{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "6480a6e2-05d3-4cfe-9a57-38be72124898",
   "metadata": {},
   "outputs": [],
   "source": [
    "import xarray as xr"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "d29d4fac-53fd-405d-8cfa-563778c598b0",
   "metadata": {},
   "outputs": [],
   "source": [
    "with xr.open_dataset('2a2/lmr_mira_hist_round2_reg11.nc') as ds:\n",
    "    ds_a2 = ds.load()\n",
    "with xr.open_dataset('2b2/lmr_mira_hist_round2_reg11.nc') as ds:\n",
    "    ds_b2 = ds.load()\n",
    "with xr.open_dataset('2c2/lmr_mira_hist_round2_reg11.nc') as ds:\n",
    "    ds_c2 = ds.load()\n",
    "with xr.open_dataset('2c3/lmr_mira_hist_round2_reg11.nc') as ds:\n",
    "    ds_c3 = ds.load()\n",
    "with xr.open_dataset('2cw/lmr_mira_hist_round2_reg11.nc') as ds:\n",
    "    ds_cw = ds.load()\n",
    "with xr.open_dataset('../../round1/output/lmr_mira_hist_reg11.nc') as ds:\n",
    "    ds_o = ds.load()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "e69375b4-042b-434a-90d0-b2b5f1d6e311",
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       "    calendar_month  (time) int64 16kB 1 1 1 1 1 1 1 1 1 1 ... 1 1 1 1 1 1 1 1 1\n",
       "Attributes:\n",
       "    description:  Floating year</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-obj-name'>&#x27;time&#x27;</div><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 2026</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-53d4cfb5-5731-43db-a3ac-f11ee607fe37' class='xr-array-in' type='checkbox' checked><label for='section-53d4cfb5-5731-43db-a3ac-f11ee607fe37' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>1.0 2.0 3.0 4.0 5.0 ... 2.023e+03 2.024e+03 2.025e+03 2.026e+03</span></div><div class='xr-array-data'><pre>array([1.000e+00, 2.000e+00, 3.000e+00, ..., 2.024e+03, 2.025e+03, 2.026e+03],\n",
       "      shape=(2026,))</pre></div></div></li><li class='xr-section-item'><input id='section-9ecc1741-0f52-4c25-b70b-635f90e227f3' class='xr-section-summary-in' type='checkbox'  checked><label for='section-9ecc1741-0f52-4c25-b70b-635f90e227f3' class='xr-section-summary' >Coordinates: <span>(5)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1.0 2.0 3.0 ... 2.025e+03 2.026e+03</div><input id='attrs-f1393fda-7beb-4467-930b-3ed769568acf' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-f1393fda-7beb-4467-930b-3ed769568acf' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ba5c8d84-64b3-4441-b89a-d7cfb9e25cfe' class='xr-var-data-in' type='checkbox'><label for='data-ba5c8d84-64b3-4441-b89a-d7cfb9e25cfe' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>description :</span></dt><dd>Floating year</dd></dl></div><div class='xr-var-data'><pre>array([1.000e+00, 2.000e+00, 3.000e+00, ..., 2.024e+03, 2.025e+03, 2.026e+03],\n",
       "      shape=(2026,))</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>hydro_year</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>1 2 3 4 5 ... 2023 2024 2025 2026</div><input id='attrs-ec054beb-9d6e-4a0b-afa5-5caddbc0511f' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-ec054beb-9d6e-4a0b-afa5-5caddbc0511f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-349d4624-b54c-480c-997d-93168fe45243' class='xr-var-data-in' type='checkbox'><label for='data-349d4624-b54c-480c-997d-93168fe45243' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>description :</span></dt><dd>Hydrological year</dd></dl></div><div class='xr-var-data'><pre>array([   1,    2,    3, ..., 2024, 2025, 2026], shape=(2026,))</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>hydro_month</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>4 4 4 4 4 4 4 4 ... 4 4 4 4 4 4 4 4</div><input id='attrs-2e394625-36ec-4ab0-8f67-7b2e8e19d709' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-2e394625-36ec-4ab0-8f67-7b2e8e19d709' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-05310390-1c5a-418a-88ff-797171e44bb3' class='xr-var-data-in' type='checkbox'><label for='data-05310390-1c5a-418a-88ff-797171e44bb3' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>description :</span></dt><dd>Hydrological month</dd></dl></div><div class='xr-var-data'><pre>array([4, 4, 4, ..., 4, 4, 4], shape=(2026,))</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>calendar_year</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>1 2 3 4 5 ... 2023 2024 2025 2026</div><input id='attrs-f12b4b2a-360d-4343-ab16-050272845645' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-f12b4b2a-360d-4343-ab16-050272845645' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a1d600b1-f3ac-420a-aedf-fb7dad8e9393' class='xr-var-data-in' type='checkbox'><label for='data-a1d600b1-f3ac-420a-aedf-fb7dad8e9393' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>description :</span></dt><dd>Calendar year</dd></dl></div><div class='xr-var-data'><pre>array([   1,    2,    3, ..., 2024, 2025, 2026], shape=(2026,))</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>calendar_month</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>1 1 1 1 1 1 1 1 ... 1 1 1 1 1 1 1 1</div><input id='attrs-b38c8fd2-f943-4503-a2b8-94e565838362' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-b38c8fd2-f943-4503-a2b8-94e565838362' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a768645f-a86d-4c25-b271-c7267d896585' class='xr-var-data-in' type='checkbox'><label for='data-a768645f-a86d-4c25-b271-c7267d896585' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>description :</span></dt><dd>Calendar month</dd></dl></div><div class='xr-var-data'><pre>array([1, 1, 1, ..., 1, 1, 1], shape=(2026,))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-9b5016e6-f06e-4155-a64f-b4f861b93596' class='xr-section-summary-in' type='checkbox'  checked><label for='section-9b5016e6-f06e-4155-a64f-b4f861b93596' class='xr-section-summary' >Attributes: <span>(1)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>description :</span></dt><dd>Floating year</dd></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.DataArray 'time' (time: 2026)> Size: 16kB\n",
       "array([1.000e+00, 2.000e+00, 3.000e+00, ..., 2.024e+03, 2.025e+03, 2.026e+03],\n",
       "      shape=(2026,))\n",
       "Coordinates:\n",
       "  * time            (time) float64 16kB 1.0 2.0 3.0 ... 2.025e+03 2.026e+03\n",
       "    hydro_year      (time) int64 16kB 1 2 3 4 5 6 ... 2022 2023 2024 2025 2026\n",
       "    hydro_month     (time) int64 16kB 4 4 4 4 4 4 4 4 4 4 ... 4 4 4 4 4 4 4 4 4\n",
       "    calendar_year   (time) int64 16kB 1 2 3 4 5 6 ... 2022 2023 2024 2025 2026\n",
       "    calendar_month  (time) int64 16kB 1 1 1 1 1 1 1 1 1 1 ... 1 1 1 1 1 1 1 1 1\n",
       "Attributes:\n",
       "    description:  Floating year"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ds_c2.time"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "84ec3d87-515e-4cde-8273-70cbdd127ee7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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MP1YTuXGiX3EW+hVl8avBkNhdKLczZlzY8OuEAxgWUCMmAUsLe90w8eTZpVtktUgpNhI3nQYSNwRBEJ0RWaSw7qde44De+6PKX4U/q/5UIjeluW4M7irM96wxMR38j4o/4JOng+9ZX/9rsAhNNISQZiQVj6i0pMhg7sSGeVbFUhs7wil8XatI0xHtExI3BEEQnRF5R6+poXnpj5fU26MOuOxWuB0i6rFbGqw5488ZOFWqZ0lWQIWhqps3cnOUIZ0t2inV0pEbuSWeaJeQuCEIgujMaSnNTroqoCkQjuTCbrPCJkVpNmzprdy00SlFLXrsU/9rrJrFz2RjQMYKlwuYcRFa3ONGQ0WwGlvtNiFuUlXMzMwBZVq6QJpoNCRuCIIgOiMmkZsft//Iz2MsamMRHjG1AZHiCVXur3t4KJmC4i3C4E6bljrA5wO2/oLWjNwsKF+Mqb16YKfNGpeySklaatuvqXlOImWQuCEIgujUkRvhPMzY6d0pbvL1gtMudg+1/pDp7iLAojGscPeHp+Kf+5v7gc9uBGKiK6rcrjr3WVs6yGEibmSWuZypS0051O2GurLUPCeRMkjcEARBdOqCYqfemZgV/e6eooibGp95pMMvp5oWPK2/gT3P/EeAX/4DLHoJ8zPc+pfVpKhaBH81EsmXqElrepOo3qaPWn3z9+Y/J5FSSNwQBEF06rSUqLl5e/Xbyk0RX084WQqHp6XM27b9so+MsWvIr695+dkgbrQpqhbBX406q/muLZaqwZ0fX6G/Xr68+c9JpI+4efDBBzFu3Djk5OSgpKQExx9/PFavXl3vY+bOnQuLxRJ3WrVqVautN0EQRLoVFM/bMk+9LZrBO6UY3fMylMUlsUOUy8udUq1OkWr0Z1bQaxy2EGzpyE2gBh6NgZ+WCHvtVKSlypbpr7tVJ2eifdCm4mbevHm48sor8dNPP2HOnDkIh8M44ogj4PE0PP+DiaAdO3Yop0GDBrXKOhMEQaRjQXFIMtY7rPCv/Lx7vhA1D588SnlIF99pyHeJHfnOsWeIhcb5UgZxo6SvJEKsLbxkRGrfi+4Fq+FJELnxp0rcyKMrlCeu4iMfiPZDm4qb2bNn47zzzsOIESMwevRovPzyy9i8eTMWL17c4GNZpKe0tFQ52Wz6IW8EQRBEciZ+sVgM1QFRiGuNCtO+AcXCmbhPYRZeu2A/frkuEMZRfY/il6sgjVAI+/TPG/TqrtZkiK6rcaXj1LbwUAoHWJqJG4v5ro2LnuaKm5B+VhZKJfG34qPmPS+RvjU31dXin6ugoKDB+44ZMwbdunXDoYceim+//Tbh/QKBAGpqanQngiCITo+0k/8ltAcT35mIddXr+HUrhLiRC4oZ2W7R7eQJhpEvpWC+3rPcfGdvGJTpl6IovXJ68fOgJcXTuY341bTU8MLhcGhqgrxs+df3Nu/1P7xUf33YdHG+ZWHTn5NIX3HDjhxuuOEGTJgwASNHjkx4PyZoXnjhBcyYMQMffPABhgwZwgXO/PnzE9b15OXlKadevcQ/GEEQRKdG6hq6YPvnStSGYY2KiI1DKihmZLuEuKnzh9E9q7u4LNfsGMSMMTISEGW8yHZkq5GbFhU3alqKveZbR7+l3MQjOqtnNa+7yRihKRoszis3Nv05ifQVN1dddRWWLl2Kt95Sv4hmMDFz8cUXY+zYsTjggAPw7LPP4uijj8ajjz5qev/bbruNR4Tk05YtW1roHRAEQXQgNi/ATrN0fjQzLnJTkuMC0ySV3hAGZI/hy/aEaoVsMYobw/VATJQUZzs14ibkbTlXX01BcaYjE0MKhuCy0ZepkRvGT880/flze+ivs8GjJuk4om1pF+Lm6quvxsyZM3l6qWfPno1+/Pjx4/Hnn2LYmxGXy4Xc3FzdiSAIotNTsw13FelLAGwWGyIRe5y4yc90omuOaOkOBYX4CcciqGVigQ2q1GIYThmQ+qW+WFqtFhQzWmp4pnePUnOT5RBRqG5Z3fj5ekczh12y9+YTIyqq+03Au4dch2opMsUFG9FuUG0j2ygVxYTNhx9+yFu8+/Xr16TnWbJkCU9XEQRBEMnzQ6ba5s2IxCIIhoUYkX1uZDKdIsoTidpht9oRjoZRY7Ui12iKJ6erJPxc3Njwx9YAMrprfG7Y41I9fJJFg6q3wpstREyWPUtX71OhjVSx+za2Lf2FSUox9C3FBfhhwwf4pmYtnmcLjCKP6LzihrWBv/nmm/j444+5101ZmbCwZrUxGRkZSlpp27ZteO211/j1J554An379uUdVsFgEG+88Qavv2EngiAIIgkW/ifhTbK4kX1uZFzSdHB/KMKFDePZ/Hw8sLtSLxSMaSn5QiRDP0QzFU7BRgK1vHurzurSRW6cUru7zmOH3dfdyEh++Qrl4g+7fhPnu5eKBS3ZAUZ0LHHz3HPP8fPJkyfrlrOWcNYizmAeNqw9XIYJmhtvvJELHiaAmMj57LPPMG3atFZee4IgiA7KrBvF4EsTghEpcmMQNxkOcd0XklrAAXySk4UHKnYL119pjENcWkrSE7GoWzHSY89gM0R4UoIUPZELilnNDX8vVsnLx2K4b2PFTRKvTbQP2jwt1RCvvPKK7vrNN9/MTwRBEETTqTQpJr5tv9vwyXdCvLilSI2MWxO5iYN53SjixhC5YamnWFgRN3L0xtYSkRup7sVrE2mpV77fgec++hJPnt0tPnKT6hoZVkPEDA1tbbpbJdpTQTFBEATRSmwQthmVUk1NgbsAxw88HlP7TsVpQ06DVxIvmU79TjpDEje+YARX7n0lvzwqEIyfJyUXCg89Bjj+OfjlyE1EI27YnxYRNyJ6UisJjN01FlT7Qvjvd5vjxY2xy6shpELi+l+fiorbCyRuCIIgOhMrP+VnVVLqpourC+476D48POlh2Kw2+IJhXQGxTF6miIbc+sEyhDyiQHepywl+b69m9IAsWvJ6ITLqNKU+B1G1eHiZ29V4cdEIcbPNLtY9GhaGgx5JYQW1UZXGCpFZN+quas0BIXeAkbhpN5C4IQiC6ExIkRV55lOGXe2YqvWHsGZnnVhuEDcBqdCY8c85m5TLT3fJAzy748WN3YWApq4mFpXSVgAuLS0BfJVIOTVb+VmZtGeLBrvohEg4FkW0cGDja2SiEWDZe/WIG6nEwq+aIRJtC4kbgiCIzoTUfh2QxI1L04792gJVtBgjN5ce3F+9ohEqb+Xm6Nu/NdPG523VTBqPGWpRakV3bEopXwkm3XxKKkwUFJfmCANBRjCzUFyoWJP88/74lP56VrHSgcWolgd1fvdY09edSCkkbgiCIDoTUiOHIm5sqrjZVauKlH5Foo1aZlTPfPUpNOKmTyjM8j/qHeV0k82JTTWbEu9uancg5QRqUSPVEsViFkAqYp75W7lyl2CpNN6nqhFu9V/drV4edCRw0dewaoZzLmJpNoZ3TzPfAJEqSNwQBEGkA4E6YOm7DRe+Sn4sweHH8nNtBOKVH8V8pJE9cuGS6lbMiIUKUOAWEZB8lrJhreAy4SDKbDZsiQawrW4bXxTx9o5/kuoWGIUT9HBjQQ4XNvIuTn0vQYeUhmvqfKsz30VVRh72+FUh898eUqorV8zdItoeEjcEQRDpwGd/BT64GHj//PrvJ81AClhtcZEbmRHd8hp4MQuuGHmTWrvDBA4j5ENs2bs4vHcPTNv0Nj5aK4ZMWl274p9i809IOSGvkiKKSaaB8vrGoiItFnK4Gi9u+hwkzqV6nft+uk938x9hqdbGn0RHFdEqkLghCIJIB5a+Lc7XfVP//aSdekASAbK4WbdLFBIzrpwiRSIMnDRWnf23eY9IRflZekZOSy17Dx6TkQYWmyje9e8UZqv9gyHAYyJ4Uhi5kettFGJCzAXtUkt6UH2/DSKnoKbcwc9+LvtZd3O21SlKikMt0AFGNAkSNwRBEJ0JqV1ZFjdyWuqfc9QC2275qieNlkdOHqVcrvNaNJEbKS3l2YVqw0wqraiJePuK1+aTwX0tI25sZpEbVoMjIjdrIrXKfZNGriOShFF1QN8VVRcNYoXTIcwME8FShq8cA3g0bfNEi0HihiAIIh3QtSbXg7RTD0reLG6b2GHv8YgW8SOGd4XDRKDwl7BacMFBYsDxsq1SBIiLGylyk1mo1rxoCO2ZiEmDixWvmzo+TdwLRNX28tSlpUSEJhbVixu5W+uGTR/hCzYwdO0coC7J6JEckbG7EI3p1/nwPofz828yM+uP3LCU4cbvgG/0KS2iZSBxQxAEkQ5IIweSjtxI2SM5clPjF9GX08YJg75EZLmEePh9i3gev1VTcxOLKnOdZDJiPXjNS7c8N2KSuFHuk2ojv6BXk5bSixurQ422vJEnzZR658zknldeT0cGnlj8hO6mCT0m8PMlrGMqmWgURW5aBRI3BEEQ6SZu5tylFA4nrLmRrso1N3vqROSmMDu+wFjLEcNLxctZXGpaSu6WioT1Iw54OkiIobwMB2IxyUzPYhHOxhWrkVJC2pqbDC6ozPhNbt3eoq+dSYjGmPDl5S/rbirJLOHntex160tLyRgiPw2y+FXxeSYxi5FQIXFDEASRDmjdcX94Apj3UAPiRuxkKz1RHPv099heLaIThVlqa7gZA0uEIV4oZFPSUjFZ3ERDin+OTFSaP56b4QCiqgDjImj3OrRc5CYTXXPd+O7mKfx6JCBESJOQRYvdjT65fZTFB3Y/UHF49vFUW4JIlPZ9ylEuIxu+A/6YEb/8k2vE57nt16avfyeExA1BEERHZ5eJ2+5mk6gEO/oP1OjSUh8tKcfSraowKsyuX9zIYxliklCJsChMVBqWGQnGiZtIzK9EbrQuxfx+qU5LBWrVguZIBnLcdvQqyMQDJ+wF36ZLdHcNNSQ2TCI3YasDFT5REPzohOcxMHIdfAHxnrz8/SSI3Kz9uv7IDVuHV48B3r8AqPhTs1xz38Z0dxGg2ewEQRAdGVYUu21xQrM+HUzYSMW/n2+dy8+rPOoO1O2wxk0DT4iUYmL4IkHwa5FwfOTGElDFDaw8TWWxRFLfMcUmk/O0VLZSUMzEDWNAcVZca3id1YouTDxUbgQKB9T/3JIIO/vH2+CRtus/Z+/Aqi1V+GZdAMhmkRureeRmzZfAktfU69oW+C/vBJw5QIbq/ozKTUDRIOl1fY2vqSI4JG4IgiA6Khu/B145OsGN8X4zyngAzbBMZegj0wehRtSDxGywRy0IW2OoDtUiN0HkJqYTN0zt2AFbRKSlUhm5qRMjFirsYrcWC2cixyVe0+WwxSUqWBqpC3u7DYkbVgAsDRv9o0qNkK3ewWI/GVi1I4DsQSJyEwv7YGHRMXkbsMtvnqJ/PmeWKkp//Je4nCEGfMZNFtfWTVkSO0YT8VBaiiAIoqOyalbi26SWaB0L/8PPVudIwyNZcKBuaBNf3AJ3RKSw9lRJM6RMxI2cipLFjew3wwuRU2l6F6zjqabtUloqGipSIjcuu9ydVaDc3SevZ0DyvUnEv8aaLpY7v+Q5W1GLBQEmFOVtwZBEkWlxcvly8/RT+QrNe9Ksm3Z+F9EgJG4IgiA6Ktpp3EbMjvQ9Irpxcr760x8LqxOzk+W5M8UO3yp5yVR7doob/vhAJ24y7ZkIbr1YH7mR0lm8hTyZ7qJkCfl4xxITGfxlwtnINoqbLTcjyyEiJz7ZdXjLQuD9C0XR7/bfxIwuk0LtuF4luThaM0SUC6YZ4v1yjM/FYNGqPRuA145Tl2WqogtzH1Qvf3Zj/UKJSAiJG4IgiHQ07jOL3JjVuGhqZx4/dXRSL1sgdVRFouI1QhEpApORr4ib04achh9OX4CAp6faLaURU7tsttRGbkJe0bHEd2yivifHrU1LAYGwVWndrukn/Gnw0zPAH++LCM0Lk4BXhJuyWFlV0vyYoW8rtyhTwdXdKO/U2rqw/iJg9hms+UK/jKXGzFinKUSuMCkaJxJC4oYgCKKjouxgTTD6orDUx6pPsSfOQdiCUT3z+CTwY0YlN9U6y2XXpZhCLBXDWpnLlirihvnneENqJ1Km1GUVDYmhnGVs6ri2vqS57FqtRGMsMZEyMqalguEoumV145dXWBOkeXb8btpef1mpvpXcaeLi/N/8XKDfJHWB2YgHlpaKi7hpPqtcdX6Xjs9vTr2jcxpD4oYgCCId01LGYl2vaGF+Iy9Ht5ili2ZeNQGfXDUBTjl90wByO3hUMujjEoa1Msst3pK4+XaVSIPx69Jzx8KiM2inzZ66gmIWDfniNqWOJhoREZu+hVn6tBTrnMoTnUiVJgM+ExUp8zZvDSMLR5puq62smFkraLy745+TpeLqE6X1TRbX1uAQ9ULihiAIoqNSX1pHNtYz1Gx4DDtW2dfGkszOXqKfJBqiUuSGOQ7LaMVNtU9dB/n5o0HRGfRrsuMKkkESIX+4pHSZJG56dhE1QS4WJZLIsIt199S395MjJJI4+Xuh2s2U48zBk1OeQq1fjfzsXzidn3cPh/XvqWZ7/HOz52Qt4Ilgqay788wdiRsqfiYUSNwQBEF0VOpL6xgLUKWdrl2TAon4uyFHSjE1BjZA899n74OIPE5Bc1tAqnvZsCuImb+JnfuhQ9WUTsQvZldtcaQwcuOr5Ge7JBETi1l1tUEOm0XpznZZhbip1xJPjp5I6zczRy26/v707zHzV73IWLjGqc7M0voLVW9u+nvabuJIbFagTJhC4oYgCKKjsuLj5CM3khDSVm14N16uFNs2FlZD44+5FZdiBpNTn2YL8TBj8U4s2iREx9dSemp8/wKloJinkFIVuZEiLHJairW3ZzhscEvvjUWN5NSUwyKiOXW6LWEeCcLX9/CzoohaO2S1WPH8vPX6l/fb1NeXvWnYe/vm/qa/J2bmZ4RcipOGxA1BEERHxLObDVBKPnLz/T/5mc8tCnqnlJwDxJxcBDQF8TipW0qKisyWhA0jFlG7i4aWijqfm44cCkj+MMzRN2LmotwUJHNCZdp41KVEbWTk1NTWPSLO9INnE2Zn6V2LFdhATZaa2r6EXx0QFELxxn1Fa3ZFnb7WyQJNe7ss2LRjFGRGnpz8e5K7o0pGACXDxWVKSyUNiRuCIIiOiNbGXyI2eKq5uGGzp5Z/yC96QyK1YYVLGbnQFHhUREr/RCQ35HLW3m3SYv6s5IuT67YrpncMH3P/TWHkRi78Za+Rn6lvk5cjN6/8sFVZdlNJkfnzsWGVPz+vXOWGg6yGJye+k2lQSTaikpkh79Zi0ZVIOC5ytt5hx5sDxiE09R/mrznmbPOurZKhgFNKi1HkJmlI3BAEQXREDEfxP7rdOBib8FV3yXFYu3PVjADwOERExRIV53LqprHw1m6pWyosRW669NxfvYNFREj6F2ehf7HYOXPfGY3oWRiupzOoMUidYF55IrhJ5Ka8Voq2aF6/Xr64La5I2m1z48d1ekF2wYR+iqGfn79+DKjdAfhFSk7muJ7d8eDSZ/BWdiZw+lvqDVMfAc6bBRzzBDDgUHV51RZxntMNcEnihmpukoZmSxEEQXREJLdhmStKixEJ1eF6F7DMGLnRmMR5ubgJ8ZQUo8lpKadNKdwNS5GbsK5YuQc/d2s7lXgLudpZ5YkFRZSDtYU3h9oy8XxSMTNzDc7PTDDdnM220sDWuKE+MTly47a7cfari3S39cjPQEzalj75fbAuqbI/TJ9r0c5FOOeQp4C7q4WPjpQm5Jz6KvBgT31kjt3uktr3KXKTNBS5IQiC6IhoZxBpinrVBUHRTiwPy5TwyDMdpdqXJkduWLeTVHMTkZ4zFBNFutFgIWLBYvE6msfIKbBo7VA1jZOKEQxSAbAvq1iN3BjSUnIkRzYelNmhEV+J8EvpNha5Kc1Ta4n+sl8vYWgoR27kz4B1W311l3I/7TaIaVu8tcKGwURMn4Ok9yQE23u+LXg8sks8B5vqTiQFiRuCIIiOiF/a0Y2/AjjqH3BYjNGPGHOzi2sX90m7WrlOpKnixu20AtL4BdkZONSlDz+PeMU5IxiO6Fx92f4/IhcVp6pjSjLO89qlaE3UFRe5+eRqadyClEqT2SJNEa8PvyRC7BYndknprQ+vOBAPnjgK2S47YvK8LFlf+vTptp+Yp49EJEER+D0L7sEFX1yAkE2/3vfunIuXg1vxh9OptLwTDUPihiCI9IMNJvz4KvOOlXSBCRcG2xmOvwx2mxqpOL+0BBVsPACL3rz1F93DPM5Mg7hp2m6AdR/Zo8K/Znm/ycCJ/0WweGhcdCQQVluuWUs2S1PJUSNdd1FzkAScJxpUCoqNNTcsfSTWTR/R4fOg6mPoMQjERP3QDe+sUMz75FlZWS6bMjzTj5hoMNe4DG+12zA/U7w2IyivYyyGW+bfgnsX3Is1lWvw/pr38UvZL/jNpoofrQzysm3lJXGTLCRuCIJIPz66AljyOvD0vqkdztieiEoFw5KoybCrO9BFGW48XNBFjGcoW6o+5prfUBcTjwuHmxe5YeQ5Cvn5bjYvadQpCEkiQBsdqfbqu4Z43Y0S6UiBuOHRKRGPqpUGeMaibnQxiBsZli7z71SHY5bbbZiX4UaARV3klmvt/QsGwCelzlZsU9dVnlvFIzeaDrD5GRkiwuIS0Z6pvXrgjbxc5fbdPtHZtcu3C7M2zMJ7a97Ddd9ep9zui6qWiLJvD8PB3qBPn2IkEkPihiCI9GPzj+rluQ8iLZG7oaTJ4Hv8+h3fRocjrh3Zn9tN2VFv221rVkExI9slokDrapfzSMQP236Iu8/4AUIAybDXi2lrVJozPHPZ+8B9RcCulaixWhCQBF8snIMCk4Li2ddN5OehPQfjoNLD+OWHCgtwVWkJnhh3MnDeZ4BUtyNzT91y5bI26pPjEpcznXZAE6m6paRQpKXCPla2HUe2IxvhaBjXf3u9smxrrdqeXh5Rt4fi28N31jFg9SzqmEoSEjcEQaQXxpk8kr9L2kZurDZsqol3s+XGeobxBlUBkS6xW+xYtqX5ES2HVS2unbluJv7YLTqELDYvhnXLxWWTBuDxU0frHlOS61IKcJmRX72DIhtizl0sTMMv7paKfrl5YMyBwV3VkQkyQ0tz0bsgU+dULPPGroW45Ptb8cW0e4DsrsryGbWSmR5DWm9tOk8M0FR3pQOZ4d+e9TwlqBUnMt6wF19v/hpLK9SImjypnHGPRRWpS6VZWYygHMX54OL47fDjv4Dvn4hf3okhcUMQRHox72H9dafqmpueNTcOLN2lST1J2JjG006ozu+DeVvm8Ythnj4SO0smQpqKUyMQ7vxBHQYZrhvGRy3cOnWo8LbR0KcgU22dZjvs2p1Ne/FfXwdq1IiHVypqZikp9rRF2WoRr5bcDBFl8frj/W4W7FiAGxc9BNwoBE386Eo1ymUcNOrbeoY6u+vPL/St6RoCkQDKPKITSma7x2TAJqvx6VocL25Y9EbLtsViECfrzmKt5QSHxA1BEOnF3Af01x0JLPbTKC1lTEnxxTCKm96Y8eeMuPsN7950ceOwmguIaLAgYbqrN5soLhfgsh32R5fFz8FKhplX6a763MILhtW/ZDpsfLinGXv1ELUw/kDDZn4NFhtrYKJKK7IYdYYJ7Px1GxgW2iXBbvm+wgLNikliiHkE/ecQdTmNZ1AgcUMQRHrTTZ8WSRuiIR5ZWBbcjf8u+2/czXaWntPu7GwOZEs2/qEqMQ6BwYRAU8m0JRhfEHMmLFQe2T1XqbnxyQJk9zo0F19GF3GBiZt6Jp13zxPRpojULZaQg29CWY6antLy9BljdNcvObi/Ith4V5OEPKVcy07vTjy66NGEL2uzS6k+7SgNFt1x2EXRM+Pr+9QxEVpI3CiQuCEIIs2JTy6kBZEwvsnMwBkb31VqaeLQRG4iVgdvNeaXvf2U5YkiHMngtDpQt/amuOWxmC1h5GZw1xzFHVmJcmja2JvK8xnic2bCSZ4jZYbcwh0KJRY3XlbkfMidqDn9NWWZLMg2PDgNx4zqrrv/gOIspWNKG7lZpqmZSZaKsBfvHnUHcNrrcbfVys8tOxX/9r/Gi5tAHbDwP2r0J00hcUMQRHqRI+145CP5pe/GFxmnA9EwfnarBb1GeI2Gxq6/cpJGhFj1U62bisNmRSxUaLJuTrj5qIV4stnwzLCIIO1mXjz8/mr7c1OotFqxzCKltiwxbK1M3F4u19z8vjnxNtjtF+3aW+o0NT2bLjattZE7pmTvHjly47FY8GyX/Ca9n/tWv45tPv14DUadnCZjEThtylEmGQfjL24HZt0IvDod6QyJG4Ig0gvm7cIYInmZsB38um+QdkRDcNYTleLiRi4wdechkK9GGyzWJtS4mGC3xe/omYdMLJzHJ4CbwXxhomFRH7NLniKunYOVDFHVGJBRKYskLj7COH5vfWRFizzrindVJeCLjV8gFAnhrh/FCAVbLAdRf2/cd/zIxENE5Zobq5Wnjzbx8RRN57ut3ymXM2xug7jJMo/SJBO5WfWpON+9FukMiRuCINILZijH0PqV1GxD2hEJwRZrQNx8frO44q+GT2OWF/YM4OdPnr53s1bBbii4HZZ9GPeQYSSquWEpo1hE1L0ErFbhBdNYcWMYIFlp1byWNYjBpdKgSRPk9ZIjLWY8+euTeGf1O8r1iEWIhu6auVJxQ0QjmbBKz7nVboffpJh4ROxejC5S6520HNHnCN31tVVCfIwrHYceOWIIaZ2cQvzlPwkiN0mIGy2s1skgFNMFmgpOdB7YAMFMTccBkZ7I3Sj7nAf88IRe8KQTIR8CJjtQ5WZDUOXnsp+VyywKce2hg3Dc3mKn2VQchsgNG8kgE4maCy+W1ulbkA+R+BFFxY7GdksZduJ7DJGbnHoKil2SP43c3ZSIRxY9ErdMTDWPJ4sZ+bHW+kg+YN2JCpsNK7uw6JF+jtRPq2w4K/9G/OfMgfh0/adYvWc1jup7FG8FZ+dfbvoyTtwMyBuAVdL2USI3iSaEy/PG6kMriP81Ftj/MmDqP5BuUOSG6Bz89DzwcD/gl/iuEiLNvF/k+g1XLjDqdHE5FfOL2htBj5jNlOhmTW0I85N5aOFD/LJF8mqRxwc0t+ZGS4Gjt3L5kKFi7pQZI7oVIBazqkM3GxI3TJyu/RoIes0jN3J6i2EN8rqeBiM3ofpb4KOSOaCWREXSPC3Fv35Zyvo85jYbkGlDWXWAj8o4ZfApuHP8ndi3dF8cO+BYOG1O3HPgPco9d3l38XOf3wWf1LZeqxU3G7+Pf/qdqptyQowjHH5+HukIiRuiczD7FnH+2V/bek2IlkQbobG7AIdkMletFoamDUEPvIbi1vNHnK/erLntb0VqxFIWN6z2pblksqGRrGs6615csfcVGJZ1FL9+wpge9c6symajC+R2cD4mvIG01Fd3A2+cCMy82nTqtlKYzGtpMsXzJ0DppIolTksZsXjGqKMWTJAjOpGw+L5V1+OPE02QSvxm1U4EK/fFyEJR17O9TnQzvbOwAn9sEdunrlCkE5XCYJkBktfN72+KCDVB4oZIc9gPydL32notiNZCa5DG/ELWzxWXF/47/T6DkAdlBh8VJjAenfRonLiZna26NDujoti2vuhGsgyValsqdpfi8tGXIxKVRhIYIjqmNSpSOziPPiWK3Gz4Dnj7TOCnZ8X1P94X5y/p61N22tT34t92er3Crb428UQEy07WRWiMZEmiRxY3VfW8/1BEjQi9tmAj3lu0BbtqA7jglUW49YNlSpu8cJFmYi1DSaGx+VmmjNOMZFj7Vf1vpveB6Awk9e2eOXNmo5/48MMPRwabjkoQbcmy98xnsRAtAzuiZjbwLB3U54DW38psGrPsSsx2eL3HA5UbkI74Qx4scetTP0f+cwFunNqXXw5bLGC70bqjHgBWq6mHWFSdZt1c8jPEjpjtnBmBUEQzbykxWSziE3EB9lqRapE73Iy8fnxSbeKyWZ6z8jTUBrrX+94GFGfjmkMG4qlv9N1CRRnFOKTXFLy75l3d8rFFB2HeSmnIaAJxIy+PhYWIrOoxBhmB7fCZvK8d1UKAl1X78bePRRppyhC1+D2qmV/FrweLYXWIaEwlEmwLFqWU+f6fwKhTE75/xEzSZaw4Oc3GlCT17T7++OMb9aSsYOzPP/9E//79m7peBJEaGjqKIVLL1/cAi18Rp7vbYM6NZ5e+U2rijcDvbwE2p4jimXiUdEgiYWw32dFt2u3F1W/+gZwh4jq7x+ZMfW1JLJybspobOZKxvsKDn9fvVgRDpbf+NBNL70Qj2bCiQgy89MrlxRq2LjYXNmHDc0++DXV/CrM9n9/Z4Htj+6cbjhjCvXDmSIG+WNSGUdHH8Nd9RsaJmwWr1OdKFLmRo0EsJcbY03UYfBuEqPbvOBGukk/h33EKv85a5Cs9QYx/8Gv1Ndar798f1H9HY8FCxNzCF2iPFM3Rccqr+iLh8hWoF7luyWjsl2biJun4XFlZGaLRaFKnzMw0neVCdDxS4HxKNIKVn7Tt5qrcKM5zpCnL2VJkg9V0NDDTp0MR8sBj6JQKewaJCzF1Bxwcezb+skQdJFqSWYLY7mP45frqUpIlSxMhOetFtRsrEK6/vZiJhJjkdXN7cSFQbdKq/1/NzCQtSzTOvb0PQGzSLfCVjhCvGxLrU5qgZdvoVCy7CrNt9vFv27H3vV9hYq7UPi8jCRatR46ZYDp9XC/F62bWBnW4Zah6DOrW3I1w7V78ujcYwczf9e7A2iGfa8r1Qo8JJtn0cI7FhzJt8TSjZBjg0kxA7zmu/jdu1mXV2Fb8dBE35557bqNSTGeddRZyc5s+jI0gUkY9rbKdlm2/Ai8d1TJRLTly0laUr+Rn4dKRfFJ2iEVsZMx8QToqgTpUaHa0xw04DtHyk+LFzRH36h4256SvUF0njtDzpDEEqRI3oYgaPTh7fJ/6H8dqVKT0WMhiwRbPjuRf9LMblIuzbUEc/M7BWLlnlVgQdfD3VV8xswyLoAR2HYZYxAXftrP4smA4ilk/d8F/jviPekdLNKlRFYcO66qMaNARY8vU3yF/KIJAWJ8a0jkqW4xpI+YLpEZVLh6imWtVMhwoGgz02h8oFeIJdQ1MWWejJYx0VnHz8ssvIycnsSmSkeeeew5FRQkGqhFEa2IMYROiOHPzAuANaWeYKjbMb/utK0VnXgvtwJmzzsTxn5yEkDwVPJ2GCgY9WONUd6T3HXQfnJB/c618thO/m2GnVeULKf4zBVmNn3tkpEe++UFvYXb9z81qVCw2zQ491Pio2ma7HTdhl26uVizmSjrdxiI3zHCwbs1diHgGa26xYHy38epVa3LrxuuIpGLg+qioC+KBWZIYM8FpV0ViqGoffq4VNxt95YjtdRp3ncZJL/JU68vLX8F/xx4n7lC7U01TfXIt8OHl+rSVmchvylT2dg4d1hIdly/uAF6aWr+ASVSo2JnZ+EPLPO+S/8V7zrRRK/g/q5fx8821m/Efeb6PWTi+MWz+CXjxSGClZF/flgTrFM+T80eez9MiJTmaotKoEDeekH5Htnx7tVIj0lDRbzKw51hwW3z6qKHICRNWFpsaQQiFTaIJDXBqj9K4ZSzNlJWgXTvRAE2z3aDWgDDq75XU87EiZtPIjYG6QP0F0kqqTKrXEcv0z/vW8MnATeuBrsPxzqp38Pjix/HkytdENxX7zfPuATy7Re0baw9nRcb8iWIJxE36HQQ26ts9Z84c3HXXXfjmGzGnZf78+Zg6dSoOOeQQHt0hiFaDFcAteBrY/COwbXHi+1HkRg/7cattqWnABv+OnX+g1TH5kf5EPpJn35nmMOsmYMtPwMdXSM9Xm5wjbEsQ9CAgFUc7rU5EozGs26XZacXEe64Lqe+Z2fj//bOVSdXENIZuefHRm4ZawbvnZyAaUodKhuR6KGa2uOx98xocAx6Dl4zTmoFYsEBEUJIg151YiOz2BDDrxFk4vc9tCNeKep6Xzx/XcIpOI0yaiqd8EqzRbFw66jJu+qemtlQWbF/AuwGZw/H9P9+vLK+Va80WvQg80l9f6L9rtWRmaeKz05kjN2+88QamTZuGTz/9FMcddxxeeeUVft6zZ0/eFXXZZZfh/fclDwKCaGmqtyRXNGxWRPrKMcCMiztnm/Y9JlOKa3YAX90D1DWzXsY44qDiT7Q6ZcvwbaZ+Z5sh1101t+aG7RwYbBgli0o91Fuc2mLHEKxTfGxcNhe+X1uhu1lOS3k079lhdcAntWoPLNEUoKaYSyf1R6+C+ptKCjKdCJQfrVwPh6UU1YyLgBkXAh9cAhRoDOuSwOdjpRO2pOpttNPBzfhhbQW6Z/XEf2bn8TQVmyk1ZUhJ/c/ndiAakibRS9StvRGNJeLtj+rVd2J4hvDWMYvcZEmdTSd/ot6HUZsjdQl++/f4Jy5bpq+3uWYJkC85SnfmyM1jjz3GT4sXL8ZHH32EK664An/729/wn//8B//973/x4IMP4oknpDkuBNHSLHqp/gI5GbN/2o3fAcveTa8ajGT44Unz5c9PAL5/HHh0YGo8ZmT8ehfZVqFsKa7pqhmYyQpnLdJOLNjczzumf6/cnj9m3sbcmpEbmzO+9dokclOa2Y23ijMuntivRVbr1H174rapwxq8HzfxC+fBFRQ76RD7H2ZDHOWJ1Zu+b3Sno+wxIwu45kRurn/nd7y7SD2A2i5509RHUbYT2Ta11rTY3R2xkL729KXz9kWyzF8jBOvY3vnoW8BElkqmPRMBk5R7rbMeURlTU1J+hxso6A84pFqezixumG/N9OnT+eVDDz0U4XCYn8scffTRWLUqcZEUQaSUhS+ol1+dDswVc3PiqK9zYE96mrslxGwnzKIRXv1Rf5ORxUxGlyYXiTaLBPOjBlgzm5+WKl+l3wFUbVIvt4PIzTu/bDHsx4S4qdUIurOHXK5crgu0TD2UrZ5uImOtDhu6GZXSLSEmFreoreQNHbSYJdVkF19fMLn31lBB9X2fNuAXY4DVPfXookYNq3zx4mPy4BKse2AaNjw4DR9feRD+sl9vTBwkBNBXN4hp6jJrdorPbmSPPOQaupXfW/Oe7rOVqXE20NUcDuD7DDfG9SzBa8tfUwVkZ05LORwOBIPqP7fL5UJ2thradDqd8PnScDgd0TFYINmzG+ttKtaIy1cuBKyGI7U0da5NiNbFVObnFI0liEaBHb+Ly3J3EpsH1Fps/hl4YpTpTYsREDGXphYUs/f27P7xYkemLYZyBlRxU+MD1pYb3pu0o5+zeY5ypO+0qB2vrOU5lVx6cH/eWn3llOSjf8zIL6KImz3x38+qzQkf6zEzY5TqXZiPTDJ0za3fC0f7PPYkRZu2S8wsssJayZkAZEJodK98PHjiXnj9wv2x8aGjMbAkB8eM6qZGi6p8igjLM4kymYmbWns90a5omBcbc18heeq5bJXQmSM3AwcO1EVmtm3bhn791NDmunXreP0NQbQK3fbWXw+YuOFqd2Ysf5/fyzxyw2ZPsYGabdHd05o4TeoslurdWHUto41hzzr1co1UDBptxaPBt89glZj8YnFYdKNYIHZIa2M+LHG5mi5ufnuj/oigXC/S6mkpcfHhz9ehXBp/IBOLiB33D9tEZ5w37NV16Zy8T2p/q2+bNgxL/nYEenZJ3sA1y2lDWGqdDrGRADX1F7rzb2ZXMVSyzmwwpVRnlKy4STbKxHj/8uTmMRVmuRDx9eCXw9WG36gkePSU0crljVIKMT9DePeEvWKshsyMNTPiHl9TnwO3bw8/4NP+h8+2h8WQz84sbm6//XZ06aIWSzGTPqY+ZRYtWoRTT61nngVBpJL66mxkAlIniz1DzBky7tzlyM0HFwG//Lft3XVbGvbj1pDJ4YqPm/bcibqGmIV+KyPXolwy6hJl2UaHvelpqV+Ftb+OOiGk2ixyo0lLyfU1ZikaLXfNFN1rvQoyUKxtG08RjRELjMJsF6LSuvP3slPMWYqjxz74IcONCb174MtS0QFUYzp1W7z+iO6pNZDdt08X7N3LpBA/QeTGu+kS7JdzMQIVCRyW64EVQ4/vX2B4ThfyMx3wbboEpU7RucV4dcWrcY9/25c42gUmHiNSFFPiJuseXFdS1LnTUieccAIOPlifE9Ry66234r777kvVehFE4+ejGCMvcsGwKwe+sA/zXXblaFf5Z9d2TZnt/DsCTJi9MAXw1FM7U7lJTRuNPVddbjxiWyvSGI1GDpEzx1RtVC2RhX6q0QzplHf6xw44VlnmZ8uaGrnRCkBnTnzkpk3EjVpQLNfXaJFnHGn5ZaMo+N6yp32UD3TNdSnrWclGCrAZYIxBRyr3+cPpxAOD98NlpSWosdnw15rf+PI7pdSKDsls7x8nmacnG+LqQwbioysPilveU1NH0xCFrI4n5kJBZBKsMf1nMK6vvpOqvnSdlmHdclGczcSqFeGIuYCc1m8aP98SqcM6JuS1jDhBnDPxGA6g2jC+YVGGu3NHbgii3UduWKtzAnFz74J7caW1Ag8Wao6K/vxSdE3JGGtyOgospbb9V+CbBAcXrEPiyVHA9iXi+vBj+dGwaUqFtYU3BbnlmLWonmaSxmlppNdnR6V+6ag+05HJxxIwfCyq0NTIjXZWD5vj0y7ETZ0ibuQxBloiPn3aKccj7eAADC1N3m2+JeGzncKiC6hMO7Op9/7AhUJkX92tFG9t/Czusatc8cXAzBTwkZNHJTVXygj7evz1iCE8QjN9dHfdbf2Kkm+bz8sU6/Xe4q2QfQB/vv1Q3HPsCPz77OQ6pYweQcwFWo60eTR1r1qO7q+21b+uHX106N+A/S5Ri+CNdg0yJG4IohVgqZE3Tq7fd0UWN9cuBVy55pEXeWfmysan60WL6Yyc7LYZssmiKk2tZ0mW6q3my7eLo12FPgcBXdXwtg6zKczJIG9rJm5YbdPJkqlnnuSj0dJIQlY7UJl1EclFne+y8TEGt96kkX/4D74JYC20ceKm8e66zSboMU1LyS3ekbqhyrJ7D7wP2zfvn1QLdGtS6w8rkRtdmmnwUUCv/bD6jDdQYXL4HbrmV/MntESR08j3ds4BYgbWzUep2+uvhw/WDY/PcFobVUdkVrh87oF9kx534TW0srO2edl9ump3fAv/dWOvg1UTXZyRK/3GscL+iX9VC7VZg8V3j2KsP76LMdjanY2tAEVuiPbHu+eI9AizDTeDpZ9kcz72D8xmrJjVfcg1N7L4aQhrcrbtjWb9XOCRAcDHV6FFMfrMyHyktgBzHBmiDknLCS/ot1lTB2ZmSukC5qHBqN4M/Pgv0XHUkuxZr6afJNw2NzbViJbt7SxUH2mucMtWt5u25qYtpo1rIjfatNTt04bhh1sPQSyiivgi+xDdQ7s2IbLREuyuCygdTj6tmpCE9xk/m3fbfV2tmkMW2IYgtP1sRIOFCOw8ho9AaAzMk+fTqyfgskmqYWDfoiysf0CkeRg1vuS/N8aUUlMIaTrZ5DImOXIT3D0R0ZD+9+zwPocjyj2XBD1C0vrKkWi5I4odAGz9RY34aagJpZ/nF4kbov2ya039TrHMgIp5qkhunXE1FYFabLXbcKilYSt3Tkt1S817WO262bQALUaiMRRmLbVyBIKRVaw6lTZ1nIDU6VKdXYQ7vr8Dv9RpfGC+vFOtp2gJ2KBAycNHjgCwqI3dasdVY65qflRKridyZatHwVoR2EY1N0rkRuNey5o8xOBICzzrr8Fzh76As/8thJ/MnUc3bLLXGozqma847/rkyE0XNTIRjJqnYG6af5NyubwmAn/1CHjW3cRnQCU7ekEbFWE+Mka0zTKsNihZGvv6ZoQ1BwJMqOonuNvhWXurcjurK+ud2xtD80cneK4wQnJUR+oo9RibCNhX+KdnkG6QuCEEbNAacwhta3TTaxMcTdRKdSEF/fRdUEZ7/WAd3snJQTkMO7XSvZTOitYZsql5rffPR4tilvoae3b8MrtG3GSXAtklal6+Kc7Na2bzs3/6N2Hmupm4YMGd+tvlep+mdCq9foIQMIlYJ2bdMXax7wMrjcks4TuovUvU4uZAU+oK2PaUu+iYmGZRLyNt7HNjLChmQzEZ0UB3jCrS13kw87iG/F1ai+sPH6wMiVQiN2d/0Lgnien/jxsbuamP/120Py6c0A+njktucCYj05CWmjoyfrhnQxw+vCs/369vgTK3i4kwFSv2xkP45+R/8mnwP6/fjf3u/x6ZO2/nt+6027jJYXT/S3HKJ6fghO9ugLYXymvS1RZkB4YtnTZvZZr0TVi4cCHmzp2L8vJyRA3h5scffzxV60a0Js8dKEQDq2HpIvLQbYK24I3V3rBoitVwNCTXOMhmcYkiN98/gdpME/1+0dfA/SZzYhIV26USWZi1FCxFYtwBG9IxW2u34pWqJTjB6cQIVqCYUwoUDhDbk21blmJyNaLolM1aknxuZlQncHXVet6w9ZFESL2wH9uZV4vLrFj6uKcbrJXa0Hc/ILgJRe5S/P2zFThzvLpjqouF4GpOqo/56JgZIbZVt1SWvuZG1gfaglS/wfNFG5Foa1g0oigrB+yQpKJkDHDy/Wo6M2ksOlHXGJ+dhjhoYBE/NYbRPfUt40+c3nivmwsn9OeiZlRPNaJknJdV6OqOw/qMwSe/b8fVb4kDh517stCl1I4wwvjT6cDHwS1YW7WW3zYzOwsn1XlMB44yuFBmv3/aiG5ni9w88MADGD9+PJ8CzrxtlixZopx++81QuNgAbB7VuHHjkJOTg5KSEhx//PFYvVpKOdTDvHnzsM8++8DtdvOhnc8//3xj3wahhRWTyTvdTcL0q80w1i+YjUiQ28DlOSpK5KZOn9LyVsBidjRitoNqyY6B1tyhmA2HNGzTV5e/indqVuGs7uIIkYsbbTSnMZPU2Q/iIwMbrmGSQ+HlK4F/9AG+fTC555ZZ8roomDar3WFRR0bvA7BpkAjjbyvPx3++24DJj8yH2yKiA56mmArKKVBGr/HxtUp8PVtf3ESCdQgbCoqfPH2MImDk6E2Nv4mpuFbCYRH/w7UsBVU8BPO2zMOkdybhxWUvoiijYWER8auOvmz0gT7C0frYNcKSdTm5tF1gjfALYh1bfQqzNOJGv6u2WiyIxWKKsJEeia6ZwkDw5B7d8PpO9bf87uJClNlsvJvQa/J7xAvx02zWXqPFzZNPPomXXnoJK1eu5NGbb7/9Vjl9840aHk4GJlKuvPJK/PTTT5gzZw6fV3XEEUfA40nc1bBhwwY+nXzixIlcUDFzwWuuuQYzZsS7NRJJUqtxBl32XtuGJ43iRjvDR0bqevmbpRInfHwC/PI8FW2r7zOifVepS2jKaxth2+Wb+4E/ZrQvcePOr1/caEVbXm/M2zqPX1R2jjnd9KKvMek5Nvlbev5PszIT1zDJ4ub7fwoROu8hUWhcH8YupH+OAD67If5+kjMxK0SVu6O27Na8dljsYGqbIm5ePkrfotxOIjdBzUDMWNSOV84fh2M1LcxsdhOjxq++54MGmnjDtDEuiO9udXAPqvxVuOqbq7DHvwdP/PoEurjr94UJVY1FsOJQvcdMOyKQwhEXxvbwD5ZsMy10zrInNhtc7Hbx9F9M+r+3ywNl2bbkPlCdXNxYrVYcdFC80VFTmD17Ns477zyMGDECo0eP5tGgzZs388njiWBRmt69e/MJ5MOGDcNFF12ECy64AI8++mhK1qlTog29s/qFf/RNXJzaUjDhwDpQjDsKsx1H0MuPPj6MVvKw6zJrJOGQTG33jMz6qvXYbnZE1VDEYusiYP4jwPsXNG4oZEv752g6JRqM3Jw7Ezs8+tTYRqcTr/zxCiJyeqcxkRvN631jEDdbpB2suJ8kVOTONsZX9yT93AqLpRZzs06trGJ1no/G+8UuWfx7Ys1zYWXP/dGfH2CHZIJWYbNiF9vptHYreDiIoLY4OmbHpMH6SehyxKDGp75nm6mrb9vitomdcV24Cl9t/kp32y5vPVYQ7H97x8mA9Nky8jLah7jpXywiLlqx2VzM0onbq+N/G52WxFYXMZ6SEs9jjcXw3MQv0C+vnypuOnvk5vrrr8czz7RMZXV1tajmLijQ209rWbBgAY/uaDnyyCN5iiwUiv/xCgQCqKmp0Z2IBlqI2XTnDy5t3c3EjuIfHQQ8tXfD0ZSQF9vt6s7LwQo9GQueFpEEDWaRm+M+Pg5H9uqhThYec1ZyEQtt2mvrL0ga1o3Ukmit080EgbSuoRNfwFHfGtrCWRf4+v/hscWPYe8u+uLgpNBsk0xDymg5m+dkvF+WptaJRVLWfJFY7CYSDR9dqb8u+yFlFWNL7Za4IlunVGlTy+YXNZWc7nj0l0fxf9lWPFzYhRdoTundE4f07omgmVt2SxLSuhNbcemkQXE7PzktVa0RN6ftm3xhbGuRYc3l74FRZ6iZqwoYTDkb2H0Zi3nbig+vOIh3pF05RW0vTwXGLre7Po4fV2GHmsoywy9FUDNiMZz+71/gtDrV38mmmlymi7i58cYbeV3MgAEDMH36dJx44om6U1Nh+cMbbrgBEyZMwMiRYjiaGWVlZejaVaoVkGDXWUqroqLCtK4nLy9POfXq1f7+wducbUtasXMowY5szv+Z32YmboIevJGnFrzODOzATtlS/LXjdXcN5CU+euKuqMVDgcyihiMWrK6DOQHLvHpM8t4t2rSQtg6FFcuyHXVz04Da5zcWVbN1lNq7361ZjW112+KmK4eNO/3vGhEF1YgpPoBPQ5X2Oqu1YRjF5punmo+TYL5AL+oPYhIOspTTUlnFWFi2ULyMVd0m2XYRUfLEGll/ok2rnfoaPl4n5m59lZWpe6+t7hES9KpjRGJ2uE2ikHKNxh6Puh2m7dX4zp2WpjDLjVhYRBtW7E5QjJ4kDkPqpi0LpS+a2J/PhEol7DknDlLrkBZujB8XE40kjl75rZY4V+twRGyzECvM7uyRm6uvvprX1wwePBiFhYU64cBOTeWqq67C0qVL8dZbDfthGI9SmDAyW8647bbbeERIPm3ZIo7sCA01Js62TTU8awr1RQpMUk3siF7rNPxe3Z94sLCL+l40jrzebCGEJ/eaHPc06x0OEVVRCmnrSTV9cIl+8jVfjyQdb7XPK6eQ2FESa3NmO+rmtOCvmsUGCWnWyRBF4H4s4v9jDeLF20XdTLrGGoNGTFXmim2dIRXdruy1t7526tPrE4+I0MJEJPOtYRHERGgFoZSW8rlVczOrQ41GVkrB2lpPWePMBLWisXiIzgW2RrMjDbS2iV/Ip7aBR+1xnTQM2an3nk9WtMtOKRk2KsHqEB/Q5xs/N71PdLeoe2JTsYN71BliRuoC6Tf80Ug4Uv+B0C8bEv8m7bLZFHFTFxMHh6vLfGpBcVNnr6WLuHnttdd48e7nn3+OV155hdfJaE9NgQmmmTNnctHUs6d+JoqR0tJSHr3RwlrS7XY7F1tGXC4Xn2CuPREGGipCbWnK6zli+/peYNFL+mVBL7IMO6mvtfUeKz7iZ+weq2pEt9VFe12E7lnd48XN8OOwO1CF1U4HsOjFxOthNlAy2TCutm6IiRsWEdAuq05ScLPH7Vyh37G//Zf6P0vJ3A42FxxabxuJVU79kV6jSyDl5wewQyrsZkNKGR+wCcUnvah+n4yfozwKgkVqjHPBGkJroheoxVKXEwd8f63mDuo2skpGcdy8rEwaHpoM2v8BuwtZcvqTDXTUpNzk99tqhDxqLRmL3Bg6afSmb+2bLpnOuDlY+5Xup7vuKZ8I75bz4NtyDhBLnHoqq2nFaHMbMa6fecnG82eNFRck3yAtR/U9Svm9U9KZsvGjdip7U93J00XcsHoYlpJKBSziwiI2H3zwAe+06tcvfm6GkQMOOIB3Vmn58ssvse+++8LBdlZE4zHbSTels6SpVBschM83HMGxI35tW3DIg16yxbgZUvt4HQvDSi6nQwuGItOhL7ZbP2gysO+FmLJzFm+dXMu+P/VN1jaS7JGOsSiaRZa0O8Rkw8Fz/gY8dwDww5M6V2Ad2uf68v+Af0k/eu5cOEwKm22GlNgn2dIOPNlUWa040KjY7yKU+zQjCSR29tbvqOJg1gMsUvPpdfGt1/Xxh8bsLVCHv5YUIaIprA5W7Y9nzhDvPSMqHa2yVFJjUoCaNOVPO39FuVd9f9qCdF+4tWtufOK98OnfGaaRm44ibnIz7KIwWMOZw87E/NPmo0fGUPjLpvMWZz4rK5qJ4O5JKHCVILBLtPxnaN57eU36zUcycsXk+H3v3dOHI0Ma+6CIFolnDn0GJww6QTmQkdOZSk2aJBZFQXEnj9zcfffduOuuu+D1Nv8fmrWBv/HGG3jzzTe51w2LyLCTz+fTpZXOOecc5fpll12GTZs28foc1o7O2tJffPFFXgtENBGznXRrpqV2rdJf77EvMFUaWSCjHQsQqDV12VR2W1Kap04yBGM79fd+KcOqbXrBVplViG3eHcrjfnW7VM+UZEhWlBiP7FlkSSt4khVJrGCa8fU9ibuNtFGgH59SL7vzUBkQqZqB+aovTcBQJ/NjhlsX/WoQacbSTpcaOdOKqMM+OlptA9cy8HD99eUfNs7JmIkhFr1jAiQSiIvkRX19uAka6yLyRPIUsduoziYpchOz2HDxV9JkZYny/S5ULvtbe6JyyItaWdxE3aaRm35F+sLSZ8+URG47gw3xjIb05QxTek3hbeCrfj0PoUp9Z24skoNNv12PYIWoxxrTOx83HjGYX2aTt9MdJmTnXH+wbtm0vbohKot2TfdYUUYRDu55MHKdIlsRsFrwG/uN04galtZkULcUgKeeeoqnpFgR71577YWxY8fqTo3hueee43UwkydPRrdu3ZTTO++8o9xnx44dvD1chkV3Zs2axT129t57b9x33318nU466SR0SliqYu4/gA3fNe3xzF12o8ljWT3JlkZ0BDUHY0rC7uQRFR3yUTnbma39Sj9oT6JWFjw7l4nrbGgjqz9w5uDOj/4Aovq0zC9lv+CoGaqPiYP9QDTG66EmyZlVsmAafpwqQLQ72ca6FsvbQqpJ+d3lxDMFBcJinfnImDgt/+J247ut4nM+f+T56J9n7gSrFAFv/D65dakTkZs6t4iKDcgbgH8f/m/9fTTpHIUhU82frzGzrbb/qgjDPiaRPNY9wyYx74qIWiAe7WhM0eRmMQdsdmZ8YWi5T43w+dqg5kYWN2CRG5OC4qNHqeZ2j5w8iu8A2yO5LMKk+b88pNchSdQGWXSGd1cdMgi//+0IHDGi/RVMtwSDuubgsVNGY+9e+fjHSXuhJNeNIV1FDU0som7LXGcuLnp1Ee7+WBw87rTb8WwX0Xpvy9hmkpaq7dzjF5iLcKqQC4Hrg9X1GJk0aRJ+/TXB2PvOBjOUm/uAuHy3aKVvFMy7JREvHgZc+QtQLI6MWqUVXR7gyOz5D74ZmC9FcOSj4x2iWNgr/bi/P/19nDv7XHhCHuyx2pCr8f+olYo+mbhhREN6g6taQ5eLncVwzP7BE3VR7RbW5vXCno8568oOt2ykBBM7Wp8c5tY7UdOJ1cgW8LO6ix91VySMi6prgMWvAPtfqhMsFzhrINcT98vth3Gl47C+WgxUtMCCAfkDuGeQ0k2R7A5bitzUSbbt2c5s/txs7s31c69Hj+wegDMQLxqN9T8Wm264n45JtwrTPyMs+iV9XrWacQ5yazFzq12yuRKIiUgSr1OR0mhJIbWpv6bpzJPZ6VUL3b3N9M9pNEGvMiBURG7ixc2gEjUFy3aC7RV5yGd27RnYb3gZHp3cOL8yWQjlZXaMNFyqOGmfnvwk0z0/Ay+fPw4Xvq2anjqipfhq5U5YnHXIHpCgnk6K4Gxh1ho/PycOFqY/GT/ypjOIG5aSItoJnt3JdZ/UR0NHSbtWtry4kR2SL5kLFA/Da8tfw6srXsVLuftCmXIli5u6nTyNJEduCtwFyHPmcXGjHM1K1EnpEEtUFLrGwvUXk9vZExvFDRNeT0oTd21O4KwPRBs4I5kjne1LEEEM84t6Y3RWAXg54IZ5wChNC7Q8/qCxwsZQF7XI7cJFTBvs0U+BXiCnmiRGFo3El5u+VK4XZxTjpnE34dI5l6pdQMl0FbH7SCnFGhZtYwLLmomb3/8d4wYLQcBazy/Od+GfHguy5YOZ0X9RB3UaW+TNIjdM+JmJGxahkiI3tbIVgOZolEU0bjhiCG6YpXFkZumsvF7AoMMafn/SjK4idxEQE5/1+G7j8dOOn3T1N77WtE0wpqUiGXCZpKXYTv/jKw9CpTfIj/TbKywtxQhXj8OThxyG9xdvxSNfrMJ1hw1G9zw3tlfXL7KP0USoOjuTBxcj06IWHP+2YkCcoWUcNpEefzMvB7ftqRRjTthvUz996qsj0j6MAYim8ck1QJWasmsSUgpjd48x+NOsIFtr7d8SrNa0gXfpywe3PbLoEb7zmGHVpG5kcVO9FTvY1FuLBTaLjUdlsqTBmbymQkOtXbyftWUimhMN1/8jHzYTLCwKwlJ3jIIBQL+JwIgTkhc3gVq8nZuNa3KAM1dqZqB9rDGia0rNBktrGQqV17GOLwYbeqmJDN1XWBC343NrIidds7oqeXnWLsplTTI77E1q6qosKtZlxx4X3l20FTe/q0a1fnJA9SUaeRJw/HNAyXBzcWO2TZlw2utUoP8UYOBh+vbyZe/ziMwqTfSC1REUZbtgtVpw2LAS5eg0LH89PtF2VdWD5NLdr6toae+T20fZbmxEgK7mpjGuzilMSyWK3DBG98rH5CHNbPVvhYJi2Wxw024Pbnzvd+ysCeC2D5aJlFU9PHfmWJw8tv7u2s4E+7/uV6ARexa5DiexuLG51AhkyMzfKd3FDeuQMjPISwQbj8CKfokWZtWnzZ9qLT3mOEclTuzZDVuM+fvG7HhZumXBM0qqIim+vV+97NIXFmqLVLXiZpPkTsysw9nOJlvqgjJOu63d7yJlB8AIV++NUPUo3Ln/naadQ6YunXK6hCHPFeq2d/LiJuTDl1Kb+lb/bvyzi4kXlBytYJENVjtliLwo2DS1H0zYVOlbyMtk12YmSFd/pizf168/+v1p/W689J3qbVSaVcrTUkwsVtlswtywvnSlSTpxvTTSYe02hxJR0MJShhzmK8S2s3FyuXy73I7KCo7z++CjiZfhiq+uwM6j7gfO+Qg48T/qY9icqe8fxw+GyFTEOwA98t1KNw17X3y5XKuRkaRgl9ZFFhJH9z8aGbb4wZk+JqqNLt8tiSZKybulmjCcsb3ARCgjGI5izgq9p9Wqsvr/v6bu1Y0LWEKlIDND6ZiK+IRhbUxKy5oR9gxSLiu/n20x5b6t0lJVVVW8iDhZk77du3cjEkkP9deuyS5VCjo5LMJgDPc3RDiAOosF1RaRhpi3/zk46weNX9EXtwODDJ0tiZhxEbDua2DVZ8D5s5J7TH4foEwUAMNqRURz1DBrwyw8mN8bVhadki3u/VVKvY0NGfh65U7Ff0Ruj5VZG67ViRv2dfdvPwOnDT0a9/+sEVUSvN5E3rmy1/vpWX2xr+zp4spOTtxs+hGYcSEspepn8lJ+Hq6vrI7vpmIpHmZmyHxrWN3RddI20cLSYnJEhUVuTHwp2NGXg9XL1KjrnS859Mo8/uUa1HgtrDuc0zWzKzfeY9uxJlgjalNY0TP7LBLl3ln7PpuzxX5E+03C7I0iAhcNS78RMSc3vYtKxc9SNzbgkl7UKG7YtmTbXBZ6I45HbO8z8X+vjeJX7//pfvzr0H8BmfE+H7zTQ2JIxpFYtGY/DN8nTzmazXQ4eVROidzkJjHzh1kCSFHROslOIMeRo4t4yfhY+pOJmxy9c3rLRm5kp1nzbqmOAos6leS4UF4bwJY9rdxSn4Z0yXTAs+xWwOpDTPlfNN/Nz75uIi581Y4a/Myvs+9UfjR9zPySrrk599xzW3ZNiMZTOKDp4oZFCT6/Gfj9HZRrjvze92xEbnYWjvR44GJRzYo14r7JuJsyYSN7lyQLS0+wCFQX4XGkDD6UnxIhDJKnM/91jRiaKf2wL9/qx4ULFmHqIWKH4ynsD9QJUcAGGr63WRSEWmzepArZeeRm3j+A/S4G5twVP6SxoD9W7l6JLtEQSpOJlL0sOoKSOrZkAkc2M2Q7VSZ2jIMOtS3lTAgwYchqojQw4ZfHhI/cfj3iRPhLigGN++umPR7dMM9gIAd3z1wOpxQZCjJBw0YVPNQbOGcm0HOf+PV97Thg95+8/ukSS7nShx+VjhaN79om3b67/wT87esrceLAE6DOc2bERIG2LNhcubrvwtytc/H1pq+xT9d9pDnSKnuk7TS8cDiGRc/HoshGFGSp7y/D6QKToWF5nVj6syHY+AfJXmB22QKlWNpU3LDvo5kRZksR9Ci1Uaw7JlFaqqPAhA3j1QXm0f6j9+qGz5btQLbLjklDivHZ0kZ2F3YimL9RLJIFsJNMzI7gngPhLPhRd9+hpbnIz8hEbSgLMYdHOjiMpE3XVFKSPxqNNvrUv795qymRQowKuzEur7+/DSx8gXenVGqOztdVr8MdxYV4Nl8TpUsm5K4d3tgY5J2C1Cbtj+hTKDskbxbOY4N5xII7zfKIjNgZW2Nih7POrf5Ds4GGZlb8jGP+Zd7mzHwgePqLmcqZCLQdE67GqZ+eisNXPSv25fV1FGm2WVLihoWCWWQm4WdbycIi+vub1MXwqb/sNvm+7jwEpcgDo8BdxGsaYhon01e/q8IrP25EebWImgXk1m22Dv8VZmlx7BYDSjc67FgYU3fs0aAavZCjNvw5JUH60q6FmL91Pq6bez1ezTXUQLExCnINWXZXXiSu5bq51+HGeTcCo8/QLa+QxPno4tHwh8R70KZqsqRaMg8rDJa3XZLUaNIeVf4q1AXiW855cXtrHu0G6zQ1N+Ymfh2JgZrOLjMePGkvXHPIQHx4xYEoymofk7/bK1ku83hFoFy1vNDitFsRjmbqI99pErnpuPFMIr4+pDF5/48uUy5ukNwttXyRpVH+ydhysxbnpiD/IznFD5zfIBgCxrTImtmqgZ+0g7ZbRIrjveB2rJCLajVEg/qp3Mu3698P2yny15KjUxvmxxfV9Z2IdW41lbKV7TwTRW6YYHtqbOP+yXjXUSzxNtc68jLYjl8qGs7RpJ248GORG7lGyebQCcYtKyRhoHEyjUkmalanKJJ9I8cQnajHskFuSW6IGtYqPvZc3ef7RIEhBrPsfTUNmNcDXhPn35/LfsaXPYbolrEiaLnr6+1fRB2SdoefJY1KCMrRrGRq06Qo1geaGWY11d3xsckUc57Ga+XIjVpz07HTUozHT5W6ESVumzqU+7fYrRZMHVnKO6pY1xvr+rpwQn++/NR9qZA4GXGzX98CPHDCXoodgnK/qovU6fFS2l7pNk0Tp+KO/V/R2TEOcmTTkVnNQiM7N4zzhaCtT2Ak88OtFTfdxyT/4pKZ3aqoDxd9eRGOnHGk7mZ/ljoFV8YYufl8qSrqzukWX/cQ2Hk0SnPj0wmy6dzYEiFE5GGEPCKjjZKw59j0Hd5c+aZyfVqvHogZokwKzGXXp3bTFCaoP6u1WPiJ88rR+p3uloWqU/T6eaJ4VguLPkhCIaRZVx65YSkrOZJmc2Jxmej62SfjakQD3eOKDI0OsbO594iGegZYGou4E7GiqA9w7FMozlSFJmvN/jpTU3vz+5u6ejIW4THjryv1M8B29RitRKVkNmvqN7Kc4nuyJVatdlk1RF4PfvZ4gTSQFcB/5sQQ3D0l7q4+tg0a43zcXAJ1aVNQbOamfOGEfjhtXG8svOMwPHH63vpmlcJM/HHPkfjHSaIWi4g3rtSmqN697AAM7ZYTFz/OjYrt6rTbFOO/uqGSsSZFbog25e0z45ex9uKHeon5Q/WhNZAzKcRlhDM1Q0hZDva3t+qfXr1ypno5Q90hNIgknM7e8iF+3iEK27RszcjRxjM4cuRGFjdaV042TuA3lyrWCrxn8MK6u48djh758Z0uJZklcFjF/YPyDwB7v4aj+0cLuuC7bXonZ598H1Yfw+Y4yQJPLpCW0MokebI0kzvH9OqOiX16KvNedOkSJlwr1rI+buC1Y823m/T6fk3aiYuNZe8CPzwhntJqUyI32Va1TdRiVR8Ta6BFPm7elsYDhxWjJ8K//SSd6R2rV1q+e7nuPtd11UfVGB9nZ2Hax8fioYUm3jbyOmsu7wqL79DHi9RaATk9xch2qUKOm5Vt+blh922T1BVzww3XGlrY2fexldNS4WCdIiodlswO3zHEamlk/rJfb9ileiLmLu0yEW4sKtceJ5y3B7I0Ufhsabvy6IwBn/T/4bRZlYaLWjmy2Zlqboh2yJ+a4aHDjm2cc67B7t9U3LDfDrskBuY+JNJYbAjjb5qjaxlNZ06jW9KDdTzF42cFrCY8a63BGd27xh8pM+S6EUnkyCzXiJst24Xj8eCuOeiWp4qgYNW+/Pyasdfg/V838stvyV4srFZEW6jNtKSxPoRtRjlyw2qB2Bynd88xFTfK+sr0HMc9efbYbIhYLFgn+wt9/7h6n2/uB947L36DsFZqTeTmk2x9J5TH8KNfq5EBXd3qYNpYODv5vgJja79GbGmNE/1bLtDdLVQ9Dmf0+Ce/HI6Geb3S3C1zdfdxMaFksAC4s7gQW2rrn5TOvI5kqqRC6+/XqKK9f7H6/pyOcPx4iYWGERFGgh6dgDq8z+F8gnUsot/ebVFQ7AmqKUtmmtjRYULl06sn4K7pw3Hfcek/H6olKc5xGdyfEVeTFfF3xZY94n+GGUAqkRtZJFPkhmhTtC2xuSKErqO+1JThqHSbydFRiKU15O6c9d+qN3x0ebwPi3EwZGN8EoIezNLW95jwh8uFuuOeVn/cJZ8SOXIDqY1dZqUmzRYNix//3gWZ6KaJ3AR2nIixeBLFzoEoD4gp4ow9mclHnTxyQS8rhJVhPj+y6d++F6g1GfL6xKIIBj3wa4ZJVmjddbVIM7JkVhQPwNWlpWJ6OWtLj0Vwe3FRwjTRnMwMXLhLiAnmBVTjU6MZEV8fPnHZu0nk3vl67jxaucy6zdQnLdfXdWlmkcmdduNKDkaoTjhZs4GVMv/+qv50TZ4rD9P79sGvUl1MsuNar2MdYBJ1ksjURvDOP0jtiMrT1Er5k4lylK/iNU/aEvnbx/0NGyo8vHYhUDGZLwtUTFE/362tNIeNRYqkFJglaoVL9l7q4IzskYfzD+qnRG2IptGrQP2uXzlloC5y4985lTcSaKewu9j2liI3dbKc78w1N+vWrcOdd96Jv/zlLygvFz98s2fPxvLl+pAzkUKWf6Qaq7ECT9lz5eJveUdMHL/8N/FzacQI24mtNam5YcWct/fsb76z2Wn4nMtXNj1y46sSpnEavjr5K1w95mrdskD/SXERE0XcWAMJxQ3zW2HhWfajWZqr3RFYUbbHjv0f+BpBaSfFqNQaBzZADXOpXa+PRHBfINlcsed+3FHX59DvgN72b9EN/jSLnJlxZlYIc6PVuLW4EPjqLvxh8rnJxbWMG7oWY21I1MvkOHOVOpSHTtyLD1JkE5cjXnVCeMSrRnZezsuNT0sxk8Z/6Nuo2TA+Rje3aJ0eUJyF58/Sto7bTA0TZUfk8lAtNgarcHVXIdIWus1ro4ysdDl5CziTa15ZZGoGMGqPVgfn7R2/resrvn92f32BOYAj//mTcjm46ygcmfkGIpIBGve5kaeatwJeqYvMEnMoDr8EweiRr/5+uSRRI/8vhPZMQt3quxH1y3YNzHojqqSlyqN+cVDTWSM38+bN49PAf/75Z3zwwQeoqxMbYunSpTR3qqVgYuK9c4H/HqruZKRuGG9Bf1y061v8L9fQTvmLxsm1npobJSViwieOMH40uL9yVs0CNi1Qu2je1rfmonx5vR02CqxYtmoTVmjSSIyCjAJctNdF+lWWZhcxUfCDlEtmqRXWHpoZ0hcwrzE8HyusY2QausJW7xS55Yivn1JUW2s0l6uHP1lnFvN7SQQz+zvzfdR0kYaBSqx1OnQRhGTFjVzkvVp6fy/kx8/K+m9+rumAvLJKC37esEeJYpXmqu+zMMuJ/ztmuJrmYx592nWSxc3s2+KfVxJTbquIJDLLfDbEb+ZVByn30bady1y818W66zXS82jTTTKyw7ARNm5CO3IjFpGsAQzBGfYjH64TQmRmdpaYH5pI3Gi60pQCc5bprdPL/J01fuV98bRUK6JMIY86kd/AiAKic8GGxcoM65ZrUnOj/61Zvq1aiXjO2rMUR/bqgYpkumPTUdzceuutuP/++zFnzhw4NUeOU6ZMwYIFwuyKSDGVoiaEw+z5H5E8hDKL8NbaGfjZtwMPGeYHKSZuRlhU5a2/qFflqbpOc/dp0+NC1tXCTPVY0WoiEWMcDWEG+yeKhrFDHhsgUVYVwss/bMJFIy/Wp8m6j9VFZZjHR2meGzn2Evi2nZ7wZeQZNWYDBo01KDW16lgCBosMPF+gpn4O6n5Qw+kkGWcWAtEgtteJmiQ5GrWzsK8ucjNbGs/QWLQ731DNKKW+51ttB5J8e0hdtl+/Al1XRY8uGdirRx5i0gwmRkzbXSF3fskDTjXsLBGiwRoRqUJ5Z8vqU5T1DDlM01FmKIM7NbChnmaEhk2H58I5yjwp+dvKRi5ocWiKJr/KysR/mIdTZYKOqffPVy7KTtgCvYDhKSpZ3LRycas3KiJVTFzla7YzQTB+uPUQfHLVBPQqyDT9f9By0EA2FNahc/teE+2kkZtly5bhhBOkwYEaiouL+dgFogXQHrm+rm77GfmFeOJX0RUTRz81jaPj97e4cR+n+xgEmNU/28Fl91a6hpJmwbNxRnbK8a2hqFY3yfzDy8VoAqloU44SjCgcgUtHXYqJD3+L+z5dgbLdqg8KN6I75yOUjVFFjD3Yl+9E2Y5aXyCrJ08K3R84IL6tXCuUGLrJ4r32x9enPo9n8sSPRI/sHnjykCeT93hx5mDprqUIx8KIhnKwdL2ILPwYrMBGTcQslNv4ycYhjTDl6x9SozhL3PF1GNpZTyxFpz3C656XwQWOdmq6Yu/PkD9jebilfB9nFtbWCTHo8YrtL/+g5mc6EkZuHpjwAPJdeo8bqySSzbbpR/PUyFf/PNUcNDDmLNRm5BpGbOiPXuX3q63HmcWKsL0V+oMGE97vFm9EeuhQ4QC+tdKnvCaLvEWdrTR5OxqBT6qN4OKGIjeEAdYVupem7o19//WpYhUesbXorSoiaTJbqtHiJj8/Hzt2xNtfL1myBD16mBS2Es1HG4WJqmWOd7v0X0JdOsLg06KgLX515yNw+N384h9bfahccx0O6TFNd/d/dtHshNhEZ2MUSJ75xGZgHnEHxvfpic9ZJMLsH4SlAljUiUd+pnJvkJVOB+8YYrx05Eu4asxVyt1rdqltt0GWhnPnYWv3kfx6qGosBpTk8HxyBk83xR89D84+UJeW2rtXPt68aH98d/MU3gKpRd751Q7U+Jg4MrEhVKOrE3HZXLh27LXJpZOcYlYTf/5QF3y+TE2F/I3VzUiUydN7GwFrh9dGDJT6I3agMewE7DRElbgluwZj5Ib9IOY4M5QI2O/5XYHD7tHXUBnSQz+e9oJy+c0fa5SUF4PVOSmrp1m3kwefjOkDpmNowVDdc8nPbBQ3EV9P/LKxBtbKo3H+yPPx2tTXlNueX/o87v7x7rjXuHXqMN1zOJhQ08zXyY9I/ynL3qvXZdszdFqcm2umpm05FhbblH1/a5rwGTaJSEiJKLHPvKHJ2QTBmDI03nKBwX4/2bBN00aJziZuzjjjDNxyyy0oKyvjLXxs1MIPP/yAG2+8EeecI7XCEqnl27+bLnYaduj8aLu/tHNONBpA8xvsy8jDblYUy61LbIiFCtAtpIblGatcTvUhxoGDbO8lm5fZXLjmz9e5z8zNJUXmabFf1R0Tp2YbHtaYpLHhjdq5T58t24me2cKJ9N017/Lzcq8oYI+G8pEj7WgyHTZEfPq6FkZx5BiduGEcOLCIRxeC8g5O3iyy14MzU2kZvs9SiXVVqrdPtRTxkqeQNyhuXNlKZws7ypZrQoxUST4tbNc6IycbSw01QzKZGidiVsS6U1OfwraHQskIzDP8YLGJ6AnFjdRF5nLYEK4T7r+VoVpUyG+PiRsmVteq9gNs6231aqY4S+KC1dsw2G+D/FFa3duUu2U7cvDdn7sQCMUnPNnda+zis7pk1CX469ib4dsqflOqyyZi3erJWLNDPcpcsXsF/tj9h3gNp4gaz79pCk7ep2dcWkr7/RgSlDoJY2Yu0SobPWK9R7rFXL0rJg/g3zUVGyB9pntiTRw/0lgiAUXURqMuXYSMIBLhNBzM3XKUenBRYtX7otWx+Durh+xs4ubvf/87evfuzaM0rJh4+PDhOPjgg3HggQfyDioixTCPkR2/md40yKFvW64++0NgqNTOmyi0KM37Ye2r+3l/xcO/PCwtFjub5+fFG/XJgwlRrD/aBmtDlWYMxc05siXxo/v6CcjUiBm2QwyE9aJjq5T2eH/N+5izaQ7qQnWKGMmWfBz4jjrmQH/3BN1jZ/8mdmJV3iR2PFLa5qmKn/GL24UHC7vg3egefK4ZONk/byCmPvkdZi4R0S//4COAA6RIU9FgcdLw6Y4FuP3728XmyNzMO7fM8EdDXCywepC7iwpwfqnJdOlL5ulmNbHIzW5NdCZcrRZVexGG55A7lOuDrOch4tN3OYloF3SChNv4R91wWsUOe8qfL+IWFmFi4ubHf+ke//jQg5SUaLhW/V4cNix+3S2aVv2gpzvOfnEhJj+sn93Fcv3M76hGEpe9c3pjWt9TdKkyNjDxlOcT1/UxS37mYGvEbrMgXLM37BGRUorKBwXG6OYPasoRk25FmUd4HVmC3RWRbEx5yaKOJ1hbY4egidxEKS1FJInFUBd22SQ15VqQkY1gpegQVBzgg7WdT9w4HA7873//w5o1a/Duu+/ijTfewKpVq/D666/D1lCBJdF4atSjXiMRQ5dGdXYRIE8tThS5kdpIb2TRFS2G2SOm3ik9xwH9J2seEwXWfcMvGtMgpu3ghpoNxlDpKLo0i8/Zhi9oPqqAccPcG9RhilGX4sAp73BW7TB4+0jRGFYf0RDamozHCvJ1RoAyBxedg5U7arBwg/jH51Orj/w7cPWvXHzgyAd0979t4f06R2BddMWAf59zsW24SIMErRbVY+XCr4Brf0eodIRuRpTXYkVvi1jniI+lg+0I7hbizhfyIWQT2+akQSehIKrWXx0i1YxoIxA9u2RothOLxqrfhVnZWcCaz/XjNaY9ilcDW0xraljqxkiwcj/l8q4ySQhp0kQyZX3Go6qgr1JwXOc3FwslMK8n65aXUc9RqwVOr0hTBvKlyI5mRAaHORfLTL4Vm2pE0fFPa+uUuT3Lt0v1ahJyNI67ZrdGOD+sRm5iMRa5oYJionHYrRad2GGiPbDzGOQ7uqsR6TTwummyY9KAAQNw8skn49RTT8WgQaJjgmgBjO6wGmo19TeMykAllgR2Yb3DrkZuti4GHh0MzPmbbnK4MW2hLTiV3XtllEGV2SXA+CvUG9g/gORi/K/uamRgABMsRnHDBlEyDxgDbCfNmN5/Ok9JvblQmgotkWHTF2rKDres3kCO3CjdACY7TMbRo+ov2D1rfG9dzcpmuwNhQ8pvYP4g/LRadkQWrxOQ32PhAIBFHDTibbnbpANKU/RqxHvY3+Doe7BynRc237YN6DUO6NIX32/VTzL37XUSApLhoK3yRH4uvwfmURSSvhvMY2aN1PLOuqT+edreyigBGeNYipDUjSPDJeNOkf7h5PfR3R5LEJEa01uIuWDFobDEnJjadyqv7xHE10itHHs6VtQIg8jSzFJc9Jrk62Rg4yZ9hIy/xp4DdA7UWmRjuD0eESVcJQsw4/+WPBNt0i246Eu1U0/ertXeUNw4gKj0mfIDgMb4OzWVSFA3ODaP0lJEkhzQX9T53Xm0viaNeyXFHOjtEtEbbq+QBl43jXaAYjug999/H99++y038GM1N1qY9w2RQtggTBMqbFZs0xS7Mq78+kpxoWd3LAtJP7Q/PwfU7RQh9yl38KJeMx8Uq1MtNA7sOBk5nlMQ6XUHt80vt9nwdlEODi3/DRMHHQEcehfw9T3CDFCaYfSxXRVaJWxQJLuttgzIKY0fF6FB9ikJhRw49ukfsGyb/sg401YAXyQ+RMqiBUrNjRS5iWkiDloumqia0xlhO3x25GKxqdEd5luSYajHWFv1J5as3K4bOunXHKmzKI7DauNHC5VWK07vVmQ6Z8lfdhzcpfET1L/Z/I0iSBjrpj2IAuaTI/3PXfPtNbr7e/f+C/w/3sUvh0Ly+5dak8M+ZEkFxEzcyOZ9l0zsr9QfeTURsri6DYs+YsLSX920wz/ZhG8N8lRxIy+cvS+ue2cJflgLOLbdi549B+GJb6U0pgmPLHpEuXzqs6tR4zH/eTJOec8MjEdt+TR0TSBuwtJvlPz9WBvcgyUuJ8YYRybIBcW53fHzH29p3qBTEckTBxfhqCdUh2ZFULIj4dYQN54KzeBYN3VLEUnz7JljsWRLJaYMEdFbmRy3+L+ISlFIT2eN3Fx77bU4++yzsWHDBmRnZyMvL093IhoJa0edeTWwa4357XLbtoGLSvVfUCOxrQuBfx8MrJ6tLry/hA+4ZGIlHv2yUMjOhQ3jytISXuh6xdxrcPzHJyCwn8ZgLxJUa3IkuB09Kx5+bAjw9DixkLXemuCVaixe+3FnnLBhbN0w3vz9hQp0A/fEwvid4ZzrDzYdvnfOAX149OLu6SPAaovDtepMG9ZiXW7w3tEJJyly45PMEFkt0L5v7IsLlz7Fr/9hktKSd8gWn/nsnPt+uo+LEpnlbjcvRj7jszMw6rX4CcgsOsPTYjyCJL0/aUc7c91MvPTHS2K9NdtkwiBVcE0eUoy+hZk4bd9ecfl4i6HzZ1dctEIvfqJB8V18/UI1/STPufnnqSJStLsWePyrPxFNsqkokbDh70lTh8Pgn13MgeJs84JtT0ASZprP8E02K8yYupWvy6ld+fWkx7HapL6F+q4zRdzwyE2CVHAq+eZeMfldSolpi+UJoj66ZDlxyNCucf/v8gwqX8CupqU6Y+SG1diw6My0afo2SaKJvHuuKBhe9Rlws2FmUz0TWkOabiTWXssKbrWscTgwZMfvpo+Vfxx1L1N+lP56OAKzn8111euwZM8KjGeW+lKkQTvPiKGdm4QKSbRJjspG6vhoghA8PvN6LVYI6gkV4KZjXXh2qerpEw10VdJSShTCRNwkOpq/59gRvGOA1VE8+PlKRAPdUbfur8gf+ATCsfi6H++mS5TLcuRGdopltUCMRVWruc/PIjOfmZjYJkF/LkbkD8Taqvjhpi8sVVurH1v8GBbsWIBlFeZ+QUz4KDU40s5XXi8tr/3IamOGIMtp040kYO/72xsn637oXj5/HM5/OX5GktGs8LQlaoSFv27EjSNHdMXEQcWmP6gtjVcaq55oRz9RFnWa70fMrOhejrzYXbygeXPtZvG5Rd1K6o5tw7+fMBL/mb8eF03sj/t/dqqRmwTf8ZSyYT7q5Ho5FrmhmhuimeRIkZs/tgSR0UMavtuKg2DbTeSGRWf69483tyKaiNwJJc+KajAtZQFu3wFvTlfFxr7AXRAfCSiKXybDZ+EYMBa7+kNRoPIQ08fz9mgpZcJ43TAx29TcLkGY0yMVvmp9Skpz3RjdS14fC6K+PjigVC0itUTY61mQK/1T9pE6ZLQTm72bRM2EfB8jbKfOdvCMyyeJuUixYDG6OMyLfrXzWOTXqQrsUVq9Zfbp2wuLTOcjqdtEmxKqjx+3/xi3LFQ9WqmvkiNrcvTA6GXD7x+2JhQZxiM4tt3N0Iob1iK/yqN3cUbMxh2OzWBt2Gbtyiwd6N14KUJVY/hAPy2BXebfu0QEQ+I9JvJ8YYJkAnNi1XRtcSfkeiI3LDLG8G5g3XAWPH6q2O6MM/fvg7k3TcGQ0hyl3uhL5u3UGpGbXuOVgwnucyMJfIJoKi6pBk1rSqn1U9PVTX75f8AfM9JT3Nx9992455574POlh4thm2NrYKqvFLlZPOp4bDz0duDGPxGyORR/mjOGnoHNFfFdJXvqma5rOgvHZP5PwMQ2X07DfJqdo3T0vJWnFzfbHHZ96otNyZ7zf6bPVZNVFOcw+8X1B+PDy0Vni0wxO6SQV9UqjioKs8U6X3xwf/QvykI0WJSwLqM+mPdNV2moZp20U6sPlhKLhTMRjoVw4kxRzKu8rsWCpVLk5t4D78V9B90Hd90RiPrV9d/uVaeQa2E+P/UR9vRT6mqe/FXTtixtu6hP7+/CsGVuihuHkAit943ZME72mU7sE/8aLGLUs0viERJx6UMAJ4zpwWd6+XechmhAX/Btdeq7mP56eHwBse71I1ncckmuwTKDR3U04qbKaouP3Gz7VZzbXUpXniwcVbGt316OXHFwsox95q1Rc+OvUurUnJYMmqJNNP8rFZLTtnLNDYtCmnQqrp4F/PgU8P4FHcIHp9Hi5pRTTkFlZSVKSkr4AM2xY8fqTkQjMeT34wjUYJPdjvNqf8X09W8gllWERTsXIYYYLxZdujmMmcs1nSwSg4Lm3i61Fgsu6CaiPm6b+to9u8SPL9DOGtKyeOdi3JYNPN0lz3xqODej00QR1s/T3+gQO0L22K1e4XYdDaqOvexo1Gq14Kop6sTqQCiCLi7RHSQbsvWR6h9YTc29x41ExNsXoepR/BQLN84OX3bW9UXrF+23TWWtzBZlHbbVJW7Vz3Jk4dCeR6NiK4tEWHDtofV3FWprbszg4s20M8nC006xiMlnGI4fh9CQCIlKzrsylZJQfrQgfgcf3DMeUV9vpZ3cjCzDwNITx/bQCSnjZxUN6IXpFZrvwUljhbjy7xR+TmOLxyMa7MrXnX1nEsE6QrTt/myqeEgbaeGDNEVB0MJwjfpZSMJRP3xQwF5TlwpsFXFTrRQUu+3xkTqCaCx9pd9RxciUR25Mftm140rqhAdUWomb8847D4sXL8ZZZ52Fk046Cccdd5zuRDQSZoRXH/4aPkVa5o2Vb+CSOaL+I99ZjAteWaxL6cgUaLtbNHyQo+4AhxcOx4m9r4Vv61l8vtClB+vTjVanvgj4sN6H6a5/mp2lGwEwtnCSeepLO2WWzbI6TFjm1w4+Qk2taHZwcrrkzPGqqywz93vz6DcxLGcSAjunc++SfkXqj7vYr9ng334GP5m1GtdHXoYQDcUutc15QN4ATM6/CbWrRVfSkK45uHCC6LyK+A1uzSYwJ+Pft1Rzp95eBRkY1i1H1znFCHtESiwZWP2RGOUZj+zKG9XMmGIEKsRnVpSg2FZLYbYL4/sXwLflfCDQGxN6TNAN6DQbFBrYeTzf1vJMKTMyXTadsHnslNEY0T03obgJ7pmg+OVccnB/XvjNZuM8espoPHyyKK4O7ZkI2+YHMdZ5c73pR2UdnHZEPIMQ9qjf8c80HX5y2jRmseHCn9Qooxy5MabwGAVZTvh3aCJ3rVGE6WORG2ucYzVBNJWJUk2a7NnkSZSW0lontIaQbyaNTth+9tln+OKLLzBhgt4NlmjqJ9DATidYB5umw0R2FGbsrhZKO1BxKJyFoj21xF2Ecn8Fnw5thl9zdMuM0kblHoVXa3+Hu5sNt04dilP27YnDHp9v+tju2fodOtvpyW6pNosN83/eD9kDRZTGovW2Zy3hEksOuQWPbP4UF0y9C0OHnAB8fKzUjWLjc5+0O0lmylaU7URFXRD/nrcOT5w+BqOcV2ChfwPOnqD3Wtlb8lRJZDHeEHJkozg2EbsgUjlbd7lRV9sHkKbk+sMRngZg0ZtHFyxs8DmzndnYuiek1LNku8RrhGr2hqNwPqKBUvi3nYaSPnPhy/yqwedjXkQWq/5HJ+wV/kJycbVn3U3oOfJZVId36DqLEnnAGHnhnH0x6u49qF1/BQoGsO3wPQLSjt34jRqfeTvkBv+SnMTf40qPWmjLOpqYUCjIUu+vrZUSC1y48YjBmDCwGIO7CjF+1EjJUkBDlceCf34lCtZrfPW7UB87ujte/H4D/DtORvZA8T+0SysUpQLK5wuN5paJfyJZ5MYeEVHQHNZyp/metwhshxL2KQ0BmQ6K3BDNx2Kx4L/n7IuL/zdXETfRcDA+8qEVNx1guGajIze9evVCbq7+6JBoBrYGaiECtbDGDcGRbgpIP25RNz+CPKz3UTh1sOSnYjzSPPxe4Jh/6jxuvl5eh7++Jzqq3HYr/5IPLEmczjEOO7THgC3MMJDFE2IRXYsuu03hm/v42bqSIThnyT+wbPdyXL/qZXileTzy0fEBAwrjIgBM2DA++m073vhpEyqlUQrGSAQ7Mj96L33txvTRyU/blqcr/7pJrbmp81uwtlw9Gpc7Zljhaqh6LCyG9nkjvoADV/xP1HFEojFkyRGMmAPe9TfAv+1MfnzhqY6fi2VGli0PgQp9sa1vy3n8fJD8ucUcOK27pptJSpvIEaeGYBEQluJivPuLEEjBjHwuA9hYCi1zFucqrsdmkQ2Z8lr1KG+fPl1M6nvif4aY+BnePTfpmpLaQP01AKxm5rrDBunMKrmvjTz+Q6qxeVYj0twWkSodWGI+cZ695zzJrJELwNr4gcIppWoL/yWQ/7ezpfQuQTSXw4Z3xbnjxVw5htcsRa6NwLdG8Xxri5vHHnsMN998MzZu1OTfiKbDc/2JQ32RYC33mTEj16F2qISq9sO1e92Nbrm948QN//k+6Fqg60g+w0d5jF+tc9G2CctYDGZuY0rGYHJPdfyCNbMQPx2hKRSOORCq2keXytDyuaGr6sGfHxTPYxcCor4dJOPOj/5ArT+ki1RoMXbLJLLjry9yox0loC1yZsg1QHwGU8yO0eF/4+GDH0ZJRgnuOfAeTO2n7/q55n8rlMu/bq5S/CQE6nvVztMKlB9uun5H9z8a/kA2YiH1M4uFs5WaEK0LcyicgTO7/xt1a+7A8Xt3x8aHjuYpp2SRx1nIHjm/OO2YmZ3Fi6VlIn41kiJ3nSXizqPV6e5HjCg1rWGRt7sjLL6/BVmJ00wPnbgXmgIvKo5mIBuiuLuaCSfZuM+k9TWr+pwGI4BZ3MpAjMyIeQ3jHFLN0/vwOrWYLG5cyUXjCCIZ8t2ZSpagTh5zk8iWJB3FDau1Ye7EbPxCTk4OCgoKdCeiEaJm4/eik0hGe1liu9mXTMJh0R9R7vYEsbZMCCRf34P4+W8uJw7q3RP/WPgPoMe+qCpQj+CDe9SOpC6agtPpo0X6KezRd6l0cXfBgT3Ux3hjYUSlqFKGtMOISm612vSXTJ40kFGGFUbLHDhA3WnrHmMQLF+uEJOozTpjjDtM7YiBhpBrPLTiBpp0CUtBsK4q7bgHNgeLCZqvT/0aJw46EccOOFb3nDur9a+fqC4l7BU79CxbQdw2H1E4ArfudysuHHwHQhGxraMBsR7uiChQZp1irOX6UmkYnicQhjNWiFgkJ2F7dH3I0TI56lMd8eH+rqqYOWHgCTrfH7NuKC2szuaYUd2UehkzIevdeDl6OsejatPJ/HqverqvzDqX2AiNhpCjRVU7R6pdYPIRqr8a2w1mhRu3dW0w5ZbtUtczoD1QSTVSd4r2oCHL4BRNEM0hN8MBZ1T8DnoiJl2j2poyycA0rWpunnhCNVIjmsGLR6gGd1pxw+Y3adgRZV8iZ1Iurqf+ewGQuRmZvaShjkc/jrcW/h21NisvRB5dMhrvRfcoYwC0nTerpflDjAdP3AtXHzIQRz4RRdizEPYsYS5Y4xWDGL/c+CUXJmxC93+W/YffVlUxWLdDZGH6oGHN3wkLYWIG8z0xgxXxLtwYf0RsFi0wiz41Gm3kRpPCqNOkPVzS67AaHHnm0MWvLcKoQRqvophF54h7xeQBvKuLvc+FGwzvJ5qJD46eg9nL9uCx5auVxXNOnqMMFJ32pGr57918MU6dsh3zF4tIkjwvShZ8bOAkm4StDo1sIppuuaCmwPCwPofhtaj6fRlaWn9nGvtcnj6j/k5K1g6+8ndWnCyor0B5WDd9Wpx1UN0xTY0O1bcejFAkm//w8cJc9iPtzgM8u/B9hvp5Z6I3apOITOW4VOET8O1Bi8kNaceiFTe5FLkhUkiO2w5X1AqfLYo6M/GijW6G01DcnHvuuS2zJp2B398BNn4HHPNEvLBhsEhOkaZdOBpFZTSx62lADqlLsLoOm7RDXb57OfbavRxgU50lbpp3U1yLsLEWQj4SH9yVGZRZEa4dqYibAx6cy237nz7zWRzwlt5qXy4KlVMZH+Zk89NYfwCv7tjJI0ibYubvxbP+GuQMMI8wPHjSXjj0MUMrOaAUmmoxa9dNltP3643v/qzAD1s00641pnjaTjK3dIQvTzAffe+X/Hzxzi3IlOeH8hEG1rhp3Kz2JU7cMG+fpbUIRdgAOyc8Gy/HuQf2RJG7BA99vgrPz1unu28snIeDi6dgToBZAASVNJK8E35n0ZZ6p3QnixyFM/L9GhZhVJ832WLlxtAYoXrM6G7KNkjqOSVRz1O3cuTGUyGM+CTK/zxLuazUSpmQwwRGxMI/72ASHklNRkoJBO1i3dn/ZrabJoITqXUqdkTZdz0MT8Ss5kYTuekADsaN/uXbvHlzvSeiHj68BFjyOvC4msNnE7yvKSnCCtbuvfYr/Zcn5EWtdARuhjzzZtpeasog0fDIuMca3GzPOUCd6m30ftEyd/UuLN/q5R47+ueTj3r1xc+/SkWoGxzm6+WMFfDRB4mcVgcUZ/OaEdYGrEX2uElV5IYV0r5+4f4ozlKjENq26ps1dRfyjpS7OCfhC6RNwxw2TKQ6jDz65Ro89bUYKskcmV/+2oa7Zi6PEzYyLPXkDYZ1aTKz9JDZXK1kifrjDfsYL36vHxPSUM1NQy2oxu+ZcUp5Q8hisyGi0mAr+X+Eixv5CNVTAYdUXMwn1GuK4zOlonkzWAecVfrc/S3ZQSJHbpxyE4G9wfZ3gmgMzAvKIaWlfGblENq0FNuXpZu46du3L/r165fwRCRAW0/jUSdwX1dSjG+zMnFm91Jgj7TT+PFp4IHuwPIPzEcZsB/00HCEqsRQyt4Fmh29qclbPMb2W7MdI/NOiXj1LdeMlTtqkOM0piLEjoFFeszQFjJrsUWLdPNNEqFtBZa7eYxoIwifXNU0q4LymqjOidisfkcWYns8Qcxapu2QSbyTlR2Q2fMkHlWg30b/+zn+YGGqtB2qfSFFXMlii/muGGH3azoWRAIlDQ6ubJyjkH5q+EdXHhTXyTVpSPLu0oxkh0eG5Kmd8lR3XeRmF+ySuBnTdYxiSsi2KfvRTwT7zCz8aBcIVpk7T6cycrPdLf+vWwwF6gTRPHLdDgSl/UeoytAwxP43OtgwzUb/dyxZskR3PRQK8WWPP/44/v73v6dy3dKLzT+bL5aOCtkkalRuEl+iL+8QN868GjVd8uKM4b499VtMeOg7NgwJH1xxIBas2934yI1h3IKZ9T5LaUQDPXiaJKZJUXy9qhxWjU+JdoendYFVbgPwvsY8UIvFNzSpHZRWfHVNMANpVM+8eqNOycDeR5SZysUsunEOWthzsxSYLxRRWr3NtunDJ43ixa8VdQHdeAKz6ecMNgRxl6Zt2sh+fQuU7fT3WSuV5QXSaAVtalErRBsLE2I7a8R62Fwabwv+ozdGmQLOGNe3C8YlqJdqCCbK9u6Vj62V3kZHYq45ZCCe+mYtT0/K5ogN0Ut2UZYjN1Zt5GYXApKAZc7dco3VO5eMr7eL7+1ftqDLQPbdDCDAhFLNDiA3eQuCxoqb5zLZtonAYgs0qVicIBLBxHIwxn5bqxE2RiHZ9Zg+Up124mb0aH16gLHvvvuie/fueOSRR3DiifpZO4RE0Hy6tzMWU11+WSjQo3cFliM3fazHYlzXSbj9sCmIRKxKR0u/wizM/G27+gCTydCmxJw8gsDmivTokmH6Ay63XbM0iRZWm5I10As5M8W8VyKewZg0uBjz1sQbmf3qcnG7ezMqto3n532LGhYjr12wH25493dcl2DWUP/ibDx9xhiEIzHkJTFuwIxpI3ti1vK/8mLaXLeTT7q+xjA2gXmvsEGMTORpiWnEEBtwyY742XDFIUhu51ufsGEw3xezDjB57IDZhOhb+LiIxvHSeeNw7ycr+I+dUZL7d+pdyN+7TD8DrCkYI07XHV7/mArGDUcMwVkH9EFJTvL1PmN6d8Hlkwfg3z9t00duolFeCxfoJkSb1eJAleSn1FBEkU1DX+i3qV43mxcAI1vgN1A6al5hFTuYSKCYIjdEyiM3MSnFGjI6FEvfv/kZbvQIhzEglIazpRIxePBg/PLLL6l6uvQjQeucWzYRk6nZaipuVm+P4eVvQrDBjq9Xliu1FsyfRRvV0M6Lqg8WZSjOceGL6w7Gy+eJ9FZDO1vm8ipjdajRh+CuI2C1WHDfcSwlZYuLYMjRKZkhXVSzqIiU4+2axE7q4MHFWHTnYbr1MHLMqO44fow6pLKxjO9fKLxjYg7s168Qz5w5lgsUI9rxASoa4WEJJ6yJeOFs4QXUWFg7dVl1/V0K//rLmLhus8Yyonse3rn0ABw4oAixiEEwabx/3rhw/0Y/d6LX05JsLUljhI3M+Qf1VSM3cs3N72/x679K09xfmKv+DzaU+rn6kEG8/kV5vpY6upUiNwMsImIaKJ9KNTdESsl22xGVGkKCYUPzx6wbsczp5J5rx/fsrjODTRtxU1NToztVV1dj1apV+L//+z8MGtTwEVenJcFQRBa50fGCapKnDDHTGMo9N28drnxTpELkiIvsb8IY3cPc8O+O/e/gU6oVok7u38GO+hOF3Y3usNpUjzH9xMoZuua54oZgwpCSGpNzKpYvnwC7xYmr9rqNL2to6GFrkqUZ8ljfju20/er3VbFYIgnTBoczN9AD+uDe40Zg1jUTTWtlzGBRBJYG0mIUesyj6Le/qUaA3HCwibACbe+mSxPePkEqCG4uydbMpAImiGTxzSMt7P9y43c608s/tgQanJSu/Y74I0KcVTHfHNYw0BJInSpVvAtPNARQzQ2RShw25lIvlUloB2dWbwNWfIwlGofycpM5c+2NRv/y5efno0uXLsqJGfcNHz4cCxYswHPPPdcya5kOfHaj6WJ3Tv1RBnlIHiQx8cgXq+MKaNlO7/tbpuDNi/fHiWN6w7vlPDhj+h3P6UNP54MyVaw8zVEfQY1zrtFoz7P+OthqJ+PsHi/qOnPO2L83okF9DcZSzT/F/IWj4asehMoVdyMrKIwG24muiev8qW+SNuvo2fDgNO4JxNrjWe3TDYcPRqBiCmJROwK7jkx4ZM3E5D3HjeQdauwzYIMkk6F/cRZvWdfy+Knxj2XpqW9vnIwFtx3SoOtzfbikmis2Zd3ITUeq0bdUcN6BfTVT11uWq6aI1wiwGTqbfuKRm2pN4b488Z35BjW0/ZgAjIWFqSA3AVwv5vOkzLivZrsuclMVkwbNRjIpckOkHJtFKiiWvmecV46OG5zLDwai5kN8O2zNDXMn1mK1WlFcXIyBAwfCbqfq/cToIzQVNiuW9xmHirBa8Gk0vdOKG+MoAHkIoQwrWGWnT+q2I1I3FAMDB6LPsA/x+YbPYYtl4J1fNuO0cUMw0Hkc/tgkfrBP3bdXg6267y9WQ/RsR3zRhH747/cb+A+6vepYqZB4F06UUkFincxVfb+M8Viq3Gbl4xQYNf72k7/VpvjypUnhiWA7vr/s15ufGLX+MIJzjkSw4lA+nqG+LhstWo+W/120P878789xQurz6ybyIyttt/vIHolnL2knpjcVubU+WHkQbO7tCOw6gl9ndU0s/ZdK7jh6GE4Y0wMjE3SSpZKSbDVV51/0H7B4pDyMUvg/iW36D42jciJY8bM81XxPqo9m3z0HWP0ZcP5s4Nv7waog6uRhn5HMpLx9CKIxWKVZh7rITaXoAizXFPrz4nvW9ZsTP9C2vdBoNTJp0qSWWZNOxmndS1Ee2wH+iyXBZt0Us+nCGurkH10TcWOWzpDD6KyT57JRl+GPrT6sXLkvblm1jBeJeoIH8NvvP35kg74w00d155GirZU+JarBBqwxccNgRc3PzV2n25my54x4+sORuzTu+VhEo72jNWwrzG6cSZrSyi3lrRsaS6DtgmL1NMzTh5knyvztmOE4a3wf2K0WXdruvcsO4OZ+d01v2JW3OWQ4rUpBuWe9GnnsYlK43FyYcDMbq9AS5GhHJlgsyIzFNAcR6nubZhjEaobbaVVsFark6E/QCzhTMNSSCRvGy0fxs0pJPMViFu4r5WpGypEgzLBZxfc/wiI3m38Clr4bVyLB4E0wL0wB/qp2bbY3kvr1nTlzZtJPeOyx+vk6hMq3mRlY0nMUrl3zM8pNolw77HYUR/SFXMqPrkmLdYHJzlc2dFu6tRonPuVFlVf8MDI8kqOu2VRtM9gO9eKJ/bmZnLwDYgW3rCD2ktcX6+7bRRJarMOK+e9YbD6Evf2R1VdNVW7wL2BlsSkrsG0JtIJE9jpJFuOog2QnWrPtrB1PwEQNG+1wQYJJ3uP6FmDG5c3vUmqI/fuZz/tqR1nEJpHFDDOZN401otTa1FlkcePSGQwm85nLhphVdikN6SkHnPGmmM3l0QIh/mIhVndlTdq8kCCSxSKlpfie4qUjTQ+0lXq12u0iNWW1dVxxc/zx6syXhsL0kUj7zsO1CdLQu2u6FgOhHfi4j3k66K3cHIzapXrWsC3pldWy9KOrxWZSD6ANVcvtrGYU5zT96JsVxLKWZDbuwSiq9u9fiGfn2hDcPSX+gYbaaVlkyZOi2wPa7cciKY2Bib9UkEjUtDYsUse8cxZv0g+EzGyiI3F7gX1XYzEHsygUXjcRllKSDyLEZ/70X+qfhaX9zXNAiOA6aTQC6sqBLn1T8puh/df5XBqlwiJF7F/faPpIEM3FIg031qagZDwZ+UBMdGsqBfi1ZUBe07tTW5Kkfo2j0WhSJxI2CfBXY5dmx7cnQQXtSnZEyYwSXU5c2XcwVjk1QxxN0lJmtY6Zmm6fVHSoyEew2vuzH3Tj4+VBjYncdxneTZfHLetbmILwfQrplpfB00RMwDU2cpMqcdOeMAob1lo+WmOW2BFh6TY5/ST/SMvFkqx+5tpDBzXKJ8lhEzsEn9Wuipvm4tX7XXk1/+zMV4oVezenWJwgzHBbxIHmBpORI3VutQFFETeBxpuEthYd+xCso+CrxFLN9OBEbLXb+RHaOWwUA/xYXyKlBVgIXarj0Lb4mhUEN9S62th5QMwYj3XeGOtPtEMq2TgCeTxCfXUmZrOKtB1Y7QEWkXr3MlGX1Fj6aIRae+oASyXvXnpAh9+pZrAfbu0IBiZu7Kq4aexsK6fVDXY8u1Yy2ONpqeZSIeaMGesdrBYbInXDkMOdigkitWRYxe+4T0rTaqmLqB5bHxUU40jvZqWLrz3SpEPNefPmYfr06bxDinnbsDqb7777LvVrly54dqkuxCYEK8cpranaWVJbpWGTch2AzOI7D8Oq+6aaOtImOzwy2QiPXCxsbGveoTGT+/2uI5QBjWxkg5yiYpjNptJyxZSBSBe0glE7C6sjY6wjaqrzc3uCpR51wzNtLlRkCZHNRm+4G9mF5JKMM0OWGHayCFCdOjuuSTDvq1ePMa29s3J7fEu9KWeCaCpOqaCY19RoYAfdnpA6JuV7+WegHUduGi1u3njjDRx22GHIzMzENddcg6uuugoZGRk49NBD8eabb7bMWnZ06srivixaAuXCR4CxePrDcbfHohm48+hhWHHvkXxCdmE9xcCJIjcDS7Jx6r49Gx3hSQbjkbyuDdkS72Wpdc1tziTv9ozRI6ij8valYjxGOsHFtxy5YaLhiPtQ0XOsErnJbOR3kgl6maVszIjZROXGsFNYJJgVc0YjIqrEDDgJItU4JaFu3F+x62Gt941yQxpFbthwzIcffhjvvPMOFzfXXnstv/zQQw/hvvvua5m17OjU7cIjhfFDDRk230hdsfC1S59SLjvlIcYRN2+/TSbakki0zLn+YJx3YL+U1Yf846S9+DkzrjOirVWJePWmc69esB+ul2YH3T6t5Q3b2go2xygdGNu7i/IZ12dq2FEjN96uI+EdeRJ+LvtZFTeNFP7dMtWCSjGvqv4ZYQ2y/be4RXJayi4VLz9wgvj/I4hU4pLqx7SO3Yxl/YXhakcSN42uuVm/fj1PSRlhqanbb789VeuVXgRq4NGkm2S6Z/aGv/wSVEE/FVkmKNumRF1JFwCzKApzzv1x3W7c9+kKrCqrVZYzE74rJg9A90bWFJhx2rjevObHrP5CeyQbqDiCR57CNXvxiA0brsn4454jk/aB6Uh8/ddJmLd6F84cX/94ho4E89phgYMTxsbXTHXYbikpAvJtn32wYc3bym1M3Ozbt3FTzvsXdMWSnd1gc+/As13yMD1c//yvBtm1Km5RneSbEwm7muTBRBDJ4JTEDTfpk2DxmguimzucuGn04XuvXr3w9ddfxy1ny9hthIb3zgPuzgO+e9x0s6xddRg27RbCxr+jnnb7qDPhnCIzmOA4aGARrjtsMG+1fkbjoXLzUUP5zioVJCosPVLb2h11IVhxGKLBrroBlOkobOT2cdbKLdcgpQPMLPKqQwY1utC2vcJaqO2Zm/jlLzbNwr+X/lu5LdfeXSfOk4ENoLXYvGqdXIIhuUkj1zEMUz3DaifdxM9DIVfSPlUE0VjcJpGbu4rqEft/zEB7pdF7mL/+9a88HfXbb7/hwAMP5Du477//Hq+88gqefPLJllnLjsryD/lZiOfgRcFiYWgadjtm8cvRgDrkMsrHGJgT9g5I2spfCytqPXJE11bvbmFuuzGpLfyQx+by+kjGzN+34ynD1GqCaG34/0PNRKDgc93ywK7D0C2j8aKBCY3AzunI6PkGvx4L+ZpndLhOmk9VoA7ErXOI9aLIDdGS2KQBQGFWY8PStpNvwcxNbym3xyJMyIu0a43VgtxtejPX9kSj95iXX345SktL8dhjj+Hdd4U187Bhw3jdzXHHHdcS69jhUYZfAti49iC4e2ziEY1YWOMXIlm4mxELFjR5SF5btO2y15SnVWuHnqfLkT/R8XH7D0AAenHDupCaMqGcHXiE69RBojVhL5rsBLRzBVAtpQAKByJ02v9gd+Xin99dqfhdsXVsTLcjQSRLP1YbKgUOx/TrDWiEDcO76VJk9H4ZVnstvs/IwDSPF9ixFOjW8By21qZJ/yEnnHACPxGNEzc25lcDG/zbzo67j1wDIJNn74bq8A7ptqxGpaXaK2xqOUG0BzJs2TAr+y3JiTfLbIgsJjRiDjijTgStQewKe5oubrYvUS4+vutHvF2xGJN7TVaWMfPBvikYikoQZgwrLQDE6EBTooHusFhF2vWWkiJM27AZ+Ohy4PIf0OFrbs4//3xeXxPTHpIT8UTVVmB5oJ49kligaL1ssnbdgt2V2qhOFrLSYAJwn0L6USbaB5lSmsdItzx3k0d22KR6mF0RMWi2SWhcYF8u+x6+sA+fb1AjTBZLFMdJUVGCaAmvrliCAcc2zz5x5RQeizQdvB3SaHGze/duHH300ejZsyevv1myRD3SIDSE1R+4HVJxaYbU6WBkXN8ucMTyueHd3kXjUFaRD6tTtV/PduZ3WFfYsb1bZ9IzQTR1hphKDKVNEDdZUorIHhap5QqNk2ujaeCgkUVuzj0w9UM5CULxHTO44cv4d4lBmr4t5ynL+NgSNjwzHcQNmxBeVlaGu+66C4sXL8a+++6L4cOH44EHHsDGjRtbZi07IkG1vXuXJG4yE4ibl84bBzaw27vpMtjKLxNzly3qj1yuM3GxcXtHM1uTINoNWhdtmYivD7rmNl7cyFhlcRMLNn3FQuKgKNRPTUVpcfn34SNCCKKlxE1M8oAy4veL/VcskgNrKFs1l4y1T8PSJjm55efn45JLLsHcuXOxadMmnqp6/fXX+TgGQiLkxfwMN6b36Ib10hiF7eH46amXHtwfOUqxsAVzV4sQn3/7SYiF8uHbelaTihzbC3cfO4LPobr5KLXgkiDaGtbuHdw9AQh3wf37vQDflrMR8QxqUlpqWLccXVNATawZoxEki/vd0m+Glro/b+Ot6gTRkqI/Gkow7y+meitZpMGzvJ401j4jN80quQ+FQli0aBF+/vlnHrXp2rVr6tasoxPy4cpSkZvcKE37DkZVnxfGfcePxNmS58yY3vlYsrlKuS3i64+6tbfyy7klHVfc7N0rH8vuPrLR3iEE0ZJs3O1BYPcxfPTJtX/uATCiyR19dpsV+/UrwFaPNGm8OWF6j0hHL7CFAYNGYt2VHflAh+ggkZtgIZCpz8JEeVRSjRhGpAYYLm58dSKd2s5KJ5q0x/n2229x8cUXczFz7rnnIicnB5988gm2bNmS+jXsqJjMl2EeAWxGlMyEgUXK5Usm9k/8VJH2GfZLFhI2RHvjtqny/6H+B7mpnUjF2S5EpKaAQHOOZLcu5P4if/OvM72ZxA3R8u7d7rjlEe8A3fVwNEsdC8K+74tfbncfTKPFDSsknjZtGnbt2oV///vf2LlzJ15++WU+TNNqMmKg0yLlzrVYYhk4/6B+vMh24qAi9C1UvW26ZCW2U//Lfulj5U8Q7YEJg9QDC5lrDxUzz5rCAyfuhYgUqvehGeJm5wqsdCb+LSBxQ7QkLhZht8YPyIyFcnVDj5nfks7D7dPrO35a6m9/+xtOOeUUdOmSHoMBW4pIoC5uWYY9kxcDfnDFQaYW9/XZuxMEkTrMrBWaE1VnoiMrQ3jnBJg/d1PD9IFarGSTxQ0UOYaATfEhcUO0JFarBVY/i9L8jIi/FME9E+DIW4zA7kP47R9ccSAO+sc38ElC/ocMN86qaZ/zpRodamGFxCRsGsZXGR9WzslIvLm1P1r/u2h/HDhALeqiOTIEkVrMrBUszRuagGyXOKoNNHUyOBNEwTpscohjzv1LVdPLDX+czs+bMoaFIBqDIzAW3s3n82aWcPW+8G2+lHutsQNz5oPD3PItVvH9XuhuendhS0N5pBbCu+6buGWFWYkjMCU5Lpy6b0+cc0AfPvTSy3rD5cfRBGCCaPe4JcsGPnSwKZPB2WNiEVHHILnBKkhpABul/okWJttpR8QzBLGQPnX75fUHS99BC+8sZAStFmxgYrxkeLv7XNpU3MyfPx/Tp09H9+7d+ZHURx99VO/9Wes5u5/xtGrVKrQ3vJ4y3fVoKAeDsiYkvD97Hw+fPBr3HjeSX/9zZ21SooggiKYxvJveP+oATbS0KWS5sponbnyVfODshznCQ+S7lRF41l2PurU3K4XPNjocJVqYQVJdjZHueaJD6tXz90M0oAqf/ysqBCzt74vZpjFOj8eD0aNHc5+ck046KenHrV69Grm56g9TcXEx2hteZuInaZK6NXdw46OCSeZfGjNYm/gN7/6OSyf1J9MugmgBPrzyQFR6RL/1hgoPb+duDlmuDCAop6WaIG7+exivYZBhXSvRoN5eY58+VOtItCzd8931unr3LsxEl4wsZTbbdmZS648vQu7U4mbq1Kn81FhKSkq4kWB7xhdhZlxO2AP5XNigkcWAJ47tyX9saZI2QbQMLrsNpXniB7spYxeMZNnFka3f2oSamz0bgJptqMxSOyhjkimgzP3Hj8SUIepcH4JoCTKkmi8t2hpQRpbTrYibGIsqRtufuGl/saQkGDNmDLp164ZDDz2Ue+60RzzSkRubBSPT2E6Hnl0yO+xMKYLobGQ6JHHD/mdNrCDqpVKMYs7UzJaKBkp1dzlrfB/6PSBanKjJfDOjVUk2i1JK8HuTuGkeTNC88MILmDFjBj744AMMGTKECxxWu5OIQCCAmpoa3anFiUax3CaM96Jhdbq3nWbCEETawo5mm9wt5atUhZFELNy+o9NEenLhhH7oXZDJ3fOZcz7jL+P0XmvZLvVAPcq+su1weGaH6itkYoadZA444ADuivzoo4/i4INFJbeRBx98EPfcc0+ruxMvkHLnYa86wVfbAUUQRHqR7czUFBQ3MnLjZSMgAF82qx+MIVyrOpkTRGvSqyAT826azKOEdYEwNu32YER39SCdUeTqhkhtD9gytqHSxlyNg800Ukg9HTItpWX8+PH4888/E95+2223obq6Wjm1yoiIQB1qpJbNgF/MjmJMHdmt5V+bIIg2Iccp19xYEQs1sqC4eis/213YX+cAK5NpYjpIEC2FRYogZrvsccJGrlfzbrxcuf5sRnuTNh0scmPGkiVLeLoqES6Xi59alWCd4lXBfqQ+v3Yib6PLy6ShdwSRruRo6hCCwVq5WTI5FjzDz5ZARHwivp66mz+5OrGNBEG0NnWBsE4+PJ/twJXt7GNoU3FTV1eHtWvXKtc3bNiA3377DQUFBejduzePumzbtg2vvfYav/2JJ55A3759MWLECASDQbzxxhu8/oad2hWBWmXmxoDCIgwz+GkQBJF+5LjU7iZ/0NM4cZORD3h24c+wGNsS8fXCSWN7YsavIqLTv4kDPQmiJThu7x74csVOtGfaVNwsWrQIU6ZMUa7fcMMN/JxNGn/llVewY8cObN68WbmdCZobb7yRC56MjAwucj777DM+yLM9EQnUwCuJm9IcKgokiM5AtssFa0wUWPqDNYgP5tcD88ViXZaxkNIGPqQ0G8+fNZZb3lPXJNGeKM0T0t0SzEfMWQV3NL7DqlOLm8mTJyNm0nYmwwSOlptvvpmf2jueP2crl48fJXLoBEGkNxkOG+xRC4K2GAI+USCcFOw3MOTls8Q9ciFy1M1n+BxFdXpEO8TFjPuYk1vZYQj0fh99w+Rz0ymo++UFfu6MxnDo0B5tvToEQbQCzMHVHhM/+n7v7uQfyD2xYvBq28CjLpoATrRbMqQC92hM1JGGmdtNPYGKtqDDd0u1R2qlORvZsSgPKRME0TkiNxZZ3Ei+NY1JSb2cL2rzYlEbELOjW75aoEwQ7QmLdO6PifRUGE0wrmxhSNykmqBHKSbOiUbhoEl3BNEpcDNxExUHM/5AI8SNrxLM8vM/+aJKx2JlCSoL9urRqKodgmg1enSRbA8gLAsiTO34q9vVJ0DiJtWs+gxv5YqpvsEodTgQRGcK1cekML2/MT/0NVuxy6b62DADv0OGltDAXKJd19z8fPuhgBSpjLDIDYmbNOeDi/FFthA1O1zBtl4bgiBaMS0VlWbJ+YK1yT/QU4GtdjV9Haoeixw3pbOJ9k3XXDcQE/GRMEVu0h8xUYogiM6GzWpBNCbNlwp6kn9gyIdtmknM4dqRGN2TLCSIjoCN/w2zYvhAK8xtbASUlkoxK3qOVi5bpGIrgiA6BzFItQgRHxBJsj121yolcmPzjOf1NmP7dGnJ1SSI1CBHbtgfSkulNxfYq5TLns1nt+m6EATRusQk674q1lRQV5bcgxY8jcVucSAU9IuITUGmSG8RRHvm/uNG8fMIi9z41X1fe4AiNynGZ1F7/SPegal+eoIg2jF2i2jnrmRdkp9en/Tj1jlEIXKgTvhiUc0N0VFcuRkUuekE9A4LccNaQh229jcplSCIlsMpiZs9rPvpzy+TfpzXKn4roqECfp5NBcVEB8Bhs6uRm7n/QHuCIjcpJk+yoc7ecQRePm+/VD89QRDtGLdVE7lxCkuIZJoQfJI3FqIu5Gc6yB+L6BC47ZJDscWCaCQAhANoL5C4SSXRKOqkLeoL52PCoKKUPj1BEO2bDJskbqw2oFTUI3C+exz43ymKG7EWv0N1Io5FnajyiuGZBNHeyXaoAt7Doje1SdaZtQIkblJJoAbVkiPx/gOGpPSpCYJo/2TZRUHxHvY7ENWIlK/vEWmqB7rpbeoDtfBExdEuH80Tc+CmI+m3g+gYZDjcgOTKXcO+85H2I8xJ3KSQmK8K1VJ4efqYYal8aoIgOgBF7kJ+XmmzISaLG+NAwc9uVC/vXocyqW4hFmbCyIILDurXeitMEM2AjReKRkTksYbt+1hqqp1A4iaF1NWVicIqAH3yi1P51ARBdAC65YpUdMhigUf2uTEa+v32hnp5zzqU2YURWiyUj5P36alMXCaIjmBcGYtqxA3V3KQne2q38XNXNIbS3Jy2Xh2CIFqZ0hxRc8P43uoXF4z+Hz3HqZdrtsMjRXtjUTf6FGS2zooSRArgHcFS5KaWR27az8ghitykkB2V2/l5ZtSCLmTCRRCdjqJs1XzvJrf0Q+/drb+TNk0V8mGVUzwmFnVg7940doHoONhtVsS0aSmK3KQn3qWv8vOCSIQm+hJEJ6Qo22TkimeX4Xq5ejnkxf/yRJTXkfsH+hSIobsE0RGwG9NSVFCcnnwRq+Tne+xk3kcQnVXc5JcLf6t9Q1KExlOhvxNrl925QkRwtJ1TrNvKRfU2RMfBZWeRGzEsdrnLSQXF6cqsbJEvr7aoE34JguhcaSlrULgMh1n9QaBWjdz0nyzO2fLnDgAeGQjsXK48NuIvRZaLfjuIjkOO2wGrQ0wDn52dhZhXHOC3B6jmJoWUhpjXKFCwe/9UPi1BEB0EVmsXiQmBEmYB3GcPBOrKUW6z4c8sw6RvbwWw8TvYpRqcaPmp/EiYIDpSt5RdGh3CKC/7Fe0F+k9KIRHpMz512AGpfFqCIDoIVqsFUUjiBhagejPw+9u4sLQEJ9YtxpNdhMmfDDscksuLe+Z0hUWykiCIjkKe70Tlst9YPN+GkLhJIUHpd2lIt66pfFqCIDoQe6Ki4ykk6xRPOTY6xQye/+bn4YtMddzCNrtNeGNFbSjNIW8souNR6OoGZ1h0/AX9lJZKSwLSj1mWmzxuCKKzctDgXsowQYbfEI25sasqYtY5xE4hEixBttQSThAdiTxmexIThfDBgKi/aQ9Q5CZFxCIRBKQfsZxM1ciLIIjOxf79itS0FIAqeeK3RM+QOn9ni0OksKLBYny1cmerridBpIL8DAcsUp1ZICwZV7YDSNykCK+/BjFF3JARF0F0Vpw2py4ttdumb+/Oi4rGA0x7FJ6Bh/CLrJ02HDXMoCKIDkB+pkMZnhmk2VLpR41XtVjPM3ZFEATRaXDaRH1Nud0Or8WCXQZxs9Pu4MIG+10MX48xYmHUieP37t4Wq0sQzaLWH0ZMSksFaPxC+lHrrebnllgM2W5yGSWIzoqbiReJN3NzsMvQ3l1hs+Ky6sVYvWc1fGFh4heLOXHtYYNbfV0JormwiGMsJr7zfhI36YfLnoGDAzk4KJgDq+FIjSCIzkOGQx3B8GRBPtY7xA9/11q1i/KH7T/g5E9OxuwNs8WCqJPXLhBER+P2aUOBsKgz3WyNoL1Adpgpok+PIXjmkh9T9XQEQXRQSjP16aU38sQPvzdUwpJSutsqA6J1NsuRiS5Z1C1FdDy65WXAHe2KEFZjRzuq4m1Hq0IQBNHxcdisCFRMilteESlFLGZu0tczp1srrBlBtBSizrSKuRUHPWgPkLghCIJIIU5eYxP/0xqLOmCxmHdEDcyRCosJoiNiFR3Clcz2oHob2gMkbgiCIFIIn7VjFqGRvECM+HecgDx3Nn0GRIfFZRXfXw8TN0teQ3uAxA1BEESKh2dCMvBrSNxkWosQqtkLWS5qQiA6vreTn3m9RcJoD1BBMUEQRAphhcGluZkwTtnZp3cxfvrjb3B3/RShmjGIeAag1hIBYg5kueinmOi4ZDsz+bmfRS2d7cMKhSI3BEEQKeawXkfzc20BcQEbmBnNhH/HqYh4BomfX8kfJMdNbeBEx2VAkSgo5iOI2skIBhI3BEEQKSbbXoza1ffAs+6v6jKnOg3cSJ8CceRLEB2RkmxRc+NrR+KGYqEEQRAphkXnEXUhFnXBX3YcrM5yDB4wDsAa0/sfOKCQPgOiw1KSnaPU3MSCPrOKs1aHxA1BEESKsUpDdBmhygP4eZZTdS7W8vQZY2C3URCd6LiUZOXxczY82hP2oj30/pG4IQiCSDFDSsWRrBaX3YprDh2Ep77+E4cOLcHYPl2wqzaAqSPJwI/o2ORprAw2hqoxEm0PiRuCIIgUc8Twrrh7+nBU+UJ44qs/FXO/Gw4fjEsO7o9Mhw1WnrsiiI5PhlO1MvgqvLtdiBuKhRIEQaQYi8WC8w7qhzP2662bwcPIdtlJ2BBpRabTBmdYpF3t0fYxPJMiNwRBEC1ESa4b3944GX/urMXY3sKiniDSjQyHDQU1vVFW8CfCUTLxIwiCSHv6FWXxE0Gkc1oqKnk2+aMhtAcoLUUQBEEQRJPJz3AgGhVpKX87SUuRuCEIgiAIoskwK4NoTMyX8kYockMQBEEQRBoQjLr5eQAUuSEIgiAIIg0Y2E34NYWYuGkHqSlKSxEEQRAE0SyysorU4Zn+arQ1JG4IgiAIgmgWLkeWMl8KgVq0NSRuCIIgCIJoFpkOtypuIkG0NSRuCIIgCIJoFlkO4cAdYGNFwgG0NSRuCIIgCIJoFtlOEbnx8cgNiRuCIAiCIDo4ua5cfl5rtQJhSksRBEEQBNHBKXDn8XOf1YpQyNvWq0NpKYIgCIIgmkeXjFxYYuJydYBawQmCIAiC6OBkOZ1wSuLGF6xr69WhyA1BEARBEM2fDG6XxE0w7EFbQ91SBEEQBEE0i7wMB+wxC78cCPnQ1pC4IQiCIAiiWeRnOmGTxI03SAXFBEEQBEF0cLJ4WkrES2r9JG4IgiAIgujgWCwWJXLjD/nbenUoLUUQBEEQRPOxSZIiECZxQxAEQRBEGmCP2fg5iRuCIAiCINICqxK56eSzpebPn4/p06eje/fuPF/30UcfNfiYefPmYZ999oHb7Ub//v3x/PPPt8q6EgRBEASRGHvMzs+D0U4+W8rj8WD06NF4+umnk7r/hg0bMG3aNEycOBFLlizB7bffjmuuuQYzZsxo8XUlCIIgCCIxFouDn4fCbe9zI2RWGzF16lR+ShYWpenduzeeeOIJfn3YsGFYtGgRHn30UZx00kktuKYEQRAEQdSHBU5+Hg5TK3ijWLBgAY444gjdsiOPPJILnFAoZPqYQCCAmpoa3YkgCIIgiNRisbr5eThC3VKNoqysDF27dtUtY9fD4TAqKipMH/Pggw8iLy9POfXq1avpnxxBEARBEKZYLC5+Ho6SuGk0rPBYSywWM10uc9ttt6G6ulo5bdmypfEvShAEQRBE/Vgz+Vk4EuzcNTeNpbS0lEdvtJSXl8Nut6OwsND0MS6Xi58IgiAIgmg5rLYsfh6EeZlIa9KhBmcecMABmDNnjm7Zl19+iX333RcOh6jSJgiCIAii9bHb8vm5F2GWVkGnFTd1dXX47bff+Elu9WaXN2/erKSUzjnnHOX+l112GTZt2oQbbrgBK1euxEsvvYQXX3wRN954Y5u9B4IgCIIgAKc9j2+GWqsFiIQ6b1qKdTlNmTJFuc5EC+Pcc8/FK6+8gh07dihCh9GvXz/MmjUL119/PZ555hlu/vfUU09RGzhBEARBtDFuRx4QAGqsVoDNl7KL1vBOJ24mT56sFASbwQSOkUmTJuHXX39t4TUjCIIgCKIxZDq68HMubtq4qLhD1dwQBEEQBNE+KcjUiJs2ngxO4oYgCIIgiGZTlCkKimu5uGnb4ZkkbgiCIAiCaDYl2ULcBK0WhEJtO4KBxA1BEARBEM2mMFP43DCCwVq0JSRuCIIgCIJoNkXZwqGYEQhS5IYgCIIgiA5Ol0wX7FIHdCBEkRuCIAiCIDo4mU4bHFEx59Hjr2vTdaG0FEEQBEEQzcZlt8EhWdd5ApSWIgiCIAiig+OwWWCPiciNL0CRG4IgCIIgOjgWi0bchHxtui6UliIIgiAIIiXYY0JW+KhbiiAIgiCIdMAuxUz8FLkhCIIgCCKdIjcBmi1FEARBEEQ6YIONn5O4IQiCIAgivcRNhAZnEgRBEASRBthh5+dBEjcEQRAEQaQDNouI3ASjwTZdD2oFJwiCIAgiJdjh4OfBSAhtCYkbgiAIgiBSgt0iiZsYiRuCIAiCINJI3ISiJG4IgiAIgkgD7FYXPw/Fwm26HpSWIgiCIAgiJdhsbn4eprQUQRAEQRDpgN0qxE0IFLkhCIIgCCINsNsz+XkoFmnT9aC0FEEQBEEQKcFpy+LnQQuJG4IgCIIg0gCXM4efBxBt0/WgyA1BEARBECnBltmdn29zlKAtIXFDEARBEERKyMgs4uc1VuF301aQuCEIgiAIIiXkubL5eSTWtlPBxfhOgiAIgiCIZlKUmY+wpx/c9i5oS0jcEARBEASREnrn9oRv86UoyM9AW0JpKYIgCIIgUkKWywab1QJrG6sLitwQBEEQBJESBhRnY+3fp8JisaAtIXFDEARBEERKaGtRI0NpKYIgCIIg0goSNwRBEARBpBUkbgiCIAiCSCtI3BAEQRAEkVaQuCEIgiAIIq0gcUMQBEEQRFpB4oYgCIIgiLSCxA1BEARBEGkFiRuCIAiCINIKEjcEQRAEQaQVJG4IgiAIgkgrSNwQBEEQBJFWkLghCIIgCCKt6HRTwWOxGD+vqalp61UhCIIgCCJJ5P22vB+vj04nbmpra/l5r1692npVCIIgCIJown48Ly+v3vtYYslIoDQiGo1i+/btyMnJgcViSbmqZKJpy5YtyM3NRTqRzu+NQe+v40KfXccmnT+/dH5vbfH+mFxhwqZ79+6wWuuvqul0kRu2QXr27Nmir8E+5HT8Iqf7e2PQ++u40GfXsUnnzy+d31trv7+GIjYyVFBMEARBEERaQeKGIAiCIIi0gsRNCnG5XLjrrrv4ebqRzu+NQe+v40KfXccmnT+/dH5v7f39dbqCYoIgCIIg0huK3BAEQRAEkVaQuCEIgiAIIq0gcUMQBEEQRFpB4iZFPPvss+jXrx/cbjf22WcffPfdd2jvPPjggxg3bhw3NCwpKcHxxx+P1atX6+5z3nnncbND7Wn8+PG6+wQCAVx99dUoKipCVlYWjj32WGzduhVtzd133x237qWlpcrtrNyM3YcZQmVkZGDy5MlYvnx5h3hvjL59+8a9P3a68sorO9xnN3/+fEyfPp1/Fmw9P/roI93tqfqsKisrcfbZZ3OvDHZil6uqqtr0/YVCIdxyyy3Ya6+9+Hqz+5xzzjncbFQLe8/Gz/P0009v9+8vld/Ftnh/Db03s/9BdnrkkUfa/Wf3YBL7gI76v0fiJgW88847uO6663DHHXdgyZIlmDhxIqZOnYrNmzejPTNv3jy+I/zpp58wZ84chMNhHHHEEfB4PLr7HXXUUdixY4dymjVrlu529t4//PBDvP322/j+++9RV1eHY445BpFIBG3NiBEjdOu+bNky5baHH34Yjz/+OJ5++mn88ssvXPgcfvjhyoiO9v7e2Dpr3xv7DBmnnHJKh/vs2Hdu9OjR/LMwI1Wf1RlnnIHffvsNs2fP5id2mf3ItuX783q9+PXXX/F///d//PyDDz7AmjVr+A7CyMUXX6z7PP/973/rbm+P7y+V38W2eH8NvTfte2Knl156iYuXk046qd1/dvOS2Ad02P891i1FNI/99tsvdtlll+mWDR06NHbrrbd2qE1bXl7OOudi8+bNU5ade+65seOOOy7hY6qqqmIOhyP29ttvK8u2bdsWs1qtsdmzZ8fakrvuuis2evRo09ui0WistLQ09tBDDynL/H5/LC8vL/b888+3+/dmxrXXXhsbMGAAf28d+bNj38EPP/ww5Z/VihUr+HP/9NNPyn0WLFjAl61atarN3p8ZCxcu5PfbtGmTsmzSpEn8M05Ee35/qfgutof3l8xnx97nIYccolvWUT67csM+oCP/71HkppkEg0EsXryYq10t7PqPP/6IjkR1dTU/Lygo0C2fO3cuD1kOHjyYH32Ul5crt7H3zsLq2vfPwpcjR45sF+//zz//5OvDUoYsDLx+/Xq+fMOGDSgrK9OtN/NqmDRpkrLe7f29Gb+Hb7zxBi644ALdzLSO/NnJpOqzWvD/7d1bSFRdGwfwB/ycSIs0kVArA7EgKlICMSyqixAKL6ZoiIEo6iawiJQOl0UE3UQFIV3IZBF1ZRAZBdLYTS8m2cGkA6VmQVjaSbLEdH38H9jDzKjfwOcu197v/weDM3sO7Ie11t7PXgf3P/9od3hZWVnsMxgawTab4nXaIsoxKysrYfuVK1e06x89krW1tQlXz7bHN9W6aHt80NfXJ01NTbJ79+5x73mh7L4lnQO83Pb+dfeWclt/f792vc2bNy9hO16jUngFLkoOHjwoFRUVWikdGF7DMEdhYaFWdHSdb9iwQSs0KjliDAQCkp2dbV38aEiXLl3SgykOOidOnJDVq1freLGzbxOV29u3b/W5zbElwzwAjF9jboMfyi6eW2WFvzi5JsM2m+L99euXHDlyRLvx4+/XEw6HNUnHsMCzZ8/k6NGj8uTJk9hwpM3xuVEXbY7P0dDQoPNXgsFgwnYvlJ2Z4Bzg5bbH5MYlyXcYR0Vx+67jf1J1dbU8ffpUx0vjhUKh2HNU+FWrVukBClcnyQ3YtvhxQHVgsmZ5ebkUFRXpAciZzPj/lJsNsSWrr6/XeHHF5Ieym4gbZTXR522KF1fA6GEcGxvTRQrx0NsRX57FxcVappinU1paanV8btVFW+NzYL4NEhksLPFa2VVPcg7watvjsNQUoZsxLS1tXPaJLtfkbNdWmOV+48YNiUajKe+YnpeXpwclDPcArkQwJIKZ8LbHj1n8SHKw786qqf9Vbl6JDVdQzc3NsmfPHl+WnVtlhc+gBy/Zp0+frIgXic22bdu0ZwNX9KnusoyTYnp6ekJ52hzfVOui7fFhhSxWGqVqhzaW3b5JzgFebntMbqYI3XFY+u10LzrwGkMgNkPWjGwdqzPu3r2r3aapDAwMyLt37/TgBIgdjTQ+fqwEQNerbfFjueLz5891350u4vj9RgPF6gFnv70SWyQS0e7dTZs2+bLs3Cor9NxhTsGDBw9in2ltbdVt0x2vk9jgZIdENScnJ+V3MLyK7znlaXN8btRF2+ND7yniwMoqr5SdSXEO8HTb+yPTlP9lMEscs8Xr6+t1VviBAwdMZmam6enpMTbbu3evznpvaWkxHz58iD2Ghob0/cHBQVNTU2Pu379vuru7TTQaNeXl5aagoMB8//499jtYKTZ//nzT3Nxs2tvbdaUAVin9/v17GqMzuu+IraurS2fpb9682cyePTtWLlgBgPgbGxtNR0eH2b59u8nLy/NEbI7R0VGzcOFCc/jw4YTtXis77O+jR4/0gcPS6dOn9bmzWsitsqqsrDQrVqzQlRp4LF++XOvFdMY3MjJiqqqqdN8fP36c0BaHh4f1+69fvzbHjh0zbW1tWp5NTU26IrOkpMT6+Nysi9MRX6q6Cd++fTMZGRmmrq5u3PdtLru9Kc4BXm57TG5ccv78eVNYWGgCgYApLS1NWE5tKzTUiR6RSETfRwXfuHGjyc3N1eQNJ1Es6ezt7U34nZ8/f5rq6mozd+5cM3PmTK2wyZ+ZDqFQSBsh9j0/P98Eg0HT2dkZex/LHLFcHEsdZ8yYYdauXauN1wuxOe7cuaNl9vLly4TtXis7nPAmqovYZzfLamBgwITDYU1y8cDzL1++TGt8OOFN1hbxPUAciBmx4RiDJf/79+/XeGyPz826OB3xpaqbcOHCBd1nLItOZnPZSYpzgJfbHu8KTkRERL7COTdERETkK0xuiIiIyFeY3BAREZGvMLkhIiIiX2FyQ0RERL7C5IaIiIh8hckNERER+QqTGyIiIvIVJjdE5AktLS16B+GvX79O964QkeX4H4qJyErr1q2TlStXypkzZ2I37Pv8+bPeRRhJDhHRZP4z6TtERBYJBAJ6h2IiolQ4LEVE1tm5c6fcu3dPzp49q700eFy8eDFhWAqvs7Ky5ObNm7JkyRLJyMiQrVu3yo8fP6ShoUEWLVok2dnZsm/fPhkdHY39NnqADh06JAUFBZKZmSllZWU65EVE/sGeGyKyDpKaV69eybJly+T48eO6rbOzc9znhoaG5Ny5c3Lt2jUZHByUYDCoDyQ9t27dkq6uLtmyZYtUVFRIKBTS7+zatUt6enr0O/n5+XL9+nWprKyUjo4OKS4u/uuxEpH7mNwQkXXmzJmjw1DojXGGol68eDHucyMjI1JXVydFRUX6Gj03ly9flr6+Ppk1a5YsXbpU1q9fL9FoVJObN2/eyNWrV+X9+/ea2EBtba3cvn1bIpGInDx58i9HSkR/ApMbIvIsJD9OYgOYbIzhKCQ28ds+fvyoz9vb28UYI4sXL074neHhYcnJyfmLe05EfxKTGyLyrPT09ITXmJMz0baxsTF9jr9paWny8OFD/RsvPiEiIm9jckNEVsKwVPxEYDeUlJTob6InZ82aNa7+NhHZg6uliMhKGF5qbW3Vyb/9/f2x3pepwHBUOByWHTt2SGNjo3R3d0tbW5ucOnVKJyATkT8wuSEiK2GiL4aOMCk4NzdXent7XfldTBxGclNTU6NLyKuqqjSJWrBggSu/T0TTj/+hmIiIiHyFPTdERETkK0xuiIiIyFeY3BAREZGvMLkhIiIiX2FyQ0RERL7C5IaIiIh8hckNERER+QqTGyIiIvIVJjdERETkK0xuiIiIyFeY3BAREZGvMLkhIiIi8ZP/Akh/X3XRqomKAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# ds_a2.volume.sum(dim='rgi_id').plot();\n",
    "# ds_b2.volume.sum(dim='rgi_id').plot();\n",
    "ds_c2.volume.sum(dim='rgi_id').plot();\n",
    "ds_c3.volume.sum(dim='rgi_id').plot();\n",
    "ds_cw.volume.sum(dim='rgi_id').plot();\n",
    "# ds_c3.volume.sum(dim='rgi_id').plot();\n",
    "# ds_o.volume.sum(dim='rgi_id').plot();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "5e834dc7-52f5-4f9a-8376-63dbf5d2c87c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ds_c2.volume.sum(dim='rgi_id').sel(time=slice('1800', None)).plot();\n",
    "ds_c3.volume.sum(dim='rgi_id').sel(time=slice('1800', None)).plot();\n",
    "ds_cw.volume.sum(dim='rgi_id').sel(time=slice('1800', None)).plot();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "3a90f23c-1491-42b8-98ce-1cdf14284a89",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "4bad5bfd-cf43-4628-b5b4-00a759a39af3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "dso.volume.sel(time=slice('1400', None)).sum(dim='rgi_id').plot();\n",
    "dsh.volume.sel(time=slice('1400', None)).sum(dim='rgi_id').plot();\n",
    "dsn.volume.sel(time=slice('1400', None)).sum(dim='rgi_id').plot();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f4437ac3-7f85-45c5-aada-0107df02f938",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.13.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}