diff --git a/ipynb/Bike Speed versus Grade.ipynb b/ipynb/Bike Speed versus Grade.ipynb
index 7c235aa..f8081a0 100644
--- a/ipynb/Bike Speed versus Grade.ipynb	
+++ b/ipynb/Bike Speed versus Grade.ipynb	
@@ -13,7 +13,7 @@
     "- **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",
-    "From that data I can gain some insights. "
+    "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."
    ]
   },
   {
@@ -22,13 +22,13 @@
    "source": [
     "# Wandering Places\n",
     "\n",
-    "The website [**Wandrer.earth**](https://wandrer.earth) tracks the cumulative number of miles of distinct roads you have 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 roads in each place (city or neighborhood), and then 90%.  (You get no credit for repeating a road you've already been on.)\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",
-    "Note that the [underlying map](https://www.openstreetmap.org/) is periodically updated. 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 go down).  \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 `\"97% ( 26/ 27 mi) 0.6 to 99% North Fair Oaks\"` means that I have ridden 26 of the 27 miles of roads (or 97%) in North Fair Oaks, and I need another 0.6 miles to reach the  bonus scoring milestone of 99%. The companion notebook [**BikeCode.ipynb**](BikeCode.ipynb) has the implementation details.)"
+    "The legend `\"94% ( 52/ 56 mi) 2.7 to 99% Atherton\"` means that I have ridden 52 of the 56 miles of roads (or 94%) in Atherton, and I need another 2.7 miles to reach the bonus scoring milestone of 99%. The companion notebook [**BikeCode.ipynb**](BikeCode.ipynb) has the implementation details."
    ]
   },
   {
@@ -40,7 +40,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 720x432 with 1 Axes>"
       ]
@@ -52,7 +52,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 720x432 with 1 Axes>"
       ]
@@ -64,7 +64,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 720x432 with 1 Axes>"
       ]
@@ -76,7 +76,7 @@
     },
     {
      "data": {
-      "image/png": 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H6/WSm5tLIBDAYrGUqqP4Z3Z2Nn6/n7y8PDweD3a7HZfLhcvlwm634/F4yMvLw+/3k52dXWYdFouFQCBAbm4uXq+X/Px87ZP2SfukfaqRPv079SgPvLOVj7YcqXV9UkqpusCI1P4RhuTkZElNTY12GEopVSd4/QHW7M1idEKnWjf/2BizXUSSox2HUkqVR+cgK6VUPdOoYQz3Jl0X7TCUUqrOqtVTLJRSSlXNmylHWbbzTLTDUEqpOk0TZKWUqicCAWHt/my2nrBFOxSllKrTdIqFUkrVEzExhmX/NRS3TxcGUUqpS6EJslJK1QO+ogAiwfnHzRrpW7tSSl0KnWKhlFL1wNKdZxj+8ldk5rujHYpSStV5miArpVQ90KNdc+7o25G4Vk2iHYpSStV5+jmcUkrVA4O7t2Vw97bRDkMppeoFHUFWSqk67t+7s7C7fdEOQyml6g1NkJVSqg47bSvg0Q928N7m9GiHopRS9YZOsVBKqTqsa9tmrJoxjOtaN412KEopVW/U6hFkY8x4Y8xCm81GQUEBTqcTh8OB2+3GZrPh8/mwWq2ICFlZWQBkZmYCkJWVhYhgtVrx+XzYbDbcbjcOhwOn00lBQQH5+fl4vV5yc3MJBAJYLJZSdRT/zM7Oxu/3k5eXh8fjwW6343K5cLlc2O12PB4PeXl5+P1+srOzy6zDYrEQCATIzc3F6/WSn5+vfdI+aZ+0T5elT22NizbNG9WJPimlVF1gRCTaMVQoOTlZUlNTox2GUkrVKn/ZcJxsh4dZY/oSE2OiHU6lGGO2i0hytONQSqny6BQLpZSqozLOusk4664zybFSStUVmiArpVQdNWdCfwKB2v8poFJK1TW1eg6yUkqpi4kI2Q4PgI4eK6VUDdAEWSml6phNR/O49fdfseV4XrRDUUqpekkTZKWUqmN6tm/Ow7f1ZEB862iHopRS9ZLOQVZKqTqmc+umPD26T7TDUEqpektHkJVSqg75OPU0+zMd0Q5DKaXqNU2QlVKqjij0FzF3zUHe23Iy2qEopVS9plMslFKqjmjcsAEpT95OYVFRtENRSql6TRNkpZSqA0QEYwytmsUCsdEORyml6jWdYqGUUnXApzvO8LN3t2Iv8EU7FKWUqvdqdYJsjBlvjFlos9koKCjA6XTicDhwu93YbDZ8Ph9WqxURISsrC4DMzEwAsrKyEBGsVis+nw+bzYbb7cbhcOB0OikoKCA/Px+v10tubi6BQACLxVKqjuKf2dnZ+P1+8vLy8Hg82O12XC4XLpcLu92Ox+MhLy8Pv99PdnZ2mXVYLBYCgQC5ubl4vV7y8/O1T9on7ZP2qdJ98nq9+Hw+mjaUOt0npZSqC4xI7V+mNDk5WVJTU6MdhlJKqUtkjNkuIsnRjkMppcpTq0eQlVJKwd4zdurCYIZSStUXmiArpVQtdtTqZNzrG/XWbkopdQXpXSyUUqoW69KmGS//6Gbu6Nsh2qEopdRVQxNkpZSqxZrENmDy4K7RDkMppa4qOsVCKaVqqU+2Z7A87Uy0w1BKqauOJshKKVVLfbL9NEt2aIKslFJXmk6xUEqpWuqDn38Pu1sXBlFKqStNR5CVUqqWERH8RQFiYgxtmjeKdjhKKXXVqbEE2RjzV2OM1Rizt8S2tsaYL4wxR0I/29RU+0opVVd9eyyPEa+s55DFGe1QlFLqqlSTI8h/A0ZfsO1Z4EsR6QV8GSorpZQqoUlsA/p3voZu1zaLdihKKXVVqrEEWUS+AWwXbL4XWBz6fTEwsabaV0qpumpQtzYsnJpMk9gG0Q5FKaWuSld6DnJHEckCCP3UO98rpVQJm47mcq7QH+0wlFLqqlZr72JhjHkYeBggLi6OtLS0KEeklFI165w3wH8uz+KOHs15JLl1tMNRSqmr1pVOkLONMXEikmWMiQOskQ4UkYXAQoDk5GRJSkq6UjEqpVTUfBSXT9tmjYjX+cdKKRU1V3qKxQpgWuj3acDyK9y+UkrVakldW2tyrJRSUVaTt3n7J7AZ6G2MyTDG/D/g98BdxpgjwF2hslJKXfX+vTuLP3x2EI+vKNqhKKXUVa/GpliIyE8j7LqjptpUSqm6al+mnfWHcnj67t7RDkUppa56tfZLekopdTV5enQfHr+zF8aYaIeilFJXPV1qWimloszu9gHQuKHe91gppWoDTZBVlVkdHia/vRmr0xPtUCpUV2LVOC+vuhTnhDc2kvziF3y+zxLtcJRSSoVogqyqbP6XR9iWbmP+l0ejHUqF6kqsGuflVZfi3HPGTs92zRnUrU20w1FKKRWiCbKqEqvDw8fbMxCBT1JP890JG3NXH+BMvhuAQxYnc1cfINsRHLnbn+lg7uoD5DgLAdiTYWfu6gOcdXkBSDudz9zVB8IfMW8/GazPFVpJrLj+4m/2f3ssl7mrD+ArCgCw8UiwHAgIAOsPWfn9moPhWD9MPR2O1er0sHafhT9+cTjcn8/2ZvGndUfC5VW7M3kz5XxStTztDH9efyxcXrozg4XfnC9/nHqadzeeCJc/3HaKv206X35/60ne23IyXH5vczofbD0VLv9t0wne+eZY+Jr+67tT/LXE+Qu/OcbSnRnh8oL1R1mxKzNcfuOrI/x7d1a4/Nq6w3y29/xI5B/XHuKL/dnh8sufHSTl4Pnbj89dc4CvD+cAUBQQ5q4+wKajuQB4/QHmrj7A5mN5AJzMc/HPbeevZ3qui7mrD7D95FkA7AU+5q4+wK7T+QDYXF7mrj7A3jN2AHKchcxdfYD9mQ4ALHYPc1cf4HC2E4Az+W7mrj7AUes5AE7lFTB39QHSc10AnAi1d9pWAMBR67kyX3v7Mu3h6/nP705xICvY3pV87QF8dTCbVz4/X77wtffhd6fC1/NkXgEBEZRSStUOmiCrKpn/5RG8/mCCUCTCW+uPsnhzOnnnggnwKVsBizenYwslIel5LhZvTg8nIcdyzrF4c3p4Kd3D2U4Wb07H7Q0mIYcswf3uUFKyP9PO4s3peENJyb4zDhZvTqcolJTsyshn8eb0cHxpp/N5L1Se/+WR8HFFIsz/8ijb0m3867vzCeqW4zY+Sj0dLn97LI9Ptp9PSDceyS2VoH59KIflaecT1JRDVlbtPl9ed8DK6j3nE9S1+7L5vETCumavhS/2ny//e08WizefDCdH/oCw+Nvz/Vm2M5NvDueGy0t2nGHTkfPlj7dnsPl4iXJqBluO54XLH3x3mtR0W7j8/tZT4YQW4O/fngwntCLC4s3p7MoIlosCwfK+zGCC+8ZXR0tdzzdSjrB4c3o4wXV5/SzenM6RUILr9PhYvDmdYznBst3tZfHmdE7mBRPePFchizenhxPeXGewXJzwZjs9LN6cTpY9+MdWVr6bxZvTw9MmMs4WlPnaW5ByLHw9iwIS/gPnSr72ALafPMv7Jf4YuvC199dNJy56fSqllKodjNSBUYvk5GRJTU2NdhhXPavDw/CXUygMJcgATRrG8M0zI+nQskkUI7tYXYlV47y8NM7azxizXUSSox2HUkqVR0eQVaXN//LIRR8D19aRr7oSq8Z5eWmcSimlLodanSAbY8YbYxbabDYKCgpwOp04HA7cbjc2mw2fz4fVakVEyMoKzsPMzAx+3J2VlYWIYLVa8fl82Gw23G43DocDp9NJQUEB+fn5eL1ecnNzCQQCWCyWUnUU/8zOzsbv95OXl4fH48Fut+NyuXC5XNjtdjweD3l5efj9frKzs8usw2KxEAgEyM3Nxev1kp+fX+f6tPFwNr6i0v+p+4qE747l1Lo+pZ60RYy1Nj1P3x3PLTPOrUetteq1t/V4TplxbjuRW6v+PW1Lzyszzh0nz9aqf087TuVHiNNWp98jKvM8KaVUXaBTLFSlPf6vnaQctLL113fStJHer1UpVXU6xUIpVRfoSnqq0p6f0J/JyV01OVZKKaVUvVarp1io2qV1s0bcekO7aIehlFJKKVWjKhxBNsY0Bn4EdC95vIi8UHNhqdrkQJaDuWsO8ruJCXRt2yza4SillFJK1ajKTLFYDtiB7UBhzYajaqOMs25O5bm4pklstENRStVD27dv7xITE7M2EAj0AUy041FKXRUkJibmYCAQ+MGgQYMyLtxZmQS5i4iMroHAVB1xV7+O3NGnAzEx+v+WUuryi4mJWdupU6deHTt2NDExOvNPKVXzAoGAsVgsvSwWyzqgz4X7K/NO9K0x5qbLH5qqC/aesSMimhwrpWpMIBDo07Fjx4aaHCulrpSYmBg6derUMBAI9J4wYcKNF+2vRB3DgO3GmEPGmN3GmD3GmN2XP1RV2xy0OBj3+kb+UWK5XKWUqgE6cqyUuuJiYmIwxgA8PmHChFJvQpWZYjGmRqJStV7Pdi343X0JjL0pLtqhKKWUUkrVlCZAc8BZvKHCP9lF5CTQFRgV+r2gMuepuq9Rwxim3NKN1s0aRTsUpZRSSqkrpsJE1xgzG3gGmBXaFAv8oyaDUtH3+zUHWbvPEu0wlFKqTFaHh8lvb8bq9NRoO0899RQdO3YkISEhvC0vL4/k5GQSExNJSkpi2bJlAKxfv57k5GSeeuqpKrczefJkjh49WqljnU4nnTt35tVXXw1v27p1KzfffDN9+/Zl8uTJF50TCATo378/ubm5EeMvr/5XXnmFhIQE+vXrx/PPP1/l/pW0YsUKfv/735falpOTw913331J9RYrK/6ynseKvPbaaxQUFFQ7jjNnzjBs2DD69evHwIED+eKLL8L7GjRoQFJSEklJSTz22GNA9V4/c+fOpX///vTv35/777+/2rHCpfcX4PDhwwwfPpx+/foxYMAATp06xaFDh0hKSqJFixbUqVWRRaTcB5BG8LY7O0ts213ReZfzMWjQIFFXTkGhX+78v/Xyf58fjHYoSql6BkiVC97jU1NTq1zPc0t2S/dnV8lzS/dc5ghL27Rpk2zbtk369+8f3ub1esXpdIqISE5OjnTq1EmKiopk8uTJ4na75Ve/+pUcPFj598+9e/fKhAkTKn38008/LePGjZNXXnlFREQCgYD06tVLNmzYICIiVqv1onNWrlwp06ZNKzf+SPWfPn1arr/+evF6vVJYWCg9evSQ48ePVzreynrwwQfl66+/vuR6LoxfpOznsSLdunWTnJycasdhsVgkLS1NRETS09Olc+fO4X3Nmze/6Piqvn6+++47+f73vy+FhYUiIrJjx45qxypy6f0VERkyZEj4dXjmzBnJzc0N7xsxYoRs27btkuqvCampqTJ+/Ph3x48f31JKvC9VZqqEV0QEEABjTPMaytUvYowZb4xZaLPZKCgowOl04nA4cLvd2Gw2fD4fVqsVESErKwuAzMxMALKyshARrFYrPp8Pm82G2+3G4XDgdDopKCggPz8fr9dLbm4ugUAAi8VSqo7in9nZ2fj9fvLy8vB4PNjtdlwuFy6XC7vdjsfjIS8vD7/fT3Z2dpl1WCwWAoEAubm5eL1e8vPza22fvO5zLPvFEH6S2Lbe9Kk+Pk/ap4v7VPTmUJjT6qKHvDWsdvXprWFlx/nnYbXuefK/8f0yYw0suLVaz1Nl/PjtzXycehoAX1GAH7+9maU7g7cpdXuLuO/NTXyYehoR+Dj1NPe9uYnP9gavhc3l5cdvb2bd/mBMlzrCPHToUNq1K72CaGxsLC1atADAbrdTWFiI3+8vHkAqOcCEy+WqsI3333+f++67r1LxHD58mJycHAYNGhTelpqaSvv27Rk2bBgA7du3v+i8119/nRkzZpQbf6T6Afx+P4WFhRQWFtKoUSNatWoVMcY5c+YwYsQIbrjhBh599FFuvPFGcnJyAJg6dSrx8fH88pe/vOi8iRMn8o9/XNoH1JHiL+t5jGTdunUkJSWRmZnJyJEjw78DzJ8/n4SEBBISEli0aFG59XTs2JHExEQAunXrhs/no7Aw8nISVX39nDx5kvbt29OoUXAa5IABA8L7JkyYQGJiIoMGDeKNN94Ib2/RogWzZs2if//+PPTQQxX2N1I9Zdm1axeNGzcOvw47d+7MtddeW+45kepfv349d911F5MmTSIhIYEnnniiyvFcMpHyR2+Bp4C3gePAQ8BmYEZF513Oh44gXzl55wrF6y+q+EClaqOV/y3yQjuR2bv10kEAACAASURBVNecf7zQLri9NqkrcYpc9lipxAjy5Le+lY+2nRIREa+/SCa/9a0s2XFaRIKfcA1+8QvpOevf0u2ZVXLDr/8tg1/8QtbsyRSR4HvY5Le+lS/2WUREJNvhrlacJZ04ceKikUeHwyEJCQnSrFkz+ec//ykiIl9++aUMGjRIZs6cKfv375eHHnpIVq1aVWH9t912m+zevbtSsUycOFHS09Nl9uzZ4RHSTz75RCZOnCijR4+WpKQkefPNN0udc+DAARk6dGiF8UeqX0Tkj3/8o7Rp00auueYaWbhwYbkxzp49W1599VV57LHH5NVXX5UZM2bI8uXLw/sXLVokjz766EXnZWRkVGmEtyyR4hcp+3ksz4UjqidOnJDrr79enE6n2Gw26dq1q2RnZ1eqrs8++0x+8IMfhMsNGjSQAQMGyNChQ8Oj5lV9/Zw9e1ZuuOEGSU5Olt/+9reSmZkZ3nf6dPDfi9frlV69eklWVpaIBAc7N23aJF6vV7p27SpnzpyJ2N/y6inLkiVL5MEHH4y4v6wR5Ej1p6SkSNOmTWXPnj3hvlY1nsqq9giyiLwKfAJ8CvQGfiMir9dQvq6i7H+W7WHCG5sIBCTaoShVdSOeBnPB25qJgeEzYdFY2PVhcJu3IFje+2mw7LEHy/tXBMuuvGD50Jpg2ZkdLB9ZFyzbM4LlYynBsu1EsJy+MVjOPRIsn9oaLGfvD5bPbA+W+4yDgL90nAE/9A+NIp7aGjw+90iwnL4xWLadCJaPpQTL9tDiT0fWBcvO4Kgph9YEy668YHn/imDZYw+W934aLHtD8w13fRgsF/mC5Z3vB8vF11QueD8wMTDimYuv/2Xy4SPf5/7krgDENojhw0e+z30DugDg9Piwu30Uhd6jfEWCw+1jYLc2ALRt3ogPH/k+d/brCECHlk1qJMaWLVuyZ88eUlNTefPNN/H5fIwaNYpVq1bRoEEDli9fzrx58xg7dmyFdWVlZZU56nuhlStXcuONN9KtW7dS2z0eDykpKbz99tt8/fXXvPbaaxw/fjy8/4033rhoxLas+CPVn5+fz5o1azhx4gTHjh3j1VdfDX96EUnbtm1p3bo1bdu2pU2bNtjt9gr716FDhwrrLU+k+C+XnTt3Mnz4cFq0aEGbNm0YMmQIu3dXfNdbi8XCk08+yYIFC8LbMjIy2LFjB6+99hoPPPAAbre7yq+f1q1bs2fPHp577jkOHz7MoEGDwp/SvPvuuwwYMIDBgweTmZkZHhFu1KgRQ4cOJTY2lh49eoQ/QYokUj1lEZHiW6ZVWnn1Dxo0KDxnvHXr1lWO51JV5jZviMgXwBcVHqjqvPuTu2J1eHRhEFU3tewESVNg53tQ5AXTIFhu0THakZXWvB007wAFeRDwQUxDaNYOmpX/cWRUtOwEXYfAyW8BgQaNgte0ZXSu6fwvjxC4IGEvEmH+l0d5cWLlv4B1ufTt25fY2Fh27drF6dOn2bFjBzNnzuSJJ55g2LBhzJs3j9tvv73cOpo2bYrHU/FUkK1bt/Lpp5+yfPlycnNziYmJIS4ujo4dO9K3b1/i4+OBYGJx8OBBevbsicPhYO3atcybN6/C+CPV37hxY+Lj48PTKgYMGMDOnTuJi4t8C1BjTKlHUVFRhf3zeDw0bdq0wuMiiRT/lClTql1nSXLhH4qV4PF4mDRpEq+++irXX399eHunTp0AGDx4MHFxcZw8eZIDBw5U+fXTpEkTJk6cyMSJExk/fjxbtmyhSZMmfP7552zatIlmzZqRnJxMIBAAgtNrihljwtvLsn79+oj1lKVnz57lftH0wuS5ovovnMZT1XguVcQE2RjjJDTvuCwick2NRKSiamTvDtEOQalLM+JpSHs/+HuD2OBIZ4NYmP7v88c0ala63KRV6XLza0uXW3YsXW7VpXS5bY/S5Xa9Spc79itdjrsZHvka/pR4PkF+5JvzSWf8LaWP7z6sdPn6kcFHsV53Bh/Feo8JPor1mxB8FEv4UfBRLPHHwUexAVOCj2KT/hqM1e+p8dHjiuw4lY+vqPR/Tb4iYcfJs1cshjNnztCkSROuvfZaLBYL+/fv57rrrmPQoEHcd999pKam0rNnT/7yl7/wyCOPVJgg9+vXj6NHj9K9e/dyj3vxxRd58cUXgeA83xYtWjBlyhTsdjunTp3CZrPRokUL9uzZQ8+ePQFYtGgRU6ZMKZUYRYo/Uv0bN25k27ZtFBYWEggE2LFjB7Nnz67+BYzg8OHD9OvXr9rnR4q/uq655hpsNlt47vLAgQN55plncLlc+Hw+tm3bVmpU+EIiwrRp03jggQcYPXp0eLvNZqNp06Y0bdqU9PR0MjMziY+Pp3fv3lV6/Zw4cQK/30+vXr1wu92kp6dz3XXXceLECdq1a0ezZs3Yt28fu3btqlZ/HQ5HlepJSkrC5XKxceNGhg0Lfu+jUaNG4XnI1157LRkZGSQnJ1er/qoef6kiJsgi0hLAGPMCYAHeI3g3iylAyxqNSl1xhyxONhzJ4T++140msQ2iHY5S1Vc8irx9UVRHOitUV+KEWhXr6seHX9H2Hn30UZYsWUJubi5dunRhwYIFtG/fnocffhiAoqIi/vCHP5QaTU1ISOCZZ55h8ODB4YStPOPGjSMlJYU777yzwmPL0qpVK1577TVGjRqFz+fjgQceoE+fPogI77zzDuvWrSt1/KlTp8qN/0LDhg3j7rvvJjExkZiYGH7+85/Tt2/fKseZnp7OxIkTw18e3bhxIy+99BL33HMPACkpKZWaklIdZT2PEyZMKPecGTNmMHHiRNq2bcsnn3xC9+7dmTFjBrfccgsAs2fPpkOHyINKmzZtYsmSJRw6dIiFCxcCsHr1atLT05k+fTqNGzemQYMG/OUvf6FZs2bh8yr7+nG73Tz44IO4XC5EhKlTp3LTTTfRu3dvFi5cSGJiIn369GHgwIGVukYX9nf06NFVrue9997joYcewmazERsby6pVq8IJ8syZM5k+fTpz5sxh9erVVa6/OvFcClPRRwbGmK0icktF22pScnKy1Kl759VB8788wsJvjrPxmZG6MIiq+5wW+GQ6TPpb7U4860qccNliNcZsF5Hkktu2b98uF9514GridrsZOXIkGzdupGHDSs18rJQ1a9bw3nvv8cEHH1y2OmvS8OHDWb58OW3bto12KOoqsn37dp5//vm/Ak+sWLEivJJeZf4lFhljpgD/Ijjl4qdAxZOJVJ3y2B29uD+5iybHqn5o2Qmmr4l2FBWrK3FC3Yq1jmnatCm//e1vycjIqHCaRVWMGTOGMWPGVHxgLZCTk8OTTz6pybGqNSqTID8A/Cn0EGBTaJuqJzy+IprENiCuVfW/HKGUUqr67rrrrmiHEFXt27dn4sSJ0Q5DqbDK3OYtXUTuFZF2ItJeRCaKSPoViE1dAQctDob8bh3fHs2NdihKKaWUUrVCeXexeJ3y72LxWI1EpK6oxg0bcHvvDvTrrDclUUoppZSC8keQU4HtQBNgIHAk9EhC5yDXGz3aNWf+Twfo3GOllFJKqZCICbKILBaRxUAvYKSIvB5aQe8OgkmyquM+Tj2N1VnxzemVUqq+e+WVV0hISKBfv348//zzFR7/3HPPkZCQwMCBA1m2bBkQXMggOTmZp556qsrtT548udQiC1u3buXmm2+mb9++TJ48ucLzn3rqKTp27BheeexCgUCA/v37k5tb/nS6SO1W9fqUZ8WKFfz+978vtS0nJ4e77777kuqFyNehoutTltdee42CgoJqx3LmzBmGDRtGv379GDhwIF98cX69tQYNGpCUlERSUhKPPRb8QL6qr5+//e1vpVZIHDduHOvXr494/KFDh0hKSqJFixaUdWewDRs20K9fP5KSkti/f3/Eeh588MHwaoVFRUW0a9fuopUaa8L69etp1aoVSUlJJCQk8Lvf/a5G26twDjLQmdL3PW4R2lbjjDHjjTELbTYbBQUFOJ1OHA4Hbrcbm82Gz+fDarUiIuHlKYuXHczKykJEsFqt+Hy+8H0XHQ4HTqeTgoIC8vPz8Xq95ObmEggEwksuFtdR/DM7Oxu/309eXh4ejwe73Y7L5cLlcmG32/F4POTl5eH3+8nOzi6zDovFQiAQIDc3F6/XS35+flT7tO/YaX69dA9vf3Ww3vSpPj5P2iftU33r0yV7axjMaXXx461h1a4yIyODt99+m507d5KWlsbixYs5ceJExONTU1NZu3YtaWlprF27lhkzZuB0Ovnzn//Mxo0biYmJ4dChQ5Vuf9++fRQWFnLDDTcAwQUmfvazn7FgwQIOHDjAm2++WWEdP/zhD/n3v/8dcf/q1asZPHhweBGIskRqt6rXpyITJkzg2WefLbWtffv2dO7cmW+++aba9ULk61DR9SnLpSbIDRs25M0332T//v0sXbqUBx98MLyvadOmpKWlkZaWxvz58wGq/fqprN69e5OWlhZeqONC77//Pr/61a9IS0urcMGWFi1asGvXLjZt2hReFfBKGD58ePi6LV68mJMnT9ZcYyJS7gOYDpwE/hZ6nACmVXTe5XwMGjRI1OV3Iuec5Lu80Q5DKXUVAVLlgvf41NTUylew8r9FXmgnMvua848X2gW3V9Pp06elW7du4nQ6xeFwSO/evSUvLy/i8f/617/k5z//ebh8yy23yJdffin333+/uN1ueeqpp+TAgQMiInLu3LkK2581a5YsWrQoXP7uu+9k6NChVe7HiRMnpH///mXu+8EPfiAVXedI7Vb1+syePVtuu+02uf766+W//uu/pFevXmK1WkVE5Gc/+5l07dpVHn300YvOW7ZsmTz00EPlxlgZka5DedenpC+++EISExMlNjZWEhISJDExUc6cOSMiIn/605+kf//+0r9/f/nrX/9apbjat28vHo9HRESaN29+0f6qvn4WLVpU6jqOHTtWUlJSRERk/PjxcvPNN8vAgQPl9ddfL3XeiBEjZNu2beHy2bNnJTExUdq0aSPdu3eXxMRE2bdvX8R2p02bJs8++6y88MIL8uSTT8qsWbPCcUS6PpG2N2/eXJ599lnp169fqX9TZUlJSZGxY8eKiIjdbpdu3bpJVlZWxP6uWLFCHnjggfD5//u//yvz5s27qN7U1FQZP378u+PHj28pJd6XKnMXi0XALcDS0OP7Epx6oeooCS0O071dc1o1i63gaKWUusIWjYWdoeXCi3zB8q4Pg+WhMyDgL318wA9xoZl/rrzg8YdC92x2ZlfYXJcuXXj88ceJj4+nS5cuFd6Pt1+/fmzdupWCggJOnTrFgQMHsFgs/OIXv2DYsGEEAgFEhIcffrjcj7yLbdq0iZILpZw6dYoOHTowZswYBgwYUO5yxpVx8OBBzp07R0WLsURqt6rXB4KjxGPHjqVnz56MHj2azZs3A/D3v/+dF154ocxzkpOT+fbbb6vRw8vrzjvvJC0tjc6dO5OSkhL+PT09nfnz57NlyxY2bNjA7NmzsVqtlarz888/Z8CAATRu3BgAj8fDwIEDufXWW8Oj5tV5/Xz44YfhqRobNmwIb1+wYAG7du1iy5YtzJ8/P/xJUVlat25NWloaEyZM4JVXXqnUCPKgQYPYuXMnhw8f5sYbbwSIeH3Ku24ul4vx48eTlpbG559/Hv70KZINGzaQlJRE586dmTp1anj0uqz+jhkzhs2bN+NyuQD4+OOP+elPf1pu/SWVdxeLPiJy0BhTvJbf6dDPzsaYziKyo9KtqFrl8X+lcW2LRswe3z/aoSilVNW06AjNO0BBDgSKoEEjaNoWmraudpX5+fmsWbOGEydO4PP5uPXWWxk3blzE5ZdvuukmHnzwQYYOHcp1113HyJEjadKkCaNGjWLVqlX88Y9/ZPny5cybN4/mzZtX2H5WVhbt27cPlz0eDykpKezevZvWrVuTnJzM6NGj6dmzZ7X698Ybb1Rqjmikdtu2bVul6wPQtm1bHA5H+Kfdbq+w/Q4dOoSnDdVGO3fuZPjw4bRo0QKAIUOGsHv37gqXCLdYLDz55JMsX748vC0jI4NOnTqxbds27rvvPo4cOVKt18+Pf/xj3njjDSA4B7nYu+++y7JlyxARMjMzyczMvOxTITp16hS+FhD5+jidzojXrVGjRgwdOhSAHj16YLFY6Nw58ize4cOHs2rVKpxOJ3fccQeTJk3i5ptvjtjfe++9l2XLltGrVy969uxJx46VXwW0vIVCZgIPA/9Xxj4BRlW6FVVriAjtWjSmbXMdOVZK1VLTS8wVbRBbutyoGTzyNfwpMZggmxh45Jvzy183v7b08ZVYFnvdunXEx8fTqlUrAAYMGMDOnTvLTQBnzpzJzJkzAfje975HfHw8S5cuZceOHcycOZMnnniCYcOGMW/ePG6//fZy22/atCkez/kvTHfs2JG+ffsSHx8PBEfrDh48WK0E2eFwsHbtWubNm1fhsZHaLSgoqPL1McaUehQVVXzzK4/HQ9OmtXfBquJPX6vC4/EwadIkXn31Va6//vrw9uJkdfDgwcTFxXHy5EkOHDhQrdfPhdavX8/nn3/Opk2baNasGcnJyQQCgfB+Y0yV+1GWl156iZiYGJYsWQJEvj7lXbfY2PO5iDGmVJzladmyJaNGjWLjxo3YbLaI/Z02bRq//vWv6dWrF1OnTq1s14Dy72LxcOjnyDIemhzXUcYYfjO+H78c1SvaoSilVPW07ARJU4LJcdKUSiXB5SkeySssLMTtdrNjxw569OgR3j9r1ixmzZpV6py8vDwAvv76a2w2G4MGDWLixInhJaN79uzJhg0beOeddypsv1+/fqXuYDF48GBOnTqFzWbD6/WyZ8+eUslxWfFEsmjRIqZMmVIqEYkkUrsVXZ/L5fDhwxV+tH8lXXPNNdhstnB54MCBbNy4EZfLRX5+Ptu2bePmm2+OeL6IMG3aNB544AFGjx4d3l785VkITkvIzMwkPj6+2q+fCzkcDtq1a0ezZs3Yt28fu3btKrX/2muvJSMjo8r1Xqh169Zcc835NRQiXZ+qXrfKCAQCpKWlER8fX25/k5KSyM7OZuXKlUyYMKFKbVRmqelSjDF3AU+LyNW9LmYddDLPhdtXRJ9OuiiIUqqOG/E05ByAEc9cclXDhg3j7rvvJjExkZiYGH7+85/Tt2/f8P6yPvafPn06R48eJTY2ln/84x+lRuUSEhJ45plnGDx4MC+++GKF7Y8bN46UlJTwR/WtWrXitddeY9SoUfh8Ph544AH69OlTbjyPPvooS5YsITc3ly5durBgwQLGjx/PO++8w7p16yp1Hcprt7zrU1np6elMnDgxnCBu3LiRl156iXvuuQeAlJQUxo4dW+V6SyrrOkyYMCHi9vLMmDGDiRMn0rZtWz755BO6d+/OjBkzuOWWWwCYPXs2HTp0iHj+pk2bWLJkCYcOHWLhwoVA8G4i6enpTJ8+ncaNG9OgQQP+8pe/0KxZs/B5VX39XGj06NEsXLiQxMRE+vTpw8CBA0vtnzlzJtOnT2fOnDmsXr263CkNVVHe9anKdStP8Rxkv9/PyJEjGTt2LD6fr9z+/vCHP+TQoUNV/nTCRBr6NsaMAt4ieEu3ZcBLwN8BA/xORJZUvWvVk5ycLGXds09VzcwP0/hifzZbn7uDZo2q/LeRUkpdMmPMdhEpdZ+p7du3S0VfIKvP3G43I0eOZOPGjTRsePnem9esWcN7773HBx98cNnqrEnDhw9n+fLlFX4BUKmquOeee5g5c2bEueLbt2/n+eef/yvwxIoVK5zF28u7i8X/EZyDfC3wCbAFeE9EBl3J5FhdPr8Z348//8cgTY6VUqoWadq0afij9ctpzJgxdSY5zsnJqdTdMZSqrLy8PG688Ubat2/PHXfcUeXzy8uURETWh35fZozJEZE/VSdIVTu0btaIYb0i3yReKaVUdNx119U9a7F9+/ZMnDgx2mGoeuTaa6/l8OHD1T6/vBHk1saYHxY/AHNBudqMMf9tjNlnjNlrjPmnMabJpdSnynfI4mTqX7/jVF71VwRSSimllLpalDeC/DUwPkJZgGpNszDGXAc8BvQTEbcx5iPgJwRX6VM1IONsASfzXLRsolMrlFJKKaUqEjFjEpHpNdxuU2OMD2gGlL90irokd/TtyMjeHYiJuTz3PlRKKaWUqs+u+JCiiJwxxrwKnALcwFoRWXvhccaYhwl+SZC4uDjS0tKubKD1xPGzXnq0jr1sNwZXSimllKr3ROSKPoA2wFdAeyCW4C3k/qO8cwYNGiSq6g5ZHNL92VXyt00noh2KUkqJiAiQKhe8x6empkY1ps8++0wSExPDj9jYWNm5c2e553z44Ydyww03SK9evWTFihUiIpKSkiKDBg2SJ598ssox3H///XLkyJEKj3vyySelQ4cO0r9//1LbX375Zenfv7/07dtX5syZc9F5RUVF0q9fP8nJyZGMjAy59dZbpW/fvjJgwABZu3Zt+LgtW7bITTfdJH369JH777+/3P5W1/Lly2Xu3LmltlmtVvnBD35wSfUWczgcEhcXJ6+88oqIVO/5FRGZN2+euFyuasdR3nWOiYkJxzNjxgwRqfrrJyUlRa655hpJTEyU/v37y4svvljtWLt16yY5OTmVOvbgwYOSmJgozZs3l23btlW7zdoiNTVVxo8f/+748eNbSsl8VS5D0luVB3A/8G6J8lRgQXnnaIJcPYW+Inl/y0mxnSuMdihKKSUil54g/2j5j+SFzS+I1WWtkfgyMzPlhhtuKPeYwsJC6d69u1gsFjl58qT07NlTioqKZPLkyeJ2u+VXv/qVHDx4sNJt7t27VyZMmFCpYzdt2iTbtm0rlSCfPn1arr/+evF6vVJYWCg9evSQ48ePlzpv5cqVMm3aNBERsVgskpaWJiIi6enp0rlzZxERCQQC0qtXL9mwYYOIBJPW8vp7uT344IPy9ddfX3I9Tz/9tIwbNy6cIJdUmee3WFWSxrJEus4iIs2bN7/o+Kq+flJSUmTs2LEiIuLz+aRXr16Snp5erVir09cRI0bU6wS5vLtYhBljEowxk40xU4sflzBofQr4njGmmQl+7n8HcOAS6lMRNGoYwwO3xNOmeaNoh6KUUpfFobOHWHpkKWOWjOG3W35LTkHOZa3/X//6F5MmTSr3mK1bt9K/f386duxIfHw8Xbt2Zffu3cWDPiUHhHC5XBW2+f7773PfffdVKr6hQ4fSrt3Ft+v0+/0UFhZSWFhIo0aNaNWqVan9r7/+OjNmzACgY8eOJCYmAtCtWzd8Ph+FhYWkpqbSvn17hg0bBgRvvVZefyOZM2cOI0aM4IYbbuDRRx/lxhtvJCcn+DxNnTqV+Ph4fvnLX1503sSJE/nHP/5RqesQyeHDh8nJySHSwjOVeX7XrVtHUlISmZmZjBw5Mvw7wPz580lISCAhIYFFixaVW0+k6xxJdV8/AAUFBXi9Xho3bgzAypUrGTJkCElJScycOTN83Pr167nrrruYNGkSCQkJPPHEE6XqOXbsGAMHDuTIkSPl1hNJWcevXLmSKVOmhI/5zW9+w2uvvVapfkVThQmyMWY28HroMRJ4GajagtYliMhWgguP7AD2hGJYWN36VNle/uwgn++zRDsMpZSqsumfTWfZ0WUA+AI+pn82nZXHVob3+wI+CosKWXpkKaOXjGbUR6P49PCnAJz1nGX6Z9NZf3o9ALnu3Cq1/f777/OTn/yk3GMsFgtxcXG89dZbfPTRR3Tq1ImsrCx+8YtfMGzYMAKBACLCww8/zPr16ytsc9OmTRETusro0qULjz/+OPHx8XTp0uWiBTcOHjzIuXPnymzj888/Z8CAATRu3JhTp07RoUMHxowZw4ABA1iwYEG5/S3PhAkTGDt2LD179mT06NFs3rwZgL///e+88MILZZ6TnJzMt99+W93LAMAzzzzD7NmzI+6vzPN75513kpaWRufOnUlJSQn/np6ezvz589myZQsbNmxg9uzZWK3WSsVV8joDeDweBg4cyK233so333wDUK3XT/HSy507d2bq1Kl06tQJq9XKb3/7W9avX09aWhqnT5/mq6++Cp+zadMm5syZw969e5kzZ054e0ZGBpMnT2bx4sX06tWrwnouFOn4MWPGsHnz5nCy//HHH/PTn/60UtctmirzJb1JQCKwU0SmG2M6An+5lEZFZDYQ+RWsLonHV8S6A9kYA3f37xTtcJRSqkb4Aj4Actw5vLf/PX50448uqb7Dhw/jcrnCo36RFI/u/eIXvwBgyZIlGGMYNWoUq1at4o9//CPLly9n3rx5NG/evMJ2s7KywqO11ZGfn8+aNWs4ceIEPp+PW2+9lXHjxhEXFwfAG2+8UeaIrcVi4cknn2T58uVAMGlLSUlh9+7dtG7dmuTkZEaPHh2xv+Vp27YtDocj/NNut1fYjw4dOlSYeJdn5cqV3HjjjXTr1q3M/ZV9fiPZuXMnw4cPp0WLFgAMGTKE3bt3R1zCuNiF1xmCyWinTp3Ytm0b9913H0eOHKnW62f48OGsWrUKp9PJHXfcwaRJk0hPT+f48eMMHToUgHPnznH8+HFGjRoFwKBBg0hISACgdevW4bruvfdexo4dy0033QTAli1byq3nQuUdf++997Js2TJ69epFz5496dixY7n9qg0qkyC7RSRgjPEbY64BrEDPGo5LXYImsQ1Y8/ht+IoC0Q5FKaWqbNHo8x9dx8bEliqXFBsTS4yJYeINE/lFYjB5a9OkTanj2zWt/OqhlRldBOjcuXOpRM5isdCpUyeWLl3Kjh07mDlzJk888QTDhg1j3rx53H777eXW17RpUzweT6XjvNC6deuIj48PT6sYMGAAO3fuJC4uDofDwdq1a5k3b16pczweD5MmTeLVV1/l+uuvB4JTAvr27Ut8fDwQTKQOHjwYsb/lMcaUehQVFVXYD4/HQ9OmTavU95K2bt3Kp59+yvLly8nNfie0kAAAIABJREFUzSUmJoa4uLjwx/uVfX4jKf5DoSrKus5A+PoNHjyYuLg4Tp48yYEDB6r1+gFo2bIlo0aNYuPGjXTp0oW7776b999/v8xjL5x+U2zhwoX86le/4rvvvmPIkCEA5dZT1h9JkY6fNm0av/71r+nVqxdTp17KLN0rpzJzkFONMa2Bd4DtBKdGfFejUalqs7m8+IoCNIgxNIltEO1wlFLqsouNiaVxg8b8sNcP+exHn/E/3/ufKiXCkXzwwQdlJlCzZs1i1qxZ4fKQIUPYt28f1v+fvTOPi/K4//j74RTBC7lEi4qKgsglaKIYo9GfikowsbbReqX9pbbGaNVoTVqPaEya2GqMMY0mMZf+kqpEJMV4JKhAlICIN+CRBZEbhOVadmHn98fKKsoeIIrH83699sXO7Dwzn5l5gO/O853vFBRw9epVsrOz8fPzIyIigtWrV5OdnY2npydxcXFs3brVZLs+Pj5cunSp2brrVyJramqorq4mJSWFnj17ArBt2zamTZuGtbW1vrwQgpkzZzJ16lTGjh2rzw8JCSErK4uSkhLUajVnzpzB09PTYH9bmoyMDHx8fJp9/Zo1a7h06RJpaWm8/PLLLFmypIHvq6H5NUT79u0pKSnRp4OCgoiPj6eyspLS0lKSkpKMjoOhcS4pKaG6uhoAhUJBTk4OHh4ezb5/ALRaLampqXh4ePDEE08QFxdHdnY2AJmZmeTlmXa5HDhwIB999BEvvvgiNTU1Juvp3Lmz/jPAaPmAgADy8/OJjo4mPLzZXrr3FZMryEKIP994+29Jkr4H2gshDHvny7Qqy6POcqmggphXhskHg8jIyDxy9O3UlwCXAOb4z2kRo7iexMREHBwc6Nu37x2f3f7Y38bGhrfffpuhQ4cCsH79eiwsbq43+fr6snTpUkJCQlizZo3JtidMmEBsbKzJR/UAc+fOJTIykqKiIrp168bmzZsJDw9nzJgx+Pv7Y2FhwR/+8Ae8vb0RQrB161YOHTrUoI6EhAQiIyNJT09nyxbdFqCYmBjc3d3ZsGEDI0eORKPRMHXqVPr16wdgtL/molAoiIiI0BuI8fHxrF27lrCwMABiY2MZP358k+s1B2Pza4h58+YRERGBo6Mju3btokePHsybN4/BgwcDsGLFClxcXAxeb2icFQoFs2fPxtbWFktLSz7++GPatm2rv64p90+9D3JtbS0jRoxg/PjxSJLEhx9+yMSJE6mtrcXe3t7gKvDtPPnkk4wePZq///3vvPPOO0brWbhwIbNnz2blypX6+8dY+eeee4709PS7ekpwP5FMPTK4EWliGuAphHhDkiQPwE0Icd9WkYODg0VycvL9au6h5nB6AbllKl4Y5NHaUmRkZGTuQJKkE0KI4FvzTpw4Ie5mk9rDTnV1NSNGjCA+Ph4rq5Y7v2vfvn18+eWX7Nixo8XqvJcMGzaMqKioBhsMZR4dwsLCWLhwoVlfBO8nJ06cYNWqVZ8CC/bu3Vten2/OV8DNwJNA/ZbDcuCDlpco0xI83ddFNo5lZGRkHiLs7Oz0j9ZbknHjxj00xnFhYeEd0TdkHg2Ki4vx8vLC2dmZZ555prXlmI05X1UHCyGCJEk6CSCEuC5JkhxY9wHjUkE5sWmF/O6J7tjZyL7HMjIyMg8To0ePbm0JrYqzszMRERGtLUPmHtC5c2cyMjJaW0aTMWcFWSNJkiUgACRJcgbk8AgPGPvP5bPhUAYqjemdwjIyMjIyMjIyMoYxZwV5I/At4CJJ0pvo4iL/7Z6qkmkyc0f05rmgrvKpeTIyMjIyMjIyd4nJFWQhxHZgCfAWkAtECCF23mthAJIkTZQkaUtJSQlVVVWUl5ejVCqprq6mpKQEjUZDQUEBQgj9LuP64yBzc3MRQlBQUIBGo9HvmlUqlZSXl1NVVUVpaSlqtZqioiK0Wq0+HEl9HfU/8/Pzqa2tpbi4GJVKRVlZGZWVlVRWVlJWVoZKpaK4uJja2lry8/MbrSMvLw+tVktRURFqtZrS0tIW61NB8XXKy8vpYC0emT49ivMk90nuk9ynUmRkZGQeBoxGsZAkyQI4LYTwvX+S7kSOYmGYi/nlTP73MT6YGkRon5YLeSQjIyNzL5CjWMjIyDxINCuKhRBCC5y6EdpN5gHEytKC4V7O+Li3b20pMjIyMg8tlpaWBAQEEBAQwCuvvNKs8ocPHyY4OJjFixc3uf0pU6Y0OCxk8eLFuLq66o8Evlv9Wq2W/v37U1RUZLCOa9euERoaio+PD0FBQRw8eFD/2bvvvouvry8+Pj6sWrWqCT27k7179/L22283yCssLGTMmDFm19ES82WKDRs2UFVVZbam2zE2ni11/9xaT0BAAHFxcc3W21LcPr/p6ekEBATg4ODArYudhvIfGIQQRl/Aj+hCu/0A7K1/mbquJV8DBw4UMjIyMjIPP0CyuO1vfHJycrPrU+fni5wVK8XlZyPuSpe9vf1dl58yZYqorq4Wr776qkhLSzO7rrNnz4rw8PAGeQkJCSIpKUn079+/2XpuJTo6WsycOdNomby8PJGamiqEEEKhUAh3d3chhBBXr14VvXr1Emq1WtTU1IiePXuKK1eumKWrKcyaNUscOXLErLItMV+m6N69uygsLGzydfUYGk9Deppz/zSnX63F8OHDRVJSktn594vk5GQxceLETyZOnNhO3PJ3yZwoFquACcAbwD9vecm0MrtPZFOgVLW2DBkZGZn7jqaggNyVq7g8+n8o3b2bmrS01pZUv6h06wITlZWVJq/bvn07kyZNapA3ZMgQnJxazm3u/fffZ968eUbLuLq64u/vD0D37t3RaDTU1NQAUFtbS01NDTU1NdjY2NChQweD9axcuZLhw4fTu3dv5s6di5eXF4WFhQDMmDEDDw8PXn755Tuui4iI4KuvvmpuF1uMQ4cOERAQQE5ODiNGjNC/B9i4cSO+vr74+vqybds2o/UYG8/GaO79czvGxj86OppBgwYREBDAwoUL9dccPnyY0aNHM3nyZHx9fVmwYAHR0dENjupevnw5GzZsYPv27Q3mb/78+XzxxReA8fltCoZ03k/M2aR35NYXUAtMuffSZIxRUK7ir5Gn+fyYorWlyMjIyLQomdNnUBr5LQBCoyFz+gzK9u4FQJ2VRcawp7g08hlKd+9G1NSARqO/tvb6dTKnz6D8x1hd+oZhYAqVSkVQUBBDhw7l6NGjzSo/Z84cQkND0Wq1CCF46aWXOHz4sMm6EhISuFsfbGP609LSqKioaFIb+/fvJzAwEFtbW7p168b8+fPx8PCgW7duZh3oER4ezvjx4/H09GTs2LEcO3YMgC+++II33nij0WuCg4P56aefzNLXEvNliFGjRpGamoq7uzuxsbH69wqFgo0bN3L8+HHi4uJYsWIFBQUFZum9dTwN6WnO/VNdXd3AxeLq1atA4+NfUFDA6tWrOXz4MKmpqVy9epUff/xRX1dCQgIrV67k7NmzrFy5knHjxnHs2DG9kb5z505eeOEFJk6cyL59+/RG/L59+5g4cSJgfH7NxZTO+4VZZ1pKkhQATEVnGP8C7L6XomRM49KuDYcWDqeDnXVrS5GRkZG5b+T8dRl1Zhq9TSE7Oxs3NzeSkpKYNGkSFy9exM7OrknlR44cyXfffce//vUvoqKiWL9+Pfb29ibbzs3NxdnZ+Z7p37RpU5NW9PLy8li0aBFRUVEAlJaWsm/fPn755Rc0Gg1Dhw5lwoQJdOnSxWAdjo6OKJVK/c+ysjKT7bq4uOgjs5iiJebLWPnGOHnyJMOGDcPBwQGAQYMGcfr0aZNHJ98+nob0NOf+sbOzIzU19Y78xsb/+PHjXLlyhSFDhgBQUVHBlStXGDlyJAADBw7U+7x37NgRgGeffZY9e/bQp08fPD09cXV1BcDb25ukpCSsra3x9PSkU6dO5gyhWZjSeb8waCBLkuQF/BbdEdPFwDfool6MuE/aZAwghECSJLp3Nv2HV0ZGRuZho/uXX+jfS9bWDdLd3ttA4eYPKYuMRGi1DVaPAaw6dWpQ3spMw9PNzQ2AkJAQunTpQmZmJv369WtS+QsXLpCSksLChQtZsGABoaGhrF+/nqefftpo23Z2dqhUd+cuZ0i/UqnkwIEDrF+/3qx6VCoVkydPZt26dfTq1QvQuRx4eHjo3SoCAwM5efKkUQNZkqQGr7o604dYqVQqs43WlpgvY+Ubo37FtCk0Np6G9DT3/mkMQ+M/ZswYtm/f3ug1jbnNzJw5k9dee40+ffowY8YMff7zzz/Pt99+i42NDc8995zZmszNN6bzfmHMxSINeAaYKIQIFUK8D8jHtD0ALPrPKVbuPdfaMmRkZGTuO1bOznRZsZzehw7ScfJkJFtbsL67J2n18aIBFAoFOTk5eHjcDN60bNkyli1bZrJ8REQEq1evJjs7G09PT+Li4ti6davJ9n18fBpEsDCFuXoAtm3bxrRp07A2Y4yEEMycOZOpU6cyduxYfX79SmdNTQ3V1dWkpKTQs2dPs/WaS0ZGBj4+PibLtdR8maJ9+/aUlJTo00FBQcTHx1NZWUlpaSlJSUn4+fkZvN7QeLb0/WMuTzzxBHFxcWRnZwOQmZmpj4NuiICAAPLz84mOjiY8PFyf/+yzz/Ldd9+xd+9es48I79y5s75tY/nN0XkvMOZi8Ty6FeRYSZK+B74GGjf/Ze4bQgg62dvQro1Z3jEyMjIyjyT1hrLzn/9E4eYPqT55stl1paWlMXv2bGxtbbG0tOTjjz+mbdu2+s9vf+xvqryvry9Lly4lJCSENWvWmGx/woQJxMbGNnhUP3fuXCIjIykqKqJbt25s3rxZb6CYq0cIwdatWzl06JBZ45CQkEBkZCTp6els2bIFgJiYGEJDQxkzZgz+/v5YWFjwhz/8AW9vb7PqvBWFQkFERITeQIyPj2ft2rWEhYUBEBsby/jx403W09LzZYh58+YRERGBo6Mju3btokePHsybN4/BgwcDsGLFClxcXAxeb2g8FQpFi90/9T7I9axYscJgWRcXFz788EMmTpxIbW0t9vb2Zq3SPvfcc6SnpzdY3Xd0dKRLly6o1Wr9GJia34ULFzJ79mxWrlxJTEwM7u7uBvObo7OlMXpQCIAkSfZABDpXi5HA58C3QogD916eDvmgEJmmMnnvZPxd/JnjNwfntnfn23cvkXW2LLLOlqeltcoHhdxJdXU1I0aMID4+Hiurllv82LdvH19++SU7duxosTrvJcOGDSMqKsrkBkCZ+0tYWBgLFy406Wv9sNKsg0IAhBCVQojtQogJQDcgFfjrvZMqY4is4iou5CpbW8ZDQfr1dL69+C3jIsex+vhqCqtaflNPSyDrbFlknS3Pw6T1YcXOzk7/aL0lGTdu3ENjHBcWFpoVHUPm/lFcXIyXlxfOzs4888wzrS3nvmNOHGQ9QogSIcRHQoj7u5VQBoCNP17k1/8+RmVNbWtLeSjQaDXU1NXo/7lP++80JkRO0H++5fQWJu+drE9/kPoBL3z3gj694cQGZuy7uSnh3aR3+f3+3+vTbyW+xR8P/lGfXn1sNXN/mKtPL09YzoLYBfr0a3GvsfjIzROSXj3yagOdO9N3MmrXKL0RMu+Heaw6dvPEqjkH57A2ca0+/fv9v+fdpHf16Rn7ZrDhxAZ9eup/p7Lp5CZ9ekr0FP596t/69KSoSXxy5hN9euK3E/n83OcA1GnrCIsMY8eFm/9cbx3PsZFjeWLHE3xxTrcZqlRVSlhkGNGXowEorCokLDKM7xXfA5BTkUNYZBg/ZP0AQJYyi7DIMI5m68IbXSm9QlhkGD9d04V4Si9JJywyjKS8JADOFZ0jLDKMkwW6x+ipBamERYZxtugsAEl5SYRFhjXQ+Z/0/zB291hWH19N9OVowiLDyFRmAvBD1g+ERYaRU6GLbfq94nvCIsP0xt93V74jLDKM66rrAOy5tIewyDDK1brFhZ0ZOwmLDENVq9tY9X9p/0dYZBi1Wt3v5hfnvmDCtzfvtU/PfkrEnoZ+ereO5+hdoxn+9XB9+/fj3lsWd9NH8y+xf+HvCX/Xp2+/927/XZIN5ZZn9OjR9OjRo7VltBrOzs5m+7LK3B86d+5MRkYGn3/+ucENdo8yTTKQ7zeSJE2UJGlLSUkJVVVVlJeXo1Qqqa6upqSkBI1GQ0FBAUIIvc9RfTDv3NxchBAUFBSg0Wj0PjFKpZLy8nKqqqooLS1FrVZTVFSEVqvVO4HX11H/Mz8/n9raWoqLi1GpVJSVlVFZWUllZSVlZWWoVCqKi4upra0lPz+/0Try8vLQarUUFRWhVqspLS1tcp/+N9iRzdMCqSwreWT6dK/m6Vbq/7mfKTqDskap71MX+y70bNtTX4e7vTs92/bU96lL2y70tO+p75OLtQu92vfS98lRcsSrk5e+T53opE8LIXC2dMazvae+T+5t3PmV3a/0ferRrkcDnQKBVmjZmb6T+Qfn06dTH5wkJ32fPNt74mrtqp+nnvY9cWvjpp+n7m26061dN/14dG/Tna4OXfXz5GnviWsbV/089e3Ql44WHfXz1N+xP21rdX6LeXl5+Dn7YV1z58YejVaDuk5NpaaS3em7KS8vR12jpl+HfnS07khRURFWkhVeDl442jqSk5ODjaUNfez70Mm2E/n5+VhhRd/2fbHDjrKyMrRqLT6dfLDUWKJSqaipqGFA5wGoy9UAVFyvwM/Zj+pS3cYWlVLFAKcBqCvUqNVqpBqJ/p3636FVrVWzM30nn5/7nD4OfWhj2YacnBwc2zjSx6EP1hbWFBQU0MGqA/3a96NWXYtSqaStaEv/Tv2pLK9ErVZjo7ZhgNMAigp0x/RaVlvi5+ynvxdt1bYM6DyAkpISVCoV7aX2eHf01v8+Odk40addnwa/T7eOZ52oo6SmhFePvHrf7j1Xa1f971PvTr3pLHXW/y7ceu819ru0M30niw4vatbfCBkZGZmHAYM+yJIk2QohDB/5ch+RfZBlmsqAzwfo31tbWGMhWRDRO4I5/nNwsmu506nuFllnyyLrbHlaWqvsgywjI/MgYcgH2dhugGNAkCRJXwohpt9zhTIGuVRQzqro86yJ8JVjH5tBvZvAg2541CPrbFlknS3Pw6RVRkZGpiUwZiDbSJI0ExgiSdIdUaCFEJH3TpbMrWSVVJFZXEW7NvKpeaZQ1aqIvBhJB9sOjO0x9oH/Z963U18CXAJknS2ErLPleZi0ysjIyLQUxgzkOcA0oCMw8bbPBCAbyPeJkf1cedrLBQuLx89Jvqm0sWrD9rDtWFtaY2tp29pyTLIrfFdrSzALWWfL8rDohIdLq4yMjExLYXCTnhAiXgjxJ2CJEGL2ba8X76PGx5rzOUqEELJxbIJydTmfnPmEWm0tDjYOD4VxLCMj0zwyEvP4/LUEPpjzI5+/lkBG4t2fsmVpaUlAQAABAQG88sorZl1TXl6Ou7s769atA+Dw4cMEBwezePFiE1feyZQpUxqcprd48WJcXV3x9fXV5xUXFxMcHIy/vz8BAQHs2bMHgP379+u1BwQEYGNjQ2pqaoP6tVot/fv3p6ioiGvXrhEaGoqPjw9BQUEcPHjQpD5j43P7OBjS2Vz27t3L22+/3SCvsLCQMWPGNKme23UCvP766/j6+hIUFNRA57vvvouvry8+Pj6sWrWqseruYMOGDVRVVTVJ060Ym5fGxr8599tbb71F//796d+/P7/+9a+brdUQqampBAQE4OHhwcsvv9zi9d9XhBBGX4AN8Aqw68ZrHmBt6rqWfA0cOFA8jlzMLxc9/vqd+DT+SmtLeeD5T/p/RMDnAeJ80fnWliIjI2MEIFnc9jc+OTnZ7OvTj+eKf8+LFZv++IP+9e95sSL9eO5d6bK3t2/yNUuWLBETJkwQ7777rhBCiClTpojq6mrx6quvirS0NLPrOXv2rAgPD2+Ql5CQIJKSkkT//v31eWq1WpSXlwshhCgsLBRubm6irq6uwXU5OTmid+/ed7QRHR0tZs6cKYQQIi8vT6SmpgohhFAoFMLd3d2kRmPjc/s4mKOzJZg1a5Y4cuSI2eVv15mUlCSCg4OFRqMRhYWFolu3bkKpVIqrV6+KXr16CbVaLWpqakTPnj3FlSum/w93795dFBYWNrs/xualsfFv6v32888/iyeffFLU1NQIIYRISUlptlZTbNu2TcydO/ee1d+SJCcni4kTJ34yceLEduKWv0vmhHnbDAy88XMzEAR8eC+MdZmGeDi2Ze2kAYT7u7e2lAeeX3v9mt3hu/Hu3PTjT2VkZB4svv1nChd+0oWwq6vT8u0/U0i/sUp8bM9latXaBuVr1Vridl4EoLpCzbf/TOGX07qQfJVl9yYYU0ZGBoWFhdwafUPciApV/w8WoLKy0mRd27dvZ9KkSQ3yhgwZgpNTQ59va2trHBwcACgrK6OmpuaOUHxff/01kydP5nbef/995s2bB4Crqyv+/v4AdO/eHY1GQ01N88apsXEwR+etrFy5kuHDh9O7d2/mzp2Ll5cXhYW6ONszZswwuBoZERHBV1991Wydly9fJiAgACsrK5ycnOjatStJSbrY67W1tdTU1FBTU4ONjQ0dOnQwWPehQ4cICAggJyeHESNG6N8DbNy4EV9fX3x9fdm2bZtRjU2dl6beb5mZmTg7O2NjYwNAYGCg/rPw8HD8/f0ZOHAgmzbdjJ/v4ODAsmXL6N+/P//7v/9rVL8xDI3De++9h7e3N35+fixdulSfHx0dzaBBgwgICGDhwoXNbvduMMdADhFCzBRC/HjjNRsIudfCZMDGyoIXBnnQ2UF2FzDEsZxjXKu4BoBnR89WViMjI3OvqbjeuMGgqtDcVb0qlYqgoCCGDh3K0aNHTZZfunQpK1asaJA3Z84cQkND0Wq1CCF46aWXOHz4sMm6EhISMDfMXXl5OQMGDMDPz4/NmzfrjZ16tm/fzm9/+9sGeWlpaVRUVDTaxv79+wkMDMTW1vj/GUPj09g4mKPzdsLDwxk/fjyenp6MHTuWY8eOAfDFF1/wxhtvNHpNcHAwP/30k9F6jen08fEhMTGRqqoqsrKyuHDhAnl5eXTr1o358+fj4eFBt27dTJ7wN2rUKFJTU3F3dyc2Nlb/XqFQsHHjRo4fP05cXBwrVqygoKDALL23z0tj49/U+23UqFGcP3+ekJAQ1qxZo4+jDrB582ZOnTrF8ePH2bhxoz7Ge2VlJRMnTiQ1NZX9+/frDf+mYGwcVqxYwc8//8zp06dZtGgRAAUFBaxevZrDhw+TmprK1atX+fHHH5vc7t1ijoFcJ0lSr/qEJEmeQN29kyQDsG5/Ot+fvXu/ukcZTZ2G5T8tZ/Xx1a0tRUZGpgWZtCgI7yFdALC0tGDSoiD6DnYDwMGxcUOuPt/OwYZJi4Lo6adbfbXvYN4CQ3Z2NikpKWzYsIGpU6dSXV1tsGx0dDReXl507969Qf7IkSP57rvvsLS0JCoqivXr1zN+/HiTbefm5uLs7GyWznbt2nHmzBmSk5P54IMP0GhufjHIyMigsrJSvwpZz6ZNmxpdgc3Ly2PRokVs3rzZZLuNjY+hcTClszEcHR3p2LEjjo6OdOrUibKyMpOaXFxcGhh5hjCkc8CAAcyaNYshQ4bwpz/9iREjRtCmTRtKS0vZt28fv/zyC5cvX2bdunVmtXM7J0+eZNiwYTg4ONCpUycGDRrE6dOnTV7X2Lw0Nv5Nvd86duzImTNneP3118nIyGDgwIH6w3s++eQTAgMDCQkJIScnR28I29jYMGTIEKytrenZs6fecG6pcQgJCeHFF1/ks88+038ZOH78OFeuXGHIkCEEBARw8uRJrly50uR27xZjUSzqeRWIlSTpCiAB3YHZ91TVY45KU8fB8/nUagVjfd1aW84Di7WlNR//z8fyhjwZmceIJ5/tRez2tAZuFlY2Fjz5bC8jV5nGzU33tzYkJIQuXbqQmZlJv379Gi2bmJjI7t27iYqKoqioCAsLC7p06ULbtm1JSUlh4cKFLFiwgNDQUNavX8/TTz9ttG07OztUKlWT9Hp7e2Ntbc2pU6cIDtadu9LY6rFSqeTAgQOsX7++Qb5KpWLy5MmsW7eOXr1Mj11j42NoHKZNm2ZUZ2NIktTgVVdneh1OpVJhZ2dnspwxnQsXLtQ/wn/iiSfw8PDg0KFDeHh46N0qAgMDOXnyJF26dDHZ1q3Uuz00BUPz0tj4X7hwocn3W5s2bYiIiCAiIoKJEydy/Phx2rRpw/79+0lISKBt27YEBwej1ep+v6ytb4aXlSRJn2+K2tpavcFrbBy+//574uPj+frrr3n//fc5ceIEAGPGjGH79u1mtXWvMLmCLIT4AeiDbqPeK0BfIUTsvRb2ONPG2pJ984exYFSf1pbyQKIVWo7nHgege/vuuNnLXyJkZB4XvAa7MWJaP/2KsYOjLSOm9cNrcPP/DtQfyQ26x8E5OTl4eHjoP1+2bBnLli3Tp9esWcOlS5dIS0vj5ZdfZsmSJUybNo2IiAhWr15NdnY2np6exMXFsXXrVpPt+/j4NIhgYYhr165RXFwM6FYZz58/T9euXfWf79ix4w4Dedu2bUybNq2BoSOEYObMmUydOpWxY8fe0c7KlSsbGFmGxsfQOJjS2VJkZGTg4+NjspwhnYBe55EjRygpKWHgwIG4ubmRlJRETU0N1dXVpKSk0LNnT5PttG/fnpKSEn06KCiI+Ph4KisrKS0tJSkpCT8/P4PXG5oXQ+Pf1Pvtl19+4eLFG7761dUoFAq6du2KUqnEycmJtm3bcu7cOU6dOmWyr40RGxurX5E+ffq03sA3NA5CCLKyshg+fDhvvvkmCoUC0H1RiYuLIzs7G9D5Tjdn5fpuMWcFGaE7ctr0cwGZu+Z6pRp7WytsrCxoY2HZ2nIeSKIuRbH8p+V8NvYzBrrKx9PKyDxueA12uyuD+HbS0tJFMAMuAAAgAElEQVSYPXs2tra2WFpa8vHHH9O2bVv95+Y+XpckXThOX19fli5dqvf1NMWECROIjY1l1KhR+ry5c+cSGRlJUVER3bp1Y/PmzTg7O/PSSy8BUFdXxz/+8Q/9qmZiYiIODg707dtXX4cQgq1bt3Lo0KEG7SUkJBAZGUl6ejpbtmwBICYmBnd33Ybwq1evMnToULPH53aysrIM6mwKCoWCiIgIvYEYHx/P2rVrCQsLA3QGmTkuLMaYPXs2ly5dwtramq+++gpJkggNDWXMmDH4+/tjYWHBH/7wB7y9TW8AnzdvHhERETg6OrJr1y569OjBvHnzGDx4MKDzt3VxcTF4vaF5USgURsff3PuturqaWbNmUVlZiRCCGTNmMGDAAPr27cuWLVvw9/enX79+BAUFmTt8DSguLmbw4MHY2tri5ubG6tU690dD46DVapk+fTpKpZK6ujr++c9/AjrXmQ8//JCJEydSW1uLvb1966wmCzPCrLXWC90BJVt69uwpKisrhVKpFGVlZaKqqkoUFxcLtVot8vPzhVarFTk5OUIIIa5duyaE0IW60Wq1Ij8/X2QXl4tJ7x8RmQXXRVlZmVAqlaKyslJcv35d1NTUiMLCQlFXVydyc3Mb1FH/My8vT2g0GlFUVCSqq6tFaWmpqKioEBUVFaK0tFRUV1eLoqIiodFoRF5eXqN15Obmirq6OlFYWChqamrE9evX7+hTWmauCHxjvxj29iGhqa0z2ie1Wi2Ki4tFVVXVA92npsyTuX26eu2qiL4cLbKzsx+ZPj2K8yT3Se5TY33iLsO8PYpUVVWJwYMHC41G06L1xsTEiBdeeKHJ1/n7+4uioqIW1XIvCA0NFcXFxa0tQ+Yhx1CYN0k0w0fmfhMcHCySk5Obff3fvj3D9p+zmDbIgzWTBtzoPEiS7hv/g5JeHnWW7YlZDOrpyDd/fLIFR/DR4FrFNTrZdqKtteGVCxkZmQcbSZJOCCEaOKOeOHFCmBvF4VHl4MGD9OnThx49erS2lIeCwsJCEhISiIiIaG0pMg85J06cYNWqVZ8CC/bu3Vten2/SB1mSpB/MyXtQKVCq+E9yNkLAN8lXKShXcSG3HM/XYth/Lh+A09lleL4WQ2y6LuzIiczreL4WQ/wlXRzNY5eL8Xwthp9/0fkWHckoxPO1GE5e1fnaHDyfj+drMZzLUQIQcyYPz9diuFhQAUBUag6er8WgKNadsLMzORvP12LIKdNtytiemIXnazHsPJGNAE5dLaWgvGkbNh51arW1zD00l/mx81tbioyMjEyLM3r0aNk4bgLOzs6ycSxzTzFoIEuS1EaSJEfASZKkTpIkOd549QAempMrNv5wEUF9MG3Y+MMlnNrZ8JdRXvR20QUyd23fhr+M8qKnky7dpaMdfxnlRXdHewB+5diWv4zyomsn3W7ZHp3t+csoL7p0aANALxcH/jLKC5d2uk0jXq66tKO9Lu5jvy7t+MsoLzra6TZJ+Li35y+jvGjXRucC7tetA35dO6C9sZpfJwQbfzC9YeNxwsrCiiUhS/ij3x9bW4qMjIyMjIzMI45BFwtJkuYDC9AZw9fQhXgDUAJbhRCbGr3wHtBcF4sCpYph78RSU3szLEkbKwuOLh2BS7s2LSnxrnhYdLYWRdVFONk5mS4oIyPzwCO7WMjIyDxINNnFQgjxnhCiJ7BYCOEphOh54+V/P43ju2HjDxf1q7L1PIirsw+LztbgaPZRxu0eR3Je833QZWRkZGRkZGSagjlxkN+XJGmIJElTJUmaUf+6H+LulpSsUjR1DQ1PTZ0gJfN6KylqnIdFZ2swwGkAz3s9j6+Tb2tLkZGRecQpLy/H3d2ddevWmSybmJiIn58f3t7eTJkyBYDDhw8THBzM4sWLm9z2lClTTMZCvnbtGqGhofj4+BAUFMTBgwf1ny1evBhXV1d8fRv/W6nVaunfvz9FRUX6PEP9bSy/sf42l7179/L22283yCssLGTMmDF3VS/A66+/jq+vL0FBQezZs0efb2p8GmPDhg1UVVU1W4ux+bK0tCQgIICAgABeeeUVoOn3z2effdbghMQJEyaYdbT5/cLX11cf2/hhxGQcZEmSvgR6AancPGJaAF/cQ10tQsz8Ya0twSweFp33E1WtChtLGzq16cRfB/21teXIyMg8IHz40u+oKiu9I79th478actXd1X3mjVrMMfVQwjB9OnT+fTTTwkNDaWwsFCn7cMPiY+PZ/ny5aSnpzeISWyMc+fOUVNTQ+/evY2Ws7Ky4oMPPsDf35/MzEyGDBnCtWvXAHjuuef47W9/y6xZsxq9NiYmhpCQEJycbrqrGerv7fmG+ttcwsPDCQ8Pb5Dn7OyMu7s7R48e5amnnmpWvcnJyRw4cIDU1FRKS0sJDAzkmWeeoV27dibHpzE2bNjA7373O6Mxn41hbL7s7OxITU1tUL6594/MvcHkCjIQDAwVQvxZCDHvxuuVey1M5vFFK7QsObqEJUeXNOuoThkZmUeXxoxjY/nmkpGRQWFhoVkGcnJyMs7OzoSGhgI64w5uHqlbH0cVoLKy0mR927dvZ9KkSSbLubq64u/vD0D37t3RaDTU1NQAMGTIkAbG7+28//77zJs3T5821N/G8g311xArV65k+PDh9O7dm7lz5+Ll5aU3qmfMmIGHh0eDlc96IiIi+Oqr5n/JuXz5MgEBAVhZWeHk5ETXrl1JSkoCTI/PrRw6dIiAgABycnIYMWKE/j3Axo0b8fX1xdfXl23bthmtx9h8NUZz75/GCA8Px9/fn4EDB7Jpk84rNjo6usEx4MuXL2fDhg307t2b2tpafb5Wq6VPnz4G6wHdavfo0aOZPHkyvr6+LFiwAIB33nkHb29vfv3rXzf5+PQHDXMM5LOAfJavzH1DQiLELYSBrgP1J1PJyMg8Pnyz6q+cPaw7/a2utpZvVv2V83GxZl1bpSzjm1V/5fKJRAAqS81zVVu6dCkrVqwwq2xWVhYuLi6MGzeOwMBANm/eDMCcOXMIDQ1Fq9UihOCll14y65F3QkKCWYb5rezfv5/AwEBsbW1Nlk1LS6OioqJBG4b621i+of4aIzw8nPHjx+Pp6cnYsWM5duwYAF988QVvvPFGo9cEBwfz008/mazbED4+PiQmJlJVVUVWVhYXLlxo1hHFo0aNIjU1FXd3d2JjY/XvFQoFGzdu5Pjx48TFxbFixQoKCgrMqvP2+VKpVAQFBTF06FCOHj0KNO/++eabb/SuGnFxcfr8zZs3c+rUKY4fP87GjRvJy8tj3LhxHDt2TG9079y5kxdeeAE/Pz/OnTtHTk4O165dIyMjQ39yYGP11JOQkMDKlSs5e/YsK1euRKFQsHXrVlJSUli5ciVXrlwxe8wfRMw5atoJOC9J0s+A/quPECLc8CXGkSSpI/Ax4IvOXeNFIcSx5tYn8+hQp63D0sKS6T7TW1uKjIzMY0J0dDReXl50797drPIqlYrY2FhOnz5Nx44dCQ4OZuzYsYwcOZLvvvuOf/3rX0RFRbF+/Xrs7e1N1pebm2tyVfZW8vLyWLRoEVFRUWaV37RpU4MVW0P9NZRvqL+enp4G23R0dESpVOp/lpWVmdTp4uJi9rHejTFgwABmzZrFkCFD6Nq1KyNGjKBNm5aLBHXy5EmGDRuGg4MuJOygQYM4ffp0gyPCG6Ox+crOzsbNzY2kpCQmTZrExYsXm3X//OY3v9Gv7E6YMEGf/8knn7Bnzx6EEOTk5JCTk4ObmxvPPvsse/bsoU+fPnh6euLq6sqgQYNISUnh9OnTCCEYNGgQgwYNMloPwMCBA/U+3R07duTHH38kNDQUOzs7+vfvb/bv04OKOQbyynvQ7nvA90KIyZIk2QDy0WgyXCm7woLYBbw17C36d+7f2nJkZGRaid+suLmBy9LKqkHaFG3bd2hQ3r5jJ5PXJCYmsnv3bqKioigqKsLCwoIuXbo0eBx9K66urnh7e+Ph4QHoDIW0tDROnTpFSkoKCxcuZMGCBYSGhrJ+/Xqefvppo+3b2dmZ/ThapVIxefJk1q1bR69evUyWVyqVHDhwgPXr15vs74ULFxrNN9RfYwayJEkNXnV1dQbL3to3Ozs7M0bBMAsXLmThwoUAPPHEE3rNLUFzXP4MzVe9kRkSEkKXLl3IzMzkwoULzbp/bufw4cPs37+fhIQE2rZtS3BwMFqtLozszJkzee211+jTpw8zZujiLQwePJjdu3dTVVWFJEmcOHGCMWPGGK0HoEOHDg3arZ/reh52F0lzolgcARSA9Y33SUBKcxuUJKk98BTwyY361UKIu3Mek3kk0Gq1tLNpR+c2nVtbioyMzGPEmjVruHTpEmlpabz88sssWbKkgXG8bNkyli1bpk+HhISQlZVFSUkJarWaM2fO4OnpSUREBKtXryY7OxtPT0/i4uLYunWryfZ9fHxMRrAAncExc+ZMpk6dytixY83q27Zt25g2bRrW1tYm+2so31B/W5qMjAx8fHzuqo7i4mIAjhw5QklJSZNdV26lffv2lJSU6NNBQUHEx8dTWVlJaWkpSUlJ+Pn5Gbze0HyVlJRQXV0NgEKhICcnBw8Pj2bfP7ejVCpxcnKibdu2nDt3jlOnTuk/CwgIID8/n+joaP1GyZCQEGJjY3F1daVbt27s27ePkJAQo/U0RlBQEAkJCahUKs6fP09WVlaTtT9ImBPF4n+BlwBHdNEsugL/Bp5pZpueQCGwTZIkf+AEMF8I0cATXZKkl260S5cuXe7Y7SnzaLK4y2LyLuaRR9P9xmRkZB592nboaDCKxb3i9sf+HTp0YMOGDYwcORKNRsPUqVPp16+f/nNfX1+WLl1KSEgIa9asMVn/hAkTiI2NNfmoPiEhgcjISNLT09myZQugi07h7u7O3LlziYyMpKioiG7durF582YmTpzI1q1bOXToUDN6bX5/zUWhUBAREaE3EOPj41m7di1hYWEAxMbGMn78+LvSOnv2bC5duoS1tTVfffWVfkWzsfG5PZLG7cybN4+IiAgcHR3ZtWsXPXr0YN68eQwePBiAFStW4OLiYvB6Q/OlUCiYPXs2tra2WFpa8vHHHzeIlNHU++d2xo4dy5YtW/D396dfv34EBQU1+Py5554jPT1dv1rv4OCAhYUFI0eOxNbWlv/7v/+jU6dOJuu5ne7du/P73/+ewMBAfHx86NmzZ5O1P0gYPElPX0CSUoFBQKIQIvBG3hkhxIBmNShJwcBxdJExEiVJeg9QCiH+buia5p6kJ/Nw8NGpj9BoNfw54M9YSObsG5WRkXlYkU/Su5Pq6mpGjBhBfHw8VlbmeD6ax759+/jyyy/ZsWNHi9V5Lxk2bBhRUVE4Ojq2tpRHmrCwMBYuXGjyC9njQpNP0ruFGiGEuj4hSZIVuo11zSUbyBZCJN5I7wKMfy2ReWQRQnCt4hq5lblIyBErZGRkHj/s7Oz0j9ZbknHjxj00xnFhYSGLFi2SjeN7SHFxMV5eXjg7O/PMM811Anh8MOer6hFJkl4D7CRJGg38GYhuboNCiDxJkq5KktRXCJGOzlXjfHPrk3m4kSSJVUNWUSfq5JBuMjIyjy2jR49ubQmtirOzMxEREa0t45Gmc+fOZGRktLaMhwZzVpD/is5n+AzwRyAG+NtdtjsP2C5J0mkgAFh7l/XJPGRUqCtYFreM/Mp8JEnCyqLlHivKyMjIyMjIyNwN5lgldsCnQoitAJIkWd7Ia/YB5UKIVHQn9Mk8plwqvcSR7CM81+c5XO1dW1uOjIyMjIyMjIwec1aQf0BnENdjB9zdlliZx54AlwAOPH+AELeQ1pYiIyMjIyMjI9MAcwzkNkKIivrEjffywR4yzeJo9lEOKA4A4GDj0MpqZGRkZGRkZGTuxBwDuVKSJH2UCUmSBgLV906SzKOKEIIdaTv45Own1GlNn6okIyMjYwhNfiV560+gya80XdhMysvLcXd3Z926dc0qf/jwYYKDg1m8eHGT254yZUqDw0Jef/11fH19CQoKYs+ePSavN1Veq9XSv39/ioqKuHbtGqGhofj4+BAUFMTBgwcBDOYb6m9z2bt3L2+/3fB0xMLCQsaMGXNX9dbTmM7ExET8/Pzw9vZmypQpZtWzYcMGqqqa7U1qdDwtLS0JCAggICCAV155BWj6/TNr1iz9cc51dXU4OTk1OFL89nFOT08nICAABwcHmhI6t7H5grsfnwcdc3yQ5wM7JUnKuZHuAvzm3kmSeVSRJImNIzaiVCuxtLBsbTkyMjIPKVp1HUXbzlFXVkPRtnO4LhyIhc3d/01Zs2ZNk05eu738hx9+SHx8PMuXLyc9PZ2+ffuaVc+5c+eoqamhd+/eACQnJ3PgwAFSU1MpLS0lMDCQZ555hnbt2jV6vTnlY2JiCAkJwcnJifz8fD744AP8/f3JzMxkyJAhXLt2DSsrq0bzmzs+hggPD7/jkA5nZ2fc3d05evQoTz311F3Vf7tOIQTTp0/n008/JTQ0lMLCQrPq2bBhA7/73e8aHOLRFIyNp52d3R0HoDXn/nFwcODUqVOUlZXpj6+u5/Zx7tu3L6mpqU0+urqx+YK7H58HHaMryJIkWQA2QD/gT+hCvHkLIU7cB20yjwhaoWXHhR2oalXYWNrgZOfU2pJkZGQeYq7vyqCuQg0C6irUXN9196GrMjIyKCwsNNsAbKx8/cFbQgj9+8pK0yvc27dvZ9KkSfr05cuXCQgIwMrKCicnJ7p27UpSUpLB680p//777zNv3jwAXF1d8ff3B3Snn2k0GmpqagzmG+qvIVauXMnw4cPp3bs3c+fOxcvLS2+UzpgxAw8PjwYrnfVERETw1VdfmazfGI3pTE5OxtnZmdDQUEBnjBvj0KFDBAQEkJOTw4gRI/TvATZu3Iivry++vr5s27bNaD3GxrMxmnP/hIeHs3fvXvbu3dvAiDU2zrejUCjo3bs3U6ZMwcfHh3/84x9G6zE2PuHh4fj7+zNw4EA2bdqkv+a9997D29sbPz8/li5dalLTg4BRA1kIoQX+KYTQCCHOCiHOCCE090mbzCPCyYKTvPXzWxzMPGi6sIxMC6IpKCB35SquREwyXbgVeVh0wv3RWvDRaSqT8wEQdVpd+mQBAOXHcqg+UwS1N86rqhVUnyni+p6LANRVaij46DTV54t16XL1nQ00wtKlS1mxYoXZGhsrP2fOHEJDQ9FqtQgheOmllzh8+LDJuhISEhoYdD4+PiQmJlJVVUVWVhYXLlwgLy/P4PWmyqelpVFRUdGocbt//34CAwOxtbU1mt/U8QkPD2f8+PF4enoyduxYjh07BsAXX3zBG2+80eg1wcHB/PTTT2a30RiN6czKysLFxYVx48YRGBjI5s2bjdYxatQoUlNTcXd3JzY2Vv9eoVCwceNGjh8/TlxcHCtWrKCgoMAsXbePp0qlIigoiKFDh3L06FGgeffPwIEDOXnyJBkZGXh5eenzjY1zY1y5coVVq1Zx4sQJPv74YzIzMw3WY2h8ADZv3sypU6c4fvw4Gzdu1N+HK1as4Oeff+b06dMsWrTIbF2tiTkuFgckSXoeiBSmzqWWkWmEga4D+XrC1/g4+rS2FJnHBE1BAUWbP6Ts228RWi1oHszv9Q+LTnhwtJYfyrrzLFcBVamFdIro06w6o6Oj8fLy0vtzNrf8yJEj+e677/jXv/5FVFQU69evx97e3mR9ubm5DVY1BwwYwKxZsxgyZAhdu3ZlxIgRtGnTxuD1pspv2rSp0ZXEvLw8Fi1aRFRUlNH8po4PgKOjI0qlUv+zrKzM5DUuLi7k5uaa3cbtGNKpUqmIjY3l9OnTdOzYkeDgYMaOHYunp2eT6j958iTDhg3DwUG3wXzQoEGcPn3a5JHNjY1zdnY2bm5uJCUlMWnSJC5evNjs+8fNzU2vqbl0794db29vAEJDQ0lJSWnSfNfzySefsGfPHoQQ5OTkkJOTg5ubGyEhIbz44ouMHz++wdOSBxlzNuktBHYCakmSlJIklUuSpLzHumQeARRlCtJL0gHo37m/fFKezD1HU1BA4pLNfLHkKJG5ocQHvk5eJ90jzszpMyjbuxcAbXU1mdNnoIyJAaCuvFyXPqCLsFJ7/TqZ02dQ/mOsLl1YSOb0GVTExenayc0lc/oMKm+sdqmvXtWlf/4ZgJorv5A5fQZVKScBUGVkkDl9BtVnzgBQkZDAkfFzG9UJUJVykszpM6i58gsAlT//TOb0GaivXtWlf/qJzOkz0NwwJiri4sicPoPaG4+xy3+M1aWvXwdAeeAAmdNnUFderkvHxJA5fQbaat1+67K9e8mcPgNxw+gtjfyWzOkz9GOaMGs5ny850qjWe4HLH/2wD9bFR5csLXTpQBcA2o/tgWTd8F+XZG1Bhwk6Y8fS3hqXP/ph59NZl25nY7K9xMREdu/eTb9+/di0aRPvvPMO27dvb3L5b7/9lg8++ICFCxeSmppKaGioWSvIdnZ2qFSqBnn1dfz3v/8lLy8PDw8Po3UYKq9UKjlw4ACTJ09uUF6lUjF58mTWrVtHr169jOY3dXxAt+fk1lddnemN2SqVCjs7O5PlDGFIp6urK97e3nh4eNC+fXsGDhxIWlpak+tvzhqhoXGu9xcOCQmhS5cuZGZmNvv+Wbt2LX/7m/nntzX2v7gl/j8fPnyY/fv3k5CQQGpqKv369UOr1QLw/fff8/LLL5OYmMjIkSPvuq37gUkDWQjRTghhIYSwFkK0v5Fufz/ESZI0UZKkLSUlJVRVVVFeXo5SqaS6upqSkhI0Gg0FBQUIIfTfOuv9YHJzcxFCUFBQgEajoaSkhOrqapRKJeXl5VRVVVFaWoparaaoqAitVqt/FFBfR/3P/Px8amtrKS4uRqVSUVZWRmVlJZWVlZSVlaFSqSguLqa2tpb8/PxG68jLy0Or1VJUVIRaraa0tPSR79OaY2t4+dDLVKmqHpk+PYrz9Cj16fjijaRc74mqjSNIEjVtOpPWdyp5LsHUqNUN6qhRqxECfZ80tbWo1WqUSiUVFRXUabVUVlagVqspKSlBANdLruv7AFBcrHuMX1RUhBACpVKJSqWioqKcOm0dKlU1ZWVlqNVqNLUa6mrryM/P5+SmaM67T2hUZ1FREbW1Gmpra1GpqvXjW6fVUlpaikaj4XppKQL0j3frdeTfmL+yslK0QlB6/TrV1dVUV1dTW1dH9Y15qq2tRaPRNJin28dHrVFTW1vLsUXvcdr6SWradL5Da3Pm6W5xCHGjjbcjWN34h24l0cbbEYdgN+MXGmHNmjVcunSJtLQ0Xn75ZZYsWcK0adP0ny9btoxly5aZLB8REcHq1avJzs7G09OTuLg4tm7darJ9Hx+fBhEs4OacHjlyhJKSkgbuEbfrMVZ+27ZtTJs2DWtra31ZIQQzZ85k6tSpjB071mS+qfFpKTIyMvDxaf6TRkM6Q0JCyMrKoqSkBLVazZkzZ8xaPW7fvj0lJSX6dFBQEPHx8VRWVlJaWkpSUhJ+fn4Grzc0nvV/P0Hn/5uTk4OHh0ez75+OHTvSvr35Zlnnzp3Jzs5ukKdQKEhPT0elUpGQkEBgYKDJem4fH6VSiZOTE23btuXcuXOcOnUK0I1DVlYWw4cP580330ShUJittTWRTH0jknRfK6YBPYUQqyVJ+hXQRQjx8/0QCBAcHCyaEpJE5sGgqLqInIoc/JwN/wGRkWkqQgg0NXVYWVtgYWlBZWkNBVnldOvXiR1//4mKsjsf/VvWqpj9/v9ga2dFdloJl04UMHRyH6xtLbl6voTLJwsIndIHK2tLFGeKUJwu4qkX+mJhIfHL6SIyzxTx9LR+AFw5WUh2WglPvaDbYX7pRAG5l0sZNkXn/3cxKZ/8TCWhk3WP+9OP51KSW8mTk3QRCi78lEvcN+loarR36LRVFfPEi0OoLlcTMr4nAGcOZ1NTXUvwuB4AnPrhKnV1WoL+R/f48+TBLCQJAkbpVgxT9mdiaW2B/8hfAZAco8C2rRUDnu4GQNJ/f8GunQ2+T3UFIHHvFdp1boPPUJ0P4bE9l+nk2pZ+T3YBYMv8wwa1/uGzX5s/cTeQJOmEEKLBSaonTpwQTYmOoFXXkf+vE9SV1mDZ0bbFoliAboOZg4NDg1Bbs2bNAuCzzz4zq7xKpWL8+PHk5OSwZs0ann/+eaNtbt++nfPnz/Pmm2/q88LDw7l06RLW1tZs3bqVQYMGGdXTWHkhBAMGDODQoUMNIhzEx8czYsQI+vfvr8+LiYnhypUrjebX+5ca6m9jY9KjRw8UCkWDn08//TQRERF6A7Fr166sXbuWsLAwANatW4e1tTXz5883Ol7mcLvOnTt38uabb6LRaJg6dSqvv/66yTq2bt3K+vXrcXR0ZNeuXbi5ubFx40a2bNkC6FbtX3zxRYPXGxpnhULB7NmzsbW1xdLSkrVr1zJu3Dh9GXPvn1mzZjFhwgT904HPPvuM5ORkFi9ebHScf/rpJ2bPno2dnR0xMTGo1WqeeeYZ/Pz8SE9PZ9asWSxZsgSFQmG0ntvHx9HRkeeee46rV6/Sr18/FAoFH3zwAUFBQTz11FMolUrq6up49dVX9ffwg8CJEydYtWrVp8CCvXv3ltfnm2MgfwhogZFCCG9JkjoBB4QQ9+0INNlAfnDISMzjWNRlKkpqcHC05clne+E1uOHKzenC0wxwGtDqLhXmaH0QeNx01hu4lpYWWFpboKrUkHu5DNce7Wnb3obS/CrOxl1jwPBudHC2I/dSKXH/ucgzs7zp7O7ApRMF7N96lt/+fRCduzqQkZTHwU/OM3XlYHasTDTUKLPfHUbb9jacj8/h+N4rTF0xmDb21pw5nE1SjILpq5/E2taSUz9c5cT+TGa+NQRLSwtSDmSSeugqL76j2wGfHPML5+JzmLl2KACJ0VfI+Dmf6aufBODYt5f55VQhU1c+AUD8rotkp13nt3/TGThHv8ngTC8P5HQAACAASURBVGx2IyJ1OvsNdae8qJqIhbrw8wc/PUd1hYbwVwIA+H7LWeo0dYyfq3NziPnwNJIkMW7OAACi3z+FrZ0l//MHXwCiNpzEvoMto2brVua+/WcKHVzsGDld52+46x/JOP+qHcOn6gz+/6xNokuvDgz7jc7g/2DOjwa1zv3oGWNT3SgtYSCDLg5y8Y40Ok/th7WraT/NB5nq6mpGjBhBfHw8VlbmbA0yj3379vHll1+yY8eOFqvzXjJs2DCioqJwdHRsbSmPFQqFggkTJnD27NnWltIq3I2BnCKECJIk6aQQIvBG3ikhxL11QrsF2UB+MMhIzCN2exq16purSVY2FoyY1k9vKJ0tOsvU/07l9cGv85t+rRcu2xytDwIPtU5rC0b8rh+egc5cTbuOYxd7OjjbUV2h5sT3mfQZ6Iprz/aUFVazf+tZBj/rSff+nSnMKuc/a5MI+9MAevo7k/+Lkl3/SGb8XD96DHAi91Ip0e+fYvxcP7p6daIwq5zE6CsMmdQbR3d7Sguq+OVUEV6DXLHvYEt1hZryYhWOXezZvvI4FSV3hlFqU6vk9x9H3M8hM8rnryU8FDqh5bW2lIH8qHHw4EH69OlDjx49WltKq1BYWEhCQgIREQ/W/f84IBvIjRvI5mzS00iSZMmNfcOSJDmjW1GWecw4FnW5gYEEUKvWcizqMlfTSvho/hE6l3Vj+ZPLCawZxkfzj1CYpbvXrqQW8tH8IxRf051afulEAR/NP0Jpvu4UnvTEPD6afwRlkc4v63xCDh/NP0Jlme4f89mj1/ho/hGqK3R+kqdjr/LR/COoq2sBOHkgi4/mH6FOo9N35OsMg1pB9xj501fj9J8l7LrI58sS9Omj32Tw5d9uhhs6vD2NHSuP69M/fH6er9fc9DI6+Ok5dr51M+7o91vOsvudm+HC/7v5NHvWp+jT0e+nEr0x1eCY/vDlBb7/6Iw+b+fbyRz45Jw+/c2bP/PDZ+f16R2rEon96uamky//foyjX9+MDfv5awnE77yoT29bEs+xb2/6PH688CiJ0Vf06Y/mHyE5RgFAXa2Wg9vO36lToxtPTU0dMZtPk3VO5wOprROci8vh+o0TzqxsLGjbwQYrK92fm3aObRjyXG86uelW/Rzd7fn1smDce3cEoEvvjrz03nC6enUCwNmjHRPm+uP4/+3deZhc1X3u+++qqWd1q7s1IxBIaADEYMkG7HjA8RwGJ8YnthP7Xud6OsnNSZ4T32PZ9/oGwbGP8eM4wT5xEq45mIMcWzaDURyCc8AYY7BAIxJoRAINdFdVd1V3dXUNXcNe949dPUmtAVTqXbv6/TxPP+pf7Vb1u6u6pF+vWnuthe7Xd8xt5pr3XkhLu7tcUlNrhLkXzSIUCXL9LUsJRSb/sxaKBHj7Z6+jlvglJ/grq5+9973vnbHNMbhrE6s59saSJUtmbHN8OmfzXs53gIeBucaYrwG3Amd/uaTUjalGkUZvD7Y6LHtrJy3tDdzafSvJngxXvH0hja3uhSHtc5rcumVyHWlyfwRnz29260a37lzQwhVvX0ioMq+wc2GlDrt116JWrnj7QgKVC3W6L3RrU/l/fLRxPtU5zL+kfdLtC5Z1jH0vgIXLOsayAixaMZvW2ePrhF6wspOOeeO7By1e1Un3BeO7Vl14eeekDEtWd1EujTeYF1/ZjbVwdM/4BQ4TOSXLhVd0jdXL1sydlOfStfNo6RjPs/wt85jVPb6s08rr5o81oG69gDmLx/OteusC5l08flHHZb+zkHlLxusr3r6QuRe5X3+6mTLDyREaWsJ89MtrmdXlXn3e0t7A5+9659jXtLQ3cOOfjb/h1Nga5pr3jV+RH24IMvei6lz3OzrqXutTVvySE6Ytq3UcxwQCZzNmIyJSHaNrTk/ljFMsAIwxK4HfBQzwhLV2b1UTnoGmWNSGU73V2trZwJ4PbGJX3y5+9uGf0RBsmOJvT6/TZR2dO1oLlFNmmqmmWOzYsWPP3LlzVyxYsCCgJllEpoPjOPT29jqvvPJK8pvf/OYmTphiccoRZGNMI/AFYBmwG/gna+3Uw3IyI1x/y1Iev28v1hn/pSoUCXD9LUtZu+xT7E/ur4nmGNysU83tvf6Wpaf5W9NPOUXAcZz3HT58eGdvb2+X1xf3isjMYK0ln88n77///vuBDmBSj3u6KRb3AUXgaeCDwCrgL89XUKl9y6+dj7WWZx8+RDZVoLWzgat+b0Hlrdb5XN51+RnvY7r45S1s5RSBNWvWHL/55ps/A/wBkEDXuYjI9DBAJ7Br06ZNuUkHTjn3wpjd1trVlc9DwPPW2jed76RT0RSL2nR06CifePQTfHHtF/nwMl1cISJnNtUUC4Cbb745ALwfWA2ET/qLIiLV5wCvAg9v2rRp0naWpxtBHltt31pb8uPbXrduupWr5l7FF678AnOa55z5L3jEDzmttay/7R6alpf4k9//CHOa59Dd1M37Lnofb54/bUtii0id2rRpkwP8W+VDRMRTpxtBLgOZ0RJoArKVz+10bTcNb3wEefV9qwkHwgRMgJsuuYnPX/l55rfOx7EOJadE0AQJBoKnrEOBEAETOGNddsqUbfl11+FAGGPMpJy3LLuFz1zxGbqausaOl5wSjnXOWEeCEYAz1kWniLX2ddUjmRL/7fb7OTx3BwcXbOGmS27iT6/+05pt6EWkNp1qBFlEpJac8nJha23QWjur8tFmrQ1N+HzamuNzVXSKjJRHeODgA3zw4Q9yx+Y7eL73edZsWMOvjv0KgD2JPazZsIZnetx1cF/oe4E1G9awuddd93ZLdAtrNqxhe8xdx/bZnmdZs2ENu/vddWqfOv4UazasYX9yPwCPH32cNRvWcHjQXVf23179N9ZsWMOx9DEANh3axJoNa4hmoiflfPjgw3zooQ+5fz/l/v3799zPmg1ryJXc6TH/48X/wZoNayhVrpn8xxf+kbUbxv+/+e6O73L9P18/Vv/N1r/hnRvHl9268/k7ec9P3zNWf23z1/jgg+PbXP71M3/NzT+7eaz+ytNf4eOP/wc2XfFdXpzzm/HH8yH38ezL9r3OZ0VERESkdgVvu+02rzOckjHmpvXr13+xsbFxzWc/+1ny+TwjIyM4jkM6nSYUCpFIJGhubiYajdLW1kZPTw9tbW309vZy/6H7J92fYx32JPZweOAwH1n2EVa1rmJ202xSqRQL2hdwUfAiFnYuJB6Ls7h7MYvNYhZ0LiDRn2Bhx0KWNS6jLdJGPp9nTvMcrui4gkAxQCAQoD3Yztr5a8kMZmhrbaOp3MT1F17PQHyAWW2zaHFauHbRtWRSGRoiDXSFu1jduRqn6HDP3nsmZXQq16fsju3m1pW3kuxPsmL+ChY4C5jVNouh1BDLupZxceRid0S6WGZx22Ku6LiCTCZDJBxhXmQeb174ZmKxGO1t7XSZLq5dfC09PT10zOpgTnAO18y/hoGBARrCDSxuXsyKWSsoFos4JYflnctZFFxEJBJheCDL6rmr+XXvr933DyrKtsyexB52RHdw08U3kU6ncRzndT9Pra2t9PX1EYlESKVSgLv1aqFQoFwuk8lkCAQCDAwM0NjYSCwWo7W1dew+Rv+MxWI0NjYyMDBAIBAgk8lQLpcpFovkcu4vF6lUikgkQl9f35T3EY1GaW5uJpFIEAqFdE46J51Tlc/pzjvv7L3tttvurtJ/EyIi58VZrYPstXOZYjFqdArDh5d9mC9c9QW6m7qrGfGc1HrOnY8fZcu/vsr/d9k6chF3icBazCkitU9TLETED85mJz1f80sjV8s5F17awZXvvoBcMl3TOUVERESqoa4b5BWzV3D13KtrvpGr9ZxzL5rF3ItmsWJTbecUERERqYa6nmIh5+7g1hgLlrbTOrvR6ygiUgc0xUJE/ECb3sspjeRKPPGDvez8X8e8jiIiIiIybep6ioWcm4amEB//62sJhvR7lIiIiMwcapDltNrnNHkdQeSs/cPn/phsavCk25vbO/iPd2/wINHU/JIT/JVVRKRaNDQoUzq2N8kT/3MvueGC11FEztpUjdzpbveKX3KCv7KKiFSLGmSZUqovR8+BASKNepNB6sPG9evY8/STABRH8mxcv459z/4agJFsho3r13HwuWcByA6l2Lh+HYe2PQdAZnCAjevX8crObQAM9fexcf06juzaCcBgLMrG9es4tsfdXTPZc5yN69fx2v69APQffZWN69cRffnAWWV9bf9eNq5fR7LnOADH9uxm4/p1DMbc3TeP7NrJxvXrGOp3d7F8Zec2Nq5fR2ZwAIBD255j4/p1ZIfcjUIOPvcsG9evYySbAWDfs79m4/p1FEfyAOx5+kk2rl9HueTuzvnirx5n4/p1r/MRFhGpH+p+ZEpXvGMRl/3OQgIBc+YvFhEREakjWuZNTlLIlzRyLL70N3944ymP/dXGn09jktPzS06oflYt8yYifqApFjKJU3b40frn2PyzQ15HmVGKsQzRv91GMZbxOspp+SXnrHA3H1j0J8wK1/aGNn7JCf7KKiJyrmq6QTbG3GSMuTuZTJLNZkmn0wwNDZHL5UgmkxSLReLxONZaent7Aejp6QGgt7cXay3xeJxisUgymSSXyzE0NEQ6nSabzTI4OEihUKC/vx/HcYhGo5PuY/TPWCxGqVQikUiQz+dJpVJkMhkymQypVIp8Pk8ikaBUKhGLxaa8j2g0iuM49Pf3UygUGBwcrMlzSg8Ns/QtXcy5uKVuzqnWn6dSvkjs+7soxbPEvr8Lp1CuyXMqj5TGcsbv2U02NVxzz1PTrHaCJsw75t1KW7iLd8y7laAJ09zeUVM/e83tHafMWWuvp8a2WVNmbZrV/oaeJxERP9AUCxGPJf55L7k9CShZCBmaLuui82MrKcayBNvCBFsjWMdOrsuWYjxLcFaEYEsYW3Io9uUItUcINE9RFx2K/TlCHQ0EmkLYYplif57Q7AYCjSGcQplSYoq6s4FAQwhnpERiw15GXkmN5Wy4uIOuT64iEAni5EuUBkYIdzdiwkGcXInS4Ajh7iZMOICTLVJKFQjPacKETq7LmSLloQLhuc2YoKE8XKCcLhKe14wJTFGnC5SHi4TnN2PMeB1Z0DLl49lx4yU42RLh+S0AlFMjOPkS4XluXRocwRbKhOc2V+o8tuCM1wN5bMkhPKdSJ/PY8gm1Ywl3u8silhI5sBAarftzYCDU5dbF/hyD/3KIkUODbs6goeHS2cz53y93j/dlMaEAocoOlsV4FhMJEOqYWAcJdTS4dSxDoDFEsL1SRzMEmkMEZ02swwRnRQAo9GYItoYJtkWw1lKMZsfrE3/WHEv/vS9Oeu6bLuui6xOr3tDPu6ZYiIgf1PQIskyv4YE8x/cP4IdfmurF8JYo+b1Jt/EAKFnye5MMP9dL/K7tZLe5I3N2pOzWO91VC5xckfhd28ntcuvycKV+KeHWqRG33pd07zaZI37XdvIH3VUOin1uPXLIHdErxbJu/eqQe/y1YeJ3badwLA1A6vEjjBwcnJRz5OAA6V+5uyyOHBokftd2in05APIHB4jftZ1S0q1z+5LE79pOOTXi1i8l3Hq46Na7+ojftR0n59bZnW5tR8puvS3m1iUHgMzzUeJ3bYdKnOHf9hD/zvZTPp6Jn+wn/o8vjD3uQ08eo+/u3eP140fov2dC/Ysj9P/gpbE69egrJO7fM1YP/vwwyX/eN14/8jLJH4/XAw8dJPnA+IoVyQcOMPDQwbG67/u7GDkwMJ6zbBnZn2R4izuam7h/D6lHXxn7+v4fvMTQL46M1/fsZujx8brv7t0MPTm+42X8H18g/dTx8frvd5L+zWvj9Xe2M/xbd5QXC/G7tpN53v3etuRM+tkb3txz0nOf3zueVUSkHmkEWcY8t+kw2x47wqe+9lZaZzd4HWdG6LljM06meNLtgZYws39/GaF5zYTnNGNLDvl9ScLzWwh1N2GLDvn9ScILWgh1NeEUyowcGCC8sJVQZyPOSJmRgwOEL2gl1NGIky8x8vIg4cVthNobcHIlRg4NErmwjeCsBpxskZHDKSIXzSLYFqGcKVJ4JUVkySyCrRF6bv8tTrY0Rc4QC796PeWhEQpH0zQs7SDQFKKUGqF4LE3Dsg4CjSFKg3mKx4dpuHQ2gYYgpWSeYs8wDctnE4gEKSVyFHszNK7oxIQDlPpzFKMZGld2YkIBin1ZSrEsjau6MEFDMZ6lFM/SeHkXxhiKsQylvhwDD7885eNpmkJ0fnQ5TZd1AVB4bZhyukDTyk63Pp6mnCnStKJSH0vj5Eo0Lp8NwMjRIexImcZLK/WRIWyxTOOySv1qClu2NC7tcOtXUmAtDZdU6sODYAwNF7cD8Nptz2Lz5Smf94VfvY78wQFMQ5CGC2cBkD8wQKApRGRxGwC5/UmCLWEiF1TqfUmCbREii1rdek+CYEcDkYWV+qUEoa7GsRH03Iv9hOY0EZ7XgrWW/EsJQnObCc9txpYt+b2JsZ+90/2MLvzqdSfdfiYaQRYRP1CDLGNKhTLRwykuqDQNcv7Fv7+bwuEUOOOvQxMO0H7LUlrXzvcw2WTDW6KkNh3CFp2x25TzjfNLTqh+VjXIIuIHmmIhY0KRoJrjaWStJTK3meDsBghV1psOGRpXddZck9T65vk0rupUzirxS07wV1YRkWpRgywAPL3xAIcr81tlehhj6Lh5KXP/0zUEW92Lp4KtEWbfutzjZFObfety5awiv+QEf2UVEakGNchCIV/i2N4kA9HaXtu2XljHMvgvhyj2ZQEINoTo/vTlhOY10/3pywlEgh4nnFogElTOKvJLTvBXVhGRatAcZAHct/udsiUY0u9M51uxL0vfP7xA+wcupuUteptaZhbNQRYRP9B+wjNcuexgjCEQMARH5xjKeRWe08y8v1pLoFkvPxERkVrk2XChMSZojNlhjPm5VxkEDm6Jcf///SzpZN7rKHXPyZfIvuDO8w62hDFGv5CIiIjUIi/fT/8LYK+H31+AttmNLF7VqXWPp8Hwsz0kN+4bm3ssIiIitcmT93iNMRcAvwd8DfjPXmQQ16IVs1m0YrbXMWaEtnctpmFJ+9j2xCIiIlKbvJoE+XfAfwHaTvUFxpjPAZ8DWLBgATt37pymaDNHqqdIS3eIUERv9Z9PgYyDjRhsuPI460dZRESkpk17g2yMuRGIW2u3GWPedaqvs9beDdwN7ioWV1999TQlnBmKhTL3/uA3LHvTXN79qVVex6lb1lrif78TYwxz/vQqzTsWERHxAS9GkN8G3GyM+RDQCMwyxmyw1v6xB1lmrFA4wC1/eQ2RRq1nej4ZY+j4vUtwCmU1xyIiIj4x7Q2ytfbLwJcBKiPIX1RzPP2MMcxbMsvrGHXNFsuYcJCGi9u9jiIiIiKvg3aFmIH6jqb57cMvk88UvY5St8rpAtFvbSWzI+51FBEREXmdPG2QrbW/stbe6GWGmaj3UIoXf91DIKC3/M8XEzRElrQTWdjidRQRERF5nbSV1wx05Q0XsPL6+UQa9fSfL4HmMF0fX+l1DBEREXkDNMVihnEcC6Dm+DwpHEvT/z/3UNb0FREREd9SgzyDWGt54Btbef7nr3gdpW6VEjlKfVm0YIWIiIh/aRhxBikXHeYvbadjXpPXUepW89VzaVrdjQnqd08RERG/UoM8g4QiQd7xh8u9jlGXsrv7CDSFaVzWoeZYRETE59QgzxD5TJHM4Ahdi1q9jlJ3rGNJP3WcQCRIw9J2bQgiIiLicxrqmiH2PtPLj+94nlRf1usodccEDHM+dyWdH1+p5lhERKQO1HSDbIy5yRhzdzKZJJvNkk6nGRoaIpfLkUwmKRaLxONxrLX09vYC0NPTA0Bvby/WWuLxOMVikWQySS6XY2hoiHQ6TTabZXBwkEKhQH9/P47jEI1GJ93H6J+xWIxSqUQikSCfz5NKpchkMmQyGVKpFPl8nkQiQalUIhaLTXkf0WgUx3Ho7++nUCgwODg4refUcQm859OXkSkO1s051cLzlNuXoOd4D4FIkFi6vy7OqR6fJ51T7ZyTiIgfGGut1xnOaO3atXbr1q1exxCZpBjNEPu77bR/8GLa3nmB13FEfMEYs81au9brHCIip1PTI8hSHdv//QjH9w94HaPuhOe30PWpy2h96wKvo4iIiEgVqUGuc6VimV2/PM6RFxNeR6kb1rGUh0YAaLqsCxMOepxIREREqkmrWNS5UDjIJ//r9ZSKjtdR6sbwMz0MPXGEeX9+DaEurSktIiJSb9Qg17HR+eXBUIBgSG8WVEvTZZ04uSLBzkavo4iIiMh5oK6pjh15McFPvr6Fof6c11HqgnXcXzhCXU20v2+JlnQTERGpU2qQ65gJGJpaw7TMbvA6Sl0Y+OkBBn72Mn5Y+UVERETeOE2xqGMXXd7FRZd3eR2jLljHEpwVwYQDGjkWERGpc2qQ61SyJ0P7vCaCQb1JUA0mYGj/4MVexxAREZFpoO6pDpXLDo/83Q5+ed9er6P4ni05JDfupxjNeB1FREREpolGkOuQMYYbPrmSxtaw11F8r5TMkz84QNPlXYTnt3gdR0RERKaBGuQ6FAgYlqzu9jpGXQjPbWb+/7WWQINeKiIiIjOFpljUmVRflp2PH6WQK3kdxdfK6QKZLVGstWqORUREZpiabpCNMTcZY+5OJpNks1nS6TRDQ0PkcjmSySTFYpF4PI61lt7eXgB6enoA6O3txVpLPB6nWCySTCbJ5XIMDQ2RTqfJZrMMDg5SKBTo7+/HcRyi0eik+xj9MxaLUSqVSCQS5PN5UqkUmUyGTCZDKpUin8+TSCQolUrEYrEp7yMajeI4Dv39/RQKBQYHB8/LOe19/jjPPnSIWLSvbs7Ji+cp/stDDDzyMgNH+urmnOrxedI5+e+cRET8wPhhTde1a9farVu3eh3DN9LJPG3a5e2cWMdSjGaILGz1OopIXTHGbLPWrvU6h4jI6dT0CLK8MWqO37hiPIuTLWICRs2xiIjIDKUGuY786/d2sf3fj3gdw7esY0ls2Ev/fXu0W56IiMgMpquP6kS55BCKBLQxyDkwAUPnR5djHavd8kRERGYwNch1IhgK8P7PXOF1DN9yciUCTSEii9u8jiIiIiIe03BjHSgWymQGR7yO4VulRI7eb24hsyPudRQRERGpAWqQ68DBLTHu+8qzJHu1HfIbEWgJ07y6m4aLZ3kdRURERGqApljUgQtWzOa6Wy5h9vxmr6P4jrWWQGOI2X9wqddRREREpEZoBLkOzOpu4k3vv0gXlr1O+YMD9N/zIuXhgtdRREREpIaoQfa5/c9F6Tua9jqGLznZIk6+hIkEvY4iIiIiNUQNso+Vyw7PPHCQXb867nUUX2q+ai5z//RqAmqQRUREZALNQfaxYDDAH62/jlLB8TqKrww/30twVgNNKzsxAU1LERERkclqegTZGHOTMebuZDJJNpslnU4zNDRELpcjmUxSLBaJx+NYa+nt7QWgp6cHgN7eXqy1xONxisUiyWSSXC7H0NAQ6XSabDbL4OAghUKB/v5+HMchGo1Ouo/RP2OxGKVSiUQiQT6fJ5VKkclkyGQypFIp8vk8iUSCUqlELBab8j6i0SiO49Df30+hUGBwcLAq5+SYEuXASF2d0/l8nvr7+sk810vy6Vfr5pzq8XnSOdXvOYmI+IHxw5a6a9eutVu3bvU6Rk2JHk6x5eev8M5PrGBWd5PXcXzFFh1sySHQpDdQRKabMWabtXat1zlERE6npkeQ5dSyQwXSAyM0toa9juIb2Rfi2JKDCQfUHIuIiMgpqUvwqUuunsPFV3VrabezVDieJvmj/XTcXKL1rQu9jiMiIiI1bEaMIBdjGaJ/u41irLZ3mjvbnJnUCNZaz5pjvzyeMJ7VhAN0f3Y1Ldcu8DqSiIiI1Li6b5CdQpn+e1+iFM/Sf+9LOIWy15GmdLY5rbX87Ns7ePzePdOc0OWXxxMmZI25WSOL2zBBjbiLiIjI6dV9gzzwwAF3pzQL5eECAw8cwJYtTraILbnLo43V5VPVzilq9wJHWzpF7Zx9nfzxvkk5kxv3jR8vVr7eWqxjedN7LmD5VXMYvcDSFss42eLYOTuFs6hzpdPX+Qn1yHg91ePpjJRO+Pop6pEJdX6qunz6ekIj7uTOrh544ADloRFgPKuIiIjImdR1gzy8JUp+bxJKlZU6Spb83iRDTx6h5/bN5PclASj2DLv1QXcJosKxIXpu38zI4RQAI6+4deGIu2PdyMuDbv2aW+f3D9Bz+2aKUXfKQW5Pgp7bN1Pqy7r17n63TuYByO6I03P75rHmLfngAfJ7Tsj5UpLhze5SScPP9tBz+2Zs0SEQDLCo6BD86X6oNNBDTx6j547NY+edfuIoPV9/bqwe+sWr9N65ZaxOPfoK0W9NqP/lMNG/3TZWDz78MrHv7BirBx48QPzvd57y8Yx/byd939899vWJ+/fSf+9LY3X/vS+RuG98xLv/nhdJ/HDfWN33T7tI/ni8jn/vhUnNbPy7Oxh46OBYHfu77Qw+cmisjv7NVlL/enis7r1zC/33veRmHV0iupJ1eEsUERERkdOp64v0hh57FVucvImGLTpknu2l/cZLCM9vASDY0eDWc5sBCHU20n7jJYTmuMunhbqb3Lqr0a3nNLt1h1uH57t1sD3i1gtbab/xEgKtlXqRWweb3Yc7cmGbe7zRrfP7BqbMn37iGG1vXUTD0nbab7yEXKbI8R19LL54Fu03XgKVOciNKzoJNI+vZtG4qpNge8NY3XR519i5ADSt7ia8oGW8vrKbyOK2sbr5mrk0LG0fr9fMwxkuknr0lSkfz3KqwOwPLxu7rfW6BWOj34B7UdyE+dKtv7MIExqv2955waTtntvedcGk82l794UEJ6zWMes9FxLsGD+/We+7iFDn+Pm1f2AJqcemzjr02Ku0vnk+IiIiFiV5rgAAEahJREFUIqdS1+sgD2+Jktp0aFKjZMIB2m9ZSuva2mmSzjbnrieP8/TGA3zitmuZPb9lqruqiZy1wE9ZRWYSrYMsIn4w7VMsjDGLjTFPGmP2GmNeMsb8xfn6Xq1vnk/jqk4YHa0MGRpXddZcg3S2OVe/cxG3rlvrSXMM/nk8wV9ZRUREpLZ4MQe5BPyVtXYVcB3wZ8aYy87XN5t963KClakOwdYIs29dfr6+1Tk5m5wmYJi3ZNZ0R5vEL48n+CuriIiI1I5pb5Cttb3W2u2Vz9PAXmDR+fp+gUiQ7k9fTmheM92fvpzAhLmuteRMOX/94wO8+NRxj9KN88vjCf7KKiIiIrXD0znIxpglwK+BK6y1Qycc+xzwOYAFCxasefTRR6c9X62wjmXPo2la5oRYcm2z13FERN6wa665RnOQRaTmedYgG2NagaeAr1lrHzrd177Ri/TqjXUsJqCNLkTEv3SRnoj4gSfrIBtjwsCDwA/P1BzPdE7ZoVDZdEPNsYiIiMj558UqFga4B9hrrf32dH9/v3l1d4IffOkZ+o8Pex1FREREZEbwYgT5bcAngXcbY3ZWPj7kQQ5faJ/TxMq3LqBzgeYei4iIiEyHad9Jz1r7G0BzBc5S16JW3vGHWp5MREREZLp4MgdZzs6xPUmGEjmvY4iIiIjMKGqQa5TjWB6/bw+/+clBr6OIiIiIzCjTPsVCzk4gYLj1S2spFcpeRxERERGZUdQg17C2zkavI4iIiIjMOJpiUYMGohkev3eP5h+LiIiIeEANcg1K9mQ48mKCUDjodRQRERGRGUdTLGrQ0jfNZcmV3QRD+v1FREREZLrVdAdmjLnJGHN3Mpkkm82STqcZGhoil8uRTCYpFovE43GstfT29gLQ09MDQG9vL9Za4vE4xWKRZDJJLpdjaGiIdDpNNptlcHCQQqFAf38/juMQjUYn3cfon7FYjFKpRCKRIJ/Pk0qlyGQyZDIZUqkU+XyeRCJBqVQiFotNeR/RaBTHcejv76dQKDA4ODjlOeUyeeLxOIGgqZtzqsfnSeekc9I5vbFzEhHxA2Ot9TrDGa1du9Zu3brV6xjn1YHnovz2kUMMJ0cINQS44RMrWX7tfK9jiYhUlTFmm7V2rdc5REROp+6nWExsPFs7G7j+lqU113geeC7Kkz/cR6ngAFAacXjyh/sAai6riIiISL2r6SkW52q08RxOjgAwnBzhyR/u48Bz0XO6X6fskM8UKZfdhjafKRI9nKJYWbN4qD/Hvt/2UsiXAIgfGWLzzw5RyLn10T0JHvun3WP10z85MNYcjyoVHH77yKFzyikiIiIir19dN8i/feTQlI3nsw8fYttjrzIYywIwGM/yxH17SLw2DEDf0TQPfnMbfUfTABzfP8A9X3ya2KtDALy6O8E9f/U0ydcy7vF9Azz4zW0M9bnLskUPp3jivr1kBt3GPPFahu3/fpR8pgjASKZEMpqlVBxtsEtT5h9t7EVERERk+tT1FItTNZiZwRE2/+wwHfOa6ZjXTHGkzPF9A6yoTGcIBA2hyPjvDi3tEZatmUtDs/twdV/Qyu989FKa2yMALFjWzo1/ftXYxh5LVnfzx3dcT2tnAwArr5/PqrcuGLu/S988j0vfPG+sbu1smDLr6N8XERERkelT1xfp3feVZ07ZeP7RbdcRDAcwxlQj4jk5cQ4yQCgS4IY/0oV6IlJfdJGeiPhBXU+xuP6WpZNGgsFtPN3bgzXRHIN7Id4Nf7RybMS4tbNBzbGIiIiIR+p6isVog1nrq1iAm7UWc4mIiIjMNHXdIIMaTxERERF5fep6ioWIiIiIyOulBllEREREZAI1yCIiIiIiE9R0g2yMuckYc3cymSSbzZJOpxkaGiKXy5FMJikWi8Tjcay19Pb2AtDT0wNAb28v1lri8TjFYpFkMkkul2NoaIh0Ok02m2VwcJBCoUB/fz+O4xCNRifdx+ifsViMUqlEIpEgn8+TSqXIZDJkMhlSqRT5fJ5EIkGpVCIWi015H9FoFMdx6O/vp1AoMDg4qHPSOemcdE4z7pxERPygrtdBFhGR2qJ1kEXED2p6BFlEREREZLqpQRYRERERmUANsoiIiIjIBGqQRUREREQmUIMsIiIiIjKBGmQRERERkQl8scybMSYFHDzNl7QDqTPcTTfQf473caavqcZ9nClnNXL4JWe17uNcn3u/5KxWjnN97v2Sc7py1EtOqM5zf6m1tv0MXyMi4i1rbc1/AHefy/HK12ytwn1UI8eZ7uO0OauRwy85a+W590vOWnnu/ZKzVp57v+ScrudeH/rQhz5q4cMvUyz+5RyPV+N7VCvHdGStl5zVuo/p+B61kLNaOc41q19yTlcO5az+9xEROa98McWiGowxW60Pdm9SzurzS1blrC7lrD4/ZRURORd+GUGuhru9DnCWlLP6/JJVOatLOavPT1lFRN6wGTOCLCIiIiJyNmbSCLKIiIiIyBmpQRYRERERmUANsoiIiIjIBGqQRUREREQmCHkd4HwwxnwbeNBa+4zXWU7HGNMJ/J9AD3AP8BXgemAv8HVr7YCH8SYxxtwAfARYDJRwdzb8vrX2ZU+DTWCMCQH/B/D7wELA4j62jwD3WGuLHsYT8Q1jTDPuv00W+C7wMeAPgH3A7dbaYQ/jiYicd/U6gvxJ4C5jzBFjzDeNMdd4HegUNgAtwBrgSWA+cCeQA37gXazJjDHfAD4FbAaKwGHgEPBTY8xHvcx2gvuBq4HbgA8BvwesB67Cfax9wRhTM0tpGWOCxpjPG2PuMMa87YRj/49XuV4PPZ5vyA+AecDFwL8Ca4FvAQb4B+9iiYhMj7pc5s0Ys8Nae40x5lLckY+PAUHgR8CPrLUHPA1YYYzZaa292hhjgOPW2kUnHvMw3hhjzG5r7erK5yHgKWvt24wxs4GnrbVXeJvQZYzZb61dcYpjB6y1y6c706lU3j2Y8hDwgrX2gunMcyrGmO8DzcDzuL94PmWt/c+VY9uttW/yMt8oPZ7VdcK/Tb3AAmutrdQvWGuv9DiiiMh5VZdTLHDfFsRaexC4A7jDGHMl8HHgUWCZh9kmClSazDag1RizxFr7qjGmC4h4nG0ixxjTaa1N4k5dCAJYawcq/2HWioHKiPaD1loHwBgTAD4K1Mx0lYo+4AhuAzfKVuq5niSa2ltGmyFjzH8HvmeMeQj3tVRLz70ez/Og0hQ/aisjKZW6/kZVREROUK8N8kn/0VhrdwG7gC9Pf5xT+m+4c/oA/gT4fqXfXIU7NaBWfB3YYYzZD6wE/iOAMWYO8IKXwU7wMdwpKt8zxow2xB2401c+5lmqqR0Gftdae/TEA8aYYx7kOZWxX9SstSXgc8aY/xf4JdDqWaqT6fGsrq3GmFZr7bC19k9GbzTGLAXSHuYSEZkW9TrFotUvF5EYY4K4z0OpMn3hauA1a22vx9EmqbyFfQnwsrV20Os8Z1IZhTfW2n6vs0zFGPNnwG+stSf9gmGM+XNr7Xc9iHUSY8wGYIO19rETbv8M8A/W2rA3ySbT4zl9jDHG1uN/HCIiE9RlgwxgjGkHPgAsYnw1g1/UWnOnnNPDGPNea+3/8jqHiF8YY1YCtzD5Nb/JWrvX02AiItOgLlexMMZ8CtgOvAv3gpgW4AZgW+VYTVDOaXWP1wHOljHmvV5nOBu1ltMYs9IY8yVjzHeMMXdVPl/lda4T+SGnMeZLwI9xp6s9D2ypfP4jY8w6L7OJiEyHuhxBrsyVvfbE0c3KBXHP1cpqBspZXcaYTac6BLzbWtsynXneKGPMUWvthV7nOJNayllp6D6O29Qdr9x8Ae7c8x9ba7/hVbaJfJTzAHD5iWuHG2MiwEvW2ku9SSYiMj3q+SK9qTp/h9q6Ulw5q+vtwB8DJ84/N8Bbpj/OqZ2hme+aziyn45ecuBvETNXQfRt4CaiJxhP/5HRwV6w5csLtCyrHRETqWr02yF8Dthtj/h0YvYL9QuC9uMu+1QrlrK7NQNZa+9SJByqj4LXEL828X3L6paHzS86/BJ4wxhxk8mt+Ge4OeyIida0up1jA2Nv/78e9wMTgvp35i1ravhmUc6Yyxvwb8E1r7ZNTHPu1tfYdHsQ6iY9yfgD477hboJ/U0J24aoRX/JITxtYQfwuTX/NbrLVlT4OJiEyDum2QT2SMudFa+3Ovc5yJclaXX3LKufNLQ+eXnCcyxnzOWlsz23aLiJxPM6lBrpltXE9HOavLLznBP828j3L6oqHzUU7fvJZERM5VXS7zdgq1dDHZ6ShndfklJ8DtXgc4S37J+QWvA5wlv+T002tJROSczKQG+fNeBzhLylldfskJ/mlAlLO6/JLzJq8DiIhMl3pdxWLKXaCMMela2wVKOavLLzlPwS/NvF9y+qWh80VOa+1xAGPMp62193qdR0TkfKrLEWS/7AKlnNXll5yjTtxRDbih1nZUA//kPNHEhs7rLKfjl5wTrPc6gIjI+VaXF+n5ZRco5awuv+QEX+2o5oucp1NLO/6dTi3lNMbsOtUhYLm1tmE684iITLd6nWLhl8X4lbO6/JIT/LOjmi9ynqGhmzedWU7HLzlxs7wfOHGdcwM8O/1xRESmV702yH7ZBUo5q8svOcE/zbxfcvqlofNLzp8DrdbanSceMMb8avrjiIhMr7qcYgH+WYxfOavLRzl9saOaj3LeA9xrrf3NFMf+2Vr7CQ9incQvOUVEZrq6bZBFap2Pmnlf5BQREamWel3F4kpjzGZjzDFjzN3GmNkTjj3vZbaJlLO6/JJzlLXWsdZuttY+aK19oPJ5zTWdfskp1eO315KISLXVZYMMfA+4DVgNHAB+Y4xZWjkW9irUFJSzuvyS0zcNiHJWl19y4qPXkojI+VCvDXKrtfYxa+2gtfZbuBdoPWaMuQ5384haoZzV5Zec4J8GRDmryy85/fRaEhGpunpdxcIYY9qttSkAa+2TxpiPAA8Cnd5Gm0Q5q8svOaHSgFQ+/5YxZhtuA/JJaqsBUc7q8ktOP72WRESqrl5HkO8EJu30Za3dBfwu8JAniaamnNXll5xQaUBGC2vtk8BHgPuBizxLdTLlrC6/5PTTa0lEpOq0ioWIB4wxnwAOW2s3n3D7hcBXrbWf9SbZZMpZXX7JKSIy09Vlg1wZofky8GFgTuXmOPAI8A1r7aBX2SZSzuryS06RWqfXkojMdPU6xeInuDtVvcta22Wt7QJuqNz2U0+TTaac1eWXnBhj2o0x3zDG7DPGJCofeyu3dXidb5RyVpdfcuKj15KIyPlQryPI+621K17vsemmnNXll5wAxphfAL8E7rPWRiu3zQf+N+A91tr3eplvlHJWl49y+ua1JCJyPtTrCPIRY8x/McbMG73BGDPPGPMlxrfLrQXKWV1+yQmwxFp752iTBGCtjVpr78TdyrlWKGd1+SWnn15LIiJVV68N8h8CXcBTxpgBY0wS+BXu8kT/wctgJ1DO6vJLTvBPA6Kc1eWXnH56LYmIVF1dTrEAMMasBC4ANltrhyfc/oEJ65B6Tjmry0c5ZwPrgFuAebhr4MaATcCd1tqkh/HGKGd1+SUn+Oe1JCJyPtRlg2yM+U/AnwF7gauBv7DWPlI5tt1a+yYv841SzuryS85RfmlAlLO6/JDTb68lEZFqq9cpFp8F1lhrPwy8C/iqMeYvKseMZ6lOppzV5Zecow3II7hb+L5ojLllwuGve5PqZMpZXX7JiY9eSyIi50O9bjUdHB2Zsda+aox5F/CAMeYiausfd+WsLr/khPEGZNgYswQ35xJr7V3UVlblrC6/5PTTa0lEpOrqdQQ5aoy5erSo/EN/I9ANrPYs1cmUs7r8khNOaEBwR+k+aIz5NrXVgChndfklp59eSyIiVVevDfKngOjEG6y1JWvtp4B3eBNpSspZXX7JCf5pQJSzuvyS00+vJRGRqqvLi/REap0x5gKgNHE93AnH3matfcaDWCdRzuryS04RkZlODbKIiIiIyAT1OsVCREREROQNUYMsIiIiIjKBGmQRERERkQnUIIuIiIiITPD/A3TGfJsw1AULAAAAAElFTkSuQmCC\n",
+      "image/png": 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\n",
       "text/plain": [
        "<Figure size 720x432 with 1 Axes>"
       ]
@@ -88,7 +88,7 @@
     },
     {
      "data": {
-      "image/png": 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Hefu7VCPoehFuFUplbhXKnqD+/jgQ997RyEHo4LAqeengMLxdLmJSfArf7jPutUDcexsdvfAGVb1m3qBQ6HoRB3OtTIpP4Uh+KXD2772s6MG4CDnputH1IoQQQpy5kFNvUq86aK1zALTWOUqp9r7lXYDMSttl+ZblVG9AKfUw8DBAp06dSElJadiMz6L3k4px+Yort9fLlPjNmO0eWoQFMaqlURRuOlBA++gQhseU+ONuLUO4INL4H/umg/mY8sMYFF7ki01Yi8I5P9QoBBIPmii3mukTXOCL81D2YnpgFBYJB/OIcFnopk2+OJdWupRlW9x4vEZuHq9mSvxmHhzWkoRUEx2Cy4hz5FDq9JKQaqJLaBktbccpcXhISM2nR7iNqNIsCm1G3DvSToQlkrxSNwmpBZwfbSe4KJLjFhcJqYUMbOGAwggyio14aKwDd34ER4qcJKSaGd66nPK8cFILjfi4qcCfm1fDv1fu4O+Xt2FXXjkJqUVc2cGFuVUo23McJKQWc20nF/ktQ0k6bichtYTtnd10ahFCUqYR7+jqpl10CEkZNhJSLezY6aF1ZDDbjp6IW4YHk3S4jIRUKztSvESGBrH1UCkJqaXs3KkJDVZsSy1lw4ESPEZqeDya7/fn+O/ZrfusJKbbSEnx+mILW7IcpKQYRc+2fRZSch2kpLgB2LyvhIMFTlK6GUXSln3FZBS7SOlsFFVb9heTU+ompaPDFxdR5PCS0t6O8jjZvL8Mu9vLITYR6Qinra76A8CtFR84b2LyomcJs+Ww2TKRFmFB3Jz7PqGOQjYV3U376BBuOv4Owa4yNuXfQbeWIfw6/S2U18Wm3Nsw5Ydx3eE3AMWm42OxFoVzdeqreIMjSMwYQ7nVzJX7XsId1pLEI79G2YsZvesFnJHtSUi9lrbdx/CkZyHBlfLyetzklEJCWi5tg0oZvvkvWGIHkJB6CR2Cyxi28VEKWw8lIXUUXULLGPLDw+S1HklC6gh6hNsY+P3vOd7mMhJSh9I7wkb/b18hp83VJKQOYUCkhd5r/kV2m2tJSB3EkKhieq5+g+w2vyYh9XxGRhfSdeW/Od7mRl613MRX3tVULt/dXrAf202m/XMSUntwXcvjxB2bTWbcbSSkduXGlpm0PPY+Ga1/Q0JqZ8bGHiU64yPSW99JQmoHDsYeJjzjE462upuE1LYcik0lJONTjsTeS8KhOA79tJ++6f8jreX9JKS1JO2HPZyX/gVpLR4k4XAMad/vpGv6Qr6N+A1368WEqhO5uTyQ2vZm3OfQz0ghhDhbGmyIBYBSqiewstIQi2KtdatK64u01q2VUquA6Vrrjb7l64C/a62T62r/XBpiYbI4uOL19ZT7CmSAiJAgfpx8De1bRAQwM8nt5zpruTksUJxhfJ0OkLoWDq2Fm9804m+ehx3z4Rlfb+6qJ/HuWswC+yh+o9YTrtx4NXyhf8Wvnv4f7Te9AoVpcPcXxvZrnoWSLLhrvm//p8BeBBM+NuIVfwV3Odz2vhF/9SgoBbfOMuIvH4LwGLjlLSNe9ABEt4cxrxvxgnuhdU+44RVMFgfOGYPoSCEhSlOuQygklthL7yf6xqnG9vNugfOuhKv+bsSf3Ah9fw1XTDLiD6+FQbfD6MeMeM6VMOxeuPhPoLUxHGHk72HUH4y8P7wWLv4zDJ8I5aXwyQ1w6WMw7G6wmeHTsXD53zD1uIWNb97BePUjQQrKdQir9Whu6VBA6HX/gP5joCjdOJ/rX4K+10NBGiy6H254BXpdDXn7YMlDcNPr0PMyyNkJXz1iXJtuF0FWMqz4C4x7B7oMh2ObYdWTcNsc6DgYjv4Ea56BCZ9Au/MhbR18O4XCMR/xzcf/4A71PaHKQ7kOYbG+xvg8z/BekyEWQghx9gvkg8DVvt7jTsAGrfX5Sqk5vr9/UX27uto/Vwpkq8PFxI+3sDfbgstz4vMIDVbcNap7wMetvrB0N/FJmZLbGcp+bSSdHYdOXh7Rl87PnMF9W5IFmVvg/DEQGgkHVkPCf+B3XxqF50//hnUvwXPZEBZtrNs0G/66E0IjjCIqJwUu+xsEBYHNzD9XH2LNjjS+D/krEcqFXYdxrfs/XDfqgoBetxeW7ub7pF2NLq/mlJsUyEIIcfaneVsO3O/7+/3AskrL7/PNZnEJUHKq4rg+zJs3j3nz5gEwceJEsrKySE1N5eGHHwZg9uzZLFy4EIAJEyZQWFhISkoKTzzxBAAzZsxg5cqVAIwZMwabzUZiYiLPPfccANOmTWPdunUAXHPNNQCsW7eOadOmAfDcc8+RmJjIV9uO8s2/n8Dl0djStmLZugSAvG/msCFhK4WFhUyYMAGAhQsXMnv2bAAefvhhUlNTycrKYuLEiQ12Tut++AnT90abxYkLsKen4PJo3nv6vlrPyWazMWbMGABWrlzJjBkzAHjiiSdISUmpt3PafqwY87aVlO3/CYD8pa/iKC1hQ8LWev+czvScXk40ekAfXmEntdBDlsXLPUscbPf2Zd4H7zLv4w+Nc7rzNrIWPUfq9o3G55S6ltm3tWXhR2+f+Jz++wApP601zkkpZnybycplS41zemkZtrEfkrh5q3FOl/2VaY6JrPsxwTinh6bBFU+ybv1645yi4pg99x6yrAuY47qYmz6zschzJYcPHuTLee81yOd0uvfeF+sfoLDtekZ+HkypE17NGMS+779ie0ZRg31Op3tOs1+/kdyQlbxWOJSHVthZ5LmS1G0bWfXVl3We09m495Yfe4LdK19gLpfh1YpFnivJ8cSyPcMYaiWEEOLMNOQsFl8AVwNtgTxgKvAVsBDoDhwD7tBam5VSCpgF3AjYgAe11qfsYjtXepDBeOCsT/uYQKch6pM1F/4zFNyVptwKiYDffAzx98LEpdD7WkjfCPNuhvtXwnlXQN5e2PoBXP43Y+iBzWy01aYPhITVergzMeTTIYQGhRKE4lZPKH8e8wnt2g+sl7bPxbyg+eQmPchCCNGws1jcrbXupLUO1Vp31Vp/rLUu1Fpfp7Xu6/uv2bet1lo/qrXurbUecjrFcVPn9WpeXb3f/5S7FMfnngnrH+PlPsPJDw03FgSFGGNhu18Cv34F4noZy7tdDC+YjOIYoMMgGPsfozgGiIqDDgNPuzh2uB3klObg9hoP92WXZrMuYx1OjzEjws78nQC4vC7KvU6+DHJw/Zq7eSnxJfJt+WzI3MCUhCl4vL7ZOY6tY2riVH/736R/wz83/dMff330a17Z/Io/XnF4Bf/a+i9//FXaV7y57U1//GXql/w7+d/+eOHBhczcPtMfV+S1NNjJTWvvY+Lqifw76cT28/bM46PdH/njj3d/zNw9c/3xnJ1z+O/e//rj91Le47P9n/njmdtnEn8g3h+/nfw2i1MX++MZSTNYemipP/7X1n+x4vCKk67ZTWvv4+XNL/PcT8/xTfo3/u1fTHyRdRlGr7BXe5mSMIX1x9Yb+3tcTEmYwk9ZxjcedredKQlTSDyeCECps5QpCVPYkrMFgJLyEqYkTCEp1/iRaHaYmZIwhRST8eCdyWZiSsKUGq/by5tfJt+WjxBCiDMnb9ILkKwiOwuTMv3TVIlzz8Gigyx15XJT5/a83KY1+SFhcNVkiG5rPEDmK4CdaDJtJmwu45elQnsha9LXYHYYM48cKTnCW8lvkVuWC8AO0w4eWvsQWVZjyrTvMr7jigVXcMxiPIT39dGv+fWXv8ZkM2Yi2Xh8I09seILicmOmkz0FJ6aOA/BoD17t5ctDX/L0j09zvPQ4idmJaIxvlzItmSRmJ/q3P2Y5xuaczf44vSSdrblb/fGRkiNsy93mjw8XHyYp78TvvGnFaezI2+GPU4tSSck/eaYFl9dFuaeclPwUlhxa4l++r3BflXPYU7CHvYUnpr/bXbCb/eYT09/tzN/JQfPBKnFqUao/3m7azqGiE2PFk/OSSStO88dJeUkcKTkx3V3FNSv3lLPo4CLWZqwlw3JiertN2ZvIsJ6IE7MTySo1PisvXhKzEzleakxv5/F6SMxOJLss23/OidmJ5NmMnwtOj5PE7ET/Z+lwO6rEdre9ymdT+botOriIp398+qTrKoQQ4tQa9CG9htbUh1jkW8tp1yI80GmIBjLk0yH+vyutCVFB3Hb+HVzX7Tqe/OFJXr/yda7oegU7TDu47+v7mPOrOYzuPJqtOVv5w9o/8MkNnzCq4ygSjyfy2PePMffGuQxtN5Sk3CTe2v4W0y6bxnmx57G3cC9LDy3l4Qsepn1Ue9JL0tlh2sH1Pa6nRVgLzA4zJpuJ3rG9CQ0OxeP1MGz+MH9uoUGhBKkgxvcZz5+H/pm2kW0DcbmAqtesMeUFzSc3GWIhhBBSIJ91c344TIuIUO65uHugUxENrHLRUkGhGNJ2CBe0u4Db+t5Gv9b9KHIUsfH4Ri7udDHto9pjc9nILs2mS4suRIZEorXGGKZfv7k1tiKvMecFzSc3KZCFEOLsvyikWfN6NVuOmokJD+Hui7rVe9EjGq+6ipfWEa0Z23usP44KjaJP6z7+uCHuk/Nbn8+w9sMaVZEHjTcvkNyEEKI5kR7ks6SiF7DiNcRhITL8+1zXmHschaiN9CALIYT0IJ8V6w+Y+O+mdGbdM5zocLnkzYX06gkhhBBNk1RrZ0GRzYnZ5sLThHvrxZlbPG7xqTcSQgghRKMjBXIDcnu8hAQHcfvwrtw6rAvBQTLmWAjR8FwmEwWz38OekkKvr5aeegchhBBVSIHcQA7nl/LHT5N4846hjOjRWopjIUSDqyiMS5YuRXu94HIFOiUhhGiSpEBuIBGhwbSLCScuun5eDSyEELWRwlgIIepXk5xKQSk1Vin1gdlsxmazYbVasVgs2O12zGYzLpcLk8mE1pqcnBwAsrONN1Xl5OSgtcZkMuFyuTCbzdjtdiwWC1arFZvNRnFxMU6nk4KCArxeL7m5uVXaqPhvXl4ebrebwsJCHA4HJSUlmIpKKC0tJUY5+fT+YbRUDtxuN3l5eTW2kZubi9frpaCgAKfTSXFxcaM7p7KyMsrKyigpKcHhcFBYWCjnJOck59RIzil/8WKO3n0PxfHx6PLyGovjMzknIYQQMs1bvSotd3PH+5u4rn97nrrh/ECnI4Q4BzkzMrDt2EGr8eMBOD7pSZzp6UQMHUrJkiUn9SAPOLC/tqZqJNO8CSFEE+1BbqyiQoMZ3bsNF50XF+hUhBDnCO3xYNu+wyh8gZJly8l5/gU8JSUAdJr2Mj2/XEynqVPo8923tJowARUeDqGhgUxbCCGaNOlBrgdOtxeb002rKBlvLIT45bwOByhFUHg4JatWkf3kU/Rc8AWRw4bhLihAu92EduxY6/7u/HzyZ7+HfceOM57FQnqQhRBCepDrxTNf7uKO9zfhcHkCnYoQoomq6KxwHjtG6qWjsa5ZA0DMFVfQecabhPXpC0BI27Z1FscAIe3a0WnqFJniTQghfiaZxaIe3DmqG0O7tSIiNDjQqQjR5KVuyWXTssOUmsuJiQvn0lt70+/iugvCs6UhctMeD5kPPUTkhcNp9/hjhHbtSut77iasTx8Aglu2JPbmmwOSmxBCNFdSIP9MWmvSTKX07dCCS3q14ZJebQKdkhBNXuqWXNZ/dgC30xhvW2ouZ/1nBwACXuzVZ27m//4Xd34B7Z+chAoOJrRLV0LaGj9DVFAQHZ5+OmC5CSGEkCEWP9vCpExu+s9P7MwsDnQqQpwzNi077C/yKridXjYtO8yKd3aywVf0ASx7ewc/Lkj1x0tnbGfj4kP++MvXk9i0NM0fL5q+jS3Lj/jjBS9vZduqo/748xc3s/2bDH88/4VEUr47BoDX4+W7T/fVmlu53c38FxLZn2hMzWYvdTL/hUQObjGmfyvYlMK8v3xDWrIJAPOhbFal9uHwDiOOfOwZVu7tQfruAgAKs0uZ/0IimfvMAORnWpn/QiLHDxYBkHfUwvwXEsk5bDyot/HLQ7XmJoQQ4sxJD/LPNGZIJ4psLoZ0iQ10KkKcM0rN5bUuP/+ijkS2OPEgbLvuLWgRF3Ei7tGCVu2j/HH7Hi2JrRz3bElsu0h/3KFXS1q2PRF37BVLizYn2uvUp9WJ9pVCV60/q+QWFKTo1LsV0bHhAMTOoIQAACAASURBVGi7nbaRZURFGX0Qzl07aXE8jzAGGG0/9Te6LTlMlO98QsKC6dS7FRExxswTodXisAgjDo82fmSHRfriSCO2W2p+MUht11MIIUTdZBaLM7T1qJnh3VsREiyd70LUJ7fLw8dP/nRSTyhAhNvCHz4aH4CsTvj0uYQaC86K3FwmE0EREQS3bIn1+/VkPfII3T7+iJjLLsNTWoYKDiIoMrKGlhsut5i4cO5/9bIzaktmsRBCCBlicUaOFpRx94ebeXe9fG0pRH3zejQRMaEEBasqy4M8TnqlfhmgrE649NbehIRV/ZFZkZvr+HHSrryKkhUrAIgefSk9/jef6EsuASA4JrrBiuPacgsJC+LSW3s32DGFEOJcJgXyGTivbTRv3zWMP1xxXqBTEeKcUZRbhsfjJSwihLse683w6P1EOMygNeGOQvof/IyOpiTKtm6laEG8f7+yzZspWrToRJyYSPGXJwrp0p82Urz0qxPxDz9Qsny5P7Z+v56SlatOxN99h+Xrr/2xZe1aLGu+8cft0n9giP2nGnML7dKFDi+8QMzllwMQFBFB1MiRqOCzM7NNv4s7cs29/YmJM4Z4xMSFc829/eUBPSGE+JlkDPJp2JlZTHR4CH3axzB2aOdApyPEOaO0qJyF05MYek1XLhnfm9y/P03L5GRG1zD0y/rtd5QsW0br394FgOXrNVjXraP1HXcAULJyFWWbNtHqN78x4mXLsO/eRavbjKEZxUuWUn44jdhx44x48WJcOTnE3mJMoVa0IB6P1ULLm24y4s8+R3vctLzxBgDyXn+D1mVljK7lXOJ+d2/9XJSfqd/FHaUgFkKIeiJjkE/B49Xc8PaPxISHsPSR0SilTr2TEOK07fnxOOcNbUt0bLj/DXAlS5YYr1Z2nXj47PztyWiXi+BY48FYr81WNS4rQ3s8BLdsWWPsKS0D7SW4RYvTjEsBCI6JAaA8PZ3Cjz7GsmLFSbkNOLC/wa7P2SZjkIUQQgrk03Ikv5SQoCC6t4k69cZCiDq5XR4SFqUx9LputOpQ87+pmgrlxlKENubc6oMUyEIIIWOQa5VncbBwWyYAvdrFSHEsRD2xW10c3mEiyzenb00qXpXc57tvaTVhAuH9+5/FDOvWmHMTQghRP5pkgayUGquU+sBsNmOz2bBarVgsFux2O2azGZfLhclkQmtNTk4OANnZxgT+OTk5aK0xmUx8/PHHzJo1C7vdzm9/+1sOHDjAzp07eeCBB/jghzT+MuU15sydT25uLhMmTGDPnj2kpKTwxz/+EYAXX3yRZcuWUVhYyI033khOTg7r1q3j6aefpqSkhBdffJGlS5fidru57DJjqqX4+HimTZtGdnY2zz33HCtWrKC0tJTrr78ep9PJggULmD59OlarlUceeYTNmzeTlpbG7bffjslkIj4+nunTpwPwu9/9jtTUVJKTk5k4ceIpz8npdPL666+zYMECOSc5p7N+TtP+OZ0FCxZQ5ixmxaG3IK7olOf0w65d/LvUSptP5zW6c/LGxjI/MoKtv72rUX1Op/q553K5MJvN2O12LBYLVqsVm81GcXExTqezHn5CCyFE0ydDLGrh9ng5nF/G+R1bNEj7QjQnBVmlfPl6Elf+th8DRsuDro2ZDLEQQogm2oPcUBwuD9NX78ficBESHCTFsRD1JK5zNEOu7kr3QW0CnYoQQghxSlIgV7Izs5i5CelsOWIOdCpCNHlul4dNSw9TbnMRFKQYfXsf/6uYhRBCiMZM5kGu5OJebdjw9NV0btVwb7wSorkozCojZd0x2naNoe+oDoFORwghhDhtzb4HWWvNa18fIPFwAYAUx0L8QuV2NwAdzmvJ7/55qRTHQgghmpxmXyCXlrv5/kAeP6YWBDoVIZq87ENFzH8+kexDxhRuLeIiApyREEIIceaabYFssji4c84m7C4PX/7faCbfeH6gUxKiyWvTtQU9h7Qltr3MGy6EEKLparYF8l++2MHWo2ZmfneIFhGh8gppIX4mt8tDynfH8Ho14ZEhXP/gQHkYTwghRJPWLAtkk8XBtgzjK+BFyVmYrI4AZyRE05W+q5CExWkcr+PNeEIIIURT0iwL5JnrDhHk6zD2as3MdWmBTUiIJsjj9gLQZ0R77nphFN0GxAU4IyGEEKJ+NLsC2WRxsCg5C5fHeIOgy6NZnJQpvchCnIGMvYV8NnUzlgI7AG27ykt1hBBCnDuaXYE8c90hvNVer+2RXmQhzkhs20had4wiOLTZ/QgRQgjRDDS7/7ttP1bs7z2u4PJotmfI+Ekh6uJ2ejiUlAdAqw5RjH18mDyMJ4QQ4pzU7N6kt/qvVwQ6BSGapF0bsti09DBxnaJp0yUm0OkIIYQQDabZFchCiDOjtUYpxdDrutGhR0spjoUQQpzzmuQQC6XUWKXUB2azGZvNhtVqxWKxYLfbMZvNuFwuTCYTWmtycnIAyM7OBiAnJwetNSaTCZfLhdlsxm63Y7FYsFqt2Gw2iouLcTqdFBQU4PV6yc3NrdJGxX/z8vJwu90UFhbicDgoKSmhrKyMsrIySkpKcDgcFBYW4na7ycvLq7GN3NxcvF4vBQUFOJ1OiouL5ZzknBrNOe3aeIQvX08iOzOHoCBFUEtHkz+nc/Fzqs9zEkIIAUpXe2CtKRk5cqROSkoKdBpCnLOO7S0k6et0bvrTECJbhAU6HXEWKKWStdYjA52HEEIEkgyxEEJU4XZ6MGVY6dy3Fd0HtaHbwDh506QQQohmpUkOsRBCNJxNSw+zYmYKZSXlAFIcCyGEaHakB1kIUcWom8+j28A4mcJNCCFEsyUFshDNVOqWXDYtO0ypuZyImFBadYjk9idHEBETSs8hbQOdnhBCCBEwMsRCiGYodUsu6z87QKnZGEbhKHWRe8TCvoTsAGcmhBBCBJ4UyEI0Q5uWHcbt9FZdqCHp6/SA5COEEEI0JlIgC9EMVfQcn+5yIYQQojmRAlmIZkZrTUxczQ/g1bZcCCGEaE6kQBaimdBeTeKSNLatPMqlt/YmJKzqP/+QsCAuvbV3gLITQgghGg+ZxUKI5kKB3eokJDSYUbd0APDPYhETF86lt/am38UdA5ykEEIIEXgBedW0UupvwB8BDewGHgQ6AQuAOGA7MFFr7ayrHXnVtBCnlnO4hBZx4cS0jsDr1QQFyYs/RO3kVdNCCBGAIRZKqS7AX4CRWuvBQDDwW+BfwFta675AEfCHs52bEOcap8PNqtk7SVxyGECKYyGEEOI0BGoMcggQqZQKAaKAHOBaYLFv/afA+ADlJkST5/EYU7iFRYQw5s8XcNXd/QKckRBCCNF0nPUxyFrr40qpN4FjgB1YCyQDxVprt2+zLKBLTfsrpR4GHgbo1KkTKSkpDZ+0EE1IeamXvausdB8ZSdveYQCYUgOclBBCCNGEnPUCWSnVGrgVOA8oBhYBN9WwaY2Do7XWHwAfgDEGediwYQ2UqRBNk8ftpWDXHvoP6krX/nGBTkcIIYRocgIxxOJ64KjWOl9r7QKWAKOBVr4hFwBdAXnnrRCnyePxsmPtMdxOD8EhQdz8yAVSHAshhBA/UyAK5GPAJUqpKKWUAq4D9gHrgQm+be4HlgUgNyGapLwjFhKXpnEkJT/QqQghhBBN3lkvkLXWWzAextuOMcVbEMaQicnAJKVUGtAG+Phs5yZEU+MocwHQuW8rfvvCRfS7SOYxFkIIIX6pgLwoRGs9FZhabfER4KIApCNEk5SWbOL7+fv5zdMjaNMlhjZdYgKdkhBCCHFOkFdNC9FEdeoTS99RHWgRFxHoVIQQQohzihTIQjQhhdmlJC5JQ2tNdGw419zbn7BIeWO8EEIIUZ+kQBaiCcnYU8iBzbmUFZcHOhUhhBDinCVdT0I0ch63l9IiB7HtorjwV90ZMLoTkTFhgU5LCCGEOGdJD7IQjdy6efv46q0duJwelFJSHAshhBANTHqQhWjkhv2qO+fl2wkNCw50KkIIIUSzIAWyEI2M1prt32SglGL4DT1o36Ml7Xu0DHRaQgghRLMhBbIQjVDh8TLAKJaNF04KIYQQ4myRAlmIRqIgq5TIFqFEx4Zz3X0DCApRUhwLIYQQASAP6QnRCLjKPSx7ewc/xR8CIDg0SIpjIYQQIkCaZIGslBqrlPrAbDZjs9mwWq1YLBbsdjtmsxmXy4XJZEJrTU5ODgDZ2dkA5OTkoLXGZDLhcrkwm83Y7XYsFgtWqxWbzUZxcTFOp5OCggK8Xi+5ublV2qj4b15eHm63m8LCQhwOByUlJZSVlVFWVkZJSQkOh4PCwkLcbjd5eXk1tpGbm4vX66WgoACn00lxcbGcUzM6J1uZDYvFgsNp48p7ezP0pg5N/pzOxc+pOZ2TEEIIUFrrQOfws40cOVInJSUFOg0hfhabxcnq93Yx4qaenHdB20CnIwQASqlkrfXIQOchhBCB1CR7kIU4F4RFBhMSGoT2Nt1fUoUQQohzkTykJ8RZpL2afQnZ9L+kEyGhwdz6twtlrHEl7z38O2wlxSctj4ptxf998L8AZHSC5CaEEM2HFMhCNKDULblsWnaYUnM5MXHh9L+kI0mrMwgKDmLA6E5SHFdTU5FX1/KzSXITQojmQ4ZYCNFAUrfksv6zA5SaywEoNZeT8l0mo27pSf9LOwY4u8bDnJ1FfsbR095+7QfvsOWrRf54zXtvs23FEn+8etYMtq9e5o9Xvv0vUr5Z5Y+Xz3iVXevW+OOv3niZPeu/9cdLXnuRfT9+D4DX42HJ9KkcSPihzpzStm0GwF5qZcn0qRzZsQ0wCtQl06eSvnM7AFZzAUumT+XYnl0AWPJNLJk+laz9ewAoys1myfSpZKceAKDweCZLpk8l97Axu0n+sXSWTJ+KKf0IAHlH0lgyfeqpL5oQQogzIgWyEA1k07LDuJ3eKsvcTi/7E3PO6Z5jm6UEc3aWPz6Q+CPbv17uj795/z989cY0f7x2zjt8P3fOabdfXlqKy2H3x46TYitOh+NEXFaKs9p6V6X1dqsVV3nl2IKrvLxq7DwR18Tt8s3+oDV2qwW3bzYIXRG7XEbs9WK3WvC4jdhbEbvcRuzxYLda8LqrxZ661wshhKhfMouFEA1kxm/vBG07eYWK4skFC89+QpWcyZhVt8uF3VpCizhjpo2s/XswpR9h+E3jANjy1SKO7U7hjn+8AsDqd97k+MH9PDTrYwBWzXyD/IyjPDBjNgBJK5ZQbrdz2Z33ApCdeoDgkBA69OrDjLtuqTXnJ+NX/sKz/mWaS24yi4UQQkgPshANx1cctwxty41dfk/L0Lb+5dmp+7GXWgFw2o3YUVoKQLnNiMttZb64zBcb7TlKS8lO3Y/TbsT2UivZqfv9vaI2S4kRl1eNK3o1y4qL/MVx9dxsJcUcSPyR+Jeewev1ALBp8ed8+Ojv0V6jN/zIjiR+mP8JFb9ch0dFExXbyn/aw264mWsf/JM/vvGRv/mLY4CRY2/3F8cAnfv1p0OvPlUu3UnXrBGR3IQQ4twnD+kJ0YCCVShXdphAZEgLruwwga+Pf4xHu/jiH08z7qnn6TvqUgqPZ/LFP57mtmem0uvCUeRnHCH+xWeY8MI0egwZRu7hQyye9gJ3vfgaXQcMJvvQfpa+9hL3vDKDTn3OJ2v/Hpa/+QoT/zWT9j17kbl3Fyvf/hcPzJhNm67dSU9J5ut3/80f/vMhrTp24sj2bXXmpr1e0OBylBMeFUWfUZcQ274DXq+X4KAgLrntTi6dcLd/mMiwX49h2K/H+M+5c78BVa9ByOn/mImKbUW5peykvMJbRtfDp/HLNOfckpOTuwYFBa31er39gXN3fJAQojnRQUFBB7xe769HjBiRVX2lDLEQooHMuOsWLm03js5RfQgJCsXtdZFtS2NT/nJ+8+xLtOvZi+hWrSm3lZGTeoD2vfoQ1TIWR2kpuWkH6dC7L5EtWmK3Wsg7fIiOfc4nIiYGm6UE05E0OvXrT3hUNGXFReSnH6FTvwGER0X54879BxIWEUmpuZCCY+l0GTCI0PAIrIUFfPDIA7XmFujhAoWf78e+rxDcGkIUkQPb0OaeAafe8SxoDrnVNMRix44d+zp27Ni3Q4cOIUFB8sWjEKLp870F1Z2bm3t4+PDh/auvl590QjSQnjGD6RzVm5CgUABCgkLpHNWb82KGELUlFI4aD2qFhkT4YmMIRFhFnOGLgyKJ2hKKPmY8KBaufHGmLybKiI/7Yo+xv86uiI3tvblGexGuSG7q8kd/cXwitz70jBmMM9OKac4uXLm+IR4ZFiPON4Z0lB8pxjRnF+5C48E3x6EiIy42juc4aMY0Zxceq3E8+75CIy4zzte+pwDTnF14HcaDZrad+Ubs9FC6LRf7Xl+RB+DW2PcWkvPGNv91Ld2aQ/5Hu0/Em7LJ/2SPP7ZuPE7Bp3tPxD9mUTh/nz+2bMik8PP9J+J1xzAvOOCPS9amY16UeiJec5SiJYco3ZaLY7+5Sm6O/WZMH+2ieMVh//ZFX6VRvOrIiXjJIUrWnJilw7wolZK16SfiBQewrDvmjws/349lQ+aJeP4+rD+e6Nwo+HQv1o3H/XH+J3soXHCgxtxKt+VSH7xeb38pjoUQ55KgoCA6duwY4vV6zx83bly/k9YHIikhmoOhcVcTEhRWZVlIUBgXxF0VoIxOiA5t5S+OK4QEhTI07urAJORjWZMOnmrfank0nqK6Z5E4Gyxr0tGuqrOSaJcXV4Y1QBmd4NhnrjE3y5r0+jqEkuJYCHGuCQoKqhgu+Ndx48ZV+SEnQyyEaCArHvsnQ6Iuq1Iku71OdtsSGDtrSgAza7y5lW7LpWT54SrFngoNIvbW3sSMDOzc0c0lt5qGWCQnJ+sRI0bUT7JCCNGIJCcn89JLL30CPLF8+XJ/j4d0CQjRQMbOmkKLYZ0hxPdMU4iixbDOAS+OofHmFjOqIxED4qrkFTEgLuAFKEhugfbUU0/RoUMHBg8eXGX5woUL6du3L/369WPFihV1Lt+wYQMjR47kqaeeOuPj33nnnaSlpZ3yuLXZsmULF1xwAQMGDODOO+88ab3X62XQoEEUFBQ0SPtnYvny5bz22mtVluXn53PDDTec1v7z5s3jscceA8DpdHLNNdcwd+7cX5TT6eb5c7z99tvYbDVMyVkPpk+fzqBBgxg0aBB33HFHgxxDNAwpkIVoQK0n9CM4xuilDY4Jo/WEk4Y5BUxjza2x5gWS25kwWRzcOWcTJqvj1Bufhttvv51Vq1ZVWeZ0Opk8eTIbN27ku+++44knnsDr9da6/L333mPjxo0EBQVx8ODB0z723r17KS8vp0+fPnUetzZaayZOnMjs2bPZv38/77777knbrF69mlGjRtG2bdsGaf9MjBs3jmeeeabKsnbt2tG5c2d+/PHHM2rrD3/4A5dffjkPPvjgL8qpJjXl+XM0VIG8bds2VqxYwY4dO9i7dy/PPfdcvR9DNJwmWSArpcYqpT4wm83YbDasVisWiwW73Y7ZbMblcmEymdBak5OTA0B2djYAOTk5aK0xmUy4XC7MZjN2ux2LxYLVasVms1FcXIzT6aSgoKDiKccqbVT8Ny8vD7fbTWFhIQ6Hg5KSEsrKyigrK6OkpASHw0FhYSFut5u8vLwa28jNzcXr9VJQUIDT6aS4uFjO6Rw6p6CwYLw3tyekQxT6lvao0KBGc04mcz5x9w9EtQkj9nf9sNisjeJzKrIW0+KevgS1DSf6rl7YXY5Gc++VlduI/m1vVNtwYn/XD7OlqNHcex7lRY3rREh7414LCgv+WZ9TfZm57hDb0s3MXJd26o1Pw+jRo2nbtur8zlu2bGHQoEF06NCB7t27061bN3bt2lXr8oohhVpr/9/LyspOeezPPvuM22677ZTHrU1SUhLt2rXj8ssvB4xis7p33nmHxx9/vMHar+zFF1/kqquuok+fPjz66KP069eP/Px8AO677z66d+/u7wGubPz48fzvf/87aXltpk6ditaal19+2b9sxYoVXHTRRQwbNoxJkyb5l8fExPDss88yaNAgHnroIf/y//znPwwYMIALLriAyZMn+5fXlmdt7bzxxhv079+fcePG0bt3b9LT0/nuu+8YNmwY2dnZXHPNNf6/A8ycOZPBgwczePDgKr3ftbVfk4yMDNq1a0dYmPGL64UXXuhf9/rrrzNw4EDuuOMO+vTpQ3p6ur/9CldffTUVw0jHjRvH0KFDGTFiBLNmzfJvs2HDBn71q18xYcIEBg8ezBNPPFHndRZnoOIHRVP8M2LECC2EEKL+AEm62s/apKSkKtvc+X6iXrjtmNZaa6fbo+98P1Ev2Z6ptdbaVu7W42dt1H2eW6V7TF6p+z2/Wo+ftVF/vTtba611YWm5vvP9RP3t3lyttdZ5Fvtp53b06FE9aNAgf7xw4UL9xz/+Ub/33ns6Pj5e33XXXXr16tW1Ll+3bp0eMWKEnjRpkt63b59+6KGH9MqVK0953CuvvFLv2rXrlMetzeLFi/X48eP1jTfeqIcNG6bffffdKuv379+vR48e3WDtVzd16lT95ptv6r/85S/6zTff1I8//rhetmyZf/3cuXP1o48+etJ+WVlZVa5/bebOnat79eqlAb1z507/8ry8PD1q1ChdVlamtdZ6woQJet26dVprrQGdkJCgnU6n7tatmz5+/LjWWuvY2FhtsVj8+1c/TvU8a2onIyND9+7dW5eWlur9+/drpZQ+evSof58ePXro/Px8f3z06FHdu3dvbbVatdls1t26dfMfu7Y8a1JUVKT79OmjR44cqV9++WWdnW38G0hPT9f9+vXTdrtd79u3r0o+0dHR/v2vuuoqvW3bNq211pmZxr8vp9Op+/btq3NycrTWWq9fv15HRkbq3bt3+49Z13UWJ0tKStJjx479eOzYsS10pZ97TbIHWQghRON1vNiO1/f8t1drjhfbG+Q42tcL/Oc//9k/7lYpVevya6+9lpUrVxIcHMyyZct46623uPnmm095nJycnCq9srW1XxuHw8H69euZM2cOP/zwA2+//TZHjpyYCnDWrFlVekLru/2axMXF0apVK+Li4mjdujUlJSV1bg/Qvn17/zcupxIWFsbMmTP9PZoAmzdv5siRI4wePZphw4axY8cOf55hYWGMHj2a0NBQzjvvPP+3MqNGjeL3v/898+bNIzw8/LSOW72d5ORkrrjiCqKjo+nfvz89evSos40dO3ZwxRVXEBMTQ+vWrbnooov8Pfi15VmTVq1asXv3bp5//nlSU1MZMWIExcXFJCcnM3r0aCIiIhgwYMAp8wH4+OOPufDCCxk1ahTZ2dn+nm6AESNG+Mfmt2rVqs7rLE6fvElPCCHEGYn/06X+v4cGB1WJrQ4XJXYXHl+F7PJoLHYXw3u0BiAuOqzK9u1bRPzsPDp37lylYMvNzaVjx47ExMTUuHzp0qVs376dSZMm8cQTT3D55Zfz1ltvcfXVV9d5nMjISByOE2OpaztubTp06MCAAQPo3r07YBQ0Bw4coFevXlgsFtauXctbb73VIO3XRilV5Y/H46njChgcDgeRkZGn3A7guuuu47HHHmPBggXMnz+fiRMnAnDDDTfw2WefnbR9aOiJaSeVUv4x12vWrGHjxo0sWLCAd955h+Tk5DqPW1M7Fb9wnK66tq8tz9pEREQwfvx4xo8fz9ixY9m8ebN/35pUXu52G3PFb9iwgW+++YaEhASioqIYOXJklePGxsae1E5t11mcPulBFkIIUW9mrjuEt1qB4dG63sYiV3bRRRexd+9eTCYTmZmZZGVlccEFF9S6fPz48bz88stkZWXRq1cvfvrpJz788MNTHmfgwIFVZrCorf0Kzz77LM8++6w/HjVqFMeOHcNsNuN0Otm9e7e/eJ07dy733ntvlcKrPtuvT6mpqQwcOPC0t1dKMWvWLCZPnkxRURGXXHIJP/30E1lZxotvMjIy6uyB1Vpz7NgxrrrqKl555RX/ON0zNXLkSDZu3IjNZuPAgQNkZGRUWd+yZUvMZrM/Hj58OBs3bqSsrIzi4mK2bdtW5fqfrqNHj3Lo0CEA7HY76enpdOnShQsvvJCEhAQcDgcHDx6skk9sbKz/GYEDB4wXGFksFtq2bUtUVBR79+5l586ddR73TK+zqJn0IAshhKg3248V46r2sheXR7M9o+gXtfvoo4+yZMkSCgoK6Nq1K7Nnz2bcuHG89tprXHbZZQC89dZbBAUFERYWVuPyCoMHD2by5MmMGjWKadOmnfLYt9xyC+vXr+f6668HOGX71YchxMbG8vbbb3Pttdficrm455576N+/P1prPvzwQ7777rsq29dX+2cqPT2d8ePH+wu0jRs38uqrrzJmzBgA1q9ff1pDUiq78MIL/bNNzJkzh/fee4+xY8fidruJjo6us5dT+2bnsFgseDweZsyYcVp5Vte9e3cefvhhhg8fzrBhw+jdu3eV4RqPP/4448ePJy4ujsWLF9OzZ08ef/xxLr74YsB42LB9+/ZndN5gFMUPPPAAZWVlaK257777GDJkCAAPPvggF154IQMHDuS8887z7zN58mRuvPFGRo4cSbdu3QC48cYb+eCDDxg6dCj9+/dn+PDhdR63ffv2Z3SdRc3kRSFCCCH85EUhJ7Pb7VxzzTVs3LiRkJD661f6+uuvmT9/Pp9//nm9tdmQrrjiCpYtW0ZcXFygUzljVquVFi1aUFBQwIgRI0hPT69zXPfZNHjwYP6fvTuPq6rOHz/+OqYkSmoGgqCooCbcK1zhook4BqNfdVDCMmrykVpTjjNG49fl6zjN5NJmy+SalY5DmforpzFB0yxnwIQScUFzNxUV4co2LLIv798fyB1R7gKCS32ej8d5wPmcz/I+5x70cz/3c89n69at9OzZ83aH8rNkaaEQm3/pmqbdCzwG9Lw2v4gsbIE4FUVRFOWO4ujoaJ6a0ZydmNGjRzN60cRWswAAIABJREFU9Ohmq68lZWdnM3PmzLuycwzwv//7v+zduxeofYTbndI5Vu5c9rwVjgUKgP1AecuGoyiKoih3nhEjRtzuEG4rFxcXIiMjb3cYTfa3v/3tdodg0ZEjR253CEoD7OkgdxORUS0eiaIoiqIoiqLcAex5isV3mqb1b/FIFEVRFEVRFOUOYM8IcggwWdO0c9ROsdAAEZHGP/NEURRFURRFUe5w9nSQ745vECiKoiiKoihKM7A5xUJEzgPdgbCrv5fYU05RFEVRFEVR7kY2O7qaps0D5gB1y/a0Ada1ZFCKoijKXeqDEJjf8cbtg5CbqnbWrFm4urqi1+vrpW/cuJE+ffrQt29ftmzZYjU9ISEBo9HIrFmzGt1+VFSUeTW93NxcjEYj/v7+GAwGNm/ebLN8cnIyfn5++Pj4EBUVdcPxmpoadDodOTk5LVJ/Y8TFxbFo0aJ6adnZ2YwcOdKu8pMnT6ZHjx4AVFdX4+zszAsvvNDoOE6ePInBYMDJyYmbXfMgNjYWf39//Pz8WLt2rc38PXv2JCcn56baVO5u9kyxGAcMAA4AiEiGpmn3tWhUiqIoyt2p20DIPgnVFf9Nu8ehNv0mPProozz55JNMnjzZnFZRUcGcOXPYs2cP5eXlhIaGEh4eTlVVVYPp77//PomJibz88sucPHmSBx980K62jx49Snl5Ob179wZqlyZOSEjAycmJnJwc+vfvT0RERL3V7q5VtyLc3//+d0JCQsjOzr4hz7Zt2wgKCsLZ2ZnKyspmr78xIiIiiIiIqJfm4uKCu7s73377Lb/4xS9s1uHk5MShQ4coKCjAzc2tSXE8+OCDpKam8vDDDzepfJ0rV67wwgsvcODAAe699178/f35n//5nybHpfw82DNVokJql9sTAE3T2rdsSLZpmjZW07RVeXl5lJSUUFRURGFhIaWlpeTl5VFZWUlWVhYiYl6SMyMjA6hdolNEyMrKorKy0rxUZWFhIUVFRZSUlJCfn09FRQU5OTnU1NSY1zCvq6Pu5+XLl6mqqiI3N5eysjIKCgooLi6muLiYgoICysrKyM3NpaqqisuXLzdYh8lkoqamhpycHCoqKsjPz1fnpM5JnZM6p9t2TnaJCYeDV5eura6s3T/0We1+cDTUVNXPX1MFXQ21vxfn1uY/ub12v+iyXU0GBwfj7OxcLy05ORmdToerqyuenp50796dw4cPW0yvWzlWRMy/FxcX22x7/fr1jBs3zrzfpk0bnJycACgoKKC8vJyqqipLxdm3bx8uLi6EhNSOoru4uNyQZ/ny5URHR7dY/deaP38+w4YNo3fv3kybNo2+ffuaO9UTJ07E09OzwRHfyMhI1q2z7wPkiIgI4uLiiIuLq9fZ3rJlCwMHDsRgMDBjxgxzupOTE3PnzkWn0/H888/brH/ZsmXo9Xr0ej0xMTFW8yYnJzNgwABcXFzo0KEDoaGhfPvtt+Y4/f39CQwMZMWKFTeUPXPmDAEBAZw+fRqApUuX4uPjg5+fH3PmzLHrWih3qbp/KCxtwCzgQ+As8DzwPRBtq9yt2AIDA0VRFEVpPsA+ue7f2n379tXP9PdfiRxYV/t7VUXtfuqntfvlxSJv9xVZcL/IvA4iC51r94/G1h6/klOb/8S22v1Ck92xnTt3TnQ6nXl/48aN8txzz8n7778vn332mTzxxBOybds2i+n/+te/JDAwUGbMmCHHjh2T559/XrZu3Wqz3V/84hdy+PDhemmFhYWi1+ulXbt28v/+3/+zWv7zzz+XyMhIGTVqlBgMBnnvvffqHT9+/LgEBwe3WP3Xmzdvnrzzzjvy4osvyjvvvCPR0dESGxtrPh4TEyPTpk27oVx6enq962/JpEmT5B//+IeMGzdOxo4da67v8uXLEhQUJMXFxSIiMn78ePnXv/4lIrWDcElJSVJRUSHdu3eXS5cumesbNmyYpKSkmPfPnTsn3t7eUlRUJHl5edK9e3e5fPmyxXjWrVsnzz33nHl/zpw5snTpUhERuXjxooiIVFRUSJ8+fSQzM1NERHr06CEHDx6UgICAeq99x44dpbCwUETEapvK3WPfvn0yduzYNWPHjr1Prvl3z+YUCxF5R9O0EUAh8CDwsoh801IddkVRFOUO98yX//39njb19x3awW93wVJ/qKkGrRX89lu4z7X2ePsH6uevS28CuToKPHXqVAA2bdqEpmkW08PCwti6dSvvvvsusbGxLF68mPbtbX8ompmZecOo7H333ccPP/zA8ePHmTJlCo899hht2rRpsHxZWRnx8fEcPnyYTp06YTQaGTVqFF5eXgCsWLHihhHb5qy/IZ07d6awsND8s6CgwOZ16NKli/nTCXu4ubmZR8IB9uzZw9mzZwkODgZqpz6cPXuWsLAwHBwczOm9evXCZDLh7u7eYL0HDx5k6NCh5roHDhzI4cOHGT58uN2x1VmzZg2bN29GRMjIyCAjI8M89eKRRx4hPDyc/v3/uxREUFAQzz77LOHh4fU+VVB+eux6GoWIfCMis0VkluocK4qiKFbd5waGCbWdY8OEm+oEW+Pu7l6vw2YymXBzc7OY/sUXX/Dee+8xY8YMUlNTCQkJISEhwWY7jo6OlJWVNXjMx8eHNm3acOjQIYvlXV1d8fHxwdPTkw4dOhAYGMiJEycAKCws5Ouvv2b8+PEtUr8lmqbV26qrq63mh9qOuKOjo818dV5//XX+/Oc/10sbOXIkqamppKam8uOPP/Lcc88B1Ov8a5pGTU1Nvf1r1b0BspebmxtZWVnm/ezsbLp27UpCQgI7duwgKSmJ1NRU+vXrV6/dVatWkZiYyN69e81pX331FS+88ALJycmEhYU1Kg7l7mKxg6xpWpGmaYWWtlsZpKIoinKXGfZ/4PkQDGu5eZoDBw7k6NGjZGVlcfHiRdLT0/Hz87OYHhkZySuvvEJ6ejpeXl7s3r2b1atX22zH19fX/AQLgEuXLpGbmwvUdr6PHTuGh4eH+fjcuXOZO3eueT8oKIgLFy6Ql5dHRUUFP/zwg3l0NyYmhgkTJtTrIDZn/c3p1KlT+Pr62p2/U6dOdOjQwbz/0EMPsXv3btLT0wE4f/68ef6+NQ888IC5DEBAQACJiYkUFxeTn59PSkoKfn6W1y4bNGgQBw8eJDs7m6KiIuLj4xk6dCiFhYU4OzvTrl07jh49esObkMDAQD788EOeffZZysvLEREuXLjAsGHDeO2110hLS7P7Wih3H4tTLETkPgBN0xYCJuATalfRmwCop1goiqIolt3nBs9sb7bqpk2bxqZNm8jJyaFbt26sXLmSiIgIFi1axJAhQwBYvHgxrVq1wsHBocH0Onq9njlz5hAUFMSrr75qs+0xY8YQHx9v/gj/woULTJkyBah9jNmbb75J165dzfmvn4bQsWNHlixZQlhYGJWVlTz11FP069cPEWH16tXs3LmzXv7mqr+x0tLSiIyMNH+JMzExkddff51f/epXAMTHxxMeHt7oeut06dKF999/n7Fjx1JVVUX79u1Zv369zXIzZszgmWeeYf78+Wzbto2ePXsSHR3NoEGDAJg3bx5dunSxWN7JyYnly5fzy1/+Eqj9kqKbmxujRo1i1apV+Pv7069fPwICAm4oO3jwYEaMGMFf/vIXFi1axNNPP01hYSHV1dX89a9/beKVUO4Gmq2PKjRNSxaRQbbSbgej0Sg3+2xERVEU5b80TdsvIsZr0/bv3y+BgYG3K6TbrrS0lNDQUBITE2nd2p6no9pn+/btfPLJJ2zYsKHZ6mxJQ4cOJTY2ls6dO9/uUBSl2ezfv58FCxb8HZgeFxdXVJduzxzkak3TJmiado+maa00TZsA2J6spCiKoig/AY6OjuapGc1p9OjRd03nODs7m5kzZ6rOsfKzYc9b4aeApVc3AZKupimKoijKz8KIESNudwi3lYuLC5GRkbc7DEW5Zex5zFsa8EjLh6IoiqIoiqIot5/FDrKmacu5unpeQ0TkxRaJSFEURVEURVFuI2tzkPcB+4G2QABw+upmQM1BVhRFURRFUX6irD3m7WMATdMmA6EiUnl1/wPg61sSnaIoiqIoiqLcYvY8xcKd+s89drqa1mSapnXSNO1zTdNOaJp2XNO0wZqmddY07RtN005f/Xn/zbShKIqi3Hrj48bzyp5XyC7JviXtvfTSS+j1egICAti8ebM5/e2330av1+Pr68uCBQsASEhIwGg0MmvWrEa3ExUVVW+xEEtmzZqFq6srer3ervQ6NTU16HQ6cnJyWqT+xoiLi2PRokX10rKzsxk5cqTddWzcuJE+ffrQt29ftmzZYjN/U+JfsmQJJSUldudviKX7p6H0xt4/DzzwABUVFeb9mpqam3oKiL3nO3nyZHr06AHUPkfb2dn5hqXM7XHy5EkMBgNOTk7c7CN177nnHgwGAzqdjieffJLS0tIm1dOzZ0+bfyPNxZ4O8iLgoKZpH2ma9hFwAHj9JttdCnwlIv0Af+A48EfgXyLSB/jX1X1FURTlLnLyPyf54vQXjN40usU7yvv27ePrr78mNTWVr7/+mujoaIqKikhPT+fDDz/k4MGDpKam8vHHH3Pu3Dnef/99EhMTadWqFSdPnrS7naNHj1JeXk7v3r1t5n300Uf58ssv7U6vs23bNoKCgnB2dm6R+hsjIiKCP/6x/n/BLi4uuLu78+2339osX1FRwZw5c0hMTGTnzp1Mnz693hLODWlK/DfbQbZ0/1hKb+z906tXLzIyMsz7JpPJ3HFtisacr5OTE4cOHSIpKQk3N7cmtffggw+SmpqK0Wi0ndkGR0dHUlNTOXLkCAAffPDBTdfZ0mx2kEUkBhgEfHF1G1w3/aIpNE3rAPwCWHO1/goRyaf2SRl19X4MqOfJKIqi3IGe+eoZNv9YO6pWWVPJM189w5Yz/x0lrKyppLy6nC9Of8GoTaMI2xjGP0/9E4D/lP2HZ756hoSLCQDklDZ9NOjMmTMYDAZat26Ns7MzHh4epKSkAFBVVUV5eTnl5eU4ODjQsWNH6hbGEhHz78XFxTbbWb9+PePGjbMrpuDg4AY7uZbS6yxfvpzo6OgWq/9a8+fPZ9iwYfTu3Ztp06bRt29fsrNr38hMnDgRT0/PBkccIyMjWbdunc36k5OT0el0uLq64unpSffu3Tl8+HCTzqshO3fuxGAwkJGRQWhoqPl3gGXLlqHX69Hr9cTExFitx9L9Yym9sfePt7c36enpPPfcczz//PPmJc4BtmzZwsCBAzEYDMyYMcNcZunSpfj4+ODn58ecOXNsnq8lERERxMXFERcXR0REhDndUrtOTk7MnTsXnU7H888/b7VuaNx1vpamaQwbNsz8aUxERAT+/v4EBgayYsUKc76EhARGjBjB+PHj0ev1TJ8+vV49Z86cISAggNOnT9vddmNZe4pFPxE5oWla3dqLF6/+dNc0zV1EDjSxTS8gG4jRNM2f2i8C/gFwFZFMABHJ1DStwXUjNU2bAkwB6Nq1K6mpqU0MQ1EURWlJlTWVAGSXZvPJsU94rO9jzVq/r68vr732GiUlJeTk5HD8+HFMJhNhYWH84Q9/wNPTk+rqat555x06d+7M1KlTCQkJYdiwYYgIU6ZM4ZFHHrG5fHJSUhK//vWvmzX2a504cYIrV65wK1crjIiI4MKFC3h6ejJq1Ci+//57IiIiWLt2LR999FGDH6kbjUZeeuklm3WbTCa6du3KBx98QOfOnXFzcyMzMxODwdAssQ8fPpzU1FR69uxJfHy8uWOdlpbGsmXLSE1NpbKyEn9/f8LDwy0uQ23p/unfv3+D6Y29f7y9vbl06RIXL17EwcGB9PR0vL29ycrK4pVXXiEhIYF27drx+OOP8+9//5uwsDDmzZvHxYsXue+++8jKyrJ6vtYEBgayYcMGqqqqePTRR9m3b5/VdouLixk7diwLFy7E29ubjIwM3N0bnk3b2Ot8rcrKSrZt22a+ZitXrqRbt25UVlai0+kYP368ecQ7KSmJvXv3otfryc/PN9eRnp7Ob37zGz7++GP69Oljs82msvYc5BnUdkQbWmxcgLCbaDMAiBaRZE3TltKI6RQisgpYBbVLTTfXH5yiKIpin5hR/x0xatOqTb39a7Vp1YZWWisie0cy1X8qAPe3vb9efmdH+0YNG9K/f38mT55McHAwHh4ehIaG0rZtW/Lz89m+fTvnzp2jsrKSIUOGMGbMGMLCwti6dSvvvvsusbGxLF68mPbt29tsJzMzExcXlybHacuKFSuaNEf0ZnTu3JnCwkLzz4KCAptlunTpQmZmps18daOrU6fWvuabNm1C07SbC9gOBw8eZOjQoTg5OQEwcOBADh8+zPDhwxvMb+n+sZTe2PvH29ub8+fP07ZtWxwcHEhLS8PLy4s9e/Zw9uxZgoODAbhy5Qpnz54lLCyMoKAgnn32WcLDw+3+1MISNzc387UArLbr4OBgTu/Vqxcmk8liB7mx1xlql2uv6689/PDD/OY3vwFgzZo1bN68GREhIyODjIwMcwc5MDDQPCe9U6dO5rrq3pT079+/SdfFXtaeYjHl6s/QZm4zHUgXkeSr+59T20G+rGla16ujx12BrGZuV1EURbkFru8Y30wn2JYZM2aYPyp+6KGH8PT0ZOfOnXh6etKxY0cABgwYwMGDB9mzZw8HDhxgxowZTJ8+nZCQEBYvXszDDz9stQ1HR0fKyspaJP7CwkK+/vprFi9e3CL1W6JpWr2tutr201vLyspwdHS0mc/d3b1eR9pkMjV5Hmxj1HXMG6Oh+8dS+hdffNGo+8fb25vPPvsMo9GIg4MD33zzDTNmzKC0tJSRI0eyfv36G8p89dVXJCYm8umnn7J8+XL279/f6HOq8/rrr9OqVSs2bdpkTrPUbps2bcy/a5pWb8749W9umnKd6+YgXyshIYEdO3aQlJREu3btMBqN9dqt+/u93qpVq5g9ezZ79+5l4MCBjY7FXvZ8Sa8eTdNGaJr2TVMbFBETcFHTtAevJv0SOAbEAZOupk0CYpvahqIoinJ7PHj/gzza51G+euwr/vzQn1u0cwyQm5sLwK5du8jLyyMwMBA3NzdSUlIoLy+ntLSUAwcO0KtXLyIjI3nllVfMc0F3797N6tWrbbbh6+tr1xMsmiImJoYJEybU66DcqU6dOoWvr6/NfAMHDuTo0aNkZWVx8eJF0tPT8fPzMx+fO3cuc+fOvel4OnToQF5ennk/ICCAxMREiouLyc/PJyUlpV67DWno/rGU3tj7x9vbm127dmE0GgkMDCQ+Ph4vLy8eeughdu/eTXp6OgDnz5/HZDIhIly4cIFhw4bx2muvkZaWZvV8benUqRMdOnQw71tq15YHHnjAXAaadp0bUlhYiLOzM+3atePo0aMcOnTIrnKBgYF8+OGHPPvss5SXlze6XXtZ7CBrmhamadopTdOuaJq2TtM0X03T9lH7VIv3b7LdaGC9pmmHqV145PWr9Y7QNO00MOLqvqIoinIX+Tzi81vSMa7zzDPP4Ovry4svvsi6devQNI2QkBBGjhxp/vLPc889h4+Pj3kkTK/Xk5ycTFBQEI8++qjNNsaMGUN8fLxd8UybNo3Bgwdz8uRJunXrRlxcnMV0EWH16tX89re/tft8G1N/Y6WlpWEwGHj55Zf57LPPMBgMbNu2zXw8Pj7e5nxtAAcHBxYtWsSQIUMICwtj8eLFtGr13+5GZmbmDVM1mhJ/dHQ0kZGRhISEYDKZ6NmzJ9HR0QwaNIiQkBDmzZtnc15sQ/ePpfTG3j/dunWjVatW5g5yVVUVPXr0oEuXLrz//vuMHTuW/v3788QTT1BcXIyI8PTTT+Pn58fQoUP561/rz3C9/nwby1K7tsyYMYM5c+aYvxzYlOvckFGjRlFTU4O/vz8LFy4kICDAdqGrBg8ezIgRI/jLX/7S6HbtpVkaKtc07SDwv8D3wGhgLfAXEVnaYtE0ktFolJt9Np+iKIryX5qm7ReRes912r9/v9zKL5DdaUpLSwkNDSUxMZHWra19dadxtm/fzieffMKGDRuarc6WNHToUGJjY2/qWb6KcqfZv38/CxYs+DswPS4urqgu3doUCxGRBBEpF5HNQPad1DlWFEVRlFvB0dHR/NF6cxo9evRd0znOzs5m5syZqnOs/GxYeyvcSdO0az870K7dF5FNDZRRFEVRlJ+cESNG3O4QbisXFxciI9XyBMrPh7UO8i5grIV9AVQHWVEURVEURfnJsfaYt2duZSCKoiiKoiiKcido9GPeFEVRFEVRFOWnTHWQFUVRFEVRFOUaqoOsKIqitJjKrCwy5y/gbOTNLZtryUsvvYRerycgIIDNmzeb0++55x4MBgMGg4EXX3wRqF25y2g0MmvWrEa3ExUVZV4sJDc3F6PRiL+/PwaDoV67DdmxY4c5FoPBgIODww2ritXU1KDT6cjJyWl0/WD5OjRFXFwcixbVX4ogOzubkSNH2l3Hxo0b6dOnD3379mXLli1W8166dImQkBB8fX0JCAjgm2/sW4tsyZIllJSU2B1TQyxdt4bSm3L/1N2HOp2OJ598ktLSUot5T548icFgwMnJiTvlEbaNid+anj17kpOT08zRtTARsbkBeiAKmFi32VOupbfAwEBRFEVRmg+wT677t3bfvn2Nrqfi8mXJmDdfjvv5yzF9fzn2YL9mjlQkJSVFjEajVFZWSnZ2tnTr1k0KCwtFRKR9+/Y35I+KipLS0lKZPXu2nDhxwu52jhw5IhEREeb9iooKKSoqEhGR7OxscXNzk+rqarvqysjIkN69e9+QvmXLFpk0aVKT6rd2HZrT5MmTZdeuXTbzlZeXS8+ePcVkMsn58+fFy8vLavwmk0lSU1NFRCQtLU3c3d3tiqdHjx6SnZ1tX/ANsHTdLKU35f6puw9ramrkiSeekHfffddmmWHDhklKSkqTz6s5NSX+htzsa9WS9u3bJ2PHjl0zduzY++Saf/dsjiBrmjYPWH51CwXeAiJaqsOuKIqi3NnOPz2R/E1fACCVlZx/eiIFV1c+q7hwgVNDf8GPYb8k/5//RMrLobLSXLbqP//h/NMTKfp37cp0VdnZTY7jzJkzGAwGWrdujbOzMx4eHqSkpFjML1cXxqr7DxCwayWx9evXM27cf0fA27Rpg5OTEwAFBQWUl5dTVVVlV8yffvop48ePvyF9+fLlREdHN6n+xl6H+fPnM2zYMHr37s20adPo27cv2Vdfh4kTJ+Lp6ckLL7xwQ7nIyEjWrVtn8xyTk5PR6XS4urri6elJ9+7dOXz4sMX8rq6u+Pv7A9CjRw8qKyutLiG8c+dO86puoaGh5t8Bli1bhl6vR6/XExMTYzVOS9fNUnpT7x8ATdMYNmyY+VOIiIgI80qPK1assFm+ofOy9jpaqj8hIYERI0Ywfvx49Ho906dPb9b4bdV/5swZAgICOH36tF3t3k72TLEYD/wSMEntky38gXtbNCpFURTlrpTxx7lUZ2dDVVW9jnFL8PX1JTk5mZKSEi5cuMDx48fNS/CWlZUREBDAkCFD+PbbbwGYOnUqISEh1NTUICJMmTKFhIQEm+0kJSVx/UqCRUVF9O/fHz8/P1auXImDg4NdMa9fv54nn3yyXtqJEye4cuVKvTYaU7+162BJREQE4eHheHl5MWrUKL7//nsA1q5dy8KFCxssYzQa+e6772yeo8lkomvXrnzwwQds3LgRNze3G5aWtmTHjh0MGDCAe++13M0YPnw4qampuLu7Ex8fb/49LS2NZcuWsWfPHnbv3s28efPIysqyWI+l62Ypvan3D0BlZSXbtm2jf//+AKxcuZJDhw6xZ88eli1bZvX1snZell5Ha/UnJSUxf/58jhw5wvz585s9fkv1p6enExUVxccff0yfPn3savd2sqeDXCoiNUCVpmkdgCzAq2XDsk7TtLGapq3Ky8ujpKSEoqIiCgsLKS0tJS8vj8rKSrKyshAR8x9l3bvLzMxMRISsrCwqKyvJy8ujtLSUwsJCioqKKCkpIT8/n4qKCnJycqipqTG/8HV11P28fPkyVVVV5ObmUlZWRkFBAcXFxRQXF1NQUEBZWRm5ublUVVVx+fLlBuswmUzU1NSQk5NDRUUF+fn56pzUOalzUud0287JHj0+WUunR2tHVLU2bejxyVo6RtR+sNht6RI6/frXaPfeC23a3FC29f330+OTtdwXFlq77+JiV5sN6d+/P5MnTyY4OJjf/e53hIaG0rZtW6D2P+MDBw6wZMkSnnrqKUpLSwkLC2Pr1q3cc889xMbGsnjxYsLDw222k5mZict1cd5333388MMP7Nu3j/fee49KO94MnDp1iuLiYvNoaZ0VK1bcMGLbmPqtXQdLOnfuTKdOnejcuTP3338/BQUFNuPv0qWLXR3dutHVqVOnEhUVBdSOQNpiMpmYOXMmK1eutJm3IQcPHmTo0KE4OTlx//33M3DgQKsj15aum6X0ptw/paWlGAwGgoKC8Pb25je/+Q0Aa9asYcCAAQQFBZGRkWH+W23seVl6Ha3VHxgYiF6vB6BTp07NHr+l+h955BEGDRpk7mTf8USsz/MFVgKdgKnAaeAgEGOr3K3Y1BxkRVGU5kUzzUGuzMqSjPkLWnQO8vUGDRrU4NxNo9Eox48fl02bNsmf//xnyczMlCeeeEIMBoPEx8fbrNfPz0/OnTtn8XhoaKhdc0ZffvllmT9/fr20goIC6dOnj1RUVNx0/XUsXYc68+bNk5iYmBt+1omJiZFp06bdUK6wsFA8PDxstr97924JDw837w8bNkwOHjxotUxpaakMGTJEtm/fbrP+OtfPa/3nP/8pkydPNu8/9thj8s0339hdn6XrVpfelPunobnw8fHxMnjwYCkuLhYRkcDAwHrtPvzww/X2LZ2XpdfRWv3x8fH1XhtbGhu/pfp79OghX331lfTv31+Sk5Ptbv862Ti5AAAgAElEQVRWaPIcZBH5vYjki8gHwAhgkqhFRBRFURQrWru40HXey/Te+Q2dxo/n3n79WqSd3NxcAHbt2kVeXh6BgYHmEXKo/Xg6IyMDT09PIiMjeeWVV0hPT8fLy4vdu3ezevVqm234+vqa515C7VMX6to1mUwcO3YMDw8P8/G5c+cyd+7cG+rZsGHDDdMrYmJimDBhAm2uGW1vSv0NXYfmdurUKXx9fW3mGzhwIEePHiUrK4uLFy+Snp6On5+f+fj18YsIkyZN4qmnnmLUqFF2x9OhQwfy8vLM+wEBASQmJlJcXEx+fj4pKSn12m2IpevWUHpT75/rFRYW4uzsTLt27Th69CiHDh2qd/yBBx4gPT29yedlq/6b1dT6AwMD+fDDD3n22WetzjG/U1hbahoArfZzkQmAl4gs1DTNU9O0gSKyt+XDUxRFUe5mdR3llvLMM8/w448/0qZNG9atW4emaZw4cYJnnnmGe++9l3vuuYe//e1vtGvXzlxGr9czZ84cgoKCePXVV222MWbMGOLj4xk+fDgAFy5cYMqUKQBUV1fz5ptv0rVrV3P+hqYhJCcn4+TkxIMPPmhOExFWr17Nzp076+VtSv0NXYfGSktLIzIy0vwGIzExkddff51f/epXAMTHx9s1JcXBwYFFixYxZMgQABYvXkyrVv8dj7s+/qSkJDZt2sTJkydZtWoVANu2bcPd3d1qO9HR0URGRtK5c2c+//xzevbsSXR0NIMGDQJg3rx5dOnSxWodlq6btevZ2PvneqNGjWLVqlX4+/vTr18/AgIC6h2fMWMGzzzzDPPnz2fbtm2NPi9b9d+sm6l/8ODBjBgxgr/85S+89dZbzRpXc9Pk6lwhixk07X2gBggTER9N0+4HvhaRoFsRoDVGo1HulGcFKoqi/BRomrZfRIzXpu3fv19aYkTyblFaWkpoaCiJiYm0bm1zXMlu27dv55NPPmHDhg3NVmdLGjp0KLGxsXTu3Pl2h6IozWb//v0sWLDg78D0uLi4orp0e76kN0hEpgFlACLyH8C+r+sqiqIoyl3O0dHR/NF6cxo9evRd0znOzs5m5syZqnOs/GzY81a4UtO0ewAB0DTNhdoRZUVRFEX5WRgxYsTtDuG2cnFxITIy8naHoSi3jD0jyMuAL4Aumqa9BiQCr7doVIqiKIqiKIpym9gcQRaR9Zqm7ad2sRANiBSR4y0emaIoiqIoiqLcBlY7yJqmtQIOi4geOHFrQlIURVEURVGU28fqFAupXUHvkKZpnrcoHkVRFEWx20svvYRerycgIIDNmzcDtc8RDgkJwdfXl4CAAL755hsAEhISMBqNzJo1q9HtREVF1XsWsiWzZs3C1dXVvJKYrfQ6NTU16HQ6cnJyGl2/pfNtqri4OBYtWlQvLTs7m5EjR9pdx8aNG+nTpw99+/Zly5YtNvO//fbb6PV6fH19WbBggV1tLFmyhJKSErtjakhD94+l9KbcP2+88QY6nQ6dTsfjjz9+U7E2VkOvY2NMnDgRg8GAm5sbHh4eGAwGpk6d2owR1mqO17FFiI3V6oB/A0XAv4C4us1WuVuxqZX0FEVRmhfNsJLeyT2Z8tHcRFnx23/JR3MT5eSezBaIVCQlJUWMRqNUVlZKdna2dOvWTQoLC8VkMklqaqqIiKSlpYm7u7uIiERFRUlpaanMnj1bTpw4YXc7R44ckYiICLvyJiUlSUpKiuh0OrvS62zZskUmTZrUpPotnW9zmzx5suzatctmvvLycunZs6eYTCY5f/68eHl5SXV1tcX8Fy9eFG9vb6moqJDy8nLp1auXnD171mY716+k11iW7h9L6Y29f/bu3SuDBw+W8vJyERE5cOBAk2O9nebNmydvv/12i9V/s6/jzWrySnrAAmAMsBD46zWboiiKotRzKtlE/PoTXMmrXSnrSl458etPcCrZ1OxtnTlzBoPBQOvWrXF2dsbDw4OUlBRcXV3x9/cHoEePHlRWVlJeXl436HPtABDFxcU221m/fj3jxo2zK6bg4GCcnZ3tTq+zfPlyoqOjm1S/pfO1ZP78+QwbNozevXszbdo0+vbtS3Z2NlA7aujp6ckLL7xwQ7nIyEjWrVtnM8bk5GR0Oh2urq54enrSvXt3Dh8+bLVMVVUV5eXllJeX4+DgQMeOHS3m3blzJwaDgYyMDEJDQ82/Ayxbtgy9Xo9erycmJsZqm5buH0vpjb1/zp8/j4uLCw4OtU/GHTBggPnYli1bGDhwIAaDgRkzZpjT33rrLXx9fXn88cfp3bs3aWlpADg5OZnzPPzww9StAWHpfC29jhEREfj7+xMYGMiKFSusXh9rEhISGDFiBOPHj0ev1zN9+nSr9ZtMpnrHTp06ZfV1vBPYs9T0rms3oAqIavnQFEVRlDvRF389wPHvaldDq66u4Yu/HuDk1Q7w95vPUFVR/0mgVRU17P7HaQBKr1TwxV8PcO5w7VSC4oKmLznr6+tLcnIyJSUlXLhwgePHj2My1e+I79ixgwEDBnDvvfcydepUQkJCqKmpQUSYMmUKCQkJNttJSkpqkaWb65w4cYIrV640SxvXnq81ERERhIeH4+XlxahRo/j+++8BWLt2LQsXLmywjNFo5LvvvrMZg8lkomvXrnzwwQds3LgRNze3Blf/q9OtWzf+8Ic/4OnpSbdu3Ww+b3n48OGkpqbi7u5OfHy8+fe0tDSWLVvGnj172L17N/PmzSMrK8tiPZbuH0vpjb1/hg8fzrFjx8wr7tVdg6ysLF555RUSEhJITU3l4sWL/Pvf/+b8+fOsWbOGAwcOsHDhQs6ePWv1Ols7X0uv48qVKzl06BB79uxh2bJlN/y9NEZSUhLz58/nyJEjzJ8/32r90dHRjB49mkOHDhEfH0+nTp0svo53CruWBNI0zQA8RW3H+Bzwz5YMSlEURbk7XflPwx3esiuVzd5W//79mTx5MsHBwXh4eBAaGkrbtm3Nx00mEzNnziQ2NhaAsLAwtm7dyrvvvktsbCyLFy+mffv2NtvJzMzExcWl2eOvs2LFigZHbBvr+vO1pnPnzhQWFpp/FhQU2CzTpUsXqx3dOnWjq3XzVTdt2mR16ev8/Hy2b9/OuXPnqKysZMiQIYwZM6be8tr2OHjwIEOHDjWPtg4cOJDDhw+blwi/nqX7x1J6Y++fTp068cMPP/DVV1+xadMmAgMDOXbsGHv27OHs2bMEBwcDcOXKFc6ePUt+fj7BwcG0bdsWHx8fevTo0aznC7BmzRo2b96MiJCRkUFGRgZubm5W27EkMDDQPBe+U6dOVutPSEhg/fr1AHTo0IEOHTo0qc1byeIIsqZpfTVNe1nTtOPACuAitUtTh4pI08flFUVRlLvauJkB+ATXdl7uuacV42YG8OCg2v9knTo3PHJZl+7o5MC4mQH08qudJtC+o/WRTltmzJhBamoqX375JSaTCU/P2u+Ul5WVMX78eN555x28vb0B+OKLL3jvvffMZUJCQuwaQXZ0dKSsrOym4rSksLCQr7/+mvHjx99UPQ2drzWaptXbqqur7WrD0dHRZj53d/d6HWmTyWS1E7Zz5048PT3p2LEjzs7ODBgwgIMHD9ps53p1HfPGsHT/NJTelPunbdu2REZGsnbtWgIDA9mzZw8AI0eOJDU1ldTUVH788Ueee+45AItvJK5Nr6qqatL5JiQksGPHDpKSkkhNTaVfv37U1DR93bfrp8E0d/23m7UpFieoffbxWBEJEZHlgO2/oFtA07SxmqatysvLo6SkhKKiIgoLCyktLSUvL4/KykqysrIQEfMfad28lszMTESErKwsKisrycvLo7S0lMLCQoqKiigpKSE/P5+KigpycnKoqakxf0RQV0fdz8uXL1NVVUVubi5lZWUUFBRQXFxMcXExBQUFlJWVkZubS1VVFZcvX26wDpPJRE1NDTk5OVRUVJCfn6/OSZ2TOid1TrftnG7W4Ee8ae1Q/7+W1g6tGPyI7U5bU+Tm5gKwa9cu8vLyCAwMRESYNGkSTz31FKNGjTLnjYyMNC8Z7eXlxe7du1m9erXNNnx9fe16gkVTxMTEMGHCBNq0adPkOiydb3M7deoUvr6+NvMNHDiQo0ePkpWVxcWLF0lPT8fPz898fO7cucydO9e87+bmRkpKCuXl5ZSWlnLgwAF69epls50OHTqQl5dn3g8ICCAxMZHi4mLy8/NJSUmp125DGrp/LKU39v45d+4cp09fnVpUWkpaWhoeHh489NBD7N6927x0+fnz5zGZTAwYMICkpCTKyso4efIk58+fN9fVsWNH89/tiRMnmnS+hYWFODs7065dO44ePcqhQ4esXpvGslZ/aGioeY50cXGxec473Pg63jGu/cbetRswDviM2pHj1dR2ls9Zyn87NvUUC0VRlObFXfQUCxGRsWPHio+Pj/j5+UlycrKIiOzevVtat24t/v7+5u3SpUvmMqWlpRIWFib9+vWTzz//3GYb69atkz/96U92xfP73/9e3NzcpHXr1uLh4SGxsbEW02tqakSn00lmpv3Xp6F6bJ3v9ebNmycxMTE3/Dx37pz4+/tL9+7dxdnZWfz9/eXLL780l3v77bdlyZIldsX56aefSu/evaV3794SFxdX79ikSZNueGLH7Nmz5cEHHxQfHx9588037Wpj1apV4uPjI0OGDDFfw6VLl4pOpxOdTidr1qyxWUdD94+1dBH775+jR49KUFCQ+Pr6io+Pj7zxxhvmY1u3bhWDwSB6vV4GDRokP/74o4iIvPHGG9KvXz959NFHxcvLS86dOyciIsuWLZOgoCD53e9+JwaDQVJSUiyer6XXsby8XMLDw8XPz0+ioqJk4MCB5nqsaegpFvHx8RIeHl4vzVr9mZmZMnbsWPH39xej0SgnT540l2vodbyVLD3FQhMbQ/SaprUHIoFfA2HAx8AXIvJ1y3Xb7WM0GqXum5yKoijKzdM0bb+IGK9N279/v7Tkl9TudKWlpYSGhpKYmEjr1nZ9dccu27dv55NPPmHDhg3NVmdLGjp0KLGxsVa/QKc0H71ez9atW+nZs+ftDuUnbf/+/SxYsODvwPS4uLiiunR7nmJRLCLrRWQM0A1IBf7YcqEqiqIoyp3D0dHR/NF6cxo9evRd0znOzs62+XQJRfkpadRbYRHJAz68uimKoijKz8KIESNudwi3lYuLC5GRkbc7jJ+VI0eO3O4QftbsWShEURRFURRFUX42rD3m7eaevaMoiqIoiqIodyFrI8jfA2ia9sktikVRFEVRFEVRbjtrc5AdNE2bBARrmvbo9QdFZFPLhaUoiqIoiqIot4e1EeSpwENAJ2DsdduYlg9NURRFUSzbsWMHBoPBvDk4OJCamkpubi5GoxF/f38MBgObN28Galf6MhqNzJo1q9FtRUVF1Vss5O2330av1+Pr68uCBQtslk9OTsbPzw8fHx+ioqJuOF5TU4NOpyMnJ8dqPbNmzcLV1dW8xC/ApUuXCAkJwdfXl4CAAL755ptGnNmN4uLiWLRoUb207OxsRo4caVf5psSzceNG+vTpQ9++fdmyZYtd7SxZsoSSkhK78lry0ksvodfrCQgIMN8nluJpyv3zxhtvoNPp0Ol0PP744+b0nj172nyt7VG3zHRz0uv1pKWlNXu9dx2xsRgH8BtbeW7XphYKURRFaV7c5EIhK5+fIO9Ehd+wrXx+QgtFXCsjI0N69+4tIiIVFRVSVFQkIiLZ2dni5uYm1dXVEhUVJaWlpTJ79mw5ceKE3XUfOXJEIiIizPsXL14Ub29vqaiokPLycunVq5ecPXvWYvmamhrp06eP7N69W0REsrKybsizZcuWGxbPaEhSUpKkpKSITqczp5lMJklNTRURkbS0NHF3d7f31Bpl8uTJsmvXLpv5GhtPeXm59OzZU0wmk5w/f168vLykurraZjs9evSQ7Oxs+4JvQEpKihiNRqmsrJTs7Gzp1q2bFBYWWoynsffP3r17ZfDgwVJeXi4iIgcOHGi22Ou0b9/+puu4nk6nMy9Q8nNgaaEQe55i8YmmaS9qmvb51S1a07Smr4mpKIqi/GSVFOQ3Kr25fPrpp4wfPx6ANm3amEfWCgoKKC8vp6qqqm7Q59oBIIqLi23WvX79esaNG1cvraqqivLycsrLy3FwcKBjx44Wy+/btw8XFxdCQkKA2kemXW/58uVER0fbjCU4OBhnZ+d6aa6urvj7+wPQo0cPKisrKS8vt1jH/PnzGTZsGL1792batGn07dvXvPTvxIkT8fT05IUXXrihXGRkJOvWrbMZY2PjSU5ORqfT4erqiqenJ927d+fw4cMW8+/cuRODwUBGRgahoaHm3wGWLVuGXq9Hr9eblza25MyZMxgMBlq3bo2zszMeHh6kpKRYjKex98/58+dxcXHBwcEBgAEDBjQYQ0BAAKdPn2bLli1MmDDBfOzll19myZIlVs/BEkvXwcnJiblz56LT6Xj++efN6W+99RY+Pj48/vjjlJWVmdMjIiLw9/cnMDCQFStWNCmWu5U9HeSVQODVnyuBAOD9lgxKURRFuXN9tuCPHEnYCUB1VRWfLfgjx3bH21W2pLCAzxb8kTP7kwEozv9Ps8S0fv16nnzySfN+UVER/fv3x8/Pj5UrV+Lg4MDUqVMJCQmhpqYGEWHKlCkkJCTYrDspKYlrVxLs1q0bf/jDH/D09KRbt242F9C4cOECXbp0YfTo0QwYMICVK1fWO37ixAmuXLlCc6xWuGPHDgYMGMC991p/EFVERATh4eF4eXkxatQovv/+ewDWrl3LwoULGyxjNBr57rvvmj0ek8lE165d+eCDD9i4cSNubm5kZmZazD98+HBSU1Nxd3cnPj7e/HtaWhrLli1jz5497N69m3nz5pGVlWWxHl9fX5KTkykpKeHChQscP34ck8lkMZ7G3j/Dhw/n2LFjBAUF8eqrr95wTunp6URFRfHxxx/Tp08fRo8ezffff2/udP/jH//g17/+tcX6LbF2HYqLixk7diypqans2LGDjIwM0tLSWL16NQcOHGD+/PmcPXvWXNfKlSs5dOgQe/bsYdmyZZhMpkbHc7eyZ6GQIBHxv2b/35qmHWqpgBRFURSlMU6dOkVxcbF51BLgvvvu44cffuD48eNMmTKFxx57jLCwMLZu3cq7775LbGwsixcvpn379jbrz8zMrDfqm5+fz/bt2zl37hyVlZUMGTKEMWPG0LVr1wbLl5WVER8fz+HDh+nUqRNGo5FRo0bh5eUFwIoVKxocsW0sk8nEzJkziY2NtZm3c+fOFBYWmn8WFBTYLNOlSxerHdemxlM3Gjt16lQANm3ahKZpdrdT5+DBgwwdOtT86cHAgQM5fPgww4cPbzB///79mTx5MsHBwXh4eBAaGkrbtm2pqqpqMJ7G3j+dOnXihx9+4KuvvmLTpk0EBgZy7NgxOnXqBMAjjzxCeHg4/fv3B6B169Y88sgjbN68mT59+uDl5YWrq2uzXgcHBweCg4MB6NWrFyaTibS0NEJCQnB0dESn09GjRw9zXWvWrGHz5s2ICBkZGWRkZODm5tbomO5G9owgV2ua5l23o2maF1DdciEpiqIod7In5i1C/3Btp+Oe1q15Yt4ifIeG2lW2XYeOPDFvEd6BgwBo3+n+m47n+tHja/n4+NCmTRsOHTrEF198wXvvvceMGTNITU0lJCTErhFkR0fHeh8779y5E09PTzp27IizszMDBgzg4MGDFsu7urri4+ODp6cnHTp0IDAwkBMnTgBQWFjI119/bZ4e0lRlZWWMHz+ed955B29vb5v5NU2rt1VX2/5vvaysDEdHx2aPx93dvV7H22QyNakTVtfRboy6e+HLL7/EZDLh6elpMZ6m3D9t27YlMjKStWvXEhgYyJ49e8zHVq1aRWJiInv37jWnTZo0ifXr17N+/XomTpzY6PMB69ehTZv/zpDVNI2amhrzPXB9+YSEBHbs2EFSUhKpqan069ePmpqaJsV0N7KngzwbiNc0LUHTtF3Av4GZLRuWdZqmjdU0bVVeXh4lJSUUFRVRWFhIaWkpeXl5VFZWkpWVhYiYb/K6+UmZmZmICFlZWVRWVpKXl0dpaSmFhYUUFRVRUlJCfn4+FRUV5OTkUFNTY/5Ioa6Oup+XL1+mqqqK3NxcysrKKCgooLi4mOLiYgoKCigrKyM3N5eqqiouX77cYB0mk4mamhpycnKoqKggPz9fnZM6J3VO6pxu2zndjTZs2FCvg3zp0iVyc3OB2ut37NgxPDw8iIyM5JVXXiE9PR0vLy92797N6tWrbdbv6+tb7wkWbm5upKSkUF5eTmlpKQcOHKBXr17m43PnzmXu3Lnm/aCgIC5cuEBeXh4VFRX88MMP5tHjmJgYJkyYUK/j0lgiwqRJk3jqqacYNWpUk+ux5dSpU/j6+t50PNdfn4EDB3L06FGysrK4ePEi6enp+Pn52WynQ4cO5OXlmfcDAgJITEykuLiY/Px8UlJSbNZTd5/s2rWLvLw8AgMDLcbT2Pvn3LlznD59GoDS0lLS0tLw8PAwHw8MDOTDDz/k2WefNc/RNhgMXL58mS1bthAREWHzGjSksdchICCApKQkysrKOHbsGBcuXABq37w5OzvTrl07jh49yqFDP7PJA9d+Y8/SBtwL+AH+wL32lLkVm3qKhaIoSvPiLnuKxZ49e8RgMNRL++6770Sv14terxcfHx/56KOP6h0vLS2VsLAw6devn3z++ec221i3bp386U9/qpc2e/ZsefDBB8XHx0fefPPNescmTZp0wxMpNm7cKP7+/uLr6yuvvvqqiNQ+3UKn00lmZqa9pyu///3vxc3NTVq3bi0eHh4SGxsru3fvltatW4u/v795u3TpksU65s2bJzExMTf8PHfunPj7+0v37t3F2dlZ/P395csvvzSXe/vtt2XJkiU2Y7QVT0PX59NPP5XevXtL7969JS4uzq5rsWrVKvHx8ZEhQ4aYr+HSpUtFp9OJTqeTNWvW2Kxj7Nix4uPjI35+fpKcnGxXPPbeP0ePHpWgoCDx9fUVHx8feeONN8zHrn2KxfTp02X27NnmY6+++qo8/fTTdl0DTdPEw8PDvL333ntWr8O1T70YNmyYpKSkiIjIm2++Kf369ZNHH31UvLy85Ny5c1JeXi7h4eHi5+cnUVFRMnDgQHP+nxJLT7HQpAkfSdwpjEaj7Nu373aHoSiK8pOhadp+ETFem7Z//35pji+Q3a1KS0sJDQ0lMTGR1q3t+eqOfbZv384nn3zChg0bmq3OljR06FBiY2OtfiFRuXm/+tWvmDFjhsW500rz2r9/PwsWLPg7MD0uLq6oLt2eKRaKoiiK8rPl6Oho/mi9OY0ePfqu6RxnZ2fbfFqHcnNyc3Pp27cvLi4u/PKXv7zd4fzsNd9bYUVRFEX5iRoxYsTtDuG2cnFxITIy8naH8ZP2wAMPcOrUqdsdhnKVzRFkTdP+ZU+aoiiKoiiKovwUWBxB1jStLdAOcNY07X6g7hkgHQD3WxCboiiKoiiKotxy1qZY/BaYTm1neD//7SAXAu+1cFyKoiiKoiiKcltY7CCLyFJgqaZp0SKy/BbGpCiKoiiKoii3jc0v6YnIck3TgoGe1+YXkbUtGJeiKIpyF6u8XEzuhhM88FQ/2rjaXs5ZURTlTmLPl/Q+Ad4BQoCgq5vRaiFFURTlZ6umopqcmKNUZZWQE3OUmgrbyxg3xY4dOzAYDObNwcGB1NRUAGbNmoWrqyt6vd6cPyEhAaPRyKxZsxrdVlRUlHk1vdzcXIxGI/7+/hgMBjZv3myz/EsvvYRerycgIKDB/DU1Neh0OnJycgC45557zOf14osv2hVjUVER7u7uvPPOO404sxvFxcWxaNGiemnZ2dmMHDnS7joauv7WbNy4kT59+tC3b1+2bNliV5klS5ZQUlJid0wNsfS6NBRPU+4fJyenm4rPmokTJ2IwGHBzc8PDwwODwcDUqVNbrL3m9sADD9RbvbOmpqZZHiOo1+tJS0u76XrsWUXvONQuKHKnbWolPUVRlObFTa6kJyKSs/6YXHxpt1yc861cfGm35Kw/1gKR1peRkSG9e/c27yclJUlKSorodDpzWlRUlJSWlsrs2bPlxIkTdtd95MgRiYiIMO9XVFRIUVGRiIhkZ2eLm5ubVFdXWyyfkpIiRqNRKisrJTs7W7p16yaFhYX18mzZsqXe6nLXrnhmr//7v/+TMWPGyNtvv93osvaYPHmy7Nq1y668DV1/S8rLy6Vnz55iMpnk/Pnz4uXlZfV61rl2NbqmsPS6WIqnKfdPU17Hxpo3b16LveYtKTAwUM6dO2fev3Tp0g2rYjaFTqerV68tllbSs2ehkCOA2813xRVFUZSfgqwPD1O87zIAUl1Tu38wC4Ci7zMo/SEHqq6u0lollP6Qw382nwaguriSrA8PU3ost3a/qOLGBprg008/Zfz48eb94OBgnJ2d6+WRqyvH1v0HCFBcXGyz7vXr1zNu3Djzfps2bcwjgwUFBZSXl1NVVWWx/JkzZzAYDLRu3RpnZ2c8PDxISUmpl2f58uVER0fbjMWSU6dOkZ2djT0rHs6fP59hw4bRu3dvpk2bRt++fcnOzgZqRyU9PT154YUXbigXGRnJunXr7IqnoetvSXJyMjqdDldXVzw9PenevTuHDx+2mH/nzp0YDAYyMjIIDQ01/w6wbNky9Ho9er2emJgYq+1ael0sxdPU+6chluJcunQpPj4++Pn5MWfOnCbVDbWj3SNGjGD8+PHo9XqmT58OQEREBP7+/gQGBrJixQpzficnJ+bOnYtOp+P55583p5tMpnpl6p7T3Bzxe3t7k56eznPPPcfzzz9Peno6Xl5eVuu3lP7WW2/h4+PD448/TllZWZPiuZ49C4U4A8c0TdsLlNclikhEo1q6jqZp9wD7gEsiMkbTtF7Ap0Bn4ADwtIg0z/tby9gAACAASURBVL+ciqIoyi1RtPMCyHWJAiWp2dwf2afF2l2/fj1r1qyxmmfq1KmEhIQwbNgwRIQpU6bwyCOPEB4ebrVcUlISv/71r+ulFRUVERwczNmzZ1mzZg0ODg4Wy/v6+vLaa69RUlJCTk4Ox48fx2QymY+fOHGCK1eu1OvclpWVERAQgKOjI2+88Qa/+MUvrMY4Z84clixZYrNTWCciIoILFy7g6enJqFGj+P7774mIiGDt2rV89NFH7Nu374YyRqORl156ya76G8NkMtG1a1c++OADOnfujJubG5mZmRgMhgbzDx8+nNTUVHr27El8fLy5I56WlsayZctITU2lsrISf39/wsPD6dKlS4P1WHpd2rRp02A8Tb1/rmctznnz5nHx4kXuu+8+srKyGnchr5OUlMTevXvR6/Xk5+cDsHLlSrp160ZlZSU6nY7x48fj5uZGcXExY8eOZeHChXh7e5ORkYG7uzvR0dGMHj2a3/3udxQWFlJWVtZs8Xt7e3Pp0iUuXryIg4MD6enpeHt7W6y/pKTEYvrq1as5fPgwZ8+epX///uY2buZ62jOCPB+IBF4H/nrNdrP+QO30jTpvAotFpA/wH+A3zdCGoiiK0sy6/NaP9kZXgP/f3r2HR1Weex//PoQkJCRAwjGAEEAQQoAQAirCFlArKFBa8VxPtUWrUt20ldruvcWqFZWKB8SKB2wVX7UVC1gVQQkCAiaBgICICCFAMuQwJJPDJJlJ7vePSaZJzJnAmknuz3XNRdZh1vqtNTPhzjPPWg8moINneqynCOkyPRoTWPO/FhPYga4zPS1DAZ0D6XXXaEJiunumw+svLJvq0KFDFBUVMWbMmAbXmzZtGh9++CEBAQGsWbOGpUuXNqm4yczMpGfPnjXmhYeH8/XXX5OcnMyLL76Iy+Wq9/mjRo3i9ttvZ+LEifzqV79i6tSpdOrUybt82bJlP2ixPXHiBLt27eLZZ5/lpptuwul01rv9devWMWzYMAYOHNjosVSJjIykW7duREZGEhERQX5+fqPP6dWrF5mZmU3eR1NVtcbefffdXHfddQAYYxp6Sp12797N5MmTCQsLIyIiggkTJjTYEl3f61Jfnpa+f5qTc/z48fz85z/njTfeIDg4uNnbrm7cuHHePuDdunUD4LXXXmPs2LGMHz+ejIwMb8t7UFAQEydOJDAwkEGDBnn/gEtMTOTOOz3lWJcuXejVq1er5R8yZAjHjh2jU6dOdOrUibS0NAYPHlzv9uubv2vXLiZNmkRISAgjR46s8Tk4k/PZaIEsIpuBNCCw8uckPC28LWaM6Q9cDbxaOW2AacA/K1f5G56iXCmllB8JG9+HTiMioWNlgdPR0GlEJGEJZ6+n3qpVq7jhhhsaXe+DDz7gxRdfZMGCBaSmpjJp0iQSExMbfV5ISEiNr22rGzFiBIGBgezZs6fBbVTt89///jc2m40BAwYA4HA4+PTTT2t0DwHo08dzvsaPH09UVBTHjh2rd9s7d+7k/fffZ/jw4SxbtoynnnqKVatWNZjHGFPjUV7e+IWUJSUlhISENLpec/Xt27dG4W2z2bzH3xxVhW1z1PW61Jenpe+f5uT85JNPuO+++9i5cyfTpk1r9rar69q1a43pxMRE1q9fz7Zt20hNTWX48OFUVFQAnm5DVYwx3vlnM/+QIUPYuHEjI0eOZOTIkWzYsIEhQ4bUu/365le9h+ta70zOZ6NdLIwxvwTm4en6MAToB/wVuKxZe6rpWeBBILxyujuQJyJVnbhOVO6nrjzzKvMQFRXlvWJZKaWUb4iYO4yyZ1IozyslICyIiLnDzur+3n77bT788MNG15szZw4/+clPSE5OZvDgwbz66qvcddddTJkypcHnxcTEcPjwYaKjowE4efIknTp1onv37thsNg4cOEC/fv/5L+uhhx4C4IknnvDOy83NpXv37mzevBm73e7tTrFy5UpuvvnmGgWK3W4nJCSEkJAQ0tLSyMjI8BbUdW3/scce47HHHgM8/YvDwsK4+eabGz0fzXXo0CFiYmLOeDu180+YMIH9+/eTlZVFaWkpJ06cYPTo0Y1up0uXLtjtdm8Xi/j4eBYuXEhRUREul4ukpCSWL1/e4Dbqel1cLledecaMGdOi909t9eUUEdLT07n00ksZNWoUQ4e2bpckh8NBjx49CA0NZf/+/Y3+UQcwdepUVq5cyV133UVRURHFxcWtln/IkCFs3ryZu+++m8DAQBYvXsyyZcsICAioc/vFxcV1znc6nfz+97+npKSEI0eOkJ6eDnDG57MpfZDvBSYAOyt3+J0xpu4OPU1gjJkJZIlIijFmStXsOlat808FEVkBrABISEiQ+vooKaWUskaHoAB63DHSex/kDkEBZ21fO3fuJCwsjAsuuKDG/HvvvZfVq1eTk5ND//79Wb58ObNney6diY2NZeHChYwfP95bWDZk5syZbNq0icsvvxyA9PR05s2bB0B5eTlPPvkkUVFR3vXr6oZwxx13cPjwYQIDA3nrrbcwxiAivPLKK2zcuLHGugcPHuSOO+4gODiYgIAAXn31VUJDQxvcfmtIS0tjzpw52O12nE4nW7du5c9//jNXXXUVAJs2bWpyl4KGzn/t/EFBQSxevJhLLrkEgKVLl9KhQ+M9QOfPn8+cOXOIjIzkn//8J9HR0cyfP58LL7wQ8PQ/ra//cZW6XpfG8jTn/VNcXEz//v2903/4wx+455576sxZUVHBLbfcgsPhoLy8nL/8pTV6s/7H9OnTWbFiBWPGjGH48OHEx8c3+pznn3+eefPm8dJLLxEYGMiqVasYNmxYq+Tv378/HTp0ICEhgY4dO+J2uxk4cCAdO3as93Wsb/6dd97J2LFjiYmJYdCgQYCnQD6T82ka+0rCGLNTRC40xuwWkbHGmI7ALhFp/M+7urf3BHAL4AY6AV2AD4ArgT4i4jbGXAwsEpEGb7qYkJAgdV1IoJRSqmWMMSkiUuNe9ykpKdKUuyO0VU6nk6lTp7J161Y6dmxKu1LTfPzxx7z55pu8/fbbrbbNs2ny5MmsWbOmVe5Vq5SvSElJ4ZFHHnkdeGDt2rUFVfObcpHeZmPMH4AQY8wVwD+Apt3Fuw4i8pCI9BeRaOAG4HMRuRnYBFR1wroNWNPSfSillFKtJSQkhEcffZQTJ0606nZnzJjhN8VxdnY2v/nNb7Q4Vu1GUwrk3wPZwNfAXcBHwP+chSwLgQXGmMN4+iQ3fL8epZRS6hy54oorvH2Q26OePXsyZ45eO6/aj6Z8VxQCvC4ir4D3/sUhwJmN7wiISCKQWPnzETx9nZVSSimllLJMU1qQP8NTEFcJATbWs65SSimllFJ+rSkFcicRKayaqPw5tIH1lVJKKaWU8ltNKZCLjDHee4EYY8YB9Q/po5RSSp0Dubm5JCQkMGbMGOLi4vjXv/5VY3lBQQF9+/ZlyZIlgGeghISEBH772982e1/XXXcdhw8fBjz3QZ40aRIxMTHEx8ezYcOGRp//29/+lt69e3tHNqutoqKCkSNHkpOTA3huXzd69GhGjBjhHc2tIe+99x5Dhw5l2LBhrFvX4uvoAVi7di2LFy+uMS87O5srr2zwxlJejb0uZ7p+lWeffZbi4jPr7fnHP/6R2NhY4uPja+y3rvPZ3PdPYmIiXbt2JS4ujtjYWB5//PEWZfz222+Ji4sjLCysziHA63q9fMkbb7xRY6TImTNn1hhgpXb++o63sfPQ6kSkwQeQAHwPbKl8HAbGNfa8c/EYN26cKKWUaj1AstT6XZucnNysbZSWlsqGDRvkiSeekI0bN0ppaelZSCpSVlYmBQUFIiKSnZ0tffr0kfLycu/yBx98UGbOnClPP/20iIhcd9114nQ65Xe/+50cPHiwyfvZt2+fzJ492ztts9kkNTVVRETS0tKkb9++jW5j27ZtkpSUJCNHjqxz+bp16+S2224TEZGKigoZOnSobNmyRUREsrKyGtx2aWmpREdHi81mk2PHjsngwYNrnIfWcvvtt8vmzZsbXa+x1+VM168ycOBAyc7ObmL6H0pKSpKEhARxuVySnZ0t/fv3F4fDUe/5bO77Z9OmTXL11VeLiIjL5ZKhQ4dKWlpai/NeeumlkpSU1OLnW2XlypVy7733eqevvvpq2bRpU6PPq+94W/s8JCcny6xZs16bNWtWuFT7vddgC7IxpgMQBAwHfgXcA4wQkZSzWLMrpZTyU2lpaSxdupQdO3ZQUlLC9u3bWbp0KWlpaa2+r8DAQMLCwgDIz8+ntLQUt9szIOuhQ4fIzs6m+v2bpfK+/1X/AQIUFRU1up9Vq1bxk5/8xDvdu3dvxowZA8DAgQNxuVyUlpY2uI2JEyd6R3yrywsvvMD8+fMBSE5OpmfPnkyaNAnw3EGiITt37mTkyJH07t2bAQMGcN5557F3795611+0aBGXXnop559/Pvfeey/Dhg0jOzsbgFtvvZUBAwbUaPGrMmfOHN56660Gs0DDr0trrL9x40bi4uLIyMhg6tSp3p/BM7BFbGwssbGxrFy5ssGc33//PXFxcXTs2JEePXrQr18/kpKS6j2fLX3/gGfAkLKyMoKDgwG8xwswZcoUb4toYmIiV1xxBXPnziU2NpYHHnigwe3W93qFhYXx0EMPMXLkSH75y1965z/99NMMHz6c2bNnM2TIEO/ncvbs2YwZM4Zx48axbNkyoOH3ybp165gwYQJxcXEsWLCgSeegOfmb67nnnmPEiBGMHj2ahQsXntG2qjRYIItIBfAXEXGJyD4R+VpEXK2yZ6WUUn5p5cqV7N69G/CMJLdy5UrvsLXJyck4nU5vgeN2u3E6nXz++eeAp6BYuXIl3377LeDpBnEmCgoKGDVqFKNHj2b58uUEBQUBsHDhQh5++OEa6959991MmjSJiooKRIR58+bV+Kq3Ptu2baO+gVLWr1/P2LFjvYVPSxw8eJDCwkLvPtLT0+nVqxczZsxg7NixjQ6XbLPZiIqK4q9//Svvvfceffr0aXS0vdmzZ3P11VczePBgpk+fzvbt2wH4+9//zp/+9Kc6n5OQkMCXX37ZpGOq73VpjfUvv/xyUlNT6du3L5s2bfL+nJaWxvPPP8+OHTvYsmULDz/8MFlZWfVuJyYmhp07d1JcXEx6ejrffPMNNput3vPZkvfPli1biIuLo2/fvtx666306dOnwfXB835btGgR+/btY9GiRQ2uW9/rVVRUxKxZs0hNTWX9+vVkZGSQnp7Oyy+/TEpKCk899RRHjx71rr98+XL27NnDjh07eP7557HZbEDd75OsrCweffRREhMTSU1N5fjx497Pd33effdd4uLiiIuLY8uWLY3mb66HH36Yr776ir179/Kb3/zmjLcHTeuD/Kkx5hpjTF3DQSullFKWCQ8P5+uvvyY5OZkXX3wRl8vFunXrGDZsGAMHDqyx7rRp0/jwww8JCAhgzZo1LF26tElDJ2dmZtbZimuz2fjNb37TaAHbmGXLltVoQSspKWHTpk28/PLLbN68mWeffZYjR47U+/yq1sy7777b21+5sf+yIyMj6datG5GRkURERJCfn99ozl69ejV5mOu6XpfWXL8uu3fvZvLkyYSFhREREcGECRMabEkfNWoUt99+OxMnTuRXv/oVU6dOpVOnTvWez5a8fyZPnkxqaiqZmZl88sknDeapMm7cOG9f9W7dujX18GsICgpi4sSJBAYGMmjQIGw2GykpKUyePJnOnTszfPjwGp+P1157jbFjxzJ+/HgyMjK8LfJ1vU927NjBkSNHmDhxInFxcezevbvB9yfA9ddfT2pqKqmpqUyePLlFx9SQ8ePH8/Of/5w33njjjP5Yra4p90FeAHQGyo0xTsAAIiJdWiWBUkopv3LHHXd4fw4ICKgx3aFD3e0uVf/Rd+7cucb64eHhrZJpxIgRBAYGsmfPHnbu3Mn777/PmjVryMnJoUOHDkRFRREaGsquXbtYsGABDzzwAJMmTWLp0qVMmTKlwW2HhIRQUlJSY15JSQlz585lyZIlDBkypMW5HQ4Hn376KUuXLvXO6927NyNGjGDAgAGAp2A6ePAggwcPrnMbffv2rVG42my2RlsqjTE1HuXl5Y1mLSkpISQkpNH1qqv+uiQkJLT6+tVVFbbNsWDBAm8XgYsuuogBAwZQUlJS5/n84IMPWvT+Ac/7fNq0aWzdupXRo0fX+AOmdneSrl271rmN5rRTBgYG1nheVat3XRITE1m/fj3btm0jNDSUhIQEKioqvM+t631y5ZVXsmrVqibnaYn6jreu+Z988glbt27lnXfe4YUXXiAl5cx7Ajfagiwi4SLSQUQCRaRL5bQWx0oppX4gPj6ekJAQOnb0tL907NiRkJAQ4uPjG3lm8508eZLc3FzAU8QcOHCAfv368dhjj3H48GEOHjzIfffdx4MPPsjNN9/MnDlzvENGDx48mC1btvDKK680up+YmBjvHSzAU4jddttt3HTTTUyfPv0H6z/00EM89NBDTTqGlStXcvPNN9coaMaPH096ejp2u52ysjK+/vrrGsVx7e1PmDCB/fv3k5WVxfHjxzlx4gSjR49u0v6b49ChQ8TExDS6Xn2vS335G1u/Pl26dMFut3un4+Pj2bp1K0VFReTl5ZGUlNToeaja7+bNm7Hb7YwbN67e89nS9w947lKSmprq/aOna9eu2O12nE4nBw8ebNI2unfvfkbDnSckJLB161aKi4s5ePAgx44dAzx/pPXo0YPQ0FD279/v7S5Vn4suuogtW7Z4sxw7dszbJaM11Xe8teeLCOnp6Vx66aU8/vjjrXa9Q6MtyJVdK24GBonIo8aY84AoEfmqVRIopZSfKCsr44svviA5OZnx48czefLkRvtWniu+ki06Opr//u//ZsuWLSQlJZ3VLOnp6cybNw/w9IV+8skniYqKqnf9qpan2NhYFi5cyPjx43nsscca3c/MmTPZtGkTl19+OeDpI7p69Wq+/fZbVqxYAcBHH31E3759AershnDvvfeyevVqcnJy6N+/P8uXL2fWrFm88sorbNxYc+ytrl278uyzzzJt2jRcLhc33XQTw4cP9y6vvf2goCAWL17MJZdcAsDSpUvrbclvSFpaGnPmzPEWblu3buXPf/4zV111FQCbNm1qUpeUxl6X2vmb+zpWmT9/PnPmzCEyMpJ//vOfREdHM3/+fC688ELA0y+1V69eDW7jjjvu4PDhwwQGBvLWW29hjGn0fDbn/VPVB9ntdjN16lTv+Vu4cCHTp08nISGB8847r9FjBU9r9x133MGiRYv46KOPKCsra/D1qm3AgAHMmzeP+Ph44uLiGDJkCMHBwUyfPp0VK1YwZswYhg8f3ugfs7169eKll15i1qxZuN1uOnfu3KLW5Mbeb7WPt+rzVXt+nz59uOWWW3A4HJSXl/OXv/yl2VnqYhr7SsIY8xJQAUwTkRHGmAjgUxEZ3yoJWsAYMwuYNWjQoF/u27eP8vJyRITAwECcTifh4eGcPn2anj17ejvbZ2RkeL+G6tOnD9nZ2URERFBQUEBISAgulwtjDAEBAZSVlREaGorD4SAyMpKsrCz69Onj3UbVv6dOnaJ79+7k5+fTuXNnSktLva0mbreb4OBgioqK6Nq1K7m5ufTu3fsH27DZbPTq1Qu73U6XLl0oLi4mKChIj0mPSY/Jx47p6NGjrF27FrfbjdvtpmPHjgQEBDB37lzCw8Pp1asXaWlpnHfeeWRnZ9OnTx/S09Pp06cPRUVFhISE4HA4vK2rZWVliAhut9t7Xqpalc477zxOnDhBREQEeXl5REVFkZ2dTXBwMOXl5YSEhFBWVkZpaSmdO3fm6NGj/Pvf/8blclFeXk7Hjh0JDAzk8ssvZ9y4cc16nYKDg1NEpMZ32ykpKVLfRWrtgdPpZOrUqWzdutX7nmwNH3/8MW+++SZvv/12q23zbJo8eTJr1qwhMjLS6iiqhQoKCggPDycnJ4dx48aRlpbWrK4bbVFKSgqPPPLI68ADa9eu9V413JQCeZeIxBtjdovI2Mp5e0RkzNmN3LiEhAQ5JzeLVkq1e6tXr67zApu+ffsyb948HA4HzzzzDLNmzWLcuHGcPn2a5557jjlz5hAXF0d2djYvvvgi11xzDaNGjcJms/HXv/6V6667jpiYGE6ePMkrr7zCjTfeyAUXXEB6ejqvv/46t9xyC0OGDOHo0aP87W9/4/bbbyc6OprvvvuOVatWceedd5KUlFRnttGjR/PTn/60WcdpjNECuQ4bNmxg6NChREdHWx3FEtnZ2Wzbto05c+ZYHUWdgV/84hd89ZWnA8Cjjz7Kj3/8Y4sTWa++Arkpfwq7jDEBgAAYY3riaVFWSql2r3PnzgAEBwczY8YM79elISEhzJgxw9uXMiwsjBkzZni/Og4PD2fGjBnei6m6du3KjBkzvF8JR0REMGPGDLp37w54riafMWOGt/WuZ8+ezJgxo8VXuavmueKKK6yOYKmePXtqcdwGvPrqq1ZH8BtNKZCfBz4AehljHgfmAv9zVlMppZSfqLqqPzg42Nv3EaBTp041pkNCQmpMd+7cucZ0WFhYjenw8PAa0127dq0x3a1btxrTSimlWk+jBbKIrDLGpACX4bnF2xwR+easJ1NKKR8SHx/Pd999h8vl8vZBDgwMPCt3Z2hL2ZRSyh/VWyAbYzoBdwPnA18DL4tI/WM/KqVUGzZgwIBzdneG5jqXd45QSqn2oKEW5L8BLmALMAMYATQ8KLhSSrVRhw8f5qOPPuJnP/sZl112mdVxfiAoKIjLLrvMJ7MppZS/aahAjhGRUQDGmNcAve+xUqrdCgoKIioqSi+KU0qpdqChO4l7B0LXrhVKqfYuOjqa66+/vlXvg9sWHTv2MvbT22vMs5/ezrFjL7f6vnJzc0lISGDMmDHExcXxr3/9y7vsvffeY+jQoQwbNox169YBniF1ExIS+O1vf9vsfV133XXe0fROnjzJpEmTiImJIT4+ng0bNjRpGwUFBfTt25clS5b8YFlFRQUjR44kJycHgKeffprY2FhiYmJ45JFHGt12XcfbUmvXrmXx4sU15mVnZ3PllVc2azsNHW9tzT1egGeffZbi4uJmZartj3/8I7GxscTHx5+V909YWFiLs8XGxrbaqHCqBUSkzgdQDjgqHwWAu9rPjvqedy4f48aNE6WUOttyc3OlpKTE6hjnBJAstX7XJicnN/n5ufYvZfMXCZJr/7LO6dZUVlYmBQUFIiKSnZ0tffr0kfLyciktLZXo6Gix2Wxy7NgxGTx4sJSXl8t1110nTqdTfve738nBgwebvJ99+/bJ7NmzvdM2m01SU1NFRCQtLU369u3bpO08+OCDMnPmTHn66ad/sGzdunVy2223iYjI8ePHZciQIVJWVialpaUyaNAgOXLkSL3bre94W9vtt98umzdvbvL6DR1vdc093ioDBw6U7OzsJuepLSkpSRISEsTlckl2drb0799fHA5Hq75/Onfu3OJ8I0eOlKNHj7b4+appkpOTZdasWa/NmjUrXKr93qu3BVlEAkSkS+UjXEQ6Vvu5y9kv3ZVSyjesXbuW119/3eoYPiNl101kZP4TgIoKFym7biLT5ml969oljqCgXuzdexffH1nKvn3zCQrqhdvlAKCszE7KrpvIzvkMgNLS7BbnCAwM9LbQ5efnU1paitvtZufOnYwcOZLevXszYMAAzjvvPPbu3VvV+FO9IYiioqJG97Nq1Sp+8pOfeKd79+7NmDGesbIGDhyIy+WitLS0wW0cOnSI7Oxs6htw5YUXXmD+/PneabfbTWlpKaWlpQQFBdG1a9d6t13f8dZn0aJFXHrppZx//vnce++9DBs2jOxsz+tw6623MmDAAO67774fPG/OnDm89dZbDR5nU4+3tuYc78aNG4mLiyMjI4OpU6d6fwZ4/vnniY2NJTY2lpUrVza4z++//564uDg6duxIjx496NevH0lJSa3+/qnL7NmzGTNmDOPGjWPZsmXe+U899RQjRozg2muvpaSkxDt/3bp1TJgwgbi4OBYsWOCdn5iYyBVXXMHcuXOJjY3lgQceaHD7qun0u0KlzpJjx14mvMtoIiMu9s6zn95OgWMvAwfeZWEy1VyXXXYZTqfT6hh+IzCwK6GhA0lLW8aAAfNwOPactX0VFBQwceJEjhw5wmuvvUZQUJB3+PC//vWvREZG0qdPHzIzM7n77ruZNGkSl156KSLCvHnz+PGPf8zVV1/d4D62bdvGjTfeWOey9evXM3bsWIKDgxvcxsKFC3n22WfrLNoOHjxIYWGht5js378/999/PwMGDKC8vJwlS5Y0OLxzfccbFxdX73Nmz55Neno6AwYMYPr06Wzfvp3Zs2fz97//nTfeeIO6RqlNSEjgj3/8Y4PH2ZTjra25x3v55ZeTmppKdHQ0mzZtokePHgCkpaXx/PPPk5qaisvlYsyYMVx99dXewXdqi4mJ4fHHH6e4uJicnBy++eYbbDYbgYGBrfr+qcvy5cvp378/LpeLkSNHMnfuXEpKSnjllVfYu3cvR44cYdSoUQBkZWXx6KOPkpiYSGhoKNdeey2ff/4506ZNAzzvz6+++orY2Fjy8vLq3X7VoESqabRAVuosCe8ymn37fk1s7PNERlyM/fR277TyL1Wj4ymPcfFve3/u0CGwxnRAQAiDBs1n375fEx19HydPvu39DAAEBUXWWD84uOcZZQkPD+frr7/mm2++Yd68eVxzzTXe1r27774b8AwTboxh2rRpfPjhhzzzzDOsWbOGpUuXekdCbEhmZiY9e/4wp81m4ze/+Q1r1qxp8Pnr1q1j2LBhDBw4sM7ly5Ytq9Fim5eXx8cff8zRo0dxuVxccsklzJw50zsKY231HW9DIiMjcTgc3n/z8/MbXB+gV69eZGZmNrpeY8dbW3OPtz67d+9m8uTJ3m8VYyv/XgAAIABJREFUJkyYwN69e7n88svrXH/UqFHcfvvtTJw4kX79+jF16lQ6deqE2+257Kq13j91ee211/jXv/6FiJCRkUFGRgZpaWlMmjSJkJAQRo4c6T1/O3bs4MiRI0ycOBGAwsJCjhw54i2Qx40bR2xsLID3IuK6tq8FcvNogazUWRIZcTGxsc+zb998unaNJy8vmVGjXqRb13iKi9MIDu5DQEAnq2OqBogIO3bsYPjw4URERFgdxy9U/0MwMuJiIiIuqjF9towYMYLAwED27NlD3759axRyNpuNPn368MEHH7Br1y4WLFjAAw88wKRJk1i6dClTpkxpcNshISE1vu4GKCkpYe7cuSxZsoQhQ4Y0+PydO3fy/vvvs2bNGnJycujQoQNRUVHcfPPNOBwOPv30U5YuXepdf+PGjQwYMMDbzWDs2LHs3r273oKxvuNtiDGmxqO8vLzB9auOuWrkyJYeb12ae7z1qfpDoTkWLFjg7bJw0UUXMWDAAEpKSlr1/VNbYmIi69evZ9u2bYSGhpKQkEBFRYX3tajreK688kpWrVpV5/Zqd0epb/uqeRq6i4VS6gxFRlxMr57Tycn5jIiIi4mMuJjCou/YvuMy7PYvAHA49vLFlvHY7V8CUFj4LXv33k1h4bcAOJ3HOXZsBaWlpwBPH868/BTKyz1Xb4uUI9K8X37n8k4DzeFruXJzc1m/fj3ff/+9z2WrzpeyFTj21iiGq/5QLHDU3ye2pU6ePElubi7gKWIOHDhAv379mDBhAvv37ycrK4vjx49z4sQJRo8ezZw5c3j00Uc5ceIEgwcPZsuWLbzyyiuN7icmJsZ7BwvwFC633XYbN910E9OnT//B+g899BAPPfSQd/qxxx7j8OHDHDx4kPvuu48HH3zQWyyuXLmSm2++mcDAQO/6ffr0ISkpidLSUpxOJ7t27WLQoEH1br++421thw4dIiYmptH1GjreuvI3drz16dKlC3a73TsdHx/P1q1bKSoqIi8vj6SkpEbPQ9X7Z/PmzdjtdsaNG9fq75/aHA4HPXr0IDQ0lP3797Nnzx5v/m3btlFSUsKBAwdIT08HPIX7li1bOHHiBADHjh3DZrM1e/uqebRAVuossp/eTlb2J/Tvdwt5eTuxn95Op+C+xIxYQni4p39Zx45d6NVrOsHBvQEoLy/G6Uyn6u6KhYXfcvj7JyktzQIgL+8rUlKuo9jp+eV5KusjPt80jKKi7wHIyfmc5OS53oI6Lz+F7w4/gdtdAEBx8VHKK0rZt28+9tPbKS3L4eTJd9i3bz7hXUZTWppNQcEB7zGUlp6ioOA/o8uXlNooKDz4n+mSTG8x75nO+OF00XfeaafzBEVFh6tNH/dmD+8ymq+/vpeMjNXe8/f11/cSFPSfPoTFxWkUF6dVmz5KcfEx73RR0RGclefGM/09TufxatOHcTpPeKcLi76jpCTjP9OF33qne/TowV13z2TYsJ7eLjMnM96lpNTmbSnt2LGb91wDFBQc8F54JlLhmS7LqZwup6DgAGWV0xUV7srp3MppV+W0vXK6jIKCA7hcnn6F5eWlldP5ldMlFBQcIDT0fPbt+zU5OZupqHB7s4V3af0iqTEDB971g5biyIiLz0q/+/T0dKZMmcKoUaOYNm0aTz75JFFRUQQFBbF48WIuueQSpk2bxtKlS+nQoYO3dS42NpadO3cyfvx4fvrTnza6n5kzZ7Jp0ybv9LZt21i9ejUrVqwgLi6uxkVi4OmS0ZSuCCLCK6+8wl131Tw3kyZN4sorr/ReZPWLX/yCESNG1Lv9+o63udLS0oiLi+P//u//ePfdd4mLi+Ojjz7yLt+0aVOL+tvWVjt/Y8dbn/nz5zNnzhwmTZqEzWYjOjqa+fPnc+GFFzJp0iQefvjhevsfV7njjjuIiYnh17/+NW+99RbGmFZ9/xQXF9O/f3/vY/ny5UyfPp2KigrGjBnDn/70J++Q8AMHDuTOO+9k7Nix/O///q/3j4RevXrx0ksvMWvWLEaNGsX111/f4MWB9W1fNZM0cBs1X30As4AVgwYNkqKiInE4HJKfny/FxcWSm5srZWVlcurUKamoqJCMjAwRETl58qSIiGRkZEhFRYWcOnVKysrKJDc3V4qLiyU/P18cDocUFRXJ6dOnpbS0VLKzs6W8vFwyMzNrbKPqX5vNJi6XS3JycsTpdEpeXp4UFhZKYWGh5OXlidPplJycHHG5XGKz2ercRmZmppSXl0t2draUlpbK6dOn9ZjayDF9992HsvmLBDl0aJ2ISOX0OPn++4+adUwVFRVy/Ph3Ul7ukpMnT0ppabZ8d/hfUlKSJzk5OZKTkyr7DzwheXkZUlhYKMeO/VuSkm8Sm+2wuFwuOXDgr/L5phGSnu65LdHevUtk42eD5dtD78vmL8bJ9h3XysbPBkta2sdSVFQkB755UjZ+Nth7TN9++4R89vkF3tfp0KHH5fNNI72v08GDD8umxDjvMX399YOy+YsJ3mPavfvXsmXrJO8xfZU0T77cfpn33O7ceYds3zHd+zp9uX22bPxsqOw/8IQkbh4n27fPlO075nhfp6TkG+TL7dd4X5+vkq6R7Tuu975OO3bOkq++utX7Om378keSsuuX3tdpy9YpsmfvfO/rtPmLibJ//2+9eRITx8uBb/7gfe9tShwr+/b/j+Tn58uJE5/Jxs8Gy5fbZ0vi5nFy9OjH8tnnF0hq6sPePBs/GyypqY9Wnp902fjZYNm/f4k4nU7JzfUsP/Tdi5KXlycOR2bluX9dbDablJTYZONng+XEibfl5MmTUlx8vHL6PcnOzpbTpw/Kxs8Gy7Fj/xCHwyGZmcmy8bPB8v33/5CsrC/k802j5dtDj8umxHjJtX/Zos8TZ3ibt7aouLhYLrzwQnG5XK263Y8++khuvPHGVt3m2TRp0iTJzc21OoZSraq+27wZaUGfHV+RkJAgdV1pq5Qv8NW7WLhcpykpySAsLIYjR58lLW0ZvXpdRezI5zCmA0VF31Nc/D09e/4IgMLCQzid6fTseXnl9LeUlJykRw/PBSIFhQcpLcmkR4+pnumC/ZSV5dC9+6UAOAr24So7Tffukz3Tjr243QVERl4CQH5+KuXlxURGTqyc3s2Jk29hs/2L6Oj76B45GZEKIiImAJCX5/nMd+uWAMDp0zsxHTrSravnDgD209sJ6NCJrl3HeqbtXxIQEErXrp4r+nPtWwns2IUula2rublbCAyKoEu45yKXnNxEgoN6kZUVTGpqKhMuDKFbt8GEhw0HYN+++zmV9SHR0fcxZPB/k529gZDQaMI6DwUgO/tTQkOH0LnzEETKycn5jM6dhxIaOoiKChe5uZvo3HkYoaHRVFSUkZubSOfOFxAaOpDy8hLs9i8IC4shJKQ/5eVO7PYthIfH0qlTX9zuQk6f/pLw8FF06hSF213A6dPb6dJlDMHBvfnuu8WkH3/Fm60ljDEpIpJQfV5KSoo09XZdbdWGDRsYOnQo0dHRVkexRHZ2Ntu2bWPOnDlWR1GqVaWkpPDII4+8Djywdu3agqr5WiAr1U5VfQ3fr99NP7jTgOaCXbt2sXXrVu655x7v6Hm+kq0urZWtngK5YuzYsaYlX9srpZSvqqioYNeuXfzpT3/6QYGsd7FQqh2y6k4D/pQrPj6euLg4b19OX8pW29nO1qFDh4OZmZkXREVFddAiWSnVFlRUVJCZmVlRUlJir2u5FshKtUMN3WnAymLPV3K5XC4CAwNrXOjkK9nqcrazVVRU/OjIkSOpmZmZ3Ru7v65SSvkDEaGkpMT+5ptvvgl0A9zVl2sXC6WUquVvf/sbYWFhXHPNNVZHOefq6mIBMHv27DnAT4FcQG+qqpRqCwwQCexdu3btM9UXaAuyUkpVIyKcf/75dOqkg7jUshYoBUYBgY2sq5RS/qACSAI+qL1AW5CVUkp51deCrJRS7YlebaGUUpVEhLS0NB2WVSml2jktkJVSqlJmZiZvvPEGqampVkdRSillIe2DrJRSlXr27Mm1117L4MGDrY6ilFLKQlogK6VUpcDAQEaOHGl1DKWUUhbTLhZKKQUcP36c5ORkXC6X1VGUUkpZTAtkpZQCDhw4wMaNG9GBMJRSSmkXC6WUAn70ox9x8cUX07Gj/lpUSqn2TluQlVIKMMbQpUsXq2MopZTyAX5ZIBtjZhljVtjtdoqLiykoKMDhcOB0OrHb7bhcLrKyshARMjMzAcjIyAA8t3ESEbKysnjttddYtmwZTqeTG264gYMHD7Jnzx5uv/12ysrKeOqpp3jnnXew2WzMnTuXffv2kZqayi9+8QsAFi1axJo1a8jNzWX69OlkZmby2Wef8bvf/Y78/HwWLVrEBx98gNvt5pJLLgHg3Xff5bHHHiMjI4M//OEPrFu3jsLCQi6//HLKysp45513eOKJJygoKOCee+5hx44dHD58mJ/+9KdkZWXx7rvv8sQTTwDws5/9jEOHDpGSksItt9yix6THpMfUwmNavXo1V111VZs4psZ+77lcLux2O06nE4fDQUFBAcXFxeTl5VFWVtY6v6SVUsrP6Uh6Sql2rby8nPfee49+/frxX//1X1bHsZyOpKeUUtoHWSnVzgUEBHDjjTdaHUMppZQP8csuFkop1RpEhJKSEqtjKKWU8jFaICul2i2bzcbTTz/N4cOHrY6ilFLKh2iBrJRqtzp16kRCQgJ9+/a1OopSSikfon2QlVLtVkREBDNmzLA6hlJKKR+jLchKqXYpOzubrKwsq2MopZTyQVogK6XapS+++ILXX38dt9ttdRSllFI+RrtYKKXapSuvvJKxY8fq0NJKKaV+QP9nUEq1S2FhYYSFhVkdQymllA/SLhZKqXZn8+bNHD161OoYSimlfNQ5L5CNMecZYzYZY74xxuw3xtxfOT/SGLPBGPNd5b8R5zqbUqrtKy0t5auvvuLYsWNWR1FKKeWjjIic2x0aEwVEicguY0w4kALMAW4H7CKy2BjzeyBCRBY2tK2EhARJTk4+65mVUm1LeXk5breb4OBgq6P4HGNMiogkWJ1DKaWsdM5bkEUkU0R2Vf5cAHwD9AN+DPytcrW/4SmalVKq1QUEBGhxrJRSql6W9kE2xkQDY4GdQG8RyQRPEQ30si6ZUqotyszM5OWXX8Zms1kdRSmllA+z7C4Wxpgw4H3gARFxGGOa+rx5wDyAqKgoUlNTz15IpVSbkpOTQ0lJCenp6VokK6WUqtc574MMYIwJBD4E1ovIM5XzvgWmiEhmZT/lRBG5oKHtaB9kpZRqXdoHWSmlrLmLhQFeA76pKo4rrQVuq/z5NmDNuc6mlGq7ioqKKC8vtzqGUkopP2BFH+RLgFuAacaY1MrHVcBi4ApjzHfAFZXTSinVKj755BOWL1+OFd+aKaWU8i/nvA+yiGwF6utwfNm5zKKUaj9Gjx5NdHQ0Tb3eQSmlVPulQ00rpdqFoUOHWh1BKaWUn9ChppVSbd7+/fspLCy0OoZSSik/oQWyUqpNKyws5B//+AdJSUlWR1FKKeUntIuFUqpNCwsL45577iEkJMTqKEoppfyEFshKqTavVy8dmFMppVTTaRcLpVSbderUKT7++GMKCgqsjqKUUsqPaIGslGqzMjMz2b17NwEBAVZHUUop5Ue0i4VSqs2Ki4tj5MiRBAYGWh1FKaWUH9EWZKVUm1Q1Yp4Wx0oppZpLC2SlVJu0Zs0aVq9ebXUMpZRSfsgvC2RjzCxjzAq73U5xcTEFBQU4HA6cTid2ux2Xy0VWVhYiQmZmJgAZGRmAp0+iiJCVlYXL5cJut+N0OnE4HBQUFFBcXExeXh5lZWXk5ORQUVGBzWarsY2qf0+dOoXb7SY3N5eSkhLy8/MpKiqiqKiI/Px8SkpKyM3Nxe12c+rUqTq3YbPZqKioICcnh7KyMvLy8vSY9Jj0mFrhmMLDwwkJCWlTx3QuXiellFJgqr6G9EcJCQmSnJxsdQyllGozjDEpIpJgdQ6llLKSX7YgK6VUQ3Jzc/HnP/6VUkpZSwtkpVSbkp+fzwsvvMCOHTusjqKUUspP6W3elFJtSqdOnZg5cyZDhgyxOopSSik/pQWyUqpNCQ4OJiFBu9AqpZRqOe1ioZRqM3Jycti/fz9ut9vqKEoppfyYFshKqTZj7969vP/++3q7MqWUUmdEu1gopdqMKVOmMGLECEJDQ62OopRSyo9pC7JSqs3o0KEDUVFRVsdQSinl57RAVkq1CZ9//jlfffWV1TGUUkq1AdrFQinl90SEkydP0q1bN6ujKKWUagO0QFZK+T1jDLfccgvl5eVWR1FKKdUGaBcLpZTfqyqMAwICLE6ilFKqLdACWSnl1xwOB0uWLOHgwYNWR1FKKdVGaIGslPJrbreboUOH0rNnT6ujKKWUaiP8skA2xswyxqyw2+0UFxdTUFCAw+HA6XRit9txuVxkZWUhImRmZgKQkZEBQGZmJiJCVlYWLpcLu92O0+nE4XBQUFBAcXExeXl5lJWVkZOTQ0VFBTabrcY2qv49deoUbreb3NxcSkpKyM/Pp6ioiKKiIvLz8ykpKSE3Nxe3282pU6fq3IbNZqOiooKcnBzKysrIy8vTY9Jj0mNqxjFFRkZy0UUX0b179zZzTFa+TkoppcCIiNUZWiwhIUGSk5OtjqGUskhBQQEiQpcuXayO0mYYY1JEJMHqHEopZSW/bEFWSimAL7/8kueee47S0lKroyillGpD9DZvSim/lZCQQFRUFMHBwVZHUUop1YZogayU8lvdu3ene/fuVsdQSinVxmgXC6WUX9q9ezcnTpywOoZSSqk2SAtkpZTfKS8vZ8OGDezevdvqKEoppdog7WKhlPI7AQEB3H///bhcLqujKKWUaoO0QFZK+aXg4GC9OE8ppdRZoV0slFJ+xeFw8Oabb3oHw1BKKaVamxbISim/kpeXR25uLkFBQVZHUUop1UZpFwullF8ZMGAA999/P8YYq6MopZRqo7QFWSnlN1wuFyKixbFSSqmzSgtkpZTf+Pzzz3nxxRcpLy+3OopSSqk2TLtYKKX8xnnnnUdQUBABAQFWR1FKKdWGaYGslPIbMTExxMTEWB1DKaVUG+eXXSyMMbOMMSvsdjvFxcUUFBTgcDhwOp3Y7XZcLhdZWVmIiPdWUBkZGQBkZmYiImRlZeFyubDb7TidThwOBwUFBRQXF5OXl0dZWRk5OTlUVFRgs9lqbKPq31OnTuF2u8nNzaWkpIT8/HyKioooKioiPz+fkpIScnNzcbvdnDp1qs5t2Gw2KioqyMnJoaysjLy8PD0mPSY9pjqO6fDhw9hstjZ1TL74OimllAIjIlZnaLGEhARJTk62OoZS6iwrLS1lyZIljBkzhpkzZ1odp00zxqSISILVOZRSykraxUIp5fMCAwP52c9+RmhoqNVRlFJKtQNaICulfF6HDh0YOHCg1TGUUkq1E37ZB1kp1X44HA4SExMpLCy0OopSSql2QgtkpZRPO3bsGImJiZSUlFgdRSmlVDuhXSyUUj5t1KhRREdHEx4ebnUUpZRS7YS2ICulfJ4Wx0oppc4lLZCVUj4rMTGRtWvX4s+3o1RKKeV/tEBWSvms8vJy3G43xhiroyillGpHtA+yUsqnlJWV8cUXX5CcnMz48eN1YBCllFLnnBbISimfkZaWxrvvvovL5cLtdrN9+3aSk5O5/vrriY6OtjqeUkqpdkK7WCilfMauXbtwOp243W4A3G43TqeTXbt2WZxMKaVUe+JTBbIxZrox5ltjzGFjzO+tzqOUUkoppdofnymQjTEBwIvADCAGuNEYE2NtKqWUUkop1d74TIEMTAAOi8gRESkD3gF+bHEmpdQ5FB8fT0hICB07ei6P6NixIyEhIcTHx1ucTCmlVHviSxfp9QOOV5s+AVxYeyVjzDxgHkBUVBSpqannJp1S6py47LLLOHToEEePHmXQoEEMGzaMvLw8/awrpZQ6Z3ypQK7rRqc/GB1ARFYAKwASEhIkLi7ubOdSSp1jCQkJVkdQSinVjvlSF4sTwHnVpvsDGRZlUUoppZRS7ZQvFchJwFBjzCBjTBBwA7DW4kxKKaWUUqqd8ZkuFiLiNsbcB6wHAoDXRWS/xbGUUkoppVQ74zMFMoCIfAR8ZHUOpZRSSinVfvlSFwullFJKKaUspwWyUkoppZRS1WiBrJRSSimlVDVaICullFJKKVWNFshKKaWUUkpVowWyUkoppZRS1WiBrJRSSimlVDVGRKzO0GLGmHzguwZW6QrkN7C8B5DTwueezeUN5Trb+z6Tc9aWs53pcZ1JtrP9XtTPgX9lO9ufg6Ei0rWB5Uop1faJiN8+gBVnuDz5LG67xcsbynUO9t3ic9aWs53N99o52Ld+DtpQNqs/o/rQhz700R4e/t7FYt0ZLj+b2/bXbGeS60z33dhyK7OdzdfzbO/bV99rTVlu5b59NZvVn1GllGrz/LqLxZkyxiSLSILVOWrz1Vyg2VpKszWfr+YCzaaUUm2dv7cgn6kVVgeoh6/mAs3WUpqt+Xw1F2g2pZRq09p1C7JSSimllFK1tfcWZKWUUkoppWrQAlkppZRSSqlqtEBWSimllFKqGi2QlVJKKaWUqqaj1QHOBWPMM8D7IrLN6iy1GWMigfuADOA14A/AxcA3wJ9F5LSF8TDGTAWuAc4D3HhGLnxVRA5bnKsjcCfwE6AvIHjO4RrgNRFxWRhPqXPCGBOK5/eHAC8ANwA/BQ4CfxKRQgvjKaWU32ovLci3AM8ZY44ZY54yxoy1OlA1bwGdgXHAJqAP8CTgBN6wLhYYYxYDtwI7ABdwBPge+Icx5lorswFvAnHAIuAq4GrgEWAMnnPqk4wxlt2CyxgTYIy5yxjzqDHmklrL/seqXI2x8pxV7t+Xz9sbQG9gEPBvIAFYAhjgJetiKaWUf2sXt3kzxuwWkbHGmKF4WlhuAAKA/wf8PxE5ZGG2VBGJM8YY4ISI9Ku9zMJsX4vIqMqfOwKbReQSY0wEsEVEYi3M9q2IXFDPskMiMuxcZ6q2/8j6FgF7RKT/uczj3bkxrwKhwFd4/mjcLCILKpftEpF4K3JV7t8nzxn4/Hmr/vsjE4gSEamc3iMio63KppRS/qxddLHA8/UjIvId8CjwqDFmNHAj8BFwvoXZOlQWnOFAmDEmWkTSjDHdgSALcwFUGGMiRcSOpxtDAICInK78D9hKpytbsd8XkQoAY0wH4FrA0m4pQDZwDE9xV0Uqp3tZkshjQlXBZIxZBiw3xqzG8zmw+vX01XMGvn3eAKgsij+SyhaPyum23/qhlFJnSXspkH/wn5iI7AX2Ag+d+zg1PIGnvyDAz4FXK2vPEXi6DFjpz8BuY8y3wHDgVwDGmJ7AHiuD4fkW4Ek8xUpVQdwNTzeVGyxL5XEEuExE0msvMMYctyBPFe8fXCLiBuYZY/4P+BwIsyyVh6+eM/Dt85ZsjAkTkUIR+XnVTGPMEKDAwlxKKeXX2ksXizBfvljFGBOA57VwV3ZliANOikimxdGqvvoeDBwWkTyr89SlsrXdiEiO1VkAjDH3AltF5Ad/RBhj5ovICxbEwhjzFvCWiHxSa/4vgJdEJNCKXJUZfPKcVe7fZ89bQ4wxRtrDL3illDoL2kWBDGCM6QpMB/rxnzserPeFok+ztS5jzBUissHqHEqdC8aY4cCPqfkZXSsi31gaTCml/Fi7uIuFMeZWYBcwBc/FNp2BqUBK5TLLaLaz4jWrA9THGHOF1Rnq4gu5jDHDjTELjTHPG2Oeq/x5hNW5wHezGWMWAu/g6Ub2FZBU+fP/M8b83spsSinlz9pFC3JlH9oLa7d6Vl4ct9PiOx5othYwxqytbxEwTUQ6n8s8TWWMSReRAVbnqM3qXJWF3o14ir0TlbP74+lP/o6ILNZsdWY7BIysfd9vY0wQsF9EhlqTTCml/Ft7ukivrr8EKrD+KnTN1jKTgZ8BtfuWG2DCuY9TLUDDxXv3c5mlxs59NFelO6m70HsG2A9YVoTi29kq8Nxh5lit+VGVy5RSSrVAeymQHwd2GWM+BaquiB8AXIHntm9W0mwtswMoFpHNtRdUtnxbyVeLd1/NBb5d6PlytgeAz4wx31HzM3o+nhH2lFJKtUC76GIB3m4BV+K5kMXg+ap0vdVDOYNma2uMMR8DT4nIpjqWfSEi/2VBLJ/NVbn/6cAyPEOZ/6DQq30HCc32H5X3/55Azc9okoiUW5lLKaX8WbspkGszxswUkQ+tzlEXzdYyvpxNNc6XCz1fzlabMWaeiFg6PLdSSvm79lwgWzpEbEM0W8v4eDafLN59NRf4dqHn49l89nOglFL+ol3c5q0eVl9k1hDN1jK+nO1PVgeoh6/mArjb6gAN8OVsvvw5UEopv9CeC+S7rA7QAM3WMr6czVeLFl/NBZqtpWZZHUAppfxde7mLRZ2jTRljCnxhtCnN1jK+nK0Ovlq8+2ou8O1Cz2ezicgJAGPMHSKy0uo8Sinlj9pFC7Ivjzal2dpeNvjhyGvAVB8Zec0nc9WleqFndZbafDlbNY9YHUAppfxVu7hIz5dHm9JsLePj2Xxy5DVfzdUYq0f5a4jV2Ywxe+tbBAwTkeBzmUcppdqK9tLFwpdv9K/ZWsaXs/nqyGu+mquxQq/3uczygwA+nK1y/1cCte9LboAvz30cpZRqG9pLgezLo01ptpbx5Wy+Wrz7ai7w7ULPl7N9CISJSGrtBcaYxHMfRyml2oZ20cUCfPtG/5qtZXw1m6+OvOaruSqzvQasFJGtdSx7W0RusiBW1f59NptSSqmzo90UyEqdSz5cvPtkLqWUUsqXtJe7WIw2xuwwxhw3xqwwxkRUW/aVZtNsrU1EKkRkh4i8LyL/rPzZ8iLUV3OplvH1z4FSSvmrdlEgA8uBRcAo4BCw1RgzpHJZoFWhKmm2lvHZbL5atPhqLs12Rnz2c6CUUv6svRTUQNp6AAADUElEQVTIYSLyiYjkicgSPBdxfWKMuQjPABOaTbO1Jl8tWnw1F2i2lvLlz4FSSvmt9nIXC2OM6Soi+QAisskYcw3wPhBpbTTN1kK+nC2s2gVvS4wxKXiKlluwtmjx1Vyg2VrKlz8HSinlt9pLC/KTQI3RwkRkL3AZsNqSRP+h2VrGl7MZY0zXqgkR2QRcA7wJDLQsle/mAs3WUr78OVBKKb+ld7FQqpUZY24CjojIjlrzBwD/KyK/1Fw1aTallFK+pF0UyJWtPw8Bc4CelbOzgDXAYhHJ02yaTSl/o58DpZQ6O9pLF4v38IyCNUVEuotId2Bq5bx/WJpMs7WUz2YzxnQ1xiw2xhw0xuRWPr6pnNdNc2m2VuSznwOllPJn7aUF+VsRuaC5y84FzdYyPp5tPfA58DcRsVXO6wPcBlwuIldoLs3WStl89nOglFL+rL20IB8zxjxojOldNcMY09sYs5D/DLlrFc3WMr6cLVpEnqwqpgBExCYiT+IZ2llz/ZBmaxlf/hwopZTfai8F8vVAd2CzMea0McYOJOK5DdJ1VgZDs7WUL2fz1aLFV3OBZmspX/4cKKWU32oXXSwAjDHDgf7ADhEprDZ/erV7nFpCs7WMr2YznpHWfg/8GOiN5165p4C1wJMiYtdcmq21+OrnQCml/Fm7KJCNMb8G7gW+AeKA+0VkTeWyXSISr9k0Wyvn88mixVdzVWbQbM3P5dOfA6WU8lftpYvFL4FxIjIHmAL8rzHm/splxrJUHpqtZXw2W2XRsgbPsL/7jDE/rrb4z9ak8t1coNnOgM9+DpRSyp+1l6GmA6pafUQkzRgzBfinMWYg1v8notlaxpezVRUthcaYaDy5okXkOazN5qu5QLO1lC9/DpRSym+1lxZkmzEmrmqi8j+UmUAPYJRlqTw0W8v4crYaRQuelr0ZxphnsLZo8dVcoNlaypc/B0op5bfaS4F8K2CrPkNE3CJyK/Bf1kTy0mwt48vZfLVo8dVcoNlaypc/B0op5bfaxUV6Sp1Lxpj+gLv6fXOrLbtERLZZEMtnc1XuX7MppZTyGVogK6WUUkopVU176WKhlFJKKaVUk2iBrJRSSimlVDVaICullFJKKVWNFshKKaWUUkpV8/8BGWoH8d3deD0AAAAASUVORK5CYII=\n",
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Hefu7VCPoehFuFUplbhXKnqD+/jgQ997RyEHo4LAqeengMLxdLmJSfArf7jPutUDcexsdvfAGVb1m3qBQ6HoRB3OtTIpP4Uh+KXD2772s6MG4CDnputH1IoQQQpy5kFNvUq86aK1zALTWOUqp9r7lXYDMSttl+ZblVG9AKfUw8DBAp06dSElJadiMz6L3k4px+Yort9fLlPjNmO0eWoQFMaqlURRuOlBA++gQhseU+ONuLUO4INL4H/umg/mY8sMYFF7ki01Yi8I5P9QoBBIPmii3mukTXOCL81D2YnpgFBYJB/OIcFnopk2+OJdWupRlW9x4vEZuHq9mSvxmHhzWkoRUEx2Cy4hz5FDq9JKQaqJLaBktbccpcXhISM2nR7iNqNIsCm1G3DvSToQlkrxSNwmpBZwfbSe4KJLjFhcJqYUMbOGAwggyio14aKwDd34ER4qcJKSaGd66nPK8cFILjfi4qcCfm1fDv1fu4O+Xt2FXXjkJqUVc2cGFuVUo23McJKQWc20nF/ktQ0k6bichtYTtnd10ahFCUqYR7+jqpl10CEkZNhJSLezY6aF1ZDDbjp6IW4YHk3S4jIRUKztSvESGBrH1UCkJqaXs3KkJDVZsSy1lw4ESPEZqeDya7/fn+O/ZrfusJKbbSEnx+mILW7IcpKQYRc+2fRZSch2kpLgB2LyvhIMFTlK6GUXSln3FZBS7SOlsFFVb9heTU+ompaPDFxdR5PCS0t6O8jjZvL8Mu9vLITYR6Qinra76A8CtFR84b2LyomcJs+Ww2TKRFmFB3Jz7PqGOQjYV3U376BBuOv4Owa4yNuXfQbeWIfw6/S2U18Wm3Nsw5Ydx3eE3AMWm42OxFoVzdeqreIMjSMwYQ7nVzJX7XsId1pLEI79G2YsZvesFnJHtSUi9lrbdx/CkZyHBlfLyetzklEJCWi5tg0oZvvkvWGIHkJB6CR2Cyxi28VEKWw8lIXUUXULLGPLDw+S1HklC6gh6hNsY+P3vOd7mMhJSh9I7wkb/b18hp83VJKQOYUCkhd5r/kV2m2tJSB3EkKhieq5+g+w2vyYh9XxGRhfSdeW/Od7mRl613MRX3tVULt/dXrAf202m/XMSUntwXcvjxB2bTWbcbSSkduXGlpm0PPY+Ga1/Q0JqZ8bGHiU64yPSW99JQmoHDsYeJjzjE462upuE1LYcik0lJONTjsTeS8KhOA79tJ++6f8jreX9JKS1JO2HPZyX/gVpLR4k4XAMad/vpGv6Qr6N+A1368WEqhO5uTyQ2vZm3OfQz0ghhDhbGmyIBYBSqiewstIQi2KtdatK64u01q2VUquA6Vrrjb7l64C/a62T62r/XBpiYbI4uOL19ZT7CmSAiJAgfpx8De1bRAQwM8nt5zpruTksUJxhfJ0OkLoWDq2Fm9804m+ehx3z4Rlfb+6qJ/HuWswC+yh+o9YTrtx4NXyhf8Wvnv4f7Te9AoVpcPcXxvZrnoWSLLhrvm//p8BeBBM+NuIVfwV3Odz2vhF/9SgoBbfOMuIvH4LwGLjlLSNe9ABEt4cxrxvxgnuhdU+44RVMFgfOGYPoSCEhSlOuQygklthL7yf6xqnG9vNugfOuhKv+bsSf3Ah9fw1XTDLiD6+FQbfD6MeMeM6VMOxeuPhPoLUxHGHk72HUH4y8P7wWLv4zDJ8I5aXwyQ1w6WMw7G6wmeHTsXD53zD1uIWNb97BePUjQQrKdQir9Whu6VBA6HX/gP5joCjdOJ/rX4K+10NBGiy6H254BXpdDXn7YMlDcNPr0PMyyNkJXz1iXJtuF0FWMqz4C4x7B7oMh2ObYdWTcNsc6DgYjv4Ea56BCZ9Au/MhbR18O4XCMR/xzcf/4A71PaHKQ7kOYbG+xvg8z/BekyEWQghx9gvkg8DVvt7jTsAGrfX5Sqk5vr9/UX27uto/Vwpkq8PFxI+3sDfbgstz4vMIDVbcNap7wMetvrB0N/FJmZLbGcp+bSSdHYdOXh7Rl87PnMF9W5IFmVvg/DEQGgkHVkPCf+B3XxqF50//hnUvwXPZEBZtrNs0G/66E0IjjCIqJwUu+xsEBYHNzD9XH2LNjjS+D/krEcqFXYdxrfs/XDfqgoBetxeW7ub7pF2NLq/mlJsUyEIIcfaneVsO3O/7+/3AskrL7/PNZnEJUHKq4rg+zJs3j3nz5gEwceJEsrKySE1N5eGHHwZg9uzZLFy4EIAJEyZQWFhISkoKTzzxBAAzZsxg5cqVAIwZMwabzUZiYiLPPfccANOmTWPdunUAXHPNNQCsW7eOadOmAfDcc8+RmJjIV9uO8s2/n8Dl0djStmLZugSAvG/msCFhK4WFhUyYMAGAhQsXMnv2bAAefvhhUlNTycrKYuLEiQ12Tut++AnT90abxYkLsKen4PJo3nv6vlrPyWazMWbMGABWrlzJjBkzAHjiiSdISUmpt3PafqwY87aVlO3/CYD8pa/iKC1hQ8LWev+czvScXk40ekAfXmEntdBDlsXLPUscbPf2Zd4H7zLv4w+Nc7rzNrIWPUfq9o3G55S6ltm3tWXhR2+f+Jz++wApP601zkkpZnybycplS41zemkZtrEfkrh5q3FOl/2VaY6JrPsxwTinh6bBFU+ybv1645yi4pg99x6yrAuY47qYmz6zschzJYcPHuTLee81yOd0uvfeF+sfoLDtekZ+HkypE17NGMS+779ie0ZRg31Op3tOs1+/kdyQlbxWOJSHVthZ5LmS1G0bWfXVl3We09m495Yfe4LdK19gLpfh1YpFnivJ8cSyPcMYaiWEEOLMNOQsFl8AVwNtgTxgKvAVsBDoDhwD7tBam5VSCpgF3AjYgAe11qfsYjtXepDBeOCsT/uYQKch6pM1F/4zFNyVptwKiYDffAzx98LEpdD7WkjfCPNuhvtXwnlXQN5e2PoBXP43Y+iBzWy01aYPhITVergzMeTTIYQGhRKE4lZPKH8e8wnt2g+sl7bPxbyg+eQmPchCCNGws1jcrbXupLUO1Vp31Vp/rLUu1Fpfp7Xu6/uv2bet1lo/qrXurbUecjrFcVPn9WpeXb3f/5S7FMfnngnrH+PlPsPJDw03FgSFGGNhu18Cv34F4noZy7tdDC+YjOIYoMMgGPsfozgGiIqDDgNPuzh2uB3klObg9hoP92WXZrMuYx1OjzEjws78nQC4vC7KvU6+DHJw/Zq7eSnxJfJt+WzI3MCUhCl4vL7ZOY6tY2riVH/736R/wz83/dMff330a17Z/Io/XnF4Bf/a+i9//FXaV7y57U1//GXql/w7+d/+eOHBhczcPtMfV+S1NNjJTWvvY+Lqifw76cT28/bM46PdH/njj3d/zNw9c/3xnJ1z+O/e//rj91Le47P9n/njmdtnEn8g3h+/nfw2i1MX++MZSTNYemipP/7X1n+x4vCKk67ZTWvv4+XNL/PcT8/xTfo3/u1fTHyRdRlGr7BXe5mSMIX1x9Yb+3tcTEmYwk9ZxjcedredKQlTSDyeCECps5QpCVPYkrMFgJLyEqYkTCEp1/iRaHaYmZIwhRST8eCdyWZiSsKUGq/by5tfJt+WjxBCiDMnb9ILkKwiOwuTMv3TVIlzz8Gigyx15XJT5/a83KY1+SFhcNVkiG5rPEDmK4CdaDJtJmwu45elQnsha9LXYHYYM48cKTnCW8lvkVuWC8AO0w4eWvsQWVZjyrTvMr7jigVXcMxiPIT39dGv+fWXv8ZkM2Yi2Xh8I09seILicmOmkz0FJ6aOA/BoD17t5ctDX/L0j09zvPQ4idmJaIxvlzItmSRmJ/q3P2Y5xuaczf44vSSdrblb/fGRkiNsy93mjw8XHyYp78TvvGnFaezI2+GPU4tSSck/eaYFl9dFuaeclPwUlhxa4l++r3BflXPYU7CHvYUnpr/bXbCb/eYT09/tzN/JQfPBKnFqUao/3m7azqGiE2PFk/OSSStO88dJeUkcKTkx3V3FNSv3lLPo4CLWZqwlw3JiertN2ZvIsJ6IE7MTySo1PisvXhKzEzleakxv5/F6SMxOJLss23/OidmJ5NmMnwtOj5PE7ET/Z+lwO6rEdre9ymdT+botOriIp398+qTrKoQQ4tQa9CG9htbUh1jkW8tp1yI80GmIBjLk0yH+vyutCVFB3Hb+HVzX7Tqe/OFJXr/yda7oegU7TDu47+v7mPOrOYzuPJqtOVv5w9o/8MkNnzCq4ygSjyfy2PePMffGuQxtN5Sk3CTe2v4W0y6bxnmx57G3cC9LDy3l4Qsepn1Ue9JL0tlh2sH1Pa6nRVgLzA4zJpuJ3rG9CQ0OxeP1MGz+MH9uoUGhBKkgxvcZz5+H/pm2kW0DcbmAqtesMeUFzSc3GWIhhBBSIJ91c344TIuIUO65uHugUxENrHLRUkGhGNJ2CBe0u4Db+t5Gv9b9KHIUsfH4Ri7udDHto9pjc9nILs2mS4suRIZEorXGGKZfv7k1tiKvMecFzSc3KZCFEOLsvyikWfN6NVuOmokJD+Hui7rVe9EjGq+6ipfWEa0Z23usP44KjaJP6z7+uCHuk/Nbn8+w9sMaVZEHjTcvkNyEEKI5kR7ks6SiF7DiNcRhITL8+1zXmHschaiN9CALIYT0IJ8V6w+Y+O+mdGbdM5zocLnkzYX06gkhhBBNk1RrZ0GRzYnZ5sLThHvrxZlbPG7xqTcSQgghRKMjBXIDcnu8hAQHcfvwrtw6rAvBQTLmWAjR8FwmEwWz38OekkKvr5aeegchhBBVSIHcQA7nl/LHT5N4846hjOjRWopjIUSDqyiMS5YuRXu94HIFOiUhhGiSpEBuIBGhwbSLCScuun5eDSyEELWRwlgIIepXk5xKQSk1Vin1gdlsxmazYbVasVgs2O12zGYzLpcLk8mE1pqcnBwAsrONN1Xl5OSgtcZkMuFyuTCbzdjtdiwWC1arFZvNRnFxMU6nk4KCArxeL7m5uVXaqPhvXl4ebrebwsJCHA4HJSUlmIpKKC0tJUY5+fT+YbRUDtxuN3l5eTW2kZubi9frpaCgAKfTSXFxcaM7p7KyMsrKyigpKcHhcFBYWCjnJOck59RIzil/8WKO3n0PxfHx6PLyGovjMzknIYQQMs1bvSotd3PH+5u4rn97nrrh/ECnI4Q4BzkzMrDt2EGr8eMBOD7pSZzp6UQMHUrJkiUn9SAPOLC/tqZqJNO8CSFEE+1BbqyiQoMZ3bsNF50XF+hUhBDnCO3xYNu+wyh8gZJly8l5/gU8JSUAdJr2Mj2/XEynqVPo8923tJowARUeDqGhgUxbCCGaNOlBrgdOtxeb002rKBlvLIT45bwOByhFUHg4JatWkf3kU/Rc8AWRw4bhLihAu92EduxY6/7u/HzyZ7+HfceOM57FQnqQhRBCepDrxTNf7uKO9zfhcHkCnYoQoomq6KxwHjtG6qWjsa5ZA0DMFVfQecabhPXpC0BI27Z1FscAIe3a0WnqFJniTQghfiaZxaIe3DmqG0O7tSIiNDjQqQjR5KVuyWXTssOUmsuJiQvn0lt70+/iugvCs6UhctMeD5kPPUTkhcNp9/hjhHbtSut77iasTx8Aglu2JPbmmwOSmxBCNFdSIP9MWmvSTKX07dCCS3q14ZJebQKdkhBNXuqWXNZ/dgC30xhvW2ouZ/1nBwACXuzVZ27m//4Xd34B7Z+chAoOJrRLV0LaGj9DVFAQHZ5+OmC5CSGEkCEWP9vCpExu+s9P7MwsDnQqQpwzNi077C/yKridXjYtO8yKd3aywVf0ASx7ewc/Lkj1x0tnbGfj4kP++MvXk9i0NM0fL5q+jS3Lj/jjBS9vZduqo/748xc3s/2bDH88/4VEUr47BoDX4+W7T/fVmlu53c38FxLZn2hMzWYvdTL/hUQObjGmfyvYlMK8v3xDWrIJAPOhbFal9uHwDiOOfOwZVu7tQfruAgAKs0uZ/0IimfvMAORnWpn/QiLHDxYBkHfUwvwXEsk5bDyot/HLQ7XmJoQQ4sxJD/LPNGZIJ4psLoZ0iQ10KkKcM0rN5bUuP/+ijkS2OPEgbLvuLWgRF3Ei7tGCVu2j/HH7Hi2JrRz3bElsu0h/3KFXS1q2PRF37BVLizYn2uvUp9WJ9pVCV60/q+QWFKTo1LsV0bHhAMTOoIQAACAASURBVGi7nbaRZURFGX0Qzl07aXE8jzAGGG0/9Te6LTlMlO98QsKC6dS7FRExxswTodXisAgjDo82fmSHRfriSCO2W2p+MUht11MIIUTdZBaLM7T1qJnh3VsREiyd70LUJ7fLw8dP/nRSTyhAhNvCHz4aH4CsTvj0uYQaC86K3FwmE0EREQS3bIn1+/VkPfII3T7+iJjLLsNTWoYKDiIoMrKGlhsut5i4cO5/9bIzaktmsRBCCBlicUaOFpRx94ebeXe9fG0pRH3zejQRMaEEBasqy4M8TnqlfhmgrE649NbehIRV/ZFZkZvr+HHSrryKkhUrAIgefSk9/jef6EsuASA4JrrBiuPacgsJC+LSW3s32DGFEOJcJgXyGTivbTRv3zWMP1xxXqBTEeKcUZRbhsfjJSwihLse683w6P1EOMygNeGOQvof/IyOpiTKtm6laEG8f7+yzZspWrToRJyYSPGXJwrp0p82Urz0qxPxDz9Qsny5P7Z+v56SlatOxN99h+Xrr/2xZe1aLGu+8cft0n9giP2nGnML7dKFDi+8QMzllwMQFBFB1MiRqOCzM7NNv4s7cs29/YmJM4Z4xMSFc829/eUBPSGE+JlkDPJp2JlZTHR4CH3axzB2aOdApyPEOaO0qJyF05MYek1XLhnfm9y/P03L5GRG1zD0y/rtd5QsW0br394FgOXrNVjXraP1HXcAULJyFWWbNtHqN78x4mXLsO/eRavbjKEZxUuWUn44jdhx44x48WJcOTnE3mJMoVa0IB6P1ULLm24y4s8+R3vctLzxBgDyXn+D1mVljK7lXOJ+d2/9XJSfqd/FHaUgFkKIeiJjkE/B49Xc8PaPxISHsPSR0SilTr2TEOK07fnxOOcNbUt0bLj/DXAlS5YYr1Z2nXj47PztyWiXi+BY48FYr81WNS4rQ3s8BLdsWWPsKS0D7SW4RYvTjEsBCI6JAaA8PZ3Cjz7GsmLFSbkNOLC/wa7P2SZjkIUQQgrk03Ikv5SQoCC6t4k69cZCiDq5XR4SFqUx9LputOpQ87+pmgrlxlKENubc6oMUyEIIIWOQa5VncbBwWyYAvdrFSHEsRD2xW10c3mEiyzenb00qXpXc57tvaTVhAuH9+5/FDOvWmHMTQghRP5pkgayUGquU+sBsNmOz2bBarVgsFux2O2azGZfLhclkQmtNTk4OANnZxgT+OTk5aK0xmUx8/PHHzJo1C7vdzm9/+1sOHDjAzp07eeCBB/jghzT+MuU15sydT25uLhMmTGDPnj2kpKTwxz/+EYAXX3yRZcuWUVhYyI033khOTg7r1q3j6aefpqSkhBdffJGlS5fidru57DJjqqX4+HimTZtGdnY2zz33HCtWrKC0tJTrr78ep9PJggULmD59OlarlUceeYTNmzeTlpbG7bffjslkIj4+nunTpwPwu9/9jtTUVJKTk5k4ceIpz8npdPL666+zYMECOSc5p7N+TtP+OZ0FCxZQ5ixmxaG3IK7olOf0w65d/LvUSptP5zW6c/LGxjI/MoKtv72rUX1Op/q553K5MJvN2O12LBYLVqsVm81GcXExTqezHn5CCyFE0ydDLGrh9ng5nF/G+R1bNEj7QjQnBVmlfPl6Elf+th8DRsuDro2ZDLEQQogm2oPcUBwuD9NX78ficBESHCTFsRD1JK5zNEOu7kr3QW0CnYoQQghxSlIgV7Izs5i5CelsOWIOdCpCNHlul4dNSw9TbnMRFKQYfXsf/6uYhRBCiMZM5kGu5OJebdjw9NV0btVwb7wSorkozCojZd0x2naNoe+oDoFORwghhDhtzb4HWWvNa18fIPFwAYAUx0L8QuV2NwAdzmvJ7/55qRTHQgghmpxmXyCXlrv5/kAeP6YWBDoVIZq87ENFzH8+kexDxhRuLeIiApyREEIIceaabYFssji4c84m7C4PX/7faCbfeH6gUxKiyWvTtQU9h7Qltr3MGy6EEKLparYF8l++2MHWo2ZmfneIFhGh8gppIX4mt8tDynfH8Ho14ZEhXP/gQHkYTwghRJPWLAtkk8XBtgzjK+BFyVmYrI4AZyRE05W+q5CExWkcr+PNeEIIIURT0iwL5JnrDhHk6zD2as3MdWmBTUiIJsjj9gLQZ0R77nphFN0GxAU4IyGEEKJ+NLsC2WRxsCg5C5fHeIOgy6NZnJQpvchCnIGMvYV8NnUzlgI7AG27ykt1hBBCnDuaXYE8c90hvNVer+2RXmQhzkhs20had4wiOLTZ/QgRQgjRDDS7/7ttP1bs7z2u4PJotmfI+Ekh6uJ2ejiUlAdAqw5RjH18mDyMJ4QQ4pzU7N6kt/qvVwQ6BSGapF0bsti09DBxnaJp0yUm0OkIIYQQDabZFchCiDOjtUYpxdDrutGhR0spjoUQQpzzmuQQC6XUWKXUB2azGZvNhtVqxWKxYLfbMZvNuFwuTCYTWmtycnIAyM7OBiAnJwetNSaTCZfLhdlsxm63Y7FYsFqt2Gw2iouLcTqdFBQU4PV6yc3NrdJGxX/z8vJwu90UFhbicDgoKSmhrKyMsrIySkpKcDgcFBYW4na7ycvLq7GN3NxcvF4vBQUFOJ1OiouL5ZzknBrNOe3aeIQvX08iOzOHoCBFUEtHkz+nc/Fzqs9zEkIIAUpXe2CtKRk5cqROSkoKdBpCnLOO7S0k6et0bvrTECJbhAU6HXEWKKWStdYjA52HEEIEkgyxEEJU4XZ6MGVY6dy3Fd0HtaHbwDh506QQQohmpUkOsRBCNJxNSw+zYmYKZSXlAFIcCyGEaHakB1kIUcWom8+j28A4mcJNCCFEsyUFshDNVOqWXDYtO0ypuZyImFBadYjk9idHEBETSs8hbQOdnhBCCBEwMsRCiGYodUsu6z87QKnZGEbhKHWRe8TCvoTsAGcmhBBCBJ4UyEI0Q5uWHcbt9FZdqCHp6/SA5COEEEI0JlIgC9EMVfQcn+5yIYQQojmRAlmIZkZrTUxczQ/g1bZcCCGEaE6kQBaimdBeTeKSNLatPMqlt/YmJKzqP/+QsCAuvbV3gLITQgghGg+ZxUKI5kKB3eokJDSYUbd0APDPYhETF86lt/am38UdA5ykEEIIEXgBedW0UupvwB8BDewGHgQ6AQuAOGA7MFFr7ayrHXnVtBCnlnO4hBZx4cS0jsDr1QQFyYs/RO3kVdNCCBGAIRZKqS7AX4CRWuvBQDDwW+BfwFta675AEfCHs52bEOcap8PNqtk7SVxyGECKYyGEEOI0BGoMcggQqZQKAaKAHOBaYLFv/afA+ADlJkST5/EYU7iFRYQw5s8XcNXd/QKckRBCCNF0nPUxyFrr40qpN4FjgB1YCyQDxVprt2+zLKBLTfsrpR4GHgbo1KkTKSkpDZ+0EE1IeamXvausdB8ZSdveYQCYUgOclBBCCNGEnPUCWSnVGrgVOA8oBhYBN9WwaY2Do7XWHwAfgDEGediwYQ2UqRBNk8ftpWDXHvoP6krX/nGBTkcIIYRocgIxxOJ64KjWOl9r7QKWAKOBVr4hFwBdAXnnrRCnyePxsmPtMdxOD8EhQdz8yAVSHAshhBA/UyAK5GPAJUqpKKWUAq4D9gHrgQm+be4HlgUgNyGapLwjFhKXpnEkJT/QqQghhBBN3lkvkLXWWzAextuOMcVbEMaQicnAJKVUGtAG+Phs5yZEU+MocwHQuW8rfvvCRfS7SOYxFkIIIX6pgLwoRGs9FZhabfER4KIApCNEk5SWbOL7+fv5zdMjaNMlhjZdYgKdkhBCCHFOkFdNC9FEdeoTS99RHWgRFxHoVIQQQohzihTIQjQhhdmlJC5JQ2tNdGw419zbn7BIeWO8EEIIUZ+kQBaiCcnYU8iBzbmUFZcHOhUhhBDinCVdT0I0ch63l9IiB7HtorjwV90ZMLoTkTFhgU5LCCGEOGdJD7IQjdy6efv46q0duJwelFJSHAshhBANTHqQhWjkhv2qO+fl2wkNCw50KkIIIUSzIAWyEI2M1prt32SglGL4DT1o36Ml7Xu0DHRaQgghRLMhBbIQjVDh8TLAKJaNF04KIYQQ4myRAlmIRqIgq5TIFqFEx4Zz3X0DCApRUhwLIYQQASAP6QnRCLjKPSx7ewc/xR8CIDg0SIpjIYQQIkCaZIGslBqrlPrAbDZjs9mwWq1YLBbsdjtmsxmXy4XJZEJrTU5ODgDZ2dkA5OTkoLXGZDLhcrkwm83Y7XYsFgtWqxWbzUZxcTFOp5OCggK8Xi+5ublV2qj4b15eHm63m8LCQhwOByUlJZSVlVFWVkZJSQkOh4PCwkLcbjd5eXk1tpGbm4vX66WgoACn00lxcbGcUzM6J1uZDYvFgsNp48p7ezP0pg5N/pzOxc+pOZ2TEEIIUFrrQOfws40cOVInJSUFOg0hfhabxcnq93Yx4qaenHdB20CnIwQASqlkrfXIQOchhBCB1CR7kIU4F4RFBhMSGoT2Nt1fUoUQQohzkTykJ8RZpL2afQnZ9L+kEyGhwdz6twtlrHEl7z38O2wlxSctj4ptxf998L8AZHSC5CaEEM2HFMhCNKDULblsWnaYUnM5MXHh9L+kI0mrMwgKDmLA6E5SHFdTU5FX1/KzSXITQojmQ4ZYCNFAUrfksv6zA5SaywEoNZeT8l0mo27pSf9LOwY4u8bDnJ1FfsbR095+7QfvsOWrRf54zXtvs23FEn+8etYMtq9e5o9Xvv0vUr5Z5Y+Xz3iVXevW+OOv3niZPeu/9cdLXnuRfT9+D4DX42HJ9KkcSPihzpzStm0GwF5qZcn0qRzZsQ0wCtQl06eSvnM7AFZzAUumT+XYnl0AWPJNLJk+laz9ewAoys1myfSpZKceAKDweCZLpk8l97Axu0n+sXSWTJ+KKf0IAHlH0lgyfeqpL5oQQogzIgWyEA1k07LDuJ3eKsvcTi/7E3PO6Z5jm6UEc3aWPz6Q+CPbv17uj795/z989cY0f7x2zjt8P3fOabdfXlqKy2H3x46TYitOh+NEXFaKs9p6V6X1dqsVV3nl2IKrvLxq7DwR18Tt8s3+oDV2qwW3bzYIXRG7XEbs9WK3WvC4jdhbEbvcRuzxYLda8LqrxZ661wshhKhfMouFEA1kxm/vBG07eYWK4skFC89+QpWcyZhVt8uF3VpCizhjpo2s/XswpR9h+E3jANjy1SKO7U7hjn+8AsDqd97k+MH9PDTrYwBWzXyD/IyjPDBjNgBJK5ZQbrdz2Z33ApCdeoDgkBA69OrDjLtuqTXnJ+NX/sKz/mWaS24yi4UQQkgPshANx1cctwxty41dfk/L0Lb+5dmp+7GXWgFw2o3YUVoKQLnNiMttZb64zBcb7TlKS8lO3Y/TbsT2UivZqfv9vaI2S4kRl1eNK3o1y4qL/MVx9dxsJcUcSPyR+Jeewev1ALBp8ed8+Ojv0V6jN/zIjiR+mP8JFb9ch0dFExXbyn/aw264mWsf/JM/vvGRv/mLY4CRY2/3F8cAnfv1p0OvPlUu3UnXrBGR3IQQ4twnD+kJ0YCCVShXdphAZEgLruwwga+Pf4xHu/jiH08z7qnn6TvqUgqPZ/LFP57mtmem0uvCUeRnHCH+xWeY8MI0egwZRu7hQyye9gJ3vfgaXQcMJvvQfpa+9hL3vDKDTn3OJ2v/Hpa/+QoT/zWT9j17kbl3Fyvf/hcPzJhNm67dSU9J5ut3/80f/vMhrTp24sj2bXXmpr1e0OBylBMeFUWfUZcQ274DXq+X4KAgLrntTi6dcLd/mMiwX49h2K/H+M+5c78BVa9ByOn/mImKbUW5peykvMJbRtfDp/HLNOfckpOTuwYFBa31er39gXN3fJAQojnRQUFBB7xe769HjBiRVX2lDLEQooHMuOsWLm03js5RfQgJCsXtdZFtS2NT/nJ+8+xLtOvZi+hWrSm3lZGTeoD2vfoQ1TIWR2kpuWkH6dC7L5EtWmK3Wsg7fIiOfc4nIiYGm6UE05E0OvXrT3hUNGXFReSnH6FTvwGER0X54879BxIWEUmpuZCCY+l0GTCI0PAIrIUFfPDIA7XmFujhAoWf78e+rxDcGkIUkQPb0OaeAafe8SxoDrnVNMRix44d+zp27Ni3Q4cOIUFB8sWjEKLp870F1Z2bm3t4+PDh/auvl590QjSQnjGD6RzVm5CgUABCgkLpHNWb82KGELUlFI4aD2qFhkT4YmMIRFhFnOGLgyKJ2hKKPmY8KBaufHGmLybKiI/7Yo+xv86uiI3tvblGexGuSG7q8kd/cXwitz70jBmMM9OKac4uXLm+IR4ZFiPON4Z0lB8pxjRnF+5C48E3x6EiIy42juc4aMY0Zxceq3E8+75CIy4zzte+pwDTnF14HcaDZrad+Ubs9FC6LRf7Xl+RB+DW2PcWkvPGNv91Ld2aQ/5Hu0/Em7LJ/2SPP7ZuPE7Bp3tPxD9mUTh/nz+2bMik8PP9J+J1xzAvOOCPS9amY16UeiJec5SiJYco3ZaLY7+5Sm6O/WZMH+2ieMVh//ZFX6VRvOrIiXjJIUrWnJilw7wolZK16SfiBQewrDvmjws/349lQ+aJeP4+rD+e6Nwo+HQv1o3H/XH+J3soXHCgxtxKt+VSH7xeb38pjoUQ55KgoCA6duwY4vV6zx83bly/k9YHIikhmoOhcVcTEhRWZVlIUBgXxF0VoIxOiA5t5S+OK4QEhTI07urAJORjWZMOnmrfank0nqK6Z5E4Gyxr0tGuqrOSaJcXV4Y1QBmd4NhnrjE3y5r0+jqEkuJYCHGuCQoKqhgu+Ndx48ZV+SEnQyyEaCArHvsnQ6Iuq1Iku71OdtsSGDtrSgAza7y5lW7LpWT54SrFngoNIvbW3sSMDOzc0c0lt5qGWCQnJ+sRI0bUT7JCCNGIJCcn89JLL30CPLF8+XJ/j4d0CQjRQMbOmkKLYZ0hxPdMU4iixbDOAS+OofHmFjOqIxED4qrkFTEgLuAFKEhugfbUU0/RoUMHBg8eXGX5woUL6du3L/369WPFihV1Lt+wYQMjR47kqaeeOuPj33nnnaSlpZ3yuLXZsmULF1xwAQMGDODOO+88ab3X62XQoEEUFBQ0SPtnYvny5bz22mtVluXn53PDDTec1v7z5s3jscceA8DpdHLNNdcwd+7cX5TT6eb5c7z99tvYbDVMyVkPpk+fzqBBgxg0aBB33HFHgxxDNAwpkIVoQK0n9CM4xuilDY4Jo/WEk4Y5BUxjza2x5gWS25kwWRzcOWcTJqvj1Bufhttvv51Vq1ZVWeZ0Opk8eTIbN27ku+++44knnsDr9da6/L333mPjxo0EBQVx8ODB0z723r17KS8vp0+fPnUetzZaayZOnMjs2bPZv38/77777knbrF69mlGjRtG2bdsGaf9MjBs3jmeeeabKsnbt2tG5c2d+/PHHM2rrD3/4A5dffjkPPvjgL8qpJjXl+XM0VIG8bds2VqxYwY4dO9i7dy/PPfdcvR9DNJwmWSArpcYqpT4wm83YbDasVisWiwW73Y7ZbMblcmEymdBak5OTA0B2djYAOTk5aK0xmUy4XC7MZjN2ux2LxYLVasVms1FcXIzT6aSgoKDiKccqbVT8Ny8vD7fbTWFhIQ6Hg5KSEsrKyigrK6OkpASHw0FhYSFut5u8vLwa28jNzcXr9VJQUIDT6aS4uFjO6Rw6p6CwYLw3tyekQxT6lvao0KBGc04mcz5x9w9EtQkj9nf9sNisjeJzKrIW0+KevgS1DSf6rl7YXY5Gc++VlduI/m1vVNtwYn/XD7OlqNHcex7lRY3rREh7414LCgv+WZ9TfZm57hDb0s3MXJd26o1Pw+jRo2nbtur8zlu2bGHQoEF06NCB7t27061bN3bt2lXr8oohhVpr/9/LyspOeezPPvuM22677ZTHrU1SUhLt2rXj8ssvB4xis7p33nmHxx9/vMHar+zFF1/kqquuok+fPjz66KP069eP/Px8AO677z66d+/u7wGubPz48fzvf/87aXltpk6ditaal19+2b9sxYoVXHTRRQwbNoxJkyb5l8fExPDss88yaNAgHnroIf/y//znPwwYMIALLriAyZMn+5fXlmdt7bzxxhv079+fcePG0bt3b9LT0/nuu+8YNmwY2dnZXHPNNf6/A8ycOZPBgwczePDgKr3ftbVfk4yMDNq1a0dYmPGL64UXXuhf9/rrrzNw4EDuuOMO+vTpQ3p6ur/9CldffTUVw0jHjRvH0KFDGTFiBLNmzfJvs2HDBn71q18xYcIEBg8ezBNPPFHndRZnoOIHRVP8M2LECC2EEKL+AEm62s/apKSkKtvc+X6iXrjtmNZaa6fbo+98P1Ev2Z6ptdbaVu7W42dt1H2eW6V7TF6p+z2/Wo+ftVF/vTtba611YWm5vvP9RP3t3lyttdZ5Fvtp53b06FE9aNAgf7xw4UL9xz/+Ub/33ns6Pj5e33XXXXr16tW1Ll+3bp0eMWKEnjRpkt63b59+6KGH9MqVK0953CuvvFLv2rXrlMetzeLFi/X48eP1jTfeqIcNG6bffffdKuv379+vR48e3WDtVzd16lT95ptv6r/85S/6zTff1I8//rhetmyZf/3cuXP1o48+etJ+WVlZVa5/bebOnat79eqlAb1z507/8ry8PD1q1ChdVlamtdZ6woQJet26dVprrQGdkJCgnU6n7tatmz5+/LjWWuvY2FhtsVj8+1c/TvU8a2onIyND9+7dW5eWlur9+/drpZQ+evSof58ePXro/Px8f3z06FHdu3dvbbVatdls1t26dfMfu7Y8a1JUVKT79OmjR44cqV9++WWdnW38G0hPT9f9+vXTdrtd79u3r0o+0dHR/v2vuuoqvW3bNq211pmZxr8vp9Op+/btq3NycrTWWq9fv15HRkbq3bt3+49Z13UWJ0tKStJjx479eOzYsS10pZ97TbIHWQghRON1vNiO1/f8t1drjhfbG+Q42tcL/Oc//9k/7lYpVevya6+9lpUrVxIcHMyyZct46623uPnmm095nJycnCq9srW1XxuHw8H69euZM2cOP/zwA2+//TZHjpyYCnDWrFlVekLru/2axMXF0apVK+Li4mjdujUlJSV1bg/Qvn17/zcupxIWFsbMmTP9PZoAmzdv5siRI4wePZphw4axY8cOf55hYWGMHj2a0NBQzjvvPP+3MqNGjeL3v/898+bNIzw8/LSOW72d5ORkrrjiCqKjo+nfvz89evSos40dO3ZwxRVXEBMTQ+vWrbnooov8Pfi15VmTVq1asXv3bp5//nlSU1MZMWIExcXFJCcnM3r0aCIiIhgwYMAp8wH4+OOPufDCCxk1ahTZ2dn+nm6AESNG+Mfmt2rVqs7rLE6fvElPCCHEGYn/06X+v4cGB1WJrQ4XJXYXHl+F7PJoLHYXw3u0BiAuOqzK9u1bRPzsPDp37lylYMvNzaVjx47ExMTUuHzp0qVs376dSZMm8cQTT3D55Zfz1ltvcfXVV9d5nMjISByOE2OpaztubTp06MCAAQPo3r07YBQ0Bw4coFevXlgsFtauXctbb73VIO3XRilV5Y/H46njChgcDgeRkZGn3A7guuuu47HHHmPBggXMnz+fiRMnAnDDDTfw2WefnbR9aOiJaSeVUv4x12vWrGHjxo0sWLCAd955h+Tk5DqPW1M7Fb9wnK66tq8tz9pEREQwfvx4xo8fz9ixY9m8ebN/35pUXu52G3PFb9iwgW+++YaEhASioqIYOXJklePGxsae1E5t11mcPulBFkIIUW9mrjuEt1qB4dG63sYiV3bRRRexd+9eTCYTmZmZZGVlccEFF9S6fPz48bz88stkZWXRq1cvfvrpJz788MNTHmfgwIFVZrCorf0Kzz77LM8++6w/HjVqFMeOHcNsNuN0Otm9e7e/eJ07dy733ntvlcKrPtuvT6mpqQwcOPC0t1dKMWvWLCZPnkxRURGXXHIJP/30E1lZxotvMjIy6uyB1Vpz7NgxrrrqKl555RX/ON0zNXLkSDZu3IjNZuPAgQNkZGRUWd+yZUvMZrM/Hj58OBs3bqSsrIzi4mK2bdtW5fqfrqNHj3Lo0CEA7HY76enpdOnShQsvvJCEhAQcDgcHDx6skk9sbKz/GYEDB4wXGFksFtq2bUtUVBR79+5l586ddR73TK+zqJn0IAshhKg3248V46r2sheXR7M9o+gXtfvoo4+yZMkSCgoK6Nq1K7Nnz2bcuHG89tprXHbZZQC89dZbBAUFERYWVuPyCoMHD2by5MmMGjWKadOmnfLYt9xyC+vXr+f6668HOGX71YchxMbG8vbbb3Pttdficrm455576N+/P1prPvzwQ7777rsq29dX+2cqPT2d8ePH+wu0jRs38uqrrzJmzBgA1q9ff1pDUiq78MIL/bNNzJkzh/fee4+xY8fidruJjo6us5dT+2bnsFgseDweZsyYcVp5Vte9e3cefvhhhg8fzrBhw+jdu3eV4RqPP/4448ePJy4ujsWLF9OzZ08ef/xxLr74YsB42LB9+/ZndN5gFMUPPPAAZWVlaK257777GDJkCAAPPvggF154IQMHDuS8887z7zN58mRuvPFGRo4cSbdu3QC48cYb+eCDDxg6dCj9+/dn+PDhdR63ffv2Z3SdRc3kRSFCCCH85EUhJ7Pb7VxzzTVs3LiRkJD661f6+uuvmT9/Pp9//nm9tdmQrrjiCpYtW0ZcXFygUzljVquVFi1aUFBQwIgRI0hPT69zXPfZNHjwYP6fvXsPq6rKHz/+3qYkRmoGgqCoeEk4RzjCQQtxDNKvOiZRGTX5lNaU44zZ+DX9Ok4zqV3tMnnNSsehTPuV05igaZYTmJASXtC8l4qKcOQ2XORyuH1+fyB7RDkXEERrvZ5nP7DXXpfP3mej6+yzzlqbNm2iV69erR3KL5KthUIc/qVrmnYz8CDQ69L8IvJiC8SpKIqiKNcVV1dXfWhGc3ZixowZw5gxNlEJcQAAIABJREFUY5qtvpaUk5PDc889d0N2jgH+93//l++//x6oncLteukcK9cvZ94KxwGFwB7A2rLhKIqiKMr1Z+TIka0dQqvy8PAgOjq6tcNosr///e+tHYJNBw8ebO0QlAY400HuLiKjWzwSRVEURVEURbkOODOLxXeapg1s8UgURVEURVEU5TrgzBPkcGCSpmmnqB1ioQEiIo2f80RRFEVRFEVRrnPOdJBvjG8QKIqiKIqiKEozcDjEQkROAz2AyIu/lzpTTlEURVEURVFuRA47upqmzQVmA3XL9rQD1rRkUIqiKMoN6r1wmNfpyu298KuqdubMmXh6emI0Guulr1u3jn79+tG/f382btxoNz0xMRGz2czMmTMb3X5MTIy+ml5eXh5ms5mgoCBMJhMbNmxwWD4lJYXAwED8/f2JiYm54nhNTQ0Gg4Hc3NwWqb8x4uPjWbBgQb20nJwcRo0a5VT5SZMm0bNnTwCqq6txd3fnmWeeaXQcx44dw2Qy4ebmxtWueRAXF0dQUBCBgYGsXr3aYf5evXqRm5t7VW0qNzZnhljcDwwC9gKISKamabe2aFSKoijKjan7YMg5BtUV/027yaU2/So88MADPPLII0yaNElPq6ioYPbs2ezatQur1UpERARjx46lqqqqwfR3332XpKQkXnjhBY4dO8Ydd9zhVNuHDh3CarXSt29foHZp4sTERNzc3MjNzWXgwIFERUXVW+3uUnUrwv3jH/8gPDycnJycK/Js3ryZ0NBQ3N3dqaysbPb6GyMqKoqoqKh6aR4eHnh7e/Ptt9/yq1/9ymEdbm5u7N+/n8LCQry8vJoUxx133EFaWhp33313k8rXuXDhAs888wx79+7l5ptvJigoiP/5n/9pclzKL4MzQyUqpHa5PQHQNO2Wlg3JMU3TxmmatiI/P5/S0lKKi4spKiqirKyM/Px8Kisryc7ORkT0JTkzMzOB2iU6RYTs7GwqKyv1pSqLioooLi6mtLSUgoICKioqyM3NpaamRl/DvK6Oup/nz5+nqqqKvLw8ysvLKSwspKSkhJKSEgoLCykvLycvL4+qqirOnz/fYB0Wi4Wamhpyc3OpqKigoKBAnZM6J3VO6pxa7ZycEjsW9l1cura6snZ//6e1+2HToKaqfv6aKuhmqv29JK82/7EttfvF551qMiwsDHd393ppKSkpGAwGPD098fX1pUePHhw4cMBmet3KsSKi/15SUuKw7bVr13L//ffr++3atcPNzQ2AwsJCrFYrVVVVtoqze/duPDw8CA+vfYru4eFxRZ6lS5cybdq0Fqv/UvPmzWP48OH07duXqVOn0r9/f71T/fjjj+Pr69vgE9/o6GjWrHHuA+SoqCji4+OJj4+v19neuHEjgwcPxmQyMWPGDD3dzc2NOXPmYDAYePrppx3Wv2TJEoxGI0ajkdjYWLt5U1JSGDRoEB4eHnTs2JGIiAi+/fZbPc6goCBCQkJYtmzZFWVPnDhBcHAwP/74IwCLFy/G39+fwMBAZs+e7dS1UG5Qdf9Q2NqAmcD7wEngaWAnMM1RuWuxhYSEiKIoitJ8gN1y2b+1u3fvrp/pH78W2bum9veqitr9tE9q960lIm/2F5l/m8jcjiIvutfuH4qrPX4htzb/0c21+0UWp2M7deqUGAwGfX/dunXy1FNPybvvviuffvqpPPzww7J582ab6f/+978lJCREZsyYIYcPH5ann35aNm3a5LDdX/3qV3LgwIF6aUVFRWI0GqVDhw7y//7f/7Nb/rPPPpPo6GgZPXq0mEwmeeedd+odP3LkiISFhbVY/ZebO3euvPXWW/Lss8/KW2+9JdOmTZO4uDj9eGxsrEydOvWKchkZGfWuvy0TJ06Uf/7zn3L//ffLuHHj9PrOnz8voaGhUlJSIiIi48ePl3//+98iUvsQLjk5WSoqKqRHjx5y7tw5vb7hw4dLamqqvn/q1Cnp06ePFBcXS35+vvTo0UPOnz9vM541a9bIU089pe/Pnj1bFi9eLCIiZ8+eFRGRiooK6devn2RlZYmISM+ePWXfvn0SHBxc77Xv1KmTFBUViYjYbVO5cezevVvGjRu3aty4cbfKJf/uORxiISJvaZo2EigC7gBeEJGvW6rDriiKolznnvjiv7/f1K7+vksH+N12WBwENdWgtYHffQu3etYev+X2+vnr0ptALj4FnjJlCgDr169H0zSb6ZGRkWzatIm3336buLg4Fi5cyC23OP5QNCsr64qnsrfeeis//PADR44cYfLkyTz44IO0a9euwfLl5eUkJCRw4MABOnfujNlsZvTo0fj5+QGwbNmyK57YNmf9DenSpQtFRUX6z8LCQofXoWvXrvqnE87w8vLSn4QD7Nq1i5MnTxIWFgbUDn04efIkkZGRuLi46Om9e/fGYrHg7e3dYL379u1j2LBhet2DBw/mwIEDjBgxwunY6qxatYoNGzYgImRmZpKZmakPvbjvvvsYO3YsAwf+dymI0NBQnnzyScaOHVvvUwXl58ep2ShE5GsRmSUiM1XnWFEURbHrVi8wTajtHJsmXFUn2B5vb+96HTaLxYKXl5fN9M8//5x33nmHGTNmkJaWRnh4OImJiQ7bcXV1pby8vMFj/v7+tGvXjv3799ss7+npib+/P76+vnTs2JGQkBCOHj0KQFFREV999RXjx49vkfpt0TSt3lZdXW03P9R2xF1dXR3mq/Pqq6/yl7/8pV7aqFGjSEtLIy0tjZ9++omnnnoKoF7nX9M0ampq6u1fqu4NkLO8vLzIzs7W93NycujWrRuJiYls3bqV5ORk0tLSGDBgQL12V6xYQVJSEt9//72e9uWXX/LMM8+QkpJCZGRko+JQbiw2O8iaphVrmlZka7uWQSqKoig3mOH/B753wvCWG6c5ePBgDh06RHZ2NmfPniUjI4PAwECb6dHR0bz00ktkZGTg5+fHjh07WLlypcN2AgIC9BksAM6dO0deXh5Q2/k+fPgwPj4++vE5c+YwZ84cfT80NJQzZ86Qn59PRUUFP/zwg/50NzY2lgkTJtTrIDZn/c3p+PHjBAQEOJ2/c+fOdOzYUd+/88472bFjBxkZGQCcPn1aH79vz+23366XAQgODiYpKYmSkhIKCgpITU0lMND22mVDhgxh37595OTkUFxcTEJCAsOGDaOoqAh3d3c6dOjAoUOHrngTEhISwvvvv8+TTz6J1WpFRDhz5gzDhw/nlVdeIT093elrodx4bA6xEJFbATRNexGwAB9Ru4reBEDNYqEoiqLYdqsXPLGl2aqbOnUq69evJzc3l+7du7N8+XKioqJYsGABQ4cOBWDhwoW0adMGFxeXBtPrGI1GZs+eTWhoKC+//LLDtu+9914SEhL0j/DPnDnD5MmTgdppzF5//XW6deum5798GEKnTp1YtGgRkZGRVFZW8uijjzJgwABEhJUrV7Jt27Z6+Zur/sZKT08nOjpa/xJnUlISr776Kr/+9a8BSEhIYOzYsY2ut07Xrl159913GTduHFVVVdxyyy2sXbvWYbkZM2bwxBNPMG/ePDZv3kyvXr2YNm0aQ4YMAWDu3Ll07drVZnk3NzeWLl3KPffcA9R+SdHLy4vRo0ezYsUKgoKCGDBgAMHBwVeUveuuuxg5ciR//etfWbBgAY899hhFRUVUV1fzt7/9rYlXQrkRaI4+qtA0LUVEhjhKaw1ms1mudm5ERVEU5b80TdsjIuZL0/bs2SMhISGtFVKrKysrIyIigqSkJNq2dWZ2VOds2bKFjz76iI8//rjZ6mxJw4YNIy4uji5durR2KIrSbPbs2cP8+fP/AUyPj48vrkt3ZgxytaZpEzRNu0nTtDaapk0AHA9WUhRFUZSfAVdXV31oRnMaM2bMDdM5zsnJ4bnnnlOdY+UXw5m3wo8Ciy9uAiRfTFMURVGUX4SRI0e2dgitysPDg+jo6NYOQ1GuGWemeUsH7mv5UBRFURRFURSl9dnsIGuatpSLq+c1RESebZGIFEVRFEVRFKUV2RuDvBvYA7QHgoEfL24m1BhkRVEURVEU5WfK3jRvHwJomjYJiBCRyov77wFfXZPoFEVRFEVRFOUac2YWC2/qz3vsdjGtyTRN66xp2meaph3VNO2Ipml3aZrWRdO0rzVN+/Hiz9uupg1FURTl2hsfP56Xdr1ETmnONWnv+eefx2g0EhwczIYNG/T0N998E6PRSEBAAPPnzwcgMTERs9nMzJkzG91OTExMvcVCbJk5cyaenp4YjUan0uvU1NRgMBjIzc29qnqaQ3x8PAsWLKiXlpOTw6hRo5yuY926dfTr14/+/fuzceNGh/mbcl6LFi2itLTU6fwNsXX/NJTe2Pvn9ttvp6KiQt+vqam5qllAnD3fSZMm0bNnT6B2Hm13d/crljJ3xrFjxzCZTLi5uXG1U+redNNNmEwmDAYDjzzyCGVlZU2qp1evXvrfSEtzpoO8ANinadoHmqZ9AOwFXr3KdhcDX4rIACAIOAL8Cfi3iPQD/n1xX1EURbmBHPvPMT7/8XPGrB/T4h3l3bt389VXX5GWlsZXX33FtGnTKC4uJiMjg/fff599+/aRlpbGhx9+yKlTp3j33XdJSkqiTZs2HDt2zOl2Dh06hNVqpW/fvg7zPvDAA3zxxRdOp9fZvHkzoaGhuLu7X1U9zSEqKoo//an+f8EeHh54e3vz7bffOixfUVHB7NmzSUpKYtu2bUyfPr3eEs4Nacp5XW0H2db9Yyu9sfdP7969yczM1PctFovecW2Kxpyvm5sb+/fvJzk5GS8vrya1d8cdd5CWlobZbHac2QFXV1fS0tI4ePAgAO+9995V19nSHHaQRSQWGAJ8fnG7q274RVNomtYR+BWw6mL9FSJSQO1MGXX1fgio+WQURVGuQ098+QQbfqp9qlZZU8kTXz7BxhP/fUpYWVOJtdrK5z9+zuj1o4lcF8m/jv8LgP+U/4cnvnyCxLOJAOSWNf1p0IkTJzCZTLRt2xZ3d3d8fHxITU0FoKqqCqvVitVqxcXFhU6dOlG3MJaI6L+XlJQ4bGft2rXcf//9TsUUFhamd3KdSa+zdOlSpk2bdtX1OGPevHkMHz6cvn37MnXqVPr3709OTu0bmccffxxfX98GnzhGR0ezZs0ah/WnpKRgMBjw9PTE19eXHj16cODAAbtlGnNe27Ztw2QykZmZSUREhP47wJIlSzAajRiNRmJjY+3WY+v+sZXe2PunT58+ZGRk8NRTT/H000/rS5wDbNy4kcGDB2MymZgxY4ZeZvHixfj7+xMYGMjs2bMdnq8tUVFRxMfHEx8fT1RUlJ5uq103NzfmzJmDwWDg6aeftls3NO46X0rTNIYPH65/GhMVFUVQUBAhISEsW7ZMz5eYmMjIkSMZP348RqOR6dOn16vnxIkTBAcH8+OPPzrddmPZm8VigIgc1TStbu3Fsxd/emua5i0ie5vYph+QA8RqmhZE7RcB/wh4ikgWgIhkaZrW4LqRmqZNBiYDdOvWjbS0tCaGoSiKorSkyppKAHLKcvjo8Ec82P/BZq0/ICCAV155hdLSUnJzczly5AgWi4XIyEj++Mc/4uvrS3V1NW+99RZdunRhypQphIeHM3z4cESEyZMnc9999zlcPjk5OZnf/OY3zRr7pY4ePcqFCxe4lqsVRkVFcebMGXx9fRk9ejQ7d+4kKiqK1atX88EHHzT4kbrZbOb55593WLfFYqFbt2689957dOnSBS8vL7KysjCZTM0S+4gRI0hLS6NXr14kJCToHev09HSWLFlCWloalZWVBAUFMXbsWJvLUNu6fwYOHNhgemPvnz59+nDu3DnOnj2Li4sLGRkZ9OnTh+zsbF566SUSExPp0KEDDz30EN988w2RkZHMnTuXs2fPcuutt5KdnW33fO0JCQnh448/pqqqigceeIDdu3fbbbekpIRx48bx4osv0qdPHzIzM/H2bng0bWOv86UqKyvZvHmzfs2WL19O9+7dqaysxGAwMH78eP2Jd3JyMt9//z1Go5GCggK9joyMDH7729/y4Ycf0q9fP4dtNpW9eZBnUNsRbWixcQEir6LNYGCaiKRomraYRgynEJEVwAqoXWq6uf7gFEVRFOfEjv7vE6N2bdrV279UuzbtaKO1IbpvNFOCpgBwW/vb6uV3d23609CBAwcyadIkwsLC8PHxISIigvbt21NQUMCWLVs4deoUlZWVDB06lHvvvZfIyEg2bdrE22+/TVxcHAsXLuSWW25x2E5WVhYeHh5NjtORZcuWNWmM6NXo0qULRUVF+s/CwkKHZbp27UpWVpbDfHVPV6dMqX3N169fj6ZpVxewE/bt28ewYcNwc3MDYPDgwRw4cIARI0Y0mN/W/WMrvbH3T58+fTh9+jTt27fHxcWF9PR0/Pz82LVrFydPniQsLAyACxcucPLkSSIjIwkNDeXJJ59k7NixTn9qYYuXl5d+LQC77bq4uOjpvXv3xmKx2OwgN/Y6Q+1y7XX9tbvvvpvf/va3AKxatYoNGzYgImRmZpKZmal3kENCQvQx6Z07d9brqntTMnDgwCZdF2fZm8Vi8sWfEc3cZgaQISIpF/c/o7aDfF7TtG4Xnx53A7KbuV1FURTlGri8Y3w1nWBHZsyYoX9UfOedd+Lr68u2bdvw9fWlU6dOAAwaNIh9+/axa9cu9u7dy4wZM5g+fTrh4eEsXLiQu+++224brq6ulJeXt0j8RUVFfPXVVyxcuLBF6rdF07R6W3W149lby8vLcXV1dZjP29u7XkfaYrE0eRxsY9R1zBujofvHVvrnn3/eqPunT58+fPrpp5jNZlxcXPj666+ZMWMGZWVljBo1irVr115R5ssvvyQpKYlPPvmEpUuXsmfPnkafU51XX32VNm3asH79ej3NVrvt2rXTf9c0rd6Y8cvf3DTlOteNQb5UYmIiW7duJTk5mQ4dOmA2m+u1W/f3e7kVK1Ywa9Ysvv/+ewYPHtzoWJzlzJf06tE0baSmaV83tUERsQBnNU2742LSPcBhIB6YeDFtIhDX1DYURVGU1nHHbXfwQL8H+PLBL/nLnX9p0c4xQF5eHgDbt28nPz+fkJAQvLy8SE1NxWq1UlZWxt69e+nduzfR0dG89NJL+ljQHTt2sHLlSodtBAQEODWDRVPExsYyYcKEeh2U69Xx48cJCAhwmG/w4MEcOnSI7Oxszp49S0ZGBoGBgfrxOXPmMGfOnKuOp2PHjuTn5+v7wcHBJCUlUVJSQkFBAampqfXabUhD94+t9MbeP3369GH79u2YzWZCQkJISEjAz8+PO++8kx07dpCRkQHA6dOnsVgsiAhnzpxh+PDhvPLKK6Snp9s9X0c6d+5Mx44d9X1b7Tpy++2362Wgade5IUVFRbi7u9OhQwcOHTrE/v37nSoXEhLC+++/z5NPPonVam10u86y2UHWNC1S07TjmqZd0DRtjaZpAZqm7aZ2Vot3r7LdacBaTdMOULvwyKsX6x2padqPwMiL+4qiKMoN5LOoz65Jx7jOE088QUBAAM8++yxr1qxB0zTCw8MZNWqU/uWfp556Cn9/f/1JmNFoJCUlhdDQUB544AGHbdx7770kJCQ4Fc/UqVO56667OHbsGN27dyc+Pt5muoiwcuVKfve7311VPc0lPT0dk8nECy+8wKefforJZGLz5s368YSEBIfjtQFcXFxYsGABQ4cOJTIykoULF9KmzX+7G1lZWVcM1WjKeU2bNo3o6GjCw8OxWCz06tWLadOmMWTIEMLDw5k7d67DcbEN3T+20ht7/3Tv3p02bdroHeSqqip69uxJ165deffddxk3bhwDBw7k4YcfpqSkBBHhscceIzAwkGHDhvG3v9Uf4Xr5+TaWrXYdmTFjBrNnz9a/HNiU69yQ0aNHU1NTQ1BQEC+++CLBwcGOC1101113MXLkSP761782ul1nabYelWuatg/4X2AnMAZYDfxVRBa3WDSNZDab5Wrn5lMURVH+S9O0PSJSb16nPXv2yLX8Atn1pqysjIiICJKSkmjb1t5Xdxpny5YtfPTRR3z88cfNVmdLGjZsGHFxcVc1l6+iXG/27NnD/Pnz/wFMj4+PL65LtzfEQkQkUUSsIrIByLmeOseKoiiKci24urrqH603pzFjxtwwneOcnByee+451TlWfjHsvRXurGnapZ8daJfui8j6BsooiqIoys/OyJEjWzuEVuXh4UF0tFqeQPnlsNdB3g6Ms7EvgOogK4qiKIqiKD879qZ5e+JaBqIoiqIoiqIo14NGT/OmKIqiKIqiKD9nqoOsKIqiKIqiKJdQHWRFURSlxVRmZ5M1bz4no69u2Vxbnn/+eYxGI8HBwWzYsEFPv+mmmzCZTJhMJp599lmgduUus9nMzJkzG91OTEyMvlhIXl4eZrOZoKAgTCZTvXYbsnXrVj0Wk8mEi4vLFauK1dTUYDAYyM3NbXT9YPs6NEV8fDwLFtRfiiAnJ4dRo0Y5Xce6devo168f/fv3Z+PGjXbznjt3jvDwcAICAggODubrr51bi2zRokWUlpY6HVNDbF23htKbcv/U3YcGg4FHHnmEsrIym3mPHTuGyWTCzc2N62UK28bEb0+vXr3Izc1t5uhamIg43AAjEAM8Xrc5U66lt5CQEFEURVGaD7BbLvu3dvfu3Y2up+L8ecmcO0+OBAbJYeNAOXzHgGaOVCQ1NVXMZrNUVlZKTk6OdO/eXYqKikRE5JZbbrkif0xMjJSVlcmsWbPk6NGjTrdz8OBBiYqK0vcrKiqkuLhYRERycnLEy8tLqqurnaorMzNT+vbte0X6xo0bZeLEiU2q3951aE6TJk2S7du3O8xntVqlV69eYrFY5PTp0+Ln52c3fovFImlpaSIikp6eLt7e3k7F07NnT8nJyXEu+AbYum620pty/9TdhzU1NfLwww/L22+/7bDM8OHDJTU1tcnn1ZyaEn9Drva1akm7d++WcePGrRo3btytcsm/ew6fIGuaNhdYenGLAN4Aolqqw64oiqJc304/9jgF6z8HQCorOf3Y4xReXPms4swZjg/7FT9F3kPBv/6FWK1QWamXrfrPfzj92OMUf1O7Ml1VTk6T4zhx4gQmk4m2bdvi7u6Oj48PqampNvPLxYWx6v4DBJxaSWzt2rXcf/9/n4C3a9cONzc3AAoLC7FarVRVVTkV8yeffML48eOvSF+6dCnTpk1rUv2NvQ7z5s1j+PDh9O3bl6lTp9K/f39yLr4Ojz/+OL6+vjzzzDNXlIuOjmbNmjUOzzElJQWDwYCnpye+vr706NGDAwcO2Mzv6elJUFAQAD179qSystLuEsLbtm3TV3WLiIjQfwdYsmQJRqMRo9FIbGys3ThtXTdb6U29fwA0TWP48OH6pxBRUVH6So/Lli1zWL6h87L3OtqqPzExkZEjRzJ+/HiMRiPTp09v1vgd1X/ixAmCg4P58ccfnWq3NTkzxGI8cA9gkdqZLYKAm1s0KkVRFOWGlPmnOVTn5EBVVb2OcUsICAggJSWF0tJSzpw5w5EjR/QleMvLywkODmbo0KF8++23AEyZMoXw8HBqamoQESZPnkxiYqLDdpKTk7l8JcHi4mIGDhxIYGAgy5cvx8XFxamY165dyyOPPFIv7ejRo1y4cKFeG42p3951sCUqKoqxY8fi5+fH6NGj2blzJwCrV6/mxRdfbLCM2Wzmu+++c3iOFouFbt268d5777Fu3Tq8vLyuWFralq1btzJo0CBuvtl2N2PEiBGkpaXh7e1NQkKC/nt6ejpLlixh165d7Nixg7lz55KdnW2zHlvXzVZ6U+8fgMrKSjZv3szAgQMBWL58Ofv372fXrl0sWbLE7utl77xsvY726k9OTmbevHkcPHiQefPmNXv8turPyMggJiaGDz/8kH79+jnVbmtypoNcJiI1QJWmaR2BbMCvZcOyT9O0cZqmrcjPz6e0tJTi4mKKioooKysjPz+fyspKsrOzERH9j7Lu3WVWVhYiQnZ2NpWVleTn51NWVkZRURHFxcWUlpZSUFBARUUFubm51NTU6C98XR11P8+fP09VVRV5eXmUl5dTWFhISUkJJSUlFBYWUl5eTl5eHlVVVZw/f77BOiwWCzU1NeTm5lJRUUFBQYE6J3VO6pzUObXaOTmj50er6fxA7RNVrV07en60mk5RtR8sdl+8iM6/+Q3azTdDu3ZXlG172230/Gg1t0ZG1O57eDjVZkMGDhzIpEmTCAsL4/e//z0RERG0b98eqP3PeO/evSxatIhHH32UsrIyIiMj2bRpEzfddBNxcXEsXLiQsWPHOmwnKysLj8vivPXWW/nhhx/YvXs377zzDpVOvBk4fvw4JSUl+tPSOsuWLbviiW1j6rd3HWzp0qULnTt3pkuXLtx2220UFhY6jL9r165OdXTrnq5OmTKFmJgYoPYJpCMWi4XnnnuO5cuXO8zbkH379jFs2DDc3Ny47bbbGDx4sN0n17aum630ptw/ZWVlmEwmQkND6dOnD7/97W8BWLVqFYMGDSI0NJTMzEz9b7Wx52XrdbRXf0hICEajEYDOnTs3e/y26r/vvvsYMmSI3sm+7onYH+cLLAc6A1OAH4F9QKyjctdiU2OQFUVRmhfNNAa5MjtbMufNb9ExyJcbMmRIg2M3zWazHDlyRNavXy9/+ctfJCsrSx5++GExmUySkJDgsN7AwEA5deqUzeMRERFOjRl94YUXZN68efXSCgsLpV+/flJRUXHV9dexdR3qzJ07V2JjY6/4WSc2NlamTp16RbmioiLx8fFx2P6OHTtk7Nix+v7w4cNl3759dsuUlZXJ0KFDZcuWLQ7rr3P5uNZ//etfMmnSJH3/wQcflK+//trp+mxdt7r0ptw/DY2FT0hIkLvuuktKSkpERCQkJKReu3fffXe9fVvnZet1tFd/QkJCvdfGkcbGb6v+nj17ypdffikDBw6UlJQUp9ucQIbKAAAgAElEQVS/Fpo8BllE/iAiBSLyHjASmChqERFFURTFjrYeHnSb+wJ9t31N5/HjuXnAgBZpJy8vD4Dt27eTn59PSEiI/oQcaj+ezszMxNfXl+joaF566SUyMjLw8/Njx44drFy50mEbAQEB+thLqJ11oa5di8XC4cOH8fHx0Y/PmTOHOXPmXFHPxx9/fMXwitjYWCZMmEC7S562N6X+hq5Dczt+/DgBAQEO8w0ePJhDhw6RnZ3N2bNnycjIIDAwUD9+efwiwsSJE3n00UcZPXq00/F07NiR/Px8fT84OJikpCRKSkooKCggNTW1XrsNsXXdGkpv6v1zuaKiItzd3enQoQOHDh1i//799Y7ffvvtZGRkNPm8HNV/tZpaf0hICO+//z5PPvmk3THm1wt7S00DoNV+LjIB8BORFzVN89U0bbCIfN/y4SmKoig3srqOckt54okn+Omnn2jXrh1r1qxB0zSOHj3KE088wc0338xNN93E3//+dzp06KCXMRqNzJ49m9DQUF5++WWHbdx7770kJCQwYsQIAM6cOcPkyZMBqK6u5vXXX6dbt256/oaGIaSkpODm5sYdd9yhp4kIK1euZNu2bfXyNqX+hq5DY6WnpxMdHa2/wUhKSuLVV1/l17/+NQAJCQlODUlxcXFhwYIFDB06FICFCxfSps1/n8ddHn9ycjLr16/n2LFjrFixAoDNmzfj7e1tt51p06YRHR1Nly5d+Oyzz+jVqxfTpk1jyJAhAMydO5euXbvarcPWdbN3PRt7/1xu9OjRrFixgqCgIAYMGEBwcHC94zNmzOCJJ55g3rx5bN68udHn5aj+q3U19d91112MHDmSv/71r7zxxhvNGldz0+TiWCGbGTTtXaAGiBQRf03TbgO+EpHQaxGgPWazWa6XuQIVRVF+DjRN2yMi5kvT9uzZIy3xRPJGUVZWRkREBElJSbRt6/C5ktO2bNnCRx99xMcff9xsdbakYcOGERcXR5cuXVo7FEVpNnv27GH+/Pn/AKbHx8cX16U78yW9ISIyFSgHEJH/AM59XVdRFEVRbnCurq76R+vNacyYMTdM5zgnJ4fnnntOdY6VXwxn3gpXapp2EyAAmqZ5UPtEWVEURVF+EUaOHNnaIbQqDw8PoqOjWzsMRblmnHmCvAT4HOiqadorQBLwaotGpSiKoiiKoiitxOETZBFZq2naHmoXC9GAaBE50uKRKYqiKIqiKEorsNtB1jStDXBARIzA0WsTkqIoiqIoiqK0HrtDLKR2Bb39mqb5XqN4FEVRFMVpzz//PEajkeDgYDZs2ADUziMcHh5OQEAAwcHBfP311wAkJiZiNpuZOXNmo9uJiYmpNxeyLTNnzsTT01NfScxRep2amhoMBgO5ubk289s6r+YWHx/PggUL6qXl5OQwatQop+tYt24d/fr1o3///mzcuNFh/jfffBOj0UhAQADz5893qo1FixZRWlrqdEwNaej+sZXelPvntddew2AwYDAYeOihh64q1sZq6HVsjMcffxyTyYSXlxc+Pj6YTCamTJnSjBHWao7XsUWIg9XqgG+AYuDfQHzd5qjctdjUSnqKoijNi2ZYSe/Yriz5YE6SLPvdv+WDOUlybFdWC0QqkpqaKmazWSorKyUnJ0e6d+8uRUVFYrFYJC0tTURE0tPTxdvbW0REYmJipKysTGbNmiVHjx51up2DBw9KVFSUU3mTk5MlNTVVDAaDU+l1Nm7cKBMnTrSb39Z5XSuTJk2S7du3O8xntVqlV69eYrFY5PTp0+Ln5yfV1dU28589e1b69OkjFRUVYrVapXfv3nLy5EmH7Vy+kl5j2bp/bKU39v75/vvv5a677hKr1SoiInv37m1yrK1p7ty58uabb7ZY/Vf7Ol6tJq+kB8wH7gVeBP52yaYoiqIo9RxPsZCw9igX8mtXyrqQbyVh7VGOp1iava0TJ05gMplo27Yt7u7u+Pj4kJqaiqenJ0FBQQD07NmTyspKrFZr3UOfSx8AUVJS4rCdtWvXcv/99zsVU1hYGO7u7k6n11m6dCnTpk2zm9/WeTXWvHnzGD58OH379mXq1Kn079+fnJwcoPapoa+vL88888wV5aKjo1mzZo3D+lNSUjAYDHh6euLr60uPHj04cOCA3TJVVVVYrVasVisuLi506tTJZt5t27ZhMpnIzMwkIiJC/x1gyZIlGI1GjEYjsbGxdtu0df/YSm/s/XP69Gk8PDxwcamdGXfQoEH6sY0bNzJ48GBMJhMzZszQ09944w0CAgJ46KGH6Nu3L+np6QC4ubnpee6++27q1oCwdb62XseoqCiCgoIICQlh2bJldq+PPYmJiYwcOZLx48djNBqZPn263fotFku9Y8ePH7f7Ol4PnFlqevulG1AFxLR8aIqiKMr16PO/7eXId7WroVVX1/D53/Zy7GIHeOeGE1RV1J8JtKqihh3//BGAsgsVfP63vZw6UDuUoKSw6UvOBgQEkJKSQmlpKWfOnOHIkSNYLPU74lu3bmXQoEHcfPPNTJkyhfDwcGpqahARJk+eTGJiosN2kpOTW2Tp5jpHjx7lwoULjWrj0vNqiqioKMaOHYufnx+jR49m586dAKxevZoXX3yxwTJms5nvvvvOYd0Wi4Vu3brx3nvvsW7dOry8vBpc/a9O9+7d+eMf/4ivry/du3d3ON/yiBEjSEtLw9vbm4SEBP339PR0lixZwq5du9ixYwdz584lOzvbZj227h9b6Y29f0aMGMHhw4f1FffqrkF2djYvvfQSiYmJpKWlcfbsWb755htOnz7NqlWr2Lt3Ly+++CInT560e53tna+t13H58uXs37+fXbt2sWTJkiv+XhojOTmZefPmcfDgQebNm2e3/mnTpjFmzBj2799PQkICnTt3tvk6Xi+cWhJI0zQT8Ci1HeNTwL9aMihFURTlxnThPw13eMsvVDZ7WwMHDmTSpEmEhYXh4+NDREQE7du3149bLBaee+454uLiAIiMjGTTpk28/fbbxMXFsXDhQm655RaH7WRlZeHh4dHs8ddZtmxZg09sbbn8vJqiS5cuFBUV6T8LCwsdlunatavdjm6duqerdeNV169fb3fp64KCArZs2cKpU6eorKxk6NCh3HvvvfWW13bGvn37GDZsmP60dfDgwRw4cEBfIvxytu4fW+mNvX86d+7MDz/8wJdffsn69esJCQnh8OHD7Nq1i5MnTxIWFgbAhQsXOHnyJAUFBYSFhdG+fXv8/f3p2bNns54vwKpVq9iwYQMiQmZmJpmZmXh5edltx5aQkBB9jHznzp3t1p+YmMjatWsB6NixIx07dmxSm9eSzSfImqb11zTtBU3TjgDLgLPULk0dISJNfy6vKIqi3NDufy4Y/7DazstNN7Xh/ueCuWNI7X+ybl0afqJZl+7q5sL9zwXTO7B2+MAtnZr2BLTOjBkzSEtL44svvsBiseDrW/ud8vLycsaPH89bb71Fnz59APj8889555139DLh4eFOPUF2dXWlvLz8quK0paioiK+++orx48c7lb+h82oKTdPqbdXV1U617erq6jCft7d3vY60xWKx2wnbtm0bvr6+dOrUCXd3dwYNGsS+ffucO5FL1HXMG8PW/dNQelPun/bt2xMdHc3q1asJCQlh165dAIwaNYq0tDTS0tL46aefeOqppwBsvpG4NL2qqqpJ55uYmMjWrVtJTk4mLS2NAQMGUFPT9HXfLh8G09z1tzZ7QyyOUjv38TgRCReRpYDjv6BrQNO0cZqmrcjPz6e0tJTi4mKKioooKysjPz+fyspKsrOzERH9j7RuXEtWVhYiQnZ2NpWVleTn51NWVkZRURHFxcWUlpZSUFBARUUFubm51NTU6B8R1NVR9/P8+fNUVVWRl5dHeXk5hYWFlJSUUFJSQmFhIeXl5eTl5VFVVcX58+cbrMNisVBTU0Nubi4VFRUUFBSoc1LnpM5JnVOrndPVuuu+PrR1qf9fS1uXNtx1X9M7c/bk5eUBsH37dvLz8wkJCUFEmDhxIo8++iijR4/W80ZHR+tLRvv5+bFjxw5WrlzpsI2AgACnZrBoitjYWCZMmEC7du0c5rV1XtfK8ePHCQgIcJhv8ODBHDp0iOzsbM6ePUtGRgaBgYH68Tlz5jBnzhx938vLi9TUVKxWK2VlZezdu5fevXs7bKdjx47k5+fr+8HBwSQlJVFSUkJBQQGpqan12m1IQ/ePrfTG3j+nTp3ixx8vDi0qKyM9PR0fHx/uvPNOduzYoS9dfvr0aSwWC4MGDSI5OZny8nKOHTvG6dOn9bo6deqk/90ePXq0SedbVFSEu7s7HTp04NChQ+zfv9/utWkse/VHREToY6RLSkr0Me9w5et43bj0G3uXbsD9wKfUPjleSW1n+ZSt/K2xqVksFEVRmhc30CwWIiLjxo0Tf39/CQwMlJSUFBER2bFjh7Rt21aCgoL07dy5c3qZsrIyiYyMlAEDBshnn33msI01a9bIn//8Z6fi+cMf/iBeXl7Stm1b8fHxkbi4OJvpNTU1YjAYJCvryuvTUH5H5+WsuXPnSmxs7BU/T506JUFBQdKjRw9xd3eXoKAg+eKLL/Ryb775pixatMipNj755BPp27ev9O3bV+Lj4+sdmzhxYr0ZO0REZs2aJXfccYf4+/vL66+/7lQbK1asEH9/fxk6dKh+DRcvXiwGg0EMBoOsWrXKYR0N3T/20kWcv38OHTokoaGhEhAQIP7+/vLaa6/pxzZt2iQmk0mMRqMMGTJEfvrpJxERee2112TAgAHywAMPiJ+fn5w6dUpERJYsWSKhoaHy+9//Xkwmk6Smpto8X1uvo9VqlbFjx0pgYKDExMTI4MGD9XrsaWgWi4SEBBk7dmy9NHv1Z2Vlybhx4yQoKEjMZrMcO3ZML9fQ63gt2ZrFQhMHj+g1TbsFiAZ+A0QCHwKfi8hXLddtd47ZbJa6b3IqiqIoV0/TtD0iYr40bc+ePdKSX1K73pWVlREREUFSUhJt2zr11R2nbNmyhY8++oiPP/642epsScOGDSMuLs7uF+iU5mM0Gtm0aRO9evVq7VB+1vbs2cP8+fP/AUyPj48vrkt3ZhaLEhFZKyL3At2BNOBPLReqoiiKolw/XF1d9Y/Wm9OYMWNumM5xTk6Ow9klFOXnpFFvhUUkH3j/4qYoiqJcJyoqKvj222/ZvXs3oaGhDBs2TJ9/Vbl6I0eObO0QWpWHhwfR0dGtHcYvysGDB1s7hF+05vusSFEURWkV6enpfPrpp1RWVlJVVcXOnTvZvXs3Dz/8sPp4VlEUpQnsTfN2dXPvKIqiKNfE3r17KSsr06d/qqqq0mcDUBRFURrP3hjknQCapn10jWJRFEVRFEVRlFZnb4iFi6ZpE4EwTdMeuPygiKxvubAURVEURVEUpXXYe4I8BbgT6AyMu2y7t+VDUxRFUZwRHByMq6urPgVZ27ZtcXV1JTg4uJUja1lbt27FZDLpm4uLC2lpaeTl5WE2mwkKCsJkMrFhwwagdqUvs9nMzJkzG91WTExMvcVC3nzzTYxGIwEBAcyfP99h+ZSUFAIDA/H39ycmJuaK4zU1NRgMBnJzcwGYOXMmnp6e+lK+AOfOnSM8PJyAgACCg4P5+uuvG30ezoiPj2fBggX10nJychg1apRT5ZsS57p16+jXrx/9+/dn48aNTrWzaNEiSktLncpry/PPP4/RaCQ4OFi/T2zF05T757XXXsNgMGAwGHjooYf09F69eumv9dWoW2a6ORmNRtLT05u93huOOFiMA/itozyttamFQhRF+aXLzc2VgoICsVqtsm3bNnnttddk27ZtYrVam1QfV7lQyPKnJ8hbMWOv2JY/PaFJ8TgrMzNT+vbtKyIiFRUVUlxcLCIiOTk54uXlJdXV1RITEyNlZWUya9YsOXr0qNN1Hzx4UKKiovT9s2fPSp8+faSiokKsVqv07t1bTp48abN8TU2N9OvXT3bs2CEiItnZ2Vfk2bhxY73FM5KTkyU1NVUMBoOeZrFYJC0tTURE0tPTxdvb2+lzaA6TJk2S7du3O8zX2DitVqv06tVLLBaLnD59Wvz8/KS6utphOz179pScnBzngm9AamqqmM1mqayslJycHOnevbsUFRXZjKex98/3338vd911l/63uHfv3maLvc4tt9xy1XVczmAw6AuU/BLYWijE4TzIwEeapj2radpnF7dpmqY5XhNTURRFaXHx8fF8+OGHtG3blnvuuYc//elP3HPPPa02xVtpYUGj0pvLJ598wvjx4wFo166d/mStsLAQq9VKVVVV3UOfSx8AUVJS4rDutWvXcv/999dLq6qqwmq1YrVacXFxoVOnTjbL7969Gw8PD8LDw4HaKdMut3TpUqZNm6bvh4WF4e7uXi+Pp6cnQUFBAPTs2ZPKykqsVqvD+C83b948hg8fTt++fZk6dSr9+/fXl/59/PHH8fX15ZlnnrmiXHR0NGvWrHFYf2PjTElJwWAw4Onpia+vLz169ODAgQM282/btg2TyURmZiYRERH67wBLlizBaDRiNBr1pY1tOXHiBCaTibZt2+Lu7o6Pjw+pqak242ns/XP69Gk8PDz0v8VBgwY1GENwcDA//vgjGzduZMKECfqxF154gUWLFtk9B1tsXQc3NzfmzJmDwWDg6aef1tPfeOMN/P39eeihhygvL9fTo6KiCAoKIiQkhGXLljUplhuVMx3k5UDIxZ/LgWDg3ZYMSlEURXHOfffdx7hx42jTxpl/zpvHp/P/xMHEbQBUV1Xx6fw/cXhHglNlS4sK+XT+nzixJwWAkoL/NEtMa9eu5ZFHHtH3i4uLGThwIIGBgSxfvhwXFxemTJlCeHg4NTU1iAiTJ08mMTHRYd3JyclcupJg9+7d+eMf/4ivry/du3d3uIDGmTNn6Nq1K2PGjGHQoEEsX7683vGjR49y4cIFGrNa4datWxk0aBA339y0CaeioqIYO3Ysfn5+jB49mp07dwKwevVqXnzxxQbLmM1mvvvuu0a140ycFouFbt268d5777Fu3Tq8vLzIysqymX/EiBGkpaXh7e1NQkKC/nt6ejpLlixh165d7Nixg7lz55KdnW2znoCAAFJSUigtLeXMmTMcOXIEi8ViM57G3j8jRozg8OHDhIaG8vLLL19xThkZGcTExPDhhx/Sr18/xowZw86dO/VO9z//+U9+85vf2KzfFnvXoaSkhHHjxpGWlsbWrVvJzMwkPT2dlStXsnfvXubNm8fJkyf1upYvX87+/fvZtWsXS5YswWKxNDqeG5Uz8yCHikjQJfvfaJq2v6UCUhRFURyzWq3cfPPNdOnS5Re/utnx48cpKSnRn1oC3Hrrrfzwww8cOXKEyZMn8+CDDxIZGcmmTZt4++23iYuLY+HChdxyyy0O68/Kyqr31LegoIAtW7Zw6tQpKisrGTp0KPfeey/dunVrsHx5eTkJCQkcOHCAzp07YzabGT16NH5+fgAsW7aswSe2tlgsFp577jni4uKcLnO5Ll26UFRUpP8sLCx0WKZr1652O65NjbPuaeyUKVMAWL9+PZqmOd1OnX379jFs2DD904PBgwdz4MABRowY0WD+gQMHMmnSJMLCwvDx8SEiIoL27dvr0yVeHk9j75/OnTvzww8/8OWXX7J+/XpCQkI4fPgwnTt3Bmrf3I4dO5aBAwcCtd8duO+++9iwYQP9+vXDz88PT0/PZr0OLi4uhIWFAdC7d28sFgvp6emEh4fj6uqKwWCgZ8+eel2rVq1iw4YNiAiZmZlkZmbi5eXV6JhuRM48cqjWNK1P3Y6maX5AdcuFpCiKothTUVHBihUr+Oabb1ql/YfnLsB4d22n46a2bXl47gIChkU4VbZDx048PHcBfUKGAHBL59uuOp7Lnx5fyt/fn3bt2rF//34+//xz3nnnHWbMmEFaWhrh4eFOPUF2dXWt97Hztm3b8PX1pVOnTri7uzNo0CD27dtns7ynpyf+/v74+vrSsWNHQkJCOHr0KABFRUV89dVX+vAQR8rLyxk/fjxvvfUWffr0cVzABk3T6m3V1Y7/Wy8vL8fV1bXZ4/T29q7X8bZYLE3qhNV1tBuj7l744osvsFgs+Pr62oynKfdP+/btiY6OZvXq1YSEhLBr1y792IoVK0hKSuL777/X0yZOnMjatWtZu3Ytjz/+eKPPB+xfh3bt/jtCVtM0ampq9Hvg8vKJiYls3bqV5ORk0tLSGDBgADU1NU2K6UbkTAd5FpCgaVqipmnbgW+A51o2LPs0TRunadqK/Px8SktLKS4upqioiLKyMvLz86msrCQ7OxsR0W/yuvFJWVlZiAjZ2dlUVlaSn59PWVkZRUVFFBcXU1paSkFBARUVFeTm5lJTU6N/pFBXR93P8+fPU1VVRV5eHuXl5RQWFlJSUkJJSQmFhYWUl5eTl5dHVVUV58+fb7AOi8VCTU0Nubm5VFRUUFBQoM5JnZM6J3VOds+pvLwcPz8/unbt2uzndCP6+OOP63WQz507R15eHlB7/Q4fPoyPjw/R0dG89NJLZGRk4Ofnx44dO1i5cqXD+gMCAurNYOHl5UVqaipWq1VfkKV379768Tlz5jBnzhx9PzQ0lDNnzpCfn09FRQU//PCD/vQ4NjaWCRMm1Ou42CIiTJw4kUcffZTRo0c7vjDN7Pjx4wQEBDjM5yjOy6/P4MGDOXToENnZ2Zw9e5aMjAwCAwMdttOxY0fy8/P1/eDgYJKSkigpKaGgoIDU1FSH9dTdJ9u3byc/P5+QkBCb8TT2/jl16hQ//vgjAGVlZaSnp+Pj46MfDwkJ4f333+fJJ5/Ux2ibTCbOnz/Pxo0biYqKcngNGtLY6xAcHExycjLl5eUcPnyYM2fOALVv3tzd3enQoQOHDh1i//5f2OCBS7+xZ2sDbgYCgSDgZmfKXItNzWKhKIrSvLjBZrHYtWuXmEymemnfffedGI1GMRqN4u/vLx988EG942VlZRIZGSkDBgyQzz77zGEba9askT//+c/10mbNmiV33HGH+Pv7y+uvv17v2MSJE+vNSCEism7dOgkKCpKAgAB5+eWXRaR2dguDwSBZWVlXtPmHP/xBvLy8pG3btuLj4yNxcXGyY8cOadu2rQQFBenbuXPnHMZ/ublz50psbOwVP0+dOiVBQUHSo0cPcXd3l6CgIPniiy/0cm+++aYsWrTIYf2O4mzo+nzyySfSt29f6du3r8THxzt1HitWrBB/f38ZOnSofg0XL14sBoNBDAaDrFq1ymEd48aNE39/fwkMDJSUlBSn4nH2/jl06JCEhoZKQECA+Pv7y2uvvaYfu3QWi+nTp8usWbP0Yy+//LI89thjTl0DTdPEx8dH39555x271+HSWS+GDx8uqampIiLy+uuvy4ABA+SBBx4QPz8/OXXqlFitVhk7dqwEBgZKTEyMDB48WM//c2JrFgtNmvCRxPXCbDbL7t27WzsMRVGUa6KsrIx//etfjBw5skljE52hadoeETFfmrZnzx5pzBfIfm7KysqIiIggKSlJn2u6OWzZsoWPPvqIjz/+uNnqbEnDhg0jLi7uFz/mvaX9+te/ZsaMGTbHTivNa8+ePcyfP/8fwPT4+PjiuvRr97VnRVEU5ark5+eTnZ2tf4lIuTZcXV31j9ab05gxY26YznFOTo7D2TqUq5OXl0f//v3x8PDgnnvuae1wfvGa762woiiK0qJ8fHx49tlnm/UppuKckSNHtnYIrcrDw4Po6OjWDuNn7fbbb+f48eOtHYZykcMnyJqm/duZNEVRFKVlFBcXs3fvXkREdY4VRVGuAZv/0mqa1h7oALhrmnYbUDcHSEfA+xrEpiiKogCpqal89913+Pn56XOoKoqiKC3H3qOI3wHTqe0M7+G/HeQi4J0WjktRFEW56O6778bf3191jhVFUa4Rmx1kEVkMLNY0bZqILL2GMSmKoijUzkPq4uJC+/btba7SpiiKojQ/h4PZRGSppmlhQK9L84vI6haMS1EU5RdNRFi/fj2lpaVMmTKFNm1urEmHKs+XkPfxUW5/dADtPB0v56woinI9ceZLeh8BbwHhQOjFzWy3kKIoinJVNE1j5MiRRERE3HCd45qKanJjD1GVXUpu7CFqKhwvY9wUW7duxWQy6ZuLiwtpaWkAzJw5E09PT4xGo54/MTERs9nMzJkzG91WTEyMvppeXl4eZrOZoKAgTCYTGzZscFj++eefx2g0Ehwc3GD+mpoaDAYDubm5ANx00036eT377LNOxVhcXIy3tzdvvfVWI87sSvHx8SxYsKBeWk5ODqNGjXK6joauvz3r1q2jX79+9O/fn40bNzpVZtGiRZSWljodU0NsvS4NxdOU+8fNze2q4rPn8ccfx2Qy4eXlhY+PDyaTiSlTprRYe83t9ttvr7d6Z01NTbNMI2g0GklPT7/qepxZRe8I1C4ocr1taiU9RVF+jqqqqlqtba5yJT0Rkdy1h+Xs8zvk7Oxv5ezzOyR37eEWiLS+zMxM6du3r76fnJwsqampYjAY9LSYmBgpKyuTWbNmydGjR52u++DBgxIVFaXvV1RUSHFxsYiI5OTkiJeXl1RXV9ssn5qaKmazWSorKyUnJ0e6d+8uRUVF9fJs3Lix3upyl6545qz/+7//k3vvvVfefPPNRpd1xqRJk2T79u1O5W3o+ttitVqlV69eYrFY5PTp0+Ln52f3eta5dDW6prD1utiKpyn3T1Nex8aaO3dui73mLSkkJEROnTql7587d+6KVTGbwmAw1KvXEVsr6TnzWOIg4HX1XXFFURTFkaqqKlatWsWuXbtaOxSbst8/QMnu8wBIdU3t/r5sAIp3ZlL2Qy5UXVyltUoo+yGX/2z4EYDqkkqy3z9A2eG82v3iiisbaIJPPvmE8ePH6/thYWG4u7vXyyMXV46t+w8QoKSkxGHda9eu5f7779f327Vrpz8ZLCwsxMCmzJcAACAASURBVGq12l285cSJE5hMJtq2bYu7uzs+Pj6kpqbWy7N06VKmTZvmMBZbjh8/Tk5ODs6seDhv3jyGDx9O3759mTp1Kv379ycnJweofSrp6+vLM888c0W56Oho1qxZ41Q8DV1/W1JSUjAYDHh6euLr60uPHj04cOCAzfzbtm3DZDKRmZlJRESE/jvAkiVLMBqNGI1GYmNj7bZr63WxFU9T75+G2Ipz8eLF+Pv7ExgYyOzZs5tUN9Q+7R45ciTjx4/HaDQyffp0AKKioggKCiIkJIRly5bp+d3c3JgzZw4Gg4Gnn35aT7dYLPXK1M3T3Bzx9+nTh4yMDJ566imefvppMjIy8PPzs1u/rfQ33ngDf39/HnroIcrLy5sUz+WcmVDTHTisadr3gLUuUUSiGtXSZTRNuwnYDZwTkXs1TesNfAJ0AfYCj4lI8/zLqSiKcoOorq7m9ttvv2FnrCjedgbkskSB0rQcbovu12Ltrl27llWrVtnNM2XKFMLDwxk+fDgiwuTJk7nvvvsYO3as3XLJycn85je/qZdWXFxMWFgYJ0+eZNWqVbi4uNgsHxAQwCuvvEJpaSm5ubkcOXIEi8WiHz969CgXLlyo17ktLy8nODgYV1dXXnvtNX71q1/ZjXH27NksWrTIYaewTlRUFGfOnMHX15fRo0ezc+dOoqKiWL16NR988AG7d+++oozZbOb55593qv7GsFgs/P/27j08ivLu//j7zgkSzgECAQQEiRwCBAioCCqol1iEYmvVarXa9kFbxVrtU2r7a6FqW7S2WKSoWIut4qO2agGLYsFAAQEJEE6CiBhCyDlLDmRzWvb+/bHJNgk5EUJmk3xe17VXMoed+czMbvLde++ZiY6O5oUXXiAyMpK+ffuSnp5OXFxcrfNfd911JCUlMXjwYBISEvyFeHJyMkuWLCEpKYny8nLGjh3LzJkziYqKqnU5dR2X0NDQWvM09fVTU305FyxYwIkTJ+jSpQtZWVnntiNr2Lp1K5988gmxsbHk5eUBsGzZMgYMGEB5eTmjRo3illtuoW/fvhQVFTFr1iwef/xxhg4dSlpaGv369WPevHnceOONfP/736egoICSkpJmyz906FBOnjzJiRMnCAsLIzU1laFDh9a5fLfbXef4l156iX379nHs2DFGjx7tX8f57M/GtCAvBOYAvwF+X+Vxvn6Ir/tGpaeAxdbaYcAp4LvNsA4RkValQ4cOfP3rX2f48OFOR6lT1H1j6BTfBwATHOQbHucrQrrOGIwJrf6vxYQG0e0mX8tQcKdQou4bQ/jInr7hLnUXlo115MgRioqKGDt2bL3zTZ8+nffee4/g4GBWrVrF4sWLG1XcpKen07t372rjunTpwv79+0lMTORPf/oT5eXldT5/9OjR3HPPPUyePJnvf//7TJs2jY4dO/qnL1269KwW29TUVHbv3s2zzz7LHXfcQXFxcZ3LX7NmDTExMQwaNKjBbakUGRlJ9+7diYyMpEePHuTn5zf4nKioKNLT0xu9jsaqbI29//77ufXWWwFfH/xztWfPHqZOnUrnzp3p0aMHkyZNqrcluq7jUleepr5+ziXnxIkT+c53vsMrr7xChw4dznnZVU2YMMHfB7zyA/fLL7/MuHHjmDhxImlpaf6W97CwMCZPnkxoaCgXX3yx/wPcxo0b+e53feVY165diYqKarb8Q4cO5fjx43Ts2JGOHTuSnJzMkCFD6lx+XeN3797NlClTCA8PZ9SoUdXeB+ezPxsskK21m4BkILTi9534WnibzBgzAJgJ/Lli2ADTgX9UzPJXfEW5iEi7UFZWxqpVqxpVqASyzhP70nFEJIRUFDghho4jIukcf+F66q1cuZLbb7+9wfneffdd/vSnP/HII4+QlJTElClT2LhxY4PPCw8Pr/a1bVUjRowgNDSUvXv31ruMynX+61//IiMjg4EDBwK+S/l9+OGH1bqHAPTt69tfEydOJDo6muPHj9e57B07dvD2228zfPhwli5dytNPP83KlSvrzWOMqfY4c6bhEylLSkoIDw9vcL5z1a9fv2qFd0ZGhn/7z0VlYXsuajsudeVp6uvnXHJ+8MEHPPjgg+zYsYPp06ef87Kr6tatW7XhjRs3sm7dOrZu3UpSUhLDhw/H6/UCvm5DlYwx/vEXMv/QoUNZv349o0aNYtSoUfz73/9m6NChdS6/rvGVr+Ha5juf/dlgFwtjzP8Ac/F1fRgK9AdeAK49pzVV9yzwE6BLxXBPIM9aW9mJK7ViPbXlmVuRh+joaP8ZyyIirVlOTg779+8nIiLirNbK1qbHLTGU/WEXZ/JKCe4cRo9bYi7o+l5//XXee++9BuebM2cON998M4mJiQwZMoQ///nP3HfffVxzzTX1Pm/kyJEcPXqUwYMHA3Dy5Ek6duxIz549ycjI4NNPP6V////+y3rssccA+O1vf+sfl5ubS8+ePdm0aRMul8vfnWLFihXceeed1QoUl8tFeHg44eHhJCcnk5aW5i+oa1v+k08+yZNPPgn4+hd37tyZO++8s8H9ca6OHDnCyJEjz3s5NfNPmjSJgwcPkpWVRWlpKampqYwZM6bB5XTt2hWXy+XvYjF+/Hjmz59PUVER5eXl7Ny5k2XLltW7jNqOS3l5ea15xo4d26TXT0115bTWkpKSwtVXX83o0aMZNqx5uyQVFBTQq1cvIiIiOHjwYIMf6gCmTZvGihUruO+++ygqKsLtdjdb/qFDh7Jp0ybuv/9+QkNDWbRoEUuXLiU4OLjW5bvd7lrHFxcX89Of/pSSkhKOHTtGSkoKwHnvz8b0QX4AmATsqFjh58aY2jv0NIIx5iYgy1q7yxhzTeXoWmat9aOCtXY5sBwgPj7e1tVHSUSktbnyyisvSAtdSwsKC6bXvaP810EOCgu+YOvasWMHnTt35tJLL602/oEHHuCdd94hJyeHAQMGsGzZMmbP9p06Exsby/z585k4caK/sKzPTTfdREJCAtdddx0AKSkpzJ07F/D1GX/qqaeq3ciltm4I9957L0ePHiU0NJTXXnsNYwzWWl566SXWr19fbd7Dhw9z77330qFDB4KDg/nzn/9MREREvctvDsnJycyZMweXy0VxcTFbtmzhN7/5DV/5ylcASEhIaHSXgvr2f838YWFhLFq0iCuvvBKAxYsXN+rShvPmzWPOnDlERkbyj3/8g8GDBzNv3jwuu+wywNf/tK7+x5VqOy4N5TmX14/b7WbAgAH+4Z/97Gf84Ac/qDWn1+vlrrvuoqCggDNnzvD73zdHb9b/mjFjBsuXL2fs2LEMHz6c8ePHN/icJUuWMHfuXJ5//nlCQ0NZuXIlMTExzZJ/wIABBAUFER8fT0hICB6Ph0GDBhESElLncaxr/He/+13GjRvHyJEjufjiiwFfgXw++9M09JWEMWaHtfYyY8wea+04Y0wIsNta2/DHu9qX91vgLsADdAS6Au8CNwB9rbUeY8wVwEJrbb0XXYyPj7e1nUggItJauN1u0tLSuOSSS5yOAoAxZpe1ttq17nft2mUbc3WEtqq4uJhp06axZcsWQkIa067UOO+//z6vvvoqr7/+erMt80KaOnUqq1atapZr1YoEil27dvGrX/3qL8DDq1evLqwc35iT9DYZY34GhBtjrgf+DjTuKt61sNY+Zq0dYK0dDNwOfGStvRNIACo7YX0bWNXUdYiItBZbt27l9ddfb/V9j9uy8PBwnnjiCVJTU5t1uTfeeGOrKY6zs7N59NFHVRxLu9GYj8I/xXdFif3AfcBaKk6ua2bzgTeMMU8Ce4D6r9cjItIGTJs2jaFDh551Qo0Eluuvv97pCI7q3bs3c+bo3HlpPxpTIIcDf7HWvgT+6xeHA+d3f0fAWrsR2Fjx+zF8fZ1FRNo8t9tNWFgYISEh/ovji4hIYGhMF4sN+AriSuHA+jrmFRGRBlhreffdd3nllVfqvZySiIg4ozEtyB2ttacrB6y1p40xEfU9QURE6maMIT4+Hrfb3aiz9UVEpGU1pkAuMsaMt9buBjDGTADqvqWPiIjUyVqLMeasy5KJiEjgaEzTxQ+BvxtjNhtjNgNvAg828BwREanB6/WycuXKRl2gvzUrKytj/fr1LFq0iA0bNlBWVnZB11dYWEi/fv145pln/ON+97vfERsby8iRI/nVr34F+O4kFh8fz49//ONzXsett97K0aNHAd/NJeLj4xk7dixxcXH885//bPD5teWpyuv1MmrUKHJycho1f01vvfUWw4YNIyYmhjVrmnyhKQBWr17NokWLqo3Lzs7mhhvqvfKqX1P2D9R+HOvz7LPP4naf3+lQP//5z4mNjWX8+PHVcta2P5vy+uncuXOTs8XGxpKcnNzk58v5qbcF2RgTBIQBw4FL8d3Q47C1tu6bzouISK1KSkrweDwNz9iKJScn8+abb1JeXo7H42Hbtm0kJiZy2223+e9E19yefPJJql6nOTU1lRdffJFDhw5hrWX48OHcfffdPP/882zZsoVf/vKXfPbZZ41uxT948CClpaX+a1V37dqVjRs30rlzZ3Jychg9ejSzZ8+us7tMXXkqb2gAsHbtWiZOnEivXr0aNX9VZWVlzJ8/n+3bt1NaWsq0adOYOXNmk7vvzJ49239Tj0q9e/emX79+/Oc//+Gqq66q9/nnun8q1TyODXn22Wf51re+Ve0mKuciMTGRDz/8kKSkJPLy8hg3bhzXXnstHTp0qHV/NvX1I61Tva9Wa60X+L21ttxae8Bau1/FsYhI00RERHD33Xc36ja6gWzFihXs2bMH8N1JbsWKFf5W8cTERIqLi/0fBDweD8XFxXz00UcAFBUVsWLFCj777DPA12p4Po4cOUJ2dvZZhZXH46G0tJTS0lLCwsLo1q0blTfGstb6fy8qKmpwHStXruTmm2/2D4eGhvpbBvPz8yktLW3wg09teap67rnnmDdvXqPnr2rHjh2MGjWKPn36MHDgQC666CL27dtX5/wLFy7k6quv5pJLLuGBBx4gJiaG7OxsAO6++24GDhzIgw+e/UXxnDlzeO211+rdTmja/qnrONZm/fr1xMXFkZaWxrRp0/y/g+/Ob7GxscTGxrJixYp6l/PFF18QFxdHSEgIvXr1on///uzcubPO/dnU109tZs+ezdixY5kwYQJLly71j3/66acZMWIE3/jGNygpKfGPX7NmDZMmTSIuLo5HHnnEP37jxo1cf/313HLLLcTGxvLwww/Xu3xpvMZ8vPzQGPN1Y0xtt4MWEZEGeDwePvroI0pKSggKCkJ/TpvP/PnzWbBgQbVxAwYM4Ic//CEDBw5kwIAB/htc3H///UyZMgWv14u1lrlz57Jx48YG17F169azCrfCwkJGjx7NmDFjWLZsGWFhYXU+v648lQ4fPszp06f962ho/poyMjKIjo7mhRde4K233qJv374N3o569uzZzJw5kyFDhjBjxgy2bdsGwN/+9jcef/zxWp8THx/Pxx9/XO9yK53L/oHaj2NdrrvuOpKSkujXrx8JCQn+35OTk1myZAnbt29n8+bNLFiwgKysrDqXM3LkSHbs2IHb7SYlJYVDhw6RkZFR5/5s6uunNsuWLWPv3r1s376dJUuWkJGRQXJyMi+99BK7d+9m4cKFHDt2DICsrCyeeOIJNm7cSFJSEidOnPB/4ATf63PhwoUcOHCAhQsX1rl8OTeNOUnvEaATcMYYU4yvm4W11na9oMlERNqI48ePs3nzZi666CKGDRvmdJzzdu+99/p/Dw4OrjZc19fo3bt3B6BTp07V5u/SpUuTc6xZs4aYmBgGDRpUbXxeXh7vv/8+X375JeXl5Vx55ZXcdNNNTJ8+nffee48//OEPrFq1isWLF9OpU6cG15Oenk7v3r2rjevSpQv79+/n0KFDzJ07l69//euEhobW+vy68kRHRwOwdOnSai22Dc1fU2Vr5v333w/AO++80+CHsMjISAoKCvw/G3Mnx6ioqAYL70rnsn/qOo7nas+ePUydOtXfej1p0iT27dvHddddV+v8o0eP5p577mHy5Mn079+fadOm0bFjR39rd8392dTXT21efvll/vnPf2KtJS0tjbS0NJKTk5kyZQrh4eGMGjXKvz+2b9/OsWPHmDx5MgCnT5/m2LFjTJ8+HYAJEyYQGxsL/Pd9Vtvy+/bt26Ss7VWDBbK1tul/vUREhKFDh/LQQw/Ro0cPp6NccOPHj+fzzz/390EOCQkhNDSU8ePHN/u6duzYwdtvv82qVavIyckhKCiI6OhoOnTowMCBA/3dEsaNG8eePXvYvn07u3fv5pFHHuHhhx9mypQpLF68mGuuuabe9YSHh1f7uruqESNGEBoayt69e4mPj691nvXr19eaJzo6moKCAj788EMWL17cqPlr069fv2qFa0ZGRoPFkDGm2uPMmTP1zg++PvTh4eENzldVY/ZPXcfxzjvvPKd1VX5QOBePPPKIv8vC5ZdfzsCBAykpKal1f7777rtNev3UtHHjRtatW8fWrVuJiIggPj4er9frPxa1bc8NN9zAypUra11eze43dS1fzk2DXSyMz7eMMb+oGL7IGKM73olIu3L8+Iu4Tm2rNs51ahvHj79Y53NKS0v9/2gvZHHclGwXyuDBg/nRj37EFVdcQceOHbniiiv40Y9+dEFO0HvyySc5evQohw8f5sEHH+QnP/kJd955J3379mXnzp2UlpZSXFzM7t27ufjii5kzZw5PPPEEqampDBkyhM2bN/PSSy81uJ6RI0f6r2ABcPLkSXJzcwFf8fTpp5/Sv39///THHnuMxx57zD9cVx7w9ee+8847q7Wu1jd/bcufNGkSBw8eJCsrixMnTpCamnpB+rkfOXKEkSNHNjjfue6fuo5jQ7p27YrL5fIPjx8/ni1btlBUVEReXh47d+5scD9U5ty0aRMul4sJEybUuT+b+vqpqaCggF69ehEREcHBgwf9/ffHjx/P1q1bKSkp4dNPPyUlJQXwFe6bN28mNTUV8H0jVV+XibqWL+emMX2QlwFXAHdUDJ8G/nTBEjWCMWaWMWa5y+XC7XZTWFhIQUEBxcXFuFwuysvLycrKwlrr/+dU2YE/PT0day1ZWVmUl5fjcrkoLi6moKCAwsJC3G43eXl5lJWVkZOTg9fr9b8QK5dR+TMzMxOPx0Nubi4lJSXk5+dTVFREUVER+fn5lJSUkJubi8fjITMzs9ZlZGRk4PV6ycnJoaysjLy8PG2TtknbFIDbFBx8Cfv3zyM9fSN5eXlkZm5i374HiIi4lIyMDKw9Q0rKp5w5U0paWhrWnuGDD/7Oyy+/wPHjxykuPk1ObjKFhacq/oHnUliYTnZ2Oh6Ph4yMk5SVuTh58jgAJ0+mUFbmIi39BF6vl6ysdIqKMjl1Khu3201+vovc3OMUFRUAF7N//zw+//zveL1nOHr0Xxw48BBlZf3P+Tg1h7CwMK699lp++tOfcu211zbY/7S5TZkyhRtuuMF/ktL3vvc9RowY4W+di42NZceOHUycOJGvfe1rDS7vpptuIiEhwT+ckpLCNddcw+jRo5k+fTpPPfVUtdbd9PT0ai2QdeWx1vLSSy9x3333NSp/XcsPCwtj0aJFXHnllUyfPp3Fixc36QoWycnJxMXF8ctf/pI333yTuLg41q5d65+ekJDAzJkzG1zOue6fppo3bx5z5sxhypQpZGRkMHjwYObNm8dll13GlClTWLBgAVFRUfUu495772XkyJE89NBDvPbaaxhj6tyfTXn9uN1uBgwY4H8sW7aMGTNm4PV6GTt2LI8//rj/25VBgwbx3e9+l3HjxvGLX/zC/6EoKiqK559/nlmzZjF69Ghuu+22ek8OrGv5co4qz8as6wHsrvi5p8q4vQ09ryUeEyZMsCIiLSXX9bHd9J94e/SLP9iNm8bb9RuG2JQTf7XWWltckm7XbxhiU1P/z1prrdudYtdvGGJ3fPKstdba06eP2vUbhtj0jNXWWmsLCg/Z9RuG2MzMD6y11ubn77XrNwyx2dkbrLXWnjq1067fMMTm5G72r3v9hiHW5dpurbU2J2ejXb9hiM3L222ttfbYsaV2/YYh9siR39hN/4m3ua6Pm7SNQKKt8bc2MTGxSctqK9xut73ssstseXl5sy537dq19pvf/GazLvNCmjJlis3NzXU6hkizSkxMtLNmzXp51qxZXWyVv3uNOUmv3BgTDFgAY0xvQJ1ZRKTd6dH9cjp06ENy8lIGDbyfDh370L27r8dZSHAXYmIW0K3beMrKyggJ6UZMzAIie/hOrAkL60VMzAK6dvGdTNMhLIqYmAV07jwcgI4d+xETs4BOnXwn8YWHD/QNRwwBICJ8MDExCwiP8J24ExFxCTExC+jYcQAAffvOJi8/kZQTf2bw4AeJ7HFFy+2YNi48PNz/1XpzdhW58cYbufHGG5tteRdSdnZ2g1fTEGlLGlMgLwHeBaKMMb8GbgH+3wVNJSISgLKz13H69Gf07HkNaelvERu7hC4VBW5ISCcuGnA3AH//+98pKyvjjjvu8n8tGxrazT8dICwsssZwr2rDHTpEVRvu2DG62nB4eP9qw8UlqRQWHmDw4Ac5efJ1evS4XEVyM7r++uudjuCo3r17M2fOHKdjiLSYxlzFYqUxZhdwLb5LvM2x1h664MlERAKI69Q2Dn/2C8bF/ZXu3SeSl5/IgQMPERu7pFohaq1l8ODBlJeXt9j1jl2ntlXL0qPH5bVmExGRxqmzQDbGdATuBy4B9gMvWmvb9j1SRUTqUJC/l9hRfyQy0tdlIrLHFcTGLqGwYF+1ItQYw8SJE1s0W2HBvmrFcF3ZRESkceo7zfWvQDy+4vhG4JkWSSQiEoA6d76UQ4d/RlHRMf+4yB5XMGiQ7woE1lrefffdapcDaymDBt13ViFcNZuIiJyb+grkkdbab1lrX8TX7/iqFsokIhJwgoM70aXLSMLDB9Q63e12k5aWVu26rHJh5ebmEh8fz9ixY4mLi+Of//xntemFhYX069ePZ57xte9s3LiR+Ph4fvzjH5/zum699Vb/h5+TJ08yZcoURo4cyfjx4/n3v//d4PN//OMf06dPH/8dz2ryer2MGjWKnJwcwHfzjDFjxjBixAhuvfXWBpf/1ltvMWzYMGJiYlizZs05bNnZVq9ezaJFi6qNy87O5oYbbmjU8xs6Luc7f6Vnn30Wt9vdqHnr8vOf/5zY2FjGjx9fbb217c9zff1s3LiRbt26ERcXR2xsLL/+9a+blPGzzz4jLi6Ozp07k5iYeNb02o5XIHnllVeq3SnypptuqnaL7pr569rehvZDs7N1XEKNisu71TUcCA9d5k1EAkl5ebn1er1OxzgvnOdl3pKTXzjrEnO5ro9tcvILzRnTWmttWVmZLSwstNZam52dbfv27WvPnDnjn/6Tn/zE3nTTTfZ3v/udtdbaW2+91RYXF9v//d//tYcPH270eg4cOGBnz57tH87IyLBJSUnWWmuTk5Ntv379GlzG1q1b7c6dO+2oUaNqnb5mzRr77W9/21prrdfrtcOGDbObN/su8ZeVlVXvsktLS+3gwYNtRkaGPX78uB0yZEi1/dBc7rnnHrtp06YG52vouJzv/JUGDRpks7OzG5n+bDt37rTx8fG2vLzcZmdn2wEDBtiCgoI69+e5vn4SEhLszJkzrbW+vw3Dhg2zycnJTc579dVX2507dzb5+U5ZsWKFfeCBB/zDM2fOtAkJCQ0+r67tbe79UNdl3uprQR5rjCmoeBQCYyp/N8YUXPjSXUQkMLjdx/F4Ttc67cyZM3zyySf+2yq31Il5gapL1zEcOPCQ/85+lScQduna/Hd2Cw0NpXPnzgDk5+dTWlqKx+M7VebIkSNkZ2czYcIE//y24ta9lf8AgXpvuFBp5cqV3Hzzzf7hPn36MHbsWMB3c4fy8nJKS0vrXcbkyZPp1atXndOfe+455s2bB0BiYiK9e/dmypQpgO8KEvXZsWMHo0aNok+fPgwcOJCLLrqIffv21Tn/woULufrqq7nkkkt44IEHiImJITs7G4C7776bgQMHVmvxqzRnzhxee+21erNA/celOeZfv349cXFxpKWlMW3aNP/vAEuWLCE2NpbY2FhWrFhRb84vvviCuLg4QkJC6NWrF/3792fnzp117s+mvn7A9w1TWVkZHTp0APBvL8A111zjbxHduHEj119/PbfccguxsbE8/PDD9S63ruPVuXNnHnvsMUaNGsX//M//+Mf/7ne/Y/jw4cyePZuhQ4eSnJwMwOzZs/03plm6dClQ/+tkzZo1TJo0ibi4OP+tupuivtfbufjjH//IiBEjGDNmDPPnzz+vZVWqs0C21gZba7tWPLpYa0Oq/N61WdYuItIKHD78M3btvr3WaUePHmXt2rWO9D12yq7dd5CW/g8AvN5ydu2+g/QM39fT3brGERYWxb599/HFscUcODCPsLAoPOW+dpWyMhe7dt9Bds4GAEpLs88rS2FhIaNHj2bMmDEsW7bMf9e++fPns2DBgmrz3n///UyZMgWv14u1lrlz51b7qrcuW7durVZoV7Vu3TrGjRvnL3ya4vDhw5w+fdq/jpSUFKKiorjxxhsZN24cy5Ytq/f5GRkZREdH88ILL/DWW2/Rt2/fBu9UN3v2bGbOnMmQIUOYMWMG27b5PtD87W9/4/HHH6/1OfHx8Xz88ceN2qa6jktzzH/dddeRlJREv379SEhI8P+enJzMkiVL2L59O5s3b2bBggVkZWXVuZyRI0eyY8cO3G43KSkpHDp0iIyMjDr3Z1NeP5s3byYuLo5+/fpx991307dv33rnB9/rbeHChRw4cICFCxfWO29dx6uoqIhZs2aRlJTEunXrSEtLIyUlhRdffJFdu3bx9NNP8+WXX/rnX7ZsGXv37mX79u0sWbLEf8fT2l4nWVlZPPHEE2zcuJGkpCROiGdlfwAAIABJREFUnDjBRx99VG/OyjszxsXFsXnz5gbzn6sFCxbwySefsG/fPh599NHzXh407lbTItJEZWVlrF+/nkWLFrFhw4Zmu5WvtKyhQx9l6JDa/+heeumlfO9732P48OEtnCpwhYZ2IzJyCsnJS4mO/gahod0u2Lq6dOnC/v37SUxM5E9/+hPl5eWsWbOGmJgYBg0aVG3e6dOn89577xEcHMyqVatYvHhxo26dnJ6eXmsrbkZGBo8++miDBWxDli5dWq0FraSkhISEBF588UU2bdrEs88+y7Fjx+p8fmVr5v333+/vr9zQNxmRkZF0796dyMhIevToQX5+foM5o6KiGn2L6NqOS3POX5s9e/YwdepUOnfuTI8ePZg0aVK9LemjR4/mnnvuYfLkyXz/+99n2rRpdOzYsc792ZTXz9SpU0lKSiI9PZ0PPvig3jyVJkyY4O+r3r1798ZufjVhYWFMnjyZ0NBQLr74YjIyMti1axdTp06lU6dODB8+vNr74+WXX2bcuHFMnDiRtLQ0f4t8ba+T7du3c+zYMSZPnkxcXBx79uyp9/UJcNttt5GUlERSUhJTp05t0jbVZ+LEiXznO9/hlVdeOa8Pq1U15kYhItIEycnJvPnmm5SXl+PxeNi2bRuJiYncdtttzXo3LrnwunUbf9Y4j8fD6dOn6d69OwMG1H7iXls1Yfzr/t+DgkKrDQcHh3PxxfM4cOAh/01Lql6CLiwsstr8HTrU332gsUaMGEFoaCh79+5lx44dvP3226xatYqcnByCgoKIjo4mIiKC3bt388gjj/Dwww8zZcoUFi9ezDXXXFPvssPDwykpKak2rqSkhFtuuYVnnnmGoUOHNjl3QUEBH374IYsXL/aP69OnDyNGjGDgwIGAr2A6fPgwQ4YMqXUZ/fr1q1a4ZmRkNNhSaYyp9jhz5kyDWUtKSggPD2/MZvlVPS7x8fHNPn9VlYXtuXjkkUf8XQQuv/xyBg4cSElJSa378913323S6wd8HwCmT5/Oli1bGDNmTLUPMDW7k3TrVvsHynPpvhUaGlrteZWt3rXZuHEj69atY+vWrURERBAfH4/X6/U/t7bXyQ033MDKlSsbnacp6tre2sZ/8MEHbNmyhTfeeIPnnnuOXbt2nff61YIscoHs3r2b4uJi/x8/j8dDcXExiYmJ5ObmNqmFRFqWtZaUEysoLj5x1rRNmzbx/PPPU1hY6ECywFX1piVDh/yI2Ngl1fokN6eTJ0+Sm5sL+IqYTz/9lP79+/Pkk09y9OhRDh8+zIMPPshPfvIT7rzzTubMmeO/ZfSQIUPYvHkzL730UoPrGTlyZLUuNNZavv3tb3PHHXcwY8aMs+Z/7LHHeOyxxxq1DStWrODOO++sVtBMnDiRlJQUXC4XZWVl7N+/v1pxXHP5kyZN4uDBg2RlZXHixAlSU1MZM6b5+3wfOXKEkSNHNjhfXcelrvwNzV+Xrl27VrtqzPjx49myZQtFRUXk5eWxc+fOBvdD5Xo3bdqEy+ViwoQJde7Ppr5+wHeVkqSkJP+Hnm7duuFyuSguLubw4cONWkbPnj1JTU1t1Ly1iY+PZ8uWLbjdbg4fPszx48cB34e0Xr16ERERwcGDB9m7d2+9y7n88svZvHmzP8vx48f9XTKaU13bW3O8tZaUlBSuvvpqfv3rX/v7VZ8vtSCLtLCSkhKee+45brvtNkaMGMHJkydZuXIlt9xyC0OGDCEzM5OEhASmTZtGnz59OHXqFJ9++imjR4+ma9euFBUVkZubS9++fQkLC/N/0g8KOrfPu2VlZfznP/8hMTGRiRMnMnXq1Ab7CbaEQMpVXJzM55//mqCgDgzof0e1bKNHj+aqq66iS5cujmQLVC1505KUlBTmzp0L+E6WfOqpp4iOjq5z/sqWp9jYWObPn8/EiRN58sknG1zPTTfdREJCAtdddx3g6yP6zjvv8Nlnn7F8+XIA1q5dS79+/QBq7YbwwAMP8M4775CTk8OAAQNYtmwZs2bN4qWXXmL9+vXV5u3WrRvPPvss06dPp7y8nDvuuKNaF56ayw8LC2PRokVceeWVACxevPic/x6A71uvOXPm+Au3LVu28Jvf/IavfOUrACQkJDSqS0pDx6Vm/nM9jpXmzZvHnDlziIyM5B//+AeDBw9m3rx5XHbZZYCvX2pUVFS9y7j33ns5evQooaGhvPbaaxhjGtyf5/L6qeyD7PF4mDZtmn//zZ8/nxkzZhAfH89FF13U4LaCr7X73nvvZeHChaxdu5aysrJ6j1dNAwcOZO7cuYwfP564uDiGDh1Khw4dmDFjBsuXL2fs2LEMHz6c8ePP/sasqqioKJ5//nlmzZqFx+OhU6dOTWpNbuj1VnN7K99fNcf37duXu+66i4KCAs6cOcPvf//7c85SG9OUryQCRXx8vG2Ra+GJNME777xTa3+zkSNHcumllzJ48GC6detGbm4u27Zt47LLLqN3796cOHGCNWvWcPPNNxMdHc3hw4d54403mDt3Lv369ePTTz/lrbfe4v7776dv377s37+ft99+mwceeIDevXvz2WefsXnzZm699Va6du1KSkoKhw8f5qqrrqJjx47k5ORw8OBBtm/f7u/+ERISQmhoKLfddhs9e/bk9OnT/n9QBQUFuN1u/1e2NYfz8/MpKSmhT58+tQ7n5eVRVlbm/0d16tQpPB6Pv09n1eHk5GTeeOMNPB6PP1dISAg33nij/6oBlS0+PXv2BPB/hR4ZGVnrcHZ2NiEhIfTo0aPW4aysLMLCwvx9/TIzM+nYsaP/a87U1P1ERPSkoKCsWpeZqvusLXWZMcbsstZW+257165dtq6T1NqD4uJipk2bxpYtWwgJab52pffff59XX32V119/veGZA8DUqVNZtWqV/70lrU9hYSFdunQhJyeHCRMmkJyc3O6vvLNr1y5+9atf/QV4ePXq1f6vBFtlFwtjzCxjzHKXy4Xb7aawsJCCggKKi4txuVyUl5eTlZWFtdb/SbWyw3l6ejrWWrKysigvL/d/cikoKKCwsBC32+3/h56Tk4PX6/V/dVC5jMqfmZmZeDwecnNzKSkpIT8/n6KiIoqKivxFQm5uLh6Ph8zMzFqXkZGRgdfrJScnh7KyMvLy8rRNbWSbBg0aRHh4OMHBwQCEhIQQHh5OTEwMI0eO5MyZMxQXFxMaGsrVV19Np06dyMvLo0+fPtx666306dOHjIwMLr30Uu6991769OlDWloaAwcOZObMmXTt2pXc3Fy6devGZZddRlBQEEVFRRQXFxMcHExBQQEej4cvvviCTz75xL+Pd+7cSUJCQq3dPz755BM+/vhjXnzxRf82bd++neXLl/uP07Zt23j55Zf9x2nLli385S9/8R+njz76iL/97W/+47Ru3TpWrlzpP07/+te/eOONN/z7dtWqVfz9738nMzOTxMRESkpKquUqKSnh/fff9x+nVatW8fbbb/uPzz//+U/eeecd/3F6++23Wb16tf84vfnmm6xdu9Z/nFauXMn69ev9x+lvf/sbCQkJ/jx//etf2bRpk/+199pr/2LLlkS2b99e6z7btWtXwL32zuf9JGcLDw/3f7XenG688cZWUxxnZ2fz6KOPqjhu5X70ox8xZswYpk+fzpIlS9p9cVwftSCLXEBlZWVs3ryZnTt3Ot5doJLb7eadd96p9bJkY8aMYerUqeTk5DBixAjA18Lqcrn8X/FmZmaSl5fHpZdeCvgKuIKCAmJiYgBfMXb69GmGDRsG+Io0t9vNJZdcAvj6G5aUlPhPbEpNTaWsrIwhQ4bU2eo+ZMgQ7r77bgB/v7nKM7CTk5MJCgry9+378ssvCQkJ8X9teezYMcLCwvwn0n3xxRd07NjR38fx6NGjRERE+L+++/zzz+ncuTMdOhwjPf1tgoJup0ePgXz88ce1ZhszZgxf+9rXGrv7A55akEWkPamrBVl9kEUuoLCwMK699lquvfZap6P4RUREEBERUef03r17V7ukVVRUVLV+fH369PF3nwDo27dvtTPma/YdrCw8K9U8+aYxV4CoelH9mpfuqtm94eKLL642XPPM/5pXHKgs3Cv9t7DfTH5BEpdftoigIOf7ZjvMer1e05R+rSIigaq+q3vor51IOzR+/HjCw8P9/Skru380dHJGe8rVr9+tXHH5en9xHEjZWlpQUNDh9PR0b+UJoSIirZ3X6yU9Pd1bUlKSU9t0dbEQaacCsftHoOQ6c6aU4OCzLzYfCNkutDq6WAxwu91J4eHhPdVnUUTaAmstJSUlOa+++uqr6enp3YEHVq9eXVw5XQWyiEgNu/d8iw5hUYwa9Qeno7S42gpkgNmzZ88BvgbkAmpKFpG2wACRwL7Vq1dX+4OvPsgiIlVYa+kZeRUhIV2djhJoVgOlwGggtIF5RURaAy+wE3i35gS1IIuIiF9dLcgiIu2JTtITEalgreXUqU+w9ozTUURExEEqkEVEKhSePsjuPd8kPf0dp6OIiIiD1AdZRKRCp4hhxMY+R2SPK52OIiIiDlKBLCJSITi4A32ivuJ0DBERcZi6WIiIAPn5u0k9+TpnzpQ6HUVERBymAllEBMjK+oAvvngG3QdDRETUxUJEBLjkkse4aOB3CAo6+w56IiLSvqgFWUQEMMbQsUNfp2OIiEgAaJUFsjFmljFmucvlwu12U1hYSEFBAcXFxbhcLsrLy8nKysJaS3p6OgBpaWkApKenY60lKyuLl19+maVLl1JcXMztt9/O4cOH2bt3L/fccw9lZWU8/fTTvPHGG2RkZHDLLbdw4MABkpKS+N73vgfAwoULWbVqFbm5ucyYMYP09HQ2bNjA//7v/5Kfn8/ChQt599138Xg8XHml76z4N998kyeffJK0tDR+9rOfsWbNGk6fPs11111HWVkZb7zxBr/97W8pLCzkBz/4Adu3b+fo0aN87WtfIysrizfffJPf/va3AHzrW9/iyJEj7Nq1i7vuukvbpG3SNjVxmw4efJRbbrmiTWxTQ3/3ysvLcblcFBcXU1BQQGFhIW63m7y8PMrKyprnj7SISCunO+mJSLvm9XrYf+ABunUdy+DBP3A6juN0Jz0REfVBFpF2LigohLFjXnQ6hoiIBJBW2cVCRKQ5WGvxeAqdjiEiIgFGBbKItFunT3/KfzZPIjf3P05HERGRAKICWUTarZCQrgzofwddu45xOoqIiAQQ9UEWkXYrPPwiYmJ+4XQMEREJMGpBFpF2qajoKKdPH3E6hoiIBCAVyCLSLn2Z/Cd27b4dr1fX/hURkerUxUJE2qVhw35Ov+hvEBQU5nQUEREJMCqQRaRd6hDWiw6RvZyOISIiAUhdLESk3fnyy+dwndrmdAwREQlQLV4gG2MuMsYkGGMOGWMOGmN+WDE+0hjzb2PM5xU/e7R0NhFp+zyeIlJPvkZe3k6no4iISIByogXZAzxqrR0BXA48YIwZCfwU2GCtHQZsqBgWEWlWISGduHLyFgZe9F2no4iISIBq8QLZWpturd1d8XshcAjoD3wV+GvFbH8F5rR0NhFpH4KCQgkJ6eR0DBERCVCO9kE2xgwGxgE7gD7W2nTwFdFAlHPJRKQtKiw8yCc7Z1N4+rDTUUREJIA5dhULY0xn4G3gYWttgTGmsc+bC8wFiI6OJikp6cKFFJE2pbz8IMXucj4/kk1QUInTcUREJEAZa23Lr9SYUOA9YJ219g8V4z4DrrHWphtjooGN1tpL61tOfHy8TUxMvPCBRUTaCWPMLmttvNM5RESc5MRVLAzwMnCosjiusBr4dsXv3wZWtXQ2EWm7yspceL3lTscQEZFWwIk+yFcCdwHTjTFJFY+vAIuA640xnwPXVwyLiDSLI58/wY5PvoIT35qJiEjr0uJ9kK21W4C6Ohxf25JZRKT96Nv3q/TocTmNPd9BRETaL91qWkTahV49r3E6goiItBK61bSItHmZWe9TVpbjdAwREWklVCCLSJtWWpbDgQPzSE19zekoIiLSSqiLhYi0aR3CenHZpLWEhnZ3OoqIiLQSKpBFpM3r3DnG6QgiItKKqIuFiLRZp09/xmdHHqe0NNvpKCIi0oqoQBaRNquw8ADp6W8TFKQvy0REpPH0X0NE2qzo6K8TFTWT4OCOTkcREZFWRC3IItImVd4xT8WxiIicKxXIItImHTo0n4OfPup0DBERaYVaZYFsjJlljFnucrlwu90UFhZSUFBAcXExLpeL8vJysrKysNaSnp4OQFpaGgDp6elYa8nKyqK8vByXy0VxcTEFBQUUFhbidrvJy8ujrKyMnJwcvF4vGRkZ1ZZR+TMzMxOPx0Nubi4lJSXk5+dTVFREUVER+fn5lJSUkJubi8fjITMzs9ZlZGRk4PV6ycnJoaysjLy8PG2Ttknb1AzbFBoWjaF3m9qmljhOIiICpvJryNYoPj7eJiYmOh1DRKTNMMbsstbGO51DRMRJrbIFWUSkPm73l7TmD/8iIuIsFcgi0qaUlKSzbfv1nEh9xekoIiLSSukybyLSpoSEdGH4pU8QGTnF6SgiItJKqUAWkTYlJKQz/ft/0+kYIiLSiqmLhYi0GW73l2RmrcXrLXU6ioiItGIqkEWkzUjPeJeDBx/hzBm301FERKQVUxcLEWkzhlz8Q6J6zyA0tIfTUUREpBVTC7KItBnGBNOly0inY4iISCunAllE2oQvjv2BE6mvOh1DRETaAHWxEJFWz1pLQcE+wjsOcDqKiIi0ASqQRaTVM8YwLu4VvF6P01FERKQNUBcLEWn1KgvjoCB95hcRkfOnAllEWrWS0gy2bL2c7Oz1TkcREZE2QgWyiLRq1ltGz8ir6dRpqNNRRESkjWiVBbIxZpYxZrnL5cLtdlNYWEhBQQHFxcW4XC7Ky8vJysrCWkt6ejoAaWlpAKSnp2OtJSsri/LyclwuF8XFxRQUFFBYWIjb7SYvL4+ysjJycnLwer1kZGRUW0blz8zMTDweD7m5uZSUlJCfn09RURFFRUXk5+dTUlJCbm4uHo+HzMzMWpeRkZGB1+slJyeHsrIy8vLytE3aJm3TOWxTePhAevR4lIiIi9vMNjl5nEREBIy11ukMTRYfH28TExOdjiEiDiktzcLipWOHvk5HaTOMMbustfFO5xARcVKrbEEWEQFISfkz27ZNw+M57XQUERFpQ3TKt4i0Wv3730GXLrGEhHR2OoqIiLQhKpBFpNWKiBhMRMRgp2OIiEgboy4WItIqpaX9g/yCvU7HEBGRNkgFsoi0Ol5vOUe/eIq0tLecjiIiIm2QuliISKsTFBTK5CsSOOMtcTqKiIi0QSqQRaRVCgnpTAg6OU9ERJqfuliISKtSWprJnqR7KCz81OkoIiLSRqlAFpFWpbj4BG53MsHB4U5HERGRNkpdLESkVenePZ7JVyRgjHE6ioiItFFqQRaRVuPMmRKstSqORUTkglKBLCKtxrFjf2D7jhl4veVORxERkTZMXSxEpNXo1m0CwcGdCAoKdTqKiIi0YSqQRaTViIq6gaioG5yOISIibVyr7GJhjJlljFnucrlwu90UFhZSUFBAcXExLpeL8vJysrKysNaSnp4OQFpaGgDp6elYa8nKyqK8vByXy0VxcTEFBQUUFhbidrvJy8ujrKyMnJwcvF4vGRkZ1ZZR+TMzMxOPx0Nubi4lJSXk5+dTVFREUVER+fn5lJSUkJubi8fjITMzs9ZlZGRk4PV6ycnJoaysjLy8PG2TtknbVMs2ZWV9TFZWapvapkA8TiIiAsZa63SGJouPj7eJiYlOxxCRC8zjKWLzlsuIjv4awy993Ok4bZoxZpe1Nt7pHCIiTlIXCxEJeMHB4cTFrSAsNNLpKCIi0g6oQBaRgGdMED26T3Q6hoiItBOtsg+yiLQfpaWZHPtyCaVlOU5HERGRdkIFsogEtFN5n/Dll0s44yl0OoqIiLQT6mIhIgGtb59Z9Oh+OR069HY6ioiItBNqQRaRgKfiWEREWpIKZBEJWMe+XMKhQ4/Rmi9HKSIirY8KZBEJWNZbhteWYYxxOoqIiLQjKpBFJGAcP/4irlPb/MNDh/6Y6OhbOH78RQdTiYhIe6MCWUQCRpeuYzhw4CFcp7ZRXp6H69Q2Dhx4iC5dxzgdTURE2hFdxUJEAkZkjyuIjV3CgQPz8HhOY0wIY8e+RGSPK5yOJiIi7UhAtSAbY2YYYz4zxhw1xvzU6Twi0vIie1xBdPQ3sLacvn1uUnEsIiItLmAKZGNMMPAn4EZgJPBNY8xIZ1OJSEtzndpGevo/GDz4QbJzNlTrkywiItISAqZABiYBR621x6y1ZcAbwFcdziQiLaiyz3Fs7BKGDvlRRXeLh1Qki4hIiwqkPsj9gRNVhlOBy2rOZIyZC8wFiI6OJikpqWXSicgFV1y8jvCOD5FyPJyU40lAOOEdH+Kzw+sIDw93Op6IiLQTgVQg13ah07PuDmCtXQ4sB4iPj7dxcXEXOpeItJja3s96j4uISMsKpC4WqcBFVYYHAGkOZRERERGRdiqQCuSdwDBjzMXGmDDgdmC1w5lEREREpJ0JmC4W1lqPMeZBYB0QDPzFWnvQ4VgiIiIi0s4ETIEMYK1dC6x1OoeIiIiItF+B1MVCRERERMRxKpBFRERERKpQgSwiIiIiUoUKZBERERGRKlQgi4iIiIhUoQJZRERERKQKFcgiIiIiIlUYa63TGZrMGJMPfF7PLN2A/Hqm9wJymvjcCzm9vlwXet3ns8/acrbz3a7zyXahX4t6H7SubBf6fTDMWtutnukiIm2ftbbVPoDl5zk98QIuu8nT68vVAutu8j5ry9ku5GutBdat90Ebyub0e1QPPfTQoz08WnsXizXnOf1CLru1ZjufXOe77oamO5ntQh7PC73uQH2tNWa6k+sO1GxOv0dFRNq8Vt3F4nwZYxKttfFO56gpUHOBsjWVsp27QM0FyiYi0ta19hbk87Xc6QB1CNRcoGxNpWznLlBzgbKJiLRp7boFWURERESkpvbegiwiIiIiUo0KZBERERGRKlQgi4iIiIhUoQJZRERERKSKEKcDtARjzB+At621W53OUpMxJhJ4EEgDXgZ+BlwBHAJ+Y6095WA8jDHTgK8DFwEefHcu/LO19qjDuUKA7wI3A/0Ai28frgJettaWOxhPpEUYYyLw/f2wwHPA7cDXgMPA49ba0w7GExFptdpLC/JdwB+NMceNMU8bY8Y5HaiK14BOwAQgAegLPAUUA684FwuMMYuAu4HtQDlwDPgC+Lsx5htOZgNeBeKAhcBXgJnAr4Cx+PZpQDLGOHYJLmNMsDHmPmPME8aYK2tM+39O5WqIk/usYv2BvN9eAfoAFwP/AuKBZwADPO9cLBGR1q1dXObNGLPHWjvOGDMMXwvL7UAw8H/A/1lrjziYLclaG2eMMUCqtbZ/zWkOZttvrR1d8XsIsMlae6Uxpgew2Vob62C2z6y1l9Yx7Yi1NqalM1VZf2Rdk4C91toBLZnHv3Jj/gxEAJ/g+9C4yVr7SMW03dba8U7kqlh/QO4zCPj9VvXvRzoQba21FcN7rbVjnMomItKatYsuFvi+fsRa+znwBPCEMWYM8E1gLXCJg9mCKgrOLkBnY8xga22yMaYnEOZgLgCvMSbSWuvC140hGMBae6riH7CTTlW0Yr9trfUCGGOCgG8AjnZLAbKB4/iKu0q2YjjKkUQ+kyoLJmPMUmCZMeYdfO8Dp49noO4zCOz9BkBFUbzWVrR4VAy3/dYPEZELpL0UyGf9E7PW7gP2AY+1fJxqfouvvyDAd4A/V9SeI/B1GXDSb4A9xpjPgOHA9wGMMb2BvU4Gw/ctwFP4ipXKgrg7vm4qtzuWyucYcK21NqXmBGPMCQfyVPJ/4LLWeoC5xphfAh8BnR1L5ROo+wwCe78lGmM6W2tPW2u/UznSGDMUKHQwl4hIq9Zeulh0DuSTVYwxwfiOhaeiK0MccNJam+5wtMqvvocAR621eU7nqU1Fa7ux1uY4nQXAGPMAsMVae9aHCGPMPGvtcw7EwhjzGvCatfaDGuO/BzxvrQ11IldFhoDcZxXrD9j9Vh9jjLHt4Q+8iMgF0C4KZABjTDdgBtCf/17xYF0gFH3K1ryMMddba//tdA6RlmCMGQ58lerv0dXW2kOOBhMRacXaxVUsjDF3A7uBa/CdbNMJmAbsqpjmGGW7IF52OkBdjDHXO52hNoGQyxgz3Bgz3xizxBjzx4rfRzidCwI3mzFmPvAGvm5knwA7K37/P2PMT53MJiLSmrWLFuSKPrSX1Wz1rDg5bofDVzxQtiYwxqyuaxIw3VrbqSXzNJYxJsVaO9DpHDU5naui0PsmvmIvtWL0AHz9yd+w1i5StlqzHQFG1bzutzEmDDhorR3mTDIRkdatPZ2kV9snAS/On4WubE0zFfgWULNvuQEmtXycKgHqL957tmSWaisP0FwVvkvthd4fgIOAY0UogZ3Ni+8KM8drjI+umCYiIk3QXgrkXwO7jTEfApVnxA8Ersd32TcnKVvTbAfc1tpNNSdUtHw7KVCL90DNBYFd6AVytoeBDcaYz6n+Hr0E3x32RESkCdpFFwvwdwu4Ad+JLAbfV6XrnL6VMyhbW2OMeR942lqbUMu0/1hrr3IgVsDmqlj/DGApvluZn1Xo1byChLL9V8X1vydR/T2601p7xslcIiKtWbspkGsyxtxkrX3P6Ry1UbamCeRs0rBALvQCOVtNxpi51lpHb88tItLatecC2dFbxNZH2ZomwLMFZPEeqLkgsAu9AM8WsO8DEZHWol1c5q0OTp9kVh9la5pAzva40wHqEKi5AO53OkA9AjlbIL8PRERahfZcIN/ndIB6KFvTBHK2QC1aAjUXKFtTzXI6gIhIa9dermJR692mjDGFgXC3KWVrmkDOVotALd4DNRcEdqEXsNmstakAxph7rbUrnM4jItIatYsW5EC+25Sytb1scPYLXBgCAAAElUlEQVSd14BpAXLntYDMVZuqhZ7TWWoK5GxV/MrpACIirVW7OEkvkO82pWxNE+DZAvLOa4GaqyFO3+WvPk5nM8bsq2sSEGOt7dCSeURE2or20sUikC/0r2xNE8jZAvXOa4Gaq6FCr09LZjkrQABnq1j/DUDN65Ib4OOWjyMi0ja0lwI5kO82pWxNE8jZArV4D9RcENiFXiBnew/obK1NqjnBGLOx5eOIiLQN7aKLBQT2hf6VrWkCNVug3nktUHNVZHsZWGGt3VLLtNettXc4EKty/QGbTURELox2UyCLtKQALt4DMpeIiEggaS9XsRhjjNlujDlhjFlujOlRZdonyqZszc1a67XWbrfWvm2t/UfF744XoYGaS5om0N8HIiKtVbsokIFlwEJgNHAE2GKMGVoxLdSpUBWUrWkCNlugFi2BmkvZzkvAvg9ERFqz9lIgd7bWfmCtzbPWPoPvJK4PjDGX47vBhLIpW3MK1KIlUHOBsjVVIL8PRERarfZyFQtjjOlmrc0HsNYmGGO+DrwNRDobTdmaKJCzda5ywtszxphd+IqWu3C2aAnUXKBsTRXI7wMRkVarvbQgPwVUu1uYtXYfcC3wjiOJ/kvZmiaQsxljTLfKAWttAvB14FVgkGOpAjcXKFtTBfL7QESk1dJVLESamTHmDuCYtXZ7jfEDgV9Ya/9HuapTNhERCSTtokCuaP15DJgD9K4YnQWsAhZZa/OUTdlEWhu9D0RELoz20sXiLXx3wbrGWtvTWtsTmFYx7u+OJlO2pgrYbMaYbsaYRcaYw8aY3IrHoYpx3ZVL2ZpRwL4PRERas/bSgvyZtfbSc53WEpStaQI82zrgI+Cv1tqMinF9gW8D11lrr1cuZWumbAH7PhARac3aSwvycWPMT4wxfSpHGGP6GGPm899b7jpF2ZomkLMNttY+VVlMAVhrM6y1T+G7tbNynU3ZmiaQ3wciIq1WeymQbwN6ApuMMaeMMS5gI77LIN3qZDCUrakCOVugFi2BmguUrakC+X0gItJqtYsuFgDGmOHAAGC7tfZ0lfEzqlzj1BHK1jSBms347rT2U+CrQB9818rNBFYDT1lrXcqlbM0lUN8HIiKtWbsokI0xDwEPAIeAOOCH1tpVFdN2W2vHK5uyNXO+gCxaAjVXRQZlO/dcAf0+EBFprdpLF4v/ASZYa+cA1wC/MMb8sGKacSyVj7I1TcBmqyhaVuG77e8BY8xXq0z+jTOpAjcXKNt5CNj3gYhIa9ZebjUdXNnqY61NNsZcA/zDGDMI5/+JKFvTBHK2yqLltDFmML5cg621f8TZbIGaC5StqQL5fSAi0mq1lxbkDGNMXOVAxT+Um4BewGjHUvkoW9MEcrZqRQu+lr0bjTF/wNmiJVBzgbI1VSC/D0REWq32UiDfDWRUHWGt9Vhr7wauciaSn7I1TSBnC9SiJVBzgbI1VSC/D0REWq12cZKeSEsyxgwAPFWvm1tl2pXW2q0OxArYXBXrVzYREQkYKpBFRERERKpoL10sREREREQaRQWyiIiIiEgVKpBFRERERKpQgSwiIiIiUsX/B/aik+5+SDOPAAAAAElFTkSuQmCC\n",
       "text/plain": [
        "<Figure size 720x432 with 1 Axes>"
       ]
@@ -100,7 +100,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 720x432 with 1 Axes>"
       ]
@@ -112,7 +112,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 720x432 with 1 Axes>"
       ]
@@ -124,7 +124,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 720x432 with 1 Axes>"
       ]
@@ -136,7 +136,7 @@
     },
     {
      "data": {
-      "image/png": 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rWyoWETl8OOf45iMr6dOtE/dfPpH+PTqz4rYz6Nejc7ZDExGRNqLFEmTn3DebWe6A61pq+yJy+Nji3cMbG0uZ/W/HYWacO2YA3Tp98c+bkmMREdkX2RxiISKy38K1UdrlGO1yjGWbvNzz6idMH5/LwJ5duHrKsdkOT0RE2jA9alpE2pzNpQGm/PIN3vzEC8BlJ+ax8vYzGdizS5YjExGRQ4F6kEWk1XPOsWJLOXXOcdqIvgzp05Wpw/pw5BEdAWLDKTplOUgRETlkqAdZRFoNrz/ErIffTTy5rrbui5sS/+KfH/PQsn8B0KFdDvd+I58JeUdmJU4RETm0qQdZRFqNeUs2s2qbj3lLtjCifzfmv/Upb9x8Oh3b5/DgFRMZ0FMX24mISMtTD7KItAqlldU8VbgT5+CZwp0c1bUjpw7vSzBcC8Dgo7rSqX27LEcpIiKHA/Ugi0ircOc/PiZSF3vafJ1zvPupj1987YQsRyUiIocj9SCLSNZ8XOJn0ZpdeP0hXttQmpgfqXM8U7gzMRZZRETkYFKCLCJZM/+tT7n7nxu59/VPiDrXYFmdc8xbsiVLkYmIyOFMCbKIHDS+qjBzX/iInb4gALdfMJLXfnQa63ZWJoZX1IvUOdZs/zwbYYqIyGGuzSTIZjbdzOb7fD6CwSCBQAC/3091dTU+n49IJILX68U5R0lJCQDFxcUAlJSU4JzD6/USiUTw+XxUV1fj9/sJBAIEg0EqKioIh8OUlZURjUbxeDwN6qj/W1paSm1tLeXl5YRCISorK6mqqqKqqorKykpCoRDl5eXU1tZSWlqasg6Px0M0GqWsrIxwOExFRYXapDYdFm3avquYpwt3snht7HZtLlhJ147Go98azca5Z7Lu9ql89N+n89F/n86626ey6JrJrb5NjeMREZG2z1yjnzVbu4KCAldYWJjtMEQkQ4+t3M4mT4A7Z44FoLI6Qs8uHbIcVcsxs9XOuYJsxyEiIvuvzfQgi0jbEY1+8cXbUxliuy9IuDb20I9DOTkWEZFDg27zJiIH1BZvgO8/toZfXjqOiXlH8qOzR9Aux7IdloiISMbUgywiB0RVTeyBHgN7dqF3146JHmMlxyIi0taoB1lEvrQfP7OOzd49LPr+KXTt1J6nrjk52yGJiIjsNyXIIrJfdvqCHN2rCzk5xpRhfRjWrxt1UUf7duoxFhGRtk1DLERkn63d8TnT7lnGPz6I3S7tq/lHM/vfjqN9O/2TIiIibZ/+NxORjFRWR/hgVyUA4wb14gdnDuekY3tnOSoREZEDTwmyiGTk+r+t4fuPr6Yu6miXY/zgzOH069E522GJiIgccBqDLCIp1dZFeXbtZ1w0LpcuHdtx67nH0y7HdFcKERE55KkHWUQA8PpDzHr4XbyBEADrdlVy6zPreWl97BHK4wb1Ykxuz2yGKCIiclAoQRYRAOYt2cyqrT5ufKIIgEmDj+SZa0/m0kmDshyZiIjIwaUEWeQwtq2sikVrduH1h3h69S4csPLTckorY73IBUN6Y6YhFSIicnhRgixyiAuGa6mLOgDe2VLG1QveZ0/8qXevf1zKTQvX8evFm4i6WJn27YzfLd2StXhFRESyTQmyyCHk86owz639jN2BGgBe21DKmDmL2eQJABCqrcPjr6F8T2z5zAlH8/drT+aFdcVE6mIJcqTO8UzhzsRYZBERkcNNm0mQzWy6mc33+XwEg0ECgQB+v5/q6mp8Ph+RSASv14tzjpKS2MMLiotjFxeVlJTgnMPr9RKJRPD5fFRXV+P3+wkEAgSDQSoqKgiHw5SVlRGNRvF4PA3qqP9bWlpKbW0t5eXlhEIhKisrqaqqoqqqisrKSkKhEOXl5dTW1lJaWpqyDo/HQzQapaysjHA4TEVFhdqkNmXcJo93N5/7Y+3YXFzOdxe8xxsf7CAUCvHhthJ++FQRS9ZtBaB3TpAfnjmCUMAHwOhejn/cMIWurppwOEz72mqeXrU90Xtcr845fvnSeh2n/WiTiIi0feYa/cfY2hUUFLjCwsJshyGHAK8/xPVPrOX+yyfQr3v27ufbVBy1dVFe3VBKXu8jGHt0T8r31HDSz5fw0wtHcfWUY6kIhvna79/htvNGcu6YAdTU1rG9PMiQo7rSsX1m338v+L/lbCjx7zV/9MAevHzjqQekjYcTM1vtnCvIdhwiIrL/dB9kOWzNW7KZVdt83LN4Ezefczz94w+9qAiGCddFE8lqZTBCbTTKUd06xaarI0SjjiO7dgTAH4rgotDziA4ABEIRHNCjc2y6frxvt07tE9MGdI1P//a1T1i1zce8JVu4a+ZYbl64jrFH9+DqKceSY8YtT6/jG5OPYezRPendtSPXnzGMCXlHAtDriI68cfPpiTZ1at+OEf2779N+UBIsIiLSUJsZYiHyZYRro4n3T63awVV/ei921wYHf1/9GRfOW55YfseLG7jk9+8kpn/63Ad8/eF3E9O3Pr2Obz6yMjF94xNr+faf3ktMf/+xNVy9YFVi+t8XrOJ7f/niV49v/eE9vv/4GiDWe/zUqp04R2Lcb3lVDf7qWFKdk2O8cP0UfnzuSADMjB+eNYL8Y3p96X0iIiIiqakHWQ45e2pq+WBXJSce25t2Ocaf3t7KL1/ZyLo559C5Qzuqw3VsKAkkxt2awfEDvuh1/XrBMZx2fN/E9GWT8/AFw4npy0/KIxCqTUx/6yuDCUW+SMC/ffLgxF0jAK48ZQjJD5/796nH0rFd7LvpvCWbycmBumhs3O+8JVv489UnNmjPsH771iMsIiIiX47GIEubt9MX5Pmiz/jG5Dz6du/E04U7ufWZ9bx+02kM69eNwm0+lm3azff+bSg9u3TA6w9x6q+WUpPUq9y5fQ5v3TbtoI5Fbi1xyIGlMcgiIm2fhlhImxCNusQwiW1lVVz5p/dZvf1zAEr9Ie559RM2emIXmp02oi9/vnoyub1iSWbBkN7ccu7x9OwSGxM8b8nmlHdtmLfk4N77t7XEISIiIg0pQZas8PpDzHr43ZT32o1GHRuK/ewoDybKjvvZqzyzehcA3Tq3xxuoSVz8Nv6YXqyfew6nDo8Ni+jXozOnH9+PIzqmHkG0ZkdF4p6/9SJ1jjXxhPtgaS1xiIiISEMaYiFZ8f+e/YDH39/BFScN5q6ZY3ls5XYG9OjMWaP7E6mLMmbOYq4+ZQi3XzAK5xx3vvQxF5wwgIIhvbMdukiTNMRCRKTtUw+yHDT1QyS8/hBPvN/wzg1/WrGVF9fHHrTQoV0OD397Et/6ymAgdueG/5k+WsmxiIiIHBS6i4W0CF9VmJ2+IOPjtyO74Ym17PQFee66KcxbshlH7JeL+jG3z/7nFHp0/uJ0nHZ8v6zELSIiIqIeZDkgPvyskj8s/zQx/atXNnLlgvepH8Iz7fi+XDRuIF5/iKdX76L+LmiROsczhTupqa3DzFJVLSIiInJQKUGWjDnnEgnvii1lXL3gfarDdYnp/335YyqrIwB85+Qh/P6KSdQPcf/axEF899ShunODiIiItHpKkCWlaNSxrawqcaeI5Zt3M/HO19ji3QNAdbiO4ooQuwM1AHzzpDw+mHtu4lZqo3N7cPJxR5GT07BXWHduEBERkdZOY5APM15/iOufWMv9l09o8DCKqppaXttQygmDenJc326s21XBxQ++w8PfnsS5YwZwzJFHcO6YAbSLJ7xnje7PWaP7J9bv0blDRtt/+cZTD2yDRERERA6wNtODbGbTzWy+z+cjGAwSCATw+/1UV1fj8/mIRCJ4vV6cc5SUlABQXBy7K0JJSQnOObxeL5FIBJ/PR3V1NX6/n0AgQDAYpKKignA4TFlZGdFoFI/H06CO+r+lpaXU1tZSXl5OKBSisrKSqqoqqqqqqKysJBQKUV5eTm1tLaWlpSnr8Hg8RKNRysrKCIfDVFRUHLQ2zVuymVVbfdz72ifc8sT7LP7IQ2lpKcGaMD98qohX1n9GZWUleT3a8bOLRnBsjxxCoRDdLcRdXx1N12hVq2vToXic1Ka22yYREWn7dB/kw4RzjhufKOLlD0uojTo6t8+h1xEd+c4pg/nP04cBsMUbYMhRXWnfrs18bxJpdXQfZBGRtk+Z0CHszU9285d3tgGxewmv3fl54gK5Ouc4a1S/RHIMMKxfdyXHIiIicthTNnQIqaqpZekmb2J68Uce5r/1KXVRh9cfwhuoaXh7tdW7Uj7qWURERORwpgS5jfOHIkTqYk+oe+L9HVy9YBXby2PjhG87dyTLbj2ddjmm26uJiIiIZEgJchu2ZsfnFNz5Ou/8qxyAGfm5PDn7Kww68ggAeh7RgQ7xIRO6vZqIiIhIZnSbtzYkGK7l2sfWcM7o/nzrK4MZPbAHV00ZwqAjuwDQr3vnBrduS6bbq4mIiIhkRglyK7ewcCfh2ijf+spgjujYnvY5lrgXcecO7fivC0ZlOUIRERGRQ4sS5FbGUxli3a4Kzh0zAIDXNpQSDNfyra8MBuBPV03OZngiIiIihzyNQW4FPquopv5+1AtWbOX6v60hEIoA8H+X5fPYf5yUzfBEREREDitKkA8Srz/ErIffTdxWrT4hfvmDEqbc/QYflwQAuPKUIbzyw3+je/zRzUd0bI+ZZSdoERERkcOQhlgcJPOWbGbVNh93v7yRDSV+fnDmcC44YSAnHdub288fSd/unQDI7dUly5GKiIiIHN7Ug3wQFH8eZOHqXTgX6zE+qltHunRoB8BR3TpxzWnHJRJkEREREcmuFk2Qzew8M9tkZlvM7CcplueZ2VIzW2tm683sgpaMJ1uu/vMqwrWxh3nUOcexfboxbWS/LEclIiIiIqm0WIJsZu2AB4DzgdHAN81sdKNi/w9Y6JybAFwGPNhS8WSL1x9ia1kwMR2pczxTuFOPeBYRERFppVqyB/lEYItz7lPnXBh4EvhqozIO6BF/3xMobsF4DqryPTU8+f4O5i3ZjEOPeBYRERFpK1ryIr2jgZ1J07uAxvcrmwu8amY3AF2Bs1JVZGazgdkAAwcOpKio6IAHe6A9vt7P85sC9O/aPuUjnlds/IyiotosRSciIiIi6bRkgpzq3mSu0fQ3gT87535jZicDj5rZWOdctMFKzs0H5gMUFBS4/Pz8Fgn4QBp7QpR/9+5h1MAezRcWERERkVajJYdY7AKOSZoexN5DKP4DWAjgnHsX6Az0acGYWtT6XRV8+4/v4Q9FaN8uR8mxiIiISBvUkgnyKmC4mR1rZh2JXYT3QqMyO4AzAcxsFLEEeXcLxtSiyqvC7Pq8mspgJNuhiIiIiMh+arEhFs65WjO7HlgMtAP+5Jz7yMzuAAqdcy8ANwOPmNmPiA2/uMrVP2KuDSnfU8NR3Tox7fh+TB3Whw7tdHtpERERkbaqRZ+k55x7GXi50bz/SXq/AZjSkjG0tNc2lHLjk2t57LsnMTHvSCXHIiIiIm2csrkvqWDwkXxt4tEc3797tkMRERERkQNACfJ+cM7x4rpiolHHkV07ctfME+jaqUU740VERETkIFGCvB/e/GQ3Nzyxlpc+KMl2KCIiIiJygKnbcz+cNqIvC66ezOkj+mY7FBERERE5wNSDnKGqmlpuWljETl8QM2Pa8f0wS/UsFBERERFpy5QgZ6ikMsSyTbtZt6si26GIiIiISAvSEItmVIfr6NKxHcP6dePNW0+ne+cO2Q5JRERERFqQepCbUFxRzTn3vcnThTsBlByLiIiIHAaUIDehT7dOTMw7kuMH6B7HIiIiIocLDbFIYf2uCob168YRHdvzf5dNyHY4IiIiInIQtZkeZDObbmbzfT4fwWCQQCCA3++nuroan89HJBLB6/XinKOkJHZ/4uLiYgBKSkpwzuH1eolEIvh8Pqqrq/H7/QQCAYLBIBUVFYTDYTbvKOGy+Sv572fWNKij/m9paSm1tbWUl5cTCoWorKykqqqKqqoqKisrCYVClJeXU1tbS2lpaco6PB4P0WiUsrIywuEwFRUVLdqmsrIyotEoHo9HbVKb1KYWbpOIiLR95pzLdgz7pKCgwBUWFrboNl75sIQTjz2K3l07tuh2ROTQY2arnXMF2Y5DRET2X5vpQW5pj767jTU7PgfgvLEDlRyLiIiIHKaUIAPBcC1/eHsrT2FnQgAAACAASURBVLy3I9uhiIiIiEiWHdYX6UWjDjM4omN7nr7mZPUai4iIiMjh24NcWxflRwuL+OUrmwDo16Mz7dsdtrtDREREROIO24ywXY7RvXN7enQ5rDvRRURERKSRwy47rKyOUBOpo1+Pztz51bGYWbZDEhEREZFW5LDqQXbO8R9/XsV//KUwPv5YybGIiIiINHRY9CB7/SGuf2It918+gR+dPYKoc+TkKDkWERERkb0dFj3Id7y4gVVbfcxbsoUpw/pw6vC+2Q5JRERERFqpQz5B9vpDvPxhCQ54unAn3kAo2yGJiIiISCt2yCfI85Zspl18OEXUOeYt2ZLliERERESkNTukE2SvP8TTq3cRqXMAROocz6gXWURERESacEgnyPOWbCbqXIN5depFFhEREZEmHNIJ8podFYne43qROsea7Z9nKSIRERERae3aTIJsZtPNbL7P5yMYDBIIBPD7/VRXV+Pz+YhEIni9XpxzlJSUAPCHrx/Htrsv5N0bJ7L1Fxfw/k2T2XznOTz27TFUV1fj9/sJBAIEg0EqKioIh8OUlZURjUbxeDwAFBcXN/hbWlpKbW0t5eXlhEIhKisrqaqqoqqqisrKSkKhEOXl5dTW1lJaWpqyDo/HQzQapaysjHA4TEVFRcZtqq+jpKQE5xxer5dIJILP51Ob1Ca1qRW0SURE2j5zjYYgtHYFBQWusLAw22GIiKRkZqudcwXZjkNERPZfm+lBFhERERE5GJQgi4iIiIgkUYIsIiIiIpKkfXMFzKwTcAkwJLm8c+6OlgtLRERERCQ7mk2QgeeBSmA1UNOy4YiIiIiIZFcmCfIg59x5LR6JiIiIiEgrkMkY5HfM7IQWj0REREREpBXIpAd5KnCVmW0lNsTCAOecG9eikYmIiIiIZEEmCfL5LR6FiIiIiEgr0ewQC+fcduAY4Iz4+2Am64mIiIiItEXNJrpmNge4Dbg9PqsD8FhLBiUiIiIiki2Z9ARfDMwAqgCcc8VA95YMSkREREQkWzJJkMPOOQc4ADPr2rIhiYiIiIhkTyYJ8kIzexjoZWbfA14HHmnZsPZmZtPNbL7P5yMYDBIIBPD7/VRXV+Pz+YhEIni9XpxzlJSUAFBcXAxASUkJzjm8Xi+RSASfz0d1dTV+v59AIEAwGKSiooJwOExZWRnRaBSPx9Ogjvq/paWl1NbWUl5eTigUorKykqqqKqqqqqisrCQUClFeXk5tbS2lpaUp6/B4PESjUcrKygiHw1RUVKhNapPadIi0SURE2j6LdQ43U8jsbOAcYrd4W+yce62lA0unoKDAFRYWZmvzIiJNMrPVzrmCbMchIiL7L5PbvBFPiLOWFIuIiIiIHCxpE2QzCxAfd5yKc65Hi0QkIiIiIpJFaRNk51x3ADO7A/AAjxIbYnEFuouFiIiIiByiMrlI71zn3IPOuYBzzu+c+z1wSUsHJiIiIiKSDZkkyHVmdoWZtTOzHDO7Aqhr6cBERERERLIhkwT5cmAWUBp/fT0+T0RERETkkNPsXSycc9uAr7Z8KCIiIiIi2dfUXSx+R9N3sfhBi0QkIiIiIpJFTQ2xKARWA52BicDm+CsfjUEWERERkUNUU7d5+wuAmV0FTHPOReLTDwGvHpToREREREQOskwu0sul4X2Pu8XniYiIiIgccjJJkO8G1prZn83sz8Aa4OeZVG5m55nZJjPbYmY/SVNmlpltMLOPzOxvGUcuIiIiItICMrmLxQIz+ydwUnzWT5xznubWM7N2wAPA2cAuYJWZveCc25BUZjhwOzDFOfe5mfXbn0aIiIiIiBwoaXuQzWxk/O9EYkMqdsZfufF5zTkR2OKc+9Q5FwaeZO/bxX0PeMA59zmAc867700QERERETlwmupBvgmYDfwmxTIHnNFM3UcTS6jr7eKLXuh6IwDMbAXQDpjrnHulcUVmNjseCwMHDqSoqKiZTYuIiIiI7J+m7mIxO/532n7WbamqTbH94cDpwCBguZmNdc5VNIplPjAfoKCgwOXn5+9nSCIiIiIiTcvkIr0GzOxsM3stg6K7gGOSpgcBxSnKPO+cizjntgKbiCXMIiIiIiJZ0dQY5DPM7BMz22Nmj5nZaDMrJHZXi99nUPcqYLiZHWtmHYHLgBcalXkOmBbfXh9iQy4+3Z+GiIiIiIgcCE31IP+G2Ljfo4BngJXAo865Sc65Rc1V7JyrBa4HFgMfAwudcx+Z2R1mNiNebDFQbmYbgKXArc658v1vjoiIiIjIl2PONR4WHF9gtsY5NzFp+l/OueMOWmRpFBQUuMLCwmyHISKSkpmtds4VJM9bvXr1oJycnFej0ehIUl+fISIiB5fLycnZGI1Gz5k0adKuxgubuotFLzP7WtK0JU9n0ossIiKQk5Pz6oABA4b379/fcnL2+dIPERE5wKLRqHk8nuEej+d1YGTj5U39S/0mMD3plTx9UQvEKiJySIpGoyP79+/fXsmxiEjrkJOTw4ABA9pHo9HjZ8yYMaLx8qZu83Z1y4YmInLYUM+xiEgrk5OTg5kB3DhjxowbXnjhhWhiWfbCEhERERHJus5A1+QZSpBFRERERJIoQRYRaYW8/hCzHn4XbyB0QOq75ZZb6N+/P2PHjs2o/MKFCxk+fDgjRozgxRdfBGDZsmUUFBRwyy237PP2Z82axZYtWwAoLy+noKCA8ePHk5+fz3PPPdfs+u+99x7jxo1j1KhRzJo1C4DFixeTn5+feHXs2JGioqK05ZNFo1HGjBlDWVlZk/Gkq6ddu3aJ7f7gBz9oNv50+//Xv/41Y8eOZfTo0fzsZz9rdv7+eOGFF7j77rsbzNu9ezfnnntuxnWkiqep/Z9Oqv352WefMXXqVEaPHs3EiRN57bUvnkW2r+ctwH333UcwGMy4fGNNxZPquO/P5+KTTz7h1FNPZfTo0UyYMIEdO3akLbtp0yby8/Pp1q0bqe7iler4AixfvpzRo0eTn5/Phg0bMo4tU+m2e8hwzjX7AsYCs4Dv1L8yWa8lXpMmTXIiIq0VUOga/btVWFi4z/X8dNF6N+QnL7mfPvvBAYlrxYoVbtWqVW7MmDHNlq2pqXFDhgxxHo/Hbd++3Q0dOtTV1dW5WbNmuerqanfrrbe6jRs3ZrztDz/80M2YMSMxHQ6HXSAQcM45t3v3bjdgwABXV1eXdv1oNOqGDx/uli9f7pxzzuv17lWmuLjYDRs2LOPyL774orvyyiubjKeperp27Zpx+51Lvf937tzpjjvuOBcOh11NTY079thj3aeffpp2/oF21VVXuTfffLPZcpnEk7z/00m3Pz0ejysqKnLOObdt2zaXm5ubWGdfztt6gwcPdrt37864fGNNxZPquO/P5+LEE09M7IfPPvvMlZWVNbvOaaed5latWpVR/c45d80117g//elPGZc/XBUWFrrp06f/cfr06d1d0r/bzfYgm9kc4Hfx1zTgV8CMJlcSEZG0vvHwuzxduBOASF2Ubzz8Ls+ujd2Gszpcx8UPrOCpwp04B08X7uTiB1bwyoclAPiqwnzj4Xd5fUMpQMY9zKeccgp9+vTJqOx7773HmDFj6N+/P3l5eRxzzDGsX7++vsMkufOEqqqqZut7/PHHufjiixPTHTp0oFu3bgBUVlZSU1NDbW1t2vULCwvp27cvU6dOBaBv3757lXnyySe59NJLMy7/u9/9jhtuuKHJeDKpJ1Pp9n9tbS01NTXU1NTQsWNHevbs2eT8VObOnctpp53GsGHDuO666xgxYgS7d+8G4Dvf+Q55eXlcf/31e603c+ZMHnvssYziby6e5P2fTrr92b9/f8aPHw/A4MGDiUQi1NTUAPt23r7++uvk5+dTXFzMtGnTEu8B5s2bx9ixYxk7diwLFixosp6m4kllXz8X69ato1OnTon9kJuby1FHHQXAjBkzGD9+PJMmTeL+++9vts2pjm9FRQX5+fksXLiQO+64o0EPcrr9sGzZMs4++2wuvfRSxo4dyw9/+EMAunXrxu23386YMWP43ve+1+R29yf+1iyTIRaXAmcCHhe7s8V4oFOLRiUichj7rKKaaPwZTlHn+Kyi+qBu3+PxMHDgQB566CEWLlzIgAEDKCkp4dprr2Xq1KlEo1Gcc8yePZtly5Y1W9+KFSuYNGlSg3mBQIATTjiBcePG8eCDD9KxY8e06+/YsYN+/fpx/vnnM2HCBB588MG9yjz++ONcdtllGZXfuHEje/bsaRBTqniaqicUCjFx4kSmTJnCW2+91ew+SGXQoEHceOON5OXlMWjQIG6++WZ69+6ddn5TZsyYwYUXXsjQoUM577zzePfddwH461//yh133JFynYKCAt555539jjNZ8v5PJ5PjuHjxYiZMmECnTvueZpx11lkUFRWRm5vL0qVLE++3bdvGvHnzWLlyJcuXL2fOnDl4vd6M6mwcT6rjvq+fi08//ZTjjkv93LUHH3yQdevWsXLlSubNm4fH42kyvlTHt1evXhQVFTFjxgx+/etfU1RUxOjRo5vdDytWrGDu3Ll8+OGHzJ07F4gl+tOnT6eoqIjFixcnvnCkO6/2Nf7WrKkHhdSrds5FzazWzHoAXmBoC8clInLIeuqakxPvO7TLaTAdCEWorI5QF8+QI3UOf3WEiYOPBKB3144Nyvfr3vmAx1ffC3bttdcCsGjRIsyMM844g5deeonf/va3PP/889x777107dq1qaoAKCkp2av3tXv37nzwwQd8/PHHzJ49m0suuYQOHTqkXD8UCrF06VLWr19Pr169KCgo4LzzzmPo0Nh/RZ988glVVVWJXr/myt9///179Xyliqepenbt2sWAAQNYtWoVF198MZs3b6ZLly77sJdjPX3//Oc/2bp1K5FIhClTpnDRRRfRpUuXlPMHDhyYtq7evXvj9/sTfysrK5vdfr9+/SgpKdnvOOvjabz/02nuuHg8Hm6++Waef/75ZmPaF2vXruXUU09N/Epw4oknsn79es4666wm10sVT6rjvq+fC+dc/a3F9vLHP/6R5557DuccxcXFFBcXM2DAgP1o9d6a2w+TJk1KjPXu1asXAB07duSUU04B4Nhjj8Xj8ZCbm5t2Gy0Z/8GWSQ9yoZn1Ah4BVgNrgPdbNKoUzGy6mc33+XwEg0ECgQB+v5/q6mp8Ph+RSASv14tzLvGBr/+mU1JSgnMOr9dLJBLB5/NRXV2N3+8nEAgQDAapqKggHA5TVlZGNBpNfOupr6P+b2lpKbW1tZSXlxMKhaisrKSqqoqqqioqKysJhUKUl5dTW1tLaWlpyjo8Hg/RaJSysjLC4TAVFRVqk9qkNh0ibfqy5i3ZTDSeoNarc455S7YckPozkZub2yBx8ng8DBgwgGeffZYHHniAm266iaKiIqZOnZpRD3KXLl0IhVIPBRk1ahQdOnRg3bp1adfv378/o0aNIi8vjx49ejBp0iQ2btyYWN6497Kp8n6/n1dffTXtcIDkeJqqp/4//cmTJzNw4EC2b9/e7H5o7PXXXycvL4+ePXvSp08fJkyYwNq1a9POb4qZNXjV1dU1u/1QKJRRUt9cPJn0HkPTxyUUCnHppZdyzz33pO1d3V+u0ecpE+niSXXc9/VzMXTo0MQFq8mWLVvG4sWLWbFiBUVFRYwcOZJoNHFb3rRJdaaa2w+phvEkf2k1swbxNNZc/G1O8oDk5l7AEGDcvqxzoF+6SE9EWjO+5EV659/3lht820t7vc6/760vHdvWrVtTXuz0k5/8xP3kJz9JTNdfpFdaWup27NjhjjvuuMRFa845t2rVKnf77be7QCDgLr/88ma3e9lll7nXXnstMb1r167ERUklJSWuf//+rri4OLF8zpw57rTTTktMV1RUuNzcXFdeXu5qamrcmDFj3Mcff5xYPmzYsAYXRzVV/r777nNz585tEF+6eNLVU15e7oLBYGKf5ubmuqqqqrTx12u8/5cvX+7GjRvnQqGQCwaDbvjw4W7Dhg1p56czZ84ct2DBgr3+1luwYIG77rrr9lqvsLDQnX322WnrbS7Oeo33f7r9kG5/RqNRN2vWLPfAAw+k3H668zadE044wW3atKnB+sOGDXN79uxxn3/+ucvLy3OlpaVp108XT7rjvj+fi4kTJyYu0isuLnZlZWXu+eefd9OnT3fOxS5sbd++fYOL8i655BL37LPP7lVXuuN75ZVXuqeffjqj/bB06VJ34YUX7lVH8kWJjS8SbLzd5uJvrdJdpNfsEAuLfWW5AhjqnLvDzPLM7ETn3EHvRRYROdS9fOOpLVLvddddx6JFiygrK2PQoEE8+OCDzJgRu9668c/sHTt25O6772bKlCkA3HvvvSQ/CXDs2LHcdtttTJ48mbvuuqvZbV900UUsXbo08VPujh07mD17NgB1dXX88pe/bDB8YOfOnYltQ6xn67777uOMM84gEolw+eWXM3LkSCB2QWG3bt04/vjjmy3vnOORRx7h9ddfbxBfU/Gkquedd97h6quvplOnTrRr144//OEPHHHEEWnjb2r/n3vuuYwfP56cnBy++93vMmrUKIC08/fFtm3bmDlzZuIXkbfffpuf//znXHDBBQAsXbqUCy+8sNl6pk6dmjaeVPs/3X5Id1zefvttFi1axKZNm5g/fz4AL7/8Mrm5uU2et+nccMMNzJw5k969e/PMM88wZMgQbrjhBk466SQA5syZQ79+/dKuv2LFipTxbNu2rcnjvi+fi0cffZTvfe97+Hw+OnTowEsvvcR5553H/PnzGT9+PCNHjmTixIkN1rnpppu4+uqrmTt3Li+//DLhcLjJ49vYvu6HdNKdV83F39aYa6bL3cx+D0SBM5xzo8zsSOBV59zkgxFgYwUFBS7VfQBFRFoDM1vtnCtInrd69WrX+CK1w0l1dTXTpk3j7bffpn375i99yc/PZ8mSJYkr+w+Uf/7znzz66KP87W9/O6D1NtZS8R9op556Ks8//3yzFwDur7ayH+Twtnr1an72s5/9CfjhCy+8EKifn8lFeic55yaa2VoA59znZpb+cmMREZEkXbp04c4772TXrl0MGTKk2fLNPWxif51//vmcf/75LVJ3spaK/0DavXt3RnfH+DLawn4QSSeTBDliZu0AB2BmfYn1KIuIiGTk7LPPznYIkqRv377MnDkz22GItFqZ3MViHvAs0M/M/hd4G/h5i0YlIiIiIpIlzfYgO+ceN7PVxB4WYsBM59zHLR6ZiIiIiEgWNJkgm1kOsN45NxbY2FRZEREREZFDQZNDLJxzUWCdmeUdpHhERERERLIqkzHIA4GPzGyJmb1Q/2rpwEREDksPTYW5Pfd+PTT1S1W7cOFChg8fzogRI3jxxRf3u/x7773HuHHjGDVqFLNmzWqwTiAQIDc3l3vuuQeAzz77jKlTpzJ69GgmTpzIa6+9lijbrl078vPzyc/P5wc/+AEQexJXQUEBt9xyyz63b9asWXs9naxxPPvT3lRxAvz0pz9l7NixTJw4keeee26v+qLRKGPGjKGsrAxoer81Vl5eTkFBAePHjyc/P79B/bfccgv9+/dPPBIYYPHixYkY8/Pz6dixY7N3kEgXT6r9sD/1N+WFF17g7rvvbjBv9+7dnHvuuRnXkWo/NCXVcWyqXemOeypNHS/Y+zxsrnw69913H8FgMKOyqbT053HZsmVcdNFFiemrrrqKZ555BoBf/OIXjBkzhjFjxvD1r3+9wXpnnXUW06ZN2+92tRjXzJPrgNNSvZpbr6VeepKeiLRmfMkn6bkXf+TcHX2cm9Pji9cdfWLz91P9k/E8Ho/bvn27Gzp0qKurq9vn8tFo1A0fPjzxBDCv19tgvR//+Mfuoosucr/+9a+dc855PB5XVFTknHNu27ZtLjc3N1E2+Qld9WbNmuWqq6vdrbfemvLJbOl8+OGHbsaMGXvNbxzPvrY3XZyrVq1yBQUFLhKJuN27d7tBgwY5v9/foMyLL77orrzySueca3a/NRYOh10gEHDOObd79243YMCARDwrVqxwq1atSvtkueLiYjds2LAm608XTybnSSb176+rrrrKvfnmmxmVbW4/NJbqOCZr3K7myidr6ng5t/d52Fz5dAYPHux2796dcVyNtfTnsfHT+Oqf5Pf++++7k08+2dXU1DjnnFuzZk2iTFVVlRsyZIgbPnx4Yp8cbOmepNdsD7Jz7s3kF1ALNP31V0RE0ltwIax9PPa+LhKbXvdUbPqUGyBa27B8tBYG5sfeV5XHym/6Z2w6UNrs5t577z3GjBlD//79ycvL45hjjmH9+vX7XL6wsJC+ffsydWqsN7tv376JdT755BN2795N8gNR+vfvz/jx4wEYPHgwkUiEmpqatNt18QdX1f8HBVBVVdVs+x5//HEuvvjiBvNSxbOv7U3nX//6F/n5+bRv354+ffpw9NFHs2rVqgZlfve733HDDTcANLnfUunQoQPdunUDoLKykpqaGmprY+fEKaecQp8+fdKu++STT3LppZc2WX+6eDLZD5nUP3fuXE477TSGDRvGddddx4gRI9i9ezcA3/nOd8jLy+P666/fa72ZM2fy2GOPNVl3veb2w77KpF3pNHW8Up2HTZVP5fXXXyc/P5/i4mKmTZuWeA8wb948xo4dy9ixY1mwYEGTcR6sz2Nj27dvp2/fvnTsGHuExoQJExLLli1bxpQpU5gyZQpvvPHGPtfdkjIZYoGZ5ZvZr8xsG3AXoLtYiIi0hG79oWs/yGkXm27XMTbdpdd+V+nxeBg4cCAPPfQQCxcuZMCAAXs9XjqT8jt27KBfv36cf/75TJgwgQcffDCxzm233cacOXPS1rl48WImTJhAp06dAAiFQkycOJEpU6bw1ltvAXDttdcydepUotEozjlmz57NsmXLmm3fihUr9kqEm4snk/ami3P06NG89957BINBduzYwccff4zH40nUt3HjRvbs2ZOIqan9lk4gEOCEE05g3LhxPPjgg4nkojmPP/44l112WZNl0sWTyXmSSf0AM2bM4MILL2To0KGcd955vPvuuwD89a9/5Y477ki5TkFBAe+8804mzdxnqY5jssbtaq58Y+mOV7rzcF+O71lnnUVRURG5ubksXbo08X7btm3MmzePlStXsnz5cubMmYPX681kd7To5zFV/Bs2bEg8gjv5nFq8eDFnnnkmZ5xxBosXL97nultS2rtYmNkI4DLgm0A58BSxR1O3woEiIiJtyNX/+OJ9uw4NpzseAde8Cf83HqJ1YDlwzVvQvX9sedejGpavn9+E+t6fa6+9FoBFixZhZvtcPhQKsXTpUtavX0+vXr0oKCjgvPPO46OPPmLEiBEMHjw4ZX0ej4ebb76Z559/PjFv165dDBgwgFWrVnHxxRezefNmzjjjDF566SV++9vf8vzzz3PvvffStWvXZttXUlLSoFf2xRdfbDKeTNubLs4TTjiBq666ilNOOYWjjz6aadOm0blz50R9999/f4Me0nT7bejQoWlj6t69Ox988AEff/wxs2fP5pJLLqFDhw5NtuOTTz6hqqoq0UuYTrp4mjtPMq0foHfv3vj9/sTfysrKZtfp169fk1/cvoxUx7FLly5A6nY1VT6VVMfrlVdeSXse7s/xbWzt2rWceuqpid7oE088kfXr13PWWWc1uV5LfR5T/ZtiZvTq1YsPPviAV155hUWLFjFp0iQ2bNhAr169WLx4MTfffDPt27fnZz/72T61v6U11YO8kdi9j6c756Y6534H1B2csEREDmPdB0D+FbHkOP+KjJLgpuTm5jZIPDweDwMGDNjn8v3792fUqFHk5eXRo0cPJk2axMaNG3nvvff4+9//zsiRI7n//vv51a9+xeOPx4aQhEIhLr30Uu655x6OO+64RJ312588eTIDBw5k+/btPPvsszzwwAPcdNNNFBUVMXXq1Ix6rLp06UIoFEpMNxXPvu6fVHECiRj/8Y9/4PF4yMuL3ezJ7/fz6quvNvi5Pt1+y8SoUaPo0KED69ata7Zspr276eJp7jzJtH6IJUbJr7q65tOHUCjUZBL6ZaQ7jpC6XU2Vb0ry8crkPNyX49tY/ReafdGSn8fGCb5zLtEz3rlzZ2bOnMlf//pXJk2axMqVK9m+fTtbt27lnHPO4YwzzmDnzp17XWibTU0lyJcAHmCpmT1iZvUPCskKM5tuZvN9Ph/BYJBAIIDf76e6uhqfz0ckEsHr9eKcS3zA68folJSU4JzD6/USiUTw+XxUV1fj9/sJBAIEg0EqKioIh8OUlZURjUYTP5fV11H/t7S0lNraWsrLywmFQlRWVlJVVUVVVRWVlZWEQiHKy8upra2ltLQ0ZR0ej4doNEpZWRnhcJiKigq1SW1Smw6RNh0wp/0Y8r4Cp932pas68cQT+eijj/B6vezcuZNdu3Yxbty4xPLbb7+d22+/vdnykydPZseOHfh8PsLhMB988AFDhw7lrrvuYsuWLWzcuJHrr7+eH//4x1xxxRU457jyyiu5/PLLOe+88xL11+9fgG3btlFcXExeXh4zZ87kzjvvZNeuXQwdOpTly5fzyCOPNNu+0aNHN/iPNV089ebOncvpp5/ebHvTxQmxOxEAvPnmm/h8vsRwigULFnDFFVc0SBbS7bd08Xz22WeJ+j0eDxs2bODoo49udj/87W9/S5nANq4/XTzNnSf/v707j4+qvPv//7pCiII7goAsAiKasCRgtK1L3Vv4Kkqrtd71VtRab2q19afV1m7i0lZbb7darVSrFbXeiihoFawKFlAoQQFFEFxQMHvGLCQzyYT5/P44k5lJyGSDzBzC+/l45EGuc85c877OmSGfXDlzTrL+d5WNGzeSk5Oz0/20HG9bxxF2HFd723f0eCV7HXb1+O6///4EAoFYe9KkSSxdupTa2loqKytZuXJls+PVUne/H0eNGsUnn3xCMBgkHA7zwQcfMGbMGD799FM2bdoEQDAY3SA10AAAIABJREFUZPPmzQwZMoSFCxdy+eWXs2HDBjZs2MCMGTNYsGBBu/shZRI/sdfaF7APcCHwElAHPAh8o73HddeXrmIhIn7Gzl7Fops8/fTTNnr0aBs9erTNnz+/2brp06fHrrjQ3vbPPPOM5ebmWk5Ojt122207PM9NN90U+7T+kiVLLDMz03Jzc2NfX3zxhS1btszGjBlj48ePt7y8PHv55Zeb9REMBu3UU0+1o446yubMmdPu2J544gn7xS9+0eq6xDxNLrvssh22b228beWcOnWqZWdn24QJE2zFihVm5l0dYuzYsVZUVLRDjrb2W8s8b731lo0bN87GjRtn2dnZ9thjj8XWXXnllTZo0CDLzMy0IUOG2Lx588zMbPny5ZaXl9fqPmhtvMnyJDvubfXf0k033WSPPvroDv9++umnlpuba8OGDbP+/ftbbm6u/fOf/4w97o9//KPdc889HXqOZPuhtfG2dRxbG1d7r8/OHK/EfdL0OuzI9q2ZNWuWZWdn2/HHHx97jd177702duxYGzt2rD3yyCNtPj4V78cHH3zQxo4dazk5Ofb73//ezMzWrVtnxxxzjOXk5Fh2dnZs+be//W179tlnY4+dN29es6tgpEqyq1g468QUvXOuH/Ad4Ltmduour9Y7ID8/3woKCtLx1CIi7XLOrTKz/MRlq1atso5cTUG6JhgMcsopp7B06VIyM9u8QSwAeXl5vP766xx88MG7NMcrr7zC7Nmzeeqppzr1uO7Kk6r+d5UTTzyRefPm0a9fv53qR/tTOmPVqlXcfPPNfwOumT9/fk3T8vb/J0lgZgHgoeiXiIhI2vXp0yf2p+ARI0a0u/3O3OSiLVOmTGHKlCmdflx35UlV/7tCWVkZ11133U4Xx6D9KbtGpwpkERERPzrjjDPSHUF2woABA5g2bVq6Y4jEJP2QnnNur1QGERERERHxg7auYvE2gHNudoqyiIiIiIikXVunWGQ556YDxznnvt1ypZnN7b5YIiIiIiLp0VaBPAPv8m4HAlNbrDNABbKIiIiI9DhJT7Ews6Vm9kPgBjO7tMXXZSnMKCKyxzhv/nncuvxWyurKdmm/zzzzDEcccQRjxozhxRdf7PL2P/3pTxk4cCDjxo1rd/uKigry8/PJzc0lLy+PF154IbZ9r169yMvLIy8vjx//+Mex5StWrGDChAlkZ2dz/vnnA7B48WLy8/P56U9/2ulxn3/++bGbiLSVJ5lf/vKXjBs3jkmTJjXbPtnyP/7xj4wbN46cnJxWb50biUQYO3Ys5eXlbeZpr5+WWttvkPw4Jsvfmi+++IITTjiBnJwcJk2axL/+9S8AFi5cGDuGeXl5ZGVlxa7wkCxPV8yfP5/bb7+92bKysjK++c1vdriPzowX2s5fU1PDoYceyp133hlb1pnjley4J9vPkPx915Z77rmHurq6Dm/fUlt5Wnv/duV9mthPXl4eS5Ys6XLe1sbbdBvuLrF2bswBZAE/BuZEv64Gerf3uO760o1CRMTP2MkbhYx7bJxNfHyiHT37aLvl7VustLZ0pzPV19fbiBEjrLi42D777DMbNWqUbd++vUvbL1u2zFauXGljx45td/uGhgarqakxM7OysjIbNGhQrJ999tlnh+eNRCJ2xBFH2JIlS8zMrLTUG/v5559vwWDQrr/+etuwYUOHx/3+++/b2WefHWu3lac1K1eutPz8fAuHw1ZWVmZDhw616urqpMu3bNlihx9+uDU0NFh9fb2NHDnSPvnkk2Z9vvjii7GbsiTL05F+OrLfkh2XZPmTKS4uttWrV5uZ2ebNm+3QQw/dYZvCwkIbPXp0m3l2tUsuucTefPPNdrfr7Hjby3/DDTfYWWedFbvxR2ePV7Lj3tZ+bu19157DDjvMysrKOrx9S23lae3925X3aWv9dFVr4+1I/8luFNLWh/SaPAAcHf33AWAS3t30RESkCy5dcCkvfOTNGoUjYS5dcCkvfhyf3QtHwtRvr+f5Tc8zee5kTn3mVJ7b+BwAX4a+5NIFl7J4y2IAyoPl7T7fihUrGDt2LAMHDmT48OEMGzaMtWvXdmn74447jv79+3do+969e8dmcKqqqqivr6exsTHp8xYUFDBgwABOOOEEwLv0F9A0WZM4cUNtbW27437yySf51re+FWt3Ns/HH39MXl4emZmZ9O/fnyFDhrBy5cqkywEaGxupr6+nvr6erKwsDjjggGZ9/ulPf+Lqq69uN097/XRkvyU7Lm3lb83AgQPJzc0F4LDDDiMcDlNfX99sm6effprzzjuvzTzJzJw5k5NOOonRo0fzox/9iDFjxlBW5v0F5eKLL2b48OFcddVVOzxu2rRpPPHEE232DcmPYzJt5d+4cSNlZWW0vPFPZ45XsuPe1n5u7X2XzGuvvUZeXh6FhYWccsopse8B7rvvPsaNG8e4ceN49NFH2+ynI8c9UVffp605++yzyc3N5eijj+b++++PLV+8eDFnnHEG5513HuPGjeOaa65pc7wAN954I2PHjuUHP/hBpzJ0pEA+xsymm9kb0a9LgWM69SwiItJp4UiYhu0NlAXLmP1B1y8oVFxczODBg/nLX/7CM888w6BBgygqKkrJ9jU1NYwfP54JEybwwAMPkJWVBUAoFGLSpEkcf/zx/Pvf/wbg888/55BDDmHKlClMnDiRBx54AIAZM2ZwwgknEIlEMDOuuOIKFi9e3O64ly1btkMhkyxPa3JyclixYgV1dXV8/vnnrF+/nuLi4qTLhw4dyk9+8hOGDx/O0KFDd7jxxYYNG9i2bVuzTK3laa+flpLtt2THJVn+jli4cCETJ05kr72aXwn2ySef5IILLmgzT1vOPvtszjzzTEaNGsXkyZN5++23AXj88ce55ZZbWn1Mfn4+b731Vrt9d3a8beX/2c9+xk033dRs+84eL2j/dZhsP3fE6aefzurVqzn00ENZtGhR7PvNmzdz3333sXz5cpYsWcJNN91EaWlph/psmae1929X3qfBYLDZKRZbtmwB4IEHHmDNmjUsX76c++67r9nxWrZsGTNnzuT9999n5syZSccLXoE+depUVq9ezcKFC5sVzu3pyI1CtjvnDjezjwGcc6OA7R1+BhERaebRyfGZm94ZvZu1E/XO6E2Gy2Da6GnMyJ0BwEF7H9Rs+/592p9VaprNmTHD62Pu3Lk451Ky/X777cd7773H+vXrueKKKzj33HPp3bs3W7duZdCgQaxcuZJvfetbbNq0iVAoxKJFi1i7di0HHngg+fn5TJ48mVNPPZWXXnqJu+66i3nz5nH33Xezzz77tDvuoqKiHWYvk+Vpzfjx47nkkks47rjjGDJkCKeccgp777130uWVlZW88sorfPrpp4TDYY4//njOOussBg8eDMD999+/w0xoa3lqa2vb7KelZPst2XFJlr89xcXFXHfddcybN6/Z8o0bN1JbWxubbUyWZ9SoUUn77tevH9XV1bF/q6qq2s1zyCGHtPmLW5POjjdZ/nXr1jFmzBgOO+ywZtu3d9xb09brMNl+3lnvvvsuJ554Ymz2+thjj2Xt2rWcfvrpbT6utTytvX+78j7t06dPq3cmfOSRR3jhhRcwMwoLCyksLGTQoEEAHH300bFzsQ888MA2+8/KyuK4444DYOTIkRQXF8eK5/Z0pEC+HljknPsEcMBhwKUd6l1ERDqtZWHckSK4LYceemizQqK4uDj2wyZV22dnZ9O7d2/WrFlDfn5+bP0xxxzD4MGD+eyzzxg4cCDZ2dkMHz4c8H4QbtiwgTVr1vDOO+9w7bXXcs0113DCCSdw9913c/LJJ7c57j59+hAKhVpd1zJPMtdeey3XXnstAF/96ldj2Vpb/tprrzF8+PDYn9cnTpzIu+++y+DBg6murubVV1/l7rvvbjfP5s2bk/bTmmT7ra3jkmxcyYRCIc477zzuvPNODj/88GbrEmeP28rTVoHsnGv2tX17+/NwoVCIPn36tLsddG68yfKvWLGC5557jnnz5lFeXk5GRgaDBw9mr7326tTxStTyddjWft5ZTb8wdUayPK29f9evX9+l92lLixcvZuHChSxbtoy+ffuSn59PJBKJrW/r9JWWEn/5dc4166c97Z5iYWavA0fgfVDvx8CRZraow8+wizjnpjrnZgUCAerq6qipqaG6uppgMEggECAcDlNaWoqZxf5DaJpKLyoqwswoLS0lHA4TCAQIBoNUV1dTU1NDXV0dlZWVNDQ0UF5eTiQSiU3nN/XR9G9JSQmNjY1UVFQQCoWoqqqitraW2tpaqqqqCIVCVFRU0NjYSElJSat9FBcXE4lEKC8vp6GhgcrKSo1JY9KYesiYdtaRBx3Jt4/4NgvOXcCvvvqrnS6OwZspWrduHaWlpWzZsoWtW7cyYcKE2Pobb7yRG2+8scPbd7T/L774goqKCsA7Th988AFDhgyJ7V+AzZs3U1hYyPDhwznmmGP4/PPPCQQCNDQ08N577zFq1CimTZvGrbfeytatWxk1ahRLlizhr3/9a7vjzsnJiV3BAkiap8nMmTN3+GHetP2bb75JIBCInR7R2vKmGbX6+nqCwSDvvPMOI0eOBODRRx/lwgsvbPYDO1metvppLWey/dbWcUw2rtb6NzOmT5/O9773PSZPnrzDfn7qqaeaFcjJ8uxqGzduJCcnp0Pbdma8yfLfdtttfPTRR2zYsIGrrrqKG264gQsvvLDTxyvZcW9vP3fW/vvvTyAQiLUnTZrE0qVLqa2tpbKykpUrV7b5vk6WJ9n7t6vv05aqq6vp378/ffv2Zd26daxZs6ZL491piZ/Y2x2+dBULEfEzdvIqFt3l6aefttGjR9vo0aNt/vz5zdZNnz49dmWF9ra/8sorbdCgQZaZmWlDhgyxefPmJd3+rbfesnHjxtm4ceMsOzvbHnvsMTPzPpE/ZswYGz9+vOXl5dnLL78c6/+ZZ56x3Nxcy8nJsdtuu61ZpmAwaKeeeqodddRRNmfOnHbH/MQTT9gvfvGLWDtZniaXXXZZs+3NzKZOnWrZ2dk2YcIEW7FiRbvLr7/+ejvyyCMtOzvb7rjjDjPzroowduxYKyoqatZ3W3la66etnMn2W7LjmCx/a/0vWbLEMjMzLTc3N/b1xRdfmJnZ8uXLLS8vz1pq6zi2dNNNN9mjjz66w7+ffvqp5ebm2rBhw6x///6Wm5tr//znP2OP++Mf/2j33HNPm313ZbwdyX/TTTfFrmJh1rnjley4t7Wfk73v2jJr1izLzs62448/Pvbau/fee23s2LE2duxYe+SRR9p8fLI8bb1/zTr3Ps3IyGjW/9y5c62+vt7OPPNMmzBhgp1//vl27LHH2sqVK83MbNGiRXbmmWd2eLyJV7E46aSTYv0kSnYVC2ddmHJPp/z8fCsoKEh3DBGRVjnnVplZs7/Zr1q1ylp+WEy6XzAY5JRTTmHp0qVkZrZ/RmFeXh6vv/46Bx988C7N8corrzB79myeeuqpXdJfd+VMVf+7yoknnsi8efPa/UBce7Q/92yrVq3i5ptv/htwzfz582ualnfkHGQREZHdTp8+fWJ/8h0xYkS727f2YaFdYcqUKUyZMmWX9dddOVPV/65QVlbWoatFdIT2p7Sm3XOQnXOvd2SZiIgkZZ35cIjsOmeccUaHimPZvQwYMIBp06alO4bs5pouSdeapAWyc25v51w/oL9z7iDnXL/o1wigY9fIEBERMjIyNhQVFUVUJIuI+EMkEqGoqCgSCoVavdtSW6dY/A9wDV4xvArvEm8A1cCfd2lKEZEeLBKJfOOTTz5ZXVRUdHBb1xMWEZHUMDNCoVBg9uzZs4EDgWa31UxaIJvZvcC9zrmrzexP3ZxTRKTHOvroo7eeffbZlwPfBioATSWLiKSfA/oBa+fPnx9MXNHuh/TM7E/OueOAEYnbm9njuzikiEhPNh+oB8YDrd+6TUREUikCrASeb7mi3QLZOTcbOBxYTfwW0waoQBYR6aD58+dHgFeiXyIi4mMducxbPpBju9sFk0VEREREuqDdy7wB7wODujuIiIiIiIgfdGQGuT/wgXPuP3jnzwFgZmd3WyoRERERkTTpSIE8s6udO+cmA/cCvYCHzez2JNudBzwLHGNmuo+0iIiIiKRNR65i8aZz7jDgCDN7zTnXF6/gbZNzrhfe9ZLPALYCK51z883sgxbb7Qf8GFjRlQGIiIiIiOxKHbnV9A+AOcBD0UVDgBc60PexwEdm9omZNQBPA+e0st2twB+AUIcSi4iIiIh0o46cYvEjvGJ3BYCZbXLOHdKBxw0BtiS0twJfSdzAOTcRGGZmLznnfpqsI+fcFcAVAIMHD2b16tUdeHoRERERkc7rSIFcb2YNTbdHdc5l4l0HuT2t3U819jjnXAZwN3BJex2Z2SxgFkB+fr7l5eV14OlFRERERDqvI5d5e9M59wugj3PuDLwP073YgcdtBYYltIcChQnt/YBxwGLn3Gbgq8B851x+R4KLiIiIiHSHjhTIPwfKgPeA/wFeBn7VgcetBI5wzo10zmUBF+DdahUAM6sys/5mNsLMRgDLgbN1FQsRERERSaeOnGLRB/ibmf0VYlen6APUtfUgM2t0zl0FLMS76sXfzGydc+4WoMDM5rf1eBERERGRdOhIgfw6cDqwLdruA7wKHNfeA83sZbwZ58Rlv0my7ckdyCIiIiIi0q06corF3mbWVBwT/b5v90USEREREUmfjhTItc65SU0N59zRQLD7IomIiIiIpE9HTrH4CfCsc67pChSDge92XyQRERERkfRps0COXqs4CzgKOBLv2sYbzCycgmwiIiIiIinXZoFsZhHn3P+a2deA91OUSUREREQkbTpyDvKrzrlzXdOt9EREREREerCOnIN8LbAPsN05F8Q7zcLMbP9uTSYiIiIikgbtFshmtl8qgoiIiIiI+EG7p1g4z387534dbQ9zzh3b/dFERERERFKvI+cgPwB8DfhetL0N+HO3JRIRERERSaOOFMhfMbMfASEAM/sS79JvKeWcm+qcmxUIBKirq6Ompobq6mqCwSCBQIBwOExpaSlmRlFREQCFhd6lm4uKijAzSktLCYfDBAIBgsEg1dXV1NTUUFdXR2VlJQ0NDZSXlxOJRCguLm7WR9O/JSUlNDY2UlFRQSgUoqqqitraWmpra6mqqiIUClFRUUFjYyMlJSWt9lFcXEwkEqG8vJyGhgYqKys1Jo1JY+ohYxIRkd2fM7O2N3BuBXAcsNLMJjnnBgCvmtnEVARsKT8/3woKCtLx1CIi7XLOrTKz/HTnEBGRruvIDPJ9wPPAIc653wJLgd91ayoRERERkTTpyFUsnnTOrQJOw7vE2zQzW9/tyURERERE0iBpgeyc2xuYAYwG3gMeMrPGVAUTEREREUmHtk6x+DuQj1ccTwHuTEkiEREREZE0ausUixwzGw/gnHsE+E9qIomIiIiIpE9bM8jhpm90aoWIiIiI7CnamkHOdc5VR793QJ9o2wFmZvt3ezoRERERkRRLWiCbWa9UBhERERER8YOOXAdZRERERGSPoQJZRERERCSBCmQRERERkQQqkEVEREREEqhAFhERERFJoAJZRERERCTBblMgO+emOudmBQIB6urqqKmpobq6mmAwSCAQIBwOU1paiplRVFQEQGFhIQBFRUWYGaWlpYTDYQKBAMFgkOrqampqaqirq6OyspKGhgbKy8uJRCIUFxc366Pp35KSEhobG6moqCAUClFVVUVtbS21tbVUVVURCoWoqKigsbGRkpKSVvsoLi4mEolQXl5OQ0MDlZWVGpPGpDH1kDGJiMjuz5lZujN0Sn5+vhUUFKQ7hohIq5xzq8wsP905RESk63abGWQRERERkVRQgSwiIiIikkAFsoiIiIhIAhXIIiIiIiIJVCCLiIiIiCRQgSwiIiIikkAFsoiIiIhIAhXIIiIiIiIJVCCLiIiIiCRQgSwiIiIikkAFsoiIiIhIAhXIIiIiIiIJVCCLiIiIiCTYbQpk59xU59ysQCBAXV0dNTU1VFdXEwwGCQQChMNhSktLMTOKiooAKCwsBKCoqAgzo7S0lHA4TCAQIBgMUl1dTU1NDXV1dVRWVtLQ0EB5eTmRSITi4uJmfTT9W1JSQmNjIxUVFYRCIaqqqqitraW2tpaqqipCoRAVFRU0NjZSUlLSah/FxcVEIhHKy8tpaGigsrJSY9KYNKYeMiYREdn9OTNLd4ZOyc/Pt4KCgnTHEBFplXNulZnlpzuHiIh03W4zgywiIiIikgoqkEVEREREEqhAFhERERFJoAJZRERERCSBCmQRERERkQQqkEVEREREEqhAFhERERFJoAJZRERERCSBCmQRERERkQQqkEVEREREEqhAFhERERFJ0K0FsnNusnPuQ+fcR865n7ey/lrn3AfOubXOudedc4d1Zx4RERERkfZ0W4HsnOsF/BmYAuQA/+Wcy2mx2btAvplNAOYAf+iuPCIiIiIiHdGdM8jHAh+Z2Sdm1gA8DZyTuIGZLTKzumhzOTC0G/OIiIiIiLQrsxv7HgJsSWhvBb7SxvbfB15pbYVz7grgCoDBgwezevXqXZVRRERERKSZ7iyQXSvLrNUNnftvIB84qbX1ZjYLmAWQn59veXl5uyqjiIiIiEgz3VkgbwWGJbSHAoUtN3LOnQ78EjjJzOq7MY+IiIiISLu68xzklcARzrmRzrks4AJgfuIGzrmJwEPA2WZW2o1ZREREREQ6pNsKZDNrBK4CFgLrgWfMbJ1z7hbn3NnRzf4I7As865xb7Zybn6Q7EREREZGU6M5TLDCzl4GXWyz7TcL3p3fn84uIiIiIdJbupCciIiIikkAFsoiIiIhIAhXIIiIiIiIJVCCLiIiIiCRQgSwiIiIikkAFsoiIiIhIAhXIIiIiIiIJVCCLiIiIiCRQgSwiIiIikkAFsoiIiIhIgt2mQHbOTXXOzQoEAtTV1VFTU0N1dTXBYJBAIEA4HKa0tBQzo6ioCIDCwkIAioqKMDNKS0sJh8MEAgGCwSDV1dXU1NRQV1dHZWUlDQ0NlJeXE4lEKC4ubtZH078lJSU0NjZSUVFBKBSiqqqK2tpaamtrqaqqIhQKUVFRQWNjIyUlJa32UVxcTCQSoby8nIaGBiorKzUmjUlj6iFjEhGR3Z8zs3Rn6JT8/HwrKChIdwwRkVY551aZWX66c4iISNftNjPIIiIiIiKpoAJZRERERCSBCmQRERERkQQqkEVEREREEqhAFhERERFJoAJZRERERCSBCmQRERERkQQqkEVEREREEqhAFhERERFJoAJZRERERCSBCmQRERERkQQqkEVEREREEqhAFhERERFJoAJZRERERCTBblMgO+emOudmBQIB6urqqKmpobq6mmAwSCAQIBwOU1paiplRVFQEQGFhIQBFRUWYGaWlpYTDYQKBAMFgkOrqampqaqirq6OyspKGhgbKy8uJRCIUFxc366Pp35KSEhobG6moqCAUClFVVUVtbS21tbVUVVURCoWoqKigsbGRkpKSVvsoLi4mEolQXl5OQ0MDlZWVGpPGpDH1kDGJiMjuz5lZujN0Sn5+vhUUFKQ7hohIq5xzq8wsP905RESk63abGWQRERERkVRQgSwiIiIikkAFsoiIiIhIAhXIIiIiIiIJVCCLiIiIiCRQgSwiIiIikiAz3QFERHzjLydA8Xs7Lh80HmYsTX0eERFJCxXIIpJ+filMhx4LZR/C9ob4sl5Z3nIREdljqECW1PJDIeSHDMrh2VYGmVnJC9N9B0LZRhgwBraH4d0nYMgkGJwL4SC89ScYdQoMOwZC1fD6LTD2WzDieKitgH/+f5B/GYw6Gaq+gOcuh69fB6NPh4qP4cnvwOTbYcw3vH2w9v+AFjdPchlw0s+6dz+IiIiv6BzkPcVfToCZB+z49ZcTUptj6LFe4ZMo1TN0fsiwq3JEIl7h2CQchPqaeDtYCbXl8XZNCVQn3BL5y80w4KjkOTa9Bp+8GV++6jFY93y8/cZtUPBovD33Clh2b7z9yDe9bZrcOQYW3Bhv3zMe/n0nnHSDV4gmchnw0Wvx54tsh5eu8ZaBN+5Fv4Uty6PrG+H95yDwide27V7RHary2hm9vC+c1+7dBw7Ngz4Heu2+B8Oki+Gos+L7o1cW5F0I+w1ERET2HCqQu5sfClMzGHJM8iKo8nOoC8SXl2+CbaXxdtEaqC6K9/X5Cqja6rUj270C6svPvPb2MGxc6BVeAOEQfDAvXrQcd5XXR8t848/3vq8LwFv3exnAK+gW3xFvV26Bf/3Gm1UEbxbwn9fF15euh+d/COUfee3C1fB/F3nbgZe97ENiRVIT57xZwk2veUVdUxG54WX462nx/bHuBXjopPj+WvsMPHhCvCh9ZzY88DVv3AArH4b7j/H2E8DbD8CfonchPukGsEiLfRGBj9+Itxf+Eu7Ni7fn/xjumRBvP/8/Xv+J7YdPj7df+CHMnhZvz7sS/u+/E9pXecemteL0pJ95Behbf4ov/8/DsPbZeHvzUiheG2+H66CxPt4emAMHDI23878PI06Mt6fcAdlTYb9BXiGaEf2jVlNhesWbcPQl3rLMveDaDfCVGV57r/3gNwE47mqv3bcf/OxTmHSR1973EPjRCsg5x2vvNwgueQlGn+a19z8UzvsbDDs23p78e29GuWl/aPZYRGSP1LMLZD8Up63NEmb0hoNHx9ufvQWfLI631z0P78+Nt5f/BQr+Fm+/+mtYcle8Pef73p+WmzzyTfjnT+Ptu8dBfVXyIujBE+DNO+LL/3Ji86Jo1ileoQdeAfe3b8Dqp7z29gZ4/GxYF83bUAtPne8VluAVjs9cDB+97rV7ZUEkDK5XfF9EwvDlp167tgxe/WW86NpWAot/B2UboutLYcVDXlEPXqH6/lxvO/BmCzcvjc8ahuugfKM3swreczUGvaIUFVHvAAAXOklEQVQsdlwc5EzzZgkzMrxCrElmFux9AM1mHfc9JL4vs/aFA4fF1/c5EA4+3Cu4AfYZAAPHxvvbfzAcOtH7fr9BcNgJ8b56ZXnF45hvxrcfmg/jzo23R58G+ZfG2znnwNd+FG/nfg+O/0m8nf99OPG6ePtrV8FJP4+3T/45nD7TK0ab9kdG7/is6fmPwzl/jm//gzfgu0/E25ctgLPujre/+4RX+Dc56+54gQtw8s/gqP8Xbx89PV6gnnRDvEBuem0emhefvXXO239Z+8TbGb3Y5ZqKdZeh2WMRkT2Us5azeT6Xn59vBQUFHdv4pWvh3dk7nteYdyGc9htvxgm82dHqQhh6tNcuWuPNUE74jtfe9C9v2dejRec7j8MXq2Bq9E/Ji2+HrQXw33O89rwfeTOXP1wGNcVwV3bzmUKX4f1Z+8q3vfbsb3nnT/4gWkQ+dpa3/aXRIvPvUyFrP/ivaFH6fxd5RdqZ/+u1518NBwyLFyavzYSDRsQLk7fuh34jvSK1aX9kZMKk6XDWXd6MYL+RXjEGXoHe73AYHJ2p3PCyV/QNONKb7f34DW/7fqO8P/F//jYcdJg3U7i9EYrXwP5DvcJieyOUfwj7Dfb29/ZG+KLAK6ob6yFzb/j+v7xfGLL6ejOtDdugd1/o1dt7Pot4+8y1mPXdGTXFcG8uNIa8DD9Zm55CSDmae+laWPUoHH2p99pMl5pimHMpnPdYp/eDc26VmeV3TzAREUmF3WYG2Tk31Tk3KxAIUFdXR01NDdXV1QSDQQKBAOFwmNLSUsyMoiLvdIDioy7eYdbUXAZ1lgV/GEn1lxXU1NQQfvshePhUGurrKS8vx96fi73wQwAKCwvh40VElt4DQElJCZEvtxD+Yg2hUIiqqirqM/oQ3vsgqqqqCIVC1AyYxPacaZSUlMB+gwgN+3p8pqtXFsGRZxA5827Ky8tpaGig+us3Ezzzz/ExTXuUwJkPx8d08XyKTv7feJ7vzqZo0k8xM0pLSwlPuYvA+MsJBoNUV1dT85XrqMs+n8rKShoaGigfcwGRMVMozb4kvj8yMik+aro3poFfp3FQHhUVFd6Yhp5K7f6HU1tb641pxKlUZPSnsbGRktJSGH0ahaG9vTzFxTDieIqDmUQiEcq/rKRhwHgqt+/lHae6INV9hhF0fbzjFDFK9x6F5V2I4SDvQgqtP2T1paioCHMZlFbXE45AIBAgGApRva2Wmm3bqKuri4+pvJxIJEJxcXF8vyT8W1JSQmNjY3xMVVXU1tbGx9T7QEJHneu9Ho78Nuw3cIc+iouLvTFFj1NlZWWHX3tNfRQVFcWPUzjsjanpONXUUNdrf+qzz8NcBsGjziWyz4CujykUoqKiwjtOJSWt9pF0TOxDfc53MByh7PMI792v62PaieNUPXEG24ccS90xV+/8mHbmOIWzCF4wl2rr0+kxiYjI7q9nzyCDNyP1zt+9D/D0yoKJF3kzyFv/A8dc7s1Slm/yzpk9/DTvT+y15VBf7c2QgjdL6lzXZzD9MjsHPWKGrkdlUI4eRzPIIiK7v55fIPulOFVhKrJHUIEsIrL7221Osegyv3zg5qQbYPhX0/+J+P0GwaWvqDgWERERSWLPuFHISTdA2fr0FqdNhamIiIiI+NqeUSCrOBURERGRDur5p1iIiIiIiHSCCmQRERERkQQqkEVEREREEqhAFhERERFJ0KML5PPmn8ety2+lrK5sj86gHP7LoBz+y+CnHCIikl49+kYh4/8+nt4ZvclwGZwz+hxmTJjBgL4Dujmh/zIoh/8yKEf3Z0j8v805h5kRsQjOOTJcBmZGY6SRDJdBr4xemBkTHp+w0zl0oxARkd1fj55BBghHwtRvr+e5jc8xZe4Ubl1+KwXFBSzYvIDtke0AfBj4kHkfzYs95r2y95izcU6svapkFU9veDrWfqvwLWZ/MDvWXrxlMY+9/1isvWDzAh5+7+EdMjy/6XmmzJ3CpQsu5e5Vd8fWP73h6WbbP/HBEzzy3iOx9mPvP8aj7z8aa/917V/5+7q/x9oPrn6QJz54Ita+7537eHL9k7H2XQV3Ncsx58M5fGPON2IzZbctv63ZeG966yae3/R8rH3jkhub7Z/rFl/Hix+/GGtf/cbVvPzJy7HnuOr1q1iweQEAwcYgP3zth7z22Wut7o/Jcydz+rOnx/orD5Zz+auXs+yLZQAU1xZz+cLLWV60HIAtNVu4bOFlFBR7vyR9WvUplyy4hHdL3wVg05ebmP7KdN4rew+A9RXrufiVi1lfsR6AtWVrm2WYu3Eupz17Gte/eT1ldWWsLF7JRS9fxOfVnwPesb74lYsp2lYEwJKtS5j+yvTYDOOizxcx/ZXpfBn6EoDXPnuNSxZcQnVDNeC9Fi5dcCl14ToAXvrkJS5beBnh7eEd9kXTa2P6K9Nj++ofG/7BjH/NiLVnfzCbK1+7Mtb+2/t/4+o3ro61H1rzENcsuibWvv/d+7lu8XWx9t2r7uaGf98Qa/9h5R+a5Zjz4RxOn3N67LXx62W/5tfLfh3b/oY3b+A3y37T7NjPfGtmrP2DV3/AzW/fHGtf9PJF3Pr2rbH2d178Dr9d/ttYe+rzU/n9it/vkKHpvXr8P46PvX4Bjn3yWO57575YO/fxXB5c/aD3+O1hxv99PH9d+1cA6hrrmPD4BB7/4HEAquqryJudxz82/AOAsmAZk56YxNyP5gJQWFvYLEfTMdGMsojInqdbC2Tn3GTn3IfOuY+ccz9vZf1ezrn/i65f4Zwb0V1Zttt26rfX8+yHz/KrZb/i+jevZ7t5BfLrn7/Or5b9Kjbj9MaWN/jtivgP8UWfL+KuVfEf0ou3LOahtQ/F2m9ufZPH1j0Way8vXN6soGzS9IO3oKSAZz58JrZ8TdmaWAHY1H6n9J1Ye2352lhhB/Be+Xusq1jXrL0hsCHWXlexjo8rP461P6j4oFmOCBEarZFnP3yW6/99PZu+3ERRbVFs/UdffkRpXWmsvblqMxWhilh7S80WquqrYu2ibUVsC2+LtUvrSmMFIUBlqJJgY7DV/dGwvYGSupLYLwRmRsP2htixadouYpF4fotgeMfK4c0GOlysnZmRiXNeO8NlkNUrK9buldGrWYZGa8QwFm5eyPX/vp4Ml8HemXuT4by3Ri/Xq9njM1wGvTN6N2tnZsQvJ94yTzRmbPumWczW9kX99npWlaxi05ebmvXX9NjWni/TZZKVkRVrZ/XKYu/MvWPtvTP3pm/vvrF238y+7Nt731h7v977NcsRIULEIrHXxiF9D+GQvofE1g/bfxhD9xsaax950JGMPGBkrJ07IJcxB42Jtb8y+CvkHJwTa5809CQmDJgQa08eOZmJAyfukKHpvbpP733IHxSfjL0o5yLyB8bb3x/3fSYNnOTtK+eYkTuDiYd4/fXO6M2VuVeSOyA3ti+uyruKCf2959+n9z78eOKPGXfwOAD2z9q/WY6mY9K0L0REZM/RbadYOOd6ARuBM4CtwErgv8zsg4RtrgQmmNkM59wFwLfM7Ltt9dvZUyyaZLpMemX0YtroaXz3yO+S4TIYecBIMlwGVfVVVDdUM3TfoTjn2NawjWBjMPan1WBjkHAkHPsBGt4exjCyenmFiZk1K2KSZWj60+200dOYkTuD/n36d2gcu4Jy+CuDcvgvw67KoVMsRER2f915J71jgY/M7BMA59zTwDlA4nTmOcDM6PdzgPudc852YdXekR9yB+x1AAfsdUCsvW/WvuybFZ9l65PZhz70iffZq3ezxycrjjuTIRWUw18ZlMN/GfyUQ0RE0qc7C+QhwJaE9lbgK8m2MbNG51wVcDBQnriRc+4K4AqAwYMHs3r16g4FGL73cI7Y5wimDZzGgb0PZOuHW9nK1i4Npqv8kEE5/JdBOfyXwU85REQkvbrzFIvvAN80s8uj7YuAY83s6oRt1kW32RptfxzdpqK1PqFzp1iIiKSaTrEQEdn9deeH9LYCwxLaQ4HCZNs45zKBA4BAN2YSEREREWlTdxbIK4EjnHMjnXNZwAXA/BbbzAearml1HvDGrjz/WERERESks7rtHOToOcVXAQuBXsDfzGydc+4WoMDM5gOPALOdcx/hzRxf0F15REREREQ6ojs/pIeZvQy83GLZbxK+DwHf6c4MIiIiIiKd0ePvpCciIiIi0hkqkEVEREREEqhAFhERERFJoAJZRERERCSBCmQRERERkQQqkEVEREREEqhAFhERERFJ4Ha3G9c556qATUlWHwBUJVnXHyjv5GN29bpkGbraX1fzdSVHd+ynnnhM2lq3q49JV59Lx6Rjj+lqjiPM7IAk60REZHdgZrvVFzCri+sKdnF/nV6XLMNO9LdL90U3PdcedUx2Yh/6+rWhY7JrcuhLX/rSl752j6/d8RSLF7u4blf354ccuzpDdzzXnnZM2lq3q49JV5/LD/vCLzlSeUxERGQ3sdudYtFVzrkCM8vf0zMoh/8yKIf/Mvgph4iIpN7uOIPcVbPSHQB/ZADlSOSHDKAcifyQAfyTQ0REUmyPmUEWEREREemIPWkGWURERESkXSqQRUREREQSqEAWEREREUmgAllEREREJEFmugPsas65u4DnzGxZmnP0A64CCoFHgF8AXwPWA78zsy9TmOUU4FxgGNCIdyfCh83soxQ9fybwfeBbwKGA4e2XecAjZhZORQ6RZJxzffHerwb8CbgA+DawAbjFzLalMZ6IiKRYT5xBvgi41zn3mXPuD865iWnK8QSwD3A0sAgYBNwBBIHHUhXCOXc7cDGwHAgDnwAfA886576TohizgTxgJvD/gDOBm4FcvP2Uds65lF3SyznXyzn3P865W51zx7dY96tU5UhmD90XjwEDgZHAP4F84E7AAQ+mMIeIiPhAj7vMm3PuXTOb6Jw7Am8W6AKgF/AP4B9mtjFFOVabWZ5zzgFbzWxIy3UpyvGemY2Pfp8JvGlmxzvnDgKWmNm4FGT40MyOTLJuo5mN6e4M0efql2wVsMbMhqYox8NAX+A/eL/QvWlm10bXvWNmk1KQQfuieY7E92sRMNjMLNpeY2YTUpFDRET8ocedYoH3J1LMbBNwK3Crc24C8F/Ay8DoFOXIiBah+wH7OudGmNlm59zBQFaKMgBEnHP9zCyAd3pDLwAz+zL6wz8VvozOVj9nZhEA51wG8B0gZaeaAGXAZ3hFYBOLtg9JYY5jmwou59z9wAPOubl4r9FUHRPti1ZEi+KXLTpzEG33rFkEERFpV08skHf4oWpma4G1wI0pzPF7vPMXAS4DHo7Wo9l4pxekyu+Ad51zHwJHAT8EcM4NANakKMMFeKeXPOCcayqID8Q79eSCFGUA7/SS08zs85YrnHNbUpgj9guSmTUCVzjnfgO8AeybogzaF80VOOf2NbNtZnZZ00Ln3OFATQpziIiID/TEUyz29csHapxzvfD2cWP09IY84AszK0pxjn7AKOAjM6tM5XO3kuVgvH1Snobn/hGw1Mx2+MXAOXe1mf0pRTmeAJ4wswUtll8OPGhmvVOQQfuig5xzznraf5QiItKmHlcgAzjnDgAmA0OIXzFhYaqLQ+Von3PuDDP7V7pziDjnjgLOofn7ZL6ZrU9rMBERSbkedxUL59zFwDvAyXgf/tkHOAVYFV2nHGnI0YZH0h0AvEI93RkgtTmcc0c5537mnLvPOXdv9PvsVD2/n3I4534GPI13itZ/gJXR7//hnPt5KrOIiEj69bgZ5Oi5tl9pOTsa/cDcihReMUE54s81P9kq4FQz26e7M7THOfe5mQ3fU3JEC8L/wisKt0YXD8U7J/xpM7u9uzP4LMdGYGzLa3I757KAdWZ2RCpyiIiIP/TUD+m1VvVHSO2n4pUj7kTgv4GW54Y74NgUZWivUD94D8vxfVovCO8C1gEpKUx9lCOCd5WXz1osHxxdJyIie5CeWCD/FnjHOfcq0PRp/OHAGXiXfVOO1OdYDtSZ2ZstV0RnuFPFF4W6T3L4pSD0S45rgNedc5to/j4ZjXeHPRER2YP0uFMsIHb6wDfxPmzj8P50uzCVt3dWDv9xzr0C/MHMFrWy7t9m9vU9JYdzbjJwP95tx3coCFteVaKn54hmycD7BSXxfbLSzLanKoOIiPhDjyyQW3LOnWVmLymHf3L4IcOezi8FoV9ytJLrCjNL2W23RUTEP/aUAjllt6xVjt0nQzSHLwp1P+TwS0Hooxy+eI2KiEjq9bjLvCWR8lvWJqEccX7IAHBLugNE+SHHjHQHiPJLDr+8RkVEJMX2lAL5f9IdIEo54vyQAfxTBPkhhx8ygH9yTE13ABERSY+eeBWLVu+I5ZyrSfUdsZTDXxmS8Euh7occfikIfZHDzLYCOOcuNbNH051HRERSp8fNIPvljljK4a8MCVma3bUNOMUPd49LV45EiQWhcjRzc7oDiIhIavW4D+n55Y5YyuGvDNHn88td23yRI5k97a6C0edam2wVMMbM9kpFDhER8YeeeIqFX248oBz+ygD+uWtb2nO0UxAO7O7n91uO6HN9E2h5bXAHvJXCHCIi4gM9sUD2yx2xlMNfGcA/hbofcvilIPRLjpeAfc1sdcsVzrnFKcwhIiI+0ONOsQD/3HhAOXyXwRd3bfNDDufcI8CjZra0lXVPmdn3ujuDn3KIiIgk6pEFskgyfijU/ZRDREREdtQTr2IxwTm33Dm3xTk3yzl3UMK6/yhH6nP4IUMTM4uY2XIze87M5kS/T3lR6pcc4vHTa1RERNKvxxXIwAPATGA8sBFY6pw7PLqut3KkJYcfMvimCPJDDj9k8FMOfPIaFRERf+iJBfK+ZrbAzCrN7E68D4EtcM59Fe8GFcqR+hx+yAD+KYL8kMMPGfyUwy+vURER8YGeeBUL55w7wMyqAMxskXPuXOA5oJ9ypCWHHzJAtAiKfn+nc24VXhF0EWn4pSXNOfyQwU85/PIaFRERH+iJM8h3AM3uSGZma4HTgLnKkZYcfsgA0SIoIcMi4FxgNnDYHpbDDxn8lMMvr1EREfEBXcVC9hjOue8Bn5jZ8hbLhwO/NrMf7Ck5/JDBTzlEREQS9bgCOTobdSMwDRgQXVwKzANuN7NK5UhtDj9kEGmLXqMiIpKoJ55i8QzeXblONrODzexg4JTosmeVIy05/JAB59wBzrnbnXMbnHMV0a/10WUH7kk5/JDBTznwyWtURET8oSfOIH9oZkd2dp1y9OwM0edaCLwB/N3MiqPLBgHTgdPN7Iw9JYcfMvgshy9eoyIi4g89cQb5M+fcDc65gU0LnHMDnXM/I35bX+VIbQ4/ZAAYYWZ3NBViAGZWbGZ34N3qeU/K4YcMfsrhl9eoiIj4QE8skL8LHAy86Zz70jkXABbjXarpfOVISw4/ZAD/FEF+yOGHDH7K4ZfXqIiI+ECPO8UCwDl3FDAUWG5m2xKWT0645qpypDCHTzIcBPwcOAcYiHed3RJgPnCHmQX2lBx+yOCnHNEsaX+NioiIP/S4Atk592PgR8B6IA/4iZnNi657x8wmKUdqc/ghQ0IWXxRBfsjhhwx+yeGn16iIiKRfTzzF4gfA0WY2DTgZ+LVz7ifRdU450pLDDxmaiqB5eLcRft85d07C6t/tSTn8kMFPOfDJa1RERPyhJ95qulfTLJSZbXbOnQzMcc4dRmp/0CmHvzJAvAja5pwbEc0wwszu3QNz+CGDn3L45TUqIiI+0BNnkIudc3lNjegPvbOA/sB45UhLDj9kgBZFEN5M4RTn3F2ksRhLUw4/ZPBTDr+8RkVExAd6YoF8MVCcuMDMGs3sYuDrypGWHH7IAP4pgvyQww8Z/JTDL69RERHxgR73IT2RZJxzQ4HGxGvuJqw73syW7Sk5/JDBTzlEREQSqUAWEREREUnQE0+xEBERERHpMhXIIiIiIiIJVCCLiIiIiCRQgSwiIiIikuD/B9aom6D9T3qXAAAAAElFTkSuQmCC\n",
+      "image/png": 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\n",
       "text/plain": [
        "<Figure size 720x432 with 1 Axes>"
       ]
@@ -414,11 +414,11 @@
    "source": [
     "*Note:* the definition of Eddington Number seems precise, but what exactly does ***day*** mean? The New Oxford dictionary has three senses:\n",
     "\n",
-    "- (a) a period of 24 hours; \n",
-    "- (b) a unit of time, reckoned from one midnight to the next;\n",
-    "- (c) the part of a day when it is light. \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 (b), but I wanted to accept (a) 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 (S24O)](https://oneofsevenproject.com/s24o-bikepacking-guide/).  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 accomodation."
+    "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."
    ]
   },
   {
@@ -468,9 +468,9 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "# VAM\n",
+    " # Speed versus Grade on Long Rides\n",
     "\n",
-    "Climbing speed measured by vertical elevation ascended 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 power goes largely to cursing *sotto voce*, as they say in Italian.) Here's a plot of my VAM versus grade:"
+    "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)."
    ]
   },
   {
@@ -480,45 +480,7 @@
    "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": [
-    "I see a wide spread of VAM numbers; at 7% to 8% I range from 1500 to 3000 ft VAM, although I can sustain the upper end of that for only a few tens of minutes.  Champions peak at over 6000 ft VAM, and can sustain 4000 ft VAM for 7 hours, climbing the equivalent of Mt. Everest."
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    " # Speed versus Grade on Long Rides\n",
-    "\n",
-    "The plots 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 a sample of my rides; this time grade is listed in feet climbed per mile rather than in percent."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 9,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 720x432 with 1 Axes>"
       ]
@@ -544,7 +506,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 9,
    "metadata": {},
    "outputs": [
     {
@@ -553,7 +515,7 @@
        "'Coast: 70 min, Creek: 64 min.'"
       ]
      },
-     "execution_count": 10,
+     "execution_count": 9,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -573,12 +535,1123 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "# Exploring the Data: `rides` and `segments`\n"
+    "# 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": [
+    "I see a wide spread of VAM numbers; at 7% to 8% I range from 1500 to 3000 ft/hour.  Champion cyclists sprint at over 6000 ft/hour, and can sustain [5400 ft/hour for 7 hours](https://www.strava.com/activities/4996833865]). As we can see in the segments listed below, I can sustain 3000 ft/hour for only a few 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": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>date</th>\n",
+       "      <th>year</th>\n",
+       "      <th>title</th>\n",
+       "      <th>hours</th>\n",
+       "      <th>miles</th>\n",
+       "      <th>feet</th>\n",
+       "      <th>mph</th>\n",
+       "      <th>vam</th>\n",
+       "      <th>fpm</th>\n",
+       "      <th>pct</th>\n",
+       "      <th>kms</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>218</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>2</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>6</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>5</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>225</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>207</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>185</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>84</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>75</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>59</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>65</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>140</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>86</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>95</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>67</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>0</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>88</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>69</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>281</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>200</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",
+       "218  Sun, 11/29  2015                                Mt. Hamilton  3.6800   \n",
+       "2      Fri, 4/2  2021          Everesting 5: climb 2×(OLH + WOLH)  3.2750   \n",
+       "6     Mon, 3/29  2021                     Everesting 1: Mt Diablo  2.5964   \n",
+       "5     Tue, 3/30  2021            Everesting 2: Kings + WOLH + OLH  3.3414   \n",
+       "225  Sat, 11/25  2017                                Mt. Hamilton  3.6894   \n",
+       "207   Sun, 12/1  2013                                Mt. Hamilton  3.7836   \n",
+       "185  Fri, 10/30  2015                           OLH / West Alpine  3.4794   \n",
+       "84    Sat, 4/26  2014                         OLH / Tunitas Creek  5.2572   \n",
+       "75    Sat, 4/18  2015                    Tunitas + Lobitos Creeks  5.2439   \n",
+       "59   Wed, 10/14  2015                               Half Moon Bay  6.1319   \n",
+       "65     Sun, 6/4  2017                           Sequoia Challenge  6.2903   \n",
+       "140   Sat, 7/25  2015                       Palo Alto, California  4.0408   \n",
+       "86   Sat, 10/11  2014                               OLH / Tunitas  5.0897   \n",
+       "95    Sat, 8/13  2016                      Petaluma / Point Reyes  4.5033   \n",
+       "67    Fri, 8/28  2015                           Pescadaro via OLH  5.3142   \n",
+       "0      Sun, 4/4  2021  Everesting 7: Mill Creek / Morrison Canyon  3.0794   \n",
+       "88    Wed, 6/18  2014                     Sierra to the Sea Day 4  4.9647   \n",
+       "69     Sun, 6/3  2018                                 The Sequoia  5.9708   \n",
+       "281    Sat, 5/9  2015                                         OLH  2.5047   \n",
+       "200   Sat, 9/12  2015                                Morning Ride  3.1008   \n",
+       "\n",
+       "     miles  feet    mph     vam    fpm   pct     kms  \n",
+       "218  37.00  4902  10.05  1332.0  132.0  2.51   59.53  \n",
+       "2    31.48  4344   9.61  1326.0  138.0  2.61   50.65  \n",
+       "6    22.22  3406   8.56  1312.0  153.0  2.90   35.75  \n",
+       "5    35.99  4377  10.77  1310.0  122.0  2.30   57.91  \n",
+       "225  36.65  4806   9.93  1303.0  131.0  2.48   58.97  \n",
+       "207  37.56  4921   9.93  1301.0  131.0  2.48   60.43  \n",
+       "185  39.51  4505  11.36  1295.0  114.0  2.16   63.57  \n",
+       "84   58.69  6742  11.16  1282.0  115.0  2.18   94.43  \n",
+       "75   61.27  6611  11.68  1261.0  108.0  2.04   98.58  \n",
+       "59   72.97  7644  11.90  1247.0  105.0  1.98  117.41  \n",
+       "65   66.52  7520  10.58  1195.0  113.0  2.14  107.03  \n",
+       "140  43.62  4819  10.79  1193.0  110.0  2.09   70.18  \n",
+       "86   58.29  6044  11.45  1187.0  104.0  1.96   93.79  \n",
+       "95   54.75  5286  12.16  1174.0   97.0  1.83   88.09  \n",
+       "67   66.01  6137  12.42  1155.0   93.0  1.76  106.21  \n",
+       "0    29.38  3517   9.54  1142.0  120.0  2.27   47.27  \n",
+       "88   57.64  5561  11.61  1120.0   96.0  1.83   92.74  \n",
+       "69   64.92  6677  10.87  1118.0  103.0  1.95  104.46  \n",
+       "281  32.33  2788  12.91  1113.0   86.0  1.63   52.02  \n",
+       "200  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",
+    "Some more poking around with the data:\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
    "metadata": {},
    "outputs": [
     {
@@ -616,39 +1689,39 @@
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>count</th>\n",
-       "      <td>479.000000</td>\n",
-       "      <td>479.000000</td>\n",
-       "      <td>479.000000</td>\n",
-       "      <td>479.000000</td>\n",
-       "      <td>479.000000</td>\n",
-       "      <td>479.000000</td>\n",
-       "      <td>479.000000</td>\n",
-       "      <td>479.000000</td>\n",
-       "      <td>479.000000</td>\n",
+       "      <td>486.000000</td>\n",
+       "      <td>486.000000</td>\n",
+       "      <td>486.000000</td>\n",
+       "      <td>486.000000</td>\n",
+       "      <td>486.000000</td>\n",
+       "      <td>486.000000</td>\n",
+       "      <td>486.000000</td>\n",
+       "      <td>486.000000</td>\n",
+       "      <td>486.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>mean</th>\n",
-       "      <td>2016.396660</td>\n",
-       "      <td>3.106536</td>\n",
-       "      <td>40.119770</td>\n",
-       "      <td>1633.427975</td>\n",
-       "      <td>13.081253</td>\n",
-       "      <td>503.283925</td>\n",
-       "      <td>39.876827</td>\n",
-       "      <td>0.755094</td>\n",
-       "      <td>64.552651</td>\n",
+       "      <td>2016.462963</td>\n",
+       "      <td>3.115474</td>\n",
+       "      <td>40.070844</td>\n",
+       "      <td>1669.654321</td>\n",
+       "      <td>13.033807</td>\n",
+       "      <td>512.502058</td>\n",
+       "      <td>40.997942</td>\n",
+       "      <td>0.776317</td>\n",
+       "      <td>64.473909</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>std</th>\n",
-       "      <td>1.836767</td>\n",
-       "      <td>1.297482</td>\n",
-       "      <td>15.856407</td>\n",
-       "      <td>1345.731354</td>\n",
-       "      <td>1.227222</td>\n",
-       "      <td>286.617904</td>\n",
-       "      <td>25.744632</td>\n",
-       "      <td>0.487508</td>\n",
-       "      <td>25.512952</td>\n",
+       "      <td>1.904327</td>\n",
+       "      <td>1.293698</td>\n",
+       "      <td>15.782804</td>\n",
+       "      <td>1370.266537</td>\n",
+       "      <td>1.282601</td>\n",
+       "      <td>295.230078</td>\n",
+       "      <td>27.304809</td>\n",
+       "      <td>0.517015</td>\n",
+       "      <td>25.394528</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>min</th>\n",
@@ -656,7 +1729,7 @@
        "      <td>1.540000</td>\n",
        "      <td>20.960000</td>\n",
        "      <td>68.000000</td>\n",
-       "      <td>9.440000</td>\n",
+       "      <td>8.560000</td>\n",
        "      <td>33.000000</td>\n",
        "      <td>3.000000</td>\n",
        "      <td>0.050000</td>\n",
@@ -665,38 +1738,38 @@
        "    <tr>\n",
        "      <th>25%</th>\n",
        "      <td>2015.000000</td>\n",
-       "      <td>2.137650</td>\n",
-       "      <td>28.070000</td>\n",
-       "      <td>657.500000</td>\n",
-       "      <td>12.330000</td>\n",
-       "      <td>260.500000</td>\n",
-       "      <td>19.000000</td>\n",
+       "      <td>2.145225</td>\n",
+       "      <td>28.092500</td>\n",
+       "      <td>666.000000</td>\n",
+       "      <td>12.290000</td>\n",
+       "      <td>264.750000</td>\n",
+       "      <td>19.250000</td>\n",
        "      <td>0.370000</td>\n",
-       "      <td>45.165000</td>\n",
+       "      <td>45.202500</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>50%</th>\n",
        "      <td>2016.000000</td>\n",
-       "      <td>2.682500</td>\n",
-       "      <td>34.450000</td>\n",
-       "      <td>1286.000000</td>\n",
-       "      <td>13.230000</td>\n",
-       "      <td>486.000000</td>\n",
-       "      <td>35.000000</td>\n",
-       "      <td>0.670000</td>\n",
-       "      <td>55.430000</td>\n",
+       "      <td>2.685950</td>\n",
+       "      <td>34.560000</td>\n",
+       "      <td>1294.500000</td>\n",
+       "      <td>13.220000</td>\n",
+       "      <td>495.000000</td>\n",
+       "      <td>36.000000</td>\n",
+       "      <td>0.680000</td>\n",
+       "      <td>55.605000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>75%</th>\n",
        "      <td>2018.000000</td>\n",
-       "      <td>3.632800</td>\n",
-       "      <td>45.255000</td>\n",
-       "      <td>2088.500000</td>\n",
-       "      <td>13.830000</td>\n",
-       "      <td>681.000000</td>\n",
-       "      <td>53.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>72.815000</td>\n",
+       "      <td>3.639925</td>\n",
+       "      <td>45.502500</td>\n",
+       "      <td>2141.250000</td>\n",
+       "      <td>13.807500</td>\n",
+       "      <td>688.750000</td>\n",
+       "      <td>54.000000</td>\n",
+       "      <td>1.030000</td>\n",
+       "      <td>73.212500</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>max</th>\n",
@@ -706,8 +1779,8 @@
        "      <td>7644.000000</td>\n",
        "      <td>16.770000</td>\n",
        "      <td>1332.000000</td>\n",
-       "      <td>132.000000</td>\n",
-       "      <td>2.510000</td>\n",
+       "      <td>153.000000</td>\n",
+       "      <td>2.900000</td>\n",
        "      <td>162.510000</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
@@ -716,38 +1789,38 @@
       ],
       "text/plain": [
        "              year       hours       miles         feet         mph  \\\n",
-       "count   479.000000  479.000000  479.000000   479.000000  479.000000   \n",
-       "mean   2016.396660    3.106536   40.119770  1633.427975   13.081253   \n",
-       "std       1.836767    1.297482   15.856407  1345.731354    1.227222   \n",
-       "min    2012.000000    1.540000   20.960000    68.000000    9.440000   \n",
-       "25%    2015.000000    2.137650   28.070000   657.500000   12.330000   \n",
-       "50%    2016.000000    2.682500   34.450000  1286.000000   13.230000   \n",
-       "75%    2018.000000    3.632800   45.255000  2088.500000   13.830000   \n",
+       "count   486.000000  486.000000  486.000000   486.000000  486.000000   \n",
+       "mean   2016.462963    3.115474   40.070844  1669.654321   13.033807   \n",
+       "std       1.904327    1.293698   15.782804  1370.266537    1.282601   \n",
+       "min    2012.000000    1.540000   20.960000    68.000000    8.560000   \n",
+       "25%    2015.000000    2.145225   28.092500   666.000000   12.290000   \n",
+       "50%    2016.000000    2.685950   34.560000  1294.500000   13.220000   \n",
+       "75%    2018.000000    3.639925   45.502500  2141.250000   13.807500   \n",
        "max    2021.000000    8.137500  101.000000  7644.000000   16.770000   \n",
        "\n",
        "               vam         fpm         pct         kms  \n",
-       "count   479.000000  479.000000  479.000000  479.000000  \n",
-       "mean    503.283925   39.876827    0.755094   64.552651  \n",
-       "std     286.617904   25.744632    0.487508   25.512952  \n",
+       "count   486.000000  486.000000  486.000000  486.000000  \n",
+       "mean    512.502058   40.997942    0.776317   64.473909  \n",
+       "std     295.230078   27.304809    0.517015   25.394528  \n",
        "min      33.000000    3.000000    0.050000   33.720000  \n",
-       "25%     260.500000   19.000000    0.370000   45.165000  \n",
-       "50%     486.000000   35.000000    0.670000   55.430000  \n",
-       "75%     681.000000   53.000000    1.000000   72.815000  \n",
-       "max    1332.000000  132.000000    2.510000  162.510000  "
+       "25%     264.750000   19.250000    0.370000   45.202500  \n",
+       "50%     495.000000   36.000000    0.680000   55.605000  \n",
+       "75%     688.750000   54.000000    1.030000   73.212500  \n",
+       "max    1332.000000  153.000000    2.900000  162.510000  "
       ]
      },
-     "execution_count": 11,
+     "execution_count": 14,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "rides.describe()"
+    "rides.describe() # Summary statistics for the rides"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 15,
    "metadata": {},
    "outputs": [
     {
@@ -896,18 +1969,18 @@
        "max    839.000000   15.890000   11.870000  "
       ]
      },
-     "execution_count": 12,
+     "execution_count": 15,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "segments.describe()"
+    "segments.describe() # Summary statistics for the segments"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 16,
    "metadata": {},
    "outputs": [
     {
@@ -946,7 +2019,7 @@
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th>217</th>\n",
+       "      <th>224</th>\n",
        "      <td>Sun, 5/22</td>\n",
        "      <td>2016</td>\n",
        "      <td>Canada</td>\n",
@@ -960,7 +2033,7 @@
        "      <td>59.02</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>241</th>\n",
+       "      <th>248</th>\n",
        "      <td>Wed, 9/13</td>\n",
        "      <td>2017</td>\n",
        "      <td>Healdburg / Jimtown</td>\n",
@@ -974,7 +2047,7 @@
        "      <td>55.43</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>462</th>\n",
+       "      <th>469</th>\n",
        "      <td>Sat, 1/25</td>\n",
        "      <td>2014</td>\n",
        "      <td>Woodside</td>\n",
@@ -988,7 +2061,7 @@
        "      <td>40.35</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>471</th>\n",
+       "      <th>478</th>\n",
        "      <td>Sat, 4/11</td>\n",
        "      <td>2015</td>\n",
        "      <td>Woodside</td>\n",
@@ -1002,7 +2075,7 @@
        "      <td>39.79</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>422</th>\n",
+       "      <th>429</th>\n",
        "      <td>Sun, 1/18</td>\n",
        "      <td>2015</td>\n",
        "      <td>Woodside</td>\n",
@@ -1016,136 +2089,277 @@
        "      <td>41.87</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>...</th>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
+       "      <th>467</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>218</th>\n",
-       "      <td>Sat, 11/25</td>\n",
+       "      <th>268</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>292</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>134</th>\n",
+       "      <td>Sun, 10/15</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>200</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",
+       "      <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>391</th>\n",
-       "      <td>Sun, 3/24</td>\n",
-       "      <td>2019</td>\n",
-       "      <td>OLH / WOLH</td>\n",
-       "      <td>2.7125</td>\n",
-       "      <td>26.57</td>\n",
-       "      <td>2267</td>\n",
-       "      <td>9.80</td>\n",
-       "      <td>836.0</td>\n",
-       "      <td>85.0</td>\n",
-       "      <td>1.62</td>\n",
-       "      <td>42.75</td>\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>353</th>\n",
-       "      <td>Sun, 7/23</td>\n",
-       "      <td>2017</td>\n",
-       "      <td>San Francisco</td>\n",
-       "      <td>2.9597</td>\n",
-       "      <td>28.43</td>\n",
-       "      <td>2562</td>\n",
-       "      <td>9.61</td>\n",
-       "      <td>866.0</td>\n",
-       "      <td>90.0</td>\n",
-       "      <td>1.71</td>\n",
-       "      <td>45.74</td>\n",
+       "      <th>94</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>370</th>\n",
-       "      <td>Sat, 10/18</td>\n",
+       "      <th>109</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>475</th>\n",
+       "      <td>Sun, 1/19</td>\n",
        "      <td>2014</td>\n",
-       "      <td>Bikepacking Monte Bello</td>\n",
-       "      <td>2.9056</td>\n",
-       "      <td>27.44</td>\n",
-       "      <td>2992</td>\n",
-       "      <td>9.44</td>\n",
-       "      <td>1030.0</td>\n",
-       "      <td>109.0</td>\n",
-       "      <td>2.07</td>\n",
-       "      <td>44.15</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>126</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>247</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>298</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>139</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>87</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>156</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>387</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",
-       "<p>479 rows × 11 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
-       "           date  year                    title   hours  miles  feet    mph  \\\n",
-       "217   Sun, 5/22  2016                   Canada  2.1867  36.68  1332  16.77   \n",
-       "241   Wed, 9/13  2017      Healdburg / Jimtown  2.1342  34.45   912  16.14   \n",
-       "462   Sat, 1/25  2014                 Woodside  1.5606  25.08  1243  16.07   \n",
-       "471   Sat, 4/11  2015                 Woodside  1.5400  24.73  1035  16.06   \n",
-       "422   Sun, 1/18  2015                 Woodside  1.6378  26.02  1257  15.89   \n",
-       "..          ...   ...                      ...     ...    ...   ...    ...   \n",
-       "218  Sat, 11/25  2017             Mt. Hamilton  3.6894  36.65  4806   9.93   \n",
-       "200   Sun, 12/1  2013             Mt. Hamilton  3.7836  37.56  4921   9.93   \n",
-       "391   Sun, 3/24  2019               OLH / WOLH  2.7125  26.57  2267   9.80   \n",
-       "353   Sun, 7/23  2017            San Francisco  2.9597  28.43  2562   9.61   \n",
-       "370  Sat, 10/18  2014  Bikepacking Monte Bello  2.9056  27.44  2992   9.44   \n",
+       "           date  year                      title   hours  miles  feet    mph  \\\n",
+       "224   Sun, 5/22  2016                     Canada  2.1867  36.68  1332  16.77   \n",
+       "248   Wed, 9/13  2017        Healdburg / Jimtown  2.1342  34.45   912  16.14   \n",
+       "469   Sat, 1/25  2014                   Woodside  1.5606  25.08  1243  16.07   \n",
+       "478   Sat, 4/11  2015                   Woodside  1.5400  24.73  1035  16.06   \n",
+       "429   Sun, 1/18  2015                   Woodside  1.6378  26.02  1257  15.89   \n",
+       "467   Fri, 6/24  2016            Foothill Expway  1.5903  25.11   623  15.79   \n",
+       "268   Sun, 1/26  2014                  Canada Rd  2.0997  33.12  1446  15.77   \n",
+       "292   Sun, 4/12  2015          Palo Alto Cycling  2.0303  31.76  1210  15.64   \n",
+       "134  Sun, 10/15  2017                  Los Gatos  2.8647  44.71  1437  15.61   \n",
+       "391   Sun, 2/28  2016              Woodside Loop  1.7261  26.93   843  15.60   \n",
+       "94     Sun, 8/5  2018  Bike Ride Northwest Day 1  3.5783  55.77  1824  15.59   \n",
+       "109   Sun, 6/26  2016                  Los Gatos  3.2758  50.78  1181  15.50   \n",
+       "475   Sun, 1/19  2014              Palo Alto, CA  1.6153  25.01  1201  15.48   \n",
+       "126   Mon, 1/19  2015            Canada Rd, etc.  2.9539  45.64  1836  15.45   \n",
+       "247   Sun, 12/6  2015                  Canada Rd  2.2514  34.67  1237  15.40   \n",
+       "298   Tue, 6/18  2013       work etc (headwinds)  2.0594  31.48   809  15.29   \n",
+       "139   Fri, 9/23  2016                  Los Gatos  2.8894  43.93  1339  15.20   \n",
+       "87     Sat, 7/9  2016                 Santa Cruz  3.8397  58.23  4042  15.17   \n",
+       "156    Sun, 8/7  2016                     Canada  2.7161  41.19  1526  15.17   \n",
+       "387   Mon, 3/30  2015              Woodside Loop  1.7961  27.22  1081  15.16   \n",
        "\n",
-       "        vam    fpm   pct    kms  \n",
-       "217   609.0   36.0  0.69  59.02  \n",
-       "241   427.0   26.0  0.50  55.43  \n",
-       "462   796.0   50.0  0.94  40.35  \n",
-       "471   672.0   42.0  0.79  39.79  \n",
-       "422   767.0   48.0  0.91  41.87  \n",
-       "..      ...    ...   ...    ...  \n",
-       "218  1303.0  131.0  2.48  58.97  \n",
-       "200  1301.0  131.0  2.48  60.43  \n",
-       "391   836.0   85.0  1.62  42.75  \n",
-       "353   866.0   90.0  1.71  45.74  \n",
-       "370  1030.0  109.0  2.07  44.15  \n",
-       "\n",
-       "[479 rows x 11 columns]"
+       "        vam   fpm   pct    kms  \n",
+       "224   609.0  36.0  0.69  59.02  \n",
+       "248   427.0  26.0  0.50  55.43  \n",
+       "469   796.0  50.0  0.94  40.35  \n",
+       "478   672.0  42.0  0.79  39.79  \n",
+       "429   767.0  48.0  0.91  41.87  \n",
+       "467   392.0  25.0  0.47  40.40  \n",
+       "268   689.0  44.0  0.83  53.29  \n",
+       "292   596.0  38.0  0.72  51.10  \n",
+       "134   502.0  32.0  0.61  71.94  \n",
+       "391   488.0  31.0  0.59  43.33  \n",
+       "94    510.0  33.0  0.62  89.73  \n",
+       "109   361.0  23.0  0.44  81.71  \n",
+       "475   744.0  48.0  0.91  40.24  \n",
+       "126   622.0  40.0  0.76  73.43  \n",
+       "247   549.0  36.0  0.68  55.78  \n",
+       "298   393.0  26.0  0.49  50.65  \n",
+       "139   463.0  30.0  0.58  70.68  \n",
+       "87   1053.0  69.0  1.31  93.69  \n",
+       "156   562.0  37.0  0.70  66.27  \n",
+       "387   602.0  40.0  0.75  43.80  "
       ]
      },
-     "execution_count": 13,
+     "execution_count": 16,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "sort(rides, 'mph') # Fastest rides"
+    "top(rides, 'mph') # Fastest rides"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 17,
    "metadata": {},
    "outputs": [
     {
@@ -1242,124 +2456,247 @@
        "      <td>0.72</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>...</th>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\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>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",
+       "      <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>78</th>\n",
-       "      <td>Stirrup Wall</td>\n",
-       "      <td>0.0631</td>\n",
-       "      <td>0.17</td>\n",
-       "      <td>125</td>\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",
-       "      <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>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",
+       "      <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>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",
+       "      <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>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",
+       "      <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",
-       "<p>112 rows × 9 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
-       "                             title   hours  miles  feet    mph     vam    fpm  \\\n",
-       "57    PCH Pescadero to Bean Hollow  0.1353   2.77    51  20.47   377.0   18.0   \n",
-       "23  Highway 1  Cascanoa to Cascade  0.0889   1.61    89  18.11  1001.0   55.0   \n",
-       "25              Highway 9 Mantalvo  0.0267   0.45    35  16.85  1311.0   78.0   \n",
-       "96               Vickrey Fruitvale  0.0614   0.99    68  16.12  1107.0   69.0   \n",
-       "26              Highway 9 Mantalvo  0.0300   0.45    35  15.00  1167.0   78.0   \n",
-       "..                             ...     ...    ...   ...    ...     ...    ...   \n",
-       "63              Redwood Gulch hits  0.0600   0.18   151   3.00  2517.0  839.0   \n",
-       "78                    Stirrup Wall  0.0631   0.17   125   2.69  1981.0  735.0   \n",
-       "30                         Joaquin  0.1242   0.33   254   2.66  2045.0  770.0   \n",
-       "79                    Stirrup Wall  0.0758   0.17   125   2.24  1649.0  735.0   \n",
-       "40              Limantour steepest  0.0947   0.20   159   2.11  1679.0  795.0   \n",
+       "                              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",
-       "      pct   kms  \n",
-       "57   0.35  4.46  \n",
-       "23   1.05  2.59  \n",
-       "25   1.47  0.72  \n",
-       "96   1.30  1.59  \n",
-       "26   1.47  0.72  \n",
-       "..    ...   ...  \n",
-       "63  15.89  0.29  \n",
-       "78  13.93  0.27  \n",
-       "30  14.58  0.53  \n",
-       "79  13.93  0.27  \n",
-       "40  15.06  0.32  \n",
-       "\n",
-       "[112 rows x 9 columns]"
+       "       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": 14,
+     "execution_count": 17,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "sort(segments, 'mph') # Fastest segments"
+    "top(segments, 'mph') # Fastest segments (there are no descent segments in the database)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": 18,
    "metadata": {},
    "outputs": [
     {
@@ -1383,8 +2720,6 @@
        "  <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",
@@ -1398,206 +2733,307 @@
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th>52</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",
+       "      <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>58</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",
+       "      <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>77</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",
+       "      <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>62</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",
+       "      <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>68</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",
+       "      <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>...</th>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\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>417</th>\n",
-       "      <td>Sun, 4/20</td>\n",
-       "      <td>2014</td>\n",
-       "      <td>Bay Trail / Ponderosa Park</td>\n",
-       "      <td>1.8811</td>\n",
-       "      <td>26.23</td>\n",
-       "      <td>102</td>\n",
-       "      <td>13.94</td>\n",
-       "      <td>54.0</td>\n",
-       "      <td>4.0</td>\n",
-       "      <td>0.07</td>\n",
-       "      <td>42.20</td>\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>375</th>\n",
-       "      <td>Wed, 4/29</td>\n",
-       "      <td>2015</td>\n",
-       "      <td>Commute</td>\n",
-       "      <td>2.0539</td>\n",
-       "      <td>27.33</td>\n",
-       "      <td>75</td>\n",
-       "      <td>13.31</td>\n",
-       "      <td>37.0</td>\n",
-       "      <td>3.0</td>\n",
-       "      <td>0.05</td>\n",
-       "      <td>43.97</td>\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>402</th>\n",
-       "      <td>Wed, 4/1</td>\n",
-       "      <td>2015</td>\n",
-       "      <td>Commute</td>\n",
-       "      <td>1.9208</td>\n",
-       "      <td>26.44</td>\n",
-       "      <td>71</td>\n",
-       "      <td>13.77</td>\n",
-       "      <td>37.0</td>\n",
-       "      <td>3.0</td>\n",
-       "      <td>0.05</td>\n",
-       "      <td>42.54</td>\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>362</th>\n",
-       "      <td>Mon, 3/16</td>\n",
-       "      <td>2015</td>\n",
-       "      <td>Commute</td>\n",
-       "      <td>2.1142</td>\n",
-       "      <td>27.97</td>\n",
-       "      <td>70</td>\n",
-       "      <td>13.23</td>\n",
-       "      <td>33.0</td>\n",
-       "      <td>3.0</td>\n",
-       "      <td>0.05</td>\n",
-       "      <td>45.00</td>\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>390</th>\n",
-       "      <td>Thu, 5/7</td>\n",
-       "      <td>2015</td>\n",
-       "      <td>Commute</td>\n",
-       "      <td>1.9267</td>\n",
-       "      <td>26.58</td>\n",
-       "      <td>68</td>\n",
-       "      <td>13.80</td>\n",
-       "      <td>35.0</td>\n",
-       "      <td>3.0</td>\n",
-       "      <td>0.05</td>\n",
-       "      <td>42.77</td>\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",
-       "<p>479 rows × 11 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
-       "           date  year                       title   hours  miles  feet    mph  \\\n",
-       "52   Wed, 10/14  2015               Half Moon Bay  6.1319  72.97  7644  11.90   \n",
-       "58     Sun, 6/4  2017           Sequoia Challenge  6.2903  66.52  7520  10.58   \n",
-       "77    Sat, 4/26  2014         OLH / Tunitas Creek  5.2572  58.69  6742  11.16   \n",
-       "62     Sun, 6/3  2018                 The Sequoia  5.9708  64.92  6677  10.87   \n",
-       "68    Sat, 4/18  2015    Tunitas + Lobitos Creeks  5.2439  61.27  6611  11.68   \n",
-       "..          ...   ...                         ...     ...    ...   ...    ...   \n",
-       "417   Sun, 4/20  2014  Bay Trail / Ponderosa Park  1.8811  26.23   102  13.94   \n",
-       "375   Wed, 4/29  2015                     Commute  2.0539  27.33    75  13.31   \n",
-       "402    Wed, 4/1  2015                     Commute  1.9208  26.44    71  13.77   \n",
-       "362   Mon, 3/16  2015                     Commute  2.1142  27.97    70  13.23   \n",
-       "390    Thu, 5/7  2015                     Commute  1.9267  26.58    68  13.80   \n",
+       "                             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",
-       "        vam    fpm   pct     kms  \n",
-       "52   1247.0  105.0  1.98  117.41  \n",
-       "58   1195.0  113.0  2.14  107.03  \n",
-       "77   1282.0  115.0  2.18   94.43  \n",
-       "62   1118.0  103.0  1.95  104.46  \n",
-       "68   1261.0  108.0  2.04   98.58  \n",
-       "..      ...    ...   ...     ...  \n",
-       "417    54.0    4.0  0.07   42.20  \n",
-       "375    37.0    3.0  0.05   43.97  \n",
-       "402    37.0    3.0  0.05   42.54  \n",
-       "362    33.0    3.0  0.05   45.00  \n",
-       "390    35.0    3.0  0.05   42.77  \n",
-       "\n",
-       "[479 rows x 11 columns]"
+       "      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": 15,
+     "execution_count": 18,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "sort(rides, 'feet') # Biggest climbs"
+    "top(segments, 'feet') # Biggest climbs"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": 19,
    "metadata": {},
    "outputs": [
     {
@@ -1694,786 +3130,64 @@
        "      <td>0.27</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>...</th>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\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>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",
+       "      <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>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",
+       "      <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>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",
+       "      <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>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>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",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>112 rows × 9 columns</p>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "                             title   hours  miles  feet    mph     vam    fpm  \\\n",
-       "63              Redwood Gulch hits  0.0600   0.18   151   3.00  2517.0  839.0   \n",
-       "40              Limantour steepest  0.0947   0.20   159   2.11  1679.0  795.0   \n",
-       "30                         Joaquin  0.1242   0.33   254   2.66  2045.0  770.0   \n",
-       "29                         Joaquin  0.1053   0.33   254   3.13  2412.0  770.0   \n",
-       "79                    Stirrup Wall  0.0758   0.17   125   2.24  1649.0  735.0   \n",
-       "..                             ...     ...    ...   ...    ...     ...    ...   \n",
-       "26              Highway 9 Mantalvo  0.0300   0.45    35  15.00  1167.0   78.0   \n",
-       "97               Vickrey Fruitvale  0.0661   0.99    68  14.98  1029.0   69.0   \n",
-       "96               Vickrey Fruitvale  0.0614   0.99    68  16.12  1107.0   69.0   \n",
-       "23  Highway 1  Cascanoa to Cascade  0.0889   1.61    89  18.11  1001.0   55.0   \n",
-       "57    PCH Pescadero to Bean Hollow  0.1353   2.77    51  20.47   377.0   18.0   \n",
-       "\n",
-       "      pct   kms  \n",
-       "63  15.89  0.29  \n",
-       "40  15.06  0.32  \n",
-       "30  14.58  0.53  \n",
-       "29  14.58  0.53  \n",
-       "79  13.93  0.27  \n",
-       "..    ...   ...  \n",
-       "26   1.47  0.72  \n",
-       "97   1.30  1.59  \n",
-       "96   1.30  1.59  \n",
-       "23   1.05  2.59  \n",
-       "57   0.35  4.46  \n",
-       "\n",
-       "[112 rows x 9 columns]"
-      ]
-     },
-     "execution_count": 16,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "sort(segments, 'pct') # Steepest segments"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "# Exploring the data: VAM"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 17,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>date</th>\n",
-       "      <th>year</th>\n",
-       "      <th>title</th>\n",
-       "      <th>hours</th>\n",
-       "      <th>miles</th>\n",
-       "      <th>feet</th>\n",
-       "      <th>mph</th>\n",
-       "      <th>vam</th>\n",
-       "      <th>fpm</th>\n",
-       "      <th>pct</th>\n",
-       "      <th>kms</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>211</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>218</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>200</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>178</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",
+       "      <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>1295.0</td>\n",
-       "      <td>114.0</td>\n",
-       "      <td>2.16</td>\n",
-       "      <td>63.57</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>77</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>...</th>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>221</th>\n",
-       "      <td>Mon, 4/20</td>\n",
-       "      <td>2015</td>\n",
-       "      <td>Commute</td>\n",
-       "      <td>2.9622</td>\n",
-       "      <td>36.31</td>\n",
-       "      <td>119</td>\n",
-       "      <td>12.26</td>\n",
-       "      <td>40.0</td>\n",
-       "      <td>3.0</td>\n",
-       "      <td>0.06</td>\n",
-       "      <td>58.42</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>402</th>\n",
-       "      <td>Wed, 4/1</td>\n",
-       "      <td>2015</td>\n",
-       "      <td>Commute</td>\n",
-       "      <td>1.9208</td>\n",
-       "      <td>26.44</td>\n",
-       "      <td>71</td>\n",
-       "      <td>13.77</td>\n",
-       "      <td>37.0</td>\n",
-       "      <td>3.0</td>\n",
-       "      <td>0.05</td>\n",
-       "      <td>42.54</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>375</th>\n",
-       "      <td>Wed, 4/29</td>\n",
-       "      <td>2015</td>\n",
-       "      <td>Commute</td>\n",
-       "      <td>2.0539</td>\n",
-       "      <td>27.33</td>\n",
-       "      <td>75</td>\n",
-       "      <td>13.31</td>\n",
-       "      <td>37.0</td>\n",
-       "      <td>3.0</td>\n",
-       "      <td>0.05</td>\n",
-       "      <td>43.97</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>390</th>\n",
-       "      <td>Thu, 5/7</td>\n",
-       "      <td>2015</td>\n",
-       "      <td>Commute</td>\n",
-       "      <td>1.9267</td>\n",
-       "      <td>26.58</td>\n",
-       "      <td>68</td>\n",
-       "      <td>13.80</td>\n",
-       "      <td>35.0</td>\n",
-       "      <td>3.0</td>\n",
-       "      <td>0.05</td>\n",
-       "      <td>42.77</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>362</th>\n",
-       "      <td>Mon, 3/16</td>\n",
-       "      <td>2015</td>\n",
-       "      <td>Commute</td>\n",
-       "      <td>2.1142</td>\n",
-       "      <td>27.97</td>\n",
-       "      <td>70</td>\n",
-       "      <td>13.23</td>\n",
-       "      <td>33.0</td>\n",
-       "      <td>3.0</td>\n",
-       "      <td>0.05</td>\n",
-       "      <td>45.00</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>479 rows × 11 columns</p>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "           date  year                title   hours  miles  feet    mph  \\\n",
-       "211  Sun, 11/29  2015         Mt. Hamilton  3.6800  37.00  4902  10.05   \n",
-       "218  Sat, 11/25  2017         Mt. Hamilton  3.6894  36.65  4806   9.93   \n",
-       "200   Sun, 12/1  2013         Mt. Hamilton  3.7836  37.56  4921   9.93   \n",
-       "178  Fri, 10/30  2015    OLH / West Alpine  3.4794  39.51  4505  11.36   \n",
-       "77    Sat, 4/26  2014  OLH / Tunitas Creek  5.2572  58.69  6742  11.16   \n",
-       "..          ...   ...                  ...     ...    ...   ...    ...   \n",
-       "221   Mon, 4/20  2015              Commute  2.9622  36.31   119  12.26   \n",
-       "402    Wed, 4/1  2015              Commute  1.9208  26.44    71  13.77   \n",
-       "375   Wed, 4/29  2015              Commute  2.0539  27.33    75  13.31   \n",
-       "390    Thu, 5/7  2015              Commute  1.9267  26.58    68  13.80   \n",
-       "362   Mon, 3/16  2015              Commute  2.1142  27.97    70  13.23   \n",
-       "\n",
-       "        vam    fpm   pct    kms  \n",
-       "211  1332.0  132.0  2.51  59.53  \n",
-       "218  1303.0  131.0  2.48  58.97  \n",
-       "200  1301.0  131.0  2.48  60.43  \n",
-       "178  1295.0  114.0  2.16  63.57  \n",
-       "77   1282.0  115.0  2.18  94.43  \n",
-       "..      ...    ...   ...    ...  \n",
-       "221    40.0    3.0  0.06  58.42  \n",
-       "402    37.0    3.0  0.05  42.54  \n",
-       "375    37.0    3.0  0.05  43.97  \n",
-       "390    35.0    3.0  0.05  42.77  \n",
-       "362    33.0    3.0  0.05  45.00  \n",
-       "\n",
-       "[479 rows x 11 columns]"
-      ]
-     },
-     "execution_count": 17,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "sort(rides, 'vam')"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 18,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
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-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>date</th>\n",
-       "      <th>year</th>\n",
-       "      <th>title</th>\n",
-       "      <th>hours</th>\n",
-       "      <th>miles</th>\n",
-       "      <th>feet</th>\n",
-       "      <th>mph</th>\n",
-       "      <th>vam</th>\n",
-       "      <th>fpm</th>\n",
-       "      <th>pct</th>\n",
-       "      <th>kms</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>211</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>218</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>200</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>178</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>77</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>68</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>52</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>58</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>133</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>79</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>88</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>60</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>81</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>62</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>274</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",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "           date  year                     title   hours  miles  feet    mph  \\\n",
-       "211  Sun, 11/29  2015              Mt. Hamilton  3.6800  37.00  4902  10.05   \n",
-       "218  Sat, 11/25  2017              Mt. Hamilton  3.6894  36.65  4806   9.93   \n",
-       "200   Sun, 12/1  2013              Mt. Hamilton  3.7836  37.56  4921   9.93   \n",
-       "178  Fri, 10/30  2015         OLH / West Alpine  3.4794  39.51  4505  11.36   \n",
-       "77    Sat, 4/26  2014       OLH / Tunitas Creek  5.2572  58.69  6742  11.16   \n",
-       "68    Sat, 4/18  2015  Tunitas + Lobitos Creeks  5.2439  61.27  6611  11.68   \n",
-       "52   Wed, 10/14  2015             Half Moon Bay  6.1319  72.97  7644  11.90   \n",
-       "58     Sun, 6/4  2017         Sequoia Challenge  6.2903  66.52  7520  10.58   \n",
-       "133   Sat, 7/25  2015     Palo Alto, California  4.0408  43.62  4819  10.79   \n",
-       "79   Sat, 10/11  2014             OLH / Tunitas  5.0897  58.29  6044  11.45   \n",
-       "88    Sat, 8/13  2016    Petaluma / Point Reyes  4.5033  54.75  5286  12.16   \n",
-       "60    Fri, 8/28  2015         Pescadaro via OLH  5.3142  66.01  6137  12.42   \n",
-       "81    Wed, 6/18  2014   Sierra to the Sea Day 4  4.9647  57.64  5561  11.61   \n",
-       "62     Sun, 6/3  2018               The Sequoia  5.9708  64.92  6677  10.87   \n",
-       "274    Sat, 5/9  2015                       OLH  2.5047  32.33  2788  12.91   \n",
-       "\n",
-       "        vam    fpm   pct     kms  \n",
-       "211  1332.0  132.0  2.51   59.53  \n",
-       "218  1303.0  131.0  2.48   58.97  \n",
-       "200  1301.0  131.0  2.48   60.43  \n",
-       "178  1295.0  114.0  2.16   63.57  \n",
-       "77   1282.0  115.0  2.18   94.43  \n",
-       "68   1261.0  108.0  2.04   98.58  \n",
-       "52   1247.0  105.0  1.98  117.41  \n",
-       "58   1195.0  113.0  2.14  107.03  \n",
-       "133  1193.0  110.0  2.09   70.18  \n",
-       "79   1187.0  104.0  1.96   93.79  \n",
-       "88   1174.0   97.0  1.83   88.09  \n",
-       "60   1155.0   93.0  1.76  106.21  \n",
-       "81   1120.0   96.0  1.83   92.74  \n",
-       "62   1118.0  103.0  1.95  104.46  \n",
-       "274  1113.0   86.0  1.63   52.02  "
-      ]
-     },
-     "execution_count": 18,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "sort(rides[(rides['feet'] > 2500) & (rides['vam'] > 1100)], 'vam')"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 19,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
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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",
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-       "      <th>kms</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\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>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>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>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>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>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",
+       "      <td>0.69</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>87</th>\n",
@@ -2488,141 +3202,161 @@
        "      <td>1.14</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>21</th>\n",
-       "      <td>Haskins</td>\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>1.51</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",
+       "      <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>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",
+       "      <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>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>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>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>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>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",
+       "      <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  \\\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",
-       "94                  Tunitas steep  0.2708   1.20   599  4.43  2212.0  499.0   \n",
-       "42            Lower Redwood Gulch  0.2167   1.03   474  4.75  2187.0  460.0   \n",
-       "41                  Lobitas Creek  0.2042   0.96   430  4.70  2106.0  448.0   \n",
-       "95                  Tunitas steep  0.2964   1.20   599  4.05  2021.0  499.0   \n",
-       "37         Kings Greer to Skyline  0.7814   3.92  1536  5.02  1966.0  392.0   \n",
-       "87           Try not to fall back  0.2125   0.71   410  3.34  1929.0  577.0   \n",
-       "21                        Haskins  0.2964   1.51   566  5.09  1910.0  375.0   \n",
-       "38         Kings Greer to Skyline  0.8100   3.92  1536  4.84  1896.0  392.0   \n",
-       "92            Tunitas lower climb  0.2261   1.30   421  5.75  1862.0  324.0   \n",
-       "22                        Haskins  0.3119   1.51   566  4.84  1815.0  375.0   \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",
-       "0           Alma Mountain Charlie  0.5303   3.12   875  5.88  1650.0  280.0   \n",
-       "7   Alpine Willowbrook to Joaquin  0.2794   2.27   461  8.12  1650.0  203.0   \n",
+       "                    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",
-       "      pct   kms  \n",
-       "49   7.14  5.36  \n",
-       "50   7.14  5.36  \n",
-       "94   9.45  1.93  \n",
-       "42   8.72  1.66  \n",
-       "41   8.48  1.54  \n",
-       "95   9.45  1.93  \n",
-       "37   7.42  6.31  \n",
-       "87  10.94  1.14  \n",
-       "21   7.10  2.43  \n",
-       "38   7.42  6.31  \n",
-       "92   6.13  2.09  \n",
-       "22   7.10  2.43  \n",
-       "33   5.37  4.65  \n",
-       "34   5.37  4.65  \n",
-       "0    5.31  5.02  \n",
-       "7    3.85  3.65  "
+       "      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,
@@ -2631,163 +3365,7 @@
     }
    ],
    "source": [
-    "vam = sort(segments[(segments['feet'] > 400) & (segments['vam'] > 1600)], 'vam')\n",
-    "vam"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 20,
-   "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>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>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>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>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>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",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "                            title   hours  miles  feet   mph     vam    fpm  \\\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",
-       "37         Kings Greer to Skyline  0.7814   3.92  1536  5.02  1966.0  392.0   \n",
-       "38         Kings Greer to Skyline  0.8100   3.92  1536  4.84  1896.0  392.0   \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",
-       "0           Alma Mountain Charlie  0.5303   3.12   875  5.88  1650.0  280.0   \n",
-       "\n",
-       "     pct   kms  \n",
-       "49  7.14  5.36  \n",
-       "50  7.14  5.36  \n",
-       "37  7.42  6.31  \n",
-       "38  7.42  6.31  \n",
-       "33  5.37  4.65  \n",
-       "34  5.37  4.65  \n",
-       "0   5.31  5.02  "
-      ]
-     },
-     "execution_count": 20,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "vam[vam['feet'] > 800]"
+    "top(segments, 'pct') # Steepest climbs"
    ]
   }
  ],
diff --git a/ipynb/BikeCode.ipynb b/ipynb/BikeCode.ipynb
index 9229da6..7e46246 100644
--- a/ipynb/BikeCode.ipynb
+++ b/ipynb/BikeCode.ipynb
@@ -13,7 +13,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 28,
+   "execution_count": 1,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -41,7 +41,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 42,
+   "execution_count": 2,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -64,7 +64,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 43,
+   "execution_count": 3,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -72,244 +72,6 @@
     "            converters=dict(hours=parse_hours, feet=parse_int)))"
    ]
   },
-  {
-   "cell_type": "code",
-   "execution_count": 44,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>date</th>\n",
-       "      <th>year</th>\n",
-       "      <th>title</th>\n",
-       "      <th>hours</th>\n",
-       "      <th>miles</th>\n",
-       "      <th>feet</th>\n",
-       "      <th>mph</th>\n",
-       "      <th>vam</th>\n",
-       "      <th>fpm</th>\n",
-       "      <th>pct</th>\n",
-       "      <th>kms</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>Sun, 3/14</td>\n",
-       "      <td>2021</td>\n",
-       "      <td>Fremont / Union City</td>\n",
-       "      <td>5.3131</td>\n",
-       "      <td>69.58</td>\n",
-       "      <td>1552</td>\n",
-       "      <td>13.10</td>\n",
-       "      <td>292.0</td>\n",
-       "      <td>22.0</td>\n",
-       "      <td>0.42</td>\n",
-       "      <td>111.95</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>Fri, 3/12</td>\n",
-       "      <td>2021</td>\n",
-       "      <td>Santa Clara</td>\n",
-       "      <td>5.1606</td>\n",
-       "      <td>69.49</td>\n",
-       "      <td>1138</td>\n",
-       "      <td>13.47</td>\n",
-       "      <td>221.0</td>\n",
-       "      <td>16.0</td>\n",
-       "      <td>0.31</td>\n",
-       "      <td>111.81</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>Sun, 2/7</td>\n",
-       "      <td>2021</td>\n",
-       "      <td>Saratoga / Campbell</td>\n",
-       "      <td>5.8925</td>\n",
-       "      <td>78.38</td>\n",
-       "      <td>2270</td>\n",
-       "      <td>13.30</td>\n",
-       "      <td>385.0</td>\n",
-       "      <td>29.0</td>\n",
-       "      <td>0.55</td>\n",
-       "      <td>126.11</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>Fri, 1/8</td>\n",
-       "      <td>2021</td>\n",
-       "      <td>Coyote Hills Geocaching</td>\n",
-       "      <td>4.9689</td>\n",
-       "      <td>69.08</td>\n",
-       "      <td>797</td>\n",
-       "      <td>13.90</td>\n",
-       "      <td>160.0</td>\n",
-       "      <td>12.0</td>\n",
-       "      <td>0.22</td>\n",
-       "      <td>111.15</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>Sun, 10/11</td>\n",
-       "      <td>2020</td>\n",
-       "      <td>Los Altos Hills Paths</td>\n",
-       "      <td>5.8247</td>\n",
-       "      <td>65.03</td>\n",
-       "      <td>1870</td>\n",
-       "      <td>11.16</td>\n",
-       "      <td>321.0</td>\n",
-       "      <td>29.0</td>\n",
-       "      <td>0.54</td>\n",
-       "      <td>104.63</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>...</th>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>474</th>\n",
-       "      <td>Sun, 6/23</td>\n",
-       "      <td>2013</td>\n",
-       "      <td>Climb</td>\n",
-       "      <td>2.2747</td>\n",
-       "      <td>24.30</td>\n",
-       "      <td>2001</td>\n",
-       "      <td>10.68</td>\n",
-       "      <td>880.0</td>\n",
-       "      <td>82.0</td>\n",
-       "      <td>1.56</td>\n",
-       "      <td>39.10</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>475</th>\n",
-       "      <td>Sat, 7/13</td>\n",
-       "      <td>2013</td>\n",
-       "      <td>Doug's Event</td>\n",
-       "      <td>1.8653</td>\n",
-       "      <td>21.35</td>\n",
-       "      <td>1677</td>\n",
-       "      <td>11.45</td>\n",
-       "      <td>899.0</td>\n",
-       "      <td>79.0</td>\n",
-       "      <td>1.49</td>\n",
-       "      <td>34.35</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>476</th>\n",
-       "      <td>Sun, 8/4</td>\n",
-       "      <td>2013</td>\n",
-       "      <td>Kris's first trike ride</td>\n",
-       "      <td>1.8558</td>\n",
-       "      <td>20.96</td>\n",
-       "      <td>988</td>\n",
-       "      <td>11.29</td>\n",
-       "      <td>532.0</td>\n",
-       "      <td>47.0</td>\n",
-       "      <td>0.89</td>\n",
-       "      <td>33.72</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>477</th>\n",
-       "      <td>Sun, 11/24</td>\n",
-       "      <td>2013</td>\n",
-       "      <td>Alpine Rd</td>\n",
-       "      <td>1.7100</td>\n",
-       "      <td>21.02</td>\n",
-       "      <td>1289</td>\n",
-       "      <td>12.29</td>\n",
-       "      <td>754.0</td>\n",
-       "      <td>61.0</td>\n",
-       "      <td>1.16</td>\n",
-       "      <td>33.82</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>478</th>\n",
-       "      <td>Fri, 11/29</td>\n",
-       "      <td>2013</td>\n",
-       "      <td>Woodside Loop</td>\n",
-       "      <td>1.5600</td>\n",
-       "      <td>22.75</td>\n",
-       "      <td>1011</td>\n",
-       "      <td>14.58</td>\n",
-       "      <td>648.0</td>\n",
-       "      <td>44.0</td>\n",
-       "      <td>0.84</td>\n",
-       "      <td>36.60</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>479 rows × 11 columns</p>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "           date  year                    title   hours  miles  feet    mph  \\\n",
-       "0     Sun, 3/14  2021     Fremont / Union City  5.3131  69.58  1552  13.10   \n",
-       "1     Fri, 3/12  2021              Santa Clara  5.1606  69.49  1138  13.47   \n",
-       "2      Sun, 2/7  2021      Saratoga / Campbell  5.8925  78.38  2270  13.30   \n",
-       "3      Fri, 1/8  2021  Coyote Hills Geocaching  4.9689  69.08   797  13.90   \n",
-       "4    Sun, 10/11  2020    Los Altos Hills Paths  5.8247  65.03  1870  11.16   \n",
-       "..          ...   ...                      ...     ...    ...   ...    ...   \n",
-       "474   Sun, 6/23  2013                    Climb  2.2747  24.30  2001  10.68   \n",
-       "475   Sat, 7/13  2013             Doug's Event  1.8653  21.35  1677  11.45   \n",
-       "476    Sun, 8/4  2013  Kris's first trike ride  1.8558  20.96   988  11.29   \n",
-       "477  Sun, 11/24  2013                Alpine Rd  1.7100  21.02  1289  12.29   \n",
-       "478  Fri, 11/29  2013            Woodside Loop  1.5600  22.75  1011  14.58   \n",
-       "\n",
-       "       vam   fpm   pct     kms  \n",
-       "0    292.0  22.0  0.42  111.95  \n",
-       "1    221.0  16.0  0.31  111.81  \n",
-       "2    385.0  29.0  0.55  126.11  \n",
-       "3    160.0  12.0  0.22  111.15  \n",
-       "4    321.0  29.0  0.54  104.63  \n",
-       "..     ...   ...   ...     ...  \n",
-       "474  880.0  82.0  1.56   39.10  \n",
-       "475  899.0  79.0  1.49   34.35  \n",
-       "476  532.0  47.0  0.89   33.72  \n",
-       "477  754.0  61.0  1.16   33.82  \n",
-       "478  648.0  44.0  0.84   36.60  \n",
-       "\n",
-       "[479 rows x 11 columns]"
-      ]
-     },
-     "execution_count": 44,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "rides"
-   ]
-  },
   {
    "cell_type": "markdown",
    "metadata": {},
@@ -325,7 +87,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 4,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -340,7 +102,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": 5,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -364,7 +126,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 6,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -397,11 +159,11 @@
     "    plt.title(category); plt.tight_layout(); grid(axis='y'); plt.show()\n",
     "    \n",
     "def label(pcts, place, miles) -> str:\n",
-    "    pct = f'{rounded(pcts[-1]):>3}' if pcts[-1] > 1 else f'{pcts[-1]}'\n",
+    "    pct = f'{rounded(pcts[-1]):>3}' if pcts[-1] > 1.4 else f'{pcts[-1]}'\n",
     "    done = miles * pcts[-1]\n",
     "    bonus = next((f' {rounded((p - pcts[-1]) / 100 * miles):>3} to {p}%' \n",
     "                  for p in bonuses if p >= pcts[-1]), '')\n",
-    "    return f'{pct}% ({rounded(done / 100):>3}/{rounded(miles):>3} mi){bonus} {place}'\n",
+    "    return f'{pct}% ({rounded(done / 100):>3}/{rounded(miles):<3} mi){bonus} {place}'\n",
     "    \n",
     "def parse_places(lines) -> Dict[str, List[Entry]]:\n",
     "    \"Parse bikeplaces.txt into a dict of {'Title': [entry,...]}\"\n",
@@ -440,7 +202,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 7,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -456,7 +218,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
+   "execution_count": 8,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -490,7 +252,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 9,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -523,7 +285,7 @@
     "    \"\"\"Given a ride distance in miles and total climb in feet, estimate time in minutes.\"\"\"\n",
     "    return 60 * miles / estimator(feet / miles)\n",
     "\n",
-    "def sort(frame, field): return frame.sort_values(field, ascending=False)"
+    "def top(frame, field, n=20): return frame.sort_values(field, ascending=False).head(n)"
    ]
   }
  ],
diff --git a/ipynb/bikeplaces.txt b/ipynb/bikeplaces.txt
index 1514cda..e67698b 100644
--- a/ipynb/bikeplaces.txt
+++ b/ipynb/bikeplaces.txt
@@ -1,12 +1,12 @@
 :Around 90%:
-Los Altos: 138: 40.2 43.7 72.4 77.2 84.5 90.8      | 91.0*3
+Los Altos: 138: 40.2 43.7 72.4 77.2 84.5 90.8      | 91.0*2 91.1
 Atherton: 55.7: 0*4 91.2 94.0                      | 95.2*2 94.2
 East Palo Alto: 46.5: 74.4 91.2 91.9*2 92.2 93.3   | 93.4*2 92.4
 Emerald Lake Hills: 24.4: 0.0 94.3*3 44.7 51.0     | 80.0 85.8 91.3
 Menlo Park: 136.4: 67.7 76.8 87.7 90.7 91.2 90.1   | 92.5*2 91.4
 North Fair Oaks: 26.8: 48.1 90.4 93.1 93.8 94.8 96.1 | 96.9*2 98.9
 Mountain View: 205: 53.0 59.9 63.0 63.6 72.9 77.1  | 91.1*3
-Palo Alto: 292: 63.0 73.6 85.4 85.7 87.1 87.6      | 88.1*2 90.2
+Palo Alto: 292: 63.0 73.6 85.4 85.7 87.1 87.6      | 88.1*2 90.3
 
 :Around 25%:
 Belmont: 98.1: 15.5 17.3 18.6 18.6 20.6*2 | 27.4*2 27.5
@@ -18,7 +18,7 @@ San Mateo: 256: 11.1*6                  | 11.3 25.5 27.8
 Saratoga: 180: 14.5 15.7 17.4*4         | 17.4 26.9*2
 Sunnyvale: 357: 19.4 19.9 22.2*4        | 25.1*3
 Union City: 207: 7*3 8*3                | 8.8*2 25.7
-Fremont: 771: 9*3 10*3                  | 11.7*2 25.9
+Fremont: 771: 9*3 10*3                  | 11.7*2 27.5
 San Mateo Highlands: 18: 0*6                     | 18.0 29.2*2
 
 :Between 30% and 80%:
@@ -28,7 +28,7 @@ Los Altos Hills: 91: 48.4*2 49.0 55.1*2 55.4     | 55.8*3
 Loyola: 18.3: 0*4 60.8 62.1                      | 62.1*3
 Millbrae: 65: 0*6                                | 0 18.4 31.6
 Monte Sereno: 20.4: 20.5*6                       | 20.5 39.8*2
-Portola Valley: 59: 0*4 57.3 59.8                | 59.8*3
+Portola Valley: 59: 0*4 57.3 59.8                | 59.8*2 61.0
 Redwood City: 235.1: 34.0 39.1 46.0 51.6 56.9 60.8 | 62.9*2 65.1
 San Carlos: 99: 22.2 26.0 32.9 32.9 37.2 39.0    | 40.5*2 41.4
 Woodside: 75.2: 51.9*2 52.3*3 54.0               | 56.1*3
@@ -42,11 +42,12 @@ Hayward: 446.3: 0*6            | 4.6*3
 Milpitas: 224: 2.2*4 4.4*2     | 4.4*3
 San Jose: 2543: 1.3 1.36 5.3*4 | 5.4*3
 Berkeley: 260: 5.0*3 7.0*3     | 7.0*3
+San Bruno: 114: 0*6            | 0*2 7.5
 
 :Small Neighborhoods (under 12 road miles):
 Burlingame Hills: 6: 0*6           | 0.8 34.5*2
 Kensington Square: 0.6: 86.9 100*5 | 100*3
-Ladera: 8.0: 0*4 30.5 29.8         | 29.8*3
+Ladera: 8.0: 0*4 30.5 29.8         | 29.8*2 47.6
 Los Trancos Woods: 5.4: 0*4 71.4*2 | 71.4*3
 Menlo Oaks: 3.6: 0*4 98.4 99.7     | 99.7*3
 Palomar Park: 3.9: 0*6             | 91.1*2 94.9
@@ -87,9 +88,9 @@ Guerneville, Sonoma: 22.7: 23.4*6  | 23.4*3
 Healdsburg, Sonoma: 53.7: 18.5*6   | 18.5*3
 
 :California Counties:
-San Mateo: 3248: 20.1 21.2 22.9 23.4 24.57 25.53   | 26.43 30.0 31.17
-Santa Clara: 7396: 12.7 13.6 15.4 15.6 16.04 16.29 | 16.78 17.73 18.14
-Alameda: 5704: 3.3*3 3.94*3 | 4.73*2 6.84
+San Mateo: 3248: 20.1 21.2 22.9 23.4 24.57 25.53   | 26.43 30.0 31.27
+Santa Clara: 7396: 12.7 13.6 15.4 15.6 16.04 16.29 | 16.78 17.73 18.15
+Alameda: 5704: 3.3*3 3.94*3 | 4.73*2 7.06
 Marin: 2322: 6.7*6          | 6.7*3
 Napa: 1524: 5.1*6           | 5.1*3
 Sonoma: 4556: 5.1*6         | 5.1*3
@@ -97,6 +98,6 @@ San Francisco: 1183: 4.5*6  | 4.5*3
 Santa Cruz: 2767: 2.3*6     | 2.3*3
 
 :Large Places (over 300,000 road miles):
-California: 365188: .712 .811  .846  .867   .8875   .8873  | .9054   .9624   1.0067
-USA:       6317607: .048 .052  .055  .05589 .0571   .05749 | .05853  .06183  .06425
-Earth:    38609276: .008 .0089 .0091 .00936 .009535 .009426| .009597 .010136 .010356
+California: 365188: .712 .811  .846  .867   .8875   .8873  | .9054   .9624   1.0289
+USA:       6317607: .048 .052  .055  .05589 .0571   .05749 | .05853  .06183  .06553
+Earth:    38609276: .008 .0089 .0091 .00936 .009535 .009426| .009597 .010136 .010561
diff --git a/ipynb/bikerides.tsv b/ipynb/bikerides.tsv
index 5808d81..d80739a 100644
--- a/ipynb/bikerides.tsv
+++ b/ipynb/bikerides.tsv
@@ -1,5 +1,12 @@
 date	year	title	hours	miles	feet
 ##### 2019-2021: Mostly Eddington rides; most recent first
+Sun, 4/4	2021	Everesting 7: Mill Creek / Morrison Canyon	3:04:46	29.38	3,517
+Sat, 4/3	2021	Everesting 6: OLH / West Alpine	4:26:16	46.64	4,400
+Fri, 4/2	2021	Everesting 5: climb 2×(OLH + WOLH)	3:16:30	31.48	4,344
+Thu, 4/1	2021	Everesting 4: Kings / Tunitas / Bike Hut	4:40:36	45.57	4,452
+Wed, 3/31	2021	Everesting 3: Ring of Fire + Ladera	4:40:59	45.78	4,544
+Tue, 3/30	2021	Everesting 2: Kings + WOLH + OLH	3:20:29	35.99	4,377
+Mon, 3/29	2021	Everesting 1: Mt Diablo	2:35:47	22.22	3,406
 Sun, 3/14	2021	Fremont / Union City	5:18:47	69.58	1552
 Fri, 3/12	2021	Santa Clara	5:09:38	69.49	1138
 Sun, 2/7	2021	Saratoga / Campbell	5:53:33	78.38	2270 
@@ -103,7 +110,7 @@ Sun, 6/9	2013	Silicon Valley Tour de Cure 75K	3:58:37	51.63	2,929
 Sun, 9/3	2017	Morning Ride	4:22:45	51.31	2,526
 Mon, 7/27	2015	Palo Alto Cycling	3:48:23	50.93	1,306
 Wed, 7/29	2015	Palo Alto, CA	3:47:53	50.92	1,873
-Sun, 6/26	2016	Afternoon Ride	3:16:33	50.78	1,181
+Sun, 6/26	2016	Los Gatos	3:16:33	50.78	1,181
 Mon, 8/10	2015	Palo Alto, CA	3:41:54	50.73	1,325
 Sat, 10/15	2016	Los Gatos	3:28:16	50.64	1,368
 Tue, 12/19	2017	Los Gatos	3:46:37	50.49	1,929
@@ -150,7 +157,7 @@ Sun, 5/15	2016	Afternoon Ride	2:55:51	41.98	1,693
 Sat, 3/25	2017	Morning Ride	3:37:45	41.94	2,874
 Sun, 6/14	2015	Palo Alto, CA	2:46:38	41.67	1,086
 Sat, 7/28	2018	Coyote Hills / Dumbarton	3:25:39	41.66	1,463
-Sun, 8/7	2016	Afternoon Ride	2:42:58	41.19	1,526
+Sun, 8/7	2016	Canada	2:42:58	41.19	1,526
 Sat, 2/11	2017	Morning Ride	3:19:34	41.16	2,172
 Sun, 12/3	2017	Bay Trail	2:53:58	40.86	568
 Mon, 5/29	2017	Morning Ride	3:52:04	40.83	3,678
@@ -461,7 +468,7 @@ Sat, 6/4	2016	Morning Ride	1:57:23	25.19	922
 Mon, 8/8	2016	Morning Ride	1:52:38	25.17	423
 Fri, 11/6	2015	Morning Ride	1:51:45	25.15	538
 Mon, 12/18	2017	Afternoon Ride	1:52:56	25.15	741
-Fri, 6/24	2016	Afternoon Ride	1:35:25	25.11	623
+Fri, 6/24	2016	Foothill Expway	1:35:25	25.11	623
 Sat, 6/25	2016	Afternoon Ride	1:44:43	25.10	568
 Sat, 1/25	2014	Woodside	1:33:38	25.08	1,243
 Tue, 4/29	2014	Woodside	1:46:03	25.08	886