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    "<div align=\"right\" style=\"text-align: right\"><i>Peter Norvig, Oct 2017<br>Data updated monthly</i></div>\n",
    "\n",
    "# Bicycling Statistics\n",
    "\n",
    "During a pandemic, bicycling is a great way to (1) spend some time, (2) get some exercise, (3) stay far enough away from others to be safe, and (4) generate some data to analyze. This notebook does the analysis on three types of data:\n",
    "- **rides**: a random sampling of my 20+ mile rides, and all my 60+ mile rides (from [Strava](https://www.strava.com/athletes/575579)). \n",
    "- **segments**: short sections of a mile or so long, chosen to have a variety of steepness  (from [Strava](https://www.strava.com/athletes/575579)). \n",
    "- **places**: percentages of  the roads that I have ridden in each town, city, county, etc. (from [Wandrer.earth](https://wandrer.earth/athletes/3534/)). \n",
    "\n",
    "This notebook is mostly for my own benefit, but if you're a cyclist you're welcome to adapt it to your data, and if you're a data scientist, you might find it an interesting example of exploratory data analysis."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Wandering Places\n",
    "\n",
    "The website [**Wandrer.earth**](https://wandrer.earth) tracks the  distinct roads a user has biked on. It provides a fun incentive to get out and explore new roads. The site is gamified in a way that the biggest rewards are for first reaching 25% of the road-miles in each place (city or neighborhood), and then 90%.  (You get no credit for repeating a road you've already been on.)\n",
    "\n",
    "For the most part, your scores can only go up, as you cover more roads over time. But the [underlying map](https://www.openstreetmap.org/) is periodically updated, and sometimes a big city (like San Francisco) is split into neighborhoods (like Sunset, Mission, and Presidio); sometimes  unincorporated areas (like Sequoia Tract) are introduced; sometimes boundaries change (e.g. Emerald Lake Hills doubled in road miles in the 2020-11 update, causing my percentage to drop).  \n",
    "\n",
    "The wandrer.earth site does a great job of showing my current status in all the places I've been, but I wanted to track my progress month-by-month, so I created the charts below.\n",
    "\n",
    "The legend `\"95% ( 53/56 mi) 2.3 to 99% Atherton\"` means that I have ridden 53 of the 56 miles of roads (or 95%) in Atherton, and I need another 2.3 miles to reach the bonus scoring milestone of 99%. The companion notebook [**BikeCode.ipynb**](BikeCode.ipynb) has the implementation details."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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ykzFD+/P0N05gSH/9ahIRkeBoBFlEAlfbGOePr23E3Rk6oKjXlnYTEZHuQQmyiATukZLN3Lzwbd4PfRx0KCIiIppiISLBCUWiXPnnN7nzi0fw6UkjOGj04KBDEhER0QiyiATn+0+tZfmGMPNeWN/rq1aIiEj3kfcJsuogq0/qU372aXO4nidXl+MOjyzfRKgumvd9Uh1kEZGeQXWQRSQQ33lsDX8p2Uwi6RQVGhceOYFb50wPOqxuQ3WQRUSCk/cjyCKSf0KRKI+sKCWRTP+DHk86C0o2E6qLBhyZiIiIEmQRCcD/+d1y4snUTuuS7sxbvD6giERERP5JCbKIdLmymiipXWZ3xZPOGxu3BROQiIhIMyrzJiJd7o3vnoa764YgIiLSLWkEWUS6TOm2Bj7Ymr4ZiJJjERHprpQgi0iXueO595lz58vUNyWCDkVERKRVeZ8gqw6y+qQ+5U+frjh2LD/71+k01tX0mD6pDrKISM+jOsgiIt2Q6iCLiAQn70eQRaT7K9kQ5j9+t5zKiOoci4hI96cEWURybktNIxvDDQzur8I5IiLS/emvlYjk3OeL9+Xsw8ZRUKDKFSIi0v1pBFlEciaVcko2hAGUHIuISN5QgiwiOfPs2grOv/tVXnxva9ChiIiIZE0JsojkzEkHj+In5x3GcZNHBh2KiIhI1vI+QVYdZPVJfeq+ffJEjNkHD6Wh/uMe0yfVQRYR6flUB1lEOl00nuTrf1zBFSdP5siJw4MOJy+pDrKISHDyfgRZRLqf0m0NfFRVTyLZM/4BFxGR3kVl3kSk000eNZjF15xIn0L9Dy4iIvlHf71EpFO9XVZLIplSciwiInkrZ3/BzOw+MwuZ2VutbDczm2dm681stZnNaLbtEjN7P/O4JFcxikjn2lYf44K7X+XWv74TdCgiIiK7LZdTLH4H3An8oZXtZwJTMo+jgV8DR5vZcOAmYBbgwAozW+ju23IYq4h0gmEDi7j9wmImjxoUdCgiIiK7LWcjyO7+dyDcxi6fB/7gaa8Bw8xsLHAG8Jy7hzNJ8XPA7FzFKSKdx8w449AxHLiPEmQREclfQX5Ib19gc7Pl0sy61tZ/gpldDlwOMHbsWFauXJmbSEWkXQ+sqmXMoD6cduBeQYciIiKyR4JMkK2Fdd7G+k+udJ8PzId0HeTi4uLOi05EspZIpij7xz8YMnwwxcWHBh2OiIjIHgkyQS4F9mu2PB4oy6w/aZf1S7ssKhHpsD6FBfzpsqOJq+6xiIj0AEHWYVoIfDlTzeLTQK27lwPPAKeb2d5mtjdwemadiHRDW2oaqYvGMTP69lFpNxERyX85G0E2sz+THgkeaWalpCtTFAG4+93AIuBzwHqgAbg0sy1sZt8HlmeausXd2/qwn4gE6NuPrmFzuIHnrzmRgoKWZkiJiIjkl5wlyO7+xXa2O3BFK9vuA+7LRVwi0rmuPf0gtmxrVHIsIiI9hm41LSJ75LDxwzhs/LCgwxAREek0mjAoIrtl6boQP1r0Dg2xRNChiIiIdKq8T5DN7Gwzmx8Oh2loaKCuro5IJEJjYyPhcJh4PE4oFMLdKS8vB6CsrAyA8vJy3J1QKEQ8HiccDtPY2EgkEqGuro6GhgZqamqIxWJUVVWRSqWoqKjYqY3tXysrK0kkElRXVxONRqmtraW+vp76+npqa2uJRqNUV1eTSCSorKxssY2KigpSqRRVVVXEYjFqamrUJ/Wp2/Zp2dpSnltbSVWmzZ7Qp+52nUREJBiWngqc/2bNmuUlJSVBhyHSqzTGkgzoWxh0GD2Sma1w91lBxyEi0hvl/QiyiHSteDJF6bYGACXHIiLSIylBFpEOeWj5Zk6eu5T3K+uCDkVERCQnVMVCRDrk1KmjqIsmmDxqUNChiIiI5IQSZBHpkLFDB/CfJx0YdBgiIiI5oykWIpKVSDTO9Y+sYlN1Q9ChiIiI5JQSZBHJyprSWhatKScSjQcdioiISE7lfYKsOsjqk/rUNX2aOryAl64/kVFFTT2mT939OomISDBUB1lE2lVW08i4YQOCDqNXUR1kEZHgtPshPTPrB5wHTGy+v7vfkruwRKS7KN3WwClzX+Q7Z03ly5+ZGHQ4IiIiOZdNFYsngFpgBdCU23BEpLvZe2Bfrj51Mp+dOjroUERERLpENgnyeHefnfNIRKRb2qtfH648ZUrQYYiIiHSZbD6k94qZfSrnkYhIt3P7c+/x+ofVQYchIiLSpbIZQT4O+IqZfUR6ioUB7u6H5TQyEQlUJBpnQclmDDh60oigwxEREeky2STIZ+Y8ChHpdob0L+KF606ihxS6ERERyVq7UyzcfSOwH3BK5vuGbI7rKqqDrD6pT53fpw+3hPi4vp54tIF4tL5H9Ckfr5OIiASj3TrIZnYTMAs42N0PMrNxwCPufmxXBJgt1UEW6Rzuzrm/eoWRg/rxm0tUhjcoqoMsIhKcbKZYnAscAbwB4O5lZjY4p1GJSGDc4SvHTKRfn27zRpGIiEiXyuYvYMzTw8wOYGZ75TYkEQlKKBLlontf45jJIzjzU2ODDkdERCQQ2STID5vZPcAwM7sMeB64N7dhiUgQrl+wiuUfhZn3/PtBhyIiIhKYbD6kNxdYAPwvcDDwXXf/Za4DE5GuFYpEeen9KhxYsKKUUF006JBEREQCkdUkQ3d/zt2vd/fr3P25XAclIl1v3uL3KSwwAJLuzFu8PuCIREREgtFqgmxmdWYWae3RlUGKSG69UxbhkRWlxJPpqjbxpLOgZLNGkUVEpFdqNUF298HuPgT4OfAtYF9gPPBN4NauCa99qoOsPqlPe96n/3P/6zQlUjv9bCXd+dnTa/O2Tz3hOomISDCyqYP8ursf3d66oKkOssjuO2nuEjZUNXxi/bSxQ1j038cHEJGoDrKISHCyqYOcNLMvAX8hXerti0Ayp1GJSJdaet3JQYcgIiLSbWTzIb2LgQuAyszjXzPrRCTP/ezZdfz8+fdo750kERGR3qTdEWR33wB8PvehiEhXcne21DTSt7AAMws6HBERkW6j1QTZzH5J5u55LXH3q9tr3MxmA78ACoHfuPttu2zfH7gP2AcIA//m7qWZbUlgTWbXTe5+TnvnE5HsmRm3X1BMMqXRYxERkebammJRAqwA+gMzgPczj2KymINsZoXAXcCZwDTgi2Y2bZfd5gJ/cPfDgFuAHzXb1ujuxZmHkmORTvTy+irKahoBdtQ+FhERkbRWR5Dd/fcAZvYV4GR3j2eW7waezaLto4D17v5h5ri/kJ6qsbbZPtOA/5v5fgnweAfjF5EOiidTXP/IKqaMHszv/89RQYcjIiLS7WRTxWIcMJj0FAiAQZl17dkX2NxsuRTYtTTcKuA80tMwzgUGm9kId68G+ptZCZAAbnP3TyTPZnY5cDnA2LFjWblyZRZhichNxw8l6ehnRkREpAXZJMi3AW+a2ZLM8onAzVkc19L7trtOdrwOuDMzSv13YAvphBhggruXmdkk4AUzW+PuH+zUmPt8YD6k6yAXFxdnEZZI79UQSzCwbzY/9iIiIr1XNlUs7jezv/HP0d9vuXtFFm2XAvs1Wx4PlO3SdhnwBQAzGwSc5+61zbbh7h+a2VLgCGCnBFlEshdPpjj3rlc4Zeoovjn7kKDDERER6bZa/ZCemR2S+TqD9JSKzZnHuMy69iwHppjZAWbWF7gIWLjLOUaa2fYYbiRd0QIz29vM+m3fBziWnecui0gHJVPOZ6eNYuaEvYMORUREpFtrawT5GtLze3/WwjYHTmmrYXdPmNmVwDOky7zd5+5vm9ktQIm7LwROAn5kZk56isUVmcOnAveYWYp0En+buytBFtkD/YsKuf4MjRyLiIi0x3rKHbRmzZrlJSUlQYch0i39+Ol3OXP6GA4bPyzoUCRLZrbC3WcFHYeISG+Uza2md2Jmp5nZc7kIRkQ6X6guyoIVpbz6QXXQoYiIiOSFtu6kdwpwN+n5x48DPwT+QLo6xQ+6JDoR2WOjBvdn8bUnMqCoMOhQRERE8kJbI8g/Iz0HeQSwAHgNeMDdZ7r7o10RXDbM7Gwzmx8Oh2loaKCuro5IJEJjYyPhcJh4PE4oFMLdKS8vB6CsLF1Mo7y8HHcnFAoRj8cJh8M0NjYSiUSoq6ujoaGBmpoaYrEYVVVVpFIpKioqdmpj+9fKykoSiQTV1dVEo1Fqa2upr6+nvr6e2tpaotEo1dXVJBIJKisrW2yjoqKCVCpFVVUVsViMmpoa9Ul92qM+vbZuC42NjcTrI5inekSfeuJ1aq1PIiISjFbnIJvZG+4+o9nyB+5+YJdF1kGagyyysw+3fszpd/yda08/mP88qdv+6EorNAdZRCQ4bVWxGGZmX2i2bM2Xu9Mosoh80sQRe/GDc6dz2rQxQYciIiKSV9pKkF8Ezm5l2QElyCLdlLtTUGBceOSEoEMRERHJO60myO5+aVcGIiKdY1t9jH/77et851+m8ZkDRwQdjoiISN7pcJk3EenequtjFJix915FQYciIiKSl9qaYiEieWjyqEEsvPJYzCzoUERERPKSRpBFeoh4MsXvXv6IaDyp5FhERGQPZJUgm9l0M7vAzL68/ZHrwLKlOsjqk/qU7tOTJR9w85NreX71ph7Tp554nVQHWUSk+2u1DvKOHcxuAk4CpgGLgDOBZe5+fs6j6wDVQRaBNaW1fGr80KDDkE6gOsgiIsHJZgT5fOBUoCJT2eJwoF9OoxKRDgnXxwCUHIuIiHSCbBLkRndPAQkzGwKEgEm5DUtEsrX4nUqO//ELrNpcE3QoIiIiPUI2VSxKzGwYcC+wAvgY+EdOoxKRrB00ejDnzRzP1LFDgg5FRESkR2h3DvJOO5tNBIa4++pcBbS7NAdZRHoSzUEWEQlOu1MsLO3fzOy77r4BqDGzo3Ifmoi05f3KOm5YsIptmfnHIiIi0jmymYP8K+AzwBczy3XAXTmLSESy8uamGl54dyupDrwLJCIiIu3LZg7y0e4+w8zeBHD3bWbWN8dxZc3MzgbOPuCAA2hoaCCZTOLuFBUV0djYyODBg9m2bRv77LMPFRUVjB07lrKyMsaNG0d5eTljxoxh69at7L333tTV1TFgwADi8ThmRmFhIbFYjIEDBxKJRBg+fDihUIgxY8bsaGP718rKSkaMGEFtbS177bUXTU1N9OmTfnoTiQT9+vWjvr6eoUOHUl1dzejRoz/RRkVFBaNGjSIcDjNkyBAaGhro27ev+qQ+tdin4/Yt5KwbTqJuWzWJ/j2jTz3xOu1un1qyYsWK8QUFBc+mUqlDAN0NRkRk93lBQcG7qVTq9JkzZ5buujGbOsivA8cAyzOJ8j7As+5+RG7i3T2agyy9RU1DjNJtjUzfVyXderKW5iC/+eaba8eMGTNl9OjRfQoKdCNUEZHdlbmxU6KiouKDGTNmHLLr9mx+w84DHgNGmdkPgGXADzs5ThHJ0p0vrOcLv3qFUF006FCki6VSqUOUHIuI7LmCggLGjBnTJ5VKHXzOOecc9Int7TXg7g8CNwA/AsqBOe7+SOeHKiLZuOrUKcz74hGMGtw/6FCk65mSYxGRzlFQUICZAfz3Oeecs9Mv1zbnIJtZAbDa3acD7+YuRBFpTzLlFBgMHVDE7Oljgg5HRESkp+gP7EW6EAXQzghy5g56q8xsQo4DE5F23P/yR3zx3tf4uCkRdCgiIiI9Wjbv1Y0F3jazxWa2cPsj14GJyM6GDezL2KED2KtvYdChSB4JRaJccM+rnTZn/brrrmP06NFMnz59j/Z/+OGHmTJlCgcddBBPPvnkjvWFhYUUFxdTXFzM1VdfDcCWLVs47rjjmDZtGjNmzOC5554DYOnSpcyaNYvrrruuw/244IILWL9+/U7r6urqGDduHHPnzm33+Jbir66uZtasWRx++OEUFxfz+OOP79j/9ddf57DDDmPq1KlccMEFn2gvlUpx6KGHUlVVtVvttPS8taW16/LTn/6U6dOnM23aNL73ve+1u353LFy4kNtuu22ndVu3buWMM87Iuo2W4nnmmWd2PAfFxcX07duXlStXttpGa68raP157ujrH+DnP/85DQ0NWe/fkThbuu6783Px3nvvcfzxxzNt2jSOOOIINm3a1Oq+69ato7TSZIIAACAASURBVLi4mEGDBtFScYSWri/ASy+9xLRp0yguLmbt2rVZx5at1s6729y9zQdwYkuP9o7r6sfMmTNdRKSnAEp8l99zJSUlHW7nfx5d7RO/9ZT/z2NrOiWul19+2ZcvX+6HHnrobu/f1NTkEydO9IqKCt+4caNPmjTJk8mku7vvtdden2ijoqLCV65c6e7uGzZs8HHjxrm7+wUXXOCNjY1+/fXX+7vvvpt1H9566y0/55xzPrH+hhtu8LPOOst/+tOftnl8a/HHYjGvq6tzd/etW7f6mDFjPJlMeiqV8ilTpvhLL73k7u6hUOgTbT755JN+ySWXuLvvVjstPW9taem6bN682Q888ECPxWLe1NTkBxxwgH/44Yetru9sX/nKV/zFF19sd79s4ikrK/PJkye32U5rr6u2nueOvv7d3ffff3/funVr1vtnG6d7y9d9d34ujjrqqB393bJli1dVVbV7zIknnujLly/Pqn1396997Wt+3333Zb1/VykpKfGzzz77t2efffZgb/b7NpsP6b3Y/AEkgE/++xsQMzvbzOaHw2EaGhqoq6sjEonQ2NhIOBwmHo8TCoVwd8rLywEoKysDoLy8HHcnFAoRj8cJh8M0NjYSiUSoq6ujoaGBmpoaYrEYVVVV20uC7NTG9q+VlZUkEgmqq6uJRqPU1tZSX19PfX09tbW1RKNRqqurSSQSVFZWtthGRUUFqVSKqqoqYrEYNTU16pP6xKIVH/D0W+WfaCOf+9QTr1Mu+tSeC+95lUdKNgMQT6a48J5XeezNdDnPxliSc+96mYdKNuMOj5Rs5ty7Xubpt9J9DNfHuPCeV3l+bfpc2Y4wH3PMMYwcOTKrfVvb//XXX+fQQw9l9OjRTJgwgf3224/Vq1e32sbo0aM5/PDDAdh///2Jx+M0NTVtH8RpPqBDfX19uzE9+OCDnHvuuTute++999i6dSszZ85s9/jW4i8qKmLQoEEA1NbW0tTURCKRoKSkhH322YfjjjsOgH322ecTbf7yl7/kqquuAtijdrLV2nVMJBI0NTXR1NRE3759GTp0aJvrW3LzzTdz4oknMnnyZK644goOOuggtm7dCsCXv/xlJkyYwJVXXvmJ4+bMmcMf//jHrOJvL56//OUvnH/++W220drrqq3nuSOv/+eff57i4mLKyso4+eSTd3wPMG/ePKZPn8706dO5//77dyvO1nT052LVqlX069dvR3/HjRvHiBEjADjnnHM4/PDDmTlzJnfeeWe7fW7p+tbU1FBcXMzDDz/MLbfcstMIcmvPw9KlSznttNM4//zzmT59Ot/4xjcAGDRoEDfeeCOHHnool112WZvn3Z34d+ItjMbu+gCKgZ8AG4AlwJXZHNeVD40gS09UWdvoh9/8jJ/wk8UeSySDDke6EFmMIF9w9yv+8PJN7u4eSyT9grtf8Uff2Ozu7g1NCT/y1ud80o1/9f2/+ZRP/vZf/chbn/O/rSlzd/fqj5v8grtf8efernB398pIY9axffTRRx0aQdt1/4cffti/+tWv+q9//Wt/6KGH/MILL/RFixa5u3thYaEfccQRfswxx7Q4mvj000/76aef7u7uixcv9pkzZ/o111zja9eu9csuu8yfeuqpduM54YQTfPXq1TutmzNnjm/YsMFvuummdkeQ24o/Eon49OnTfeDAgf7nP//Z3d0XLFjgc+bM8dmzZ3txcbHfddddO7X3zjvv+DHHHLPTuo62097z1pKWruPtt9/ue++9tw8ZMsTnz5/f7vqW3HTTTT537ly/+uqrfe7cuX7VVVf5E088sWP7/fff71dcccUnjistLc36ddVePDNnztwx6pqN5q+r9q5XR1//u44gf/TRR37ggQd6XV2dh8Nh32+//byysrLDcbq3fN07+nPx6KOP+le+8pUWt23enP59EovFfMqUKV5eXr5jW2sjyK1d30suucQfeeSRHcttPQ9LlizxAQMG+Jo16Xe+tm3b5u7ugL/88ssei8V8v/328y1btrR53rbi3661EeRWq1iY2UHARaRvMV0NPET6xiIndywFF5HdNW/x+9RG45x08D4UFaq8l+zsoa99Zsf3RYUFOy3XRePUNsZJptIjSPGkE2mMM2P/vQEYvlffnfbvyrKBnhnV+vrXvw7Ao48+ur3UEqWlpYwZM4bly5dz7rnn8v777zNgwAAg/a7AtddeyxNPPAHAKaecwlNPPcXtt9/OE088wR133MFee+3V7vnLy8t3GhV88sknOeigg9h///33OP7BgwezZs0a3nnnHS6//HLOO+88otEoS5YsYfXq1QwbNoxZs2Yxe/ZsJk2aBMCdd975iZGvjrbT1vOWrZqaGv72t7/x0UcfEY/HOfbYYznrrLMYMGBAi+vHjh3balvDhw/fcXfJSCRCbW1tu+cfNWrUjndxdifO7fG899571NfX7xh1bc+ur6v2rteeevPNNzn++ON3vEtw1FFHsXr1aj772c92KE5o+eeloz8X7r7j9bur3/72tzz++OO4O2VlZZSVlTFmTOdUUWrveZg5c+aOud7Dhg0DoG/fvhxzzDEAHHDAAVRUVDBu3LhWz7En8bf1F/dd4FTgbHc/zt1/CSSzalVE9khDLMHcZ9bx8IpS3OHptyp0YxDpkHmL3yflO98pNenOvMXrWzmi62y/jfd2FRUVO/5obf965JFHMnbsWDZu3Aikk5bzzz+fuXPncuCBBwLw2GOPcdddd3HNNdewcuVKjjvuOJYuXdru+QcMGEA0+s+fp9dff53//d//5ZBDDuHOO+/kJz/5CQ8++OBuxb/d1KlTKSoqYtWqVYwePZqpU6cyYcIEhgwZwsyZM3n33XTl1EgkwrPPPtvqdIBs22nteeuI559/ngkTJjB06FBGjhzJEUccwZtvvtnq+raY2U6PZLL99CEajWaV1LcXz4MPPshFF13Ufodp+XXV1vPcGdzbvoNxtnFCy9e9oz8XkyZN+sQHViE9zeGZZ57h5ZdfZuXKlRxyyCGkUqkd21tLqrPV3vPQ0jSeoqKinc7fPJ5dtRd/e9pKkM8DKoAlZnavmZ0K7NmzISJZqf44xl1L1pNMpn+Yu0tiI/njjU01xJM7/wGKJ503Nm7L2TlvvPFGbrzxxnb3O+qoo3j77bcJhUJs3ryZ0tJSDjvssB1zvAE2bNhAWVkZEyZMwN255JJLuPjii5k9e/aOdubMmcP3v/99SktLmTRpEi+99BL33ntvu+efNm3aTgnBrbfeyvr163n33Xe58sorueGGG/jSl760Y/vNN9/MSSed1G78W7Zsobq6GkgnzWvXrmXfffflyCOPZNOmTYTDYWKxGGvWrNkxGnn//ffzpS99aac//B1tp7XnrbX4W7N9JLKpqYnGxkbeeOMNDjjggFbXd7b33nuPadOm7Xac2/3pT39qMUHe9Xlo7XXV1vXaHUOGDCEcDu9YnjFjBsuWLaO+vp6amhqWL1/OYYcd1urxrcXZ2nXv6M9FcXEx9fX1LFu2DEi/w1JdXU0kEmHkyJEMHDiQt99+m1WrVu103IgRIygtLd2t52R3noeOai/+9rQ6xcLdHwMeM7O9gDnA/wVGm9mvgcfc/dn2Gjez2cAvgELgN+5+2y7b9wfuA/YBwsC/uXtpZtslwHcyu97q7r/vUM9E8syCFaW8H6rjxjOn0q9PAUV9Cogl0glyPOksKNnM1adO1h30JCuL/vv4nLR7xRVX8Oijj1JVVcX48eP51a9+xTnnnAPQ4tvjre1/2223ceyxxwJwxx13UFBQwLvvvsull15Kv379KCws5De/+Q0DBw5k2bJlPProo6xbt4758+en+7do0Y63VqdPn843v/lNjjzySG699dZ2+3DWWWexZMmSdt/S3m7z5s07YoX027wtxb9p0yYuv/xyAJLJJD/+8Y93vO3/85//nFNOOYV4PM7FF1/MIYccgrtz77338vzzz+90vo6288orr7T4vLUWf1vX5YwzzuDwww+noKCAr371q0ydOhWg1fUdsWHDBubMmbMjsVu2bBk//OEP+dznPgfAkiVL+Jd/+Zd22znuuONajef1119n0KBBHHzwwZ84btfn4eWXX271ddXS89zW89aWq666ijlz5jB8+HAWLFjAxIkTueqqqzj66KMBuOmmmxg1alSrx7cW54YNG9q87h35uXjggQe47LLLCIfDFBUV8dRTTzF79mzmz5/P4YcfziGHHMKMGTN2Ouaaa67h0ksv5eabb2bRokXEYrE2r++uOvo8tKa111V78bfHOjLUb2bDgX8FLnT3U9rZtxB4DzgNKAWWA19097XN9nkEeMrdf29mpwCXuvu/Z85TAswCHFgBzHT3Voc+Zs2a5S3V4xPpzprP/frBX9eycnMNf7rs03xv4ds8VLJ5pxHAokLjwiMncOuc7OtvSv4ysxXuPqv5uhUrVng2VRakbY2NjZx88sksW7aMPn3avKEskB5hW7x48Y5P9neWv/3tbzzwwAP86U9/6tR2d5Wr+Dvb8ccfzxNPPMHw4cNz0n6+PA/StVasWMH3vve9+4BvLFy4MLs76e3K3cPufk97yXHGUcB6d//Q3WPAX4DP77LPNGBx5vslzbafATyXOd824DlgNiI9yLqKOk6/4++8tSX94ZXrzjiYh7/2GYoKCwJ5e1yktxgwYMCOt6CzsXLlypwkVWeeeWbOk2PIXfydaevWrVx77bU5S44hP54H6T7a/9d59+0LbG62XAocvcs+q0jPdf4FcC4w2MxGtHLsvruewMwuBy4HGDt2bJt3zBHpDtyd+rgzqG8B9bEUfVIxVq99l8TWfjvt98MTBwODW2xDr/NezVOplBUUqKLJnjrttNOCDkGa2WeffZgzZ07QYUgvk0qlWv2wYFtl3vq5e+uVqNvX0gf6do3iOuBOM/sK8HdgC+kbkWRzLO4+H5gP6SkWxcXFexCuSO5d9ocSIo1x/nL5pzEz/nZU0BFJPikoKHi3vLz84LFjxxYoSRYR2X2pVIry8vJUNBoNt7S9rRHkV4EZZvaAu//7bpy7FNiv2fJ4oKz5Du5eBnwBwMwGAee5e62ZlQIn7XLs0t2IQSRwq0tr+NS+QzEzzpw+hlgihTvsYYUc6YVSqdTpH3744cry8vIRe1piSUSkN3N3otFo+IEHHngAGEZ6gHaHthLkvplKEseY2RdaaPjRds69HJhiZgeQHhm+CLi4+Q5mNhIIu3sKuJF0RQuAZ4AfmtnemeXTM9tF8sqSd0Nc+rvl/ObLs/jstNF8Ycb4oEOSPDZz5szSc84556ukBxaqgeyLeoqIyK4MGA6sXrhwYWPzDW0lyF8HvkQ6qz57l20OtJkgu3vCzK4knewWAve5+9tmdgvpW6guJD1K/CMzc9JTLK7IHBs2s++TTrIBbnH3FofARbqbdysi1DbEOXrSCI6fMpLvf/5Qjp08MuiwpOdYCDQBnwKK2tlXRERalyKdaz6264Z2y7yZ2X+4+29zFFinUZk36Q7cnc/NW0bfQuOJK48LOhzJYy2VeRMRka6RTRWLB8zsauCEzPKLwN3uHs9dWCL5o3RbA/e/vIEbZh9Mvz6F/PzCYkYP6df+gSIiItItZfMx6F8BMzNffwXMAH6dy6BEshWKRLngnlcJ1UUDO99HVfU88NpGVm1O1zM+eMxghg3s2yXxiIiISOfLJkE+0t0vcfcXMo9LgSNzHVi2zOxsM5sfDodpaGigrq6OSCRCY2Mj4XCYeDxOKBTC3XfcBrWsLF1Mo7y8HHcnFAoRj8d33KYwEolQV1dHQ0MDNTU1xGIxqqqqSKVSVFRU7NTG9q+VlZUkEgmqq6uJRqPU1tZSX19PfX09tbW1RKNRqqurSSQSVFZWtthGRUUFqVSKqqoqYrEYNTU16lM7fZr79FqWbwgzd9HbXdKneYvfZ/lHYb7829eZ98waYrEY00f24fmrP8PUkUW6TupTp/ZJRESCkc0c5DeAf3X3DzLLk4AF7t6xm1rnmOYg9z4rN2/jwnteoymRom9hAeccPo5vfe4QRg7qx8rNNSxcWcbVp05m2MC+vLlpG0+/XcGVJ09mcP8iVmzcxtJ1If7rpMkM6FvIio3bWPZ+FV8/aRL9+qSXX/+omsuPn0SfwgJWbAzz9/e2cveLH9KUSFFgcOGR+/GjLxwW9NMgPZTmIIuIBCebEeTrgSVmttTMXgReAK7NbVgibVuxMcy5d71CIpX+By/pzsJVW2hoSgLwUdXHPFyymYZYenldRR33v7yBxnh6eU1pDXctWU9TIr1csiHMHc+/RyJze+dXP6jiJ0+v23F3mhfXbeUXi9eTyvxDWVhgFOpGDSIiIj1SuyPIkL6rHnAw6Xpx7+7hHfZyQiPIPV8q5VTWRRk7dABl2xo4/qdLSab++frt36eAv3/zZEYN7t/htt2dlEOBgZmRSKZIpJx+fQowMzaF6znt9r/TlPhn2dk9OZ9IezSCLCISnKyGwNy9yd1Xu/uq7pgcS+9w3YJVXDT/NZoSSX619AMKdrmRWNKdeYvX71bbZkZhgbH97mR9CgvoX1S4Y3n+ix/uGD3ujPOJiIhI95VNmTeRwGyta2LogCL69ing/JnjOfbAkRQVFPDGphriyZ0T1njSeWPjtpzE0dXnExERkeBkNcUiH2iKRc+zpaaR2Xf8natPncJlJ0wKOhyRLqUpFiIiwWl3ioWZLc5mnUhnqYykawzvO2wAl50wiVOnjgo4IhEREelNWk2Qzay/mQ0HRprZ3mY2PPOYCIzrqgDbozrIPatPv3j+PT77s6VUf9xEWVkZV586hQGJurzuU0+8TuqT6iCLiPRkrU6xMLP/Br5BOhneQrqCBUAEuNfd7+ySCLOkKRb5q74pQdKdIf2LWB+q49m1lfzHcQfQr09h0KGJBEZTLEREgtPqh/Tc/RfAL8zsKnf/ZRfGJL1IYyzJ6Xf8nVOnjuKWz09n8qjBTB41OOiwREREpBdrt4qFu//SzI4BJjbf393/kMO4pIcL1UUZNbg/A/oWcumxEzliwrCgQxIREREBskiQzewB4EBgJZDMrHZACbLslidWbuH6R1bz16uPY8rowXz1eFWoEBERke4jmzrIs4Bp3lPqwUkgEskUkWiC4Xv15bjJI7n02ImMGqI70ImIiEj3k82d9N4CxuQ6EOm53J0L57/GtQ+vBGDEoH7c+LmpDB1QFHBkIiIiIp+UzQjySGCtmf0D2HGbaXc/J2dRSY9Q9XETIwf1w8y46Mj9GNy/CHffcftmERERke4omxHkm4E5wA+BnzV7dAuqg9x9+hSKRJkzbymhuih/K3mPY297gSdef49UKsXJEwdwykHDqa2tzas+9cTrpD7lT59ERCQYWd1q2sz2B6a4+/NmNhAodPe6nEfXAaqDHLzvPLaGB/+xiS8dvT//76yp3Pa3d7ns+EmMGzYg6NBE8o7qIIuIBCebW01fBiwA7sms2hd4PJdBSf4JRaL86R+bcIcFJZupbYxz09mHKjkWERGRvJPNFIsrgGNJ30EPd38fGJXLoCR/1DclSKaceYvf3zG3OOnOvMXrA45MREREZPdkkyA3uXts+4KZ9SFdB1l6ubKaRk792YvMf+kDHllRSjKVflnEk86Cks2E6qIBRygiIiLScdkkyC+a2beBAWZ2GvAI8GRuw5LuLBpP3y9m7ND+nH7oaFZuqiG1y1x2jSKLiIhIvsomQf4WsBVYA3wNWAR8J5dBSff14OsbOXnuUmob45gZt3x+OpvDjcSTOyfI8aTzxsZtAUUpIiIisvuyqYM8ALjP3e8FMLPCzLqGXAYm3Ye7k0g5RYUFHD5+GCdM2Yfm1U8W/ffxAUYnIiIi0rmyGUFeTDoh3m4A8Hxuwuk41UHObZ8aojEu+PUyfrJoLbW1tRwwrA/fPfNALN6Yt33qiddJfeqZfRIRkWC0WwfZzFa6e3F764KmOsidK5lyCgvSVSm+/9RaJo8axBePmhBwVCK9h+ogi4gEJ5sR5Hozm7F9wcxmAo25C0mCtnxDmJPnLmVTdXoWzf87a5qSYxEREek1spmD/N/AI2ZWllkeC1yYu5AkKO6OmbHf3gMZO7Q/jZlqFSIiIiK9SZsJspkVAH2BQ4CDAQPedfd4F8QmXehnz65jc7iBn190BGOG9uehr30m6JBEREREAtHmFAt3TwE/c/e4u7/l7ms6khyb2WwzW2dm683sWy1sn2BmS8zsTTNbbWafy6yfaGaNZrYy87i7wz2TDunXp4D+RYUkkqmgQxEREREJVDZTLJ41s/OAR729T/Q1kykHdxdwGlAKLDezhe6+ttlu3wEedvdfm9k00jWWJ2a2fdDdPgjYk5TXNnLNQ6u49vSDmDVxOFecPHnHraJFREREerNsEuRrgL2ApJk1kp5m4e4+pJ3jjgLWu/uHAGb2F+DzQPME2YHt7QwFypAuMXRAEbWNcao+bgJQciwiIiKS0W6C7O6Dd7PtfYHNzZZLgaN32edm0iPUV5FOwj/bbNsBZvYmEAG+4+4v7XoCM7scuBxg7NixrFy5cjdD7ZnCjUnmvhLm+mOGs/eAQl4rbWTJRw1887jhFJjxgxMGYYlKVq5UzVURERGR7dpNkC09tPgl4AB3/76Z7QeMdfd/tHdoC+t2naLxReB37v4zM/sM8ICZTQfKgQnuXp0pK/e4mR3q7pGdGnOfD8yHdB3k4mLNyGjuO4+t4Z2qGIsr+3HrnOl8mCqlccMGJkyZxshB/YIOT0RERKRbyqYO8q+AzwAXZ5Y/Jj23uD2lwH7NlsfzySkU/wE8DODurwL9gZHu3uTu1Zn1K4APgIOyOKdkhCJRHllRijs8tHwToboo5x6xL4/917FKjkVERETakE2CfLS7XwFEAdx9G+nSb+1ZDkwxswPMrC9wEbBwl302AacCmNlU0gnyVjPbJ/MhP8xsEjAF+DCLc0rGvMXvk8p8pjKZcuYtXo+Z7bg7noiIiIi0LJsEOZ5JVh3AzPYB2q0F5u4J4ErgGeAd0tUq3jazW8zsnMxu1wKXmdkq4M/AVzKVMk4AVmfWLwC+7u7hDvat19oUrueRFaXEk+kEOeWwoGQzobpowJGJiIiIdH/WXuU2M/sS6TvnzQB+D5xP+kNzj+Q+vOzNmjXLS0pKgg4jcMmUc9yPX6CiNrrThO+iQuPCIydw65zpgcUmItkzsxXuPivoOEREeqNsqlg8aGYrSE+FMGCOu7+T88hktxQWGCn3T3waMp503ti4LZCYRERERPJJqwmymfUHvg5MBtYA92SmTUg3FI0nqYxE2X/EXrz+7c+2f4CIiIiItKitOci/B2aRTo7PBOZ2SUQdZGZnm9n8cDhMQ0MDdXV1RCIRGhsbCYfDxONxQqEQ7k55eTkAZWXpYhrl5eW4O6FQiHg8TjgcprGxkUgkQl1dHQ0NDdTU1BCLxaiqqiKVSlFRUbFTG9u/VlZWkkgkqK6uJhqNUltbS319PfX19dTW1hKNRqmuriaRSFBZWdliGxUVFaRSKaqqqojFYtTU1GTdp288+Dr/everrN9Y2mP61BOvk/qkPnWkTyIiEoxW5yCb2Rp3/1Tm+z7AP9x9RlcG1xG9fQ7yB1s/Zk1pLXOO2DfoUESkE2gOsohIcNoaQY5v/0ZTK7qnaDzJX1enR7wO3GeQkmMRERGRTtBWgny4mUUyjzrgsO3fm1mkjeOki9z/8gau/PMbvFdZF3QoIiIiIj1Gqx/Sc/fCrgxEOu6y4w/g8PFDOWj04KBDEREREekxsrlRiHQj0XiSHy56h7ponD6FBRwzeWTQIYmIiIj0KEqQ88zKzTX87uUNvP6hbiwoIiIikgvt3ihEupdPTxrBizecxNihA4IORURERKRHyvsR5N5QB3lruIZL73uNF98pIxwOM3Jgn7zvU0+8TuqT+qQ6yCIiPUOrdZDzTU+ug1z9cRMX3/s6l58wifNmjg86HBHpAqqDLCISHE2x6MaaEkn6FhYwYlA/nrr6OIoK837AX0RERKTbU8bVTcUSKf7jdyXcvPBtACXHIiIiIl1EI8jdVFGhMX3f/9/evYfJVdd5Hn9/CYQYIiHhmuE+XAQFN0iEdV0VBtB4W3QdNWFXnNUdHB9l1JndFWedHQdnFBxHB0TdyQK6qz5kAGeUGRlQAREVNB2IINdEICQmnU7S9IV0N+nLd/+oClTaDpCkTp26vF/PU0+6zqmqz/dUH8i3fvnV78zm2INmlV2KJElSR7FBbjLDW8cZHBnloH1ncNEbTyi7HEmSpI7jv9s3mY/+wz0sWnIXT4+Nl12KJElSR3IEucl84HXHsHrzFvbe0yt9S5IklaHlR5DbYR3kR1ev5cePbKS7u5v5h83mNYfPaNl1W9txLVqPyWNyHWRJ6iyug9wELr3pIa6841Fu+29ncNicmWWXI6kJuA6yJJXHKRZN4MLfO5bTjp5rcyxJktQEWn6KRasa3jrO3/3wEZ4eG2fm9D058yUHlV2SJEmSsEFuqJ6BEd7193fSMzjCHSs38qVbV9H1+JNllyVJkqQaNsgNdPktK1n2eC+X37KK17/sEG75k9fx6mMPKLssSZIk1bBBbpCegRGuW76WTLi2aw09gyMcdcA+ZZclSZKkSWyQG+TyW1YyPlFZMWR8YoLLb1lVckWSJEmaSss3yK2wDvKq32zkuuVrGXumQYbru9Zw38rV271GO6zb2o5r0XpMHpPrIEtSZ3Ed5Ab45D/dxz90rWF0/Nn3eq9pwbtfeQR/9baTSqxMUrNyHWRJKk/LjyC3gruf6NuuOQYYHU/uXu0KFpIkSc3GC4U0wI0feQ0/fmQjP35kI598y0vLLkeSJEnPwQa5QV57/IG89vgDyy5DkiRJz6PQKRYRsTAiHo6IVRFx0RT7j4iI2yLinoi4NyLeVLPvE9XnPRwRbyiyzqLdt7af/uHRssuQJEnSC1BYgxwR04AvAJigYQAAFgVJREFUA28EXgosjojJ8ws+CVybmacAi4CvVJ/70ur9lwELga9UX6/lZCYf/NZyPrr0nrJLkSRJ0gtQ5BSL04BVmfkoQEQsBc4FHqh5TAL7Vn+eDayr/nwusDQznwYei4hV1de7s8B6C/Pl815Be6wVIkmS1P6KbJAPBdbU3F8LnD7pMZ8Cvh8RFwL7AGfXPPeuSc89dHJARFwAXAAwb948VqxYUZfCi7Jic9kVSJIk6fkU2SDHFNsmD6QuBr6emX8bEa8CvhERJ73A55KZS4AlUFkHef78+btZcn2Njk9wxa2reMcrDuOI/WeWXY4kSZJegCK/pLcWOLzm/mE8O4Vim/cD1wJk5p3ADOCAF/jcpnf/ugGuuG0VD28YLLsUSZIkvUBFNsjLgOMi4uiImE7lS3c3THrME8BZABFxIpUGeWP1cYsiYu+IOBo4DvhFgbUWYv7h+/HzPzuL17m8myRJUssobIpFZo5FxIeBm4FpwNWZeX9EXAx0ZeYNwJ8C/yciPkZlCsUfZOXa1/dHxLVUvtA3BnwoM8eLqrVIB8zau+wSJEmStBOi0o+2vgULFmRXV1fZZTzjxvvW87171/OZt5/M7Jl7lV2OpBYTEcszc0HZdUhSJyr0QiGdrG9olNW9W3jxDC9WKEmS1Ers3gpy3ulHsPi0w4mYakEOSZIkNauWH0GOiLdGxJLe3l6GhoYYHBxkYGCA4eFhent7GR0dpaenh8xk/fr1AKxbV1kQY/369WQmPT09jI6O0tvby/DwMAMDAwwODjI0NERfXx9bt25l06ZNTExM0N3dvd1rbPtzw4YNjI2NsXnzZnoHttDf38/Q0BBbtlR+HhkZYfPmzYyNjbFhw4YpX6O7u5uJiQk2bdrE1q1b6evra5pjGhkZob+/ny1btnhMHpPH1KBjkiSVwznIBfj9r/6M39nvRVy++JSyS5HUopyDLEnlcYpFnWUmbzp5HrNf5BfzJEmSWpENcp1FBO/790eXXYYkSZJ2UcvPQW4mmcnPVm1idHyi7FIkSZK0i2yQ6+ih7kHOu/LnXNu1puxSJEmStIucYlFHxxw4iyvPX8CpR84puxRJkiTtIhvkOpq+5x6c/dKDyy5DkiRJu6Hlp1g0yzrIt9/7KFfd8WvWrO/p6HVbPSaPyWNyHWRJanWug1wnl/1wJf/79l+z/M/PZuZ0B+Yl7R7XQZak8tjJ1clHzj6OxacdbnMsSZLU4lp+ikUzOWjfGWWXIEmSpN1kg1wHf/HdX/F3P3yk7DIkSZJUB84H2E2ZycDIGHtN87OGJElSO7BB3k0RwRffPb/sMiRJklQnDnvupqeeHiu7BEmSJNVRyzfIZa6DvHHwaV5x8fe5fvla1231mDwmj8l1kCWpTbgO8m7oGRzhqp88xjtPPZxjD5rV0GxJ7c11kCWpPM5B3g0HvXgGn3jjiWWXIUmSpDpq+SkWZekZGOFXv+mnXUbgJUmSVGGDvIuWLlvDW6/4CRsGni67FEmSJNWRUyx20fmvOpITDnkxh8z26nmSJEntxBHkXbTfzOm8/mWHlF2GJEmS6swGeRdc17WGm+/vLrsMSZIkFaDlG+Qy1kH+f3eu5ls/XbXda7luq8fkMXlMroMsSe3BdZB3wfhE0j88ytx9pjckT1LncR1kSSpPy48gl2HaHmFzLEmS1KZskHfCyOg4v//Vn3HrQ/7zpyRJUruyQd4JGwefJoG9pvm2SZIktatC10GOiIXAZcA04MrMvGTS/i8CZ1bvzgQOysz9qvvGgfuq+57IzP9QZK0vxOFzZ/LtD/67ssuQJElSgQprkCNiGvBl4BxgLbAsIm7IzAe2PSYzP1bz+AuBU2peYjgz5xdV384aGR0nAvbec1rZpUiSJKlARc4VOA1YlZmPZuZWYClw7nM8fjFwTYH17JbvrvgNr/yrH7L2yaGyS5EkSVKBipxicSiwpub+WuD0qR4YEUcCRwO31myeERFdwBhwSWZ+Z4rnXQBcADBv3jxWrFhRp9KnqHFgK2ccOYONjz/MptVRWI4kSZLKVWSDPFUXuaNFlxcB12fmeM22IzJzXUT8LnBrRNyXmb/e7sUylwBLoLIO8vz5xc3ImA+8q7BXlyRJUrMocorFWuDwmvuHAet28NhFTJpekZnrqn8+CvyI7ecnN9S9a/vo7h8pK16SJEkNVGSDvAw4LiKOjojpVJrgGyY/KCJeAswB7qzZNici9q7+fADwauCByc9tlP/5T7/iA99ozFX6JEmSVK7Cplhk5lhEfBi4mcoyb1dn5v0RcTHQlZnbmuXFwNLc/prXJwJ/HxETVJr4S2pXv2i0yxefwpNDW8uKlyRJUgPF9n1p61qwYEF2dTnKK6k9RMTyzFxQdh2S1Im8JNxzyEw+d9NDPLh+oOxSJEmS1CA2yM/hid4hrv7pY9z3m/6yS5EkSVKDtHyDHBFvjYglvb29DA0NMTg4yMDAAMPDw/T29jI6OkpPTw+Zyfr16wFYt66ymMb69evJTHp6ehgdHaW3t5fh4WEGBgYYHBzkwBcFt154GgtPPIBNmzYxMTFBd3f3dq+x7c8NGzYwNjbG5s2bGRkZob+/ny1btrBlyxb6+/sZGRlh8+bNjI2NsWHDhilfo7u7m4mJCTZt2sTWrVvp6+ur+zENDQ3R19fH1q1bPSaPyWNq8mOSJJXDOciS1IScgyxJ5Wn5EeSi3LFyI++56ues6xsuuxRJkiQ1kA3yDmx5eownh7Yyd5/pZZciSZKkBiryUtMtbeFJ81h40ryyy5AkSVKDOYI8hf7hUdplbrYkSZJ2jg3yFP702hW8e8ldZZchSZKkEjjFYgpvfvk8nh6dKLsMSZIklaDlR5CLWAf5rGP25c0nznHdVo/JY/KYXAdZkjqQ6yBP8qOHe3jlUXPZZ28H1yWVx3WQJak8LT+CXE/r+ob5g68t4+qfPFZ2KZIkSSqJw6Q1Dtl3Btf90as4Yu7MskuRJElSSWyQa+yxR/DKo+aWXYYkSZJK5BSLqlU9T3HZD1fy5JatZZciSZKkEtkgV/38sc1ccdtKxtvkS4uSJEnaNU6xqPpPpx/Jm06ax5x9ppddiiRJkkrU8iPI9VwHOZ9+ynVbPSaPyWNqmmOSJJXDdZCBz/7rgzw1MsZfv/3kOlclSbvGdZAlqTwtP4JcF+3xGUGSJEl10NFzkHsGRvjwNfdwxXmncNCLZ5RdjiRJkppAR48gX37LSpY93svlt6wquxRJkiQ1iY5tkHsGRrhu+VoyYekvnqBncKTskiRJktQEOrZBvvyWlUzUfEHRUWRJkiRBhzbI20aPR8crDfLYRHJ91xpHkSVJktT6DfKurIP82X9esd3oMcB4Jn/zvV+5bqvH5DF5TE1zTJKkcnTkOshvuuwOHlg/8FvbXzpvX278yGvqXZok7TTXQZak8nTkMm82wZIkSdqRlp9iIUmSJNWTDbIkSZJUo9AGOSIWRsTDEbEqIi6aYv8XI2JF9fZIRPTV7HtvRKys3t5bZJ2SJEnSNoXNQY6IacCXgXOAtcCyiLghMx/Y9pjM/FjN4y8ETqn+PBf4C2ABkMDy6nOfLKpeSZIkCYodQT4NWJWZj2bmVmApcO5zPH4xcE315zcAP8jM3mpT/ANgYYG1SpIkSUCxq1gcCqypub8WOH2qB0bEkcDRwK3P8dxDp3jeBcAFAPPmzWPFihW7X7UkSZI6WpENckyxbUeLLi8Crs/M8Z15bmYuAZZAZR3k+fPn70qdkiRJ0jOKnGKxFji85v5hwLodPHYRz06v2NnnSpIkSXVTZIO8DDguIo6OiOlUmuAbJj8oIl4CzAHurNl8M/D6iJgTEXOA11e3SZIkSYUqbIpFZo5FxIepNLbTgKsz8/6IuBjoysxtzfJiYGnWXPM6M3sj4tNUmmyAizOzt6haJUmSpG2ipi9taQsWLMiurq6yy5CkuoiI5Zm5oOw6JKkTtU2DHBEbgdXVu7OB/ikeNtX2A4BNL/CxO9puXnl5O8o0z7xWzzsyMw+c4jGSpKJlZtvdgCUvdDuV6R67+xrmlZS3o0zzzGuXPG/evHnz1vhboZeaLtE/7+T23X0N88wzz7yi8iRJDdY2Uyx2VUR0ZQPn+ZnX+pnmmdfMeZKk3deuI8g7Y4l5LZ1XRqZ55jVzniRpN3X8CLIkSZJUyxFkSZIkqYYNsiRJklTDBlmSJEmqYYMsSZIk1diz7AIaKSK+AHw7M3/aoLy5wIeBdcBVwJ8BrwIeBD6TmU8WkHkm8A7gcGAMWAlcmZmrCsjaE3g/8Hbgd4CkcqzfBa7KzNF6Z6p1RcRMKv89JPAlYBHwH4GHgIsz86kG1PBIZh5fdI4kqbV12gjye4DLImJ1RHwuIk4pOO+bwD7AqcBtwCHApcAw8PV6h0XEJcD5wF3AKPAo8Gvguoh4Z73zgG8A84FPAW8C3gz8JfBvqBx7w0RE3ZfSiohpEfGBiPh0RLx60r5P1jvveWpph+P7OnAwcDTwPWAB8HkggK/WOywiBiNioHobjIhB4Jht2wvIe3nNz3tFxCcj4oaI+Ez1w4EkqUV01DJvEXFPZp4SEcdRGb1aBEwDrgGuycxH6py3IjPnR0QAazPz0Mn76px3X2aeXP15T+D2zHx1RMwB7sjMk+qc93BmvmQH++o+UlcdkZ9yF/DLzDysznlXAjOBX1D5cHV7Zv5Jdd/dmfmKOue1+/HV/vewHpiXmVm9/8vMfPnzvMTO5n0JmA3898zcUN32WGYeXc+cmrxn3rOI+Ftgf+BrwNuA/TPz/CJyJUn111FTLKj80y6ZuRL4NPDp6qjPYuBG4Ng65+1RbU5fDMyKiKMy8/GI2B+YXucsgImImJuZvVSmPEwDyMwnq01IvT1ZHZn+dmZOAETEHsA7gbpPHwE2AqupNIzbZPX+QQXknbataYuIK4CvRMQ/Ujlfing/2/34AKg2xTdm9dN59X7dP6ln5oURcSpwTUR8B7iC6v8DClL7np0FvDIzRyPix8AvC8yVJNVZpzXIv/WXfmbeC9wLfKKAvM9SmV8J8D7gymqfeiKVqQj19hngnoh4GDgB+CBARBxIMX9BL6IyZeQrEbGtId6PynSSRQXkPQqclZlPTN4REWsKyHvmQ0xmjgEXRMT/Am4FZhWQ1+7H1xURszLzqcx837aNEXEMMFhAHpm5PCLOpjL3+XZgRhE5VbMj4u1Upq7tvW0OflEfACRJxem0KRazGvFFoEmZ06i8z2PVaQ/zgd9k5vqC8uYCvwusysy+IjJ2kLs/lePcVGDGh4CfZOZvNfsRcWFmfqnOed8EvpmZN03a/l+Br2bmXnXOa+vje55aIgv+n1FEzANOycwbC3r9r03adFFmboiIQ4BvZeZZReRKkuqvoxpkgIiYDSwEDuXZVRduLqqZbPe856jjnMz8QSMz1fwi4gTgXLY/P2/IzAfbIU+S1B46ahWLiDgfuBs4g8qXk/YBzgSWV/eZVz9XNTIsIs5ph7yIOCEiPh4Rl0fEZdWfTywiq9F5EfFxYCmVqU6/AJZVf74mIi5q9bxqZkN/f5KkYnTUCHJ1bu7pk0dTq1+k+3kBqy60e94NO9oF/F5m7lPPvOep5YnMPKKV86oN3WIqTd3a6ubDqMznXpqZl7R43iPAyyavjx0R04H7M/O4Fs9r6PspSSpOJ35Jb6pPBBMU8639ds97DfCfgcnzugM4rd5hz9OQ79/qeVQuujJVQ/cF4H6g3g1Wo/MmqKyusnrS9nnVffXW6LxGv5+SpIJ0WoP818DdEfF9YNuqAEcA51BZ9s28nXMXMJSZt0/eUR3NrreGNuQl5LV7A/lR4JaIWMn25+exVFaZaPW8Rr+fkqSCdNQUC3hmusEbqHxpJ6j8U+jNRVz2uRPyGiki/hX4XGbeNsW+H2fma1s8byGVtXqnbOgmrzbRannVzD2ofLioPT+XZeZ4vbManVfG+ylJKkbHNciTRcRbMvNfzGvNvHbTzg3kDvIvyMy6X0a7rLyy309JUn3YIBdwSV3zGprX1h8A2q2BnCKv3c/Phr6fkqT66Khl3nagsEvqmtcQF7d53h+1eV67n5+Nfj8lSXVggwwfMK+l89q9wWr3vLe2eV6j309JUh102ioWU15ZKyIGG3klL/Pqqt0/ALR1A5mZawEi4r9k5uRLNbd8Ho3//UmS6qCjRpDb/Upe7Z5XzdzuSmXAmY280lzReZPVNnTtmFfjL9sxr8T3U5K0GzrqS3odcCWvds9r6yvNPU8t7XClwHt3tAs4PjP3buW856mlob8/SdLu6bQpFu1+IYZ2z2vrK809T0N3cD2zysirvuYbgMlrcgfws1bPK+H9lCQVpNMa5Ha/kle757X7B4C2biCBfwFmZeaKyTsi4kdtkNfo91OSVJCOapAz86aIOJ4GLeRvXt21+weAtm4gM/P9z7HvvFbPo/G/P0lSQTpqDrJaX6ddaU6SJDVep61i8fKIuCsi1kTEkoiYU7PvF+Y1dx5AZk5k5l2Z+e3MvL76c2HNaqPz2lknnJ+SpPbQUQ0y8BXgU8DJwCPATyLimOq+vcxr7rx2b7DaPQ/PT0lSi+i0BnlWZt6UmX2Z+Xkq80hvioh/S+UiF+Y1d15bN1gdkOf5KUlqCR31JT0gImJ2ZvYDZOZtEfEO4NvAXPOaPm9WZt5U/fnzEbGcSsPzHgpssMyrG89PSVJL6LQR5EuB7a6Clpn3AmcB/2he0+dFRMyuyboNeAfwDeBI85o+z/NTktQSXMVCLSMizgMezcy7Jm0/AvjzzPxD85o3r935fkpS++ioBrk6uvMJ4G3AgdXNPcB3gUsys8+85s1Ta/P8lCS1ik6bYnEtlatcnZGZ+2fm/sCZ1W3XmdfceRExOyIuiYiHImJz9fZgddt+5jV3Hp6fkqQW0WkjyA9n5kt2dp95TZN3M3Ar8H8zs7u67RDgvcDZmXmOeU2d5/kpSWoJnTaCvDoi/kdEHLxtQ0QcHBEf59lLCZvXvHlHZeal25oPgMzszsxLqVwC2rzmzvP8lCS1hE5rkN8N7A/cHhFPRkQv8CMqSz69y7ymz2v3Bqvd8zw/JUktoaOmWABExAnAYcBdmflUzfaFNWuYmteEeVG5MtlFwLnAwVTWlt0A3ABcmpm95jVvXjXT81OS1PQ6qkGOiD8GPgQ8CMwHPpKZ363uuzszX2Fe8+ZVX7dtG6x2z/P8rP/vT5JUkMzsmBtwH5WrXQEcBXRR+UsT4B7zmj7vj4GHge8AjwPn1uy727ymz/P89ObNmzdvLXHrtEtNT8vqqE5mPh4RZwDXR8SRQJjX9Hl/CJyamU9FxFHVrKMy8zLzWiLP81OS1BI67Ut63RExf9ud6l+ebwEOAE42r+nztmt4gDOAN0bEF2hAg2XebvP8lCS1hE5rkM8Hums3ZOZYZp4PvNa8ps9r9war3fM8PyVJLaGjvqSn1hYRhwFjWbPObM2+V2fmT81r3rx25/spSe3DBlmSJEmq0WlTLCRJkqTnZIMsSZIk1bBBliRJkmrYIEuSJEk1/j8Rdv9NXoD6UQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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tvgdZRL7h9fmZ+8f3eGXrAby+wJffKr/xckp6cCyyiIiIhKcEWeQYUFpZBUB8bAyDenQixrk6231mLF+XGo3QRERE2h0lyCLt3Cf7DzHz3ndITssHoKi8iip/3aFTXp+xdd+haIQnIiLS7miWAJF2yu83YmIcJw/oxumj+9KrSwIAa24+PcqRiYiItG/qQRZph/76YRpXPPERPr/ROSGO5ZdPYWTfrtEOS0RE5JjQogmyc26Oc+4L51yqc+7OBrZ3cM69UL19s3NuWK1tk5xzm5xzO5xz251zHVsyVpH2pEeneHp36RAceywiIiJHT4slyM65WOBhYC4wHrjcOTe+XrEfAYfMbBTwAPC76n3jgGeA68xsAnAm4G2pWEXaunKvj6WrPmfVtoMAfD9xEA9fOZVuHeOjHJmIiMixpyV7kGcAqWb2tZlVAs8D369X5vvAX6ufvwyc7ZxzwHnAZ2b2KYCZ5ZmZrwVjFWnT4mNj2H6wkK9zSgBw9e5SISIiIkdPSybIg4H0WssHqtc1WMbMqoBCoDcwBjDn3Frn3Fbn3O0tGKdIm5RdVM5/vfo5pZVVxMY4Xvjxd/n3c8dEOywREZFjXkvexaKhLq760/aFKhMHzAKmA6XAuurZqdbV2dm5JcASgIEDB7Jt27YjDlqkrdiRXcELyXmM6niYyQM0BF9ERKS1tGSCfAA4sdbyECAjRJkD1eOOewD51evfNbNcAOfcGmAqUCdBNrMVwAoITDWdmJjYAs0QaT2p2cXsyCji+4mDSQTmnFZB764doh2WiIjIcaUlh1gkA6Odc8OdcwnAZcDqemVWA1dXP78EeMfMDFgLTHLOda5OnM8AdrZgrCJtwoNv7+E3a3ZR7g0MuVdyLCIi0vparAfZzKqcczcQSHZjgb+Y2Q7n3N1AipmtBp4EnnbOpRLoOb6set9Dzrk/EEiyDVhjZv9oqVhFoik5LZ+hvTrTv3tHls6fgHPQMT422mGJiIgct1ygw7b9S0pKspSUlGiHIdKo7KJybvi/T3joiinExcRw2r3ruGTaEO5ZeEq0Q5OjoPp6iaRoxyEiIs2nmfREWtnydXtI3pvP8nWp9OqSwJNXT+c/LhgX7bBERESkmhJkkRZmZhwsKKO43Et2UTkvpKRjwIvJ6WQXlzNzVB86J7Tk9bIiIiLSFEqQRY6ycq+PNz/3kJpdDMAXWcXMvPcd3tmdzfJ1e4LlDGP5utRohSkiIiIhKEEWOUJVPj/3rd3Nm597APD5jZ88u4XXPs0EYGTfrvz6+xMY2qszL205gNcXGPfv9RkvpwR6kUVERKTtUIIsQuDCuUWPbQqZrJoZhyuqgss3PLeV37+5G4C42BhWbctgW3oBAF06xPH6jbP4yZkjgcA00Vd9dxivbDmAv95FsT5TL7KIiEhb0+4TZOfcfOfcivz8fEpLSykuLqaoqIiysjLy8/Pxer1kZ2djZmRmBnr0MjIC85VkZmZiZmRnZ+P1esnPz6esrIyioiKKi4spLS2loKCAyspKcnNz8fv9eDyeOnXU/M3KyqKqqoq8vDzKy8spLCykpKSEkpISCgsLKS8vJy8vj6qqKrKyshqsw+Px4Pf7yc3NpbKykoKCArWpldr0P2t3kpyWzwNrd5OXl8eB/MO8ve2r4L5XPfkxi5/YGGxTtw5xWFVFsE1rrp/B9bMGB9s0sKOPWPx12rR1f0Gw97iG12dsScvX+3QMtUlERNo/3eZN2rTat0Tr1+3oTbecX1JJZmEZEwb1ILuonJm/ewevz+gYF8N7d8zmntd3kZKWz4d3nQ0Q7P29NOnERmqW451u8yYi0v61+x5kObYtX7eH5LT8Boch+P1GzRc8T2E563ZlUVEVmIFu01d53LVye3BGumc+2seM/36byqpAD9//fpjGvD99gM9vLF+3B58/UE/NkIcfnzGCh66cGqz/4mlDlByLiIgcJ5QgS5vk9xubvsrlpS0HMAvcEu1fn/iIgwVlAKzadpBRv1hDen5g+d0vs/nRX1PIKa4AYH9+CW/tzKK4PDBuePAJnThrbD+8vkCCPH/SQB7712lkFZbx0pYDVOfHwQvn+nbrwNShJ+Cca+WWi4iISLTp5qvSJlRW+dmWXsCw3p3p170j7+3JYfFTycTFBBJUvxk7Mooorb5Q7uQB3bhh9ig6JQSmZD5rbH9WXd+dvt06APCD6UP5wfShwfpnn9yP2Sf3Cy6P7t+N0f278Z9/3x7ywrl7Fk5s0TaLiIhI26QeZImKyio/b+3MYldmERAYIrHosU2s3Rm44Gpor87ExTiqqrt2q/xGWaWPHp3jARg7oDu3nHdyMCHu260Dk0/sSYe42CbFEerCua37Dh1R+0RERKT9Ug+ytAozY+XWg/TqksDssYGe3Bue28qVp57EL+eP58RenfjL4iSmDj0BgL98sJf6oxtaomd3zc2nH7W6RERE5NigHmRplsbuGwzw/Mf7+d+NewFwzvHou1/xYko6AAlxMbx6/Uxun3NycPtZY/vTs3MCoJ5dERERiR71IEuz1L67RE2P7ovJ6Ww/WMivq5fXf5FNUVkVi2cOB+DZfzuVPl06BOsYN7B7yPrVsysiIiLRogRZmqSiykdBSWXw7hLPbt7HjbNH0b9HR9IPlbIjoxC/34iJcSy/fEqdMcFH8z7GIiIiIi2l3Q+x0Ex6Ldem3XsP8PqnB9ifmU15eTnPfPAl4//rTf77Hzu+ufODwX1rd5GVlcUt547hoYXDiYlxZGRk0CEuts216Vh8n9SmttUmERFp/zST3nHO7zf8ZsTFxvB1zmH+9E4qPzlzJGP6d2P97myu+d9kXrruu0wf1otdmUW8lJLOs5v3U1H1TSJQM/uceohFNJOeiMixoN33IMs3GrtwrqLKx/t7ckjLLQFgb24Jpyxbyxufe4JlNn+dR1ZRYP+kYSfw2g2zOGVwDyAwZriyyh/yvsEiIiIixwIlyMeQmgvn/vj2HgC8Pj//+ep2Xv8so3rZuOrJj4PLg3p25NKkExnaqzMAI/p25cO7zub00X0B6NYxnlOG9KBj/DfjiHV3CRERETnW6SK9Y0R2UXnwwrnnP07n5nNG069bRz78Ko8B3QNDH7p2iOOl677L6H5dAegQF8uyBROa9Dq6u4SIiIgc65Qgt3Nmxrb0Al7ZcuCboQ+O4O3X3rn1zDrlpw/r1fpBioiIiLQjGmLRzj35wV4ueuRDXkw5EBz64PMbL6ekh53EQ0REREQapgS5HcoqKmdfXuBCu0uTTuS0Eb0xdOGciIiIyNGgBLmdqfL5+ZdHPuS/Vu0AoEeneArKvLpwTkREROQo0RjkdsDM2Lw3n1OH9yIuNoZ7LprIiD5dgtt14ZyIiIjI0dPue5CPh5n0Xkney2UrPuLtzw+Sn5/PrBEn0MlX0q7bdCy+T2qT2qSZ9EREjg2aSa+Nyi+pxFNYzvhB3fH6/KzalsHCxEHExbb77zQixzTNpCci0v4p22qjfvTXZG5+/hPMjPjYGC6ZNkTJsYiIiEgr0BjkNuTD1FymD+9FfGwM/zVvPN06xOGci3ZYIiIiIscVdUm2EVv2HeKKJzbzUsoBAKYOPYHR/btFOSoRERGR448S5CgqKveSnJYPwNShPVl++RQunjY4ylGJiIiIHN+UIEfRXSu38+Ont1Du9eGcY8HkQXSIi412WCIiIiLHNSXIrSC7qJxFj20iu7iczV/nUVjqBeCWc8fwt/83g47xSopFRERE2golyK1g+bo9JKfl89s1u7j88Y944oOvARjZtysTB/eIcnQiIiIiUpvuYtHCMgvKeCElHTN4Y7uH+y+dzNyJA6MdloiIiIiE0O57kNv6THr/9teP8foCk7H4zNiSlk/RodwG69BsZmqT2tT+2yQiIu2fZtJrIWZGTnEFp/9+PRVV3/yn2TEuhvfumE2/bh2jGJ2ItBTNpCci0v5piEUL+NumNN79IocBPTrir/cFxGfG8nWp3LNwYnSCExEREZGw2v0Qi7YoLiYG5xxb9h0KDq+o4fUZW/cdilJkIiIiItIY9SAfJV9mFVNQ6mXG8F5cPuNELp9xoqaJFhEREWmH1IN8FJgZP3/pU3656nP8fsM5p+RYREREpJ1SD/IRqKjyEeMc8bExPHjZFLokxBITo8RYREREpD1r0R5k59wc59wXzrlU59ydDWzv4Jx7oXr7ZufcsOr1w5xzZc65bdWPR1syzuYoq/Sx6NFN3Lf2CwCG9+lCv+66M4WIiIhIe9diPcjOuVjgYeBc4ACQ7JxbbWY7axX7EXDIzEY55y4Dfgf8oHrbV2aW2FLxHalOCbF8d2QfpgztGe1QREREROQoaske5BlAqpl9bWaVwPPA9+uV+T7w1+rnLwNnuzY8eNfnN5av28P+vFIA7pw7lvMnDIhyVCIiIiJyNLXkGOTBQHqt5QPAqaHKmFmVc64Q6F29bbhz7hOgCPhPM3u//gs455YASwAGDhzItm3bjm4L6skt9fHYhiyyPB4undCtRV9LRERERKKj0QTZOdcBuBgYVru8md3d2K4NrKs/bV+oMpnAUDPLc85NA151zk0ws6I6Bc1WACsgMJNeYmLLjMhIzy/lxF6dAXhrfBmDenZqkdcRERERkeiLZIjFKgJDIaqAklqPxhwATqy1PATICFXGORcH9ADyzazCzPIAzGwL8BUwJoLXPOqS0/KZff8G/vFZJoCSYxEREZFjXCRDLIaY2Zxm1J0MjHbODQcOApcBV9Qrsxq4GtgEXAK8Y2bmnOtLIFH2OedGAKOBr5sRwxGbcmJPfnrmSGaN7hONlxcRERGRVhZJD/KHzrlTmlqxmVUBNwBrgV3Ai2a2wzl3t3NuQXWxJ4HezrlU4Bag5lZw3wM+c859SuDivevMLL+pMTTXl1nFLPlbCiUVVcTFxnDLeSfTo1N8a728iIiIiERRJD3Is4DFzrm9QAWBccNmZpMa29HM1gBr6q37Za3n5cClDez3CvBKBLG1iNzDFXx6oID9+aWMG9g9WmGIiIiISBREkiDPbfEo2oCKKh/b9hdw6ojenDayD+/+fDYd42OjHZaIiIiItLJGh1iY2T4CF9KdVf28NJL92oPsonIWPbaJ7OJy7l/7BVf95WM8heUASo5FREREjlOR3OZtKZAEnAw8BcQDzwAzWza0lrd83R6S0/JZvi6VW88dw6nDezOgh6aLFhERETmeRdITfBGwgOpbu5lZBtDuZ8nILirn/5LTMYOXU9Lx+v2cM75/tMMSERERkSiLJEGuNDOjepIP51yXlg2paZxz851zK/Lz8yktLaW4uJiioiLKysrIz8/H6/WSnZ2NmZGZGbiXcUZGBsvX7QELzFvi8xt/fOsL8vPzKSsro6ioiOLiYkpLSykoKKCyspLc3Fz8fj8ejydYR+2/WVlZVFVVkZeXR3l5OYWFhZSUlFBSUkJhYSHl5eXk5eVRVVVFVlZWg3V4PB78fj+5ublUVlZSUFDQpDYBZGZmYmZkZ2fj9XrVJrVJbWrlNomISPvnzOpPblevgHO3EbgP8bnAb4H/BzxnZn9q+fAil5SUZCkpKRGVzS4q5/Tfr6ei6pv/zDrGxfDeHbPp101DLESk+ZxzW8wsKdpxiIhI80Vykd79BO5F/AqBcci/bGvJcVMtX7cHf70vBj4zlq9LjVJEIiIiItJWRHKbN8zsLeCtFo6l1WzdX4DXVzdB9vqMrfsORSkiEREREWkrQibIzrliqscdN8TM2u0MGmtuPj3aIYiIiIhIGxUyQTazbgDOubsBD/A0gVn0ruQYuIuFiIiIiEhDIrmLxflm9oiZFZtZkZn9Gbi4pQMTEREREYmGSBJkn3PuSudcrHMuxjl3JeBr6cBERERERKIhkgT5CmARkFX9uLR6nYiIiIjIMafRu1iYWRrw/ZYPRUREREQk+sLdxeJPhL+LxU0tEpGIiIiISBSFG2KRAmwBOgJTgT3Vj0Ta0Bjk5k41DZoaV21Sm9QmTTUtIiLfFslU0+uB88zMW70cD/zTzGa3QnwRa8pU0yIiLUVTTYuItH+RXKQ3iLr3Pe5avU5ERERE5JgTyVTT9wKfVPckA5wBLGuxiEREREREoiiSu1g85Zx7Azi1etWdZuZp2bBERCrLVCMAACAASURBVERERKIj5BAL59zY6r9TCQypSK9+DKpeJyIiIiJyzAnXg3wLsAT4nwa2GXBWi0QkIiIiIhJFIRNkM1tS/bdN3a1CRERERKQlRXIXizqcc+c6595qiWBERERERKIt3Bjks5xzXzrnDjvnnnHOjXfOpRC4q8WfWy9EEREREZHWE64H+X8IjEHuDbwMfAQ8bWbTzGxlawQXCc2kpzapTWpTW2qTiIi0fyFn0nPObTWzqbWWvzKzka0WWRNpJj0RaQs0k56ISPsX7i4WPZ1z/1Jr2dVebku9yCIiIiIiR0u4BPldYH6IZQOUIIuIiIjIMSfcbd6uac1ARERERETagibf5k1ERERE5FimBFlEREREpBYlyCIiIiIitYS7SC/IOTcRGA90rFlnZn9rqaBERERERKKl0QTZObcUOJNAgrwGmAt8AChBFhGJwJYtW4bExMT80+/3jwVctOMREREsJiZmt9/vP2/atGkHvr3VLOwD2E5gKMan1cv9gdca26+1HgRuPbdi+PDhVlJSYkVFRVZYWGilpaWWl5dnlZWVlpWVZX6/3zIyMszM7ODBg2ZmlpGRYX6/37KysqyystLy8vKstLTUCgsLraioyEpKSuzQoUNWUVFhOTk55vP5LDMzs04dNX89Ho95vV7Lzc21srIyKygosMOHD9vhw4etoKDAysrKLDc317xer3k8ngbryMzMNJ/PZzk5OVZRUWGHDh1Sm9QmtamdtQlIsXr/Tm3dunXnwYMHvT6fz0REJPp8Pp8dOHDAt2nTpv3z58+Pt3r/boecSa+Gc+5jM5vhnNsCzAaKgc/NbMLRS+KPnGbSE5G2oKGZ9LZs2eKfMmWKi4nRZR8iIm2F3+9n69at3H333T9ZvXr1o7W3RfKvdYpzrifwOLAF2Ap83AJxiogcq5Qci4i0MTExMTjnAE5dsGBBx9rbGh2DbGY/rX76qHPuTaC7mX129MMUEREREWl1fiAeKK9Z0WiXhgv4V+fcL80sDShwzs1ouRhFRCS7qJxFj20iu7i88cIRePHFFxk9ejRjxozhtddea3b5zZs3M2nSJMaNG8eiRYuC63/xi18wceJEpk6dyquvvhp2fV5eHklJSUyePJnExMTg+g0bNpCUlMRtt93W5PYtWrSI1NTUOuuKi4sZNGgQ999/f0R1NFT+tttuo3///kycOLFO2fvuu4+JEycyfvx4fvWrX32rLr/fz4QJE8jNzQVCH7eGhDo+oeJZu3YtiYmJwUdCQgLbtm0L+xqh4mnofW9O/eGsXr2ae++9t866nJwczj///IjrCPW+hBIbGxuM/6abbgIab1dTzp9Q53+486Sp5+eDDz5IaWlpRGUbcvDgQWbNmsX48eOZOnUqb731VnBbQ8enqZ/HDRs2MG/evODy4sWLefnllwH47W9/y4QJE5gwYQKXXnppnf3OOeccZs+e3ex2tZj6g5LrP4A/Aw8Du6qXTwCSG9uvtR/Tpk07eiO3RUSaiQYu0ktJSWlyPb9Y+ZkNu/N1+8Xftx9xTBUVFTZs2DDzeDy2b98+GzFihIW7YDBUeb/fb6NHj7b333/fzMyys7PNzCw5OdmSkpLM6/VaTk6ODRkyxIqKikKur6ystOLiYjMzy8nJsQEDBpjP57NFixZZWVmZ/fznP7fdu3dH3L7PP//cFixY8K31t99+u82bN8/uu+++iOppqPzGjRstOTnZJkyYEFyXnp5uI0eOtMrKSquoqLDhw4fb119/Xaeu1157za6++mozs5DHLZRQxydUPLVlZGTYqFGjwtYfKp5IzpNI6m+uxYsX27vvvhtR2caOQ31dunQJu72hdkV6/oQ6zxs7T5p6fp500kmWk5MTUdmGeDwe27Ztm5mZpaWl2aBBg4LbGjo+Tf08rl+/3i688MLg8tVXX20vvfSSffzxx/bd737XKioqzMxs69atwTIlJSU2bNgwGz16dPCcb20pKSk2f/78J+fPn9/Nav27HcmguFPN7Hqqu53N7BCQ0CLZuojIceAHj23ipZR0ALw+Pz94bBN//yRwl6GySh8XPbyRF1LSMYOXUtK56OGNvPl5JgD5JZX84LFNvL0zCyCiHubNmzczYcIE+vfvz9ChQznxxBP57LPQI+VClU9JSaFv377MmjULgL59+wLw1VdfkZiYSFxcHH369GHw4MEkJyeHXB8fH0/Xrl0BKCwspKKigqqqqppOmdodNJSUlDTavmeffZaLLrqozrovv/ySnJwcpk2b1uj+4cqfdtpp9OnT51vlq6qqqKiooKKigoSEBHr06FFn+5/+9CduvPFGgJDHLZRQxydcPDWef/55LrnkkrD1h4onkvMkkvqXLVvGGWecwahRo7j++usZM2YMOTk5APzwhz9k6NCh3HDDDd/ab+HChTzzzDNh667R2HFoqvrtasr5E+o8h9DnSVPqf/vtt0lMTCQjI4PZs2cHnwMsX76ciRMnMnHiRJ566qmw9fTv35/JkycDcNJJJ+H1eqmoqAhZvrmfx/r27dtH3759SUgIpI5TpkwJbtuwYQMzZ85k5syZvPPOO02uuyVFkiB7nXOxgAE45/oSGKvRKOfcHOfcF865VOfcnQ1s7+Cce6F6+2bn3LB624c65w4755r+e5uISDt1sKAMf/UNhvxmHCwoO6L6PB4PAwcO5NFHH+XFF19kwIABZGZmNrn8/v376devH3PnzmXKlCk88sgjAIwfP57NmzdTWlrK/v372bVrFx6PJ+R6CPy8fMoppzBp0iQeeeQREhISuO6665g1axZ+vx8zY8mSJWzYsKHR9m3cuPFbicYdd9zB0qVLIz5GTSk/ZMgQbr75ZoYOHcqQIUO49dZb6dWrV3D77t27OXz4cDCmUMctnIaOTySeffZZLrvssrBlQsUTyXkSSf0ACxYs4MILL2TEiBHMmTOHTZs2AfC3v/2Nu+++u8F9kpKS+PDDDyNpZpOVl5czdepUZs6cyXvvvfet7fXb1ZTzIdR5Hu48aUr955xzDtu2bWPQoEGsX78++DwtLY3ly5fz0Ucf8f7777N06VKys7MjqnPt2rVMmTKFDh06AA0fn+Z+HhuKf+fOnUyfPp177rmnzjm1du1azj77bM466yzWrl3b5LpbUiQz6S0H/g70c879N3AJ8J+N7VSdVD8MnAscAJKdc6vNbGetYj8CDpnZKOfcZcDvgB/U2v4A8EZELRERaSde+PF3g8/jY2PqLBeXeyks8+KrzpC9PqOozMvUk04AoFeXhDrl+3Wrc+F1g2p6f6677joAVq5cWXPldpPKl5eXs379ej777DN69uxJUlISc+bM4ZRTTmHx4sWcdtppDB48mNmzZ9OxY8eQ6wG6devG9u3b2bVrF0uWLOHiiy/mrLPO4vXXX+cPf/gDq1at4oEHHqBLly6Nti8zM7NOr+xrr73GmDFjOOmkkxrdtznlCwoKeOONN9i7dy9er5eZM2cyb948Bg4cCMBDDz1Up4c01HEbMWJEyNdo6PjEx8eHjevLL7+kpKQk2EsYSqh4GjtPIq0foFevXhQVFQX/FhYWNrpPv379wn5xOxIHDhxgwIABJCcnc9FFF7Fnzx46deoEfLtdTT0fQp3noc6TlJSUJtUfyieffMLpp58e/LVhxowZfPbZZ5xzzjlh9/N4PNx6662sWrUquK6h49PUz2ND/6Y45+jZsyfbt2/nzTffZOXKlUybNo2dO3fSs2dP1q5dy6233kpcXFyDY/mjKZK7WDxbfQ/kswnMALXQzHZFUPcMINXMvgZwzj0PfB+onSB/H1hW/fxl4CHnnDMzc84tBL4Gmt6fLyLSTi1ftwd/vfvT+8xYvi6VexZGdkFSfYMGDaqTeHg8HgYMGNDk8nFxcYwbN46hQ4cCMG3aNHbv3s2IESO45ZZbuOWWWwD4zne+EywTan2NcePGER8fz6effkp6ejpbt27llltu4Wc/+xmzZs3igQce4Mwzzwzbvk6dOlFe/s1Qk82bN/PKK6+watUqcnNziYmJYeDAgVx55ZUN7t/U8m+//TZDhw4N/lw+ZcoUPvnkEwYOHEhRURH//Oc/eeCBB4Ll+/fvH/K4Nab28UlKSgpbNtLe3VDxNHaeRFo/BBKj2g+fz9foPuXl5cGk9Wiracf06dMZOHAg+/btY+zYscC329XU8wEaPs9DnSfNqb8hZuHnsWhIeXk5l1xyCffffz8jR44Mrm/o+OzatatJn8f6X+DMLPjLR8eOHVm4cCELFy5k/vz5fPTRR4wbN469e/dy3nnnAZCenk5qaiqjRo1qcrtaQtgE2TkXA3xmZhOB3U2sezCQXmv5AHBqqDJmVuWcKwR6O+fKgDsI9D6HHF7hnFsCLAEYOHDgEV1VKyLSFmzdX4DXV/c/Pq/P2LrvULPrnDFjBjt27CA7O5uKigoOHDjApEmTgtvvuusuIHClebjyxcXF7N+/n/z8fLp27cr27duDSV5eXh69e/fm3XffJT8/Pzi8oKH1Bw8epGPHjvTu3RuPx8POnTsZPHgw06ZN46KLLiIlJYURI0bwxBNP8OMf/7jRBHn8+PGkpqYybNgwAO655x7uueceIDAetmvXrnWSj2XLlrFhw4bgz8WNla+vpqetoqIiONFAzc/lTz31FFdeeWWdZGH69Okhj1tD8YQ6Po157rnneP3117+1vn79oeIZMWJE2PMkVP1Hy5dffsn48eOPuJ767c3Pz6dTp0506tSJtLQ0MjIy6nxRq9+upp4/0PB5Xl5e3uB5csEFFzTpfKvRvXt38vPzg2Ovp06dyh133EFJSQler5fk5OSww3fMjKuvvporrriCOXPmBNeHOj4nn3xykz6PI0aM4Ouvv6asrIy4uDh27tzJmDFj2Lt3L1VVVYwePZqysjLS0tIYPHgwa9eu5dprr+Xhhx8G4Oabb+bNN99scHx6NIRNkM3M75z71Dk31Mz2N7Huhn6/q/91J1SZXwEPmNnhRn4GXAGsgMBMeomJiU0MUUSkbVlz8+lHvc6EhATuvfdeZs6cCcADDzxA7YlL6v+sHap8jx49ePDBBznrrLPwer1cccUVwV64a665htTUVOLj43nmmWeCP7c2tH7//v0sWbIEAJ/Px+9+97vg8ASAiRMncscddwTHLDZm3rx5rF+/vtGflmukp6cH29aY66+/npUrV5Kbm8uQIUN45JFHWLBgAeeffz6TJ08mJiaGa6+9lnHjxmFmPP7447z99tt16gh33BqKJ9zxCRXP5s2b6dq1KyeffHKj7Q0XT6jzJFz9kUpLS2PhwoXk5+dTVlbGBx98wG9+8xsuuOACANavX8+FF14YUV2hjkND7d29ezfXXHMNHTp0IDY2lieeeILOnTs3u10NnT8NneezZs1q8DxprhtvvJGFCxfSq1cvXn75ZYYNG8aNN97IqacG+h6XLl1Kv379Qu6/ceNGVq5cyRdffMGKFSsAWLNmDWlpaSGPD0T+eRwwYAA33XQT06dPx8y46qqrOPnkk9m5cyeLFy+mpKQEM+OHP/whp5xyCsuWLePyyy8P7n/22WezYsWKNpMgRzLV9DvAdAKz5wWHO5jZgkb2+y6wzMzOr16+q3q/39Yqs7a6zCbnXBzgAfoC7wEnVhfrSeCiwF+a2UOhXk9TTYtIWxBiqmmL9G4K0nRlZWXMnj2bDz74gLi4xi+tSUxMZN26dfTu3fuoxvHGG2/w9NNP89xzzzVpv5aKp7XqP1pOP/10Vq1aVeeCx+bQ8ZSm2LJlC7/61a/+Avxs9erVxTXrI7lIr7mjppOB0c654cBB4DLginplVgNXA5sIXPz3jgUy9mAXinNuGXA4XHIsIiLHr06dOvHrX/+aAwcOBIdZhNNSw/Hmzp3L3Llzm7xfSw8PbA/DD3Nycr51N5Dm0vGUoyGSi/Terb3snJtJINF9t+E9gvtVOeduANYCscBfzGyHc+5uAjfSXw08CTztnEsF8gkk0SIiIk1y7rnnRjsEOQJ9+/Zl4cKF0Q5DJCiSHmScc4kEkuJFwF7glUj2M7M1wJp6635Z63k5cGn9/eqVXxbJa4mIiIiIHA0hE2Tn3BgCPbqXA3nACwTGLLfBCbNFRERERI6OcD3Iu4H3gflmlgrgnPv3VolKRERERCRKwk01fTGBu0qsd8497pyrmShEREREROSYFTJBNrO/m9kPgLHABuDfgf7OuT87585rpfhERI4vj86CZT2+/Xh01hFV++KLLzJ69GjGjBnDa6+91uzyt912G/3792fixLqz+jW0/uDBg8yaNYvx48czdepU3nrrreC2zZs3M2nSJMaNG8eiRYuC63/xi18wceJEpk6dyquvvgrAhg0bSEpK4rbbQs4bFdKiRYtITU2ts664uJhBgwZx//33h903Ly+PpKQkJk+eTGJiYjAegNjYWBITE0lMTOSmm24Kexxq8/v9TJgwgdzc3LD133fffUycOJHx48dHNAVvqOMZ6n1s6DiHEup9XLt2bfAYJCYmkpCQELzDQ6h4mmP16tXce++9ddbl5ORw/vnnR1xHU9oL4eOvf/6EOw5NjSfU6zb1fAB48MEHKS0tjahsQ8J9fhs6/5vzOa1dT2JiIu+//36z422ovTXTcDeLmUX8AHoBPyZwO7Ym7dtSD2A+sGL48OFWUlJiRUVFVlhYaKWlpZaXl2eVlZWWlZVlfr/fMjIyzMzs4MGDZmaWkZFhfr/fsrKyrLKy0vLy8qy0tNQKCwutqKjISkpK7NChQ1ZRUWE5OTnm8/ksMzOzTh01fz0ej3m9XsvNzbWysjIrKCiww4cP2+HDh62goMDKysosNzfXvF6veTyeBuvIzMw0n89nOTk5VlFRYYcOHVKb1Ca1qZ21icBdeur8O5WSkmIRe+3fze7uY7a0+zePu/sE1jdTRUWFDRs2zDwej+3bt89GjBhhPp+vWeU3btxoycnJNmHChDr7NLTe4/HYtm3bzMwsLS3NBg0aZGZmfr/fRo8ebe+//76ZmWVnZ5uZWXJysiUlJZnX67WcnBwbMmSIFRUV2aJFi6ysrMx+/vOf2+7duyNu9+eff24LFiz41vrbb7/d5s2bZ/fdd1/Y/SsrK624uNjMzHJycmzAgAHB49ClS5cG9wl1fGq89tprdvXVV4etPz093UaOHGmVlZVWUVFhw4cPt6+//jpknKGOZ6j3MdRxDiXU+1hbRkaGjRo1Kmw8R9vixYvt3XffbbRcU9vbWPzhzp/ax6Gp8YR63aaeDzVOOukky8nJabRcKOHe94bO/+Z8TkN9jpqjofZGUn9KSorNnz//yfnz53ez2vmltUIS2xqPadOmRXD4RERaVkQJ8l8uMNv6TOB5VWVgedvzgeW8r82W9aybIC/raZby18D2w7mB8rvXBJaLPI3G9N5779mFF14YXD7jjDPsk08+aXb5vXv3NpgAhlpfo2/fvlZeXm4ff/yxnXbaad/a/vzzz9u1114bXD711FNt3bp1dumll1pZWZnddttttmvXLjMzO3z4cMjXqXHXXXfZU089VWfdF198Yddcc40tXbq00QS5ttTUVDvhhBOsoqLCzML/xxvuOJx33nnW0Bem2vWnp6fbSSedZMXFxVZUVGQnn3yy5eXlhXy9UMcz1PsY6jhHquZ9rO0Pf/iD3XnnnWHjCWXp0qX2ve99z0aOHGk//elPbfTo0cHk8KqrrrITTzzRrr/++m/t9+qrr9q//du/NVp/U9sbLv7Gzp/ax6Gp8YR63aaeD2+99ZZNnjzZ4uPjbeLEiTZ58uTgl/4//vGPNmHCBJswYYL95S9/CRtnfbXf94bO/+Z8TkN9jubPn2+TJk2yqVOn2p/+9Kfg+vXr19s555xjF198sU2YMMFuvvnmsO3t0qWL3XnnnTZ+/Pg6x7y2UAlyuDHIIiLS2rr2hy79ICY2sBybEFju1LPZVXo8HgYOHMijjz7Kiy++yIABA741vfSRlI/E2rVrmTJlCh06dGD//v3069ePuXPnMmXKFB555BEAxo8fz+bNmyktLWX//v3s2rULj8fDddddx6xZs/D7/ZgZS5YsYcOGDY2+5saNG6k/g+Edd9zB0qVLI467uLiYU045hUmTJvHII4+QkJAAQHl5OVOnTmXmzJm89957EdW1e/duDh8+XCemhuofMmQIN998M0OHDmXIkCGNTqAR6niGeh9DHedI1H4fa3v22We57LLLwsYTzoIFC7jwwgsZMWIEc+bMYdOmTQD87W9/4+67725wn6SkJD788MNG625qe8PF39j5U/s4NDWeUK/b1PPhnHPOYdu2bQwaNIj169cHn6elpbF8+XI++ugj3n//fZYuXUp2dnbYWGvUf98bOv+b8zktKyurM8QiPT0dgEceeYRPP/2Ujz76iOXLl9d5vzZu3MiyZcv4/PPPWbZsWcj2ApSUlDB//ny2bdvG2rVrycjIiKi9EP42bx3MrCLimkREJDLX/OOb57HxdZcTOsOP34U/Tga/D1wM/Pg96NY/sL1L77rla9aHYYHhaFx33XUArFy5EudCX3Pd1PKN8Xg83HrrraxatQoI/Oe6fv16PvvsM3r27ElSUhJz5szhlFNOYfHixZx22mkMHjyY2bNn07FjR8466yxef/11/vCHP7Bq1SoeeOABunTp0ujrZmZm0rdv3+Dya6+9xpgxYzjppJMijr1bt25s376dXbt2sWTJEi6++GLi4+M5cOAAAwYMIDk5mYsuuog9e/bQqVOnsHU99NBD3HDDDY3WX1JSwhtvvMHevXvxer3MnDmTefPmMXDgwAbrDXU8Q72PoY5zY+q/jzW+/PJLSkpKmDx5cth4RowYEbLuXr16UVRUFPxbWFjYaDz9+vWL6ItbU9sbKv4dO3aEPX/qH4emxlNWVtbg6/bq1atJ50Mon3zyCaeffnpwXO6MGTP47LPPOOecc8Lu19D73tD535zPaadOnRocr/3kk0/y6quvYmZkZGSQkZHBgAEDAJg2bVpwjH/PnuE7DhISEjjttNMAGD58OB6PJ5g8NyZcD/ImAOfc0xHVJCIiR0e3AZB4ZSA5TrwyoiQ4nEGDBtVJJDweT/A/m6NRPpzy8nIuueQS7r//fkaOHAlA//79GTduHEOHDqV79+5MmzaN3bt3A3DLLbewbds2/vGPf+DxeBg6dCh///vfefjhh4PbZs2aFVEPcqdOnSgvLw8ub968mVdeeYWxY8fy0EMP8fvf/55nn302onaMGzeO+Ph4Pv30U4Dg8Zg+fToDBw5k3759YfcvKirin//8J5dcckmj9b/99tsMHTqUHj160KdPH6ZMmcInn3wSsu5QxzPc+9jQcQ6nofexRv1e03DvbyjOuToPn88XtnxNTI19KanRlPaGir+x8yeS3uNw8YR63aaeD6HUfGFqilDve0Pnf3M/p/Vt2LCBtWvXsnHjRrZt28bYsWPx+/3B7T169Ii4rvj4+OBz51ydehoTLkFOcM5dDZzmnPuX+o+IX0FERJrujNth6HfgjDuOuKoZM2awY8cOsrOzSU9P58CBA0yaNCm4/a677uKuu+6KuHykzIyrr76aK664gjlz5gTXT58+nf3795Ofn09lZSXbt28P9i7m5eUB8O6775Kfn8+0adNYuHAhv/71rzlw4AAjRozg/fff5/HHH2/09cePH1/nDhb33HMPqamp7N69mxtuuIHbb7+dK6+8Mrh92bJlnHnmmcHlgwcPBuPxeDzs3LmTwYMHk5+fT1lZGQBpaWlkZGQ0mmA+9dRTXHnllXX+ww5Vf03PXEVFBWVlZWzdupXhw4eHjDPU8Qz3PjZ0nEPVH+p9rPHcc8/VSQzDvb9H05dffsn48eMjKtuU9oaKv7Hzp/5xCFV/qHhCvW5j50Mo3bt3Jz8/P7g8depUPvjgA0pKSigoKCA5OTns5zrU+x7q/G/u57S+oqIi+vTpQ+fOndmxY0fwS2lT23ukwk0Uch1wJdCTwJ0iajNg5VGLQkRE6uo2AK5546hUlZCQwL333svMmTMBeOCBB4iJ+aZ/pP7P1OHKX3/99axcuZLc3FyGDBnCI488woIFCxpc36tXL1auXMkXX3zBihUrAFizZg2DBg3iwQcf5KyzzsLr9XLFFVcwduxYAK655hpSU1OJj4/nmWeeqTO0Y+LEidxxxx1Mnz6de+65p9F2z5s3j/Xr1zf6E3KN9PT0YJshMBZ1yZIlAPh8Pn73u98xcOBAPvzwQ6655ho6dOhAbGwsTzzxBJ07dw55fObPn8/jjz/O22+/Xef1QtU/cOBAzj//fCZPnkxMTAzXXnst48aNCxlnjx49Qh7PUO9juONcv/6NGzeGfB83b95M165dOfnkkyOKpynS0tJYuHBhMCH74IMP+M1vfsMFF1wAwPr167nwwgsjqqsp7W1O/A0dh1D1h4on3OuGOx9CufHGG1m4cCG9evXi5ZdfZtiwYdx4442ceuqpACxdupR+/fqF3D/U+56Wlhby/IemfU5rxiDXWLp0KRdeeCErVqxg8uTJjB07lqlTpzba1oba29xfvWq4xrrcnXM/MrMnj+hVWkFSUpKlpKREOwwROc4557aYWVLtdVu2bLH6F4tJyysrK2P27Nl88MEHxMWF6w8KSExMZN26dfTu3fuoxvHGG2/w9NNP89xzzx2V+loqztaq/2g5/fTTWbVqVdgL1iKh43l827JlC7/61a/+Avxs9erVxTXrG/8XA552zt0EfK96+V3gUTPztkCcIiIiR0WnTp2CP/kOGzas0fKNTe7QXHPnzmXu3LlHrb6WirO16j8acnJyGr2bQ6R0PKUhkSTIjwDx1X8BrgL+DFzbUkH9//buPE6uss73+OeXhBB2IWyRsG8CApFVRUFFEBcWFxxAwYtccdwdR3GZcS6jgyOOo8O4jEZREb3qiFtUFBfQuTiDEiCAiiA7Md2JnaYX0mm6m/7dP85putJ2dKJk+AAAIABJREFUkk6oOqmq/rxfr3qlzjnV53eeoop88/RznkeSpHo46aSTNvUlqAF22mknzjjjjE19GWpjU5kH+ejMfE1mXls+zgeObvSFTVVEnBoRC7u7uxkYGKC/v5++vj5Wr15Nd3c3w8PDrFixgsx8fJzd2Dx4HR0dZCYrVqxgeHj48XFOfX199Pf3MzAwQE9PD0NDQ3R1dTE6Ovr4XHxj5xj7c/ny5YyMjLBy5UoGBwfp7e1l1apVrFq1it7eXgYHB1m5ciUjIyMsX7580nN0dnYyOjpKV1cXQ0ND9PT02CbbZJtarE1rkRty97QkqfHG5myezFTGIN8MnJmZ95Tb+wBXZebURk1XxDHIkprBZGOQb7nllt/vvPPOB86bN29G7c1xkqRNY3R0lI6OjtH77ruv+yMf+cj3gbdt6BjkdwHXRcS9QAB7Auc35nIlqf2Mjo6efN99993c0dGx0xNZcEOSVB+ZyeDgYPcVV1zxTWAmMFB7fL0BOTN/HhH7AwdSBOQ/uMKeJE3dkUceufS00057GnARsP4l4CRJVdkM+MSiRYvWWJ1mvUMsWoVDLCQ1g8mGWIw57bTTtgZ2puitkCRtWgmsXLRo0cMTD0xliIUkqQ4WLVr0CPDIpr4OSdK6ebeIJEmSVGO9ATkifj6VfZIkSVI7WOsQi4iYA2wJ7BgR21PcoAewLfDkCq5NkiRJqty6xiC/Hng7RRi+ifGA3Ad8qsHXJUmSJG0Sax1ikZmXZebewDszc5/M3Lt8HJ6Zn6zwGtfJlfRsk22yTc3UJklS65vSNG8R8UxgL2p6nDPzy427rA3nNG+SmsG6pnmTJLWG9U7zFhFXAvsCS4CxSZQTaKqALEmSJNXDVOZBPgo4ONtlRRFJkiRpHaYyD/JvgV0bfSGSJElSM5hKD/KOwO8j4jfAo2M7M/O0hl2VJEmStIlMJSBf3OiLkCRJkprFegNyZv4yIvYE9s/Mn0XElsDMxl+aJEmSVL2pLDX9OuAq4LPlrt2A7zbyoiRJkqRNZSo36b0JOI5iBT0y84/Azo28KEmSJGlTmUpAfjQzh8Y2ImIWxTzIkiRJUtuZSkD+ZUS8D9giIk4Cvgl8v7GXNXUuNW2bbJNtaqY2SZJa33qXmo6IGcAFwMlAANcAn2+2hUNcalpSM3CpaUlqfVOZ5m0L4AuZ+TmAiJhZ7hto5IVJkiRJm8JUhlj8nCIQj9kC+FljLkeSJEnatKYSkOdk5iNjG+XzLRt3SZIkSdKmM5WAvCoijhjbiIgjgdWNuyRJkiRp05nKGOS3Ad+MiGXl9jzgrxp3SZIkSdKms84e5HIGi9nAU4A3AG8EDsrMm6Zy8og4JSLujIi7I+I9kxzfPCK+UR7/dUTsVe4/JiKWlI9bI+KlG9guSZIkaaOsMyBn5ijwr5k5nJm/zczbM3N4KicuZ7v4FPBC4GDg7Ig4eMLLLgAezsz9gI8Dl5b7fwsclZkLgFOAz5YLlEiSJEkNNZUxyD+JiJdHRGzguY8B7s7Me8uV+L4OnD7hNacDV5TPrwJOjIjIzIHMHCn3z8GV+yRJklSRqfTKvgPYCngsIlZTLBaSmbnten5uN+Chmu2lwLFre01mjkRELzAX6IqIY4EvAHsC59YE5sdFxIXAhQDz5s1jyZIlU2iOJEmStHbrDciZuc1GnnuyHueJPcFrfU1m/ho4JCIOAq6IiB9l5uCEa1sILIRiJb0FCxZs5KVKkiRJhfUOsYjCqyPi/eX27hFxzBTOvRTYvWZ7PrBsba8pxxhvB3TXviAz7wBWAU+dQk1JkiTpCZnKGORPA88Azim3H6G4+W59bgT2j4i9I2I2cBawaMJrFgGvKZ+/Arg2M7P8mVkAEbEncCBw/xRqSpIkSU/IVMYgH5uZR0TELQCZ+XAZeNepHFP8ZuAaYCbwhcz8XUR8AFicmYuAy4ErI+Juip7js8offxbwnogYBkaBN2Zm1wa3TpIkSdpAUwnIw+WUbQkQETtRhNb1ysyrgasn7PuHmueDwJmT/NyVwJVTqSFJkiTV01SGWPw78B1g54i4BLge+FBDr0qSJEnaRKYyi8VXI+Im4ESKWSfOKG+ckyRJktrOWgNyRMwB/hrYD7gd+OxkcxFLkiRJ7WRdQyyuAI6iCMcvBD5ayRVJkiRJm9C6AvLBmfnqzPwsxRRsx1d0TRskIk6NiIXd3d0MDAzQ399PX18fq1evpru7m+HhYVasWEFm0tHRAcCyZcV0zB0dHWQmK1asYHh4mO7ublavXk1fXx/9/f0MDAzQ09PD0NAQXV1djI6O0tnZucY5xv5cvnw5IyMjrFy5ksHBQXp7e1m1ahWrVq2it7eXwcFBVq5cycjICMuXL5/0HJ2dnYyOjtLV1cXQ0BA9PT22yTbZphZrkySp9UXmxMXtygMRN2fmEWvbbjZHHXVULl68eFNfhqRpLiJuysyjNvV1SJI23rpu0js8IvrK5wFsUW4HkJm5bcOvTpIkSarYWgNyZs6s8kIkSZKkZjCVeZAlSZKkacOALEmSJNUwIEuSJEk1DMiSJElSDQOyJEmSVMOALEmSJNVo+YDsSnq2yTbZpmZqkySp9a11Jb1W40p6kpqBK+lJUutr+R5kSZIkqZ4MyJIkSVINA7IkSZJUw4AsSZIk1TAgS5IkSTUMyJIkSVINA7IkSZJUw4AsSZIk1Wj5gOxKerbJNtmmZmqTJKn1uZKeJNWRK+lJUutr+R5kSZIkqZ4MyJIkSVINA7IkSZJUw4AsSZIk1TAgS5IkSTUMyJIkSVINA7IkSZJUw4AsSZIk1Wj5gOxKerbJNtmmZmqTJKn1uZKeJNWRK+lJUutr+R5kSZIkqZ4MyJIkSVINA7IkSZJUw4AsSZIk1TAgS5IkSTUaGpAj4pSIuDMi7o6I90xyfPOI+EZ5/NcRsVe5/6SIuCkibi//fF4jr1OSJEka07CAHBEzgU8BLwQOBs6OiIMnvOwC4OHM3A/4OHBpub8LODUzDwVeA1zZqOuUJEmSajWyB/kY4O7MvDczh4CvA6dPeM3pwBXl86uAEyMiMvOWzFxW7v8dMCciNm/gtUqSJElAYwPybsBDNdtLy32TviYzR4BeYO6E17wcuCUzH23QdUqSJEmPm9XAc8ck+yYu27fO10TEIRTDLk6etEDEhcCFAPPmzWPJkiUbd6WSJElSqZEBeSmwe832fGDZWl6zNCJmAdsB3QARMR/4DnBeZt4zWYHMXAgshGKp6QULFtS1AZIkSZp+GjnE4kZg/4jYOyJmA2cBiya8ZhHFTXgArwCuzcyMiCcBPwTem5m/auA1SpIkSWtoWEAuxxS/GbgGuAP4z8z8XUR8ICJOK192OTA3Iu4G3gGMTQX3ZmA/4P0RsaR87Nyoa5UkSZLGRObEYcGt6aijjsrFixdv6suQNM1FxE2ZedSmvg5J0sZzJT1JkiSphgFZkiRJqmFAliRJkmoYkCVJkqQaBmRJkiSpRssH5Ig4NSIWdnd3MzAwQH9/P319faxevZru7m6Gh4dZsWIFmUlHRwcAy5YV65V0dHSQmaxYsYLh4WG6u7tZvXo1fX199Pf3MzAwQE9PD0NDQ3R1dTE6OkpnZ+ca5xj7c/ny5YyMjLBy5UoGBwfp7e1l1apVrFq1it7eXgYHB1m5ciUjIyMsX7580nN0dnYyOjpKV1cXQ0ND9PT02CbbZJtarE2SpNbnNG+SVEdO8yZJra/le5AlSZKkejIgS5IkSTUMyJIkSVINA7IkSZJUw4AsSZIk1TAgS5IkSTUMyJIkSVINA7IkSZJUo+UDsivp2SbbZJuaqU2SpNbnSnqSVEeupCdJra/le5AlSZKkejIgS5IkSTUMyJIkSVINA7IkSZJUw4AsSZIk1TAgS5IkSTUMyJIkSVINA7IkSZJUo+UDsivp2SbbZJuaqU2SpNbnSnqSVEeupCdJra/le5AlSZKkejIgS5IkSTUMyJIkSVINA7IkSZJUw4AsSZIk1TAgS5IkSTUMyJIkSVINA7IkSZJUo+UDsivp2SbbZJuaqU2SpNbnSnqSNOYzz4LO2/9y/66Hwl9fP6VTuJKeJLW+WZv6AiRpveoQXKdk/jHw5zvhsaHxfTNnF/slSdNGyw+xkDQNzD+mCKq11hVca38ztvIe6HlwfPu334IH/nt8+5q/g9uvKp6fcBE8NrzmuWIGnPDujb92SVLLsQdZ0saromd3+e/gwFNgyVfX3D8WXL/3JthiBzj5g+U1PRvm7gdnfrHY/srLYPdj4WULi+2fvB/2eS7s+cxi+48/hRmz4NBXwDa7wvZ7Qs9DkI8VIXzBq2CbXerTFklSSzAgS9p4GzMkoetuWLViPKDe/GXoXQrPfV+x/e0LofdPcP4Pi+0fvxeGVxdB9ZYry1oxHlxnzoaZm42f//CzYasdx7df9K+w5Q7j2xf8BDbfZnz7zb9Z8/peew1cdjiMPGbvsSRNUwZkSRvvhIvglq9M2Jkw8uj45k//D/z+e/C2JcX29R+He66Fv72j2P7TTUUv8VhA3uPpsLpn/OdP/iDEzCL0jvUiz9p8PLi+5ONrln/GG9fc3v/5a25vN3/dbdpm1yJ83/RFe48laZpqaECOiFOAy4CZwOcz88MTjm8OfBk4ElgJ/FVm3h8Rc4GrgKOBL2Xmmxt5nVJb2ZhhD2NjdiOK3tuOW2G/E4sgeu8vYMnX4NTLYLM5cMN/wM8/AO9+oAiTOx8MHbcUPz9zNuxyKNz3XzA6CjNmwJMXADVjgo97Kxz92vHtUy9b81qOeu2a2/MOH39eVXA94SL48x32HkvSNNWwm/QiYibwKeCFwMHA2RFx8ISXXQA8nJn7AR8HLi33DwLvB97ZqOuT2tZkN7TNmAW7lkHzTzfBVa8thjVAcdPaB3eCh+8rtu+5Fr5+NjxSzC9M37LiprZH+4rtXQ4pQuxoeTPbi/9lvF7MgLO/Bn9zexGOAQ55KZz0gfFr2elA2O3IjWvbCRcVPcyNDq7b7Arn/8jeY0maphrZg3wMcHdm3gsQEV8HTgd+X/Oa04GLy+dXAZ+MiMjMVcD1EbFfA69Pqla9bmh7bAR6HyrG1c7ZrujxveHT8LRXw84HFT2/iy9f82dGR+CAU4rnjz4Cy24phjFsNx92PBCe8SbYbMvi+AGnwOuug63LcLjgnOIxZu/ji8eY+UfD086tpmd3LLhKktRAjQzIuwEP1WwvBY5d22sycyQieoG5QNdUCkTEhcCFAPPmzWPJkiVP9JrVJA649gK27Lv7L/YPbLsfdz3v8kl+ornrAMyfsw87xB+YkePTiI3GZnTP2YelNZ/deGyIbVbcyKPb7MGjW+/OrEcfZo+bPkTXPi+lb9dnsnn/gxz083N54Mi/4+HdT2bz/gc58NcLeeCxXel98qNstnoz9t52X+b0P8CMHGE0ZtE779k8OLATuWQJsB0c/0XoHIHOsu5OL4V7OoHO8ipmFEMMpmjWji9mrx0Wc/+OL2bE76EkqcU1MiDHJPsmLts3ldesVWYuBBZCsZLeggULpn512jhVLdiw9Hi45cEJsyNsxpYHnMCCBQtgsBdGHxufnWDi9uoeyNF1bD9c1jlhkjqz2XLvo1mw765FjyUUc+nOmFVMAQbFGN3NtoIdy19yPPA/MGfbYvgBFFOHbbVTOf4W+O234ZmvgqXXwMh4QJ4xcyY7nnEJO37hBXDs6+G4t8HQAHzoJDjxH2DBqTC0Cm4dZtvdnwyHLIDhA2HrT7Hnnsex5w57Qx4Oz1rB3lHzdXrqYeVMDCPMmDmL7c/+LNs3erjA00/kqY2tIElSJRq5UMhSYPea7fnAsrW9JiJmAdsB3Q28pvb0mWfBxdv95eMzz6pfjcwiuO129OQLNux4ANz6jSKkQhEYf3Hp+M1fd3y/mK92zI2Xw5fPGN++7p/hUzW/YBh6ZM3QCsUCDmNjT3/4Tvjc88aPLXorfOGU8e3vvgG+fNr49rcugK++Ynz7G+fC184pxrTGhK9BzICO22DRW9Z8/TXvG9++6gK47pLx7e9cCL/695rreQvc+Pnx7R/+LfzxJ8UQhNrxugteBU/aHQ54QfEeAszeshjicOT55fZWcOEv4JDy/dpsi2I4xQ57l+eJ4lFrbCaGsRqOpZUkacoa2YN8I7B/ROwN/Ak4CzhnwmsWAa8B/gd4BXBtZk65B7npberlcZ98RDFedeasosd0xR1F7c23ge574c4fwWFnwVZz4aEb4TcL4eR/KsLUH34IP7sYzlsE284rxrT+8G/h9dfDrf93zfoxA3bYtwiJT3kxbL41PPAr+MWH4FlvL2ZCePiBYmaDzDLQzVgz1O24P+z17PHtQ19Z/MyyW4p2zZgFezxzPOgtOAf2q5m+64hz15wa7Mjzi5A95ujXwcjg+PbT31D0KI8FyZuvKMbpji0MccALiuse84JLiqA65rRPFO0cc+YVxXjgMed+Bzbfdnz7wutg9jbFjW1jU5XNnL32qcp2O4InzJkYJEnaKNHIPBoRLwL+jWKaty9k5iUR8QFgcWYuiog5wJXA0yh6js+quanvfmBbYDbQA5ycmb+fpAxQDLFYvHhxw9qyUX7wjpqFDUozZxc3NL3oo0Vo3WxOEbxGHoU/3Vz0Cm6zazFk4Pffgz2Pg7n7Qv9y+J9PwmGvLELuynuKJXKPf2dxo9W/HfqXdR4bgv91Nex1HPzxZ/DVl8MFP4Xdj4E/XF3MVPC664owdtc1cPW74NXfKsLq/b8qAvMpHy4CcsdtcM/Pi9kLfvaPxeIOo8Pj7Xne3xft2X4vmDGzCOYRxfON1d9ZDhMYhFlz4G23NaYntKo6Y37wjuKGtiPPh5d8rHF1tElExE2ZedSmvg5J0sZr5BALMvPqzDwgM/fNzEvKff+QmYvK54OZeWZm7peZx4yF4/LYXpm5Q2ZunZnz1xWOm9Lw4Jqrd43JLHr0BlbCv+wDS8re2IGV8MVT4K4fl9vdxa/pH/p1sf1oH/zmc0UwHjtP39JifOo2u8JBp/P4f86Zs+GQl8HzLy5+fQ9FCD7ve+O/xt/vRHj3/TCvHCN7wAvg7bcV4RiKUP3KK4pwDDDvMHjW3xS9pCdcNB58x1Ya23KHIsiP7Z8564mFY6humEDVwxGqmqpMkiRtlIb2IFdpk/QgD3QXAfVJuxeB9YpTYZ8T4Ph3FYsk/PNuRSBd8fuiNzdmFEH07K8XPcY3XVEE0V0OgZEheOB62OmgIpQ+NgKPdMKWc4sxp+vTrr2g/Z1w1fnwii81tj1V1VHbswdZklrf9FxqemPHBv/uu8WNYoedWWx/7nnFKl+vvKIYTrDdfNhi++LYjBnwzruKAH1ZuUDDzNnwknLVsFmbw7EXjp971mzYt+ams5mz1r8kbq2ql8etanxrVfPeOr+uJEkqTc+AvLab2nY7GnoehCftUey79p+KIQ1nfrHYvvnLxdjgsYB88j/BVjuOn+Oln1mzzubbFI92XB7XQClJktrU9AzIJ1w0PpPAmJhRjPP93PPgXeXCEbPmFFNujXn559ecqeCgl0y9Xjv1tkqSJLWxht6kV4WIODUiFnZ3dzMwMEB/fz99fX2sXr2a7u5uhoeHWbFiBZlJR0cHAMv6R2HBq8hy/tucsRmPHX4OfU95JUPPvZi+3h76+/sZOOqN9JxwCUNDQ3R1dTE650l0rvhzcY5ly9b4c/ny5YyMjLBy5UoGBwfp7e1l1apVrFq1it7RLRg8+zusHJrFyMgIy5cvn/QcnZ2djI6O0tXVxdDQED09PVNvU3mOjo4OMpMVK1YwPDxMd3c3q1evpq+vr2jTwAA9PT3jbRodpbOzc8Pb1NvL4OAgK1eutE22yTbVtEmS1Pqm7016/Z1w2WHFzXJV3NQmaVrwJj1Jan0t34O80bbZFRa82pXGJEmStIbpOQZ5jCuNSZIkaYLpHZC9qU2SJEkTTN8hFpIkSdIkDMiSJElSDQOyJEmSVMOALEmSJNUwIEuSJEk1DMiSJElSjZYPyBu11LRL49om22SbXGpakrQW03epaUlqAJealqTW1/I9yJIkSVI9GZAlSZKkGgZkSZIkqUbbjEGOiD8DD5Sb2wG9E14y2T6AHYGuKbx2Q8452f4nUmdDXjtZnQ35+areuw157VTrbMg5q3rvNqTWdP48NOK9e6L1N/a92zMzd5rk5yRJrSIz2+4BLJzKvnL/4o39+XWcc7LXbnSdDbymv6jzRNvUiPfuibapDues5L3z87Dp3rtN/Xnw4cOHDx+t+2jXIRbfn+K+J/rzazvnVGs90XNW1aZG1HmitZ7oOf081HdfI+psSK1m/DxIklpU2wyx2FgRsTgrmJKp3epUWavd6lRZyzY1fx1JUvNp1x7kDbHQOk1fq93qVFnLNjV/HUlSk5n2PciSJElSLXuQJUmSpBoGZEmSJKmGAVmSJEmqYUCWJEmSasza1BdQlYj4GPCtzPxVBbV2AN4MLAMuB94HPAO4A/hQZj5cx1rPBV4O7A6MAH8EPp+Zd9exxizgAuClwJOBpGjb94DLM3O4XrXU/CJiS4rPdwKfAM4CXgb8AfhAZj7S4Pp3ZeYBjawhSZreplMP8rnAZRHxQER8JCKe1sBaXwG2Ao4ErgN2BS4FVgNfqleRiPgwcB5wAzAM3AvcA3wzIs6sVx3gSmABcDHwIuDFwD8Ch1O0tRIRUbdptyJiZkS8PiI+GBHHTTj29/WqM4XraMU2fQnYBdgb+CFwFPBRIID/qGMdIqI/IvrKR39E9AP7ju2vY53Dap5vFhF/HxGLIuJD5T8IJEnTyLSZ5i0ibsnMp0XE/hQ9XmcBM4GvAV/LzLvqWGtJZi6IiACWZuZuE4/Vqc7tmXlo+XwW8MvMPC4itgf+X2Y+tU517szMA9dyrK69eWXv+6SHgFszc36d6nwe2BL4DcU/nn6Zme8oj92cmUfUo055vrZq04TPdwcwLzOz3L41Mw9bzyk2pNYngO2Ad2Xm8nLffZm5d71qlOd8/P2JiH8F5gJfBM4A5mbmefWsJ0lqbtNmiAXFr4PJzD8CHwQ+WPYanQ1cDexXx1ozypC6DbB1ROyVmfdHxFxgdh3rjEbEDpnZTTH0YSZAZj5chpV6ebjskf5WZo4CRMQM4EygbsNFSn8GHqAIj2Oy3N65jnWOGQtyEfFJ4NMR8W2Kz0M93ztozzZRhuKrs/xXdrld139xZ+ZbIuJI4GsR8V3gk5Tf5TqrfX9OBI7OzOGI+C/g1gbUkyQ1sekUkP8iIGTmbcBtwHvrXOufKcZjArwW+HyZVw+iGJpQLx8CbomIO4GnAG8AiIidqO9f6mdRDBH5dESMBeInUQwfOauOdaAYJnJiZj448UBEPFTHOo//QyUzR4ALI+IfgGuBretYB9qvTYsjYuvMfCQzXzu2MyL2BfrrWAeAzLwpIp5PMe75l8CcetcAtouIl1IMO9t8bFx9I0K/JKn5TachFls3+uahCfVmUry/I+XwhwXAnzKzo851dgD2Ae7OzJ56nnst9eZStKurQed/E3B9Zv5FwI+It2TmJ+pU5yvAVzLzxxP2/2/gPzJzs3rUKc/Zdm1axzVENvB/KhExD3haZl5d5/N+ccKu92Tm8ojYFfhqZp5Yz3qSpOY2bQIyQERsB5wC7Mb4TAzXNCJYVlWryjatpf5JmfnTKmqpeUTEU4DTWfNztygz72jlWpIkwTSaxSIizgNuBp5DcSPTVsBzgZvKYy1Xq8o2rcPlFdUhIk5q1ToR8ZSIeHdE/HtEXFY+P6gV60TEu4GvUwxb+g1wY/n8axHxnhauVcl/I0lS85s2PcjlON1jJ/asljfT/brOMzFUUqvCOovWdgh4XmZuVY86U7iOBzNzj1arU4a8symC3tJy93yK8dtfz8wPt1idu4BDJs5/HRGzgd9l5v71qFNlrareO0lSa5huN+lN9q+BUep/h39Vtaqq82zg1cDEMdwBHFPHOusL43NbrU7pAiYPeR8DfgfUK3xVVWeUYtaUBybsn1ceq6eqalX13kmSWsB0CsiXADdHxE+AsZkD9gBOopj2rRVrVVXnBmAgM3858UDZi11PVYXxykI/1YW8quq8Hfh5RPyRNT93+1HMNFFPVdWqMvRLkprctBliAY8PPXgBxc0+QfGr1GvqufRz1bWqbFMVIuJHwEcy87pJjv1XZh7fSnXK851CMX/vpCFv4qwTzV6nrDWD4h8StZ+7GzPzsXrVqLJWle+dJKn5TauAPFFEvCQzf9BOtdqtTruoKlBWGVwn1L0wM+u2bPamqLWp3jtJUvOZ7gG5rksKN0OtdqtT1mq70F9VoKywTjt+lyoL/ZKk5jJtpnlbi7ovv9sEtdqtDsAH2qwOwF+3WZ12/C5V9d5JkprMdA/Ir2/DWu1WB9oz9Ldbm06tqE6Vtar8PEiSmsh0msVi0hW5IqK/qtW/GlGr3eqsRTuG/qpCXiV1MnMpQEScn5kTl21u1VpVhn5JUhOZNj3I7bj6V7vVqam3xopmwHOrWHWuUXUmUxvy2qFOjX+sqE7Da22C906S1CSmzU16bbr6V1vVKc/ZVqvOTeE6Wm51wIi4bW2HgAMyc/N61Km61jquoZL/RpKk5jGdhli04+pf7VYH2m/VufWFvF1arU55rhcAE+faDuC/61insloVvneSpBYwnQJyO67+1W51oD1Df1WBsqo6PwC2zswlEw9ExC/qWKfKWlWGfklSk5s2ATkzfxwRB1DBQgBV1Wq3OqV2DP1VhbxK6mTmBes4dk696lRcq8rQL0lqctNmDLJaR7uvOidJkprbdJrF4rCIuCEiHoqIhRGxfc2x37RirXarMyYzRzPzhsz8VmZeVT6ve2itqk67acfvkiRJtaZNQAY+DVwMHArcBVwfEfuWxzZr0VrtVqctQ38btqntvksGcUlSrekUkLfOzB9nZk9mfpRinOmPI+LpFAtftGKtdqsDbRjGNRo+AAADLklEQVT6K6xVVZ12/C5V+XmQJDW5aXOTHhARsV1m9gJk5nUR8XLgW8AOLVqr3epAGYjK5x+NiJsoAtG5NCD0V1CnylpV1WnH71KVnwdJUpObTj3IlwJrrJKWmbcBJwLfbtFa7VYHykBUU+c64OXAlcCeLVinylpV1WnH71KVnwdJUpNzFgs1lYg4B7g3M2+YsH8P4P2Z+bpWqlNlrSrb1G587yRJtaZNQC57h94LnAHsVO5eAXwP+HBm9rRarXaro9bQjt8lSZJqTachFv9JsUrWczJzbmbOBZ5b7vtmi9ZqtzpExHYR8eGI+ENErCwfd5T7ntRqdaqsVWGb2u67VOXnQZLU/KZTD/KdmXnghh5r5lrtVqc83zXAtcAVmdlZ7tsVeA3w/Mw8qZXqVFmrwjrt+F2q7PMgSWp+06kH+YGIuCgidhnbERG7RMS7GV9quNVqtVsdgL0y89KxkAKQmZ2ZeSnFUtCtVqfKWlXVacfvUpWfB0lSk5tOAfmvgLnALyPi4YjoBn5BMVXUK1u0VrvVgfYM/e3Wpnb8LlX5eZAkNblpM8QCICKeAswHbsjMR2r2n1IzB2pL1WrDOtsD7wFOB3ahmIN2ObAIuDQzu1upTpW1Km5TW32XqnzvJEnNb9oE5Ih4K/Am4A5gAfC2zPxeeezmzDyi1Wq1W52aem0V+qusVVGYbLvvUnm+yj4PkqQml5nT4gHcTrFaFsBewGKKv2wBbmnFWu1WpzzfW4E7ge8C9wOn1xy7udXqtGOb2vS7VNnnwYcPHz58NP9jOi01PTPLXqHMvD8ingNcFRF7AtGitdqtDsDrgCMz85GI2Kuss1dmXlbnWlXVqbJWVXXa8btU5edBktTkptNNep0RsWBso/xL9yXAjsChLVqr3erAhEAEPAd4YUR8jAaGvAbWqbJWVXXa8btU5edBktTkplNAPg/orN2RmSOZeR5wfIvWarc60J6hv93a1I7fpSo/D5KkJjdtbtJTa4iI+cBI1sxHW3PsuMz8VSvVqbJWlW1qN753kqRaBmRJkiSpxnQaYiFJkiStlwFZkiRJqmFAliRJkmoYkCVJkqQa/x/j+HL2ZlbYhwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "%run BikeCode.ipynb\n",
    "wandering(places)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "\n",
    "# Eddington Number\n",
    "\n",
    "The  physicist [Sir Arthur Eddington](https://en.wikipedia.org/wiki/Arthur_Eddington), a contemporary of Einstein, was a pre-Strava bicyclist who favored this metric:\n",
    "\n",
    "> *Your [**Eddington Number**](https://www.triathlete.com/2011/04/training/measuring-bike-miles-eddington-number_301789) is the largest integer **e** such that you have cycled at least**&nbsp;e** miles on at least**&nbsp;e** days.*\n",
    "\n",
    "I'll look at the **miles** column across all my **rides** to compute my Eddington number:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "64"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Ed_number(rides['miles'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**My Eddington Number is 64**: I've ridden at least 64 miles on at least 64 days (but not 65 miles on 65 days). My number is above [the mean for Strava](https://swinny.net/Cycling/-4687-Calculate-your-Eddington-Number), but not nearly as good as Eddington himself: his number was **84** when he died at age 62, and his roads, bicycles, and navigation aids were not nearly as nice as mine, so bravo zulu to him. I don't think I will reach 84, but how many more rides do I need to reach 65? or 70? I'll call the difference the Eddington gap:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{65: 2, 66: 7, 67: 16, 68: 20, 69: 32, 70: 39}"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "{mi: Ed_gap(rides['miles'], mi) \n",
    " for mi in range(65, 71)}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "I need just 2 more rides to reach 65, and 39 more to reach 70.\n",
    "\n",
    "Eddington was English, so he used miles, but we could also consider a **metric Eddington number**:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "90"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Ed_number(rides['kms'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{90: 0, 92: 5, 94: 13, 96: 18, 98: 26, 100: 31}"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "{km: Ed_gap(rides['kms'], km) \n",
    " for km in range(90, 101, 2)}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "My **metric Eddington Number is 90**, and my gap to 100 is 31 more rides.\n",
    "\n",
    "Here are some properties of Eddington numbers:\n",
    "- Your Eddington number is monotonic: it can never decrease over time. \n",
    "- To improve from an Eddington number of *n* to *n* + 1 can take as few as 1 ride, or as many as *n* + 1 rides.\n",
    "  + *Suppose I have done 49 rides, each of exactly 50 miles. My Eddington number is 49.*\n",
    "  + *With one 50 mile ride, my Eddington number becomes 50.*\n",
    "  + *I would then need 51 new 51+ mile rides to reach 51.*\n",
    "- Your metric Eddington number will always be greater than or equal to your imperial Eddington number.\n",
    "- Your metric Eddington number will never be more than 1.609344 times your  imperial Eddington number.\n",
    "- Of two riders, it is possible that one has a higher metric number and the other a higher imperial number.\n",
    "\n",
    "Here is my Eddington number progress over the years, in miles and kms:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>year</th>\n",
       "      <th>Ed_km</th>\n",
       "      <th>Ed_mi</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2013</td>\n",
       "      <td>27</td>\n",
       "      <td>23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2014</td>\n",
       "      <td>45</td>\n",
       "      <td>34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2015</td>\n",
       "      <td>60</td>\n",
       "      <td>41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2016</td>\n",
       "      <td>65</td>\n",
       "      <td>46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2017</td>\n",
       "      <td>72</td>\n",
       "      <td>51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>2018</td>\n",
       "      <td>76</td>\n",
       "      <td>53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>2019</td>\n",
       "      <td>79</td>\n",
       "      <td>55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>2020</td>\n",
       "      <td>86</td>\n",
       "      <td>61</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>2021</td>\n",
       "      <td>90</td>\n",
       "      <td>64</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   year  Ed_km  Ed_mi\n",
       "0  2013     27     23\n",
       "1  2014     45     34\n",
       "2  2015     60     41\n",
       "3  2016     65     46\n",
       "4  2017     72     51\n",
       "5  2018     76     53\n",
       "6  2019     79     55\n",
       "7  2020     86     61\n",
       "8  2021     90     64"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "Ed_progress()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "*Note:* the definition of Eddington Number seems precise, but what exactly does ***day*** mean? The New Oxford dictionary has three senses:\n",
    "\n",
    "1. a period of 24 hours; \n",
    "2. a unit of time, reckoned from one midnight to the next;\n",
    "3. the part of a day when it is light. \n",
    "\n",
    "I originally assumed sense 2, but I wanted to accept sense 1 for [bikepacking](https://bikepacking.com/) trips where I rode to a camping site in the afternoon, pitched a tent for the night, and rode back home the next morning; what bikepackers call a [sub-24-hour overnight](https://oneofsevenproject.com/s24o-bikepacking-guide/) (S24O).  And then COVID struck, the camping sites closed, so why not allow an S24O ride where I sleep in my own home? I realize Eddington had a lot more hardships than we have (World War I, the 1918 pandemic, and World War II), but I hope he would approve of this modest accomodation on my part."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Hill-Index: Speed versus Grade on Short Segments\n",
    "\n",
    "The Eddington number reminds me of the [**h-index**](https://en.wikipedia.org/wiki/H-index) metric for scientific publications. I invented another metric:\n",
    "\n",
    "> *Your **hill-index** is the maximum integer **h** where you can regularly climb an **h** percent grade at **h** miles per hour.*\n",
    "\n",
    "I'll plot grade versus speed for segments (not rides) with two best-fit curves: a blue quadratic and an orange cubic. I'll also superimpose a red dotted line where grade = speed."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "show('pct', 'mph', segments, 'Miles per hour versus segment grade in percent')\n",
    "plt.plot((2, 6, 7), (2, 6, 7), 'ro:');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Both  best-fit curves are above the red circle at 6% and below the red circle for 7%, so  **my hill-index is 6**. We also see that I can cruise at 15 to 17 mph on a 1% grade, but only about 8 mph at 5% grade, and around 5 mph on 8% grades."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    " # Speed versus Grade on Long Rides\n",
    "\n",
    "The plot above tell me how fast I should expect to climb a particular hill, but what about average time on longer rides? Here's a plot of my speed versus steepness (measured in feet climbed per mile rather than in percent)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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YLEYsFiMSiZBMJgmHw2QyGSYnJyvGmJiYIJfLMTMzQyqVYn5+vmFN4+PjSCmZmppqWlM8HgdgcnKyaU0nT54s+tKsJiuGtZ2a0WTFsPJqRZN9WzeiaXFxseq+51RTMpmsuu851ZRIJFrWlMvl6h5P9TTFYrG6x1M9TadOnWp5O0WjUcdtRDVNmUzGcRtRTVMkEml535ufn2+43bNrsnvSSLtn15TNZls+nmKxWFPtnl1TPB5vqS2fnJwkkUi03EZIKVtqyycmJlhcXGypLR8fHyeVSrXc7qVSqZba8mbbvXJNqVSqpba8/HzQjKZK5+1GNVnn2GY5I559uWfPHnnw4MGmlh0ZGWH37t0trT+VStHe3u6KGMaP0xgvSjF+lOIWP4wX6mMYP0rRwQ/dvBBCPCCl3NPo8lr3lOnCwsKCa2KoQBctOvihiw4dvAB9tBg/1OagAh28UBVDBbpocYsfbvHCFGUOWLt2rWtiqEAXLTr4oYsOHbwAfbQYP9TmoAIdvFAVQwW6aHGLH27xwhRlDpiamnJNDBXoosWKEQwGCQaDLcdrJQc3xFCBLlqMH2pzUIEOXqiKoQJdtLjFD7d4YYoyBwwNDbkmhgp00aKDH7ro0MEL0EeL8UNtDirQwQtVMVSgixa3+OEWL0xR5gDrTgw3xFCBLloOHDhAMBhkdHSU0dHRVekx08ULs2+oj6ECHbQYL9THUIEuWtzih1u8MEWZAzZv3uyaGCrQRYsOsy/r4oXZN9THUIEOWowX6mOoQBctbvHDLV6YoswBulTgOlTxoI+Wyy67jEAgwPDwMMPDwwQCAQKBQMtxG0EXL8y+oT6GCnTQYrxQH0MFumhxix9u8cIUZQ7QpQLXoYoHfbTo4IcuOnTwAvTRYvxQm4MKdPBCVQwV6KLFLX64xQtTlDnAmjHYDTFUoIsWK8Zq9JCV5+CGGCrQRYvxQ20OKtDBC1UxVKCLFrf44RYvTFHmgHXr1rkmhgp00aKDH7ro0MEL0EeL8UNtDirQwQtVMVSgixa3+OEWL0xR5oBIJOKaGCrQRYsOfuiiQwcvQB8txg+1OahABy9UxVCBLlrc4odbvDBFmQO6u7tdE0MFumjRwQ9ddOjgBeijxfihNgcV6OCFqhgq0EWLW/xwixemKHPA4uKia2KoQBctOvihiw4dvAB9tBg/1OagAh28UBVDBbpocYsfbvFC66JMCHGFEOLm2dlZ4vE40WiUhYUFEokEs7OzpNNppqamkFIyMTEBnL6ldWJiAikliUSCdDrN7OwsiUSChYUFotEo8Xic+fl5UqkUMzMz5HI5QqFQSQzr//n5eTKZDOFwmGQySSQSIRaLEYvFiEQiJJNJwuEwmUymOFCwPMbc3By5XI6ZmRlSqRTz8/MNa5qdnUVKydTUVNOa4vE4kB/Q2Kym2dlZAEKhUNOarBjWdmpGkxXDyqsVTdb/jWryer1V9z2nmjweT9V9z6kmIUTLmnK5XN3jqZ4maz21jqd6mrLZbMvbKZPJOG4jqmnKZDKO24hqmlKpVMv73uLiYsPtnl1TJpNpqt2za8pmsy0fT7lcrql2z67JOu6bbcsnJycRQrTcRkgpW2rLJyYm8Hq9LbXl4+Pj+Hy+lts9n8/XUlvebLtXrsnn87XUlpefD5rRVB6jGU3WObZZhJSypQArwZ49e+TBgwebWnZkZITdu3e3tP5YLNZyt6YuMYwfpzFelGL8KMUtfhgv1McwfpSigx+6eSGEeEBKuafR5bXuKdOFTCbjmhgq0EWLDn7ookMHL0AfLcYPtTmoQAcvVMVQgS5a3OKHW7wwRZkD/H6/a2KoQBctOvihiw4dvAB9tBg/1OagAh28UBVDBbpocYsfbvHCFGUOiMViromhAl206OCHLjp08AL00WL8UJuDCnTwQlUMFeiixS1+uMULU5Q5oL+/3zUxVKCLFh380EWHDl6APlqMH2pzUIEOXqiKoQJdtLjFD7d4YYoyB4TDYdfEUIEuWnTwQxcdOngB+mgxfqjNQQU6eKEqhgp00eIWP9zihSnKHLBx40bXxFCBLlp08EMXHTp4AfpoMX6ozUEFOnihKoYKdNHiFj/c4oUpyhxgzVnihhgqsPIIBoMEg8GWYqjIYzXRRYcOXoA+WowfanNQgQ5eqIqhAl20uMUPt3hhijIHbN682TUxVKCLFh380EWHDl6APlqMH2pzUIEOXqiKoQJdtLjFD7d4YYoyB+hSgetQxQMcOHCAYDDI6Ogoo6OjTfWYucWPVnMIBoMcOHBg1fNQhS7b1fihNgcV6OCFqhgq0EWLW/xwixemKHOALhW4DlU8QDqdbjmGzn40UmSqyEEXP1Wgy3Y1fqjNQQU6eKEqhgp00eIWP9zixbIVZUKILwshpoQQh8re/0shxGEhxMNCiE8v1/pVYj2fyw0xVPCqV72KQCDA8PAww8PDBAIBAoFAQzHc4kezOViF3+joKHNzcy2Nz2slD9Xosl2NH2pzUIEOXqiKoQJdtLjFD7d44VvG2EHg88Ct1htCiJcCrwcuklIuCiEGl3H9yhgcbD1NXWKoQBctqv2wiqLR0dGS17UKThU5RKNR1qxZ01IMs2+oj6ECHbQYL9THUIEuWtzih1u8WLaeMinlvcBs2dt/AeyTUi4WvjO1XOtXifXkeDfEUIGVRzM9ZOUxVOSxmjSbg+Xd8PAwO3bsaMnLVvJQjS7b1fihNgcV6OCFqhgq0EWLW/xwixfL2VNWiV3Ai4QQnwKSwAellL9b4Rwapq+vzzUxVKCLFtV+WEWRkx4ylTlks9mWY5h9Q30MFeigxXihPoYKdNHiFj/c4oWQUi5fcCG2AT+QUl5QeH0IuBt4P/Bs4A5gh6yQhBDi3cC7ATZt2nTJnXfe2VQO4XCYdevWNbWsRSqVor293RUxjB+nqebFkSNHANi1a5eyHGrF1MELMPtGOW7xw3ihPobxoxQd/NDNi4svvvgBKeWeRpdf6Z6yE8C3CkXY/UKIHLAemC7/opTyZuBmgD179sjdu3c3tcKRkRGaXdYiHo/T1dXlihjGj9NU86IRf5zmMDIyUjW2Dl6A2TfKcYsfxgv1MYwfpejgh1u8WOmi7DvAy4B7hBC7gHZgZoVzaBgVl5d0iaECXbTo4Ee9HJzcPOAWL0AfLcYPtTmoQAcvVMVQgS5a3OKHW7xYzikxvgr8BniaEOKEEOI/A18GdhQuY94O3FDp0qVuqEhRlxitEgwG+fa3v91yHLf4oYsOHbwAfbQYP9TmoAIdvFAVQwW6aHGLH27xYtl6yqSU11T56NrlWudy0dbW5poYKlCx456pfpT3dNXLwcnNA2eqF5XQRYvxQ20OKtDBC1UxVKCLFrf44RYvzIz+DkgkEq6J0Sz2yU6npqZanuz0TPdDZQ66xFCBLlqMH2pzUIEOXqiKoQJdtLjFD7d4sdJjys5Ient7XRNDBclksuUYZ5of1caGveMd73C0fK3pNc40L2qhixbjh9ocVKCDF6piqEAXLW7xwy1emJ4yB8zNzbkmRrPYJzvdvn17y5Odnul+qMxBlxgq0EWL8UNtDirQwQtVMVSgixa3+OEWL0xPmQM2bNjgmhgqyGQyLcdYKT8amQi2FtXGhqkYX+emfUMXLcYPtTmoQAcvVMVQgS5a3OKHW7wwPWUO0OVBpzo8LDUQCHD55Ze3HMfSYh+bVj5Ord64NR380GW76uAF6KPF+KE2BxXo4IWqGCrQRYtb/HCLF6anzAGbNm1yTQwV6KKlVoxmHi7uhPLlzwQvVhJdtBg/1OagAh28UBVDBbpocYsfbvHC9JQ5YHx83DUxVKAijwMHDhTv5hwdHWXfvn0lv9tfV+sx08EPXbarDl6APlqMH2pzUIEOXqiKoQJdtLjFD7d4YXrKHLB582bXxHBCvV4lFXmk0+mWY9TKo5mHi6vO4UyLoQJdtBg/1OagAh28UBVDBbpocYsfbvHC9JQ5YGJiwjUxVKAij8svv7x4N+fw8DB79+4t+d3+utqdnq3kEQwGiw8JbwWnOdQaH2f2DT1jqEAHLcYL9TFUoIsWt/jhFi9MT5kDhoaGXBOjFk7HYemixUmM5eohaySHMyWGCnTRYvxQm4MKdPBCVQwV6KLFLX64xQute8qEEFcIIW6enZ0lHo8TjUZZWFggkUgwOztLOp1mamoKKWWxwrWuCU9MTCClJJFIkE6nmZ2dJZFIsLCwQDQaJR6PMz8/TyqVYmZmhlwuV7zzwoph/X/kyBEymQzhcJhkMkkkEiEWixGLxYhEIiSTScLhMJlMhsnJyaoxcrkcMzMzpFIp5ufnG9Z0+PBhpJRMTU01rSkejwMwOTm5RJPH48Hj8dDZ2YnP58Pr9Ra/a4/x2GOPAfk7VZrVZMW4/PLLueGGG5iamuId73gHV155ZVHTm970Jq6++uqqmqwY1vi0SprKt9P+/fsJBoPMzs4SjUaLy1raGtU0NTVVdd+znnywf/9+xsfHmZyc5NZbb+XWW28t0TQ5OVl133OiKRwOEwqFqu57TjXlcrm6x1O9fW98fLzu8VRP08mTJ+seT/U0nThxwnEbUU1TJpNx3EZU03T8+HHHbUQ1TWNjYw23e3ZNJ06caKrds2vKZrNNtXt2TePj4021e3ZNExMTLbXl1rHWSlseCoWQUrbUlk9MTBTbj1bOT9PT047biGqapqenW2rLG20jqmmanp5uuN2za7LOB8225VJKDh8+3LIm6xzbLEKHB3DWY8+ePfLgwYNNLTsyMsLu3btbWn86nW75mVi6xHDiR71xWLposWI0Mm7M3hu4ZcuWYuHZbI9aPR3lvY/Dw8NL1qeLn+ZYKcUtfhgv1McwfpSigx+6eSGEeEBKuafR5c3lSwdEo1HWrl3rihgq0EXL7bffTjabbWjaC/sNAF1dXVx99dUt5VBPh5MbDnTxUwW6aDF+qM1BBTp4oSqGCnTR4hY/3OKFKcoc0NnZ6ZoYTqjXa2Tl0cqdjSq05HK5lmO0ii7bdaX2jXroosX4oTYHFejghaoYKtBFi1v8cIsXpihzQDqdbnlj6RJDBbpoecMb3kBfX19TxWEgEGBkZKSl9YNzHbVy08VPFeiixfihNgcV6OCFqhgq0EWLW/xwixemKHOAEMI1MVTwne98h1wu19Js+W7xQxcdOngB+mgxfqjNQQU6eKEqhgp00eIWP9zihSnKHGANBndDDB0IBoN4PB6uv/76luK0OkhfBbpsV132DV20GD/U5qACHbxQFUMFumhxix9u8ULrKTF0IZVKuSaGCq688sqSiV+rTe5aCxV/kVTyo95DzO3fUzF5rC7bVZd9o5k8yrfZU90P1TGMF+pjqEAXLW7xwy1emJ4yB3R1dbkmhgqazcM+PYTX6235EUhO8ljuxyzpsl3P9H1Dxxgq0EGL8UJ9DBXoosUtfrjFC1OUOWBhYYH169e7IkarBINBfD4f1157bUuFjorBlHY/qj2NoJzyecpaLdp02a467BuN5lFtm73uda97SvqxXDGMF+pjqEAXLW7xwy1emKLMASrmLdElhgoymUxTy6l+SHgtP6yZohcXF0vWWY1mc9Jlu+qyb+iixfihNgcV6OCFqhgq0EWLW/xwixdmTJkDpqamXBOjWaxxP6Ojo8zNzTkeu1WNVmdNhlI/rHFt1ji3oaGhis8xs3+vt7e3qfFw1XI402OooJE8yreZ9fqp6sdyxTBeqI+hAl20uMUPt3hhesocoMuDTnV4WCrku3jXrFlDKBQiGAw2XNSoGt9Vyw+nvXJOH8LeTA5O0SWGCnTRYvxQm4MKdPBCVQwV6KLFLX64xQvTU+YA6+GkbojRLPZejZ07dxIIBFragZfLD6c9X4FAgF27dlX8zCo2m82hUXSJoYJm8ijfZk91P1THMF6oj6ECXbS4xQ+3eGF6yhywefNm18RQwfHjx4uXMqFy71K9HqeV8qNegVapR62Ry7L2HJodl+amfUMXLcYPtTmoQAcvVMVQgS5a3OKHW7zQuqdMCHGFEOLm2dlZ4vE40WiUhYUFEokEs7OzpNNppqamkFIyMTEBnK50JyYmkFKSSCRIp9PMzs6SSCRYWFggGo0Sj8eZn58nlUoxMzNDLpcrDg63Ylj/P/roo2QyGXF5bQIAACAASURBVMLhMMlkkkgkQiwWIxaLEYlESCaThMNhMpkMk5OTFWM88sgj5HI5ZmZmSKVSzM/PN6zp4YcfRkrJ1NRU05ri8TgAk5OTTWkKBAJs27YNgL6+PoQQ+Hw+hBAlmjweD0KIqpoOHTpUsp2a0WTFsLQ1qwnyY9xCoRAHDhxgbGyMcDjMLbfcwv79+2tup5MnTxY1WePkGtV04sSJqvueU03Hjx+vuu+FQiFH+14ul6t7PNXTNDY2Vvd4qqdpdHS07vFUT9OxY8cctxHVNGUyGcdtRDVNf/rTnxy3EdU0PfHEEw23e3ZNx44da6rds2vKZrNNtXt2TWNjY021e3ZNY2NjLbXlk5OTHD9+vKW2PBQKIaVsqS2fmJjg5MmTLbXl4+PjjI+Pt9TuWTGcthGtHE/1NFk/TtqISprKzwfNaHr44Ydb1mSdY5tFSClbCrAS7NmzRx48eLCpZUdGRti9e3dDyyz33FarSTN+VKNWD5nVizY8PLzkO6tFeb7lXjSbu86aG0HlvuEGjB+nMV6UYvwoxfhxGssLIcQDUso9jS6vdU+ZLliV+JkWo9U7JFXlUU4wGOS2225b9TzKqXY34HLnoEsMFeiixfihNgcV6OCFqhgq0EWLW/xwixdmTJmNanfiXXvttS3HXrdunRYxVGDlUalgcXrXY7NznVXKox7VtquKv+zWrVvX8vxrbtw33BBDBTpoMV6oj6ECXbS4xQ+3eGF6yhwQiUTOqBj2OcVGR0eV95g1q8We18zMTMt5qfC0Eo3MXXam7RvLjS5ajB9qc1CBDl6oiqECXbS4xQ+3eGF6ymxU6/FIJpMtx+7u7tYihgqc5FGvqLFm2l/uPOy5VBpTpjKHZseQPdX2jTMlhgp00GK8UB9DBbpocYsfbvHCFGUOWFxcpKOj44yJofpxRs3mUY49L6/Xy3XXXbcqeajEaQ61toUu+5cKdNFi/FCbgwp08EJVDBXoosUtfrjFC1OUVaD8xOnztW6TLjFUoCIPFXf96uCHLttVBy9AHy3GD7U5qEAHL1TFUIEuWtzih1u8WP0MDMtGsz1klSZSVdnbFggEiMViyuItN6140OpjnAwGg8Hw1MEUZQ5QcaegLjFUUCmPRouNlfRD5d2X5Tp12a467xtnagwV6KDFeKE+hgp00eIWP9zihSnKHOD3+10Toxblxcu+ffuKA/LtxUilPKyZmZ2i0o/l6n2qVMyNjY3R3t6+JIdqOBnfdybsG07RRYvxQ20OKtDBC1UxVKCLFrf44RYvTFHmgFgs1vLgP11iqMCeh1VsVCrenMZoNY96BaGquy+tx6ssLi4WY11xxRVabFcd940zPYYKdNBivFAfQwW6aHGLH27xwhRlDujv73dNjFrUeji3vciy51FeEDntMbNitNLL9f3vfx9ovCCsRKVlrd/tPYYWlk6n26RWTmfCvuEUXbQYP9TmoAIdvFAVQwW6aHGLH27xwkwe64BwOOyaGCqw5zE0NMTQ0FDV105iNEs0Gi0pAkOh0JKi0D5BbSOTwpYjhKio066j2clw3bpvnOkxVKCDFuOF+hgq0EWLW/xwixemp8wBGzdudE0Mi1q9SpV6i6rlYe9Nqvb9SvzoRz8CSsdrhUIhhoaGHMUIBoPEYjGGhoaKMZwUg5XiVMvDoryXTAihdPyabvtGK+iixfihNgcV6OCFqhgq0EWLW/xwixemp8wB4+PjymK08mghFXk0SqV8K+XhtIfMoq2trdXU2Lp1a/HGA7/fX9ITtpyPmrLPsTY+Pt7yulTuX6uNLlqMH2pzUIEOXqiKoQJdtLjFD7d4oXVRJoS4Qghx8+zsLPF4nGg0ysLCAolEgtnZWdLpNFNTU0gpmZiYAE6bOjExgZSSRCJBOp1mdnaWRCLBwsIC0WiUeDzO/Pw8qVSKmZkZcrlc8dKXFcP63+v1kslkCIfDJJNJIpEIsViMWCxGJBIhmUwSDofJZDLFp8yXx/B4PORyOXw+H0II5ufnl2jav38/wWCwqiYhBFJKpqammtZ09OhRgsEgs7OzHD9+nP3793PLLbeUaLLes7pyrQn1ynfYUChELpdjZmaGt7/97Vx11VWOt9NLX/pSAoEAO3fuxO/34/P5SKfTTE9Pc8stt3DrrbdW1BQMBjlw4ACjo6NMT08TDAbp7e1laGiIycnJ4nYSQuD1emlvb6e9vR2v18v09DT79+8v2U6XXXYZgUCA9evXI4Sgra2NVCpVEmP79u309vbi8Xhoa2ujq6uLYDDIbbfdxqZNm4oFpjUewXpt3061NA0NDRW304EDBwgGg0Wv7Zpq7XuDg4NV9z37dkqlUhX3vdnZWXK5XN3jqd6+t379+rrHUz1Na9eurXs81dO0Zs0ax21ENU2ZTMZxG1FNU39/v+M2opqm3t7ehts9u6Y1a9Y01e7ZNWWz2abaPbum9evXV933nGrasGFDS2355OQkg4ODLbXl1g0/9Y6nepo2bdrUUls+Pj7O5s2bHbcR1TRt3rzZcRvRyvFUT9PmzZsbbvfsmiwabffsmoQQLWuKx+O0glAxs/pys2fPHnnw4MGmlh0ZGWlqPio71g5Ti3qDzA8cOEA6nS5eJhseHl7y/XoxnOThJEegbh7WJbxK32s1Dzitpd66qmkYHR2lv7+fgYGBqt+1f7/STQsjIyPFOzCtdfv9/uLlSisP63OrKAaKB++73vWuohe1tl+tz+x+NnuzgoptslLHypkSwy1+GC/UxzB+lKKDH7p5IYR4QEq5p9HlzZgyB7S6kQDS6XTVz5zO+q4ij66uLq6++uqK6yjPo9qdlCrysGI0UpTaP2ukeAmFQsXLi9ayoVCIHTt2LPmu1WtVPrbNGjNnFWzWXGVOi/Va29YqTut9r1Jc63MV20QFKveN1Y6hAh20GC/Ux1CBLlrc4odbvND68qUu1Jrmwel4ole96lUEAgGGh4cZHh5u6k7ARidorZRjNBolWJgEtV68oaEh/H7/knybzcOOihhOxqUFAoGaY90sXfbtUim/vXv3snfvXoQQCCHYu3cvQ0NDHDhwYEmsRtHFTxXoosX4oTYHFejghaoYKtBFi1v8cIsXpqfMAYODg8sWo9LdfvbP4HRviIo8LNrb25ess9Y8ZXaWy49GCppAIEAul3P8XTjtNeR7vKwCtZxaRZx9Nn+o3QNavm77azuDg4OOewCr9ahdf/31NfNYKZbzWFnpGCrQQYvxQn0MFeiixS1+uMULU5Q5YHZ2lvXr11f8zOnJ1IrRylQKtfKoRXmOkC9KrJ49+3eqLdtoHk79cHoZstL3mvWjGpUuc9oJBALs3bu3pOexp6en6XFgFip0qPZiNfPQJYYKdNBivFAfQwW6aHGLH27xwhRlDujr61Meo9b4LXtvjv27b3/721vOwwn1iguVfrRySVYIwQ033LDkfag+/1qlnrFWSCQSjr5Xy1O7n/W8r/ZHQCqVcpTHcrMcx8pqxVCBDlqMF+pjqEAXLW7xwy1emKLMAfF4fMllq3LqnUytGK0UBU7yqEUgECjeGdJKD1WtPJwOWL/jjjvIZrN1H5FULR7kpxlplfICGPJ3YNovYVbTEgwG8Xq9XHfddS3l0Op2VRVDBbpoMX6ozUEFOnihKoYKdNHiFj/c4oUpyhygYiOVx6jU42Hd4bd3794lnwEtz3+iChV+WPPQWDjtMbMXUW1tbUuK3HrFoN33rq4uvF5vyXKNomJKmWb8LNe12g2JxXIcK6sVQwU6aDFeqI+hAl20uMUPt3hhijIHZLPZiu83MpboG9/4BrlcrmKPjzWWqbzXaGxszFEe1ah3Kc/JspWKnFp5OB1jNzg4WOJHtcH1lcbDWXmp6Clzkm+rY8bq0eh2Xa4YFq3o1UWLSj9aQQctxgv1MVSgixa3+OEWL0xR5oDlnGC31jin8qq9Wh7LXTSUo8KPq666ir6+voafmWkvojwez5K7Dp16YV3K1QEVfuoyCbQuWowfanNQgQ5eqIqhAl20uMUPt3hhijIHlM+H5XTclJ23vOUtdHZ2VixCyntrysc5Wcu8//3vd5RvM/mVU6sHyen8YLWwYjh9XmaleJUOoGZvHKiVr/0za1oN6wkE9kuozRbFKp4DqiLGkSNHGBkZaWm/0UWLihgq0EGL8UJ9DBXoosUtfrjFi2UryoQQXwZeB0xJKS8o++yDwGeADVLKmeXKQRWJRILOzs6Glik/oTUTo14etQbBLycqtTRbyAQCAWZnZ5e838hD0e2Uj+ezU6s4UXEQL8e+sVroosX4oTYHFejghaoYKtBFi1v8cIsXy9lTFgQ+D9xqf1MIsRV4JTBWYRkt6e3tLXntdNyURTCYf8j44OBgzbsNy+OUFwr1Jiotj/Pxj3/cUX7V8qm2rOVHrUKmHuWeNoM9horewVqUz2EG+bs0N2zY0PI6VHvRLLt27WroztzlykOXGCrQQYvxQn0MFeiixS1+uMWLZSvKpJT3CiG2Vfjon4EPA99drnW3SvlJaW5uzvFMv5WKg1AoRFdXV8PrLf/M5/Nx7bXXFt+rVhxaxZJ1ea+V4qkSjfixXDEq+dHo8l1dXdx1113A0kvF1iSxUPtZoD5f64eQDn6qQhctxg+1OahABy9UxVCBLlrc4odbvBDLObCtUJT9wLp8KYS4Eni5lPL9QohjwJ5qly+FEO8G3g2wadOmS+68886mcgiHw6xbt66hZY4cOQLkew4axVo2Go0C4PV6i3d09Pb2Eo/H6erqKsa2r8saeL579+6Gcir/zIpjrdea9mH37t1L/CjP1/pLoZb2WvFXimp+ON12IyMjdHV1FacZqaSlkjfl289NNHOsuBnjx2mMF6UYP0oxfpzG8uLiiy9+QEq5p9HlV2ygvxCiC/hvwGVOvi+lvBm4GWDPnj2y2RO+NVmqE8p7RqwT9uWXX86mTZscxbDWZR8QfuLECfr7+/F6vcX3rO+NjIwQCoWIx+NL5sqy35k5OjpKf39/MSd7b1q5Put1pR6ycj+sAuvEiRMADA8PV4xp55e//CWnTp0q9i75/f66y5QzMTHh2FM7lfywPLXfUVktF/vyW7ZsKRZh09PTQKlX9m0JcPXVVxMMBonH48XPnOqo1QvarBeqYzRyrCxnHrrEcIsfxgv1MYwfpejgh1u8WMm7L88BtgMPCiEAtgC/F0I8R0q5+o9mr0GzG8kqFCqdkMsLQPucZNZlMnthBxCJRBgYGCiOb2p0zI91yc6+wzQ6Pg7gve99L9DaZdFWd3w47YedevmXX4J0crem/Tvl8VXo0CWGCnTRYvxQm4MKdPBCVQwV6KLFLX64xYsVK8qklA8BxYu19S5friTlBUn56/HxcTZv3txQzPKTd7279Nrb24s9T9XuIOzv7wfyzzl0UkzUKpZaGczdjB+qYtjHzVl3yTh9uDqc9rZ80lony1Sing4nNyCspp+q0UWL8UNtDirQwQtVMVSgixa3+OEWL5ZzSoyvApcC64UQJ4CPSin/bbnW1wr1CpxWN1KlE36lAtDqebIoH2AeiURIJpNIKVlcXKzZA1etV27Lli1LeuAaxfLDXvQ1WuQ166m1nsXFRRYXFx0/ENzCfmeqEKJmvk4KKruOZgvdZrwoX5eKPFSgokHTJYYKdNBivFAfQwW6aHGLH27xYjnvvrymzufblmvdTrGf4O2vy09mK3WtulqRNDQ0xNjYGH19fSSTyeL7zU6UGgqFlvQuVaOSJ7pcu+/v7y9ezrUuFdfD0iOlRErZcgFTT4eTy8O6+KkCXbQYP9TmoAIdvFAVQwW6aHGLH27x4ik9o7+T8UWNzEVW63v1nu1YaVl7zI9//ONEIhGGh4crPi+yVq9OeWFgzUYPS58eUE+H/XN7j1uj84M120tXqcipV1g2i5OCamhoyFGPWi0a8aLaum644YaW81BBs9tVxxgq0EGL8UJ9DBXoosUtfrjFi9af6HwGMzQ0VLIRyl9bqJiLyrq7r1GsQf1SSnp6egAQQuD3+0sKrlrL2unq6iIQCOD3+/H7/VU1B4NBgoXJUq0eNSvWavhhX7+FlUc9H5YTpzqq5RgMBjlw4MCy5VFpH1hOmt3PdYyhAh20GC/Ux1CBLlrc4odbvHhK95TZxxfZX0Npj4TH4ynpFap1F2W13ok1a9Y0ld++ffuKvVnxeLw4q38zFX0gEOBrX/sawWCw2DNW6Tuw9JFN9h41j8fDvn37SmJYBZ7T4qhRP8p7MQOBgOMnHLRKLU1r1qxp6g5WO5lMpuFcyteVTqdXtBexGs3s57rGUIEOWowX6mOoQBctbvHDLV48pYsy+/gi++vyk2pHR0fL64pGo6xdu7ZqDvUue46OjtLR0cGGDRuWfL/SwP1K48YqraO82Cn/bvlJ3crDmmy1GrXWGQwG8Xq9XHfddTVj2ONUurxazdNaWPns27cPr9dbNb9quZfTTA72dYyOjtLV1dXypcbyPMofC7VSlzKb9UPHGCrQQYvxQn0MFeiixS1+uMWLp3RRVgt7UTIzk5+1o1KR47SXpNmHnNp78+y9IXaswsrqWUulUiXjvOxYzze07vRMpVIImaNHxujlFB2jT9BNHH45B4k5XjBzH/5cnOGNA5BOMMUx2uIZ1nS3k0jOI5B0nGwDmYPjWfjEh8Dj45qsJIcX/mkfeNugvSf/4+/h0qkZMp4O+PFj0LUWutad/unZCH2boa2zRFu51lY8VYk9h2YLnmo9frX2qfL3yvNY6R6ySnmc6TFUoIMW44X6GCrQRYtb/HCLF0/posxpQWXN+t4IlS4v2Td4o4Oy29vbizPnl8ewP7ex6iXF2AyM3cfi/bcz8n//ntckj7GGCP1E6SGGh8Ljtqynbv3sp+D1s6trLfSsgUwK/L3MizWkRTtT9BIhQQ4PPZ19SDxceOFFPPTQQwhyxBbm8ZKlT3bhTWc4Z2iI8WNHaMtN0pU6RYdIkf7tCG0yVdnAjgHo28x15DjlW8vxpIc5+ulY83RO+daBlEs8dYLds2w2W/FSX61tUv5sTI/Hw/XXX99QDvaYrcSwqBSj1UuqzdLMNtE1hgp00GK8UB9DBbpocYsfbvHiKV2UWRw91cbvIx38+taDZHKSdDZHOpsjk5Vk5bmkPBlY8DCTW0NOQv/sAFJKbv2ne4pFTGQhfy16/z/dg0cIZmZ6EUi+9tlf4PUIhMzR1ubD6xG0ez2EJvrwClhc3IFHSPonuvAJOP6DR/D7PPh9XjraPDz4+9/RJiTzsS46014+8i8HaPdI3vrG1/P4eJg2ckgp8AhJKpXCJ9NsZIZzo+OclzzM4LEwfOaTEMsPYHwuIBFE6GGOAY55txOll/lsJwv00LPpXBLeHq6+/j353qr80xfyJ/csjMpR/O1+UvEUUuTF+1P5YvHCV+7lgZNBAEaj+cJmeH3+sU3nvC3AT2xFj1UwenMprnvTayAezv9EQ7Awnv8/OsFZvpMwf4SnUZhjeOKH+f//4dN0rzkHNp4H68+F9btgw9NgzXbwVL5/pdJlXh3R4S7KZik8rcMVMVSggxbjhfoYKtBFi1v8cIsXpigD9rzwUn5z9+OMzcbxeQVtXg9tHg/tPg9ej4B2D+0+H9mFLALYvrEHgaDwDyEEf1oMAyCTYUDQRwIJZKLTpCVsHNqEFIITJyfIIVizbpB0VnIq5SUrBXHZzcKpOA/++gmk8JLOWl1WvYX/+yANxPKvvvTP9+JhF7vECZ7pmWS3OMpu75/YyQnaRBbCkJB+RhlipPO5RAd3kl5zDuMJP8MXvZDvfPMb+EWWv/mr99Hj9/GJT3wCgI+85+/q+pXL5ao+gaBWD03N3qH+LTXXeduXv0BvJszrX7wbZp+E2Sdg8jE4+lMYua34vbTwM9e+icELXgpDF8DQRTB0YfFyqP3RV11dXVx99dV1cw8Gg4yNjZVo/vjHP46Ukra2tpaKpkAgUHyeaaPYi7dqeax0IddMr7KuMVSggxbjhfoYKtBFi1v8cIsXpigDrrr4LK66+Kyqn8/PzxeesfjsJZ9ZJ8L1mXyvhlVpS3+hF8mX70X687e8jIGBgdOXv967t2T5QODKkpNqNidJprME9x8gLQWjJyZoa2/n3J4Y6+Yf4um+k+yUx2jPRAE4JTuZ6D2fb8Uv4MHFLTzGME/mNrAo20id8JGxz37yhweBcwH4ysd+QrvXg1/spssrOfyl37Ku28+6nnbW9/hZX/j/4pdfxWCfnzu/dQftvvwg/Up3rTql0b9Irn3nny95L2ptl8Q8zDwOU4/w+D3fYG3qJBz6Fjzw7wDk8DDftomL0msYZ4jv/etxJme9bD9nZ8N5l1NtepBGCrVUKkVXV1fxdTOXHlVMU6KCci1ncgwV6KDFeKE+hgp00eIWP9zihR4tueao2Ejf/e53i49HgqXTFlS7U25ITnNW4lFeLX7P9vRx2ufyg8IjcpD2i94Iwy/gX3/4e+bEGvZ+8G84F3hy3z6eQ5RnLuYv+fn9frJS8O73/hdu/9b3mI0tMhaaYVH66BzYQDzrIZ4VxLIe4qksJ+bmCZ9KcWqx0lQN6+kUWT730e/Slt5Jl0hz/We+Rq8vxxsufylD/R1s6u/ghhtuqFp4BQIBUqnUEq3l1CtKitulc4Dgzx8GYPTUHmAPw2efTXd2jre8cBcP3XUL6xfHeHr6KM/iEEz8jFeLdpJTF8DdR2Dr82DLHugcKFlf+WVE68kK7e3t7N27l3379pU8qqnWA9prfdbs/mXPUwjBDTfc0FQclag4VnSJoQIdtBgv1MdQgS5a3OKHW7zQuigTQlwBXLF9+3bi8TjZbLZ4ySiRSNDb28vc3BwbNmwgFAqxadOm4gNFJyYmGBoaIpFIkE6niUajdHZ2kk6nEULg9XqLVfHCwgJr165lamqKoaGhYgzr/9HRUbZv304kEqG7u5vFxcViz8Qb3vAG/H4/X//618lms/h8PjKZDPPz80QiEbZu3Uo6nSaVShEOh+np6SGRSDA/P08mkyEajeLxeJBS0tXVRSoRY+viETaf+iMLn/okb0rnx4It+NZx1L+Hqa6n8Wh8LTNJD9si28iNLNK55QI6yc9jlkql+MAHPsDCwgJf+tKX6Onp4b3vfS/j4+Ns6PWzqVvQKzP0DuSIxebYNthPLpcr5vCmN11OJpPB7/czM79A1tvJE+NTZNt6ePzEJPf/8TEiKYjnfMxl/ZzMdnI03IZE8MNbDxa3nd/nYWOfn8GeNrau7WatX3DuWevolAmOPng/G3vauPbtb6OtrY10Os3U1BRr1qwp2U6ewtiw+fn5itvpySef5GlPexrj4+NAvrfI4/HQ2dmJ8HhI+jYQO/ul7Hz3S8lkMnz929+mLzfHlZecRfrovXjH7kP+4v9DyCwSgdh0EbENz6LzvFcy13ceQgg8Hg9tbW14PB48Hg8+nw+fz0c6naa9vR0pZfHRHL29vYTDYQ4cOMDo6Cg9PT3F6T98Ph9er5doNLpk38vlcuRyOYaGhjhw4ADpdJrLLruMQCDA5OQkmUym4r5nbSev14sQgsnJSTZu3Lhk/w2FQgwODjI7O0tfXx/xeJz29vYlx1Mul2Nqaqrm8TQ9Pb1kO9mPp0QiQVtbW83jaXJyknXr1lXVFIvF8Pv99Pf3Ew6Hm9Jk5VerjbC8fs1rXlNRk3UcO2kjqmmy8vP7/cRisaY0zczMMDAw0FC7Z99O1jKNtnt2TdlslkgksmTfa0STNYi60r7nVJM1dKLZtnxycrLYVlQ7npxoklIyMzNT83iqp8nn8yGlrHk81dNkrbfW8VRPU3t7O5lMxlEbUU0T4LiNqKapvb2dVCrlqI2opMl+Pmik3bNrKo/RjKZmh6MU6x5rji6d2bNnjzx48GD9L1ZgZGSE3bt3t7R+q2ipRXmvTnnPSHmvy/Dw8Onvp2Jw9Occ+sY+duaO0sEi+Do5mtvMnzw7uOwv/oHg93+x5JFG1t2YVu9bSUxOT4r7kY98pJin5Uel+ccqxSjHrsv6/YMf+jAzp1JMLiSZiCSZiCSYiCQZn8////jJGaIZD5LSnrNeX5auXJwesciWgU7WtGd5x+sv57c/+wE93hxjY7Vzsm+Xav5a2O+utOKMjIyw+7ydcPIBGPsNHPslHL8fsouAgE0XwY5L+fHRNFP+HVz3zhtLbhYYHR0t6Q20jiUhRMnv9s+sbWbvMauko9FLwk720Xqs1LGiS4x6XrvFD7NvqI9h/ChFBz9080II8YCUck+jy2vdU7ZS1GucrWq+FuXLlj+X8tSpU8XHJAF4ZIYt8Ufga9eTefROfDLNDjp4lJ080XYexzzbiGVzkIXx7/+iuA77sxYtKs1HBnD22WfXzLkR7FNJ9PX1lUy/cdv+W2s+FDwYDJKVsJD2MJ/28kRojnR7L/NpD/O5NkK5Xp4ItwOC73zhN8A62oSkh256xSJbp/ysbc9y3p/CbF/fzYZeP0IIR9vFTsXt6++BHS/J/wCkk3DyYL5Ae/Je+M3/5vJcmjQ+Tu77EpuSG4mxjbHRvPbe3l4WFhZKQlp/8Z199tlLni1aiampKe666y6g+TsuG/ViuVCRx3LHWMm7W3Xww+wb6mOoQBctbvHDLV6YoswBzT7SyM6pU6fo6e7ibHmCC3mMC48fxZ+LQ2w9j/c8j9Gui7h/sg0pPIisgOzpHsxQKEQqleKuu+6qejdjpdflJx3IXzPfvXv3kvwqjXGzf8c+aevCwoKjgfrlefj9fjqBc32LkAszvGOYUOgkQ0NDXHPtdXzuy19hLuVhNu1lLuXlZCRFRHZwcq6DrBR8/+bfAtDd7mXHhh52bOjmnA1RztnQw/Ne9Ua2revm9gP7S3Jo+MTb1kHwnqPAEIH/dCcsnoLRX/H49/+FzcnHuJzHuJz/YJ5+jshtPB7ZzvqzX0jW087Y2Bhweg4z63eoPabMLQ/SBX20GD/U5qACHbxQFUMFumhxix9u8eIput4AWgAAIABJREFUXZQ5/YvZur7cbPyZY4/woo6jXHhyhD7CpEU7bedfBRddDTsu5TxvG+cBocL3q/WutLW1VcxPNeWz6EPp4576+/sZGBgoFiFQ+WkH1WJAXss73vEO9u3bx9jYGF+9bT+xiVHagWG/n2HgPH9e/9azh4mkPVxy6at5cibGkzMxnpg+xX1PzPDdkfFiTI+AHtHHWs8iW/p8bPBnyOS6GBDJ5s3w9xD89QSh9AsYOuuNzB07xE6e5JkdIXYnHuY5PEjm+A8Z73gaf8ht5gg7Gu55GR8fb+qOy/IYzeyjqlGRx3LGKP/jw/p9udDBD7NvqI+hAl20uMUPt3jxlC7KnNLURsplOSv+KLtO/ZotHMKbzDHRcS7/IV5AZNOLuPZN76m6qL0AspBScvTo0bonkkonHYvR0VG2bNlSdT4rq4es0h2i9rFyCwsLDAwMFMdJVSri6mF/sHr58uV/rdjzfPGuDSWfxVMZPvvlrzKT8rHlvEv46f0PMb3YxX2RtsJcb88AJNumu3naUC+zPznMrqFeHv3Nz9ky4C8ZB1Grh9FiQfTyey4ivPEKpidO8MyBKFvij3B2/CFezyFyCKYntvNwdhvf+OIMb77xg0DlHjILFY3AajckFrpoMX6ozUEFOnihKoYKdNHiFj/c4sVTuigrH5RfrdBpqHpORuAPt8F9/8or50dJerr5Lc/i8d7nw7qdNddT/v5NN90EUBxU3t/fD5x+2LTqv/BrPWfSYmhoiFgs1lK8vXv3cuDAgZJpQKDssVBULorsWHfPpSZH6QMWHxjluZlF8MKW7cPMprxML3qZSvno2rSJw6EoP31kkpwEWItPSL4y9UuePtTLeZv6GIu3sdF/ehqQSj2W5TkW9w0p+d7Nn+Ls+EPs7jjJxsm74eTd8K/fg2dcBc94Paw7p6IO+/7V7DbV4S88VXksR4yVHEdWK4/ViGH2DfUxVKCLFrf44RYvntJFmX3wuv11eUPtaCOFn4D7b84XZKlTcPYLuKftUsa6LuLJsZNwCobXOcvLumvSwrpMODAwUNIDVn6isQ++r6QlWGEWewvrQeZnn312ybxc5QVgpR64apT3+Nl7wKo9hNtOvRNmrRheARv8WT70nutK3v/il4PMpHw8cnKedPcgU3Np7gzN8fUHPEB+nrKBtjUM+TMM+TJs6siQSx6jS1ReV3HfEIJZ/xYemfMxsubVRPgj5/E4F4dH2fDzm+DnN8HGC+H8q+CCN8Ha7UtjtMBqNyQWumgxfqjNQQU6eKEqhgp00eIWP9zixVO6KHOKNf9TOcFgkA3JY7y2/wgcvhM8vvwJ93l/Dpsv5tLC9/bt20d3d3fdIqNesRONRkt6l8ofUN4q7e3tBAKBkp7DSjlZc7FZWMVb+d2X5VNz2D979atfzcaNG1vqsbBilD8kvFa8Ng9s6siQ8oXZsqGz+FiNaEYQSvo464Ln8sNfPUho0cfhmJ/8Fdpn0uPN8hw2ccGzns9ZWwaYWkgy2NdRsm/Y/ZoX/fyGPYxvfhPdmVnecr4fHv4O3P2J/M9Ze+DCN8P5b2AyLiruX41QbR9daVTksRwxWh2zpyqP1Yhh9g31MVSgixa3+OEWL57SRZnThnrdurIuLinhyXu5LPR5Nicfh8gaePEH4dnvgt7SqTAg3xOXTqcdnxCsecWsy5fW63pFm33uLKcnHaugsXrYrN42IURJAWjP/W1vexs+n69u8Wa9Z409K/9OIBBoajyaxY9+9KOS3IMOHjhu3+ZdXV3Fif5mTx6jHeg6luYtZ+W/d2oxw6MTC/zbt37KRNLHybkE9xyeKlz+hKG+Di44q4/dWxd45tYBLtoyUHufev7/C/NjHLzlb9kx9XvW3rUXfvy3bBj+M9h9DZx3Bfh7aYYl++gqoSIPXWKoQActxgv1MVSgixa3+OEWL57SRZlTIpFIfmNJCUd+zNS3/prBxWP00s2PeQnTG17LifvnGBq7q2ox1NnZWTW+kwHmAFdccQXr1q0rFkPllwety5xSypLLkY32CgghaG9vr/p50Q8bja7D6qFq9hbkYDBIJBIpjrOzqDZXWjn1ijeAHr+PZ29by7M/8Nbie4lUlkcmIjx4PMIfT8zzh7FZfvboVPHzHRu62b11gORcB1s6M6SzOdq8npIi7VD/KzjU/woCr30+PPQN5Mjt8J2/gB98gCf8z+CJnmdz2bs/RXD/bcVl6lFpm8DK9wxVy2O1YpTrXykfyvNYzRgqclCBDl6oiqECXbS4xQ+3eGGKMuo31N1dXfDE3XD3J+HkA3T61vKbtW/h57ObyAofw57KlxHtvSaNPJuwvPfI6gHyer1s2LBhyVQZ1gzy7e3tFScptRd95XdfVrvT04pTPrAd4Ac/+EHV53hW029ndHS02NNWL0YtBgYGuOGGG+reqFGJoaGhkvF1Ttff2e7lkuG1XDK8FoBkMkkKLw+diDByfJ4/jM1z75EZZk7le7xu/diPuWjLAG2RbnoWpzj1pVsInywU3z8EOIu3/cX9eKcfhAdvZ8sfbuec2APwz9/hEs/5HO15riM93d3djrUvJyry0CWGCnTQYrxQH0MFumhxix9u8cIUZfUYuw/fTz4KJ34DfVvgys/R+8xreL63jcOFYgnqz9NV69ENtYoXi1QqRUdHR8nn1rqty4PWA7Ot30dHRxkdHa049swawF9eAFoPCq+Fx+Mhm83W/V4t2trayOVyDS9nLzA7OzsbLuyqFajNsri4SH9/Py/cuZ4X7lwP5LfHZ7+0nxOJNo4nfJyYWGQi2UGObfz4KPSJHgY9p5iZ93N2Z5rE4iK33/0YsJsTuV7O5UmeFX+U83N3c+HCz5n6+6/weM9zeeGN/wgdfVXzsO8fq3W3YXkeqxXDehbtSusvRwc/VOSgAh28UBVDBbpocYsfbvHCFGXVmHoUfvYxOHIX3q718OpPwyUB8DU+uD4QCDieRsL6PlBSNEkpi4WQ1XtVacoJKeWS2fbtl+ms3iHrJFXeU2Y9GqjWZcA3vvGNdHd3Oz7RlX8eDAYJh8MMDg5WfUSUE7LZrKMnCzih2ZO19ZBcC8uTyPgovcDFfj8Xd0CMFOFcN+n+LTw+l2VcruVoKF+o3/bZ+xjy9jHcmaZd9pMWu3iy/QJ8yVku4lGenTvCC8N3wD9+Dy54IzzrBtj6HLBpL89jtVCRh4oYujzTVwc/zL6hPoYKdNHiFj/c4sXqZ6Abp6bhnv8BDwShvRde/lHiF1xH95oNS75aPt1E+XuNUmnZVCpVUnyFQiEWFxdLxkRVmnKiGvF4vGQAv/Xgbqs3rZEpL1YDe8Hq8Xi4/vrrV60XxAn2bXIOEAi8lWAwiJRhXvK6N3NwdI7fHp3iDyf8/GQ6BpyHjyzP27KRtvlRYl3P5CU3vhUmR+D3t8Khb8LIAdhwHjzrenjm26Br7ZL1Wl40c2n3TMfaN+z78lNJv8FgOHPxfuxjH1vtHKoihLjipptu+mBHR8clN954I8lkksXFRXK5HNFoFJ/PRzgcpquri1AoRG9vL+Pj4/T29jIxMUFPTw/Hjh1jaGiISCQCQCKRIJVKkc1micVieDwe5ubm6PAJTv1kH/7vvRt54neIZ9/IxKWfoXf36zkxMUlvby9zc3N4PB5isRjZbJZ0Ok0ikQDg0UcfRUrJpk2b6OnpKeZh/X/8+HEGBgb43Oc+x7333sv5559PLperqWloaIhDhw7R29tLPB5n7dq1LC4uFm8a6OvLX8pKJpN4vV76+vqKl0l9Ph/z8/P09fXR2dlJW1sb119/PUePHiWVSpHL5chkMqxdmz+h9/f309vby86dO3na057G7t27iUQitLe3Mz09XaJpbGyMtWvXMjQ0xAte8ALC4TA+n49oNFpR0x133MGhQ4e48MILCYVCvOhFL2JwcJCXvexlnDx5kt7eXl7zmtfw+OOP89BDD7Fr167q26kjPw3F0aNHaW9v58ILL+Thhx8ml8uxadMmOjo6HG2nXC5HR0cHfr+fXC7H4OAgvb29hEIhurq6qmq6/fbbeeihh3jGM55BOBxGCMHc3FxxW7/oRS9i48aNzMzMsH79eq655hq2b9/OkSNH8Hg87NixgwsvvJBdu85lXW8HmztzXHruOnpDv+fivhhrchE86QTjMcmhBT8jkQ6++Isn+Y9xD8fXv5jMxQHWb92Fd+YxPCO3IX/7BVLjh0j71zCf6y5up29+85s8/PDDTE9P093dzeHDhzl06BBPf/rTq26nubk5vF5vzeNpenqa9vb2qsdTKpUiHo8Xt1OlY2FycrLmdkomkySTyYr7nvV/re10+PBhPB4PW7Zs4fDhw/h8vuK+14im6elpurq6lux7jWiKRqNks1nuuOMOHnroIc4///yGNS0sLBT3Waftnl3T4uIi2Wy25vFUT9Pc3Bzd3d1LjqdqbUQlTZlMptj2NNOWT09PF5et2ZbX0SSlJB6PV20jnGiKRqO0tbXVbPfqafJ4PCwsLNQ8nupp8vl8RCKRuu1eLU3WuaJWu1dPUywWQ0rpqI2opsnn8zE7O+uojaikyTovOWkjqmkqj+G03bNrevLJJ9m6dSs33XTTxMc+9rGbG657dOnmr8WePXvkwYMHm1p2ZGSk5FE6FTn6c/jBf4X5UTj3crjsk7BhV/HjZDLZ0nVm+0D/Wg+mrvSZfcoKn89HNpstXpqxeresMVVWr1e1aRnsk8fWyqMejfpRqbfCimH/rNFejUp5ONVl96IRynOs5kUjWpLJJLfffjtASQ9mPCvY+bzL+e2fZrnz4BFCiz5A0NHm4dnb1vLawVleHr+T9U98G5GKwsYLYM874aKrCX71m0vi1cvH0bHiQEurYzKajWEfR+fz+TjrrLOA5nvJVPrRSo9dq56q2CZn+r6hOobxoxQd/NDNCyHEA1LKPY0uby5fAuSy0N4D130bznnZko9jsVjLG2p6erpkUHr5tBbVGmv7JUq/31+cV8uOkxNuI9Q7gTj1o9ZUH16vl+uuu65YjFWbE60WKrZLea7V1llNyxVXXFExB6fbIhgM4vV6a85vdtn5Q5wdvp9EVnDO8y7n10+E+e2fwux9PAe8ikH/K/iLNb/jyvhPWPfDDyB/+hECz3wbPOfdhTs8V+7ynYptoiKG6omVm0XFDQet+qHyOGkFXfYN44f6GCrQYT/XwQtTlAGc+0rY+XLweCt+XD4XllPsJ3KPx1N18PHY2FjFgm3v3r3Fxvumm24ikUgseQxSo3ls2bKlpakoVI3RafXuTSjdLpUmwYXqPWaBQICRkRGlOTRLLS/Ki8HO393FNuBj/yVA+NQiv/lTmF8dDfPlx3u5ae55XCyOcqPnbi47eAu+332Jl/t38XjfiyCbAe/yH+4q/Gg2Rq3CdrVQvZ+vxvKqWM19Q3UMFeiixS1+uMULU5RB/i42UbkgAwiHwy0/eqG7u5tUKrVkHjHrZFttKgqruLBiWIP+/X6/8pOO02kUnN6hUmuqj97e3oqXVyutr9pnKraLU83Vcmz2sRz29Vbywgnrevy87qLNvO6izUxOTpJq6+VXRy/ih0dfzGf+f/bOPDyq6n7jnzvJZF8ICSEJkIR93xcBZVVQEFBUsCpgWtdaW63aamtbte2vpa27uOEW97VudQV3FBFZgizKJoQlG8kkkyGZJJPM/f0xTJgMs9yZe2ZyGOd9njxDwtx3vu97lvudc8+yey9zbKu5RP2Imc1PYP7Xu9QOXUbuzKuIT80KOF5/OpxxiygTERwyrKICMceJ6fVDhJ8iIEvdiPohnkMEZKjnMnghR88lOYItJPetLZx7h3lCfn4+Bw4cIC4uzuvojsViIT4+HkVRfI6SuScazsebBQUFJCUlcdlllwU9QuYteQmUz2KxtC8yCBau5eL0TM9cOb0xBAtfXmhdRemM42cT8vnZhHza7KPZXjaLt3ZVYN36DpNr/sukzf/GuulePkubjXnEZYweM5H8zCTd8XuKozM5ZBghc0IGPzr7JuOEDF6I4hABWbREih+R4kU0KdOAsrIy3afH9+rVi0suucRnMuM6KuaEa7KRmprKr371K11x+ILWBMs5xOvcgNbfTdD9/4uLizEajVxyySU+3+cai6dkUES5BJpUuv9/sDG4fq4nL5xwxuXvcbN7HDEGhRE9HedxMnMQDc3Xs27jVxg3rGSS6UPiv3qHL74Yzork80gZciYzBmeT0KZ90Y+3cpk9e7buMtFbrv48DSecWvQkinr9ENFOREBEHLJwiIAsWiLFj0jxIpqUaYCoG78/+BvdsVgsAX2ep9EV5zyqQG8S3pLIAwcOBDxJX88h5K7wVC7hGiHzFUOgsNlsIY8jOT6WiZOnweRp0FBN7ZqVjNv0JFOb7mD3xid47Js5fKCcxoRtbcwY1I3TB3UnJz3wCa8i/JDFUxGQwY/Ovsk4IYMXojhEQBYtkeJHpHgR3RLDD0R969aSgftLaLRyuD8qdV2dKcKPhoYGkpOT2/nj4+O9bsvhjcOTp4HOKdP7rUbEMm7R3868eSCibpyA1hbY/jr2tSswVG7FYkjnZcMcHj46jRrSGZqXxumDspk5uDsjeqRjMJx4eoJ7XJ35bdV19C49PZ0uXbp0iC1QyFg/OiuGSPFCFEfUj46QwQ/ZvIhuiRFChGMkwx9CvaIskMd3y5cvP2HUTlEU8vPz/SZjIO48Rhm+1cjy7Swojtg4GPkzDCMuhP1rsH/wDy6vfIlfJL/B993n80jLWaz4tJ77P9lDVko8ZwzO5ozB3TmtfxYJRs8LY2Txw2w2tydlnQkZ/JChnYAcXojiEAFZtESKH5HiRTQp8wLXBCItLU13AuF6LJKvz3L93f2zjEajpnidcJ6RKTqR69WrFzabrcPWHIE+knSeRgDa9HvS4MvTcEFEDBUVFXzwwQeAdw/8laGuOBQFek9l36Q0RvVIwvD1CoZueZEH2v7LXcPmsjbnEl6t7Mo735Xz0rcHSTAamNK/G7OGdGf+BReRmXJ8TzBRfgTC4WmepixzyjrDj1DEIAIyeCGKQwRk0RIpfkSKF9GkTAMsFgsZGRm6OLKzs4O6zjVhURRF+IhZMKNXF110EQaDIeBzFV3nujU3N3vdMkMrgvVUJETEoIXDX7mI4AAcJ1ksuB9m3ArrHyXu28eZvvtdpudPwvaz6/jaMJ6Pfqjiox2VrN5RiUGBcYVdOXNoDrOHdKdHmPzwB1nmlIWrfoQ6BhGQwQtRHCIgi5ZI8SNSvIgmZV7gmjDExsayZMkSXXwmk4msLM/7Q2ldAZicnOyV3xNHsMmOPzi16PlGkZR0fCuGYLfV8OWpSPiKS0QMJpMpaA9ExtEBqd3h9L/AaTfwzaPXMvTwZ6S8/DOmZg9l6qnXccfZC9leaWXV9go+3F7J397Zwd/e2cGA7CTmjezJnGE59O+eGtRHa9Xi6wtFdXW15utDuYWGqPqhhyNc7SQcccjCIQKyaIkUPyLFi2hSpgEiduV2fVwXCFxv1s7zM7VCyyPFYJKBYLW4bu/Q2tqq+6YYbBwiISIGXxxaRzJFcHhEfArfp03nh9QpXDomGb68F964EuWTvzNs8rUMm76UG2YPZH91A6t2VPDB1nLuXr2Lu1fvom+3ZOYMy+WsYTkMzUtDUU5cKOAJofTUVbuoVcDBxBFODhnaCcjhhSgOEZBFS6T4ESleRJMyPygqKqKurk43T2NjI3FxcX4/yxcMBoPfz3GOkBUXFwd9lJI/aNHiD56uDzQ+EXH4gpZkRkQMrhzBllEovDhBv1IASVdSdFEefHkPvP97+PzfMOkaCsdfzpVT+7J4RCbNhgQ+3F7B+1sreOizPaz4dA8FmUnMGZbL2cNzGdbDd4KmVYuvLxS+OJz764WqfbhCdP3orBhEQAYvRHGIgCxaIsWPSPEi5vbbb+/UAHxBUZT5d9xxx00JCQljr7jiCpqammhubsZut2OxWIiNjaWmpoakpCQqKipITU2lrKyM1NRUysvLSUlJYf/+/eTk5GA2mwGwWq20tLTQ1tZGQ0MDBoOB2tpaEhISqKysJCUlpZ3D+VpVVUVycjK1tbUYDAYaGhpoa2vjpZde4rvvvmPgwIGYzWbi4uI4cuSIR47KykrS0tKoqakhNjYWi8WC3W7XrGnKlCmkp6eTnp7OkSNHiIuL86ppzZo1tLW10dzcTFpaGmazGUVRmDBhAj/++CO9evWisrKShISEdk39+/dn+PDh2Gw2rFYrgFdNr7/+Ohs3bqS2tpYjR45w8OBBNm/eTGFhoU9NkydPJicnh23btpGWlsYVV1xB9+7dSUlJ8avJUzmVl5eTkZHRwWNXTc5y8qbp6NGj2O32DuVUUVFBUlISNTU17N69m5iYGI4ePYrRaGz/FpWfn9+uKSEhgZqaGo91T6umuLg4TCaTx3qTm5vLxIkTOXz4MOnp6SxcuPCEcnrxxRfZuXMnOTk5HjlycnKYPHlyO8e5557LiBEjTiin2tpaYmJi2uve3r17MRqNmEwm0tPTSUhIINZoZPCU+Zj7zMfQdwaqaR8xm59GXf84zfXVtGUNRMXAKf1zmNLTyNVnDKVrrI16m8Jbmw/z/PoDvPptKRXmJhSblezUeBobGzuUk6qq7Z2jt/bkqZz69+/frqmtrQ2r1dpeTq+++irbt29n3759pKSkUFVVRXp6Os3NzRgMBsxmM4MHD+5QTkeOHCEpKUlTH+Gt7rW0tLTPb/PXR7hqcu8j2trafPYRzz//PJs2bfLYnlRVxWazBdzvuWqqra0lOTnZZ3vyp8lgMNDU1BRQv+fenmJjY2lsbAy6L6+srCQ+Pp6jR49q6iO8abJYLBiNxqD6cqempKQk6urqAu73XONJTk7GZDIF1O954nDGGez9qaGhAVVVg+7LnXEcOXIkqL7c0/3AV3vypqmyspIuXboE3ZcnJCSwb98+evXqxR133FF+++23rww474nuU+YfFouF1NQT58d4mr/l7du2Nw4RcXiLKxT7lAE888wz2O12j/y+4nGitLS0fWWor+v8Qa+nWr3wVbbhKte//vWvAPzlL3/xGJ/BYGDZsmU+OfzVUW9++B1JKt8Ca+6GHW+hxsajjP05TP41pPfo8LbahhZW76jk3a3lfLWnmla7SkFmEmcPz2XeiDwG56aiKEpIPHVvE1r21gtl3yGaI9R19GTyIhwcUT86QgY/ZPMiuk9ZCOGeuHp6rOU8t9Ifh55HJVoTaNdVjsF+li+ce+65AW0T4py747owQOv8Il+Q4QuFiBi0cHiqW671MCEhISwT1z0idyQsfhqqd2P79F/EffsYbHgCRl0Mp14PXXsDkJEcx+LxvVg8vhd1jS18uL2Cd74r59EvfuShz/bSt1sy80bkMbNfGiODPKTdCXdPPT3qDFX78BWHaA4tj9hlaCcQvrYSDg4RkEVLpPgRKV5EkzIN8LU/GDiSDlVVaW5u9noj8cchIg53hGq/Fa1xuE7sd0VBQUHAixb0xKEXvm7aoS5XZ+Lg9NDbgevBLEbRmvRoTlqy+tM27wE448/w1X2w+VnY9CyMWAxTboSs/u1v7ZIUx4Xj87lwfD41R5t5f1sF73xXxn0f7+K+jxWG9UgjtyWRYWnNPj7Quw4t5RKO/Yg8xRFosqm3joWrnfhDZ/SBoeIQAVm0RIofkeJFNCnTAKvVSmJiYvvvrt+6Dxw40OG93lZ0vfbaa7S1tQW9m31xcTExMTEsXbpU/M00ALjGoXWEzP33nJwcTYsW/MG9XDoDImIIlsO1HjrLxBO8jaZ4g54RKqvVSmLXAph3N0z9Hax9ADY+BVtegmHnw9SbIHtwh2syU+JZMrGAJRMLuP+xZ9hQZWdPjY1tTSmsPpLC63e8wfD0Zv5+5Xl0SdI2Cdebp66awjGiGOr6oWX1tAztRFQcsnCIgCxaIsWPSPEimpTh/ybk6xlzXFxch3MmvX379jaSEcgNUMTWHCKgNQ6nF+7eFBUVCdncU++zfxEQEYMvDueImLcRMicCqRvO5Nh99aFzTkiwW0WcUJfTcuGsf8Bpv4WvV8D6x2DbazDkHEfCljP8hGtry0rpbzAwJKGCIyr82NaVg23deacilQ//7yOmD8xm4egezByUzUvPPwt4fnQnQ90AfM5r09r29WqR0YuTnUMEZNESKX5EihfRpEwDamtrPe7069qZ+pufMnfuXLKzs0/oiLWOWpSWlpKSktK+G77r/4XjG797HFo+29fcNm+eBgIRHHrhGoPW8nB/n14dRUVFVFVV+fx/1891wvVILoBdu3ZRUlKiq37FxnroUlK6waw74NTrYN1D8M2jsOMtGHg2TL/ZMSfNBUlJSWRmZkJFBcNz4rj00gVsL6vnjc2HeXtLGat3VJKaEEv/+BRGpDeD6jgpyhVOTzttnp1bHKHm8KVPhnYiKg5ZOERAFi2R4kekePGTTsq0fnPt1q2bXy73ETJ3LneOYL41Hz16lPj4eK//Hy4cPXrUcdPUCE+jh1o89QcRHJ0Rg/tIlBYObyNkwcTh7ZFXcXFxh9i0jphprstJXWHmn2DStfDNI/D1Q/DouzBwLkWzb4a8UR2udf5bURSG9UhnWI90/jh3MF/vreH1zYf4YJvKJnMiXYyjGZHWxNKz59KnW0rAfoQSrnFoedToj0NvDJ0JWdp81A/xHCIgQz2XwQvNSZmiKJOBQtdrVFV9JgQxSYeKigpyc3N9vse9g/U0nyo3N1fzCJk7b7HLIcu+OvVQjQx4iiPQa12hxVNfCCYOEXD3t6Kigg8//BDwn5S4L3xw/n7mmWfq8sIZR6B11B1JSUkeH8UHUqfS09P9vofELjD9Fjjlaseo2boHYeU0GDCHzOah1Kf08fp5MQaF0/pncVr/LP5+bisfbq/ggf99y5qaJGbe9TljCzI4f0xPrDvXEGO3BT2HUxT01nMRHN6uD7cnMnghikMEZNESKX4Po0H2AAAgAElEQVREiheakjJFUZ4F+gIlgHPyigqc1EmZ1m+ugRSStxuvO3cw35rDdciyv5hExCGi4nfGodPuyXYgOrwtfBDhRTAc7uU7YMAARo0adcLjZl9fIDyNbGm+ySd2cTy+nHg1fLMSvl7B/Kb3YeBcKBsKeb73PUqKi2Xh6J4sHN2TCnMTb5Yc5rWNh/jjG1uJVdIZlNpMXlsauYZ6v6GEKkHxVC6Bfobe+tHZNxknOqueh4JDBGTREil+RIoXWkfKxgFDVBk28egElJWVkZeXp+m93m68gXB4QlFREWVlZe3/dkewk4jdr9fyfi3Lhv3xBeuHq8709PSwfdv3lmzPnj1bc4LtbeGD3rohisMJ9xGyQOpUUEvKE9Jh2u/glCvhm5XYv7ofw873js05uwVyR/iPOT2Bq6f15aqpffjukJmnv9jJx3vMbGsZQFpsG5fmDeSCsT0Dj00nZChb9+v19hWi4jiZOURAFi2R4kekeKE1KdsG5ADlIYyl0+CvMwqkkLzdeL1xBNIRhrqyOM8E9NdZixihEqHFbDbTpUsX3Txa4C3ZDkSHr4UPeiGybgQyQuZeV3Q9Tj6WnBlOuRLWPQJfPwiPToFB8xzJmctqTW9QFIWRvbpw9yWn0Nzaxp8eepnN5gQe/HQPD3yyh1N6d2XxuF7MHZ5LYlxMwAlKoAmMiHLRy9HZNxknZPBCFIcIyKIlUvyIFC98JmWKovwPx2PKVGCHoijrgfbdHFVVXeDj2ieBeUCVqqrDjv3tP8B8oAXYC/xcVVX9p32HGOXl5ZqHNb3deAPhCCaOYCcRu9+UvE3u1jpCpfUmF6wfeua26YG3ZNtVh1bP3Rc+hLpuaMHy5cvJycnpcFRKMHVKSxz++MprG8mdfjOcctWxBQEPwg/vOLbSmHYLdB+iOY7//OZix+9mK69vOsyrGw5y46tbuP3t7ZwzOo+kpljyElr98gULGcrW/fpg+wq9kMELURwiIIuWSPEjUrzwN1J2pw7uYmAFHeedrQb+oKpqq6Io/wL+ANys4zPCgmB2/na/RsTu4eHYgTwnJ4eKigpycnK8dtYiRqhEaAnnnDJvybaIJ/qy1Q0tN2tvN3ahfrQvCLjKsVJz3cOw420YutDx924D/XMcQ256Ir+a0Y9rpvflm30mXvn2IK9uOERzawZDctMoTEtgeFozRUWeT5kI9pGfDGUbjn5DC2TwQhSHCMiiJVL8iBQvfCZlqqp+7vy3oig5wAQcI2ffqqrqc728qqpfKIpS6Pa3VS6/rgMuCDDeTsGRI0cC3rvEvbMOhiOYOAL91uvp5urpsZXr+2JjY1myZIlmPk/Q60eRn725QgX3Rhuucg2Ww185uB7j1NbWxvLly2lpaSE/P19oHK6x+EtsTuBIzICZt8LEXzo2oV33COx4E4Yvgmk3Q2ZfzXEoisLEPplM7JPJbQuG8vaWMl7+9gDvlaeyqiqFva9u4aIJ+YzJF/NYXIb64e36cK9ElcELURwiIIuWSPEjUrzQuvrycuAvwCeAAjygKMpfVVV9Usdn/wJ4Wcf1YUNGRkbEcGiBv866tVX/456TyQ9XuHsTSAx65mH5S65EedHS0oKqqpSWlvqcU+aEHj+8wStHUlc4/S8w8Rq2PnoFg7e+TuzW12DkRY6FAhmFAcWRnmhk6cQClk4sYNthMy+uP8BbJWW8tvEQA7qnMLVHDL0H2EhPMgY9H1CGet4Z7cQTZPBCFIcIyKIlUvyIFC8ULY8bFEXZCUxWVbXm2O+ZwFpVVb0/P3C8rxB4xzmnzOXvt+JY0XmetxWdiqJcCVwJkJubO/a9997zG6cn1NTUBLTRqSc0Nzfr3rTVybFr1y7Asf1AZ8Sh149du3ahKAr9+/f3/2YfEOlpsAh33XCWvcViAY4f6VFQUOCXw1+9cY/D22d5u76kpITExEQURWm/JiYmBjh+hJM/Dk9xiNDijSOh1czEtm/I2vcWitpGTcFcKgcsw5aUHXTdsNrsfHnAyqq9Dew22YiLUZiSn8jguBp6Jdk5elSbn4Fo8Qe9HNF+QzyHbPeVzuaQwQ/ZvBg9evRGVVXHBXq91tWXhwCLy+8W4GCgHwagKMqlOBYAnO5riw1VVVcCKwHGjRunuk5ADgQlJSUEe60TIg86LSkpAQgqJhFxBOqH+whNSUkJiqL45fA3siPD4bHhrhvOz3J6s3jxYr8c7qNrjY2NwIm+unM469mhQ4cAR+LnGoM7Pvjgg/Z5hO4jZFo5/Glxj80bTyB+mApOIylvGItzD5K18WmyDn4IY3+Odfw1JHYr9BmHJ96ioiImjYffAa9/up4NdYm8ufkwH7ckkhNvo4+9iT4xJvoV9vKpQYsWrZDhoGa9bUVrv+EPMvgJ8t1XOptDBj8ixQutSdlh4BtFUd469vsCYL2iKDcAqKp6txYSRVHOwjGxf5qqqo2BBttZsNlsugvq1VdfxW6369obSEQcwcL1ZpiQkKB75ZYILZ3ph8gY9HIUFxdjMBhYtmxZ+98CXWF3yy23tCdLwXKANi3+eAL1ozG2C5x9veNszS/+A98+TsKmp2HCFXDq9ZCcpZnLFX0y4jhvxnD+MGcQb5aU8fy6UtZWGNnYls9FXfuwZKL/eXcy1I9ovyGeQwRk0RIpfkSKF1qTsr3HfpwjW29xfKsMj1AU5UVgOpClKMoh4DYcqy3jgdWK4wThdaqqXh1U5GGE4n7acSchnHG4j0i4Dun6euStdTK3CC0ylEswMQTiRWdsX6DnM0Jdrj796JIPCx6AU6+n9eP/w7h2BXz7pGOBwORrHQsG3KClvqYmOOaeLTkln789/Dzf1iXywjcHKF67n8l9M1k6sYAzhnTHGGMISItW6OWQoZ2AmJW5MvgpCrJoiRQ/IsULrUnZe8Af6Xj2paqqqtettlVVvcjDn58IKDpJ4JxbowcXXHABSUlJum6uIuIIFq6rDt1HZYKBCC2d6YfIGILlcE0ojEajx7olIokLhEOKcs3si23eCowzbobP/glr7oT1j8HkXzuOdIr3+l3SJxRFIT+plfwkC/MumMcrGw7y/LoD/PL5TeSkJbBkYj4/m5BPVsrxLzAy+NGZ7cQ1iY72Gx0hi5ZI8SNSvNCalD0H3IRjZ3976MKREy0tLSQlJUUEh1Z4G5EoLi4WMrJzsvkRyhi0cPhLjGJjtTZlzyguLiYpKUn3vBBZyrWlpYWkbgNhUTFMuRE+/Qd8+ndY9xCc9lsYfznEJQU9EpmVEs810/tx1dS+fPJDFc98vZ87V+3i/o/3cPaIXC6dXMioXl2k8EOGdgJiRiFk8FMUZNESKX5Eihdae/Ijqqr+L6SRSAwRheTk0DNy0dmVBRzxt7S06OYR6WlnIpgY3BMALRy+RsGcifKll3re+DSckKVcO3DkDIeLXoRDG+HT/4PVf3acEjD1JhizDGL9r7by9Zhz1pDuzBrSnT1VR3luXSmvbTzEG5sPM7JnOktP6cWC0WnExZ74aDMoLZ1wvQhE+40TIYuWSPEjUrzQmpTdpijK48DHdDxm6fWQRCUZ6uvrycoKbrIw+N9wNVxxBANPSaSWOPwlnyK0dIYfoYhBBIe3YXd/I0CuyUbPnj11z10LtR9a5yx65Og5Fpa+DqVr4ZO/w3s3wVf3wbTfU7T0EogJ4jB1F/TLTuH2BUO56cyBvL7pEPe9v4Wb/mvmX6t2s+SUAi4+JZ9uqYEvt9frqQztRGsc/uqfLO1NBGTREil+RIoXWpOynwODACPHH1+qwE8iKevatatuDhEbroqIQwRExCELRzhj8JZQ+JpnoyUJKSoqwm4XN6vAeTB9MImZDOXqN7EsmAxF78KPn8Enf4O3fw1f3gPT/wDDzgfDiQluII85U+JjWTapkNYfPmNvg5HDyf2556NdPPjpHuaNzOWy03ozNC9dsx69fsjQTkCOuiGKQwRk0RIpfkSKF1qTspGqqg4PaSQSo6qqKqgzsVxvqGlpabpHIYKNQzRExCELh17IosOdQ+uIkmuykZSUxOLFizXt5K81Dj0c/h7Zuv+fK4xGP6NeigJ9Z0Cf6bDrQ8fI2etXwJq7YMYfYdB8TbF6isP5t4MHSslKS6O/YmNY7xjqc0bz2sZDvL7pMBP7dOUXp/bm9MHdiTH4nmul11PX68O5itdXHO7QWl9laW8iIIuWSPEjUrzQmpStUxRliKqqO0IajaQQUUj19fW6j3Do7MrihCwHv8rgRyAxBDOpXOs1IrxobGykuLhY1156er68OD8nWC1ab+wdoCgw8CzoPxu+f8uxIOCVZZAzgrTCi0Ed6XjPMQSazDjbfVZ8GzedM4wbZw3k5Q0HeHptKVc+u5GCzCR+PrmQReN6kRzvuTuW4aBmEZClzUf9EM8hAjLUcxm80JqUnQZcqijKPhxzyhT8bIkRSSgrKyMvLy/g61xvqEajUdMZh6GIQzRExCELh15ojcFXghAKLwJNAIuKinjllVfaTwwQFUcweP7557HZbH4f2fpCerr2x4MAGAwwdCEMXgBbX4XP/kmfdbfAof/CzD9B72kdkjNfCaCndl9cXNz+SPjKqX35xam9+WB7BU98uY/b/7eDu1fv4pKJBRRNLqR7WkKH0PR6WlZWxqpVq7zGGy740qG1vkZKvyEqDlk4REBEPY8EL7QmZWeFNArJIaKQbDabFHGIgIg4ZOHojBjcbzhaOPzdPEV4MWDAAEaNGqXrhh1IguqEe6IQLILd3qIDDDEw8mc8vamBoQmbGVf/CTxzDhROgRm3QsGkgOi8tfvYGAPzRuQxb0QeG0treXzNjzz6+V4eX/Mj80fmcflpfRiSlwboL1sZ2gnI0+ajfojnEAEZ6rkMXmhKylRVLQ11IDJDb/ZcVFREWVlZp8chCrJ8I5HBD38xaHmkpleHr5HYcM8dElEms2fPJi8vT1dy5XdOmR+oSgw/Zkxl3C/uhE1Pwxd3wlNnQd/TYeatmhLAoqIinn/+eb+PhMcWZDC2YCwHahp58qt9vLLhIK9vOsyU/llcObUPfZJa6NGjR9BaysrKxCSsOqGlbviLK1L6DVFxyMIhAtGRMgf07Tj5E4EsGXhnVxYnZNEigx+y6BAxEuuEnhu2U4uvCfDOBMV5wLnzVVSiEAzP8uXLgeNzStq3CHn+JSCeouu2wLePwZf3wmMzYeBcx4IAPwikXPIzk7h9wVB+e8YAnl9fylNf7WfpE+sZkpvGlVPh7BG5Ho9y8ofOaifudUCWtiJDvwHyaIkUPyLFi+B3NAwDFEWZryjKSpPJRGNjIxaLhfr6eqxWKyaTCZvNRlVVFaqqUl5eDtA+IlVeXo6qqlitVmw2GyaTCavVSn19PRaLhcbGRurq6mhpaaG6uhq73U5FRUUHDufrzp07aW1tpaamhqamJsxmMw0NDTQ0NGA2m2lqaqKmpobW1lYqKys9cvzwww/Y7Xaqq6tpaWmhrq4uYE3ff/89qqpSVVUVtCbnnKHKysqgNX3//feAY+uEYDU5OZzlFIwmJ4czLj2anK+BaqqoqPBa96qqqrjkkktYsGABhYWF9O7dm/PPP5/Fixd30FReXu617vnS9Oyzz/L0009TXV1NbW0tzz33HMXFxUFrstvtftuTv3I6dOgQ1dXVwPHRKieH8/fU1FQMBgMxMTEoikJMTAwGg6G9nA4ePEhNTQ1Llixhzpw5QZXTwYMHNfcRVVVVGAwGEhISUBQFg8FAfHx8hxir6xuxT/o1lRethhm3Yt+3Bh45jQsN71N09iSv5TRjxgwWLlxIYWEhffr00aTJ1mjm8sn5vHvVGP42fxANTc1c/3IJU//9CStWbcfcYA2onA4ePNheTosXL+bcc8/V1O+5amprawuqPRmNxvZyOnToUFD9nqumw4cP6+rLKysrKSsr091HqKqqqy93tnk9fXlZWRmVlZW6+73KykpdfXmgfYQ3Tc6y8dfvedPkfj8IRpM7RzCa9M7LVUQcEhtqjBs3Tt2wYUNQ15aUlOg+Oqa1tVX3MTaycET9OI5weuHrsVGwOlxHngwGA7169fL6GVogwg9vo2GeRsy8xRnOuuEcIWtuduyJHR/v2Nw1JyenfYsQj7DWwtoV8M0jYGuE4Ytg2s2Q2ddjHHoeG7a02Fiz18Sjn//I+v0muiQZWTapkKLJhXRNjvN7fbj7DW91YMmSJZ3e5kVxRPvRjpDBD9m8UBRlo6qq4wK9XuqRMllgNpsjhkMEZNEigx9aY3BdlRcshzfOgoICCgsL2393rvTrDIg40PekqBuJGXD6n3mx+x/YljoddrwNK8bDW7+C2uNTcJ1x+Cp/f7BY6jl9cHdeuXoS//3lZMYXduX+j3czefnH3P72dg7V+v5mLkM7gc4rV/f28FP3IxQcIqA3jkjxIjqnTAOSk5MjhkMEZNEigx+y6PC2o3+4J3YvWrSIhIQEvxPgfSGcnt5yyy3A8REz5+9ak9rmmBQ2dD2HYVc8Al/eDRuegi0vweilMPV3JCdnBh68G1y1jC3I4LFl49hdaeHRL37kuXWlPLeulAWj8rhmel/6Zaf6vD4c8LaooKmpSTe3LO1NBGTREil+RIoX0aRMA5qbm0lISPD/xpOAQwRk0SKDH95icL8h+UpS9OooKirCbDZ7XOlZUVER1g0RZSnXUNeNE7z+7/vAYIp+s9lxKsCmZ6DkeZThF8PMWyAtN+jP8qSlf/dU7lw0khtmDeCxNT/y4voDvLH5MLOHdOea6f0Y2auLz+s7A+EuV28rnxcuXPiT9COUHCKgN45I8SKalGmA3mfMMnGIgCxaZPBDFh2eOCoqKmhubqa0tDRsI2bOOPR8Tmd46j5CFvQB7ek9YN7dcNr18MWdxJU8B9tegnG/gFOvh9TuAcUFvrXkdUnktvlDuXZGP4rX7ufptfv5cHslU/pnce2MfpzSJ7PT2om7ZzK3lc6ALFoixY9I8aLzI4giigiC+7dz94nkoUyOXEflnCNkzjiiEAu/I6Bd8mHB/VjHXk3Stw/CN486Hm2Ov8yRnKV0ExpPZko8N84eyJVT+/D8Nwd4fM2PXLhyHeMLM7hsUk/OHJGEovg+YzPS4K2MGhoaOiegKKLQgOhEfw1obW2NGA4RkEWLDH7IosOdIycnh6KiIuLj44mPj9c10VxPHCcbh9On+Ph4YmJidPtmS+kB5z4I134LQ86BdQ/BfSNg1Z+hoVoTRyBaUhOMXD2tL1/ePJM7FgzlUK2Vq1/cyoIVX/Hh9grs9s5bbX+y1w3RkEVLpPgRKV5ER8o0wLlMPhI4RCDQODyNJkSKH+4xePt27muETLQXriswwzFC5y2Ok5HD6VNzczNtbW1+ffPnZ3scmX3hvEdh6k3w+b/h6xXw7RMw4QqY/BvwsSAgGC0JxhgunVzIRRPyeWX9fh77qpSrnt3IoJxUfj2zP3OG5WAwhHfkrLPK1X07FkVRuPTSS3XHohcne1sRDb1xRIoX0ZEyDRAx3C0LhwjIokUGP0KpI5CtLWTwAuQpV2n9yOoP5z8G13wDg+bCV/fBvcNh9W1eR870aImLNTBnYDof3zCNey4cia3Nzq9e2MSZ937BWyWHaQvjyJks5WowyHHbk8UPadtKmK8XxaEX0ZEyDUhPT48YDhHQGoevcx8jxQ9vMbiPoPgaUQmFF5111qFeLaLi1RKHp89y9c3n5rF64+g2AM5/HKb+zjFy9tV9sP4xmHD5sZGzrBM4gvUmPT2d2BgDC0f3ZMHIHry3tZwHPtnNdS+VcN9Hu/n16f2YPyKP2CCOcAo0js7icN9ouTPPAHVClj5Qhn4U9McRKV7I8ZVBctTU1EQMhwjIokUGP0KhwzlCVlpa2r5y0t+ImQxegJg4RKyAOmn86DYQLngCfuUcObvfMXK26k9wtIri4mJeeuklYTHEGBTmj8zjg+um8vAlY4iLNfDbl7cw+54veGPzIVrbPO93JwKytHkZ9qICefw4adpKiK8XxaEX0WOWfmLoDD9k+FbqCbLWDS1HFYUCIv0ItMzDqVnrZ3VG/Xhj5XJGmFfRt2ETxCawXh3Gl/YxdC0YEhJv7HaVVTsqufejXfxQYaF3VjK/ntmPc0b1IMZlzpmsbSVQiOqLIsUPUYj6cRzRY5bCAOfhpJHAIQKyaJHBj1DocD0+qaCgQNMKQBm8AO9xBDI/TsQjhM7ww5PGQOMwx+WwptsyXu/xB/bED2Nc2wZ+oz7BsIPPkKpagorLVwwGg8JZw3J47zdTeGTJWBKMMdzwyhZm3fO58DlnsrR5o9Gom0MEZPFD9r4jXNeL4tCL6JwyDcjLy4sYDhEINA5PCUWk+CGLDhm8AFi1ahVw4jxCfxA9B86XH+Gcb6e1XNxH7xRFYRtT6cIwprCe0W2bGUUJe1ImMuicIsgoEBqDMzmbPaQ7q3ZUcM9qx5yzFZ/s4fozBpAr4ImKDPVcptF6GfwQxSECeuOIFC+iI2UaIEsGLkMWD/JokcGPUOoIZI8sGbyAE0chKioqqKioCGh+nIiRjHD64WsOoN44apUMPu+ymJVxV1HCUPpb1sH9o+HNa6B6jyaOQGJwJGe5vH/dFFZcPBoV+NULm7jhwypWba9Az3QXWdq8LG1FFi2R4kekeCF1UqYoynxFUVaaTCYaGxuxWCzU19djtVoxmUzYbDaqqqpQVZXy8nLguKnl5eWoqorVasVms2EymbBardTX12OxWGhsbKSuro6Wlhaqq6ux2+1UVFR04HC+xsTE0NraSk1NDU1NTZjNZhoaGmhoaMBsNtPU1ERNTQ2tra1UVlZ65DAYDNjtdqqrq2lpaaGuri5gTYqioKoqVVVVQWtqbGwEoLKyMmhNTlRUVAStyQlnOQWjyQlnXHo0OV8D1ZSbm+u17mnVlJOT47XuadWUnZ2tW5PdbvfbnvxpWrRoEfPmzaOgoIB+/fqRk5NDr169gOOPJWNjY71qWrhwIeeff77ucsrIyPDbns4880wuvfRSr5paW1s19xGxsbEYDAaSk5NRFIWYmBgaGhpIT0/XVPeKioo466yzKCgooG/fviQmJpKWlobRaKSpqYmmxO58lnIO9T9fQ9u4y1G3vob64Hisz14Eldt9llNGRkbA/Z7BoDC+ewzvXjuZv5/dj+ZWlSuf3ci8+9fw4XcHqaurC7g9ZWVlBdXvuWrq1q2brr68srKS7Oxs3X2Eqqq6+vLy8nJyc3N19eVlZWXk5eXp7vfy8vJ09eXB9nvumvLy8nT15U4E25erqtp+6oUeTc57bLCITvTXABGHOsvCEfXjOKJedIRIPwLZPNcbh4g49ECrH74WDgQah/soYmlpKWlpaWRkZLRzAnC0Cr5+EL59HFqOwoA5MOVG6DX+BE4RXmzctJm99izu+2g3h+usTCjsyo2zB3BKn+Ob3vorY1nKVba2EgkcMvghmxfBTvSPzinTgOzs7IjhEAFZtMjghyw6ZPACjsehZ+6ONy2BJHay+eELrrrctS1fvpzm5uYTNadkw6w74NTrHPubffMwPHEG9J7qSM56T4Nj3/pFeBFjUFg8phfnjurByxsOsuKT3Vy4ch1TB3Tjd7MHMryn/8UZstTzk6lunCwcIqA3jkjxQurHl7LAZDJFDIcIyKJFBj9k0SGDF+A9Dq3z44qLi3nhhRdCFodouCZUnlbL6o0jJyeHnj17en9DUleYfjNcvw1m/x2O7IJnzoHHZsKOt8FuF+pFXKyBpRML+Px3M7h17mC2Hqpj/oovmfN/r7NlX6XPeYN64zjZ6oY/yNLuI8WPSPEiOlKmAWlpaRHDIQKyaJHBj87S4T5qJIMXICaOtra2Dr/7OhkilHFogfv8xkDi0KKrqKiIlpYW/4HEp8DkX8P4K2DLC45NaF9ZCpn96TLxV9DlYogVd65fgjGGK6b24WcTevHrFW+w1pTID/ah9I2pIa1FISPuxE1oQ1E3gkEo60Ygo7my9IGR0ndEihfRpEwDGhsbiYuLiwgOEZBFiwx+yKJDBi+0xuHpxuWaoCQmJureriLUfrgeXO76u3u8YS9bYwKM+wWMuRR2vAVf3kPsu9fDF/+CidfA2CJIEHfjSU0wUnzTYkwNLVz74Fusr83k4dIYLpmYT/XRZrJSjieCwXpxstWNcMYhC4cI6I0jUryIJmUaIKKQZOEQAVm0yOBHuHV4G13Re0ajKIjwo7W1tcPvwSwWCHXdcB8h8zZi5isOrbqC0mKIgWHnwdCFNO14n4QND8PqP8MX/4FxP4dTfglpuYHzekHX5DhmZzdwSoaV8q6jeHrtfl759iCXT+nDFVP7kBIfG5K6EQxCUTeCGc2VpQ+UoR8F/XFEihfRpEwDRAyZy8IhArJokcEPWXTI4AX4jsPXjcs1QTEYDCxbtizoGERw+OIG2ldoObV4W7HV6WWrKNjyp5AwdC4c3gRr74e1D8DXD8GICx2PPLMH6Y4ROiYgl0/pw12rdnLfx7t5bl0p187sxzlDu5KUFDyvqHI9GdrKycYhAnrjiBQvokmZBojYNkQWDhGQRYsMfoRbh7fRlfr6et1xiEAoy0Sm3didsSxfvrzD7+7Q4oc/XXo9bb++xxhYVAymfY7tNDY/ByXPQb9ZMOlX0Gd6+4pNveiXncLDS8ZScrCOf73/A3f8bwdPrEng93MGM294LgaDmM8JBqGoo8GM5srSB8rQj4LAet7JHHoRTco0QMQO47JwiIAsWmTwQxYdMngBvuPQcuMqKirCarUG9dmuI3FGo1HoMUreRvn87WkkQ9mecH3X3nD2nTD9D7DhCVi/Ep49F7oPdyRnw86HWDGPcUb16sILV5zC57uO8M/3vuc3L27msS9+5JY5gzi1X1ZAXHrqhitOhrZysnGIgPB63kkcehHdEkMDRHQEsnCIgCxaZPCjs3S4bzERSi+0HI0kMg4tHP5iClfn6m+rD71+FBcX89prr+ni8BpDciZM+71jO40FK8DeCppDNRcAACAASURBVG9eDfcOh8//Aw3Vuj7XCUVRmD4wm+eXDePuxSMxNbRwyePfsOzJ9XxfHtgIr4i6Ecq2EsjRaLL0gTL0o6A/jkjxIjpSpgGpqakRwyECsmiRwQ9ZdMjgBWiLw9dNS8/olsiDxouLi0lKSmrfpTxYbhHloneei98YjAkwZimMXgJ7P4Z1D8Onf3csChixGCb+UtfnO5GelsZ5YzKZOzyX59aV8sAne5h7/xouGNOTG2YPIDc9Ub8WDTiZ2srJwiECeuOIFC+iSZkG1NbW6t7pVxYOEZBFiwx+yKIjFF4Es6JMRByxsd67Ja0x+eJw5wrlXLVg/XDVmZKSElCs7u/VHIOiQL8zHD9HdsI3j0DJi7D5WfpmjYH4G2HgHMfKziDgjCPBGMPlU/qwaGwvHvxsD8Vf7ed/35Vx2Wm9uXpaX1ITvI9y+tKitW7I0G+IikMWDhHQG0ekeBFNyjSgW7duEcMhArJokcEPWXTI4AUEH0cwCaA3FBUVBT1h1zWOnj17nhBHoPGIKJejR4+SmZnp/40iY+g2EObdAzP/DBuLiV/7MLx8CaT3gvGXOfZBS+qqK470JCN/nDuYpRMLuHPVTh78dC8vrT/I9bMGcNH4XsTGnDi7JtpW5OQQAb1xRIoX0aRMAyoqKsjN1benjywcIiCLFhn8kEVHKLwI5pGdiDjS072fo6g1Jl9xiEwA/SFYP1x1Go1GLrnkEr/XeNN15plnBl8mSV1hyg3sSJ7KqIQyx6KAj26Hz5bDsAscCVqPMZqovHnRq2sS9/1sNJed1pv/e/d7/vzmNoq/2scf5w5m5qBsFJcVob78FFE3wglZ2n2k+BEpXkg90V9RlPmKoqw0mUw0NjZisVior6/HarViMpmw2WxUVVWhqirl5eUAlJWVAVBeXo6qqlitVmw2GyaTCavVSn19PRaLhcbGRurq6mhpaaG6uhq73d6+AaSTw/lqMBhobW2lpqaGpqYmzGYzDQ0NNDQ0YDabaWpqoqamhtbWViorKz1yKIqC3W6nurqalpYW6urqAtYEjiW7VVVVQWtqbGwEoLKyMmhNzlGIioqKoDU5OZzlFIwmJ4czLj2anK+BasrJyfFa97Rq6t69u9e6p1VTt27ddGuy2+1e657RaNSkKTMz02978qRp0aJFLFq0iD59+pCRkcH8+fNZsmSJV03OifzeNHXp0sVr3XNe60z+nI86TSYTF154Ieeddx69e/cmNTWVc889l4svvjgoTQ0NDaSlpemqewaDgba2Ns19hFNbSkoKADExMXTp0iWofs9VU5uqYO4xjYZFL9NY9AnNQy5A3f5feGwG6srpmD9/CFoafWrKzMz02Z5y4lp48YpT+Ne8PqgqXPb0Bi55/Bs+/25ve93Lysry255cffCkqVu3brr7CFVVdfXl5eXl5OTk6OrLy8rKyM3N1d3v5ebm6urLg+333DXl5ubq6svd7wfBaHJCjybnPTZoqKoq/c/YsWPVYLF58+agr3Xi8OHDEcMR9eM4ol50hAx+PPXUU+pzzz0Xljieeuop9amnnvL6fy+//HJY4hDN4a4rZHXDWqeq6x5V1RUTVPW2NFX9Z76qvv8HVa3a6ZEjkDhaWtvUp778UR11x4dq4S3vqL97tUStNFujbUVSDhn8kM0LYIMaRL4TfXypAXl5eRHDIQKyaJHBD1l0yOAF6I9D1CNEEXGUlJR0ehwiOEJWNxLS4ZQrYcIVUPoVfPsErH8U1j0I+ZMd52wOWQDGxIDjMMYYKDq1NwvH9GTFJ7spXrufd74r55rpfbm8WxsJxuAWGwQaRyghQ90QxSECMtRzGbyQ+vGlLHAO00YChwjIokUGP2TRIYMXoC0Of/tIhcuPQPaUCmUcojncdWm9PpD96DpAUaDwNFj0FNzwPZxxBxytgDeuhLsGwfs3Q+X2oLxITzRy69lDWP3baUzpn8Wdq3Zx+l2f81bJ4aAXc5xMbeVk4RABvXFoul5VYc9H0NoSkhhEIJqUaYC/XbtPJg4RkEWLDH7IokMGL0AeLVE/xMagGSnZcNr1cO1GWPY29DsdNjwJD08m538XwbePg7UuYNrCrGQeXTqOF684hS5JRq57qYQLHvma7w4FzhWtG+I5RCCk9VxV4cfP4IlZ8Nz5sM3zhswyeBFNyjTgyJEjEcMhArJokcEPWXTI4AX4jsM5ElNaWkppaanXkZmfih/h4vB3vdZyCQgGA/SZBhc8CTf8AGf9i9ZmK7x7I9w1EP57Oez5GOyBbYzbN9XO29eexr/OH05pTQMLVnzFTa9uoaq+STNHtG6I5xCBkNXzA+vg6fnwzDlQXwbz74Phi0ISgwhE55RpQEZGRsRwiIAsWmTwQxYdMngB8mgJlCNU22LI4Een143kTIp/SICUqyk6f7TjIPStrzp+UnMdN8iRF0H3IX6pMjIyiDEoXDg+n7nDc1nx6R6e+nI/728t55oZ/bjstN5+55t1uh/HIEPdEMUhAsLr+YFv4It/Ox5XJmfDnH879tczJoQsBhGIjpRpgMViiRgOEZBFiwx+yKJDBi/AdxzOuU4FBQUUFBR4ndP1U/EjXBz+rtdaLnoRExsLeaMch6HfuBMWPwN5o2HdQ/DwJHhkCqxd4RjN8AJXLakJRv4wZzCrb5jKqf2y+M+HO5l9zxes2l7hc75ZtG6I5xABIfXcOWfsqbPhydlweBPM+itctwVOucpnQiYiBhGIjpRpQGKi/zPZThYOEZBFiwx+yKJDBi9AHi1aOUK9kawMfnRm3XD112g0dvR3yDmOn4Zq2PZf2PIirLoVVv3JsXBg+AUweEGHkwM8aSnITGblsnF8ubuav76znSuf3ciU/lncNn8I/bJPPMsw2lbEc4iArjjsbSSXfgSvroDyLZCaB2f+E8ZeCnHJ4YlBEKJJmQbYbDbdhSULhwjIokUGP2TRIYMXWuPwl/D81PwINYfW60O9EjUmxstjxeQsxyjGKVdB9R7HJOytr8H/roN3b4K+M2HoQhg4B5vN4FXLaf2zeO83U3huXSl3r97FmfeuYdmkAq4/YwDpicfP04zWDfEcIhBUHNY6x+Pw9SuJryuFrn1hwQoYcSHExoUnBsGIJmUa4HrMx8nOIQKyaJHBD1l0yOAFyKNFK0cwR0mFIo5QcnRm3XD112AwsGzZMt8XZPWD6bfAtJsdIx7bXoPtb8LuD8FgJKlwKoy4wHEweuKJ839ij+1vNn9kHnet3kXx2v38b0sZvz9rEBeM6YnBoETbSgg4RCCgOI7scuyJV/Ii2BogfxLWKX8gcfRiMAS/h50MXkSTMg3w+g3vJOQQAVm0yOCHLDpk8ALk0RL1Q2wMYYeiOOaf5Y2CWX+Dwxth+xsYtr8Bb/4SDLFQOAUGne34Seu46WdmSjz/WDiciyfkc9vb2/n9a9/xwjcHuGPBUPpnBj6CEgqEsm4E8iVDlvrhN47WZvjhHdj4NOz7HGLiHOevnnIV5I1CbWzUlZBpiiEMCFlSpijKk8A8oEpV1WHH/tYVeBkoBPYDi1VVrQ1VDKLQ0tJCUlJSRHCIgCxaZPBDFh0yeCEqjs7gCNWjOxn8kKFuFBUVUVcX+J5igCNB6zkOeo6jfsJNdGn4Eb5/23GDfu8mx0+PsTBwLgw4C7oPdVwDDOuRzmtXT+KNzYf5x3s/cO5DX3Hu8Gz+tGAEmSnxAhUGDhnqhigOEfAaR9UPsOkZx5xDqwnSe8GMWx0nRqRk+79eRAxhRChHyoqBFcAzLn+7BfhYVdXliqLccuz3m0MYgxCIKCRZOERAFi0y+CGLDhm8AHm0RP0QG4MICPEiORkyxkLPsTDrDjiy05Gcff8OfPI3x09aTxgwG/qfCb2nosQlcd6Ynswa0p37P97NU1/t55Pdn3PTmQO5eEI+MYbOeWQViroRzMIVKeuHpRK2vwFbX3GMkhqMMGiuY0uLPtM9jojJ0NZEIGRbYqiq+gVgcvvzOcDTx/79NHBuqD5fJOrr6yOGQwRk0SKDH7LokMELkEdL1A+xMYhASLzoNhCm3AhXfurYZmPBA45HnltehhcvhH/3hmcXwtoHSDXv4ta5g3lh2TCG5Kbx5ze3cc6DX7L5QOc8rJGhbojiEAFL9WEoecFRXncPgg9uhrYWmP13x/Fdi59xnBDh5RFlpHgR7jll3VVVLQdQVbVcUZRsfxfIgK5du/p/00nCIQKyaJHBD1l0yOAFyKMl6ofYGEQg5F6k5sCYZY6f1mbHIem7V8PeTxzbbACk5DC+z3ReGD+Vj4cP5NZP61j40FouHNeLm+cMomty+OabifRj+fLlANxyyy1AYHPKOrV+WCph53vww7t03fe5IwnrUgCn3eDYVDh7kGYqGdqaCCjBHuqqiVxRCoF3XOaU1amq2sXl/2tVVfW4ha6iKFcCVwLk5uaOfe+994KKoaamhszMzKCudcJqtepeJisLR9SP44h60RFRPzoiUvyIegFGaxWpVRtIrfqWlKoNGG2OEZGmpDw2G4bySm1/tsUMZtbIvpzRJwmDn1V4svlRUlICwKhRowDYtWsXAAMGDAhLHJr9UO0kmveSWrWe9IqvSDLtQEGlOSmPmuxJHM2fSWPG8TmBgUCGtgbHvRg9evRGVVXHBXp9uJOyncD0Y6NkucBnqqoO9Mczbtw4dcOGDUHFUFJS0l5Ro4j64YqoFx0R9aMjon4cR0R5YbdD1Q7Yvwb2rYHSL6HJDECZ2pW9CcPoO+Z08oZPh+7DIObEB0qy+OEcIWtubgYgPt6xeME5YhYu+PTjaBXs/RT2fux4bahy/D1nBAye71g9mz0kqERMRji9UBQlqKQs3I8v3wYuBZYfe30rzJ8fFMrKysjLy/P/xpOAQwRk0SKDH7LokMELUXHIwiECMmiJeuHGUVFBXt4wyBkGE3/pOBS9chtq6dfYt35G/8Pryfn6C/ga1NhElNyR0GMM5I1xvHbto+vzRWpJTU3VfTSQ0PqhqlB3AA587Xh8XPo11Ox2/F9SJvSZ4ZgX1mcGpOUKjUOW+qUXIRspUxTlRWA6kAVUArcBbwKvAPnAAWCRqqruiwFOQHSkTByifhxH1IuOiPrREXr9CNWGtOGAe+w/pbphttp4/J3PKS35lInx+zmzSxld679HabU63hCfxtGUQlL6TnSMpOUMh26DIK7zVu65zykLGxpNULaZso3vkadWOM6atBw7uzQhHXpNhIJJ0Hsa5I4CQ+Qfty3tSJmqqhd5+a/TQ/WZoYIsGbgMWbyoOGTh0AtZdMjghag4ZOEQAaPR6P9NfiDDCIIIyFKu/jjSE43cuOgMvps0jlvf2MYfD5uZ2jeDf06JpUfDDij/Dn78BjY/79hNHgAFuuQ7VoNmDXC8ZvaHrr0hpbvHR3Mnix8A2Jqgehcc+QGqvj/2s90xKgbkgeOIo4JJxxKxyY5HkgEkYTLUcxnaSkjnlIlCdKRMHKJ+HEfUi46I+tERwfrhvldUQUEBIP+IWXFxMRUVFeTk5JwQ+6hRo36SdaPNrvLculLu/HAnzW12rpnel6un9eWH7VsZNWIE1O6Diq2OZOXITkfiUr0b2pqPk8QmQkbhsZ8CSOvhOIHA+ZOaC7Gdu5EttiY4WgGWCjAfgtr9Lj+lUH8IVLvjvYZYyOwH2YMdo195o9labWD4hCmdKEAeSDtSFkmorKyke/fuEcEhArJokcEPWXTI4IWoOGThEIHU1FTdHHq1yOKFLOUaCEeMQeHSyYXMGZbD3979nns/2s3bJWX8fHgiowwGyOzr+HGFvQ3qSqHmR0fSVrsfTMde96+BlqMnflB8GiR1haQsxwHtSZmOv8WnQnyK4zUu1ZG8xcRBjBFi4zGZjzq2cVDtjvlcqh1QHVuCtDaBzer4aW2C5nrHAd7WWmiqc/y7oRp7fRmGZvOJMSVnOxLJgkmQ0dsx+pc92DEi5nbYd1t9iSY/fUGGei5DW4kmZRqgd+mzTBwiIIsWGfyQRYcMXoA8WjrTD9GHnOvV4u9695E9cKziy8nJ6TCnTC9kKddgOLLTEnjgotEsGtuTP725jT9/Wk2JeQu3nj34xL3NDDGOxQDeFgQ01UN9GW11B4lpqIT6cmishoZqx6v5sOMRactRaLYA3p9mBbyrVky84yD3xC6O18y+kD8J0vMgJccxapeW60jG4pIDZdeFUNfzcHHoRTQp0wCz2ay7sGThEAFZtMjghyw6ZPBCVByycIiAiAOO9WqRxQtZylUPx9QB3Vj126n86cUvebPkMJ/8UMkf5w7mgrE9UbRu6ZCQBglp1MV0I3OAnzjsdse8teZjCVpbi+PRaJsN2lqor60mLS0NUEAxHJu7pjhG1GITwJh4/DU+1fHqhloBe66JgAz1XIa2Ek3KNCA5Wf83Blk4REAWLTL4IYsOGbwAebTI4EdRURFNTU26OIqLi1EUhUsvvTRoDn9eiB7ZCzaOk4UjwRjDkhHpXHnmGP74+lZ+99p3/HfTIf6xcDh9uqWIjcNgOPYIMxXIPeG/43KbICEhgOiDiyMcK4n1losMdUMEIn99qgA4N+aLBA4RkEWLDH7IokMGL0AeLZHkh0HnNgKR5IUsHAADuqfyylWT+MfC4Wwvq+es+9aw4pPdtLTawxaHLBwioDeOSPEiOlKmAbGx+m2ShUMEZNEigx+y6JDBC5BHy8nuh+s8r7i4OF0jFVpjCPXqUFnKVS9HcXExSUlJjBo1CoNB4eJT8jljcDZ3vLODO1ft4u0tZfzzvBGMLfB4gqCwOMLB4T7fMJQjZnq1yOKnXkRHyqKIIooooohCB7LTEnjw4jE8vmwcR5taueCRtfz5zW1YmmydHVoUJxk6Py08CdDa2hoxHCIgixYZ/JBFhwxegDxaTnY/XOd5xcTEsHTp0rDHIBqylGuwHK6jRj179vQ4anTGkO5M7JvJXat2Urx2P6t3VPL3c4dxxpATt1k4GfwI13xDf3GE43pRHHoRHSnTAOchr5HAIQKyaJHBD1l0yOAFyKMlkvyw27XNUQplDCIQTBzFxcXtCUGwHCLiCAQp8bHcNn8or/9yMumJRi5/ZgO/emETRywd5yvJouVkrh8irxfFoRdSJ2WKosxXFGWlyWSisbERi8VCfX09VqsVk8mEzWajqqoKVVUpLy8HHMckAJSXl6OqKlarFZvNhslkwmq1Ul9fj8ViobGxkbq6OlpaWqiursZut1NRUdGBw/l66NAhWltbqampoampCbPZTENDAw0NDZjNZpqamqipqaG1tZXKykqPHAcPHsRut1NdXU1LSwt1dXUBazpw4ACqqlJVVRW0psbGRsCxSV6wmpzzCyoqKoLW5ORwllMwmpwczrj0aHK+Bqrp6NGjXuueVk0Wi8Vr3dOqqb6+Xrcmu93utz3501RXV+e3PfnTVFtbq7ucTCaT5j7Cm6bW1lbNfYQ3TdXV1brq3uLFi5k5c2bA/Z6rJpPJFFS/56qpra1Nd3ty1o9A+z2j0diuyWw26+rLKysrqa+vD6qPmD17NkVFRfTr14/U1FTmzZvHxRdf7FXTsNwUnvzZAG6YNYBV2ys44+7Peeyjre0ajx49qqsvLysro6GhQXe/19DQ4Lc9XXjhhSxYsEBXe/KnqaGhQVdf7n4/COb+dODAAd2anPfYYBE9ZkkDWltbdU8AlIUj6sdxRL3oiKgfHREpfpyMXng7qmrJkiWd7qdzov/ixYs1X7On6ih/eP07vt1fy5T+Wfxj4XBy0+I6XYsoDhnaimxeBHvMktQjZbKgpqYmYjhEQBYtMvghiw4ZvAB5tET9EBuDCMjghQiOoqIiBgwYENA1/bJTePnKSfztnKFsKq3lzHu/4OGPdmC36xsUkcEPUZChnsvgRXSivwaIOAtLFg4RkEWLDH7IokMGL0AeLVE/xMYgAoHEEcoJ5p3lh8GgsHRSITMGZXPrG9u467ODfL7vKMvPH0G/bO2bzrpChvolCjLUcxm8iI6UaYDz+XIkcIiALFpk8EMWHTJ4AfJoifohNgYRkMELURx60DMjieKfj+fPswrYc+Qoc+9fw0Of7aG1LfAFHZHghxMy1HMZvIiOlGlAXl5exHCIgCxaZPBDFh0yeAHyaIn6ITYGEQgmDvcRMhn8FAFFUbjs9GEsmNCfv7y1jX9/sJP3t1bwn0UjGJSTppknUvwAOeq5DF5ER8o0QJYMXIYsHuTRIoMfsuiQwQuQR0vUD7ExiIAMXojiEIGysjK6pcbz8JKxPHTJGMrqrMx/4Evu+0j7UU2R5kdnXi+KQy+iSZkGyJKBy5DFgzxaZPBDFh0yeAHyaIn6ITYGEZDBC1EcIuAax9zhuay+YRpzhuVyz0e7WLDiS7YdNgfEISKOzoQM9VwGL6JJmQY491KJBA4RkEWLDH7IokMGL0AeLVE/xMYgAjJ4IYpDBNzj6Jocx/0XjWbl0rHUNLRw7oNfcffqXT5HzSLZj3BfL4pDL6JJmQZkZ2dHDIcIyKJFBj9k0SGDFyCPlqgfYmMQARm8EMUhAt7imD00h9W/ncr8kXnc//Fun6NmPwU/wnW9KA69iCZlGmAymSKGQwRk0SKDH7LokMELkEdL1A+xMYiADF6I4hABX3F0SYrjngtH8diycT5HzX4qfoTjelEcehFNyjQgLU37ahjZOURAFi0y+CGLDhm8AHm0RP0QG4MIyOCFKA4R0BLHrCHdO4yanfPgV+woqw+IQ0Qc4YAM9VwGL6JJmQboPctKJg4RkEWLDH7IokMGL0AeLVE/xMYgAjJ4IYpDBLTG4TpqdsTSzDkPfskDH++mtU3/OYuBxBFqyFDPZfAimpRpQFxcXMRwiIAsWmTwQxYdMngB8miJ+iE2BhGQwQtRHCIQaBzOUbOzhuVy1+pdnPfwWg6YbWGPI1SQoZ7L4EU0KdOAtra2iOEQAVm0yOCHLDpk8ALk0RL1Q2wMIiCDF6I4RCCYODKS43jgotE8ePEYDtVauWDlt6z8Yi9tOs7QPJn9EHm9KA69kDopUxRlvqIoK00mE42NjVgsFurr67FarZhMJmw2G1VVVaiqSnl5OXB887fy8nJUVcVqtWKz2TCZTFitVurr67FYLDQ2NlJXV0dLSwvV1dXY7fb25bBODudrdXU1ra2t1NTU0NTUhNlspqGhgYaGBsxmM01NTdTU1NDa2kplZaVHjiNHjmC326murqalpYW6urqANTn/XlVVFbQm5/BsZWVl0JqqqqoAx/LhYDU5OZzlFIwmJ4czLj2anK+BarLb7V7rnlZNbW1tXuteODXZ7Xa/7UlP3dOqqbm5WbempqYmzX2EN02tra26NTU2Nuoup4aGhoD7PVdNTU1Nusupra0tLO2ps+ueVk2qqurW5GxvwWg6e0Quz1w0gNP6duUf7/3Azx79mi17DwelSVVVKcpJVVVd5eR+PwhGkztHMJr0PgJVVFXfKfXhwLhx49QNGzYEdW1JSQmjRo3S9flWq5XExMSI4Ij6cRxRLzoi6kdHRIofUS/Ec8jiR2NjIx/8YOK2t7fTZle59ezBXDwhH0VRwhqHDH7IVjcURdmoquq4QK+XeqRMFlit1ojhEAFZtMjghyw6ZPAC5NES9UNsDCIggxeiOERARBxNTU2cN6YnH14/lTH5Gdz6xjaKnvqWCnNTWOMQARnquQxeRJMyDUhNTY0YDhGQRYsMfsiiQwYvQB4tUT/ExiACMnghikMERGrJ65LIM7+YwN/OGcr6fSbOvPcL/rdF2zmOkeJHpNSNaFKmAbW1tRHDIQKyaJHBD1l0yOAFyKMl6ofYGERABi9EcYiAaC0Gg8LSSYW8d90Uemcl8+sXN/ObFzdjbvS9QjNS/IiUuhFNyjSgW7duEcMhArJokcEPWXTI4AXIoyXqh9gYREAGL0RxiECotPTOSua1qydx46wBvLe1nDPv/YI1u4+ENA4RkKGey+BFNCnTAFkOOpXhsFSQR4sMfsiiQwYvQB4tUT/ExiACMnghikMEQqklNsbAr0/vzxvXnEpyfAxLn1jPbW9to8l24pYPkeJHpNSNaFKmAbm5uRHDIQKyaJHBD1l0yOAFyKMl6ofYGERABi9EcYhAOLQM75nOu7+ZQtHkQp7+upR5D5x4uHmk+BEpdSOalGmAc8+SSOAQAVm0yOCHLDpk8ALk0RL1Q2wMIiCDF6I4RCBcWhKMMdy+YCjPXjYBS5ONhQ99xUOf7WnfcDZS/IiUuhFNyjQgLy8vYjhEQBYtMvghiw4ZvAB5tET9EBuDCMjghSgOEQi3lin9u/HBdVOZNaQ7//5gJxetXMdBU2PE+BEpdSOalGmAc+fiSOAQAVm0yOCHLDpk8ALk0RL1Q2wMIiCDF6I4RKAztGQkx/HgxWO4a9FIdpTXM/e+NTz16TZk2ERehnouQ92IJmUakJOTEzEcIiCLFhn8kEWHDF6APFqifoiNQQRk8EIUhwh0lhZFUTh/bE/ev24Kg3JTuePDUn7zUglmq/7DzfUgXPW8uLiY4uLikMQgAtGkTAOOHPG+nPhk4xABWbTI4IcsOmTwAuTREvVDbAwiIIMXojhEoLO19OqaxEtXTuLqU3vw3tZy5t63hnU/1uiOKVjIUM9lqBuxnR3AyYCMjIyI4RABWbTI4IcsOmTwAuTREvVDbAwiIIMXojhEQAYtMQaFG88aylmjCrn+pc1c9Ng6rp7WlxtmDcAYE94xm1DXc+foWGlpaYffi4qKhMUgAtGRMg2wWCwRwyECsmiRwQ9ZdMjgBcijJeqH2BhEQAYvRHGIgCxaLBYLo3p14d3fTGHx2F48/NleLnh4LfurG3RzBxpHZ14vikMvoiNlGqD31HiZOERAFi0y+CGLDhm8AHm0RP0QG4MIyOCFKA4RkEWLkyM5PpZ/XTCC6QO7ccvrW5l7/xruWDCUC8b2RFEU3Z+jNY5QXe8cEfM0QiYqBhGQeqRMUZT5iqKsNJlMNDY2YrFYqK+v+C4c6wAAGXFJREFUx2q1YjKZsNlsVFVVoapq+6oJ5z4j5eXlqKqK1WrFZrNhMpmwWq3U19djsVhobGykrq6OlpYWqqur/7+9c4+Osy7z+OdJeqM1vaRJaAIsFKRSRG6tWind1cK6cleOq7gs4g2U5X5EVw664NE9664eFRRBLis3F8GKUCgqiu4ucrXQFlor0OVacmsSMklzncn89o95hyQloZN5n2aevvN8zslJ5s28T5/vZ37zy6/vOzMv2Wz2jU/zzdfIf29ubiaTydDe3k5/fz+pVIqenh56enpIpVL09/fT3t5OJpOhpaVlzBpNTU1ks1na2toYHByks7NzwpkaGxsJIdDa2lp0pt7eXgBaWlpiZ2pubo6dKf84xcmU/16KTIODg7EzDQwMxM7U398fO1M2m439OPX29sZ+nHp6emI/Ttu3b4899jKZTOyx19XVFXvspVKpWM+n7du3x34+DQ0NxX4+jRwjxc4R+fvHmSNGPmeKzRRCiD3vDQ4Oxp730ul07HkvnU6PepyOecd87vj0YRxSX8WXVj3NF255gpbXu3b5XJ5OpydlLq+oqKCiomLMx2msv9sTzZT/G1s0IQTzX0uWLAnFsm7duqL3zdPV1ZWYGu5jGHcxGvcxmqT4cBf6NcrBR2YoG374++fDAZeuCUf924PhiRfbx61hwYcVn3kXwNpQxHrH9JEyK1RWViamhgZWsljwYSWHBRdgJ4v70O1BAwsutGpoYCXLeDUqK4RzP/B2Vp1zFJUVwsd//ChX/u75N64EoI2FcW5hbPiirAAGBwcTU0MDK1ks+LCSw4ILsJPFfej2oIEFF1o1NLCSZWc1cm8COJqTD2vge797jk9c/xiNnX2x/92J9rGr99eqERdflBXAzJkzE1NDAytZLPiwksOCC7CTxX3o9qCBBRdaNTSwkqWQGlUzpvL9047gux87jE2vpTjuyof49cbm2P/2RPvYlftr1YiLL8oKoKurKzE1NLCSxYIPKzksuAA7WdyHbg8aWHChVUMDK1kmUuPUI/fmvgtW8FfVM/nCbU/ytbs30p8eit3DRPvYFftr1YiLL8oKoLq6OjE1NLCSxYIPKzksuAA7WdyHbg8aWHChVUMDK1kmWmNhzSx+cc5RnLViIbc+9jIfvvphXk3Fv0SThXFuYWz4oqwAWltbE1NDAytZLPiwksOCC7CTxX3o9qCBBRdaNTSwkqWYGtOmVHDZCQfzk0+/m9buAS55YBt3rn011oXNLYxzC2PDF2UFYOUiuBYulgp2sljwYSWHBRdgJ4v70O1BAwsutGpoYCVLnBofeEcdv7pwBYvmT+PLq57mwp+tp7u/uKNmFsa5hbHhi7ICyH+QXBJqaGAliwUfVnJYcAF2srgP3R40sOBCq4YGVrLErbHn7Blc8f75XPLBRax5pomTfvBHNr6WmvQ+LLjQwBdlBdDQ0JCYGhpYyWLBh5UcFlyAnSzuQ7cHDSy40KqhgZUsGjUqK4TzVh7I7Wctoz+d5dQfPcLNj7w0odOZFsa5hbHhi7ICsLICt7CKBztZLPiwksOCC7CTxX3o9qCBBRdaNTSwkkXTx3sWVnP/hSs4+sAaLl+9iS/c9iSp3sJOZ1oY5xbGRkkWZSJysYhsEpGNInK7iMwoRR+FYmUFbmEVD3ayWPBhJYcFF2Ani/vQ7UEDCy60amhgJYu2j+pZ07jxzKV89YTFPLi5leOveoh1r7y+y/uw6KIYJn1RJiJ7ARcAS0MIhwCVwGmT3cdEyF/wNAk1NLCSxYIPKzksuAA7WdyHbg8aWHChVUMDK1l2hQ8R4XMr9mfVOUchAn9/7aPc8NALb3k608I4tzA2SnX6cgqwh4hMAWYCpT9m+BbMnz8/MTU0sJLFgg8rOSy4ADtZ3IduDxpYcKFVQwMrWXalj9wlmlZwzOI6vrlmM2fdMv7pTAvj3MLYkDifK1L0PypyIfCvQB/wQAjh9DHuczZwNkB9ff2S+++/v6h/q729PbbogYEBpk+fnoga7mMYdzEa9zGapPhwF/o13MdoduYjhMB9z/Vw84YU82ZU8qXl1SyaP021D2sujjjiiCdDCEsnuv+kL8pEZB7wC+DjQCfwc2BVCOG28fZZunRpWLt2bVH/3vr16zn88MOL2jdPf38/M2bEe9mblRruYxh3MRr3MZqk+HAX+jXcx2gK9bH+1U7O+6+naE71c+nxi/nM8v0QEZU+rLkQkaIWZaU4fXks8GIIYVsIIQ3cBRxVgj4KZmBgIDE1NLCSxYIPKzksuAA7WdyHbg8aWHChVUMDK1km08fh+8xlzfkrWHlQHd+478+cc9tTdEUfNmthnFsYG6VYlL0CLBORmZJbIh8DbC5BHwUzZcqUxNTQwEoWCz6s5LDgAuxkcR+6PWhgwYVWDQ2sZJlsH3NmTuXHZyzhqycs5nebWzjxqtyHzVoY5xbGxqQvykIIjwOrgKeAZ6IerpvsPhzHcRzHmXzy78684/PLSA9lOfWaR7jzycZY185MCiV592UI4fIQwkEhhENCCGeEEEp/zPAtyGQyiamhgZUsFnxYyWHBBdjJ4j50e9DAggutGhpYyVJKH0v2rWbNBSt43/7z+fr9z3HRHevpGSiun93dRR7/RP8CiPtuDEs1NLCSxYIPKzksuAA7WdyHbg8aWHChVUMDK1lK7aN61jR+8ql3c9HK/bl3QyMfvvphtrR2T7hOElyAL8oKoqenJzE1NLCSxYIPKzksuAA7WdyHbg8aWHChVUMDK1ks+KioEM5YUsetn30vHT2DnPzDh7l3w8Q+vjQxLkrdwO7AnDlzElNDAytZLPiwksOCC7CTxX3o9qCBBRdaNTSwksWSj+Vvr2HNBSs4uH4259++jitWb2Iwky14f40eSo0vygqgvb09MTU0sJLFgg8rOSy4ADtZ3IduDxpYcKFVQwMrWaz5WDBnBrefvYzPHb2Qmx55iY/9+FEaO/sK3l+jh1Lii7IC2HPPPRNTQwMrWSz4sJLDgguwk8V96PaggQUXWjU0sJLFoo+plRV89cSDueb0I9nSup0Tf/BHHt7SVvD+Gj2UCl+UFUBjY/xLc1qpoYGVLBZ8WMlhwQXYyeI+dHvQwIILrRoaWMli2cdx76rnnvOWM3/WNM648XGu/sMWstmxPzYjKS58UVYADQ0NiamhgZUsFnxYyWHBBdjJ4j50e9DAggutGhpYyWLdxwG1b+Puc5dz4qENfPs3z3L2rWvHvKh5Ulz4oqwArKzALaziwU4WCz6s5LDgAuxkcR+6PWhgwYVWDQ2sZNkdfMyaPoUrTzucK046mP9+dhsn/fCP/Lmxq+D9NXqYLHxRVgBWVuAWVvFgJ4sFH1ZyWHABdrK4D90eNLDgQquGBlay7C4+RIRPLV/IHZ9fxkBmiFOveZhfrtta8P4aPUwGvigrgObm5sTU0MBKFgs+rOSw4ALsZHEfuj1oYMGFVg0NrGTZ3Xws2beae88/mkP3nsvFd2zg8ns2MpjJJsaF6UWZiJwkItd1dHTQ29tLd3c3XV1d9PX10dHRQTqdprW1lRACTU1NwPDhx6amJkII9PX1kU6n6ejooK+vj66uLrq7u+nt7aWzs5PBwUHa2trIZocf1HyNkYcyM5kM7e3t9Pf3k0ql6Onpoaenh1QqRX9/P+3t7WQyGVpaWsasEUIgm83S1tbG4OAgnZ2dE840NDRECIHW1taiM/X29gLQ0tJSdKahoSEgN4CLzZSvkX+cismUr5HvK06m/PeJZqqtrR137BWaqaamZtyxV2im6urq2Jmy2exOn087yzR37tydPp92lmnOnDmxH6eqqqqC54jxMmUymYLniPEyzZo1K/bYmzlz5oTnvZGZqqqqipr3RmYaGhqK/XyaO3duUfPeyEzz5s2LNZe3tLRQXV0de44IIcSay5uamqitrY01lzc2NlJXVxd73qurq4s1lxc77+2Yqa6uruA5YvZUuOojb+czy/fl5kdf5hPXP0Zzqn9Cc8RYmXb8m1JMpvzf2KIJIZj/WrJkSSiWdevWFb1vnm3btiWmhvsYxl2Mxn2MJik+3IV+DfcxmlL6WL3+tbD4a78KR379N+HxF9pL0sNI8i6AtaGI9Y7pI2VWmD17dmJqaGAliwUfVnJYcAF2srgP3R40sOBCq4YGVrLs7j5OOqyBu89dTtUeU/mH6x/j5kdeIrcmmrweNPFFWQHEPhxpqIYGVrJY8GElhwUXYCeL+9DtQQMLLrRqaGAlSxJ8LNqzilvOeBd/s6iWy1dv4os/30B/emhSe9DCF2UFMG3atMTU0MBKFgs+rOSw4ALsZHEfuj1oYMGFVg0NrGRJio+a2TO5/pNLuejYA7nrqdf46LWPsPX1iS2yLLjwRVkB5F/8l4QaGljJYsGHlRwWXICdLO5DtwcNLLjQqqGBlSxJ8TE0NERFhXDRsYu48cylvNzey0kFXJ5JswcNfFFWAMWen7ZYQwMrWSz4sJLDgguwk8V96PaggQUXWjU0sJIlKT5G7n/M4j1Zfd7R1FZN54wbH+eGh14oqL4FF74oK4CpU6cmpoYGVrJY8GElhwUXYCeL+9DtQQMLLrRqaGAlS1J87Lj/wppZ3PVPy/ngwQv45prNXHzHevoG3/pImAUXvigrgL6+vsTU0MBKFgs+rOSw4ALsZHEfuj1oYMGFVg0NrGRJio+x9n/b9Clc849HcskHF3HPhsadvs7MggtflBVAVVVVYmpoYCWLBR9WclhwAXayuA/dHjSw4EKrhgZWsiTFx3j7iwjnrTyQG89cyisdudeZPfFixy7pQQNflBXA66+/npgaGljJYsGHlRwWXICdLO5DtwcNLLjQqqGBlSxJ8bGz/VcelHud2X41s6ieNfZpSgsuppS6gd2B2traxNTQwEoWCz6s5LDgAuxkcR+6PWhgwYVWDQ2sZEmKj0L2X1gzi7vOOQoR2SU9aOBHygrAyoVOLVwsFexkseDDSg4LLsBOFveh24MGFlxo1dDASpak+Ch0//EWZBo9aOCLsgKor69PTA0NrGSx4MNKDgsuwE4W96HbgwYWXGjV0MBKlqT4SIoLX5QVQP6K8UmooYGVLBZ8WMlhwQXYyeI+dHvQwIILrRoaWMmSFB9JcWF6USYiJ4nIdR0dHfT29tLd3U1XVxd9fX10dHSQTqdpbW0lhEBTUxMwLLWpqYkQAn19faTTaTo6Oujr66Orq4vu7m56e3vp7OxkcHCQtrY2stnsG4cu8zXy3ysrK8lkMrS3t9Pf308qlaKnp4eenh5SqRT9/f20t7eTyWRoaWkZs0ZFRQXZbJa2tjYGBwfp7OyccCYRIYRAa2tr0Zny1/ZqaWkpOlOe5ubmojPlyT9OxWTKk+8rTqb894lmqq+vH3fsFZppwYIF4469QjPV1dXFzpTNZnf6fNpZppqamp0+n3aWqbq6OvbjNG/evILniPEyZTKZgueI8TLNmTMn9tirqqqa8Lw3MtO8efOKmvdGZhoaGor9fKqpqSlq3huZqba2NtZc3tLSQl1dXew5IoQQay5vamqivr4+1lze2NhIQ0ND7HmvoaEh1lxe7Ly3Y6aGhoZYc3meYufyEMIbpzbjZIp9/cwQgvmvJUuWhGJZt25d0fvmaWxsTEwN9zGMuxiN+xhNUny4C/0a7mM0FnxYcwGsDUWsd0wfKbPCggULElNDAytZLPiwksOCC7CTxX3o9qCBBRdaNTSwkiUpPpLiwhdlBbBt27bE1NDAShYLPqzksOAC7GRxH7o9aGDBhVYNDaxkSYqPpLjwRVkBzJs3LzE1NLCSxYIPKzksuAA7WdyHbg8aWHChVUMDK1mS4iMpLnxRVgDd3d2JqaGBlSwWfFjJYcEF2MniPnR70MCCC60aGljJkhQfSXHhi7IC2GOPPRJTQwMrWSz4sJLDgguwk8V96PaggQUXWjU0sJIlKT6S4sIXZQWQTqcTU0MDK1ks+LCSw4ILsJPFfej2oIEFF1o1NLCSJSk+kuLCF2UF8FaXZdjdamhgJYsFH1ZyWHABdrK4D90eNLDgQquGBlayJMVHUlz4oqwAKisrE1NDAytZLPiwksOCC7CTxX3o9qCBBRdaNTSwkiUpPpLiQnKfcWYbEdkGvFzk7jVAW8wW5gCphNRwH8O4i9G4j9EkxYe70K/hPkZjwYc1F/uGEGonvHcxnzi7O31R5Kfq7lDjugTVcB/uwn2UkQ934T7KwUdSXPjpy8K4N0E1NLCSxYIPKzksuAA7WdyHbg8aWHChVUMDK1mS4iMRLnaL05dxEJG1IYSlpe7DCu5jGHcxGvcxGvcxjLsYjfsYjfsYJq6LcjhSdl2pGzCG+xjGXYzGfYzGfQzjLkbjPkbjPoaJ5SLxR8ocx3Ecx3F2B8rhSJnjOI7jOI55Er0oE5EPicizIrJFRL5S6n4mExHZR0T+ICKbRWSTiFwYba8Wkd+KyPPR99JfgXUSEZFKEVknIvdFtxeKyOORjztEZFqpe5wsRGSuiKwSkb9E4+R95To+ROTi6HmyUURuF5EZ5TQ2ROQ/RaRVRDaO2DbmWJAcV0Xz6tMicmTpOt81jOPj29Fz5WkR+aWIzB3xu0sjH8+KyN+Vputdw1guRvzuEhEJIlIT3S7LsRFtPz96/DeJyH+M2D6hsZHYRZmIVAJXA8cBBwOfEJGDS9vVpJIBvhhCWAwsA86N8n8FeDCEcCDwYHS7nLgQ2Dzi9r8D34t8vA58tiRdlYYrgV+HEA4CDiPnpezGh4jsBVwALA0hHAJUAqdRXmPjJuBDO2wbbywcBxwYfZ0NXDNJPU4mN/FmH78FDgkhHAo8B1wKEM2rpwHvjPb5UfT3JyncxJtdICL7AH8LvDJic1mODRH5AHAKcGgI4Z3Ad6LtEx4biV2UAe8BtoQQXgghDAI/IyetLAghNIUQnop+7ib3B3cvcg5uju52M/Dh0nQ4+YjI3sAJwA3RbQFWAquiu5SNDxGZDfw1cCNACGEwhNBJ+Y6PKcAeIjIFmAk0UUZjI4Twv0DHDpvHGwunALeEHI8Bc0WkfnI6nRzG8hFCeCCEkIluPgbsHf18CvCzEMJACOFFYAu5vz+JYJyxAfA94MvAyBeml+XYAM4BvhVCGIju0xptn/DYSPKibC/g1RG3t0bbyg4R2Q84Angc2DOE0AS5hRtQV7rOJp3vk5tEstHt+UDniIm2nMbI/sA24CfR6dwbRGQWZTg+Qgivkfuf7SvkFmMp4EnKd2zkGW8s+NwKnwF+Ff1cdj5E5GTgtRDChh1+VXYuIhYBK6KXO/yPiLw72j5hH0lelI11ZdGye6upiLwN+AVwUQihq9T9lAoRORFoDSE8OXLzGHctlzEyBTgSuCaEcATQQxmcqhyL6LVSpwALgQZgFrnTMDtSLmNjZ5Tz8wYRuYzcy0N+mt80xt0S60NEZgKXAf8y1q/H2JZYFyOYAswj91KhLwF3RmdiJuwjyYuyrcA+I27vDTSWqJeSICJTyS3IfhpCuCva3JI/nBx9bx1v/4SxHDhZRF4idyp7JbkjZ3OjU1ZQXmNkK7A1hPB4dHsVuUVaOY6PY4EXQwjbQghp4C7gKMp3bOQZbyyU7dwqImcCJwKnh+HPkyo3HweQ+w/Mhmg+3Rt4SkQWUH4u8mwF7opO2z5B7mxMDUX4SPKi7E/AgdE7qKaRe7Hd6hL3NGlEq/Qbgc0hhO+O+NVq4Mzo5zOBeya7t1IQQrg0hLB3CGE/cmPh9yGE04E/AB+N7lZOPpqBV0XkHdGmY4A/U57j4xVgmYjMjJ43eRdlOTZGMN5YWA18Mnqn3TIglT/NmWRE5EPAPwMnhxB6R/xqNXCaiEwXkYXkXuT+RCl6nAxCCM+EEOpCCPtF8+lW4MhoTinLsQHcTe4/+ojIImAauYuST3xsxL34puUv4Hhy75L5P+CyUvczydmPJneY9GlgffR1PLnXUT0IPB99ry51ryVw837gvujn/aMnyRbg58D0Uvc3iR4OB9ZGY+Rucoffy3J8AF8H/gJsBG4FppfT2ABuJ/d6ujS5P7KfHW8skDslc3U0rz5D7l2rJc8wCT62kHt9UH4+vXbE/S+LfDwLHFfq/ne1ix1+/xJQU+ZjYxpwWzR/PAWsLHZs+Cf6O47jOI7jGCDJpy8dx3Ecx3F2G3xR5jiO4ziOYwBflDmO4ziO4xjAF2WO4ziO4zgG8EWZ4ziO4ziOAXxR5jhOIhGRC0Rks4j8dOf3dhzHKT3+kRiO4yQSEfkLuc8FerHUvTiO4xSCHylzHCdxiMi15D78dbWIpETkVhH5vYg8LyJnRfd5f3Tx4DtF5DkR+ZaInC4iT4jIMyJyQGlTOI5TbviRMsdxEkl0Xb6lwHnAR8hdLHgWsA54L7CI3JUMFgMdwAvADSGEy0XkQmBhCOGiErTuOE6Z4kfKHMcpB+4JIfSFENrIXdPyPdH2P4UQmkIIA+QuhfJAtP0ZYL/Jb9NxnHLGF2WO45QDO54SyN8eGLEtO+J2Fpiyq5tyHMcZiS/KHMcpB04RkRkiMp/cBen/VOJ+HMdx3oQvyhzHKQeeANYAjwHfCCE0lrgfx3GcN+Ev9HccJ9GIyBXA9hDCd0rdi+M4zlvhR8ocx3Ecx3EM4EfKHMdxHMdxDOBHyhzHcRzHcQzgizLHcRzHcRwD+KLMcRzHcRzHAL4ocxzHcRzHMYAvyhzHcRzHcQzgizLHcRzHcRwD/D8rEd60DysqJAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "show('fpm', 'mph', rides, 'Speed (miles per hour) versus Ride Grade (feet per mile)')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "So, I average a little under 14 mph when the overall route is fairly flat, with a lot of variability from 12 to 16 mph, depending more on my level of effort (and maybe the wind) than on the grade of the road. But when the grade is steeper than 50 ft/mile, my speed falls off quickly: down to 12mph at 80 ft/mile;  11 mph at 100 ft/mile; and around 10 mph at 120 ft/mile. Note that 120 ft/mile is only 2.3% grade, but if you figure a typical route is 1/3 up, 1/3 down, and 1/3 flat, then that's 6.9% average grade on the up part.\n",
    "\n",
    "I can use this to predict the time of a ride.  For example, if I'm in  La Honda and want to get to Pescadero, which is faster: the [coast route](https://www.google.com/maps/dir/La+Honda,+California/Pescadero,+California/@37.2905834,-122.3896683,12z/data=!4m19!4m18!1m10!1m1!1s0x808faed4dc6265bd:0x51a109d3306a7219!2m2!1d-122.274227!2d37.3190255!3m4!1m2!1d-122.4039496!2d37.3116594!3s0x808f062b7d7585e7:0x942480c22f110b74!1m5!1m1!1s0x808f00b4b613c4c1:0x43c609077878b77!2m2!1d-122.3830152!2d37.2551636!3e1) (15.7 miles, 361 ft climb), or the  [creek route](https://www.google.com/maps/dir/La+Honda,+California/Pescadero,+California/@37.2905834,-122.3896683,12z/data=!4m19!4m18!1m10!1m1!1s0x808faed4dc6265bd:0x51a109d3306a7219!2m2!1d-122.274227!2d37.3190255!3m4!1m2!1d-122.3658887!2d37.2538867!3s0x808f00acf265bd43:0xb7e2a0c9ee355c3a!1m5!1m1!1s0x808f00b4b613c4c1:0x43c609077878b77!2m2!1d-122.3830152!2d37.2551636!3e1) (13.5 miles, 853 ft climb)? We can estimate:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'Coast: 70 min, Creek: 64 min.'"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "f'Coast: {estimate(15.7, 361):.0f} min, Creek: {estimate(13.5, 853):.0f} min.'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This predicts the shorter but steeper creek route would be about 6 minutes faster (whereas Google Maps predicts the creek route would be 80 minutes, 2 more than the coast route—I guess Google lacks confidence in my climbing ability).  This is all good to know, but other factors (like the scenery and whether I want to stop at the San Gregorio store) are probably more important in making the choice."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# VAM\n",
    "\n",
    "Climbing speed measured by vertical ascent per hour is known as [VAM](https://en.wikipedia.org/wiki/VAM_%28bicycling%29), which stands for *velocità ascensionale media* (for native Campagnolo speakers) or *mean ascent velocity* (for SRAM) or 平均上昇率 (for Shimano). The theory is that for steepish climbs, most of your power is going into lifting against gravity, so your VAM should be about constant no matter what the grade in that range. (For flatish rides power is spent on wind and rolling resistance, and for the steepest of rides, in my experience,  power goes largely to cursing *sotto voce*, as they say in Italian.) \n",
    "\n",
    "Here's a plot of my VAM versus grade over short segments:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "show('pct', 'vam', segments, 'VAM (vertical feet per hour) versus segment grade in percent')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Champion cyclists sprint at over 6000 ft/hour and can sustain [over 4000 ft/hour for 7 hours](https://www.strava.com/activities/4996833865).  My VAM numbers range mostly from 1500 to 3000 ft/hour, biut I can sustain the higher numbers for only a couple of minutes:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>title</th>\n",
       "      <th>hours</th>\n",
       "      <th>miles</th>\n",
       "      <th>feet</th>\n",
       "      <th>mph</th>\n",
       "      <th>vam</th>\n",
       "      <th>fpm</th>\n",
       "      <th>pct</th>\n",
       "      <th>kms</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Davenport Kicker</td>\n",
       "      <td>0.0214</td>\n",
       "      <td>0.24</td>\n",
       "      <td>74</td>\n",
       "      <td>11.21</td>\n",
       "      <td>3458.0</td>\n",
       "      <td>308.0</td>\n",
       "      <td>5.84</td>\n",
       "      <td>0.39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>Limantour Spit</td>\n",
       "      <td>0.0886</td>\n",
       "      <td>0.47</td>\n",
       "      <td>303</td>\n",
       "      <td>5.30</td>\n",
       "      <td>3420.0</td>\n",
       "      <td>645.0</td>\n",
       "      <td>12.21</td>\n",
       "      <td>0.76</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>103</th>\n",
       "      <td>Westridge 3min</td>\n",
       "      <td>0.0781</td>\n",
       "      <td>0.37</td>\n",
       "      <td>240</td>\n",
       "      <td>4.74</td>\n",
       "      <td>3073.0</td>\n",
       "      <td>649.0</td>\n",
       "      <td>12.29</td>\n",
       "      <td>0.60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>Tunitas flattens</td>\n",
       "      <td>0.0544</td>\n",
       "      <td>0.42</td>\n",
       "      <td>166</td>\n",
       "      <td>7.72</td>\n",
       "      <td>3051.0</td>\n",
       "      <td>395.0</td>\n",
       "      <td>7.49</td>\n",
       "      <td>0.68</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>Tunitas flattens</td>\n",
       "      <td>0.0569</td>\n",
       "      <td>0.42</td>\n",
       "      <td>166</td>\n",
       "      <td>7.38</td>\n",
       "      <td>2917.0</td>\n",
       "      <td>395.0</td>\n",
       "      <td>7.49</td>\n",
       "      <td>0.68</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>Old La Honda Mile 1</td>\n",
       "      <td>0.1339</td>\n",
       "      <td>0.99</td>\n",
       "      <td>370</td>\n",
       "      <td>7.39</td>\n",
       "      <td>2763.0</td>\n",
       "      <td>374.0</td>\n",
       "      <td>7.08</td>\n",
       "      <td>1.59</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101</th>\n",
       "      <td>Westridge</td>\n",
       "      <td>0.1411</td>\n",
       "      <td>0.68</td>\n",
       "      <td>385</td>\n",
       "      <td>4.82</td>\n",
       "      <td>2729.0</td>\n",
       "      <td>566.0</td>\n",
       "      <td>10.72</td>\n",
       "      <td>1.09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>Pomponio Creek</td>\n",
       "      <td>0.0464</td>\n",
       "      <td>0.38</td>\n",
       "      <td>122</td>\n",
       "      <td>8.19</td>\n",
       "      <td>2629.0</td>\n",
       "      <td>321.0</td>\n",
       "      <td>6.08</td>\n",
       "      <td>0.61</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>Old La Honda (Bridge to Stop)</td>\n",
       "      <td>0.4783</td>\n",
       "      <td>3.33</td>\n",
       "      <td>1255</td>\n",
       "      <td>6.96</td>\n",
       "      <td>2624.0</td>\n",
       "      <td>377.0</td>\n",
       "      <td>7.14</td>\n",
       "      <td>5.36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>Stirrup to Moon</td>\n",
       "      <td>0.0614</td>\n",
       "      <td>0.36</td>\n",
       "      <td>159</td>\n",
       "      <td>5.86</td>\n",
       "      <td>2590.0</td>\n",
       "      <td>442.0</td>\n",
       "      <td>8.36</td>\n",
       "      <td>0.58</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>104</th>\n",
       "      <td>Westridge 3min</td>\n",
       "      <td>0.0931</td>\n",
       "      <td>0.37</td>\n",
       "      <td>240</td>\n",
       "      <td>3.97</td>\n",
       "      <td>2578.0</td>\n",
       "      <td>649.0</td>\n",
       "      <td>12.29</td>\n",
       "      <td>0.60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>Redwood Gulch hits</td>\n",
       "      <td>0.0600</td>\n",
       "      <td>0.18</td>\n",
       "      <td>151</td>\n",
       "      <td>3.00</td>\n",
       "      <td>2517.0</td>\n",
       "      <td>839.0</td>\n",
       "      <td>15.89</td>\n",
       "      <td>0.29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>Pomponio Creek</td>\n",
       "      <td>0.0486</td>\n",
       "      <td>0.38</td>\n",
       "      <td>122</td>\n",
       "      <td>7.82</td>\n",
       "      <td>2510.0</td>\n",
       "      <td>321.0</td>\n",
       "      <td>6.08</td>\n",
       "      <td>0.61</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>Old La Honda (Bridge to Stop)</td>\n",
       "      <td>0.5089</td>\n",
       "      <td>3.33</td>\n",
       "      <td>1255</td>\n",
       "      <td>6.54</td>\n",
       "      <td>2466.0</td>\n",
       "      <td>377.0</td>\n",
       "      <td>7.14</td>\n",
       "      <td>5.36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Joaquin</td>\n",
       "      <td>0.1053</td>\n",
       "      <td>0.33</td>\n",
       "      <td>254</td>\n",
       "      <td>3.13</td>\n",
       "      <td>2412.0</td>\n",
       "      <td>770.0</td>\n",
       "      <td>14.58</td>\n",
       "      <td>0.53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>Page Mill to Ventana</td>\n",
       "      <td>0.0817</td>\n",
       "      <td>0.47</td>\n",
       "      <td>196</td>\n",
       "      <td>5.75</td>\n",
       "      <td>2399.0</td>\n",
       "      <td>417.0</td>\n",
       "      <td>7.90</td>\n",
       "      <td>0.76</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>Page Mill to Moody</td>\n",
       "      <td>0.0472</td>\n",
       "      <td>0.21</td>\n",
       "      <td>112</td>\n",
       "      <td>4.45</td>\n",
       "      <td>2373.0</td>\n",
       "      <td>533.0</td>\n",
       "      <td>10.10</td>\n",
       "      <td>0.34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>109</th>\n",
       "      <td>Woodland Way</td>\n",
       "      <td>0.0267</td>\n",
       "      <td>0.13</td>\n",
       "      <td>63</td>\n",
       "      <td>4.87</td>\n",
       "      <td>2360.0</td>\n",
       "      <td>485.0</td>\n",
       "      <td>9.18</td>\n",
       "      <td>0.21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>102</th>\n",
       "      <td>Westridge</td>\n",
       "      <td>0.1644</td>\n",
       "      <td>0.68</td>\n",
       "      <td>385</td>\n",
       "      <td>4.14</td>\n",
       "      <td>2342.0</td>\n",
       "      <td>566.0</td>\n",
       "      <td>10.72</td>\n",
       "      <td>1.09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>Redwood Gulch wall</td>\n",
       "      <td>0.1108</td>\n",
       "      <td>0.43</td>\n",
       "      <td>258</td>\n",
       "      <td>3.88</td>\n",
       "      <td>2329.0</td>\n",
       "      <td>600.0</td>\n",
       "      <td>11.36</td>\n",
       "      <td>0.69</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                             title   hours  miles  feet    mph     vam    fpm  \\\n",
       "18                Davenport Kicker  0.0214   0.24    74  11.21  3458.0  308.0   \n",
       "39                  Limantour Spit  0.0886   0.47   303   5.30  3420.0  645.0   \n",
       "103                 Westridge 3min  0.0781   0.37   240   4.74  3073.0  649.0   \n",
       "90                Tunitas flattens  0.0544   0.42   166   7.72  3051.0  395.0   \n",
       "91                Tunitas flattens  0.0569   0.42   166   7.38  2917.0  395.0   \n",
       "51             Old La Honda Mile 1  0.1339   0.99   370   7.39  2763.0  374.0   \n",
       "101                      Westridge  0.1411   0.68   385   4.82  2729.0  566.0   \n",
       "60                  Pomponio Creek  0.0464   0.38   122   8.19  2629.0  321.0   \n",
       "49   Old La Honda (Bridge to Stop)  0.4783   3.33  1255   6.96  2624.0  377.0   \n",
       "80                 Stirrup to Moon  0.0614   0.36   159   5.86  2590.0  442.0   \n",
       "104                 Westridge 3min  0.0931   0.37   240   3.97  2578.0  649.0   \n",
       "63              Redwood Gulch hits  0.0600   0.18   151   3.00  2517.0  839.0   \n",
       "61                  Pomponio Creek  0.0486   0.38   122   7.82  2510.0  321.0   \n",
       "50   Old La Honda (Bridge to Stop)  0.5089   3.33  1255   6.54  2466.0  377.0   \n",
       "29                         Joaquin  0.1053   0.33   254   3.13  2412.0  770.0   \n",
       "55            Page Mill to Ventana  0.0817   0.47   196   5.75  2399.0  417.0   \n",
       "53              Page Mill to Moody  0.0472   0.21   112   4.45  2373.0  533.0   \n",
       "109                   Woodland Way  0.0267   0.13    63   4.87  2360.0  485.0   \n",
       "102                      Westridge  0.1644   0.68   385   4.14  2342.0  566.0   \n",
       "64              Redwood Gulch wall  0.1108   0.43   258   3.88  2329.0  600.0   \n",
       "\n",
       "       pct   kms  \n",
       "18    5.84  0.39  \n",
       "39   12.21  0.76  \n",
       "103  12.29  0.60  \n",
       "90    7.49  0.68  \n",
       "91    7.49  0.68  \n",
       "51    7.08  1.59  \n",
       "101  10.72  1.09  \n",
       "60    6.08  0.61  \n",
       "49    7.14  5.36  \n",
       "80    8.36  0.58  \n",
       "104  12.29  0.60  \n",
       "63   15.89  0.29  \n",
       "61    6.08  0.61  \n",
       "50    7.14  5.36  \n",
       "29   14.58  0.53  \n",
       "55    7.90  0.76  \n",
       "53   10.10  0.34  \n",
       "109   9.18  0.21  \n",
       "102  10.72  1.09  \n",
       "64   11.36  0.69  "
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "top(segments, 'vam')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "On segments that are at least a kilometer long my VAM tops out at about 2700 ft/hour:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>title</th>\n",
       "      <th>hours</th>\n",
       "      <th>miles</th>\n",
       "      <th>feet</th>\n",
       "      <th>mph</th>\n",
       "      <th>vam</th>\n",
       "      <th>fpm</th>\n",
       "      <th>pct</th>\n",
       "      <th>kms</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>Old La Honda Mile 1</td>\n",
       "      <td>0.1339</td>\n",
       "      <td>0.99</td>\n",
       "      <td>370</td>\n",
       "      <td>7.39</td>\n",
       "      <td>2763.0</td>\n",
       "      <td>374.0</td>\n",
       "      <td>7.08</td>\n",
       "      <td>1.59</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101</th>\n",
       "      <td>Westridge</td>\n",
       "      <td>0.1411</td>\n",
       "      <td>0.68</td>\n",
       "      <td>385</td>\n",
       "      <td>4.82</td>\n",
       "      <td>2729.0</td>\n",
       "      <td>566.0</td>\n",
       "      <td>10.72</td>\n",
       "      <td>1.09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>Old La Honda (Bridge to Stop)</td>\n",
       "      <td>0.4783</td>\n",
       "      <td>3.33</td>\n",
       "      <td>1255</td>\n",
       "      <td>6.96</td>\n",
       "      <td>2624.0</td>\n",
       "      <td>377.0</td>\n",
       "      <td>7.14</td>\n",
       "      <td>5.36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>Old La Honda (Bridge to Stop)</td>\n",
       "      <td>0.5089</td>\n",
       "      <td>3.33</td>\n",
       "      <td>1255</td>\n",
       "      <td>6.54</td>\n",
       "      <td>2466.0</td>\n",
       "      <td>377.0</td>\n",
       "      <td>7.14</td>\n",
       "      <td>5.36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>102</th>\n",
       "      <td>Westridge</td>\n",
       "      <td>0.1644</td>\n",
       "      <td>0.68</td>\n",
       "      <td>385</td>\n",
       "      <td>4.14</td>\n",
       "      <td>2342.0</td>\n",
       "      <td>566.0</td>\n",
       "      <td>10.72</td>\n",
       "      <td>1.09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>Old La Honda Mile 1</td>\n",
       "      <td>0.1600</td>\n",
       "      <td>0.99</td>\n",
       "      <td>370</td>\n",
       "      <td>6.19</td>\n",
       "      <td>2312.0</td>\n",
       "      <td>374.0</td>\n",
       "      <td>7.08</td>\n",
       "      <td>1.59</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Canon to No Cycling</td>\n",
       "      <td>0.0872</td>\n",
       "      <td>0.75</td>\n",
       "      <td>198</td>\n",
       "      <td>8.60</td>\n",
       "      <td>2271.0</td>\n",
       "      <td>264.0</td>\n",
       "      <td>5.00</td>\n",
       "      <td>1.21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Huddart</td>\n",
       "      <td>0.1708</td>\n",
       "      <td>0.92</td>\n",
       "      <td>385</td>\n",
       "      <td>5.39</td>\n",
       "      <td>2254.0</td>\n",
       "      <td>418.0</td>\n",
       "      <td>7.93</td>\n",
       "      <td>1.48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>Tunitas steep</td>\n",
       "      <td>0.2708</td>\n",
       "      <td>1.20</td>\n",
       "      <td>599</td>\n",
       "      <td>4.43</td>\n",
       "      <td>2212.0</td>\n",
       "      <td>499.0</td>\n",
       "      <td>9.45</td>\n",
       "      <td>1.93</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>110</th>\n",
       "      <td>Woodside Climb</td>\n",
       "      <td>0.1347</td>\n",
       "      <td>1.71</td>\n",
       "      <td>295</td>\n",
       "      <td>12.69</td>\n",
       "      <td>2190.0</td>\n",
       "      <td>173.0</td>\n",
       "      <td>3.27</td>\n",
       "      <td>2.75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>Lower Redwood Gulch</td>\n",
       "      <td>0.2167</td>\n",
       "      <td>1.03</td>\n",
       "      <td>474</td>\n",
       "      <td>4.75</td>\n",
       "      <td>2187.0</td>\n",
       "      <td>460.0</td>\n",
       "      <td>8.72</td>\n",
       "      <td>1.66</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>West Alpine switchback</td>\n",
       "      <td>0.1489</td>\n",
       "      <td>0.78</td>\n",
       "      <td>322</td>\n",
       "      <td>5.24</td>\n",
       "      <td>2163.0</td>\n",
       "      <td>413.0</td>\n",
       "      <td>7.82</td>\n",
       "      <td>1.26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>Lobitas Creek</td>\n",
       "      <td>0.2042</td>\n",
       "      <td>0.96</td>\n",
       "      <td>430</td>\n",
       "      <td>4.70</td>\n",
       "      <td>2106.0</td>\n",
       "      <td>448.0</td>\n",
       "      <td>8.48</td>\n",
       "      <td>1.54</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Canon to No Cycling</td>\n",
       "      <td>0.0947</td>\n",
       "      <td>0.75</td>\n",
       "      <td>198</td>\n",
       "      <td>7.92</td>\n",
       "      <td>2091.0</td>\n",
       "      <td>264.0</td>\n",
       "      <td>5.00</td>\n",
       "      <td>1.21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Huddart</td>\n",
       "      <td>0.1883</td>\n",
       "      <td>0.92</td>\n",
       "      <td>385</td>\n",
       "      <td>4.89</td>\n",
       "      <td>2045.0</td>\n",
       "      <td>418.0</td>\n",
       "      <td>7.93</td>\n",
       "      <td>1.48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>Tunitas steep</td>\n",
       "      <td>0.2964</td>\n",
       "      <td>1.20</td>\n",
       "      <td>599</td>\n",
       "      <td>4.05</td>\n",
       "      <td>2021.0</td>\n",
       "      <td>499.0</td>\n",
       "      <td>9.45</td>\n",
       "      <td>1.93</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>Sand Gill Sharon-top</td>\n",
       "      <td>0.0675</td>\n",
       "      <td>0.85</td>\n",
       "      <td>136</td>\n",
       "      <td>12.59</td>\n",
       "      <td>2015.0</td>\n",
       "      <td>160.0</td>\n",
       "      <td>3.03</td>\n",
       "      <td>1.37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>111</th>\n",
       "      <td>Woodside Climb</td>\n",
       "      <td>0.1500</td>\n",
       "      <td>1.71</td>\n",
       "      <td>295</td>\n",
       "      <td>11.40</td>\n",
       "      <td>1967.0</td>\n",
       "      <td>173.0</td>\n",
       "      <td>3.27</td>\n",
       "      <td>2.75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>Kings Greer to Skyline</td>\n",
       "      <td>0.7814</td>\n",
       "      <td>3.92</td>\n",
       "      <td>1536</td>\n",
       "      <td>5.02</td>\n",
       "      <td>1966.0</td>\n",
       "      <td>392.0</td>\n",
       "      <td>7.42</td>\n",
       "      <td>6.31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>Stage Rd</td>\n",
       "      <td>0.1933</td>\n",
       "      <td>1.01</td>\n",
       "      <td>373</td>\n",
       "      <td>5.23</td>\n",
       "      <td>1930.0</td>\n",
       "      <td>369.0</td>\n",
       "      <td>6.99</td>\n",
       "      <td>1.63</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                             title   hours  miles  feet    mph     vam    fpm  \\\n",
       "51             Old La Honda Mile 1  0.1339   0.99   370   7.39  2763.0  374.0   \n",
       "101                      Westridge  0.1411   0.68   385   4.82  2729.0  566.0   \n",
       "49   Old La Honda (Bridge to Stop)  0.4783   3.33  1255   6.96  2624.0  377.0   \n",
       "50   Old La Honda (Bridge to Stop)  0.5089   3.33  1255   6.54  2466.0  377.0   \n",
       "102                      Westridge  0.1644   0.68   385   4.14  2342.0  566.0   \n",
       "52             Old La Honda Mile 1  0.1600   0.99   370   6.19  2312.0  374.0   \n",
       "16             Canon to No Cycling  0.0872   0.75   198   8.60  2271.0  264.0   \n",
       "27                         Huddart  0.1708   0.92   385   5.39  2254.0  418.0   \n",
       "94                   Tunitas steep  0.2708   1.20   599   4.43  2212.0  499.0   \n",
       "110                 Woodside Climb  0.1347   1.71   295  12.69  2190.0  173.0   \n",
       "42             Lower Redwood Gulch  0.2167   1.03   474   4.75  2187.0  460.0   \n",
       "98          West Alpine switchback  0.1489   0.78   322   5.24  2163.0  413.0   \n",
       "41                   Lobitas Creek  0.2042   0.96   430   4.70  2106.0  448.0   \n",
       "17             Canon to No Cycling  0.0947   0.75   198   7.92  2091.0  264.0   \n",
       "28                         Huddart  0.1883   0.92   385   4.89  2045.0  418.0   \n",
       "95                   Tunitas steep  0.2964   1.20   599   4.05  2021.0  499.0   \n",
       "65            Sand Gill Sharon-top  0.0675   0.85   136  12.59  2015.0  160.0   \n",
       "111                 Woodside Climb  0.1500   1.71   295  11.40  1967.0  173.0   \n",
       "37          Kings Greer to Skyline  0.7814   3.92  1536   5.02  1966.0  392.0   \n",
       "72                        Stage Rd  0.1933   1.01   373   5.23  1930.0  369.0   \n",
       "\n",
       "       pct   kms  \n",
       "51    7.08  1.59  \n",
       "101  10.72  1.09  \n",
       "49    7.14  5.36  \n",
       "50    7.14  5.36  \n",
       "102  10.72  1.09  \n",
       "52    7.08  1.59  \n",
       "16    5.00  1.21  \n",
       "27    7.93  1.48  \n",
       "94    9.45  1.93  \n",
       "110   3.27  2.75  \n",
       "42    8.72  1.66  \n",
       "98    7.82  1.26  \n",
       "41    8.48  1.54  \n",
       "17    5.00  1.21  \n",
       "28    7.93  1.48  \n",
       "95    9.45  1.93  \n",
       "65    3.03  1.37  \n",
       "111   3.27  2.75  \n",
       "37    7.42  6.31  \n",
       "72    6.99  1.63  "
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "top(segments[segments['kms'] > 1], 'vam')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "I can also look at VAM numbers for complete rides. I would expect the ride numbers to be half the segment numbers (or less) since most of my rides are circuits where I return to the start, and thus no more than half the ride is climbing. Sure enough, the best I can do is about 1300 ft/hour:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>date</th>\n",
       "      <th>year</th>\n",
       "      <th>title</th>\n",
       "      <th>hours</th>\n",
       "      <th>miles</th>\n",
       "      <th>feet</th>\n",
       "      <th>mph</th>\n",
       "      <th>vam</th>\n",
       "      <th>fpm</th>\n",
       "      <th>pct</th>\n",
       "      <th>kms</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>223</th>\n",
       "      <td>Sun, 11/29</td>\n",
       "      <td>2015</td>\n",
       "      <td>Mt. Hamilton</td>\n",
       "      <td>3.6800</td>\n",
       "      <td>37.00</td>\n",
       "      <td>4902</td>\n",
       "      <td>10.05</td>\n",
       "      <td>1332.0</td>\n",
       "      <td>132.0</td>\n",
       "      <td>2.51</td>\n",
       "      <td>59.53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Fri, 4/2</td>\n",
       "      <td>2021</td>\n",
       "      <td>Everesting 5: climb 2×(OLH + WOLH)</td>\n",
       "      <td>3.2750</td>\n",
       "      <td>31.48</td>\n",
       "      <td>4344</td>\n",
       "      <td>9.61</td>\n",
       "      <td>1326.0</td>\n",
       "      <td>138.0</td>\n",
       "      <td>2.61</td>\n",
       "      <td>50.65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Mon, 3/29</td>\n",
       "      <td>2021</td>\n",
       "      <td>Everesting 1: Mt Diablo</td>\n",
       "      <td>2.5964</td>\n",
       "      <td>22.22</td>\n",
       "      <td>3406</td>\n",
       "      <td>8.56</td>\n",
       "      <td>1312.0</td>\n",
       "      <td>153.0</td>\n",
       "      <td>2.90</td>\n",
       "      <td>35.75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Tue, 3/30</td>\n",
       "      <td>2021</td>\n",
       "      <td>Everesting 2: Kings + WOLH + OLH</td>\n",
       "      <td>3.3414</td>\n",
       "      <td>35.99</td>\n",
       "      <td>4377</td>\n",
       "      <td>10.77</td>\n",
       "      <td>1310.0</td>\n",
       "      <td>122.0</td>\n",
       "      <td>2.30</td>\n",
       "      <td>57.91</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>230</th>\n",
       "      <td>Sat, 11/25</td>\n",
       "      <td>2017</td>\n",
       "      <td>Mt. Hamilton</td>\n",
       "      <td>3.6894</td>\n",
       "      <td>36.65</td>\n",
       "      <td>4806</td>\n",
       "      <td>9.93</td>\n",
       "      <td>1303.0</td>\n",
       "      <td>131.0</td>\n",
       "      <td>2.48</td>\n",
       "      <td>58.97</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>212</th>\n",
       "      <td>Sun, 12/1</td>\n",
       "      <td>2013</td>\n",
       "      <td>Mt. Hamilton</td>\n",
       "      <td>3.7836</td>\n",
       "      <td>37.56</td>\n",
       "      <td>4921</td>\n",
       "      <td>9.93</td>\n",
       "      <td>1301.0</td>\n",
       "      <td>131.0</td>\n",
       "      <td>2.48</td>\n",
       "      <td>60.43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>190</th>\n",
       "      <td>Fri, 10/30</td>\n",
       "      <td>2015</td>\n",
       "      <td>OLH / West Alpine</td>\n",
       "      <td>3.4794</td>\n",
       "      <td>39.51</td>\n",
       "      <td>4505</td>\n",
       "      <td>11.36</td>\n",
       "      <td>1295.0</td>\n",
       "      <td>114.0</td>\n",
       "      <td>2.16</td>\n",
       "      <td>63.57</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>Sat, 4/26</td>\n",
       "      <td>2014</td>\n",
       "      <td>OLH / Tunitas Creek</td>\n",
       "      <td>5.2572</td>\n",
       "      <td>58.69</td>\n",
       "      <td>6742</td>\n",
       "      <td>11.16</td>\n",
       "      <td>1282.0</td>\n",
       "      <td>115.0</td>\n",
       "      <td>2.18</td>\n",
       "      <td>94.43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>Sat, 4/18</td>\n",
       "      <td>2015</td>\n",
       "      <td>Tunitas + Lobitos Creeks</td>\n",
       "      <td>5.2439</td>\n",
       "      <td>61.27</td>\n",
       "      <td>6611</td>\n",
       "      <td>11.68</td>\n",
       "      <td>1261.0</td>\n",
       "      <td>108.0</td>\n",
       "      <td>2.04</td>\n",
       "      <td>98.58</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>Wed, 10/14</td>\n",
       "      <td>2015</td>\n",
       "      <td>Half Moon Bay</td>\n",
       "      <td>6.1319</td>\n",
       "      <td>72.97</td>\n",
       "      <td>7644</td>\n",
       "      <td>11.90</td>\n",
       "      <td>1247.0</td>\n",
       "      <td>105.0</td>\n",
       "      <td>1.98</td>\n",
       "      <td>117.41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>Sun, 6/4</td>\n",
       "      <td>2017</td>\n",
       "      <td>Sequoia Challenge</td>\n",
       "      <td>6.2903</td>\n",
       "      <td>66.52</td>\n",
       "      <td>7520</td>\n",
       "      <td>10.58</td>\n",
       "      <td>1195.0</td>\n",
       "      <td>113.0</td>\n",
       "      <td>2.14</td>\n",
       "      <td>107.03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>145</th>\n",
       "      <td>Sat, 7/25</td>\n",
       "      <td>2015</td>\n",
       "      <td>Palo Alto, California</td>\n",
       "      <td>4.0408</td>\n",
       "      <td>43.62</td>\n",
       "      <td>4819</td>\n",
       "      <td>10.79</td>\n",
       "      <td>1193.0</td>\n",
       "      <td>110.0</td>\n",
       "      <td>2.09</td>\n",
       "      <td>70.18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>Sat, 10/11</td>\n",
       "      <td>2014</td>\n",
       "      <td>OLH / Tunitas</td>\n",
       "      <td>5.0897</td>\n",
       "      <td>58.29</td>\n",
       "      <td>6044</td>\n",
       "      <td>11.45</td>\n",
       "      <td>1187.0</td>\n",
       "      <td>104.0</td>\n",
       "      <td>1.96</td>\n",
       "      <td>93.79</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100</th>\n",
       "      <td>Sat, 8/13</td>\n",
       "      <td>2016</td>\n",
       "      <td>Petaluma / Point Reyes</td>\n",
       "      <td>4.5033</td>\n",
       "      <td>54.75</td>\n",
       "      <td>5286</td>\n",
       "      <td>12.16</td>\n",
       "      <td>1174.0</td>\n",
       "      <td>97.0</td>\n",
       "      <td>1.83</td>\n",
       "      <td>88.09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>Fri, 8/28</td>\n",
       "      <td>2015</td>\n",
       "      <td>Pescadaro via OLH</td>\n",
       "      <td>5.3142</td>\n",
       "      <td>66.01</td>\n",
       "      <td>6137</td>\n",
       "      <td>12.42</td>\n",
       "      <td>1155.0</td>\n",
       "      <td>93.0</td>\n",
       "      <td>1.76</td>\n",
       "      <td>106.21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Sun, 4/4</td>\n",
       "      <td>2021</td>\n",
       "      <td>Everesting 7: Mill Creek / Morrison Canyon</td>\n",
       "      <td>3.0794</td>\n",
       "      <td>29.38</td>\n",
       "      <td>3517</td>\n",
       "      <td>9.54</td>\n",
       "      <td>1142.0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>2.27</td>\n",
       "      <td>47.27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>Wed, 6/18</td>\n",
       "      <td>2014</td>\n",
       "      <td>Sierra to the Sea Day 4</td>\n",
       "      <td>4.9647</td>\n",
       "      <td>57.64</td>\n",
       "      <td>5561</td>\n",
       "      <td>11.61</td>\n",
       "      <td>1120.0</td>\n",
       "      <td>96.0</td>\n",
       "      <td>1.83</td>\n",
       "      <td>92.74</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>Sun, 6/3</td>\n",
       "      <td>2018</td>\n",
       "      <td>The Sequoia</td>\n",
       "      <td>5.9708</td>\n",
       "      <td>64.92</td>\n",
       "      <td>6677</td>\n",
       "      <td>10.87</td>\n",
       "      <td>1118.0</td>\n",
       "      <td>103.0</td>\n",
       "      <td>1.95</td>\n",
       "      <td>104.46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>286</th>\n",
       "      <td>Sat, 5/9</td>\n",
       "      <td>2015</td>\n",
       "      <td>OLH</td>\n",
       "      <td>2.5047</td>\n",
       "      <td>32.33</td>\n",
       "      <td>2788</td>\n",
       "      <td>12.91</td>\n",
       "      <td>1113.0</td>\n",
       "      <td>86.0</td>\n",
       "      <td>1.63</td>\n",
       "      <td>52.02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>205</th>\n",
       "      <td>Sat, 9/12</td>\n",
       "      <td>2015</td>\n",
       "      <td>Morning Ride</td>\n",
       "      <td>3.1008</td>\n",
       "      <td>38.20</td>\n",
       "      <td>3342</td>\n",
       "      <td>12.32</td>\n",
       "      <td>1078.0</td>\n",
       "      <td>87.0</td>\n",
       "      <td>1.66</td>\n",
       "      <td>61.46</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           date  year                                       title   hours  \\\n",
       "223  Sun, 11/29  2015                                Mt. Hamilton  3.6800   \n",
       "7      Fri, 4/2  2021          Everesting 5: climb 2×(OLH + WOLH)  3.2750   \n",
       "11    Mon, 3/29  2021                     Everesting 1: Mt Diablo  2.5964   \n",
       "10    Tue, 3/30  2021            Everesting 2: Kings + WOLH + OLH  3.3414   \n",
       "230  Sat, 11/25  2017                                Mt. Hamilton  3.6894   \n",
       "212   Sun, 12/1  2013                                Mt. Hamilton  3.7836   \n",
       "190  Fri, 10/30  2015                           OLH / West Alpine  3.4794   \n",
       "89    Sat, 4/26  2014                         OLH / Tunitas Creek  5.2572   \n",
       "80    Sat, 4/18  2015                    Tunitas + Lobitos Creeks  5.2439   \n",
       "64   Wed, 10/14  2015                               Half Moon Bay  6.1319   \n",
       "70     Sun, 6/4  2017                           Sequoia Challenge  6.2903   \n",
       "145   Sat, 7/25  2015                       Palo Alto, California  4.0408   \n",
       "91   Sat, 10/11  2014                               OLH / Tunitas  5.0897   \n",
       "100   Sat, 8/13  2016                      Petaluma / Point Reyes  4.5033   \n",
       "72    Fri, 8/28  2015                           Pescadaro via OLH  5.3142   \n",
       "5      Sun, 4/4  2021  Everesting 7: Mill Creek / Morrison Canyon  3.0794   \n",
       "93    Wed, 6/18  2014                     Sierra to the Sea Day 4  4.9647   \n",
       "74     Sun, 6/3  2018                                 The Sequoia  5.9708   \n",
       "286    Sat, 5/9  2015                                         OLH  2.5047   \n",
       "205   Sat, 9/12  2015                                Morning Ride  3.1008   \n",
       "\n",
       "     miles  feet    mph     vam    fpm   pct     kms  \n",
       "223  37.00  4902  10.05  1332.0  132.0  2.51   59.53  \n",
       "7    31.48  4344   9.61  1326.0  138.0  2.61   50.65  \n",
       "11   22.22  3406   8.56  1312.0  153.0  2.90   35.75  \n",
       "10   35.99  4377  10.77  1310.0  122.0  2.30   57.91  \n",
       "230  36.65  4806   9.93  1303.0  131.0  2.48   58.97  \n",
       "212  37.56  4921   9.93  1301.0  131.0  2.48   60.43  \n",
       "190  39.51  4505  11.36  1295.0  114.0  2.16   63.57  \n",
       "89   58.69  6742  11.16  1282.0  115.0  2.18   94.43  \n",
       "80   61.27  6611  11.68  1261.0  108.0  2.04   98.58  \n",
       "64   72.97  7644  11.90  1247.0  105.0  1.98  117.41  \n",
       "70   66.52  7520  10.58  1195.0  113.0  2.14  107.03  \n",
       "145  43.62  4819  10.79  1193.0  110.0  2.09   70.18  \n",
       "91   58.29  6044  11.45  1187.0  104.0  1.96   93.79  \n",
       "100  54.75  5286  12.16  1174.0   97.0  1.83   88.09  \n",
       "72   66.01  6137  12.42  1155.0   93.0  1.76  106.21  \n",
       "5    29.38  3517   9.54  1142.0  120.0  2.27   47.27  \n",
       "93   57.64  5561  11.61  1120.0   96.0  1.83   92.74  \n",
       "74   64.92  6677  10.87  1118.0  103.0  1.95  104.46  \n",
       "286  32.33  2788  12.91  1113.0   86.0  1.63   52.02  \n",
       "205  38.20  3342  12.32  1078.0   87.0  1.66   61.46  "
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "top(rides, 'vam')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Exploring the Data: `rides` and `segments`\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>year</th>\n",
       "      <th>hours</th>\n",
       "      <th>miles</th>\n",
       "      <th>feet</th>\n",
       "      <th>mph</th>\n",
       "      <th>vam</th>\n",
       "      <th>fpm</th>\n",
       "      <th>pct</th>\n",
       "      <th>kms</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>491.000000</td>\n",
       "      <td>491.000000</td>\n",
       "      <td>491.000000</td>\n",
       "      <td>491.000000</td>\n",
       "      <td>491.000000</td>\n",
       "      <td>491.000000</td>\n",
       "      <td>491.000000</td>\n",
       "      <td>491.000000</td>\n",
       "      <td>491.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>2016.509165</td>\n",
       "      <td>3.140550</td>\n",
       "      <td>40.354990</td>\n",
       "      <td>1672.439919</td>\n",
       "      <td>13.025703</td>\n",
       "      <td>510.706721</td>\n",
       "      <td>40.873727</td>\n",
       "      <td>0.773951</td>\n",
       "      <td>64.931079</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>1.948683</td>\n",
       "      <td>1.311238</td>\n",
       "      <td>15.951748</td>\n",
       "      <td>1370.960494</td>\n",
       "      <td>1.281094</td>\n",
       "      <td>295.110833</td>\n",
       "      <td>27.278315</td>\n",
       "      <td>0.516556</td>\n",
       "      <td>25.666323</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>2012.000000</td>\n",
       "      <td>1.540000</td>\n",
       "      <td>20.960000</td>\n",
       "      <td>68.000000</td>\n",
       "      <td>8.560000</td>\n",
       "      <td>33.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>0.050000</td>\n",
       "      <td>33.720000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>2015.000000</td>\n",
       "      <td>2.151700</td>\n",
       "      <td>28.135000</td>\n",
       "      <td>674.000000</td>\n",
       "      <td>12.275000</td>\n",
       "      <td>260.500000</td>\n",
       "      <td>19.000000</td>\n",
       "      <td>0.370000</td>\n",
       "      <td>45.270000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>2016.000000</td>\n",
       "      <td>2.690000</td>\n",
       "      <td>35.180000</td>\n",
       "      <td>1293.000000</td>\n",
       "      <td>13.200000</td>\n",
       "      <td>488.000000</td>\n",
       "      <td>36.000000</td>\n",
       "      <td>0.680000</td>\n",
       "      <td>56.600000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>2018.000000</td>\n",
       "      <td>3.672350</td>\n",
       "      <td>45.750000</td>\n",
       "      <td>2139.500000</td>\n",
       "      <td>13.800000</td>\n",
       "      <td>688.500000</td>\n",
       "      <td>54.000000</td>\n",
       "      <td>1.030000</td>\n",
       "      <td>73.610000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>2021.000000</td>\n",
       "      <td>8.137500</td>\n",
       "      <td>101.000000</td>\n",
       "      <td>7644.000000</td>\n",
       "      <td>16.770000</td>\n",
       "      <td>1332.000000</td>\n",
       "      <td>153.000000</td>\n",
       "      <td>2.900000</td>\n",
       "      <td>162.510000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              year       hours       miles         feet         mph  \\\n",
       "count   491.000000  491.000000  491.000000   491.000000  491.000000   \n",
       "mean   2016.509165    3.140550   40.354990  1672.439919   13.025703   \n",
       "std       1.948683    1.311238   15.951748  1370.960494    1.281094   \n",
       "min    2012.000000    1.540000   20.960000    68.000000    8.560000   \n",
       "25%    2015.000000    2.151700   28.135000   674.000000   12.275000   \n",
       "50%    2016.000000    2.690000   35.180000  1293.000000   13.200000   \n",
       "75%    2018.000000    3.672350   45.750000  2139.500000   13.800000   \n",
       "max    2021.000000    8.137500  101.000000  7644.000000   16.770000   \n",
       "\n",
       "               vam         fpm         pct         kms  \n",
       "count   491.000000  491.000000  491.000000  491.000000  \n",
       "mean    510.706721   40.873727    0.773951   64.931079  \n",
       "std     295.110833   27.278315    0.516556   25.666323  \n",
       "min      33.000000    3.000000    0.050000   33.720000  \n",
       "25%     260.500000   19.000000    0.370000   45.270000  \n",
       "50%     488.000000   36.000000    0.680000   56.600000  \n",
       "75%     688.500000   54.000000    1.030000   73.610000  \n",
       "max    1332.000000  153.000000    2.900000  162.510000  "
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rides.describe() # Summary statistics for the rides"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>hours</th>\n",
       "      <th>miles</th>\n",
       "      <th>feet</th>\n",
       "      <th>mph</th>\n",
       "      <th>vam</th>\n",
       "      <th>fpm</th>\n",
       "      <th>pct</th>\n",
       "      <th>kms</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>112.000000</td>\n",
       "      <td>112.000000</td>\n",
       "      <td>112.000000</td>\n",
       "      <td>112.000000</td>\n",
       "      <td>112.000000</td>\n",
       "      <td>112.000000</td>\n",
       "      <td>112.000000</td>\n",
       "      <td>112.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>0.165926</td>\n",
       "      <td>1.092411</td>\n",
       "      <td>305.714286</td>\n",
       "      <td>7.598036</td>\n",
       "      <td>1925.205357</td>\n",
       "      <td>332.535714</td>\n",
       "      <td>6.298304</td>\n",
       "      <td>1.757589</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>0.186767</td>\n",
       "      <td>1.045180</td>\n",
       "      <td>317.077688</td>\n",
       "      <td>3.888749</td>\n",
       "      <td>508.502237</td>\n",
       "      <td>184.101663</td>\n",
       "      <td>3.487190</td>\n",
       "      <td>1.681245</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.021400</td>\n",
       "      <td>0.130000</td>\n",
       "      <td>35.000000</td>\n",
       "      <td>2.110000</td>\n",
       "      <td>377.000000</td>\n",
       "      <td>18.000000</td>\n",
       "      <td>0.350000</td>\n",
       "      <td>0.210000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>0.066100</td>\n",
       "      <td>0.467500</td>\n",
       "      <td>121.250000</td>\n",
       "      <td>4.835000</td>\n",
       "      <td>1583.500000</td>\n",
       "      <td>188.750000</td>\n",
       "      <td>3.570000</td>\n",
       "      <td>0.755000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>0.107900</td>\n",
       "      <td>0.770000</td>\n",
       "      <td>196.000000</td>\n",
       "      <td>6.150000</td>\n",
       "      <td>1913.000000</td>\n",
       "      <td>325.000000</td>\n",
       "      <td>6.160000</td>\n",
       "      <td>1.240000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>0.181925</td>\n",
       "      <td>1.240000</td>\n",
       "      <td>370.000000</td>\n",
       "      <td>10.712500</td>\n",
       "      <td>2228.500000</td>\n",
       "      <td>431.500000</td>\n",
       "      <td>8.165000</td>\n",
       "      <td>1.992500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>1.390600</td>\n",
       "      <td>7.380000</td>\n",
       "      <td>1887.000000</td>\n",
       "      <td>20.470000</td>\n",
       "      <td>3458.000000</td>\n",
       "      <td>839.000000</td>\n",
       "      <td>15.890000</td>\n",
       "      <td>11.870000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            hours       miles         feet         mph          vam  \\\n",
       "count  112.000000  112.000000   112.000000  112.000000   112.000000   \n",
       "mean     0.165926    1.092411   305.714286    7.598036  1925.205357   \n",
       "std      0.186767    1.045180   317.077688    3.888749   508.502237   \n",
       "min      0.021400    0.130000    35.000000    2.110000   377.000000   \n",
       "25%      0.066100    0.467500   121.250000    4.835000  1583.500000   \n",
       "50%      0.107900    0.770000   196.000000    6.150000  1913.000000   \n",
       "75%      0.181925    1.240000   370.000000   10.712500  2228.500000   \n",
       "max      1.390600    7.380000  1887.000000   20.470000  3458.000000   \n",
       "\n",
       "              fpm         pct         kms  \n",
       "count  112.000000  112.000000  112.000000  \n",
       "mean   332.535714    6.298304    1.757589  \n",
       "std    184.101663    3.487190    1.681245  \n",
       "min     18.000000    0.350000    0.210000  \n",
       "25%    188.750000    3.570000    0.755000  \n",
       "50%    325.000000    6.160000    1.240000  \n",
       "75%    431.500000    8.165000    1.992500  \n",
       "max    839.000000   15.890000   11.870000  "
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "segments.describe() # Summary statistics for the segments"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
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       "    }\n",
       "\n",
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>date</th>\n",
       "      <th>year</th>\n",
       "      <th>title</th>\n",
       "      <th>hours</th>\n",
       "      <th>miles</th>\n",
       "      <th>feet</th>\n",
       "      <th>mph</th>\n",
       "      <th>vam</th>\n",
       "      <th>fpm</th>\n",
       "      <th>pct</th>\n",
       "      <th>kms</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>229</th>\n",
       "      <td>Sun, 5/22</td>\n",
       "      <td>2016</td>\n",
       "      <td>Canada</td>\n",
       "      <td>2.1867</td>\n",
       "      <td>36.68</td>\n",
       "      <td>1332</td>\n",
       "      <td>16.77</td>\n",
       "      <td>609.0</td>\n",
       "      <td>36.0</td>\n",
       "      <td>0.69</td>\n",
       "      <td>59.02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>253</th>\n",
       "      <td>Wed, 9/13</td>\n",
       "      <td>2017</td>\n",
       "      <td>Healdburg / Jimtown</td>\n",
       "      <td>2.1342</td>\n",
       "      <td>34.45</td>\n",
       "      <td>912</td>\n",
       "      <td>16.14</td>\n",
       "      <td>427.0</td>\n",
       "      <td>26.0</td>\n",
       "      <td>0.50</td>\n",
       "      <td>55.43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>474</th>\n",
       "      <td>Sat, 1/25</td>\n",
       "      <td>2014</td>\n",
       "      <td>Woodside</td>\n",
       "      <td>1.5606</td>\n",
       "      <td>25.08</td>\n",
       "      <td>1243</td>\n",
       "      <td>16.07</td>\n",
       "      <td>796.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0.94</td>\n",
       "      <td>40.35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>483</th>\n",
       "      <td>Sat, 4/11</td>\n",
       "      <td>2015</td>\n",
       "      <td>Woodside</td>\n",
       "      <td>1.5400</td>\n",
       "      <td>24.73</td>\n",
       "      <td>1035</td>\n",
       "      <td>16.06</td>\n",
       "      <td>672.0</td>\n",
       "      <td>42.0</td>\n",
       "      <td>0.79</td>\n",
       "      <td>39.79</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>434</th>\n",
       "      <td>Sun, 1/18</td>\n",
       "      <td>2015</td>\n",
       "      <td>Woodside</td>\n",
       "      <td>1.6378</td>\n",
       "      <td>26.02</td>\n",
       "      <td>1257</td>\n",
       "      <td>15.89</td>\n",
       "      <td>767.0</td>\n",
       "      <td>48.0</td>\n",
       "      <td>0.91</td>\n",
       "      <td>41.87</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>472</th>\n",
       "      <td>Fri, 6/24</td>\n",
       "      <td>2016</td>\n",
       "      <td>Foothill Expway</td>\n",
       "      <td>1.5903</td>\n",
       "      <td>25.11</td>\n",
       "      <td>623</td>\n",
       "      <td>15.79</td>\n",
       "      <td>392.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>0.47</td>\n",
       "      <td>40.40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>273</th>\n",
       "      <td>Sun, 1/26</td>\n",
       "      <td>2014</td>\n",
       "      <td>Canada Rd</td>\n",
       "      <td>2.0997</td>\n",
       "      <td>33.12</td>\n",
       "      <td>1446</td>\n",
       "      <td>15.77</td>\n",
       "      <td>689.0</td>\n",
       "      <td>44.0</td>\n",
       "      <td>0.83</td>\n",
       "      <td>53.29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>297</th>\n",
       "      <td>Sun, 4/12</td>\n",
       "      <td>2015</td>\n",
       "      <td>Palo Alto Cycling</td>\n",
       "      <td>2.0303</td>\n",
       "      <td>31.76</td>\n",
       "      <td>1210</td>\n",
       "      <td>15.64</td>\n",
       "      <td>596.0</td>\n",
       "      <td>38.0</td>\n",
       "      <td>0.72</td>\n",
       "      <td>51.10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>139</th>\n",
       "      <td>Sun, 10/15</td>\n",
       "      <td>2017</td>\n",
       "      <td>Los Gatos</td>\n",
       "      <td>2.8647</td>\n",
       "      <td>44.71</td>\n",
       "      <td>1437</td>\n",
       "      <td>15.61</td>\n",
       "      <td>502.0</td>\n",
       "      <td>32.0</td>\n",
       "      <td>0.61</td>\n",
       "      <td>71.94</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>396</th>\n",
       "      <td>Sun, 2/28</td>\n",
       "      <td>2016</td>\n",
       "      <td>Woodside Loop</td>\n",
       "      <td>1.7261</td>\n",
       "      <td>26.93</td>\n",
       "      <td>843</td>\n",
       "      <td>15.60</td>\n",
       "      <td>488.0</td>\n",
       "      <td>31.0</td>\n",
       "      <td>0.59</td>\n",
       "      <td>43.33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>Sun, 8/5</td>\n",
       "      <td>2018</td>\n",
       "      <td>Bike Ride Northwest Day 1</td>\n",
       "      <td>3.5783</td>\n",
       "      <td>55.77</td>\n",
       "      <td>1824</td>\n",
       "      <td>15.59</td>\n",
       "      <td>510.0</td>\n",
       "      <td>33.0</td>\n",
       "      <td>0.62</td>\n",
       "      <td>89.73</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114</th>\n",
       "      <td>Sun, 6/26</td>\n",
       "      <td>2016</td>\n",
       "      <td>Los Gatos</td>\n",
       "      <td>3.2758</td>\n",
       "      <td>50.78</td>\n",
       "      <td>1181</td>\n",
       "      <td>15.50</td>\n",
       "      <td>361.0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>0.44</td>\n",
       "      <td>81.71</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>480</th>\n",
       "      <td>Sun, 1/19</td>\n",
       "      <td>2014</td>\n",
       "      <td>Palo Alto, CA</td>\n",
       "      <td>1.6153</td>\n",
       "      <td>25.01</td>\n",
       "      <td>1201</td>\n",
       "      <td>15.48</td>\n",
       "      <td>744.0</td>\n",
       "      <td>48.0</td>\n",
       "      <td>0.91</td>\n",
       "      <td>40.24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>131</th>\n",
       "      <td>Mon, 1/19</td>\n",
       "      <td>2015</td>\n",
       "      <td>Canada Rd, etc.</td>\n",
       "      <td>2.9539</td>\n",
       "      <td>45.64</td>\n",
       "      <td>1836</td>\n",
       "      <td>15.45</td>\n",
       "      <td>622.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>0.76</td>\n",
       "      <td>73.43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>252</th>\n",
       "      <td>Sun, 12/6</td>\n",
       "      <td>2015</td>\n",
       "      <td>Canada Rd</td>\n",
       "      <td>2.2514</td>\n",
       "      <td>34.67</td>\n",
       "      <td>1237</td>\n",
       "      <td>15.40</td>\n",
       "      <td>549.0</td>\n",
       "      <td>36.0</td>\n",
       "      <td>0.68</td>\n",
       "      <td>55.78</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>303</th>\n",
       "      <td>Tue, 6/18</td>\n",
       "      <td>2013</td>\n",
       "      <td>work etc (headwinds)</td>\n",
       "      <td>2.0594</td>\n",
       "      <td>31.48</td>\n",
       "      <td>809</td>\n",
       "      <td>15.29</td>\n",
       "      <td>393.0</td>\n",
       "      <td>26.0</td>\n",
       "      <td>0.49</td>\n",
       "      <td>50.65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>144</th>\n",
       "      <td>Fri, 9/23</td>\n",
       "      <td>2016</td>\n",
       "      <td>Los Gatos</td>\n",
       "      <td>2.8894</td>\n",
       "      <td>43.93</td>\n",
       "      <td>1339</td>\n",
       "      <td>15.20</td>\n",
       "      <td>463.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>0.58</td>\n",
       "      <td>70.68</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>Sat, 7/9</td>\n",
       "      <td>2016</td>\n",
       "      <td>Santa Cruz</td>\n",
       "      <td>3.8397</td>\n",
       "      <td>58.23</td>\n",
       "      <td>4042</td>\n",
       "      <td>15.17</td>\n",
       "      <td>1053.0</td>\n",
       "      <td>69.0</td>\n",
       "      <td>1.31</td>\n",
       "      <td>93.69</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>161</th>\n",
       "      <td>Sun, 8/7</td>\n",
       "      <td>2016</td>\n",
       "      <td>Canada</td>\n",
       "      <td>2.7161</td>\n",
       "      <td>41.19</td>\n",
       "      <td>1526</td>\n",
       "      <td>15.17</td>\n",
       "      <td>562.0</td>\n",
       "      <td>37.0</td>\n",
       "      <td>0.70</td>\n",
       "      <td>66.27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>392</th>\n",
       "      <td>Mon, 3/30</td>\n",
       "      <td>2015</td>\n",
       "      <td>Woodside Loop</td>\n",
       "      <td>1.7961</td>\n",
       "      <td>27.22</td>\n",
       "      <td>1081</td>\n",
       "      <td>15.16</td>\n",
       "      <td>602.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>0.75</td>\n",
       "      <td>43.80</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           date  year                      title   hours  miles  feet    mph  \\\n",
       "229   Sun, 5/22  2016                     Canada  2.1867  36.68  1332  16.77   \n",
       "253   Wed, 9/13  2017        Healdburg / Jimtown  2.1342  34.45   912  16.14   \n",
       "474   Sat, 1/25  2014                   Woodside  1.5606  25.08  1243  16.07   \n",
       "483   Sat, 4/11  2015                   Woodside  1.5400  24.73  1035  16.06   \n",
       "434   Sun, 1/18  2015                   Woodside  1.6378  26.02  1257  15.89   \n",
       "472   Fri, 6/24  2016            Foothill Expway  1.5903  25.11   623  15.79   \n",
       "273   Sun, 1/26  2014                  Canada Rd  2.0997  33.12  1446  15.77   \n",
       "297   Sun, 4/12  2015          Palo Alto Cycling  2.0303  31.76  1210  15.64   \n",
       "139  Sun, 10/15  2017                  Los Gatos  2.8647  44.71  1437  15.61   \n",
       "396   Sun, 2/28  2016              Woodside Loop  1.7261  26.93   843  15.60   \n",
       "99     Sun, 8/5  2018  Bike Ride Northwest Day 1  3.5783  55.77  1824  15.59   \n",
       "114   Sun, 6/26  2016                  Los Gatos  3.2758  50.78  1181  15.50   \n",
       "480   Sun, 1/19  2014              Palo Alto, CA  1.6153  25.01  1201  15.48   \n",
       "131   Mon, 1/19  2015            Canada Rd, etc.  2.9539  45.64  1836  15.45   \n",
       "252   Sun, 12/6  2015                  Canada Rd  2.2514  34.67  1237  15.40   \n",
       "303   Tue, 6/18  2013       work etc (headwinds)  2.0594  31.48   809  15.29   \n",
       "144   Fri, 9/23  2016                  Los Gatos  2.8894  43.93  1339  15.20   \n",
       "92     Sat, 7/9  2016                 Santa Cruz  3.8397  58.23  4042  15.17   \n",
       "161    Sun, 8/7  2016                     Canada  2.7161  41.19  1526  15.17   \n",
       "392   Mon, 3/30  2015              Woodside Loop  1.7961  27.22  1081  15.16   \n",
       "\n",
       "        vam   fpm   pct    kms  \n",
       "229   609.0  36.0  0.69  59.02  \n",
       "253   427.0  26.0  0.50  55.43  \n",
       "474   796.0  50.0  0.94  40.35  \n",
       "483   672.0  42.0  0.79  39.79  \n",
       "434   767.0  48.0  0.91  41.87  \n",
       "472   392.0  25.0  0.47  40.40  \n",
       "273   689.0  44.0  0.83  53.29  \n",
       "297   596.0  38.0  0.72  51.10  \n",
       "139   502.0  32.0  0.61  71.94  \n",
       "396   488.0  31.0  0.59  43.33  \n",
       "99    510.0  33.0  0.62  89.73  \n",
       "114   361.0  23.0  0.44  81.71  \n",
       "480   744.0  48.0  0.91  40.24  \n",
       "131   622.0  40.0  0.76  73.43  \n",
       "252   549.0  36.0  0.68  55.78  \n",
       "303   393.0  26.0  0.49  50.65  \n",
       "144   463.0  30.0  0.58  70.68  \n",
       "92   1053.0  69.0  1.31  93.69  \n",
       "161   562.0  37.0  0.70  66.27  \n",
       "392   602.0  40.0  0.75  43.80  "
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "top(rides, 'mph') # Fastest rides (of more than 20 miles)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>title</th>\n",
       "      <th>hours</th>\n",
       "      <th>miles</th>\n",
       "      <th>feet</th>\n",
       "      <th>mph</th>\n",
       "      <th>vam</th>\n",
       "      <th>fpm</th>\n",
       "      <th>pct</th>\n",
       "      <th>kms</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>PCH Pescadero to Bean Hollow</td>\n",
       "      <td>0.1353</td>\n",
       "      <td>2.77</td>\n",
       "      <td>51</td>\n",
       "      <td>20.47</td>\n",
       "      <td>377.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>0.35</td>\n",
       "      <td>4.46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Highway 1  Cascanoa to Cascade</td>\n",
       "      <td>0.0889</td>\n",
       "      <td>1.61</td>\n",
       "      <td>89</td>\n",
       "      <td>18.11</td>\n",
       "      <td>1001.0</td>\n",
       "      <td>55.0</td>\n",
       "      <td>1.05</td>\n",
       "      <td>2.59</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Highway 9 Mantalvo</td>\n",
       "      <td>0.0267</td>\n",
       "      <td>0.45</td>\n",
       "      <td>35</td>\n",
       "      <td>16.85</td>\n",
       "      <td>1311.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>1.47</td>\n",
       "      <td>0.72</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>Vickrey Fruitvale</td>\n",
       "      <td>0.0614</td>\n",
       "      <td>0.99</td>\n",
       "      <td>68</td>\n",
       "      <td>16.12</td>\n",
       "      <td>1107.0</td>\n",
       "      <td>69.0</td>\n",
       "      <td>1.30</td>\n",
       "      <td>1.59</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Highway 9 Mantalvo</td>\n",
       "      <td>0.0300</td>\n",
       "      <td>0.45</td>\n",
       "      <td>35</td>\n",
       "      <td>15.00</td>\n",
       "      <td>1167.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>1.47</td>\n",
       "      <td>0.72</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>Vickrey Fruitvale</td>\n",
       "      <td>0.0661</td>\n",
       "      <td>0.99</td>\n",
       "      <td>68</td>\n",
       "      <td>14.98</td>\n",
       "      <td>1029.0</td>\n",
       "      <td>69.0</td>\n",
       "      <td>1.30</td>\n",
       "      <td>1.59</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>The Boneyard</td>\n",
       "      <td>0.1014</td>\n",
       "      <td>1.48</td>\n",
       "      <td>135</td>\n",
       "      <td>14.60</td>\n",
       "      <td>1331.0</td>\n",
       "      <td>91.0</td>\n",
       "      <td>1.73</td>\n",
       "      <td>2.38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>Sand Hill Alpine to 280</td>\n",
       "      <td>0.1172</td>\n",
       "      <td>1.67</td>\n",
       "      <td>180</td>\n",
       "      <td>14.25</td>\n",
       "      <td>1536.0</td>\n",
       "      <td>108.0</td>\n",
       "      <td>2.04</td>\n",
       "      <td>2.69</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Canada to College</td>\n",
       "      <td>0.0986</td>\n",
       "      <td>1.37</td>\n",
       "      <td>119</td>\n",
       "      <td>13.89</td>\n",
       "      <td>1207.0</td>\n",
       "      <td>87.0</td>\n",
       "      <td>1.65</td>\n",
       "      <td>2.20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>The Boneyard</td>\n",
       "      <td>0.1100</td>\n",
       "      <td>1.48</td>\n",
       "      <td>135</td>\n",
       "      <td>13.45</td>\n",
       "      <td>1227.0</td>\n",
       "      <td>91.0</td>\n",
       "      <td>1.73</td>\n",
       "      <td>2.38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Alpine Westridge</td>\n",
       "      <td>0.0572</td>\n",
       "      <td>0.76</td>\n",
       "      <td>99</td>\n",
       "      <td>13.29</td>\n",
       "      <td>1731.0</td>\n",
       "      <td>130.0</td>\n",
       "      <td>2.47</td>\n",
       "      <td>1.22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Foothill Homestead</td>\n",
       "      <td>0.0919</td>\n",
       "      <td>1.22</td>\n",
       "      <td>126</td>\n",
       "      <td>13.28</td>\n",
       "      <td>1371.0</td>\n",
       "      <td>103.0</td>\n",
       "      <td>1.96</td>\n",
       "      <td>1.96</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>Sand Hill Alpine to 280</td>\n",
       "      <td>0.1275</td>\n",
       "      <td>1.67</td>\n",
       "      <td>180</td>\n",
       "      <td>13.10</td>\n",
       "      <td>1412.0</td>\n",
       "      <td>108.0</td>\n",
       "      <td>2.04</td>\n",
       "      <td>2.69</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Alpine Westridge</td>\n",
       "      <td>0.0581</td>\n",
       "      <td>0.76</td>\n",
       "      <td>99</td>\n",
       "      <td>13.08</td>\n",
       "      <td>1704.0</td>\n",
       "      <td>130.0</td>\n",
       "      <td>2.47</td>\n",
       "      <td>1.22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Canada to College</td>\n",
       "      <td>0.1064</td>\n",
       "      <td>1.37</td>\n",
       "      <td>119</td>\n",
       "      <td>12.88</td>\n",
       "      <td>1118.0</td>\n",
       "      <td>87.0</td>\n",
       "      <td>1.65</td>\n",
       "      <td>2.20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>Stevens Country Park</td>\n",
       "      <td>0.0950</td>\n",
       "      <td>1.22</td>\n",
       "      <td>112</td>\n",
       "      <td>12.84</td>\n",
       "      <td>1179.0</td>\n",
       "      <td>92.0</td>\n",
       "      <td>1.74</td>\n",
       "      <td>1.96</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>110</th>\n",
       "      <td>Woodside Climb</td>\n",
       "      <td>0.1347</td>\n",
       "      <td>1.71</td>\n",
       "      <td>295</td>\n",
       "      <td>12.69</td>\n",
       "      <td>2190.0</td>\n",
       "      <td>173.0</td>\n",
       "      <td>3.27</td>\n",
       "      <td>2.75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>Sand Gill Sharon-top</td>\n",
       "      <td>0.0675</td>\n",
       "      <td>0.85</td>\n",
       "      <td>136</td>\n",
       "      <td>12.59</td>\n",
       "      <td>2015.0</td>\n",
       "      <td>160.0</td>\n",
       "      <td>3.03</td>\n",
       "      <td>1.37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>Kaboom Portola Rd</td>\n",
       "      <td>0.0539</td>\n",
       "      <td>0.67</td>\n",
       "      <td>102</td>\n",
       "      <td>12.43</td>\n",
       "      <td>1892.0</td>\n",
       "      <td>152.0</td>\n",
       "      <td>2.88</td>\n",
       "      <td>1.08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>Stevens Country Park</td>\n",
       "      <td>0.0994</td>\n",
       "      <td>1.22</td>\n",
       "      <td>112</td>\n",
       "      <td>12.27</td>\n",
       "      <td>1127.0</td>\n",
       "      <td>92.0</td>\n",
       "      <td>1.74</td>\n",
       "      <td>1.96</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                              title   hours  miles  feet    mph     vam  \\\n",
       "57     PCH Pescadero to Bean Hollow  0.1353   2.77    51  20.47   377.0   \n",
       "23   Highway 1  Cascanoa to Cascade  0.0889   1.61    89  18.11  1001.0   \n",
       "25               Highway 9 Mantalvo  0.0267   0.45    35  16.85  1311.0   \n",
       "96                Vickrey Fruitvale  0.0614   0.99    68  16.12  1107.0   \n",
       "26               Highway 9 Mantalvo  0.0300   0.45    35  15.00  1167.0   \n",
       "97                Vickrey Fruitvale  0.0661   0.99    68  14.98  1029.0   \n",
       "85                     The Boneyard  0.1014   1.48   135  14.60  1331.0   \n",
       "69          Sand Hill Alpine to 280  0.1172   1.67   180  14.25  1536.0   \n",
       "12                Canada to College  0.0986   1.37   119  13.89  1207.0   \n",
       "86                     The Boneyard  0.1100   1.48   135  13.45  1227.0   \n",
       "1                  Alpine Westridge  0.0572   0.76    99  13.29  1731.0   \n",
       "19               Foothill Homestead  0.0919   1.22   126  13.28  1371.0   \n",
       "70          Sand Hill Alpine to 280  0.1275   1.67   180  13.10  1412.0   \n",
       "2                  Alpine Westridge  0.0581   0.76    99  13.08  1704.0   \n",
       "13                Canada to College  0.1064   1.37   119  12.88  1118.0   \n",
       "76             Stevens Country Park  0.0950   1.22   112  12.84  1179.0   \n",
       "110                  Woodside Climb  0.1347   1.71   295  12.69  2190.0   \n",
       "65             Sand Gill Sharon-top  0.0675   0.85   136  12.59  2015.0   \n",
       "31                Kaboom Portola Rd  0.0539   0.67   102  12.43  1892.0   \n",
       "77             Stevens Country Park  0.0994   1.22   112  12.27  1127.0   \n",
       "\n",
       "       fpm   pct   kms  \n",
       "57    18.0  0.35  4.46  \n",
       "23    55.0  1.05  2.59  \n",
       "25    78.0  1.47  0.72  \n",
       "96    69.0  1.30  1.59  \n",
       "26    78.0  1.47  0.72  \n",
       "97    69.0  1.30  1.59  \n",
       "85    91.0  1.73  2.38  \n",
       "69   108.0  2.04  2.69  \n",
       "12    87.0  1.65  2.20  \n",
       "86    91.0  1.73  2.38  \n",
       "1    130.0  2.47  1.22  \n",
       "19   103.0  1.96  1.96  \n",
       "70   108.0  2.04  2.69  \n",
       "2    130.0  2.47  1.22  \n",
       "13    87.0  1.65  2.20  \n",
       "76    92.0  1.74  1.96  \n",
       "110  173.0  3.27  2.75  \n",
       "65   160.0  3.03  1.37  \n",
       "31   152.0  2.88  1.08  \n",
       "77    92.0  1.74  1.96  "
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "top(segments, 'mph') # Fastest segments (there are no descent segments in the database)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>title</th>\n",
       "      <th>hours</th>\n",
       "      <th>miles</th>\n",
       "      <th>feet</th>\n",
       "      <th>mph</th>\n",
       "      <th>vam</th>\n",
       "      <th>fpm</th>\n",
       "      <th>pct</th>\n",
       "      <th>kms</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>100</th>\n",
       "      <td>West Alpine full</td>\n",
       "      <td>1.3906</td>\n",
       "      <td>7.38</td>\n",
       "      <td>1887</td>\n",
       "      <td>5.31</td>\n",
       "      <td>1357.0</td>\n",
       "      <td>256.0</td>\n",
       "      <td>4.84</td>\n",
       "      <td>11.87</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>Kings Greer to Skyline</td>\n",
       "      <td>0.8100</td>\n",
       "      <td>3.92</td>\n",
       "      <td>1536</td>\n",
       "      <td>4.84</td>\n",
       "      <td>1896.0</td>\n",
       "      <td>392.0</td>\n",
       "      <td>7.42</td>\n",
       "      <td>6.31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>Kings Greer to Skyline</td>\n",
       "      <td>0.7814</td>\n",
       "      <td>3.92</td>\n",
       "      <td>1536</td>\n",
       "      <td>5.02</td>\n",
       "      <td>1966.0</td>\n",
       "      <td>392.0</td>\n",
       "      <td>7.42</td>\n",
       "      <td>6.31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>Old La Honda (Bridge to Stop)</td>\n",
       "      <td>0.4783</td>\n",
       "      <td>3.33</td>\n",
       "      <td>1255</td>\n",
       "      <td>6.96</td>\n",
       "      <td>2624.0</td>\n",
       "      <td>377.0</td>\n",
       "      <td>7.14</td>\n",
       "      <td>5.36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>Old La Honda (Bridge to Stop)</td>\n",
       "      <td>0.5089</td>\n",
       "      <td>3.33</td>\n",
       "      <td>1255</td>\n",
       "      <td>6.54</td>\n",
       "      <td>2466.0</td>\n",
       "      <td>377.0</td>\n",
       "      <td>7.14</td>\n",
       "      <td>5.36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Alma Mountain Charlie</td>\n",
       "      <td>0.5303</td>\n",
       "      <td>3.12</td>\n",
       "      <td>875</td>\n",
       "      <td>5.88</td>\n",
       "      <td>1650.0</td>\n",
       "      <td>280.0</td>\n",
       "      <td>5.31</td>\n",
       "      <td>5.02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>Kings half way</td>\n",
       "      <td>0.4572</td>\n",
       "      <td>2.89</td>\n",
       "      <td>820</td>\n",
       "      <td>6.32</td>\n",
       "      <td>1794.0</td>\n",
       "      <td>284.0</td>\n",
       "      <td>5.37</td>\n",
       "      <td>4.65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>Kings half way</td>\n",
       "      <td>0.4958</td>\n",
       "      <td>2.89</td>\n",
       "      <td>820</td>\n",
       "      <td>5.83</td>\n",
       "      <td>1654.0</td>\n",
       "      <td>284.0</td>\n",
       "      <td>5.37</td>\n",
       "      <td>4.65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Alpine Portola to top Joaquin</td>\n",
       "      <td>0.5767</td>\n",
       "      <td>3.52</td>\n",
       "      <td>801</td>\n",
       "      <td>6.10</td>\n",
       "      <td>1389.0</td>\n",
       "      <td>228.0</td>\n",
       "      <td>4.31</td>\n",
       "      <td>5.66</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Alpine Portola to top Joaquin</td>\n",
       "      <td>0.5661</td>\n",
       "      <td>3.52</td>\n",
       "      <td>801</td>\n",
       "      <td>6.22</td>\n",
       "      <td>1415.0</td>\n",
       "      <td>228.0</td>\n",
       "      <td>4.31</td>\n",
       "      <td>5.66</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>Tunitas steep</td>\n",
       "      <td>0.2964</td>\n",
       "      <td>1.20</td>\n",
       "      <td>599</td>\n",
       "      <td>4.05</td>\n",
       "      <td>2021.0</td>\n",
       "      <td>499.0</td>\n",
       "      <td>9.45</td>\n",
       "      <td>1.93</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>Tunitas steep</td>\n",
       "      <td>0.2708</td>\n",
       "      <td>1.20</td>\n",
       "      <td>599</td>\n",
       "      <td>4.43</td>\n",
       "      <td>2212.0</td>\n",
       "      <td>499.0</td>\n",
       "      <td>9.45</td>\n",
       "      <td>1.93</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Haskins</td>\n",
       "      <td>0.2964</td>\n",
       "      <td>1.51</td>\n",
       "      <td>566</td>\n",
       "      <td>5.09</td>\n",
       "      <td>1910.0</td>\n",
       "      <td>375.0</td>\n",
       "      <td>7.10</td>\n",
       "      <td>2.43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Haskins</td>\n",
       "      <td>0.3119</td>\n",
       "      <td>1.51</td>\n",
       "      <td>566</td>\n",
       "      <td>4.84</td>\n",
       "      <td>1815.0</td>\n",
       "      <td>375.0</td>\n",
       "      <td>7.10</td>\n",
       "      <td>2.43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>Lower Redwood Gulch</td>\n",
       "      <td>0.2167</td>\n",
       "      <td>1.03</td>\n",
       "      <td>474</td>\n",
       "      <td>4.75</td>\n",
       "      <td>2187.0</td>\n",
       "      <td>460.0</td>\n",
       "      <td>8.72</td>\n",
       "      <td>1.66</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Alpine Willowbrook to Joaquin</td>\n",
       "      <td>0.2794</td>\n",
       "      <td>2.27</td>\n",
       "      <td>461</td>\n",
       "      <td>8.12</td>\n",
       "      <td>1650.0</td>\n",
       "      <td>203.0</td>\n",
       "      <td>3.85</td>\n",
       "      <td>3.65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Alpine Willowbrook to Joaquin</td>\n",
       "      <td>0.2908</td>\n",
       "      <td>2.27</td>\n",
       "      <td>461</td>\n",
       "      <td>7.81</td>\n",
       "      <td>1585.0</td>\n",
       "      <td>203.0</td>\n",
       "      <td>3.85</td>\n",
       "      <td>3.65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>Lobitas Creek</td>\n",
       "      <td>0.2042</td>\n",
       "      <td>0.96</td>\n",
       "      <td>430</td>\n",
       "      <td>4.70</td>\n",
       "      <td>2106.0</td>\n",
       "      <td>448.0</td>\n",
       "      <td>8.48</td>\n",
       "      <td>1.54</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>Tunitas lower climb</td>\n",
       "      <td>0.2261</td>\n",
       "      <td>1.30</td>\n",
       "      <td>421</td>\n",
       "      <td>5.75</td>\n",
       "      <td>1862.0</td>\n",
       "      <td>324.0</td>\n",
       "      <td>6.13</td>\n",
       "      <td>2.09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>Tunitas lower climb</td>\n",
       "      <td>0.2667</td>\n",
       "      <td>1.30</td>\n",
       "      <td>421</td>\n",
       "      <td>4.87</td>\n",
       "      <td>1579.0</td>\n",
       "      <td>324.0</td>\n",
       "      <td>6.13</td>\n",
       "      <td>2.09</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                             title   hours  miles  feet   mph     vam    fpm  \\\n",
       "100               West Alpine full  1.3906   7.38  1887  5.31  1357.0  256.0   \n",
       "38          Kings Greer to Skyline  0.8100   3.92  1536  4.84  1896.0  392.0   \n",
       "37          Kings Greer to Skyline  0.7814   3.92  1536  5.02  1966.0  392.0   \n",
       "49   Old La Honda (Bridge to Stop)  0.4783   3.33  1255  6.96  2624.0  377.0   \n",
       "50   Old La Honda (Bridge to Stop)  0.5089   3.33  1255  6.54  2466.0  377.0   \n",
       "0            Alma Mountain Charlie  0.5303   3.12   875  5.88  1650.0  280.0   \n",
       "33                  Kings half way  0.4572   2.89   820  6.32  1794.0  284.0   \n",
       "34                  Kings half way  0.4958   2.89   820  5.83  1654.0  284.0   \n",
       "6    Alpine Portola to top Joaquin  0.5767   3.52   801  6.10  1389.0  228.0   \n",
       "5    Alpine Portola to top Joaquin  0.5661   3.52   801  6.22  1415.0  228.0   \n",
       "95                   Tunitas steep  0.2964   1.20   599  4.05  2021.0  499.0   \n",
       "94                   Tunitas steep  0.2708   1.20   599  4.43  2212.0  499.0   \n",
       "21                         Haskins  0.2964   1.51   566  5.09  1910.0  375.0   \n",
       "22                         Haskins  0.3119   1.51   566  4.84  1815.0  375.0   \n",
       "42             Lower Redwood Gulch  0.2167   1.03   474  4.75  2187.0  460.0   \n",
       "7    Alpine Willowbrook to Joaquin  0.2794   2.27   461  8.12  1650.0  203.0   \n",
       "8    Alpine Willowbrook to Joaquin  0.2908   2.27   461  7.81  1585.0  203.0   \n",
       "41                   Lobitas Creek  0.2042   0.96   430  4.70  2106.0  448.0   \n",
       "92             Tunitas lower climb  0.2261   1.30   421  5.75  1862.0  324.0   \n",
       "93             Tunitas lower climb  0.2667   1.30   421  4.87  1579.0  324.0   \n",
       "\n",
       "      pct    kms  \n",
       "100  4.84  11.87  \n",
       "38   7.42   6.31  \n",
       "37   7.42   6.31  \n",
       "49   7.14   5.36  \n",
       "50   7.14   5.36  \n",
       "0    5.31   5.02  \n",
       "33   5.37   4.65  \n",
       "34   5.37   4.65  \n",
       "6    4.31   5.66  \n",
       "5    4.31   5.66  \n",
       "95   9.45   1.93  \n",
       "94   9.45   1.93  \n",
       "21   7.10   2.43  \n",
       "22   7.10   2.43  \n",
       "42   8.72   1.66  \n",
       "7    3.85   3.65  \n",
       "8    3.85   3.65  \n",
       "41   8.48   1.54  \n",
       "92   6.13   2.09  \n",
       "93   6.13   2.09  "
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "top(segments, 'feet') # Biggest climbing segments"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
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       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>title</th>\n",
       "      <th>hours</th>\n",
       "      <th>miles</th>\n",
       "      <th>feet</th>\n",
       "      <th>mph</th>\n",
       "      <th>vam</th>\n",
       "      <th>fpm</th>\n",
       "      <th>pct</th>\n",
       "      <th>kms</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>Redwood Gulch hits</td>\n",
       "      <td>0.0600</td>\n",
       "      <td>0.18</td>\n",
       "      <td>151</td>\n",
       "      <td>3.00</td>\n",
       "      <td>2517.0</td>\n",
       "      <td>839.0</td>\n",
       "      <td>15.89</td>\n",
       "      <td>0.29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>Limantour steepest</td>\n",
       "      <td>0.0947</td>\n",
       "      <td>0.20</td>\n",
       "      <td>159</td>\n",
       "      <td>2.11</td>\n",
       "      <td>1679.0</td>\n",
       "      <td>795.0</td>\n",
       "      <td>15.06</td>\n",
       "      <td>0.32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>Joaquin</td>\n",
       "      <td>0.1242</td>\n",
       "      <td>0.33</td>\n",
       "      <td>254</td>\n",
       "      <td>2.66</td>\n",
       "      <td>2045.0</td>\n",
       "      <td>770.0</td>\n",
       "      <td>14.58</td>\n",
       "      <td>0.53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Joaquin</td>\n",
       "      <td>0.1053</td>\n",
       "      <td>0.33</td>\n",
       "      <td>254</td>\n",
       "      <td>3.13</td>\n",
       "      <td>2412.0</td>\n",
       "      <td>770.0</td>\n",
       "      <td>14.58</td>\n",
       "      <td>0.53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>Stirrup Wall</td>\n",
       "      <td>0.0758</td>\n",
       "      <td>0.17</td>\n",
       "      <td>125</td>\n",
       "      <td>2.24</td>\n",
       "      <td>1649.0</td>\n",
       "      <td>735.0</td>\n",
       "      <td>13.93</td>\n",
       "      <td>0.27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>Stirrup Wall</td>\n",
       "      <td>0.0631</td>\n",
       "      <td>0.17</td>\n",
       "      <td>125</td>\n",
       "      <td>2.69</td>\n",
       "      <td>1981.0</td>\n",
       "      <td>735.0</td>\n",
       "      <td>13.93</td>\n",
       "      <td>0.27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>104</th>\n",
       "      <td>Westridge 3min</td>\n",
       "      <td>0.0931</td>\n",
       "      <td>0.37</td>\n",
       "      <td>240</td>\n",
       "      <td>3.97</td>\n",
       "      <td>2578.0</td>\n",
       "      <td>649.0</td>\n",
       "      <td>12.29</td>\n",
       "      <td>0.60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>103</th>\n",
       "      <td>Westridge 3min</td>\n",
       "      <td>0.0781</td>\n",
       "      <td>0.37</td>\n",
       "      <td>240</td>\n",
       "      <td>4.74</td>\n",
       "      <td>3073.0</td>\n",
       "      <td>649.0</td>\n",
       "      <td>12.29</td>\n",
       "      <td>0.60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>Limantour Spit</td>\n",
       "      <td>0.0886</td>\n",
       "      <td>0.47</td>\n",
       "      <td>303</td>\n",
       "      <td>5.30</td>\n",
       "      <td>3420.0</td>\n",
       "      <td>645.0</td>\n",
       "      <td>12.21</td>\n",
       "      <td>0.76</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>Redwood Gulch wall</td>\n",
       "      <td>0.1108</td>\n",
       "      <td>0.43</td>\n",
       "      <td>258</td>\n",
       "      <td>3.88</td>\n",
       "      <td>2329.0</td>\n",
       "      <td>600.0</td>\n",
       "      <td>11.36</td>\n",
       "      <td>0.69</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>Try not to fall back</td>\n",
       "      <td>0.2125</td>\n",
       "      <td>0.71</td>\n",
       "      <td>410</td>\n",
       "      <td>3.34</td>\n",
       "      <td>1929.0</td>\n",
       "      <td>577.0</td>\n",
       "      <td>10.94</td>\n",
       "      <td>1.14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101</th>\n",
       "      <td>Westridge</td>\n",
       "      <td>0.1411</td>\n",
       "      <td>0.68</td>\n",
       "      <td>385</td>\n",
       "      <td>4.82</td>\n",
       "      <td>2729.0</td>\n",
       "      <td>566.0</td>\n",
       "      <td>10.72</td>\n",
       "      <td>1.09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>102</th>\n",
       "      <td>Westridge</td>\n",
       "      <td>0.1644</td>\n",
       "      <td>0.68</td>\n",
       "      <td>385</td>\n",
       "      <td>4.14</td>\n",
       "      <td>2342.0</td>\n",
       "      <td>566.0</td>\n",
       "      <td>10.72</td>\n",
       "      <td>1.09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>Stair Step</td>\n",
       "      <td>0.0903</td>\n",
       "      <td>0.32</td>\n",
       "      <td>175</td>\n",
       "      <td>3.54</td>\n",
       "      <td>1938.0</td>\n",
       "      <td>547.0</td>\n",
       "      <td>10.36</td>\n",
       "      <td>0.51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>Page Mill to Moody</td>\n",
       "      <td>0.0486</td>\n",
       "      <td>0.21</td>\n",
       "      <td>112</td>\n",
       "      <td>4.32</td>\n",
       "      <td>2305.0</td>\n",
       "      <td>533.0</td>\n",
       "      <td>10.10</td>\n",
       "      <td>0.34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>Page Mill to Moody</td>\n",
       "      <td>0.0472</td>\n",
       "      <td>0.21</td>\n",
       "      <td>112</td>\n",
       "      <td>4.45</td>\n",
       "      <td>2373.0</td>\n",
       "      <td>533.0</td>\n",
       "      <td>10.10</td>\n",
       "      <td>0.34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>Tunitas steep</td>\n",
       "      <td>0.2708</td>\n",
       "      <td>1.20</td>\n",
       "      <td>599</td>\n",
       "      <td>4.43</td>\n",
       "      <td>2212.0</td>\n",
       "      <td>499.0</td>\n",
       "      <td>9.45</td>\n",
       "      <td>1.93</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>Tunitas steep</td>\n",
       "      <td>0.2964</td>\n",
       "      <td>1.20</td>\n",
       "      <td>599</td>\n",
       "      <td>4.05</td>\n",
       "      <td>2021.0</td>\n",
       "      <td>499.0</td>\n",
       "      <td>9.45</td>\n",
       "      <td>1.93</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>109</th>\n",
       "      <td>Woodland Way</td>\n",
       "      <td>0.0267</td>\n",
       "      <td>0.13</td>\n",
       "      <td>63</td>\n",
       "      <td>4.87</td>\n",
       "      <td>2360.0</td>\n",
       "      <td>485.0</td>\n",
       "      <td>9.18</td>\n",
       "      <td>0.21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>Red Hill KOM</td>\n",
       "      <td>0.0708</td>\n",
       "      <td>0.34</td>\n",
       "      <td>161</td>\n",
       "      <td>4.80</td>\n",
       "      <td>2274.0</td>\n",
       "      <td>474.0</td>\n",
       "      <td>8.97</td>\n",
       "      <td>0.55</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                    title   hours  miles  feet   mph     vam    fpm    pct  \\\n",
       "63     Redwood Gulch hits  0.0600   0.18   151  3.00  2517.0  839.0  15.89   \n",
       "40     Limantour steepest  0.0947   0.20   159  2.11  1679.0  795.0  15.06   \n",
       "30                Joaquin  0.1242   0.33   254  2.66  2045.0  770.0  14.58   \n",
       "29                Joaquin  0.1053   0.33   254  3.13  2412.0  770.0  14.58   \n",
       "79           Stirrup Wall  0.0758   0.17   125  2.24  1649.0  735.0  13.93   \n",
       "78           Stirrup Wall  0.0631   0.17   125  2.69  1981.0  735.0  13.93   \n",
       "104        Westridge 3min  0.0931   0.37   240  3.97  2578.0  649.0  12.29   \n",
       "103        Westridge 3min  0.0781   0.37   240  4.74  3073.0  649.0  12.29   \n",
       "39         Limantour Spit  0.0886   0.47   303  5.30  3420.0  645.0  12.21   \n",
       "64     Redwood Gulch wall  0.1108   0.43   258  3.88  2329.0  600.0  11.36   \n",
       "87   Try not to fall back  0.2125   0.71   410  3.34  1929.0  577.0  10.94   \n",
       "101             Westridge  0.1411   0.68   385  4.82  2729.0  566.0  10.72   \n",
       "102             Westridge  0.1644   0.68   385  4.14  2342.0  566.0  10.72   \n",
       "71             Stair Step  0.0903   0.32   175  3.54  1938.0  547.0  10.36   \n",
       "54     Page Mill to Moody  0.0486   0.21   112  4.32  2305.0  533.0  10.10   \n",
       "53     Page Mill to Moody  0.0472   0.21   112  4.45  2373.0  533.0  10.10   \n",
       "94          Tunitas steep  0.2708   1.20   599  4.43  2212.0  499.0   9.45   \n",
       "95          Tunitas steep  0.2964   1.20   599  4.05  2021.0  499.0   9.45   \n",
       "109          Woodland Way  0.0267   0.13    63  4.87  2360.0  485.0   9.18   \n",
       "62           Red Hill KOM  0.0708   0.34   161  4.80  2274.0  474.0   8.97   \n",
       "\n",
       "      kms  \n",
       "63   0.29  \n",
       "40   0.32  \n",
       "30   0.53  \n",
       "29   0.53  \n",
       "79   0.27  \n",
       "78   0.27  \n",
       "104  0.60  \n",
       "103  0.60  \n",
       "39   0.76  \n",
       "64   0.69  \n",
       "87   1.14  \n",
       "101  1.09  \n",
       "102  1.09  \n",
       "71   0.51  \n",
       "54   0.34  \n",
       "53   0.34  \n",
       "94   1.93  \n",
       "95   1.93  \n",
       "109  0.21  \n",
       "62   0.55  "
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "top(segments, 'pct') # Steepest climbs"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Given an array of boxes, m rows, each row has n boxes. In each box, there is a known number of coins, c[i][j]. Start from the first row, you could choose coins from one box. Then move to the second row and get all coins from another box on the second row. Keep moving row by row and collecting coins. But if you choose x-th column from previous row, but a different y-th column for the current row, you have to pay abs(x - y) amount of changing fee.\n",
    "\n",
    "Please find a way to maximize the final coins you collect after paying changing fees."
   ]
  }
 ],
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