6i35YyqXXnY/FZeaj9z+nZdtsVixdTWN97KH8tDGnMP21D+PhDmDD2s24G5vIaRkbRrRl43Yys2M9RDXVdSDFhg527toeq83C7dc8yMBhfUnPSI2dYE/P2Lv/+YhQMMzk6x9i/pzF1FTV8ukHX/HXR17gtDNOQdM0Fny/hJeee5OzJ4yKXz8UCrN5wzbGjBtJjz6FvPrC27z+7/doqHezY1sJ1148mXOGX8aP85bh/1lhhE8/+Jpefbsy5+sFdOwSW6OmqF+3eEgDSM9Kw+8PkJKWxNR/3IPJZCSy56G1fbd8jCY9Z14zmiXzVzY7DuD9Nz/F7mweKrZs2I49wYbZaubaR67Atuf11p3yuOD/xrHgy9gwuz4jerJ59TYaahrxNfkZMWkE3Yd3x5nspEPfDpx707moIYXXP3mOSVeO4/xLx/Kfj/9BQqKLF59/k+WLY8PHvB4fjz3wLA6HjTPOGsHpY4Zx7SV38NDdf+XJ5x/kzHNPo7BHR+584HomXHI2s2f9wEdvf044HKGupoEHb3uKpOxkNizewHM3vUAoFIkPFYXYWmcbf1jT/IbdbzifbDKhpWcTSc7AG5XRuRLQWaxYs7L2VQfVmvdEaqrKQTonD6DT63ClNg9NSS2SkCSJTx99m8aKeqKRKJvnr2PFzEUox2nOV27rbBpqG2nbvhXOn/VCTbpyPKPPG8GMb1+mW6/OuBIcJKcmHZdwB+CtqKZ61UZajuiLbk9PjaZqWFMTSSnct86SPTsdZ8tMQm4vrUYNxGi1YLRbMbkc8XAHIOlkLMkJtD5zMO0mnE56UZdmQw1lvY7Ubu3JGd4HW2YayV3yaTfh9GbnOBiL3cKE/xsXHyor62QuvvMCElJcuJJdxzXc/VGYHVYKTy/inCkXM2ryeFrkZ6E3Ng+tBosRW5IDW5IDozUW6PQmowh3giD8Iv+1HrzXXnuNvn37ctlll7F9+3Zuu+02Zs6cyYMPPshzzz1HTk4OV111FevXr6djx47/rWYJwkkh7PWjBMPojHosmXnUby7B1a4VFSU1uIN+Jl/9cHzY3SPP3kkwHGLpwpXx4zet28qcr+azcd1W8lrncNaEkezaFhsKJ0lSsyIHRqOBP11/IRecdTWepti8rvfe+Jg3PvonTpeDJreHpJRENm3cys811Dfi2PNNdtuCVlRVVAOQmJyAThcrprJjWwmdCtsz7qKz+PaLH+g7qBezPvyacZPOYuq9f8NqsyLrZEp3VTQ794I5S7j4ivHxn5f9WMzNd1/VbJ+MrBb0HtCTiWdcGe/NWvZjMVOemkyXbh1YU7yB1//9Hq998A+MRgPhPe9b0zQUJRZWVE1j4iVn02dAD5597EUA+g3uicNh55G/343P4+OzD7/hT9deQJtOrXAmORg8uh+EFToUtiK6bRc/50o8sEKgyWwiMTUBT52HH79ZyrUPX47RZKSytIpgIMS4a85CCcfmOr7+5Nvc+PjV+Dw+3rj/dXqP6s3oq0ZTW15LXVk1abkt2LR8Ex1zW5HWMh2r0UTIH2LVstUHXHftT5u49OoJvPP6TFRVZfOGbdzwp7sYfc6p3Hj7FXTISUGVZeZ8teCAY9et3kRqdiplm8so21JBYlYy9WW1+3b42XQ3yWBAZ7WiRSIoaTk8cPvTrC3eSEKSk/sev5XuRZ3ia5RJsowxIZFwY8O+31FKKtIvmD9llCJMuu8C3nr0bdw1bhLSEpj04MWEfcFmIRRg54ot9Dy73wEPzMciOSWRlz/4G7NnzeO516fy6YxvaKhtYOLl59CqbS52x/HpKTyYxII8Nr//NWgarccMQZIlDDYrRqedrIE9yOjTZc9i3xKRSISCcSN+0fpshwsIBouZ1MICkgrykPW6X7Sot8lspGh4Dzr2bk/t7jrSslKxOi3o9H+86qnHk6yTsSYc+f6JRqN4G7w0NXqxOaxY7GYsRwjdP6dpGoEmP7IsxYpN6WTM5qOfR3gwEX+w2VIvxzI/URB+zyKRCHfddRfl5eXIsswjjzyCXq/nrrvuio0Gys/nwQcfRJZlnn/+eebOnYter+eee+6hsLDwhLXrvxbwLrvsMozG2LeQ0WgUk8mE1+slHA6Tm5sLwMCBA1m0aJEIeML/lJDbi6+6nmgwjCU5gc2f/EDm4B68fu9rnHvvBJ649QVatc2le+/O1NU2IskSO7aWHHCeXdvLSM9IZcZbn/HeVy/ibmhCkiRKd5bTpXsH1qzaAECv/t1Y+MOSeLiDWO/Ypx98xYBTevPlJ99hNBo4b+KZLF6wIr6PxWKma4/OPPOXaWTnZnLvX27h8Qf/QXJKIg89NZn0jFTcDR6sdiv33fIYQ08bwFnjRlJbU8+Y805j1kezqSir4qkXpmB3WDEYDc2CZ4vMNOrr9g3Da9+pLdWV+8LFkBH9yG6ZyZriDfFwt9cXM2czYGgf1hTH3qOnyYvdaae+NhYm8ju0pqa6jq49O+FKcHLxVeejhBXGjDudy6+7EJPFxBXjb8Hn9cfPGY1GmfzQ9dSV1iIrUby19cguB63btKRV29z4Z2C1Wbjg0nMo2VHWbCjmTXf9GXeNm/mfLWLF3GJWzC3GZDHR59SeJKQl0LFXe76a/i1+X4AbH7ua2e9/z8jxQwl4A/ww4wcAJFniln/eRNjtpWlnFaltMvFW1LHq/XkUnT+IXn26smNb83shNy+LD978DPN+c4XcjU28/dqHtG6VTY/uHVBlHZ26tqN42dpmx7Zqk8uGL34CwJniRN1vWKnBYqT94C7N9tcZjSR27oqnrp6nH3mZtcWx+WKN9U3cfcOjfDjnNaz22EOsbDDgzG9HoLqKiLsRY0IiprS0I86h0lSVUHUVtkiIqx+7DBUJGRWTQSKqO/BhMjknFd1xCHcQ+3KkRVYa5196FpFIhJvvuZJoVMV0ghcPB7AkJ5A9pBe7l6zGU1pFi96dSemcjyRJscXL92vDtg0b6NChw3G5riRJ6I9ynpnFbsFit5DyP1yuPxqJEA1FYguwG/THradt945K/nrjs/g9ASRJ4txrzmLw2QOx2H5ZkIoEw1RuLqe2pBrNZmT2+98jSTJnXn46wfQg5l8RyCL+ADs+n4evPPZFnzU9mdZjhx7zQvCC8N9QvXorO79bRsjtxeSykze8iLTCtsd8vh9++AFFUXj33XdZuHAhf//732P/v7j5Zvr06cMDDzzAd999R2ZmJkuXLmXGjBns3r2bG2+8kQ8//PA4vrPmTkjAmzFjBq+//nqzbVOnTqWwsJCamhruuOMO7rnnHrxeL3b7vnHtNpuN0tLSn5+umVAoxIYNG05Es48oGAwe1bXtVgfVVXUsXbiS7r27kJ2bAagkJyYgaRqaJFHX0IjHe+AaSkdiMplITUxEL8kgSTR4PLg9TUc+UPivOtI9k56Sitbgo3btdhq2lNJu3HACdW50Ngv9zxmAwWhg3CVjkGWZ+d8upkVWOh265JOUmshrL7zT7FwDTunN9FdjfyyqKmr49st5PPDk7bz/xsdMnnIDsz6azbqfNjFs5CDq6uoPaIuqalx81Xjq6xppkZWOzW7h8X/czwdvf4YrwcllV01AUaK8OXMaJpMBm8PG48/ej8GoR1VVZrz5KWkZqUQVBSWi8N2X87npzitp1ymfzeu30qYgj9c/fA6rw0ptTT3X3fYn/vH4S2iahtFo4J6/3Mybe4aS5rbK5vYHrsNkMtGxsACLxczO7aXcfs2DXH7dhQe03ZXoxOeNDSc1W8zktc7hwsvO5cf5y2nfqS1njT+d5T8Wc9OdV3Ljn+7muVcf48FJU5k6/X40VWPDpq3Nwh1A0B9Cp5PJyE7B4rRStb2Un1ZtY+5ni7j3kZspK92Nz+dn4PA+lG+tYNeaEl59/1nKSirIbZ2NTpL5dsbc+ENvQoqLa/9yBbNmzubvT7xE0YBujLvoTBZ+voRPX/uCc/48GovFRH7PfLas2ILNZeOsq8+ketVmPOU19DhrEMs/WUzj7lryB3QkPT+TK669iO3bSlix5Cdsdiu333c99bWNJKcmcua405j10TfxYbZp6SkMOW0gZZWVBEMhzpt0JssWFbN5/TYkSeKciaMIugN4G7zktM8hpUUCZ04ex6b560GWaDegA7KBg97PLnsCP61oHhYjYYXq3TXUNdTEC9cAOOx2TClpeEIhvFu3HfLfxl42q5Ukh5PQzu3giVWCVAFzu44EwyGKzh/E8g8WoKka9mQnfScNpaS8BEU5fHGQ3wNnupM2E04DJJoCPrbs3H7Q/Y72/03C0bHb7NiMViQgHI3Q5Pc0u79aJKfg21xCzcoNaFGVhIKWpA3oht8fJhwIx6oUh/34Ar5DX+QgnDYXbz75Dn5P7AstTdP46N+f0mNYN3aWHLiUws9JkkS6M4WFr31N9wuH8vQt+6bBPHvLC9z76h0EtQDRaPQwZzk4i8WCzafEwx2Av6qO+k07CSXb8PmO7r0KJ7+T9e9MJBIhEAgceUegbt0Odn21GHXPiJ6Q28uWT+cRDodJ7tTqmK6fkZFBOBzG5/NRX1+PJEmsXbuWLl26EAgE6Nu3L/PmzSMvL48+ffoQDAZJTEwkEolQXl5OUlLSL36fR/P7PyEBb/z48YwfP/6A7Zs2beLWW29l8uTJ9O7dG6/X2+yPgM/nw+k8/GKoJpPpuH1TebQ2HMW3pIFAkDdeep9/Pv1KfNukP4/nmusuwLt+DVo0iqTTkdauI1n7z1H5hSI+H9ULl6D4/Ug6HUndCmmRnx//NjwaCqNFY9XwZJ0e+Th9oy0cnSPdM2Gvn7ACteu2Ixv0SLJEcqc2eJv8NNQ2km8xEwyEeOahf8WPGTiiDwmJTqbPmkZtdR1vvvQBPfsUoihRtmzYzmXXTOS7r+Yz481P6T+kiMuvv4hwWOHiK89n1bLVFHbvSDQa5ZUXpscf/k0mI2eMHY6mwYBBvUlMcLF58zbSM9LoO7AXfp+fO254mKrdNdw/9VYWzVvGlTdMoq62AXdDEx++O4sVS1bzzL//n73zDIyqTNvwNWd6TSa9J4SShI6AdKQoIIgKoiKgIlhAXVgUUcHuZ1kRV8UFVlZFcVWwgmJDQYoUEZReQ0lCep3ezpnvx8BASIBQZBHP9W/eOXXmzJxzv8/z3M8zvPpc6Fj1Bh3VVTasUREEA9CjVydKCssQlAJjb5rEiDuGMu/TmVSUVdKoaTpFBSU89NT9BKUgRpOeoBhEDIgYTUbuv/0RaqpDExgms5GcVs3YuXUPEIqg3X7PcJ588EVyWjXjvgfvYMb/zUaSJDp2bceQ4QN5f+7HHNyfzz+fn8ODj93Lsk9WcOuDNyMGRGY//B8m/us+IqMiwjWIAKPGDMX+224kMUBk41TMzRuzfOYXVBRX8tL9r5HUKBGtTkOHDq3IzE7DbDLw+6otZOZkEB0dydNj/4HL4ebpeVNZvWQdg0YP4LV/zA1HzXZt28uBvXk89NR9ZDVLY+1b3xOVHsuNDww7YhAo4Coq4+DOA0SkxGGMttBn3EACvgA6kx5BKaDXuXn2/x44Fs0JgtFkoNsVHfH7A3z63TusWrYWrV5Hlx4diImNQqGIDZ/jq28/i9vlQVAKqJRKDu8s4J7p9xCXHofRqMXnsNOiWyYAuigzSq2WnIi6tv8Ou5OWbXNYfZx9v1KlJDYhhriEmIb/YE6C6PMRqKnGVxWamNDFJ6CNsGBQa4gcEEnOFa0J+ANodBr0EUaiFOe+z4sNM1aSTxgLBoMEXB68Hg8arRa1XofiD6x5C0oSQSl071Kcohec3+VB9PlREGo18GdO2/O5vRzYsIfv532Mz+0luUU6V95/LYbIY5PTjqIySjdsP7aOzUlJfjmvT56D+0h/0DseG0Wb7q3QnIHzZU15DSX5pbXGglIQn8vX4GeRvau3kZCdyvofN9YaDwaDbFi6iRvuva7Bx3MiBcf1fjyKp6yKtLbZF6RHpcyF5UyegS8kO3fuRK9vWNS4cNXmsLg7ihQQKVy1mZQOZ5c9GBUVRXFxMUOHDqWqqoo5c+awadMmDIaQcZLVasXtduP1erFareFjNZvNR3oDN+zY1Wp1nc//VILvgqVo7tu3j4kTJ/Lqq6+SnZ0NgMlkQq1Wk5eXR2pqKqtXr+b++++/UIf0h2K3OXjrX+/XGvtw3mfcOvp6lEdmy4KiSM3eXUS1bheuU6kP0eMl4PUS9AdQGQ2gFKj8bQsBlyu8nYpNv6Pr1wdBpUL0eCn7dRPe8lBDVVNGGpE5WSi1cnH2xYbkc4Ut4iV/gIDXR3TbZsz++2zufG08B/bl8cn8L8PLj7zrBnZu3c3Ml97C7/OTnJbIzHeep6y0gm8WL+PpGQ/Tsk0Wo669F4A1KzawZsUGclo1ZfrsJ0lKTmDOy+8y/qE7eOuj1/hm8Q8EAgH6X9OH9/69kP6De3PVtVfgcXtISI6jtLScQwfy+fqLHwEYfEM/omKsREVbS4IF0QAAIABJREFUibBamHjXY5QUlQFwedd2CAoFBXlFANx5/yiiYqysX7aR+OQYKsuqycxK58dvQjb+7725kP++9QlGk5HGzTLodkVHJt/5JFf060qz7Mb0vrobv675nZy2zcLiDuCZh1/mhden4XZ7OZxfRPPWWWz9bSfTZz/Fpl+2MvOlt9i9I1Q/uGrZOvoP7s2wkYM5dLCAB6aNQ6vV4nV42LJqGy/eOYPoxCj0Wi3vfPoqC99bTElxOTeNvAZrEILeAKndO7Dzv18TdXkrjGYDFcUhkVF4IHSeOqMeg1FPcmocUVd1RBthQlRAYnoCuzbtYdZjc/nbi/eg1qv5/eHaUa6fl//CA9PuxhptZtCUYQR9AVwH8olrnYVKr8UcZSK6cTJKtSqcdnh8GwCNUU9ioxT8bi+CWoX6uLQ9jU6D0WzgxlEnf4CzRkdiPS6rLia+doqdNtKKZDKjUCpP2crAZDby4JPjKSkqC5nLmI1MfWFiuF7zXFFqNFiaZhGUREAROp4jk1kagzZsQvFXw1ttY9/ny/BW21EZdGQO6okxKfYP6Qsn+X24S4oIeFxoLJFoo2Lq7WHod7nJXfQTziP/C6bUBDIH9fzTijyP3c2y2V+FXx/efohfP/uZLqP6oD7ym3Sc0LrC3LwJs5/7L25nyIwp4A/w7vP/5f8WPHlGAk+tVdOmeyvWfnOsJ57RYkCvb/g2IpOiOfDLbqyxdSdmYpPPbSLEmpVB2W+1HzCjmje+oOLO73JjO1iIq7gca3YjdFERshGNzEnx1tSfMXey8YYwb948unfvzoMPPkhRURG33347fv+x8pOjwSuTyVQnqGU2n58WMvVxwQTejBkz8Pl8PPfcc0BI3M2ePZunn36ayZMnI4oi3bt3p02bNhfqkP5wTkwREkWRoHSCi5zfX8dZrtY6Hi8l6zbiLgpZnCt1WpKvuoKA64RwdDCI5PMT1Olw5BeExR2A42AexpRkWeBdhAQcdlTmKCxpCdjyiinZuBNfXBxGixGHw0lVRTW6IzcrpUpJ9ys7MWbYxHDK2+G8ImY8O5ux949E8kp89J/Pad6mGRMevosZ/zebgD/Azbddxw0jB/Pjt6tJTUvib4/eyfIvVyMqRYryS1GplEy8Yxoet4cx40dQUVpJ8eEyktMTiLBYmPDQXYz/+2hsNgerl69nyec/cO+k21Gp1Ly94FUO7MtDo1VjjbYiBgJMfe7vtG7XHJVKxa7f9vDmS+8B8Oj0iQQCIqkZSeHzF0UJW42d5LQEfF4/197Un4FDr2Lavc9z5TU9eXfWAt748EVS0hLDwrG8rJKNG7YSFRXJZx8u4eVn/oUoSowcOwyf1xsWdxByyqwprEKn0XDZZS3wuv3s2ribtKw04tPiuOe5MWQ0T8do0KJXC9w9/iZshwrQ6kMNuEWzloDTSaOB3Snfupdb7r2e6ZNnhWvTOva+DGOEEa1Rj0oJQW8QpSqIRqVm7NSRvPrQHApyC5kxaSZT5z6EVqvBe8SQAELRNrVOQ2RcdKjfmDGIVyWFa6AEpRLNaQwVBJUSrdlwymXOFoUgoNQ07GEyISmO1975P7weHyq1EkukBc15zBwQ1GpAzkQ4it/l4cDXq/FWh9JWAy4P+xYtp8Xo69CYzu16CHi8eGsc2POKMSXFoo004yrYj+gN3XfcLieSz4c+MaWOmKzelxcWdxASP/a8IqKyzy796WwRfQH8bi+i349Ko0Zt1J+Vo2d1YUWdscIdh/C7fWGBZz6h36TKoKe0oKzWmM/rx3fcb78h6PRarr29P4JCweaftxGfFsfw+4egboj17BHMsRFozXqad2/F2u82UH7kfBLS4mnTvdVp1j412kgzaf27Ubx2M8GgRHzHVuhjzo+LbEMIuDwc+GolziNmX+Vb9pDatxPRzZv8oZFsmT8v2ghTvWJOG3H2k5EWiyXc8zQiIoJAIEDz5s1Zv349nTp1YuXKlXTu3Jm0tDSmT5/O2LFjKS4uRpKkBqdnng0XTODNnj273vG2bduycOHCet/7M2M0Grhu2NV8+tGxmb8rr+6JSqot+pR6A5wiPdPvcITFHYQEX+X23ZibNqZq8zHLcoVSiaDVEBRFvPXUV3krq9HF/HUL4C9WdLHxOA4doOl1PanYdRB3RQ2mBCsuuwu9QU91pY2Rdw/jqUnTMZoMlJdW1KpnglC7gpjYKHoP6IYkSaRnptK9TyfadmiJQgHV1TaGX31X2PyjTfsW3H7nzej0WspKQpG/+MRYHnx8PNFxVvL2FZDVsgk+rw+Xw4Vao2L2i/O4+sYr6dipLRlpqSx8azF3ThrJt58t4/Iel2E0G1AqBapsTpxVLvZszaVTz/YkpMQz/tHRNG+bRcAfQB2EzKYZdO/didXLQ+l80TFWxtw3kqAkseqH9Txy97M0b5eFWqNm7ISRPDnhJf7xxhP8+7X32LMzl25XdGTITVfjdnl46amZ4fP6eP4iPv7+LbKaN2XlsrW07dCSgdf2RafRojfrUYgiymCQ9j1agVIgPjUG1XHiRdKoUXg8BO12qnOP1ToJGg3J/ftgiLXiD4i8/Mmz7P59L/GpccSnxGE+cmMQNFr0MXG4S4uQFAqi45N45F+T8Pn8qFQq1Fo19zxwG6+/8J/wtidOvQtLpDl0HEeib5UFecQnJf4BV9sfj/U8tQiQaQCShKuktviQfP56G5NLYgBQNCiyJwUCVOzIpeCnY+l3sW2zic5KDAs8AG9VOfr4xFo9DIPBIM6ick7EWVx+QQWe6AtQvusQWxcsQ/IH0Bj1tL97MOazMIGJTKq7TmJOWq1ouTbSQkKnVpT8uj00iRvwk92+Gbs27gkvExVvRXuGkSVBpcRkMdC7R3OuurYzAacb8VA+ukYdG7wNndlA51tCvVIfmjmR0sJylEolllgzEdGnLok5HSqdlqisDCxpieHXF1JYiT5/WNwdpXj9ViIyU0/b3kPmr0lG347s/XJVrf9JQa0io2/Df1MnMnr0aKZOncqIESPw+/1MmjSJli1b8vjjj/PKK6+QmZlJ//79USqVdOjQgZtvvhlJknjiiSfOxymdFEXwxKfFi5z/ZQ7wme67qrKaVcvXseKHNXTu3oG+A3oQYdRh27cHv92G2mzB0qQZSt3J/4jsB/MpXVs7z10XG01c1w5UbtqMp7wCpUFPzGVt0VgjUQgCzvwCKjZtrrVOYq8eaCLrpmjI/LGc7pqRRBHJ56Po59/QJ8SiUEBQq2PpBz+RmJVCRvsmbFq/hcxmGfy65nf6X9+b4QPuCtv/Awwe1o8bhg3i+/eWcv291yEoFWj1Wn5evoHkjETefP29sIPmUf4170Vef+I/dO7Tnsu6tSYuMRqLxUwQmPfyBwweNQCf309MQhQqtYopdz7D4UNF4fWzWjVh8jP34vV4eejOpxkyaiBtL2/JwX35NG+bRUpqAnq9hqptuxG0Gnz+AFJVJUgScd06UV3jpKbajr3GjtloIn/LATLaNSYvrxCTyYjo9rNk3neMfmwUKo2Kgv2HSWuSgqPagb/aTXyMHk91FTUGE3Nem4/b42H0PcPJzkwmIi6agCihNehRnkWqWsDlpmzDJjxl5ajNJmIvb48mwtLgOtmgFBKc9S1vtzmoqqhm3+6DNMvJJDIqoo7V/sVa5yBzceF3e9j3+TJcxznNKrUamt9+bTiCJ4kBRLcbT2kRCAL6+CSUWt0pr2Wfw8X2eYvCzdUBUChocds1uA4fM8UR1BosTXKORFaPYcsvZu/H39cay7rlakyJsVwoPDVOVr/0Qa2HOFNCFB3uvhaN6cwe/H0uL7nrd/Hzez/g9/hIzErhqolDMFprz/iLPj+i76iLphq73cV/X17Arl93k9I0hdFTRxKXEotwhvX2R+ss3RXVKDVqNBbjeXGpvBT+Z7zVdnbM+6LWmNpkIOuWgacVeEc/V5/diVIbamav0v8504gvFBfrNXOmx3W+XTQvFPWd56nO/YJF8P6KWKMiufaGAfS/pg8ajRqFQkFFWSUuUwzqqERUBt0pxR2ExByCAo5L7bQ0zkCl1xNzeXuCkhQqZNdqw3nv+vh4zJkZ2A/mISiVRORkoZRtiy9KBKUSQa/H0iiF8s27iMxqRMnytfS+7nIwGBB0Wrr3vhxRlBhyS6jp94szH+flZ2dRXFhK9z6dGPf321EjcPPfhxEUJSxxEXhdXpo2ziAy0VqnpQCAQqlAq1Pz46KVKBUCnXpexivjXufxeY9w1yO3suWXnaQ3TcFld6M1aHj69Sm88uQcdm3dS+sOzblz0ijEgMh7byzkzc9msGdbLhqNhv7X9cJ0XN2VtUUzqnftJVBahi46CmuLLFR6PbF6PVUFFXz7ymJctlAtqXrBSib+ZxIICkR/gIkz7mXDwpUk5aSSGBPN/tU7SW2RTnLrTNQKCXdePuZqG489PAZtXEyoF50URKFSoTmHGhCVQU9c546h35ZCgfIMZ91P9fBstpgwW0ykNUo56+OTkYFQz7pGA3uQu3g5nvJq1CYDmdf0rNXiQPJ6se/fHX7tt9cQ0awFSu2pH2SDJ5gQEAzWyTQxJKehqKfFhSHGSmrvyyn+ZSsoFCR1aYOunj6RfySSPxBq3J6TjuQPULG3AEdJZZ0SiZMh+vxIARGVToPGoKVp9xaktc1EEiVUWjX6elKilRp1rfYcVp2GMY/fis/jR6VSYoo8uxQwhUKB2qiXI1L1oNSoMSbF4iw8lg4bf3mrBtXg+WwO9nz0LQF3qE4yslk6Kb0vRy2LvEueuNZN/hSC7lyRI3gXcN8lRWXcNfIBDubmIQgCd4y/hdF3Dyci8uQ3Pykg4qupoWLTNkSvF0vTTMwZqShPU6gtBQJIR2oABY3mjGcNZc4PDb1mAm4Ppb9ux5gUG7Ka3r4XpVZD3OWt0SbEUrS7gN2rd5DeNpPUdo2x2x0IgoBGo8Gk0yCJImq9DqVWjSAISKKIy+YiCCz/YQ3PPjIjvK/4xFje/vhVBIWAKIrs2rCHrau30n/UVSSlx6HSqAg4PRxevx17YTmZ1/Zkz64DRMVHIQZEqittxMZH8cb/vUVSeiJ3PTiKyOiTR4elgEgwEEChUtbqeea2u9i7cS9rPl+N1qCj35gBxKXFodYee0hyVNo5uGkvAV+Axh2zUOvU6I48XAU8XggGQ3ViZ2BccLFzsc6Sylyc+F1uvG4PWp0OlV4bnmAIShLOgoP4qmun7OsTktHHnTwFWPT5KVi5kfItx9ILzelJNLq6GwpFENHrQWUwolCqTpryKUkSotsLXPi0PQhF8OzlNez5eQcavYbMDs0o+X03Tft3OqXZSzAYxGdzcnj1RrzVdqKyGxHVvPEl+dB/qfzP+F1ubAcOH0kDzkQXfXqTFdHnJ+/HtVTvPlRrPGvEIAxxf1xN1J+di/WauViP63xzphE8WeBdoH273R6ef/xVFn38Ta3xRT++R6Mm6addX/R6CUpBlFrNGbdUkPnfcSbXjOjzI/n9hPI0g6BQoNRqwg9R4pFZ6TN1KKuptrN10w4+/2gJaY1SuOWOIcQlxCL5/QSDQby+0Gy94YTUJa/dGUo30qhwuXx4PV4EpRKlSonP40MhKNAbdOEatLMhGAzisrlClv+nSJ0S/QEUgnBWJgl/Nv4qNyuZ80d910wwGMRdfBhPWW2HR0NKBrqoU7sn+l0eavbnU70vH3NqAlE5jf5UzasrC8r4+JG3w2ZIeouBYc/fgek0NWd+p5ud//2KgNONpUkahsZpaMxGTNER59QQ/GLkr/w/E3B7yP1iWZ0a1kaDexHZOPV/dFQXPxfrNXOxHtf5Rk7RvEhxuzzs2r63zvihAwUNEniyA+alz4kpPnXeV5/dzzUi0kz3Pp1o37k1arUa1ZHtHK2dMZwk+KU9rjYsQvfHPNwoFAqMEcbTLne25y4j81dFoVCgjY7DW1ke6olKyAhIYz59LbbaoCO6RROsWRkISuWfalIx4POzadHasLgDcNtcHN5+iKyep3aN9DvdBJxuojq05FC5g08enI3H5aHX9T249o6BmM8yzVLm4kKp1RCVk1lL4CmUghy9k7mkkJ+aLhAWi4ne/brXsnAXBIGs5pd+HrDMxYH+TzQDLyMjc+4IajURzZrjdzlRKARUekMdU5SToVAoUDZw2T8DDUlWEjSqUM2tNZJ3pswNjy9duJzUxsn0GNxVbuB9CaAQBKxZGUj+AOXb9qI26Enu1VE2WZG5pJAF3gVCpVYx/LbrKSku46vPvicmNorHn3uAyAtcfC4jIyMj89dAoVCgUGvQRlw6NaqnQ6VRc9m1XchduzMcxdOZ9aS2Pn2bBpVWS1z75mz+vW62zYblv9Gxb3v0RlkEXAqo9DpiL2seaswuCLXMiWRkLgVkgXcBiYq2MuWJ+/nbg2NRKBRYoyNl8xMZGRkZGZnziCUukpun38WOH39Da9SRdUUrDA2oFVbptcS2bkpjbd1shyatGqHR/XWE8l8BQSkgyO6kMueJzZs38/LLLzN//nwqKip47LHHsNlsiKLISy+9RFpaGgsXLuSjjz5CpVIxfvx4evfuTWVlJZMnT8bj8RAXF8cLL7yAXn/u16Us8C4wRqMBo7GuxbKMjIyMjMyljtfpwe/xQRBUOjW6M+xL1xBUWjWRiVF0HdX3zNfV6UhIT6D3kB789MVqgsEgjVs0otd1PVD+BUyeZGQudTYs/ZXFc5dQVVqFNc7KtXcNouNVHc5pm3PnzmXx4sVhYTZ9+nQGDx7MwIEDWbduHfv370ev1zN//nw+/fRTvF4vI0aMoFu3bsyaNYtrrrmGoUOH8uabb7JgwQJGjx59zucpCzwZGRkZGRmZPxy3zcX6j35i50+bIQiZnbLoOaY/esvpjZYuJOZIEzeOv57Btw9AFCW0ei0Wq/l/fVgyMjLnyIalv/LB9AX4vX4Aqkqq+GD6AoBzEnlpaWnMnDmTKVOmALBp0yaysrIYPXo0ycnJTJs2jbVr19KuXTs0Gg0ajYa0tDR27drFxo0bueeeewDo2bMnr7zyynkRePJ0lIyMjIyMjMwfTun+InYuD4k7gP3rd3Pot9z/7UGdBIPZQFR8FLFJMbK4k5G5RFg8d0lY3B3F7/WzeO6Sc9pu//79UR3X5/fw4cNYLBbmzZtHYmIic+fOxeFwYDYf+y8xGo04HI5a40ajEbvdfk7HchRZ4MnIyMjIyMj84RTuOFRnrGDbQSRJqmdpGRkZmfNLVWnVGY2fLZGRkfTp0weAPn36sG3bNkwmE06nM7yM0+nEbDbXGnc6nVgs58d8URZ4MjIyMjIyMn846e3qtgXK7Jglm43JyMhcEKxx1jMaP1vat2/PihUrANiwYQNNmjShdevWbNy4Ea/Xi91uJzc3l2bNmnHZZZeFl125ciXt27c/L8cg/6vKyMjIXGI4ahw4a5ynX/Aiwev0YCut5vCOPByVdgI+/+lX+gOw1zioKKvE5/X9T/Z/qWNNiaHDsO6oNCoElZLWV3ckMSf1f3IsXo+3VjN0GRmZS59r7xqEWlu7v6daq+bauwad1/08/PDDLFq0iOHDh7Nq1SrGjRtHbGwst956KyNGjOD2229n0qRJaLVaxo8fz5IlSxg+fDi//fYbo0aNOi/HIJusyJwTwWAQn8NF5Z58pIBITHY6apMBQXYbk5G54DhrHBzcfogf//sjAP1u70dGiwx0F3HvLp/by/YfNrHuw9AMpqBSMnjqzSTlpF2wptKiKHI4r5h/PjuHQwcK6N2/G6PuGoY1OvKC7P+vgt5soO01nWnepy0AGr0W9QVuPeCocbBr417WfvcLaVmp9LquOxHRcj9aGZm/AkeNVM63iyZASkoKCxcuBCA5OZl33nmnzjI33XQTN910U62xmJgY3nrrrXPe/4nIAu8iRvT6EL0+/G4vGpMepU6LoFSe8XaCwSCSz0fA6UChUqHU6VFqjt1UHXYnbpcbAIPRgNHU8DYOPoeLTbM/w+cIrX/gh1/ocO8wdHJRusxpkESRoCShVKvxeXxIAbHBlum2ShsumwuNXotWr0FvCDWpDYoiCqUSQfXX+2vz2pyUHizh3SffDY+9Pe1tJv17EomZifjcXnxuHwGvD7VOiz7CcEFT44KSRFCS6nw3PpeX9QtWhl9LAZGf3vyGIU+NwhB5+t5lDaWm2sah/QWsW7mRdh1b0jQnk8ioCACqK2sYf8tDVFXWAPDh25/j8/m5f8oYtDq5AfL5RK1V15lBPxMcNQ4CfhGVWoUp4szcNwP+ACsXr+HT2YsA+H3VFjYt/40HX58gG6nIyPxF6HhVh/Mi6C52/npPQX8SAl4f5b/vomjtZgAEjZqmN/bDEBt1xtsSPR7Kf/2FYCAAgDoiAmvL1ig1Gqora/j3K++x5NOlKBQwaFg/7v77reEHn9NRsetQWNwBiF4/Beu20bh/JxRyXcVFiej1gVJAeR5FkCRJSKKESh3aps/nQ1AI4de1lhUlggE/rpJSfHYHQXMUaxeswuNwc9ngTiRnp9Yr9Fw2Fx63B4/bh628hk9mfk7xwWJ6DunOgFFXIZWX4ioqQhNhITI7C5Xhj2lg63V5sVc72L85l7i0eGJSojE1oInyqRBFEWeNE4/TQ6w1Fq/bi1Z/emEh+nxIAT9BSUHhb3vZtKmuI+Gv3//K1WMGsGvFVn6e/wOSKGGIMHL9EyOxJsec03E3FNHnw11cRMBhRxsTi9YahaAOPeSL/gBBKVhreXtZDcH6NnSWeD0+Pv/ga/79z/cAeAe4fvjV3DdlDCazkepKW1jcHeXHJSu5fdzN503gBTxe/A43rrJKjAkxqAw6VFq5cfapcDnceFweALQGLc4aJ2898x77dxykSatMxj5+GzGJ0Q3ensPmZOmC5bXGCnILcdldssCTkZG5pJAF3kWK5POHxd3R1/k/rifzut6o9Q1Pt5JEEcfB/WFxB+CvqSHgdKLUaNiycQdffvxd+L3FC76la6+OdO/TqUHbF+uplRG9PoJBuDDJVTINRfT6qKmsobrKxq5tubTs2By9QYfD7kKlVmG2mIi0HktVCooSos9HwO1GqdGgUCpRnXDteRxuqmvsfPLfL6msqOb2e27G4/Hw37c+xWgyMGrsMGJjrGgMofV8Lg8+lwfJYUMQBNRxScybOJvAEdvi/G0Huf7Rm1E6HegizVibpKAx6nHUOFk89ytWLV4DQExiNGOeuI3ZD7/Jys9X07l/RyINBvw1Nvw1NrwVVST06IJSV/9vRfT7CQZEIIigVjco4icF/Ih+P+XF1XhdXqxJUZQVlXE49zDterXFYGl45PtEyvLKmDN5Di6bC0EpcN3913FZ38tOKfJEn4/qkgpKi6qoqrCRmZVGExSs/3p9reViU2Pxu32sfncpwWBINrlqnCyf+w39xg9AJUhoIo8Jrobg9/hwVTvI/WU3lthIkpqnYThJNEX0+ajZsZXAEZcwX1UlYmoahpS00DWg02KOjcBedkxgNemSc05RnhOx2+y8O2dBrbHFC7/jjvtuwWQ2YjTX/e4SUxNQqc48Y6I+RJ+fst93U7jm9/BYer+uRGU3QjhP+7jUsFc7+HjW56xashaAbgM60WVAJ/Zt3Q/Ant/38a9H3+SBf96PuYHiTIECrb6uqFbK34GMjMwlhizwLlLEeor8vdU2OFM76aCE6PXWs/3Q2LqVv9Z5b93KjQ0WeLEtGnNw2UYk/xEBKShI6dpKrsG7gPj9fqoqavB4vOh0GiIjLWjqiTq4nW6Wf7+GmS++g0ar4Z/znmHyuKc4mJsPQLdel/PEPx7EGh2JJEn4nC78Xj8BfwDJ4UVQChgjJUTA7fQiBkT8fj+3D5tATZWNpJR4+l3Tiwl3TA0Lia8//4EF37yJVRTx+ER+/nINe37PpUWHZrS/ohU1ecVk92hJVWEFh3fkAfDbNxto26UZuz/7CWvTFLKH9qaqrDos7gDKiypYuWg1Ha9qz4rPVuH3BwhoTOizc5BKi/FWViEFRE58bJNEEZ/dTWVuASqdBp1Fj+hyYMlIR3mKaIokBvBUVWDzKPjy3W+5Ykh33n1zAfv35tH1ig5kdco6a4HnrHGy8OWFuGyuI/uSWDRzES27tsTt9uD1+lAplURGR6A8kqIdDAaxVdqY++KH7Ny4BwC1RsW0OZPJ6pjF7g27AYhPj6dFlxY4qx3h7+QolQXliAERX3k+nvISLE1yENRq7DYHAX8AS6Q5vL8Tqcgr4/On5ocjb9FpcQyeNrx+kSeKYXF3FHdhIfqEJNBoMEQaue7xEfw8/0cq8krJaN+EDkO7o2lABPNMEEWx1mtJksKfidFk4LZxN/HenFD9hN6gY8oz9zc4k+G0+/b5KVq3pdZYwYpfichIQjiDlPi/Evu25rLyy2O/+dVfr6Nxq0wa5aRzYGeo3ULengL8vsDJNlEHs9XEjfddz6yp/wmPte3RGv1FXKMqIyMjczbIAu8iRaXXodRpET3HxFlkk3QEzZml9AgqNYakFHxVx/X4EAS0kSHzgK69L2fxwu9qrdOtd8cGb19j0tPhvhvI/3kLoj9Aarc2aCPlVJdzRfQHED0+EBRojHVTDd0uNy6HG4WgYP++Qzww7glqqm3ExkXzzzefJSU1CXOEGdEXoLq0ivVfradt/8v4z+sfAtDjyk4s/WZlWNwB/PzTL+zZuZ/2HVritjvZtXIbSa0asWjmIgr3HsYUZeaOF8eybPEqln7yE32H9iQqNYqaKhsA3ft0ZvEn39USEi6nm1XL1jPgmt7M+7/57DoiRnK35pLWMoOisnI2HNhLy9ZZDLquM0tf/QKDxRA6d6BqbwFSQKSsoKzOZ1B8qJT2vdpw/bhrqSqtYcGrnyEoBQbf0Y/oNDOK4yYZ/B4fol8kKImsnv5hOGJoSYml1dBu+B0OFEpLrUheMBgk6Pfjd9hBEPAGtcx89A2GjruWqX9/nuLDpQAsOHi7XEO6AAAgAElEQVQYp8PFpMfHYajnuzoev8+P0+bC5XBjtprQ6bRIkkRpXmmt5czRZuxOJ4///UV2bNlDdKyVp2ZMoWXrZuGoXk2lPSzuQtsOsHDW54x56BZqhnZHrdcSlRiFOcqMoAC1XoPffWziKKNdJopAKP1N8nnxejwUHShk5j/eorK8kiG3DKL3gG5ERNY2oPA63Kz76KdaaZUVeaXYSqvrF3gKBZroWBCUiA4botuF4gThaImLpM/4a5ACAVxeL18vWsbB3DyuGdaPpNQETOYzq7U6EYPRwPXDB/Lxe4vDYz2v6oL+SETabDEx8s4bGHxjPyrLq0lMjifCev6MN47WHx6P6POfUxqqKIp4bG4CXj8J1jhEfwBlPSnRf1a2rttRZ+zAjoMkpMeHBV5kTARKVcMnEwVBoHnHbJ794DG2rtlOSpNkUpumnHOKtYyMjMzFxqVzN7jEUOm1NLupP/k/rsNTZSeySSoJnVuf1Q1cY7US0bwFrvx8BLUac+PG4XSslm2zGXbrYD7/8GsUCgVDbhlITqtmDd62oFKij4qgydVdw69lzg2/003eT5so27EfbYSJJoO6oY+JADGA3+XG5g9SWV6F3xdArVGFxR1AWWkF0yY9z6SHx5HTuhl+u5c5E2cTDAbJ6t4cjzs0YRATF82+3AN19r1/70HatMli77rdoFLy/TvfUbj3MAAarZr83MNsXb+Dh2dO5LcNW0A4lojr8/nR1RMF02o1+Dy+sLgTlAI3ThjKt18u5/MPvgZg6Zcr6HlVFwbd1INGzdPJ/exYnUxQkkjPTkNQCrVszVt2bk7AL9KoZSNe+/u/wuOzHn2bqW9NRlCpEEURe2kN6z76CVe1g5xerWk2uCs7Pgk5NtoKyvDY3AS9biSfE11MAoJajSiKuGucBNweBCSUiHg8kLe3AK1eExZ3R1m6ZCXjHrz9lAJPEiVytx/g3X98yG2PDOfrr34gP6+QITcNZMgDQ1nw/EfhZbsO7cb0J//Fji2hz6yirIqH7nmKBd/MxmQLoIuJx+WqG5l31DhRajWkNEtGpdGgOuJQqDMbuP7xkSyb8xXVRZVktG9Kpxu7Eyg91nja7vAwdtjfw9fIPx6fiUqlZNANV9VyswwGgwTqiZqI9YwFg0Ecdg9rVuZSVVJNp4EdiYqPwhBhqpMSqjVoqSx38bfbpnJgXyia+/H8L3n5zafo1vvyk36uDcFg1DPm/lto1S6HFUvX0rFrW3pe2RnLcZNRZosJs8VEcmriOe2rPgS1CmNSHM7CY9dNZLO0sxZkQSlI+cESlry4EI/djUavZcCDQ0nMTr1k0g3b9WjNss9W1hpr3bUl33+4DACdQcfdz9yB6QyNePRGPXqjnqSM8/89y8jIyFwsyALvIkUhCOiiImg0uBdBUUTQaM76YUCpVqOPi0drjUIhCLWiFJFREdw96TZG3jUMFGA0Gk4bhagPWdg1HEmU8NhcVBwqQWvSY46LQG8JRSikQICCtVsp3rQLAJenkm3vfU278UPxFB6kKKBhwtjHqamyodVpefuTV8Pi7iiHDhQQEWXh43e/pE3jJuGI2uFd+XTt3ZGfl/3C1t920u+6K1j147rwegqFgi49O1K6r4jcX3bTfkg3Dr31bfj9uPQ49m3fz60P3sxD456isryaN95/kaSUeAoLSljx/c9Mn/MUS79eiccdigzFJ8bSuUcHRF8AQSkQFWfljsdvRalV8ezjr9Y67lU/rOPeKaMp+mEDfmfIuCeqWSoKQYFer+H+l+5h4eufYa+y03VgJzoP6EhNWQ2rvlxbazvBYJBfl/3GdXdfg7PKzsKpb4cjV0W7C+g1pj9RTZKp3BcSrj6nB3NiIgpE/E4HAbcHuz3ANzM+w1XjxBRtYeDkG5D8PqLirKjVagRBQDouIhOfGINCcepIgq3Kzpwn3mbkQzfz2JQX2bcnJLC/WPg1L772OP1H92fZh8uIT48nu1M2zzzzWq31PW4vDrsTlbeSoBggKSMBc6QJe7UjvMyVN/bCoFFQs2UbgkZNZE4WKqMBpUpJXGYi104bQTAYREDCU7CP4JG0RW10LFu37g2Lu6N8seAbevTtXCuapTMbaH9dF76Z8Wl4zGg1EZlc1+zCUWXnjb+9gb3SDsDWVVu57anbyM6ovwVCSVFZWNwd5T+v/5cWbbLOOV0y0hpB7wHd6NC1LWXFFdhtDgSlkogLkHGg1utoPPgKSjZux3G4lIhGKcS0blorLVgSA4CiQU7JbpuT71/9Ao899Dvxub18/9oX3PzSnRitl0Y0KiM7nQEjruSHj38CoM/QnjRr3YQmLTPxuDzoDDqMEYaTphHLyMjIXAj8fj9Tp07l8OHD+Hw+xo8fT9++fQH48ssvef/991mwIFQDvnDhQj766CNUKhXjx4+nd+/eVFZWMnnyZDweD3Fxcbzwwgvo9eduEicLvIuQYDCI5PejEASUWs156QWlUCjCrRGkgIjk8+GpqEBtNKA1GjHEN9yJTObccFTU8OWT8/EdicDENU2iz4Qh6C2GUBqhKKLSaQgcSVOUAiLuimp8+gieHPdsOCXS6/FSWlxOXEIspcXHUhizWzShKL8Eu81BTrfmIChYtXAlqz9exe2Pj6BpTiYb122hSXYmEx+5iw/f/QKDQcffpozFbDLidPhpN7gTeouB1OxUDmw5gDXBSt/br8Jud7F3z34qy6sBeOmJN3j2lUfYvmU3drsTk9nIR1//m5XL1qFWq2nVNptvv/iRfoN7ce2dg0jOTGTeC//lpr/fEKrTPM6jR6FQICgF0nu1pyx2PxFpCRhiLOz5YAkoFDS9+WpG/+16lDoN/mo7h7bsZ8fanUSl1L12o+OjCPgDlO4vrpWWCLBz1Tba9m5F5b7DKDUqohonIyiD+GscOPMOoWuUzdczPsN9pFG4o8LGd68vYuCkIdwz7Va2b9jJiDFDef8/nwCh2rcpz9yP8TSunZIo4XZ6CArBsLg7ytw35jPrredo16M5gkZDVVk1Ldpks3HdMaMlrVaD0agHL3irKrBkJfLk24+w6O0llBVW0HtIT5q3zaR4+arwOq7CYpL790F15GZxNIVSEgOoG2fhrShHqdUhGMxYI2pPFEBIoKs1tSNtkigS1ySRa6fdwo5lv2OJi6Bl/w4Y64mklBwqDYu7o/y04CfSW2ZgtDTs9hMMBgkGJUS/LzRBpTzz21bIbTRAbm4B9456JCxkh40azJ0TR2KJuAAiz6gnqWs7JL8fQasJt6iQRBHR48ZTWgQKBfr4JJRa3SldiCVRqmVKA+CxuxH9Da9Hu9gxR5q4/s5r6D889KCkN+rRGY7WZZ6f2kgZGZm/Hku+WMrrL82luLCUhKQ4Jky5i0HXX3XW21u8eDGRkZFMnz6d6upqrr/+evr27cuOHTv45JNPwpPsZWVlzJ8/n08//RSv18uIESPo1q0bs2bN4pprrmHo0KG8+eabLFiwgNGjR5/zecpOGBcZkt9PTUkpuXsP8vJzs3j/rY8pK6k4r/vw22wcXrqMio2/U7xyDeWbNtdrxCJz/gl4/fz22c9hcQdQureQmsIKvDYnheu3EQwqyBnej+jmmeFlNCYDqNS1auYA3p71Aa/NfY6MxmkAZLdoytRnJrHg7UUMu3UwOzfuYc+WfYx8chSpWalUFlcy6MareOaVh3DtLCQtqGf22y/wzItT2PvDDv45ega/LN2IxqRn0RuLuPrugcRlxHPjlJsJ+EVcNc5aEd68/QXcN/IRqstrSE9N5v7hj6AIhiIKP361gruGPcCbr87niUn/oF3vNhgtRooPlbB51VaGjhxU61yuvqEveoMeS2o8aT3boY80cuDL5aF+kB4vZb/tRKtRcfDLVeT9sIHUxkkISoHW3VoSm3LM7j+laTJNWmciCAL6eoxPDBFGVDoNCW0a03XiMBA9KAQFzoLQZysFCYu7o9QUVaLSa1GU13B551bcMGIQH337b16e9QTzFr5K6fpcctftrJVCeiJqrYpGOekI9UzYCEoh5PCnht0rtrLqzW+ZOGUsGU1SAbBEmHj21SmovSGxJKg1CAqB2KQYbp18CxP+MY6Ovdvi3rOn1naDoointLye/alQ6Y0YU9LRxcaDFCRSp6VT93bhZUxmI/dMuq1ORN9daWfdjI849N1aUtKiibLqUavrj6LU54Sp1qpP2n8vPjE2fM5HuXPCSLQ+J7Y923HmH0Ty1TWgOhWiz0fNrr2U7jvEjGfm1IpSfvL+lzjsrjPa3rkgqEJOtMefv+TzYs/dhd9eg99WjW3fTiT/qc9RqVYSkxFfa8wcG4FKc2nN2er0WqyxkVhjI48TdzIyMjJnx5IvlvL0I9MpOlxCMBik6HAJTz8ynSVfLD3rbQ4YMICJEycCoQlJpVJJVVUVr7zyClOnTg0vt2XLFtq1a4dGo8FsNpOWlsauXbvYuHEjPXr0AKBnz56sWbOm3v2cKZfW3eASIOB2kXvgMGNueSCs+j+Y9ynzP59NzFn0wDsR0eujcut2OM4Iw1NSiuj1odTKN9A/GjEg4qpy1Bl3VTsoWbcZe14JAMUbd9Ly1quxHSokvm0WglKBWqOmfec2taI6RQUl6PU63njrRVAEKcwv4adv1/C3R8fy7WfLKCsqY+TYG6isqCazVzZz53yAQhAYe/8IBEFBRW4RMc0zmP/M++Ftblq6icTGSag1Kj6d/jE3TB5G3q58TFFm3n5yHpPfnBROywRQCAou69yGmc/9B5/Pj6BS8vbMDxCPEzs7tuwJvwewatHPjHjoZp597RE2/7qd9l1a0SynESoxwKGVv1O6NRdDnJWMgb04vGI9nvJqKrbspvENV9Fxwk1IgVCT9AG39UXQ65kw416qSqsQfQFUCgWmCAOCUsASF0lSdiqFu0LiTa1V0+WWXpiizCS3a4rosuEqPIwpvUn4NyEQxBhlxnlc5CkqJQalUiC5TQYKpQpJULFo2rtoTXo2V4UcKot35JN+WZN6I1kA5kgzdz1+O4UFxeS0bMbObcfE2Lj7RlG1dgu6nh3IXb8be1kNv767jKmPjEcbacRsNWMQHYi2KlAoMKakh2vYtDoNWp0GKSDWa8IkNKDXmkIQcGzbywMTbsV+3whqqmxkZKYQdcJ/TsDrZ993vyD6AjhLq3GWhiK5Mc3S0NbTaiA6MZrEzESK9heFjkUpMGDM1ehP0tA+KsbKG++9yPLvVnMwN5/Bw/oRY9aEoluAv6YKu9+HuVFTBFXD2igE/QFse3NR5+RQUlTXrMdhcwDxdVe8AAQlCU95yQmDQXzVlejjk066nt5ipP+kIfwwczEl+wqJTo+j34Tr0J9h428ZGRmZvxKvvzS3TimCx+3l9ZfmnnUUz2gM/e86HA4mTJjAxIkTmTZtGo8++ija456rHQ4HZrO51noOh6PWuNFoxG6vnfVytsgC7yIiKEnYqmuYM/P9Wk6Eh/OL2bd7/3kReEfTP1EoUBkNSF4fkt9fq0+ezB+H1qgj58p2FO86FolTalTEZMRT9MOxWrKgKFG6eS9t7x6CQlAQcNgwKAWeeGESzz32Gr+u3UyT7EY8+dJk8Ioseu97Du3JZ/zTY1ArVbz27FyK8kMPjm06tqRJTgbT7no+vP2H7nmaOfP/QazdzaGdx4w2jpK34xBx6XH88tV61i1ai0KlpH3jJBQKBfOems9zrz7Ktq17KC+toFOP9nz96Q8UHCxkzIQRAJgspnAqKRzrM+WospPWLIW8PQW8/+KHxKXGMnbaKMxeGxqPh7xfdpO/ZhsA9sIKag6V0HLYFRz8KmS6otLr0JqNiD4v1du2Img0iFUB1LHJ6BRBAiolsRkJ4VREQ4SR/pOGYiupwlntJL5JEvrj6naUaisqveFIalxCqBl3eREDJw3huzcWYyupxpocQ/8J1+HcuxtL0yb4a2xIaj0BX4DAcSIw0ID0uOiEKPRGHTPfep41K35h7+4DDBjQE53DRfWefLwV1UQkRlFVWEFlQTkrZ4dMaEbMuBtTXDJidCxKnb7evn2CSklkTjNchUVHevyB2mJGG1l/OpsUEAn4RTR6DWqjnkYDurPvi2UEPD6sURYiWjdDa6htHx+UguijzCS2z0KhVeHML6MmvxS/w13vPkxWE2NeGMvBbQepKq6iRbcWmKNOnQ4ZHWtl2KjBOO0uvB4vCns5QYUiLMBFl7OOI+WpkI78tykddvoNuoIP3vk8/F6k1UJ0rLXB2zpTvC4vKrXy5PXTCkW9QlXRAPEaEW9l4JQbkUQJp8t5wZrWy8jIyPxZKS4sPaPxhlJUVMR9993HiBEjyMjI4NChQzz11FN4vV727dvHc889R+fOnXEe1zLI6XRiNpsxmUw4nU50Oh1OpxOL5fw4OMsC72LiJDd7qBVwAyDg8RIUJRAUZ9T4XKlRE9E8B4WgwlFcgT7KQjDgQ3ma+iGZ80diThpXjL+GHd9vQmfR0/7Gnnir7bVs5wFQKFDq1LgLC/FVV6BQCEQmJPPUCw8QkIIc2Lyf71//CrfdzXWTb2DBv79g3U8b+fS9r2ptJhAI8N1XP9U5juU/rKFTRmPS0uLqvJeSncreX0K91Mryyxg47hrWf7WOWx8Zwaf/+pxFs76i7/DeRGiMREVH0q3X5Qwe1o+dm/bw4eufcv+UMTz36DETlVtGDyEoBlnwz4+5+7k7yduTT+GBIjr2aoPW58KZX4AxPYOi3/bWOg5PlR2FUolCqSSuQ0vUR9IFFSoVmqhoXPkhcRqw2zBGWrG0yAnXmh7FEGE8aRNuQaUiGPBTs3cHptRMVEYTvppqDBEahj51K5IoITqdOHfvxG+z4SoowtQoHUNmNAnNkineczi8rTaDOqFtQD8tg9mAwWygV6e2tNQbcGzaRbUjlCbotzvpMrI3pfsKcR1JE23Vvz36CCNKnR6l7tS/U5XBQHK/PnjKyhE0GrSREfU2e3dWOdjy7QYq8krJ6tmKlJYZ6KIiyB5+NZIoIiiVqAy6WvW/VZU1HM4rxJydysovf2LvrgNc1b8bjTtlE5GecNJjMlvNtOrR6rSfy1E8Hi97tucy45nZVJRVMWhoX24c3h+hIvRZK5TKM6pLFrQaBK0W7+FCbry5H1qtmh+/+5nUjGQmPHInRo0an92JoFGjakC0s0Hn4HBzePshdvz4O5b4SC67riumaHOd41YoFGij4/BWlhMUQ0JU0GjQWCIbtJ+jKch5xfnEJf9vopAyMjIyfxYSkuIoOlxS7/jZUl5ezpgxY3jiiSfo0qULAEuWLAGgoKCABx54gGnTplFWVsarr76K1+vF5/ORm5tLs2bNuOyyy1ixYgVDhw5l5cqVtG/f/qyP5XhkgXcRoVAoiIiNYdzfRvHLmk3hKF5SSgJNs4/VY/lsDg59vwbH4VIM8dGk9++GNrLuw8NJdoLfI7L1vS/DgiKpUwsyEuWHg/OJeKROSFfPw7XWpCezcw5JLdNRqtWotWq8Nj0qvZbAkdQBhVJJSpdWSF4/waAKQReJPsaK5PdhNujYvGon384+JuTWffozd0wegc3ugNrmi8QmxNRbbZvTsinp7XJAUHDb86P57s1vKM0rpdUVrUlslMD3//kGpVpJ31uvJCouguZdm5O7eT9jnxpNZFwkxYdK+Pj1z3hw1kQ+ev0zaqps+I/0l0tpnMT7S2bx+/ptNGqSRvGBEjx2NzXlNj6ftYixj4+kVXYCNXv24fV6MaWnESSI1mwIfwZH0ViMZI8ahEqvD7sOCoISY3IKKr0OT2kpKpMZQ3JyHXHXEASNloislviqKlEajVhiY1Go1CgUCgJuDwUrVtRa3nHgEBHZTbn6wWHsWb2d4j0FNOvegsTsVFRn4HRriLHiLq/Cf0TcqfRaYls0obCijJteHIvb5kSj16IxaNGdJKXxRBSCgEqvx5SWetJlXNVOvnj2v1QXhmp7D/2WS5eRfWh7dcewgD4RW7Wd1557k94DuvPC1NfZvzckrFf+sJa/PTyWYa2bNPi8T4et2s79tz0ajojOf/MTLBYT11zZBtFuw5gSSpNtKEqtlsRe3ajcvA3/3n3cOLQ3Q0ddg0qppGjpWkoLy0ChIOHylsS1y0al152TsVVQCnJgwx6W//vr8NiBDXu48cUx9abvCmo1Ec2a43c5UCgEVHpjnRYSMjIyMjLnzoQpd/H0I9NrpWnq9FomTLnrrLc5Z84cbDYbs2bNYtasWQDMnTu3zvNfbGwst956KyNGhNysJ02ahFarZfz48Tz88MMsXLgQq9XKjBkzzvpYjkcWeBcZSrWarOZN+eTbt/j0wyUkpsQz8Norw+mZAbeHA0tW4jpivOIqLif3ix9pdtOAkz6cHY/f6WbvV6trRYsK128ntXsb1GcQxPO7PEiihFKtCvfakgmZ5PhqarDt3QdAXGYmUiBQJ6XObnNQdLiE77/+iWbZjWnfqQ3txg2hdPNeRF+AhHbNUGrUHPpmBe7SSgAEjZrM6/viKSsi7gSDhX2/7iGhUQKXX9+FOyeNZP7sj/F5/XTr25E27XPwudwsWvgt+QdCUZAuvTqS1bopj03+B5s3bienVTOefnkKVrMJQSkQ8Pu555/jMEdbCDodeAsKaNqmEQmNEtn9y25+fO8Hrhjei/ScNCQpSHlxbSOgRe9+Q8v22WxduoWV768gsVEC0bFWxIBIp6suw31oP2qzhbguHVEIShz5Bdh276LpwE5sX/gTukgT7iobCW2aoEAKWf2ra19nwv+zd54BctVl+75Ond5ne8u29F5ICAkQCJ0gHURAFGkKNsT2R3lRsSu+YgEVfW1IUUFRKaL0FtIr6clmk81m+/R2zvl/mGQ2k9lsdjebfq5v89tzpu3uzO8+z/Pct6JgLS7FEihCEMV+XQf7QxBFJNWCraSPXCwhWwHSk6m84wVBwO6xM+mCGYw/d2q/wi4WjZNJp7FbVQxNR5AkZKsFxWFj1NXnE2vvQk9ncJQGURw24jviOHzOYbO713U9z9QjEYnlxN1eVjz3HqPmjj/g/GAsFue/z7/BJVeflxN3e3n8t89w7oIzCFqHZ4Z33eqNBe2uLz33BhdcehbeyhEgSYP6XQuCgOJ0UjRjGrquISoKhqaz9cW3iO7cM5NnGOx6dyX+kdVo8Qiqx9dnG+xAiIdjLP/Xe3lrse4oodbuPt9fQRAQFBWL59Bb8Peiaxp6Kg2GgSBJeXEMJiYmJicre+fshtNF89577+Xee+/t82eVlZU8+eSTudtXX301V199dd4xwWCQRx99dMiPfyBMgXcM4vS4aPS4+OL9nyz4mZ7RcuJuL6meCPqemZuDYRiQ6mNeRh+gvbah68Tae1j3zCtEW7vwNVbSeNFpWFzH3nC/lkyixeMgiEhWyxExkcnE47QvXJS7nVq8BGXOaaju3rkjXdd5980l3H3HV3NrU0+ZyA9+/jWq5kzOrUWad+XEHYCeStO2bC1FExsJFtkZc9o41r65GoBARZCZl5yKgsDM0XXM+eO3kCwKTo+L3YvW0L2+if/91dfY3dqBpMh4fW7u+cTXWLc6K0TXrFjHZ275Cj/7xf0Ey4owbDJyMs7ul3oDxyPbmvGeOotXn3iFcGeYv/7gL1z66ctwuOzUjx3BpjVbc8fOv+wM3B4no6Y0UtlQQWlNCX/5ydNcceelNIypILllPamuTqJNW7FXVuGsrkS22xBdXiZ89CJaN+ygob4cm9uOtZ8gY0EQEIa4ER8IkqoSmDKJtnd6N+y+CWNzFRZBFBB1sq6HopSXYZZKpdnR1MIvHvw94VCEa29cQF2RB6NtNyWnzUS221EcNjwHuTCjZTKkIzHalq1HVESCE0aiOu0HFTmxSIwd23fx5z88S3FpkAVXnYfX40JQZBZ85TqiHWGWPP0m3S2dqNb+41g0LWtqI/fxXlutVoT9e8gPgbLKwm6CEfVV2Jz2Pk1kDoZhGNnQ+rSGpEjYFBU9nSGxJ+pjX5I9EUj3IKkWRNfQ5iBEUcTiKPysUWxHRmRp6TSxHS10Ll+FkclgDQYIzpyG3Ec3gYmJicnJxkWXnnNIgu54wRR4xxmCKKK4HKTDvYOakkVFkA5+RVvLZPPVSiePZMc7q3LrVp9rwFW4dDTB8v/7R85UoWPNVtAMRl9xJvIwXcEfDrREgta330WLZdvfFI+bohnTByXy4qFY1vJWlgY0WwUQbdpesBZrbkYdOyZ3u6uzm4e+/6u8Y5YsXEFPdwh/oHf2Jh0rFOJaLInicmOzWbnkrg9w3s3nk0lr2Jw2VFVi8SN/J9beTcXZ05CCbjat38rIiY0EJ9ST6gwR+vciRFXGdcncnLjbS/O2neiqiqFlMDSd7rX583CZaAyLZPDRb32UJ7/7JLs27+LtZ97isrs+wGe/dTv/+fsbbFy1hZlnT2Xa7Am0vL6c8WUepHQSoTvMtbdeRPHIKiIb1u53vxFEi4q1rJT3X13Ja79+MfezUz90FhPOnYpylCoQgihiKw5SecF80uEIssOBqKrZ2T3DQE8miDZvRUskUNwe7GVVOfHX1dHNRy79JMk91b/F7yznwV/cR7Ug0LF8FcHpU5AG0IqXDkdZ/du/Z2dugd1L32fchz+AepCLKhvXbeX2D96Ta/V+5vHn+MXj3+fhT/2ceDhOaW0pV3/2Kv7zk78x+4az+4yU2IvdbmPkuAaatjQza+403nl9ce5nH7/7Rjy+4cuRKyoOsOCq83j2qRcAKC4NcvOd17Hl3fVUjK3G7nGgDKJroHtnB//87p8JtXZh9zk5/zOXExxRjLe+il2dvVlygihi9XuINbeR7GpHdjiHVBW2umzMvv4snr7vD7nYjPKx1Qesjg43eipNx+JluduJ9g561q7HN3HcgELUTUxMTEyOf0yBd5whqhI1585m87OvoKfSiLJMzfmnYWhpojt3YPH7sxlZ+3yRd3eGWPzOMt7470JmzZ3KjNOmoA54xIIAACAASURBVLodtK3ciKMkwIizpmdz1gZAJpkqcMzr3NCEntbgIBpIz2RIx5JEWtqxeJyobgeqffivKhuGQWR7c07cAaR7QiQ7OrGX99GGt//z1HR6dnbw6iP/pKu5jfJxI5hz8/k4DuL+ByA7Cjfdsj3/vTWMvh0XdS2/CusoL0aQpZwjIkBg4kjkPaY6drcDu7v38eKdIaK7u6g6dzr/XbSCPz76VyDrYPnDR79GsS6QjiUgBulQlJKyojzbeI/XhSxC1/ZdKB431uIiUl35YcpgECjz88F7rkTXDARDR4/GcFUUceUtlxCPxOhauoad/3qF6vPmsuU/i2hfuxVnWYDRl81Dtdvwjh1PZNtWUt1dqF4fzpoRSIpKoivM24+9kvdoC598jVFzxh1RgdfV2U08lkCSJRxOO05ndiaq4PeYSRPa+H7OHCPVla2s2ytqECWJhW8szYm7vfz5T8/x2dsuJ9W6K/t7PYjA03Wd1sVrc+IOQEum6Vq/jZJpYw94XiQc5dc/eSzPjbd9dycrFq3B5XMRD8fZtWUXz//2Ba78yoewu+39VvB8AS/fffirvPj3V7jp49dy2XUX0rS5mdmnT8Xvcw25nbEvPD43H7/nI3z4jmuIR2OIaYO3Hn6e9q2tCKLAB75yHeVjqgd0X7GeKC88+DSh1q7s7a4I//reU1zz3Y9RPG0s6XiSrve3oLjsVM2bTjqUzQyUrDY4hDm8QFUxH/rR7WxftRV3sRd/ZbBfAT2cpEOFFtuJtg6MdBpMgWdiYmJyUmAKvOMIwzBItu0mE+5i5NXnYGgGktVCom0XnUuyjocIAoGp01H32KzGonEefegPPP1YduD/38++wrkLzuDTX7k9O+elyEjqwAf6JVVBkMS8Dac96O13M6SlUmAYRNu6Wfbos7lzS6aMpP68WSjDLfIMg0ykMGsu3cdaXyTCMZ7/7pMkQlmBuHPVVt549DnO/PgCLAdop0vGkqSSKSzFJcjNzWTC2ceSHXZsZfkOgz6/h4/ecR1f+9L3c2sNo2rx+vOd82SblYYrz6P13RVkEkn8Y+uxeJx9zvRB1ia/7vxZ2OpLeezj9+fWtYzG9+/7KT/65ddya91L13P/d+7mnju/QTgUwe6w8Y0ffYlYT5w//vAZUvEU51xzJiMnjieyIlvtVb0eZLsN2aLiKy8ik0yhaxqSoqDuMQFRRIGOFdl8t6bnXqN48mhqz5qG6nZi2SNGJYsFV30DhqYhSL1tjYZhkN5PEGnpTKG76GGko62Tuz9+H0vfW4kkSdx4y9XcdNu1eH2FUQO6puXE3V5SPV3YyypBkvq03/cHvIi6hlIURByAIYsAQxIagiDkoin2RRTFvDD2pjVN2TZTwcAwjH5FXiDo4+oPX0IqmcaiyhhnTMs+v/1aU4cDj9eFx+uiY/tunrindzbB0A3e+uPLXPSFq7D1kbu3P7qm09mcH/SeCMfJpNI4fE6q5k2nfPYktESMdHc76VgEyWLF4gsektGKbFFwFXkYO2/SkO9jqCjuwgtR1qIAgmncYmJicoJysO+v4x1jCGMQpsA7jjA0jWRXJ+lQD+mebgRZwVXXQGx70z4HGYQ3b8Q3bgKiohCNxvj7ky/k3c+///Eat3/uI7hLB99WJVtVGhfMZcOzr2NoOrJVZdTl83Ib/P3JxON0rliJGihi83+W5QnD1qXrqTlj6rALPEEUcVRXE9vZkrc+kOodZMOc94q7vexcvQ0t3fecY3dbN8/96jl2rG9m5IyRzLt2HqqggQGaLBW0hUqSxPwLTqeyupxnnvwXo8c1ctFl5xAI7icIdJ14SzPehjIESSLV3Unn8q0Uz5oNfQi8tG6gFPmIdEcKPgzaWjuQLAoVs8azc+FqwttbqRk7gsef+wWJeBKb3Qqazr3Xfj0nqH7/vSf4xLdvpWb6JERJwl5WkpvjkSwKkqWP/C5RzF0AUNxOnOUldG1tQbZ04W+sQnVlK0WiJBVUE2SLQu20RrYs6m0NrZwwAlk9Mh9TmXSGx3/3DEvfWwlk585+8/CfOO/ieX0KPEEsFDWSxcoeWcbo8Q00jK5l4/tbAHC5ndxw82UIba34Jk8cUNVLEEVKpo2hfdWGXCVXsqr4Rtb0e57DaeeWT13Pu68vzgXOl1eVUlVdzr939AqeEeNHkNzZQnjnDkrmzMrGpeh7/s77EG6SJGGzH7kqUCZZWOlOx5MDFv2iJBKoLqKjqbdSbXPbkfdc1JIUBUlR0K0KitMBhoEoK8e1i6WoKgSmTqZzRe8MnmfMSLM908TE5ITEarXS0dFBIBA4IUWeYRh0dHT06creH6bAO44QRBHF7SYd6snd3jegXPH4yHh8aKqFWCyB06MgAJIootErTkRx6P8AkqpQPK4Of0MlWjKNZFVR7H3PtWmpFJ3LlpPs7MJaUkYqHCs4JrNfxWa4UNwu/FMmEd64GUEU8Ywe2WceWF/IqoKkymip3vfWVxFE6ON9i3RF+PWXf83ubdlclfYd7YTaQ1zx2SuRRYFULE4yHEOxW/I2WB6vm5mnTWX6zEmIktjnh5Kh66S6OrPB9Pugp1N5ryUWjrFp2SbeevpNbE4b53zsPMorS9jZ3Jv1cu4l83C4HHjPnk7VnGxVQbLk53699MTLBRvnN/7xNiO/cgMWizIgQSKpCmWzp7Dr7eWUz5nG8t/+Kxd7oDhsTLvj8lwlb3+sDhtn3nIhwRFL2L5iCxXjaph4/nSsA6jUDAfxeIKli1YUrK9dtZ4x40cWrAuSiK2sinhLdu5SECUcVbU5ceAP+vjf3zzAlo3bCIcijJs0CrfLjlxVNihXQ9XpYPxNl9K+agOiLBEYWz8gx9wR9VU89q+H+ddfX8Lv9zB33ilEu6I4vU4i3REqR1Zyya0XEl+1Ai2RoH3RUvxTxhPdtgkEsAZLsBaXHjCbczgwDAND1w8oPlxBN86Am0hHKLc26aJTsLoGZvlr9zg499OX8dz3/0z3zk6cATfnffYyrO7880VZOayv80giKQqO6gpspcWmi6aJickJT2VlJc3NzbS1tR384OMUq9VKZWXloM4xBd5xhCCK2ErKSff0kA6H0NMpZKcru6F0edjYmeB7d3+N9tYO5l0wl09+6RYcTgfXfvQyfvdwr03rB665AIfTRiISJxqOEYlEUVQFf8A7oLytA1VvCtB1kp3Z2ZdUVyclkxpper13+F912gY8+zdYJEXBXlaGNRDIBoYPwn1PdViYe8uFvP6Lf6GlM1hcNubedhG2PoRJMpHMibu9rH5rNQvuuIT3//EGHeu2ozptjLn8DHz1Fcj7vW99tdHtRZAkVJ+fxO597l8UEWQFPZ3OCYmtq7by2Nf/mDsk1BHiR//3AL948HdsWr+NM86ZxRXXL8hW6eCAYc4lfQSel40oQbWoiH08z0wiSSaeJNHRja3Ih2yzZF0nxzXgGzWC7W+vysu0S0fj7F61iarZEw/4mu0eB9Mvnc3E86ejWNV+35/hxu6wccb803jv7WV565On9x3SLUoylkAQ1evH0LJts/vns/mDXvzBgYVWHwhRlrB4nFScNmVQ51ltVqrrKvnYXR9CT2fIpNL4gj4+/fCns86cnV0k1q5CSyQASHX3ZAdEMcCARNsuFJcb0VVYvRwOMokEka1NpHpCuEZUo/q8hSH1XieXf+0Glv/rPbpbOhl71iTKRlflxT4cDF95gEvvux4trSHJIla3fVDnH4+IkoRoMyt2JiYmJz6KolBbW3u0n8YxxxETeLFYjLvvvptQKISiKHznO9+hpKSEZcuW8cADDyBJEnPmzOHOO+88Uk/puERSVTyjxmLoGiCAJBGcfgptbV184brb0fa0cb30j1cpKvZzy6dv5OobL2HajHG8++Yypp4ynvr6ShRJYvfOdp56/Fn++uS/cLmdfOYLt3HK7Cl4/H1v6LRkEj2j5azpDzq7JwjIdjuZWIx4SwtFkyYjWWTaVm3BFvRQe84pB2ztHA4EQRhSNIKsKlRNruOK791CJplGsSoHrCLJiowkS7n3HcDld5PsidCxLlvZSUXirPjDC5z2+Q8VCLx90VNpMokEyY7O7Lybw467oREjkybZ2YlkteJuHEm0aSuCKOKsrSOV1Hj7b2/l3c+ODTtoXbeTOz51I61bd1E/pRHHAapm+1IzupqRUxpYvzTrrhkoC3DWlWf2KbK0VJqOVRtoeXNpbq36vDl4G2uQLCqiqqAl04XnJQ5esRVlacDB3sOJJElcdOk5bHh/M/98+kXsDjuf+dJtFBUHDniOKMkgARy7FRLZooBFQSX7nlrJ5mnueOedvA4Aa1EALZFvoJSJx0hoErqm4/Q6kQbg1jsQtESS1tfeIr1nVjXWvJPA1Ek4a6qy7cW6lgubdwbczPrgmegZbVDumfti9xx7MS7HCvFwjI6tu2lauZnqiXUEaooHNN9oYmJiYnLscsQE3pNPPsm4ceO48847+etf/8ovf/lL7r33Xu677z4eeughqqqquPXWW1mzZg1jxx7YHe5ERdM0ujqzV9AdTjs2+4E3uNnKzT5CQZZpatqVJzIA3nzlPa796OWIu1soz0S4ev4U0pEoiZUrsJ82h9dffZf/++UTAIR6wtxz1/387T+/61PgZRIJdr+9iPiuNhAEPKPq8Y0d2a+AElUV/5RJtL37HkYmQ/fKFRTPmE7J1NFIilIgdvR0mkwsSry1FdXjQfX5B1V5G05kVcnN6fSH1WHl/Jsv4J+P/APImlhc/qnL2L3X9GYPhm4Q6+jB6nWipzUyyRSS2iuSdV0nunMnnctW5s5xNdThGdWIe/RY9GQCPZUi3tpCJpxtV3NU1yDKIm5/YV6XJEvsWN3EmDnjB+ze5/a5uO3rNxPuCpNOZfAVefq8b8gKvF3vLM9b2/HqQlxVpYgOG4IgUHHKOFreW5Nr+xQkkZIpha2OxxL+gJcv3HcXd33uYwhCtpVWGYQJ0fGCqCqUzJlF+3tLsvEXQT/+yROJbOudfxQcHna0xnnsR78j3BPhrMtPZ86Fp+IaBrt/LZnMibu99KzbiK2kiGhzE1o8jrWoCGtRMaKSreQeyWruUNASSXQtgyCICLJ01D67BkMqnmTx02+xYk8w+7K/v8vki2cy48o5QxbTJiYmJiZHnyMm8G666Sa0PTbwO3fuxO12E4lESKVSVFdnLa/nzJnDW2+9ddIJvFg0xqJ3lvPNr/6IzvYuLr36Qm7/9E15mWj7omsaRiaDqCi5nKbyqtKC40aOrcdqVYiGw2SiMTLR3hm4RDLFf196M+94wzB4751l1NRV5a/rOuHN27LiLnsgPe9vxFld0a/AEwQB1e2m9Iy5GBkNUZYQZLnPWS5D14nvbiW0PiuMYjuaUX1+vGPHDXqjFOoO07KjlaULVzFh6mgqa8rxeIcWWnwwLDYLM86fzrjZY+nc1UWwMojVZmHDlh35Bwpg87tJRWI0vbGcrg3bcVUUUzt/Bha3Az2Vonv1+3mnhDdtwV1fiyhJdK9bg7FfjAKGgWpVOev6s1nz9hoS0WyrXeWoShwuO68//RajZo8b1OtxeZ0D28Drep5hDmTt+/c1d7F4nEy74wqa3liGIIpUz52M5TioDDicdhyHqXX4cKLrGmha1k1MFPudKRMlCYvfR9mZczCMveY4AorLnY17EAQyNi/fvOn+3IWjx3/8F+xOO6cvmH3Ig+x9zbMKokg6FCLZthuASCSMns7gqKoeUh7dkSSTSLD7zXezba6Aq24E3rGjhtRBcCRJxVOsemFx3tqK5xcx6cIZx73AS0ZiYGQ7AhTbsf17MDExMRluDovAe+qpp/jtb3+bt/bNb36TiRMncuONN7J+/Xp+85vfEIlEcDp7N5MOh4Pt2wuDovclmUyydu3afo85XCQSiWF/bEEQsFkcfPJjX85tjp/4/TOUlBUx/6K5xGK9geayLFNZUkpkwxaSHZ1YS4qwj6hi+64WbFY7t3z6en79kz+hZTSqaiu45VPX09XdhaukhGRHZ97jWqwqI0fXsfCtJXnrDSNHEN6+HUQB2eNlZ2srLrsDbXdHwXOP7W6nNRImtk/enM1mB11k8VvLqK6rpLy6lEg0hK7rBefvS1VZGdFtW0EUYc+xqa5O0skk6zdtGvD7abc7eO2Fd3nkB71/f9fdfDkXXzOf6D7v5YGw2WxIYrY1TNc1kqkEmUyhk9/+WCwWrEVWdnXsQhRFaudPJ9raRaSlA1GRabhgJulMmk3Pv0XH2m0AxNq6ibS0U3/VmVisKvr+j2MYpFNpemLdOIpLSbT0ikbZ4SSaSLBjy1bsNjuffPhTbFq6EbvThmpR+PfPnqWkroxQpIemliYGgiAI+L1eHDYbGU2jKxQiHi8MWwcoDRRhLwkSa+11ZPTUVdITCdG+fVvv85RlvLNGA9DcuRutraXgvkzyGcrnTFEwgF3XSLTuBENHdjixlFezdXvzQf/39iIIAkWBAI5ACYIosuS1lQVdAa//8y3qJtUQiRVmrQ2GipIS1ICf1D6fS95xo4m35c+zJlp3gcfL9pZj9+/G7XJh7ezJiTuA8OatWCvK2NnTPaDPj0NlqN9Npb7iAmMlQ9dJpVI0HaXv2UPFYbPjRGHtn18l1t5DcHQNjQtOZWfH7txFZpPDs58xObEx/2aOLw6LwLvqqqu46qqr+vzZ7373OzZt2sRtt93GM888QzTau+mORqO43f1XWiwWC2PGjBnW5ztQ1q5de1ge+8V/vlxga//yi29w+bUXU1PTG+irJZLsev1dEu1ZsZXs6IKMRsPEMUiKwlU3XsKCq88jEU9itVrw77Hd11IpSKeJbGtCVBW8Y8Zgcdj48K3X8Pbri9i0YSsAF19+LqU+F5GN2RwzyWZjxJRpiKpKKBIj1pK/+XKUluDfzz7+vTeXcvfH7sttKk87ayZf/uan8Pj6/72mojHEhjHZjDdJILp1E5lYDFmWB/Wet+/u5Lc/ezxv7Ynf/o2rPvwBqvd5L3VNJ77H1dPmsiNKIol4gqWLVvKVu79N2+4OTpk9lW8++GWKSoL9PmYmkSDV2U06GqOksgrJakGUZabcfDHJWBzVYkGxqWSSKTrezxdb0dZOrIqKxWbDUVVJtKn3Aocl4Ee1Win1uNHTaRSHg2RHO7LThbWoBElVcXuzv+N4OEa8PcSSv7xJpDOMxWHljJvOwV8RpIzyAb13WipFeMtmwuvfR7JYKR81Grmq6oAOh84FZ9D63iqiLW24asopmjwaxW6jqLSwmgwwsJAKk/fff5+qimqSsSS6pmGxW3B5+4800ZIJet7vbe/NRCNIne2MbGwccvWruKKoYK20qpjikmKqrINz8+oLx6wZJDo6SYVCOCrKsrEuWzfkHSMqCna7/ah95g8ELZWibXPhRRQ9GqOxsfGIPIehfjclYwlGzh3HutdW5dZGnzERh8fJmNIDz54eyyRCUd783p9yM8Bta7YiqTJjrzjjgAZTJyOHaz9jcuJi/s0ce/QnuI9Yi+YjjzxCSUkJl156KQ6HA0mScDqdKIpCU1MTVVVVvPHGGyelycqI+uqCtTETRuVcD/eia1pO3KkeF45x42jetJOdb62lfEwFsVictas2MHJMPU5Xr6mApKq4GupxVleDkJ2NEwSB4tIifvmnHxIJx1BVBTmdJLOtt1qmxeOkwyGswSKcVRUkO7sJb2lCkCT8E8ci72fV3tXRzUPf/lVexeDN/75LqDvcr8BLxxI0/2chPZu373ltTuovOYPo9m0Ig8xu0jWNdCrf3EPLaOj7XLlNROJsWbyRt596DYBZV82lblojoUiEu27+cu78hW8t4Yffeph7v/HZA7bsZRJJdr32TlZsAwgCFfNPxxr0Y3Ha2Lx9a+4DUUumURxW0pHeqpggiVnHO0XBN240qsdFvKUVSzCAa0RNzt5cVBSswWJUXyDbTrdfi5zNZWf6B05l/FmTiYdjeIq9fbp+HghD14lubyK+M1slzMSidCxbQvGpswvy6vaiOOyUz5mGnkojWhQzZ2uY8Di9/Pnhv/HyX1/DMAxGTmrgzm/diucA85BAgTkKQCYazobJD1HgFVUEmXr6JJa8lp219ATcXHrzxViGqXVPslpwVJThqMhKfz2dxlJcQnKva6wg4KyrR1T3VLf35iceY4iKgr2ijERbfqC6NXjsCySL3crs68+mamId25ZuomZqPVUTalGP45bGdDRRYPDUvq4JLZk2BZ6JiclJwxETeFdccQVf+MIX+Mtf/oKmaXzzm98E4P777+dzn/scmqYxZ84cJk2adKSe0jFDcUkR1998FX/89Z8xDIO6hhpu+cT1WK35X7KCIGRbGA0Dx/jxPPKl39DT1s2ksyaxZvNGvnX/j3PH3v3/7uCqD12SM2sRRRGshV/agaCfQNCPnsnQvWYVmf3aufbOfUlWC4GpE/BPGJMTiftvtnTdINpH1l13Rw/drd3Uj6vF3scMVrKzJyfuAFI9EdpXbqL01IkDnr9LRBPs2NDM7p3tzL/oDF74+8u5n80+cwYyvYKoa2cHz/34mdzt53/8N677zkdpj4YLxOHCN5cQi8UPKPC0WLxX3AEYBh3LVlE6dxYZwOv2sXn9NlweJw6nnZGXzGX1n/69x44eaufPyG06JIsFV10tjqqq7LxiHxvz/ja4Npcdm8uOj8FvLPVMhkT7fhkyhkEmGtsT3t03oiz1GaFgMnS623r4719ezd1ev3wjr/7tDS668TykA/z+JWuhKZPidA/6Asm+uH0uPvrlG7j6E5cRjybwl/j6FZmHiqgouEbUYS+vQkulUOw2EARSoW4Sba0IkoS9tAJRtRxTM3mCIOCoLCcdjhDZsi17sWbiOMQ+Pm+PRWxuOyPnjKPh1DGIw+SSejRR7BYEUchrPXWVBg7pf8HExMTkeOOICbxgMMijjz5asD558mSefPLJPs44efD63Nz+qQ9zw8euIp3KYHfYCOxpr9wXUVXwjx9NfHcbaxauo6etG4AJZ03itps/n3fsT77/KOcvOLtfN868+5ZlnNUjAAFRVUl1d6Gn06je3uchKQooBzZu8PhcXHnDAn763V/n1iqqy9BSGj/7/C/43E8+xcjJDQXnJbpChWudPcDAjRw6dnbwy8//EtWqcu1XrqNhVC1LFq5gyrRxnH76DGJbWwmUZ1vO1ry6suD81S8vZ9zF0xFFMa8COW7S6AKhvS8Fc3N71nRdZ83K9XzulvtJJpLIisz//PDzzJo9hZmf+SCxti5sATeK3ZqXKSgIwsHjJw4DgigiOxxosXyBPtBweJPhY+vawna/DSs2kU6kkRx9b1IFWcZRVUtsRxOGrqG4PFiLyw5ZCA3YdGeI6BmNTCKJIArINivJSIItrywl0R2h6tTxuMt8RLdtzB3fEw7hGTX+mHOolCwWfOPH4BmdbcmUVPWYEqED4UQQdwCyVWX0Zafz/jOvY2g6FreDsVecieowP8tMTExOHsyg82MEl9uJy93/RkqUZdyNtThHVLPqyddy65IiE43kb8yTyRSaPriBckFWSSUEki2d+MfWYfV7EAexkZJlmQuvmE9RaZDnnn6JqppyLrz0HP7wrT8B8N8/v8qIMdWo+7XJuKpKQRByVS0A/9j6AbfT6LrO28++DUAqkeL39/6WhqkN3HDj5ThSKdb9/gWm33Fp7vji2sIZseLaMlxuJ1/7/hd44P89SDyeoK6hhi/+zyf7/b0oLieSzYoWT+TWvKMbCUVifO1zPyCZyAZ9Z9IZvvnFB3ns+UcIFvuxDnDTrGsaeioFBofVel2UZdz1jXSEQujJ7HN2VNfkwtRNjhxjpo0qWJt+5hQs9n4iSSQZ1etHcbkxAEEQ+3Sr3RctlUJPpdHTaSSrFclqOWR3zMGQjiXY9d4qOlZvRHHYqFswj3cf+iupaLbdtH3tNiZ88GwcbheZ6B5TF0MnHQkh+fufiz0aiAdwCB4K6UQKXdex2E1RMlhki0rZ5EaKRlejpTPIqnpY81ZNTExMjkVMgXecIakqkgpTz53GK0++gq7pRLsinH72qbz6Um/g9dRTJmIdRPUlHY2z/qkXSPVks6k6126m9qLT8TQUzgf2h8frZv5Fp1NbW82rT7/Ojz/zM1J7wq39Jb4+rxLLdiv1l53NjtcWoSVTFE0ajbtm4JYcoijiL+mtNBqGwYbFGxg9fSTprh5qzpyCLdBrBlM3vZGShjJaN2ad+Urqy6ib3ojDYefcC89k5mnTSKfSWG3WPiup+yJZLVSccwbd728kE4nibqzFGvCT6ArR1prvPBqLxgtaQPtDS6WJNu+kY8lK9HQae0UpRadMQT5MVTXJaiU4bQaGlkEQDxxpYXJ4kW0SH/nS9Tz506dJJZKc8YE5TD1j0kHFlyCKCOLALgBoqRRdq9cS2Zx1PBVVlbIz56C4Dl+1bl90Xad91UZaF63OPr6i0NPUmhN3e2l6YyXjLpsJ0V7Xzv7iH453Msk04fYeFj71OqlYkimXzKKortQUeoNEthTmrJqYmJicTJi7t+MUd9DNXT/9JC/9/iVKK0v4+F03MaK2isULlzNh0hiuvHYBipht59IzGQxdw9ANBElEUgo3galQJCfu9rJr4SocFSUoQ9hcFJX62b6+OSfuXD4X86+Zh9yHYJBUBXd1GbbL54ORFU2DbReaft503vnnu4Tas1blgfIAE86YhCIKRNu6ie7qgBI/qsOGw+vksi9/kEQ4u5m0umzYPVlDEovVQnEfLZlaOoWR0TB0DVFWcvlWgiCgOOwEpowHTUdUsq9PsahMnDaWFYvX5O6jqrYCywDmcnRdJ9wdIZNMk0lqyA4bqe40sR276Fm3Cd/4wzMrIwjCntd1fMwOnaiEoyHmXDiLyadNAMDmsGIZZtMLPZnKiTsAPZWic8Uqik6ZdkSqtloiRde6Lb2Pn8n02Zos7WfoIlltyLbjL6NwoMTDMZ762d2sdgAAIABJREFU0m/IpLKt39tXbOHS+z5E+ZjBXWgbLIZhEOoKk0llkBUZl8+Znds2MTExMTkuMQXeMYiW0Yj2RNmxcQdOrxNfiQ/nfi19qkWlrK6Maz5/DV3t3fz49h8wbd5krrvqMnY3tfGjT/6UBx7/KnomTaxlB7HmrImJbHfgGTMOSd3PwKWPL3NBEhlox1YyHENLphFlCcmi4Pa7+cyDn6B1exuJWILK+nJiXRFCgojVaUO1FYpMZYDzgvti6DqCKOIOerjrJ3exa8suRFmkuKqI6LZdrHv6ldyxpdNGUXfuLBSbBbvHkRN1B0NLpQht3JDN5AIkixX/1Gl5lTRRFLMGOHvw+tz8zw8/zw/u/xnLFq5i9PhGvvCNu/AH+w6vzz2WprF9QzMP/79H6WztomxEKbfddyPqhnWkesLEd+3GM6oBUTqxRVgsFiccipCIJ3E4bPiDvpNiw2kYBiWBICIG3qDn4CcMkcw+LcW5tWgMXdOOiMATFQlr0EtsdzYHLxNLICki7soiQs1Zsx9BEhl5wSzsJR4UlwNRkpAstmF5ftmLXvqe56Ic0dbUA6FrGtuWbMiJu70s+8dCimpLD1vwuGEY7NjSwo+/8DC7m9sIlvq56zu3U1VfccALSXomg55OkYlEkJ1OREU1q/0mJiYmxxDmJ/IxSEdLBz+58yFS8Wz1q2FKA9d+6YMFIg9AtalY7RasNgvvvrAot147tgZRltBTqZy4g6z9fax5O46a2jxHRsXlwFbkI97W6whZNnsysu3g1btEd4TFv3yWWHs3CAK186ZQM3cSbr8bm93KhnfX8Zs7fgKAIApc9NkrqJ8xEukQ3Be1RJLojhbirW04KsuxFQdx+V24/Nm8sGQ4xvLn3so7Z9eSddScOQ1lkNUQPZnMiTvIZo5Ftm7G3Tgq9x5mUhli4RiGbqBYFewuO8WlQT7xxY9gtztQVQW3p/8sM4BId4SH7nmEcFe2Ja1l6y5+9cAfue3zV5JavhJrUSBXJTxRiUZi/OtvL/Gt+/6XTDpDcUmQXz3+I0bUVR3tp3ZY0ZIpYjtaSGzZSpvVgm/COBSnY0hmHbqmkYknwTAQZAllv/9jxeVAkKScSy6AvbJiUDO3h4KkKFScNoXI9lZS4WwWanTnbibfdAGRnR3Eu8MER1ajOm2IiozFo6Kn0miJJLGWVlSvB8lqGdJMqpZKEdmyiWR7G6JqwdXQiOL2HP0IBsPA5i6sTto9jsNqgBLqDPPQHnEH0L6rk/+95+fc9+sv4AkUXmTQNY1EWyuRzb2ROs66eqzFpUf/PTQxMTExAUyBd8yRiCV4/tHncuIOYOPSjXS1dvUp8ACcHid3fe92HvnKr+ls7aKyoYKP3XcTLq+z0PoeSEfCoOt5+WaK3Ur9pWcT3t5CojOEb9QIVOfBK1yZZJoNL7ybFXcAhsGW/y6hbOpIFLuVZCzJSw//I3e8oRv85xf/omJ0JQ5fr+BJpdL0dIcwDAO73ZaX47eXZCROek++Ubqzk84ly0HXiWxrxjOqAf/EMXlXkY3MfiYzBnlGLgMlEy+MfshEo9nNsSQR7Yny/jtr+fvPnyUZS9AwrZFr7rkGl99FNBahumbgwiSVSOfE3V6aN+5AsFqxFgXwjhl5wm+iIuEID9z7YM7NdHdrO/d/8Xv86BffwOM9fDb9RxPDMIi17KJj6fLcWqKtg4rzzkK2Da6yraUzhJta2PrCm2TiSZwVxdRdfAbqPlEfoqpSeuYcOpeuIBOP46iuwl0/4ohWSS1uJ6M/dBFaPImoykiqgmy1YO0jv1HXNCLbm+lc1uuA65s4DldtzaAqR7quE9uxneSez0U9laRn7WoC0045YN7jkUKUZUpHVuKrDNLVnM3UU+0Wpn5gFtJhvKiTyWRobc7/nujc3UUqVegQDGBkMkS2bslbi27dgsUfPOrvoYmJiYlJFlPgHWNoaY1wZ7hgPdId6ePoLJIsUTO6mi/94nNoGQ1FlXHtEU+Ks7BqpPr8fWYCKQ4b/tF1g3q+ejpDZGd7wXqsvQdHkS9rg77fRiEejqHvk1EUDkV46blX+cEDPycWjXPuxfP4/FfvxB/obWeMh6K8+esX2L50E4Ig0HjGeMbOmUTnoqUAhDZsxjumIbfZk60q5TPG0vx274bQW1eBOIQIAsXtKXD5tJaU5lrFYqEoT/3gqdzPNi7ewMtPvMwFN18w6MdSLQpOrzPv911WW4rF5SQwZybScZKtdSh0d4XyoioANq7bQmoQBjXHG3oqRXjz1rw1Q9NIdfcMXuAlkmz6+8u5HLDIjt00v7aImvmn5ubcREnC4vVQPPsUDMNAVA4tqN4wDPR0Cj2VQpRlBEkeUCul6rCB4+CvT0+l6Vq1Jm+te/X7OCrLB9camMmQ6urc/8mTicdyc7VHE5vbxiVfvob2LbtIxlOUj6nG5h1YK/lQkRWZ4sqiXAUPwFfkRVH7eV/3z0vd77aJiYmJydHlxB9qOc6wu+3MvHhW3prFbqGioaLf80RRxBNw4y/x5cQdZPOxPKPHZjdbgoAlWIy99NDzsfYiW1WKxtXmrQmigLMsG7YtWxSK6/JjCWqnNKDs43DW0dbJ/3zhe4RDETRN47m/vcTTT/yTzJ4KnGEYbFu0ge1LN+Vur39lJZFwqtf1TxTYNzdPUmSqT5/M6CvPIjBmBPUXnMqYK89CHYJhjKgo+CdPQXY4EVUVR80IbEVFGJkM8XCM5nXbC87ZtHQTyVhy0I/l9Dr5xLduwRPIVqqC5QFu+/pH8RR5TwpxB+AP+LDvt+mfM28mjgEIgeMWUeyzHXooOYSpcDQv5BkgvL0VrQ+BLFksyFZrv+Iuk0iS6A4R3rGbVCQ7p7c/WjxO59LFdC1fSsfi94g2N6Gnh1GQG0ZBRd7QtGxVfjCIIrKjsBNCshwbLpWirODwu6maXE/j7LE4A+4DhtsPF26fi7u+fRvBPZ/Z/mIfn/reHbi9fbeUC6KYl48KoHp9x0Tun65paKlkn3+jJiYmJicTZgXvGEMQBMbOGsuVn7uKd//xDi6/m/NvPh/HEK7i9nSE2LllJ4YBFbVjcHrsCIIwrMPwoixRPXsCyZ4oLUvXY3E7GHPZ6bmZH7vHwaVfvIY3/vQyLet3UDOpjplXzMG6Ty7RyuVrC+739Zff4coPLcDjcaNnNFrWbCs4pm3zLsqKHKTDEbxjRxVU5xSHjZKJDQTHjECUJARxaEYK2WqHD/+kSWipFIndrXQuW4zicqOU1lBUWVxwTu2EEUNyPpRkiaqGcr7080+TjCURNA2nKqEl03mB6CcyXp+bXz72IF/53LfYtrmZM+fP5u4v34HdceK6J0qKgm/8WOK72zEy2Yq3taRo0NU7ANXlKKg4O8uCQ5rdzCSStCxcSet7e+MMZEZdcz6OkkDuGD2dJrx5Y+55A8R37sBWWj5shi2CLGErLSG+qzW3Zi0K9tmJ0B+iLOMcUUsmGkGLx0EQjsm8xyPZhi0IAhW1ZXzll58nnUqjqEq/LpqiouBqHEV85w5SPd2oHi+28oqj/h5qySSRbVtIh0IobjfOmtpjoiprYmJicjQwBd4xiN1tZ9o50xgzcwySImEdQtWpp6OH79zxIO07s1ls/hIfX3zk7kN25tPSabR4gnhLC4rLhSXgR3XaGHXJaTScPxPItl3tK6acATdnf+wCUokUqt2Csp8QGzW2oeBxps6YiH3P5lZSZKqnNrD1vfV5x1RMrEPNxPCOHYXqdh1wUzSU+RVtT9i3qKo5hz1D0+hZvSJ3TDocxlquo6UyXHjLhbz0+5dIJVKMGD+CeR88K69KORhSXWG2Pfl83troGxZgs/TvwHmioKgKEyaP4dHH/xdD17FYLf2GzZ8oyA47FeeeRbyzE9VuR7bbhrRBlSwqtRfMYdtL76Cn0tiK/VTNOwXZkjUkSYaitK7cTKI7QvmM0Vg9zgNmhmmpdE7cQbYlu+mld2i47OxcfIphGGiJQldOPZ2CIQjUPl+TqhKcNonQpi0kdrdjDQZwN9YhWQZvsiJZrHjHT8LQNQRBRJCkk94Bcm8HyECRVBVHdQ12rQJBko969U5PpwmtW0s6HAIg2ZZATyRwjxmHdIyJdxMTE5Mjwcn9rXYMIwgCjgHa+PfF4peX5cQdQGdrF++++B7nXTd/yPdpGAbJjg46Fi/d+yRx1lThbmxEtqi5DWRfKFb1gDbfJaVF3P6pD/Orn/2RTDrD1FMmct1HrsgTghUTahl99hTWv7IcUZaYtGAW3vIAFmfloF9HJp0hGU9idVgL2p+0dJpUZxfda97HMAw8IxuxFgeRVJV0pHcuTpBlXPWjCW/ZjtvtpX58LfXfvw1ZkbE6bXiGKKQNXadj5fqC9a73t2A7bUqf5+i6jhZPAgaiqh5WQ4YjycFC5k80hD1tmq3xGA0V5UO+H0lV8DVW46oqxdB0REXKRZAkwzEW/vRp4nuMfLa+tpxTPnEZ3uqSPu9LS6QK1pKhSN7MlSjLWINBYjuae1+LJA2pvbQ/JKsVz5hRuBvqEBTlkAxhhuK+aZKPIIoI4rHxPhq6lhN3e0mHQ6BrgCnwTExMTj5OjJ2gSR56RqdjV2fBentL4dqg7jeVomfdBgAUjxt1RANrFq5DX9vBhNMn4vK7hhR94PG6ufHWa7j8gxejazo2mxWvP18gWV12pl99OpMWzAIh6y4nD8EwpacjxH+efJmNK7cw6bTxzL5wZt7MohaPs/vthch2G1oqTfuiJZTMnY0U8OcZ1thKK+hcvoZYS7ZlzBLwYa+qxF1djXwIeVWCKGLxF4pDq6/vq+uZRIqeTU3sfGMpWjpNcMJISk8Z32+8RTQaJxaNIQBenwf5BBGEJwrpYZhdE2UZ1Vn4ew3v7MiJOwAMg00vvsek68/t8+9WcViRbZZs5MIe/KNr8y7mCKKIvbwSw4Bk+24kixVXfQOiPPwba1EUwWy7M9kfQSiI/RAkiQEHuZqYmJicYJg7uxOQWE+UKXMm8NITL2PsmcMRBIEzLj3t0O9c10EQUEc08NPPPkK0O5th9e/f/5tPP/IZ/KX+Id2tw2HHcZAZq/6qgAMh3B3m5//vV2xelbX43rhiEzu3tnDtp6/C5sgKonhHN65p02ltasNT40bRM0S2NWHxeRFVFWdNHdHt25Adzpy4A0h2dJHs6MJdXQ4c2lXtwNh6OlZtJNWT3Yjbgj5cNX1XdNKRKE3/fjt3u23pWmxBL/6x9X2GN3d2dPPQd3/J3/7yPC6Xg3u+eidnzJ+Ny3Xit0Ca0GdMiGEYuc+J/ZFtVkZfewFN/11IoiuEf2QNJTPGF8zz7TUfsldUIAjiUZ/HMjm5EGUFV10DoQ3rcmuu+sbDcpHBxMTE5HjAFHgnIE0rt7BjfTN3fftW/v3UKxiGwbnXnnXI83eiquKqryPW0sKad97PiTuAVDzFW8+8yYW3XnREs7QGQyqeyom7vSx8cRGX33ZJTuCFkgaP3PVQLtph+rnTmP/BM/a0I4lYS0pRAwH0jIYgy3nGEoIk7XHzPDQUh42RV59HKhxFEAQUlyM377Q/4aZdBWvdG7bhbazJWeLvRdM0/vH0i/zl8WwuYVdnD1/+9AP8/eU/mALvJMFVEcTicZDs2fO/K0D9/OkoBzAEEkQRq99D3cWno2s6skU54LyaKIqgmtU1kyOPIIqo/gCB6aegJRJIVusxMRtoYmJicrQwBd4JiN3rYMXzi9i5polTTp0AAvRs3Y116shDul9BELCVlqB6PGQ2Lyr4+d4Q8oNh6DqGrh9xYwNREhElEV3rnR+yOqy5Np5oT5S//+zZvNy+RS8uZt51Z+duC6KIpFoQRI3A5PG0L1qW+5l/0thhq1woDhvKAGIB7Pu4Ge7FUVaE2EerbDQS4+UX3yhYX7ZoJSPqBh7GbnL8YnHZmXnXFbQsXke8O0LVrHHY/H3b4e+LfJJEdJgcv4iyDLJ8zERemJiYmBxNTIF3gqClUllDBVWhaEQpxXWl7N68i/am3ah2Czd8/9YDOuUNBklVkVSVSWdN4T9/+i/pRFbUiZLInMvnHrR6l47GaV+5nnhbF4FxDTjKipCHECcwFKwOG+ddN5/nfv9ibu2qOy/H4cm2hmqaRk97qOC8RLTQIVCUJZw1ldhKikh1d6N6PUhWyxEXrVa/m8C4BjpWbwTAXhokML6xzyvXNpuVydPGs/jd5Xnro8Y1HpHnanJsYHU7qJ039Wg/DRMTExMTE5PDhCnwjnMM3SAdidC+ZAWZcBRHTSXekfVcfu+H6GxuIxGJUzayEvsAHDlT8SRaOoPF0X/wMYDb7+Yzj3yW1//6Olo6w5wr5uIp7r8FNB2Ls+HPL5Lsyoqonk3bqZx3CsHxjQjS4W+lsTmsnHPtWUw/eyrbNzRTN24Ebr8beY8os7vsTDt3Gi8/9t/cOU6vE/cB7MMlVUFSFdSjaOEv26yUz51K6ayJGLqOpCjIB2jnVFSFD33kCha+tYSVy9YiiiI3fOwqysoLc/xMTExMTExMTEyOT0yBd5yjJZPs+Pdr6KmsnXn36nUYmoZ/4liqxo8Y0H0YukG4rZtFT75KqLWb+tljaZw7HqvrwKYnkiLhL/Oz4PYFGIYxIPfMTCyRE3d72b14Dd6G6gG1Iw4HTo8Dp8dBVUNFwc9kRWbOZadhsaos/e8yghVBLrzlwiGFzB9JZKsFBthCFywO8NCvv008FkeWZexOmzl/Z2JiYmJiYmJyAmEKvOMcLZ7Iibu9RLY14x3diGgbWGRBPBTln19/jEQ4BsCiJ14lk0wzccFMpIO0HIqDqLz1VaUTFRmOISdrh8fJ3CtPZ/r5M5BVeUgh88c6/oAXAidHaLqJiYmJiYmJycmGaTF1nCP2kQUn2+0Ig3BzjHVFcuJuLxvfWEUymjzAGUNDtlpwVpXmrZXPmdJvZtvRQJIlnF7nCSnuTEyOFdKpNF1t3XTu7iISih78BBMTExMTE5MBYVbwjnNEVcEzqp6edZsAEGSJohmTkAYRBqzaC4+1e53DHncg26yMuGAusdYOEh1deOqqUBz2PvPajifSqTTdXT2kUmksVguBoO+4f00mJoeTWCTO4leX8tiDTxGPJhh3yhhu/epNeA4w72piYmJiYmIycEyBd5wjqSq+caNxN9ahxRMoTgeSZXBB26rDSsOccWx8Y3X2PhWZmdefjdU1/HNxit2Kp7YCT23hDNyRxNB00tE4HWs2YugGgfENKA7bQc1l9ieZTLFk4XLu+cT9hHrCVFSV8fPffc+MHTAx6YdIT5RHv/H73O3VC9fyj9+9wFUfvxR1GNx+jxVCXWE2rd7CuqUbmDJ3IhW1ZTg95syriYmJicnhxRR4JwCSRc2KuiGaZVidNmZcO4/xF5xCtDOEr7LosIi7Y4l0LM7aPzyLnsrGPLQtWcvoGxZgGeTmK9Qd4jO3fYVYNA7Aju0tfPGTX+fnv/suPr8552Zi0hc7Nu8sWFu7eB2JWOKEEXjRUJQ//fjPvP38QgCef+wlrrj9Es67dv4J8xpNTExMTI5NzBk8EwCsLhu+yiCVE+tw+F1Iyomt/TvXbMqJOwA9k6F9xfpB308slsiJu72sWbkOLaMd8nM0MTlRqagtK1gbPaUBax/t4scryXgqJ+728s/fvUBsv3lnExMTExOT4cYUeCYmOYxBn2F32HB7XHlrU2dMRD7BBbKJyaHg9Dr48Oc/iMWWFXQjJzdw8YcvQB1ke/mxjGEUfp7omn4UnomJiYmJycmGuQs1OSnxj6mnddFq9HQGyJrTBCeOGvT9+HwefvZ/3+GeO++nZUcrY8aP5IEHv4zX13/ou4nJyYzdaee0C2cxec5EdE1Htam4TrDZNIvNwtTTJ7LktRW5tXOuPgub88Rufx8ImUSKdDxJtK0bR9CLYrcgW08ccW9iYmJytDEFnslRRUsmSXZ1k+zoxFZaguJyIqkH/6JPJ9PEwzE6mtrwlvqwue1YB7Fxkh1WxtywgPZVGzB0g+CEkShD2HjJisz4yWP44zMPk9EyqKqazZkzMTHpF9WiohaduJt6p8fBTV+8nqmnr2LNoveZcdY0GibUYTnJhYyeydC2Zisrn/hPtmlCgHFXzaN0UsMJPxpgYmJicqQwP01NjhpaKkXnitXEdmQNF0IbNuEdPxZX7Yh+A9QN3WDH2iaefuBPGHq2DWrW1aczbcEsLAOc4RElCdXtpHz2lEN+HaIoEiz2H/L9mJiYnFi4fS7mXHQqsy+YOeyxM8cr6ViStc+83tsRb8D7f3uDQGMVksfckpiYmJgMB+Y3jslRw8hoOXG3l55169HTqbw1PZ0mE4+R6ulGSyWJ9UR56eF/5sQdwLt/fp1UfHiD2U1MTEyGA1Pc9WLoBplE/me8lkxjGOZ8oomJiclwYV4uMzmK9GFqouev6ek0kaatJNtaswuiiK1hPJGucP496Qbannk6ExMTE5NjE1GR8dWV07VPVIa3phRJNrcjJiYmJsOFeVnR5KghSDLW4qK8NXdDHaLSmxGla5lecQeg6+jRHkbPGZ93nq88gHKSz7aYmJiYHOuoDisTr5tPxcyx2Iu8VJwyhkk3nItqms+YmJiYDBvmJTOTo4ZkUQlOm0ysZRfJ9k7sFWVY/H5EScodY2QKq3KZzt3MveFsnAEXmxaup7i2lNM+NA+H98Ry4TMxMTE5EbG4HYxecBqZZArZoiCpZvC7iYmJyXBiCjyTo4pkseAa8f/bu/M4KeoD7+Pfqupzeg5mhoHhGk5RQBGC0aiIkRivrJsoGTxW3URe4iYhedYou2qiqHkJJhs0eVbjah6zLzYmIBBzbTQmWaKIqIsoQWAQBRnuc5ije/qsrucPtHWcAWaYma7uns/7r/Svj/qS/DJd365fVQ1Xcc0wGZ84TyURT0gen0yfX+nER+fX+Sv6q6i0SJ+pnaZPfeEcef1ejt4BQB6xfB5ZPnZBAKA38NcVOeHj5a6lOaxt727X0z9brgHVVbrh5i8rlGhRqrlJ/v4DFBxQLcM05TFNebjqGgAAAJDB3jFyzqa339Et13878/i/n31By//4M1UMqZHp8bQ70gfgI00NzWptaZXH61EwFFBxL95APJ1MSlKb82Z7gp1KKdUalwzJWxQ87m1TAABAW8cteFOnTpUkJZNJRaNRDRo0SPv27VNlZaVWrFiRlYDoWDIWV6o1rtaGZhX1L5M36JfHn//LFFuaw/p/j/2izdiRhiZt+NtmXXTJVJdSAfmh8VCTfvDNH2nP9n2SpCmfnaR//JfrVVpe0qPbSadSSkXCiuyolySFaobLEyqW2QNXQkxEYtr56gbVv7xels+r8f9wsVpa49q68X2deuYYVVZXKFQa6vZ2AAAoVMf9Nl61apUk6Y477tDtt9+uQYMGaf/+/VqwYMFJb3Dr1q2aOXOmVq9eLb/fr3Xr1unBBx+UZVmaOnWq5syZc9Kf3VfYiaT2vfWeNv9m5dEBw9DEGy5R1bjhMi1LdiIhx7Ylw5Dl82WOeKWTSdmJuFLhFnlLSmX6fDI9uXVyu2maChYF2o13NAbgI3bK1l+Wv5gpd5K09sV1uvjLF6l0Sg8XvHhMjRvWZx43bliviklTeqTgHdm2W1v/tEaSNPCsU7Xi96v1/C//knn+uv/zZV101TT5/Ln1twsAgFzRqXUvu3bt0qBBgyRJAwcO1N69e09qY+FwWN///vfl8310pGnevHlauHChFi9erL/97W/atGnTSX12X5KMJrTlD6s/GnAc1T27UslITKlYTIfWvKndL/yP9q5Yqej+A0qnUkrbtqL79qjx7XUKv79VR9a/pdjBg0qnbff+IR0IFRfpG7ffLI/3ox3FkWOG65RTR7mYCsh9yURSO7bsbDe+a9vuHt9WdN++9mP72491lZ1Iae9b72Yel48dpj8903a1yK9/+nu1trR2e1sAABSqTv3cOnr0aM2dO1cTJ07UunXrNGHChC5vyHEc3XPPPfr2t7+tr3/965KOFr5EIqGamhpJR5eErl69WuPHj+/y5/clTtpW+hM39U62RuU4jho3bVbs4CFJUjqR0MH/Xashl0yXYZlq3bOrzXtad9bLX1kp+SzlkhEjh+n3f31aK154WVUDKnXWuZNVWVXhdiwgpwWKAjrv8nO0/tWNmTHDMHT6OT3/99QKtD+i3tFYV5keU2XDBurAhvclSY4k2063eU0inpTjON3eFgAAhapTBW/u3Ll6/fXXtX37dl1++eW6+OKLj/v6ZcuWadGiRW3GBg8erCuuuEKnnXZaZiwcDqu4+KMLAIRCIe3c2f4X6I+Lx+Oqq6vrTOweF4vFXNv2xw2s6K+Swf3VsudQZqxybI3stK3YwcNtX+w4ijW3yFMckj6xU+SkbSUTCW3Zui0bsbvEMAxdeMlnZNu2Dh7ar4OH9p/4TTkoV+YM8kd35syICTW6evaV+p/lLykQCmjmN76klJPo8Tk4smaYTH9A6XhM0tFyZ5aV9ch2hk0cqf1vb1XzroOK7mvQGZ8Zr7df+2hlxzkXT1EkGtG+upNbSVKI+DuDrmLOoKuYM/nFcDrxU+h1112nxYsXd2tDn//851VdXS1JWrdunSZOnKgnnnhCM2fO1HPPPSdJWrRokVKplGbNmnXMz6mrq9O4ceO6leVkubntT4o1RfTu86+qeecBVYwZqlEXnyVPwKuGt9ardU/bHZ8hl3xOptej5vfeUbKpMTPuq+yvkpFjeuS8GXQsl+YM8kN350wqkVK4OSLDMFRSXiyzl646aycSsqNHl0pawSJZvp67yFMi3KpUPCnDMpWw03rl+ddVt/YdTTzvdJ1z8Vk9ftGYfMffGXQVcwZdxZzJPcf736RTe/ZlZWVatGiRRo4cmdlZ+PAKm5315z//OfOfp0+frp/97Gfy+/3yer3asWOHhg0bplWrVnGRlU4KlIU07uoLZceT8vi9snxHLzhQfsau0+6hAAAgAElEQVR4JSMRJZuaZViWKiaeLtPrlen1qHTMWEUP7FeyqVG+fuUKVA2k3AEFxuPzqF//sl77/GQ0rnTKlifgk6+sX69sw1dcJN8HizuCki697nO66Kpp8gd9XS6sdiyutJ2SYZoyPB5ZPXxLBwAAck2n9u7Ly8u1efNmbd68OTPW1YJ3LPfff7/uuOMO2batqVOn6swzz+yRz3VbKp5QIpqQDEPB0iIZhtHj2/D4vPL42u6seIJBDTzvHKVtW4ZhyvR6MiXO9PpUNGiInIGDZFhWr2QCULhaG5q15fevqGVvg6rGj9DIiybLX1LU69u1LEvBUNfPFU61RrXvlVeVCkckSWWnnqLSMaN69GgjAAC5plMF75O3RThw4EC3Nvrxe+hNmjRJS5cu7dbn5Zpoc6v+9pvVenfVBgXLQjr3pos14JQh8gays1Nh+f061q6QYZrcKBzAMaWiMYV37FSqNarSUSPkCRXJ9HgUb2nVG0/8TrEjLZKkHavWKxmNadyXLsjJe3CmUykdqducKXeS1PTOuyoeNpSCBwAoaJ3a0//xj3+sz3zmM5oyZYomTJigr371q72dK2+l7bTeXbledf/zllLxpFoONOrPD/9K8UjM7WgAcFypWEx7X3xZjZs2K7y9XntWvKREU7MkyY4nM+XuQ/v/tlV2PNXRR7nOSdlKNDa1G09GIh28GgCAwtGpgrdixQqtXLlSV155pZ577jkNHDiwt3PlrURrTNvXbGkz5qQdHXq/+/eIOlmNR5q0d/d+7dtzQM1NLSd+A4A+KdHYJDvW9seoxs1blE4mZXos6RPLugPlJVKOrvQ2fF4VfXBhr48GDflKS90JBABAlnSq4FVVVcnn8ykSiWj48OFKJpO9nStveXxeVdQMaDdeVl3uQhqp4fAR3XvHQ7r0vJm65NxaLZj3YzUcbjzxGwF0SioWU7yxSclwWHYi4Xac7ungvNwPR6yAT6MvOeujccvUhBkXylcczFK4rjFNU6VjRipUM0wyTVnBoAace7ZMHxdZAQAUtk6dg1ddXa3ly5crGAxq4cKFam5u7u1cecvj92ryVedp/zu71Lz/iGRI4y+ZomC/4hO/uResXPGaXvzL6szjP/z6z7rsyum68HPnuZIHKCSp1lbtfemVzFGvoiGDVXnm6bL8fpeTnRx/Wak8RUGlWqOZsbJxp35wJV6p5rwzNGjSWMWawiqqLJW3KJDTF2uy/H5Vnnm6yiecJkOS6ffndF4AAHpCpwre9773Pe3du1eXXXaZfv3rX2vhwoW9nSuvhSpKdcV3rlMylpDlteTx++QPBbKeI51O639febPd+BuvraPgAd2UTtk6snlLmyWNrbv3qOyU0Xlb8KxAQNUXTlXr7r1KRWMqHj5UnsBHR+i8Qb+8Qb+KKvNnmaPp8XA7GABAn9Kpb70ZM2Zo6tSpuuSSS3TjjTf2dqaCECwLKVgWcjWDaZr6/BUX6r9//ac24xd9vmducQH0ZY5tK9USbjeeDEfkL++d+8NlgycQUOnokW7HAAAAJ6lT5+AtWbJEU6ZM0bJly3Tttde2u20Cctfks87QrK//gwIBv4pCQX3rX27RqFNGuB0LyHumz6vimqFtBw1DgcoKdwIBAICTkk4mZScSSifz/Fz6D3TqCF40GlU0GlU6nVYikdChQ4d6Oxd6SL+KMt36rZt0/VdnSJJKy4rlz9PlY0AuMQxDRYMHyU4kFd5eL9PnU8XE07mIBwAALkqn03JSSck5ev9n03v872U7Hlfz1i1KNjXKUxRS6ZhTZRUV5fU5250qeOeee67Gjh2r2267Td/73vd6OxN6WCAYUCCY/XMAgUJn+f0qO2W0iocPk2EYeXvuHQAAhSCdSil++JDC27fJSdvylpap9JTTZPl8x3h9Us3vvaNk89H7pqZaI2qse1vlEz91zPfkg04t0XzxxRd100036Xe/+51uvvlmLrICAB8wTFOeQIByBwCAy5xUUi3b3pWTtiVJyeYmte7aobRtd/z6tJMpdx9KJ5NyjvH6fNGpgte/f38NHz5cQ4YMUWtrq3bv3t3buQAAAACg01LR1nZjieam4xY2K1jUdsA0ZVidqkg5q1NLNC+77DJ9+tOf1iWXXKI5c+bIl8eHLAEAAAAUHs8ny5okX2mZDMvq8PWWz6fSU05V46YNR8/bM02VjhkrI89vr9Op9H/84x/12muvaefOndq2bZtGjhzJhToA9Ji0bcux07K4QAkAADhJhserklGntDkHr2hojcxjFDxJ8hSFVHHmp+TYKRmWJcPyyDSP/fp80KmC96Mf/Uj79u3T1q1b5fP59OSTT+rhhx/u7WwACpzjOLKjUTVu3qJUpFXFw4cpOHCgLD+rBAAAQNeYHo/8VQPkKy/v9FU0DcP44IIqhbPv0akFpmvXrtUPfvADFRUV6aqrrtKuXbt6OxeAPsCOx7X3xVUK1+9U7NBhHVq7TpHdu+Wk025HAwAAecg0TVk+vyy//4TlrlB1quDZtq14PC7DMGTbtkwzv088BJAbUq1R2fF4m7GWrdtlJ5IuJQIAAMhvnVqiedNNN+nqq69WQ0ODamtr9ZWvfKWXYwHoC0xP+zXups+b1zcXBQAAcFOnCt4vfvELLV68WNu3b9fQoUNVUVHR27kA9AGW36/AgCrFDhw8OmAYKj9jAufgAQAAnKROFTzDMHTXXXdp5MiRmeWZ3/72t3s1GIDCZ/n9qjprspLhsFKRqAL9K2T6uEIvAADAyepUwZsxY0Zv5wDQR1n+oydCq9LtJAAAoDucdFrpVErS0StaGly3wxWdKnhXXXVVb+cAAAAAkKfSqaRihw4qsmuH5DgKDRmmQNXAPnslSzdRqwEAAAB0ix2NKvz+VjnJpJxUSuH695WKhN2O1SdR8AAAAAB0S+zwwfZjhw7IcRwX0vRtFDwAAAAA3eItLm0/VlLKrY9cQMEDAAAA0C2+sjL5yvplHntLSuWv4ApqbujURVYAAAAA4FhMr0+lp5wmx7YlSYZlcYEVl1DwAAAAAHSb6fVKlDrXsUQTAAAAAAoEBQ8AACgZSygRibkdAwDQTSzRBACgD7NTtqKHmvTuH19TsjWu4RdMVMXoIfIWBdyOBgA4CRQ8IM85ti07kVB0/wGZPp8CFeWyAuyYAeicZDiq1/7vcqVTRy+M0Lh9nyZ/5XJVjR/hbjAAwEmh4AF5LhWNas+KlZmrVnmLi1V9wXmyAn6XkwHIB4ff25Updx/asXqD+o0cJG+QvyMAkG84Bw/IY+mUrcbNWzLlTpKS4bDiR464mApAPgmUhdqN+UuLZHosF9IAALqLggfkM8dROplsN9zRGAB0pLi6UqXDBmQee4I+jbr4LFleFvkAQD7irzeQx0yvR2WnjFF034HMmOHxKFDV38VUAPKJv6RIk796uaKHmpWMxlU6pL98xUG3YwEAThIFD8hz3tJSVV9wnpre2yrT51O/safI8nPeDIDO8xcXyV9c5HYMAEAPyFrBcxxH06ZN04gRIyRJkyZN0u23364VK1bosccek8fj0YwZMzRz5sxsRQIKguXzyupfKV+/MskwZFqcNwMAANBXZa3g7dixQxMmTNB//Md/ZMaSyaQWLFig5cuXKxgM6rrrrtP06dPVvz/Ly4CuMj0ckAcAAOjrsnaRlY0bN2r//v268cYbdcstt2jbtm3aunWrampqVFZWJp/PpylTpmjNmjXZigQAAAAABaVXfvJftmyZFi1a1Gbs3nvv1ezZs3X55ZfrjTfe0Ny5c3XXXXeppKQk85pQKKRwOHzcz47H46qrq+uN2CcUi8Vc2zbyE3MGXcWcQVcxZ9BVzBl0FXMmv/RKwautrVVtbW2bsWg0KuuDc4POOussHThwQMXFxYpEIpnXRCKRNoWvI36/X+PGjev50J1QV1fn2raRn5gz6CrmDLqKOYOuYs6gq5gzued4hTtrSzQfffTRzFG9zZs3a9CgQRo9erTq6+vV2NioRCKhN954Q5MnT85WJAAAAAAoKFm7KsPs2bM1d+5cvfTSS7IsSwsWLJDX69Wdd96pWbNmyXEczZgxQwMHDsxWJAAAAAAoKFkreGVlZXryySfbjU+fPl3Tp0/PVgwAAAAAKFhZW6IJAAAAAOhd3DgLfZ6dSMix05IhWX6/DMNwOxIAAABwUih46NNS0agOvfGW4ocbZAUCqpwySf6KcpkfXPEVyFfpZFKSZHq9LicBAADZxBJN9FnpZFINb29U/HCDJMmOxXTw1f/N7BgD+SidSil+5Iia6jaqafMmJZoalU6l3I4FAACyhIKHPitt24ofPNxmzEmnlY7HXUoEdJ8di6pp09tKtjQr2dykxg3rlU4wpwEA6CsoeOizDNOUr1/ZJwYNmT6/O4GAbnIcR9F9e9uNxw7sdyENAABwAwUPfZbl86li0kR5ikOSJMNjqf+USTK9nJqK/GQYhqxAoN14R2N9mZ1MKhWNKhmJyOaIPYA8lLZtlt/jmNiTRZ/mDRWpeup5Stu2DNOU6fNygRXktcCAakX37VM6HpMkWcGgfBX9XU6VO+xEQs3vblXTlvckSb6yUg049xx5gpRgALnPSadlx2OK7NwhJ5VS0ZCh8oSKZXrYpcdHmA3o86yAX1Q6FArL51P5xEmyo62SDFnBoCyfz+1YOcOOxjLlTpISTc1qevddlU8Yz487AHJeOpnUkXVvykmnJUmJIw3qd/pE+cr6uZwMuYSCBwAFxvL5KHXHkGhpaT/W0CgnZUsUPAA5LtF0JFPuPtS6exdH8dAGMwEA0Gf4y9v/yh0cVM25twDygulpf29Tw+ORDMOFNLnHcZzM7a4My+qzKzO4yAoAoM+wfH5VnT1Flt8vGYZCw4epZESNDJOvQwC5z1NcIitYlHlsWJZCw4b32SLzcWnbPnp7oI3rdfitNQpv3yY7mXA7liv4yRIA0GeYXo+KBlXLX1lx9LHl4egdgLxh+Xzqd/pEpcItSqdS8pX1k+ltf1SvL3JSKTXWbZAcR5IUO7BPps+r0JC+9yMe32oAgD7FME15uHUEgDxl+XyyKirdjpFzUq2RTLn7ULzhsIIDB/e589L7Vp0FAAAAUHA6uuerpygkw+p7dafv/YsBAAAAFBTT61XR4KGZx5Y/oOKaETKtvrdgse/9iwEAAAAUFNPjVdGQYQpWD5aTTsuwrD63NPNDFDwAAAAAec/0eCTuB8gSTQAAAAAoFBQ8AAAAACgQHMMEAABApzmOo3QyKcmR6fH2uXuMAbmOggcAAIBOSadSSjY3Kbx9mxzbVnDwEAUHVHOzbSCHUPDQI+x4QulkUk46Lcvn7fBeJAAAIL+lkwk11W3MPI5sf1+WP6BA/yoXU528dCopJ2UrnUrK9Pk4IomCQMFDt9nxuA6/tV7RffslSZ5QSAOnnitPkJIHAEAhSRxpaDcWO7BfvvLyvLvfWDqVVOuuXWrdvVOSZFgelZ9xpjyhkMvJgO7hJwp0W7IlnCl3kpSKRNS89X056bSLqQAAQE/zFLUvP55QSIaRf7uUTsrOlDtJcuyUWra998H5hUD+yr//NyLnJFta2o81Nytt2y6kAQAAvcUTCslXXpF5bAWDCg4anJfLGjsqcnYsKsfhB2rkt/w6lo6cFKhqv+6+uGaoLE64BgCgQ046LSedlmFZMgzD7TidZnp9Kj1lrNIpW3LSMjxeWT6f27FOiun3ybAsOR/7QdpfWSUjz5aaAp/EDEa3WQG/Bpx7to5s2KR0KqWSUSMVGJCfJ1sDANDb7ERC0b27lWxplr+8UoGqATLzqCSZXp/MAvgN1/R4VX7GJLVse092LCp/ZZWKhg6TaVluRwO6hYKHbjM9HgUGVGng1HPlOI4sny8vl2oAANDb0smEmjZvUqqlWZKUbGpSqjWi4pGjZXrYLcsmwzTlCYVUdtp4OU5ahuWh3KEgsBeOHmEYhiy/X55AgHIHAMAxOHY6U+4+FDt4QE6a89bdYnq9snx+yh0KBnviAAAA2dLB+XaGZUnKn/PwAOQ2Ch4AAECWGJal4OAhbcaKR4xieSaAHsNfEwAAgCwxPR4VDa1RoGqAUpGwvCVlMn1eTm8A0GMoeAAAAFlkeb2yvF55i0vcjgKgAPFzEQAAAAAUCAoeAAAAABSIrC3RtG1bCxYs0IYNG5RIJPTNb35TF110kdatW6cHH3xQlmVp6tSpmjNnTrYiAQAAAEBByVrB++1vf6tUKqUlS5Zo//79ev755yVJ8+bN07//+79r2LBhmj17tjZt2qTx48dnK1bBibZGFQm3yjAMVfQvl9HB5ZgBAAAAFKasLdFctWqVBg4cqNmzZ+u73/2upk+frnA4rEQioZqaGhmGoalTp2r16tXZilRwGg43auGDj+sL067XTTPm6PVX1iraGnU7FgAAAIAs6ZUjeMuWLdOiRYvajJWXl8vv9+uJJ57QmjVrdNddd2nhwoUqLi7OvCYUCmnnzp29EangpZIpLf35b7T06d9KknbW79bXbvoXPb9qsYJFQZfTAQAAAMiGXil4tbW1qq2tbTN222236bOf/awMw9DZZ5+t7du3q7i4WJFIJPOaSCSi0tLS4352PB5XXV1db8Q+oVgs5tq2TyQYKNJf/riyzZht29r09haFW1uUTCZdSta35fKcQW5izqCrmDPoKuYMuoo5k1+ydg7elClT9NJLL+nSSy/V5s2bNWjQIBUXF8vr9WrHjh0aNmyYVq1adcKLrPj9fo0bNy5Lqduqq6tzbdsnEm2N6tTxY7Slbmub8RGjh2nUmBHuhEJOzxnkJuYMuoo5g65izqCrmDO553iFO2sFb+bMmZo3b55mzpwpx3F0//33S5Luv/9+3XHHHbJtW1OnTtWZZ56ZrUgFJVgU1Jw7ZmndGxu0s363DMPQP86+RpWVFW5HAwAAAJAlWSt4Pp9PCxYsaDc+adIkLV26NFsxCtqgwQO16FePKhJuld/vU6i4SCWlxSd+IwAAAICCkLWCh+zoX1Wh/lUctQMAAAD6oqzdJgEAAAAA0LsoeAAAoGCkUymlbdvtGADgGpZoAgCAvJdOJpVoPKLo/n2yAgGFhtbI9PtlGIbb0QAgqyh4AAAgrzmOo9ihgwpve0+SlGySEg2HVT5piiyfz+V0AJBdLNEEAAB5zUkmFd27p81YOpmUHYu6lAgA3EPBAwAA+c0wZHraL0oyLRYqAeh7KHgAACCvmV6vikeOkj52vp23rJ9MlmcC6IP4aQsAAOQ9qyikyk99WonmJln+gDzBoEyv1+1YAJB1FDwAAJD3TMuSLEvBQMDtKADgKpZoAgAAAECBoOABAAAAQIGg4AEAAABAgaDgAQAAAECBoOABAAAAQIGg4AEAAABAgaDgAQAAAECBoOABAAAAQIGg4AEAAABAgaDgAQAAAECBoOABAAAAQIGg4AEAAABAgaDgAQAAAECBoOABAAAAQIGg4AEAAABAgaDgAQAAAECBoOABAAAAQIGg4AEAAABAgaDgAQAAAECBoOABAAAAQIHwuB0AAIBcZicSclIppVO2TJ9Xlt8vwzDcjgUAQIcoeAAAHIMdT6jxnS1q2fq+JMkKBFQ97Tx5QyGXkwEA0DGWaAIAcAzpRCJT7iTJjsV0ZEOd7GTSxVQAABwbBQ8AgGNItba2G0u2tEh22oU0AACcGAUPAIBj8JaWSGbbr8qiIYNk+LwuJQIA4PgoeAAAHIPp86l66rnylpbK9PlUMnqkSkeNlGny9QkAyE1Zu8jKk08+qZdfflmS1NzcrEOHDumVV17RihUr9Nhjj8nj8WjGjBmaOXNmtiIBAHLch1ewdBzJ9Fiy/P6sbt+0LAUqK1R9/mfkyJHp9cq0rKxmAACgK7JW8GbPnq3Zs2dLkm699VbNnTtXyWRSCxYs0PLlyxUMBnXddddp+vTp6t+/f7ZiAQBylB2P6/DfNqh19x5Jkr+yQgPOPktWILslT5Ir2wQA4GRkfY3Jn/70J5WWlmrq1KnaunWrampqVFZWJp/PpylTpmjNmjXZjgQAyEHxxqZMuZOk+OEGhXftluM4LqYCACC39coRvGXLlmnRokVtxubPn6+JEyfqiSee0MMPPyxJCofDKikpybwmFAopHA73RiQAQJ6JNxzpYKxBzsjhMlgmCQBAh3ql4NXW1qq2trbd+HvvvafS0lINHz5cklRcXKxIJJJ5PhKJtCl8HYnH46qrq+vZwJ0Ui8Vc2zbyE3MGXcWcOcrj8WhwVaW0ue14oLpa9Tt2KBaLuRMsBzFn0FXMGXQVcya/ZO0cPElavXq1pk2blnk8evRo1dfXq7GxUUVFRXrjjTc0a9as436G3+/XuHHjejtqh+rq6lzbNvITcwZdxZz5iJ1IqGLSGWrc9I6ctK3S0aMUGjhApX6f29FyCnMGXcWcQVcxZ3LP8Qp3Vgve+++/r/PPPz/z2Ov16s4779SsWbPkOI5mzJihgQMHZjMSACBHWT6fSobXqGhQtQxJBlewBADghLJa8ObNm9dubPr06Zo+fXo2YwAA8oRhmvIEAm7HAAAgb3CnVgAAAAAoEBQ8AAAAACgQFDwAAAAAKBAUPAAAAAAoEBQ8AAAAACgQFDwAAAAAKBAUPAAAAAAoEBQ8AAAAACgQhuM4jtshumLdunXy+/1uxwAAAAAAV8TjcU2aNKnD5/Ku4AEAAAAAOsYSTQAAAAAoEBQ8AAAAACgQFDwAAAAAKBAUPAAAAAAoEBQ8AAAAACgQFLzjiMVi+uY3v6nrr79et9xyixoaGjp8XTQa1Re/+EWtXLkyywmRazozZx555BHV1tZq5syZev31111IiVzSmTnz/e9/X9dcc41mzJihpUuXupASuaSz30319fW68sors5wOuSKdTuvee+/VNddcoxtvvFH19fVtnl+6dKmuvvpqzZw5U3/9619dSolccqI5I0kNDQ269NJLFY/HXUiIzqLgHcfixYs1duxY/fKXv9SXvvQl/eQnP+nwdQ888IAMw8hyOuSiE82ZTZs2ad26dVq6dKkefvhhPfjggy4lRa440Zx57bXXtGPHDj3zzDNavHixfvrTn6qpqcmltMgFnflu+s1vfqPbbrvtmOUPhe8vf/mLEomEnnnmGd1+++166KGHMs8dPHhQP//5z7VkyRI99dRTevjhh5VIJFxMi1xwvDkjSS+//LJuvvlmHTx40KWE6CwK3nGsXbtWF1xwgSRp2rRpevXVV9u95qmnntLkyZN12mmnZTsectCJ5sz48eP11FNPyTAM7dmzR6WlpW7ERA450ZyZPHmy5s+fn3ls27Y8Hk9WMyK3dOa7qaysTE8//XS2oyGHfHyeTJo0SRs2bMg8t379ek2ePFk+n08lJSWqqanR5s2b3YqKHHG8OSNJpmnqP//zP9WvXz834qEL2Ev4wLJly7Ro0aI2Y5WVlSopKZEkhUIhtbS0tHn+1VdfVX19vR544AG9+eabWcuK3HAyc0aSPB6PHnnkEf3Xf/2X7rnnnqxkRW44mTnj9/vl9/uVTCZ155136pprrlEoFMpaZrjrZP/OXHTRRVnJh9wVDodVXFyceWxZllKplDwej8LhcGYOSUfnUTgcdiMmcsjx5owknX/++W5FQxdR8D5QW1ur2traNmNz5sxRJBKRJEUikXZHW5YvX67du3frxhtv1LZt27Rx40ZVVVVp3LhxWcsN95zMnPnQbbfdpltuuUXXXHONzjrrLNXU1PR6XrjvZOdMU1OTvvWtb+nss8/WrbfempWsyA3d+TuDvq24uDgzT6Sj51d9uKP+yecikUibwoe+6XhzBvmFJZrH8alPfUovvfSSJGnlypWaMmVKm+cXLlyoJUuW6Oc//7kuuOACzZ07l3LXx51ozrz66qu6//77JR09MuPxeDh/s4870ZyJxWL6yle+ohkzZugb3/iGGxGRY040ZwDp6Dz58OJv69at09ixYzPPTZw4UWvXrlU8HldLS4u2bt3a5nn0TcebM8gvhuM4jtshclU0GtW//uu/6uDBg/J6vVq4cKGqqqr0gx/8QJdddpkmTpyYee2dd96pK664QtOmTXMxMdx2ojkzYcIEPfDAA3rnnXeUTqf15S9/WTNnznQ7Nlx0ojnz5ptv6tFHH23z49H8+fM1bNgwF1PDTV35bjr//PP1yiuvuJgWbkmn07rvvvu0ZcsWOY6j+fPna+XKlaqpqdHnPvc5LV26VM8884wcx9Gtt96qSy+91O3IcNmJ5syHpk+frueff15+v9/FtDgeCh4AAAAAFAiWaAIAAABAgaDgAQAAAECBoOABAAAAQIGg4AEAAABAgaDgAQAAAECBoOABAAAAQIGg4AEA8DFPP/10j37eD3/4Qz377LOqq6vTo48+eszXrVmzRps3b+7RbQMA+h4KHgAAH/P444/3yueOGzdOc+bMOebzv/rVr3TgwIFe2TYAoO/wuB0AAICeFIvFdNddd2nPnj1KJpO6++679eyzz6q+vl7pdFr//M//rHPOOUdXXnmlzj77bL3zzjsyDEM/+clP9PTTT6upqUn33XefvvOd72jevHnt3vd3f/d3GjFihLxerx555JEOM7zwwgt6/PHHVVFRoWQyqVGjRun111/XkiVL9Mgjj+iuu+5SfX29YrGYbrrpJo0ZM0Yvv/yyNm7cqDFjxmjw4MFZ/m8NAFAoKHgAgIKyZMkSDRkyRI888oi2b9+uF154QeXl5Zo/f76OHDmiG264QX/4wx8UiUT0hS98Qffcc49uv/12rVy5Ul/72tf09NNP67777tMvf/nLDt/X2tqqr3/96xo/fnyH208mk3rooYf07LPPql+/fpo9e3ab58PhsNasWaOlS5dKkl555RWdfvrpuuCCC3TFFVdQ7gAA3ULBAwAUlG3btmnatGmSpBEjRmjv3r1au3at1q9fL0lKpVJqaGiQpExJGzRokOLxeJvP2bJlyzHfN3LkyGNuv8mjt7IAAAGESURBVKGhQWVlZSovL5ckTZ48uc3zxcXFuvvuu3XPPfcoHA7r7//+77v7TwYAIIOCBwAoKKNHj9bbb7+tiy++WDt37tRzzz2nm2++Wf/0T/+kWCymxx9/XP369ZMkGYbR7v2O40iSRo0aperq6g7fZ5rHPoW9srJSzc3NamhoUEVFhd5++21VV1dnnj9w4IA2btyoxx57TPF4XBdeeKG++MUvyjCMzLYBADhZFDwAQEG59tprdffdd+uGG26Qbdv66U9/ql/84he64YYbFA6Hdf311x+3oI0ePVp33HGH5s+fr+9+97udft+HPB6P7r33Xs2aNUtlZWXyeNp+1VZVVengwYO69tprZZqmbr75Znk8Hp155pn64Q9/qKFDh2r06NHd/u8BANA3GQ4/FwIAAABAQeAIHgAAJ2H9+vX6t3/7t3bjl19+ua6//noXEgEAwBE8AAAAACgY3OgcAAAAAAoEBQ8AAAAACgQFDwAAAAAKBAUPAAAAAAoEBQ8AAAAACsT/B3jegBSUHsT6AAAAAElFTkSuQmCC\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# Expected: Reward function should peak at 0 distance and drop off as we diverge from 0\n",
+ "# Actual: Reward function does a poor job of rewarding driving in the middle of the lane\n",
+ "# Fix performed: The reward function was updated to clearly reward driving in the center of the lane\n",
+ "plt.figure(figsize=(15, 5))\n",
+ "sns.scatterplot(x=\"center_dist\", y=\"reward\", hue='step', data=data)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "Python 3",
+ "language": "python",
+ "name": "python3"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.6.5"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/Reinforcement Learning Metrics Dashboard.ipynb b/Reinforcement Learning Metrics Dashboard.ipynb
new file mode 100644
index 00000000..51b738fe
--- /dev/null
+++ b/Reinforcement Learning Metrics Dashboard.ipynb
@@ -0,0 +1,709 @@
+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# Reinforcement Learning Metrics Dashboard"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 1000,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import pandas as pd \n",
+ "import seaborn as sns\n",
+ "import matplotlib.pyplot as plt"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 1001,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " datetime | \n",
+ " step | \n",
+ " x | \n",
+ " y | \n",
+ " angle | \n",
+ " speed | \n",
+ " steering | \n",
+ " center_dist | \n",
+ " center_angle | \n",
+ " reward | \n",
+ " total_reward | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " 0 | \n",
+ " 2019-11-06 15:46:00.125433 | \n",
+ " 1 | \n",
+ " 2.585238 | \n",
+ " 1.010790 | \n",
+ " 4.228468 | \n",
+ " 0.571969 | \n",
+ " 0.071206 | \n",
+ " -0.053026 | \n",
+ " 0.190976 | \n",
+ " -3.533934 | \n",
+ " -3.533934 | \n",
+ "
\n",
+ " \n",
+ " 1 | \n",
+ " 2019-11-06 15:46:00.169247 | \n",
+ " 2 | \n",
+ " 2.577178 | \n",
+ " 1.025167 | \n",
+ " 4.174341 | \n",
+ " 0.481096 | \n",
+ " 0.343071 | \n",
+ " -0.048233 | \n",
+ " 0.321050 | \n",
+ " -3.655255 | \n",
+ " -7.189189 | \n",
+ "
\n",
+ " \n",
+ " 2 | \n",
+ " 2019-11-06 15:46:00.192306 | \n",
+ " 3 | \n",
+ " 2.566994 | \n",
+ " 1.042491 | \n",
+ " 4.187571 | \n",
+ " 0.485535 | \n",
+ " 0.519272 | \n",
+ " -0.041608 | \n",
+ " 0.349897 | \n",
+ " -0.549526 | \n",
+ " -7.738715 | \n",
+ "
\n",
+ " \n",
+ " 3 | \n",
+ " 2019-11-06 15:46:00.216583 | \n",
+ " 4 | \n",
+ " 2.557962 | \n",
+ " 1.057184 | \n",
+ " 4.134927 | \n",
+ " 0.498342 | \n",
+ " 0.364100 | \n",
+ " -0.035048 | \n",
+ " 0.431876 | \n",
+ " -0.744333 | \n",
+ " -8.483048 | \n",
+ "
\n",
+ " \n",
+ " 4 | \n",
+ " 2019-11-06 15:46:00.236310 | \n",
+ " 5 | \n",
+ " 2.546510 | \n",
+ " 1.076209 | \n",
+ " 4.206141 | \n",
+ " 0.464470 | \n",
+ " 0.646066 | \n",
+ " -0.026174 | \n",
+ " 0.383715 | \n",
+ " -0.411432 | \n",
+ " -8.894480 | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " datetime step x y angle speed \\\n",
+ "0 2019-11-06 15:46:00.125433 1 2.585238 1.010790 4.228468 0.571969 \n",
+ "1 2019-11-06 15:46:00.169247 2 2.577178 1.025167 4.174341 0.481096 \n",
+ "2 2019-11-06 15:46:00.192306 3 2.566994 1.042491 4.187571 0.485535 \n",
+ "3 2019-11-06 15:46:00.216583 4 2.557962 1.057184 4.134927 0.498342 \n",
+ "4 2019-11-06 15:46:00.236310 5 2.546510 1.076209 4.206141 0.464470 \n",
+ "\n",
+ " steering center_dist center_angle reward total_reward \n",
+ "0 0.071206 -0.053026 0.190976 -3.533934 -3.533934 \n",
+ "1 0.343071 -0.048233 0.321050 -3.655255 -7.189189 \n",
+ "2 0.519272 -0.041608 0.349897 -0.549526 -7.738715 \n",
+ "3 0.364100 -0.035048 0.431876 -0.744333 -8.483048 \n",
+ "4 0.646066 -0.026174 0.383715 -0.411432 -8.894480 "
+ ]
+ },
+ "execution_count": 1001,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "data = pd.read_csv(\"~/dev/harvard/gym-duckietown/learning/metrics-training-spinning.csv\") \n",
+ "data.head()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 1002,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " datetime | \n",
+ " step | \n",
+ " x | \n",
+ " y | \n",
+ " angle | \n",
+ " speed | \n",
+ " steering | \n",
+ " center_dist | \n",
+ " center_angle | \n",
+ " reward | \n",
+ " total_reward | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " 17354 | \n",
+ " 2019-11-06 16:23:52.557404 | \n",
+ " 17355 | \n",
+ " 0.832506 | \n",
+ " 1.142247 | \n",
+ " -373.201711 | \n",
+ " 0.875311 | \n",
+ " -0.940509 | \n",
+ " -0.071612 | \n",
+ " 0.895100 | \n",
+ " -5.482365 | \n",
+ " -104318.541603 | \n",
+ "
\n",
+ " \n",
+ " 17355 | \n",
+ " 2019-11-06 16:23:52.577772 | \n",
+ " 17356 | \n",
+ " 0.833482 | \n",
+ " 1.141981 | \n",
+ " -373.965702 | \n",
+ " 0.948178 | \n",
+ " -1.000000 | \n",
+ " -0.072580 | \n",
+ " 1.659092 | \n",
+ " -7.046657 | \n",
+ " -104325.588260 | \n",
+ "
\n",
+ " \n",
+ " 17356 | \n",
+ " 2019-11-06 16:23:52.598507 | \n",
+ " 17357 | \n",
+ " 0.835163 | \n",
+ " 1.142876 | \n",
+ " -374.711805 | \n",
+ " 0.902563 | \n",
+ " -1.000000 | \n",
+ " -0.160084 | \n",
+ " -0.764130 | \n",
+ " -6.087866 | \n",
+ " -104331.676126 | \n",
+ "
\n",
+ " \n",
+ " 17357 | \n",
+ " 2019-11-06 16:23:52.619733 | \n",
+ " 17358 | \n",
+ " 0.835163 | \n",
+ " 1.142876 | \n",
+ " -375.496119 | \n",
+ " 1.000000 | \n",
+ " -1.000000 | \n",
+ " -0.160084 | \n",
+ " 0.020184 | \n",
+ " -4.641211 | \n",
+ " -104336.317336 | \n",
+ "
\n",
+ " \n",
+ " 17358 | \n",
+ " 2019-11-06 16:23:52.641901 | \n",
+ " 17359 | \n",
+ " 0.835163 | \n",
+ " 1.142876 | \n",
+ " -376.280433 | \n",
+ " 1.000000 | \n",
+ " -1.000000 | \n",
+ " -0.160084 | \n",
+ " 0.804498 | \n",
+ " -6.209838 | \n",
+ " -104342.527175 | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " datetime step x y angle \\\n",
+ "17354 2019-11-06 16:23:52.557404 17355 0.832506 1.142247 -373.201711 \n",
+ "17355 2019-11-06 16:23:52.577772 17356 0.833482 1.141981 -373.965702 \n",
+ "17356 2019-11-06 16:23:52.598507 17357 0.835163 1.142876 -374.711805 \n",
+ "17357 2019-11-06 16:23:52.619733 17358 0.835163 1.142876 -375.496119 \n",
+ "17358 2019-11-06 16:23:52.641901 17359 0.835163 1.142876 -376.280433 \n",
+ "\n",
+ " speed steering center_dist center_angle reward total_reward \n",
+ "17354 0.875311 -0.940509 -0.071612 0.895100 -5.482365 -104318.541603 \n",
+ "17355 0.948178 -1.000000 -0.072580 1.659092 -7.046657 -104325.588260 \n",
+ "17356 0.902563 -1.000000 -0.160084 -0.764130 -6.087866 -104331.676126 \n",
+ "17357 1.000000 -1.000000 -0.160084 0.020184 -4.641211 -104336.317336 \n",
+ "17358 1.000000 -1.000000 -0.160084 0.804498 -6.209838 -104342.527175 "
+ ]
+ },
+ "execution_count": 1002,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "data.tail()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 1003,
+ "metadata": {
+ "scrolled": false
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": "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\n",
+ "text/plain": [
+ "