{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "2c35e456-4753-4967-af0a-05c62829c22a",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Populating the interactive namespace from numpy and matplotlib\n"
     ]
    }
   ],
   "source": [
    "%pylab ipympl \n",
    "\n",
    "from multizone import mppnp_reader\n",
    "import multizone_plot as mzp"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "93db3aeb-ea39-44e4-9553-6a0c7a567fef",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Reading in data for cycle block 0000001. This may take a while.\n",
      "Searching files, please wait.......\n"
     ]
    },
    {
     "ename": "KeyboardInterrupt",
     "evalue": "",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mKeyboardInterrupt\u001b[0m                         Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-4-20dcf9076d6b>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m      5\u001b[0m                    \u001b[0mingestionpath\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m\"/data/niagara_project/projects/ocmerger_issa2025/CONDITIONS/ingested_abund.ppn\"\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      6\u001b[0m                    \u001b[0mxsectionpath\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m\"/data/niagara_project/projects/ocmerger_issa2025/RUNS/MLT_RUNS/flux_run/fluxes_fixed\"\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 7\u001b[0;31m                    networksetuppath = \"/data/niagara_project/projects/ocmerger_issa2025/RUNS/MLT_RUNS/flux_run/networksetup.txt\")\n\u001b[0m",
      "\u001b[0;32m/user/scratch14_csa/jissa/kproduction_josh/potassium_production/notebooks/multizone.py\u001b[0m in \u001b[0;36m__init__\u001b[0;34m(self, multizonepath, surfpath, same_surf, solarpath, xsectionpath, networksetuppath, initialpath, ingestionpath, ingestspeed, isomers)\u001b[0m\n\u001b[1;32m    169\u001b[0m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0misomers\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0misomers\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    170\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 171\u001b[0;31m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mread_multizone\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    172\u001b[0m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mread_surf\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    173\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/user/scratch14_csa/jissa/kproduction_josh/potassium_production/notebooks/multizone.py\u001b[0m in \u001b[0;36mread_multizone\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m    200\u001b[0m                     \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34mf'Reading in data for cycle block {cycle}. This may take a while.'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    201\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 202\u001b[0;31m                     \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mh5_data\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mcycle\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnuse\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mse\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmultizonepath\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mpattern\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mstr\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcycle\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m+\u001b[0m\u001b[0;34m'.out.h5'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mrewrite\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mTrue\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    203\u001b[0m                     \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mall_isos\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0marray\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlist\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mh5_data\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mcycle\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mse\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0misotopes\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    204\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/usr/local/lib/python3.6/dist-packages/nugridpy/nugridse.py\u001b[0m in \u001b[0;36m__init__\u001b[0;34m(self, sedir, pattern, rewrite, mass, Z, type, output, code_source, exp_type, data_set, verbose)\u001b[0m\n\u001b[1;32m    320\u001b[0m                              \u001b[0;31m# nuutils also just the stable element names\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    321\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 322\u001b[0;31m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mse\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mh5T\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mFiles\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0msedir\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0msefiles\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mrewrite\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mrewrite\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    323\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    324\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0m__del__\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/usr/local/lib/python3.6/dist-packages/nugridpy/h5T.py\u001b[0m in \u001b[0;36m__init__\u001b[0;34m(self, path, fName, pattern, rewrite, verbose)\u001b[0m\n\u001b[1;32m    322\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    323\u001b[0m             \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mh5s\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mstart\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 324\u001b[0;31m             \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mh5s\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mjoin\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    325\u001b[0m             \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mh5sStarted\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mTrue\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    326\u001b[0m             \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mstart\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/usr/lib/python3.6/threading.py\u001b[0m in \u001b[0;36mjoin\u001b[0;34m(self, timeout)\u001b[0m\n\u001b[1;32m   1054\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1055\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0mtimeout\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1056\u001b[0;31m             \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_wait_for_tstate_lock\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1057\u001b[0m         \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1058\u001b[0m             \u001b[0;31m# the behavior of a negative timeout isn't documented, but\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/usr/lib/python3.6/threading.py\u001b[0m in \u001b[0;36m_wait_for_tstate_lock\u001b[0;34m(self, block, timeout)\u001b[0m\n\u001b[1;32m   1070\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0mlock\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m  \u001b[0;31m# already determined that the C code is done\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1071\u001b[0m             \u001b[0;32massert\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_is_stopped\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1072\u001b[0;31m         \u001b[0;32melif\u001b[0m \u001b[0mlock\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0macquire\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mblock\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtimeout\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1073\u001b[0m             \u001b[0mlock\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mrelease\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1074\u001b[0m             \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_stop\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mKeyboardInterrupt\u001b[0m: "
     ]
    }
   ],
   "source": [
    "MLT = mppnp_reader(initialpath = \"/data/niagara_project/projects/ocmerger_issa2025/CONDITIONS/initial_abund.dat\",\n",
    "                   solarpath = \"/data/niagara_project/projects/ocmerger_issa2025/CONDITIONS/iniab2.0E-02GN93.ppn\",\n",
    "                   multizonepath = \"/data/niagara_project/projects/ocmerger_issa2025/RUNS/MLT_RUNS/hif7.95E+03/H5_out\",\n",
    "                   surfpath = \"/data/niagara_project/projects/ocmerger_issa2025/RUNS/MLT_RUNS/hif7.95E+03/H5_surf\",\n",
    "                   ingestionpath = \"/data/niagara_project/projects/ocmerger_issa2025/CONDITIONS/ingested_abund.ppn\",\n",
    "                   xsectionpath = \"/data/niagara_project/projects/ocmerger_issa2025/RUNS/MLT_RUNS/flux_run/fluxes_fixed\",\n",
    "                   networksetuppath = \"/data/niagara_project/projects/ocmerger_issa2025/RUNS/MLT_RUNS/flux_run/networksetup.txt\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 103,
   "id": "683186ee-6fba-4bdb-919e-1d2fd5283ca6",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " reading ['iso_massf']...100%"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "760e8df61d604a7cb92026f73682213b",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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CAOCDDz7QuN/c3FzlOfn/7trqxpvV1549e7B48WIEBQXh2rVraNeunU7PTzU9OgbLQNAAi6KoV5mYmMDZ2bmpq6G1S5cuITc3F4cPH4anp6fyMXbsWADQONhdMTuxKltbW0ilUrVleNLS0iAQCNTGZuXn5wMA5s6dW2sdExMTwefz1Wb1icViJCcnw9fXV2V7UVERzMzMNNazITp06ICoqCiIRCIMGjRIreWMav5oC5aBoAEWRTV/CxcurHbfq8kyqwYD//zzD27evKlWxs/PD1wuFx999FG15321ZeXDDz/Usra6FxkZCXt7e+zcuVNt3/Hjx3HixAns3r271mBF0XWXnp6uEvAoAqkWLVqoHL9u3TqN2zVJSEhQ66YEKtNCiMVijBkzRmV7eno62rdvX+t568Pf3x8nT57E8OHDMWjQIFy7dg12dnZ6uRbV+GiAZSA0LcdAUVTzUpd1+aoe27NnT9y7d0/le4DD4aB79+51Pm99x181lEgkwvHjxxEaGqrSFarg7OyMQ4cO4fTp0xg3blyN5+rVqxcAICYmRiXAsrKyAlDZCqVw8OBBXL16FUBlK1RtEhMTkZ+fj9TUVHh6egKoDNzWrVuHIUOGqGWej42NxcSJE2s9b30FBgbi0KFDCA0NRVBQEKKjo8Hj8fR2Parx0C5CAyGRSJpsajZFUU2Ly+Vi2LBh6N27t/IxbNiwZjXx5fTp0xAIBAgODta4/6233tI66aiHhwc6deqECxcuqGxv3749WrdujR07dmDVqlVYs2YNPvzwQ2UX5OrVq5VjrBQYhkG/fv0AVA4sz8/Ph6+vL0aMGIEdO3Zg/fr18PPzg0wmQ3h4uErZO3fuoLCwECNHjtT2baiXUaNGYe/evYiNjUVwcLBWgSJl+GgLlgFwcHCAk5NTU1eDoqgmpBiv1FxFRkaCy+Vi0KBBGvezWCwMHz4ckZGRKCgoqPV806dPx8qVKyESiZRdiiwWC8ePH8ecOXOwfv16mJmZ4T//+Q++/vprWFhY4Oeff0a/fv2U6wIKhUIAUH6/KoKvffv24ccff8TKlStBCMHQoUOxceNGtfFuR44cgZubGwYMGFC/N6UOpk2bhsLCQnz66acIDQ3FiRMnVGadUs0PQ2izSZPJzs6Gq6srsrKyql1GgaIowyIWi5Geno7WrVs3qxam5qa4uBgeHh7YsGFDvceVRUVFYcSIEYiLi4OPjw+2bduGTz/9FKWlpeBwODWWLS8vR6tWrbBs2TIsWLCgXtdvDLV9Hul9punQLkKKoijK4FhZWWHJkiXKTOj1ER0djfHjxytbtBISEuDh4VFrcAVUDno3NjZuspQXVPNHAywAM2fOBMMwWi9VMHXqVDAMo/aomrSuLm7duoW///4bMTExyM7Ortc5KIqiXjdLly7F/fv31WZgamvjxo04ePCg8nliYqLWMwJnz56NzMxMrYIxCsjNzcWyZcvQv39/WFpagmEYXL58WevyirUpX30051biN76DNyYmBvv376/zH5HD4WDfvn0q2xQzXOqq6rRgR0dHZGRkGOQ/6qysLOU0aU3s7e1pEzRFUQaJEIKkpCRlhnlKtx48eID169fD09MTPj4++Oeff+p1nh9++EEliaymlBrNxRsdYBFCMH/+fEyePBkXL16sU1kjIyNMmjRJp/VhsVhwdXWt05TsxlJeXo4ePXrg+fPn1R5jyMEhRVFvNoZhlIPeKd3z8/NDQUEB+Hw+jh49itDQ0HqdJyQkRKt8Zs3BGx1g/fLLL0hMTMTx48frHGABlcs2lJaW6ixniVwux7x58/D06VOw2Wyw2WwYGxvDxMQEHA6nSSN5ExMTuLm5IT8/X+N4CEMODqtDW+QoiqJ0w9LSUifnIYSgpKRE2c3YnL2xAZZAIMDSpUvx+eefw9HRsc7ly8rKwOPxUFZWBhsbG0yYMAHr16/XuD5WXVRdU+xVbDZbGWwpHrU953K5ymUeqj602Vb1ubGxMb7++msEBQVprJtcLsfXX3/dbP5B0BY5iqIow+Ph4QGhUAhzc3O899572Lx5c63rSxqqNzbA+uqrr2BqalrryuuaODk5YcmSJejWrRvkcjnOnz+PXbt2IS4uDpcvX642d0l5eblKpuZX19lS3MhlMhlkMpla4lGZTAaRSFTtoq/6xGKxwOVyYWRkBKlUqrbf2toa+/fvx9GjR2Fubq72sLCw0Lhd8TAzM2vU4Ox1bJGjKIqqjkAgQElJifK54ke4obCxscEnn3yCXr16gcPh4Nq1a9i5cydu3bqFmJiYZpndvtkHWHK5XOt1/DgcDhiGwcOHD7F9+3YcOnSoXh8wxbpXCuPHj4eXlxe++OILHD16FOPHj6+23Jo1a9S2MwyDDh064J9//lFpZiWEoKKiAhKJRBmcVf1/bZ4rAjLFo6ysrNZtVZ8rgjy5XI6ysrJq35OXL1/i8OHDdX4vqzIzM6tTUKY4RvGwtLRUe25ubq6xa5VhmNeqRY52d1IUVZMOHTqoPF+1ahVWr16t8dj63Fcb6tVcY2PGjIG/vz8mTpyIXbt2YdmyZQ2+RmNr9gHW1atXtZ4VkpKSAm9vbyxYsAC9e/dWW9SzIRYtWoQvv/wSFy5cqDbAWr58ORYvXqx8npOTgw4dOoAQgo8//ljteIZhYGJiAhMTkwZ3PdYHIQQSiUQl6CorK8O4cePw4MEDyOVysFgsuLu7Y+nSpSgrK0NpaWm1D6FQqLatamtcWVkZysrKagwU6sPU1FRjAGZhYQFbW1sUFhaqtBYyDIPWrVtDKpXi6tWragGcubl5vaeN6wPt7qQoqjbJyclwcXFRPq/pu6A+91V9eP/99/Gf//wHFy5coAFWU/D29kZERIRWxzo5OeHSpUs4f/48jh8/joyMDOU+qVQKkUiEjIwM8Pn8OjdHmpqaKm/W1Xm1SVbRXNuxY0eMHj3a4LqjGIZR1tna2lq5fevWrcqWH7lcjh9++AFDhgyp1zUULWN1Ccpe3f/qQyAQQCgUQiaTAYCyNU7bwI0QgrS0tBrzopmZmVXbaqbtc8X/W1paNqiLlHZ3UhRVG0tLS63va3W9r+qTq6trjfdVQ9bsAyxHR0dMnTpV6+MzMzMBAKNHj1bbl5OTg9atW2Pr1q1YuHBhneohEAjw4sUL2NnZ1akcAHzxxRf1GmjfVAYPHowePXrg9u3b6NGjBwYPHlzvc7FYLGXAoUuEEJSXl6sEXK8GYIr/3759O549ewZCCBiGAY/HQ+fOnVUCOEUZRQCjaG3Ly8vTSX0V74OlpaVK4FX1UdO2KVOm4Pbt2xrP3dy6OwHa5UlRTamu91V9IYQgIyMDXbt2beqq1EuzD7DqasCAAThx4oTa9lmzZsHd3R1ffPGFclkFAHj8+DEAoE2bNgAq132qqKhQm5L69ddfgxBS7Ziemrzzzjt1LtOUGIZBWFgY5s+fj7CwMIO8cSsyAHO53FpzqnTp0kX5dyOE4Ndff9XYIkcIgVgsrjVo0/a5YhtQGQSVlJSoDELVFS6XixUrVmD9+vV1CtqqPkxNTRvt70y7PCnq9ZaZmYmysjKVrsX8/Hy1BooffvgB+fn59bqvGoI3LsByc3ODm5ub2vaFCxfCwcEB7733nsr2wMBAAFB2Jz579gxdu3bFhAkTlB+OP/74A1FRUQgKCsLIkSPrXCeJRIKysjKYmJg0m9XTBw4ciOTk5Kauhk5o2yLHMIwybUV9Wio1UXSRKgKuqoHXq9uq267YVlRUBLFYrHYNsViMmJiYBtXz1Ra2ugZor26vKWB73bo8JRIJKioqqt2vyHVHUc3dN998AwBISkoCUJlr8u+//wYArFixQnnc5MmTceXKFZWxr+7u7hg3bhx8fHzA5XLx999/4/Dhw+jSpQs++uijRnwVutM87uYGxNraGiNGjMBff/2Fn376CTKZDG3btkVYWBg+/fTTeg1+zs3NRUlJCVxdXWFra6uHWlM1acoWuapdpA0dy0AIgb+/P+7evQuZTAYWiwVvb298//33Kq1odQna9NXCxmKxagzQ7O3tq13gVy6XY+rUqUhLS1OWb8wWtrqQy+VISUmpNcDy8fExqIkTFFUfX375pcrz8PBw5f9XDbA0mThxIm7cuIFjx45BLBbD3d0dS5YswRdffAEzMzO91FffGPJqsiWq0WRnZ8PV1RXXr1+HmZkZWrZs+dosEUA1jT/++EOlOf38+fP1noAAVAYIpaWlWgVj2rTAlZaW6uJlqmGz2WoTB+raqlZ1W00Bm1gsRnp6Olq3bl3rGqaEENy/f7/G121ubg5vb2+DDBApw1fb51Fxn8nKyqLjFhsZbcEyAIovVhrrUg2lywkIwL8tTbpaBuPVgK2mAC0hIQHHjx9XO4ezszPkcrlKwCaTyVBcXIzi4mKd1LNqwPZqIObm5oaxY8fC1NQUJiYmYLPZYLFYyuWtFP+v+K+TkxMePXpU7bWcnZ0NKriaNWsWzpw5g9LSUri7uyMsLAzvvvsuAOD27duYP38+kpKSYGtri08//VRlMPSb0N1Z0/uTlJSEOXPm4N69e2jZsiV27dqFfv36NW2FqSZDAywDQAMsSlcMfQJCXQI2Qgh69uyJ2NhYyGQysNlsdOvWDTdv3lS+Lk0BW33HsGkbsLm7u2PYsGF48eJFg98PNpuNgoICvHz5Ui1Qq+7BMIxe/66LFy/Gd999Bw6Hg9u3b2PgwIFIS0uDjY0N3n//fQwYMADbt2/Hw4cP8dFHH8He3h6tW7cG8GZ0d1b3/vB4PIwcORLz589HdHQ0oqOjERISggcPHtChH28oGmAZAMWXUXVjTiiqLl6XCQivZtuXyWRq6Sb00cL26kzPVwMxmUwGKysr2NragmEYyOVy5fJWiv+v+t+ayGSyOuf4YRhGJeDSJiirLlDTpOrMLoZhIJFIkJOTAz6fj6dPn2LIkCHK8X2tWrVCRkaGMsAyMTHRafC3YcMGhIeHIzk5uVGDtt27dyMsLAypqalqM1Wre39yc3NRVFSE+fPnA6j8d9i1a1ecOHECM2bMaLS6U4aDBlgGgLZgUZRmuu7yrA2LxQKPx6sxIaNizIuTk5NWY7AUwVZqaqrKygUcDgcODg5qQdmrwVrVh+KcUqlU45qgdX2trwZdLBYLRkZG+PLLL3HkyBGUl5dj4MCBcHFxQUlJCWbMmIHff/8dH374IR48eIBnz56ppLWp2t25a9cuzJ07F/7+/rh582ad61dSUoL169dj06ZNeguuqpvhGRoailWrVmHnzp0qq28ofPzxx4iIiIBYLMawYcPg4+ODpKQkte9wQohyRh0A7N+/H9OmTcPt27fRvXt35fbi4mIMGjQI8fHxOHnyZLNNS0CpogGWAaABFkVpZuhdnrWp2trUsmVLpKamKve5ubnByspK63NVDdbq+ni1lQ2obK2Ty+UaA4wFCxbgk08+wZ07d/D48WOkp6cDADp16oTVq1crs3yvWLFCOTGHxWIhNzcXeXl5YLPZCA8Ph6urK27duoWbN2/C09MTRkZGGoM6TcLDwyGVSjFhwgSt36O6qG2GZ1BQEDZt2oQFCxaorWe6a9cufPfdd7h8+TISExPBMAzatWsHa2trbNmyBfPmzcPFixdx5coVeHh41FiPkpISDB48GPHx8Thx4gQNrl4jNMAyAObm5rC2toa5uXlTV4WiDM7r0uXJ4/Fgbm6O0tJSmJub13k5rqrBWkMoAittArOgoCDMmDEDXl5e8PHxwaJFi7By5Ur07dsXaWlpmD9/Ptq2bQtvb29l9ypQuSrGnTt3sGHDBqxbtw7h4eGYOXOmxvpUbUmTSCSwtLQEm83Gnj17MHDgQOX4NDabXacArTaKtV6rC7AGDhyIn3/+GZcvX1bmQ6yKzWYjMDAQ27Ztg6enJ4YNG4aTJ09i3rx5WLt2Lbp3745x48bVOHNPIBBgyJAhuHfvHo4fP46hQ4fW67VQhun1HYnYjFhaWsLJyanOX7gURTUfDMPAxcUFXC4XLi4uTdYap+gG5HA4MDMzg6WlJaytrWFrawt7e3s4OTmhZcuWcHd3h4eHBzgcDsrLy2FsbAxLS0t89tlnsLS0hKenJ3x9fREbGwsulwtPT094eHjA3d0dN27cgJWVFUaNGoVhw4bhzz//VKa/MDExAYvFwo8//ogePXrg0aNHWLp0KXr37o0JEyaguLgYCQkJuH//Pnx8fJCdnY0nT54gLS0NDx8+REpKCgYPHgxfX1+EhYWhXbt2yvd02bJlSE1NRVpaGp48eYLs7Gw8e/YM+fn5KCwsRElJCaZOnYoWLVrg0KFDcHZ2Vnlvrl+/jh49euDvv/9G+/btYWNjg9OnT9f4fkqlUuUsUV9fX1y5cgUFBQX4448/kJaWBn9/f43lhEIhgoKCEBsbi2PHjmH48OG6+QNTBoO2YFEURTUSHo+HTp06qWx7UiBCCwsTmHMa1jKlC8XFxTh37hyCg4PB5XJx4sQJREdHY926dWjdujXKyspw+vRp9O3bF3/++Sfu3buH0aNHw9XVVaW78/Tp0wgJCUHbtm3x0UcfITIyEgKBAD169FAeo0isu3r1arRp0warV6+GXC5Hq1atlGO2evfuDVtbW0ilUpWWtcePH0MkEmHjxo0IDQ3FyJEjcerUKaxfvx6Ojo7o06dPta/Rz88P0dHRWLFiBby8vJTbCSHYuXMnunbtij59+ihnRF65cgUvX76EkZERhEIh/vzzT7z33nswMzNTeX8AID4+Hl5eXpDL5di5cyfkcrnGLr/S0lIMHToUt2/fxtGjR2tcWF5bikH2r6ppySlKv2iAZQCkUinEYjFYLNZrn0OGoihVsZnF+DP5BQZ3aIHBHeyaNNBiGAZ79+7Fxx9/DEII2rZti4MHD6JLly4AgN9++w1Lly7F48ePYWlpqUzbULX1/c6dO7h//z6+++47AECfPn3QsmVLREZGqgRYiha8Ll264ODBgyr1ePbsGYDKAOvVheAFAgFyc3NhaWmJ69evw9PTE1KpFLNnz0anTp1w7do1jB8/Xq27UxGkBQQEIC0tDd999x2kUqlyebLff/8dqamp+O9//wsAqKiogK2tLW7evKlsoRIKhdixYwfmzp0LQgjc3Nzw7bffwtTUFI8ePcL27dtx9OhRyOVy9O3bFxERESgpKVF2bSrGv02ZMgVPnz7FkSNHEBwc3OC/GyEEoaGhuHPnToPPRekODbAMQHFxMV6+fAlra2u0atWqqatDUVQ9lVdU3kBNjP7NVSWVySGTAywWYMxmqR1LCCCSyHHqXh7+THqBQG9bDOzQAtZmxmrHGhsxYCnOKyeQyQgYBjAxqnJeqRwco/qN/uDxeIiOjq52/5AhQ5QrA5SUlCAzM1OtuzMyMhIODg7o378/gMpAaty4cThw4AA2b96sNoZs9uzZatcpKCiAkZGRWnAFQDlbb9myZcrWQA6HAw8PD7Rv3x55eXlwdHSs8XUOGDAA27Ztg4WFBTw8PPDgwQPs2bMH/fr1g6+vL4yNjWFtbQ07OzuUl5crx2ux2Wzs3r1b7XwCgQAAMGfOHMyZM0e5vbS0FA8fPlQ+f/LkCYDKANLExARSqRSpqakq48tq+m91480YhoGTkxNYLBZN92NAaIBlABiGASGEziKkqGbuowOJAIAdEzqAx638eo1KzMfx2OcI8OJj+tv/DniedzgJEinBoPb/JqEUVchxNiEfvyflY4SvvbJF69MjKRCUy7D2PS+42FSmhvg7tRD7b+SgqxsPCwJbKc/x+YkH2BzaXu+vVVN3p0wmw+HDh9G/f3/lzEMA6NmzJzZv3oyLFy+qpdpQ5NDSVkJCAgDggw8+0Lhfm8lCbdu2BQBkZGSgU6dO+OOPP/D8+XNs27YNANCqVStYWVnB2toaANChQweYmpoCqGwtqtoipkiZ8eo2TfsUli9fjq1bt2LmzJn48ccftf5hzTAMjIyMVAb7E0Lw4sULWFlZ0eDKwNAAywDQNA0URVUlkwOn7uXh70dFWBbUpqmro7VLly4hNzcXhw8fxuHDh9X2R0ZGqgVYisClKsW4K4FAoJZENjExEXw+X212nlgsRnJyMubNm1drPT08PMBisZCamgqBQIAtW7bgvffeQ+vWrVVmeBYVFcHMzEyljlWDnLoghCAuLg4AEBgYiICAAAQHB2PhwoU4deoUHB0dawzUFOeoqKhQm/lYWlqKv//+u071ofSPBlgGhP76oKjmbc+kyhYdE6N/u8yGdbLDkA52eLV357vxHQEA5xLy1M5jaszC4I7/jsna9P8tUsZVztvHk49eHjZ4dTJi2Kh2ungp9RIZGQl7e3vs3LlTbd/x48dx4sQJ7N69W2NQVZUiW3p6ejp8fX1V9iUkJGhMVaFI/DlmzJha68nhcODi4oLU1FRs3LgRAoEAX3/9NWQymUqXZ3p6Otq3101rIMMwyi4+LpeLPn364OTJkxg+fDgmTpyIa9euwcXFRWNZRauZpuBLIpFAJpNh0aJFuH37NiIjI3VSX6rhaIBlAFgsFmQyGW3BoqhmjmOsPkbGiM2CkYZx64pjqwZIpiYsjYPdNZ6XxcCIpZ7qob7jrxpKJBLh+PHjCA0NRUhIiNp+Z2dnHDp0CKdPn8a4ceNqPFevXr0AADExMWoBVmJiIvLz85GamgpPT08AQH5+PtatW4chQ4agZ8+eWtW3bdu2uHHjBh49eoR58+ZpDKRiY2MxceJErc5XH4GBgTh06BBCQ0MRFBSE6Ohojel6qraavbp0j1gsRklJCT766CPMnz8fDx8+VFm/s2PHjoiPj9fba6CqR/NgGQDaRUhRbzZTExZGdrHHppD2GNXV0SBSNtTV6dOnIRAIqp0V99Zbb8HOzk6rFhYPDw906tQJFy5cUNn+/Plz5Ofnw9fXFyNGjMCOHTuwfv16+Pn5QSaTITw8XOV4hmHQr18/jddo27Yt4uLiYGxsjOXLl6vtv3PnDgoLCzFy5Mha69sQo0aNwt69exEbG4vg4GCIxeJ6n0uxfqdiWSWZTIbPPvtMV1Wl6ogGWAaABlgU9ebq5mbVrAMrhcjISHC5XAwaNEjjfhaLheHDh+P8+fMoKCio9XzTp0/HmTNnVNZvVAxw37dvHwICArBy5UqEhYWhd+/e+N///qeSOFSRVV6Rb+tVbdpUjm1btmwZbGxs1PYfOXIEbm5uGDBgQK11bahp06Zh06ZNuHLlCkJDQxu0zqRi/U4A6NGjB/r27auralJ1Ragmk5WVRQCQR48ekezsbPL8+fOmrhJFUbUQiUQkOTmZiESipq7Ka+3ly5eEz+eTffv2Kbdt3bqVsNlsIhaLay1/7tw5wjAMiY+P17h/y5YtBAApLCxU2ycWi4mjoyPZtm1b/V9AI9H0efzrr79I+/btyV9//aW8z2RlZTVhLd9MtAXLACgGXNrb2zd1VSiKogyClZUVlixZgo0bNyonACUkJCiX76lNdHQ0xo8fDx8fH437ExMT0bJlS42tVxERETA2NtaYo6s5UKzfOXDgwKauyhuNBlgURVGUQVq6dCnu37+vnH2XmJio9ay+jRs3qmWIryohIaHa4Gv27NnIzMzUKpCjqOrQAMsAEEIgkUggkUiauioURVEGiRCCpKQknaRNIIQgOTlZLVEqRekSTdNgACQSCZKTk8Fms6v9RUVRFPUmYxhGOXDdkM5FUdWhLVgGgM4ipCiKoqjXCw2wDIAiwKKZ3CmKoijq9UADLANQdSV62opFURRFUc3fGxlg7d+/HwzDaHw8e/ZMq3OkpKQgKCgIFhYW4PP5+OCDD5Cfn1+v+rBYLLRo0QJ2dnb1Kk9RFEVRTenixYuYPn06vLy8YGZmBg8PD8yYMQO5ublanyMnJwdjx46FtbU1eDweRo4cibS0ND3WWr/e6EHuX331FVq3bq2yzdrautZy2dnZCAgIgJWVFcLCwiAUCrFp0yYkJCTg1q1bMDExqVM9WCyW2srwtzNeQiSRo5s7Dy8EEmQWivGOp41KaxdFURRFGYKlS5eisLAQoaGh8PT0RFpaGr7//nucPXsW9+7dg6OjY43lhUIh+vfvj+LiYnz++ecwNjbG1q1b0bdvX9y7dw+2traN9Ep0540OsIYOHYru3bvXuVxYWBhKS0tx584duLm5AQD8/f0xaNAg7N+/H7NmzWpw3SJvPsXLMincbT2x+swjAIAFh41u7lYNPjdFURRF6dKWLVvQp08fZc4yAAgKCkLfvn3x/fff45tvvqmx/K5du5Camopbt24pl/oZOnQoOnXqhM2bNyMsLEyv9deHN7KLsCqBQKBcGFNbx44dw4gRI5TBFVCZOdfLywu//fZbg+tUXiHHy7LKtaiM2P+2WFly3+h4mKIoijJQAQEBKsGVYhufz0dKSkqt5Y8ePYoePXoogysA8Pb2RmBgoE7uq03hjQ6w+vfvDx6PBzMzMwQHByM1NbXWMjk5OcjLy9PY8uXv74+7d+82uF6iisqAjwHgbMXBvsmd8OMHndDGzqzB56YoiqKoxiAUCiEUCtGiRYsaj5PL5YiPj6/2vvr48WMIBAJ9VVNv3sgmETMzM0ydOlUZYN25cwdbtmxB7969ERsbC1dX12rLKgbsaVqh3cnJCYWFhSgvL9e4xEJ5eTnKy8uVz6v7wHCNWZj2dktIZXIwDKPSikVRFEVRdSUQCFBSUqJ8zuFw9L4U0LZt2yCRSDBu3Lgaj1PcN6u7rwLA06dP0a5dO73UU1+afYAll8u1XmKGw+GAYRiMHTsWY8eOVW5/7733MGTIEAQEBGDt2rXYvXt3tecQiUTKc72Ky+Uqj9G0f926dVizZk2t9eQas9HXi698XiaR4WJKAQqEEkx9u2UNJSmKoihKXYcOHVSer1q1CqtXr9Z4bH3uq6+6evUq1qxZg7Fjx2LAgAE1nkPb+2pz0+wDrKtXr6J///5aHZuSkgJvb2+N+/r06YOePXviwoULNZ7D1NQUAFRaohTEYrHKMa9avnw5Fi9erHyek5Oj9qFX2H0lE4/zyzC5lwvu5wpxLqEyBcRoP0fw6FgsiqIoqg6Sk5Ph4uKifF5T61VD76v379/HqFGj0KlTJ+zbt6/WczTkvmrImv2d2tvbGxEREVodq6n5sSpXV1c8ePBAq3Noyu2Rm5sLPp9f7Qf31SbZqs21VYkkMiTmCCAsl0EkkeHvR0UAAP/WVm/2oDmKovRu1qxZOHPmDEpLS+Hu7o6wsDC8++67AICkpCTMmTMH9+7dQ8uWLbFr1y7069evaSvcBJrje2RpaQkej6fVsQ25r2ZlZWHw4MGwsrJCVFQULC0taz2H4r5Z3X0VAJydnbWqj0EhlJKfnx/x8vKq9Tg7OzsSGhqqtt3Ly4sMGDBA6+tlZWURACQrK0tl+93MYjIlPI5MCY8jAlEFORH7jBy8mUMKSyVan5uiKP0QiUQkOTmZiESipq6KXqSkpBCxWEwIIeTWrVuEx+ORFy9eEIlEQtq0aUO2b99OpFIp+euvv4itrS158eJFE9e48RnSe1Tb57G6+4w+vHjxgnh7exN7e3vy8OHDOpXt3r076dGjh9r2QYMGEQ8PD11VsVG9kQ0imjKuR0VF4c6dOwgKClLZ/vjxYzx+/Fhl25gxY3D27FlkZWUpt128eBEPHz5EaGioTupoyWWjk4sFLLhGeK+rAyb4O8PGzFgn56YoiqqOt7e3sqWdYRhIJBLk5OTgwYMHKCoqwvz588FmszFw4EB07doVJ06c0FtdNmzYAG9v7yZZp3X37t1wc3PT2G1lSO+RoSgtLcWwYcOQk5ODqKgoeHp6VntsZmYm7t+/r7ItJCQEt2/fRkxMjHLbgwcPcOnSJZ3dVxtdU0d4TaFt27YkNDSUrF+/nuzevZvMmjWLGBkZEVdXV/Ls2TOVY93d3Ym7u7vKtszMTGJra0vatGlDduzYQcLCwoiNjQ3x8fFR/qrRRl1/WYglMvLwmVDr81MUpXuvewsWIYTMmTOHcLlcAoAMGzaMyOVykpCQQGxsbFSOCwwMJAsXLtR4jp07dxIAxN/fv151KC4uJnw+n4SHh9erfEOJRCLi4OBAtm/frnF/fd+jiIgIAoDcvn1b5biXL1+SHj16EA6HQ37//fc61dMQWrBGjhxJAJDp06eTX375ReVx4sQJlWP79u1LXg0/SkpKSJs2bYi9vT3ZsGED2bp1K3F1dSXOzs4kLy9Pr3XXlzcywPriiy9Ily5diJWVFTE2NiZubm5kzpw5asEVIZoDLEIISUxMJIMHDyZmZmbE2tqaTJw4UWP5mtT0wX+cV0r+97iI5BSJSIVMTkQSKZm+P55MCY8jRbSrkKKazJsQYBFCiFQqJRcuXCDbtm0jhBAikUhI69atyebNm4lEIiG///47MTIyIjNnztRYvnfv3qRVq1YEAElNTa3z9bdu3Up4PF6Tvs9Lliwh7u7uRC6Xa9xfn/dIU4BVXFxM/P39CYfDIVFRUXWqo6EEWO7u7gSAxser91BNAZairiEhIYTH4xELCwsyYsSIen12DMUbGWAZipo++D9eySRTwuPIufjnZPYvCWRKeByZ8VM8mXcoibZiUVQTelMCLIURI0aQc+fOEUIIiYuLIwEBAYTP55PBgweTiRMnkjVr1qiVSUtLIwDI8ePHiZ2dHVm9erVW1xIK//1u8/X1JZMmTdLNi6inmJgYAoBcvHixxuPq8h69GmCVlJSQt956i5iYmJCzZ8/WuY6GEmBR6t7IMViG7mbaS1x/XDlz0MbMGIRUbv9qpCd2jO8ATwfzJqwdRVFvEqlUikePKtdD9fX1xZUrV1BQUIA//vgDaWlp8Pf3VysTGRkJGxsbDB8+HCEhIYiMjFQ7ZvXq1WAYBsnJyXj//fdhY2ODPn36AADS09MRHx+PgQMHaqxTcHAw/Pz8cPDgQXTp0gWmpqZo1aoVtm7dqtVr6t+/PwICAhAbG4uhQ4fC0tISLi4u2L59u8pxfn5+4PP5OHXqlM7fI6Ay03lQUBBiY2Nx7NgxDB8+XKv6U80DDbAM0JOCyoRqQR1boFcbG2we2x7fv98BDpb/pnhIzBHg+0tPUCKSNlU1KYp6zRQXF+PgwYMQCoWQSqU4cuQIoqOjERAQAACIj4+HWCxGWVkZNm7cCLlcrjYxCKgMsEaPHg0TExNMmDABqampuH37tsZrhoaGoqysDGFhYZg5cyYA4MaNGwCAbt26aSyTkJCArKwsfPLJJwgODsamTZtgY2ODxYsX49y5c7W+zoSEBLx8+RLvvvsu/Pz8sGnTJjg5OWHRokVISEhQObZbt264fv26zt+j0tJSDB06FLdv38aRI0cwYsSIWutNNS/NPg/W66irGw9WZkZwt61MrGbOYasd80fSCyTkCODtaI6BHWpe54miqOZDXCEH17hpfvsyDIO9e/fi448/BiEEbdu2VbYSAUBERAQiIiIgl8sxaNAgnDx5Uu0cd+7cwf379/Hdd98BqEzi3LJlS0RGRqos5KvQuXNnHDx4UGWbYoZZ69at1Y4XCAR48uQJLC0tcfPmTWWSy7Fjx8Ld3R2RkZE1tgTl5uaioKAALBYLsbGxaNmycnWMgIAAdOjQAXfv3oWPj4/yeA8PD/zyyy86fY8AYMqUKXj69CmOHDmC4ODgautLNV80wDJAng7mGrsBn5eU49S952AxDMxMKr+A5aSxa0dRlD7dyihFgGftyRn1gcfjITo6utr9W7durbUbLjIyEg4ODspM4AzDYNy4cThw4AA2b94MNlv1B+Ps2bPVzlFQUAAjIyNYWFio7UtKSgIhBMuWLVPJIG5nZ4f27durpM/RRNFCtWrVKmVwBQDGxpVpcExMTFSOt7GxgUgkQllZGczMzHTyHgHA8+fPweVya1z7lmreaBehgYq+X4AvTz7E6XvPcer/H6XlMtx4/BIxT4oxsosDVgxvg54eVk1dVYqi/l+FjNT5ISf//koqLK3Ak0IJCkqlDTpvU5HJZDh8+DD69++P9PR0PHr0CI8ePULPnj3x/PlzXLx4Ua2MplaqmigCpA8++EDjfnPzmseoKsq/9957KtsVrWavLihM/v/vo2m9vYbYs2cPTExMEBQUVOsKIlTzRFuwDFCBUIKMAhGyisTwsDPD1YeFIAB6t7FBiJ8jWliYQCon4BixwDVW7z6kKKppHI4prHOZ3q3NIZERSGQE2UWVC+xeSCmBtyMXJmwGbew4OBn3EuVS7QOnD3ra1rkeunDp0iXk5ubi8OHDOHz4sNr+yMhIDB48WGWbpjXmbG1tIZVKIRAI1JZaSUxMBJ/PV2l9AirXrEtOTsa8efNqrGN8fDwcHR1V1uUDgLi4OBgZGamtD1tUVAQzMzOdr4XXoUMHREVFITAwEIMGDcL169dpa9ZrhgZYBmjftSykPCvFO542GNKxBdgsBnJCYMFhY4SvPQDgs6P3kS+QYMXwNmhrT2cVUlRzZcRm4Mo3wfU0IQrLZAAAiYygsEyKtz0sYGLUfDoaIiMjYW9vj507d6rtO378OE6cOIHdu3fXGqwouv7S09Ph6+ursi8hIUGtmxGoHPskFosxZsyYGs+dkJCAzp07q22Pj4+Hl5eX2lqy6enpaN++fY3nrC9/f3+cPHkSw4cPx6BBg3Dt2jXY2dnp5VpU46MBlgFisRgYsxl0c+PB2ZqLyb1c1I4pk1R+Ef/9qAiEAI5WHFhy6Z+ToprS+O78OpdhswAWw4BvZoTsogrldr6ZkTK4GtXFRmd11BeRSITjx48jNDQUISEhavudnZ1x6NAhnD59GuPGjavxXL169QIAxMTEqAVYiYmJyM/PR2pqqnI5lvz8fKxbtw5DhgxBz549qz2vTCZDSkoKBg0apLYvLi4OXbt2VdseGxuLiRMn1ljfhggMDMShQ4cQGhqKoKAgREdHa70oM2XYms9PozfIZ0M8sHeyD7q6qY+vKiqtwJMCEQZ4V3YBXH5QiLVRjxGbWdLY1aQo6hXGbKbOD1aVsT3GbAYeLTgwZjMNOm9TOH36NAQCQbUz4t566y3Y2dlpzIn1Kg8PD3Tq1AkXLlxQ2f78+XPk5+fD19cXI0aMwI4dO7B+/Xr4+flBJpMhPDxc5XiGYdCvXz/l89TUVIjFYrUWLJFIhEePHqkFc3fu3EFhYSFGjhxZa50bYtSoUdi7dy9iY2MRHBwMsVis1+tRjYM2eRiootIKPCkUwYLDVukCjLz5FDFPiuHjYglvR3Pcf1YKOwsT8GjrFUU1a642JmjvyIWJEQsSqRzC8sZf4LghIiMjweVyNbYOAQCLxcLw4cMRGRmJgoKCWs83ffp0rFy5EiKRSNmlqBigvm/fPvz4449YuXIlCCEYOnQoNm7cCGdnZ2V5oVAIAHByclJuU5R/NcBKTEyETCZTC7COHDkCNzc3DBgwoNb6NtS0adNQWFiITz/9FKGhoThx4gSMjOj3enPGEELoRP8mkp2dDVdXV2RlZakN2LzxuAg/Xs2Cl4M5HueXgWGA7yZ0wG+3cxGbWYJRXR3Qr50tBGIpCoQSmJqw4cDjVHMliqJ0RSwWIz09Ha1btwaXy23q6ry2iouL4eHhgQ0bNuDDDz8EAGzbtg2ffvopSktL1cZKvSoqKgojRoxAXFycSl4rbZWXl6NVq1ZYtmwZFixYUK/X0Bhq+zzWdJ+h9IuGxwZCTgiO3XkGcYUcpRIZHueVwc7CBA48Ezx8XgoAYIHBlN4tMcFfjh8uZyIlVwgXGy6Oxz5H7zbWmBXg1sSvgqIoSjesrKywZMkSbNy4EdOmTQOLxUJCQgI8PDxqDa4AIDo6GuPHj69XcAVUDpo3NjbWmKeLorRBAywDwWIYnE96AVmVzKHbxrUHz9QIo7o6gBDA2KhybIVYKsfdrMoxV9OcLWFtZgRTmq6BoqjXzNKlS7F06VLl88TERK1n9G3cuLFB1549ezYNrqgGoQGWARnaSbHkDQMjFgMzE3bl7CJz1czCHCMWhnRsgT+SXiDieja6uFpijJ9j41eYoiiqkRBCkJSUpMwQT1GGjgZYBiTEz6nWYxJyBLj2sBBck39brO5lCcBmNc3MIYqiqMbAMIxy4DpFNQc0wDJQWYUi/HQjB2YmbLR3sgAYIKhjC+QLJLiVUYxOzhZYENgKKblCOFtzYNJEU7MpiqIoilJHAywDIicEwnIZysplKBZJ8Si/DBwjFuJzBAAqAywvB3OE+DnCmM3A3ZaLljZc/BqTi4fPS+kgd4qiKIoyEDTAMiBb/kpHYk5lE7iVqRHmDXAHAMQ+KYEcBAzDoKUNFyWiCmz4Ix3XHhbh4/5uiMkohrkJHeROURRFUYaCBlgGhGv0b5Bka24MP/fKTO6K/yrICWDBYSP7pRjnk16gnxcfXo50PUKKoiiKMhQ0wDIgH/ZpiZkBrjBhM5BXk/5VKpPDnmeCL4a3wfLjD3H1YSGszYww9W2aQI6iKIqiDAUNsAyIaZVuPrlcjoe5pZDJCTq5WCq3Py0ux8pTqeCZ/vuna/FKGgeKoiiKopoWDbAMVJlEhvXn0wAApiYscI3Y2DquPbhGLJgYMeCwWdg/rXLdrDxBOZ4UiOBkxYGJEV2/m6IoiqKaGr0bG5BHeaVYdvwB5hxIRGKOEM5WHHCNWRBJ5CiTyAAA9jwO5vR1R1t7M1x5WAgA+ObsY6w6nYrnJeVNWX2KoiiKov4fbcEyIE8KRHhWXBkk5RaLETa6HaQyOV4IK0Dw76CsrEIR/kl7CRMjFvp68WFlagQWA5VldiiKoiiKajo0wDIgbnxTOFpxIJXJ0cHJAgBgxGbB0Up1YdOOLpYwMWLh8O1cXHlYiAAvPqbTQe4URVEUZTDeyC7C/fv3g2EYjY9nz57VWn7q1Kkay3p7ezeoXp4O5vh2dDtsCm2PDs6W1R5343ER0l+Uwdm6MvBy53MbdF2KoiiKaoiLFy9i+vTp8PLygpmZGTw8PDBjxgzk5uZqVX716tUa76tcbvO9v73RLVhfffUVWrdurbLN2tpaq7IcDgf79u1T2WZlZVXN0fWz9a90FAgr4NeKBzsLE/Tx5AMAbqcXo0QsxZcj2kIuJ2hjb6bT61IURVFUXSxduhSFhYUIDQ2Fp6cn0tLS8P333+Ps2bO4d+8eHB0dtTrPDz/8AAsLC+VzNrv5JtF+owOsoUOHonv37vUqa2RkhEmTJum4RkCxqAKEADxTIzx4XgpxhRzZ98TgcY2UAVZfLz4kMjl4XCPYWZrg0v0C3M8Volcba3R1022QR1HUm+mff/7B22+/ja+++gorVqwAAOTn52Pq1Km4fPkyWrZsiV27diEwMLCJa6p7s2bNwpkzZ1BaWgp3d3eEhYXh3XffBQAkJSVhzpw5uHfvnvI96NevX9NW2ABs2bIFffr0AYv1b8dYUFAQ+vbti++//x7ffPONVucJCQlBixYt9FXNRvVGdhFWJRAIIJPJ6lVWJpOhpKREZ3V5+lKMBYdTsPDXFNzPFWL62y0xrrsTOrlYoLPrv12GuSXl+CPpBeKyKq+d8aIMtzKKkVUk1lldKIp6c8nlcixatAg9evRQ2T537lw4OjoiPz8fGzduxNixY1FYWNhEtdSfxYsXIyMjAyUlJQgPD8ekSZNQUFCAiooKjBw5EiEhISgqKsKOHTsQEhKCgoKCpq5ykwsICFAJrhTb+Hw+UlJStD4PIQQlJSUgpPlP2nqjA6z+/fuDx+PBzMwMwcHBSE1N1bpsWVkZeDwerKyswOfzMXfuXAiFwgbVh1MlhxXXmA3/1tYY6mOHTwd74MM+rsp9LAYwYjMw/v/j/VtbY2JPZ/i6VD9ui6IoSls//vgjevbsifbt2yu3CYVCnDx5EmvWrFF+Z/r4+ODUqVMNutaGDRvg7e0NuVze0GrXye7du+Hm5obycvX0Nt7e3uBwKse4MgwDiUSCnJwcPHjwAEVFRZg/fz7YbDYGDhyIrl274sSJE41a9+ZCKBRCKBTWqUXKw8MDVlZWsLS0xKRJk/D8+XM91lC/3sgAy8zMDFOnTsXOnTtx4sQJLFmyBBcvXkTv3r2RlZVVa3knJycsWbIEEREROHToEIKDg7Fr1y4EBQVBKpVWW668vBwlJSXKh0AgUNlvY2aMbePa4/sJHdDK1rTa83zczx37JvsgwNMGANDJxRKDOrRAqxZ0LBZFUQ1TUFCAbdu2Yc2aNSrbU1NTYWFhgZYt/52x7OPjg6SkJOVzxQSimJgYlbLFxcXw9/cHl8vF+fPnldtLSkqwfv16LF26VK31Q9+mTp0KiUSCPXv2aNz/8ccfw9TUFD169MCAAQPg4+MDAGotK4SQBr0HjUUgEKjcfzQFlrq2bds2SCQSjBs3rtZjbWxs8Mknn2DPnj04evQoZsyYgV9//RXvvPOOTnuKGhVp5mQyGRGJRFo95HJ5tee5du0aYRiGfPTRR/Wqx9q1awkAcujQoWqPWbVqFQGg9sjKytJ4fMaLMvLwmZCUSaRa1UEmk5Pcl+IaXydFUQ0jEolIcnIyEYlETV0Vvfjoo4/IDz/8QAghZMqUKeTrr78mhBBy9epV4u7urnLs559/rvKdGRERQQCQ27dvK7cVFxcTf39/wuFwSFRUlEr5rVu3Eh6P12Tv5ZIlS4i7u3u135lSqZRcuHCBbNu2jRBCiEQiIa1btyabN28mEomE/P7778TIyIjMnDlTWaau70FD1fZ5zMrK0njfWbVqVbXn1MV99cqVK8TIyIiMHTu23q8tMjKSACDr1q2rc9lLly6RL774gvTr14+0bduWWFtbE2dnZ9K5c2cyadIksnfvXpKbm1vvumlDpwFWU7yg6OhojR8eTY+UlJQaz/XWW2+RNm3a1KseZWVlhMVikQ8//LDaY8RiMSkuLlY+kpOTawywPv0thUwJjyNTwuPI12dTqz1veYWM5JWUk1/+ySZTwuPI4VtP6/UaKIqq3escYMXGxpJu3boRqbTyR13VACs2NpbY2NioHP/JJ5+Q//znP8rnrwYXJSUl5K233iImJibk7Nmzatfz9fUlkyZN0tfLqVVMTAwBQC5evFjjcSNGjCDnzp0jhBASFxdHAgICCJ/PJ4MHDyYTJ04ka9asUR5b1/egobQNsJKTk1XuP2KxuNpzNvS+mpKSQvh8PunSpQspKSlp0OtzdHQkgYGBWh0rFApJWFgYad26NWGxWIRhGMIwDDE1NSUuLi6Ez+cTNput3G5iYkLGjBlD/v777wbVsToNnkVYWlqKHTt2YO/evXjy5Imy+ZTL5YLP50MkEiExMRHx8fGIjIyEsbEx3n33XSxatAhvv/12Qy8Pb29vREREaHWsk5NTjftdXV3x4MGDetXD1NQUtra2NQ745HA4yn59ALU2e7awMEa+UFJ5rKj6rseUXCG2XshQPn/wvFTLWlMURf3rypUrePDgAVxcXABUdmsZGRnh8ePH+O677yAUCpGTk6Pcn5iYiMmTJ2s8l1AoRFBQEGJjY3Hs2DEMHz5cZX96ejri4+OxePFile0zZszAyZMnsXPnTrWupd9//x3Dhg3D2bNn1c6n0L9/f8hkMmzbtg1ffPEF/v77b/B4PCxZsgQLFixQOdbPzw98Ph+nTp3CgAEDqn1fpFIpHj16BADw9fXFlStXlPt69+5d7Yzy2t6DxmRpaQkej6fVsQ25r2ZlZWHw4MGwsrJCVFQULC0bNjbY1dVVq4kUu3fvxpo1a/D8+XP4+vri66+/Rq9evdC9e3eVOhBCkJqaips3b+LPP//EqVOncOLECYwcORKbN29WS93UIA2Jzn744Qfi6OhIGIYhnTt3JmvXriWXLl1Si1jlcjl58OAB+fnnn8mkSZOIpaUlYbFYZNSoUSQtLa0hVdApPz8/4uXlVa+yJSUlhGEYMmvWLK3LKH5ZVNeCRQghYomMZLwoI1mF1f9afvhMSGb+HE++PpNKysq1606kKKp+dN2CVSCsIPeySqt9FAgrdHIdbZSWlpLc3FzlY+zYsWTp0qWkqKiIEEJISEgI+fDDD0lZWRk5c+YM4fP5pKCgQFle0Xpz+fJl0qdPH2JsbExOnTql8VoHDhwgAEh8fLzK9vPnzxNPT0/Svn17le1yuZx07tyZBAQE1PgabG1tiY+PD3F2diZffPEF2b17N/Hz8yMMw6hdixBCBg4cSPz8/JTPX758SSIjI4lAICAVFRXkt99+IxwOh9y9e5cQUtmCJRKJSGlpKdmwYQPp2bOnyvnq8h7ogrYtWDXdZ3TlxYsXxNvbm9jb25OHDx82+HxyuZzY2dmRwYMH13qskZER+eCDD0hCQkKdrlFWVkb27t1LPDw8VFoidaFBAZYhviBt5OXlqW07d+4cAUDmz5+vsv3Ro0fk0aNHyucikUhjk+dnn31GAJDjx49rXQ9dffCr6wN/lFdKfrv9lFx/VNig81MU9S9dB1jlFTJy6HYB+fl/L9Qeh24XkPIKmU6uUx9VuwgJqfzuHDp0KDE1NSWenp7kr7/+UjleEVy4u7sTY2NjcvLkyWrPvWLFCgKACAQCtX2bNm0ibDabSCQS5bZffvmFACA3btyo9pxPnz4lAIidnZ3K96piOMZPP/2kVmbWrFnE1NRU+by4uJj069ePWFlZER6PR7p160aOHTum3L9w4UJiZWVFLC0tyejRo9WGvdTlPdAFQwmwhEIh8ff3J5aWliQmJqbGY588eaLWtajpvrxz504CgGzZsqXW6z948KBuFX6FVCrVeYNPg7oIk5KS4OXlVedypqammDFjBqZNm4bMzMyGVKFeevfuja5du6J79+6wsrJCbGwswsPD4erqis8//1zlWEUSvYyMDADAs2fP0LVrV0yYMEG5NM4ff/yBqKgoBAUFYeTIkY36WoDKacRVSaRylElkOB77DElPhWhpzUXvNjaNXi+KelMQQiCtZ5YBhmHgZc9BUq56Hjsvew4YhkGFrO45gYxY6t8NdbV//36V53Z2doiKiqq13PPnz8HlcuHq6lrtMQUFBTAyMlLJ2q3g5eUFmUyG9PR0eHl5QSKRYOXKlXjvvffQq1evas+ZkJAAAFi1apXKbEdjY2MAgImJiVoZGxsbiEQilJWVwczMDDweD9HR0dVeY+vWrdi6dWu1+xW0eQ9eJxMnTsStW7cwffp0pKSkqOS+srCwwHvvvad8PnnyZFy5ckVlRqa7uzvGjRsHHx8fcLlc/P333zh8+DC6dOmCjz76qNbr1ycWqYrNZuu2exANzORuiC9IG+PGjcO5c+fw559/oqysDE5OTpg5cyZWrVoFBweHGstaW1tjxIgR+Ouvv/DTTz9BJpOhbdu2CAsLw6effqrTqcYHbz7Fg2dCtHUwRydnS3R1q77/XE4Ivjn3GPmCcgjEMthaGEMgrhy3xTM1QplEhsibT/F2G+sa1zmkKKrupHLgcIzuE24m5Yo1Bl7aGN+dD+MmWmVkz549WLx4MYKCgnDt2jW0a9euTuXbtm0LAHj48CG8vLzwww8/IDMzE+fOnauxnCLAqnozB4D79+8DgMZ6KG7yDQ1GX9XQ96C5uXfvHgAgPDwc4eHhKvvc3d3V/iavmjhxIm7cuIFjx45BLBbD3d0dS5YswRdffAEzs+aZgkhvS+VMmzYNu3btgqmpKZ4+fQpnZ2d9XarOvvnmG63T9itarhSsra3xyy+/6KFW6lLzSvGkUIwnhWI8eFZaY4D149UspOWXKZ+XSWQY4WOPJwUiDPe1x4NnQsRkFKNQKKEBFkVRetWhQwdERUUhMDAQgwYNwvXr19VacmxtbSGVSiEQCNQGQnt4eIDFYiE1NRUCgQBr167F1KlTVRKfahIfHw9HR0flIHyFuLg4GBkZoUOHDmplioqKYGZmBlPT6nMP1oc278Hr5NV7ZU0uX76stm3v3r26q8wr5s2bh40bN4LL5aK4uFjn6wZXR28BlqmpKSQSCUxNTdGyZUvY2trC19dX+ejcuTM6duyoMquOUvWurz2ScoV4kFsKLwfzGo+Ny66ckTi4QwuM7GIPMxO2yi+yO0+KUS6Vo0LeOMsPKLIyN3byQIpqCkasyhajhpBI5TiTUIwKGYExm8G7PlYwMar/v58GFNUJf39/nDx5EsOHD8egQYNw7do12NnZKfcrhlikp6fD19dXpSyHw4GLiwtSU1OxceNGCAQCrF69utZrJiQkoHPnzmrb4+Pj4eXlpfF+k56eXmvgVl+1vQdU4yguLoZYLAaXy4WNjQ3c3NzQuXNnZSzi6+sLT09Pnbdi6i3A2rVrl/L/s7OzERcXp3z88ccfSE1NBcMwaNu2LXr06IGgoCCMGzeO3pCr6OZuhW7u2kXaId0cISeAf2srmHP+/bMSQiAnQOsWppjd1w1Wpvpb35sQgtLSUsjlcuTk5MDGxkbrFdQpqjljGKbB3XHGbDbaO3IRnyNCe0cuzDlN1L+nQ4GBgTh06BBCQ0MRFBSE6OhoZaoAxViqmJgYtQALqOwmvHHjBh49eoR58+apjKnSRCaTISUlBYMGDVLbFxcXh65du2osFxsbi4kTJ9b1pWmtpveAahw///yz8v/v37+PuLg4xMfHIy4uDr/88gsyMzNhZmaGjh074ubNmzq7bqNEM87Ozhg6dCiWLVuGQ4cOITk5GUKhEP/88w8+/fRTmJmZYeHChZg/f35jVOe1FNi+BQZ1aAEr08rBnIQQxGQUY9r+BKw//xhPX5bDyYoDT3v99WWLRCI8evQIaWlpKC8vR35+fr0X0qaoN1F7Ry7MTVho78ht6qrozKhRo7B3717ExsYiODgYYnHlmDIPDw906tQJFy5c0Fiubdu2iIuLg7GxMZYvX67xGIZh0K9fPwCVS/mIxWK1FizF95KmIO7OnTsoLCzU++Sk6t4DSrd+//33Wo/x8vJCaGgovv76a5w+fRoZGRkoKipCVFQUPvjgA53WR28B1rx585QfouLiYrX9HA4Hfn5+mD59On744QdERUXh4MGD+qpOs5QvkCCzUITS8uqTjCo8Ky5HSq4QBUIJbqW/xLrf0/B99BMAlQNwv7/0BKtOpyJPINFbfUtLKxOcWlpagsPhQCaTaZUgjqKoSiZGLAzuwGtQ16AhmjZtGjZt2oQrV64gNDRUuWbr9OnTcebMGYhEIrUybdq0AQAsW7YMNjbqs6CFQiGAfxNdKga4vxpgJSYmQiaTaQywjhw5Ajc3txqTjOpKde8BpTsjR47Evn376lzOysoKAQEB+OSTT3Ranwb9K75x4wbKyso07lP0eQKV02BbtWqFkSNH4ssvv8TRo0fx8OFDlSmanTp1wpdfftmQ6rx2Iq5nY+WpVMw9mIxdl5/UeOzFlBdYfz4Nv97OReJTIR7+fzZ3nqkR5g1whx2vcnpyUVmFzuonk8mUf2OBQIC8vDwAgLm5OWxtbQHUnq2+sUmkcpRX1HM+PUU1Aotm3DU4depUEELQvXt3tX3/+c9/QAjBmTNnYGRUOVRh+vTpMDEx0fjjWpFSYdasWRqvdfXqVTAMo0ytExoaCkIIOnbsqHJcjx49QAhRy6JeXl6On376CYsXL9bp2Ju6vgeU7ri4uOCjjz7CihUrtC7z8OFDvdWnQQHWO++8g82bN2vc9/PPP8Pa2hpAZZ/nxo0b4evri7i4OHz66afw9vaGpaUlevbsCaCyRWvRokUNqc5rx4L77xdtYWnNgVHR/y+lY2VmDAdLEwzwtsXXIz2xNMgDNmbGmNffHQCw42LNgVpdZGRk4P79+0hOTsbjx49RUVEBDocDW1tb5RgDoVAIuVwOQggqKnQX3NVHTEYxZv2SiC9P6e8fFEVR2rOyssKSJUuwceNG5cQYhcTERLRs2VJj6xUAREdHY/z48fDx8anXtSMiImBsbIzZs2fXqzxleG7evImuXbti3bp1mDx5co2thAkJCRg/frxaQK5LDQqhWSyWyhgbGxsbrF+/Xu0Xh5eXl7LfU6G4uFg50IzS7ON+7pj8lhRPi8vBqaXLYEaflni7jQ06OlvAiMWAxVL9RcYxZsHOwgQcY910PRQWFkIgEAAAJJJ/ux3t7OxgbGys/HVGCMGLFy/w8uVLGBkZwcPDQyfXrw93W83TsI/E5MLd1hQ9WlnpfBYJRVE1W7p0KZYuXaq2PSEhocbgaePGjQ267uzZs2lw9Zqxt7fH1atXMW7cOBw4cABPnz7F8ePHVSYV3L59G9988w3Onj0LQgh69Oiht/o0KMCys7PD48ePlc+Li4vx7Nkzrcoq+jwDAgIaUoXXngXXCF7c2v9MXGO2Wp6swlIJ/k4tgqkJG4M6tMDGUG+d1Km8vLzaDPzZ2dnKMViWlpYQCAR49uyZ8tdpXFwc3N3dla2b+pSWX4YHz0sxtFPltGg7SxPsmNAB3CrBaurzUpxLyAcAfDmiLdrYNc+EdhT1OiGEIDk5GR9//HFTV4VqZszMzHDq1Cl88skn2L17N/r06YNz584hPT0da9euxYULF0AIQZ8+fbBixQoMHjxYb3VpUIA1cOBAHD58GLa2tk2yRAxVs8LSChy/+xwAEPOkGB2dLBDcpeZM9bWRy+V48eJFzdctLISTkxNcXV2Rl5cHe3t7ZGdno6SkBIQQPH36FFZW+m0tKiqrwOa/0lFaLkMLC2P0aGUNAOC9Eqy2amGKkV3sIZODBlcUZSAYhlEOYqeoumKxWNi1axdat26NpUuXwtvbG2KxGIQQBAYG4ssvv2yUxp0GBVgbNmxAYmIiduzYge+++w4Mw2Dnzp24c+cOunbtii5duqBLly5o1aqVjqr7Zvkz6QX+l/4SLa05eLstH+0ca042+iorU2P09eLjn8dFePCsFHwz4wbXKSMjo9aB6+Xl5QAqB6kqctc4OztDKpWirKwMEokEZWVlMDev2+upC2tTIwzu0ALx2QL4ulSfc8aYzcKorqq5uiRSOZ6XlMOVr9vMzhRFUVTjOH36NI4ePQqgMlUHwzBYu3ZttSk/9IEhVafy1QMhBFeuXMGlS5fwzTffwNzcHGVlZSCEKFsorKys0LlzZ5WgS9OU2TdNdnY2XF1dkZWVpTGJ3q7oJ7iVUZnioqOzBT4bUr/xS8+Ky5FZKMLh27lw5HEw8x1X2JjXL9hSrDdVEwcHB+XU6Vc9efIERUVFsLW1bZRlI6QyOYzY2o87k8oJNpx/jIwXIiwa1BrtndQXoqXebGKxGOnp6WjdujW43NcnXxXVPNX2eaztPvO6+fXXXxEWFobExEQwDIOQkBCMGDEC8+fPR1lZGfbt24dJkyY1Sl0aPE9UkeitX79++Oabb/DZZ59h0aJFuHfvHu7evav8740bN3DlyhVlGZqAsnZ9PPmQyOR48LwULW3q/0XuaMWBoxUHv/wvB8m5QpRKZPUKsLT9m/H51S8ZwufzIZfL1dYe05XCUglszIyVwX1dgisAkMkJikorIJERXHlQADe+6WuRUZuiKOp15+3tjdTUVLDZbHzwwQf4/PPP4eXlBQDo1q0bhg4diilTpiArK6tRWrJ0mojj559/RqtWrWBpaYl33nkH77zzjnJfRUUFEhMTERsbq1UrCAX4trSEb0vdBSITezqDEMDGrH5/9qqzBavj5uZW4/qSlpaWeguuCCHY9Gc6bMyMMfMdV1jXo0uUY8RCTw9rnI3Px//SixGXI8DgDi0wuIMdDbQoiqIMWHp6OmbMmIFly5ahdevWKvs6dOiAf/75B8OGDcOKFSuQmZmJXbt26XUssE4DrJqa3YyNjdG1a9dq14OidC9fIMEXJx5AIiP4YlgbeNqbw9bCpN7n43A48PT0VFlHsri4GBKJBBwOB3w+v0kX784qEuNZcTkKSysalAmbXSXFhUgix6l7efgz6QUGd6SBFkVRlKFKS0uDi4tLtfudnZ3x999/Y/To0dizZw9ycnLw66+/wtRUP+NtX6/1GF4zJWIpnhWXQyiu35IKLAaQyCqH2K2NeoyLKQUNqg+LxYK5uTnatWsHHx8fmJubw9nZGa1atYKTk5PWwRUhBGKxGEVFRQ2qz6vc+KbYGOKNjwLcYGai2yBIVFEZaK08/RD5elxuiKIoiqqfmoIrBQsLC+W6g2fPnlWuZakPNFe/ATt+5xkuP6xcy29IxxaY4O9cp/LWZsbYGOKN3xPzkZgjgFgqR1p+GewsTWCpRW6t6jQ02q+oqMD9+/cBADweD2y27oIhWwuTBrXS1STQ2xajuznSFiyKoqhmzMjICD/99BNatmyJb7/9Vm/XaVALVlBQEG7fvl2vsqWlpfj222+xc+fOhlThtVa1m+tFPVpN2CwGdpYmmNzLBRtCvPGsuBxfnX2EhBxBvepTWFiI58+fa1yYtS5MTEyUrV2KbPAN1cDJsNUyNWGhT1sbhI3ywge9XGhwRVEU9ZpYu3Ytdu/erbfzN6gFKz8/H2+99RYCAgIwefJkjB49GlZWVjWW+d///ocDBw7g8OHDEIlE+OmnnxpShdfa+z2dMaRjC+QWlzeoxUnByswItubGMGLVb1BfUVERBAIBjI2NG9yKxePxkJ+fj+LiYp1kdd/4RzpaWBhjZBcHnbRgmZqwqh3cLicELLqkDkVRVLM3c+ZMvZ27QXftO3fu4KeffsKaNWvw4YcfYubMmWjXrh38/Pzg4OAAa2triMViFBYW4sGDB4iJiYFAIACbzcb48ePxzTffwM3NTVev5bXUkC4vqZzgYsoLyOQEgzva4aOAhr3XilmExsYNT1hqZWWF/Px8vHz5Es7Ozg0659OXYiTnCsFigJDumvNv1UU3N6tqB7OnPi9FxPVsLBzUCvaWTTegn6IoivpXUFAQvv7663qtLVhaWorvvvsOlpaWmDt3rs7q1OBmkSlTpmDy5MmIiopCREQELl++jAMHDqgdx2Kx4Ovri1GjRmHGjBnVJqKkdEcuJzh0KxcAcC9LgGE+dujiWn1W89pUVFQA0E2AZW5uDnNzc5SWliIvL0+rwYnVcbTiYGmQB7KLxGpL4dRHdYtCE0Jw9M4zPC0ux7E7zzCnn3uDr0VRFEU1nCH2qOlkkDvDMBg+fDiGDx8OAEhJSUF2djYKCgpgamoKOzs7dOzYsdYXS6m6nVGMCykvwDc3xtBOdnCr49ItRiwGb3lY439pL/HweSne8rCud13kcrlywWZdBFgMw8DBwQFpaWkoKiqCs7NzvfORsBgG7Z0s9J51nWEYzO7rhtNxzzG+R90mHFBUc/PPP//g7bffxldffYUVK1YAqLyJTZ06FZcvX0bLli2xa9cuBAYGNnFNm9asWbNw5swZlJaWwt3dHWFhYXj33XcBAElJSZgzZw7u3bunfL/0OWvtTWaIPWp6mUXYvn17tG/fXh+nfqM8KSjDg2elyud17eJjsSoDgr5efLwQSpAnkGDHxQx0ceUhwKv6bOuaKFqvGIYBi6Wb7B4WFhZgsViQy+XKXFqGzsbcGFN6v/7LTVBvNrlcjkWLFql1t8ydOxeOjo7Iz8/HhQsXMHbsWKSmpta4esPrbvHixfjuu+/A4XBw+/ZtDBw4EGlpaeDxeBg5ciTmz5+P6OhoREdHIyQkBA8ePICtrW1TV/u1ZGg9ajRNgwHr5GKJe5kCZL8Uw64BA7cVLTvH7jxDbGYJ+PVYJqdq96CuMt+yWCx4enqCw+HUO2iLuJ4NB54J+nrZNskMv7uZxbDkGqGtvf4Wrqaoxvbjjz+iZ8+eKC4uVm4TCoU4efIk0tLSYGZmhuDgYPj4+ODUqVOYNm1ao9Rrw4YNCA8PR3Jyss5+6Glj9+7dCAsLQ2pqqtoPQW9vb+X/MwwDiUSCnJwc5ObmoqioCPPnzwcADBw4EF27dsWJEycwY8aMRqv7m8aQetT0/gkVCoX48ccfMW3aNAwdOhRDhw7FtGnTsHfvXgiFQn1fvlnzdrTAN6O8sH+aL0Z3c2zw+bq68TCllwt6trauc1mptDLZqS66B6syNTWt9xdliUiKq6mF+C3mGUrL65eMtSGuPCzE9otPsPdqFiRSeaNfn6L0oaCgANu2bcOaNWtUtqempsLCwkJlwWAfHx8kJSWpnePx48f46KOP4OHhAS6XCx6Ph7fffhvbt2+vd5qXkpISrF+/HkuXLm3U4AoApk6dColEgj179mjc//HHH8PU1BQ9evTAgAED4OPjA0A9fQwhROX92r9/PxiGQUxMjMpxxcXF8Pf3B5fLxfnz53X8at4s7du3x6BBgzB+/HiMHDkSvXv3brThSnr9lMbHx8PT0xNffPEFhEIhPDw84OHhAaFQqFyEMTExUZ9VqNGFCxcwYMAAWFlZwdLSEn5+fvj111+1KpuSkoKgoCBYWFiAz+fjgw8+QH5+vp5rXHefHknB1Ih43HlSDCcrDvp728LToW6tLS9fvkRJSQlatmypt9XYCSF1zmVlbMRgSi8XBHrbwp7X+N2L3d2t0MLCGF3ceJDrKQ8XRTW2L774AgsXLlRLnyIUCsHjqU6S4fF4aj+Uz507Bx8fH/z2229499138d1332HdunVwc3PDZ599hgULFtSrXuHh4ZBKpZgwYUK9yjcEl8vFlClTsGXLFo3fU7t27YJQKMSFCxcwePBgMAyDdu3awdraGlu2bEFFRQXOnz+PK1euoLS0VMMV/lVSUoLBgwcjPj4eJ06cQFBQkL5elk5dvXoVwcHBcHV1BZfLhaOjI4KCgnD9+nWtz5GTk4OxY8fC2tpa2cWalpamx1rrl167COfOnYugoCDs27dPLVu3VCrFrFmzMGfOHFy7dk2f1dAoIiICH374IQYNGoSwsDCw2Ww8ePAAWVlZtZbNzs5GQEAArKysEBYWBqFQiE2bNiEhIQG3bt2CiYluMomXV8hRViGDCZuBOad+f6oySWXLyneXnmBBoDu6utUtcpfJZMrkohwORy9rNr148QJ5eXmws7ODnZ2d1uVMjdno167pxjKYc9gIG9WuQeseUpQhuXv3Lm7fvq0xAbSFhQVKSkpUtpWUlMDC4t/JJenp6Rg/fjzc3d1x6dIllbEtc+fOxaNHj3Du3Ll61S0iIgLBwcHgcrn1Kt9QY8eOxYYNGxAdHY0BAwao7Wez2QgMDMS2bdvg6emJYcOG4eTJk5g3bx7Wrl2L7t27Y9y4cTX+SBUIBBgyZAju3buH48ePY+jQofp8STr18OFDsFgszJ49G46OjigqKsKBAwcQEBCAc+fO1RooCoVC9O/fH8XFxfj8889hbGyMrVu3om/fvrh3755Oxq0JhUIcPHgQ//zzD549ewYAcHR0RO/evTFhwgSVz7JOED3icrkkOTm52v3JycmEy+XqswoapaenE1NTUzJ//vx6lZ8zZw4xNTUlT548UW7766+/CACyZ88erc+TlZVFAJCsrCyN+8/GPSdTwuPIlPA4EhWfV6+65hSJyGdHUsjHkYnkTsZLklMkIs+KxVqXLykpIXfv3iV3794lGRkZ9apDbZ49e0bu3r1LHj16pJfzU5QuiUQikpycTEQiUVNXRee2bt1KzM3NiYODA3FwcCBcLpdYWFiQqVOnEoFAQIyNjUl2drby+H79+pHw8HDl89mzZxMA5Pr161pdLyMjg8yZM4d4eXkRLpdL+Hw+CQkJIenp6SrHpaWlEQBk//79Kts//PBDYmtrSw4fPqx27qioKAKAnD17ttrrv/vuu6Rbt24kMjKSdO7cmXC5XOLu7k62bNmi8Xg+n1/rfSMoKIhs375d475evXqR33//Xfk8IiKCACC3b98mAoGA9O7dm5iYmJAzZ87UeI2qavs81naf0afS0lLi4OBAhgwZUuux69evJwDIrVu3lNtSUlIIm80my5cvb3Bd4uLiiKOjI2nRogUJCQkhH3/8Mfn4449JSEgIadGiBXFyciIJCQkNvk5Veg2w3N3dyYEDB6rdf+DAAeLm5qbPKmi0dOlSYmJiQl6+fEkIIUQgEBC5XK51eXt7exIaGqq23cvLiwQGBmp9nto++FEJecoAa//1hv/jyHhRRg7fekquPizQukxBQYEywLp7965ebiqlpaXk7t27JD4+Xuu/wwtBObmbWUxKRBU6r099FAolZPflJyQpp6Spq0LpWWMGWOXl5aSoqEjv11EoLS0lubm5ysfYsWPJ0qVLlXUICQkhH374ISkrKyNnzpwhfD6fFBT8+33i4uJCPDw8tL7ekSNHSOfOncnKlSvJjz/+SD7//HNiY2ND3N3dSWlpqfK4AwcOEAAkPj5epfz58+eJp6cnad++vcp2uVxOOnfuTAICAmq8fqtWrYidnR2xsbEhX375Jfn+++9Jly5dqg3MBg4cSPz8/JTPX758SSIjI4lAICAVFRXkt99+IxwOh9y9e5cQUnlTF4lEpLS0lGzYsIH07NlT5XyKAOvy5cukT58+xNjYmJw6dUqr907BkAMsQgjp1KmT2uvWpEePHqRHjx5q2wcPHkzatGnT4Hr06dOHTJ06lUilUrV9FRUVZNq0aaRPnz4Nvk5Veg2wtm3bRrhcLlm8eDE5d+4ciYmJITExMeTcuXNk8eLFxMzMjOzYsUOfVdDIz8+P+Pr6koMHDxIXFxcCgNjY2JAVK1YQmUxWY9ns7GwCgKxfv15t36RJkwifz9e6Htp88HOKRCQm4yXJeFGm9Xl1SdG6pHgoglJdkslk5N69e+Tu3btELNaude2PxHwyJTyObP4zTef1qY+DN3PIlPA48sXxB0RWh2Cdan4aI8AqLy8niYmJ5OTJkyQxMVFv16nNlClTyNdff618npeXR4YOHUpMTU2Jp6cn+euvv5T7iouLCQAycuRIrc9fVqb+vfbPP/8QAOTnn39WbluxYgUBQAQCgdrxmzZtImw2m0gkEuW2X375hQAgN27cqPbaJSUlhGEYwuPxSEpKisprNDU1JRMmTFArM2vWLGJqaqp8XlxcTPr160esrKwIj8cj3bp1I8eOHVPuX7hwIbGysiKWlpZk9OjRJDc3V+V8igDL3d2dGBsbk5MnT1Zb3+oYWoBVXFxM8vPzSUpKClm+fDkBQD7//PMay8hkMsLhcMicOXPU9in+9iUlDfvx2hQ9anodg7VgwQLY2dlh27Zt2LFjB2QyGYDKvuquXbti3759TTJgMTU1FWw2G9OmTcOSJUvQuXNnHD9+HN988w2kUinWrVtXbdnc3MrM6JryZjg5OaGwsBDl5eUaczqVl5ejvLxc+VybhY6drblwtq7/mIObaS8hLJfCz90K1mb1T8+goI/ZOywWC1wuFyKRSDnWqzZGbAaOVhy0tTfTeX3qI7izPZ6VlOO9Lg50ncI3mGK2bV2wWCzlvyuxWIzU1FSkpaWp/Nur63mNjHTz1b5//36V53Z2doiKitJ4rGJ8lqWlpdbnrzqms6KiAiUlJWjbti2sra0RGxuLDz74AEDlzEYjIyONY2S8vLwgk8mQnp4OLy8vSCQSrFy5Eu+99x569epV7bWTkpJACMGyZctUUi3Y2dmhffv2Gsfj2tjYQCQSoaysDGZmZuDxeIiOjq72Glu3bsXWrVtrfR+eP38OLpcLV1fXWo+tL4FAoDKGjsPh6CX34NixY/HHH38AAExMTPDRRx/hyy+/rLGM4r5Z3X0VAJ4+fYp27drVu14ODg6IjY2tNkdnbGws7O3t631+TfSeB+v999/H+++/j4qKCrx48QIA0KJFC51N91ckqdQGh8MBwzAQCoWQy+X49ttvsXTpUgDAmDFjUFhYiO3bt+Pzzz+v9ktCMcVY0wdTMfiyuiBh3bp1alOf9e3E3Wd4ViLBmbg8fDG8Lews6zYAX/HFzmazYWFhoftBgP/P1NRUGWBps/jzAG9bDPC2rfPMQ30x5xhh0cDWTV0NqomdPHmyzmXeeust2NvbIzU1FQ8fPlT+EK0qKipK6+85AAgJCalzPRpKMcNQmx+OCiKRCOvWrUNERARycnJU/j1XzcFVk7Zt2wKoHGTt5eWFH374AZmZmbUOpk9ISAAAZRD3KnNz9dnWivrpKhegwp49e7B48WIEBQXh2rVrDQokqtOhQweV56tWrcLq1as1Hluf+6rCt99+i//85z/IysrCTz/9BIlEUusPBG3vqw2xaNEizJgxA7GxsQgMDISDgwOAyuD24sWL2L17N7799tsGXeNVjZZo1NjYWC/ZUq9evYr+/ftrdWxKSgq8vb1hamqK0tJStdazCRMm4Pz587h79y4CAgI0nkPxi6tqS5SCWCxWOeZVy5cvx+LFi5XPc3Jy1D70VaU+L8WZuDyYcdgY3c2hXosLd3SxxLOSArwUSSGu+PeLW1Qhg1AsgyWXDa5x9Qk6Fb+iXV1dtQp86kvxntX1H5Guv+h0pVwqB4fOLqS0IBaLceHCBZSVlTV1VRqEx+PB2dm5Tql35s2bh4iICCxcuBC9evWClZUVGIbB+PHjlUtzAYCtrS2kUikEAoHaj18PDw+wWCykpqZCIBBg7dq1mDp1aq2riSQmJoLP56vN6hOLxUhOTsa8efPUyhQVFcHMzEzns6k7dOiAqKgoBAYGYtCgQbh+/brOW7OSk5NV1nytqfWqPvdVhS5duij/f9KkSejWrRumTp2Ko0ePVnuOhtxXtdUUPWpNmsm9qKgIZ86cweTJk+t9Dm9vb0RERGh1rCLAc3Z2RmpqqjKCVVA0DxYVFdV6DkVXYVW5ubng8/nVfnBfbZJ9dcrzq54WixGfU/lr0NrUCOP9677+3QdvuaCVrSnEFXLYVOkiTH4qxHeXnqCtnRlWjGhbbXldLvBcE3Nzc5iZmWnVtVEhk8OYbbjBy6X7BTge+wyLB7WGh51hdGFSjeO9996rcxkWiwU3Nzekpqbi0aNHat3yADBs2DAd1E7/RowYgR9//BH//PNPjd1zCkePHsWUKVOwefNm5TaxWIyXL1+qHKe4gaenp8PX11dlH4fDgYuLC1JTU7Fx40YIBIJqW2aqSkhIUEsfBFSmgxCLxRgzZozavvT0dL0tA+fv74+TJ09i+PDhGDRoEK5du1antDW1sbS0VMtjVp363Fc1MTExQXBwML799luIRKJqgyTFfbO6+ypQed9uKH33qL2qSQOszMxMTJs2rUEBlqOjI6ZOnVqnMn5+fkhNTUVOTg48PDyU258+fQoANX6oXVxcYGdnp5Z5FwBu3bqlEr03lDvfFCZsBhIZAc+0/n+qdzzV1wkrl8phzGZgzq15eRlbW1tIJBKd5faqjpmZGby8vLQ6NuJ6NlLzyjC+hxP83A1vAfHHeWUQlstwMaWABlhvmPqOfTIxMUHHjh3h6empMdDS1ZgqfVuyZAkiIyMxY8YMXLp0Se1H7OPHj3H27FllslE2m63Wzf/dd9+pdZMqgrWYmBi1AAuo7Ca8ceMGHj16hHnz5mmVEDkxMRH5+flITU2Fp6cngMrFrNetW4chQ4agZ8+eamViY2MxceLEWs9dX4GBgTh06BBCQ0MRFBSE6OhorYMiXarPfbU6IpEIhBAIBIJqAywWiwUfHx+N99WbN2/Cw8OjTmP7aqOvHrVX6bUZIDMzs8aHIqBpbOPGjQMA/Pe//1Vuk8vliIiIAJ/Ph5+fn3L748eP8fjxY5XyY8aMwdmzZ1UGQV68eBEPHz5EaGiozurZqoUZfpzsg/3TfDHMR7eD73q3scGiga3R1ZUHobj6/nEHBwe4urrqvQWrLh48L0W+QAKusWG2YoV2d8Skt5wxvQ9dFJqqG0WgNXToULRv396g/t1po02bNjh48CDS0tLQvn17LFy4EPv27cOuXbswadIkdOjQAcnJycrjR4wYgV9++QULFy5ULqm2Y8cOtaSSHh4e6NSpEy5cuKDxum3btkVcXByMjY2xfPlyjccwDIN+/foBqBx3k5+fD19fX4wYMQI7duzA+vXr4efnB5lMhvDwcLXyd+7cQWFhIUaOHFnPd0c7o0aNwt69exEbG4vg4GBlF5mhy8vLU9v28uVLHDt2DK6urioDyDMzM3H//n2VY0NCQnD79m2VIOvBgwe4dOmSTu+r1SkqKsLPP/+s25PqdE7iKxiGISwWq9qHYn9jk8vlJDAwkDAMQ2bNmkV27txJBg0apDFRqLu7O3F3d1fZlpmZSWxtbUmbNm3Ijh07SFhYGLGxsSE+Pj5apxkgpHGmz353KYNMCY8jfyblE5lMNX3AkqMpZEp4HLmfqz712ZDllZST1OdCUl5Rc0oNitKH1zkPlq48fPiQzJw5k7Rq1YqYmJgQS0tL8vbbb5PvvvtO5TuyqKiITJs2jbRo0YJYWFiQIUOGkPv37xN3d3cyZcoUlXNu2bKFWFhYaEzt8O233xIA5Ntvv9VYH4FAQACQ8ePHE0L+TQx969YtMmPGDGWahXHjxpHMzEyN51i6dClxc3OrU87E2lRNNPqqTZs2EQBkxIgRpKKi+nx/hpKmoVu3biQ4OJisXbuW7N27l3z55ZekZcuWhMVikSNHjqgc27dvX/Jq+FFSUkLatGlD7O3tyYYNG8jWrVuJq6srcXZ2Jnl59Uu0XRf37t3TeTyi1wCLz+eTnTt3ksTERI2Po0ePNkmARUjlP7gFCxYQR0dHYmJiQnx8fDQmRdUUYBFCSGJiIhk8eDAxMzMj1tbWZOLEieTZs2d1qkNtH3ypTE5Ky6WkTKKeGE1ba889UiYrFbySlHPftUyy8Y/H5HFeqcayFRUVRCQSaUzMpg/3798ncXFxGr9Amyu5XE7S8zW/v1Tz9DpncjdkL1++JHw+n+zbt09t35YtWwgAUlhYqLHsuXPnCMMwykSlW7duJWw2W+sfxGKxmDg6OpJt27bV/wXoiaEEWN9//z3p06cPadGiBTEyMiJ2dnbk3XffJVevXlU7VlOApahrSEgI4fF4xMLCgowYMYKkpqbqpH5Pnjyp8REVFaXzeESvHft+fn4oKipCx44dNe6XSqVNNs3ewsIC27Ztw7Zt22o8LiMjQ+P2jh07KnN96EtsZjF2RmcCAGa+44q329rU+RyT3nLGylOpAAA2+98Zd2fj82DEYjCmmyNat9A8Tqi4uBhZWVmwtLREmzZt6vEK6kYul0Mul2ucpt4clVfIsfHPNKTll+Hr97zg0oB8ZhT1prOyssKSJUuwceNGTJs2TSUnX2JiIlq2bAkbG83fkdHR0Rg/fjx8fHwAVA5w9/Dw0DoPVEREBIyNjTF79uyGv5DX1Ny5czF37lytjr18+bLG7S1btsSRI0d0WKt/tWrVqsZZ54QQnc9K12uANWfOnBpXDndzc9N6psKbqGrCynyB9jlwqnLjm2L/NPVBoXczS/A4vwydXCzRuoXmsorcJY01DkQxo6emnCm5xWIk5gjhbM1BR2fdDXrUB44xC5ZcIxixGWQXimmARVENtHTpUmXuwqoSEhKUwZMmGzduVHmemJhYp9mAs2fPpsFVM2djY4Ovv/4affv21bj//v37GDt2rE6vqdcAa9SoUTXut7GxwZQpU/RZhWatqysPy4e2QZ6gHO62us27EtjeFp1cLNDSpvqbfmOlaFBQzJSqqQUr9XkZIm8+ha+LpcEHWAAwqaczWCxGJUUGRVG6QwhBcnIyPv74Y62PT0pK0jrPE/V6aIoeteYx9/cNxWIxaOdojnaO6hmFtfXgWSnyBeXwsDNTWXKndxsbJD8VYsfFDDjwOJgf2EqtbFMFWDW1YPHNjdG9lRVa6Tjg1BdbC/2mt6CoN51idQ59HU+9HpqiR02nAdb06dNrPYbFYoHH46Fdu3YYMWKESmZZSvdO3nuOlNzKL5NXuwqN2AxkcgLTajK5KwKsxsrBo00XYScXS3RyMfyWK01yi8V4XiJBF9fGz2tDURT1JmuKHjWd3jn379+vHCSmqamNYRiV7fPmzcPKlSuxYsUKXVbjtfG8pBxH7zwDiwEm+DvXa7FmO0sTpLySHFcqJygslcDVhotvx3hrLgjD7CJsrlKfl+Lb3x+Da8LG+jHtYMGhjccURVGvM51+yz9+/BgLFy7ErVu3sGDBArz99ttwcHDA8+fPcf36dezYsQP+/v744osvEBcXh2+++QarVq2Cp6enMvkn9a/C0grczqhc8NTd1rReyUbHdXeEsxUHVSdH5JWU4/MTD2FuwsbOiZr7owkhjR5gmZiYwMzMTO9Z45uCh50ZnKy4sLU0hkQqB3S/iD1FURT1/wyhR02nAdavv/6KmzdvIi4uTmWJBC8vL7zzzjuYOnUqunTpgujoaCxZsgRDhw5Fhw4dsGvXLhpgaWBr/m9gY2ZS85I21THnGCGok+rSP6IKOUzYDCw4NZ/T3t4ehJBG6yK0sbGpdpq1woqTDyGSyDBvgDtaVZNewhCxWQyWD2sD81rec4qiKKrhDKFHTadrjfz3v//F2LFj1dafUnB0dERoaCj27t0LoHJdvxEjRiAuLk6X1Xht2PM42D/NF/un+aJfO9vaC2ipjV3lEjzfjKp+7T+GYeDs7AwXFxeVfDNNiRCCF0IJCkorwDHQZXJqQoMriqKoxvH48WOMGDEC9vb2CAsLw5UrV3D//n1cuXIFYWFhcHBwQHBwMG7evIkff/wRzs7OWLVqFX799Ved1UGnTRPZ2dm1Jm7jcrnIzs5WPndzc2s2ay01R8djn+H3xHwM6dgCIX6qi1sasw0zSKkp4duGMd54WixGi2Y8O08ileN8Yj7a2puhQzNINUFRFNXcGEKPmk7vsC4uLjh58mS1AZNYLMbJkydV+jnz8vJq7RZ6UxFCIJMTSGXyep8jLluAChnB2fj8Ol+7vLwcEkn9EpzWh1wuR3JyMuLj4zUOdGcYBjxTI3g7WhhscKiNs/F5OH73OSJvPoVM3jQrGVAURb3ODKFHTad3qQ8//BCPHz9Gnz59cPr0aRQUFAAACgoKcPr0afTp0wdpaWkqg8+uXbuGzp0767Iar43MQjE+/CkBM35ORHy2oF7nGOBd2bVoalK3P3VFRQVSUlKQnJxcr+vWB4vFUiZ7Uwywfx0N6dgC7nwu3u3sAJZuV2agKIqiYBg9ajrtIlyyZAlSUlJw4MABZc4JFosFubyyBYYQgvfffx/Lli0DADx//hzDhw9HUFCQLqvx2qjaS/ZCWL+WpL5efPT14te5nGLwX2OPvzI2NkZ5eTkqKirA5apmmf9f2ksUiyrg29ISTlbNd9kZc44RVgd76nzdK4qiKKqSokft66+/VruXAI3To6bTuyebzcbPP/+MCxcuYPLkyejSpQtatWqFLl26YMqUKfjrr79w4MAB5U3bwcEBW7duxZAhQ3RZjdeGizUXs/u6YWx3R7RzqH829/poqkW4FSkhNLVgXXlYiEO3cvE4r6yxq6VzNLiiKIrSH0PoUdPL/PsBAwZgwIAB+jj1G4XNYvCWh3WDzpFbLEZ2kRi25ibwsNM+rYEiwGrsQKCmAMvXxRJmJiydr8vYVAghiMsWICohD3P7u8PKlK5XSFEUpQuG0KNG00m/5n6LeYa7mSUA1JfKqUlTdREqkoxqCrCG+tgBsFPb3pydjstDWn4Zfk/Mx/gezk1dHYqiqNeCokdt6tSp+OWXXxAfH4+SkhLweDx07twZEydORGBgoPJ4RY+aLunl7nn9+nXMnDkTPXr0QLt27dCjRw/MnDkTf//9tz4u99oqLZch/O8s7LmSiTJJ/ZaPqZDWbwaiIXYRvm4YhkFINwcM7WSH4fXI0k9R+jBr1iw4OTmBx+PBx8cHZ86cUe5LSkpCQEAAeDweOnTogMuXLzddRfWopvfg3r17ePvtt8Hj8eDh4YF9+/Y1YU2p2gwYMAARERG4c+cOUlNTcefOHYSHh6sEV3pDdGzhwoWExWIRhmEIwzBq/79o0SJdX7LZysrKIgBIVlaWxv35gnIyJTyOTAmPI3+nFtbrGhkvysiJ2Gd1Li8QCMjdu3dJUlJSva5bXyUlJeTBgwckJydHZbtMJicyubxR60JRmohEIpKcnExEIlFTV0UvUlJSiFgsJoQQcuvWLcLj8ciLFy+IRCIhbdq0Idu3bydSqZT89ddfxNbWlrx48aKJa6x71b0HhBDSqVMnsmbNGiKTycidO3eIhYUFSU5ObrK61vZ5rO0+Q+mPTluwfvrpJ2zfvh2enp6IjIzE06dPIZVKkZubi4MHD8LLywvbt2/Hzz//rMvLvrZMq2QrN2bXbyyUu60p3uvqgLfb1jwzQiqV4tGjR0hNTa28nrExWrRoAT6/7jMQG8LS0hJeXl5wdlbtLkvOFWLGTwlY//vjRq1PYyNN1HJIUQre3t7K6e0Mw0AikSAnJwcPHjxAUVER5s+fDzabjYEDB6Jr1644ceJEg663YcMGeHt7K8fGNJbdu3fDzc0N5eXlavuqew8AICMjAxMmTACLxUK3bt3Qvn173L9/v1HrTmmvSXvUdBmt9ezZk7i6upKXL19q3P/y5Uvi6upKevbsqcvLNluG9MuioqKC3L17l9y9e5fIZLKmro6a648KyZTwOLL+98dNXRW9yCspJz9ezSQHb+bUfjDVpF73FixCCJkzZw7hcrkEABk2bBiRy+UkISGB2NjYqBwXGBhIFi5cqHweERFBAJDbt2+rHPfy5UvSo0cPwuFwyO+//67cXlxcTPh8PgkPD9fvC9JAJBIRBwcHsn37do37Nb0HhBCyfPlysnLlSlJRUUFu3rxJHBwcyNOnTzWeY+fOnQQA8ff31+vroC1YmjV1j5pOW7CSkpIwZswYWFlZadxvZWWFMWPGICkpSZeXpXSAzf53nbzG/iWpiVwuV8nm7t/aGlvHtcf0Pi2bsFb6ky8ox/VHRbh0vwBCsbSpq0O94Xbt2gWhUIgLFy5g8ODBYBgG7dq1g7W1NbZs2YKKigqcP38eV65cQWlpaY3nKikpweDBgxEfH48TJ06ozNIKDw+HVCrFhAkT9P2S1HC5XEyZMgVbtmzR2HKs6T0AgKFDh+Lnn38Gl8tF7969sX79ejg5OamVB4DIyEi0atUKt27dwqNHj/T6eihVhtCj1ujrjdD8P4aJYRjl30Ymk0Eul6OiogJSaePf7HNzc5GQkIC8vDzlNiMWAxsz42a9BmFN2jtZYFgnOywf2gYWXDq5l2p6bDYbgYGBuHDhAqKiomBsbIyTJ0/i1KlTcHR0xNatWzFu3Di0bFn9jx6BQIAhQ4bg3r17OHbsGIYOHaqyPyIiAsHBwRoTQTaGsWPH4smTJ4iOjta4/9X3oLCwEMOHD8fGjRtRXl6O2NhYLF++HLGxsWpl09PTcePGDWzZsgV2dnaIjIzUqk61BayUdn744Qe0bNkSN2/exIQJE+Do6AiGYeDg4IDx48fjf//7H1xcXLBr1y691UGnAVbHjh1x7NgxCIVCjfsFAgGOHTuGjh076vKyry2RRIapEfGYGhGPh8/1/49O0Yoll8tRUlKCpKQkpKen6/26rzI2NgYhBGVlzT+hqLYYhsHYHk51ylVGUY1BMT4TAHx9fXHlyhUUFBTgjz/+QFpaGvz9/TWWEwqFCAoKQmxsLI4dO4bhw4er7E9PT0d8fDwGDhyosn3GjBlo0aIFfv31V7Vz/v7772AYBufOnau2vsHBwfDz88PBgwfRpUsXmJqaolWrVhqn4Pv5+YHP5+PUqVNavQePHz+Gubk5QkJCwGaz4evri969e+PKlStqZSIjI2FjY4Phw4cjJCREY4C1evVqMAyD5ORkvP/++7CxsUGfPn1qrAulHUPoUdNpgPXRRx8hOzsbvXr1wrFjx/DixQsAwIsXL3D06FH07t0b2dnZmDNnji4v+9rSxVI5daHIeSWTyZos0SgAmJlVBhkikUi57e/UQvyemI9nxeoDUl9HcroI9BunvLwcubm5yMjIQG5ursbB1/pWXFyMgwcPQigUQiqV4siRI4iOjkZAQAAAID4+HmKxGGVlZdi4cSPkcrnGxIylpaUYOnQobt++jSNHjmDEiBFqx9y4cQMA0K1bN5XtoaGh4PP5WLNmjcp2QgiWL1+OgIAAtWCtqoSEBGRlZeGTTz5BcHAwNm3aBBsbGyxevFhjYNatWzdcv35dq/fAy8sLZWVlOHXqFAghSE5OxrVr1+Dj46N23sjISIwePRomJiaYMGECUlNTcfv2bY11Dg0NRVlZGcLCwjBz5sxqXxulW3q/v+l6UNe8efOUA8hYLBYxMjJS/j/DMGT+/Pm6vmSzVdvgQ5lcTqLi88ihmzkk96VY7/W5f/8+uXv3LikuLiYvXrwgd+/eJY8ePdL7dV9VXl6uHHCvGFj69ZlUMiU8jsRkaJ5A8bqQyuTkXPxzsvi3ZFJUKmnq6lAa6GOQe0FBgfIzX/VRUFCgs2too7i4mPTr149YWVkRHo9HunXrRo4dO6bcv3DhQmJlZUUsLS3J6NGjSW5urkp5xSB3d3d3YmxsTE6ePFnttVasWEEAEIFAoLZv06ZNhM1mE4nk338Dv/zyCwFAbty4Ue05S0pKCMMwhMfjkZSUFOX2vLw8YmpqSiZMmKBWZtasWcTU1FTr9+D8+fOkc+fOxMLCgri5uZFvv/1W7ZwxMTEEAPnrr78IIYTI5XLSsmVLsmDBApXjVq1aRQBorJe26CB3zRST7jR9vgip/Ky4ubnpddKdzgd77NixA6Ghodi/fz/u3bunzJzatWtXTJkyBe+8846uL/naYjHM/2cvbxxsNhtsNltlwGdTtGBVHXBPCAHDMOjsykMLSxM48GpeHb25YzFA7JMSFAgrcPlBId7r6tDUVaLqoOrEjFcxDKOyMoLiWIlEgszMTI1lMjMzYW5uDiOj6r+qXz2vXC6v9woMPB6v2vFIALB161atsl0/f/4cXC4Xrq6u1R5TUFAAIyMjWFhYqO3z8vKCTCZDeno6vLy8IJFIsHLlSrz33nvo1atXtedMSkoCIQTLli2Dt7e3crudnR3at2+PrKwstTI2NjYQiUQoKyuDmZlZre/BkCFDal0/NzIyEg4ODujfvz+Ayr/RuHHjcODAAWzevFnlOw4AZs+eXeP5qLr76KOP8OGHH6JXr15YvXo1+vbtixYtWuDFixe4fPky1qxZg+zsbHz11Vd6q4NeRtO+8847zSKQunDhAsLCwnDnzh3I5XJ4eXlhyZIlGDduXI3lpk6dip9++klte7t27Zp1PpS2bdsq/1/RvdsUAZamm8W7nd+MTOcMwyC0uyPyBBL0aqO7Vd2pxpGQkFDtPkXmb4WkpCStZuwWFhbixYsX1QZvpqamaNeunfJ5SkpKk49z3bNnDxYvXoygoCBcu3ZNpX7aUHwXPXz4EF5eXvjhhx+QmZlZ49gr4N/3/4MPPtC439zcXG0b0fFwCJlMhsOHD6N///4qY1h79uyJzZs34+LFixg8eLBKmdatW+vk2k3p6tWr2LRpE+7evYv8/HxYW1ujS5cu+PLLL/H222/XWn716tVq3cIAwOFwIBaL61yfadOm4e7du/j+++8xduxYAOprEc6bNw9Tpkyp87m19cZOV4qIiMCHH36IQYMGISwsDGw2Gw8ePND4C0cTDoejtkRCdYPpGuLwraeQyAhGdXWAZSPOLlN8CJsiwFL8Ilekaqjp1/vrqJ2jBdo5NnUtKEPRFGOxGqpDhw6IiopCYGAgBg0ahOvXr6u1Ztna2kIqlUIgEMDS0lJln4eHB1gsFlJTUyEQCLB27VpMnToV7du3r/G6iYmJ4PP5ajMbxWIxkpOTMW/ePLUyRUVFMDMzg6mpbhaRv3TpEnJzc3H48GEcPnxYbX9kZKRagKWrazelhw8fgsViYfbs2XB0dERRUREOHDiAgIAAnDt3TutFlH/44QeVVs1XW/vqoql71Bp055o+fXq9yjEMg//+978NuXSDZGRkYO7cuZg3bx62b99er3MYGRlh0qRJOq6ZuvNJlS1JrVuY4h3Pxs2qDjRdWg0rKytl9+CbjBACmZzAiN3oGVWoetA02Fnh1c+yopXp2bNnyM/Pr7Ych8Opsavt1fPWFoQ0Fn9/f5w8eRLDhw/HoEGDcO3aNdjZ/TvkQdGFl56eDl9f1YXoORwOXFxckJqaio0bN0IgEGD16tW1XjMhIUHjDTkiIgJisRhjxoxR25eenq7T9ywyMhL29vbYuXOn2r7jx4/jxIkT2L1792sRVFU1Y8YMzJgxQ2Xbxx9/DA8PD2zbtk3rACskJAQtWrTQWb2asketQQHW/v3761WuqQOs3bt3QyaTKftehUIhzM3N63wzl8lkKC0tBY/H00c1VXCN9X+DLSgoQFFREaytrcHlcsHn8zU2qTcGd3d35f8XlVbg06P3YWbCwncT3pwUHw+fl+LX27lo72SOED/NiQwpw1KXX9uKY1u0aFFjgMXn8+t03vqOv9KHwMBAHDp0CKGhoQgKCkJ0dLTy+1IxliomJkYtwAIquwlv3LiBR48eYd68eTXm21JITExEfn4+UlNT4enpCQDIz8/HunXrMGTIEPTs2VOtTGxsLCZOnNiQl6kkEolw/PhxhIaGIiQkRG2/s7MzDh06hNOnT9c6FOV1YGZmBjs7O7x8+VLrMoQQlJSUwNLSstn/wG5QgNUUOZJ04cKFC/D29kZUVBQ+++wz5OTkwMbGBnPnzsWaNWu0+oIqKysDj8dDWVkZbGxsMGHCBKxfv17jgM2G2D9N/YtHXyQSCYRCITgcDlq0aNEogaM2yqVyyOQEUtmblbpAKJbicX4Z8gUSvNfFgbZivaY4HA7c3Nw0DnR3c3NTronXXI0aNQp79+7F9OnTERwcjPPnz4PL5cLDwwOdOnXChQsXNPaGtG3bFnv37oW1tTWWL1+u8dwMw6Bv3764fPkynj9/jvz8fPj6+mLEiBGYO3cuRCIRdu7cCZlMhvDwcLXyd+7cQWFhIUaOHKmT13r69GkIBAIEBwdr3P/WW28pk46+rgFWSUkJJBIJXrx4gZ9//hmJiYn4/PPPtS7v4eGhbPR47733sHnzZjg41D7ZxxB71BoUYFVtZWhOUlNTwWazMW3aNCxZsgSdO3fG8ePH8c0330AqlWLdunU1lndycsKSJUvQrVs3yOVynD9/Hrt27UJcXBwuX75c7Zih8vJylfEUAoFAp6+roaomGjUEisGndpYm2BzqDekblhuqixsPY7s7oncbGxpcveYUrcWFhYUoLy8Hh8MBn89v9sGVwrRp01BYWIhPP/0UoaGhOHHiBIyMjDB9+nSsXLkSIpFIrcusTZs2AIBly5bBxkZ9wociobVimRrFAPd9+/bhxx9/xMqVK0EIwdChQ7Fx40a1BeQB4MiRI3Bzc8OAAQN08jojIyPB5XIxaNAgjftZLBaGDx+OyP9r777jmyr3P4B/TmZHugctXdBdoIyykcseRRBQlqjIEAFR5NLrBYGLKCpTQUTWT6R4gSJygSobimWpQKFll9JJB9DdJmmzc35/1BybJmnTNm3S9nm/XnlpznzOIc355hnf5+BBFBcXm+ScxhKJRBAKhcx7Pp/fJJ+vqVOn4ty5cwAAHo+H+fPnY9WqVXXu5+TkhA8++AD9+/cHn8/H1atXsX37dty8eRO3bt2q8we/RbaoNVkCiGaiUqloiURi1EuTU4nFYtEAdPKXREZG0tbW1rRQKKx3Ob788ksaAH3o0CGD22hyntR8WUp+ksLCQjopKYlOT0+nVSoVrVQqzTbxc3p6ulnyABFEXdrCZM/NpaysjHZ2dqb37Nmjs27z5s00ALqkpETvvqdOnaIpiqLv3btH0zRNb9myhWaz2bRUalzOQKlUSnt4eNDffPNNwy/AAhibB6vma/Xq1QaP2ZDnqkZSUhJ9/vx5+ocffqAHDRpEz54922AuqrocPHiQBkCvW7euzm2zsrIa/GoqLT7Aio+P1/vh0ffSJJ6ztbWlAdBPnz7VOtaPP/5IA6AvX75c73JUVlbSLBaLfueddwxuI5VK6fLycub16NGjOgOsmXvv0jP33qWTssvrXab6KikpoZOSkujU1FQ6JyeHTkpKovPy8pr8vPpkZGTQSUlJdEFBQbOe98KFC3RYWBiTINCSyBTmCXYJbSTAMq3169fTISEhOj/m5syZQ3t7exvc76OPPtJK0Dlnzhw6KCjI6PPu3LmT9vHxMTogs1TGBliPHj3Sev7Udt0Nea7qI5PJ6M6dO9OTJk1q8PV5eHjQw4cPb/D+5tTix7+HhoYiOjraqG01Vcnt27dHamqqTruuu3tVrqXS0tJ6l8Pa2houLi4oKSkxuE3NKtnq1bV1KatU1LtM9aXpe1a9idBcnQyrN1e+KJchKUcINwEPvTqYPhWGBk3TWLFiBZKTk7FixQoMHz7cIjpZVshU+CnhGR7kibF+Ugj4HNJcSLQey5Ytw7Jly3SW379/v9ZRmZs2bdJ6/+DBg3qNBlywYEGbSvBpZ2dndL/ahjxX9eHxeBg/fjzWr1+vtxnYGD4+PrU+Vy1Ziw+wPDw8MGvWrHrt07NnT6SmpiIvL08r8d+zZ88AQGsosbFEIhGKiooatG9tRnd2hViqQqf2pu08r4+lzEVYvSxqtRpPiyVVo+k8bJs0wDp//jwzV1hCQgK2b98Od3d3ZGRk4MWLFygqKmJeN27cYILAuXPn4siRI2Cz2eBwOExGfB6PBzs7O8TFxTGfi59//hnXr1+Hq6sr3Nzc4ObmBnd3d+b/HRwcdO45n8tC8nMxSisVuJsjRJ+OjkZfU1xcHD788EN8++23OpPqEoSlov+a52/hwoVGb//w4UMmczrROA15rhoikUhA0zREIlG9AyyappGVlYUePXqYpCzNrcUHWA0xbdo0/PTTT/jhhx/w5ZdfAqh6kEdHR8PZ2Rk9e/Zktk1PTwfwd4dLqVQKhUKhkxjv888/B03TRuf6MNb0ProdM5tKzSlqAPPXYKlUKrjYctE/wBHtHaya5FylpaW4fv06Vq9eDTabzWTM1peUUEMmkzGTUisUilprI3k8HvP/Fy5c0ElQW11GRgaT1VkTjHl5ecHd2gW9fLzgTtlDLrfROqYhllojRxB1oSiK6cTeFNsTpldQUMC0AmmUlZXh6NGj8PHx0VqXnZ2NyspKremMCgsLdSoodu7cicLCQpM/V5tLmwywJkyYgOHDh2PdunUoKipCt27dEBsbi2vXrmH37t1azXjDhw8HUJWcFKhKCtijRw9Mnz6d+XCcO3cOp0+fRmRkpMmG+5qDtbU1unXrBoqi8PTpUwCWUYMV1M4WQe1Ml4+Lpmncvn0bx44dQ1xcHG7duqU1/2J1YWFh6NWrF7y8vODq6gpXV1e4uLhoBTgbNmzAf/7zH6hUKqhUKiiVSqhUKshkMp0s1WPHjoWzszMKCwt1XiKRSOsL5uzZswar6T08PHDjxg34+voCAJKSklBcXIwOHTrA19cXPB5Pp0bu/Pnzdc6hRhAE0RBjxoyBt7c3+vbtC3d3d2RnZyM6OhrPnj3D4cOHtbZ9++23cfnyZa3vXT8/P0ybNg3h4eGwsrLCtWvX8NNPP6F79+6YP39+c1+OaZin65f5iUQievHixbSHhwfN4/Ho8PBw+sCBAzrb+fn50X5+fsz70tJS+q233qIDAwNpGxsbms/n0507d6bXrl2rNfO7MSx5lvPMzEyzdDLXKCgooJOSkujMzEyTHTMjI4NesWIFHRAQoNNR08rKihldqnmx2Wy6d+/eOqNkmkrNETnHjx+n//3vf9PTp0+nBw0aRPv7+9N8Pp8pX/VOrbNnz2aWUxRFe3l50QKBgKYoyizX0pqRTu6EJTG2k3tTP2e+++47euDAgbSrqyvN4XBoNzc3+pVXXqGvXLmis+3gwYPpmuHH3Llz6U6dOtF2dnY0l8ulAwMD6WXLljVoVL+loGjawE93osnl5ubCx8cHOTk5RmUpbi40TSMjIwMikQje3t4mnbbAWEKhEIWFhRAIBEYlmTPG1q1b8c9//hNAVW3duHHjMG7cOLDZ7FqnPTp79qzF1PxceVKM/ZeS0dddibkThzDLV6xYgdjYWGRlZUEikRjc/+zZszh58iQuXryIwMBABAQEaP3Xz88PXC63Ga6k5ZJKpcjMzETHjh1hZdU0zdYEYay6Po+W+pxpC9pkEyFhmFqtxr179wAA9vb2Zkt0aG9vz4x4+d/tF7iUUoxRnV0xvpvxwdbFixfB4/GYeahmzZqF+Ph4vP766xg3bhwEAgFomkbfvn21ZlmvjsViYdWqVRg1apRF9F+SKmgouPYo5Gk3ma5duxZr164FTdPIz8/HsGHDkJKSonVNbDYbq1atgo2NDZKTk5GcnKxzfA6HA6FQyHRGjYuLQ0VFBQIDA+Hv79/q5k8jCIJoKiTAIrRQFAWKokDTNLy9vY3qTN3UKuUqiGUqqIzM5H7v3j189NFHuHDhAsLDw3Hnzh2wWCw4ODggNjZWa1u5XI7s7GyD2evVajVycnIgl8stIqv2kBBnWPNY6O/vqHc9RVG4e/eu3uBJpVIhISEB//3vf7Fy5UqkpaUhPT2d+W96ejocHBy0gqh169bht99+Y957eXkxNV5BQUFYunSpRc19RxAEYSlIgEVooSgKLBaL6bBtbjRNY2KPdhge5gJbXu0T3kqlUnz++efYuHEjlEoluFwuhgwZAolEYnDSaj6fj4SEhFon23V3d7eI4AoAeBwW/hHkbHA9TdNYtWpVrTVy27Ztw40bN3Sm81Cr1Tr5Zrp06YLy8nKkpaWhvLwceXl5yMvLw+XLl+Hu7o6PP/6Y2XbmzJnIy8tDcHAwgoKCEBwcjODgYHTo0IE0OxIE0eaQAIvQoUlVYM4ASyKRIDU1FSwWC126dIG9Ve0f1T///BOzZ89GSkoKgKoJZr/++msm5UFtfHx84OPjY5JyNyeapiGSqmBv/fe9aUyNHIvF0ulvt3XrVuZcJSUlSEtLY141m0yvXLmCrKwsXLx4UWs5m81Gr169cP36dWZZUlISnJ2d4ePjU+8aMJLbiyCIloAEWIQOTQ6qtLQ0dOzYEQ4OTZfc0xBDNTD63Lx5E4MGDYJSqYSHhwe2b9+O1157rYlLaF6FIjn+70o2yiVKrHstBGxWVbDTVDVyFEXBxcUFLi4u6Nu3r95tYmJikJKSgtTUVDx58gSpqalITU1FZWWlTjA2ZcoUpKenw8rKCgEBAVq1Xp07d0a/fv30noMmub0IgmghSIBF6KiecNRcDy/NedVqNRKyylAhU6Fzezu42en2CevVqxdGjx4NgUCAnTt3wsnJqbmL2+zsrTh4Xi6DVFGV6d7fzYZZZ64auf79+6N///5ay2iaxrNnz7QSsarValhbW4PL5UIqleLhw4d4+PAhs7537964efMm8z4qKgoCgQDBwcEoLi4mub0IgmgRSIBF6LCkAAsAztwvREaRBIuHd2ACrBcvXsDFxQVcLhcsFgtHjhyBlZVVm6nN4HNZWDjEF+0dreBoY7n9myiKgpeXF7y8vJhlLBYL9+/fh1KpRHZ2tlaN15MnT9ClSxdmW6VSiW3btkGpVOo9/jvvvIOcnBytgJx0uicIwhKQAIvQYWtri/LycgDmC7CqC/WwhYMNF862VYHE48ePMXr0aAwePBj79u0Di8Vqk+kDOrW3q3sjC8bhcODv7w9/f3+DtVAKhQLr1q1Damoqrl+/zqQQ0cjLy2NqsVQqFZydneHl5YWQkBCEhoYiJCSE+f+2ULNJEITlID/1CB3u7u5MegZLqMGa0ssTi4d3gJ+LNW7evImBAwciOzsbN27caLGzrJuaSKq/hqels7a2xkcffYRdu3aBz+dr1a4Cf+cpo2ka2dnZEAqFSE5ORmxsLNavX4/Zs2djwIABcHZ2xuzZs5n9aJrGyZMn8eTJEygUiua+LIs2b948eHp6wt7eHuHh4Thx4gSz7uHDhxg0aBDs7e3RqVMnXLp0yXwFbQZ//vknWCwWvvjiC2ZZYWEhxo4dC1tbW4SEhOgM6iAIDVKDRehFm3my5+pomgZFUbh58yZGjBgBkUiE3r1749SpU2bJMm9JaJrGf//Mw9XUUqwcG4COrjZ179QCVZ9XsTq1Ws30xRo5ciSysrLw+PFjpKSkICUlhfn/vLw8tG//98TpeXl5eOWVVwBU1aQFBgYytV0hISHo168fOnXq1GzXZ0mioqKwbds2ZsDEiBEjkJGRAXt7e0yYMAEffvgh4uPjER8fj8mTJyMlJQUuLi7mLrbJqdVqLFmyBL1799Za/v7778PDwwOFhYWIi4vD1KlTkZqaCmdnw+lTiLaJBFiEXuYOsCiKgkAgYN7fu3cPkZGREIlEGDJkCE6cOKG1vq2iKApSpRpKNY2kbGGrDLCMye2lybbv5+cHPz8/nSZHsVisVVNVVlaG7t2748mTJ6isrMTjx4/x+PFjZv3SpUuxYcMGAFU1Fh9//DHT5BgUFGRwcvDWQDOJPVD1+ZLL5cjLy8Pz589RWlqKDz/8EAAwYsQI9OjRA8ePH8fcuXMbfL6NGzdi7969ePToUbP2n9u1axfWrl2L1NRUvaNq/+///g99+/ZluksAVZ+j2NhYZGRkwMbGBuPHj0d4eDh++eUXrRpSggBIE6FFKJdYVvNOaWkp06m4ZpNMc2Gz2UzG8Nlbz6L/oGEoLS1Fv379SHBVw4Ru7bDy5QC8FuFh7qI0ifrk9jJEIBBo9cHq0qULkpKSIBKJ8PTpU5w/fx7btm3D+++/jxEjRqBXr17Mto8ePcLevXuxdOlSTJgwAWPGjEF2djaePHmCtLQ0lJWVMds2JPASCoV48OCB1khLc1u4cCGsra3Ru3dvDBs2DOHh4QB0r4+maa0RoPv27QNFUbh165bWduXl5ejTpw+srKxw9uxZZrlQKMSGDRuwbNmyZh+cMGvWLMjlcuzevVtnXXFxMb755ht89tlnWstTU1MhEAi05vQLDw9v1D0gWi9Sg2UB7udJoLSuBI9NIcCNDx7HvHGv5ovOxsbG7FPlKNU0nuU8hbRCiK7duuP06dMkuKrBw4EPDwfLyDTfFJoy2z6LxYKvry98fX11MttreHt749NPP2VquaRSKYCqwE8ul2vliauoqEBaWhqsrKyYl7W1Nfh8Pvh8vk6NME3TyMvLg1QqRV5eHuzs7CyiWX7Hjh3Ytm0bLl26hAcPHoCiKISEhMDR0RGbN2/GokWLcPHiRVy+fBn+/v61HksoFGLUqFG4d+8ejh8/jsjISGbd3r17oVQqMX369Ka+JB1WVlaYOXMmcz3V7/vKlSvxz3/+E46Ojlr7iMViZo5UDXt7exQXF9d6rtruAdF6kQDLAuSLlGhXqcRL/gKzB1fA37VWljBVDptFIXrVbFwd7I9h/XqQkWB1UKrUUKhpWHPNU/PYVMyZbT8gIACrV69m3ldWViI9PR2enp5Qq9Wws/t7NKdUKoVSqYRYLIZYLNY6DkVR6NChA9NfSaFQoKSkBBUVFQCqgjOhUGiWxL76sNlsDB8+HN988w2CgoLw8ssvIzY2FosWLcKXX36JXr16Ydq0aVq1OTWJRCKMHj0ad+7cwbFjxzBmzBit9dHR0Rg/fjysrKya+nL0mjp1KjZu3Ij4+HgMGzYMQNUsAwkJCdi+fbvO9gKBQKemUSgU1vqjr657QLRe5n+aEwAAZxuORQRXgGUEWGq1GteuXcPDBw/gYcfB9Amj0a6du9nK0xLczCzDv/+XgpN3C8xdlFaNxWKBw+FAIBDA3d1dKzhwcnJCWFgYOnbsCE9PTzg5OcHa2pqZQL36nIzl5eXIycnROnZmZiby8/NRXl5uMPdXc1MqlUhLSwMAdO3aFZcvX0ZxcTHOnTuHjIwM9OnTR+9+YrEYkZGRSExMxNGjRzF27Fit9ZmZmbh3757e6Y6GDh2KQYMGITExEWPGjIGdnR28vLyYqZtqM3fuXLi6uuLw4cM6686cOQOKonDq1CkAQM+ePeHs7IxffvmF2eby5ctISUmBl5cXPDw8cPjwYWzYsAGzZ89GUFAQxGIx8vLymO0fPHiAzp07N+geEK2bZTzRCShVltNpVtNEqFQqzfYl/8UXX2Dy5MlafRuI2nFYFEorFUjKEULdijthWzI2mw1bW1u4uLjAy8sLAQEB6Ny5MyIiIhAeHq416XhlZaXO/kqlEjk5OUhNTWVqtgAwD/Xi4mJUVlY22Y+f8vJyxMTEQCwWQ6lU4siRI4iPj8egQYMAVA02kUqlqKysxKZNm6BWq/U2d1VUVGDMmDFISEjAkSNHMG7cOJ1t/vjjDwBARESEzrr79++jrKwMr7zyCnr27ImvvvoKnp6eWLJkCe7fv1/rNUyZMgXOzs46/adomsby5csxaNAgrUAnIiICv//+O/N+3rx5SEtLw507d3Dnzh2MHz8e77//PrZs2QKBQIAJEyZg9erVkEgkOHnyJO7du4cJEyY06B4QrRtpIrQQHAtq0TF3JuzTp08zTTKPHj1q1SO2TKm7rz0WDPZFTz97sCygHw/xN4qitPqI0TStFUBVx2azweVytWrGhEIhnj9/rrUdj8dj+nm1a9euQX3Q9JXz+++/x8KFC0HTNAIDAxETE4Pu3bsDqGrSi46OhlqtxsiRIxEbG6v3ODNnzsSzZ89w5MgRjB8/Xu82mlGbNSdkf/78OYqLi8FisZCYmMg0QQ4aNAidOnVCUlIS0+len9GjR2P+/PlYtmwZFAoFU2t48OBB3L17lwnsNPz9/bF//37mvY2NDWxs/h6Na21tDYFAwPTH2rFjB2bOnAkXFxd4e3vj8OHDelM0GHMPiNaNBFgWorjC/P2dNDgcDtPXicNp3o9Ibm4u3n77bQDAtGnTWv2kzabEoij083c0dzHaNE0H+LoIhUJm9CGbzWZ+1KjVaigUCnh7e2sFTGw2G/b29pBKpZBKpVCpVFAoFEyQ5uDgwPwQKSgogFgs1upor3nV9ePJ3t4e8fHxBtdv2bIFW7ZsqfP68vPzYWVlVWu/ueLiYqaptTpNDdXq1au1+ndpAiVjBt4EBwdDpVIhMzMTwcHBkMvl+OSTTzBx4kSd+TKdnJwgkUhQWVmpFVhp7Nu3T+u9m5sbTp8+XWcZjLkHROtGAiwL8bxcAaWaBodl/poHiqLg5+fX7OfVjCYqLi5GREQE/vWvfwFo2NB3AhDLlBDwyZ94c5ozZ0699xk3bhyCg4MBAGlpaTh58iT8/Pywdu1aZmTbJ598ApFIZPQxo6Ki9DZB8vl8BAcHM8GbXC4HRVHgcDgmHb24e/duREVFITIyElevXkVISIjR+2oCrIkTJ2ot19R4GXOswMBAAMCTJ08QHByMnTt3Ijs7m+l7VV1T5fxrzD0gWgfSB8sCWHEANQ2UVFhGp1Zz+eSTT3Dt2jXY2dnh8OHDzC9VEmDVT4FQhrWn0/HFqXTSF6uFUqvVjfrcBwQEwMvLCy4uLrC1tWUGrshkMq2O9s+ePcPdu3dx584dJCcnIzMzk0koKpFIGlwGX19fbNu2DRKJBCNHjtTpzA8ALi4uUCqVOoHjvXv34OHhoTVBOADcvXsXHA7HqAz7/v7+YLFYSE1NhUgkwpdffolZs2YhLCxMZ9vS0lLY2NiYfD7TTp064fTp07XeA6J1Iz9vLYCLLRcSAIUiJdztuHVu3xrFx8dj3bp1AIA9e/YgMDAQ9+7dI8FVA9hZc5BbKoVMqUZ2sQQdWmF2d0u1d+9eo7ZTKBRMZnkOh8MEQMHBwYiMjASPx9NqzjNm9Fx1NdMe0DQNpVIJmUymdVxNZ3mVSoWKigqdfmE9evRgylZSUgKVSsU0N9ZW61VYWIigoCBs3boVCxcuxMiRI3H16lW4ubkx22gyxmdmZqJr167M8vv376Nbt246x7x3755W7Vtt+Hw+vLy8kJqaik2bNkEkEuHTTz/Vu21mZqbewMsU+vTpg9jYWIwdO1bvPSBaNxJgWQBnAQd5CqBArEBnmPZXVEvRuXNnvPrqq3B1dcXUqVMBVHU2VavVFpF4sSWx5rKxYLAvfJys4GTbNgN2czE2n1N98z41Nk8URVHgcrlatVdAVU2XWq2GTCZj+ndJJBLIZDKo1WqtmRw0fbs02Gw2+Hw+E3B5enoy6yQSCYCqtA579uzBrFmzEBkZifj4eCZRp6Yv1K1bt5gAS6VSITk5WW/S17t376JHjx5GX3NgYCD++OMPpKWlYdGiRQbzdSUmJuLNN980+rj1NXz4cBw6dAhTpkzRuQdE60aaCC2Ai01VnFsoUrbZGht3d3ccPXpUK7lfYGAggoODzZ5NviXq6m1HgivCKCwWC9bW1nBycoKnpyf8/f0RFhamk9vJ3t4e9vb2zN+jSqVCZWUlSkpKUFhYyOT6qik8PBxbtmxBYmIiXnnlFWYggL+/P7p06YK4uDhm29TUVEilUp0aLIlEgrS0NK2aLg2KojBkyBCd5YGBgbh79y64XC6WL1+u99pv376NkpISvWkWTOnVV1/F999/j8TERIwfP97owRBEy0YCLAvgaMMGiwJkShoimf751lqr/Px85v81v7IJ06qQte2+fYRptG/fHsHBwejatSsiIiLQuXNnBAQEwNvbG+3atQPwd81VdQqFAv3798fixYtx5coVREZGMvn15syZgxMnTqCkpARqtZrp4F4zwHrw4AFUKpVOgKWpUatee6YREBAAAPj4448NzgBx5MgR+Pr6Mlncm9Ls2bPx1Vdf4fLly5gyZYrFJJIlmk6bDLCGDBkCiqL0vox9wCcnJyMyMhICgQDOzs6YMWNGrXOl1YbNouBiW1WLVSRqO390xcXF6NatG6ZPn641Yz1hGjRN479/5mHx4WRkl+g++AiioarXenl4eMDDwwM0TWPo0KFISEjQ6YjOYrEwa9YsJCQkYNeuXUz6lzlz5oDNZjM1XCEhIUhJSYFAIEB+fj4zLU3v3r1B07ROJvQrV66AoiisWLFCp4yamrZ58+bpvQaZTIYff/wRUVFRJu2GMGvWLNA0rTVhuMa//vUv0DSNEydONHsKnOb27rvvgqKoeiVYNeVz1RK07n9hA1auXIm5c+dqLauoqMCCBQswatSoOvfPzc3FoEGD4ODggLVr10IsFuOrr77C/fv3cfPmzQY1abkJOCipUEKiaDs1WEuXLkV+fj7u3r2rt+NqSkoKlEol/P39TT7Cpy2gKApiqRJKFY3bT8vh60zuIdF0hEKhweSparUaAQEBsLW11cpCb29vj3feeQf79+/HK6+8wkygrSEQCLT6K6Wnp4PFYjGTZ587dw5Tp05Fly5ddM754MEDeHt7G6y9io6OBpfLxYIFCxp6yYQBt27dwr59++rVd7Apnqvm1iYDLH0dKA8cOAAARnV2XLt2LSoqKnD79m34+voCqBotMnLkSOzbt8/gL6bahHtZo7uPDdgWkAerOVy9epUZcbVnzx69f4hKpRIKhaLN9kszhYk92mFEJ1cEt7Ote2OCaCCapvHs2bNat3n27BlCQ0O1am4oisLXX3+Nr776CkqlElKplOlwL5PJtL4X1Go1SktLtY45Y8YMAMCdO3fg6OiolRX+zp076Ny5M2ia1ltDtWDBAqODK6FQiOzsbPj6+pIO6nWgaRoffvgh3n77bVy8eNHo/ZriuWpubbKJUJ+YmBjY2toa1dnx6NGjGDduHPMhAIARI0YgODgYP//8c4POz+Ow2kxwJZfL8d577wGoqkYeMGCAmUvUerV3tCLBFdHkaJrWqnnSRy6XG/yxpOmeYWdnB1dXV3h7ezO5vKrr2LEj2rdvDxcXFwgEAqZLh0ql0jq2ZjSiu7s7EhMTcf/+fTx58gRPnz7Fixcv6pW0laZp5OXlQSqVIi8vj/zgq8P+/fvx4MEDfPnll/Xarymeq+bWJmuwaiosLMSFCxcwbdo0rclY9cnLy0NBQYHe9vU+ffoYNYVCXQz94mottmzZgocPH8LV1RXr1683uJ3mHpAvNNNQqtRQqQE+l/yuIkyLxWIhLCyMye2lD5fLbdQ8pywWCy4uLjrLNWkmqn9nqtVq3Lx5EzKZDDRNQyaTQSaTMeudnZ1hZ2cHoOr75dGjR+DxeODz+Vr/5fF4qKysZJo+KyoqIBQK4eDg0ODraM1EIhGWLVuGFStWwMPDw+j9muO5ag4kwAJw+PBhKJVKo5oHNROu6hu14unpiZKSEshkMr19imr+kdf8FZVWIEXyCyn8XHjo6tU6k0NmZWUxs9x/9dVXeidJJUzvRkYZDic8xz+CnfBqD+O/+AjCWJqApLlpOtxXx+Vy0aVLF9A0DYVCodXsKJPJmOAKqKpZk0gkekdAArrzsT59+pSZK5LH45l8mqGmIhKJmEEDAJh+bKa0Zs0aWFtbY8mSJfXarzHPVUvW4gMstVpdZ9W0Bp/P1/uHEBMTAzc3N719s2rS/BHq+4fW9BeQSCR6169bt44JLqp79FyCYlSiSKxEmUQFm1Y8kjAvLw8uLi4ICAhgJnU2hNRgmQ5FASWVCtzKKsfE7u1axAOBIBqLoigm8KseVFXH4XAQFBQEuVwOmUym9V+FQqGTTkEulyMjI0PnHFwuF87OznB3dwdQ9b1VWVlpMUFYzZGdq1evNpjdviHP1SdPnmDr1q04dOhQvQOhxjxXLVmLD7CuXLmCoUOHGrVtcnIyMz2DRkZGBv7880988MEHRg2b1fxSql4TpaFJHmdoxNvy5csRFRXFvM/Ly0OnTp2Q/EKKfLUEXBbwkr8tPB1a3mgJY7300kt49OgRysrKzP6F05b08nPAu//wQe8ODuS+E0Q1bDZbb5MfTdNITk7WO2k2i8UCm81mBuFoasYEAgGzjVwuR3JyMgDtIEwT8GkSt2rORdN0o5pQ6/Lo0SOtPm21BSsNea4uXrwYAwYMwKRJk+pdtsY8Vy1Ziw+wQkNDER0dbdS2+qofY2JiABg3erD6MTRVmtU9f/4czs7OBj+4Natkq1fXAkCYpzX83Ro3JUZLYGdnZ/DXZHWaX0YkIGg8FovCS4H6h6sTBKFLKBTqDa6Av9NO2NnZMfNKyuVyrVGPKpUKXC5XJwirThNgyeVy3L9/H2w2m5nSqPpLIBAwwRtN01CpVGCz2fX6brSzszN6BGR9n6u//fYbzp49i2PHjiErK4tZp1QqIZFIkJWVBWdnZ4Pnb8xz1ZK1+ADLw8MDs2bNavD+MTExCAgIQL9+/Yza3svLC25ubrh165bOups3b6J79+4NKgeXTSHMo/UGV59//jm8vLwwa9Yso3+l+fv7N3Gp2i6JQgVrLrvuDQmiDapP2glDfZlsbGzQrVs3qNVqrSBM0/RY/UemZnCASqWCSqXSmUrH09OTCbBkMhkePHgAoKomjcViobi4GP/+979RVlaGGTNmYP78+QCq5o/84IMP6n399X2uZmdnAwBee+01nXV5eXno2LEjtmzZgn/+859692+q56q5tfgAqzGSkpKQnJyMVatWGdwmPT0dwN/TLgDApEmT8OOPPyInJwc+Pj4AgIsXL+LJkyf17tynEeZhBR6HBaFUhawiGThsCp08W16VqD537tzBZ599BpVKheDgYAwcONDcRWqTnhZLoFKr8fOtF5DIVfh0fBCpHSQIPeqTdqKuv6HqiVENsbW1Rffu3ZlArOar+uj26ola1Wo1E8A9ePAAT58+1ZqXsbS0FL/88ksdV9t4w4YNw/Hjx3WWz5s3D35+fli5ciXCw8OZ5c31XDU3im7DPYg/+ugjfP3113j8+DFCQkL0btOhQwcA0Kr2zMnJQY8ePeDo6IjFixdDLBZj06ZN8Pb2RkJCgtFVmbm5ufDx8cF3J+/h3dGdweOwkFsqR/wTEeytWJjQreU36ajVagwYMAA3btzAlClTWmw+k9bgeNILnH9YBJlSDdDA568Gw8ux9daaNhWpVIrMzEx07NixXpmqiZZFU9NkiKY/lTloAivNhNtZWVl48eIFpFIpgoKCmMz2xcXF+Pbbb7FmzRrk5OTA29u7WcvZoUMHdOnSBSdPntRZDjTNc9WStNkaLLVajZ9++gkREREGgytDfHx8cPnyZURFReHjjz8Gj8fD2LFj8fXXXzfoQ+DvygePU9Vs5mZX9U8ilKohVahh1cJzFn3//fe4ceMG7OzssGXLlnrtm5WVBYlEAm9vb6P6bBF100zFZMVl4WZmGUZ1coMtnzQVEkRN5ko7YQxN0yCHwwFN07CyssLQoUN1An4XFxe8++67WLNmjZlKajxTP1ctQZsNsFgsFnJzc+vcrnqEXV3nzp1x7tw5k5TFz+XvP2I+hwUHKzbKpSoUipXwcbLMP3Bj5Ofn4+OPPwYAfPHFFzpZmeuiGS6tVred+Rmbi1Shxi93CnD+URFGdXIlgRZBECZn6PnZHM9VS9Cyq0daCVaNNnxNLVahyHD1dEvw0UcfoaysDBEREVi4cGG99yd5sJqeRF4VaH3y6xMUiozLe0MQBEHUrc3WYFkSpVo7gHCz4yCtUIZCcctNOPrkyRMcPHgQFEVh165dRuUYI8xjTBdXjOvajtRgEQRBmBB56lmAaoNCAADugqoJTIvESqjUdIucBDo4OBh//vknrl27ht69ezfqWKQGy/SsuSxw2RSEUhU8HPgkuCIIgjAx0kRoAVQ1arDsrFjgcyioaaCkouXWYvXt2xf/+te/Grw/SSFgetY8FiZ0d8dXU8KwYLAflo/xx6AgMh8kYXrz5s2Dp6cn7O3tER4ejhMnTmitv3PnDl566SXY29vD398fe/bsMVNJCaJpkBosC6CsUYNFURTcBBzklilQKFbCzY5rnoI1QEpKCiiKQnBwcKOPRfpgmVaEr4NWZ/ZO7QV17EEQDRcVFYVt27aBz+cjISEBI0aMQEZGBlxcXAAAM2bMwJQpU3D16lXcuXMHgwcPxksvvYSwsDAzl5wgTIPUYFkApZ4Awv2voKqwBU38rFKpMHPmTHTt2hX/+9//Gn08DocDHo/XpPNztSV+LtYGmwKVKjXUJJAlGmHjxo0IDQ1lRv1qspwDVT+W5HI58vLymO2zsrIwffp0sFgsREREICwsDI8fPzZ5uXbt2gVfX1+989wRRFMiTy4LULOJEPh7JGGBWNFianB27tyJGzdugMfjoX///o0+np+fHzp16gRHR8fGF44w6GpqCZYeTUFStrDujYk24bPPPgOLxWImK65uzpw5YLPZOHXqFLNMKBRiw4YNWLZsmdYPooULF8La2hq9e/fGsGHDtLJ5L1q0CAcOHIBSqcTNmzeRnZ1tcMqyHTt2gKIo9O3bt97XMmvWLMjlcuzevbve+xJEY5AAywIo9ARYLrYcsChAqqAhlll+HqgnT55g6dKlAID169fXO+cVYT75QjlKKhS48qTE3EUhLMR7770HPp+Pb775Rmv5tm3bEB0djTVr1mDs2LHM8r1790KpVGL69Ola2+/YsQNisRhxcXEYNWqUVr/KMWPG4L///S+srKwwYMAAbNiwgZn0t6aDBw+iQ4cOuHnzJtLS0up1LVZWVpg5cyY2b97cYn6sEq0DCbAsgL4aLDaLgoutJh+WZTcTKpVKzJgxAxKJBMOHD8eCBQvMXSSiHkaEuWD2S154f6ifuYtCWAh3d3e8+eab2L9/P4qKigCAybI9adIkrFy5Umv76OhojB8/Xu/UQWw2G8OHD0dcXBxOnz4NACgpKcHYsWOxadMmyGQyJCYmYvny5UhMTNTZPzMzE3/88Qc2b94MNzc3HDx40KhrqKioYP5/6tSpePr0KeLj442+BwTRWCTAsgBKlf5fVQFufHT1soazrWUOoY+Li0OnTp0wd+5c3Lx5Ew4ODoiOjjZZn6lnz54hJSUFpaWlJjkeoZ+jDReDg12Y6ZqI5pWTk4PExESDL2NmnGgKS5YsgUQiwa5du5CTk4OpU6ciNDQU+/bt09ouMzMT9+7dw4gRI2o9nlKpZGqf0tPTYWtri8mTJ4PNZqNr164YMGAALl++rLPfwYMH4eTkhLFjx2Ly5Ml6A6xPP/0UFEXh0aNHeOONN+Dk5KQ1qXzPnj3h7OzcLBMfE4QGGUVoAZQGWgCD3C13IlmaprFixQokJycz/TS2b9/OzIJuCnK5HBKJBEqlZdfgtTZqmtaZXYBoGjKZDL1790Z+fr7BbTw8PJCVldXs87F17twZo0aNwvbt2xEbGwuFQoHY2FgIBNqjT//44w8AQEREBLOsvLwcp06dYmq1jh8/jvj4eKxbtw5AVZ68yspK/PLLLxg/fjySk5Nx9epVvbXfBw8exGuvvQYej4fp06dj586dSEhI0Jtfb8qUKQgKCsLatWt1mgMjIiLw+++/N/q+EISxSIBlAfQ1EVq68+fPIyEhgXk/dOhQvPHGG2YsEdFYqfkVOJ6UD383G0zu6WHu4rQJPB4Pvr6+KCws1DvnJovFgo+Pj9kmHY6KikJkZCQKCgpw+vRpBAQE6GyjGfnXsWNHZhlFUfj++++xcOFC0DSNwMBAxMTEoHv37gAABwcH/Pzzz1i2bBneeustODs7IyoqSqcW7Pbt23j8+DG2bdsGABg4cCC8vb1x8OBBvQFWt27dEBMTo/da/P39sX///gbdB4JoCBJgWYDaAiyJXI0isRIO1mzYW1tGUyFN01i1ahXYbDZUKhXYbDZEIpHJz0PyYDUvoVSJR8/FyC2VYmKPduC0wBkEzIWmaVRWVjZo35UrV2LixIl616nVaqxcubJBx7axsWl0sl5N7bS/vz9Gjx6td5vi4mJwOBytmi17e/s6+zuNHj3a4DE1Dh48iHbt2mHo0KEAqr4Tpk2bhgMHDuDrr78Gm639nVhb/08nJydIJBJUVlbCxsam1vMShCmQAMsC1JyLsLpb2RXIKpajm7c1unpZxpdCzdorlUqFW7du4fz583V+YRKWq4ePPV7t0Q4vBTqR4KqeKisrdZrOTMVQ8FUXsVgMW1vbBp83Li4OH330EYKCgpCamorz589j1KhRDT5efalUKvz0008YOnQoMjMzmeV9+/bF119/jYsXL+qUp3otWk2aH2pkhgiiuZBerRbAUCd3AHATcOBozQaPbRlfCjRNY+HChTrL2Ww2Vq1a1SS1TaQGq3mwWBQmdG8HV4F5mqMIy5GRkYFp06ahR48eSEhIgLu7O7Zs2aJ3WxcXFyiVSpPXYv/22294/vw5fvrpJwQFBTGvqVOnAoDezu7W1tYGj1daWgobG5tatyEIUyI1WBZAVUsAEephjVAPy/lC2LRpEzIyMnSWq1QqJCQkmLQWi/zSNC+apsm/gZFsbGwgFosbvD9N0xg8eDDu3r3LNLt369YNly9fbvC/QUObwcRiMSZMmAAul4vjx4/DwcEBCxcuxGeffYbk5GSdqWxCQ0MBVI0m7Nq1a4POqc/Bgwfh7u6O7du366w7duwYjh8/jl27dhkdMGVmZpJpeIhmRQIsC1BzLkJLdfnyZSxfvtzgehaLhVWrVukkFGwoNpsNDodDpsppZqUVCpy4VwChVIkPSG4so1AU1ajmOABYu3YtIiMjAVT9YFm7dm2TNTsaQtM0ZsyYgZSUFMTHx8Pb2xtAVUb29evX45tvvtHJiK6ZteHWrVsmC7AkEgmOHTuGKVOmYPLkyTrr27dvj0OHDuHXX3/FtGnTjDpmYmIi3nzzTZOUjyCMQZ5cFsCYUYRqNQ25oXwOzeDixYsYM2aM3pFOGmq1Gjk5OZDL5SY5p5eXF7p06QI3NzeTHI8wjkKlRvzjYtzKKseLcjJ/W3MZNWoUMzKud+/ezdrfSePTTz9FbGwsvvvuO7z00kvMcjc3N7z11lvYv38/iouLtfbx9/dHly5dEBcXZ7Jy/PrrrxCJRBg/frze9f369atX0tHbt2+jpKQEEyZMMFkZCaIuJMCyAPdv/1n7+jwJfrpVgofPpc1UIm1Hjx7FmDFjIJFIMHjwYPz++++4ffu23ldCQkKz5+shTMvdno9JPT2wLNIf7exJf6zmQlEU1q5di7CwMKxdu7bZm2ePHz+Ozz//HAsWLMC8efN01i9ZsgRSqRS7du3SWTdnzhycOHECEonEJGU5ePAgrKysMHLkSL3rWSwWxo4di7Nnz+oEfPocOXIEvr6+GDZsmEnKRxDGoGjSg9hscnNz4ePjA5/AzshKuWewKexJgRQ3MivgYc/FyDD7Zi4l8PTpU/Tq1QtDhw7F/v37SQBFtGlSqRSZmZno2LGj3qlh2qLy8nL4+/tj48aNeOedd8xdHC0ymQwdOnTAxx9/jMWLF5u7OCZX1+dR85zJyclhmnyJ5kFqsCxATtpDHD0Wa3C9619zEhZXKJttRJ0meSAA+Pn5ISEhAYcPH27W4KqwsBCpqanMXGgEQVgmBwcHLF26FJs2baq1G4E5REdHg8vlkjlSiWZHAiwL8cb0aViwYAFu376tE0Q5WrPBpgCFioZQ2rRfXikpKZg8eTLCwsLw66+/Mss7dOjQ7E0WcrkcFRUVJuvTRdSPXKnGhUdFWHc6vdZcbQQBAMuWLcPjx48tblDKggULkJ2dTWreiWZnWX8JbZhSqcTu3bvRq1cvBAYGYtmyZUwWZRaLgvNftVhFYtPPy6dUKnHu3DmMHz8eYWFhOHr0KFgsFm7cuGHyczUEacU2D4oCTtwtQEp+BW5llZu7OARBEC0KSdNgISiKgpWVFWiaRkZGBjZu3IigoCAmb4uALcNzpRqFYgUC3EzzS0ytVmPBggU4duyYVkfR8ePHY+3atejcubNJztNQJAeTeXHZLLwW0Q5quirLO0EQBGE8EmBZCJqmIZFIEBsbC7lcjiNHjmhNkXHi4P/hm6/WISS8J14Z+Q+EhYUhJCQEgYGBcHR01BuM0DSNiooK5OfnIzU1FY8fP0ZJSQnWrFkDoGokTnJyMoqLi+Hq6orp06fjgw8+QHBwcHNdtlFMUYNVUVGB69ev4/Hjx5BIJGjXrh0iIiIQFhZmcU0almRIiIu5i0AQBNEitckAa8iQIbh8+bLedRwOBwqFotb9Z82ahR9//FFneUhIiFbn8PpisVj48ssvcePGDUyZMkVrXVryXcillbifcBX3E65qrWOz2Xjx4gVcXV0BAFFRUThy5AiKi4v1DptesmQJnJycAACfffYZAGDQoEHgcCzr42CKGiy1Wo0LFy7gyJEjOhPmnjlzBq6urhg2bBhGjBjR7EkdCYIgWqt3330Xe/bswdixY3Hy5Mk6t2+q56o5WdYTtZmsXLkSc+fO1VpWUVGBBQsWGJ3cj8/nY8+ePVrLHBwcGlWu6ok6a3bIPPLzYXx3/Dru3LoO+fNHyM1Kw+PHj5Gfnw+VSqV17pKSEuTm5jLvraysEBAQgJCQEISEhGh1Gm/NeWFkMhl27NjBTEzt5eWF/v37w87ODpmZmbh58yaKiorw888/49dff8X48ePxyiuvgM1mm7nkluderghxj4owc4AXXMhchQRB1OLWrVvYt29fvdOYNMVz1ZzaZIClL3ndgQMHAMDoqRQ4HA7eeustk5Tno82HYSuwwfBQBzg7O+sd7cJisdCze1c4eYcg3Msa3b2r5hmTSCQoLS0Fl8tltl21ahU++OADODs7w93dHba2ti2yPxOLxQKLxWpw2ffs2YOEhARwOBy8+eabGDlypFZz4KxZs3Djxg2cPHkSOTk5+O233zBq1KgGz+HWmp15UIjk52JcTC7G1N6e5i4OQRAWiqZpfPjhh3j77bdx8eLFeu1ryueqJWiTAZY+MTExsLW1rddUCiqVChUVFbC3b1wHYG//ILhbKVFYmANnZ2eD27kJOMgokqFQ9HcTprW1tc5kpwEBAY0qjyElFUrklBpOmeDjxGNGO5pCu3bt0K5duwbvP2XKFOTm5mLmzJnMhLTV8Xg8/OMf/8DAgQNx9epVuLm5keDKgJfD3eDjZIUhoYY/nwRBEPv378eDBw9w7NixegdYgOmeq5aABFioSmh54cIFTJs2zegJWysrK2Fvb4/Kyko4OTlh+vTp2LBhQ4P68fDzb4Pr7Ii6Mly52f2dqkFN02A1c62UgM9C8gspFCrdTudcNoUwD8vKau3u7o4vv/yyzk7sFEVh0KBBWsuuXr2KwsJCvPrqqy2y9s/Uwr3sEO5lZ+5iEARhwUQiEZYtW4YVK1bAw8Oj3vub8rlqCUiABeDw4cNQKpVGNw96enpi6dKliIiIgFqtxtmzZ7Fjxw7cvXsXly5dMthZXCaTQSb7e/JckUgEAKBolVHndbRmg8umoFLTEEnVcLBu3r5CPA4LjtZsFOrJxRXajg8ex/yj8ZKTk6FUKhEeHg4ADRohWFJSgj179kChUMDT0xP9+/c3dTEJgiCalUgkglAoZN7z+XyTJ19ds2YNrK2tsWTJknrv29DnqiVreSWuQa1WG53pm8/n662NiImJgZubm8GJRWtat26d1vvXX38dwcHBWLlyJf73v//h9ddfN7ifZtReQ1AUhchO9rCzYoPNav5aldxSud7gCgAePZeCzWKhc3srk9WslZWVobi4GAKBwKimQqlUip07d6K4uBhRUVHo2bNng87r7OyMN954A0+ePEHfvn0bdIzWqkgsx5n7hQjzFKBXh5bb+ZQg2ppOnTppvV+9ejU+/fRTvds25Ln65MkTbN26FYcOHWpQ4NbQ56olM3+VQyNduXKF6YdU1yslJUVn/4yMDPz555+YNm1aoyLkJUuWgMViIS4uzuA2y5cvR3l5OfN69OhRvc/jaMMxS3AlV6pxI7NC7zoKgIoG7uRW4n+JpTj/qBxllY3POC+XyyESiSCVSo3aXq1WIzw8HG5ubo1Okjp69Gh88MEHTA0YTdMkozyAa6mluPi4GCfuFZD7QRAtyKNHj7SeP8uXLze4bUOeq4sXL8aAAQMwadIkk5XZmOeqJWvxNVihoaGIjo42altPT93RTzExMQCMHz1oiLW1NVxcXFBSUmJwm5pVsprqWrpanPvo0SOzZ1CvKV+owI2sClQq1LDjszAqzB6/3i+HQkWDy6bwajcH5JYpkJBVCZmSRr5IiRtZFRgVZt+o/kuafY19kNvY2ODdd9+FRCKp9/Dg2s6vVquxZ88euLu7ayV/bYtGhLkgp1SCwcEkASlRu3nz5uHEiROoqKiAn58f1q5di1deeYVZ//DhQ7z33nu4c+cOvL29sWPHDgwZMsR8BW7l7OzsjO44Xt/n6m+//YazZ8/i2LFjyMrKYtYplUpIJBJkZWXB2dm53h3XjXmuWrIWH2B5eHhg1qxZDd4/JiYGAQEB6NevX6PKIRKJUFRUBDc3t3rvq7Z2hsLeD+yyDJSXl0MikeiMDNSgaRq3nlaiQKTAkGA72PKbth+WSKpC3GMhNHP99usogA2fjTAPK9zLkyDMwwp8LhsBbmy423GRVijDg2cSFIiqRhz6Ojf/BKuG7l1D3blzB5cuXWKOPXr0aJMevyURWHGwaFgHcxeDaAGioqKwbds28Pl8JCQkYMSIEcjIyICLiwsUCgUmTJiADz/8EPHx8YiPj8fkyZORkpICFxcSvJtbfZ+r2dnZAIDXXntNZ11eXh46duyILVu24J///Ge9ytGY56olaPFNhI2RlJSE5ORkvPHGGwa3SU9PR3p6OvNeKpUyndOr+/zzz0HTNCIjI+tdDpayEkqHjhDL1KioqND6BVATRVEoEClQUqky2B/KlBKzK6Gmq0YQjunsAA+HqnxbYR5WsOWxtEYO2lmx0cPHBl3aVwU4D55JGtWMZGwNVkFBAXbs2FHrfWuMiIgIptr7xx9/xB9//NEk5yGIlmzjxo0IDQ2FWl01Hjo0NJSpsacoCnK5HHl5eQCAlJQUlJaW4sMPPwSbzcaIESPQo0cPHD9+vN7n3bVrF3x9fbUGEBHNa9iwYTh+/LjOy83NDb169cLx48e1ai+b47lqCdp0gHXw4EEAtTcPDh8+HMOHD2fev3jxAr6+vli4cCG+/fZbfPvttxg7diw2bdqEyMjIeuXRYigkgFoJH19fyOVyZGRk1Lp5Fy9rDAoUwMOeW+t2jZUvVCC7VA4KwNBgO7gK/q7w5HFYGNXJXu/IwVAPK7AooLhChQJR0weBZ86cwbVr13Do0KEmO8drr73G1Fzt3LkT9+/fb7JztQRypRpxj4pw+n6BuYtCNIHPPvuMmau0pjlz5oDNZuPUqVPMMqFQiA0bNmDZsmVaI3cXLlwIa2tr9O7dG8OGDWNG9wK6P5xomsbDhw+Z9/v27QNFUbh165bWduXl5ejTpw+srKxw9uxZzJo1C3K5HLt37270dRMN4+vri4kTJ+q8bGxs0K5dO0ycOFErP2OzPFctQJsNsNRqNX766SdEREQgJCTE6P0cHR0xbtw4XLhwAcuXL8fSpUvx9OlTrF27Fr/++muD0gJQoMGSlsDb2wcAkJmZWWutjZ8zH34ufFhxm+6fr6opsqpTe5A7H442uq3JAgPNk9ZcFvxdq365phU2/FelMTVYYrGYab4bN25cg89lTFlmzJiBfv36QaVSYcuWLXUGwq3Z4xcVOHDjGX69U4BKuXFpRoiW47333gOfz8c333yjtXzbtm2Ijo7GmjVrMHbsWGb53r17oVQqMX36dK3td+zYAbFYjLi4OIwaNYr5mw4JCYGjoyM2b94MhUKBs2fP4vLly6io0D+QRkMoFGLUqFG4d+8ejh8/jsjISFhZWWHmzJnYvHkzGXjRQjXFc9UStPg+WA3FYrG05uszpGazk6OjI/bv32/y8rAlRXBz9wePx0NlZSWeP3+O9u3bm/w8xioUK1FSqQKbBXTzrn928wA3PtIKZcgplUOlppts5GNcXBxkMhn8/PzQpUuXJjmHBovFwnvvvQeRSISHDx9i48aN+OyzzxqVbb6lCvcSoIevPTq3F5hlVCvRtNzd3fHmm29i//79+PLLL+Hq6orLly8jKioKkyZNwsqVK7W2j46Oxvjx4/UOLmGz2Rg+fDi++eYbBAUF4eWXXwaXy0VsbCwWLVqEL7/8Er169cK0adPg7e1tsEwikQijR4/GnTt3cOzYMYwZM4ZZN3XqVGzcuBHx8fGten7VlsZQt43meq6aW8sMC1shtqQYNFjw9/cHAKSlpdW6faFIgft5lSg1QToEfdL/qnnq4NywmjI3AQc2XBYUKhp5ZcblU6nJxcUF3bt3Z+5JTSqVChcuXAAAjB07tlkyrnO5XCxZsgQdOnSAUCjEunXrUF5e3uTntTQURWHx8A4YEeYKvgUkmCVMb8mSJZBIJNi1axdycnIwdepUhIaGYt++fVrbZWZm4t69exgxYkStx1MqlVrfa127dsXly5dRXFyMc+fOISMjA3369NG7r1gsRmRkJBITE3H06FGt2jMA6NmzJ5ydnfHLL7807GIJogmQb0aLQIGilZBIKhEcHAxvb+86R9Ikv5DiTq6k1rkBG0okVSGruCrACnBr2ChAiqLQwZUHALieWYFyiembke7du4fS0lLY2dk1ehRofdjY2GDp0qVwc3NDQUEBNmzYYHRSPoKoTVxcHDp16mQReX86d+6MUaNGYfv27Xj11VehUCgQGxurM22JZtBHREQEs6y8vBwxMTEQi8VQKpU4cuQI4uPjtaakunfvHqRSKSorK7Fp0yao1Wq9nZkrKiowZswYJCQk4MiRIwa7AkREROD33383xaUThEmQAMsScKtG3VWIRQgNDcUbb7xRZy6sdnZVHdzzhaatwVLTNK6liaFUV9VCuds1vBU5vL01XGzZkClpJOVUmrCUVTR9rwYOHNjs0yg4Ojpi+fLlsLOzQ1ZWFo4dO9as57cUNE3jQZ4IRxNfmLsoLR5N01ixYgWSk5OxYsUKi+hPFBUVhRcvXiApKQmHDh3SO5H848ePAQAdO3ZkllEUhe+//575sbh+/XrExMSge/fuzDbR0dHw8PCAh4cHrl+/jtjYWL1lmDlzJm7cuIEjR45g/PjxBsvq7+/foOTNBNFU2mwfLEvC4toAoFEp1h2maoi7fdU/XaFYYdI+TumFMhRVKMFlUxgYKGhUsxuPw0J/fwFO3i9HbpkcErka1jzjY/qKigoUFBTAyspKJ0lsZWUlkpKSAACDBw9ucBkbw8PDA3PnzsWWLVtw8uRJ9OnTx2BzZmtVWqnA5guZUNNAnw4O8HE2bQ6ylqa2TtpsNlurj1LNbePi4pCQkAAASEhIwPnz55mRq7Udl8ViaeV+q6yshI1N/ftN6qMZRejv728w/1txcTE4HI5WzZa9vT3i4+NrPfaWLVuwZcuWOsuQn58PKysr+Pj41Lqdk5MTJBKJSa+fIBqD1GBZAIpnBZrFgeqv/DFA1Zdk9TwhNTlas8HnUFCpgeIK09RiyZVqpqapm5e1wVGC9eFkw4GbgAOaBtKL6jeiUKFQoLy8HGKxWGddUlISlEolPD096/zibUq9e/dGv379YGNjg7KyMrOVw1ycbXl4KdAJI8JcYMNr3snHLZFAIDD4qjmFiLu7u9b6mrMErFq1iqnF6tChg8HjVm92A3TnnGuouLg4fPTRRwgKCkJaWhrOnz9vkuPW1+7du8Hj8RAZGal3ujMNzb1qjr6YBGEMEmBZAK6LH6Re/4CnXxCAql+r27dvx7FjxyCRSPTuQ1GUyZsJHzyTQKakYW/FQnC7xk81o6Hpx/W02HSJAG/evAkA6NOnj9m/UGfNmoVNmzZp9UFpS94Z6IO3+nnBRcAzd1FaFU0tljlkZGRg2rRp6NGjBxISEuDu7m6wtsnFxQVKpVJvokhT6NSpE06fPg2JRIKRI0ciJydH73alpaWwsbEx+UwOBNFQJMCyANUnFAYAW1tbuLq6gqbpWmuxNM2EBSJFo8sgVaiR/KJqUuWevrYmHXrv48QDBaCkUgWR1PjO7obyYEmlUty9excADI46ak729vZwcHAwdzEICyAWiw2+jh49qrVtQUEBxGIxRCIRIiIiwGZr1wCy2WymFisrK8vgca9cuaK1X2P7IYnFYkyYMAFcLhfHjx+Hg4MDFi5ciHPnzulNPBoaGgqgajRhU+nTpw9iY2NRUFCAkSNHorCwUGebzMxMhIWFNVkZCKK+SIBlATT/COpqcURgYCCA2tM1aGqwCkQKqBvZITZfqICaBhys2fByNG2GeCsuC+3+CgazSxo/2u7evXuQy+Vwc3NDhw4dGn08U0pISMDmzZuZ6ULakgKRDEcTX0CpNn/nbHOxtbU1+KqZI0qz/Pfff0diYiJUKu0fHyqViqnFqu24NWtsGtP/iKZpzJgxAykpKTh69CiTl2rhwoV6E48CQP/+/QFAJ+O6qQ0fPhyHDh1CWloaIiMjIRQKtdYnJiZiwIABTVoGgqgPEmBZAIqiwC15jPt/XkRxcTGAvwOszMxMKJX6mwCdbNjgsSko1UBJI/th5f81pY2HPbdJmtz8XKqaCVMLpEYHg4ZqsDS/lC2hebA6sViMXbt24datW3V28G1t1Goaa0+n48TdAtzKant5wRqKpmmsWrXKYKZqFoul1RerqX366aeIjY3Fd999h5deeolZ7ubmhrfeegv79+9nvqM0/P390aVLl2ZJLfHqq6/i+++/R2JiIsaPHw+ptKrW/fbt2ygpKWmxU6oQrRMJsCwAiwIopRQyaSXzq8zDwwMCgQAKhQJPnz7Vux9FUUwahcb2w8oXVjUzamqaTK2jCx88DgWRTN3o3F3Tpk3Dt99+a3ETgAoEAsyYMQPjx4/HP/7xD3MXp1mxWBSGhrigS3sBXGybdo7M1kQulyM7O9tgjadarUZOTk6z5Fk7fvw4Pv/8cyxYsADz5s3TWb9kyRJIpVLs2rVLZ92cOXNw4sQJg31GTWn27Nn46quvcPnyZUyZMoXJs+Xr60uyuBMWhaItIdlKG5WbmwsfHx8cvvQICoqHTh58dO7gDh6vqrPwhQsXkJSUhPDwcK1pIap79FyC29mV8HLkYliIfYPKIVGo8b/EUgDAlAinJpvjMCmnEg+eSYwuq0gkQnp6OqysrJh+HoTlomnaomoUm4pUKkVmZiY6duyod2qY+srJydHbp0jD3d291ilkLEF5eTn8/f2xceNGvPPOO816bplMhg4dOuDjjz/G4sWLm/XclqCuz6PmOZOTk2Pxn6PWhuTBsgAsioKa7wgbB1smuAKA4OBgJCUlIT093eDDq529ph+WEmqaBqsBD7jUgqpqdhdbTpNOIO3rzMODZxKjyyoQCNC1a9cW+9BWqVTIycmxuH5iTaWl/juZm4+Pj1lTjZiCg4MDli5dik2bNmH27NnNOjlvdHQ0uFwuFixY0GznJAhjkCZCC6B5LtXsm+Tj44PIyEjMnj3b4MPLyYYNLpuCQkWjtLL+09Go1DSe5FcFWKEepkvNoI9WWSvqLitFUWCxWFrXvmvXLqxbt67WfDiWQCgUYvXq1VizZk2ttROtkUyhxm+Pi1FSQaYPakuWLVuGx48fN2twBQALFixAdnY2+PyGTetFEE2FBFgWgAIAmkbJixzcv3+f6dTOYrHQtWtX2NraGtyXRVEIducjvL01+Jz61yAUiZWQKGjwORT8nJs2jxGLotDurz5jL4T1Ty1B0zTu3LmD+/fvm7poJicQCMDhcCCVSrFnzx6LmPakuey8/BT//TMPvz0urntjgiCIVooEWBaA9VfOqaKcVKSkpKCgoKBe+0f42qK7j02DMq9rssC723FMmvvKEE2TZr4RubtkMhmePn2KvLw8Ztny5csxc+ZMi5+ShsViYf78+eByubh//z4uX75s7iI1m38EOcPNjgc3O1KjQBBE20UCLAvAogBQFGyd2gEAnj17xqxTKBS4ceMGYmNjmyS3kibAcrFtnu54boKq8xSLlXXW6iiVSpSWlqK8vGrYP0VR8PPzw+jRo8HlWv5INU9PT0yZMgUAcODAAZSUlJi5RM2jh689NrwWgsHBzuYuCkEQhNmQAMsCaOqNbJzcAVQFWJrgg81m4/r163jy5AlevHhh8BgyZVX6gwpZ/fphlTRzgOVsywFFAVIljQp57QGjoTxYLcnLL7+MgIAAVFZW4r///a+5i9MsWBTF1MoSBEG0VSTAsgDUXw8jvq0TOBwO5HI5U2vDYrGYUWi1TZtzLU2MS09EyK5Hjim5Ug2htCrIcW6mAIvNouBkU9WUWSSuX+6u/fv3Iz4+nkku2BKwWCy8++67YLFYuHnzJpKSksxdpGZD0zSSn4uRVVRp7qIQBEE0OxJgWQDmxz7FgouLCwCgqKiIWW/UtDn2XNhbscCux1B5TfOgLZ/VpOkZanK1/buZsDbVa7DKy8tx5swZ7Nmzp8VNQ+Pr64uXX34ZQNWQcpnMdJNeW7IT9wqw4WwGjt/JN3dRmkRLrlklWg/yObRcJMCyAJp8UGqACbCqT0fh7+8PiqJQWFiIsrIyvcfo7GmFCd2cENzO+FQLBX9Nj+MuaN50aK6aflj1mN4nKysLQFWG+8bMtWYur732GlxdXVFUVIRjx46ZuzjNok8HR1hxWHC15TV6rkxLwuFUfX4NTWFFEM1J8znUfC4Jy0ECLAugqcFSq2m9NVjW1tZMBl5DtVgNSfJY8NdIPne75u0w7mRT9UVQWqmq9ddX9RoszXRBLTVpp5WVFWbOnAkAOH36NHJycsxcoqbn4cDH1tc7YUZ/rwYlwLVUbDYbbDZbZ7JhgjAHoVDIfCYJy0JCXgvwd6LRqhosiqIgkUggkUhgbW0NoKqZMCcnB2lpaejVq5fBY6nVNOQqus4mP7WaRqH47xQNzcnBmg0KgFxFQ6JQw4ZX9xeDZoLnpgywpAp1kzaV9uzZE71790ZCQgJ++OEHfPLJJ82elLG58Zux6bm5UBQFd3d3PH/+HHw+H7a2tiSLPdHsaJpGRUUFhEIhPD09yWfQApEAywKwmJqaqmpeOzs7CIVClJSUwNPTEywWC4GBgbhy5Qr4fL7BaXMyimS4kSmGlyMPg4Lsaj1nUYUSKjXA41BwsG7eXz5sFgV7azbKJSqUVqoMBlh8Ph9dunQBRVHYu3cvgKYNsG5mVdR53xrr7bffxv379/HkyRNcu3YNgwYNatLzWYpisRxFYgVCPAwnzW1JHBwcIJFIUFRU1OYy9ROWg6IoODo6wsHBwdxFIfQgAZYFqDlVjoODA44cOYJjx47hiy++gL+/P5ycnPDhhx/Wmv9JwGdBqQbyhYo6J97N+Wu0oac91yy/fJxs/g6wvBz1b0NRFJMNPT+/qqO0n59fk5SnrFKJpyVylFUq4WjTdH8WLi4umDZtGoqKitCnT58mO48leZAnwuYLmXC25WLjpNBWkcKBoih4enrC3d0dCkX9ZyUgCFPgcrmkadCCtdkA6/bt21i9ejVu3boFsVgMf39/zJ07F++//75RH9jk5GQsWbIE165dA4/Hw9ixY7F582a4ubnVuyzVmwiBqj+aiooKAIBc/nfahbqSa7rYcsD+K8eUUKo2WDNF0zRySqqO29TT4xji+FfZSivr7ij8/PlzAIC9vT3s7e1Ncv57eZV4WiyDLZ8NF1sO0+H+1tMKuNlxwWNTCHDjg8cxfRPX6NGjTX5MSxbUzhY2PDbc7PgQSpVwtLH8JLHGIn1fCKLKvn37MHv2bL3rnj9/Dg8PjzqPYcrnqiVokwHW7du3MWDAAAQFBWHZsmWwsbHBmTNnsHjxYqSnp2Pr1q217p+bm4tBgwbBwcEBa9euhVgsxldffYX79+/j5s2b4PHqF7Sw8HcTIQCtfjlBQUE625eXl0MgEOh8sbNZFFztOMgXKpEvVBgMsEorVRDJ1GBTQHtH8wRYmo7uZbVMUK1UKvH8+XNm7kFPT88Gn09N06hKmF91rylQKJOo4SrgoqRSibyyqlqI50IlyqVqDAkWNElwpVMutRplZWVwdm69Wc/5HBbWvRYCO6s2+XVDEG3KmjVr0LFjR61ljo6Ode5n6ueqJWiT33i7d+8GAFy5coV5sM2fPx+DBw/Gvn376gyw1q5di4qKCty+fRu+vr4AgD59+mDkyJHYt28f5s2bV6/ysGo0EWpqqpycnMBms3Ho0CEkJiZi9erVOHPmDDIzMzF58mS98/G1s+NWBVgihcGUDY/zqxJ1ejvxwGWbp7lGk2y0XKqCSk3rnQeRpmkUFxcjOzsbQMMDLLWaxuVUETzsuQjzrBo0EODGg7MtG7Y8Fp6WyJFb+nczT6VcjTMPhAhw46Onr02TBVqFhYXYvn07RCIR1q9f3yKm/2koElwRRNswZsyYWgdiGWLq56olaH1DfIwgFAphZWWlE1V7enoyo/Zqc/ToUYwbN475EADAiBEjEBwcjJ9//rne5anZRKjJa6LpuHjixAnk5eUhNzeXWZaSkqL3WMxkyn/1w6pJolAjs6gq0WWYh/E5s0zNhscCl02BpgGhtPbpfTRz+DUkwKJpGtezKpBbpsCd3ErIlOq/zs+GlyOP6W/FZVPwd+WDwwLs+CzQANIKZTjzsBziek4/ZCxbW1sUFBSgpKSk1iSyrYlcqcbjF2JzF4MgiCYkEomgUtXve9PUz1VL0CYDrCFDhkAoFGL+/PlITk7G06dPsWvXLhw7dgzLly+vdd+8vDwUFBTojdD79OnToKlQNM1WmgBL0/8qKysLKSkpcHV1BVBVsxUaGgoAePLkid4PsKuAAxYFSBQ0RDLdjOf5QgXUdFUNklsz57+qjqL+njKn1EAzIZvNhq+vL8Tiqgdy+/bt632eJwUypBfKQAEYFGQHvp7aKB8nHl7r7oiXAgSY1MMJg4LsMCrMHjY8FoRSNc4+LDeqr1h92djYYMmSJdi8eTPCwsJMfnxLU1apQNTPyfjqXCbKJaRjOEG0RkOHDoW9vT1sbGwwfvx4pKam1rlPUzxXLUGbrLd/99138fDhQ+zevRt79uwBUPUw/+6777BgwYJa99V0uNZXm+Lp6YmSkhLIZDLw+Xyd9TKZTGuaFM18g0UFz1EiqQBVwUaunT2ePn2Kysqq+dvOnTuH0tJSVFZWoqCgAF5eXpDL5SgrK8Off/6pN20BLRaipEKFu4/L0NFVuxwZ+VKUFEhg68hFbq55axLk5RUoKZLjMfjgSfVnZ1er1cjKymI6++fm5hp9fLFMhQvJQqhpINzLGrRYAkOXrG+2vK6OKlxLEyNPqkbM8zwM8LeDm4lzhllbW6OiooIJqls7K3kJ5FIl7qVkoqNry8vITxAtjeaZVV5erjVIiM/n631ONZSNjQ1mzZrFBFi3b9/G5s2bMWDAACQmJsLHx6fOMjbkuWrR6BZOpVLREonEqJdarWb227JlCz1u3Dj6xx9/pA8fPkxPnDiR5nA49PHjx2s935UrV2gA9OHDh3XWrVq1igZAl5aW6t139erVNADyIi/yIi/yIi+zvlavXm3y52pNV69epSmKoufPn99kz1VL1uJrsK5cuYKhQ4catW1ycjJCQ0Oxfv16bN26FampqRAIBACAqVOnYujQoXj//fcxbtw4g/M6afpo6ZuwVyqVam1T0/LlyxEVFcW8VyqVSE5Oho+PT4vJ6C0SidCpUyc8evQIdnZNm5STIPe7OZF73bzI/W4earUa2dnZ6NSpk9ZzrbbaoIY8V/UZOHAg+vbti7i4uFqP0ZjnqiVr8QFWaGgooqOjjdpWU/24Y8cODBs2jAmuNMaPH4+oqChkZWUhMDCw1mNoqjSre/78OZydnQ1+cPVVyb700ktGld1SaOZf8/LyMllOKsIwcr+bD7nXzYvc7+ZTveO4MRryXDXEx8fH4KCsmsdoyHPVkrX4AMvDwwOzZs2q1z75+fl6O4hrMjJrRvHp4+XlBTc3N9y6dUtn3c2bN9G9e/d6lYUgCIIgLElDnquGZGRk1JkotLU+V1tGu5SJBQcH48KFCyguLmaWqVQq/Pzzz7Czs0NAQACzPD09Henp6Vr7T5o0CSdPnkROTg6z7OLFi3jy5AmmTJnS9BdAEARBEBZE35ycp0+fxu3btxEZGam1vK08Vyma1pMsqZU7ePAg3nrrLQQEBGDevHmwtrbGoUOH8Oeff+KLL77AypUrmW01o/SysrKYZTk5OejRowccHR2xePFiiMVibNq0Cd7e3khISGiRVZnGkslkWLduHZYvX96qr9NSkPvdfMi9bl7kfrcuQUFB6NGjB3r16gUHBwckJiZi79698PT0REJCAtq1a8ds21aeq20ywAKq0h+sW7cODx8+hFAoREhICN5//33Mnz9fazt9HwQAePjwIaKiorTmTPr666+1PkQEQRAE0Rb85z//walTp5CZmYnKykp4enpi7NixWL16tc5zsa08V9tsgEUQBEEQBNFU2mQfLIIgCIIgiKZEAiyCIAiCIAgTIwEWQRAEQRCEiZEAiwAAiMVirF69GpGRkXB2dgZFUdi3b1+9jhEXF4dhw4bBwcEBdnZ26NmzJw4fPtw0BW7BGnOvhwwZAoqi9L64XPNN3m3JGvvZvn37NsaNGwcPDw8IBAJ07doV3377rd5cekTj7/eFCxcwcOBA2NjYwMnJCZMnT9bpDE0QLUGLTzRKmEZRURHWrFkDX19fdOvWDZcuXarX/tHR0XjnnXcwcuRIrF27Fmw2GykpKVo5TYgqjbnXK1euxNy5c7WWVVRUYMGCBRg1apSJS9o6NOZ+3759GwMGDEBQUBCWLVsGGxsbnDlzBosXL0Z6ejq2bt3adAVvoRpzv0+ePIkJEyYgIiIC69evh1AoxNatWzFw4EAkJSXVmbCSICyKOSdCJCyHVCqlnz9/TtM0TSckJNAA6OjoaKP2zczMpK2trekPP/ywCUvYejTmXuuzf/9+GgB98OBBE5WwdWnM/X733XdpHo9HFxcXay0fNGgQbW9vb+qitgqNud+dOnWiAwMDaZlMxiy7c+cOzWKx6KioqKYoLkE0GdJESAComifRw8OjQfvu2rULKpUKa9asAVDVRECT7B8GNeZe6xMTEwNbW1tMmDDBZMdsTRpzv4VCIaysrODo6Ki13NPTs0VOPtscGnq/S0pK8OjRI7z66qvg8XjM8m7duiEsLAw//fSTKYtJEE2OBFhEo8XFxSE0NBSnT5+Gt7c37Ozs4OLiglWrVkGtVpu7eK1aYWEhLly4gIkTJ8LW1tbcxWl1hgwZAqFQiPnz5yM5ORlPnz7Frl27cOzYMSxfvtzcxWtVZDIZAOgNXG1sbPDs2TO8ePGiuYtFEA1G+mARjZaamgo2m43Zs2dj6dKl6NatG44dO4YvvvgCSqUS69atM3cRW63Dhw9DqVTizTffNHdRWqV3330XDx8+xO7du7Fnzx4AAJvNxnfffYcFCxaYuXStS7t27eDo6Ijff/9da3lxcTEePXoEAMjLyzNp7S9BNCVSg0U0mlgsRmlpKT777DOsWbMGkyZNwsGDBxEZGYmtW7dCJBKZu4itVkxMDNzc3DBy5EhzF6VVYrPZCAgIwOjRo/Hjjz/i8OHDeOWVV7Bo0SLExsaau3itCovFwvz583Hx4kUsX74cqampuH37NqZOnQq5XA4AkEgkZi4lQRiPBFhEo2mq9KdPn661fPr06ZBIJEhKSjJHsVq9jIwM/Pnnn5g2bRo4HFIZ3RTWr1+PDRs24NChQ3j77bcxdepUHD9+HAMHDsT7778PpVJp7iK2KmvWrME777yDjRs3Ijg4GL169QKHw8E777wDABAIBGYuIUEYjwRYRKO1b98eAHQm5HR3dwcAlJaWNnuZ2oKYmBgAIM2DTWjHjh0YNmyYzoN9/PjxePbsGcnPZGI8Hg979uzBs2fPcOXKFaSkpODcuXMoLy8Hi8VCYGCguYtIEEYjP3uJRuvZsydSU1ORl5cHf39/ZvmzZ88AgOSuaSIxMTEICAhAv379zF2UVis/P19vQlGFQgEApAaribRr1475waZSqXDp0iX07duX1GARLQqpwSLq5fnz53j8+DHzgAGAadOmAQB++OEHZplarUZ0dDScnZ3Rs2fPZi9na6DvXmskJSUhOTkZb7zxhhlK1jrpu9/BwcG4cOECiouLmWUqlQo///wz7OzsEBAQYI6itgq1fb6r++qrr/D8+XP861//aqaSEYRpkBosgvHdd9+hrKyMqXk6ceIEcnNzAQCLFi2Cg4MDli9fjh9//BGZmZno0KEDAGDChAkYPnw41q1bh6KiInTr1g2xsbG4du0adu/eDT6fb65LslgNvdcaBw8eBECaB43V0Pv98ccf46233kLfvn0xb948WFtb49ChQ7h9+za++OILMj2RAQ293wcOHMDRo0cxaNAgCAQCxMXF4eeff8bcuXMxadIkc10OQTSMuTOdEpbDz8+PBqD3lZmZSdM0Tc+cOVPrvYZIJKIXL15Me3h40Dwejw4PD6cPHDjQ/BfRQjTmXqtUKtrLy4uOiIho/oK3UI2532fPnqUHDx5Mu7q6Mp/tXbt2Nf9FtCANvd83btygBw0aRDs5OdFWVlZ0t27d6F27dtFqtdo8F0IQjUDRNEm5TRAEQRAEYUqkDxZBEARBEISJkQCLIAiCIAjCxEiARRAEQRAEYWIkwCIIgiAIgjAxEmARBEEQBEGYGAmwCIIgCIIgTIwEWARBEARBECZGAiyCIAiCIAgTIwEWQRAEQRCEiZEAiyAIgiAIwsRIgEUQRKtB0zR69uyJUaNGmbsoeqWkpIDD4WDHjh3mLgpBEE2MBFgE0UZkZWWBoihQFAUPDw8olUq92yUnJzPbdejQoXkL2Uj//e9/kZiYiDVr1jDLLOm6Q0JCMH36dHz22WcQiURNcg6CICwDCbAIoo3hcDjIz8/H6dOn9a7/4YcfwGKxwGK1rK8HtVqNTz/9FP/4xz/Qr18/nfWWct1Lly5FQUEBvv322yY9D0EQ5tWyvkEJgmi0AQMGwMHBAXv37tVZp1QqceDAAYwYMQJcLtcMpWu4M2fOICsrC2+//bbe9ZZy3eHh4ejatSu+//57qNXqJj0XQRDmQwIsgmhjrK2t8frrr+PUqVMoKCjQWnfy5Enk5+djzpw5OvvJ5XJs27YNo0ePho+PD/h8Ptzd3fHaa68hKSlJ77mOHj2KwYMHw93dHVZWVmjfvj1GjBiBo0ePNmi72kRHR4OiKEyaNMmk190Upk6diqdPnyI+Pr5ZzkcQRPMjARZBtEFz5syBUqnE/v37tZbv3bsXzs7OmDhxos4+JSUl+Oc//wmZTIaXX34ZS5YswZAhQ3D69GkMGDAACQkJWtvv3LkTkydPRmpqKl599VVERUUhMjISL168wPHjx+u9XW1omkZ8fDxCQkLg5ORk0utuCv379wcAXLx4sVnORxBE8+OYuwAEQTS/Pn36oEuXLoiOjsa//vUvAMCLFy9w5swZvPfee+Dz+Tr7ODk5ITs7G15eXlrLHz58iH79+mHFihW4cOECs3zPnj3g8Xi4c+cO3N3dtfYpLi6u93a1SU5ORklJCcaMGWPy624KvXr1AgD8/vvvzXI+giCaH6nBIog2as6cOXj48CFu3LgBAPjxxx+hVCoNNpPx+Xyd4AoAOnfujKFDh+LKlStQKBRa67hcrt4+TS4uLg3azpDc3FwAQLt27erctr7X3RTs7e1hZWXFlJsgiNaHBFgE0Ua99dZb4HK5TKfv6Oho9OjRA927dze4z507d/DGG2/A19cXPB6PSWtw4sQJyOVyFBUVMdu+/vrrqKioQJcuXfDvf/8bp0+fhlAo1DmmsdvVRlPT5ejo2CTX3RScnZ217hdBEK0LCbAIoo1yc3PDK6+8gp9++glxcXFISUmptRbnjz/+QL9+/XDs2DF0794dixYtwieffILVq1ejW7duAACZTMZs/9FHH+GHH35A+/bt8fXXX2Ps2LFwcXHBxIkTkZmZWe/tamNtbQ0AkEqlJr9uQ/bu3Yvu3bsznfIXLVpkdJMmAEgkEtjY2NT7vARBtBA0QRBtQmZmJg2AHj16NLPs1KlTNADay8uLtrKyoktKSph1fD6f9vPzY96//PLLNAD66tWrOscePXo0DYDOzMzUe+6ioiL6+PHj9NSpU2kAdKdOnWilUtng7Wq6du0aDYBesGCBya9bnw8//JDu1q0bfe7cObqsrIx+/PgxvXDhQjowMJAuKCios7wqlYpmsVh0eHh4ndsSBNEykRosgmjDRo8eDS8vL+Tl5WHixIm1jsBLT0+Hs7MzBg4cqLW8srISiYmJtZ5HUyN1+PBhDBs2DI8ePUJaWlqDt6upc+fOYLFYSElJqXNboH7XXdNvv/2GU6dO4cqVKxg1ahQcHBwQEhKC7du347XXXkNUVFSdx0hNTYVarUZ4eLjR5yUIomUhowgJog1js9mIjY1Fbm5unX2Q/Pz88OTJEzx8+BCdO3cGAKhUKnz00UcoLCzU2f7SpUsYPHgwKIpilikUCpSUlAAArKys6rVdbRwdHdG1a1fcunULarW6zmzs9bnumg4cOICoqCjY29vrrFuxYgV8fHwgl8vB4/EMHkPTwX7w4MH1OjdBEC0HCbAIoo3r1asXkzagNosWLcL58+cxcOBATJ06FVZWVrh06RLy8vIwZMgQXLp0SWv7iRMnwt7eHv369YOfnx8UCgUuXLiAR48eYfLkyfDz86vXdnV59dVXsXr1aly/fh0DBgww2XXXlJubi+nTpzPvKYrCzp07sWDBAjg4OEAgEKC4uBienp4Gj3HhwgVwOByMGzeu3ucnCKJlIE2EBEEYZdy4cfjf//4Hf39/HDhwADExMQgNDcXNmzf1BkHr1q1Djx49cPPmTXz33Xc4cOAABAIBdu7ciZiYmHpvV5e5c+eCw+HgwIEDJrleQ7y8vJCens68r57cVCQSQSwWw9nZ2eD+lZWViI2Nxbhx49C+ffsmLStBEOZD0TRNm7sQBEEQpjBjxgycOnUKT58+hZ2dXZOc4/z581i0aBFu374NgUCgte4///kPMjIyag0M9+zZg3fffReXL1/GoEGDmqSMBEGYHwmwCIJoNZ4+fYrQ0FCsWrUKK1asaLLzzJ8/H4mJidi8eTP69OmD/Px8bN26FceOHcMff/xhsHlQqVQiODgY4eHh+OWXX5qsfARBmB9pIiQIotXw8/PDjz/+2GS1Vxq7du3CzJkz8c4778Da2hpdu3ZFSUkJrl+/Xmvfq+zsbLz99tvYvHlzk5aPIAjzIzVYBEEQjWDMqEWCINoeEmARBEEQBEGYGPnZRRAEQRAEYWIkwCIIgiAIgjAxEmARBEEQBEGYGAmwCIIgCIIgTIwEWARBEARBECZGAiyCIAiCIAgTIwEWQRAEQRCEiZEAiyAIgiAIwsRIgEUQBEEQBGFiJMAiCIIgCIIwMRJgEQRBEARBmBgJsAiCIAiCIEyMBFgEQRAEQRAmRgIsgiAIgiAIEyMBFkEQBEEQhIn9P34Hj3YCBvmIAAAAAElFTkSuQmCC",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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' width=600.0/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mzp.plot_reactions(1, MLT, 11000, \"K-39\", plot_isos=[\"Ar-38\",\"K-39\"], reaction_type=\"all\", minFij=-8, maxFij=-4, minX=-5, maxX=-1, ignore=['(+,g)','(-,g)'])\n",
    "\n",
    "plt.savefig(\"../figures/k39_formation.pdf\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 292,
   "id": "63088195-81e7-42be-93d0-f2a1bcd8fc14",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " reading ['iso_massf']...100%"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "35edad6139ca4b5e8e17225386fa57a2",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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' width=600.0/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mzp.plot_reactions(2, MLT, 11000, \"K-40\", plot_isos=[\"K-39\",\"K-40\"], reaction_type=\"all\", minFij=-9, maxFij=-7, minX=-8, maxX=-3, ignore=['(+,g)','(-,g)'], legend_fontsize=11)\n",
    "\n",
    "plt.savefig(\"../figures/k40_formation.pdf\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 251,
   "id": "e19158f3-fd69-4de3-8fd4-ae4c34d58d63",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " reading ['iso_massf']...100%"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "5642f66386c349cab895e72b13e02475",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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jnfjRs3MHnyZAwZMgQBAQEqy2xrawsAyM7OVtpHU1MTmpqazPv8/HwAgI2xDvCulCYbVQOnTp3CrFmz4OLiggcPHoDFYsHc3BwHDx5k3GlsNhtisVhuLJvNZmKxGtLNxmKxYGtrC1tbW4waNQqAJFdbTEyMzErE3377jXGHS/uEhoaiXbt2GDJkCD755BN07dq13uWnUCiUpsYHo2BZWlri888/r9aY9PR0hfE10huQUCisco6goCCMHDkSnTt3xsmTJ6u1rD4uLg4AYG5urvIYKbbGugCyEZ9dVO2xFAlFRUWYPXs2/vrrLwBAYWEhMjIy0KJFC6ZPWVkZEhISFCpXgERBSUxMRFlZmYwi3Bhgs9lwdnZm3hNCcPToUYXKYlRUFKKiomBlZcUoWGlpabh48SJ8fX3h5ORE47QoFAqlHB+MglUTnJ2dcePGDWRlZTHJIEUiEU6ePAl9fX20adOG6RsbGwsAMm1RUVEYMmQIWrVqhYsXLypdwZWRkSGnRBUUFOCXX36BmZkZvLy8qi27rbFkdVp8FlWwakJsbCxGjhyJ58+fg81mY/ny5Vi1ahV4PNnkrZqamggJCUFGRobSuVq0aNHolCtFXL9+HaGhoUr3Dx48GH379mXe37hxA9OnTwcgeYDx9fVltnbt2tFkqRQK5YOGKliVsHTpUkycOBFdu3bFjBkzoK2tjWPHjiE0NBTr16+XWX0lvfHEx8cDkChIAwYMQE5ODhYvXoxLly7JzN2mTRt0794dALBr1y6cO3cOH3/8Mezs7JCamoo///wTCQkJ+Ouvv+Ru6qpgY/T/ClY2dRFWl8ePH2PIkCHIzs6GhYUFTp48CV9fX6X9pa63pgwhBKtWrarU1ZmRkQF3d3emTV9fH7169UJQUBDS0tJw8uRJnDx5EgBgbGyMf/75Bz169Ki3c6BQKJRGRQPHgDV6rl69Svz8/IiZmRnh8XikQ4cOJCAgQK6fvb09sbe3Z96/ffu20sDnKVOmMH2vX79O+vXrRywtLQmXyyVGRkakf//+5NatW9WWVxrM+Dr2LRm+J5DMPxVCBEJRTU79g0QkEhEPDw8CgHh7e5OkpKSGFqleKC0tJRYWFpVes5aWlqS0tFRubElJCbl79y5Zt24d6devH9HV1SUASFpaGtPnxx9/JP379yfr168n9+7dIyUlJfV5ehTKB019BLnv379f6W9H+VXNypgyZYrCsW3btq0zmesaasGqggEDBqiUx0hquZLSqlUrEBVTjPXr1w/9+vWriXhK0eFp4NwMP7XO+SHAZrNx9uxZrFmzBrt374aurm5Di1Qv1MbVqaWlxbgGAUmM4osXL2BhYcH0uXLlCm7evInr168zx+vWrRt69+4Nf39/9OzZExwOR81nRaFQ6pvvv/8eDg4OMm0Vq6EoQ1NTE3v37pVpMzQ0VJdo9Q5VsCgUSFZqSutNOjg44ODBgw0sUf2jLlcnl8uVK1L+008/ITAwEPfu3cO9e/fw/v173L17F3fv3oWenh6ys7MZBSs2NhY2NjZNIm6NQqHIMmjQIHTu3LlGYzU0NDBx4kQ1S9RwUAWrGUMIQVYRH2ICtNCntQ2VERwcjP79++PPP/9kUhhQ1EuHDh3QoUMHzJ07F4QQvHnzBoGBgQgMDASPx5OJZxw0aBCSkpLg4+OD3r17o3fv3ujcuXONYhEpFEr9U1BQAB0dnRpZpUUiEYqKimBgYFAHktUvdJlPM2blP+EwX3oGG6+9aGhRGi1xcXEYOnQo8vLycODAAZXdupSaw2Kx0LZtW8ycORPHjh2TsRZK6zCWlJTg1q1bWLlyJXr06AFjY2MMGDAA+/bta0DJKRRKVfTu3RsGBgbQ0dHBsGHDEB0drfLY4uJipk6riYkJ5syZg8LCprtQiypYzRgbaaoGmgtLIQUFBRg6dCgyMjLg6emJI0eO0FxODYyhoSHS0tLw8uVL7Ny5E6NHj4apqSmKi4tx/fp1BAcHM30FAgG2bduG4OBghTnpbt68CTc3N9y8ebM+T4FCabQUFBQgPz+f2crXsa0tOjo6+Pzzz7Fr1y6cPXsWS5Yswa1bt+Dj44PExMQqx1tZWWHJkiXYv38/jh07hmHDhmH37t0YOHCgSjknGyUNG2NPUTflV4tcfpFEMOcw8dh4qaHFanSIxWIyZswYAoBYW1uT5OTkhhaJogSRSEQiIiLIjh07ZMpG/fvvv8xKI319fTJ48GCydetWEhISQsrKyoi3tzezGpSW+qF8yEjvCxW31atXK+xf09q9Fbl//z5hsVhk5syZNZJbWr/32LFjNRrf0LAIoT6R5kT5qukFGvpwW38RBlpc5G4bQ60z5fjll1+wcOFCaGho4O7du/Dx8WlokSjVJCQkBBs2bMDdu3eRm5srs09HRwfFxcXM+6tXr6q0GphCaY5I7wuRkZFo2bIl016x1JqUwMBA9O7dW6W5o6Ki4OLionR/9+7dkZGRgZiYmGrLXVJSAj09PUydOlVudWFTgAa5N2McTPXAZrGQXyrA+4JSWBgoziT/ofHy5UssWbIEgGR1G1Wumibe3t44d+4cRCIRIiIicOfOHQQGBuLu3bvIz89nkqZyOBzMnTsXHh4e+Oijj9CnTx84OjrSBw7KB4e+vr5KweM1qd2rDFtbW7x+/VqluSqira0NU1PTSuvxNmaogtWM0eJy4GCqi9jMQkSl5VMF6/9xdnbGkiVLEBUVha+//rqhxaHUEg6HA09PT3h6emLRokW4fPkyhgwZwmSkF4lEiI6ORnR0NE6fPg1A8qPfp08fZrOxsWnIU6BQGhU1qd2rjLi4uBrV0wUkMWOZmZk1Ht/Q0CD3Zo6rpSRJW1R6nty+EoEIIvGH5yHmcrlYv349Tp06Ra0YzQxCCNasWSO3PJzNZsPa2hq+vr7g8XhITEzEwYMHMWXKFNja2iI5OZnp22QDaimUBkRRkuLLly8jNDQUAwcOlGmPjY1l6vcCQGlpKQoKCuTGr1u3DoQQufFNBWrBauaMcLdBazM9dLA2ktt3LCgFj9/mwt/ZFOO7WDV7ZSM5ORkWFhbQ0JBc9rQYcfPj+vXrCAkJkWsXi8VISUnBn3/+iV69euHhw4e4desWbt++jfz8fJm4lFGjRiExMRF9+vRB37590atXL+jr69fnaVAoTQ4fHx94enqic+fOMDQ0RFhYGP7880/Y2tpi+fLlMn0r1u5NS0uDp6cnxo8fz8RzXbt2DZcvX8bAgQMxfPjwej0XdUGD3JsZ5YPcq3J73IjMxJGgFIzqZIFhHhaV9m3qCAQCdO7cGRwOB8ePH4ezs3NDi0RRM4QQdO3aFaGhoUoLVnt5eSEoKEjmYaKsrIxJYioSiWBsbCzzNK2hoYEuXbqgT58+6N+/P3r16lX3J0OhqJHq3BdqysqVK3Hp0iW8ffsWxcXFsLKywpAhQ7B69WqZslmApJQc8J+ClZubi7lz5+Lx48dISUmBSCSCo6MjPvvsM3z77bcyiYibElTBamZU5x9JLCaIfl8EJwtdsJu59WrLli1YunQpTE1NERUV1WR9+hTl8Pl82NvbIz09XWkfS0tLxMfHV1qGJz09HXfu3GEsXHFxccy+3r174/bt28z78PBwtGvXjrGKUiiNkfpQsCjy0F+FD4Dc4jJEpeWho40xtHkaiHlfBF1NDiz0NdHWUo/pF51ehPsxOZjSvSU47OajcKWkpGDdunUAgB9//JEqV82U2hSsLo+FhQXGjRuHcePGAZA8Zd++fRu3b99G9+7dmX4ZGRno2LEj9PX14efnh759+6JPnz5o3749dT9TKBRqwWpuKHpSsV7+N1LzS7Dp486Y0s0ev9yIR3pBGZYMcICbtSS2pEwoxjenolBQKsK8PvboZN90K5hXZMqUKTh06BC6d++Ohw8fNvtYM0r98PDhQ3z88cfIycmRaTc3N0fv3r0xa9YslXMJUSh1CbVgNQz0MesDwNVSkvfk4vM0vEkvgo4mBzwOCzbG/6Vt4Gmw0c/NDJ52BnC3aT4BvcHBwTh06BAAYPv27VS5oqiNHj16ICMjA6Ghodi6dSsGDhwIHR0dZGRk4OTJk0hISGD6xsXF4cCBA3j37l0DSkyhUOoTqmA1U8obJttaSBSsvBI+9j9MRoeW+giY2B4G2rIe4oHtzDHH3w4anOZxWRBC8O233wKQWLG8vb0bWCJKc4PD4aBTp05YvHgxrly5gpycHNy/fx9r1qxBv379mH7nzp3D1KlT0apVK7Rp0wbTp0/H0aNHkZqaWuUxaE1FCqVp0jzupBQ5Lly4wFQhd/v/XFiaXInS9S6rBGwFMVY8DbaMctXUc2Tl5uaCz+dDS0sLGzZsaGhxKB8APB4PPXv2xOrVq2Ftbc20m5ubo1u3buBwOIiLi8PevXvx2WefwdraGq6urnjz5o3C+QghWL58OaKiorB8+XLQiA4KpelAY7CaGVJf+7Jly2Bq0waxBl1QKODjr9DXMNDk4Z+ZfZBVJEBSTinyioVwt9HHsI6yS2izi8pwOjQNmYUCLBvUukm71QghiIqKgpubW0OLQqEgPz8fDx48YILmnz17Bh6Ph5ycHGhrS1z2P//8M5OHq6ysDKNHj2bG05qKlJpAY7AaBrqKsBlTUCpCsTYBjyWxShXwy3D1RQYK+CIUlIoAADnFAgz1aCGTpoHNYiE4Pg9CEUFCdinsTZtuiR0Wi0WVK0qjwcDAAIMHD8bgwYMBANnZ2Xjx4gWjXAHAgQMHEBERgZ9//llmLJvNxvLly9G/f/8m/dBDoXwoUBdhM0ZLmA+XwmB8288BujwNEADutroY6t4CHrb66Otqirl97FHxp9pIh4tJ3azxv6GOTVK5IoTg999/R35+fkOLQqFUiomJCXx9fWXaVqxYgRkzZsgV0RWLxQgLC8P169eZNpFIVC9yUiiU6kNdhM2M8i5CIyMj+Pj4oGfPnth07QV0NTUwzqsVWuhrNbSYdYq02K+NjQ3evn1Lk0BSmhzSrPRhYWEyShSLxULnzp0RFBQEQgjs7Ozg4uKC3r17o0+fPujcuXOTzXpNqTuoi7BhoHeeZoympiY6d+4MAFg2oH2N5xGIxNBgs5qMW2Lz5s0AgHHjxlHlitIkUVZTkRCCkJAQXL9+HZaWlkhOTkZycjJu3boFANDV1YWPjw/8/PwwdOhQeHh41LfoFArl/6F3n2ZK+/btYeHcCcEJxXAwI+ALxeBy2LA01ISmxn+e4fR8Ph7E5MCphQ7cbQzk5rnyIgNXnmdglp8d3Kz15PY3Nh4+fIj79++Dx+Nh4cKFDS0OhVJtCCFYtWoV2Gy20pqKq1atwuPHjxEZGckEzN+5cwc5OTm4ceMGbty4gZKSEkbBys/PR2hoKLp16yYT70WhUOoOqmA1U9q1a4enhXoIfJiEkZ4WeBidjcj0PIz0bIFpPVoz/R5E5+CfiPfwtDVQqGBlFpQhv1SIhzE5TULB2rJlCwBg8uTJMsvkKZSmQllZGRISEhQqV4AkFisxMRECgQCurq5wdXXFnDlzIBaL8eLFC9y7dw93796VWW0YGBiI4cOHg8vlokuXLvDz84Ofnx98fHygp9f4/68plKYIDXKvgtDQUAwdOhSWlpbQ09ODu7s7duzYoVJw6eeffw4WiyW3ubi4yPUVi8XYunUrHBwcoKWlBXd3dxw7dqzGcovFYrQ01oK7jT6sjbRQJCzDpVexWPZPmEwunS4OhujiYAgve3nlCgAGtjfHTF9bTO3Z+P32L168wD///AMWi4XFixc3tDgUSo2Q1lQMDQ1VuoWEhMjVVGSz2XB3d8fXX3+NU6dOoVevXsy+/Px8WFtbQyAQ4OHDh9i4cSMGDBgAIyMjdO3aFcHBwfV9mhRKs4dasCohNDQUPj4+cHJywnfffQcdHR1cuXIF8+fPR2xsLLZv317lHJqamti7d69Mm6GhfJ2/FStWYPPmzZg+fTq8vb1x/vx5TJgwASwWiyk6Wx3EYjH6uZmhn5sZAKCddTvsefQSGYV8JOeWwMZYBwBga6KNr/ztlc5jrs+DuT6v2sdvCKTL2keNGgVnZ+cGloZCqTm2trawtbVV23wTJ07EZ599hri4ONy9e5fZ3r17h+DgYBgbGzN9T506hX///Rc9evRAjx495FYzUigUFSEUpUyfPp3weDySlZUl0+7r60sMDAyqHD9lyhSiq6tbZb+kpCTC5XLJnDlzmDaxWEx69epFbGxsiFAoVFnmxMREAoDExcXJ7fPYeIlgzmHy97MEhWNzi8uqnF8kFqssS30iFovJ5MmTCYfDIQ8fPmxocSiUJkF8fDw5evQoEZf7v/7kk08IAGZzcHAgEydOJL/99huJiIggIpGoASWm1ATpfSExMbGhRfmgoC7CSsjPz4eWlhaMjIxk2q2srKoVKCoSiSrNyXT+/HkIBAJ89dVXTBuLxcLs2bORlJSER48eVVt2RUu1ve1NAAAh77Lk9mUVlmH+8Sj8E/5e4XwRSflYdzEGNyIzqy1LfcBisXDw4EEkJSWhe/fuDS0OhdIksLe3x/jx42VWCE+ePBmzZ8+Gu7s7WCwW3r59i8OHD2P27Nno1KkTSktLmb6xsbEoLi5W6Vi0piLlQ4MqWJXg7++P/Px8zJw5E1FRUXj37h0CAgLw999/Y9myZSrNUVxcDAMDAxgaGsLExARz5sxhagRKefr0KXR1deHq6irT3qVLF2Z/dSGEYMGJSCw98wr/xmZjy5VY8NgSV58iBevJuzwAwL+xOQrnyyoUIDajGHffZDfqemiWlpZNJp0EhdIY+fjjj7F7926Eh4cjJycHV69exapVq9CnTx/4+vpCR0eH6fvpp5/C0NAQXbp0wcKFC3H69GmFBawJralI+QChMViVMH36dLx8+RJ79uxh4qg4HA527tyJWbNmVTneysoKS5YsQadOnSAWi3H16lXmhyswMJDJ0ZSamgoLCws5xUAa+5CSkqL0GHw+H3w+n3lfUFAAAMjIykHu/z9YZhcKEZVWhJbGkgSjTxKyIRYTmYLPvZxMYGWoCQez/348y9O9jREK+SL0cjJudArM8+fPoampSeOuKBQ1Y2hoiAEDBjArEssrRkKhEJmZmRAKhQgJCUFISAh++eUXAEDr1q0xevRobN26FYBsXi9pHi9aU5HS3PlgFCyxWIyysjKV+mpqaoLFYoHD4aBNmzYYMGAAxowZAy0tLRw7dgxz586FpaUlRowYUek8mzZtknk/btw4ODs7Y8WKFTh9+jQTvF5SUiK3IggAtLS0mP2VHWPt2rVy7fl5OVg7rAsEIjF0NTkw1eNCT4uDn+5GILekDDEZBXC2+G/loA6PozBNAyMLl4OPPVpUer4NxcqVK3HhwgUEBARg5syZDS0OhdJsKf9wpaGhgbdv3+Ldu3d4+PAhsz1//hxxcXFISEgAIFHKVq5cyYxjs9lYvHgx+vXrBzabOlEozZiGDACrT+7cuSMTuFnZFhUVRQghZNOmTcTS0pIUFBTIzOXv70+sra2JQCCothzFxcWEzWaTadOmMW1DhgwhrVu3lutbVFREAJClS5cqna+0tJTk5eUxW2RkJAFAbt++rbD/n//GkOuRKaSIX33ZGyNpaWmEw+EQAOTly5cNLQ6F8sGTl5dHrl27Rh49ekQIIeTq1asKf2cNDAzI4MGDydq1a0lwcHADS928oUHuDcMHY8FycXHB/v37Veordc3t3r0bffr0kUvEN2zYMCxatAjx8fFwdHSslhza2towNTVFdna2zPHu3LkDQojME6I0lqGyhJmampoy1i9pMD1REuMwtXsbpXPlFgvw5F0eknNKMa6LtUzGdylxGcW48zoLrlZ68GljrGCW+uXw4cMQiUTo0qUL3NzcGlocCuWDx8DAAP379wfwX1Z6DocjlzswPz8fly9fxuXLl1FaWgpvb28AQFZWFg4ePAgvLy907NhRYVobCqUp8MEoWJaWlvj888+rNSY9PV1hQlGBQABAEoNQXQoKCpCZmQlzc3OmrWPHjti7dy+ioqJklISgoCBmf3UpLBXhfnQ29DQ50OFxoMXlwMpQEzwFSpMUFgu4EP4e+SVCaHLZGOctr9i9SivE/egcpOfzG1zBIoQwSvPUqVMbVBYKhSKPspqKUmbNmoX8/Hx89NFHTFtwcDC++eYb5r2joyO8vLzQqVMneHl5oXPnzlTpojQJPhgFqyY4Ozvjxo0byMrKgqmpKQBJyoWTJ09CX18fbdr8Zw2KjY0FAKattLQUAoEA+vr6MnOuW7cOhBAMHDiQaRs+fDgWLlyI3bt3Y+fOnQAkykNAQABatmwJHx+fasueWyrG3w+SYKHPQ1GZCIV8EdaPcIaprgb+Dk/Eu+wiLK9QANpQm4t5feyRVSiAk4WyYHdjpOWXoUcjsF49efIEL1++hJaWVo2SsVIolLqDqFBTMTQ0FEFBQTKWe319fYwcORJhYWF49+4dYmJiEBMTgxMnTgAA9u/fzzwsJyQkIDIyEu7u7rCysmp0C3AoHzZUwaqEpUuXYuLEiejatStmzJgBbW1tHDt2DKGhoVi/fr1Mrqm+ffsCAOLj4wEAaWlp8PT0xPjx45nSONeuXcPly5cxcOBADB8+nBlrY2ODBQsWYNu2bRAIBPD29sa5c+dw//59HDlyBBwOp9qysyGCe0t9GGhzkJhdCg6bBUNtDRAAEw/+CwCY1dMJJrqywfWOLXThWEksu7EOF1/0aBxlcw4cOAAAGDlypFyuMgqF0rCoWlOxrKxMJsyhZ8+e6NmzJwAgMzMTT58+RVhYGEJDQxEWFoZOnToxfc+fP4958+YBAExNTdGhQwe4u7szf93d3ZnFQhRKfUMVrEr47LPPYGZmhk2bNmHbtm3Iz89H27ZtVVqtZmRkhKFDh+LGjRs4ePAgRCIRHB0dsXHjRnz77bdyq2c2b94MY2Nj7NmzBwcOHICTkxMOHz6MCRMm1Eh2I54YE/s7KNzX0kgbybkliMkoQBdd+dWLTQGxWIzLly8DoO5BCqUxIq2pmJGRobRPixYtFK6glmJmZoZ+/fqhX79+CvdzuVy0bdsW0dHRyMrKQmBgIAIDA5n9//77L5N4OCwsDPHx8XB3d0fr1q1rvILx5s2bmDdvHnbs2CHj2qRQKsIiyqKhKU2SpKQk2NraIjIyUi5xqRT/X27gbsx7HJnigwne8kpYTpEAkamF0NPkwMNWceqGrMIyPIrLRXtrPbRSkjurrikuLsbFixcxevToGln5KBRK86CkpASRkZF4/vw5IiIi8Pz5czx//hxv3ryBgYHkN2zevHn49ddfAUgWGzk7O8PFxQWurq5wcXHB0KFDoaurW+lxCCHo2rUrQkJC4O3tLefebKxI7wuJiYmwsWkcHogPAWrBaqZUjP0qj6O5Pu7GvEdMZqHC/aEJeTj8OAWuVnpKFay/n6bjYUwOMgtN8HkDKVg6OjoYO3ZsgxybQqE0HrS1teHl5QUvLy+lfWxtbeHl5YWXL1+ipKQE4eHhCA8PZ/ZnZmYyCtbevXvx8uVLuLq6wsnJCW3atEHLli1x8+ZNmjCVojJUwWqmhL3Lxa9BhbA00ESZUAxXaz0M87AAIFGwACAmo0Dh2HbWemhlqo22Fsqf5no6GiOzsAwulpU/8dUFYrGYJiikUCjVYvHixVi8eDGEQiHi4+Px6tUrvHr1ClFRUUhJSWEWMgHA2bNnmRAEKVwuV+Z3h8PhYNWqVfD09ISBgQGN9aLIQRWsZsr71CSkF1iDx2EjMacUhjr/BeRLFazo94oVLCtDLawZ5lTp/K5WenC10qu0T11x/PhxbNy4EXPnzqWZ2ykUSrXQ0NCAo6MjHB0dMXToUIV9pkyZAhcXF0RFRSEmJgbx8fFMeh4pIpEIISEhGDZsGIKCgtCyZUvY2dnB1tYWtra2zOsRI0Y0CTciRf1QBauZ4vz2EHwn/4GSMhGKy0Qw1v1PwXKzlOSQiUjJgVAkhganaVmDTp48iZcvXyIpKamhRaFQKM2QsWPHyoQfCIVCeHl54cWLFzKrIjkcDp4/fw4ASE5ORnJyMh49esTsNzAwQF5eHvN+5syZeP36NSwsLGBpaQkLCwvmtaWlZaUuTlVITExUuKggPT29VvNSagZVsJop9mlXYG8oALSM5Pa1tdDH6Wm94G1vCg5b+ZOVmBC8Si2Ek4UuuEqUMIFIjGeJBXCx1IW+Vt1fTvn5+bhy5QoA0PgrCoVSL9y6dQsRERFy7SKRCMXFxTh+/DhatWqFxMREZktISACPx5Pp/+jRI0Yhq4ixsbFMhY8pU6bg1atXMDIygrGxscxmYWGByZMnM31fvHiBvLw8DB8+HFlZWWo6a0ptoQpWM4VDhMCjXUDvFfL72GyM9rSrco5tV+MQlVaEmb626K4ksehPN+IRlVqIiV2t8ZGbWa3lrooLFy6grKwMLi4uaN++fdUDKBQKpRaokjD1xx9/RFBQELp27VrpXHv27EF8fDzS09OZLS0tDenp6cxqRykRERF49uyZwnlatGgho2DNmTMH9+7dq/7JUeoUqmA1Y0T/7kKI1WRYmpnCylALmtzquQKdLXURn1WC3GLlJYE62RkgPY8PdiWWMHVy8uRJABLrFY1roFAodU1NE6Yqonv37kxerqrYs2cP0tLSkJOTg5ycHOTm5jKvyye5BiQKl62tLfLz82VckpSGhebBamYw+U4W6sHGkI0F9leQS/SwYnAbOJVbFZieX4K9/8Yiq4iPn0Yr9vuXCETgslmVxmgJRGJwWKx6UbByc3NhYWGBsrIyvHjxAu3atavzY1aGsngHKS1atKA5ZyiUZkBj+18XCARITU1FSkoKcnNzUVhYiMLCQhQUFGDLli1ISUmBols7zYNVv1ALVjPHvDQeLCMPGGjLftWlQhFWXgyHBpuFjcM6Qosrn6hTW0FbRZTFZtUFFy9eRFlZGVxdXRtcueLz+fD29q40eNTS0hLx8fFVPtU2JI3txkGhNBSN4X+BEIKcnBykpKQwQfOKtoyMDIUKFKVxQRWs5oyRPVa4vANc2gMGsjd5O2NdmOtpIqOQj/DkHHRtVXn8lCqrDZNySmFtpAl2Hbnu2rRpg8mTJzeK2Csejwc7OztkZGQojcuwtbWVC3JtTDQXJZFCqS318b9QVlbGKE7KFKiUlBSUlJSoNB+Xy4W1tTVMTEygp6fHbLq6urh8+TKjhLFYLJibm+P9+/c1kptSc6iC1ZzhFwB+SwEFCg+LxYK3vSkuv0xBcHyWUgUrq7AMe+4lIrOgDD+MdVGoPBFCsOVqHF6lFeG7ga3rLD9WdeIX6hoWi4V169Zh4MCBCveLxWKMHTsWp06dYgJZ379/j4KCAhQVFTEm/eLiYojFYojFYhBCmNcsFguamprQ0tKCpqamzGsdHR0YGhrCwMAABgYGzOvybcbGxjAzM4OBgYHSWLXmoCRSKOqgNv8LYrEYGRkZjIJUXokq/7oy61hFTExM0LJlS5nN2tpa5r2ZmZnShMvXrl1jfpsIIfjxxx8xadIklY9PUQ9UwWquuA0HXDsDYiHA4Srs0uX/FayQBOXLeg21NZCQVYJSoRjJOaWwNdGW68NisdDCQBPR74uRnFPaYAlI6xt/f3+4ubkhKipKobl+8eLFDSCVLBoaGjAxMYGZmRlMTU2Zv9LXvXr1Ykp/VEQsFmPdunWNejFBY3DrUJo+qjww+fr6YvPmzXJWqLS0NAiFyhcClYfH48kpShWVJ2tra2hry//OVof+/fvD29ubqZno5+dXq/koNYMGuTczpEHuW04HIY9tCC6HDQsDHmb728v1vfIyGYN/C4SjuT6iVw9TOmdEUj6sDLVgrq/ckpFTJABPgwVdzbrR2a9fvw4zMzN4eno22A0/NzcXDx48QGBgIO7evYvw8HC57M5SNDU1YWdnxyQTtLS0RIsWLWBoaMiY8fX09KCjowMOhwMWiwUWiwU2mw0WiwVCCPh8Pvh8PkpLS2VeFxcXM6uFlP3Nzs5W2dWgDC0tLXh5ecHMzEzpJlXUDA0N6718EZ/Ph729PXVxNgKaiqIrFAqRkZGB9PR0vH//Xi5dwoULF5Cfn1/teVksFiwsLGBtbc0oS4pem5mZ1dvv182bNzFv3jzs2LEDLi4u9Vbs+ebNm9i4cSNCQ0MhFovh7OyMJUuW4NNPP61ybFRUFBYuXIgHDx6Ax+NhyJAh+Omnn2Bubl6nMtcV1ILVTEnILEAhT1IbK6uoTGGf7g7mYLEkNQlT80pgZaj4qcndRnHB5/KUzxSvbgghmDNnDmJiYnDu3DkMHz68zo5V8bhRUVE4d+4czp8/j5CQEDlLlaGhIcRiMQoLC0EIAZvNRocOHRAWFtbg9RJLSkqQlZWFzMxMZGVlKX0dFxeHN2/eyI0vLS3Fw4cPVToWh8NhlK3yildlSlll7ktVaC4uzqainCijoWL5CCEoKCio9BrPyspiFKr09HRkZWXVKDjc3t4ezs7OSpUnCwsLudQJDc1HH32EyMhIAKi3qhf79+/HtGnT0K9fP2zcuBEcDgevX79GYmJilWOTkpLg6+sLQ0NDbNy4EYWFhfjhhx/w/PlzBAcHN/r/Y0VQBauZYsuPxoAuRsjms6HTQnFSUSMdHjxaGuPN+3y8Ss9TqmBVF5GYVJohvrq8efMGMTEx4PF46NOnj9rmrex4Bw8exKlTpxAdHS2zz8nJCf7+/vD390f37t3RqlUrXL9+nXEtiMVibNmypcGVKwDQ1taGjY1NlTdnQgi6du2KsLAwiEQicDgcuLi44Ndff2VuWNKblvR1+a2wsBAikQjv37+vViCthoaGjOJlbGwMIyMjpZuhoSHzWl9fH2w2u0q3TmN3cTaHhQa1UXQJISgpKUFeXh5yc3ORm5ur8LUiJSo7O1upBbkypEHf0jI1LVq0kHm9adMmxMbGQiwWg8PhoFOnTggKCmrU11FjID4+HnPmzMHcuXOxffv2ao/fuHEjioqKEBoaCjs7yT2rS5cu6NevHw4cOIAZM2aoW+Q6hypYzZS2hcHoeOE7wL4n0O2S0n7nZ/jBylC7ynQLr9IKEfw2Dx1tDeBuo6+wT36pEIf+TUZcZjG2fuICDTUpWf/88w8AScyTvr7iY9eWgoICnDhxAvv378e///7LtPN4PHz00UcYMWIEBg8ejJYtW8qNrRjv0L9//zqRsa6oGH8iEonw448/onfv3iqN5/P5CpUvZQpZVlYWioqKIBQKkZaWhrS0tBrJbGhoCENDQ2hra8u5Q1ksFqysrPD8+XPEx8dDX19fZqVVxa2hno6bohVOLBYzCzWkfz/99NNKY/lMTEwwZswYhQpUTZSk8mhpacnFFkpfS99LFSgLCwuYmZmBw1Gegsba2lrmf6GxK+mNhYCAAIhEInz//fcAgMLCQujq6qr82Z05cwZDhw5llCtAYoVzdnbGyZMnqYJFaTzkaZgBAgAZUZX2szPRrXS/lGcJ+bj9KguFpUKlCpYuj4PX6YUoKBUhOr1IbcHuUgVr6NChapmvPAkJCdi+fTv++OMPFBQUAJDc1AYNGoRJkyZh8ODBVSp1LBYLGzduxLx587Bx48Ym+WNcGyVRU1OTcZmoSnn3pXST3nSr2vh8PgghzHtFEEKQkpKi8kIDLpcLXV1daGlpQUtLC9ra2szriu8V7eNyudDQ0JDZFLVVbOdwOFUqJ+PGjZNR+qXtIpEIQqFQZlPUVr5dIBDIxPNVZyspKUFRURGKi4tV/p6lXLt2rdL9bDZbxkpZ3lppaGgopzCVf6+jo1NteSqjqT8wNRQ3b96Ei4sLLl++jMWLFyM5ORnGxsaYM2cO1q5dW6lVPzk5Ge/fv0fnzp3l9nXp0gWXL1+uS9HrDKpgNVPese1QzNJFutAMWunvYWXRosoxYjFRmpG9extjFJWJ4OtkonQ8h83C5z42MNPjwc5Eq8aylyc7O5uJA1KnghUWFoatW7fi9OnTEIlEAABnZ2dMmzYNkyZNgpWVVbXmKx/v0BSpbyVRVfelIkpLS2WsIDk5OZgzZw7evn3L5P1p0aIFRowYIZMSQ5rpuvx7Pp8PQJIZW5my1tB88803DS2CQthsNrNYQ09PD2KxGLGxsXL9xowZg44dOypUnKR/9fT0Gs2DSXN4YFJGQUGBTBC/NAWMOoiOjgaHw8HUqVOxZMkSeHh44O+//8b69eshFAqxadMmpWNTU1MBQOHvrpWVFbKzs8Hn8xutm1wZVMFqprxkOeK5Vlf8Zr4WtvdTse4T5QrW9juvsOveGyzp54YvfRwV9rE31ca0nrZVHtfL3rDGMivixo0bEIlEaNeuHRwcHGo9X0REBFavXo1z584xbX379sWiRYswcODARhE71VA0FSVRajmysLBg2nbv3i2T9+fgwYMYMGBAlXMJBAIUFRWhoKAAxcXFMtaaitYbZe9LSkpkrEUCgUChFUlZOwAUFRUhOTlZTj5ra2ulFhplFjKpZUxZe3nrW/lNmmutsq28W1VLS0tG+VAUy9epUyecOHGiySkpTeV/obq4ubnJvF+9ejXWrFkj108sFqOsTPHiqIpoamqCxWKhsLAQYrEYmzdvxnfffQcAGD16NLKzs7F9+3YsX75cqTdA6uJXpEBpaWkxfaiCRWkU6JJilPCMYSJMhxG7chdXbkkZojMKcD0qVamC1VDcvn0bAJQGMqvK69evsWrVKpw6dQqA5Cl1woQJWLx4MTw8PGotJ6Vhqalbh8vlMhaVhkSZctKUgqsVxfLR+KXGRWRkpEwcqTKF5d69eyrHYEZFRcHFxQXa2tooKirC+PHjZfaPHz8eV69exdOnT+Hr66twDmneL6lFuTylpaUyfZoSVMFqpriIY+BvrwH/iE8A19UAuint6+9kAeA5guIzK51TJCZIyS3F+4KySi1VGQVluPsmG2wWMKqTZQ3PQMKOHTswfvz4arvspGRnZ2Pt2rXYvXs3hEIhWCwWxo4di9WrV8PV1bVWslEaD03drdNclBMav9S40dfXh4FB1Wl3XFxcsH//fpXmlP42W1tbIzo6WsayDEjSjABATk5OlXNIXYXlSU1NhYmJSZOzXgFUwWq29OjRAxBIYouQ/bbSvp42kriqhJxiZBSUwlxfcfxUXokAq85Hg80CAia2B09DsTstu6gMFyPeQ4fHwTCPFlXWMKwMTU1N+Pv7V3ucQCDAb7/9hjVr1jD/2B9//DE2bNiADh061FgeSuOlqbt1moNy0tQVXYoES0tLfP7559Ua4+XlhejoaCQnJ6N169ZMe0pKCgBUmiy0ZcuWMDc3x5MnT+T2BQcHo2PHjtWSpbHw4QacNHPs7e2BNn2B3iuBDmMq7WugzYVzC4kbMTQxW2k/Yx0uWujz4NRCF4V85aUhnFrooqejMSZ3l09pUB88fvwYXl5emD9/PnJyctChQwfcvHkTFy5coMoVpdEiVU5cXV2btHIiVXQ/+uijhhaFUo9IM7Xv27ePaROLxdi/fz9MTEzg5eXFtMfGxsotiBg9ejQuXrwok5T01q1bePPmDcaMqfwe1lihpXKaGdJSOQv33YOhmSVMdLlwMNfBUPfKVxFO2P8Ax0LfYf1QD6wY2F5pP+kqrfpg/vz5EIvFmDt3Lpydnavsn5+fj+XLl2P37t0ghMDU1BQbN27EtGnTKs17Q6FQKM0Z6X2hLkvlEELQr18/3L59G9OnT4eHhwfOnTuHGzduYM+ePTJ5rFq1agVAkpxUSmJiIjw9PWFkZIT58+ejsLAQ27Ztg42NDUJCQpqki5BasJopiTmlSM3nIzQhH7Hvq85b42VnCgBVxmHVl3IlEAiwf/9+7Ny5k8lPVRlnz56Fq6srdu3aBUIIpkyZglevXmHGjBlUuaJQKJQ6hsVi4dy5c5g3bx4uXLiAhQsXIi0tDYcPH1YpSaitrS3u3r2LNm3aYOnSpdi6dSsGDx6MGzduNEnlCqAKVpWEhoZi6NChsLS0hJ6eHtzd3bFjxw4md1JlSAv4Ktr69evH9IuPj1fa7/jx4zWS274kCmM7W2JyBw301n8HlOZV2r+PswXsjHXg3tJIpfnzS4VIy5Nf8VGeQr4Q/8bmVNlPEUFBQSgoKICpqSk8PT2V9svOzsann36KUaNGISUlBY6Ojrh58yYOHDgAMzOzah+XQqFQKDVDT08Pv/zyC1JTU8Hn8xEREYHPPvtMrl98fLyM9UpKu3btcO3aNRQVFSEnJweHDx+WC5pvStAg90oIDQ2Fj48PnJyc8N1330FHRwdXrlzB/PnzERsbW2W9pb/++kuu7cmTJ9i+fbvCANbx48dj8ODBMm3du3evkex6wmz0cTEDfu0HZMcBlpcB+x5K+3e0MUb89yNUslAFv83F3vuJ6GRviFl+iuscAsCBh8l48i4Pwzu2wEjP6q0mvHHjBgBJjipluamuXr2KL774AqmpqeBwOPjuu++wcuXKJrmcl0KhUCjNC6pgVcKePXsASHKCmJhIVtrNnDkTfn5+OHDgQJUK1sSJE+XaAgMDwWKx5HKFAECnTp0UjqkJTF0zQxuJgpVXeTX16rj+THS5KBMRpOfzK43J6mirj7R8Pgy1q19lXqpglbf0SSkqKsLixYvx22+/AQDatm2Lw4cPKyyzQKFQKBRKQ0AVrErIz8+HlpaWXBJCKysrvH79utrz8fl8nDlzBn5+fkoDDYuKisDlcmtd3LWQY4A36YXQ0+sAPXYEDPISqx4EoEwoQnhyLjrbmShVnNqY62D9CGe0NNKsVDHr4WiMnpWU1lFGbm4ugoODAcgrWGFhYRg3bhyio6MBAHPnzsXmzZvVXo+MQqFQKJTaQGOwKsHf3x/5+fmYOXMmoqKi8O7dOwQEBODvv//GsmXLqj3f5cuXkZubq9AnDQBr165lSlB4e3vj+vXrNZY9Uc8DBx4mY3neOJw1nFalBQuQKFfmS8+gy7arSMgpUtqPxWLBxlirSqtXTQPi79+/D5FIBCcnJ0m6CUhWqOzevRvdu3dHdHQ0WrZsievXr2PHjh1UuaJQKB8cIpEIGRkZSE9PZ9oEAgH++OMP/PzzzxAIBEx7WlpaQ4j4wUMtWJUwffp0vHz5Env27MHevXsBABwOBzt37sSsWbOqPd+RI0egqamJTz75RKadzWajf//+GDlyJFq2bIm4uDj89NNPGDRoEC5cuIAhQ4YonZPP58uUF5CuuOOJCqCnxYFuoRBapFglBYunwYGLhQGC32XhQWwG7E30qn2OiiCEID2/DJaGqq0EKSoqQqtWrZgEo/n5+ZgxYwZOnDgBABg2bBiTW4VCoVAaK4QQlJWV1WgVXF5eHt6+fYu3b98yQeHSLTU1FVlZWRCLxZg4caJMvK90xd6UKVOY38jMzMpXh1Pqhg9GwapJ8UoOh4M2bdpgwIABGDNmDLS0tHDs2DHMnTsXlpaWGDFihMrHz8/Px6VLlzB48GA5l6OdnR2uXbsm0zZp0iS4ubnhm2++qVTB2rRpE9auXSvXbp/7BEv6D4NGwn3gr98ArmplYXq2MUfwuyzci3mPz7yVF1cWisQ4/DgFsRnFWDGkDbS4ilMhFJQK8b/z0cgvFWLneDdo86pOmTBu3DiMGzcOfD4fz549w9ixYxEdHQ0NDQ1s2bIFCxcubLJJGNVJda5pCoVSfxBC8PDhQ2zfvh2pqak4deqUXLkvQghyc3NhZGTE/J7t378f165dw7t37yotLaOjo8NY7rW1tVFaWgoejwcul4tRo0YxBZKlfIgrqu/cuYNbt27h4cOHSEpKQmZmJnR0dGBubo4OHTrAz8+PyRBQV6g90WhjOClFBAYGVrt45ebNm7F9+3ZER0dDT+8/a07v3r3x5s0bvHv3Dhoaqumo+/fvxxdffIHTp09j9OjRKo1ZtmwZNm/eXGlyuIoWrOTkZLi5ueHmzZvo3bs32DlxwE4vgKcHLE0CqlBMrkamYNDuOzDX00TyhlHgVlLmZtHJKGQXCbBkQGu4WSu3di098wo5xUJ8298BTha6VZy1BEII/vjjD8ybNw98Ph+2trY4ceJEjVdVNjfKysrw9u3b/xYzUCiURkFJSQlyc3NlHn5MTEzA4/EYSxYhBElJSRCLxbCxsWFy9WVnZ8vk/WOz2dDQ0JDbOBwOOBwO2Gw2o5yx2Ww4ODgojN+tj0SjjYGioiLs2LEDf/zxB969ewepeqOlpQUTExOUlJQgLy+P+d3kcrn4+OOPsXDhQkl5OTWjFguWKif14sULRERE4MiRI3V+UoqoSfHK3bt3o0+fPjLKFSBxUS1atAjx8fFwdHRUac4jR47A0NAQQ4cOVVlmW1tbAJJ/OmX/FJqamjLm5/z8fACSlXVsNluyirDPKsDQFgABULmC9VFbS1joayG9oBTXIlMwtIPyf8ZPvCyhqcGGvWnlaRHmf9QKpro8mdqFiYmJyMjIkOtbUlICFouFX3/9lckBNmTIEBw8eBCmpqaVHudDgRDCpKawtbVVmsaCQqHUPYQQCAQC5ObmIicnB2KxWGFBZU1NTTg4/OcVKCsrg1AohLW1NWONsrCwYFyKPB5P5STJYrEYKSkpSE1NhZ2d3Qdp4Q8ICMDatWuRnp4Od3d3rFu3Dt27d0fnzp2hr6/P9COEIDo6GkFBQbh+/TrOnz+Ps2fPYvjw4fjxxx9lvqPaUmsFqzGelCJqUrwyPT1dYUJRafCgUKi8Hl95UlNTcefOHXz++efV8sXHxcUBqLxIpjJ23YmHmyMLxQIRurSaAU+7qiuoA4AGh43PvFvhp9uvcCj4baUKlk8bY5XmtDKUNVfz+Xx4e3vLBGcqgsViYdOmTVi8eDFVIsohFApRXFws88NMoVDqBkIIhEIhYzECJA+9mZmZch4EZXC5XGhpacm47lxdXcHlcmV+2yq69qqDubk5UlJSIBQKweVWPzVOU2fu3LkYP348lixZgvbtlZd7Y7FYcHZ2hrOzMyZNmoSSkhIcOXIEmzZtwl9//YX//e9/apOp1gpWYzwpdeHs7IwbN24gKyuLsZ6IRCKcPHkS+vr6aNOmDdNXWriyfJuU48ePQywWK109mJGRIadEJScn488//4S7u7uc714VYt6XQNe4GDEZJWhppKWyggUAk7u0xk+3X+HC8yTklwhgUIM8VsoghIDH48HOzg4ZGRlKXVwsFguXL1/GwIED1Xbs5oJU6a9tKg8KhSJBJBKBz+ejrKwMhBAYG//38PjixQvw+Xy4urpCV1cS4lBWVsZ4C1TB0dGRGStF3eVfpL8HIpHog1SwXr58qVLN2opoa2vjyy+/xNSpU5GQkKBWmWqtYDXGk1IXS5cuxcSJE9G1a1fMmDED2traOHbsGEJDQ7F+/XqZi7hv374AoDD9/5EjR2Btbc2siqvIkiVLEBsbi759+8La2hrx8fHYs2cPioqKqkxmqgzLwpfoZt8OXq2M0FanAIgOBwxbAi3cqhzrYWOMH0d2wqB21lUqV6l5pXiTXoT21vow1VN+w3+TXoRzT9PRwoCHz31ssG7dukqVp02bNlHlqgo+RDcApflDCAEhRG1Wa6kFqqysTOHG5/NlvBGampoyCpaGhgb4fL5M2gNDQ0NoaGhAU1MTZWVlSE9PR3Fx1TVf65IP/fegJnpIeTgcjto9abVWsBrjSamLzz77DGZmZti0aRO2bduG/Px8tG3bFgEBAZg5c6ZKc7x+/RqhoaFYtGiR0h+M/v37IyAgALt27UJOTg6MjIzg6+uLlStXolOnTjWSXZ//Hl1b6UvctFd/AoJ2Az7zgH7rVBq/qK9qqw4PPUpBVGohxnlbYWB75a5MkZggMrUQ77I4mNStJfr37w9vb2+EhYXJuWG5XC4WL16s0vEpFErzgBCC/Px8pKSkoKysDK6urtWy0hYWFqK0tBQGBgbMuMzMTCQkJKi0GERDQwM8Hg9aWloyFSocHR1l3IOAxEBQviSXiYkJI3tRkfIcgpQPizpN0zB16lTs3r0b2traSElJgbW1dV0erk4YMGAABgwYUGU/RZYrQBJsXtVCzfHjxyssnVNbZMrlACrlwqou3q0MUSYUw1y/8h/Ctha6GOdthU72BuCwJT9c//vf//Dxxx/L9e3ZsyeNuWoGpKenY+TIkeByuRCJRAgICACbzcZXX30FQHJDFIvFCAsLa2BJq8+DBw/Qq1cvZGRkwNDQEP7+/nj58iX27t0rl+eOUjnlFauHDx9i+vTpuHHjBuzt7eHv74/IyEj8+uuvGDx4MAQCAcrKyiAQCEAIkVlklJiYiKKiIrRp04ZRsDgcjsyKMR6PJ7dJFwopCyhXxd3GYrFgaGiIiIgI+Pr64uHDh4wMZ8+exddffw0tLS38+eefaN26dW0/Mko1mTt3LrZt2wYtLS3k5eXB0NCwXo5bpwqWtrY2ysrKoK2tDRsbG5iamsLd3Z3ZPDw80K5dO7X7oilAqYYBMgvKIOSUQU/PFppAtRWsq5EpOBQUh0+97DHc3VZhn95tTdDHperVfWw2S8bClZWVhS1btijs++mnn1ZLzqZAbRIONlXMzMzw4MEDsNlsBAYGYvPmzTh8+DACAwMBALt27UJubm6DylhTfv75Z6b2pYaGBk6fPs3ULqVUjdQNWFBQIGP1OXr0KFxdJdbz2NhY/O9//8Pff/+NlJQUvH37VmYOFoslY2nS09Nj0hdIMTAwQPv27cHj8erloe2XX35B586d4eTkBB6Ph8jISFy4cAFBQUF4+fIlli5dipMnT9a5HBRZ8vLyUFpaCi0tLRgbG8POzg4eHh6MHuLu7g4nJye1u1nr9IrbvXs3oykmJSXh0KFD6NevH9LS0rBt2zZ07doV+vr6cHNzw5QpU3Ds2DGa10dNJBp64XBoFr459QpPSv9fOVKxHqGUO2/ScSz0HU6GKY+Rq8kFGRsbCx8fHzx48EDhKjg/P79qz9lYIYTg2rVr6Nq1K+zt7ZGYWL3voLFBCFH5f7S8WyU3NxceHh4y+48dO1Zty22rVq1w7tw55v3x48cxduzYas1RHfr374+bN2/KtF28eBE9e/ZkgpZZLFaNFqKok+p8L3Upg1AoRGlpKQoKCpCdnY309HSkpqbK9IuJiUFoaChevnyJ6OhoRrm6f/8+OnbsyLjeCCEwMzMDi8UCl8uFvr4+TExMYGlpCVtbWzlLkK2tLZydnZkUCcePH8f48eOhpaWlduWqqutCatHKzc3FoEGDoKOjA29v7xrVsKXUnkOHDjEJvl+9eoVt27bB3d0d4eHh+Pbbb+Hi4gJ9fX107dpVrcetNz+MtbU1Bg0ahKVLl+LYsWOIjIxEYWEhHj16hG+//RY6OjpYsGAB5s2bV18iNWs0RKXQYAMabBY4ev9vYSpIA0SqZ/7+uENLAMDllykQiCr/8RaKCSJTCqt0h56/+RCenbvizZs3sLOzw+PHj+Ht7Q1Akn9sxIgRaNu2rcoyNlbKK1YDBw5EaGgo0tPTmdxfQqEQBQUFTO6crKwspq5Yeno6srOzUVhYyKxqamgIIcjLy8OrV6/w/PlzlTPIR0ZGwsfHB3PnzpVRnOPj4yESieRukg8ePMCgQYNgbGwMIyMjeHh4YOvWrQqPJxaLsXz5cqxatarG51SVUrJixQqZeECxWIzdu3dj9uzZKh3D398fv/zyC/M+NjYWrVu3xoIFC9Tyvdb0e1EVsVgs8xnx+Xykp6cjOTkZ8fHxiI6ORlRUFCIiIhAWFoZnz57hxYsXeP36NeLi4pCYmIiUlBSZc5U+lJVPbyAWi+WSMLdp0wYdO3aEpaUl7Ozs0LZtW7Ru3Ro2Njb49NNPcfDgQWauip9rba+NqlD1usjJyZEp6aXoevviiy/AYrEQFRVVJ7J+SFy5cqXKPs7OzhgzZgzWrVuHCxcuID4+Hjk5Obh8+TImTZqkVnnqVMGaO3cuSktLAUhMdBXR1NSEl5cXvvjiC/z222+4fPkyjh49WpcifTA45D7C9K4m2DulA7q52AIcTQAEyE9ReY7uDmYw1dVEbkkZHsbKJwWVIhYTLD71CluvxeFdVonSfnfu3MH4EQNRkJsFW8d2ePz4MTp06ICNGzfCzs4OXC4Xc+bMaZKrYUQiEUpLSxnFysPDAwMHDsSTJ08A/PfD+sUXX0BTUxNcLhcGBgYwNjaGiYkJzMzM0KJFC1haWsLS0hKmpqbQ19eHpqamzA95YmIifH19kZIi+z2mpaXh7du3SEhIQFJSElJSUhiFLisrC7m5uSgoKEBRURFKS0tRVlamMMdbRcrfwKXWBoFAILOiqjLc3Nzw77//4uLFi5g7dy7Tfvz4cYwbN06m78WLFzFo0CAMGDAA0dHRyM3NxYkTJxAZGSlnBQEkxdNNTEzQoUMHlWRRdE5VKSW+vr7Izc3Fw4cPAUhcWMOGDatRvqKIiAj07NkTU6ZMwS+//FKr67y634vUusTn81FcXIz8/HxkZ2fj/fv3SElJQUJCglwc6Zs3bxAWFiZTsqW4uBiJiYlITU1FZmYm8vLyUFRUJPMgwOFwoKWlBT09PRgbG8Pc3FxGwZJan8pbr69evQpfX18ZFzqPx4OGhkaVn5Oiz7Wm14aqqHpdGBsby7jBK8Z5FRQU4OTJkzAxMcG+ffsqPSYhRKX/2Q+Z4cOHM3WDq4OhoSF8fX3x9ddfq1WeWsdg/fvvv+jYsaNCV091/Z7t27evsyeODw1fX9//MtCzWJJA9+xYiZvQuJVKc3DYbAxt3xIHg+JwLiIR/s4WCvux2Sy0NtNG9HuCrCIBWikoe3X27FmMGzcOZWVlaOvpg0PHTjJulb59+8LCwgIhISFYvnw5+vbt27iULLEIeHEaiL4GCPnINXJHGNsDYeEv8PTpUzx9+hQxMTH48ssv8eTJE4SEhDAuiYpWCpFIVG0rQ/mbTmlpKd6/fy/3Q5ufn1+tvDwAYGpqyqzgFYlEiIqKApvNhouLC1gsFvLz85GQkKAwkWJhYSFEIpFMyY6KpTv4fD4ju5GRkcxvxIkTJ2SeNgkhmDdvHr777jssWLCAaXdxccGBAwcUyn/hwgX06dNHpo0Qgl27dmHHjh1IT0/Hl19+iYkTJ2LGjBkIDg6WWeklEonQt29fTJo0Cb/99hszx9KlSxEfH4/jx4+DxWKhT58+uHDhAnr06IHnz58jNDQU586dQ0REBCZMmIDr169X+Vk/fPgQw4YNw5o1a2QUzaqQxiqJRCKIxWKIRCIUFhYiKyur0tVqeXl5SEpKgkgkYjZVsLe3Z74/qTJQWlqK1NRU8Pl8sNlsGBoaMnXvpJuGhgbzuip3HI/Hg4mJCYyNjZnvIzY2FlFRUQgMDERMTAxWrlyJW7duVSmvss+14rUhEolgYmKCKVOmYMeOHUx7+e+6IpcuXcLChQvh5+eHGzduID8/H3PnzsXatWtVvi66du2K77//HiKRCOHh4XBycpI5xokTJ6Crq4sNGzZgxYoV2LRpk0xQfatWrTBz5kycP38e4eHhCA4OrjOlsTnQsmVLzJw5E/Hx8Vi/fr1KY968eVPrbAjKqLWC1atXL6xZs0ahYnTo0CHm9atXrxAeHo6IiAiEh4fjr7/+QkJCAnR0dNCuXTsEBQVBU1MTCxcurK1IFEiUVRml128pAAKYVe9CGuVhi4NBcTjzLBE/jfICm61Y8fmipw20eRywFShG+/btw4wZMyAWizFy5EgcPXpU5knv2rVrCAkJAQCEhITg+vXrKq3crBdy36H4r/F4EByOW2+FuBUnRFjaUSjy7hw/fpx52lfmetq8eTM6dOgAXV1d6OjoMEqJVDGRBu6Wz9tTfqm6nZ0d/v77b7mbmLm5OfT19RmXTvkbsrK/5Z+mpRY4QKI8JScnV3oDryyWzMTEBK1bt0ZYWBiWLl3KzPvrr78CkOTOMzAwgEAgQHJyMlgsFt6+fYu3b9+if//+yMrKYj6P8p9Lxaf/p0+f4ssvv4RYLGY+j82bN+P48eO4efMmhEIhXFxc8PTpUyxbtgyvXr2SOScOh4OAgADMmjULu3fvZuQICAjA06dPmQBqNzc3XLt2DQKBAOvWrWOU5n79+mHfvn0oLi7GpEmTEBYWBl1dXdy/f5+5CQPA7du3sXr1amzatAkjRoxgHjoBiWIsTbir7LuqCYQQlJTIW5NZLJbC2nbSrXzQuL29PQwMDJCcnCw3j6mpqYzrqyZI45QMDAywY8cORvGdOXMmc3McO3Ysnjx5Aj09PQQHB2Pr1q3MeOnnunPnTjnXzrNnzzBr1izmPYfDwZ07d+Dr64vt27fLfNfPnj1TKF94eDhiY2Mxd+5cBAQE4OHDh+jTpw/GjBmD9u3bw83NjVGuyy/Y8ff3ZzwxUqWuV69e4HK5claqffv24bPPPsO4ceOwYMEC/PPPPxg1apRMnwMHDuDChQtwdHSkFqwqCAoKwuDBg7Fp0yYkJCTgzz//VFov+Pnz59iwYQPOnDmjskW+utRawWKz2TJfurGxMbZs2YIZM2bI9JNmcR8zZgzTlpeXxyhdFPXy+90EdHTVQH6pEAPamcHKvWaBwP1drWCgxUVSbjEex2fCp7XiXFe6moovpW3btmHJkiUAgGnTpiEgIEDmgieE4LvvvmPeczgcrFq1Cv37929QK1ZhYSEuHf8Tp3Ysx+WoIpRUqIrk4OCATp06oVOnTvD09ISbmxtevXqFVatWISQkBBwOR+GPoZWVFezs7Co9tjSol8vlKsz+7ObmJreiytjYGEV85aWbOGwWtLj/KSiFpZJl7tIxYjFg49AGYrEYb+LiAeF/VrYSwX83eW2uRJHR1tZmYl0qWkik31v37t1x584dJg2Dp6cnAKBdu3Y4ePCgTKmkV69eAZCUoap4blIq1ndLT09niupqaWmhpKQE69evx44dO/D+/XsAkhtcbm4u7OzsFCqMLi4uEIvFSExMhJ2dHb777juMGjUKWVlZaNGiBXR1dWFgYICMjAyEh4fLjP3pp5+YmLlly5bJ7IuJiWEU48DAQFhYWMDT0xMpKSnQ0dFhFKyysjIZF5y60NXVhZOTk0xh4PKLDpTdqKXfqfR3XZFyBQAJCQnQ1taGpqamjLJffl5V6+iVV7Ty8/Nx+PBhlJWVgcvlVrriTvq5Dh48WG5fTk6O3PUizSlY/rueNWsWWrVqpXD+8PBwfPbZZ4xlzNfXF87Oznj16hXat28PAwMDhd+ddJWslFmzZskoe1IiIyPx+PFjBAQEQE9PDyNHjsS+ffvkFKzZs2czcamqfqYfKi1atMC9e/fw6aef4vDhw0hJScHff/8tcy2EhIRg/fr1uHjxIgghTAxwXVBrBcvc3JwpEwNIlKa0tDSVxkr9nr6+vrUVg1KBqLQi8DVzkF4gQPfWRrCqYdoPLS4Hwzq0xMvUPBSXqVZ7UfqE//3332PNmjUAJKb4jRs3MjffnGIBQt7moeRtsIyCLRKJGoUVa9b0L3Dk+CnmvU1LK3zUbwD69u2L3r17o2VLyQIAFL4H9FoAkDzx9+/fH9evX69S0aoL9L45oXTf4HbWuDS7N/PeYvkZFJcplqungyl+H2zPKCTDTschly/pG/K55Ie+VatWMspfeVdWRVq3bi1jZQL+y4QttbhJb3KlpaUwNzdn2qXzEkLk8hEZGBiguLiYuabu3r0LPT09mdWKAoFA4c2tPPb29nj9+jUSEhJw9+5dZpWi9DrOz89nVkNLjyW1qkk3AHJWN6m8K1aswIMHD/Dll1/i8OHDMhZJPT092NnZMVbMiu7W8q8LCgqqtCxK4XK5leb6ef78udJ9BgYGaN26NbKzsys9xuvXrxlFTkpkZCRzDXTs2LFKOctTXtFSJZO79HPt06cPbt26BTOz/2ITpO7Hijg5Ocl815XF64SHh+Pnn3+WaUtLS2PKmuXn58tkfK8u+/btg4eHB3O9TpkyBQMHDkRycvJ/vy9AlQ9kFFl0dHRw/vx5fP311wgICEDPnj1x6dIlvH37Fhs2bMDNmzdBCEHPnj2xcuVK9O/fv85kqbWC9dFHH+H48eMwNTXF8OHD1SETRQ1YFEbB27oVNLRNYKbHA0qygaRQgIgB5+opLvs+6waeRtVPTqHv8vBP+Hs4tdDBywu7sGnTJgDAxo0b5Z7wf77xFu+yShD08wrGLSalvq1YQqEQp06dQq9evWBjI0nKOmX8Jwi6fQlj3HXxyZpj8PTpIy9LxEng4gJg+E6gneSpk8ViYcCAAXKKFpvNbvBl9KrC4XDg4uLCxMeoglTRqHhTZLPZCl1JxsbGMjcne3t7tGrVCo8fP2bKTlWFj48PSkpKmDiv5ORk2Nvbw9PTE4QQnD17FtnZ2XBzq7w8lIuLC6KionD48GGsXbuWeaKVWgsiIyPRpUsXeHl51eh61NTUxJkzZzBmzBhMnjwZt2/fZtz3FQsAV4aBgQH09fXrLWO4KkWM64LySmtllP9ce/fujdu3bzPKT8eOHRmraHmcnJxkvuuKVi4pJSUliI6OhqWlJdN2/fp1cDgcdOvWDYDkuqiuEilFIBDgr7/+QmFhIXMM6QPKgQMHsGLFCqYvTbpcfdhsNnbv3g0HBwd89913cHFxYRYh9e3bF6tWraofww6pJampqcTT05OwWCzCZrMJm80mLVq0IMOGDSOrV68mZ8+eJW/fvq3tYSgqkpiYSACQZcuWkb9uBpGfbkWSd1mFhMTeIWSNASE7O9fZsYPicsjkfc9I12FTCQACgPz0008K+157kUEmrf2T6adou3r1ap3JWp4JEyYQAGThwoVMm1gsJmJhGSG5icoH3lgt+Uw3tiQkM0ZhF7FYTK5evUq8vb2JpaUlSUysZD4VKSkpIZGRkaSkpESmvbBUoHQrKROq3LeYL5CRP/l9JnkS/pzc+zeIhISEkJCQEFJYWFjr86jIP//8Q/T09MiOHTtIZmYmIYSQ169fky+++ILEx8cTQgixt7cnZ8+eJYQQcuHCBdK583/X89WrV4menh6Jjo4mcXFxxNnZmRgYGJDQ0FCSm5tLIiMjyfTp00mnTp2Y8wgJCSHffvstsbOzI+3atSNCoVBOLgcHB3Lv3r0anZOfnx/5+eefCSGElJWVkREjRpB27dqR9PT0Gs0nRSwWM+dU/lxU/V6EQqHSTSQSEUIISUlJIU+fPlW6JSUlMX0VzVuXVPW5Vrw2pCxfvlzpd7169Wri5+dHCCEkODiYcDgcsmjRIiIUCkloaChxcHAge/fuZfrX5ro4ffo00dTUJFFRUSQ1NZXZVq1aRVq3bk3EYjEhRPZ6rwplvwuE/HdfUMfvT1Ph/PnzpEuXLoTFYjH6ycaNG+tVhlqrxpaWlggNDcXt27exYsUKEEJQXFyMixcv4vvvv8fo0aPRpk0bmJiYoHfv3li0aBEOHTpE467qge+vPMeiv8Pg89M1EINy5XJqmH+noFSA58nK40VcLHRQHLgLQRf2AwB27typdNFCX1cTvLr4m9KnMzabjVWrVtVJDiixWCyzkm/SpEkwNzeXWK/EEjcoi8UCi8P9r8yQIvqsBOx8gLIC4NQUQKA4qHjAgAEICgpCfHw8YyGrC3Q1NZRu5eOvquqrzfvPsM1isWBtbopOHdrB3a0tdHV1mfgwdTN06FBcuXIFly5dQps2bWBkZIRPPvkELi4uChN5Dh48GJmZmXjx4gUAyWrU8ePHo2vXrujevTu2bNmCr776Cj169GAC3ouLi5kM7FIcHR2RkJCAH374QS7G5f79+zAwMECvXr1qfX7SmCIXFxf4+/urHEqhCKk7zcXFBU5OTtX+XsrHZVXcpP+TVQWxm5mZyf3/lp+nvlD0uVa8NqQ4OTkp/a4TEhLQo0cPABL34Mcff4ysrCwYGRlh3LhxWL16NaZNmwag9tfFvn37MH78eLi4uDCpWSwtLTFv3jykpKTgzp07NZqXIlmZ6eHhgZEjRyI0NBRjx47FoUOHYGhoiLVr1+Lw4cP1J4y6NTYWi0XWrl1L8vPzyb1798j27dvJ1KlTSceOHQmPx5PRJinqR/qksmjletJp+V+EN+8YYc05TPLy8yXWljUGhBRlVXveu9FphDvvKHFac17hfpFIRKZPn04AEBaLRX7//fdK5ystLSUWFhaVWrAsLS1JaWlptWWtjCdPnpAuXbqQNWvWMG1isZgUFxcTIhYRcmAIIZcXE1Kar9qEecmEbG0t+VwvfaNWWZVR2ZNqXSMWi+WsFg3J0aNHydixY1Xu3759e5KRkcFYf549e0aOHz9O2rdvr7B///79yfXr19Ulbp1RV99LVlaWQutVVlb1f0PqG0XXxunTp5V+1+3bt2csp19//TVZtWqV0rkb43VBLViEtG3blrDZbMLlcsmUKVPI69evmX0vX74kdnZ29WrJUruC9ddff5H79+8r3FdWVkbCwsLI3r17yddff63uQ1PIf/9IY7deItMPhpMpf4YT/UUnSVRqLiHbHCWKQMqzas+bV1xGuPOOEsw5TN6k58nsEwqFZMqUKQQAYbPZ5MCBAyrNmZCQQL6aM4cAIB999BEJDQ2V2dT5Y5CTk0O++uorwmKxCABibW1N+Hy+bKcn+yWfzwZLQrLfqj55zE3JuLVGhKS9ICQnXm1yK6IhFazmhFQp+d///kemTJnS0OI0WkpLS0lKSgp5+/YtSUlJUftDT32i6nfdq1cvcvz48boXSI1QBYsQHo9HZsyYQeLi4hTuT05OJh4eHoTNZpNZs2Yxrti6Qu3FnidOnKh0H5fLhaenJ7Ncm1J3aBA+xP/vXRMTgpS8ErgY2gBF7yVuQiuPyieogIE2F73amOP2m3ScDU/Ekn7tAEgCxCdPnoxjx46Bw+Hg4KFDaOszBL8FvsPnPpLcWMpoYdUShU7D4TPVHDNHeDPLqNXN1atXMW3aNCZge8KECfjhhx9kVnOhrBC4tUbyus8qlZOxAgDa9AXchgOR54GrS4GceGDWfUDLSE1nQKkLpMHU4eHh8Pf3b2hxGi2ampoNXmtRXaj6XUdERFS5OILS+IiLi5NZgVkRa2trPHjwAKNGjcKePXuQnJyMEydOMPUv1Q1dntBMsc8NwSJvLpIKM1BUJkBKXsl/8UR5STWac5xXKwDA9sDXKBVIMpKPGzcOx44dg4aGBk6cOIEJ48fjdFgagt7m4UVKQaXzaWqw4eLcGl79xsC1c+1jXCpSUFCAmTNnYtCgQUhJSYGzszNu376NI0eOyN8wQg8AJTmAqSPQZWb1D9Z3DcDTk8Rh5SUAj3+rcgilcXDu3DmZ7PGU5ouq33Vubi7NmN4EqUy5kqKnp8fUHbx48WKdPlxRBauZcitPH36/B6FUIIIWl4NCvgAwtJXszEuo0ZyTuzjAxkgHKXklOPDwFcaMGYMzZ86Ax+Ph77//xujRo8FisdC7rQkGdzCHlWHVy89n+9nhl09d0c5av0YyKSM8PBxeXl74/fffAQDz58/H06dP0bt3b/nOYtF/CpHPfIBdgwBdk9bA7EdA5hvJ+8e/AaW5NROeQqFQKHWGhoYGDh48iGXLljH1YuvkOLWdYODAgVi3bl2NsqEWFRXh119/hb6+PubMmVNbUSjlCC7SBfS4eP5lL1joa0nyyiSPBqw6AlbuNZpTk8vBzJ6OWHXuCdbMnYb0F0HQ0tLC2bNnMXDgQKbfgHaKs71X5NGjR3jy5An8/f3V9rRICMEff/yBefPmgc/nw9bWFocOHar8KeXtXSA/SeLSq2HGewDAsyMA//+LmvPzJEqW/7LKx1AoFAqlQdiwYYPSTP7qoNYWrIyMDHTr1g29e/fG/v37kZeXV+WYx48f4+uvv4a9vT3WrVsHCwvFRYQpNcfTyhIL/dwR+CoHImmmg5ZeEgXC3KXG8/a0MwQu/4T0F0HQ1tbGxYsXZZSr6nDq1CnMmzePsTLlFteuHhSfz8e0adMwc+ZM8Pl8DB48GE+fPq3aBBwuqRuGDmMADdWSPspRmivvFny8m1qxKBQKpREzffr0Opu71has0NBQHDx4EGvXrsW0adMwffp0tG3bFl5eXrCwsICRkRFKS0uRnZ2N169f48mTJygoKACHw8G4ceOwfv16WgqgDrA31kV2IcHVl5n4pLN6AlSLioqwds7nQOIL6Ojq4vKlS/Dz81PYlxCChOxSsFiAnYniAEJpgWc3d098fzEG6fl8bP/UFRqcmun9EydOxOnTp8Fms7Fp0yZ8++23qmVB7rtGonQ61aI0z+Pf/rNeSeHnUysWhUKh1AON0ZumllWEU6ZMweTJk3H58mXs378fgYGBCpN5sdlsuLu7Y+TIkfjyyy+bzcqUxohVSSzaWdhAQ88In+y9BwA492VPIPa2JAar40RAQ1Pl+QoKCjBkyBDcv38f+vr6uHLlCpOUTxGXn2fgVGgaOtsb4us+9nL7hUIhQkNDAQC+Pt2w53kZSspEeJddijbmOtU8WwnffPMN7t+/jwMHDlTPqmZoA/T6tkbHBKDYeiXl8W6g22y6opBCoVDqEKk3zdfXF5MnT8aoUaMqrccJSLxphw8fxvHjx1FSUoKDBw+qVSa1pWlgsVgYMmQIhgwZAgCIiopCUlISsrKyoK2tDXNzc7Rr167KE6aoByN+GnysxDC2M8Wskw/A02BDTFhgn5wICEuB1r0lgdkqkJeXh0GDBuHRo0cwNDTE1atXmXpcymhnrYdzz1jgciR1BivWFouMjERJSQn09fXh6uqCr81KYGmoCQOt6l2ShYWF0NPTAwB069YNcXFxTJ23eiM3QaJESRGVAY92ASI+4PiRZL+lUf3KRKFQKB8QjdGbpvY8WFJcXV3h6upaV9NTVEAsFsPGSAcabBbKhGIk55fA1tAGyIqRpGpQQcFKS0vDoEGD8OzZMxgbG+P69evo1MkL2++8wpXIFByb2gPGOvKWMHtTbewc3w6aXMUuOql7sHPnzmCz2XC20K32+Z05cwazZs3ClStXmPIn1VKuMqOBq98BnSYDbiOqfXwGS3fJVh5CgIc/A4Xp8vsoFAqFonYamzetzhQsSsMiZGtBLBZDg8OGvYkuYjMLEZdZKKtgVUFMTAwGDBiAuLg4tGjRAteuXWOqx//+MAaRaXm49CIFE7s4yI1lsVjQ5LLk2qVIFSxF/nIxIWCzlI8FJDFeAQEByMzMxB9//CFXX04lwo8CsbcADrd2CpYiuswAHv0KvHsIpDwFrGlyXQqFQqlrGpM3rV4UrMLCQhw9ehSPHj1iCpxaWlrCx8cH48ePZ1w8FPWRot+OKZTcxkyfUbD8mFxYlStYYWFhGDRoEN6/f4/WrVvj2rVrcHR0ZPaP7WSHNZefY3vgK3zm3UrOBVie4jIReBpsaLD/6yPNPdKlSxemLaOgDGfC0pBTLMCyQW0qlY/FYuHvv//Gzp07sWTJkkr7KkQsAsKPS157TKj++KowsAbajQKenwSCfgNG/q7+Y1AoFAqlUhrSm1bniUYjIiLg5OSEFStWoLCwEK1bt0br1q1RWFiI5cuXw9nZWa7ieWPixo0b6NmzJ3R0dGBsbIxPPvkE8fHxKo+PiorCwIEDoaenBxMTE0yaNAkZGRly/cRiMbZu3QoHBwdoaWnB3d0dx44dq7HcbCKCWCwGALQ2kyiwsZkF5ZKNJiode/XqVfj7++P9+/fo2LEjHj58KKNcAcBXvZyhxeXgSUI2AqPTlc6170Ei5h2LRGSFrO6BgYG4e/cu+vTpw7TxNFgIeZuL12lFSMktVTjfo0ePmNf6+vpYtmwZOJwaJAZ9GwgUpADaxoBzzdJMVEm32YCxA9Cy+qtaKBQKpSly8+ZN9OnTB4aGhtDX14eXlxdOnDhR5bjPP/+cKV9VfnNxqXlaoYamzhWsOXPmYODAgUhLS8OpU6ewa9cu7Nq1C6dOnUJqaioGDhyI2bNnVz1RAyDN8cTn87F582Z88803uHv3Lnr27KlQSapIUlISfH19ERMTg40bN+Lbb7/FpUuX0K9fP5SVlcn0XbFiBb777jv069cPv/76K+zs7DBhwgQcP368RrLb5D9jLFhSBSsus7BcuRx5BYsQgq1bt2Lw4MEoKCiAv78/AgMDYWlpKdfXXF8LX3STxHBtvRmpVA4uhw2hmOBNepFMu56eHnx9fWFsbMy0GWpzMbFbS6z+2BHWRvL5qH744Qf4+Phg3bp1VZy9Cjw7Ivnbfky1VlNWC+tOwNwwoEvd5VlpzKSnp8PHxwd+fn7o2bMn8yD19ddfw8fHB926dUNgYGDDCllLHjx4ABaLhczMTAgEAvTo0QNGRkY4ffp0Q4vWJGnqn2d5+QHJA2H37t3h5+eHIUOGIDc3t2EFrGP279+P/v37g8vlYuPGjdi2bRt8fX2RmKj8gb48mpqa+Ouvv2S2bdu2qU2+wsJC/P7775g6dSoGDRqEQYMGYerUqfjjjz9QWFiotuMw1GkpaUKIlpYWiYyMVLo/MjKSaGlp1bUYNcLNzY04OjoSPp/PtD179oyw2WyyaNGiKsfPnj2baGtrk3fv3jFtN27cIADInj17mLakpCTC5XLJnDlzmDaxWEx69epFbGxsiFAoVFlmadX0ldv/IAkJCYQQQs48fUe0Fhwj4/68T0hcICFrDAj51UtmXEFBARk/fjwBQACQL7/8kpSWllZ6rNiMfML++gjBnMMkPClbYZ/0vFKSnCNf3b26bN++nZHt+++/r91kBWmEfG8q+RxSntZatvqmpKSEREZGkpKS2n+udYlQKCQikYgQQsidO3fIZ599Rt68eUP69OlDCCEkISGB9OrVqyFFrDWjRo0inTt3JhkZGUQsFpOUlBSyevVqcurUqYYWrUnS1D/P8vITQkhycjIpKioihBDy22+/kfXr19fZsSv7XZDeFxITE+vs+G/fviXa2tpk3rx5NRo/ZcoUoqurq2ap/iM8PJxYWloSMzMz8sknn5CvvvqKfPXVV+STTz4hZmZmxMrKijx//lytx6xzC5aFhQXCwsKU7g8LC0OLFi3qWoxqk52djcjISIwcORI8Ho9p9/DwgKurq0qWpTNnzmDo0KEySz8/+ugjODs74+TJk0zb+fPnIRAI8NVXXzFtLBYLs2fPRlJSkoxbTFXyBZK8IGFhYehkDBT/9CmOTe0JWHSQxAMN38X0DQ4OhqenJ1O0edeuXfj999+hqVm5Zae1mT5GuEssYifD3ins08JAU84atX79eixYsADPnz9X6Vx+++03zJ8/HwCwatUqrFq1SqVxSgk9AIgFgI23pHRQXSPkA+HHJAH1HxAcDodJ9JqbmwsPDw9YWFhAW1sbQqEQubm5MDdXraxSVRw/fhxjx9aizFEV9O/fHzdv3pRpu3jxInr27AldXckKWBaLRXP71QJ1f551eU2ocj0AgLW1NbOymcfjQUOj+a4rCwgIgEgkwvfffw9AYi0ihFQxSh6RSIT8/Hx1i9cw3jS1qmsK+OWXX4iWlhZZtGgRuXTpEnny5Al58uQJuXTpElm0aBHR0dEhO3bsqGsxqk1KSgoBQP73v//J7fP29iYASGpqqtLxSUlJBADZsmWL3L6JEycSExMT5v2XX35JdHV1iVgslukXExNDAFTr85E+qZTfLC0tFVqj8vPzyaJFiwiHwyEAiI2NDbl7967KxyKEkFNh78gne++R8+GqPxm1bduWACCXL19WuL+gVEDOhqWRn27EkUOHDjHn8d1338l9RjXi+SlC9g8iJKKenorv/SCxlv05QC3TNRULFiGEvHz5knTv3p3Y2NiQoKAgIhaLyVdffUVat25NLC0tyaNHj+TGTJ06lQCo1PJdHpFIRBwcHEhERIS6xWcIDAwkHTt2lDnmoEGDSElJCfHz82MsFoQQhRYXPz8/8vPPPzPvY2JiiIODA5k/f756rukmjro/z7q+JqpzPRBCSGZmJvHy8pJpV/c10dAWLC8vL+Lu7k6OHj1KWrZsSQAQY2NjsnLlSsaSXRlTpkwhLBaL6OjoMGO/+uorUlBQoBb5GsKbVufq9Pz582Fubo5ffvkFO3bsgEgkAiB5uvX09MTevXsxfvz4uhaj2kgTkz18+FCmPSsrC5GRkpij5ORkhfFJAJCamgoACp/ArKyskJ2dDT6fD01NTaSmpsLCwkJuJZ50bEpKilI5+Xw++Hw+876gQDaYnM1mw9bWlrHCEUJQWlqKP/74A5s3b2bk/PTTT/Hbb7/JxESpwieedvjEs/LkbDlFAlx5kYGcYgE+8zTE69evAShO0SARErjyIgNxT+8j8Nd5AIB58+Zh06ZNla5WVJn2n0i2+sJjPHBnA5DwCMh4VatakOqCEIKYmBg4Ojqq5zNVgpubG/7991+Eh4djxowZWLduHbKyshAdHY309HQMHTqUyegPSK7fkydPwsTEBPv27cMPP/xQ6TmIxWJcuXIFJiYmaisYrghfX1/k5ubi4cOH6NGjB44ePYphw4ZBS6v6tSsjIiIwYMAAzJo1C6tXr64DaZse6v48L126VKfXRHWuh+LiYowZMwY7duyAmZmZyudQFxQUFMhYhzQ1Nav0VKhKdHQ0OBwOpk6diiVLlsDDwwN///031q9fD6FQiE2bNlU63srKCkuWLEGnTp0gFotx9epV7N69G+Hh4QgMDKy19U/qTVO2orAuvGl17iIEgAkTJiA4OBjFxcVITk5GcnIyiouLERwcXG/KlVgsRmlpqUobIQRsNhszZ87ErVu3sGzZMkRHRyM0NBRjx45lAtRLSkqUHk+6T9HFK/0nlPYpKSlRqZ8iNm3aBENDQ2Zzc3OTO+9169bhzwev4DhzK7oMmwA7G2vMnz8fqampaNOmDS5fvozjx49XW7lSFTYbuB6ZiZD4PNx9GAQAaNWqldIfGz0tDbjzUvEg4FsIhUJMmDABP//8c50qAnWKgfV/KxVDDzSoKIDEdH/ixAmcPXsWJ06cqJvgTkBG8TcyMoKOjg7EYjFMTEzAZrNhYGCAoiLZxQ8nTpyArq4utmzZgr/++gsCgWwB8FatWmHTpk3o1q0bdHR0EBkZiQsXLsisRgUkytfOnTvh7OwMQ0NDfPPNN3j69KlSpf7SpUtwdnbG9OnT0apVK5iYmMjc6FgsFvr06YMLFy4AAJ4/f47Tp09j4MCBiIiIwIQJqqX6ePjwIXr37o3ly5dT5aoc6v48FV0Tp0+fhpeXF9auXQs7OzsYGhoqvemLRCIYGhpi3rx5Mu1Lly7FuHHjVL4ehEIhxo0bh7lz58LHx6da51AXuLm5ydwvlJ1/de+XgOR3JScnB2vXrsX333+P0aNH48iRIxg4cCC2b98u9/BfkU2bNmHz5s0YO3Ysxo0bhwMHDmDDhg14+PChWhY5LFy4EF9++SW++eYbXL58GaGhoQgNDcXly5fxzTffYMaMGfj221qUTFOEWu1hjZg7d+7Iuc6UbVFRUYQQQvh8Ppk2bRphs9nMvv79+5NZs2YRAOTp06dKjxcSEkIAkEOHDsntW7x4MQHAuO2GDBlCWrduLdevqKiIACBLly5VepzS0lKSl5fHbJGRkTLnYmRkRDp16kQ0eDyZdntDFvlt8bgqA9lVQSwWk1dpeeTyiySlfU6HppIn8blk3foNBAAZO3as0r6vXr0iBgYGBADh8XgkJiam1jISQggRCQl5sp+Qwowqu6qdN9clbsLNtoSUFddqKmWuAD6fr3QTCASEEELi4+PJzp07yZYtW5jt119/JTExMUzfsrIypfNWh3///Zf4+voSf39/4ufnR0JDQ4lQKCQTJ04kPXv2JJ07dyaHDx+WGdOtWzeycOFCUlBQQHR1dcmZM2dk9tvb2xNnZ2fy6tUrIhQKCZ/PJ97e3mTfvn0y/TZt2kTc3d1JYmIiiYuLI1wul/Tu3ZtcvXpVoawbNmwgbDab7NixgwiFQnL37l3C4XBkgl5/+OEH0r9/f7mx5V1CY8aMIQ4ODqRDhw5k8eLFMn0+/vhjYmBgoPA3ob4pKSmp9lZ+sY1QKCQlJSVy10T5/jVFHZ+nomti+fLlREdHhxw5coQIBAJy8+ZNwuFwlP4GhoaGyoRuxMXFEUNDQ/L27VtCiGrXw6FDh4ihoSHx8/Mjfn5+ZOvWrSqfQ3VRxUUYGRkpc79Qdu41uV/q6uoSADKLuggh5ODBgwRAtcNPCCGkuLiYsNlsMm3atGqPVcSRI0eIt7c30dDQICwWi7BYLKKhoUG8vb3J0aNH1XKM8jR4xF1OTg7++ecfTJ48uU6P4+Ligv3796vUV+qa4/F42Lt3LzZs2IA3b97AwsICzs7OmDBhAthstlxuKEVzSF1w5UlNTYWJiQljtbKyssKdO3fkavZJx1pbWys9TkUTb8XgwNzc3P8WGWgbQMvBHX+Pb4mPyi6D26M1oAbzcFB8Frr/eA0mOjy83zwaHLa8YXR0J4krdUOoJMGoIksCIQQnTpzAlClTGCthWVkZ8vLyai0jACD+HnBxvsRdt+gVwK5B/qya0qYPYGgnKbQdeU7iNlQzv/zyi9J9rVu3RqdOnXDmzBm5wNPi4mKcOXOGeW9raytjWd6zZw9jRa1OUtfu3bvj7t27cu1//fWXwv6RkZF4/PgxAgICoKenh5EjR2Lfvn0YNWqUTL/Zs2ejbdu2ACShBjk5OTAwMGD2l5SUYP369bh+/TpsbCSLMCwtLSESiTBgwACFxw4PD8dnn32GuXPnApC4gJydnfHq1Su0b98eAGBgYICcnBy5seVTTZRfvKKon4WFBQYPHqy0T33xxRdfVHvMvHnzmBqkISEh2LFjB1xdXWUWncyfP5+xVBw9erRGsqnj86x4TQDA06dPMXPmTMa65ObmprBOqpROnToBABITE2FnZ4fvvvsOs2bNQqtWrQCodj1MmjQJkyZNqtE51AX6+vpyn4sianK/tLa2RnR0NCwsLGT2S91uij6rqtDW1oapqSmys7OrPVYREyZMwIQJEyAQCJhUGmZmZuByuWqZvyINrmAlJCRg6tSpda5gWVpa4vPPP6/RWAsLC+aiEYlECAwMRNeuXSvNQN+yZUuYm5szGcvLExwczJScAYCOHTti7969iIqKknHxBQUFMftrgqmpKWMON7Kyh+/+CAg5bAz8KA+sa1eAfNVyk1RFZzsTGGpzkV1chpB32ejmoNj1BygukUMIwfXr17FixQqZeBwpx4NT4N7RUyYTfI148f9KRNvB9atcAZLjeU0Bbq8DQv6oEwWrKqytrcHj8WRcd42Jffv2wcPDAx4eHgAkdcUGDhyI5ORktGzZkulXsSCrsbGxzIPF3bt3YWBgIOOSKSsrqzR/Wnh4OH7++WeZtrS0NJlVjvn5+bVyo69YsQIPHjxAnz59cOvWLaUucopqVPZ5VrwmAODZs2cyDwjPnz+Hk5OTzCrxijg5OeH169dISEjA3bt3sXfvXmZfba+Hqs6hIanJ/dLLywvR0dFITk5G69b/1bmVxhDXZMVwQUEBMjMz1bbaWAqXy62XFb91rmAlJCRUur+yAO7GyA8//IDU1FT8+uuvMu2xsbEAgDZt/ivxMnr0aBw8eBCJiYmwtZVkUL916xbevHmDhQsXMv2GDx+OhQsXYvfu3di5cyeA/2rttWzZUqnvvioWLlyIOXPmAACKy4QA6zmEYoJSHWtoAyrVI1QFDQ4bA1ytcDIsAeciEpUqWInpWSjhC8Bms+Hl5QVAkvV3+fLlCAkJYZb0VyQqrQgvkgvQ0bbqJy+liARA1D+S1+1H13ye2tBpCnB3K8DTBfgFgKa+WqdfsGCB0n1sNhsaGhrw8vLCv//+K7e/a9eu6N69OwDIPdHPnDlTrXIqQiAQ4K+//kJhYSGzcIQQApFIhAMHDmDFihVM34rXSceOHfHq1SvmfXJyMmO5AoCzZ88iPT1daXBrSUkJoqOjZRasXL9+HRwOh7HYABILW00fdgCJtfnMmTMYM2YMevfujdu3b6v9xqEqf/75Z7XHlH/K9/b2xp9//in3XWzfvr3WsqlKZZ9nxWvi/fv3SEtLY6xSABAaGgpPz8prhDo5OSEqKgqHDx/G2rVrZaw/tb0eqjqHpsann36K48ePY9++fdiwYQMASSzX/v37YWJiwvzmA/L3y9LSUggEAujry/4mrlu3DoQQDBxYR9U2ylEX3rQ6V7Bataq8Tl1lJtqG5vDhwzhz5gx8fX2hp6eHmzdv4uTJk/jyyy8xerTsTbpv374AIFNGZ/ny5Th16hR69+6N+fPno7CwENu2bUOHDh0wdepUpp+NjQ0WLFiAbdu2QSAQwNvbG+fOncP9+/dx5MiRGpWCMW3pIPPjoc3lgKfBRplQjFxeC7UqWAAwysMWJ8MScOZZIjYN66jwO33+XoShW67DRquUsf7NmzcPUVFRAMCU9qlIHxcT2Jtq107At3eB0lxAtwVg36N2c9UUXXNgfgSgr3jlaW2p7ElcSufOnREaGipjxdLU1ETXrl2Vjldl3tpy4cIF5Ofn49mzZzAyMmLad+/ejT///BPLly9X+jvx8ccfM7l3AMn/U1RUFGJiYsDhcLB06VIYGBggKSmJuXmtWbMGgYGBCAwMxIsXL8BisXD48GG4u7sjPDwcs2bNwubNm2Xc73fu3MHBgwdrdZ48Hg+nT5/G2LFjmRtqQ+QBrMlqvfJwOByFv0u1nbe6KPs8K14TT58+RZs2bWQUpNDQUHTt2pV5X/6akOLk5IQff/wR+vr6mD5dtiKDOq6Hys6hqTF8+HD07dsXmzZtQmZmJjw8PHDu3Dk8ePAAe/bskflfqni/TEtLg6enJ8aPH8+Uxrl27RouX76MgQMHYvjw4XUuf1140+pcwTI2Nsa6devg5+encP+rV6/qNEFgbXB2dkZ2djbWrVuHkpIStG3bFgEBAZgxY4ZK421tbXH37l0sWrQIS5cuBY/Hw5AhQ/Djjz/KrRrcvHkzjI2NsWfPHhw4cABOTk44fPiwyqtpKtKvV1eZWBsWiwUTHR7S8kuRqdECVgBQmA4ISwGN2v8oDm7XEpoabMRkFOB5Si7cW8qbzr1bGSH4bR66trZiFOsdO3Zg2bJlePLkCTgcDpPGozx+zqYw1qmlj/zlWclf14/r3z1YnjpSrlRFS0sLgwcPRnr6f/UjLSws6v3GWJF9+/bJ/LhKmTdvHrZt24Y7d+7IrQqTMnjwYMybNw8vXrxA+/bt0bdvX4wfPx5du3YFl8tFQEAAgoKC4OPjg6SkJJiamiIhIQE9ekgU7fDwcHz88cfIysqCkZERrKyssHr1akyZMoU5xv3792FgYIBevXrV+ly5XC5OnjyJ8ePHw9/fH7dv31aa7oVSNYo+z4rXxNOnT2WsV4BEwZo1axbzvvw1IcXJyQkJCQm4cuWKjEKpzutB2Tk0tWuCxWLh3LlzWLlyJU6cOIEDBw6gbdu2OHz4MD777LNKxxoZGWHo0KG4ceMGDh48CJFIBEdHR6bEnDLvRnVoEG+a2sPmK9CvX79KywM8e/aMsFisuhbjg0G6WiRg/yG5pGp+P18nbuv+IU/iMwjZYClZ1ZalphV6hJCRv98lmHOYfPt3qMpjIiIiSPfu3cmhQ4eYBK7SxKfSLTRU9fkUIiwjZLOd5Hzf3qvdXOqiII2Qt/drNLQpJRqtL44ePVrpytSKtG/fnmRmZhJCCPn666/JqlWrKu3fv39/cv369VrJSKlfanNNSDl9+jRp3769XN/GeD00dKLRxg6LxSJsNlvpJt2vTurcgjV79my5XDflsbOzU3m1AkV13Dy94eoqaw0IXNDvvzej9gLaRoC++gL9pnR1wNnwRFx6mYytIzxlXDqEELRr1w6tW7fG3r17YWlpCUIIZsyYgcePH8PBwQFBQUG4fv06Vq1axcRkicViEEIQnV6EN+lFGOJeA9N5WoQk5km3BWBXs3g2tZIYDBwYDOiYAAteAJy6d8E1d8aPH1+tnHrlyzSFh4czsYrKuHbtWo1lozQMtbkmpERERMjEDkmh10PToyG8aXWuYI0cObLS/cbGxjKmeIp6eJNWjF4elXRwGaL2Yw5u1xKnpvXC0PYt5eJl4uLiEBUVhdjYWBgZGSMypQCaXA5OnDiBhQsXYseOHWCxWBgwYAD69+/PKFqJiYnQMjDBlqtxEIoJnC104WShq0QCJbT0Ar6NBjKjG9Y9KMW6o0S5KkwHIi8AHeoxqzxFjoiICLkEvRQKIFG+/f39G1oMihrw8vJCTk4O2rVrp3C/UCisUe3EymjwNA2UuuHd+0IUFhZWmkpC3XA5bKVlc6TpKjw8PHDtVS7OPk1HR1t9LPjIQSYHEwAZRausrAyamprwzUwGXyCGgXYNL1kdU8DOtGZj1Q2HB3T6HLi3BQg/ShWsBiY3N7ehRaA0Us6dO9fQIlDUREN409SuYKmSwE5aJqNt27YYOnSoTI4binrIjX2Ca9cyZFY77rr7Gr89iMaEzq2w3FsbiLsL6JoBrsPqXJ7y+a+K4kLw/nk8zFxHVrqKlMViMYsBJnWzrtlqU7FILVar7CI+HsRmQCASo7uDGayNdGo3ocenEgUr7o7EkqVnUfUYCoVCodSIhvCmqV3BOnDgAHMjVGRuY7FYMu1z587F//73P6xcuVLdonzQ6JVlghBZa1JuiQAvU/PwNqsQSHwOXFoItPZXu4K18p9nuPA8GWen+6KNuSSviVTBat26NeZOn4Ls7GzM8rcDi6Wacl3jVB6XFkkKLPdeATj4Vnu4UCTGuqsvsO1mJEoEkhWOmhpsbPy4Ixb1VZxXSSVM2gA23kBSiGSFY9dZVY+hUCgUSpNB7QpWbGwsFixYgODgYMyfPx89evSAhYUF0tPT8fDhQ+zYsQNdunTBihUrEB4ejvXr12P16tVwcnLCp59+qm5xPmgq5pUy1pEEU2cXlQGG/5+IUY25sKQ8epuJ5ym5OPU0AUv7t4NIJGLK9Rw9ehTZ2dnw8vJSWrakMvJLhLgRlYleTsZooV9FmR9CgOhrQEEqIBZW+1iEEHyy7z7OR0g+o7YWBuCyWXiRmodvzoahs70JfB1rYXlyGyFRsN5coQoWhUKhqJHG4E1Tu4J14sQJBAUFITw8XKYmkbOzM3r16oXPP/8cHTt2xJ07d7BkyRIMGjQIbm5u2L17N1Ww1AgBW07BMpEqWMVlgOH/11HMS5IoImpM9jq+cyvcfpOOo0/isbR/O7x+/RqFhYXgcrkICwuDnp4ejh8/Dk1NTaTkloLDZsHCQLWaiH8+TMSzxAIUlgoxxcem8s7vX0qUK65OjZKLslgsfNGtDR7EZmDHJ14Y37kVAGDGsSAcDonH08Sc2ilYzoOA6yuAhMeAoFgiJ4VCoVBqTWPwptU+e1cF9u3bh7Fjx8oVfJRiaWmJMWPG4I8//gAgqdk3dOhQhIeHq1uUD5r3uk7yCpauRInJLuYDBtYAWJJEo8WZaj326I624Gmw8TwlFy9Tc1FcXAx3d3cIBAIAwG+//QZHR0dcf5mJFWff4ExomspzD2pvDhtjLXRuZVh15+gbkr8OvoBGzYpaD3O3QcK6EZjg7QAWiwUWi4UfRnZC9P+GYX5vl6onqAzTNsDYv4CFUVS5olAoFDUSGxuLoUOHokWLFti4cSPu3r2LV69e4e7du9i4cSMsLCwwbNgwBAUF4ffff4e1tTVWr16NEydOqE0GtVuwkpKS5LKUV0RLSwtJSf+5puzs7FBaWqpuUT5oWCByWrvUgpVVxJesZNO3lFh48hIlZVzUhLGOJvo4W+BqZCquR6VisocDUw198uTJmDhxIgDA1UqSbkFMALGYgK1CMee2lnr4frgT2KpY3GJvSf62+aha8sdlFkCXpwELA0l5Hh2e7L+JoTYPhtpqyl1VDwsMKBQK5UOjMXjT1G7BatmyJc6dO6dUYSotLcW5c+dkfJ3v37+vdVVyiizmRW/kLFgt9CXlUDIK+RLlSxqHlZuo9uN/1FaSwPTGq1RMmzYNSUlJcHJywq5du5g+tiba+GGMC77uY6+SciVFJeWKnw8kPJK8dlJdwRKKxBi3/yHab7yEezHpVfZ/GPse048+hlis3vwpFAqFQqk5jcGbpnYFa9q0aYiNjUXPnj1x4cIFZGVlAQCysrJw4cIF9OzZE3FxcTIBaPfv34eHR2VZMSnVpX27dnB2dpZpM9fTRAt9LTib60tWxNVhoHvftpKL+tbpQzh//jy4XC6OHz8ul5fLVK9mliCRmODf2BycepKquMPbe5LAdpM2gLGDyvNuuRGJkHdZEIjEaG2qX2nfnGI+Bu6+g73/xuKXO6+qI74swX8A+wdKAt4pFAqFUmsagzdN7S7CJUuWICoqCocPH2byTkhLngCSYLMJEyZg6dKlAID09HQMGTIEAwcOVLcoHzR+fn6wsZENAtfmaSB90395sdBjAeA9HTCvZSyRAtytjdGWk4Po+0cASJ4OKhZbLU+pQISMgjLYmmirNH9qHh+/30sEC0APR2NYG1UoVqxtDLQdApi3VVnmZ0nZWHtFUi5j5xhv2BhXHhdlrKOJH0Z2wqzjwVh64Rn8nFrAqybJTBMfSaxtr69IUjdQKBQKpVZIvWnr1q1TWMy+PrxpardgcTgcHDp0CDdv3sTkyZPRsWNHtGrVCh07dsSUKVNw48YNHD58mKmObWFhgZ9//rlGS/YpyolIygcAlJWVKc9UbdVRsrpOR/0ZzktKisG6vgtioSQ9gqOjo9K+r9OKsOB4FHbefgeRiq42G2Mt+DoZY7SXJYx1uPId7HsA444CfVerNB8hBNOOBEEgEmOkhy0+826l0rgZPRwxysMWApEYXxypoavQ6f8fLt5crf7YJsCDBw/AYrGQmSlZTPHHH3/Ax8cH/v7+iIuLa2Dpak7F8xIIBOjRoweMjIxw+vTpBpauaVL+M22Kn2fFa+LRo0fo3r07/Pz8MGTIEFo1oB5pDN60OiuV06dPH/Tp06eupqdUwevkbFg/e4Z3797B0dERRkZG9Xr8BQsW4NWrV9DR0UFxcTG8vZVbZlgsAg4b4GmwkVssUNlt+EVPW3WJi9tv0hGWmA1dngYCxnVRObEpi8XC7+O74sbrVEQk5+JcRCJGdVRcLkgpjh8BLLYkrURuAmBUzfGNnJ9//hmdO3cGAGRnZ2Pv3r14+PAhnj59iqVLl+LkyZMNLGHNKH9eAKChoYHTp09jz549DShV06b8Z9oUP8+K14S9vT1u3boFHR0dBAQEYNeuXVixYkUDSvjh0Bi8aWq3YFEaB5rvXyAmJoZJjSBlxYVnaLf+Iv4KjgP4BcCTP4F729R+/G7dukFPTw+WlpYAAHdP5e7BlymFEBHA084AWlw1FGNOCgGyq2cZ+T/2zjssiqv749/ZhV16laZSlCJgwUY0igIWLLElKq9oEo0lktdojEmsv7yWxG5iSWJMYosiNjTG2CsWYkWagogoghTpve7u/f0xsLJsYXdZpHg/zzMPu3fuvXNmdtg5e86552wLjQcATOvbUbwYQFnMDfj4wod1s35/7qHqBUP1zADbvuzrhPOqjW3mnDp1Cl5eXtDXZ1eM3r17Fz4+PtDS0oKnpyfi4+M1cpxDhw7B399fI3PVxc/PD5cuXZJoq3teAKts29jYNIoMbwN1r2lDr2dzuCfatm0LPT021IDH40FLi5b/fVM0B29aoylYYWFhmDVrFjw9PdGpUyd4enpi1qxZuHnzZmMdklILrpxVea+KyhGbUYAXuSWAqIotl3P1e6CqTKPHnzFjBuLi4vAsKQkAUGXuoLB/eZUIJ6My8XVIHP6KyEBJhVDpY6XmlWPT+WdIzCplG858BfzUA4g9odR4kYhAj8eFHo+Lzwe61D9ABvN9XKGrzUXEyzzcSMxUfQKX6n/qVuQmFIlE2L59Oz777DNxW25urkSMQ92VrgCbgZlhGMTFxSl9nKVLl+Lbb79tuNAyWLZsGb755huJ49U9L0X4+Phgy5Yt4veJiYno2LEj5s+fr7oy3pQU17+qVl00fU2b2z2Rk5OD7du3Y8aMGRLtN2/exIgRI2BqagoTExN4eHhgw4YNqKysbBS530YGDRqEPXv2IDw8HAkJCQgPD8fu3bsxePDgRj92oyhYX375JQYOHIhdu3YhPDwcT58+RXh4OHbt2gVvb28sWLCgMQ5LUYIa60xmUQWgYwpoV//aKkxt8NxVVVXIy8sTv09OTgZEIkDPGJF5yrncyipF+DsyE18dUV7ROvcoCw/TinHkXjp7HulRABils7dzOAwOfuKF7HUT4GqtRAJTGZgb8LFmTHccnTEA/TuqkVPMZQT79/l1oLJYLRmaG8HBwRgzZoxEgKmpqalEHAqXK2mxLCoqwpEjR2BmZoZdu3YpnJ8QAqFQiDNnzsDMzAxdu3bVqPw1DBw4EPn5+QgLCwMg+7yUJTo6Gl5eXpg6dSq2bNmifo3NN01RGnBvO/u3EdD0NW1O90RpaSkmTpyIbdu2oU2bNuL2U6dOYcSIERg2bBgSEhKQn5+Pw4cPIzY2FunpclZHU1oUGlew/vzzT2zduhXOzs44cOAA0tLSIBAIkJ6ejuDgYLi4uGDr1q3Yt2+fpg9NUYLXubDK2fI4JtVxTAUNz4W1fPlyeHh4iK2UNQWeYdkRVxJU+/VbLmAVrf+dfIKsIsW/5sb3tEbfjiaYMaD9awtQe0+Vk6fq8hpmvp/v64oJPezA5ajxb9XGBbDqAjj7AWV59fdXgxc5ZSpZBhtKTEwMQkJCMHz4cERHR2Py5Mno06cPrl27Jq5P6ezsLDHm8OHD0NfXx/r167F//34pF7eDgwPWrl2Lvn37Qk9PD7GxsTh58qRUvOfp06fh4uKCWbNmwcHBAWZmZli+XPaCB6FQCGNjY8ybN0+iffHixZg0aRIYhsGgQYNw8uRJueelDGFhYfD19cXSpUvlytIsEQmB2GOsxTv2GPtew2j6mjaXe0IgEGDSpEmYO3cu+vXrJ56HEIJ58+Zh0aJFmD9/vljxcnV1xd69e2Fvbw8A+PHHH+Hs7AxDQ0M4Ojri559/Vuq6UF7TpN40omH69OlDbG1tSX5+vsz9+fn5xNbWlvTp00fTh6YQQlJSUggA8vP2HeTo0aPk6NGj5OHDh+L9B+4+I5gTRDAniES9zCUk6ANCVhgR8mBfg45bWlpKOnXqRACQI0eOEEIIuXjxIvnPlA8JfGYQzAkimYVlMscef5BOpu6Okthm/hlNjoWnk+JygWqCHJzEns/1jUp1LyyrJHHpsu/VhlAlEKo+SCRSqltZWRmJjY0lZWWyr6c8jj9IJ4FBMeT4AzWuawPx9vYmWVlZhBBCfv31V/Luu++SgQMHkoSEBIl+ffv2JV9++SUpKioi+vr65NixYxL77e3tiYuLC3n8+DERCASkoqKCeHp6kl27dkn0W716NeFwOGTbtm1EIBCQa9euES6XS2JiYmTKFx4eTvT19Ymo+jN49uwZMTY2Js+fPyeEELJp0ybi5+en8LwIIWTixImkQ4cOpGvXruSbb74R9xk9ejQxMjIi+/Y17P+sSUi8SMilJa+3xEuNerja11TW9azpo+iaNpd7Yt++fcTY2Jh4e3sTb29vsmHDBkIIIfHx8QQAefr0qcJrERISQpKTk4lIJCJXrlwhOjo65ObNmzL7KvpeqHkupKSkKDxea2P+/PmEw+EQhmEIwzBSr7/88stGPb7GI+4ePXqEmTNnwthYtqvF2NgY48ePx86dOzV9aEotEgo40NctlsrpUTuAe3rQbdx310yyUV1dXdy7dw/Hjh3DxIkTAQBDhgzBkCFDEL/uDCJf5uGfh6mY/q6j4nl4HAx2NceILpbQ56sY8C6sAp5fRzmjCx0n5bK3H49MwbSgWxjf3RYhMweqdjwZiEQEm68+xuarcbgx3w8d2hjUP6iGBrqLKqrYeCaeFiN2PQmEIghFQI1RrcYFe+FRNga7mmN4FwsY6LBfAwIRgVBIwDDsis6682prMcpl0ZdBaGio+HVgYCACAwOl+sTGxuL27dvYsWMHDAwM8P7772PXrl344IMPJPp99tln6NSJzW/G5XKRl5cHIyMjiT5RUVGYMmUK5s6dC4B16bi4uODx48fo0qWL1LFrcrSlpKTAzs4OixYtQmBgIBwcHAAARkZGEu5vWecFQO6KyNDQUFhZWWHkyJEy978xCGEtUcpSlA4khUq2JV0FzJwAQyUC0DnaKt/Xta+pohWmiq5pc7knPvroI3z00UdSfbKysgBAIgeTLMaPf5230NfXF8OGDUNoaCj691e9eP3bRo03zcXFBcuXL4evry+srKyQmZmJq1evYuXKldi6dSu6d++Ojz/+uFFkaJIlDS0m7qAFY1SWhsJCU0yePBmlpaXidk97c1gZ6uBVUTm+HuwGlD5kd2jARWhoaIhp06ZJtY/vbovIl3k4GvFCroKly+PAz70N/NwtVFesqhEm38NJXX9ctJyIFfqusFRizNGIFwCArm1N1DpmXTgcBufj0pCaX4Z1Fx/ht4A+qk+S+wzQ1lXuAVaL2UHsZ7ktwB1G1UrTmYdZOP7gFQa6mMFU7/W/e1mVCKdisnDpcQ6GdWav+82nuTh4Nx19O5og0Pt1qoivj8ahqEKI1eNc0M5U9RgZZdm1axc8PDzEeWimTp2K4cOHIzU1VeJBZGcnmcbC1NQUhYWFEm1RUVHYvHmzRFtGRgYsLOS7jZ2dnREfH4/k5GRcu3ZN4kdgYWFhgxIQLlu2DDdv3sSgQYNw+fJliVicN4qoCghd0bA5iAgIVzJ1gs8Ktu5pI6Domjb3e6JG1tTUVDg6yv/ReeDAAfzwww9ISkqCSCRCaWkpOnRQvjLF28yvv/6K9u3b486dOxIGHysrK0yaNAkjRoxA165dsX379kZTsDQeg9W5c2ccO3YMxcWyA3WLiopw7NgxdO7cWdOHptSibaeeaN99EOIyBRBpv7aiGOvykLF2PMjPUzCptwNg3LAYrHXr1mHLli1Sq6GSkpIQEREBgUCAiT3YeIJLjzOQV1ohNUdPO2NsmuCG93tYSyhXmYUVWH82EUnZpVJjZMF5dgVPeV1QyjHA9YT645jySytx4XEGAIhl1ATLhrG/hvfffY78UhVXA51dxK6AvKc4wFtTlFe9jnUrrhC8kWPKoqqqCvv378eTJ09gbW0Na2trTJkyBUKhEHv37pXoy6kT49a9e3c8fvy6VFFZWRkSEhLEKUIA4MKFC+Byuejbt69cGZydnREXF4cFCxZg5cqVEhaQ2NhYdO/eXe3z4/P5OHbsGBwcHODr6yu2YFDUR9E1be73hIuLCxwcHHDo0CG5fZKTkzF16lRs2LABmZmZyM/Px8iRI1vWytMm5NGjRxg/fny93rRHjx41nhCa9jnu3r2bMAxDunTpQkJCQsS+6KysLHL06FHSpUsXwuFwyN69ezV9aAp57WvfGnKT7LudTQ7eyyEVVQrigYoyCEm6SUi+6r75q1evEg6HQwCQixcvSuxbtmwZAUBmzpxJCCFkzbkYEpaYSYRC5eKMCCFkx7UXZOruKPLdPwniOAiFlBeQ5PvnSdSDe0r1//N2IsGcIOL+3T9Ky6QMIpGIdP7+H4I5QWTr1TjVBkceZGPIfu0nt4u8WIvySiEprxRKnHuVgG2rFAhlxroF7n8dk1UlFJHySqHU/VIzr1DJGDF1CAkJIXw+n8TFxZH09HTx9u2335KOHTuKz8ne3p789ddfEmNPnjxJevfuLX5/9+5dwuVyyYIFC4hAICDh4eGkQ4cOZOfOneI+y5cvJ97e3hLzLF26lNjZ2ZHOnTsTgUAyRq1Dhw7k+vXrap2bt7c32bx5MyGEkMrKSjJu3DjSuXNn8urVK7XmaxAiESGCCuW2ylJCbm2RjL+q2W5vZffXN0cj3TP1XdPmfk8QQsg///xDDAwMyLZt20h2djYhhI3Nmj59OklKSiKPHj0iHA6HREVFEaFQSE6fPk10dXXJF198IXM+GoMliYGBAZk/f77CPl9++SUxMDBoNBk0bsH65JNP8Pnnn+PRo0fiStba2tqwsrLCf/7zHzx69Aiff/45pk6dqulDUyRgf+W4WetIxNPUEJtegFMxL5EmMGTTGRi3l+qjiMzMTEyePBkikQjTpk3DkCGSMU+3bt0CAHEG9yXDuqBfRwtw5OTnkkXAO23h6WCM2d52yrmV+Uaw7eWHbj16K9X/aEQyAGBiD81mTmcYBoFe7Oq4P+88V22wsx/AcIFXD4G8JJWG8rU54GtzJM5di8u2aXMl7wFdHgdju1ti08TXlkMtDgO+NkfqfqmZV934K2XYtWsXAgIC4OrqKrZgWVtbY968eUhLS8PVq1fljh05ciSys7Px8CHrIo2KisLo0aORk5MDExMTTJo0CcuXL5fIQZScnCwVx+Ls7Izk5GRs2rRJIn3EjRs3YGRkhAEDBjT4PLW1tXHkyBG4urrCx8cHGRkZDZ5TJRiGddkps2nrAp0nsvejxBxcwH0iu7++Od5AOIisa9oS7olRo0bh7NmzOH36NBwdHWFiYoIJEybA1dUVNjY2cHd3x7JlyzBo0CCYm5vj8OHDGDNmjNrHe9toFt60xtLcrl+/TqZPn0569uxJnJycSM+ePcmMGTMapPFT6kdswTp6nRy8my3XeuWz5SLBnCASfO+5yseorKwkvr6+BABxd3cnxcXFEvsFAgExMDAgAEh0dLQ6p6ERKgVCkltcKXNfcXkV4X8RTDAniES/zNX4sbOKygh37gGCOUEkPqNAtcF7RrJWrNu/ytzdElcRNjbBwcHE39+fEELI559/Tr799luF/bt06SK2GtQQEhJCunTpItXXz8+PXLhwQXPCtjTe8CpCTfG23RPUgiVJc/CmNVom9wEDBogTjdZkT925c6dGfgW+SS5evAgvLy/o6enB1NQUEyZMQFJ1dnJFiEQi7N27F2PGjIGtrS309fXRpUsXfP/99ygvL5fqzzCMzG3dunXqCU4Icp89gDZX9i/Itsa6AIDU/FIg5ihweRWQm6jU1F9//TWuXr0KAwMDHDlyRKI0BAA8fPgQxcXFMDQ0hLu7u7j91rMszD54Byei1Iv3Ss0vR3mVnBw8NzcDV1eLz+F5din+78QTbDz/TLwKrjaX4tNRIRDBwVwfXTQU4F6bNgY6GOrKxnscevBCtcGdqpOOxp/RqEzyYt1aAwEBATh8+DAA1lpR36/SmJgYmJtLFjmPjo5Gr169pPqeP38eQ4cO1ZywLQ0HX8CgesGFgQ3g4NOk4igLvSfebpqDN40WRlLAqVOnMHbsWPTs2RPr1q1DYWEhtm7dCi8vL0RERChcfVJaWopPPvkEffv2RWBgICwtLXHr1i0sX74cly9fxpUrV6TcWEOHDpVazdCjRw/1hBdWoST1EQgZLNNdVqNgpRWUAS9+B17eBWy6AWaK0yjs2bMH27ZtAwDs379f5pdWjXuwT58+Emb1M7Fp+D3sKV4VlWOch2qFmq89ycX+26no42CCmQPaS54TIcC9nUDhS8C2D2DmCHN9HqtYMUBGYQXszXUl5hvqaoO/P/VGaaWg0Va1Tu/rCFsTfYzuongpthSdRgIXlgEvwoDyfEDHRCPy1L0GrZXo6GgJxV5ZoqKi4OPjo3mBWjocLuA+Hrj/G+A+gX3fwqD3xNvJtm3bMHHiROzduxeRkZEoLCyEkZERevTogalTpza6wafBCtb06dPVGscwTL2lMJqaRYsWoWPHjggLCwOPxy41Hj16tFjh+uGHH+SO5fF4CAsLk8jeW5NBuEbJqhu35OLigg8//FAjsrfR5+C9mZ/IVR4kFCwTW1bBqicX1q1bt8T5i1asWIFx48bJ7QcA7777rkT7xB52+P7cQ5yLTUNxRRUM+NpKn4+FAQ9CEUGVSAQhAbRqn1ZOAqtccfmAPXu9jXS18JVfB7Qx4EGXJ/1A0ONpYUw31eLOVGViT3tM7KnG6kSzjoCFK5D1GEi4BHSdoHnhWjG1S/GowokTJzQqR6vCsC3g+V/AwKqpJVELek+8vQwYMKDJPGcNVrDqLqFWluauYOXm5iI2NhbffPONWLkCAA8PD7i5ueHQoUP1Kli1lasa3n//fSxfvhxxcXFSChbALidmGEatmly1sTbmy12eCgDtTNgK72kFpYBt/clG4+PjMXr0aFRWVmLcuHEKi6jW1Oeqq2B1bWsCB3N9JOWU4PrTTIzsrLxlx72tAZaOcISjhZ50oPzTy+xf+3cBbT1xs62ZbIsNIaT552LzWcpaCjr6NrUkFApLC1WuKJSmosEK1vPnKq6SaiFUVLD5mnR1pR/Senp6ePToETIyMiTyqihDzaohWYkG9+7di+3bt4MQAjc3N/zf//2f0jW56vIsX4hBYJWJyspK8Pl8if3iGKyCsnpzYaWlpWHYsGHIycmBp6cn9u/fL5WLqAZCCHbu3Ckz2zDDMBjSyRo7/03E5fgMlRQsAHC2eh3rRQhB+ItC9LQzAiexWsHqOEjOSCA2rRh5pVXo72QKn62X4ONsha8Hu8FQR3krmjoQQnD3RQ723ErE2rHdYarHr38QALiPbVS5KBQKpTXRHL1pDVawaopStjasrKxgYmIitsbUkJOTg9jYWABsFl5VFawNGzbAyMgII0aMkGjv168f/P390aFDB6SlpeGXX37BlClTUFBQgM8++0zufBUVFWJlEGCXngIAeAY4f/48vv32WyQnJ+PevXuwtX0d91TbRUiMbcEAQL50MHZqaioGDRqEFy9ewMnJCadPn4aBgfzyLwzDwMfHR27cQo2CdSm+YcvTzz7MwpH7Gehrp4PZSTdZ+eWUx4lLL8aG88/A02JgqMPg+tNMhD3Lwpe+rg2SQVk+PXgH0an56NLWBJ97d3ojx6RQKJS3ieboTXtrgtxFIhEqK5XLqs3n88HhcDB79mysX78eS5YswfTp01FYWIiFCxeK5ykrK1NJhjVr1uDSpUvYvn07TExMJPbVVeSmT5+OXr16YenSpZg2bZpMSxoArF27FitXrpRq//HrqYh7FAMOhwORSISsrKw6CpYeNo7rgbbGuhCZlIMLALlJbMB4LffZo0eP8Pz5c9jb2+PChQsKA/uVYZALq5BGp+YjJa8Etqb69YyQjbk+D1ocBr2ZR2AEZWxZGUvZQaydrPXRyVof7Ux0EPaMzfbc16ENTPQap4RHbRiGwSd9HfHlsXAE309STcHKfQZEHQR4BkD/LxpPSAqFQmnhNEtvWqMlgGhmXL16lYDNvlnvFhfHZt+uqKggM2bMEGcrB0D8/PxIYGAgAUAiIiKUPv6hQ4cIwzBkxowZSo/ZsWMHAUBu3Lght095eTkpKCgQb7GxsQQAYRhG4pzCw8PlH6iqjJAVxmzupZJsqd2nT58mSUlJSsm8YsUK8tdffynM0TTgx/PEacXf5ObThmWyzigoJyTqECHr7Qk58V9SWFYlN4N7VXUG+Q9+v0YwJ4isOvPm8nOl5pUQ5vMggjlB5EVOcf0Daog/y34mP7pLZMRWNw8WhUJpvdA8WM2Pt8aC5erqij179ijV18aGzfnC4/Gwc+dOrF69Gk+ePIGVlRVcXFwwefJkcDgcODk5KTXfxYsX8fHHH+O9997Djh07lJa5xuKUm5srtw+fz5eIr6opcEpUqVelpQN8chYwbg+BtiE2rVuHgQMHioP0ZVWrl8XLly+xYsUKcDgc5Obmyg3U/2uWN8z0eQ0ONLcy4gPd/gN0mQBReSE2XXgOXW0OZnjZwsJQ0jqlxWFQJRSJXZPD3FQrpNwQ2proYYCjJa4/zcTRiGR8NdhNuYEdvAEtXXaFZEY0YOPRuIJSKBQKRWO8NQqWtbU1pk2bptZYKysrWFmxK2iEQiFCQ0PRp08fhbFINdy5cwfvv/8+evfujSNHjkBLS/lL/uzZMwBosFsOAM6cOYMuXbpIrIhMyCxE/KtCOFsaoZMdu+Jv9cqVWLFiBTp16oSoqCip4HhFXLt2DQDQs2dPhSsYzQ2Un1MpOFwkl/KRnl/OloaRURoIAO4kZaOiSoRBTnaIT6/AOw6aFUMR/j3scP1pJo48eKG8gqWtCzj6sglHEy5QBYtCoVBaEI2Wyb21smnTJqSnp+Orr76SaE9MTERiomQm9Li4OLz33ntwcHDAqVOn5MZR1a4CX0NRURG2bNmCNm3ayMwkrCrffvstrK2t8eGHH+LXX3/FhQsXMHfznxi9cCPW/B4k7jdv3jx07twZS5culVDGlCE0NBQAlE7MV14lRExqnkrHkKCymI0ZA+DQRg+r3++EQG87GOlqiedPzi0TW/POxabBVFcHtsbGuBqfg6wi5WLyNMH4HnbgMAzuvshBUo7s2lgycarOFv30UuMIRqFQKJRG4a2xYKlDUFAQjh07hoEDB8LAwACXLl3CkSNHMHPmTIwfP16i7+DBgwFAXEanqKgIw4YNQ15eHr755hucPn1aor+jo6M4T9Qvv/yCEydOYPTo0bCzs0N6ejp2796N5ORk7N+/X2VFBwAYhgNCXpeIMTc3R05ODg4cOIADBw5I9D33tDMwywt49BdMjdohOjpabhoGeRBCcPHiRQDKKVhRL/PgvfUi9LS18PL791UqAi3m7znAy/vAyI1Ap5GwMORJuAbj0kuw9XISOrc1wJdDO0BHmwtwhHBow8OUd6TdiI2JtZEuvJ0t8TSrCM9ziuFgXr/1EwDgXK1gvbwLlOUCumaNJySFQqFQNAZVsBTg4uKC3NxcfPfddygrK0OnTp2wY8cOfPrpp/WOzcnJQUoKm1dq8eLFUvunTp0qVrD69++Pf//9Fzt37kROTg709fXxzjvvYPfu3Rg0SH5uJ0V0cu+Mx7VWEZ49exYVFRU4c+YMHj16hMTEROSUVCCjjECvrSNIZjyYmz8C9v3B8Zyp8vEePXqEFy9eQEdHB76+9SfHdLM2glBEkF5YhqjUPPSwVVFxEAmAZ6FsKRk96ZxiAFBYXgUtDoP2pjrQ4jD4v+FdsWxYFwhEBNrcN2+8PTLdC2Z6fNWUSWNbwMINyIoDEq8AXWhWdwqF0vzw8fERh4nURUtLC1VVVfXOERcXhy+//BI3b94Ej8fDe++9hx9//FEjYTJNAVWwFPDOO+/IvWHqUrcAtIODg9KB5kOHDtV44dD1P24Dn1Tg22+/RUpKCmxsbNC+fXt4eXmJ+5yISsH7f1yHlYM5GFNTtlFOstH6qLHQDRo0CHp6evX0BnhaXPg4W+HUw1Rcis9QXcFKffC6Tl+7njK7eLuYw93GUOwyBICiCiHySqrEdfmyiytx/UkuxnW3Us+KpgJtDNTMzu88FChKB8oa4E5tQm7evIkBAwYgKysLbdq0wR9//IE9e/aAx+Nh9+7d6NixY1OLqJC68ldVVcHHxwePHj3Czp07MWECVXo1Re1rbWxs3CKv89t6vyxbtgwzZ0r+OC8pKUFgYCD8/PzqHf/y5UsMHDgQxsbGWLNmDYqLi7Fp0ybExMTg7t27anlymhqqYLVSyoqLMOaD0fDz85OZyR2oU4/QuCvbWJgGiIQqF3SNiooCALz33ntKjxnSyZpVsB5n4JshKhZirYlJ6ugDcOTfxjVuwKScYtiZ6iP4ThruPMuHl7MpPurbDuvOJiK7uAoiAkzopVrSWHWpFAhxPzkX/Toq+ats4EJg8IoWWWQXADZv3ozevXsDYFfE7ty5E2FhYYiIiMDixYtx5MiRJpZQMbXlB9hf4yEhIfjtt9+aUKrWSe1r3VKv89t6v8gyEgQFsfG9U6ZMqXf8mjVrUFJSgvDwcNjZ2QFgjRxDhw7F3r17lfIcNTdokHsrpbCMNccyDCN3JWBbY9bSlF5QBpGeFauoiASstURFgoOD8eTJE0yaNEnpMUNcWYXmRmImyquEqh2wpjyOnOzttRGKROi1/izaLjuOwrJK6PO5GNbZAjwtDvx728BMXxvtTHSQll+umgxqkF1cDvv/nYD3lovIKFQyUS3fsMUqV6dOnYKXlxf09dmEsnfv3oWPjw+0tLTg6emJ+Ph4leY7dOgQ/P39G0NU+Pn54dIlycUEdeUH2P+pmlQuFM1R91o39Do35r0C0PtFGYKDg6Gvr4+xY+sv/XXs2DGMGjVKrFwBwJAhQ+Di4tLsf4TJgypYrRVR/e5JKyMdMAwgEBFklwkAo+ragAqKPivC2dkZZmbKu/rcrY1hbaSDsiohbj2XXkkpl9JcIO0B+9qx/hi1+8m5yC2tRLlAiAVDO2LTRFe0N2Xdde90MIGNMQ+/XU9G+As2h5hIlRxiKtLGQAcdzA0gEBHsvpVY/4DaEMIGurcQRCIRtm/fLlHqKTc3F6Y17ujqPjX4+Phgy5Yt4veJiYno2LEj5s+fD0IIRCIRli5dqrDQeENYtmwZvvnmG4Xy10d950CRjarXuqnvFUAz98vNmzcxYsQImJqawsTEBB4eHtiwYYPSVUeaM1lZWbh48SLGjRsnoXDKIjU1FZmZmRKWvxreeecdRERENJaYjQpVsFopT+Oi6+2jzeXgpwm9ETytP/R43HqLPstDmeBFWdQUfwaAS49VqE347CpARGzwt1H9BaPPPkoDAAx1tYEWl8OuJqyFtZEO7Mx00LejCWJSi7DiZAIKStU7J2WY3d8ZAPDHv08hrKVgKCTlDrClC3Cg5cRvBAcHY8yYMRIJZ01NTZGfny9+z+XKtsxFR0fDy8sLU6dOxZYtW8AwDM6cOQMzMzN07dq1UeQdOHAg8vPzxWWrZMmvCrLOgSKbhlzrprhXgIbfL6dOncKIESMwbNgwJCQkID8/H4cPH0ZsbCzS01X3IihDUVERCgsLxVvtOraa5vDhwxAIBEq5B2vOV5alz8bGBrm5uY0qa2NBFaxWytHDQUr9Yp7j3QkBvR1gwNcGTKoVrPxkpY9TWlqK9u3bw9/fHwUFBSrL+fE7HbFubHdM9nRQflAbF6DPZ0CPD5XqfjGe/eeVl739o3fbYdVYF5jpayP4ThqSc8ux/vwznI7ObBSrg39PO5jo8pCUU4ILcUp+kZrYsRndUx8ApRoKdpdR3FuTxMTEICQkBMOHD0d0dDQmT56MPn364Nq1axAKhXjw4AGcnZ2lxoWFhcHX1xdLly7F8uXLxe0nT56UWlUbEhKCXr16YeXKlbCzs4OxsTHWrl0rUx6hUAhjY2PMmzdPon3x4sWYNGkSGIbBoEGDcPLkSbnyK4u8c6DIRt1rrcq9cvr0abi4uGDWrFlwcHCAmZmZws+mvnurIfcLIQTz5s3DokWLMH/+fLRpw66EdnV1xd69e2Fvbw8A+PHHH+Hs7AxDQ0M4Ojri559/Vuq6yMPd3R3GxsbiTd7/ikgkQnl5uVKbvO/I4OBgWFhYKLWAq6aur6xwlhqFVdXav82CJirRQ2kkampOASDnzp1TbXDeC0LykggRVCo95MiRIwQAcXBwkFsHsCkpLKskWnMPEMwJIs+zi+rtn5pXRrZcfEam7o4i0/ZEkRc5pY0i17yj9wjmBJHJe24qP2hHf0JWGJGyyGMNr0VYlkfI5i7s3zeAt7c3ycrKIoQQ8uuvv5J3332XDBw4kCQkJEj0GT16NDEyMiL79u2TmsPT05Ps2rVLom3p0qVET0+PHDhwgFRVVZFLly4RLpdLysvLZcoRHh5O9PX1xffqs2fPiLGxMXn+/DkhhJBNmzYRPz8/hfITQsjEiRNJhw4dSNeuXck333yj9DlQ6qf2tVb3Osu6V1avXk04HA7Ztm0bEQgE5Nq1a4TL5ZKYmBiZcihzb6l7v8THxxMA5OnTpwqvRUhICElOTiYikYhcuXKF6OjokJs3ZX9nKFOLMDY2VqJ2rbz/E3Vq99YmMTGRACCff/65wvOr4d69ewSAzM/ym2++IQDkytqcoasIWzFffvklHj16pNA1kZRTjJi0fNgY6aK3vZ3cfvKoWSUSEBDQLF0gNxMzIRARdDA3UCq5Z1sTHXwxpAOuPM6BUERgZyY7+35DCejlgG2h8TgZ8xJllQLo8pT4V3TyAzJigBdhgLOMcjuVJfLHcrhszckawrYCBcns3wFfS/ZlOGyZHlnz8hTHUsijJss/AAQGBiIwMFBuPysrK5n1L/Py8mBkZCTRFhERgdmzZ4utBe7u7iCEyL0Xe/ZkU3qkpKTAzs4OixYtQmBgIBwcHAAARkZGyMuTthDWlh+AwqBbRefQXCipEMjdx+UwEm50RX05DCTu3dp99fnqPV5qX2t1r7OseyUqKgpTpkzB3LlzAbAuPhcXFzx+/BhdunSRmkOZe0vd+6XGrdiuneIQh9oJrX19fTFs2DCEhoaif//+CsfJw9DQUOq6yEKd2r21CQ4OBqDc6sHac8hyjaanp8PMzEylsm3NBapgtWLi4uKwfPlyrFq1Sm6ffXefY/npaHza3wm97c1Vmj81NVWc/+qjjz5SW06BUIQT0S8REpGM4Gn9Feejen4dAAHs3gW49edFufLkFQBgkIuVSjINcmWvxdXHObAw5MHNxgAiorkEpX0czGFrqoeUvFJceJyOsd1s6x/k7Afc/AF4cQtwmiG9f21bxWMnH2Vfl+cDN39kX9/88fXrGuy9gGm1Kg9s7QqU5rCvl6vuBlaFZcuW4ebNmxg0aBAuX74sdp0AbPxWTTHzGiIjI7Fw4ULx+5iYGDg7OyvMmePs7Iz4+HgkJyfj2rVr2Llzp3hfYWGhRBC+ps+huWDw1WG5+0Z2bovTn71OFmy5JASllbJX+Xo7WSJ0/msXkMPyE8guZmNlyM/KPVzVRdV7JSoqCps3b5Zoy8jIkJvEUpl7S937pUbW1NRUODo6yu134MAB/PDDD0hKSoJIJEJpaSk6dOig8vFUpSG1ewFWwXJ0dETfvn2V6t+uXTtYWFjg/v37Uvvu3r2L7t27qy1LU0JjsFo53333Hfbu3St3f00urNT8UkBQAVz5Hjg2HRDWv4pl165dEAqFGDhwINzclCxgLAMRIZi6/18cfvACD9PzFXe+tg7YNwZ48KdSc0/oYYclfp3h39NeZbluJebhz1up+OXqC6w7m4i9YakqzyEPhmGw/+N+iFw8EqO61B+oDwBo35tNrFpRqNTnI5fbv6o/tpHh8/k4duwYHBwc4OvrK1Gns3v37nj8+LH4fWZmJjIyMsRWKQAIDw9Hjx49FB7D2dkZcXFxWLBgAVauXCnxiz42NrbBX+aKzoGiOVS5V8rKypCQkABr69e57i5cuAAulytTCVD23lL3fnFxcYGDgwMOHTokt09ycjKmTp2KDRs2IDMzE/n5+Rg5cmSzX40aERGBuLg4hTFosmr3jh8/HqdOnRJXQAGAy5cv48mTJ5g4cWKjyduYUAvWW8Ann3yCwsJCqeBeALA2ZN1GGYXlrEXo9nagqgTwWQqYO8mds7y8HNu3bwcAzJ49u0Hy8bS48HaywtnYNFx6nIFu7eT8IizLBZJvs6+d688MDAB9HNqgj4N6FoTeDmxRaBtjPq4/yUNSThlGe1jC2lgzpmpvZ9WsauBosWkpku4BAhkBn0vSFIytdvmU50srWHwj4L93AB1j9j1T53fXFzGqydlAeDweQkJC4O/vD19fX1y5cgWWlpYYPXq0hDU2IiICjo6OEgpSeHg4+vTpI36/YsUKhIaGSrhsnJ2d8cMPP8DQ0BCzZs2SOPbVq1fx55/KKe/qnENzofiH/8jdx61jQc5cK3/lal1jc9LKcQ0RS2WUvVcePnwIhmEQFBSEbt26ISoqCoGBgVi3bp3Y9VT7XlHm3gLUv18YhsFPP/2EgIAAGBkZYfLkyTA3N8eTJ0+wfv16/O9//0NJSQkIIbC0tASHw8GZM2dw4cKFZp9ws6bWrSL3YN3avQCwdOlSHD16FL6+vvjiiy9QXFyMjRs3omvXrvjkk08aVebGglqw3hK++OILmZmELaoVrKzicoBhALPqsiU5inM0BQcH49WrV7C1tdXIr4uh1UlHa1b8yeTpFYAIAUt3wER1i5SqaHM5WDTcEZ/0t8Un/dtj5RhnjSlXatN1ItBtEqAlIzaMpy9/q4m/uv0rUFHHzVdRyFoEa/pq68qf9w2hra2NI0eOwNXVFT4+PsjIyMDIkSORnZ2Nhw8fAmAVrNoWBkDaypCcnCwVr+Ls7Izk5GRs2rRJIk3EjRs3YGRkhAEDBjTaOTQX9Placre6aUwU9a0bO1h735tCmXslKioKo0ePRk5ODkxMTDBp0iQsX74cM2a8drXXvleUubcaer+MGjUKZ8+exenTp+Ho6AgTExNMmDABrq6usLGxgbu7O5YtW4ZBgwbB3Nwchw8fxpgxY9Q61ptCJBLh0KFD6NmzJzp16qTSWFtbW1y7dg2Ojo5YvHgxNmzYgJEjR+LixYstMv4KAF1F2NqovYqwZjMwMCBOTk4kMzNTqn9iViHBnCCiO/8g23D4Q0JWGBFya7vC45SUlJA1a9aQ33//XSNyR7/MJZgTRHTmHyRF5XJWMR6bwcp2cblSc/4VmUxOxbwkhWXKr4pUhEgkIgVlVRqZq4aQBy/IR3+GkavxGUqPUbRaSPHAPELW2rLXsO621vaNrShsCMHBwcTf31/p/l26dCHZ2dkSbSEhIaRLly5Sff38/MiFCxcaLCOleVD7Xvn888/Jt99+q7C/rHtFEc3tflFmFWFKSkoTSPb2Ql2ErZSl323C+JFsoKqlpSVMTU3F2XQJISgtLYW+vj4sqgsQl1UJUVIhgL5ZdcBlrmILlp6eHpYsWaIxebu0NYFjGwMkZhfj9MNU/KeXg2QHkQBIuMi+dhmu1JzrLj7CnaQcBE/rj4DeDvX2V0RuSSV23niJonIBvhraAWAAEz3tBs0JAGdj07D/7nO0NdaFj4qB+CqTnwz0VZBlOj8ZsDZpXBkaSEBAAAICApTuHxMj7d6Mjo5Gr169pNrPnz/fINkozYva90pUVBTmzJmjsL+se0UR9H6h1AdVsFop9r380LOn7CzGv//+OzZs2IDjx4+jW7du4GtxUCEQIau4HPrmihWsly9fwsLCQuMmW4Zh4N/THmsvPMLRiGRpBSvlDhs/pGsKtPesd74qoQiRL9nl054qro6UhTaXgxc5ZSirEuLrkDj0czLD9P7tGzzvAEdL7LqViBuJmcoPElYCgnKgLA/QUaHGmXU3dnvLiYqKgo+PT1OLQXmDREdHw91dxYLyFEoDoQpWK0WPL7sESVVVFTZv3oxnz57h3XffxdatW7FtgjcM+Now0+MDNRYsGTFYubm58PX1ha6urjjmQZP497TD2guPUFBWJZ3L6Nk19q/zMKUKHz9Kz0eFQARjXW04tqk//1V9GOpoYba3LSqqRPglNBnJOWUQiYjilBJK4OXILhG/9yJX+XxY2QlAcTZQxAFMrKSD0ikKOXHiRFOLQHnD1C7PRKG8Keg3c6tF9lJebW1thIWFYdiwYSgrK8Onn36KfYunw4XJgZGu9usg9+JXgPB1Pb709HQMHjwYT58+RWFhoUpFnZXFo50pXn7/Pi7OHSydKNJnCfDpNaD/fKXmup/MFkXubWeusQSo3dobobeDMb4b64zlo50arFwBQMc2BrAx0kWVUIR7yTnKDbJ0AxguACFQWdpgGSgUCoWieaiC1UopSQiTu8/c3BynT5/Gpk2boK+vj7CwMHh6emLw4MF4nlUKzI0AlqQCXG1kZWVh27Zt6Nq1KyIjI2FpaYlTp041ypJzhmHQzkRP3k7ApjurXCjBvResstLLVrOKIMMwsDXTRYVApJF8NAzDYIATa8UKTVDSTchwAO3qVYF1VwRSKBQKpVlAFaxWC1GoAHC5XHz11VeIi4vD2ImTwNXSwtWrV2FgaMhasTha+PDDD2FpaYkvvvgCOTk56NGjB8LCwmSWldA0OcUVKKusLruhhiJz63k2AKBvB81n0d53KxXzDsXiaVYpKgWiBs83yIVNUXE5XoVl/DVpGsoLFfejUCgUSpNAFaxWirBt/YHgAJt7pMN/voZw8iYMnrlQomxESQlbg6579+749ddfcfv2bTg5yU8+qik+O3QX1kuP4UT0S4CIgN+8gBOBQLFyFp6CskpxRvh3G0HBKqsSolJA8OOF5zj7sOFZuod0YhWs8iohhCIlFbaavFaC8oZldadQKBRKo0CD3FspHK620rFHFgZ8wLANbPu+wzY8CwUig7D1Iw/s3r27wbXZVMVcnweBiODwgxcIsM4CXj0E8pKA9zbXOxYAjHS0Efd/o/EgJRfWRpov1jyqqyUsDHg4GZWJB8mFGNu9YekVOrYxQPa6CTA3UGFlJodTrWRVABXFgJ7mY+IoFAqFoj5UwWqlaHGVD8C2MNABA4L2lYkg5Z3BFLwEYo7CrqMv8IaVKwCY1MsBq88/wqmHqXhh+QT2AJv7qm6GcTkwDINOVkboZFV/1Xh1aGeqg5EGFmhrooMedg0/BsMwqilXNWjrA1UVbGkjUAWLQqFQmhPURdhKEWYnoqKiov6ORIR+HcwxwyEfq+xjkRX2O2BkzQZS15NstLHo0tYEgztZQygi2Hwvn210H9sksshDR5uLvh1NwFNBkVWG8iqh8p11TQGLToBRw/NxUSgUCkWzUAWrtVKcUb+ClfkQuLEGnR//gD96sIWCLZELJF0BOg4ACl4CAiWUtEbg68HsasGgQjcItQwAp6FKjcstqcC4369hx40njVp1nhCCf6IyseSvJ8gtaXgMVKVACN+tl2C68Ciyi8uVG6TFA7T12BWWFAqFQmlWUAWrFSMUKrCGJIUCMcFAVSkbSF4Xmy4AT4+NfWoChnSyhrGWEDnEAHetJyrtHrwUn4G/o1/i5+tPNJb/ShYMw+BhahEyCiqw7uwzPHjRsHQJPC0uckoqUF4lxJUnrzQkJYVCoVCaCqpg1cPFixfh5eUFPT09mJqaYsKECUhKSlJq7LRp08AwjNQmKwO6SCTChg0b0KFDB+jo6KBbt244ePBgg2SXq2AVpQOJF9jX7foAtmwF+SfFPFzPrRVTZPdOk7kJtTgMhuk8AQCc4fRTetylx2yqg2FuKpSQUZP3ulmiaztDZBZVIuxpXoPnq1lNePFxuvKDKktYJbgwrcHHp1AoFIrmoAqWAk6dOoXhw4ejoqIC69atw1dffYVr167By8sLWVnKLc/n8/nYv3+/xLZx40apfsuWLcOiRYswdOhQ/PTTT7Czs8PkyZNx6NAhteWXq2CVsVnOYdQecB0LOI+AsOvHsPH5AgMmLAJ6zWZzT1m5Aa+i1cpD1WCElfispyl2tr+G/44eovSwf5+zn8tAJ80nQq1Lt/aGCHjHBu/3sMKkd9o2eD6/aqXwQly68u5NkYCtSVjWcAWvsbh58yYYhkF2djZu3bqFd999F97e3njvvfdaRAmT2vIDbLmp/v37w8TEBCEhIU0sHQWQ/oz++OMP9OvXDz4+Pnj27FkTS0d5W6GrCBWwaNEidOzYEWFhYeDxeACA0aNHo2fPnli3bh1++OGHeufQ0mITdioiNTUVP/zwA+bMmYOff/4ZADBz5kx4e3vjm2++wcSJE8Hl1l9/ry4CgUD2jqrq8iq86hp9DAdcS1cY1uw3sQcYbQACoKqQtXY5DVP5+A1Ciw8f/6/go8KQgrJKxGawrrq+DprPfyWLtiY6GNtdRyNzDXSyBE+Lg+S8UjzJLFJuFWTNZyisBASVbFxWM2Pz5s3o3bs3AMDe3h6XL1+Gnp4eduzYgV9++QXLli1rYgkVU1t+gP2fDgkJwW+//daEUlFqU/szys3Nxc6dOxEWFoaIiAgsXrwYR44caWIJKW8j1IIlh9zcXMTGxuL9998XK1cA4OHhATc3N5UsS0KhEIWF8jNu//3336iqqsJ///tfcRvDMPjss8/w8uVL3Lp1S61zEArlJK0UlLF/tRTENXl9DTj4sq9fXANyn6olw5vkblIOCAE6mBvAqhHyX8lCKCK4/SwfP1950eCs7no8LQxwZC1vF+KUdBNyuGygOwBUFjfo+I3BqVOn4OXlBX19fQBA27ZtoafHysvj8aClpdpvvEOHDsHf31/jcgKAn58fLl26JNFWV36A/d+0sWl8FzRFNnXvgbqf0d27d+Hj4wMtLS14enoiPj6+wceUdW9QKPVBFSw51KzA09WVflDr6ekhLS0NGRn1lzYpLS2FkZERjI2NYWZmhjlz5qC4WPJBGBERAX19fbi5SdbZe+edd8T71aFKIMdFWGPB0pas+7f0ZCQ++OM6YtMLAL4R4DgUaFedfDT+JOuOehOU5QHxZ4DKYrwqLMOWq4/x/bmYeofdSmLdA42RvV0eDAMcvZ+O+y8KsPVyEl4VNmzV5VBXNg7rgipxWPxqK1ZlUYOOrWlEIhG2b9+Ozz77TGpfTk4Otm/fjhkzZojbfHx8sGXLFvH7xMREdOzYEfPnzwchBCKRCEuXLsW3337bKPIuW7YM33zzjVLyy6O+c6DIJysrC/r6+rh375647fHjxzA3N0dQUBAASN0Dsj6j3NxcieTIIhnVEaZPnw6GYRAXF6eUbHXvDQpFGaiCJQcrKyuYmJggLEyyaHJOTg5iY2MBsK49RdjY2GDhwoXYs2cPDh48iDFjxmD79u0YPny4hPsuPT0dVlZWUqvean4lp6XJD2CuqKhAYWGheCsqev2QrazPRVhnZd75uHT8FZWCpNxaCqDTcDahZWk28PKOwvPVGPFngUMBwN73kJRbgi+PhWPT5bh6y8hkF1dAi8O8MfcgAHAYBsM6W8DCkIdHacX4N7FhsVAj3Nvivc5tMaarCrmteNXO3YrmZcEKDg7GmDFjoKMj6UItLS3FxIkTsW3bNrRpI/uzio6OhpeXF6ZOnYotW7aAYRicOXMGZmZm6Nq1a6PIO3DgQOTn54v/5+XJryyyzqElkZKSggcPHsjdXr58qdHjWVhY4NNPP8Xq1asBAJmZmRg5ciQWLFggDrOoew/I+oxMTU0lYvvqhlcUFRXhyJEjMDMzw65duxTKRAiBUCiUujcoFGV4axQskUiE8vJypTZCCDgcDmbPno3Lly9jyZIlSEhIQHh4OPz9/VFZyeY9KisrU3jMtWvXYt26dfD398ekSZOwd+9erF69GmFhYRLBsWVlZeDzpTN513xpKDrO2rVrYWxsLN7c3d3F+6rkJa2sqp6vjgXLXJ91hWYXV1thTn8F/DkasOrOvn9+mV211tg8/of96zIcve3MYKLLQ0FZFcKTcxUO2zaxNwo2+eOTdzs2voy18OvcBpM8bdDfyRSdrAwaNFe3dqY49ZkvZvVXoeYjr9p9VROHJYfcEgGiXpbK3XJLNGuhjImJQUhICIYPH47o6GhMnjwZAoEAkyZNwty5c9Gvn+zVoWFhYfD19cXSpUuxfPlycfvJkycxaNAg8XuhUAhjY2PMmzdPYvzixYsxadIkmXOHhISgV69eWLlyJezs7GBsbIy1a9cCYF1/gwYNwsmTJ+XKryzyzqGlUFFRAU9PT/Tq1Uvu5unpqVwyYxX4+uuvcf78edy9exdjxozBkCFDJGL06t4Dsj6jPn364Nq1axAKhXjw4AGcnZ0ljnH48GHo6+tj/fr12L9/P6qqqiT2Ozg4YO3atejbty/09PQQGxsrdW9QKEpB3hKuXr1KACi1xcXFEUIIqaioIDNmzCAcDke8z8/PjwQGBhIAJCIiQmU5SktLCYfDITNmzBC3vffee6Rjx45SfUtKSggAsnjxYrnzlZeXk4KCAvEWGxtLAJAdO3aQe5EPZQ+6/zshl5YQkhEl0Ryw+wbBnCDyw6VYtuG3AYSsMCIk9h9Cbm9jx8QeU/mcVaKiiJDvLdnjZsQQQgj54PdrBHOCyPdnYxr32C2EsrIyEhsbS8rKyl43Zj4m5FUcIRXFcsdVVAnJwXs5ZN/tbKnt4L0cUlElbDSZvb29SVZWFtm3bx8xNjYm3t7exNvbm2zYsEGiz+jRo4mRkRHZt2+f1Byenp5k165dEm3h4eFEX1+fiEQiQgghz549I8bGxuT58+cy5Vi6dCnR09MjBw4cIFVVVeTSpUuEy+WS8vJyQgghmzZtIn5+fnLlr2HixImkQ4cOpGvXruSbb75R+hxaCiKRiHh6ekp899XeOBwO8fT0FF93TfLpp58SPT09MmLECCIQCCT2yboHaqj9Gf3666/k3XffJQMHDiQJCQkS/fr27Uu+/PJLUlRURPT19cmxY5Lfafb29sTFxYU8fvyYCAQCUlFRQQiRf280F2R+L1STkpJCAJCUlJQmkOzt5a1ZRejq6oo9e/Yo1bfGNcfj8bBz506sXr0aT548gZWVFVxcXDB58mRwOBw4OalgZahGV1cX5ubmyM19bY2xsbHB1atXQQiRcCOkp7NxOG3byk8BwOfzJaxftYPpBfJisOQEubcxYC1m2SXVv0rNHIH0KCDvOeA2CnjwB5B2H7Dpxa40bAyeXgIE5YBpB8CyMwBgiKs1jkel4NTDVCwb3kXmsLrX7k1DCEFSThmeZpZiqHvDXZQvcosRnpyLD7rbKXVsgakTW94IAISyY30YhoGLJR+P0qUzxbtY8sEwDKrkjK2NFgcqX+vQ0FAAwEcffYSPPvpIYT8rKyuMHDlSal9eXh6MjCRXVvbs2RMA686ys7PDokWLEBgYCAcHB5nzR0REYPbs2WJrlLu7u8S9Y2RkhLw8aTdvjfw1KFqVpugcmhpCCEpLS5Xqu2zZMowbN07mPpFIhGXLltU7l56enlr/l6WlpVizZo2Ue0/WPVBD7c8oMDAQgYGBUn1iY2Nx+/Zt7NixAwYGBnj//fexa9cufPDBBxL9PvvsM3Tq1AnAaxejvHuDQpHHW6NgWVtbY9q0aWqNtbKygpWVFQDWLREaGoo+ffrAwEB1d1BRURGys7NhYWEhbuvevTt27tyJuLg4CRffnTt3xPvVoareGCxJF2Gb6oLDYhehmSP7NzeRVXhsegHp4UDyzcZTsOKq3YNuo8UlYMZ1s8W8o/dxOykbESm56GErXdi4Zv//De+Csd1sG0c2BRSUCbDqn6cgADgMMNhNfSUro7AMDv/7GwwDZK+bADN9xYWgBSLgUHi+2scDgEfp5TIVL1lM6m0GbdWzhijFsmXLcPPmTQwaNAiXL1+WiNEyNTWVuRrX2dkZ8fHxSE5OxrVr17Bz506580dGRmLhwoXi9zExMXB2dhavFC4sLJQIkNb0OTQ1paWlan1vyUKe8lWb4uJiiRWY9bFhwwZcvHgRo0ePxs8//yz1Wcq7B5Rl165d8PDwgIeHBwBg6tSpGD58OFJTU9GuXTtxPzs76R82mrg3KG8Xb00MlqbYtGkT0tPT8dVXX0m0JyYmIjHxddbz8vJyiYDzGr777jsQQjB8+HBx29ixY6GtrY3t27eL2wgh2LFjB9q1ayc3VkURQp4htHhyUhXIUbAsqhWs2IwCdsWTWXUsU002d9tqObIfv55DkwgqgCfn2dduY8TNNsa6mNCD/cL75foTmUOvJ2bifnIuRE20UMtETxtuNuyDZP/tNOQUq1+f0NpIF51tjEEIcDm+/pWqrQk+n49jx47BwcEBvr6+Egl9u3fvjsePH0uNcXZ2RlxcHBYsWICVK1fKtXBkZmYiIyNDbPUCgPDwcPTo0UP8PjY2Vu0fNMqcA0U+hw4dwsaNG3H27FmsX78eBw4cQEpKikQfefeAMlRVVWH//v148uQJrK2tYW1tjSlTpkAoFGLv3r0SfTkc6UejJu4NytvFW2PBUoegoCAcO3YMAwcOhIGBAS5duoQjR45g5syZGD9+vETfwYMHA4C4jE5GRgZ69OiBgIAAcWmc8+fP48yZMxg+fDjGjh0rHtu+fXvMnz8fGzduRFVVFTw9PXHixAncuHEDBw4cUCvJqLGlHYws6rgWSzIBjvbrdAt1VhGOcG8LnhYHXA6D4goBDM2rLVg51ZmQDW0AAxugOB1ICwfsB6gsl0Je3mVTDRjaAO16SewK9HLGX1EpkKU/FZVX4WHam00wKotvhnXE2rPPIBARFJULYG6gftLPoa42eJRegAuP0zGxp2JroRaHtSqh8CVQkguYtAd0pa18NVQKRPgnpgBVQgJtLoPRXY3B01L+t5YKXdWCx+MhJCQE/v7+8PX1xZUrV2BpaYnRo0dj1apVUv2dnZ3xww8/wNDQELNmzZLYt2LFCoSGhiI0NBQRERFwdHSUUMDCw8PRp08f8furV6/izz//bLRzaGr09PSk0sQoghACb29vREVFQSgUgsvlwsPDA9euXVPK9VeT86w+rl+/jsDAQJw6dUrsmhs1ahQ2btyIbdu2ifvJuweU4eTJkygsLERkZCRMTEzE7du3b8fu3buxdOlSheekqXuD8hbRVMFfLYE7d+6QgQMHElNTU6Kjo0M8PDzIjh07ZAZ22tvbE3t7e/H7vLw88uGHHxInJyeip6dH+Hw+6dy5M1mzZg2prKyUGi8UCsmaNWuIvb094fF4pHPnziQoKEhlmWuCGc+dO0ciIiJITk4Ou6O8gA1Sr9kuLyNExnk8TMt7fX7FWWyw+QojQipL2bbUe+z40JUKA6rVJucpIU8vSzULhSJSUCp93Qgh5NLjdII5QcT+2780L4+KVAo0Eyh+5uFLgjlBxO7/jkvdb3KDWQteEpL6gJC8pHrnj0wpIftuZ5PIlBKNyKsJvL29yebNm8XvKysryfjx44mbmxtJT08nAoGAODg4kJgYycUOe/bsIQDI2bNnpeb85JNPyNKlSwkhhKxdu5b4+/tL7HdwcCAXL14khBBy/fp14uHh0ajn0BI5d+6cRID7uXPnNDp/bGwsMTc3J0eOHJFoj4yMJHp6eiQjI0PcJu8eUIYRI0aQadOmSbVnZWURHR0dcvky+71jb29P/vrrL4k+mrg3Ghsa5N78oApWK6OughUREcGukMpJkFSwrn1f/2QiESHr7AjZ0oWQvBfVbcLXKwoTpB9oDUIJxUAW352NJpgTRCbtvqFZedSkqLyKpOZJf8mpQnF5FeF9EUwwJ4jEZxRI7JP7RVpWwCpYGXJWj9aiokpIjj3IbdSVg41BcHCwlJIUEhJCunTpIrN/ly5dSHZ2tlJz+/n5kQsXLjRYxtZGzYpCAI22clAVZN0DjU1LuDeogtX8oDFYbwG5ubmAqM6KQgUuJDEMA3z9FPgiBjCpDvpkOGyGd4BNPCpQLjC6Xsrzgb2j2L/18ORVIUorXwfw337OZnBvSvdgDXef5+OLg7H481YqCsvVzyulz9eCV0d2IYTSWd0l8mEpzk/E0+LAz91IJddgcyAgIACHDx+WaIuOjkavXr1k9o+JiYG5ublSc58/fx5Dhw5tsIytDYZhsGbNGri5uWHNmjVNnjBV1j3Q2NB7g6IOLevblaIWFRUV0oqQrezA+aScYnRYfgLtlh1nG7ja0p3MXQB9S0BYwaZt0AT7PwAKkoELisugjP/jOjp99w9OPWSz6BNCcDspB8CbLZEjjw5t9CAkQMKrEuwJS6l/gAL83Nh0IY1Vl9CA30hLAd8wUVFRNPi4kRkyZAhiY2MxZMiQphaFQmkxUAXrLYDP50sqWIbtACvZ5UYM+dpIyilBWkEZKuXl0WI4QPt32dep94CG1lgrzQHSHrCvH4YotGJ1smIDlPfdYQPviysEGNzJCs4WhujevumXUFsY8vDlEAeICJCcUw5RA5Y1+vewx9EZA7D3o3eVH8RvnmVzGpMTJ05g/vz5TS0GhUKhSEAVrLcAMzOz1wqWuQvQc+brpJR1MNXjgcthXQBZxRVAWgSwZzhwYIJkR2sPgMsDSrOA/KSGCXhuMVCzPrCqFLj9q9yun/TtCIYBTj9KQ/yrQhjqaOPw9AF4snwMeFrNwyLTrb0hlozoiA0TXMHhqO9O6dDGABN62NWbB0sCXk3h57dHwaJQKJTmCFWwWjEEbMI8CQuWXhtAS/4Dm8NhxPmwMovKAS0dIPkWkHxb0lKlpQNYdWNfp91TX8jyfCD2L8m227/KtWI5WxphdBe2EPLWUPXy4TQ2ybnlaG+qC4YBBG86MRdPH9AxBvQtGm5ZpFAoFIraUAWrlZJXKsKLPBFrvQJeK1haOvIHVWNpyPbJLCoHzB0Bjhabn6rwpWTHdu+wfzMfqp949N+fAaFksVVUFCi0Ys31dgEAHA5/gZi0fDYpajPiQXIB5h+OxX8PPMLVxzkNmis1vxQrz0Tjq+Phyg3gcNkEsQaW4kz4FAqFQnnzUAWrlVKU/RJVecmvG1RRsKprEmYWl7NuQPPqmouZdSxGhu3YxKMiAZAeobqQ5fnA7V9k71NgxfJ1sYK1kQ5ySyvRbc1ptP+/v+THizURVUKC8ioRDtxJwx83klFSoZ58ReVVWHEmBr9cf4LyquZ1jhQKhUKRD1WwWjMiEUQ11h01LFhZRdVL/S3d2L9ZcZIdGQZo58m+TlMj2D0/GTBm3X1o7wl4L3699f2M3S8DLocD/1rZzW1N9ZpN/JUswp7m4+uQOPwVkaGyotXJygjWRjqoEIhwJylb+YGCCqAst/5+FAqFQmkUqILVSiGEgIEIQpHqCpa7tTH6OJjDTL+61ItFtYKVGSfd2bo7W36nJJNNs6AK1t2Avv8F2vYARm0FfJZIbtbd5A79zMsZvs5sAe6av82ZskoR/o7MxP9OPkFWkfJ1ChmGgU/1+YUmvFJukEjIflZ5L+rNh0WhUCiUxoEqWK2UmrgkoVDENqigYC0b3gW3vx6OaX2raxHKs2DVzNeQYPdenwCzQgGrzioN62RlhMRstpi2r4u16sd9w+jyOBjb3RKrxrjAwlC1GoU1CtbVJ0oqWBwuwFM+HxaFQqFQNA9VsFo5RA0XoRSW7oBhW8Conez9NW7CV9FAVZnq86vB85xiJOeVQpvLQf/qjOfNEW0uA0tDHtaM64T3e1hDX43knjUWuttJ2crHYdWka3iL8mFRKBRKc4IqWK0ccVSUGgqWWDkzdwIWxAH/OSC7o5EtYGDNBrtnRCo3eX4yELFf7TihGmuOlaEO3tl4Dvmlyrvd3gS6PA7GeFjAUEcLmUWVOHgvTe25nC0NYWOkiwqBSFwWqF7E+bCKaLoGSqvn5s2bYBgG2dns/8cff/yBfv36wcfHB8+ePWti6ShvK1TBaqVwOOxHS0QEICK2rA2glIKVll8KxxV/w2xhiHIpEBgGaKtisHvMEeDk58DxWfX3lcHV6nikSoEQsRkFOBapYvxXI9LTzhibJrjhg542GOzK1sG7+7wA2cXqKYEMw8DXxQpGOtp4ma9kOgyePgCGTYEhbF7KJ4WiaTZv3ozevXsDYGuv7ty5E9evX8fGjRuxePHiJpbu7cDHxwcMw8jctLVllFyrw7Rp02SOdXV1fQPSNw5aTS0ApXERAZKBzkooWOb6fDzLZl1LOSUVaGNQa4ygXPYc1t2Bp2eB4gygMAUwtlN8kNgT7F+3MfXKI4tP+zuhvYkeiisE+OX6E+y+nYgZ/ZzUmkvT2Jvril+/180SKXnlarkGa/PTxN7Y9/G74HI4KC9XosB2TRxWZQkbh6UguWxjc/PmTQwYMABZWVlISEjAggULwOPxYGBggAMHDsDExKTJZNMUtc/R2NgYPj4+ePToEXbu3IkJEybUPwFFaQ4dOoTjx4/jyJEjAIBTp07By8sLf//9NwDg7t278PHxgZaWFjw9PREfH6/03H5+fli4cCGtuagGy5Ytw8yZMyXaSkpKEBgYCD8/P6Xm4PP52Llzp0SbsbGxxmR801AFq5VDCF67Bzla7FYPfG0urAx18KqoHCl5payCFXsCOLsQsOsLTNwnPUhbF7DswroI0yMUK1jZCUBGDMBwAddR6pwWBjpZYaCTFTIKy/B72FP8+ywbkS9z0b29mVrzNSaB3vUom0qgUrmcGngGrIJVUQTomTdYBnWpbV2wt7fH5cuXoaenhx07duCXX37BsmXLmkw2TVH7HLW0tBASEoLffvutiaVqWWRlZcHBwQGhoaHw9GQt4o8fP0b//v2xdetWfPjhhxCJRFi6dKlYmRKJRNi+fTuOHz8ubsvNzYWp6eu6pCKRSPzax8cH48aNE9euTExMxNChQzFmzBhs3rwZy5Ytw/z58xERoUZev7ecoUOHSrUFBQUBAKZMmaLUHFpaWvjwww81KldTQl2ErRxCRGrFX9masqvQkvNK2AZdU6D4FZAWKX+QdQ/276toNh5LHtGH2b9OQxr84Lc20sX47rYAgO3XExo0V2MhEBHEphXhflKBZuYTiurvBAC6ZoCpg/zFCW+AGuuCvr4+AKBt27bQ02PvLR6PBy0tzf7GO3ToEPz9/TU6Z238/Pxw6dIliba658gwDGxsbBpNhtaKhYUFPv30U6xevRoAkJmZiZEjR2LBggXih+6ZM2dgZmaGrl3ZYvXBwcEYM2YMdHRef7eZmpoiPz9f/J7LlW09jo6OhpeXF6ZOnYotW7aAYRgMHDgQ+fn5CAsLa6SzfLsIDg6Gvr4+xo4dq/QYoVCIwsLCRpTqzUEVrFaOhAVLBQXLzpR9WKTkVcf82Hiwf/NfyA9MN3ME+EaAoAzIlmOWJwSIqVawuqn3INx/9xnOPkpFSQWrxP13AFs658D9580u2B0AolMKseH8cxy4k4b0fCXce3LY+e9TOK74G79cf6LcAG0dVjHm1h//0BjUWBc+++wzqX05OTnYvn07ZsyYIdF+8+ZNjBgxAqampjAxMYGHhwc2bNiAysr6P9ca68a3336rsXOoy7Jly/DNN99IHFPeOcrCx8cHW7ZsEb9PTExEx44dMX/+/GZX8qk2ly5dgru7u5RyqWm+/vprnD9/Hnfv3sWYMWMwZMgQCQvnyZMnMWjQIPH7mJgYhISEYPjw4YiOjsbkyZPRp08fXLt2DUKhEA8ePICzs7PUccLCwuDr64ulS5di+fLl4naGYTBo0CCcPHmyUc/zbSArKwsXL17EuHHjxD8+6qO0tBRGRkYwNjaGmZkZ5syZg+LilrsSmipYrRyRmgqWlAVLxwQw7cC+lmfFYjiAVbUiliHHxJ5yh11ByDMEOo1UWp4aRCKCBccfYOSvoYhKzQMAeDlaoIuNMUorhfjzTvNbMdS5rSH0eBzklVbhRKSSuazk8Cy7GHdfqJDRvQmRZV0A2C/RiRMnYtu2bWjTpo24/dSpUxgxYgSGDRuGhIQE5Ofn4/Dhw4iNjUV6enq9x6tr3WgM6lo45J2jMsiyoDRHCCFYunQp4uLisHTp0kZVBNu1a4ePP/4Yvr6+MDMzw6+/StYkjYyMlAh6Xr9+PS5duoRz586hW7duCA4OhpmZGaZOnYoBAwbgyy+/xNq1ayXmuHLlCkaOHIktW7Zg7ty5UjK4u7sjMjKyUc6vqSkqKkJhYaF4q6hovETEhw8fhkAgUNo9aGNjg4ULF2LPnj04ePAgxowZg+3bt2P48OEQCBR4RJoxVMFqpRAtHYi09Ng8DWooWC6WRgAgmRagbXf2b3qk/IE21W7C7HjZBaDTI1lFzH0MoK2ntDw1PEzPR3ZxBfR5WvC0Z92LDMNgwSA3TH/XEb4uzS+rO1+bg3mD7MFlGpYxoSYfVnRq/usSSPUhqACK0oGiDIXdKisrJdwqmkCWdUEgEGDSpEmYO3cu+vXrJ+5LCMG8efOwaNEizJ8/X6x4ubq6Yu/evbC3Z0sj/fjjj3B2doahoSEcHR3x888/i+eoa90QCoUwNjbGvHnzJORavHgxJk2aJFPm06dPw8XFBbNmzYKDgwPMzMwUWjhknaMyyLOgvClKSkrkbnUXUZw8eRL37rFJhO/du4eTJ0+K+5aVlcmdtyGUlpZizZo1Uu69vLw8GBkZyRwTGhoqvm8CAwPx77//4tq1a3BycpLqZ2lpiZEjZf/AMzIyQl5eXoPkb664u7vD2NhYvNVVPmsQiUQoLy9XapOncAcHB8PCwkJmbJYs1q5di3Xr1sHf3x+TJk3C3r17sXr1aoSFhSEkJETtc25SCKVVkZKSQgCQn09Gkn23s0l+aRUhyf8ScmkJIdEHlJ7nRU4x6bj8BFl04gERiURs483NhKwwIuTIR4oH397GHi/lluz9hemE5CUpLUttNlx8RDAniAz/5bJa45sKoVBESioEDZpDJBKR9suOE/ulR8iDqBhSVlZW/6DyQkJSHxCSHkNIzedYi4qKCvLw4UNy4sQJ8vDhwwbJpwhvb2+SlZVF9u3bR4yNjYm3tzfx9vYmGzZsIIQQEh8fTwCQp0+fKpwnJCSEJCcnE5FIRK5cuUJ0dHTIzZs3CSGEeHp6kl27dkn0Dw8PJ/r6+uJ7+NmzZ8TY2Jg8f/5c5vyrV68mHA6HbNu2jQgEAnLt2jXC5XJJTEyMuM+mTZuIn5+f3HMkhJCJEyeSDh06kK5du5JvvvlGos/o0aOJkZER2bdvXz1XrfEA+9NL5jZy5EhxP5FIRBiGkdvX29tbYt42bdqI96nD+vXrSYcOHcjo0aPJjBkzpPbL+oxVwdvbm6xbt46MGjWKdOvWTfx51Ube59vcKSsrI7GxsTK/F2qeC7GxsaSgoEC8lZeXy5zr6tWrCu+R2ltcXJzU+MTERAKAfP755w06p9LSUsLhcGTeCy0BuoqwlcJU58FS10VoZ6aPp8vHSLot2lZbpxQFugPVKRvS2RWF7ftK7zdUv7TNyZiXAID3Ojdd4LY6cDgM9Hhc5JVUgafFQJ+v+r9eTT6s6/GpMjO6yzSjMzxASNg8aBUl4nugsrISiYmJePbsGaqqqgCwViSBQACGYSQsB7XnVTcoPTQ0FADw0Ucf4aOPPpLan5WVBYB1ESli/Pjx4te+vr4YNmwYQkND0b9/f5nWjZ49ewIAUlJSYGdnh0WLFiEwMBAODg4y54+KisKUKVPErqOBAwfCxcUFjx8/RpcuXQDIt3DUnCMAcQoBWYSGhsLKykquBaU5ceHChTcWG3bo0CFs3LgRN2/ehEgkQs+ePbF8+XLY2tqK+3Tv3h2PHz9u0HH4fD6OHTuGiRMnwtfXF1euXIGFxetqELGxsejevXuDjtFcMTQ0lGsBrI2rqyv27Nmj1JyyFnQEBwcDUH71oDx0dXVhbm6O3NyWWbieKlitlGr9Su0gdwDSMSE2HoDdu6wbUCRkcy3JwtoDeHqOLf5cmvN6pWB5PhvLpSZZReX49xnrshzTtb3UfkII7iTlIOjec6we7QFjXdVq/jU2f/77ElfjczHJ0wbDu6hX3sfHuVrBEkgrWCdOnKhn9HOFe4uKinDixAm0adMGPj4+4vYzZ86Ig8wbK6dTjWsnNTUVjo6OcvsdOHAAP/zwA5KSkiASiVBaWooOHdjYQFNTU5mrj5ydnREfH4/k5GRcu3ZNKs9ObaKiorB582aJtoyMDIkHcGFhoUQaAFVZtmwZbt68iUGDBuHy5csScWhvCkWBwzXKNSEE3377LbhcLoRCocR+Dw8PXLt2TcqFl5SUpJY8169fR2BgIE6dOoVOnToBAEaNGoWNGzdi27Zt4n6jR4/GqlWr1DpGbXg8HkJCQuDv7y9WsiwtLQEAV69exZ9//tngY7RkrK2tMW3aNLXHBwcHw9HREX37yviBrQJFRUXIzs6W+P9rSdAYrFYKkxYBfvod9sHYgDqEZZUC3H+Rw77RMQE+OQcMXytfuQLYlYRm1Q/JzBj2b2ku8IMrsG80UKHeEtxTD1MhIgQ92pvCzkz2qpSZwbfxy/UnOBrRfDK712BlxCp8R++nI71AvdWENXFYFQIRhKLmu+pMVVxcXODg4IBDhw7J7ZOcnIypU6diw4YNyMzMRH5+PkaOHCm2sMizbjg7OyMuLg4LFizAypUr5f6CLysrQ0JCAqytX1tYL1y4AC6XK/GgaKiFo8aC4uDgAF9fX7H17k2ir68vd6sJ2L9w4QLu3bsnoVwBEK/OCwsLg66urtx5lSUuLg4ffPAB/vjjD3h5eYnb/+///g+7du3Cq1evF4aMHDkS2dnZePjwoTqnLYG2tjaOHDkCV1dX+Pj4ICMjAzdu3ICRkREGDBjQ4PnfViIiIhAXF6cwHjExMRGJiYni9+Xl5SgqKpLq991334EQguHDhzeKrI0NtWC1UjiiCnAEpRCJiNoKVkmFAKYLj6JKKELm2vGwMFRhvGVXIPcpkPkQcPABog6y6RvKC1gFTA1uVQfcj+0mbb0CWIvbpF72+PZUNE49TMXMZpLZvYYBzmZ4kFyIJ69K8TC1GDbGqiu8Dub66NehDQz5WlKB7uPGjZM9qKIIyH0GcLRRaeok/nKr61I0NDTEuHHjpCyXb8KVxTAMfvrpJwQEBMDIyAiTJ0+Gubk5njx5gvXr1+N///sfSkpKQAiBpaUlOBwOzpw5gwsXLuDTTz8FIN+64ezsjB9++AGGhoaYNUuyNNOKFSsQGhqK0NBQPHz4EAzDICgoCN26dUNUVBQCAwOxbt068PmvE71qwsKhyILSHKixXnE4HIlEnTVwOBx8++238PPza/DqRzc3N3ENwdp4eHhIBctzuVysWbMG3333HQ4fPqzysWq7cQFWyaodQD116lRs3LhR5XkprzlwgK1Zq8g9OHjwYACvLZ4ZGRno0aMHAgICxKtEz58/jzNnzmD48OEq5dFqTlALVitFZN4JFRbdwdXSUlvB0udroWMbtmhweEotH3hlMfAsVPFgC3d2tWBRGlCSDTzYy7b3nKaSDLX5LeAdxCx9T6HiNNytLQDgypMMVCmbkPMNoc/Xwn8822LFaCcMdlMvwSrDMNj94bsw0+dDmyv576ulpSV70zWGFpcLLUYIPR4HXbt2xciRI+Hm5iZRI4xhGGhpaUm5fWrP1ZiMGjUKZ8+exenTp+Ho6AgTExNMmDABrq6usLGxgbu7O5YtW4ZBgwbB3Nwchw8fxpgxr0stybNuODs7Izk5GZs2bZI6t+TkZPTv3x8A6x4cPXo0cnJyYGJigkmTJmH58uUSubo0aeGQZUFpLlRWViI5OVmmcgWwq8xSUlKUyk+maQICAtRSrpTh/PnzSq96o0gjEolw6NAh9OzZU+zqVQYTExOMGjUKFy9exJIlS7Bw4UK8ePECa9aswcmTJ8W1dVsa1IJVDxcvXsTKlSvx4MED8Pl8DB48GJs2bZIbJFsbRb/shgwZgosXLwJgtfiaOJK6HDx4UO6ScoXwjSDSMWWD3RvgIuxtZ4b4V4W49yIHw93bsnFUP3Ri51wQLz9gnacPmHQA8hKBhLNA9hM2LUNX9WN4GIZBl7YmCvv0tDVDGwM+sosrcOt5FgY6Na+0DY4WbGqKNxU4DIANyOPps2kzBBWAlg54PB46d+4MZ2dnJCQk4OnTp29OHgV4eXnh3LlzcvevWrVKbgyOPOuGoaEhunTpItPNcO/ePbFVIyoqCl27dsWqVauwd+9emcf4/vvvG2ThqM+C0lzg8/m4d++eQvelpaWlhGWPQuFwOHj58mW9/erG6pmYmGD//v2NJFXTQRUsBZw6dQpjx45Fz549sW7dOhQWFmLr1q3w8vJCREREvYF3sm6Y+/fvY+vWrTKLXwYEBEi5Y9599121ZOdpscpdQ4LcAaBHezMcuJeEh+n5bIOOCWDpDqQ9AJ6cA3pNkz/YsgurYNXEYXUZr7Z7kBCilCuCw2Hg52qD4PtJ+Dv6ZbNTsMqqhAi6lYa4jGKs+6ATeFrq/TIjhKCkograPD64HCVcNKYObB3KOtewtqJVWiojb1kLIyAgAAEBARJt0dHR6NWrl8z+MTEx4tdRUVGYM2eOwvnPnz/fcCFbCLa2thIr+CgUimpQBUsBixYtQseOHREWFgYejw1QHj16tFjh+uGHHxSOl1W0MjQ0FAzDSD0EAHZJuaYKXYqKs8DlAgKBS4MUrM42bCXzR+m16uh1GlmtYJ2tR8HqDMSfBLhaAN8Q6PWJyscHAKFIBLfvTqG3nRm2TuhdbyzYf3raI/h+Eg7cS8L6sT2gxW0+5mUdLQ4epRUhv0yA364nY+4gB7XmSS8sR6lOMZx5fOVWS9ZTLofH44nv8dZGVFSUxKpIeURHR8Pd3b3xBaJQKG8FzefJ08zIzc1FbGws3n//fYkHj4eHB9zc3BSudpJHRUUFjh07Bm9vb7RvLztQu6SkRCNxDaLcJPDyE9gcRw1QsNytWQXrSWbR65immhI3z0KBSgUZm3kGAKotJs6DgXayrQj1EfYsCwlZRTgTmwYTvfqVgBGd28LCgA8dbS6e5zSvOlYMw8DPnV2W/zC1SO04MV610lhUoUYJiWZc864xOHHiBObPn19vv/z8/EYts0OhUN4uqIIlh5oaTXWXIQOAnp4e0tLSVA5KPXPmDPLz8+Wurli5ciUMDAygo6MDT09PXLhwQXXB60BEAkDEJpJUR8GyNdWDAV8LVUIRErOql9FaugMmdqzilnhF8QTO1XEvVp1VPnYNm6+wS+/Hd7eTCuyWhTaXg1tfDcOzFWPhbKmeS7IxGd7VAgOcTfHxu+3V1nV0tNlg7aLyKuUHFWcCr2LZ3GQUCoVCaVSogiUHKysrmJiYiIu61pCTk4PY2FgAbFJEVThw4AD4fL5UskYOhwM/Pz9s3LgRJ0+exObNm5GZmYkRI0bg9OnTCuesqKiQKN5ZN5cII6yVb4mrekAqwzD4Zog7No7r8dp6xDCAa/XqrUfHFE9g5QGAASrygTLV63s9zijA39XZ278e7Kb0OEcLQ3CUiU1qAjgMgxletujvZKp2DJaONjuupFIAoZyVXlIQIZvRvbJ5WfUoFAqlNfLWxGCJRCKlXW98Ph8cDgezZ8/G+vXrsWTJEkyfPh2FhYVYuHCheJ66hU4VUVhYiNOnT2PkyJEwMTGR2GdnZycVPPvRRx/B3d0dX331Fd577z25865duxYrV66UahfnSBJUV0vn8hQnB1XA/0bIcJt0mwjc/hmIP8e6CXl1EgvmJQGGNmzslYkDkP+czYllr9ry9o2X40AIm/vKrdpdqQoVVUI8TM9HLzv10iI0FtnFlbj9LB+62hwMdlM9k7cWhwMRl4MqAKWVQhjqKKGo8QwBZLB5sQiRCninUCgUiuZ4ayxY169fh66urlJbfHw8AHZJ+IwZM7Bhwwa4uLigd+/e0NLSEufFMTAwUPr4x44dQ3l5udK1mczMzPDJJ58gPj5e4bLXJUuWoKCgQLzVWNdq4AiqlUBtPaVlVQprD2DkJmDOXWnlqqoUCPYHtr8DpEexqwkBVsFSgdT8Uuy/y5Z3WTRE9eDjF7nFsF56HAO3XESJOrFKjcjz7DKEhGfg78hMvFIzq7uuNvv7qKRSyXPj6bFKlUjwWvGmUCgUSqPw1liw1CleyePxsHPnTqxevRpPnjyBlZUVXFxcMHnyZHA4HDg5KZ8p/MCBAzA2NsaoUaOUHlOzRDo3N1duUDyfz5fIRVO3FhtHWK1gaUnHkqnC8+xiXIrPwEfvdGDjfxgG8Jwl3ZEQ4OxCIDseMLACjG3ZVYRPTgGFKaybUFe5Om4/X4tHlVCEAY4WeLej6rWo7Ez1YarHw/OcYpx+lAr/nvYqz9FYdG1nACMdLRSWC3A3qQCjPVSPj9PhcVEoECqvPDIcQFufdRFWFgHaqh+TQqFQKMrx1ihYDSleaWVlBSsrNp+SUChEaGgo+vTpo7QFKz09HVevXsW0adNUSsz37NkzAFCr0GVNxmpOTQyWtvoKFiEE/X+8gPTCMnAYYEbdTOpEBNz4AbDvz+bGitgPgAHe/w3QM2P7mHYA8p4BGZFAB1+ljvv1YHcY6mjDU033Xk3pnLUXHuFQ+ItmpWDpaHMxxsMS1xJyoc9X79/QkKcFHo8PQ77iFAwS8A1ZBauiGNBvmQVUKRQKpSXw1rgINcWmTZuQnp6Or776SqK9bvHK2hw6dAgikUiue1BWtuTU1FTs3r0b3bp1E1vU1EETLkKGYTDElc3YPjP4Do5H1imkHLoWuPo9sHcE8O9Wts3ve6BjLUXKugf7N/2B0mkCzA34WDqsC4a6qX/+Ab1YperMo1QUlL35sh6KGOLeBt+NdcEgV/UUSF2eFqyNdFVT0HjVPwoqi9+6dA2U1svNmzfBMAyys7NRVVWF/v37w8TEpFlmyae8Pbw1Fix1CAoKwrFjxzBw4EAYGBjg0qVLOHLkCGbOnInx48dL9K1bvLI2Bw4cQNu2beUmO1y4cCESExMxePBgtG3bFklJSfjtt99QUlKCrVu3qik9G8AsdhE2MAZrqV9ncTzU9aeZ+KC73eudnT8AMmOBF/+ypXO8FgBd6pTEsezCJh0ty2FdhcZ2kIeyWduVoUtbE7hbGyM2owAnol5iat+OGplXU5RVCfE0sxTuNgbKZWRvKDw91l3M02ctj4x6Cx8olObE5s2b0bt3bwBs7cyQkBD89ttvTSwV5W2HWrAU4OLigtzcXHz33XeYN28e4uPjsWPHDvz+++9KzxEfH4/w8HBMmjRJbsHKmor0v/zyC/773//i999/x8CBA3Hr1i2lMlDLouZRzRW7CBumYLlaG2PzeDZRaHphndWTlm7Afw4AC58Dn90Cuk6UXqGmxX8d7J7+QOGxDoW/QP8fz+PMI9XSYMiCYRj492SVuaMRLxo8nyYhhGDh0cf44cJzJGapV6amUiBETkmF8tY5hgNYugImtmqvKqVQmpJDhw7B399f/P7UqVPw8vKCvj672IZhGLWt/n5+frh06ZJG5KRQqIKlgHfeeQfXrl1Dbm4uysrKEBkZidmzZ8u0riQlJcm0XnXq1AmEEIVldQICAnDt2jVkZmaiqqoKWVlZOH78OHr27Km+8NUicjUU5A4ANkZsUHR6gfLpKSQnqHYTvooGhLITZApFIqw8G4N/n2UjIkX1vFmymNiDdRNeeJyBwjIVEnM2MgzDwNyABw4DHI9QLWltDfllVXieU4xXReqtRKRQmgtZWVnQ19fHvXv3xG2PHz+Gubk5goKCALDpdpYuXYpvv/1W/H779u347LPPlDqGj48PtmzZIn6fmJiIjh07Yv78+SCEYNmyZfjmm280d1KUtxqqYLVaWA2LK9KMBQsAbIxZJS29UM2HuWlHgG/MZoDPfiyzy8/XniD+VSHM9HiY691JXVElcLcxxpbxvRCxeASMdFUICH8DjO1uCREB8krUU/z0eayXv7RSAKJKTBURsfnL3kAcVkuOj3n16hX69esHb29veHl54eHD16lGPv/8c/Tr1w99+/ZFaGho0wnZBBBCxNUuNIWFhQU+/fRTrF69GgCQmZmJkSNHYsGCBeIarWfOnIGZmZm4pFFwcDDGjBkDHR3VV8RGR0fDy8sLU6dOxZYtW8AwDAYOHIj8/HypBNMUijpQBau1wtUC4WhrzEUIAA5mBhjXrT3GdG2n3gQMB7Duzr6W4SZMzi3Bsn+iAABrxnTXqDL0ha8rOtuYaGw+TeFuY4jFIzpi1VgXtcbr8rhgAAhEBBUCZTO6E+DVQyD7CZvZvZGRFR+jTG3A5kCbNm1w8+ZNXLt2Dd9//z3WrVsHAEhISEBcXBz+/fdfHD16FP/73/+aWNI3AyEE58+fR58+fWBvb4+UlBSNzv/111/j/PnzuHv3LsaMGYMhQ4Zg2bJl4v0nT57EoEGDxO9jYmIQEhKC4cOHIzo6GpMnT1bqOGFhYfD19cXSpUuxfPlycTvDMBg0aBBOnjypuZOivLVQBauVwrXuivJ2XtAi1bE5DUjTUIOdmT7++tQb3wxxx+K/IzBlbxgyVXVN2VS7PXMT2Izi1RBC8PmReyipFKB/RwvMqpsKopXC1+bA1doAfC2OahaoajgMAz2eiglHGea1y7iiccvmaDI+BpCOv9E0dWNwuFyuOHYyPz8fHh4eANjULbq6uhAIBMjPz1crlUpLorZiNXz4cISHh+PVq1cyV0A3hHbt2uHjjz+Gr68vzMzM8Ouvv0rsj4yMhKurq/j9+vXrcenSJZw7dw7dunVDcHAwAMDf3x/79u3DqlWrsHDhQok5rly5gpEjR2LLli2YO3eulAzu7u6IjIzU6HlR3k6ogtVK4fFY6w9XWB08rcFM7l//9QDrL8Yi+H4Sdv77VLXB+haAkS3ronoVJW4+HpmCfx6mQpvLwe8BfRqljuClx+mYtPsmjj5oXsHul2Kzsfh4PC7FqVeEucZNqFK2+prs+5Ulah1TGTQdH1M3/qYxkBWDExsbi379+mHu3Lnw9vYGABgaGsLe3h6dOnWCn5+fzLid6dOng2EYxMXFNZq86lJSUqLUVlxcjL///hu9e/fG8OHD8eABa3kWVde/LC8vlztvQygtLcWaNWvE+fxqyMvLg5GR7ALuoaGhaNOGLTt15MgRPHv2DNHR0diwYYNUP0tLS4wcOVLmPEZGRsjL00z8J+XthipYrRS+FgcMEb1ONKqBIHcAEAhFOHAvCQBgY6QLH2cr1SepCXZPjxA3HY9iXQ2Lh7rD3Ub1moPKcCMxC4cfvBCnm2gu5JcJkFFQgYux2WqNr8mDpbQFC5DMh9VIaDo+pm78TWMgKwbH3d0d//77L06dOiW2eFy8eBE5OTlISEjAgwcPMGfOHIl5ioqKcOTIEZiZmWHXrl1yj0cIgVAobJyTUYCBgYFSm6GhIcaNGydWrOrKWtcC5ODgIB6rDhs2bMDFixcxevRo/Pzzz1L7TU1NpapVqMqyZcvg6uqKQYMGITtb+n+usLAQpqbKVZugUBRBFaxWSmHKI+hn3ROna9CEixAADL8+In6d8v049FOjhA2surH5l4rTgQJWsQqa2g8Hp/XH0mFdNCKnLCb2YNM1nH+c3qySjnZtxz6MsooqUV6l+sO2dqC7SFk3Y40FS1gJCBrnWmg6PqZu/A0AnD59Gi4uLpg1axYcHBxgZmYmMaYuhBD8/PPPcHFxgbGxMb766itERETA09MTgHQMTu1AbhMTE+jpsZZgkUgEMzMzcDgcGBkZSVlsDh8+DH19faxfvx779+9HVdXrRQwODg5Yu3Yt+vbtCz09Pan6oW8rhw4dwsaNG3H27FmsX78eBw4ckIrx6t69Ox4/lr1ARln4fD6OHTsGBwcH+Pr6Srk5Y2Nj0b179wYdg0IBqILVahGUFkK3Kpd9w+UDHM3klK39AOfKyetVL9p6rJIFgLy8DaC6rE1vB7bOYSPR2cYYrlZGqBSIEBKRXP+AN0QnawMMdDaFv6cNRGos6uNrceDUxhBd25qAo2yCVg73tdu4kaxYmo6PqRt/AwBRUVFITExEt27dkJiYiBMnTmD16tUSq/3qyvTHH3/gypUriIyMxE8//YSvvvoK33//vbhP7RicBw8ewNvbG76+vpg6dao43crQoUNRVFSEAQMGwMfHR8ptuWvXLkyZMgWTJk1CSUkJ/vnnH4n9e/fuxZ9//oni4mJ06qSZ1bKqUFxcXO/2zz//iFPF1HXV1fDTTz9JvE9KShKPV4Xr168jMDAQf/31Fzp16gQ3NzeMGjUKGzdulOg3evRoXL16VaW5ZcHj8RASEgInJyf4+voiMzNTvO/q1asq1YylUORCKK2KlJQUAoDsOnGNHLj8kDxMTCOkJFtj85+MTiFOK/4md55nkdS8EnI+No28KixTeZ6K7CRCLi0hlReXkuy8XI3JVx/rLjwkmBNEPDecfWPH1DRlZWUkNjaWlJVJXvfySiEprxQSkUgkbqsSsG2VAqF03+wUInz5gJC8F2xfoYiUVwpJRZWMvpVCIqw1b2Pg7e1NDA0NiZOTE8nOlr5nnZycyNGjRyXa/P39yUcffSTR5ubmJtWPEEJKS0uJvr4+CQsLE7fZ2tqSgQMHSvT7/fffiaenp9rn8ejRIwKAREZGEkII+fDDD8nIkSPF++3t7cnmzZvVnv9NIhKJyLlz54inpycBQLhcLgEg3sLDwxt8jNjYWGJubk6OHDki0R4ZGUn09PRIRkaGuE0gEBAHBwcSExOj1rG8vb0lrn1lZSUZP348cXNzI+np6eT69evEw8NDrbmbGnnfC4S8fi6kpKQ0gWRvL9SC1UrRNjCDUN8aIr4xoKderTtZjO7aHgnLx+AdhzaYsOsGhv1yBZfjVUuSuftWIjr8GI6YAj60GYK0p+Eak68+pvd1BE+Lg3svchD5MveNHbc+CsqqcPVxDi6pGYcFALODHmJ20EMUVbx2M555mIXZQQ+x/3aaRN+5hx5h9slc5HAtAT02MPhyXDZmBz3E7rCXEn2/PhqH2UEPkZ7f+CkdFMXHyIq/iYqKQkBAgERbRkaGzFV9165dg5GREfr16yduq6ysxHfffSfRr6ExOLt27YKHh4d4xeHUqVNx/vx5pKa+rkxgZye/VFRzgmEYDBs2DHfu3MG5c+fEFi15VSnUwc3NDdnZ2Zg4caJEu4eHB0pKSmBl9TrOk8vlYs2aNVKfmbKEhoZKpAjR1tZGSEgIYmNjYW1tje+//17KakahqAtVsFopxtU5pBozj6RHO/YhFKGConLpcTpmHLiNtIIy/JPNPti7cpLYncWvGiSPUERQUqE4hsnCUAcj3dsCAM4+SlPY902SXlCBP2+l4q/IV6gUqB6HVSVUMgdWXfQt2PqEzQRF8TF142/KysqQkJAAa2trcduFCxfA5XLRt29fqblTU1PRvn178fu//voLr169gpubm0S/hsTgVFVVYf/+/Xjy5Amsra1hbW2NKVOmQCgUYu/eveJ+mlRQ3gR1Fa1evXrB2toalpaWb1yWgIAAHD58uFHmPn/+PIYOHdooc1PePmix51ZKRVE2uDwhBFVtATTOA7S3nRkAIDz5tYL1w+U4fOjpACsjyaD6SoEQ43fewKVqa9f0dx3x9Vgn4M6PQN5zICcBiA4Ces8GDNuqJEdOiQB3nhcjt1QIQoBu7XTh0V7+OQ9zs0FGYbk4M31zoGMbPWhzGJRUCJHwqhSd2xmqNJ4BMNuHzS+lq/U6DmtkFwsMc7dAE4nZMAAAIhJJREFU3ef5T5M6AwC0a/Ud7NYGPi7mUmUkN010k+rbmNTEx/j7+8PX1xdXrlyBpaUlRo8ejVWrVon7PXz4EAzDICgoCN26dUNUVBQCAwOxbt068Pl8AMCKFSsQGhqK0NBQtG/fHnFxcXj69Cm4XC4WL14MIyMjvHz5UsLidfXqVfz5559qyX7y5EkUFhYiMjISJiYm4vbt27dj9+7dWLp0qXoXpZlQo2j5+fmhsrJSfJ0pFIo0LetnFEVp8lOfgpcTi4py9YoIK0OvGgUrJReEEPwVlYKv/3oA66XH0fn7U0jOfb2y6uD9Fzj1MBXlVUL072iBrRN6gWfQBjC2B0CA2BBAVAXEHgNEyllwCCHILKrC1fhC5JQIxda66NQyvCqUX3omcIALbn09DNP6Oqp97pqGp8VBDzsjmOlpo1zZjOy10OJyYMDXhjaXg9JaKxG1uBzwtTnQ5kr+q/O12XaOSACU5QJledDiMOBrc8DTktNX2QB6DaCtrY0jR47A1dUVPj4+yMjIwMiRI5GdnS0OYI+KisLo0aORk5MDExMTTJo0CcuXL8eMGTPE8yQnJ6N///4AgMGDByMgIAB9+vTBu+++i/Xr1+O///0v+vXrh5wcNgfZjRs3YGRkhAEDBqgl965duxAQEABXV1exBcva2hrz5s1DWlqaRgK0mwMMw1DlikKpB4aQN1CMjPLGePnyJWxtbfH7zj0wNTZAW/d30c9dzdI29VAlFIH3xUEAwLJhnfGOfRuM/f2aRJ/cDRNgqsfHkQcv8Ci9AOO6tUf39qavC2a/vA3E1ylL0WEw0HGwwmNXCEQISyxGaj6rSBnwORjiaoSol6V4nlOJTlZ8vOOgXi6epqJCIAKPy8gsJl6b8vJyPH/+HB06dJDIMfUsuxi5pRVoa6yLtsZKWi3L8oC8JDaNh4Vrvd2bmoMHD+LEiRM4fPgw5s6dC1NTUwmrVl26du2K0NBQmJsrF4c4bNgwfP3119RNRGlxyPteAF4/F1JSUiTc5JTGhVqwWimkOgMWQePpz7WtIlcTXmFUl3ZwsZR0bX0Rwgaw+/e0x8r3uqGHrZmkAqEnI49WUihQJD8+SkQIbjxllSsOA7Q30YaviyEMdbhoa8wDAOSV1m8Fyy+txOmHqfX2e1PwtTgQEeB5dqlaZXPECUfVyeheVQaIVBjXRNSOv4mKikLnzp0V9o+JiVFauQJoDA6FQtEcNAarlVKjwxA1Y5+V5a9ZA/HL9SfYNaUvOBwGpz/zxYOUXCTlFOPa00xser+n/MEiIZBwRrqdCFlXoed/2XxNdXiRW4n0gipwOcBwd2OY6b++jU302P75pUIQQuRag9ILyuC08m9UCERIXjUObU2aPtBbKCKYfzgWReVCrH3fBTYmqmVAN+Cx515SKVB47hJweWyeNGEFWzZHp3Gy6DcG0dHRcHd3b2oxKBQKRSbUgtVKqXm4Nrb/d5yHLS7OHQw7M9YS4mRhCP+e9lg4tDNOf+YLS0MFSkJWLJvNXRbF6ex+GdTEV7lY6kgoVwBgrMsFA6BSSFBWJV+7tDHWRU9bMwhFBDtvJcqX8Q3C5TDQ53HBMMDpGNWL6Opqa4EBIBARVKgSx8WvqUvYuIWfNU1+fn6jls2hUCiUhkAVrFaK2ILVnEPsLNwBAxvZ+wxs2P0yyC5mXVkWhtIGWC6HgaHOayuWIj7zcgYA/HYzQf00Bxqmv5MpCAHySuUH6cuDw2Ggx9MCh2FUS/UgrkvYeIWfKRQK5W2DKlitFrGG1bRiKILDBdzHs3UJa8NwAfcJMt2DAiERK05t9GV7uE2r3YTZJYpjisZ3t4OFAZ/NyRXzUmHfN0U/R1PM8bXHbG/1ElE6WRiiR3tTGOnylB8kVrBKlV7BSaFQKBTFUAWrlSKqLmrXjNUrFsO2gIO3ZJtlF8BQtmUrt1QAAkBXm4EeT/bta2PMJll9nl2h0ILH1+ZiZj8nAMCvNxJUl70RMDfgwdPBGEY66oVHanM5ysVe1YbLA7jaAAgb7E6hUCiUBkMVrNZKS3AR1uDgK+kqrCiS2zU5txIAYGGgLVeRcDDnQ4sDFJazqRyqhPKvwaf9ncAwwKX4DDxKz1dLfE1zIyEX359+imtPct7MARkGMHUArDoD/JaV2oJCoVCaK1TBaqVwOW8myF0j1LgKOdoAGCD/mcw0DVVCgqdZbD08J0v5SQ61uQxcLNng+uc5lUjILJfb18HcAO93s4UWh8Ht5+rXAdQkGQUVeJpZikux6ilYybkleJiWr2K6BgPWkkWhUCgUjUAVrFZOSzBgAWBdhZ7/BayqV4Ulh0l1eZFbgSohgSGfg7bVbkB59LDTE7sKs4oUKxob3++BhOVjMKPaXdjUdLRgU0a8KqyAUCT/A5RnnawQCFEuEKKksvnntaJQKJqhRXgr3jKogtVKaRGrCOtiYAXYebGvX0WxJVxqkZLHugc7tuHXG2fEYRh0bcvWGqxZdSiPjm0M4WDefFxjPeyM0KWdAYZ1tkCljNWNXC4bxF9ZWSlzfE3C0WJVLFgAUJIF5CTS1YQUSguk5vug5vuB0vTQRKOtlBrDRwtSr1iM2gNmTkDuUyDpGuD2PgA2t1N6AZu6oL2pcq4sM302L1RplQglFULo8+v/4nmWXQR7M31w61ZHVoKCggLcvn0bfn5+qgea14LDMPjar6Pc/VpaWtDT00NWVha0tbXBqSOrNhEAgkoUlwpRXq7Cv3hRPlBZBIAP6NMvaQqlpSASiZCVlQU9PT1oadHHenPhrfwk0tPTsXXrVty5cwf3799HcXExrl69Ch8fH5n9//33XyxcuBAPHjyAkZER/P39sWbNGhgYKGf12LVrFzZt2oTnz5/D1tYW8+bNw9y5c6X6paam4ssvv8SFCxcgEong6+uLzZs3o2NH+Q9beRg59ESZjjUsDVpgXE2HQayClXYfaPcOYNQOrwqrIBQB+jyOOA1DfWhzGZjocZFXKkR2iaBeBWv8H9dxPCoF1+YPwUAnK5VEvnnzJnbt2gVtbW0MGzZM3K50RvU6lFYK8SitCCUVQvh0kiz1wjAMbGxs8Pz5c7x48UJqrEhEkJ3PFvnmFumBw1Hy+BVFbG1C7WJAX/5CAwqF0vzgcDiws7Nr0I+7hhIeHo7ly5eLn6sdO3bEzJkzMWfOHKUsa3Fxcfjyyy9x8+ZN8Hg8vPfee/jxxx9hYSGjpFoL4K1UsOLj47F+/Xo4Ozuja9euuHXrlty+kZGRGDx4MNzc3PDjjz/i5cuX2LRpExISEnD27Nl6j/Xbb78hMDAQ48ePx4IFC3Djxg3MmzcPpaWlWLRokbhfcXExfH19UVBQgKVLl0JbWxubN2+Gt7c3IiMjVaqnBrBuonK0oBis2pg4AFbdgFfRwJN/gF6zUVBWnfvKQEulLxAzfS3klQqRXyqEvZnivnrVpWZOP0xTWsESiUQIDg7GmTNsyR8XFxexUiUQCLBhwwaMHj1a5Yzjafnl+OVqMnS1OfByMoUWV9JKxePx4OzsLNdNOOfnK0jKK8EfAX0woIOlcgfNjAWOfAXwDIGZl2TmIaNQKM0THo8nZc1+k4SHh6Nfv35wdnbGokWLoKenh7Nnz+KLL75AYmIitm7dqnD8y5cvMXDgQBgbG2PNmjUoLi7Gpk2bEBMTg7t374LHa4HGAvIWUlhYSHJycgghhBw9epQAIFevXpXZd8SIEcTGxoYUFBSI2/744w8CgJw/f17hcUpLS4m5uTl57733JNqnTJlC9PX1SW5urrht/fr1BAC5e/euuC0uLo5wuVyyZMkSpc8tJSWFACDXHjwl+25nkyvxBfUPao6UFxBy5VtCLi0hJP8Fuf2siOy7nU0eJJeoNM3D1FKy73Y2ufaksN6+h+4/J5gTRNy/+0fp+f/8808SEBBAAgICyOHDh4lQKBTvO3fuHAkICCAzZ84kJSWqyV0pEJIZe6PJ1N1R5HF6kUpjCSFkyt6bBHOCyMoz0coPElYRsqYdISuMCEmPUvmYFAqleVLzXEhJSWm0Y8yaNYvweDzxs7WGgQMHEiMjo3rHf/bZZ0RXV5e8ePFC3Hbx4kUCgPz2228al/dN8FYGuRsaGsLMrB5zBoDCwkJcvHgRH374IYyMjMTtH3/8MQwMDHDkyBGF469evYqcnBz897//lWifM2cOSkpKcPr0aXFbSEgIPD094enpKW5zdXXF4MGD6z2OLDJTEsDLfoiq0kKVxzYL+EaAlQf7OjkMReVssLehjmq3rJEua4UpLK8/Q/kwt7bgchjEZhTgWXb9LrKIiAicO3cOAPDZZ5/B399f4hfk4MGD0bdvXyxYsAB6eqoVk9bmctC5rQF0tDlKyV6Xfh0s0NnGGCa6ildbSsDRAuz6sK9fyLfqUigUSl0KCwuho6MDExMTiXYbGxvo6urWO/7YsWMYNWoU7OxeV7EYMmQIXFxc1HoGNgfeSgVLWWJiYiAQCNC7d2+Jdh6Ph+7duyMiIkLh+Jr9dcf36tULHA5HvF8kEiE6OlqqHwC88847SExMRFGRajExJQW54JZlQVRVodK4ZoVtP/Zv1iMISvMAAIZKBKrXxriWgkXq8Zea6PEwwJF1p51+KJ2HqzYikQgHDx4EALz33nsYMGCAVB8tLS3MmzcPbm5uKslcw4wBtvhlcmd4OhirPPazAc54uGwU5vm4qjbQrvqaJ4cB+dLxXRQKhSILHx8fFBYWYvbs2YiLi8OLFy+wY8cOHD9+HEuWLFE4NjU1FZmZmXKfgfU9a5srb2UMlrKkp6cDYDXwutjY2ODGjRv1judyubC0lIyB4fF4MDc3R1oa+xDPzc1FRUWF3OMAQFpaGjp16iS1v6KiAhUVr5WogoICAECxiI/CKiOY5Rfi5cvmUWdPLSpNgIJk8PIuIJfXF4WWJagqVP53gYgQ5GXmgwB48rwY+jzFCpqXFRehETk4eiMC7zvpy+33+PFjPHnyBDo6Oujdu7dS1zgjIwNRUVESQfD1UUAIsourYK6vrXywekPgOQMl2kBWEbDFD/joOMBXXcGjUCjNh5pnWUFBgYQ3hs/ng8+Xn7RZFWbNmoVHjx7ht99+w86dOwGwKSN+/vlnBAYGKiWfvGdgzTNSU7K+KVq8giUSieQG+taFz68/f1JtysrKxOPqoqOjI96vaLy8wLza4+s7Tu0+dVm7di1Wrlwp1f75tAkKZWupzH9Dx7kBwPZ/yvU9fPhwo8rSNJxg/6zs0qRSUCgUzdGli+T/8/Lly7FixQqpfuo8V7lcLhwdHTFs2DBMnDgROjo6OHjwIObOnQtra2uMGzdO7hzKPgOpgvWGuX79Onx9fZXqGxcXB1dX5V0mNX7j2haiGsrLy+v1K+vq6sq9SWuPr+84tfvUZcmSJViwYIH4vUAgQFxcHGxtbZt0RYkyFBUVwd3dHbGxsTA0NGxqcVoV9No2HvTaNh702jYOIpEIycnJcHd3l8iTJU9hUee5um7dOmzduhUJCQniFEb+/v7w9fXFnDlzMGrUKLk5uhryDGzOtHgFy9XVFXv27FGqryzzozL9a8yXtUlPT0fbtm3rHS8UCpGZmSnhJqysrEROTo54vJmZGfh8vtzjAJB7LFkm3v79+yuUq7lQWMgG4Ldr107CbE1pOPTaNh702jYe9No2HrWDx+tDnefq9u3bMWjQIKn8kGPGjMGCBQuQlJQEJyfZ5cjqe9bWPCNbGi1ewbK2tsa0adMaZe4uXbpAS0sL9+/fh7+/v7i9srISkZGREm2y6N69OwDg/v37GDlypLj9/v37EIlE4v0cDgddu3bF/fv3pea4c+cOOnbsSH/NUSgUCuWNoM5z9dWrVxAKpVc8V1WxFTgEAvmlu9q1awcLCwuZz8C7d++Kn5UtjebtQ2pijI2NMWTIEAQFBUms4tu/fz+Ki4sxceJEcVtpaSkeP36M7OxscdugQYNgZmaGX3/9VWLeX3/9FXp6enjvvffEbRMmTMC9e/ckbrD4+HhcuXJF4jgUCoVCoTQ3XFxccPHiReTk5IjbhEIhjhw5AkNDQzg6OorbExMTkZiYKDF+/PjxOHXqFFJSUsRtly9fxpMnT1ruM7CpE3E1Fd999x357rvvyKRJkwgAMn36dHFbbcLDwwmfzyc9evQgv/76K1m2bBnR0dEhfn5+Ev2uXr1KAJDly5dLtP/yyy8EAJkwYQL5448/yMcff0wAkNWrV0v0KywsJI6OjsTS0pJs2LCBbN68mdja2pK2bduSzMzMRrkGTU15eTlZvnw5KS8vb2pRWh302jYe9No2HvTatlyCgoIIAOLo6EjWr19Ptm3bRt59910CgHz//fcSfe3t7Ym9vb1EW3JyMjE3NyeOjo5k27ZtZM2aNcTU1JR07dq1xd4Pb62CBbYOssytLjdu3CD9+vUjOjo6xMLCgsyZM4cUFkpmBpenYBFCyO+//046depEeDwecXR0JJs3byYikUiqX0pKCpkwYQIxMjIiBgYGZNSoUSQhIUFj50yhUCgUSmNx7tw54u3tTdq0aUN4PB7p2rUr2bFjh1Q/WQoWIYQ8fPiQ+Pn5ET09PWJiYkKmTJlCMjIy3oDkjQNDSIusVkehUCgUCoXSbKExWBQKhUKhUCgahipYFAqFQqFQKBqGKlgUCoVCoVAoGoYqWBSNUlxcjOXLl2P48OEwMzMDwzDYu3evSnNcunQJgwYNgrGxMQwNDdGrV69WWo5GNRpybX18fMAwjMxNW1u7cQVvITT03g0PD8eoUaNgbW0NAwMDdOvWDdu2bZOZG+hto6HX9uLFi/Dy8oKenh5MTU0xYcIEJCUlNZq8FIomaPGJRinNi+zsbKxatQp2dnbw8PBAaGioSuP37NmDGTNmYOjQoVizZg24XC7i4+MlcqO8rTTk2i5btgwzZ86UaCspKUFgYCD8/Pw0LGnLpCHXNzw8HP369YOzszMWLVoEPT09nD17Fl988QUSExOxdevWxhO8BdCQa3vq1CmMHTsWPXv2xLp161BYWIitW7fCy8sLERERsLCwaDzBKZSG0NTLGCmti/LycpKenk4IIeTevXsEANmzZ49SY58/f050dXXJvHnzGlHClktDrq0s9u/fTwCQAwcOaEjClk1Dru+sWbMIj8cjOTk5Eu0DBw4kRkZGmha1xdGQa+vu7k6cnJxIRUWFuC0yMpJwOByyYMGCxhCXQtEI1EVI0Sh8Ph/W1tZqjd2xYweEQiFWrVoFgHUrEJpFRExDrq0sgoODoa+vj7Fjx2pszpZMQ65vYWEhdHR0YGJiItFuY2PTIovUahp1r21ubi5iY2Px/vvvg8fjids9PDzg5uaGQ4cOaVJMCkWjUAWL0my4dOkSXF1dcebMGbRv3x6GhoYwNzfHt99+C5FI1NTitSqysrJw8eJFjBs3Dvr6+k0tTovHx8cHhYWFmD17NuLi4vDixQvs2LEDx48fx5IlS5pavBZLRUUFAMhUUvX09JCWloaMjIw3LRaFohQ0BovSbEhISACXy8Unn3yChQsXwsPDA8ePH8f3338PgUCAtWvXNrWIrYbDhw9DIBBgypQpTS1Kq2DWrFl49OgRfvvtN+zcuRMAwOVy8fPPPyMwMLCJpWu5WFlZwcTEBGFhYRLtOTk5iI2NBQCkpqZq1LJLoWgKasGiNBuKi4uRl5eHlStXYtWqVRg/fjwOHDiA4cOHY+vWrRIFtykNIzg4GBYWFhg6dGhTi9Iq4HK5cHR0xLBhw/Dnn3/i8OHDGD16NObOnYsTJ040tXgtFg6Hg9mzZ+Py5ctYsmQJEhISEB4eDn9/f1RWVgIAysrKmlhKCkU2VMGiNBtq3AABAQES7QEBASgrK0NERERTiNXqePbsGW7duoX//Oc/0NKiRmxNsG7dOqxfvx4HDx7Exx9/DH9/f/z111/w8vLCnDlzIBAImlrEFsuqVaswY8YMbNiwAS4uLujduze0tLQwY8YMAICBgUETS0ihyIYqWJRmQ9u2bQGwboHaWFpaAgDy8vLeuEytkeDgYACg7kENsn37dgwaNEjqYT9mzBikpaXRnE0NgMfjYefOnUhLS8P169cRHx+P8+fPo6CgABwOB05OTk0tIoUiE/rzldJs6NWrFxISEpCamoqOHTuK29PS0gCA5rvREMHBwXB0dETfvn2bWpRWw6tXr2QmFK2qqgIAasHSAFZWVuIfX0KhEKGhoejTpw+1YFGaLdSCRWkS0tPT8fjxY/EDCAD+85//AAB27dolbhOJRNizZw/MzMzQq1evNy5nS0TWta0hIiICcXFxmDx5chNI1jqQdX1dXFxw8eJF5OTkiNuEQiGOHDkCQ0NDODo6NoWoLQ5F925tNm3ahPT0dHz11VdvSDIKRXWoBYuicX7++Wfk5+eLLU///PMPXr58CQCYO3cujI2NsWTJEvz55594/vw5HBwcAABjx47F4MGDsXbtWmRnZ8PDwwMnTpzAzZs38dtvv4HP5zfVKTUb1L22NRw4cAAAdQ/KQ93ru3jxYnz44Yfo06cPPv30U+jq6uLgwYMIDw/H999/T8sRQf1rGxQUhGPHjmHgwIEwMDDApUuXcOTIEcycORPjx49vqtOhUOqnqTOdUlof9vb2BIDM7fnz54QQQqZOnSrxvoaioiLyxRdfEGtra8Lj8UjXrl1JUFDQmz+JZkpDrq1QKCTt2rUjPXv2fPOCtxAacn3PnTtHvL29SZs2bcT37o4dO978STRT1L22d+7cIQMHDiSmpqZER0eHeHh4kB07dhCRSNQ0J0KhKAlDCE2VTaFQKBQKhaJJaAwWhUKhUCgUioahChaFQqFQKBSKhqEKFoVCoVAoFIqGoQoWhUKhUCgUioahChaFQqFQKBSKhqEKFoVCoVAoFIqGoQoWhUKhUCgUioahChaFQqFQKBSKhqEKFoVCoVAoFIqGoQoWhUKhUCgUioahChaFQnnrIISgV69e8PPza2pRZBIfHw8tLS1s3769qUWhUChqQhUsCoUiQVJSEhiGAcMwsLa2hkAgkNkvLi5O3M/BweHNCtlA9u3bhwcPHmDVqlXituZ03p06dUJAQABWrlyJoqKiRjkGhUJpXKiCRaFQZKKlpYVXr17hzJkzMvfv2rULHA4HHE7L+hoRiURYsWIFBgwYgL59+0rtby7nvXDhQmRmZmLbtm2NehwKhdI4tKxvRgqF8sbo168fjI2NsXv3bql9AoEAQUFBGDJkCLS1tZtAOvU5e/YskpKS8PHHH8vc31zOu2vXrujWrRv++OMPiESiRj0WhULRPFTBolAoMtHV1cWkSZNw+vRpZGZmSuw7deoUXr16henTp0uNq6ysxE8//YRhw4bB1tYWfD4flpaW+OCDDxARESHzWMeOHYO3tzcsLS2ho6ODtm3bYsiQITh27Jha/RSxZ88eMAyD8ePHa/S8GwN/f3+8ePECV69efSPHo1AomoMqWBQKRS7Tp0+HQCDA/v37Jdp3794NMzMzjBs3TmpMbm4u5s+fj4qKCowcORJffvklfHx88P/t3F1IU28cB/CvptuMNXVSkaMGESnN6QSRJZLVRetlwQyRil6gF7JgXSy7GZWXXSUExbqwRBhSEGrEjFwvy0rMSryZZWZDmWClI3qxctPnf9VIbZuLs+z//38/d+c5v3Oe59nVd895zmltbUVJSQmePn06rd7hcKCiogL9/f0oLy+HzWbD5s2bMTIygubm5rjrohFC4P79+8jJyUFmZqak806EtWvXAgDu3r37R/ojIumkzPcAiOjvVVxcjLy8PNTX1+PEiRMAgJGREdy6dQtHjx6FXC6fdU1mZiaGhoag0WimtXu9XhiNRtjtdrjd7nB7XV0dZDIZenp6sGTJkmnXjI2NxV0XzYsXLxAIBLBlyxbJ550IRUVFAIDHjx//kf6ISDpcwSKiqA4cOACv14snT54AABoaGhAKhSI+JpPL5bPCFQDodDps2LAB7e3tCAaD086lpqb+ck9TVlbWb9VF4vf7AQBLly6NWRvvvBNBpVJBoVCEx01E/x4MWEQU1Z49e5Camhre9F1fX4/CwkIYDIaI1/T09GD37t1YsWIFZDJZ+LMGN2/exMTEBEZHR8O1O3fuxJcvX5CXl4eTJ0+itbUVHz9+nHXPudZF82OlKyMjIyHzTgS1Wj3t9yKifwcGLCKKavHixdi+fTuuXr2KO3fuoK+vL+oqTkdHB4xGI5qammAwGGC1WnHmzBnU1NSgoKAAAPD9+/dwfXV1NS5fvozs7GycO3cO27ZtQ1ZWFiwWC3w+X9x10aSlpQEAvn37Jvm8I7ly5QoMBkN4U77Vap3zI00A+Pr1KxYuXBh3v0Q0zwQR0U98Pp8AIEwmU7jN5XIJAEKj0QiFQiECgUD4nFwuF1qtNny8detWAUA8fPhw1r1NJpMAIHw+3y/7Hh0dFc3NzaKyslIAEGvWrBGhUOi362Z69OiRACCqqqokn/evHD9+XBQUFIjbt2+LDx8+iJcvX4pjx46JVatWiXfv3sUc7+TkpEhOThZ6vT5mLRH9XbiCRUQxmUwmaDQaDA8Pw2KxRH0Db2BgAGq1GqWlpdPax8fH0d3dHbWfHytS165dw8aNG9Hb24vXr1//dt1MOp0OycnJ6Ovri1kLxDfvme7duweXy4X29nZs2rQJ6enpyMnJwcWLF7Fjxw7YbLaY9+jv78fU1BT0ev2c+yWivwPfIiSimBYsWICWlhb4/f6Ye5C0Wi1evXoFr9cLnU4HAJicnER1dTXev38/q97j8aCsrAxJSUnhtmAwiEAgAABQKBRx1UWTkZGB/Px8PHv2DFNTUzG/xh7PvGdyOp2w2WxQqVSzztntdixfvhwTExOQyWQR7/Fjg31ZWVlcfRPR/GPAIqI5KSoqCn82IBqr1Yq2tjaUlpaisrISCoUCHo8Hw8PDWL9+PTwez7R6i8UClUoFo9EIrVaLYDAIt9uN3t5eVFRUQKvVxlUXS3l5OWpqatDZ2YmSkhLJ5j2T3+/Hrl27wsdJSUlwOByoqqpCeno6lEolxsbGsGzZsoj3cLvdSElJgdlsjrt/IppffERIRJIym824fv06Vq5cCafTicbGRuTm5qKrq+uXIejs2bMoLCxEV1cXLly4AKfTCaVSCYfDgcbGxrjrYjl06BBSUlLgdDolmW8kGo0GAwMD4eOfP2766dMnfP78GWq1OuL14+PjaGlpgdlsRnZ2dkLHSkTSSxJCiPkeBBHRn7R37164XC4MDg5i0aJFCemjra0NVqsVz58/h1KpnHbu1KlTePPmTdRgWFdXh8OHD+PBgwdYt25dQsZIRInDgEVE/zuDg4PIzc3F6dOnYbfbE9bPkSNH0N3djdraWhQXF+Pt27c4f/48mpqa0NHREfHxYCgUwurVq6HX63Hjxo2EjY+IEoePCInof0er1aKhoSFhq1c/XLp0Cfv378fBgweRlpaG/Px8BAIBdHZ2Rt17NTQ0hH379qG2tjah4yOixOEKFhHRHzCXtxaJ6L+DAYuIiIhIYvw7RURERCQxBiwiIiIiiTFgEREREUmMAYuIiIhIYgxYRERERBJjwCIiIiKSGAMWERERkcQYsIiIiIgkxoBFREREJDEGLCIiIiKJMWARERERSYwBi4iIiEhiDFhEREREEmPAIiIiIpIYAxYRERGRxP4BJ1s5dJT9mU4AAAAASUVORK5CYII=' width=600.0/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mzp.plot_reactions(3, MLT, 11000, \"K-41\", plot_isos=[\"Ar-40\",\"K-40\",\"K-41\"], reaction_type=\"all\", minFij=-10, maxFij=-8, minX=-8, maxX=-5, ignore=['(+,g)','(-,g)'], legend_fontsize=9, ncol=2)\n",
    "\n",
    "plt.savefig(\"../figures/k41_formation.pdf\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 280,
   "id": "082c1c6c-13dc-435c-bfef-305315f44b60",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " reading ['temperature']...100%\n",
      "Looking at m=1.65 Msun and T=2.231 GK\n",
      " reading ['iso_massf']...100%"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "676935d137804cf5a3a431248039d429",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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' width=600.0/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mass = MLT.get(\"out\", 11000, \"mass\")\n",
    "temp = MLT.get(\"out\", 11000, \"temperature\")\n",
    "\n",
    "idx = np.argmin(np.abs(mass.value - 1.65))\n",
    "\n",
    "print(f\"\\nLooking at m={round(mass[idx].value,3)} Msun and T={round(temp[idx].value/1e9,3)} GK\")\n",
    "\n",
    "mzp.plot_chart(4, MLT, 11000, idx, Nrange=(18,24), Zrange=(18,24), minFij=-9, maxFij=-5, figsize=(6,4), label_fontsize=14, tick_fontsize=12, isotope_fontsize=10, max_arrow_size=5)\n",
    "\n",
    "plt.savefig(\"../figures/k_reaction_chart.pdf\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 107,
   "id": "e18be1c8-0ad1-4872-8155-e3cf9bd58a67",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " reading ['iso_massf']...100%"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "e686a6fff9f542eb9e264575d4122e18",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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' width=600.0/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mzp.plot_reactions(5, MLT, 11000, \"Ar-38\", plot_isos=['Ar-38'], reaction_type=\"all\", minFij=-7, maxFij=-4, minX=-3, maxX=0, ignore=['(+,g)','(-,g)'], legend_fontsize=9, ncol=2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 289,
   "id": "b4728c95-c82a-46c8-9d33-cf50a0a056a2",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " reading ['iso_massf']...100%"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "6ed09e5dc4454d2a9b1c7638dccf681f",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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eXh5+++03DB06lBWSVEZFlFPEVVRUoKqqCjY2Nqw+V6xYAUIIK7LQmKACy4TgcDhYvHgxIiIiTPahoeoVUUUmkyEuLo7lJWnXrp3O/Q4fPlzntl9++aXObffv34/9+/dDJpOxBJlSjJmbm4MQgsWLF4PL5UIulzPHcrlceHp64osvvkBlZSUjmADF/JECgUCtP+V71S8KR0dH+Pr6ahSEVVVVjMgDFOKmrKwMZWVlGq9HVXAmJibqnPwpl8uRmpqqtYjfiRMnMHjwYADAoUOH1Lx5XC6XEWN79uzBsGHDACiE5sKFCzV65gQCAT766CP06dMHAJCcnMwShNWP6dmzJ3PPFBYW4s6dO2pt//nnnybnlaMeOUpTYOTIkejZsycmT56MxMREppK7TCbDsmXLWG0HDBgAAEhNTQWgiHZ06dIFY8aMYabGOX36NE6ePInIyEi88cYbL/VajEWzFFjnz5/HV199hZs3byI3Nxf29vYICgrC4sWL8corr9R6/NKlS9VuGECRNKhM6KsLhBCkp6ejsrLSJEs2aBMiSrhcrskKRGXCvqZEy9OnT2sUjUpR0qZNG7WH+FtvvYW33npLp3PPmzcP8+bN07hPLpezPqvPPvsMkydPZnnkVEWZ6qTgERERsLGxUROOEokE+/fvR15entrfycbGBp06dWI8eMr2quJR05BouVwOsVisNhLo6dOnNc41NmTIEOZ9UlISK9Rbne+//54RWNeuXUNERITWtoDib7p48WLY2dlh4MCBWnPyPvroI0ycOBEAkJaWhoULFzL3gupiaWmJHj16ICQkBIBC7F67dk1jWwsLC5ibmxt8n1OPHKWpwOPxcPLkSXz++efYsmULxGIxgoODsXv3brRv377GY+3t7TFkyBD89ddf2LNnD2QyGdq1a4fVq1fjs88+a7Rz9TZLgXXv3j0mZOLq6oqCggLs27cPoaGhOHHihM7uyG3btsHa2ppZr2sYZd26dQCAgIAAdO7c2STFFaDwnqSlpWkUV4DiIWzKAlETDS0aq39x2NvbM6G62ujWrRu6deumtv306dPYtGmTxmNKSkqwePHiGr0+U6ZMwQcffICqqio1kSeRSFgjkQYMGICTJ09qFYSq9rVp0wYzZszQGNaVSCTw9PRk2goEArRt25a1v7y8nJX7J5PJcO3aNZw/f77Gys+qQjgnJwf79+/X2vbLL79kBNbjx48RHh6ute3s2bOZzzkrKwthYWEaRZuFhQUiIiLw7rvvAlAMV//mm29gaWmJBw8esDxymzdvxogRI+Dl5QUATI6lqYRodYV65ZonDg4O2LFjh9p8gtVReq6U2NvbY+/evfVoWcNARxE+p7y8HN7e3ggKCqp19ITSg5WbmwsnJ6c6n1M5uuPw4cMghKB79+5qCeimRnp6OnJzc7Xub9Gihc4jVUwBiUQCLy8v5OTkaG3j6uqK1NTURiEalSMHY2NjtQrGbt26NboRhcrr0pT7FxQUhAMHDmgUeRKJBB06dGAmms3KysKBAwcYb1z1ZeTIkRg1ahQARUhzxIgREIvFKC8vZ9ooz79w4ULGI5eSklJjEu+MGTOYHL6srCy0bNlSa9sJEyZgz549AICysjJYW1tDKBTCysoKVlZWsLS0ZN5HREQwIXNCCD7//HPWftX3Hh4e6Ny5M3Oe3NxcRgAa00NAR6+aFnUZRUgxDs3Sg6UJS0tLODs7ay2DoAlCCIqLi2FjY2PQFwiXy4VMJtPqGTIlPDw8aiwt0dgQCoW4du1araKxMYgroGl6GYGac/9iY2Px6NEjnXKx3NzcMHfuXJ3O6efnh6SkJLXtVVVVEIvFLK9Sq1atcOHCBY2irby8HF26dGHa8vl8TJgwAY8ePcKFCxfU+ldNM1Dm4inFYn5+Pqut6g+yiooKbNiwQev1DB8+HEePHgWg+O5yc3NjxKKFhQWsrKxgbW0NGxsbhIWF4ZtvvmGO/eKLL8Dlcpn9qq9ubm4ICgpi2v7f//1fk8uTo1DqQrMWWMoRbnl5efj5559x+/ZtLFy4UOfjvb29UVpaCisrKwwfPhwbNmyAi4uL3nYoBRZ1JjYMTUk0NjXBCDR8GLc6ylIlqlhaWjLJ/LXh5OSE3bt3IyQkRG2EK4/Hw6NHj5jRuE5OTsjNzWUGPqgOgigvL1fzSHz++eca25aVlbE8bFVVVazzKsVgXl4eAEU4V5Wvv/5a62T04eHhiIqKAqD4W6lO9gsAb7zxBgICAmBjY4MuXbqwwtebNm1iRo/Z2NjAzs4Otra2sLW1haOjIyts3JDQkCelLjRrgTV69Gim2KVAIMC0adOwePHiWo9zcHDAJ598gl69ekEoFOLChQv47rvvcPXqVVy/fp2VMKyK8leokpKSEgAv8nAagweLYvo0JcEINE2vXE0eOVWvD5fLhZOTk06pCBYWFjWWA1FFIBBAJpNBLBYzYqy0tJRZVPMA5XI5vvjiC5SUlKC0tFTtVTnqS3ld1UuiSCQSrQMh1qxZo/XHQFBQEKuoca9evZCXl8cSYcr3rVu3ZnkmL168CEIIq42trW2d6s3RgQiUutLoc7CU9ZB0QSgUsv4x4uLikJubi/T0dOzZswdt27bFli1bWInrunLgwAGMGzcOa9aswfz58zW20Tb68NixY5BIJAgMDKx1tAWF0hxpSrl/zS1Pjsvlom3btli+fDlEIhFrdOinn36KZ8+eoaSkhJmMuKioCMXFxejcuTP+/PNPpq2LiwtrpghVOnfujLi4OGbd19cXKSkpau0sLCzQsWNHXL16ldm2YMEC5OXlwcHBAfb29qxXJycnPHv2rFHP8EBzsBqORi+woqOj9Z4zSROVlZXo2rUr/Pz86jyxpJubGwICArROFFzdg5WZmQl/f38cP34cYrEYHTt21GofhUJpGjS1gRVKqk81VR1DhcmdO3dQWFjICDDlUlRUBCcnJ8yaNYtpO2jQIDx8+JDZr1pepFOnToiPj2fWtYkxAPD09ISLiwtLNPL5fLRr1w4ikYgZ9evg4AA3NzdWikl8fDwIIcx+GxubBik3QAVWw9HoQ4R+fn7YtWuXTm2rT/uiikAgwLBhw7B27VqIxeI6TUzp4eGhloSqirI2jxLl0HIaIqRQmg80T65uXrmAgACd26p6vgBFzpnSQ1a9ztv8+fORmZmJwsJCFBYWoqCggHk1MzNTC+VWVVVpHPzg6enJElhTp05lecq4XC7s7Oxgb28PT09PREdHM/t+/PFHPH36FA4ODiwPmvJ9XXJ7KQ1PoxdYdZkzSRtisRiEEJSUlOgtsAghSE1NZY0W0hUfHx+4uLg0qi9UCoVSd2ie3MuFz+dDJBIxc4mqUn3WAiXKkGf1gQhcLhc+Pj5YtWoVI8oKCwthaWnJOt7R0RFubm4oKChARUUF5HI5CgoKUFBQoJantmPHDpYYU8XGxoZV52369Om4ffs2I75sbW2Zoro2NjZYtGgR0/bEiRO4detW7R8QpV5o9AKrLjx9+hQtWrRgbSssLMSRI0fg4eHB2peWloby8nJW6C43N1dt8slt27YhNze3TnMmmZubq83BRKFQKI2FpuiV0zYQQS6X4+7du7C2tq5xNoeTJ08y7ysqKlgesupetDfffBMdO3Zkec+Urw4ODqy2N2/e1CrG7O3tWQLr66+/1pqyQql/Gn0OVl3o1q0b3N3dERISghYtWiAtLQ27du3CkydPcOjQIWaiSkAxBDkmJoZVQsHS0hJvv/02AgMDYW5ujosXL+LgwYPo3LkzLl26pPZLRhs0Nk6hUCimhykNRJDL5azcrX///ReZmZmMN6ykpIQ1ef3atWuZtv/5z39w9epVnD59mj5nGoBm6cF67733cPDgQWzatAmFhYVwcHBAz549ceDAAfTt27fW48eNG4fLly/jyJEjqKiogJeXF+bNm4dFixbpLK5UycvLQ2FhIUQiUY0VnikUCoVS/5hSyLN6YnzPnj11Pnb58uXMD3nKy6dZerBMBeWNf+7cOeTn58Pb2xtdu3ZtaLMoFAql2dNUSoPQSEnD0Sw9WKaGg4MDRCIRHB0dG9oUCoVCoaDpDUSgvHyowDIBnJ2d6S8LCoVCoVCaEC+/6hmFQqFQKBRKE4d6sEyA+Ph4pKWlgcvlwt3d3WS9WU0lJ0FJU7qepnQtQNO7HgqF0vygAssEGDJkCPPeVKfIkEgkCA4ObjLTezSl62lK1wI0veuhYpFCaZ5QgWVCcDgceHh4QCAQNLQpaggEAnh6eiI3N1drXRhTtV0TTel6mtK1AE3repqaWASoYKRQdIUKLBOCEIIVK1bUe+G6usDhcLBixQqtlerlcrnJ2q6JpnQ9HA4Hy5cvx6BBgzTul8vlmDdvHvLz8yGXy+u0aDqnpvc17dO1HaCYx23KlClar2f27NnIyckBj8cDl8tVW6pv53A4DfK3bEpiEWiagpFCqS9oHawGpHoBOHNzc3Tq1AmEEJ0eeso/HSHEKO8BaH1gKR9SaWlpqKioULsWS0tLdOzYscbjVftRfejV9r6ubZWfo7ZXuVyOEydOID8/n/UZcDgc2Nvbo1+/fsznU/1YmUxWZ7FSHwv9N64dbfejpnuWx+PBzMyMtfD5/DqtP3nyBMePH9dq15QpUxAQEAA+nw+BQACBQMDMLVf9fU37hEIhzMzM6lVImlKFc2PQHLxxtA5Ww0EFVgNCK+xSGoraRHBN3p/qXxmGrNe0r6qqCqWlpWq2m5mZsQQvhY0uQkz5am5uDgsLC9arpm2q+27fvo0FCxZoPf+ff/5ZpzlZXzYSiQReXl5N3htHBVbDQUOEJoKLiws+/PBDdO3aVa+HnvLBZ4z3unjOZDIZpk+fjpSUFGaOrLZt22Ljxo06H1/dI6TJw2SMbdW9Wto8aN988w0yMjJACGHy4D7//HOt7XXx0mnzjNTnwuFwEBERgYSEBMhkMvB4PAQFBeHixYssWxqDZwF44S25ceMGcz1du3ZleUdU/97VvYqavIy6bJPJZMwilUohlUpRVVXFvK/Ltnv37uHgwYNq1xgREQEXFxdUVVWhqqqKmVOusrISEolE67ryvUQiUROZyjaaxOnLYNCgQRAKhSxxZmFhASsrK2axtLTUul7TPuW6ubm5wfdxUwvfUkwP6sFqQFQ9WIsWLUJ4eDheffXVBraqdk6fPs36hXrq1CkMHDiwAS0yjKZ0PU3pWoCmcz26iMW6IpVKaxVimt5LJBJUVFRALBazXnXZ9uzZM2RlZRnp09EfLpfLCC9VAWZjY8NabG1ta1y/ceMG3n33Xa3naUz3m7ZwZ05ODgYPHkw9WA0AFVgNiFJg+fv7Y+nSpbCzs0NERERDm1UryofFtWvXEBwc3GjyLbTRlK6nKV0L0LSup6mIRUCzYAwKCsK5c+c0Crfy8nKUlZWhrKxM63td1isrK1/aNdrY2CA0NBS2trbMYm9vzyx2dnasdXt7e1haWjbI/alLuJMKrJcPDRGaALNmzWJCdI0BDoeD1atXY+bMmVi9enWjfeApaUrX05SuBWha1xMREYHg4GBGLDaGH1PaqD4KVyaTYdWqVbCzs6vX80ql0hoFWklJCWspLi6udVtVVZXGc5WUlODEiRN62WdmZqZVfNUkzJTbrK2tweXqP8FKbeHOl0FWVhY2b96MK1eu4Pr16ygtLUVUVBTCw8N17iMzMxNz5szBmTNnIJfL0a9fP2zatAne3t71Z3g9Qj1YDYjSg5WQkIC7d+/CyspK61B7CoXS+Dl79ixmzpyJLVu2NIp0gJpoKt7FiooK9OrVCwkJCay80uXLl6O0tJQRYkVFRSgqKkJhYSEKCwtZ7wsLCyGVSg22hcPhwM7OjhFctb3a2NgwAxZiY2Mxc+ZMrX3XtwcrOjoa/fr1g4+PD5ycnPDPP//oJbBKS0vRtWtXFBUVYe7cueDz+di0aRMIIYiLi4Ojo2O92V5fUA+WCdFQvzwoFMrL4dVXX0ViYmJDm2EUmop30dzcHGvXrmW8cXK5HN98841e4VtCCMrLy1mCq7oA07avoKAARUVFqKysBCGE2f748eP6uuR6oVu3bnj27BlEIhEOHz6MUaNG6XX81q1bkZKSgqtXryI4OBiAYsBEx44dsWHDBqxevbo+zK5XqMAyAZQuYepMpFAojYmmIhgNDd9yOBwm0b5Vq1Z1sqGiokJNfCnfa3stLS1lDWAoLi5GUVFRnc5vKDY2NgYdf/jwYQQHBzPiCgD8/PwwYMAA/Prrr1RgUeqGUmBRDxaFQqG8fEzBG2dubg5XV1e4urrWuQ9Ngw8CAgKQkJBgREuNj1wuR0JCAt577z21fT169MCZM2dQUlJisIh72eifTUcxOhYWFggLC0OfPn0a2hQKhUJplii9cY05N045+EAmkwFQDD74/PPPAYBJ8FcuEomkIU1lkZ+fD4lEAjc3N7V9ym1Pnjx52WYZDBVYJoCZmRmcnZ0hEoka2hQKhUKhNGKU4U4ACA4ORlhYGADA39+fSaC3s7PDmjVrtPYhl8uZ+me1LcZIbRGLxQCgsWK+ubk5q01jgoYIKRQKhUJpImgLdyYmJrLyw2qa/uf8+fPo16+fTudLSkqCn5+fQTZbWFgAgEavmnLuW2WbxgQVWCaATCZDSkoKCCHw8fFptKNxKBQKhdLwqA4+yMjIAACmkr0u+Pn5YdeuXTq11RTW0xeRSAShUKhxdgDltpYtWxp8npcNFVgmgFwuR3x8PACgXbt2VGBRKBQKpcFwdXXFpEmTXtr5uFwuAgMDcf36dbV9V65cgbe3d6NLcAdoDpZJwOVy4e7uDk9PT1qqgUKhUChNmrS0NCQnJ7O2jRw5EteuXWOJrLt37+Lvv//Wu6aWqUAruTcgykrudI4oCoVCodQHL/M5s3LlSgDAnTt3cPDgQbz33nto06YNAODLL79k2oWHhyMmJoblUCgpKUGXLl1QUlKCzz77DHw+Hxs3boRMJkNcXBycnZ3r1fb6gAqsBoQKLAqFQqHUJy/zOVNTeouq1NAksACFrapzEYaHh2PTpk1o165dvdlcn9AcLBOBEMLMg0VzsCgUCoXS2NDVXxMdHa1xu7u7O3777TcjWtSwUIFlIhw9ehRyuRyDBg2ClZVVQ5tDoVAoFArFAGiSu4lAp8uhUCgUCqXpQD1YJkJoaCg4HA4sLS0b2hQKhUKhUCgGQgWWiUCnyaFQKBQKpelAQ4QUCoVCoVAoRoYKLAqFQqFQKBQjQwUWhUKhUCgUipGhAotCoVAoFArFyFCBRaFQKBQKhWJkqMAyVSpLgcLHDW0FhUKhUCiUOkAFlqly5zcg9nugJKuhLaFQKBQKhaIntA6WqVJRqHitLAHuJwCFqUC7SMDeqyGtolAoFAqFogPUgwVgypQp4HA4GDJkiM7HJCUlITIyEtbW1hCJRHj33XeRm5trPKPkUsUrkQOlWUDRY6DciP1TKBQKhUKpN5q9B+v69evYvXs3zM3NdT4mIyMDoaGhsLOzw+rVq1FaWoqvvvoKt27dwtWrVyEQCAw3jMiev8oBc3vFe6VXi0KhUCgUiknTrAUWIQQzZ87EhAkTcO7cOZ2PW716NcrKyhAbGwtPT08AQI8ePfDaa69h9+7dmDp1quHGKT1YchkVWBQKhUKhNDKadYhw7969uH37NlatWqXXcUeOHMGQIUMYcQUAr776Knx9ffHrr78axzjVEKFSYIkLjNM3hUKhUCiUeqXZCqySkhJ88cUXWLhwIVxdXXU+LjMzE0+fPkX37t3V9vXo0QM3b940joFyGiKkUCgUCqWx0mxDhMuXL4eFhQXmzJmj13FZWYqyCW5ubmr73NzckJ+fD4lEAqFQqLZfIpFAIpEw6yUlJZpPQuSac7AkRYp1TrPVxRQKhUKhNAoavcCSy+WorKzUqa1QKASHw8G9e/ewefNm/PLLLxqFUE2IxWKmr+ooE+XFYrHG/WvWrMGyZctqP4nSewUoBJXQViGqiByQlADmdnrZTKFQKBQK5eXS6F0h58+fh4WFhU7L3bt3AQCzZs1C79698dZbb+l9PgsLCwBgeaKUVFRUsNpUZ8GCBSgqKmKWxMREzSchMvZ7DhcQPhdVNExIoVAoFIrJ0+g9WH5+fti1a5dObd3c3PD333/j1KlT+P3335Gamsrsk0qlEIvFSE1NhUgkgq2trdY+gBehQlWysrIgEom0esWEQiFrX3FxsWZDlQnugMJrBSjChBUFigW02CiFQqFQKKZMoxdYrq6umDRpks7t09LSAABvvvmm2r7MzEy0adMGmzZtwuzZszUe36pVKzg7O+P69etq+65evYqgoCCdbdGKJoFlIQIKHwHlzwzvn0KhUCgUSr3S6AWWvvTv3x9Hjx5V2z516lR4eXlh0aJFCAwMZLY/ePAAANC2bVtm21tvvYU9e/YgPT0dHh4eAIBz587h3r17eifNa6R6DhYAWDopXsVUYFEoFAqFYuo0O4Hl6enJql+lZPbs2XBxccHw4cNZ2wcMGAAArHDiwoUL8dtvv6Ffv36YNWsWSktLsX79egQGBmLy5MmGG6nJg6UUWOV5hvdPoVAoFAqlXmn0Se4NgYeHB2JiYtC2bVvMnz8f//3vfzF48GD89ddfeo9K1IiqwFJ6s5QCqywXIMTwc1AoFAqFQqk3mp0HSxuqHipdtgcEBOD06dP1YwzRFCJ0BMABZBKgshQQ2tTPuSkUCoVC0ZOsrCxs3rwZV65cwfXr11FaWoqoqCiEh4frdPzSpUs1ljESCoXMCP3GBhVYpois6sV7pcDimr0YSVieRwUWhUKhUEyGu3fvYt26dfDx8UFgYCD++eefOvWzbds2WFtbM+s8Hs9YJr50qMAyRTR5sABFmLCiQJHo7tDm5dtFoVAoFIoGunXrhmfPnkEkEuHw4cMYNWpUnfoZOXIknJycjGxdw0AFlimiKckdeFHBXaKlfhaFQqFQKA2AjY1xoiqEEBQXF8PGxgYcDscofTYUNMndFGEJLBVvluC527SyVBFGLHjELulAoVAoFEojxtvbG3Z2drCxscH48eORk5PT0CbVGerBMkU01cECAL6V4rWyFEg+CmTHAZ59AZ9BL9U8CoVCoTQuSkpKWLOHVJ9ZpKFxcHDAJ598gl69ekEoFOLChQv47rvvcPXqVVy/fl3r7CqmDBVYpoi2ECHjwSpTVHUHgLQLVGBR1NBnEnQKhdL4EQgE4HK1B6X8/f1Z60uWLMHSpUs1ttXn+0MoFBollDdr1izW+ltvvYUePXpg3Lhx2Lp1K+bPn69Xf1FRUTh37hwuXbqEjIwM5OXlwdLSEs7OzggMDERYWBiGDBkCV1dXg23XhtEFlilcVKOnVoFV+nLtoTQqKisr8ejRI8jl8tobUyiUJgGXy0WbNm0gEAg07k9MTESrVq2Y9Zq8V+fPn0e/fv10Om9SUhL8/Pz0M1ZHxo4di7lz5+Ls2bM6CayysjJs2bIFP/74Ix4/fgzyvGakubk5RCIRxGIxbt++jYSEBOzfvx98Ph9Dhw7FnDlz8MorrxjdfqMILFO7qEaPtlGEVGBRaoEQgqysLPB4PHh4eNT4i5ZCoTQN5HI5njx5gqysLHh6emr0KNnY2OgcZvPz88OuXbt0auvm5qaXrfri4eGB/Pz8Wttt374dy5YtQ05ODjp16oQVK1agV69e6N69OysBnxCClJQUXLlyBWfOnMH//vc/HD16FG+88QY2bNiANm2MN0LfYIFlihfV6NFUyR14IbCk4pdrD6XRIJVKUV5ejpYtW8LS0rKhzaFQKC8JZ2dnPHnyBFKpFHw+36C+XF1dMWnSJOMYZgCEEKSmpqJLly61tp0xYwbGjBmDefPmoWPHjlrbcTgc+Pr6wtfXF++++y7EYjH279+PNWvWYO/evfjPf/5jNPsNFlimeFGNlWelEhRVVMJbW4iQbwFwuOxtgEKQcWk6HQWQyRSCXFuYgEKhNE2U//MymcxggVXfpKWloby8nBVazM3NhbOzM6vdtm3bkJubi8jIyFr7vHPnDnx9ffW2xcLCAh988AEmT56MtLQ0vY+vCYOfyqZ4UY2RKpkcr2w6g0fPSvF4ggWYDDVVMcXhKkYSVpawD476D+A/CnCrXeVTmgeNvX4MhULRD1P4n1+5ciUAhS4AgL179+LixYsAgC+//JJpN2HCBMTExDDpRADg5eWFt99+G4GBgTA3N8fFixdx8OBBBAUFYdq0abWeuy46RBUej2f0SJrBAssUL6oxsv/aI9zNUQyhvXQ/G285Pt9R3VslsFYXWACQ+BsVWBQKhUJpMBYvXsxa/+mnn5j3qgJLE+PGjcPly5dx5MgRVFRUwMvLC/PmzcOiRYsabbpDvWbATp48GWKxIl/oyZMn9XmqRs+Gc0nM++wiFQGlSWBRKI2cnJwc9O7dG2FhYejTpw9u374NAPjxxx/Ru3dvhIeH4+HDhw1spe5oux4lFy9eBIfDQV5eXgNZaPrU9Bk2ls9P2zV88skn6N27N3r27Ino6OiGNbIeIYRoXVSJjo5W2/bjjz/izp07KC4uRmVlJVJSUrB27VqjVIifMWMGM2F0UVGRwf3pSr0m7lhYWKCyshIWFhZwd3eHo6MjOnXqxCydO3dGQECASRU7awikMjk6uNpBIpXj9Y6tICzMfLGTVKvUzm+cSp5CUcXJyQkXL14El8tFdHQ01q5diy1btmDHjh24dOkSbt68ifnz5+PXX39taFN1QtP17Nu3j9m/adMmdO/evQEtNH1q+gwby+en6RqWLFmCpKQkXL58Genp6Rg3bhzOnz/f0KY2K4qKilBRUQFzc3M4ODjA09MTnTt3ZnRIp06d4OPjY/Qwa716sLZu3Qo7O8X8eRkZGfj555/x2muvITs7G+vXr0dISAhsbGzg7++PiRMn4pdffmmWtXvMeFz8+n5f3FsyDBvf7IpObiqKvboHiyazU5oAPB6PKSFRWFiIzp074+rVqwgPD4eZmRmCg4Nx9+5dnfsLCAjA8ePHWdsOHjyI0aNHG9VuJRERETh79iyzrul6lBw/fhx9+vSBlZVVvdjSVND2GRry+dXnPQDodh+4uLjAwsICUqkUhYWFaonclPrn559/hr29PQAgOTkZ69evR6dOnRAfH4/PPvsMfn5+sLGxQUhIiHFPTBqQiooKcv36dbJz504yffp00qJFC/Lxxx83pEkvlfT0dAKApKens3ck7Cfk7ALFcm0be1/SHy/2VV8ozR6xWEwSExOJWCxuaFNq5c6dO6RXr17E3d2dXLlyhezfv5+sWbOG2d+xY0fmfXJyMhkyZAhxdHQkNjY2pH379mTt2rVa+5bJZKRNmzYkISGhXmyPjo4mQUFBrG3Vr0dpx6BBg4hYLCZhYWEkNze3TtfTXKj+GWr7/Aip/TOs73uAEN3uA7lcTj766CPi7e1NXF1dyT///KPWz+TJkwkAkpiYWGdbtP3va33ONEFOnjxZp+MKCwtJTEwM+eabb4xqT716sGqLewqFQnTr1g3vvfcetm3bhpMnT+LAgQP1aZJJUiiuZMejVWpfEbkMcrnKPurBojQR/P39cfnyZRw/fhwzZsyAg4MDCgsLmf08Ho95//rrr6Nz585IS0tDQUEBjhw5Am9vb619nzx5EiKRCIGBgfVie2hoKAoLC3Hp0iWt1wMABw4cwLBhw2Bubs46Xt/raS5U/wy1fX5A7Z9hfd8DgG73wV9//YVnz54hJSUFN27cwMcff8zqo6SkBL/++itEIhF27txZ4/kIIUwpFoo6b7zxBnbs2KH3cXZ2dggNDcUnn3xiVHsMFliXL19GeXm5xn3KuCegmMixdevWeOONN7B48WIcPnwY9+7dYwmLjh07qo1CaA6M23UJ9p//hr/vZis2qNTBupWZjzPJWS8aU4FFaQJIJBLmvb29PSwtLRESEoKYmBjIZDLcuHEDPj4+AIC8vDw8ePAA06ZNg6WlJXg8HgICAjBq1Cimj9atW+OPP/5g1o8dO4b+/fsz64QQfPvtt/D19YWdnR3mzp2LmzdvIjg4WKN9MpkMdnZ2mDlzJmv7/Pnz8c4774DD4aB///44duyY1usBgFu3buHw4cOIjIxEQkICxo4dq9P1mAplj+KQcWip1qXsUZzRzqXpM9T0+QG63RPV7wFAv/ugtnsAgE73gVwuh0gkApfLha2tLcrKylj9HTp0CFZWVli3bh327t2Lqqoq1v7WrVtjzZo16NmzJywtLZGYmKjzZ9rcaNWqFaZNm1briEVV7t27V38GGewC43LJ8uXLa2139+5d8uuvv5Ivv/ySDB06lHh5eREOh0OsrKxIjx49DDWjUaJ03fImf0Pw8T6S8rRYseP6D0zYL/7IUvLG99EvDnpwloYIKVppLCHCy5cvk9DQUBIeHk7CwsJIbGwsIYSQbdu2kV69epHQ0FCSkpJCCCFELpeT9u3bkwEDBpBDhw6R1NRUtf68vLzI0aNHmfXg4GCyc+dOZn3NmjWkU6dOJD09nTx8+JDw+XzSr18/curUKa02xsbGEisrKyKXywkhhDx8+JDY2dmRR48eEUII+eqrr0hERESN16OKMsSly/WYClWlBeTaeDvy75tQW66NtyNVpQVGO1dtn6FqiFCXz7D6PUCI/vdBbfcAIbXfB1KplIwfP5706dOHdO/enezbt491jp49e5I5c+aQkpISYmVlRY4cOcLa7+XlRXx9fUlycjKRSqVEIpFotJWGCAnJyckh3bp1I1wul7z77rukqqpKa9uEhATy9ttvEzMzs3qzx2CBZWZmRpYsWcKs29vbk++//16nY+sr7tlYUN74mLiZ9Fx/ivknJte2MaLpzu9LCT7eR6bs/5eUVlQR8iiaCiyKVrR9yZZWVGldxJVSnduWS6q0tq1PsrKyyKeffkr8/f0Jl8slHTp0IGfOnGH2VxdY7dq1I7/99hshhJDy8nJiZWVFLl26xOz38PAgoaGhtZ7XysqKPH78mBBCyKhRo8gXX3zB7Pvhhx9IcHBwvVzPy0AqLtVpebxvgUaBlXZgMZGKS4msolxrv/VJbZ+h6j1ASN3vg5ruAUIMuw/u3LlDAJC4uDhCCCHjx48ngwcPZrXx8vIimzZtqrUvKrAUlJWVkSFDhhAOh0MGDBhAioqKWPuvXr1Khg0bRrhcLuFwOPXq4DE43uTs7IwHDx4w60VFRcjOztbpWGXcMzQ01FAzGj2fDejwYoioSojQzlwRxf3x8n14O1ljvh8NEVL0x3ruIa37Bge0xIkP+zHrLRYcRnml5jyPsHYtED37NWa99ZI/kFeqCIuQb8cZyVp1XF1dsWHDBmzYsAH5+flYtWoVRowYgbS0NIhEIrX2Dg4OKC5WFO6NiYmBra0tevfuzeyvrKzEihUraj2vj48P7t69i7S0NMTExLDyO4qLi+Hg4PBSrqc+uD6u7jX1eJZ2ELp44/o4a9gEhMF/eTSzL+7D1pAWK+pVhRwhWnownNo+Q9V7AKj7fVDTPQAYdh/s3LkTnTt3ZkZMTpw4EZGRkcjMzESrVq2Ydp6ennXqvzliaWmJ//3vf/jkk0+wfft29OnTBydOnMCjR4+watUqnD17FoQQ9OnTB19++SUiIiLqzRaDc7BeffVVHDp0CLNnz0ZUVJQxbGqWDApo+WJFRWC52QgxLrg1AGD7xRTIOTxQKM0ZkUiEpUuXoqysDI8ePdLYJigoCMnJyQCAzMxMuLu7M/uOHj2KnJwcdOjQodZz+fj4ICkpCZ9++imWLVsGW1tbZl9iYiKCgoIMuxjodj2mhuuQ2eCZm07ZCU2foeo9ANT9PqjpHgDqfh9UVVVh7969uHfvHlxdXeHq6opx48ZBJpNh9+7drLbK0g8U3eByudi6dSvWrVuH27dvw8/PD/369cNff/2F/v37Izo6GufPn69XcQUYodDof//7X9y+fRtbtmzBN998Aw6Hg++++w6xsbHo0qULgoKCEBQUhNatWxvB3KaJldAMlgKVP4XKKEIuCH4cE4KTd57gcX4ZErJKEPTyTaQ0cko3vK11H4/LLq73dM1IrW2rNUXqsuGGmKUTBQUF2LBhA8aPHw8fHx9IJBJs3LgRIpGINVmsKkOHDsXy5csBAO7u7khKSsL9+/fB4/Ewf/582NraIiMjg1WTaOnSpYiOjmZV2vbx8cGGDRtgY2ODKVOmsM4RFRWFPXv2vJTrqQ+67y/Vua20rBC3ZgdAVl4EnqXdc4Flje77S8HhsB/+QdtSjWypOrp8hqr3AKDbfaDvPQDU/T44duwYiouLERcXx9RoAhT1I3/66ScsXLjQJOYXbKwcO3YMhw8fBgCIxWJwOBysWrUKCxYseGk2GCywXF1dERsbi5iYGPz9999YuXIlysvLcfz4cfzf//0fc4PY2dmhc+fOLNHVqVMngy+gKeBsVW0IsooHC0QOC4EZPurrg7SCcjjaANAwFaGyLTj0lw5FHSuh7v/q9dW2rggEAmRmZmLw4MF4+vQpzM3N0bVrV/z5559ai08OHjwYM2fOxO3btzFgwACMGTMGISEh4PP52L59O65cuYLevXsjIyMDjo6KiT/T0tLwyiuvsPrx8fFBWloa/vzzT1bZiAsXLsDW1hZ9+/Z9KddTH+jjgeKZW8F1yGxk/roMrkNmw8zKXrGdp/73fxmeLV0+Q9V7oGPHjjrdB/rcA4Bh98HOnTsxZswYNVE9c+ZMrF+/HlFRUWqjICm1c+jQIaxevRq3b98Gh8PB6NGjMWTIEMycORPLli2Dh4cHxo8f/3KMMXZSF4fDIcuWLSPFxcXk/PnzZPPmzWTy5MkkKCiICAQCwuFwCIfDIVwu19inbnQokw+X//Z8lOC17YRcWs9OXI9ZwT4o55b2JPeqipd/ERSTorGMInwZHDhwgIwePVrn9h07diR5eXmsbYcPH2YVPFUSERHx0pPSG5qq0gJyY5qXUUcO1jf1eQ8QYlr3AU1yJ6R9+/aEy+USPp9PJk6cSO7evcvsu3PnDvH09CRcLpesXr36pdhj9J+fP//8M1q3bg0bGxv07duXpeyrqqpw+/Zt3LhxA3FxccY+daNlcs+2ijcVBYCkmL1Tn6ly5FUAmve8jhSKkjFjxmDMmDE6t79165batoSEBHTr1k1t++nTpw2yrTFiZmUP/+XRjPeqMVCf9wDQPO8DU+bRo0f44IMPMH/+fLRp04a1z9/fH//88w8GDx6ML7/8Emlpadi6dWu9hmGNLrBqcr3x+Xx06dIFXbp0MfZpmwaaxFM1gfUwvwJa6z2rhhYpFIrBxMfHIzw8vKHNMBmELVo3tAkvHXoPNB4ePnzIGn1ZnZYtW+LixYt488038f333yMzMxOHDh2ChYVFvdhDx/ybAEXiKrgDtQosuZxg3rFbOKxNn8oq68M8CqXZolodntI8ofdA46EmcaXE2toaJ0+exPvvv4+9e/ciPDwcV65cqRd7aEa0CfB/tzIUb2oRWFwuB68H1lAPhXqwKBQKhUKpETMzM+zZswcLFizA9evX6+08BgusyMhIXLt2rU7HlpWVYe3atfjuu+8MNaNRY6MciaVNYKnM1zgsqLX2jmRV2vdRKBQKhUJhWLVqFbZv315v/RsssHJzc9GzZ0/069cPu3btQlFRUa3H/Pvvv/jkk0/g5eWFFStWwMXFxVAzGjWWNQksgOXFcrSpYQi0nAosCoVCoVB0RVNtM2NhcA5WbGws9uzZg2XLluH999/HlClT0L59e3Tr1g0uLi6wt7dHRUUF8vPzcffuXVy/fh0lJSXg8Xh45513sHLlymY/DYCVQBeBxau5DUA9WBQKhUJplkRGRmLFihUIDg7W+9iysjJ88803sLGxwccff2w0m4yS5D5x4kRMmDABJ0+exK5duxAdHY19+/apteNyuejUqRNGjBiBDz74AG5ubsY4faPHUqPA4gB4HhpUHUlYa5kGCoVCoVCaF8poWmhoKCZMmIA333wTdnZ2NR7z77//Yt++fTh48CDEYnGdKvLXhNFGEXI4HLz++ut4/fXXAQBJSUnIyMjAs2fPYGFhAWdnZwQEBNR6wc0RK6EG7xRPAMgUk+jqLrBokjuFQqFQmh+mGE2rtzINHTp00GkyVQpgxdfgwWIJrBdzE9YcIqRlGigUCoXSPDG1aBqtg2UC2FsKFG9UxROXp5hXkMjZHiwOey4sFtSDRaFQKJRmjClF016KwCotLcWBAwfwzz//IDs7G4BikujevXtjzJgxsLa2fhlmmCwac7C4ZloEVg1l/WmSO4VCoVAoDA0ZTav3QqMJCQnw8fHBokWLUFpaCm9vb3h7e6O0tBQLFy6Er68vbt++Xd9m1MiUKVPA4XAwZMgQndpPmjQJHA5Hbak+K7reaBJYgPp8hCo8te6AP7MVArW8osKw81MoFAqFUgfOnTuH9957D76+vrC0tIS3tzc++OADZGVl6dxHZmYmRo8eDXt7e9ja2uKNN97Aw4cP69Hq+qXePVgff/wxIiMjsWPHDvB47PCWVCrF1KlT8eGHH+LChQv1bYpGrl+/jt27d8Pc3Fyv44RCIXbs2MHaZrDLUVVgcXi1CyyhHZx7jEd2ylYApUjMzEV3mvZGaQTk5ORgxIgR4PP5kMlk2L59O9q3b4/w8HDcuXMHO3bswMiRIxvazBrRdA0dO3YEAFy8eBF9+/ZFbm4unJycGtjSxkFT+Dy1XUNiYiI++ugjAIqIjlwux40bNxrYWuPyxRdfID8/H6NGjYKPjw8ePnyIb7/9FsePH0dcXBxcXV1rPL60tBT9+vVDUVERFi5cCD6fj02bNiEsLAxxcXFwdHQ02MaXHU2rd4F1/fp1/PDDD2riClCUq//888/RtWvX+jZDI4QQzJw5ExMmTMC5c+f0OtbMzKzGia3rhDYPllymuT0U8eZOHi0AaSbuZeeji1wOHpfOgEQxbZycnHDx4kVwuVxER0dj7dq12Lt3Lw4fPozvv/++oc3TCU3XoEyo3bRpE7p3797AFjYumsLnqe0a/P39ER0dDQD47rvvUFhY2KB21gcbN25Enz59wFV5/kRGRiIsLAzffvstVq5cWePxW7duRUpKCq5evcrUsho0aBA6duyIDRs2YPXq1QbZl5CQgIEDB0IqlSI8PBze3t4AgKdPn2LhwoVYsmQJzpw5w4h6Y1DvT2IXF5calfqNGzfQokWL+jZDI3v37sXt27exatWqOh0vk8lQXFxsPIPUktyfi1KtIUJFnaxAD8XnJ6uS4FSi7u5YCqWh4PF4zBdxYWEhOnfuDA6HY9BonoMHD2L06NHGMlGNiIgInD17llnXdA0AcPz4cfTp0wdWVjXMukBRoz4+T1O5J1T55ZdfMGbMmHqzqaEIDQ1liSvlNpFIhKSkpFqPP3z4MIKDg1mFQv38/DBgwAD8+uuvBtunjKZlZ2fjt99+w3fffYfvvvsOv/32G7KyshAZGYkPP/zQ4POoUu8Ca86cOfjggw8wd+5cnDx5ErGxsYiNjcXJkycxd+5cTJ06FZ999ll9m6FGSUkJvvjiCyxcuLBW16UmysvLYWtrCzs7O4hEInz88ccoLS01zCh9c7Cez1EoECjCm9ZmcnwdlWyYDRTKSyIxMRG9e/fGjBkzEBYWVmPb8PBwCIVCWFtbQyQSITw8HLGxscx+uVyOhQsXYvHixfVm76JFi/D555+ztlW/Brlcjq1bt2r8or579y6GDh0KJycn2Nraws/PD+vWras3exsjxvw8TeWeUCU1NRUymYzxnqjy3nvvgcPh6CRGGgulpaUoLS2tNawrl8uRkJCg0UvZo0cPPHjwACUlJQbZcv36dcybN6/GaJqxJ36ud4E1a9Ys7Ny5ExcuXMAbb7zBKNQ33ngDFy5cwI4dOzBjxoz6NkON5cuXw8LCAnPmzNH7WDc3N8ybNw+7du3CL7/8gmHDhmHr1q2IjIyEVKq9VIJEIkFxcTGzqN0wdUhyB6ComQWFwDp7Nxuxac/0viYKRQkhBCkpKSAqk4zXB/7+/rh8+TKOHz+u03fAunXrUFpaiidPnqBLly544403mH0nT56ESCRCYGBgvdkbGhqKwsJCXLp0idlW/RoOHDiAYcOGaczpfP3119G5c2ekpaWhoKAAR44c0figbSxUSuXILzNuaRhjfp6mck+ocvDgQbzzzjtq/ZSUlODXX3+FSCTCzp07tZ6PEAKZTHvKSE2UlJSwnj8SiaRO/ejD119/jcrKSrz99ts1tsvPz4dEItHowVZue/LkiUG2NEQ07aUk64wdOxZXr15FeXk5MjMzkZmZifLycly9etVgV6lcLkdFRYVOi/KBce/ePWzevBnr16+HUCjU+5xr1qzB2rVrMXr0aLzzzjvYvXs3Vq1ahUuXLuHw4cM1HmdnZ8cs/v7+7Ab6Jrkrt5sprqGNHR/TAwU15mxRKDVRWlqKQ4cO4ejRozh06JDhXlktqH6529vbw9LSUudjzc3N8f777yMzMxPPnil+TBw7dgz9+/dntSOE4Ntvv4Wvry/s7Owwd+5c3Lx5U+tcZSdOnICvry+mTJmC1q1bQyQSYcmSJcx+DoeD/v3749ixY1qv4datWzh8+DAiIyORkJCAsWPHAgDy8vLw4MEDTJs2DZaWluDxeAgICMCoUaN0vm5ToVIqR3xGOX6PK0R6gfGKGxv78zTGPXH48GF069YNy5Ytg6enJ+zs7LBmzRpmvy73hCqHDh3SKDYOHToEKysrrFu3Dnv37kVV1YuSO61bt8aaNWvQs2dPWFpaIjExsdbPUhP+/v6s54/qdVSnLs/V6pw/fx7Lli3D6NGj1f4O1RGLxQCg8XmsFNfKNnWlQaJppJETFRVFoEhGqnVJSkoihBASGRlJwsLCWP14eXmR119/vc52lJeXEy6XS95//32tbSoqKkhRURGzJCYmEgAkPT1d0SDnFiFnFyiW278Scnmj4n3+A3ZHyjYxKxXrz1JebDu7gJDr3yu2SyWEJP9P/XhKk0UsFpPExEQiFotZ2yUSidalqqqKEEJIamoq+fbbb8m6deuY5ZtvviH3799n2lZWVmrtVx8uX75MQkNDSXh4OAkLCyOxsbGEEEJGjRpF2rRpQwIDA8nnn3/OtA8LCyObNm0ihBBSVlZGZs2aRby8vJj9wcHBZOfOnaxzrFmzhnTq1Imkp6eThw8fEj6fT/r160dOnTql0aZVq1YRLpdLtmzZQqRSKYmJiSE8Ho/cunWLafPVV1+RiIiIGq9B1ebc3FxCCCFyuZy0b9+eDBgwgBw6dIikpqbq9XkZE7lcTiql+i+lFVIS+7iU/HLtGfn53zzy8795JPZxaa3HyeVynewy9udpjHti4cKFxNLSkuzfv59UVVWRs2fPEh6PRyoqKpg2ut4Tt2/fJgMGDNB4np49e5I5c+aQkpISYmVlRY4cOcLs8/LyIr6+viQ5OZlIpVKt/2va/vfT09MJAJKYmMh6/qheQ3Xq8lxVJSkpiYhEIhIUFESKi4u1nkdJbm4uAUCWL1+utu+7774jAEhycnKt/dTG/v37SXBwMDEzMyMcDodwOBxiZmZGgoODyYEDBwzuvzoNXsm9oKAA//d//4cJEybU6Xg/Pz/s2rVLp7Zubm74+++/cerUKfz+++9ITU1l9kmlUojFYqSmpkIkEsHW1lYvOywsLODo6Ij8/HytbYRCIUuhqyXIVw8RcnVLcleGCBkKU4GCh8CzFCDjX8UywLARGI2dInElLj7IxdOSCng4WCK0XQsIzGqoit/E+Prrr7Xu8/b2RteuXXHkyBG1X6Pl5eU4cuQIs+7h4cHyOn///ffML8t58+bpbE+vXr0QExOjtr2mZNYFCxZg6dKlMDc3R1BQEOM1ABTfI6r/s2KxGCtXrsSZM2fg7u4OQDEcWyaTYeDAgRr7j4+Px7hx45iwTmhoKHx9fZGcnMyMLLK1tUVBQUGN16BEOWoMUHg6oqOjsX79eixbtgzJyclo3749Nm/ejNdee01rH/WBVA4cvK79e0of7mRV4E5WzfX33ukuAl+HfzVjf57GuCdu3ryJadOmMZ4zf39/EELAUSn4rOs9ERAQwEqIV5KYmIh///0X27dvh7W1NUaMGIGdO3fizTffZNp8+OGHaN++PQBozCHSBRsbG52fa/o+V1VJT09HREQE7OzscPLkSdjY2NTah0gkglAo1FgzS7mtZcuWOtlTE2PHjsXYsWNRVVWFvLw8AIqRn3w+3+C+NdHgAistLQ2TJ0+us8BydXXFpEmT9DofANbNqyQzMxNt2rTBpk2bMHv2bL3sKCkpQV5eHpydnfU6jkUdk9zVBBaA29f/gq+DGdT3NC8e55fiP8cTcOB6KqTyF+IhsKU9Dr3XBx1c6eTjgOLLSyAQvJS8jLqyZs0arf+XDg4OrB8sMTExsLW1Re/evZltlZWVWLFihdb+4+PjsWnTJta27Oxs1v90cXExHBwc6mS/q6srNmzYgA0bNiA/Px+rVq3CiBEjkJaWBpFIVKc+mzO1fZ7GuCfi4uJYPxxu3boFHx8fCAQvvlkNuScAYOfOnejcuTMz4nDixImIjIxEZmYmWrVqBQBGn4S4NvR9rip59uwZIiIiIJFIcO7cOZ1HBXO5XAQGBmpMMr9y5Qq8vb11Emq6wufz623+QVXqXWApBY02DE1c05f+/fvj6NGjatunTp0KLy8vLFq0iJUU+eDBAwBA27ZtAQAVFRWoqqpS+2OvWLEChBBERkbW3bg6J7mrx61zn+XCDpbwaMYlsZ4UliNw9QmUVCgScdu72MLLwQpXHufh1pNCLDmRgF/f79vAVr4cavrBwOVyYWZmhm7duuHy5ctq+0NCQtCrVy8AYP1yB4Bp06YZ1c66EhQUhOTkFyNoMzMzGS8FABw9ehQ5OTlap8wQi8VISUlhjSg+c+YMeDweevbsyWxLTExEUFCQwfaKRCIsXboUGzduxKNHj16qwDLjKrxKulIpleNuTgXuPZWgSsb2cAa4mSOwVc35c2Yv4TtI0+dp6D3x9OlTZGdns+o0xsbGokuXLqx2htwTVVVV2Lt3L0pLS5l7jzxPZN+9ezcWLVoEAGrlD0yRsrIyDB48GJmZmYiKioKPj4/WtmlpaSgvL2fNfjJy5EjMnz8f169fZ0YT3r17F3///fdLqTRgaDRNE/UusFq3bq32paxKdXdrfePp6anx18Ds2bPh4uKC4cOHs7YPGDAAAJhwYnZ2Nrp06YIxY8YwN8fp06dx8uRJREZGskY26U31Olh2XgDfCuBX+wLj8AAiA2yeu0x56u5NJ4EMJWVlgKoOzLkFWLsAVg1Td+xl09LeEksHdcIfCenY8GY3BHspKgHnFIux9OQt/Hd4l1p6aDqo/uLWRvfu3REbG8vyYgmFQoSEhGg9Xpd+XwZDhw7F8uXLmXV3d3ckJSXh/v374PF4mD9/PmxtbZGRkcF4pJYuXYro6GhER0fj9u3b4HA42LdvHzp16oT4+HhMnz4da9euZYX1o6KisGfPHr3tKygowIYNGzB+/Hj4+PhAIpFg48aNEIlEhk+xpSccDkenkJ0SPo+Hrp5W6NjSAknZFUjKrmCEFo/LAZ/38r6/lejyeRp6T9y8eRNt27ZlhdViY2MREhLCsqWu9wSgSMQvLi5GXFwc7O3tme1bt27FTz/9hIULF9ap34Zg3LhxuHr1Kt577z0kJSWxyk1YW1uznq0TJkxATEwMKyXho48+wo8//ojXX38dn332Gfh8PjZu3AgXFxfMnTu33u03NJqmiXoXWA4ODlixYoXWOjfJycn1WgjO2Njb22PIkCH466+/sGfPHshkMrRr1w6rV6/GZ599ZtgvjeoerLYRmtv1+ESRV9Wmn2Jdgwerhbkc5VIVz1feXeD2L4r3TTgfixCCskoprIUK0Tmnvx9m9/MDl/viIeBia4Ft7/RgHTNp7z8YH9wGr3Wof7exqWJubo7BgwcjJyeH2ebi4qL3NFINweDBgzFz5kzcvn0bHTt2xIABAzBmzBiEhISAz+dj+/btuHLlCnr37o2MjAw4OjoiLS0Nr7zyCgBFeHDo0KF49uwZ7O3t4ebmhiVLlmDixInMOS5cuABbW1v07au/11MgECAzMxODBw/G06dPYW5ujq5du+LPP/9sNAVJBWZcdHa3RAdXc0ZoNZgtOnyeht4TN2/eVJtlJDY2FtOnT2fWDbknAEV4UPXHupKZM2di/fr1iIqKqlO/DUFcXBwA4KeffsJPP/3E2ufl5aXmvKiOjY0NoqOjMWfOHKxcuRJyuRzh4eHYtGmTYak3z2mIaBqHVM9qNTIREREICwtjXJ3ViY+PR5cuXSCX1xIGa4JkZGTAw8MD6enpCtd1eR7wz0bFznaRgFeobh0RAvz9JZikdwAywkVBJQdOwuclGzxeAdKf12ppogKLEII5R2IRc/8pzn4yAI7WupXg+OV6KsbuvgQ+j4sjH/TF0ED32g8yUSoqKvDo0SO0adOmUQgjY/LLL7/gjz/+wKFDh3RqHxgYiOjoaDg6OmLGjBlwcHBgeTyqM3DgQHz22WcvPSndVKmUylEqkUNk1eCpvFox5J7QBVO6J7T976s9Z5opXC5Xp2haXeuMaaLe/zM+/PBDlJWVad3v6emp82iFJk/1Oli6wuEoEt1lL0I7PI4cTqr6QmpYDRFTRymuNkffBQBEpeRgZBfdEkPf6OSO0V098euNNIzaeQFnZwxAn7bNI4zalBgzZoxedfVu3brFvI+Pj8fHH39cY/vTp0/X2bamiMCMC9HLSLAyAEPuCV2g90TjoSGiafUusEaMGFHjfgcHB5YbvllTPQdLH8yELIGlRlV53WxqJCw7eYsRVz+MCdFZXAGApcAM+ye+gooqOY7dysCw72Nw6dMIOsKwGZGQkKBe+JdCoTQZunXrhoKCAgQEBGjcL5VKjT57hWn//GhuqAos6Jk4ylVNdFc/llQ2XYF1JTUPK07dBgBsezsYU15pp3cfZjwufpn8Cnq2dkJBeSUivv0bD/MMm/uK0ngoLCys1ylVKBRKw/Lhhx/Cy8tL6/76iKYZ3YP13nvv1dqGy+XC1tYW7du3x5AhQ5haH80elsDSU0mrxpYtRICYPR8hp4mGCOVygg8PXoWcEIwLbo3pfX3r3JelwAz/Nz0MfTf9heScYrz27d+4s2gIzPUZckWhUCgUk6MhomlGF1i7d+9mEsk0uds4HA5r+4wZM/Cf//wHX375pbFNaXzok3dVHdVaWRYOagKLFSKUy/QPQRqRjIwM2Nra6l0tXxO/x6fjZkYBrIVm2PRmN4P7c7I2x98zX8XgbVH4z6BAKq4oFAqFUieMLrAePHiA2bNn4+rVq5g1axZeeeUVuLi4ICcnB5cuXcKWLVvQo0cPLFq0CPHx8Vi5ciWWLFkCHx+fWmfcbvIYUg9MVWBVr5vFE4JUlb8IHBIZgJcjHORyOTIzM1FRUQE3Nzfk5uYiNjYW9vb2GDBggME10No5W2NgBzf0bO0EZxvjjJpzs7NA7LxBrNIOFAqFQmk8mEI0zegC69ChQ7hy5Qri4+Ph4uLCbPf19UXfvn0xadIkBAUFISoqCvPmzcOgQYPg7++PrVu3UoGlir7JdqrtqwksqVwGM9WQo1yqcXqd+iA9PR3Xrl0DoBipFRERAYFAACcnJ8hkMpiZGXYLBrmLcOrj/pAZucyHqrjKLCyHRCqDt5PxpmqgUCgUSv1hCtE0oye579y5E6NHj2aJK1VcXV0xatQo/PjjjwCAVq1aYciQIYiPjze2Kc0LlgeLXbjQjEjZbeXV1uuJnJwcPHvGDlUmJSVh8ODBCAoKMlhcqcKrp6kkLj/MRdDak3hrxwVUVBmvPgqFQqFQ6o8HDx5gyJAhaNGiBVavXo2YmBgkJycjJiYGq1evhouLC4YNG4YrV67ghx9+QMuWLbFkyRKda6bpgtE9WBkZGaypJTRhbm6OjIwMZt3T0xMVFQ1XFbihScwS4xnKQfLT4ZOXAysnF0UelT4QlYd/9RChWtMqfcco6sy1a9dQVlYGLpeLp0+fMtu7desGMzMzODo6MsJKLpcjISEB7u7ucHJy0us8Oy7fx60nhVgYEQAXWwujXgNKcxRTCgHwEinEalxGAeb+Hovv3u5R05EUCoVCMQFMIZpm9J/9rVq1wh9//KFVMFVUVOCPP/5gxTqfPn1q0GzkjZ2k7AokZIqR98cq3D78M8otfQDH9vp1ouoCtW9dY9Orj3Jq3G8I+fn5yMvLA5/Pnh/RwcEBHh4esLR8If4IIbh//z5iYmLUPF01UV4pxX+OJ2BL9F0cvlnz9Ad6U/IEuLZV8Qqglb0l9k7oDQDYeiEFZ5OzjHs+CoVCoRgdU4imGV1gvf/++3jw4AH69OmDY8eOMQ/OZ8+e4dixY+jTpw8ePnzISkC7cOECOnfubGxTGh32VnxALkVB5hP9E97tnhfWNDMHbNwAl05am+66fM8AK2ume/fuCAkJUasppGnEIIfDgY2NDQghuHTpEgoKCnQ6x9bz95BVLIaXyKpONa+0IpcBiUcAedXzV4VXMNK/JT4JVZR/mHbwKsorX06IlUJpTuTk5KB3794ICwtDnz59cPv2bWbfxYsXweFwkJeX14AW1o62a0hMTER4eDjCw8PRvXt3tTkOKcbHFKJpRg8Rzps3D0lJSdi3bx9Td4LL5TJzDRJCMHbsWMyfPx+A4oZ8/fXXERkZaWxTGhV8Hgfthn0Es6FTYeVThzBUhzeBtAtAy+6Kdf9RgLUb8EB9KoebabmITXuGbp66zbelD46Ojhrn8dI0CTaXy0X//v1x/vx5FBQU4PLlyxg0aFCNE2bfzy3Bsj8V01ksGRQIgZkRR0OmRgGlzz1UpVlAajTgPQAAsHpYEP5IyMDDvFIsPZmA/w6nX5AUijFxcnLCxYsXweVyER0djbVr12Lfvn0AgE2bNqF79+4NbGHtaLsGf39/REdHAwC+++47FBYWNqidzQFlNG3FihUa52V9GdE0o3uweDwefv75Z5w9exYTJkxAUFAQWrdujaCgIEycOBF//fUX9u3bxzxEXVxcsGnTJgwcONDYpjQaBDm34WddAnufbrD2Dalb6QKhDeAzGLB6Pocelwe4ddHYtKWNAE+K6r/wqHLqEQ8PD61t+Hw+QkNDYW5uDrFYXOOM5oQQvLfvH5RKpAht1wITQtrU3Ti5DEi/DMTtARL2A3d+BR5Vm7k+NZoJFdqY87Ht7WAAwIZzybj8MLfu56Zo/KVfkwfD1KjN1sbicTEleDwe81woLCxkohrHjx9Hnz59YGVlVdPhGjl48KDR55dTJSIiAmfPnmXWtV2DKr/88ote8yO2bt0af/zxh8G2NjdMIppGKA1Geno6AUCOjrAn/77FIYXxZ5l9lYVPiVwuN+wEkhJCzi5QWyTZyQZarpmioiJy//598vTpU0IIIXK5nGRmZhKJRFLrsbdu3SK//fYbiY6O1tom6m42wcf7iHDWAfL4WWndDZXLCLl1UONno7b8u4UQmZQ5dNLPl8kH+/8h4kppDSdoOMRiMUlMTCRisbihTakRqVRKZDIZIYSQqKgoMm7cOI3bTJXabH3zzTdJ9+7dSW5ubkOY12i5c+cO6dWrF3F3dydXrlwhMpmMDBo0iIjFYhIWFsb6PJOTk8mQIUOIo6MjsbGxIe3btydr165l9stkMtKmTRuSkJBQb/ZGR0eToKCgGq9BlUePHpGePXuq9XPhwgUSGRlJ7O3tiZ2dHenUqRNZt24dkUgkxMvLixw9erRWW7T97yufM+np6fpfYCNGKpWSd999l3A4HMLlcgmXyyVmZmbMew6HQ8aNG8f8H2dnZ5PZs2eTU6dOGc0GOhehCcATF0Lo7AVrnxAAQPqBL3Fzuidyz+00rGOO5j+vgGvcmlFKcnNzcfPmTdy7p8jx4nA4aNmyJQSC2mtutW7dmulDrqWm1Ya/kwAA7/VqC0+R/r9mGdIuATnxis/H+1XArYZwX2kWkJvIrP44NgQ/ju1JK7wbiKZf+rr8+q+J+vRW6OOpMMTj0tzx9/fH5cuXcfz4ccyYMQMHDhzAsGHDNIZ4Xn/9dXTu3BlpaWkoKCjAkSNH4O3tzew/efIkRCJRvc4xGRoaisLCQly6dEnrNahy8OBBvPPOO6xtx48fx6BBgzBw4ECkpKSgsLAQhw4dQmJiIrKy6KCaumIK0bR6E1iXLl3ClClTEBwcjPbt2yM4OBhTpkzBxYsX6+uUjZqOG+LBs7AGAPDMrUEqK5D648eoyH5Y9061CCzIpZDJ5ThyMw3ZxcYLFZaWlgIAa6SgrlhZWTE3ulis2aYdY0OwICIAnw/wN8DIHODhX4r37YcBbfoDfiMU+Wqa4FsBTn7MqhnvxWcqk8txJol+AdaVxMRE9O7dGzNmzEBYWJjWbQBw9+5dDB06FE5OTrC1tYWfnx/WrVvH7JfL5Vi4cCEWL15cL7YuWrQIn3/+ea32y+VybN26FR9++KFaH7VdQ3NHIpEw7+3t7WFpaYlbt27h8OHDiIyMREJCAsaOHQsAyMvLw4MHDzBt2jRYWlqCx+MhICAAo0aNYvo4duwY+vfvzzoHIQTffvstfH19YWdnh7lz5+LmzZsIDg7WaNOJEyfg6+uLKVOmoHXr1hCJRFiyZAmzn8PhoH///jh27JjWa1Dl0KFDrBIAhBDMnDkTX3zxBWbPns2Uq/Hz88Pu3btrnJyYohv9+/fHrl27EBsbi5SUFMTGxuKnn37CgAED6v3c9SKw5syZg9DQUOzcuROxsbG4f/8+YmNjsXPnToSFheHTTz+tj9M2WsycW8PM8sUoO7fh82Dt9wqItBIF148Z0LOWXC65FON2X8bInRfwbcxdA/p/ASEEmZmZAKAxyb02OBwO84u/rKxMYxsXWwusHhaENk7WdTNSWgHc2q8otOroC7R8/qXK5QH+b2meC7KqDLhziBlRyHQlk2PI9mgM/O5vnLubXTd7mjmafulr+/Xf0N4KXT0Vhnhcmjs3btxAWFgY+vXrh4kTJ2LDhg1Yt24dzp49i1OnTqFTp044cOAAAMV3TPv27TF58mT8+uuvePz4sVp/cXFx8PPzY21bt24dfvzxR/z999+Ii4vDN998g7lz52LlypUabYqPj8eDBw/QqVMnPHjwAH/88QdWrVrFyrnz9/dHXFyc1mtQcufOHTg6OsLV1ZXZlpKSgkePHumVk0VpPBhdYO3ZswebN2+Gj48P9u/fjydPnkAqlSIrKwsHDhyAr68vNm/ejJ9//tnYp2608B3Z8x9xuFw4dB8KACi+HaXpEN3Q5sEiMozuqijrsO1CCsokhpcdyM3NRXl5OczMzOo8n5Py1151gVUpNVIF9QdngPI8QGgH+I9kl8KwaQm0DmO3b9ER4JopQoR3/8eqNWbG48LbUSH0Pjx4FZKmVuW9UP2BZUw0/dLX9uu/rt6Kw4cPo1u3bli2bBk8PT1hZ2eHNWvWaLRHJpPBzs4OM2fOZG2fP38+3nnnHZ09FYZ4XF42UqlU70U1fC+XyyGVSiGTybT2qw+9evVCTEwMoqKiEB0drVbKIDo6mvHwcDgcREdHo3Pnzli2bBm8vb3h7++Pv/76i2lfUFDAKg8jFouxcuVKbNu2De7u7mjTpg1cXV0hk8m0hoXi4+Mxbtw4zJgxAzweD6GhofD19UVycjLTxtbWlikxU9M1BAQEsMLMgOJ7E4DR58CjvKAho2lGL9OgvHmvXLkCOzs7ZruLiwveeecdDBo0CIGBgdi6dSsmTJhg7NM3SngO6v9ctoGKh0XJnRgQmQwcXh1yfrSNRpRL8UYnd3g7WeNhXil+vvoQH/b11b9/FZS/ID08PMCri62AVg/W9INXkZpfhvXDu9S9tERJFpBxRfHefyQg0OAFa90PyE1S5F1ZuwEBbwP5KUD8XuDJdYUw837hVl49LAi/x6cjJbcEB66nYnKvtnWzzdSoKAR2DwGmXwDM7evlFDdu3MD8+fPB5XJBCMHGjRs1bgPY3oqpU6ciJCRELXQSFxeH6dOns7bdvHkTycnJmDt3Lh4+fIiYmBgMHDgQn376qVp9HB6Ph6ioKISGhmLz5s3gcDh49OgRtm/fzngn/P39cebMGa32A2CF/MLDwzV6XLRdw8umLiPTevbsCXd3dwDAkydP8O+//8LJyQnh4eFMm5MnT6KyshIAMHLkSGOYqhFXV1ds2LABGzZsQH5+PlatWoURI0YgLS0NIpEIDg4OKC4uZtrHxMTA1tYWvXv3ZrZVVlZixYoVWs8RHx+PTZs2sbZlZ2fD2dmZWS8uLq7z0H6lYMzMzETbtk3k+8OEmDNnDrZs2cLMOaicf1AZJpw1axbzv1sfGN2DdefOHbz11lsscaWKnZ0d3nrrLdy5c8fYp260mInUyxhYtekCnqUtZOVFKHt0s24d15CDxeNyMTtc4T7f+HeyQZMlS6VSplibIQ8NpRegvLyc2ZZeUIZ911IRdS8HVTI9J8BW5dHfAAjQIhAQafkiU4YKuXyFCOPyFPlX7Yc97+Mc8CSWaW5nIcCn/TsAAL6OTtY4oajJUFmmfZFWK6x3aTNQlKZ4rd62Sqy9Xz3Q9Etf26//ungrAIXAmjZtGsaOHQszMzP4+/uDEKK1DIryfOnp6QCAL774AtOnT2cGYOjqqVCir8eFUndEIhGWLl2KsrIyPHr0CAAQFBTE8jRlZmYy4hAAjh49ipycHHTo0EFjn2KxGCkpKayQ3pkzZ8Dj8dCzZ09mW2JiIoKCgupkt6+vL1q3bo2DBw/W6XiKdkwhmmZ0D5Yu1KnOUxOGa6deyp/DM4Nt4AAUXDmKgmv/g3W7OhTZq0FgAcDkXt5YcjIB93NLcPhmGt7u1lr/c0BRMVcmk8Ha2rpO+VdKrKysIBQKWR6wjX8no0omR7iPC3q20W++QobyvBcjAdv0r7mtTUsg+CNmLkIAgHuIwqvzOAZIPgpYOgH2CiH5Qe+2WHoyAQmZhYhOyUE/X1fN/TY0a1pq3+cTAYz9TfG+ohC4+PwX3cWNL94r8eoDTDrxYn1zIFD+fJqjJUVGM7c6+norAIVXa968ecz6rVu34OPjU+OoVh8fH9y9exdpaWmIiYnBjh07mH2GeCp0uYaXzfDhw/U+RrUIcMuWLTF8+HC17/PBgwcbalqtFBQUYMOGDRg/fjx8fHwgkUiwceNGiEQiJu9q6NChWL58OXOMu7s7kpKScP/+ffB4PMyfPx+2trbIyMhgPFJLly5FdHQ0oqOjcfv2bXA4HOzbtw+dOnVCfHw8pk+fjrVr17I8oFFRUdizZ0+droPD4eCbb77BmDFjYGtri7Fjx8LR0RH37t3DunXr8J///MeAT6l5YwrRNKN7sAICAnDkyBFmRFl1SkpKcOTIEQQEBBj71I0WcWIMMg4tRcahpSh7FMdsF/VSuNfzL/9ad++IJpH1XGBZC/mY3U/xZbTq9B3I5XU7R3a2Isnb09PTIPHs7u6OoUOHolu3bgCA/DIJfriUAgCY/5oBIwcz/gVAFN4oa83zUrHQ1KZthML7ReTA7V8ASQkAwMFSiIkhikTlzdHGGTDQoPy7raEtqBVdvBVPnz5FdnY2y7MUGxuLLl00F99V4uPjg6SkJHz66adYtmwZyytmiKdCl2t42ZiZmem9qAosLpcLMzMztZQA1fb1hUAgQGZmJgYPHgw7Ozt4enri0qVL+PPPP5lUg8GDByMvL49JSB8wYADGjBmDkJAQ9OrVC+vWrcNHH32E3r17M0Uo09LS8MorrwBQhAeHDh2KZ8+ewd7eHu+88w6WLFmC999/n7HjwoULsLW1Rd++fet8LUOGDMGff/6JEydOoG3btrC3t8fIkSPh5+cHNzcto5sptWIK0TSj/wdMmzYN77//Pnr16oWlS5ciLCwMTk5OyMvLQ3R0NJYtW4aMjAzWL4vmjjjuBDLvnQDP0g6uQ2Yz2x26DwWHL0TFk3t4tH0qWk/ZCq4ZX3tHGtEgeOQvkk9nhPniq3OJsBaaIa9MghY26qOftJGTk4PHjx8z4UFDf4VXF2c/XLqP8koZOrWyR0SHOn7RyKVAdpzifasQQ4xTTEdUmg2U5wK3DwJd3gO4PMwMa49tF1KQ+qwMFVUy06yRtUB7hXxwn9tbUagusIS2wEdXAPPnX1LVBfusW0YzURt18VbcvHkTbdu2ZQmk2NhYhIS8uAdUvRVKfHx8sGHDBtjY2GDKlCksOwzxVOhyDRTdsbKywq5du2psw+PxsHr1aqxYsQKHDh2CmZkZfvjhB/zwww9Mm+HDh7MGPly7do25H+Lj4xEYGIjly5dj9+7dGs+xcuVKrF+/3uDr6dOnD06dOqVxX2pqqsH9UzRT39E0o3uwJk+ejE8++QR37txhZrLm8/lwcXHB22+/jTt37uCTTz7BxIkTjX3qRo/rkNkws7Jn1nkWNnDuryjjn3t2B56e2qp/pxo9WC9G/ThYCpGw4HVc+jRCL3EFKLyRaWlpzLqdnR0qKysNnmeLEIIycQW+eV5C4tN+Her+j/DsHlBVDghsAJGBE0ObCYFO4wCeACh8pBiVCMDP1Q43vhiEm/MHmaa4AgCBlfbF7Pnf/d9tgKRamE9SDNzY86It30J7v/Vleh28FTdv3lTLi6ruwVL1Vijx8fFBWloavvrqK5ZnxlBPhS7XQDE+Y8aMwaFDh3Ruf+vWLSbNIT4+vtZIy+nTp/Haa68ZZCOlfjCFaFq9+HC3bNmCUaNGYffu3YiLi0NxcTFsbW3RpUsXTJw40SB3alOluvdKSev3vwEAPD29DbnRu+E6ZJZ+HdcQImTO4Vi3ulIuLi5o2bIlnjx5Aj6fj4cPH+L+/fto164d7O3t69TnkydPcPPmTZSBjydFYrjamuOdbgaMtspJULy6dn7hqTEEqxZAh7cUYcK0CwrR5uiDLh4vP4fGqGjyXin5dxvQ88N6G1FYG3XxVignk1eleihO1VuhxMbGBh07dlSbfN5QT4Uu10AxLRISEpj5VCmND1OIptVbkLxv375USOlBde+VEg6PB48xK5F7bifkEjGkJfkws9HjYa7J8yPXXJ+moFyC3+PS8X5v3Tw99+7dYyZnlkqlSEpK0t0uLVhYWEAsFiPA3xt73m0HOSEQ1tUrJJcCec/zolp0NNg2BpdAhQcr419F0nvILIV3C0BJRRWuPn6GAe1NNNldG4VpChFV035X+5dmTl0YM2aMXgUbb91SD28mJCQwOYCqnD592iDbKI0PQz3xzY1z585h//79uHjxIjIyMuDq6or+/ftjxYoVOuWSLV26FMuWLVPbLhQKUVFRoeGImpk8eTJu3ryJb7/9lplCi8vlMrXcCCGYMWNGvUbTGmQUIaUaFjYavVdKzGxE6LTpNoRu7fQPlal6sDhcRZK2BoElrpTCd/n/Ia9UggA3+1pH7FVWVrLCg8YqUWBvbw8vLy+0dHNFgH/dR2wBAAoeATKJouaVrXvt7fWh7UAgL1nh+XlwGmg/DGn5Zeiy9iTKq2RIXfYGXGwtau3GZHDtpFiaOfHx8ayaThQKRTe++OIL5OfnY9SoUfDx8cHDhw/x7bff4vjx44iLi2OVu6iJbdu2wdr6RVSlrnUVgYaPphkssN577706HcfhcLBzp4GTGTcRLF+ZpNF7pYp5S5+6da4qsHgCRc0jDQLLQmCGIQGtsPvKQ2yKSsKhNtpvvLKyMsTExKhVcDYGHA5H67xgepP3fFSZk5/2khV1xUyomMMwbpfCk+XaBR4O7vBpYYMrqc/w1bkkrB9RwyTSFJOkLsU3KRQKsHHjRvTp04c10jQyMhJhYWH49ttvtU5HVJ2RI0cy9eOMQUNG0wwWWNpGV9QGFVgvEPSZrHNbuUQMaVkBBKIa6hqpoqPAAoDZ/fyw+8pDHIlLR1p+GTxFmpNvrays0K9fP5w4cULjfkOQyuQYtDUKg33s0b+VOUT2tvDwUC/EqhP59xWvjoZVqdeKow/g2gXIvgnc/xOcrlPwn0GBeH1bNL47fw+fv+qv98ABCoVCaYyEhoZq3CYSifRKHyGEoLi4GDY2No2+ZqbBAquharg0JTjmtrU3AvDsn8N4tPUD2AYOgO+8I7r2/uIt73mBRaLZ89TZ3QED2rvi3N1sfBNzt0YPjOqN36FDB9y/fx9VVVU62qSdE3cycfZuNuwqC+BRCri5udVNYFUUKcopgAM41OMUFG1fA57eAgpTgbxkDPL3Q7CXI649foavziXiv8OpF4tCoTRPSktLUVpaqpdHytvbG6WlpbCyssLw4cOxYcMGuLjUXr/QFKNpBgushp5Pqymga/qSRcv2kJUXQZx2C3JplW41sap7sABApl0Izennh3N3s/HDpfv4z6BA2Jizz/Hw4UM8fPgQnTt3BqAoKhgQEAAfHx+kpKTg/v37ul2MFrZdUBQW7ezdEpA9QVFRHauDFzxQvNq2Ui8tYEzM7QGP3sDj88D9U+A4+mLp4BderM8GUC8WhUJpeEpKSlizHQiFQrU5OY3N119/jcrKSrz99tu1tnVwcMAnn3yCXr16QSgU4sKFC/juu+9w9epVXL9+XW0qrOqYYjSNJrmbALoKLEuvQASs+RdW7YLB4eqYU6RJYGnxYAHAIP+WaO9ii7s5xdj17wPMDGcXQbxx4wYARZ0hAODzFQJMIBAwQkt1LkF9SMgswOmkLADA6BA/3Lr8BOXl5aiqqmLOozMFDxWv9em9UtI6XDEZdHkukB2HQf5d0d1ThOtp+dhwLgnrhtdcPZxCoVDqm+olJ5YsWYKlS5dqbCuXy5kJu2tDKBRqDOWdP38ey5Ytw+jRo9G/fy1TlAGYNYtdguitt95Cjx49MG7cOGzdulVj6RVVTDGaRgWWCSCHQmFJpVLk5eXB1taWmfi4Ota+elYj52gIEWrJwQIALpeD2eHtMeO368gqEmttp/wlVF34CASCGud6q4mFx+IAAKO6eKJ9SxHuCgSorKxEWVmZ/nW1Ch8rXu1b18kWvTAzB7xCgfungEd/g+MahKWDO2Ho99HIL5fU//kpFAqlFhITE9GqVStmvSbv1fnz59GvXz+d+k1KSlKbjSA5ORkjRoxAx44dWfN56svYsWMxd+5cnD17tlaBZYrRNCqwTADlFICrV69GcnIyZs6cyZqtXeMx0iqQqgrwLGxq7lyTB6sGgQUAE0K8MTTQHa3sNYs8QBEalEqlRptv7EZ6Pk7ceQIel4OVQxThRysrK1RWVqK8vFw/gVVZCoifT0Bs52kU+2rFvSfw+AJQUQBk38TggG64959haOdcy9+HQqFQXgI2Nja1htmU+Pn56VwYt3qNq/T0dERERMDOzg4nT56EjY1h34EeHh7Iz883qI+GggosU+C5wHJ2dkZycjKys7ORm5uLjIwMBAUFqblfn57dgfT9C2DjHwafz36reaRFTQKr8LHC+1JtcmNLgRksBZpvDT6fj6qqKrRr1w7Jycn6h+60sDlKUVLh7a5e8HVRfAlYWlqioKAAZWVl+nVWlK54tWpRv/lXqvAEz71YfwKPosBx7ULFFYVCaZS4urpi0qRJeh/37NkzREREQCKR4Ny5cwZPVk0IQWpqaq2TtJsqRp+LkKI/ckIgkUhw4cIFAIrpYubPn4/169drnOjTqk0XyMoKUfDvEeRf/rWW3lXEl7kD0DZCkTMkKQZivweubK7x6LiMfBy4pohtE0LURgoaS2B9FOqLd7p5YVZ4e2abco42/QXW8/Dgy/JeKXEPAfhWCi9W1g1m8/3cEhy+mVbDgRQKhdK4KSsrw+DBg5GZmYmTJ0/Cx0d77ca0tDQkJyeztuXm5qq127ZtG3Jzc9WmrmosUA+WCSAngFj8It8pIyODmRrAzs5Orb1V225wG/4FnhxZhad//QjHV2oYoaHqwTK3A1p2V7wvUnngSyteTPirwtXUPPTccBqWfDP083WFs9ULMaWs3G4sgRXS2gm/TO7D2lZngVWimL4HtnWsn1VXeAKgdRiQchJIjQLcuiDuSTG6//cUzM14CPdpASdrOqKQQjEmOTk5GDFiBPh8PmQyGbZv346OHTvixx9/xK5duyAQCPDTTz/B29u7oU1t0owbNw5Xr17Fe++9h6SkJFbtK2trawwfPpxZnzBhAmJiYlgzgHh5eeHtt99GYGAgzM3NcfHiRRw8eBBBQUGYNm3ay7wUo9EsPVi7d+8Gh8PRuGRnZ+vUR1JSEiIjI2FtbQ2RSIR3331XowLXBUIUCYfKarOpqakghEAkEkEk0jzvoPOA9wEAxXeiUFlQg83Vp8pRIlcZSVihuRRCsJcjeng5oqxSiv+ciGd5r+7eVczxZ6wcLE0oE/31GpVICFCiGIkIG8Pc0+xuFV7GWmnVQzE1T0UhkHUTnVs5oHMrB5RVSvF1VHKth79MCCHMvFwUSmPFyckJFy9eRExMDFauXIm1a9ciPz8fO3bswPnz57F+/fpaE6QphhMXFwcA+Omnn/Duu++yltmzZ9d6vFKgLV26FLNnz8a1a9cwb948nD9/XuugL1OnWQosJcuXL8fevXtZiy7J1BkZGQgNDcX9+/exevVqfPbZZzhx4gRee+01nYe2qiInBBYWFnj33XdZ29u21V5iwNylDax9ewJyOfJi9mrvXDU/S1VgSVUmz5S8qI3CPpSDDc+Ljf70z0PcyXzG2m9hYQEHB8PmCzx4PRUfHbqKuznqNqh6sHSe67CyBKgqU1yrVe3F6WqDEILTp08jJCQEXl5eSE9Pr/kAngDwClO8T40Ch8iwMMIfkMvwXVQiSsT63x/GhhCCoqIiJCcn49atW3W6Zw0lJycHvXv3RlhYGPr06YPbt28DUPzNw8PDER4ejlOnTr10u3RFm/1KLl68CA6Hg7y8vAaysGlz8OBBZgJfHo/HTM9SWFiIzp074+rVqwgPD4eZmRmCg4OZH4S6EBAQgOPHjwMAIiIicPbsWeNfQBNE6RjQtFRPdYmOjlb7Tv/xxx9x584dFBcXo7KyEikpKVi7dq3BSfINSbMOEQ4aNAjdu3fX+7jVq1ejrKwMsbGx8PRU5Pn06NEDr732Gnbv3o2pU6fq1Z/yPrO2toa1tTVKS0sBANeuXcOff/6JQYMGaTzOecAHKL33L54cWQWnsHchcNAwmaY2D5YOAgsAXmnbAm8FeeBIXDo2/52IN5471CIjI2Fpacmad0pfCCFYdzYRcRkF8HSwwvyIANZ+pcCSSqWoqqrSrfyD0ntl6QTw6h6+JITgzJkzWLx4Ma5du8bMwp6bmwsul4uUlBQEBgbC0dERAHDixAmsXbsWhYWFKCwsRElhHiqrpKiSLYRUqvAWFgKw3TQOPB4PAoEANjY2yMnJYc65aNEiXL9+HXPmzGFyDh4/foyTJ0/CxcUFLVq0QIsWLeDi4gJbW1u9p5FQTkHx5MkTVthV58/WiCi9DlwuF9HR0Vi7di327duHNm3aIDo6+qXaUhe02a9k06ZNdfpuae7k5uaidevWiI6OZuYkTU5OxiuvvILNmzdj/PjxkMvlWLhwIf73v/8xxyUmJuKDDz5Aeno6jhw5gvv377N+/Kl6au/evYvPPvsM//zzDyorK9GyZUtMnjwZX3zxBQDgzp07TNtFixZh9uzZTN0/CkUfmrUHC1BUt9V30uIjR45gyJAhjLgCgFdffRW+vr749dfaks7VkRNFXamkpCR07cqeWqWmkKVzv0mwatsdsvIiPPl9jeZGWgWWSo0rSc3V0te+0QV8Hhfx6Ypf47a2trC2tjZIXAHA+ftPEZdRAAs+D1N6t1Pbz+PxmFotOudhlT4XWNZ1Cw+qeqwiIyOZwqqqX9ARERHo168f/vnnH2ZbYWEhLl68iNu3byMjIwNFpRUQS6SMuFJFJpNBLBarhT6vXbuGM2fOsELNCQkJ+Oijj/DWW2+hb9++aN++Pezt7WFubg4PDw9069YNgwcPxuTJk7F48WIcOnQIYrGYZa+qxyolJUX/nLZ6QJPXAVAM8Q4NDcW4cePw7NmzmrpQQ9WrYWyqezK02Q8Ax48fR58+fZgfCI2Z9PR03LhxQ+uSkZFh1PM5Oztj6tSpWLVqFQDg6dOnGDx4MD799FOMHz8eAHDy5EmIRCIEBgYyx/n7++Py5cs4fvw4ZsyYAQcHBxQWFjL7eTwe8/71119H586dkZaWhoKCAhw5ckRrflZoaCgKCwtx6dIlo14npXnQrD1Y/fr1Q2lpKQQCAQYOHIgNGzbUOPIBADIzM/H06VONv0579OiBkydP6m0HIQSJiYnYsmUL/Pz8sHLlSsTFxcHT07PGYa4cHg/uY1bg7spByDu/F57vrgNXUC2J2kAPFgC0c7bB5wM64Ld/E5FYRNCvlXrifV3YHK1w20/o0QaO1pqL3rm4uKCyslJ3b03pc4+QtQZvXi0oi9nFxsYy59Mkvrt16wapVMoSMX379sWvv/4KBwcH2Nvbw8bSHIJbe8AnYvDbD0aVW3d0Xvsn8kvE2Da6KyLbt4BUyq5H9uWXX2L8+PF45ZVXmG3Ozs4YPnw4nj59iqdPnyInJwclJSWorKxERkaG2gPOy8sL27dvZwr/FRcX49GjR0aZJ9LYVPc6AMCDBw/g5OSEn376CYsWLcL27dsB1O510OTVMCaaPBma7JfL5di6dSt+//13NVtquwZTQyKRIDg4mOVlrY6rqytSU1ONOuXKZ599hnbt2uHq1auYOXMmXn31VSxatIjZf+zYMVZlcIlEwpzf3t4elpaWCAkJwfLlyyGTyRAfH898r+fl5eHBgweYNm0ak9cTEBCAgIAX3vPWrVvj66+/xvDhw8HhcNC/f38cO3aM9X9JoehCsxRYlpaWmDRpEvr16wdbW1vExsZi48aN6N27N27cuFHj5MJZWQoPiSbh4+bmhvz8fNY/vCoSiYSVKF1SUgJA4cFSjho0NzeHt7e3ziNe7Dq9BoGTByrz0lFw9Q849nmnWou652CpsvT1Trj6+Bnc/LzQp6fh08/czSnG/xIU4qD6dDyq9OjRQ7+OKwoUrxaaBwdoghCCmJgYvPXWW0yF+ppyvvbs2aMm+Dw9PVkeTQCAzQjg3nGg7BbQIgIzXuuCLTF3wbVyQOvWrdX6DQ0NVZuRvmfPnjh69Chrm1gsRm5uLkt0ZWVlITMzE2KxGObm5ox3JS0trVZxlZycDKFQCIFAwLyqvufz+fUyq73S6xAfH4+pU6fiypUrzKSw77zzDr7//num7euvv4533nkHhw4dglAoRHJyMhITE5n9mrwaxkTVk6F80Gqy/8CBAxg2bBjMzdVHi9Z2DaaGQCCAp6cncnNzNQ6G4HK58PDwMHp4uVWrVpgwYQL69euHsLAwbNu2jbU/Li4O06dPZ9Zv3LiB+fPng8vlghCCjRs3QiQSYeLEiejbty/4fD4z15yjoyPat2+PyZMnY+rUqUxuZU34+/vjzJkzRr1GSvOg0QususyZNHr0aFYoYfjw4Rg4cCBCQ0OxatUq5lezJpTlFDQJKOWXqlgs1rh/zZo1WLZsmdp2AjDCS9MXc01weDw4h09C5uEVyDm1VV1gGcGDBQB8HhdnPulvlActIQQfHroKOSEY0rEV/N2M4xEDoBi9BwAWtSffl5SUYMeOHfj+++/VkmA5HI5WkaXzZ9AyWDEJtKQIeHIdn/bvhs9e7QBroWGlLSwsLDQLOiiEuuqcXJ6enkhLS2MEvCYIISgUy1FSzgVQ9XxRDSNyIBJWwsGCBx8fH+b6KyoqwOFwIBAI9L4vNHkdysrKYG5uDh6Ph5iYGL28DtW9GjKZjHnIbtmyhdk+f/58pKam4uDBgyx7Dh8+jDVr1mDYsGHYuXMnioqKMH/+fCxYsEDxCVTzZGiyHwBu3bqF2NhY/PHHH0hISMDYsWNx5swZna7hZUEI0Xlk7qJFi1jD61WRy+VYtGhRrX1ZWlrW6XujvLwcq1evZoX3AKCgoIBVkbxXr16IiYlRO3769OksIQYo/o7R0dFYv349li1bhuTkZLRv3x6bN2/Ga6+9ptEOW1tbFBQU6G0/hdLoc7DOnz8PCwsLnZaaRpL06dMHISEhtY4YsbBQVAbXNGRf+RBTtqnOggULUFRUxCzKX69yOWGEm1JglZSU4OLFi7h48SIA1CgiWwycDo4ZHyVJF1B6/zp7py4CS0uZhuqofkmKK6UoquOIuIOxjxF1LwcWfB62jNQtEbh6OE0jcikgUXgFYW6vtVlxcTFWr16N1q1b49NPP8Xdu3dhbW2NqVOn4uLFizh58iQTAq7+5a4XPL7KiMJo2Ao5BosrfbG1tWUm4daWE9SuXTt0aOeFQo498oiD2pJPbIBKMcRiMeseSE1Nxa1bt1jTWJSXlyM7Oxv5+fkoKyvT+ne7ceMGwsLC0K9fP0ycOBEbNmxAcnIyunfvjrCwMGzatAmrV68GwPY6/Prrr3j8+LFaf3FxcUxYlBACDoeDqKgo/PTTT4xQfvToEbZv3461a9eqHX/z5k0kJyfDx8cHDx8+xO+//47Fixez/s/9/f2Zoeia7AeAdevW4ezZszh16hQ6deqEAwcO6HwNL4vy8nJmQE1tizZxpWT48OG19qHv5O///e9/8ddff2Ho0KH49ttv1fY7ODgwnua64Orqig0bNuDOnTvIzc3FoEGDMGLECK3TsRQXFxs8WprSPGn0HixD5kyqjoeHR63DeZV9KEOFqmRlZUEkEmnNRxAKhax9TDgKL8SZcv+zZ8+wdetW2NvbIz09HSdPnsSKFSs0hpYEopYQ9X4bz87vQ17Mz7BupyJadCnTUKXbF+Dt27fx8OFDwM4Fn5x9gtB2LbBvov55CcM7uWNBRACcrYVo42RdY9u8vDxcunQJFhYWiIiIqLnjiiIABODyFRXVNUAIQf/+/REbGwsA8PHxwdy5czF27FjWcODIyEiNowj1pmV34HGMwkuYeQ3w6AVCCP5Kzoa3k3W9T6dDCIFUDlha26Kdjw2KS4qRlZWF8rIXf3MOzwy2llZo71KOO1nqni7fFuZoJ2oHuVyOKtkLr54cHBBwweMLmO0lJaVqeWHKwQqqYUh/f3+cPn0aAoGANVhC02gtXbwOBQUFsLGxQVFREZ48eYLKykp07NgRgCJR29PTE1988QWmT5+u8X/o5s2bmDZtGsaOHQtAIaaUQk2JqidDm9dEFdXRkHXxnDRHDh48iPXr1+PixYuQy+Xo2rUrlixZwkrbCAoKUqsCXldEIhGWLl2KjRs34tGjRxrrDiYmJiIoKMgo56M0Lxq9wKrrnEmaePjwIZydnWts06pVKzg7O+P69etq+65evVqnf0RC1EOESm9DeXk5/u///g+AooDb8uXLNfbRcsR82HWOgFPfMewdLA+WijdGVWCBAETObquByspKVFZWwo7PQ2ahGPuvpaKruwhz+vvpFQKwEJhh9bAgndoKhUJUVVVBLperPfDUUIYHze3YwlIFDoeDJUuWYN68eVi8eDHefvttjV4qDoeDgQMHIiIighFa6enpaNGihU52M/D4iqmJ7h5TCK2W3fHpHwn4OioZ7/dqix3jap7U21CkcuDg9eq/zNnXcDdRAkB7EdXkp1VIfqpcU+3LCYATkpMqme2DfQUQiUSQSCSorKxEVVUVZDIZysvLtXoyLC0t4e/vz6wXFxeDy+XCwsKC+dsovQ4bNmxAfn4+Vq1ahREjRiAtLQ0ODg6wtbXF3bt30aZNG6afqqoq+Pj44O7du0hLS0NMTAx27Nih0Ya4uDjMmzePWb916xZ8fHxY+UWGejJqugZtBYXrA0tLS6YUjC4QQhAWFob4+HjIZDLweDx07twZMTExOv3f61ok8vz585g+fTqOHz+O9u0VU2YNGTIE69evZ4V5hw4dqvV7sDYKCgqwYcMGjB8/Hj4+PpBIJEzOltIDWp2oqCjs2bOnTuejNG8afYiwLmiquH7y5EnExsaqzXn04MEDPHjwgLXtrbfewvHjx1lFJ8+dO4d79+5h1KhRetsjB1ELLyq/lFRDg2+88YbWPiw9A+Ac/i44vOqaWYsHq0rMbqZDIc+AgABERESgb9eOWBCheCDOPXoDW6J1K+KX+qwUMj29QFZWVoiIiMDQoUNr/zJXJribv3gISiQSzJkzh5UoO3ToUNy5cwdjx46tNQSoFFpXrlxBamoq3N3d9bIfgMKLJbRTeLGeXMeoLorcqb3XHiGrSFzLwY0LW1s7eHt7o0OHDujcuTO6dOmCgIAAtGvXDh4eHmjRogXs7e1hYWHBeK6ql/tITU1FcnIya/qooqIipKen4+nTpzAzM8OCBQtQVlaGW7duITk5GZ6enrh3756aPT4+PkhKSsKnn36KZcuWsXJ3lDx9+hTZ2dmsEimxsbFqE8wa05Oh9JyUlZWxcuZeBhwOB1ZWVjov1tbWWL16NTOiViaTYfXq1bC2ttbpeF1EWFJSEt588038+OOP6NPnxZRZX375JXbu3MkayTh48GDk5eWpFXfVBYFAgMzMTAwePBh2dnbw9PTEpUuX8Oeff2oMoV+4cAG2trbMLBsUij40eg9WXejduze6dOmC7t27w87ODjdu3MBPP/0EDw8PLFy4kNV2wIABAMCqRLtw4UL89ttv6NevH2bNmoXS0lKsX78egYGBmDx5st72EKIeIrSwsGASrZXhKV1/5cqrJJCJS8C3dQK4KgJCW4gQUHiwULPYUA1xrhjSGeZ8HhYfT8C8/91EYEt79G+vvTRCmUSKAd+cg6OVEIcm96k1NKiEy+VqfChqhPFg2TObfvrpJ3z99dewt7VBt5SdsLIwh//yGHD1zK3icDh1H4rONQO8QoF7/wekXUTvXj3Q29sJlx/m4duYu1ilozevLphxgXe66+4dqZTK8X+3ilAlI+DzOBgaaAeBme6/w6o35fF4TA5kdQghkEqlrFIYhBDGi6v0HhUUFGDJkiUIDQ2Fh4cHqqqqsHfvXtjZ2YHL5aKsrAx9+/bV6J3y8fHBhg0bYGNjgylTpjDbly5diujoaERHR+PmzZto27Yt6z6LjY1FSEgIqy9DPBl18ZyYEhEREQgODsa1a9cQHBxce7heTzp06KCx6n3nzp3V6rbxeDysXr0aK1aswKFDh/Q6j5WVVa0pJarf9StXrsT69ev1OgeFoqRZerDefvttpKSkYPXq1ZgxYwZOnTqFKVOm4Nq1a3BxqX16FQ8PD8TExKBt27aYP38+/vvf/2Lw4MH466+/6vQQJunXUVGmyMdSPlyUIRLgRZFLXVzthTdPIf7jdnj806znWzR4sAjRIrB0h8PhYNHAjnijkzsqpXJEfPc3NpxL0jjy7klhOcK+/gsP80rxpKgcTlpqXhmMBoE1depUjBw5Ej+sWQTyOBYcHh8cQxLX60rLbgDfUuFly72DzwYoPIDbLqagVFJ/Nao4HA74PN0XKyEPHVwV92AHV3NYCXl6Ha9PqJjD4YDP57NGznI4HPj6+qJTp06MwBIIBHj27Bk+/fRT9O/fH0OHDkV8fDw2b97M/I+88sorKCoqwv3795m+0tPT4ePjg7S0NHz11VcoLS1FeXk55HI50tLSmHILN2/eVCvwW92DZagnQ1/PianB4XCwevVqdOjQAatXr66Xsh36MGbMGL3FVV04ffo0zZGj1Jlm6cFauXIlVq5cqVPb6nMoKQkICMDp06eNYg+RVUCSkQCA/bCxtLRk5a389ttvePfdd2Fnp72sAd+uBSqfZaAk8TxkknLwNI0ilEsBUq2Apg4CKyUlBZWVlfDy8oK1tTU4HA4OTHoF0w9exd6rj/DPo1wAil/jheWVyCgsR5VMjmHfxyCjUCGsDr8fChtz/UbSpaam4tmzZ/D09Kw5R05SArmcYNfvf2NQlwxwSnPhNuxT/Pbbb5BVlKGoSzuYu3dgmktL8lH64Drsg4z7a1wjPAHg3gt4dA54fAHDuk2Hj7MNUnJLsPPyA8zqZzpejA6u5niQK2GEVkNjZWWF/fv3s7YVFRUhIyODCSPyeDx89NFH2LlzJ9asUcxqwOVyYWNjg44dO2LgwIG4ceMGCCHo1KkTrl27hujoaOTn52PChAmYMmUKysrKIBQKwePx1MJ2hnoydPGcmDqvvvqqSdftolBMjWYpsEwNAh7E4nIAdjCvKmS2W1lZsdzmly9fRnh4eI0Cy8q7K3znH4Nd59cUVd01jSKUasj70UFgPXz4ECUlJWjRogWsrRUhPkuBGfa82wsDfF3xZpAH88v21xuPMe3gVeZYPxdbnPgwHN5O+o+ay87ORkZGBmxtbWsUWFJxMT5Yfxx7/rqNIV7Aou4c2Pi9AmvfEPDMrSDq9daLtiX5SFraH+Wp8XAd+ik8xq0Bl1/P8/G591TUxSrJBK8oFZ/298OHh65hU1QyPg71hRnPNBzKAjMuIvxt9QoNvmzs7Oxga2vLmltx4MCBGDhwINPGxcUF+/fvZyrvW1paoqqqCnw+H7du3QKgyLGsXuNIOerR3NyceT1y5AiEQmHtAy0oFArlOVRgmQCEy0cFRxH+E+bEAlA8JKrnHg0dOlSnUUwOwUNfrGjyYCnDg2YWz98TnQSWMlememI4h8PBxJ7syvOZRWIIzLiK8KGfGw691wf2lnUTMMqwq6baY0qqqqow/sud+DXqNngcoLMj0GrEfFi11Vxni2thAxv/MJSnxiP7/zaiJOkC2s05CHNX3Sro1wmBFeDWFci8AqRdwMSQ8Vh8IgHWQjNkFJajtaNueWkvA2thA4RR9YTD4WgUWkrMzMwQHx+P8PBw8Pl8dOjQQa0POzs78Hg8VFRUQCKR1DrqkcfjwdnZmRnsQAhhPF9mZmb1Jr4IIUw+JoVCaRxQgWUCEAASCAHIYdF9HLPd3t6eee/k5IQxY8aoHVtjvzIZKnIzwaQXKwWWmbki6ZrDBR5fUIQLdRBYyqKRuhTfXPZ6JywaGIC8Ugnc7CwMevDUJrAkEglGjxqJY1G3YMYBVoZwMHnZdrSImKq1T64ZH63f3wzbwP54+N1klN2/hsTFfRGw6jKELWqeOsMgPPsAmVeBZ/dgUZmHK58NRBtHa+oVMQBNQquyshJ8Ph9//PFHjcc6OTkx0/MAih8RyimtJBIJI7yUZSdkMhnrb1VVVYXk5GRwOBxWHld+fj4IIczAkLqKL0II65o6dOhg9KlpKBRK/UAFlglAwMX6tpdQMflv2LVoxWxXFVi61pJRInmaiuTlEagqeIKgcVNhJjR/IbCEtkC75+Uo0i7pLLCUHiwzM91uG4EZDy3t9bNbEzUJLKlUitGjR+PY/x2HgAus7cXFxHUHIHrlbZ36FvV4A1Zt4nB35SCIMxJxd9Vg+K/5B2aWOo5c1BdLR6BFAPD0NpB2Ed7+I+vnPM0QVaFVV28Pj8eDpaWlxv83uVwOiUTC6lcqlTLFUlUFVE5ODsubVj3sqPpek/hSFVaq/VRVVVGBRaE0Eqi/2QQgHB6spPlwvHdQIV7kCiFTXWAVFxfjzp07OlUUFzh6ADwzyCrKkHPreVFUTYVElV/stQgsQojWEGF9o01gEUIwdepUHDt2DEIusPEVDt6bOk5nccX07+yJ9v85Db6oJcQZiXiw5V2QulRt1xXP5yPRsuOZeSDLK6VIyKTznRkDDodTL6E05che1ZHClpaW6NSpE6tQKgBYW1vDxsaGEUPKsGN+fj6ysrKYWl/x8fGIi4tDYmIinj17BkIIioqKkJSUhJSUFLUSBRQKpfFABZYJQJQV1v/dChwYDXzVFpCwq0ZbWFhg1qxZWLVqFbKzs2vtk8PjodXIxQCA7FuxkMukWgSWsnRDzYJCVdSZisBavHgxdu3aBR4HWNEDGD4kFHbtOtXtHI7u8J13FBy+EIXXjiHj4H8Mtlsrdh6AnafCc5hxBdcfP4Pbwt8xZHs05PLaC75STI/qgs7DwwPt27dHp06d0LVrVwQEBKBt27Zwd3eHs7OzRvFVXl6O5ORkpKSkaK16X1paitLSUlRVVWmdjJxCoZgGNERoAhDrFkDYfMXKzX2AuAB4EAV7+/ZMGxsbG7i7u+PBgwdIS0tDy5Yta+3XsfcopO+aicqiPDxLSYJzv7oJrPv377MmpzUFgXXgwAGsWrUKADC/CxAR1BpuQSGAoO6J4tY+PdBm+g94+M1EPDmyCkInzxrzuAzCsw9w6wCQeQUde/QFl8NBekE5olJyMKCGgq2UxofS86Wp2Koy7FhRUYGMjIwaB3IAivlOVXMhq4cbawo7UiiUlwsVWCYAsXQCwhcoViQlwL/fASln0H7YMBw4cIBp98MPP+DBgwd48uSJTv1yeGZo0fN1ZJzeg+z4q3ACB2pfuUrvWQ0CKy4u7kXzegq/1IRSYCnnJIyNjcX7778PAJjYwQxDW0vhMWQauLxirZM864pz+ASUJF1A7tkdePTDdJQ+uAaBqBWrjUOP4bBqE2TQeeDsr5jSp6IA5s8SMKa7F7ZdSMGufx9QgdWMUBVfPB4PmZmZNYYFhUIhuFwuk3Bf02hHpfhycXFhyqoovV5UfFEo9Q8NEZoALEe/z/OilymnwWHvgaur4sGblZWlc98uPSLB5QtQ/uwpCmJPqDfQIQdLtfiprgnuxkQgEDAPhKysLLz11luoqKhAv47umOonhU2HPnDoEPy8seFVsT3e/S84PD5ACHLP7kDmr8uYJfv41xC2aG3wOcDhAh69Fe/TLmFSD8UkxUfi0lEkrqzhQEpTxdbWFn5+fvDx8dFa3d3T05MVdmzXrl2NYceCggLWVET5+fmIi4tTK6BcVlZGw44UipGhHiwTgPWl5tUbENgAZblA5g3A/UUdJ6XA0iUHS4mZpQ1cA7vhyY1/kHl4FRxC3mT/etUhRKgMSQAvPzwIKH5tCwQCSCQSxMXFoaioCO282+DLdmngcQDPCV+BU/V8MlgDQoRK+NYOcB36KbL+WKe2z3XIbJhZ2Rt8DgCK6XMengXKcxFs8wwBbna4k1WEg7GPMa2Pj3HOQWlU1FbbS4kuYUdl6FF1RKREImEJLmX7pKQkAC8/7GiM+l45OTkYMWIE+Hw+ZDIZtm/fjo4dOwIALl68iL59+yI3N5dVjoNCeRlQgWUCsH408gSAz2v/396Zh8d0tn/8MzPJZN+JJJbEkohYEmtJI5Rai1YpVV1UtbReqtrS6tvXUlVLUV1Uf63irXrRKlU7rVAUEcQSISJEgsgq+zZzfn9MZmRkJpkkEwmez3XNJTnnOc95zjGZc8+9fG84/xtEbeaFaUsAGDFiBB07dgQ0XpzKKEp7BHbh1pkT5MadIiNiOy6dBt3dqUt8N/zNtXT1INSOgQWa0EhBQQGdOnXi1KlT5OTk0NxR03vR3u8xOPs/zcBqhgi1eD37AUm7l6POy9JtU9g64TFoilnmBzR6ZA07Q/whZAlHGdv1Md7dfJIf/4kVBtYjTnnaXhVRnvHl4eGBi4tLGS0vpVJZYdhRLpfrGV3169evsmSEOfW96tWrx6FDh5DL5YSFhTF//nzWrl0LwNKlS+nUybDYsEBQ04gQYR2gjGnT+lnNv+e30LhEMdrb25sGDRogk8nIzc0lKyvr3qOMzm5pY0uDthrjLHHjbH2Pma4/ocrAsZpvt6XH10aIENA9WAoLC2nWrBlt27bF1rstXs+8rxlQmK351wweLAALO2c8B0/V22ZW75WWho9p/k2N4eVAVyzkMo5fSyUuJdu85xE8kGgNLX9/f9q2bVttDSyt8VU67G9lZWVS2FGtVuvCjjdv3tT74pWUlERUVBS3b9/WbZMkqUzYUStDoa2W1IYmi4oq1/B8/fr1jBgxAtB86dN6wDIyMggMDARg27ZthISEVLqZdt++fdm3b1+ljhEIDCEMrLrAvRaWbx/wfhy6vMHMf3/InDlzCAoKQqlU4ubmBlQiD6vkw80zsAtyK1tyYk9w59Suu/srCBHeG05wcKh8L8HqkpeXx7Rp00hISEBpISfr4j9lBxWVhFHMkIOlxWPQFBS2mr6PMksrirMzzDa3Dls3cG4KSNTLOs+qF7txeeYQmtarO21zBLXP/Sgu0Rpfzs7OeHh44O3tXUZqorTxVVoPTOv1Kp1OUFBQQGRkJKdOnSIqKoro6GjOnDlTrr5XcnIydnZ2hIeH67ZFR0fj5uam80qp1WpmzJjBxx9/rBsTFRVFcHAwkyZNokePHqjVapYvX86bb75Z5hwXL15k8ODB1KtXT5f3tmDB3XSAjz76iPfff7/qN/IR5eDBgwwZMoTGjRtjbW2Nh4cH/fv35/DhwybPkZiYyIgRI3B2dsbR0ZGnn36aK1eu1OCqaxZhYNUB1PcmllpYw5gd8Pjb2Dq60KJFC51LvyqJ7gCWtna499N82CSU9mJVYGCV/sAcNmwYXbt2rdR5zcHSpUs5ceIEn3/+OZk7FhP10ePc3LpYf5CZPVig8WJpQ4JSUQFJO78kLyHabPPr8NJ4F7kRwYudvWle//4bsfebpKQkgoOD6dGjByEhIZw7dw7QNDjv2bMnPXv2ZNeuXRXMUncwdj1aDh06hEwm02ve/iBhyPgqbfB5eXnRokULPe2+wkJNsYbW86XV7zJEYmIiiYmJyGQyxo0bp5NguX37NgMHDmTq1Km8+OKLAOzYsQNXV1fatm2rOz4gIIAjR46wbds2Jk2axLp16xgyZIiep07LU089RWBgIPHx8aSnp7Np0yaaNbvbgzQ0NJSMjIxKGQYCuHTpEnK5nAkTJvDNN9/w3nvvcevWLUJDQ036W87OzuaJJ57gwIEDzJgxg9mzZ3Pq1Cl69OhBamrqfbgC8yNysOoAlanbqV+/PqCpBqosXk+/T9Kub8i7doaCm5ex9vKtMAdLa2BZWlrWWmn322+/TXJyMj179EC69BNIElYNSjVlltRQlKf52Uw5WFo8Bk0hef9qnDsNwrF1T6wbtqz4oMri3gYu/gH56ZAeB67NAVCrJeTyh7Oc3ljeTNOmTQkLC6vt5VWa8vKA4OHIBdq3bx+TJ0/myy+/5Mknn9Tbp02ML42joyMdOnTg/PnzFep7ZWZmkpmp6Wrw7rvv0rJlS44fP86bb75Jly5dmDRpkm7s77//zhNPPKH7vaCgQHduZ2dnbG1tOXv2LBEREWzZsoUzZ87wwgsvsGfPHlJSUoiNjWX8+PG65P/WrVvTunVr3XwymYxevXqxdetWHn/88SrcqUeTcePGMW7cOL1tb731Fs2aNeOLL76gf//+5R6/fPlyYmJiOH78OJ07a6rCBwwYQJs2bVi8eDHz5s2rsbXXFMKDVQcwWhmdkwJRW0B191ufo6OmR572w8iE2XU/WTo3wHfqRoJWXNUYV2ByiLC2cq9A49VYunQpTz/zDC3e+4XAry7h+tjQuwOKctFcpwwsq9/7sDQWds4EzAmj6bivces2vGaMTIUSPDR5I9yM4PzNDIb+3wGeW/m3+c9VRzCWN3P9+nVCQ0MZPXp0pb+1+vj46DV3Lp2nY27uzdMxdj1Q9VyguoQkScyYMYMLFy4wY8YMk+Uc5HI53t7eFV57gwYNqF+/Pi4uLjRp0oSXX36ZJ554Ant7e9555x2dNwzg5MmT2Nracv78eWJiYtixYwfdunWje/fuvPTSSyxcuJAFCxawb98+du3aRbt27XR6gm5ubrRs2ZJXX32VjRs36gkolyYgIEBP/09QNWxtbalfvz4ZGRkVjv3111/p3LmzzrgC8Pf3p3fv3mzcuLEGV1lzCAOrDmDws0qS4JvO8MsrcPO0bnNpA6uyiaEALp0HY+nkfneDiSHCvLw8fv31V86ePVvpc1aV8PBwXYue69evs3nzZo4cOXLXONSiDQ9a2oDc/FWO9+peFabdoOhOsnlP4lkSJrx9Dkt1AVvOJPD72QRu3skz73nqEPfmzQDExsZy8OBBevfuzUcffaQ3/tChQwwYMAAXFxecnZ0JDAxk4cKFeg9fLYbydMyJoTwdQ9dTnVygmiYnJ8foKz8/X2/s1q1bdXlR4eHhbN26VTc2Ly/P6Lxgmr6Xq6sr3t7eNG/eXLctNzeXTz/9FB8fH51QKkB6ejq2trbk5eVx584dGjduzFdffcXSpUtZsmQJMplM198xNjaWn376SVesI5PJCAsLIzAwkNmzZ9OsWTMCAgLYu3ev3nocHR1JT69ab1BJkkzqF/uwkpmZSUpKCtHR0cyYMYNz587Ru3fvco9Rq9WcOXPGoJe3S5cuxMbGVqKwq+4gDKw6gMHvgjKZRhML4Ooh3WYnJ03S9dGjRxk7diwREREVTG78m2bO1cgKqwhL52ABVTLqqsKlS5d4/PHH6dGjB1lZWRRG/QmZSYZDDYXaBPeaTwy/c+ZPzk5tx5Wvx5hXlNGxEdg1AHUxflIcwc3qoVJL/HT8wU3wrIh782YAnVbR888/z6lTp3Rjt23bxoABA+jXrx8xMTFkZGSwYcMGoqKiDOYjGsrTMSeG8nQMXU91coFqGnt7e6OvYcOG6cZJksTQoUP1jn3mmWd0YwcMGKC3T2sQlTaKSldDlmdoASxcuJC9e/cyePBgVq9eTYMGDfTuX7169XB2dsbX15cmTZropCdsbW11nvbi4mJdxWNSUhI3btzQy2OdOHEiv/76K1euXGHAgAEMHTqU27dvU1BQgFqtJjNTvxesKZSukDx79qxBw782ycrK0oViMzMzKwzbVpURI0ZQv359WrVqxeLFixk/fnyFX3TS0tIoKCjA09OzzD7tNlM7mNQlhIFVBzD6nPYuif9fu2tgdezYke+//x7QhO+WL19ehfNJXJw3iHPvBpF5/bJ2q8Gx91YR+vrWvD6TJElMnjyZoqIiHBwcsFLnk7bmXzTcPpnOPgY+9HQerJoPwVg6uaPKzybj5A6Sdn5jvollMvAq+fZ2I4JXu2q+ya86eqXW1bULCwtNcvFXhtIf7tq8mZycHN377cCBA7r3mvb9MH36dKZMmaIzwvz9/Vm9ejXe3t5l5t+6dSu9evXS/a5SqXBycmLy5Ml64z744AOef/55g2vcvn07fn5+vP766/j4+ODq6srMmTMB/TwdY9cDcPbsWX799Vf69++vywUCyuQCKRQKWrduzXPPPVeJu3h/2LNnj9neg4YMLUtLS50My/r161m0aBE7d+5kwYIF/Pzzz1y/fl1vjqCgIGJjY3FycsLd3Z1GjRrRvHlzAgICCAoKon379gQEBNCiRQsaN26Mu7u7rvpai9bD5urqyqxZs8jJyeHMmTOcPXuWkydPcujQIRo3bkxcXByJiYkkJydz584d8vLyynwmmkt6oqYJCAjAyclJ9/rss8+MjlWr1eTn55v0uve9MX/+fPbs2cPKlSvp2rUrhYWFZb6o34vWC3pvHh/c7SRyr6f0QUAkudcBjH52+YRo/o0/CupikFuUSSativCnTCZD6dYYmcKC3KTrODo0NUmmwdLS8r7INGzdupXdu3ejVCpZtmwZSduWoi7IwbZZBxyatS97QA1INBjD1rstTV7+nGsrJxH/3/dwbN0DW28zeUk8guDyLshK5PlAK95WKohOyuRoXArdmtU3zzkqQWFhITExMVy+fJkWLVrg7OxstrlPnjzJBx98gFwuR5IklixZQnR0NOPGjcPR0RErKyt++OEHAGJiYoiLi2PUqFEmz3/69GkmTJig+12hULB//35CQ0NZtmwZMpmMuLg4VqxYYTTXJjIyktjYWCZNmsSKFSs4fPgwvXr14rnnnqNNmzYEBASwZ88eo9cD6IX8evbsaTAX6I033uCxxx4zaCjWJNnZxrXWtJ8rkiTx8ccfo1AoyggOBwYGcuDAgTKfQfe24TFEaSFVrZL7wYMHmTBhAtu2baNlS00xyaBBg1i0aBFffvml7tjBgwczZ86cctdua2urp2CvJT09ncWLFzNs2DC8vb2RJImlS5fi6upKs2bNSE9PR5Ikjh8/zqxZs4zmASoUCpRKpU49vrz+kXWFqKgoGja821fVkDGj5eDBg3qFBOVx4cIF/P39db8HBQXpfn7xxRfp0KEDY8aM4ddffzU6h1YU15BXTRuuNiScW9cRBlYdwOh3Q/fWYO0E+XfgZiQ07FhmSMVvOsOzN3zuY7yGfoDVjf2QegnOb4QLm6H7hxqZiBK8vb2pV68eO3fu1IkG1mQ1YV5eHu+88w6gqSby8XDl9I6vStb8H8PnrgGJhvJoMGAid07vIiNiO5e/eIE2C8KRK8uGgCqN0g7qt4Lb57BPPc1z7b1Zc+wKPx6NrbaBVdE3yNIUFhYSGxvLlStXdN/CJUmiuLgYmUym90AtPW9lCiG6devGgQMHymwvHRbUkpysyXcr/XCoiPT0dF2+opYOHToAmny+Jk2aMH36dCZMmICPj4/BOSIjIxk9erQu3BcaGoqfnx/R0dG0adNGL0/H2PWUpnR1pDYXaNGiRcyePZvo6GhatmzJsmXL6NOnj8nXWR1MSbrfs2ePniaVFpVKxcmTJzl8+DD9+vWr9LxaZDIZMpmMCxcu8Oyzz/L9998TEhKi2//vf/+b4OBgPvroIxo0aADAwIEDmTx5MufOndO1xDEVpVJJYmIiw4YN4/bt21hbW9OhQwd27txJs2bNkCSJ/fv34+bmxrPPPkthYWGZl0qlQqVSkZeXZ5JXRRuS03rqtIaZpaVljWublcbBwaHM34Qx/P39WbVqlUljDYX1tCiVSoYMGcL8+fPJy8sz+rxydXXFysrKYLhfu83Ly8uk9dQlhIFVl5EroFlPiPodzm/WGVjffvutbkhVrXqla8mb9WapP3B1EcjKesRKf9NJS0sr4243J4sWLSIuLo5GjRrx0Ucfcev3z1DnZ2PbNIhEm2bERUSUVbTW5mDdhxAhaB4KzSb+yNmp7ciLP8fNP5bQcNgM80zu1Qlun4Nbp3mt61jWHLvC+ohrfDGsE3ZWVf9zLV1dVxWysrLYsmUL9erVo2fPnrrtO3bs0OWaDB8+vFrnMIY2JJiYmKiXBF0eLi4uBittfX19uXjxIvHx8Rw4cEDnJTNEZGQkS5cu1dt269YtnVRKVfJ0SuPh4cHixYtZvHgxaWlpfPrppwwdOpT4+HhcXV2rPK+50Hqv5HK5waRtuVzOxx9/TN++fav9patVq1YGNcICAwPLeIcUCgXz5s3jk08+YcOGDZU6j52dXbmGg0wmY8GCBSxevNjo55xKpSIqKsrkHKasrCyj/WMtLCz0DC7tz1ZWViYbQzWBh4cHY8aMMctceXl5SJJEVlaW0eeVXC6nbdu2nDhxosy+Y8eO0axZs1oRua4uIgerDiCB8RyHtiM1/0Zt0cUS//77bvl+ZTwTBpHJyUlJIi+jxBVuoAqvtMciKSmpeucrh8TERObPnw/A559/jhXFJO286726cuUKcXFxZSqc7rcHCzS5WE1e0Yid3tj0KYXppjfgLhfXFmDlBMV5hDik8Ey7Rnw2JMg8cz+g+Pn54ePjw/r1600+JigoiOjosqKwvr6+XLhwgalTpzJ79myjD7G8vDxiYmJ0wr6g8eYoFAqd2G5UVJReOKQ6lM4FiouLM8uc1aWwsJD4+HijFXFqtZrr16/XSjL3qFGjKm1cmcru3bvL9SIqFAqTpCe02Nvb06BBA1xcXLC3t0epVOoMUm0y/p07d0hJSeHGjRtcu3aNxMREvTmioqI4d+6cnscsKyuLmzdvkpSURHJyMhkZGeTm5vLPP/9w5MgRjh8/TkREBFFRUVW4C5WndJskLRkZGWzatEmXC6clPj6+zN/n8OHDCQ8P1zOyLl68yF9//VUncxNNQXiw6gglKk5l8e0DAz/X9Ccs+aNs06aNTim6vDwKzcTlJ6feOraHa7t+wqWpH34DhpcSHtVw9epVPaOqJsuPP/nkE/Ly8ggJCWHEiBHc/H0RqtxMbBq3xqXz01jv3UtRUVHZb473MQerNG7dX+DW9mXkXA4ned/3NHzODJIAMjl4doCr+5HdPMnmN16t/pxoqr4qQhsajI2NLWO4Ozg48Mwzz5TxVAwcONAs6ysPmUzGV199xahRo3B0dOSFF17Azc2NS5cusWDBAv7zn/+UyV8ylqfj6+vL4sWLcXBw4PXXX9fbN2vWLMLCwggLC+PcuXPIZDLWrl1Lu3btiIyMZMKECcyfP1/n0d2/fz9r1qyp0jVpc4FefPFFfH19KSgoYMmSJbi6uurls9QmVlZWhIeH60K0hnB3dy83l+dhxdHREQcHB13D6vJysLRJ5aXRhty1yfCFhYV6/95bdZqfn49ardYLKd65c6eMZywlJYUJEyYY1feqSQYMGECjRo147LHHcHd3Jz4+nlWrVnHjxo0yxvDLL7/MgQMH9BwLb731Ft9//z1PPfUU7733HpaWlixZsoQGDRrw7rvv3u/LMQvCwKojSMYsLIUSOus/CDp27Mi5c+fw8/NjxowKQlNOjeFG2RwK3e4WgSBbS3rcJXJSbnOviZKWlqZXxVNTFW2XL19m5cqVAMybNw+puJBb274AwHPIe8jkcqysrMjKyjLgwbp/Mg2lkclkeAyaQuwXo0na8x1ez36ITGGGPymvjnB1P6Rdhrx0sKl6GEqLKflRFhYWtG3blpYtW+qS27U5WDKZzOAc90uAdtCgQezcuZO5c+fqSr6bNGnCSy+9ZDAHxFiejq+vL/Hx8ezcubNMcnZ8fLxOuTsyMpLBgweTmpqKs7Mznp6ezJw5k1deeQXQeJEdHR3p3r17la5Hmws0cODAMrlAdUmQtHHjxjRu3Li2l1EnKZ2ob4qhde+xpasny0OSJPz9/SkuLtYbb2tri5ubG2q1GrVaTXFxMZmZmfj5+emKElQqFQUFBeUayeZi7NixrF+/nqVLl5KRkYGLiwtdu3Zl3bp1Jv2dODg4EBYWxjvvvMPcuXNRq9X07NmTpUuX6sLyDxrCwKojVMZs6devHyEhIRQWFqJUKst8s9HDs4PGenNqYnC3jXtj3HwDSL10noTjB2k5Un9/o0aNsLe358yZM0DlElgrw6xZsyguLmbAgAF0796d5L9WUZR+E0tXL9y6a0rbtd/q6kKIUItr12Fcc5xCUVoi6Sf+0FeYryo2ruDSDNKvwM2TZHqGsvHUNSzkMsZ0NS0HqToolUpat26Nr6+vztCqC4SEhJTb06x09ZqxPB0HBwfatGljsG1HeHi4LhE9MjKStm3bMmfOHFavXl1m7Ny5c1m0aFGVr6WiXCDBg4MhQ6uwsNAk48nU+Q1VRLq6uurl6mk/F7du3arnAUtISLgvRvLEiROZOHGiSWONtcNq1KgRv/zyixlXVbuIHKw6QrmOIUmCw8vg52GQq8mVsrOzw8XFhfDwcMaOHcvRo0cNHyuTQ8POYN/A6P5GnUJAJiPj6iWyLunP4+7ujp+fH927d9flwpibc+fO6crX586diyRJ3Phd8/DyeGoKcktNQrtBA0tVBKqSkOF9SnIvjdzSCvcnNf23knZVXpPMKFpNrJsR7DiXwOvrjjFrx1nU6vuniaU1tAYMGFCpCr66gqE8nTNnztCxY9lqXNBoVmkTmyMjI/X6091LRXk6gkeP0hpfZQpxBI8kwsCqI5QbepPJIPJ/cHkfXL2b4L5lyxaWLl1KYWGhXmVhpZDJsXZ2pX5LjZZTwvr/GBzWoEED2rVrVyNlxR9//DGSJPHcc8/RoUMHsi8eIT/hAnJrO9z7vKEbp8310MvB0uZfyRR68hL3E/c+40EmI/PMPvISyiZWV4n6rTXXk5/B0CaFONlYci0th7CYmisyMIZSqTSrBlZtEhkZaVJi+pkzZwgICKj5BQkeOmQy2X2VXxDUXcS7oI5QYWpTU01vM+IO6jYdO3ZM93OV3dElSe1enR5HJpeTGbmX7Et3501LSyMlJaXGKoVUKhWenp5YW1vrkpJTDvwEaMJvFnZ3k0MNerAKSyW416A+V3lYuXvj3Gkw1l5+FN0pW0lTJRSW0EDTMNgq+RTPd9Akca8+9vC2zrkfbNmyhSlTplQ4LiMjo8ba7AgEgkcDYWDVESqszWsaqvm3lIHVpUsX3c9VTwLUGCXWjs64tdKETm5snq/be/LkScLCwowqGlcXhULB8uXLSUhI0FVP5V0/D0C9Hi/rjTVsYN2/Njnl0Wzij7T7IgrH1qHmm1QbJkyO4rXOGt2yX0/Fk5lXt1pwCAQCgaAswsCqI1TowfJ5XONtSo2BTE3Ty3bt2ul2V1kPq5Qsg1fXJ0EmI/34FvISLujNW9PVYqVF/Vp9cpBWc8JwbN1Tb0y5IcJaSHAvjaWDG7IqtC0qFwcvsPcEdTGdrK7j38CRvCIVv5y6/yXYAoFAIKgcwsCqI1Qof2DtDJ5Bmp9LvFjNmzfXNezMysqq2olLCYva1GuIS5dnALixZSFwtxdhVXoelockSUybNo3IyMgy+2QyGY6te5QxWEp7sHT3S1dBWDdK29WF+dzetxJVXgX6ZKYgk2kkGwDZjQjGdG0GiDChQCAQPAgIA6uOYFJxmDZMePVumFCrRJ2dnV01EdDSwqJyBV7PTAcg9eBaCpLvqjib28Datm0bixYt4vHHH9e1NMm9HkVxdrrRY7QGliRJd3PCakkDyxjRc/oQ9+04bu/73jwTegRpEvizb/JqaxssFXLsrSwoKFJVeKhAIBAIag9hYNURTDOweoCFjV480d5eY1io1Wpyc3OrcOZSieEyBfZ+j+HY5gkkVTG3/lhSYx6sVq1aMXLkSN5++20cHR2RVCouL3meyIktyDx/0OAxcrlcV/qsy8Mqur99CCuiXuhLKN0aYWFvpl5ylrZQX1PN5p51jlvznmXnW72wsjRzOFIgeEBJSkoiODiYHj16EBISoutyYWdnR8+ePenZs2e5+mkCQU0hhEbrCGpTFNJ9usP0a2BxtzWFpaUlNjY25OXlkZWVpTO4TOYeDxaA59APyDy3n/xbsagcNZ3tzV123KJFC9avX68L9RWmJiAV5SNJamybtDF6nKenJwUFBXdbttSiyKgh6vV6lXpPjNFpd5kFr05w+yzcOo1riwHmm1cgeAioV68ehw4dQi6XExYWxvz581m7di1NmzY1KmgpENwPhAerjmBSBxqFpZ5xpUVrVFUpD6u0gSXTGFhOgX1os+gkfh9u1SnMm9uDpTtliaFk5e5Nuy+jaf3ZUSwcjHt/OnfuTEhIyN0mvUUlzU8tDXdpv9/ILSzNa1wBuDbX5OAV50OypnFrQnousclVzLsTCB5w1q9fz4gRIwDNZ5P2C2BGRgaBgRp5k+vXrxMaGsro0aMrXQXt4+PDli1bAOjbty/79u0z3+IFjwzCwKojmOTBKk3B3Yfrm2++yZw5c2jSxHA7nHIpleSu/Vkmk2HXrL0uPAjmM7BWrlzJyy+/zJUrZRO1ZXI5Ng1bVm5CrYq7om41nJVUxaQc/JmM03uqP5lMDh7tNT/fPMmXYdE0+c9mZu44U/25BYI6RHJyMnZ2doSH3+2fGh0djZubG2vXrgU06RAzZszQ9aQEiIqKIjg4mEmTJtGjh0YzMDY2loMHD9K7d28++ugjvfMcOnSIAQMG4OLigrOzM4GBgSxcuNCg3t9HH33E+++/XxOXK3jIEQZWHcHkDijpV2H5Y/BlEEiaBHR/f39atGhRpgO7aZTKwZLrR4zVajXyvAwcz20y2Ie6suTn5zNz5kx++ukn/vjjD932O2f3oy7ML+fIciguMbAMePZqk5t/LCV22YtcXzvdPA2yS6oJSbtMj0ZWSBJsOn2dO3k1IwArEFSEJEn6kilmoH79+rzxxht8+umnANy+fZuBAwcydepUXnzxRQB27NiBq6urnhBsQEAAR44cYdu2bUyaNAnQhA4Bnn/+eU6dOqUbu23bNgYMGEC/fv2IiYkhIyODDRs2EBUVxc2bN8usKTQ0lIyMDA4fPmzWaxU8/DySBtbq1auRyWQGX7du3arw+DFjxhg8ViuUWRVMfgY7ekFGPOSmwO2oKp9Ph4EQoZaigjwa7PkAp7PrSTu0rtqn+vbbb0lMTKRx48aMHz8egMLURC5+0pdT45tQdKfiju9hYWFs3ryZpKSSljFaD1YttckxRv3eY5Fb2ZIbd5o7p3dXf0IbV3BuCki0U8QR4OFEfpGKjSfjqz+3QFAJJEli9+7dPPbYY3h7e3P9+nWzzv/ee++xe/dujh8/zpAhQ3jyySf1PFBbt26lV69eut9LG3nOzs7Y2tqSk5Oj88AfOHAAX19f3donT57M9OnTmTJlis4I8/f3Z/Xq1Xh7e5dZj0wmo1evXmzdutWs1yl4+Hmkk9znzJlD06ZN9baZ2nPNysqKH374QW+bk5OTkdEVk5ObB44mtLtRKKFJN4j9E2L3Q4M2XLlyhQsXLtCoUSNd/oHJGEhyv/u7Bdm+A7C9/g82XpUM3d1DVlYW8+bNA2DmzJk6b9utnV8jqYqxaRyApVPFavQqlQqVSqWRj5Ckux6sOhYitHRww73PG9za9gU3fvsM5/b9qz+pV0fIiEN28xSvdu3P+1tOs/pYLK8/3qL6c99nkpKSGDp0KJaWlqhUKlasWEGbNprihkOHDtG9e3eSk5N1D8C6Rnnrt7Ozo3PnzgB88MEH9O9vhv/7OoAkSezZs4ePP/6Y8PBw5HI5arWa5ORkGjdubLbzNGzYkJdffpknnniCHj16lOmzevr0aSZMmKD7/eTJk3zwwQfI5XIkSWLJkiVER0czbtw4HB0d9T6rY2JiiIuLY9SoUZVaU0BAAHv2mCHcL3ikeKQNrAEDBtCpU6cqHWthYaFzWZuDvXv30T+0o8FvUGVo8aTGwLq0C4Ince7cOdavX09ISEj1DKx7PFgqlYos/6coCByGvd9jlZv3Hr744gtSUlLw9fXllVde0cyfn8Ptvd8B4DHoHZPm6datG5IkaVTdVYWgTcOvYyFCAI8h75K06xuyog6SFX0EB//g6k3o3gYuboW8VMb4W/CBXMaRKylcTMqkZQNH8yz6PmGs8gtg6dKlVf67vF+Ut/4HpXotJyfHpHGSJPHnn38yZ84cTp48qcvH1Grk6bWuumdeO7uqy6fk5uYyb968Mvmf6enpd4tc0HwmHDhwoMzxpcOCWpKTNV7yhg0bVmotjo6OpKcb1+gTCAzxSIYIS5OVlaWXzF0ZVCqVTiSzuuQXFrJx40aDyd9laDlQ82/8P5CbRtOmTenWrRstW1bBy6TnwdK3t1UqFcgtkCvublcVVF5rKzU1lc8//xyATz75RNd2JyVsDarsdKw8WuDScZBJc9na2mJnZ6eZQxseRAbyKja7rkGs3BpRL/QlAG789ln1J1QowV2Td1Iv8xz9W3kCsOYBVHY3Vvm1bds2QkJCqvRgLl1ZZm7urSQztn6oXvXa/cTe3t6kl4ODA8888wwnT54EKPN5qc150uLj46M7tiosXLiQvXv3MnjwYL7++usy+11cXKr8uav1iCYmJlbquMzMTFxcXKp0TsGjyyNtYD3xxBM4Ojpia2vLkCFDiImJMfnY3NxcHB0dcXJywtXVlYkTJ5KdXfX2KDKZxr1t0oeSiw+4twZJBTF7aNu2LZMmTaJ3795VOLHxEKGTkxODBw+md+/eSCoVCetncu7dIIpzMip1ioULF5KZmUlgYCDPPfccAJJaza1tXwDg8dTbVevjVzrBXWaONHzz4zl0OshkZERsI/eqGar+tMnut8/y2mOaqtFNp+PNk0h/n7m38kutVrN8+XLefPPNMmMvXrzI4MGDqVevHo6Ojvj7+7NgwQLdfkOVZebEUCWZoco1MF69VtE1CDRG8qJFi9i5cycLFizg559/LpPjFRQURHR0dJXm9/Pzw8fHh/Xr11fquKioKIKCgqp0TsGjyyNpYNna2jJmzBi++eYbNm/ezLRp0/jzzz8JDg42KWHT09OTadOmsWrVKv73v/8xZMgQli9fTv/+/cttulxQUEBmZqbupadbJZMhUyjZtu+gaZU5fv00/8aFVTy2PIyFCCU1crkcKysrbGxsUOVlkhy2hvybMcQuewnJxLY8N27c4KuvvgLg008/1X3rTz28nvybMSjsnKn/xBiTlxsXF8eZM2c07vo6KtFQGhsvP1y7Dgfg5h9Lqj+hkzfYuIGqkEH10/hxdFfC3x9wV3j1AeLeyq9169YxZMgQg9WwTz31FIGBgcTHx5Oens6mTZto1qyZbr+hyjJzYqiSzFDlGhivXqvoGu432dnZFb7++OMPOnToABiXatH+fWu5evWq7vjKcPDgQSZMmMDmzZtp2bIlrVq1YtCgQSxatEhv3ODBg9m/f3+l5tYik8n46quvmD9/Pl999ZXOw3jp0iVee+01rl0z3Eh9//79DBpkmpddINAhPeCoVCopLy/PpJdarTY6z99//y3JZDJp/PjxVVrHp59+KgHS//73P6NjZs6cKaFJGtJ7fbH1jPT99pPSmkM3pG/W75F+/fXXctcqSZIkxR+VpN8nStKFbbr7kJqaKhUVFVVu4TdOStK+DzWvK3/e3X5griT9+ZEkZd3UbcqOjZCOjbSSjj6LdGvXtyZNP378eAmQgoODddekys+VTr7RWDr6LFLCL3MrtdwDBw5Iv/zyi3Tt2jVJSr2sWfc/Sys1x/0m8+I/0tFnkY6NUEqF6beqP2Hcfs11n/iuzK68vDwpKipKysvLq/55apD8/Hzdz1evXpV69uwpTZs2Terdu7fUr18/ycXFRerTp48kSZKUnJwsAVJ8fLzR+V5//XXp/fff19v2yy+/SB06dJBmzZolNW7cWHJ0dJTmzZtn8Pji4mLJ0dFRmjRpkt726dOnSyNHjpQkSZLGjh0rTZs2zej6JUmSsrOzpeLiYkmSJGnHjh3S6NGjTb6GuoparZZ27dolde7cWQIkhUKh9/kVERFR7XNERUVJbm5u0saNG/W2nz59WrK1tZVu3br7d1NcXCz5+PhIZ8+erfL5/v77b6lfv36Sk5OT5OTkJLVt21ZauHChVFBQIEmSJHl7e0ubN2+WJEmSDh48KAUGBlb5XPcLY3/7169flwDp+vXrtbSyR5cH3sDav3+/QaPF0OvChQvlztW1a1epefPmVVpHbm6uJJfLpddee83omPz8fOnOnTu6V1RUlM7A+u/RFOm/R1OkbzfukxYsWCCdOnWqUuefOHGiNGrUKCkuLq5yC795+q6BFRd2d/v+WZK070PpfPgBKSYm5u7wbcuko88inXjZVSrMTCl36ujoaN2H8cGDB3Xbr/13unT0WaSTbzSRVPm5lVruwYMHpV9++UVznbfPa9YdbpqxV5ucnd5FOvos0vUNs6s/WV6GJO2bobn2nLv/B2q1+oExsI4cOSKFhoZKPXv2lHr06FHmId2jRw8pOTlZkiTNdbVs2VLq3bu3tGHDBunq1atl5uvcubO0cuVKvW0zZsyQbG1tpZ9//lkqKiqS9u3bJykUCj3jqDQRERGSnZ2d7ovAlStXJCcnJ93f1Oeffy717du33PWfOHFCCgoKkkJDQ6U+ffpovgiYeA11nXsNLblcbjYDq7KsW7dOGjFixH05V9++faU9e/bcl3NVB2Fg1T0e+CpCf39/Vq1aZdJYT0/Pcvc3btyYixcvVmkdNjY2uLm5kZaWZnSMlZWVpvqtBEOJmk2bNkPhIhEQEFCp8zs7O5OWlkZqaio+Pj6mH2gsB0tdBMCVawk45Ei0aKGRAmjQ/y1u7/uBvPizXFs5mRZTfjY69YcffohKpWLw4MF0794dgOzLJ7i5VZPw7jPua+RWlWtxow2FSZKkaR0DdTpEqMXjqSnEfvECt3d/i9fQD6rXTsfaCdx8IfUS3Izgvykt+OrARSb1aMmIQC+Dh9xb6WUKlpaWurCQSqWiqKhIr+H2vfNWRujWWOWXltJVeDKZjLCwMBYtWsTs2bOJjo6mZcuWLFu2jD59+gBlK8tAU0U2fvx4XnjhBUAT0pMkyWg4VRsKu379Ok2aNGH69OlMmDBB9/dUupLM2Po7duxosHrNlGuo68hkMvr160ffvn11cg3Xr1/H3d39vq9l1KhRlZZaqCq7d5tBx07wSPLAG1geHh6MGTPGLHNduXKF+vUr1mIyRFZWFikpKVU+XouHRwMCOzWteCBolNxvRkLGNVxdXbly5QrR0dEEBQWZ3trGUA6WWqVTiW/h54+VvUupIRY0e+sHzn/YjdS/11GQHI9jmyeQ3dMMOtGxNZs3b0YulzN//nzNtIX5XPnqFVCrcH18JC6dB5u2xlJoc7ik0hpYdVCi4V5cuw0n/r/vUZR2g7QjG6nXo5oSH54dSgysU1zNdOdEfBobT14zamCNHTu20qeYPHkyXbt2BSA8PJwvv/ySVq1a6SWSv/3227pcwnXrqi9GawwPDw8WL17M4sWLSUtL49NPP2Xo0KHEx8fj6upqsLLs9OnTTJs2Tff72bNn8fX11TMQ78XX15eLFy8SHx/PgQMH9LTuqltJVtE1PCiUNrQKCwv1vjQKBIK7PJJJ7lotlNLs2LGDiIiIMqKAsbGxxMbG6n7Pz8832FT5k08+QZIks4oKqtXq8su8E07A9z3hj8m4lXzwb9++nd9++830kxiSaVDfTdT3D2hbRozV3rcLDYf/G4Ds6EPc+PUTEjfO1r1ubfuCDt2fZNeuXcydO1fnjUvYMJO8hCgsnNzxGVe2/Nqk5Zb2YD0ASe5a5BaWNOj3FnIrW4ru3K7+hPVagYUNFNzhFY1INXuib5GR+/C3znF1dWXWrFnk5OQQFxcHlK0su337Nrdu3dJ5pQAiIiJo3759uXP7+vpy4cIFpk6dyuzZs/W8YuasJDN0DQ8aMplMGFcCQTk88B6sqhAcHEz79u3p1KkTTk5OnDx5kh9//JHGjRszY8YMvbFa6YOrV68CcOvWLdq3b8+oUaN0rXF2797Njh076N+/P08//bRZ1pibm8uWLVtISUnh1VdfxcHBoeyghh01LVTy0mhke/fBevToUZ0cQoUYChGqSj2k5YbfIo2en01O3CkyTvxRZp/HoClY2rvQr18/+vXrp9tu16wjFvauNJ3wf1g6Vk2hWz9EWHGbnIKCAs6cOUNMTAxpaWlYWFjQqFEjunXrhpubW5XWUFUaDJxEg/5vYWFvBj0dhSV4BELCUbwLogls6EJkYjrbziXyuAEn6o8//ljpU1ha3tUW69y5Mz/++KPOg6hl2bJllZ63sqSnp7N48WJefPFFfH19KSgoYMmSJbi6uur+BgcPHsycOXN0x5w6dYrmzZvrGUgRERE89thdwdxZs2YRFhamF4709fVl8eLFODg48Prrr+utY//+/axZs6bGrkEgEDxcPJIerJEjRxITE8O8efOYNGkSu3bt4vXXXyc8PJwGDRqUe6yzszODBg1i7969fPjhh0ybNo1r164xb948tm7dWuYBZCoNHCywVNzNDbGysqKoqIj8/Hz++usvwwfJFeDbF4CeTvH861//AuDmzZtkZGSYdmKDIUKNB0uSW5CZlWU0f6f55P8iuyc8V6S0h86GcyPcHh9B4PIruHapuhFq2INlPORz/Phx9u/fT0JCArm5uWRmZhIVFcXPP/9sUt9Jc2Jh62ge40qLZ4kmVnIU/+rWCICNpwyXmVtbW1f6VTrMrFAosLa2LhNeKz2+plAqlSQmJjJw4ECcnJxo0qQJhw8fZufOnTpB0oEDB5KSksK5c+cAjYFV2nsFZT1Y8fHxPP7443pjfH19iY+P5/PPP9e7/r///htHR0ddLmFNXINAIHi4eCQNrLlz53Lq1CkyMjIoLCzk2rVrLF++3KBxdfXqVZ33CjQG1k8//URMTAw5OTnk5+dz7tw5PvzwQ71v/JVCkvBwtOTZIGcau2geYAqFgv79+yOTybh48aJxfa4WT2rGXztAcHCwrtWOyUJ8hjxYJQnuKknOnj17uHDhgsFDLeycNUKapfjltgcBQZ1ZuXIlRVmpRM8dSPalY6WOqXq/Rqi8B6tz5840bNiQPn368PLLLzNy5Eg8PT3Jz89n06ZNFBbe/5CaJElkXfyHwrQb1ZvIwQvsPUBdzAtNsrCxVHDpdhYFxVXrTFBXsbOzY9WqVVy5coXs7GxSUlLYs2cPXbp00Y1RKBTMmzePTz75BND0ANywYYPePHFxcTz55JO638PDw5k6dareGAcHB9q0aVMm1D937twyekzmvgaB4EHm4MGDDBkyhMaNG2NtbY2Hhwf9+/fX044rj1mzZiGTycq8avLLW03zSIYI6xoyVSFqCZQWclwt7ho8DRo0oF27dkRGRnLixAnDDVWblihI3zoLuam0atWKa9euceHCBV2CcvknN5CDpdIYWOoSj1Z5XjnPwe+QtH0Zqtw7SDIFxxNyycrKwsbGhtwrJ7lzaie5V08T+M1lFFa2Fa+nouUaqiIs5UVTq9VcvHgRf39/3R/n6NGj9eYYMWIEGzdupHPnzuUmPNcU136YRNKub/B8ZjpNXppf9YlkMk2ye8wObFMjGdmhPfujE8jKNy52+zBT2cqys2fPltl25swZOnbsWGa7qCQTCMrn0qVLyOVyJkyYgIeHB+np6axdu5bQ0FC2b99ucn7yt99+q9fRxOSCrTqIMLDqAupC1EZanXTq1InIyEguX75MRkYGzs7O+gPs3TVtc26fh7gDOmXohIQE085dXogQze/lvcEt7JzxGDSFxI2zafTcv/l73Qy2bN3KsGHDyLpwCLfuL1D/iTFmMa7groGlVqvLJLmrVCq2b99OdHQ0KSkpRsM5VlZWvPjii3rl+sXFxboeiTWNY7snuf3nD0glhmy18AiCy7sgM4EpXXqhUBdhZyX+rKtKZGQkPXv2rO1lCAQPHOPGjWPcuHF629566y2aNWvGF198YbKBNXz4cF03hAedRzJEWOdQF6E20krOzc0NHx8fJEnin3/+MTyoWU/Nv3F/68Kct2+bWKlWTpK7quTtUVFemcegKVjWa8IZ67YEh4Twr3/9i4SEBBwDutNiys84BZpP50c/B6skvKdQUlxczNatW4mOjkYul1eozVPauMrKymLlypVGQ6HmxqXTYNp/F4/3mMXVn0xpD26aJt+B8ji+HtkFG8sH9xtfbbNlyxamTJlS28sQCB4KbG1tqV+/vuk5wWg+2zMzMx/I/qr3IgysOoBMVUR576WQkBBAIy9xbyd7ADq+CmN2woAFOsMiLS2NoiITPCTleLDUJniwJEnit+17eOr3PJ56ZjgREREkJSUZlMIwB3o6WCVaXcjk7N69m5iYGBQKBUOHDqVly5Ymz3nq1Cnu3LnDjh07uHnzZk0sWw+ZQoGlkxnFGbUNoG+d1miYCQQCQS2RmZlJSkoK0dHRzJgxg3Pnzumq8U2hWbNmODk54eDgwIsvvkhSUlINrrZmEbGEOoAmB8u4heXl5cWoUaNo1KiRYRXqer6aF+DoaMmzzz5LvXr1TPsGUE6Su7rE/jZkYEmSxJ49e/j3v//NiRMndNvVJjaBriq2tra4uLhoEh+zNedKuHmL8+fPI5PJePbZZ8vodlVE9+7dSU1NJSYmht9//50xY8bct8TKnLjTyOQKbL2r0aTYzQ8sbaEwC+7EU6RSczszD09LJZYK8R1KIBBoPPWlxXjv7SxiLkaMGKHLWVQqlYwfP15PnNgYLi4u/Otf/6Jbt25YWVnx999/880333D8+HFOnDhRplPDg4AwsOoAsnJChFoMJrgbmksmY/jw4ZU4eSmDTevBKskNKjYSIty3bx8zZswgPDzcaNuRmqJly5Z3vVO3Nd6aU6dOA5qKwcoaV6C5ZwMHDmTNmjVkZGSwd+9eBg+uvMp8Zbm57QviV72Dc8dBtJxRVk/MZOQW0CAQEv6B5POk5Daj0DYfGxsb6js8uBU4AoHAfNzbfm3mzJnMmjXL4Fi1Wm1yhbWVlZXec2D+/Pm8++67XL9+nTVr1lBYWEhxccWFN2+//bbe78OGDaNLly6MHj2a5cuX88EHH5i0nrqE+HpbBzDFwNJSWFhIZGRkWe9UyiXY8R7s/qiSJy/HgyUZ9mBNnjyZ8PBwgNqNk5eECDOzcrC1tSU4OLjKU1lZWTFo0CBkMhkXLlzg/Pnz5lqlUZw7DAQg4+R28m9ert5kniWaT+lXsFNq/r/SHgFVd4FAYBpRUVHcuXNH9/rwww+Njj148CA2NjYmve7t3xsUFESfPn0YO3Yse/fu5fjx41VuZ/fCCy/g4eHBvn37qnR8bSM8WHWBCkKEumEqFatXryYjIwMbGxv8/Pzu7szPhPDvwcqJzK7vcT3hBkqlEl9f3/InlZUynu5plaMyEiL88ssvef/99zl9+nSFa65RSgysgU8NIrXYttqSC15eXgQHB3P48GH27NmDh4dHjaq923j54dxhIBknd5C082u8x35R9ckcvMDOHfLysLNQkw9kFRRRpFKLMKFAIMDBwcHkMJu/vz+rVq0yaaynp6fRfUqlkiFDhjB//nzy8vKwsbExac7SNG7cmLS0tEofVxcQBlYdQKYuQq2WkCSp3OapCoWCVq1a8c8///DXX3/RtGnTu+KmXu3B2hnyMzi2+xdWbQmjffv2vP/++xWc3ECSe0l1XrGkcfveGyIMDg7WndfKyoqCggIUCoXhBHwzc+nSJS5fvoy3tzetSwwsF1c3XBwbmmX+bt26ER8fjyRJ96XPWoP+E8k4uYOUv3+m8cuLkFtUUaxWJgOP9hB3BIVUhI2lBXkSpOcW4i7ChAKBoBJ4eHhU2et0L3l5eRpx5RJ9xMogSRJXr16tsIdoXUV8ta0LqAo5enAfjz32GN7e3sZV24HHHnsMR0dHMjMziYiIuLtDrtDJNTSV4nFzczNNS6R0DpVcv4pQVWJglfZg5efn89xzzxEeHo6rqytnzpxh165durYkVW0VZCpFRUXk5uaSn5+PWlUS15eZ75xyuZyhQ4cycuRIPbG7msIpqC8WTu4UZ6ZwJ3JP9SbzCNL8qy7GxUYbJiyo3pwCgUBgAoakgTIyMti0aRONGzfWk86Jj48v023EUOX5t99+S3JysskaWnUN4cGqAyz47FOuXbuGXC5HrVaTnJxsNKldqVQSEhLCjh07iIiIoHPnzncNoOa9IWoLzbOO8tVX+3TtYAIDA2nRooXhk5cOTd6j5F6s1vdg5ebm8swzz7B3715sbGzYsmULfn5++Pn50bdvX/bs2cPHH3/M9evXK9ShqipNmzbF09OTmJgY8vNysbXErAYWUKaCUJKkGkvmlyksqBcyilvbl5F6YC0uHZ+q+mTWTuCoed84Wqi4gZzsgmIKi1UoLYQ2lkAgqDkGDBhAo0aNeOyxx3B3dyc+Pp5Vq1Zx48aNMm2rXn75ZQ4cOKCXw+vt7c3IkSNp27Yt1tbWHDp0iPXr1xMUFMT48ePv9+WYBeHBqgNcu6Zp0GuqxEGrVq2ws7MjJydHPxm7hUZrRHYjAvLSWbx4MZs2beLHH38sZ7ZSBpbWUClJci8uleR+48YNnnzySfbu3YudnR07duzQU0qXyWT069ePY8eOcfXqVRo1amTStVQWW1tbnJyciIiIQK61ecxsYGnJzc1l37597Ny5s0bm1+IW+iIAaeFbKM7NrGB0BdRvBYCFKh97pQUKmYy8IqGNJRAIapaxY8eSlpbG0qVLefPNN1mxYgXt27cnLCzMpMr20aNHc/z4cWbNmsWUKVMIDw9n2rRpHDx4EFtb83QCud8ID9YDiEKhoFOnThw4cIADBw7QokULzRvQsSHU94fkaPKj9+mMr9LNqstgUSomfo/QqHfT5jRo0IVr167Rr18/bt26hbOzM9u2bePxxx83OJ1MJqvx3KWoqCiys7PRRSPlNeOdycrK4uTJkwC0bduW/Px8WrRoYXZvll3zjlh7tST/xkXSj22m/hOvVH0yV19IPQ+SimYuVlhYWiGX318pDYFA8OgxceJEJk6caNLYsLCwMtu+//57M6+o9hEerDrI999/z61bt8od06lTJxo0aEDTpk31Fdub9wbnJlgr1DrdEA8PD+MTWdpA+9eg4/gyrXKsbOxwcnLCx8cHhUJBmzZtCA8PN2pc3Q+SkpI4efIktra2WGgNhxryYGmbbQP8+uuvbN68mQ0bNpCdnW3W88hkMur10HixUg78t3qTWShBrkmUV0r5dda4SkpKIjg4mB49ehASEsK5c+d0+w4dOoRMJiMlJaUWV1g+5a3fzs6Onj170rNnT3bt2lWLqxQIBLWJMLDqICtWrKBJkyaMHj2af/75x6DWlEKh4KWXXmLQoEE4OTnd3dF7Jkw+A+1G6kpy8/Pzyz+ha3Nw9tb9mpOTw4o/TupysBwdHdm6dSv//POP8VyuEpIyi/jtdDrH4rIpKDa/qvuxY8ews7PDxcUFmTa8WUMGFqBrnq01YuPj41mzZo0urGsu3LqPBiDz3H4KUowXOZiEokSuoigPJE11arGqZhX2K0u9evU4dOgQBw4cYO7cucyfP1+3b+nSpXTq1KkWV1cx5a2/adOmhIWFERYW9sAm5woEguojDKy6wD0hp7Zt21JUVMS6desIDg6mc+fOrF69mry8PL1xBiv2LKx082lDdQUFlaske/yVT3hz2W7+t/VP3bYOHTqYVFV34VY+OQVqLt0uYF90JoVmNLIyMjK4ceMGAJ4eHlU2sNRqNYmJiRWOu3LlCr///nuZ7Tk5OWzcuJErV65U6rzlYd2gKQ4BoSBJpB78uXqTyS0090RSkZefy7mbd4hJzjLPQs2EQqHQvX8zMjIIDAwEYNu2bYSEhGBnZ1fpOdevX8+IESPMuk4tffv21RM7NLZ+gOvXrxMaGsro0aNJTU01+Rw+Pj5s2bLFbGsWCAS1izCw6gBNmmrEQLUf2KtXryY8PJwxY8ZgZWVFREQEr776Kg0bNmTRokVljs/MzOSXX34hPj7+7kZ1MdYqTSgrPz/foBcsISGB9evXM2nSJHJzc3Xbh/ZsRzNPZ+wdHCp1HWq1xK3Mu+HKtBwV/8TlcPp6LqnZFbdKqIiUlBQsLDRpgzY2pSr9ZKblYBUWFvLHH3/w7rvvsnDhQr19V65cKePp8/LyMipeqlQq8fLyqsTqK6Zej5cBSDnwU/UU8mUyUGiMa6VUgExdRE5hMUWV8WJl13yD1aioKIKDg5k0aRI9evRArVazfPly3nzzzTJjL168yODBg6lXrx6Ojo74+/uzYMEC3X61Ws2MGTNM6nlWFT766KMymnL3rl9LbGwsBw8epHfv3nz0kX5nhUOHDjFgwABcXFxwdnYmMDCQhQsXmtyWRCAQPDiIJPc6wIfvv8P1G0ns3bVdJ3HQqFEjVq1axaJFi1i5ciXLly8nPj5e74F/6dIl/vOf/+Dq6oqPjw9paWm8+uqrXNu/hqJd/yHbNYC0NEsKCwv5+eefSU1N5fLly1y4cIELFy7ovEEAffr0YciQIQBMG92Lfw9rg6LjgEpdR0pOMUUqCSsLGd1bOLAvOpP4NM2D4/zNPPoFOFHPvupvuRYtWqBWqzlz5gwyqZSxYIIHKzU1lc8//1wX2nN2dtbJLxQXF/P5558jl8uZNm0aTZo0ATRyDR07duTIkSNl5uvYsaPZG0K7dhtO3vXz1OvxUvUns7ABdREKVT4BDhIXspWmi45m3YAT30Gn8RqF+BoiICCAI0eOEBkZyRtvvMGkSZMYMmSIwfv61FNP8fzzz7NhwwasrKyIjo4mKipKt3/Hjh24urrStm01mmaXQ2hoKBkZGRw+fFiXg3jv+o8dOwag0597/vnn+e6773RzbNu2jVGjRvHJJ5/w008/Ua9ePaKjo5k/fz43b96skXULBILaQxhYdQC1tSttgwP5ZNbHFBUV6VXh1atXj+nTp/Puu+9y5MgRvdY3//zzDxs2bKB79+60a9eOO3fucOjQIUa8MI3UtAzgbqL8/v37y5xXoVAQFBRESEiInqyCjaUMiuR3dbFMJDZZE4r0cLTEw9ECBys5WQUaQ0gtweHYLAa3da5W4rVWQV5Sl5IeqMDAys7OZsGCBSQkJODo6MjIkSPp1q2brhowOTlZN++9+l2dOnUiIiJCL8xqZWVVIzlCFnZOeL+6xDyTKSxBUoCkQi6DprZFxOcUVGxgqVUQtUkj1RG1CTq/VSNVmgUFBbr3ubOzM7a2tpw9e5aIiAi2bNnCmTNneOGFF9izZw8pKSnExsYyfvx4Xbl269atad26tW6+rVu30qtXL71zbN++nXfeeYcePXqwd+9eMjMzmTRpErNnzy6zHpVKhaurK6+88gpffvmlbvsHH3zA1atXWb9+Pb169WLr1q08/vjjBtcPmvCxtbU1CoWCAwcO6P5eJUli8uTJTJ8+nSlTpujm9/f3Z/Xq1dW/oQKBoM4hDKw6QJFbK4pcvJAwLnFgYWFBaGio3rbOnTszf/58PDw86N69O7/++isRERFYWFrhZqtAIVOTpbbG0tKStm3b4uXlhY+PD61ataJVq1a0adPGcF5ViQ6WthrNFK6lFnC5xMDydbdGJpPRyduO/Zey8HO34lpaIZn5an4OT6NrUzt83U33/kiSRHx8PE2aNLkrkWCiB0uSJL7//nsSEhJwcXFh1qxZ1K9fX2+Mp6cnCxcuJCUlRc97UlRUhLW1NQMHDiQp6W7IrEGDBmb3XpkdmUxjGJW0L7JVqHGQ55NfZI+1ZTkG09X9kF3iTcm+CVfDoFlvsy/v5MmTfPDBB8jlciRJYsmSJbpuAAA9e/Zk3bp1ALi5udGyZUteffVV3njjDV3Hg9KcPn2aCRMm6G2LjIwkNjaWSZMmsWLFCg4fPkyvXr147rnnaNOmjd5YhULB/v37CQ0NZdmyZchkMuLi4lixYoWu52ZAQAB79uwxun6A6Ohoxo0bh6OjI1ZWVvzwww8AxMTEEBcXx6hRo8x3EwUCQZ1GGFh1iPwiNXZWpnsLAgICCAgI0P3u4+PD1atX+b//+z+GSLvg9M+8cXUw2QVqFi5caLr4Z4mSOwrTDKyCYjXHruYA0NrTGk8nzXGNXJSM7OiCpUKGq50FR+M0Y07G59LUzQoLhWmerMuXL7N582YaN25McHCwZqNkmgfryJEjhIeHo1AoePfdd8sYV1qsrKxo2PBuP8Pdu3dz8OBBPvroI3x9ffU8h5IkceXKFXx8fGqkNVBW9GFu7/0et5BROLfvV7VJVIWa/0dJ0umaeVoWk5KVgbWTkdy6rBKDqjRX94NrC3Aw3tBVD7llmaINQ3Tr1o0DBw4Y3V9aJ0cmkxEWFsaiRYuYPXs20dHRtGzZkmXLltGnTx8A0tPTyzSyjYyMZPTo0UyaNAnQhPn8/PyIjo4uY2ABOgPv+vXrNGnShOnTpzNhwgR8fHwATTVtenp6uevv2LEjp06dKrNd2wak9HtMIBA83AgDqy5Q8hAsLFZVysC6l549e7J69Wqio6Pp3q0DLvyMNYVkY1GxVENpKunBOpuYR0GxhJONgsBG+oq7SguNAdKivhX2VgpNZaFK4mpqAS1M9GKFh4cDmqRznUGj9WDJ5EYf6Pn5+TovyNChQ3WSCxWRl5fH77//TkZGBosWLeKDDz7Q8yzu3LmTc+fO0bNnT7p06WLSnJUh7Z9NpIStQV2QWzUDS5IgPxMs0RhXJzUCfnKg0g2MJDVEfFfxOC09Z92ViTAjHh4eLF68mMWLF5OWlsann37K0KFDiY+Px9XVFRcXFzIz9VXwIyMjWbp0qd62W7duGTWyAXx9fbl48SLx8fEcOHBA54ECTTGJi4tLldavzctKTEykefPmVZpDIBA8WIgqwjqAMuUsNol/czupepVb7u7uum/mx5JtABmNLNLwbuxluqdFUuuERk15UKrVEldSNKHBDo1tURjJr5LJZHg6WdKhscYAi0k2TTri5s2bJCQkIJfL6dChQ9kQYTneq507d5Kenk79+vUZNGiQSecDsLGxYdq0adja2nLx4kW++OILVKq7HjNtn8hDhw6RkZFh8rymUv+JMbj3HY/H4HeqNoG6CKTqV23WVVxdXZk1axY5OTnExcUBEBQUpNc8Ni8vj5iYGD2R3T179qBQKOjatavRuX19fblw4QJTp05l9uzZel6xqKgogoKCqrRmPz8/fHx8WL9+fZWOFwgEDx7Cg1UHkEpkBgoKiyoYWTHdu3fHxcWFzp07Q+r3TCMcnh7LhYICrly5UrEXR1VqDRble5jScor562ImBcUS1pYyvJwr9ng1q2fFyeu5pGQXk1NQscdO671q1aoVDg4Od70UFRhYeXl5uh6CI0aMMCq3YAwfHx+mTZvGZ599RmRkJOvXr2f0aI0YaJs2bTh37hzXr19n7969DB8+3Kztc2x92tF0/IqqTyC3BFnJn7bcAjq8rr/Prn5Zr59aBRH/BzkGjHx7D80cpiS7VyJvz1TS0zV9NV988UV8fX0pKChgyZIluLq64u/vD8DgwYOZM2eO7phz584hk8lYu3Yt7dq1IzIykgkTJjB//nydN3LWrFk6QVAtvr6+LF68GAcHB15//XW9dezfv581a9ZU6RpkMhlfffUVo0aNwtHRkRdeeAE3NzcuXbrEggUL+M9//lOleQUCQd1FeLDqAiXVeoVF1TewHBwc6Natm0YvquOr0ONDrkqN+OSTT/jrr78qnqC4JJQoq7iKMDIhl7wijV5TUzcr5CYYGTZKOe4OmnmvpZWv/ZOVlcXFixcBTUI/oDNkZBUYWH/99RfZ2dl4eHjQrVu3CtdlCD8/P13i9Pbt2zl06JBuDf369UOhUBAXF8fly5erNH+NIZOBtSMgK9HEsix5KcHeXSNGq1DqvyxtoPVzZTXFZAoIeE6z/95jDL3M3KcRNJpjiYmJDBw4ECcnJ5o0acLhw4fZuXOnTpB04MCBpKSk6FrWREZGMnjwYFJTU3F2dub5559n5syZvPbaa7p54+Pjy7R98vX1JT4+ns8//xyF4u69+Pvvv3F0dNRrcF5ZBg0axM6dO9m+fTvNmzfH2dmZ4cOH4+/vj6eniTluAoHggUF4sOoAklwBqCguMq/YoDroJW7evMn1EsXxv/76i3HjxpV/kKokdKewqvBhmZmvCZs52Sho62VT7tjSeLsquZ1VzLW0QgI8jR8XGRmJJEk0atRIJ59w11Nk3MBSq9W6aq9BgwZVKxH9scce4+mnn+b333/n+++/x8vLi2bNmuHq6kqnTp04duwYhw4dqpEm0FmXjpKyfw2eT7+PtYdp+WM6FEqwcICCUnlJMjm5Kjkpd3JwtLbE2fYer56DF/j0gLhShrhPT9MT3GsIOzs7Vq1aVe4YhULBvHnz+OSTT9iwYQORkZG0bduWOXPmGJVBCA8PL9N01sHBgTZt2pRpcTN37lyDIr+VJSQkxGh/wnKbsgsEggcO4cGqA0gl4ZxCM4QIteTn57NmzRoWL17Mt99+C2Dat+/iEgPLwrBchBa1WtJpXPVu6YCVpelvpcYumgd7SnYx+UXG1cUTEhIAaN++vW6bQqHAxsYGqxLdKkMq7oWFhXTt2hUPDw+zNKZ+7rnnaN++PUVFRSxdulQXpuzSpQtWVlYkJyfrcoHMSeL6mdzes4KUgz9VbQKlg37ITlKRmZvH7ex80nKN5MD5PAH2JQaVvafGwHpAGDVqFBs2bAA0xnlpnSxDnD17Fjc3N71tZ86coWPHjmXG7t69W1exKBAIBKYgDKy6QImRUGSGEKEWKysrlEolqsK7/Qvj4uL4+++/UavLaZmi9WAZyL9KyykmMiGXyIRcTsTnIEkgA2Ju5xOZkEtajmmJ1XZWClxsNdd8I8P4NY8cOZKRI0fi5+en2+bu7s5TTz1F+6CS3m8GPFjW1taMGjWKxYsXG9UVqwxyuZyJEyfi4eFBamoq33zzDWq1GhsbG1q3bk39+vWr19rGCPV6lrTOCftv1eaXycDGBbjbOsfVUuN1vJNXhNrQnHIFBAzTGGYBw2tEZPR+cObMGT0JE1OJjIysciK7QCAQlEYYWHUAqSTXqbjYfJVfMpmM7t2787hbKk4KTV5VQkIC3377rV7fwTJoc7AUZQ0Teys5F27lcyYxj4tJGkNMAs7eyOfCrXzsrUx/OzV01nixEjKMh0VlMhne3t56uTA6tDpY5VQRmjXx3NaWKVOmoFQqOXv2LJs3bwY00hhjxoypkdJ7ly7PILe2oyDpCtkXy7brMQmFEuzcQanJVbKU8rGQy1BJEjkFRt5vDl4aBfdaDg1Wh4yMjCq1zdmyZYue0rpAIBBUFWFg1QVKvASqYvN5sACaNGmCX4/ncbO8q4HVtm3b8j1Y5YQIlRZyWnkYrixs5WGt07wyhUYumtBVQkYhhcX66ykqKip/jWC0ivD8+fOcPXu24uOrQJMmTRg7diwAv/32G2fOnMHCwsLsuVdaFNZ2uHYdDmi8WFWfyFLjkZTJkamLaWCruWfpueXk/Nk3qPr5BAKBQCAMrLqAVqbBnB4sLYFPDCW1WKM99Xrf1nz44YdlFK/1KJ3kboBWHtZY3qPAbqmQGTW8jFHPzgInGwUqNTodLS2RkZF8/fXXuua5pblz5w5//vknZ8+c0Wy4x8D6448/+Oyzz9i9e3el1mMqoaGhPPHEEwB6DXoLCwtrpJpQGyZMPbwBdWElxGLvRSbXNIAG3JQa719abgFqtflDmwKBQCAQBlbdoMSDpTazBws0bT/uFGvCcVYJf1ec51VBkrvSQo6fu/6+ynqvQBO+085z+R7R0UuXLpGfn28wNFhcXEx6ejp5OVmaDffkCLm7u+Pi4lKl8JCpvPLKK8ycOZN+/TQq6wUFBSxfvpzffvuNtLQ0s57LsXVPlG6NUOXeISNie/Ums9QYWJZSAVYKGcVqiYx881auCgQCgUCDMLDqAiVVhGqV+T1YJ06c0P3cWn6l4pY55SS5A1xOzuf8zbtzVMV7paWpm8bASs9VkVuoCellZWXpqgdLJ7drcXBwIDg4GD+/FpoN93iwxo4dy9dff12jPd+USqXe2qysrHR9HiMjI816Lplcjlv3FwBIObi2epMprECmQCap8bKTY6mQCw+WQCAQ1BDCwKoLyLUGlvk9WDk5Obqf11zzYsrbk/nnn3+MH1BOkjvAxVv6BlpVvFdarCzluNlprv3mHY0nJSoqCoBGjRoZDGUqlUq8vLxw1u4zkOQuk8lqLC/qXq5du8acOXNo0qQJoFEQN3eot16PlwDIOLmdoqzUqk8kk4GlJlzsqlTRzsuZevZVM44FAoFAUD7CwKoD+HmUNEiW1GZPztb2JrRWSBRJcvLyC8jOzjbeQ0/bh9BIiDC7xNPUvYU9dkrjSe+m4uWkSXa/cacISZJ0StwVaRgZSnJPTk6ukeT28li3bh3R0dFERETg6OhIXl6eTn3eXNg2aYOtTyBScRFpR34x6Rijsg4lYUJZcT4yhPdKIHhYqAmpGEH1EAZWHcDOxoqCem2wb9rJ7J6XoKAgPvjgAxZ/NBGbgAEAnDx5kv/973+GPS3leLCKVBKFxZo/Yi8nS/oGOFbZe6XFs8TAunmniKtXr5GamoqFhYWux1yZNRQVcfXqVVKSS3rmlRhYxcXFvPfee7zxxhtmz4Mqj5EjRxIaGsrw4cMJDNRoc506dcrs59F6sSoKE2rz1goLjeRWyS1LxEclKMpDkiTyih7extACwaOC9m/eoKyNoFYQrXLqAJYKOWqb+shszF/yL5PJaNeuHQC2RzVVbmlpachkMk6ePEmXLl30DygnyT2nQFN9plTIUFrIUZrh3VPf3gILORQUSxw9rQkPBgYGGhUIzc/P58SJE/hYZ1DPBp1Ia3x8PEVFRSiVSlxcXKq/MBNp1qyZrl+hjY0Nhw8f5saNGyQlJdGggfmkDtxCRhH/0zSyow+Tf+uK0dY5FhYW2NrakpycjKWlpeE2QWoFFOahKr7DpcwsJAn8PZxM6iUpEAjqHmq1muTkZGxtbTV9aAV1gkf6f2Lfvn3MmzePiIgI1Go1fn5+TJs2jZEjR1Z47IULF3jnnXc4dOgQSqWSp556iiVLllC/fv1Kr8NCrnmwFatq1sVrY6MJD7m7u6NSqTh69GhZY6acJPeckvCgXSUERStCLpfh4WhJQkYRfoHdqO+gLGv06Y3XnrvkXpV4sLQSCTXRE9BU7O3tad68OTExMSQkJJjVwFK6euHYtjeZkXvJPLMPa483DI6TyWR4enoSFxfHtWvXDE+mVkFhJiAjLd+SIjWQlYKNpfjmKxA8qMjlcpo0aVJrn3/38vrrr/PDDz/w1FNPsW3bNpOOMedztS7wyBpYq1at4rXXXqNPnz7MmzcPhULBxYsXuX79eoXHJiQkEBoaipOTE/PmzSM7O5vPP/+cs2fPcvz4cZRKZYVzlEYhlyHPS6Egv5DcXCW2trZVvaxysclNBMA2+yrKRkGkpqZy/Phx/R6FxcZ1sLJLeg/aKc0bWfZyUpKQUURagZw+Tz5Z7ljth4dMMmxg1YSiuimkpqby008/kZKSwrvvvlsjXrQmLy5APu5rbLzKVleWRqlU4uvrazxMCBC5FnKTOZPdkulHVQxt14jPnm5vfLxAIKjTKJXKajW2NycnTpxg9erVWFubnqNr7udqXeCRNLCuXr3KxIkTmTRpEsuWLav08fPmzSMnJ4eIiAhd9ViXLl3o06cPq1ev5o03DHsXjKGQg+Wdq6iLssjIcKsxA8sWTV/C/LREeo+axJYtWwgPD6dNmzZ3DQJtDlY5IUI7K/N6OjxK8rBuZxWjlqRyQ1U6Awv9JPfY2FhA48GqDeRyOadPn6awsJDY2Fg6depk9nPYNTPdAJLL5eV/uDXwhdgr9HNN4vk7jnx39BozB3fE2fbB+xATCAR1B0mSmDx5Mi+//DJ//vmnyceZ+7laF6gb5u59ZsWKFahUKubMmQNAdnZ2pSowNm3axKBBg3RvAoAnn3wSPz8/Nm7cWOn1KOSgsnZGsq1vlubExrBprEnCzs3JxrdRPby9vSkuLmbnzp2oVCW9/cpRcteGCCvTc9AUbl67DOpi1BJk5qnKHXvXwCr5/5IryM7O1qmq15YHy8XFhf79+wOwceNG1Go1d+7cqbGqxmqL0jbQCLE65SfQs4kNeUUqfjoeZ4aVCQSCR5mffvqJc+fO8emnn1bqOHM/V+sCj6SBtW/fPvz9/dmxYweNGjXCwcEBNzc3Pv744wofiImJidy+fdugh6JLly5VqiBTyGUUO7egqH4b3NzcKn28qdi4egGQp7ZAFneAfv36YWlpSW5uLnl5eZrcHEtbjXFl0INVMyHCM2ciKcxKASAtt5IGlkyu8155eHjg4OBg1rVVhkGDBmFra6trqv1///d/urWZi6I7yVxaOIzIt5pVz8iycQXHxsiQmNVJc0/Xn7xqnkUKBIJHkqysLKZPn86MGTPw8PAw+biaeK7WBR7JEGFMTAwKhYJXX32VadOmERgYyG+//cbcuXMpLi7ms88+M3qs1lPi6elZZp+npydpaWkUFBQY9EQVFBRQUHC3LcydO3cASL59i7QUTVjw+vXcGktSvHPnDrm5uSQVFpFw7Hfo25mQkBBcXV3JyMjQaGP5vKgZnJQG6MsdxMdnkFcsccfZgYQ887x1srKyOH36NA5NFdh6qInGCmW+8RBpUVERqampOCrTSLDJBFk6xy4fIzc3Fzc3N50KfG0RHBzM1q1bOXLkCE2aNGHPnj264gJzIKmKiY04QHFmKlb7N+HYKqTqk6k9IPk8jW2jINuBI2dTOXWhOfUdhPioQPCwoH1m3blzR0+82crKyuwRkzlz5mBjY8M777xTpTVW5blap5EecFQqlZSXl2fSS61WS5IkSXK5XAKk+fPn683Vv39/ycbGRsrMzDR6voMHD0qAtGHDhjL7Pv74YwmQ0tPTDR47c+ZMCU35m3iJl3iJl3iJV629Zs6cadbn6sWLFyVLS0vp119/1c3j7e0tPfXUU0bPY47nal3mgfdgHTx4kCeeeMKksRcuXMDf3x8bGxtycnIYNWqU3v5Ro0axa9cuTp06RWhoqME5tN6I0p4oLdo+f8Y8Fh9++CFTp07V/V5cXMyFCxdo3Lhxnan+qIisrCwCAgKIioqq1XDco4K43/cPca/vL+J+3x/UajXx8fEEBAToaWSV5w2qynP17bffJjg4mGHDhlV6jdV5rtZlHngDy9/fn1WrVpk0Vut+9PLyIiYmpoxOkbu7OwDp6ekVzqF1aZbm5s2buLq6Gn3jGnLJPv744yatva6QmZkJQMOGDQ32ChSYF3G/7x/iXt9fxP2+f5ROHDeFyj5X//rrL3bt2sVvv/3G1atXdfuKi4vJy8vj6tWruLq6Gv1/rs5ztS7zwBtYHh4ejBkzplLHdOzYkZiYGBITE2nW7K4i9o0bNwDKFTVr2LAh9evX58SJE2X2HT9+nKCgoEqtRSAQCASCukRln6vx8fEAPPvss2X2JSYm0rRpU5YuXcqUKVMMHv+wPlcfjLiUmdEqta9cuVK3Ta1Ws2rVKlxdXenYsaNue2xsbJlKsGHDhrFt2zY9UdI///yTS5cu8dxzz9Xw6gUCgUAgqDv06tWLzZs3l3nVr1+fTp06sXnzZgYPHqwb/8g8V2s7Caw2UKvVUu/evSWZTCa98cYb0jfffCP16dNHAqTvvvtOb6y3t7fk7e2tty0+Pl5yc3OTmjdvLn355ZfSvHnzJBcXF6lt27ZSfn7+fbyS+09+fr40c+bMh/466wrift8/xL2+v4j7/fBjLMn9UXmuyiSpEgqbDxHZ2dn8+9//ZsOGDaSlpdGyZUumT5/O6NGj9cb5+PgA6MWVAc6fP8/UqVP1eiYtXrzYrP3nBAKBQCB4UPHx8aFNmzZlehE+Ks/VR9bAEggEAoFAIKgpHskcLIFAIBAIBIKaRBhYAoFAIBAIBGZGGFgCgUAgEAgEZkYYWAJAk/Q/c+ZM+vfvj6urKzKZjNWrV1dqjn379tGrVy+cnJxwcHCgY8eObNiwoWYW/ABTnXvds2dPZDKZwZelpWXNLvwBpbrv7YiICAYNGoSHhwf29va0a9eOL7/8EpWq/MbkjyrVvd979+4lJCQEW1tbXFxcGD58eJlkaIHgQeCBFxoVmIeUlBTmzJlDkyZNCAwMJCwsrFLHr1q1itdee40+ffowb948FAoFFy9e1NM0EWiozr3+6KOPGDdunN62nJwcJkyYQN++fc280oeD6tzviIgIgoOD8fX1Zfr06dja2rJz507efvttYmNjWbZsWc0t/AGlOvd727ZtPP3003To0IH58+eTmZnJsmXLCAkJ4dSpU+WKQAsEdY7aVYkQ1BXy8/OlmzdvSpIkSeHh4RIgrVq1yqRj4+LiJBsbG2ny5Mk1uMKHh+rca0P89NNPEiD9/PPPZlrhw0V17vfrr78uKZVKKTU1VW97aGio5OjoaO6lPhRU534HBARILVq0kAoKCnTbTp8+Lcnlcmnq1Kk1sVyBoMYQIUIBoOmT6OHhUaVjV6xYgUqlYs6cOYAmRCAJ9Q+jVOdeG2LdunXY2dnx9NNPm23Oh4nq3O/MzEysra1xdnbW2+7p6flANp+9H1T1fqelpREVFcXQoUNRKpW67YGBgbRq1Yr169ebc5kCQY0jDCxBtdm3bx/+/v7s2LGDRo0a4eDggJubGx9//DFqtbq2l/dQk5yczN69e3nmmWews7Or7eU8dPTs2ZPMzEzGjx/PhQsXuHbtGitWrOC3337jww8/rO3lPVQUFBQAGDRcbW1tuXHjBrdu3brfyxIIqozIwRJUm5iYGBQKBa+++irTpk0jMDCQ3377jblz51JcXMxnn31W20t8aNmwYQPFxcVlOhAIzMPrr7/O+fPn+e677/jhhx8AUCgUfP3110yYMKGWV/dw0aBBA5ydnTl8+LDe9tTUVKKiogBN42Bzen8FgppEeLAE1SY7O5v09HRmz57NnDlzGDZsGD///DP9+/dn2bJlZGVl1fYSH1rWrVtH/fr16dOnT20v5aFEoVDQvHlz+vXrx5o1a9iwYQODBw9m0qRJbNmypbaX91Ahl8sZP348f/75Jx9++CExMTFEREQwYsQICgsLAcjLy6vlVQoEpiMMLEG10br0R40apbd91KhR5OXlcerUqdpY1kPPlStX+Oeffxg5ciQWFsIZXRPMnz+fBQsW8L///Y+XX36ZESNGsHnzZkJCQpg4cSLFxcW1vcSHijlz5vDaa6+xcOFC/Pz86NSpExYWFrz22msA2Nvb1/IKBQLTEQaWoNp4eXkBlGnI6e7uDkB6evp9X9OjwLp16wBEeLAGWb58Ob169SrzYB8yZAg3btwQ+kxmRqlU8sMPP3Djxg0OHjzIxYsX2b17N3fu3EEul9OiRYvaXqJAYDLia6+g2nTs2JGYmBgSExNp1qyZbvuNGzcAhHZNDbFu3TqaN29O165da3spDy1JSUkGBUWLiooAhAerhmjQoIHuC5tKpSIsLIzHHntMeLAEDxTCgyWoFDdv3iQ6Olr3gAEYOXIkACtXrtRtU6vVrFq1CldXVzp27Hjf1/kwYOheazl16hQXLlzghRdeqIWVPZwYut9+fn7s3buX1NRU3TaVSsXGjRtxcHCgefPmtbHUh4Ly3t+l+fzzz7l58ybvvvvufVqZQGAehAdLoOPrr78mIyND53n6448/SEhIAGDSpEk4OTnx4YcfsmbNGuLi4vDx8QHg6aefpnfv3nz22WekpKQQGBjIli1bOHToEN999x1WVla1dUl1lqreay0///wzIMKDplLV+/3BBx/w4osv8thjj/HGG29gY2PD//73PyIiIpg7d65oT2SEqt7vtWvXsmnTJkJDQ7G3t2ffvn1s3LiRcePGMWzYsNq6HIGgatS20qmg7uDt7S0BBl9xcXGSJEnSK6+8ove7lqysLOntt9+WPDw8JKVSKbVt21Zau3bt/b+IB4Tq3GuVSiU1bNhQ6tChw/1f+ANKde73rl27pB49ekj16tXTvbdXrFhx/y/iAaKq9/vYsWNSaGio5OLiIllbW0uBgYHSihUrJLVaXTsXIhBUA5kkCcltgUAgEAgEAnMicrAEAoFAIBAIzIwwsAQCgUAgEAjMjDCwBAKBQCAQCMyMMLAEAoFAIBAIzIwwsAQCgUAgEAjMjDCwBAKBQCAQCMyMMLAEAoFAIBAIzIwwsAQCgUAgEAjMjDCwBAKBQCAQCMyMMLAEAoFAIBAIzIwwsAQCwUODJEl07NiRvn371vZSDHLx4kUsLCxYvnx5bS9FIBDUMMLAEggeEa5evYpMJkMmk+Hh4UFxcbHBcRcuXNCN8/Hxub+LrCb//e9/OXnyJHPmzNFtq0vX3bJlS0aNGsXs2bPJysqqkXMIBIK6gTCwBIJHDAsLC5KSktixY4fB/StXrkQulyOXP1gfD2q1mlmzZtG9e3e6du1aZn9due5p06Zx+/Ztvvzyyxo9j0AgqF0erE9QgUBQbYKDg3FycuLHH38ss6+4uJi1a9fy5JNPYmlpWQurqzo7d+7k6tWrvPzyywb315Xrbtu2Le3ateP7779HrVbX6LkEAkHtIQwsgeARw8bGhueff57t27dz+/ZtvX3btm0jKSmJsWPHljmusLCQr776in79+tG4cWOsrKxwd3fn2Wef5dSpUwbPtWnTJnr06IG7uzvW1tZ4eXnx5JNPsmnTpiqNK49Vq1Yhk8kYNmyYWa+7JhgxYgTXrl1j//799+V8AoHg/iMMLIHgEWTs2LEUFxfz008/6W3/8ccfcXV15ZlnnilzTFpaGlOmTKGgoICBAwfyzjvv0LNnT3bs2EFwcDDh4eF647/99luGDx9OTEwMQ4cOZerUqfTv359bt26xefPmSo8rD0mS2L9/Py1btsTFxcWs110TdOvWDYA///zzvpxPIBDcfyxqewECgeD+06VLF9q0acOqVat49913Abh16xY7d+7kzTffxMrKqswxLi4uxMfH07BhQ73t58+fp2vXrsyYMYO9e/fqtv/www8olUpOnz6Nu7u73jGpqamVHlceFy5cIC0tjQEDBpj9umuCTp06AXD48OH7cj6BQHD/ER4sgeARZezYsZw/f55jx44BsGbNGoqLi42GyaysrMoYVwCtW7fmiSee4ODBgxQVFents7S0NJjT5ObmVqVxxkhISACgQYMGFY6t7HXXBI6OjlhbW+vWLRAIHj6EgSUQPKK8+OKLWFpa6pK+V61aRfv27QkKCjJ6zOnTp3nhhRdo0qQJSqVSJ2vwxx9/UFhYSEpKim7s888/T05ODm3atOH9999nx44dZGZmlpnT1HHlofV0OTs718h11wSurq5690sgEDxcCANLIHhEqV+/PoMHD2b9+vXs27ePixcvluvFOXLkCF27duW3334jKCiISZMm8Z///IeZM2cSGBgIQEFBgW78e++9x8qVK/Hy8mLx4sU89dRTuLm58cwzzxAXF1fpceVhY2MDQH5+vtmv2xg//vgjQUFBuqT8SZMmmRzSBMjLy8PW1rbS5xUIBA8IkkAgeCSIi4uTAKlfv366bdu3b5cAqWHDhpK1tbWUlpam22dlZSV5e3vrfh84cKAESH///XeZufv16ycBUlxcnMFzp6SkSJs3b5ZGjBghAVJAQIBUXFxc5XH3cujQIQmQJkyYYPbrNsTkyZOlwMBAaffu3VJGRoYUHR0tvfXWW1KLFi2k27dvV7helUolyeVyqW3bthWOFQgEDybCgyUQPML069ePhg0bkpiYyDPPPFNuBV5sbCyurq6EhITobc/NzeXkyZPlnkfrkdqwYQO9evUiKiqKy5cvV3ncvbRu3Rq5XM7FixcrHAuVu+57+euvv9i+fTsHDx6kb9++ODk50bJlS7755hueffZZpk6dWuEcMTExqNVq2rZta/J5BQLBg4WoIhQIHmEUCgVbtmwhISGhwhwkb29vLl26xPnz52ndujUAKpWK9957j+Tk5DLjw8LC6NGjBzKZTLetqKiItLQ0AKytrSs1rjycnZ1p164dJ06cQK1WV6jGXpnrvpe1a9cydepUHB0dy+ybMWMGjRs3prCwEKVSaXQObYJ9jx49KnVugUDw4CAMLIHgEadTp0462YDymDRpEnv27CEkJIQRI0ZgbW1NWFgYiYmJ9OzZk7CwML3xzzzzDI6OjnTt2hVvb2+KiorYu3cvUVFRDB8+HG9v70qNq4ihQ4cyc+ZMjh49SnBwsNmu+14SEhIYNWqU7neZTMa3337LhAkTcHJywt7entTUVDw9PY3OsXfvXiwsLBg0aFClzy8QCB4MRIhQIBCYxKBBg/j1119p1qwZa9euZd26dfj7+3P8+HGDRtBnn31G+/btOX78OF9//TVr167F3t6eb7/9lnXr1lV6XEWMGzcOCwsL1q5da5brNUbDhg2JjY3V/V5a3DQrK4vs7GxcXV2NHp+bm8uWLVsYNGgQXl5eNbpWgUBQe8gkSZJqexECgUBgDl566SW2b9/OtWvXcHBwqJFz7Nmzh0mTJhEREYG9vb3evn//+99cuXKlXMPwhx9+4PXXX+fAgQOEhobWyBoFAkHtIwwsgUDw0HDt2jX8/f35+OOPmTFjRo2dZ/z48Zw8eZIlS5bQpUsXkpKSWLZsGb/99htHjhwxGh4sLi7Gz8+Ptm3b8vvvv9fY+gQCQe0jQoQCgeChwdvbmzVr1tSY90rLihUreOWVV3jttdewsbGhXbt2pKWlcfTo0XJzr+Lj43n55ZdZsmRJja5PIBDUPsKDJRAIBNXAlKpFgUDw6CEMLIFAIBAIBAIzI752CQQCgUAgEJgZYWAJBAKBQCAQmBlhYAkEAoFAIBCYGWFgCQQCgUAgEJgZYWAJBAKBQCAQmBlhYAkEAoFAIBCYGWFgCQQCgUAgEJgZYWAJBAKBQCAQmBlhYAkEAoFAIBCYGWFgCQQCgUAgEJgZYWAJBAKBQCAQmBlhYAkEAoFAIBCYGWFgCQQCgUAgEJgZYWAJBAKBQCAQmBlhYAkEAoFAIBCYmf8HdagNnp97BwsAAAAASUVORK5CYII=",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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7gUSlNg5MiROHz4MH7//XemDlZeXh5+++03DB06lBWSVEZFlFPEVVRUoKqqCjY2Nqw+V6xYAUIIK7LQmKACy4TgcDhYvHgxIiIiTPahoeoVUUUmkyEuLo7lJWnXrp3O/Q4fPlzntl9++aXObffv34/9+/dDJpOxBJlSjJmbm4MQgsWLF4PL5UIulzPHcrlceHp64osvvkBlZSUjmADF/JECgUCtP+V71S8KR0dH+Pr6ahSEVVVVjMgDFOKmrKwMZWVlGq9HVXAmJibqnPwpl8uRmpqqtYjfiRMnMHjwYADAoUOH1Lx5XC6XEWN79uzBsGHDACiE5sKFCzV65gQCAT766CP06dMHAJCcnMwShNWP6dmzJ3PPFBYW4s6dO2pt//nnnybnlaMeOUpTYOTIkejZsycmT56MxMREppK7TCbDsmXLWG0HDBgAAEhNTQWgiHZ06dIFY8aMYabGOX36NE6ePInIyEi88cYbL/VajEWzFFjnz5/HV199hZs3byI3Nxf29vYICgrC4sWL8corr9R6/NKlS9VuGECRNKhM6KsLhBCkp6ejsrLSJEs2aBMiSrhcrskKRGXCvqZEy9OnT2sUjUpR0qZNG7WH+FtvvYW33npLp3PPmzcP8+bN07hPLpezPqvPPvsMkydPZnnkVEWZ6qTgERERsLGxUROOEokE+/fvR15entrfycbGBp06dWI8eMr2quJR05BouVwOsVisNhLo6dOnNc41NmTIEOZ9UlISK9Rbne+//54RWNeuXUNERITWtoDib7p48WLY2dlh4MCBWnPyPvroI0ycOBEAkJaWhoULFzL3gupiaWmJHj16ICQkBIBC7F67dk1jWwsLC5ibmxt8n1OPHKWpwOPxcPLkSXz++efYsmULxGIxgoODsXv3brRv377GY+3t7TFkyBD89ddf2LNnD2QyGdq1a4fVq1fjs88+a7Rz9TZLgXXv3j0mZOLq6oqCggLs27cPoaGhOHHihM7uyG3btsHa2ppZr2sYZd26dQCAgIAAdO7c2STFFaDwnqSlpWkUV4DiIWzKAlETDS0aq39x2NvbM6G62ujWrRu6deumtv306dPYtGmTxmNKSkqwePHiGr0+U6ZMwQcffICqqio1kSeRSFgjkQYMGICTJ09qFYSq9rVp0wYzZszQGNaVSCTw9PRk2goEArRt25a1v7y8nJX7J5PJcO3aNZw/f77Gys+qQjgnJwf79+/X2vbLL79kBNbjx48RHh6ute3s2bOZzzkrKwthYWEaRZuFhQUiIiLw7rvvAlAMV//mm29gaWmJBw8esDxymzdvxogRI+Dl5QUATI6lqYRodYV65ZonDg4O2LFjh9p8gtVReq6U2NvbY+/evfVoWcNARxE+p7y8HN7e3ggKCqp19ITSg5WbmwsnJ6c6n1M5uuPw4cMghKB79+5qCeimRnp6OnJzc7Xub9Gihc4jVUwBiUQCLy8v5OTkaG3j6uqK1NTURiEalSMHY2NjtQrGbt26NboRhcrr0pT7FxQUhAMHDmgUeRKJBB06dGAmms3KysKBAwcYb1z1ZeTIkRg1ahQARUhzxIgREIvFKC8vZ9ooz79w4ULGI5eSklJjEu+MGTOYHL6srCy0bNlSa9sJEyZgz549AICysjJYW1tDKBTCysoKVlZWsLS0ZN5HREQwIXNCCD7//HPWftX3Hh4e6Ny5M3Oe3NxcRgAa00NAR6+aFnUZRUgxDs3Sg6UJS0tLODs7ay2DoAlCCIqLi2FjY2PQFwiXy4VMJtPqGTIlPDw8aiwt0dgQCoW4du1araKxMYgroGl6GYGac/9iY2Px6NEjnXKx3NzcMHfuXJ3O6efnh6SkJLXtVVVVEIvFLK9Sq1atcOHCBY2irby8HF26dGHa8vl8TJgwAY8ePcKFCxfU+ldNM1Dm4inFYn5+Pqut6g+yiooKbNiwQev1DB8+HEePHgWg+O5yc3NjxKKFhQWsrKxgbW0NGxsbhIWF4ZtvvmGO/eKLL8Dlcpn9qq9ubm4ICgpi2v7f//1fk8uTo1DqQrMWWMoRbnl5efj5559x+/ZtLFy4UOfjvb29UVpaCisrKwwfPhwbNmyAi4uL3nYoBRZ1JjYMTUk0NjXBCDR8GLc6ylIlqlhaWjLJ/LXh5OSE3bt3IyQkRG2EK4/Hw6NHj5jRuE5OTsjNzWUGPqgOgigvL1fzSHz++eca25aVlbE8bFVVVazzKsVgXl4eAEU4V5Wvv/5a62T04eHhiIqKAqD4W6lO9gsAb7zxBgICAmBjY4MuXbqwwtebNm1iRo/Z2NjAzs4Otra2sLW1haOjIyts3JDQkCelLjRrgTV69Gim2KVAIMC0adOwePHiWo9zcHDAJ598gl69ekEoFOLChQv47rvvcPXqVVy/fp2VMKyK8leokpKSEgAv8nAagweLYvo0JcEINE2vXE0eOVWvD5fLhZOTk06pCBYWFjWWA1FFIBBAJpNBLBYzYqy0tJRZVPMA5XI5vvjiC5SUlKC0tFTtVTnqS3ld1UuiSCQSrQMh1qxZo/XHQFBQEKuoca9evZCXl8cSYcr3rVu3ZnkmL168CEIIq42trW2d6s3RgQiUutLoc7CU9ZB0QSgUsv4x4uLikJubi/T0dOzZswdt27bFli1bWInrunLgwAGMGzcOa9aswfz58zW20Tb68NixY5BIJAgMDKx1tAWF0hxpSrl/zS1Pjsvlom3btli+fDlEIhFrdOinn36KZ8+eoaSkhJmMuKioCMXFxejcuTP+/PNPpq2LiwtrpghVOnfujLi4OGbd19cXKSkpau0sLCzQsWNHXL16ldm2YMEC5OXlwcHBAfb29qxXJycnPHv2rFHP8EBzsBqORi+woqOj9Z4zSROVlZXo2rUr/Pz86jyxpJubGwICArROFFzdg5WZmQl/f38cP34cYrEYHTt21GofhUJpGjS1gRVKqk81VR1DhcmdO3dQWFjICDDlUlRUBCcnJ8yaNYtpO2jQIDx8+JDZr1pepFOnToiPj2fWtYkxAPD09ISLiwtLNPL5fLRr1w4ikYgZ9evg4AA3NzdWikl8fDwIIcx+GxubBik3QAVWw9HoQ4R+fn7YtWuXTm2rT/uiikAgwLBhw7B27VqIxeI6TUzp4eGhloSqirI2jxLl0HIaIqRQmg80T65uXrmAgACd26p6vgBFzpnSQ1a9ztv8+fORmZmJwsJCFBYWoqCggHk1MzNTC+VWVVVpHPzg6enJElhTp05lecq4XC7s7Oxgb28PT09PREdHM/t+/PFHPH36FA4ODiwPmvJ9XXJ7KQ1PoxdYdZkzSRtisRiEEJSUlOgtsAghSE1NZY0W0hUfHx+4uLg0qi9UCoVSd2ie3MuFz+dDJBIxc4mqUn3WAiXKkGf1gQhcLhc+Pj5YtWoVI8oKCwthaWnJOt7R0RFubm4oKChARUUF5HI5CgoKUFBQoJantmPHDpYYU8XGxoZV52369Om4ffs2I75sbW2Zoro2NjZYtGgR0/bEiRO4detW7R8QpV5o9AKrLjx9+hQtWrRgbSssLMSRI0fg4eHB2peWloby8nJW6C43N1dt8slt27YhNze3TnMmmZubq83BRKFQKI2FpuiV0zYQQS6X4+7du7C2tq5xNoeTJ08y7ysqKlgesupetDfffBMdO3Zkec+Urw4ODqy2N2/e1CrG7O3tWQLr66+/1pqyQql/Gn0OVl3o1q0b3N3dERISghYtWiAtLQ27du3CkydPcOjQIWaiSkAxBDkmJoZVQsHS0hJvv/02AgMDYW5ujosXL+LgwYPo3LkzLl26pPZLRhs0Nk6hUCimhykNRJDL5azcrX///ReZmZmMN6ykpIQ1ef3atWuZtv/5z39w9epVnD59mj5nGoBm6cF67733cPDgQWzatAmFhYVwcHBAz549ceDAAfTt27fW48eNG4fLly/jyJEjqKiogJeXF+bNm4dFixbpLK5UycvLQ2FhIUQiUY0VnikUCoVS/5hSyLN6YnzPnj11Pnb58uXMD3nKy6dZerBMBeWNf+7cOeTn58Pb2xtdu3ZtaLMoFAql2dNUSoPQSEnD0Sw9WKaGg4MDRCIRHB0dG9oUCoVCoaDpDUSgvHyowDIBnJ2d6S8LCoVCoVCaEC+/6hmFQqFQKBRKE4d6sEyA+Ph4pKWlgcvlwt3d3WS9WU0lJ0FJU7qepnQtQNO7HgqF0vygAssEGDJkCPPeVKfIkEgkCA4ObjLTezSl62lK1wI0veuhYpFCaZ5QgWVCcDgceHh4QCAQNLQpaggEAnh6eiI3N1drXRhTtV0TTel6mtK1AE3repqaWASoYKRQdIUKLBOCEIIVK1bUe+G6usDhcLBixQqtlerlcrnJ2q6JpnQ9HA4Hy5cvx6BBgzTul8vlmDdvHvLz8yGXy+u0aDqnpvc17dO1HaCYx23KlClar2f27NnIyckBj8cDl8tVW6pv53A4DfK3bEpiEWiagpFCqS9oHawGpHoBOHNzc3Tq1AmEEJ0eeso/HSHEKO8BaH1gKR9SaWlpqKioULsWS0tLdOzYscbjVftRfejV9r6ubZWfo7ZXuVyOEydOID8/n/UZcDgc2Nvbo1+/fsznU/1YmUxWZ7FSHwv9N64dbfejpnuWx+PBzMyMtfD5/DqtP3nyBMePH9dq15QpUxAQEAA+nw+BQACBQMDMLVf9fU37hEIhzMzM6lVImlKFc2PQHLxxtA5Ww0EFVgNCK+xSGoraRHBN3p/qXxmGrNe0r6qqCqWlpWq2m5mZsQQvhY0uQkz5am5uDgsLC9arpm2q+27fvo0FCxZoPf+ff/5ZpzlZXzYSiQReXl5N3htHBVbDQUOEJoKLiws+/PBDdO3aVa+HnvLBZ4z3unjOZDIZpk+fjpSUFGaOrLZt22Ljxo06H1/dI6TJw2SMbdW9Wto8aN988w0yMjJACGHy4D7//HOt7XXx0mnzjNTnwuFwEBERgYSEBMhkMvB4PAQFBeHixYssWxqDZwF44S25ceMGcz1du3ZleUdU/97VvYqavIy6bJPJZMwilUohlUpRVVXFvK/Ltnv37uHgwYNq1xgREQEXFxdUVVWhqqqKmVOusrISEolE67ryvUQiUROZyjaaxOnLYNCgQRAKhSxxZmFhASsrK2axtLTUul7TPuW6ubm5wfdxUwvfUkwP6sFqQFQ9WIsWLUJ4eDheffXVBraqdk6fPs36hXrq1CkMHDiwAS0yjKZ0PU3pWoCmcz26iMW6IpVKaxVimt5LJBJUVFRALBazXnXZ9uzZM2RlZRnp09EfLpfLCC9VAWZjY8NabG1ta1y/ceMG3n33Xa3naUz3m7ZwZ05ODgYPHkw9WA0AFVgNiFJg+fv7Y+nSpbCzs0NERERDm1UryofFtWvXEBwc3GjyLbTRlK6nKV0L0LSup6mIRUCzYAwKCsK5c+c0Crfy8nKUlZWhrKxM63td1isrK1/aNdrY2CA0NBS2trbMYm9vzyx2dnasdXt7e1haWjbI/alLuJMKrJcPDRGaALNmzWJCdI0BDoeD1atXY+bMmVi9enWjfeApaUrX05SuBWha1xMREYHg4GBGLDaGH1PaqD4KVyaTYdWqVbCzs6vX80ql0hoFWklJCWspLi6udVtVVZXGc5WUlODEiRN62WdmZqZVfNUkzJTbrK2tweXqP8FKbeHOl0FWVhY2b96MK1eu4Pr16ygtLUVUVBTCw8N17iMzMxNz5szBmTNnIJfL0a9fP2zatAne3t71Z3g9Qj1YDYjSg5WQkIC7d+/CyspK61B7CoXS+Dl79ixmzpyJLVu2NIp0gJpoKt7FiooK9OrVCwkJCay80uXLl6O0tJQRYkVFRSgqKkJhYSEKCwtZ7wsLCyGVSg22hcPhwM7OjhFctb3a2NgwAxZiY2Mxc+ZMrX3XtwcrOjoa/fr1g4+PD5ycnPDPP//oJbBKS0vRtWtXFBUVYe7cueDz+di0aRMIIYiLi4Ojo2O92V5fUA+WCdFQvzwoFMrL4dVXX0ViYmJDm2EUmop30dzcHGvXrmW8cXK5HN98841e4VtCCMrLy1mCq7oA07avoKAARUVFqKysBCGE2f748eP6uuR6oVu3bnj27BlEIhEOHz6MUaNG6XX81q1bkZKSgqtXryI4OBiAYsBEx44dsWHDBqxevbo+zK5XqMAyAZQuYepMpFAojYmmIhgNDd9yOBwm0b5Vq1Z1sqGiokJNfCnfa3stLS1lDWAoLi5GUVFRnc5vKDY2NgYdf/jwYQQHBzPiCgD8/PwwYMAA/Prrr1RgUeqGUmBRDxaFQqG8fEzBG2dubg5XV1e4urrWuQ9Ngw8CAgKQkJBgREuNj1wuR0JCAt577z21fT169MCZM2dQUlJisIh72eifTUcxOhYWFggLC0OfPn0a2hQKhUJplii9cY05N045+EAmkwFQDD74/PPPAYBJ8FcuEomkIU1lkZ+fD4lEAjc3N7V9ym1Pnjx52WYZDBVYJoCZmRmcnZ0hEoka2hQKhUKhNGKU4U4ACA4ORlhYGADA39+fSaC3s7PDmjVrtPYhl8uZ+me1LcZIbRGLxQCgsWK+ubk5q01jgoYIKRQKhUJpImgLdyYmJrLyw2qa/uf8+fPo16+fTudLSkqCn5+fQTZbWFgAgEavmnLuW2WbxgQVWCaATCZDSkoKCCHw8fFptKNxKBQKhdLwqA4+yMjIAACmkr0u+Pn5YdeuXTq11RTW0xeRSAShUKhxdgDltpYtWxp8npcNFVgmgFwuR3x8PACgXbt2VGBRKBQKpcFwdXXFpEmTXtr5uFwuAgMDcf36dbV9V65cgbe3d6NLcAdoDpZJwOVy4e7uDk9PT1qqgUKhUChNmrS0NCQnJ7O2jRw5EteuXWOJrLt37+Lvv//Wu6aWqUAruTcgykrudI4oCoVCodQHL/M5s3LlSgDAnTt3cPDgQbz33nto06YNAODLL79k2oWHhyMmJoblUCgpKUGXLl1QUlKCzz77DHw+Hxs3boRMJkNcXBycnZ3r1fb6gAqsBoQKLAqFQqHUJy/zOVNTeouq1NAksACFrapzEYaHh2PTpk1o165dvdlcn9AcLBOBEMLMg0VzsCgUCoXS2NDVXxMdHa1xu7u7O3777TcjWtSwUIFlIhw9ehRyuRyDBg2ClZVVQ5tDoVAoFArFAGiSu4lAp8uhUCgUCqXpQD1YJkJoaCg4HA4sLS0b2hQKhUKhUCgGQgWWiUCnyaFQKBQKpelAQ4QUCoVCoVAoRoYKLAqFQqFQKBQjQwUWhUKhUCgUipGhAotCoVAoFArFyFCBRaFQKBQKhWJkqMAyVSpLgcLHDW0FhUKhUCiUOkAFlqly5zcg9nugJKuhLaFQKBQKhaIntA6WqVJRqHitLAHuJwCFqUC7SMDeqyGtolAoFAqFogPUgwVgypQp4HA4GDJkiM7HJCUlITIyEtbW1hCJRHj33XeRm5trPKPkUsUrkQOlWUDRY6DciP1TKBQKhUKpN5q9B+v69evYvXs3zM3NdT4mIyMDoaGhsLOzw+rVq1FaWoqvvvoKt27dwtWrVyEQCAw3jMiev8oBc3vFe6VXi0KhUCgUiknTrAUWIQQzZ87EhAkTcO7cOZ2PW716NcrKyhAbGwtPT08AQI8ePfDaa69h9+7dmDp1quHGKT1YchkVWBQKhUKhNDKadYhw7969uH37NlatWqXXcUeOHMGQIUMYcQUAr776Knx9ffHrr78axzjVEKFSYIkLjNM3hUKhUCiUeqXZCqySkhJ88cUXWLhwIVxdXXU+LjMzE0+fPkX37t3V9vXo0QM3b940joFyGiKkUCgUCqWx0mxDhMuXL4eFhQXmzJmj13FZWYqyCW5ubmr73NzckJ+fD4lEAqFQqLZfIpFAIpEw6yUlJZpPQuSac7AkRYp1TrPVxRQKhUKhNAoavcCSy+WorKzUqa1QKASHw8G9e/ewefNm/PLLLxqFUE2IxWKmr+ooE+XFYrHG/WvWrMGyZctqP4nSewUoBJXQViGqiByQlADmdnrZTKFQKBQK5eXS6F0h58+fh4WFhU7L3bt3AQCzZs1C79698dZbb+l9PgsLCwBgeaKUVFRUsNpUZ8GCBSgqKmKWxMREzSchMvZ7DhcQPhdVNExIoVAoFIrJ0+g9WH5+fti1a5dObd3c3PD333/j1KlT+P3335Gamsrsk0qlEIvFSE1NhUgkgq2trdY+gBehQlWysrIgEom0esWEQiFrX3FxsWZDlQnugMJrBSjChBUFigW02CiFQqFQKKZMoxdYrq6umDRpks7t09LSAABvvvmm2r7MzEy0adMGmzZtwuzZszUe36pVKzg7O+P69etq+65evYqgoCCdbdGKJoFlIQIKHwHlzwzvn0KhUCgUSr3S6AWWvvTv3x9Hjx5V2z516lR4eXlh0aJFCAwMZLY/ePAAANC2bVtm21tvvYU9e/YgPT0dHh4eAIBz587h3r17eifNa6R6DhYAWDopXsVUYFEoFAqFYuo0O4Hl6enJql+lZPbs2XBxccHw4cNZ2wcMGAAArHDiwoUL8dtvv6Ffv36YNWsWSktLsX79egQGBmLy5MmGG6nJg6UUWOV5hvdPoVAoFAqlXmn0Se4NgYeHB2JiYtC2bVvMnz8f//3vfzF48GD89ddfeo9K1IiqwFJ6s5QCqywXIMTwc1AoFAqFQqk3mp0HSxuqHipdtgcEBOD06dP1YwzRFCJ0BMABZBKgshQQ2tTPuSkUCoVC0ZOsrCxs3rwZV65cwfXr11FaWoqoqCiEh4frdPzSpUs1ljESCoXMCP3GBhVYpois6sV7pcDimr0YSVieRwUWhUKhUEyGu3fvYt26dfDx8UFgYCD++eefOvWzbds2WFtbM+s8Hs9YJr50qMAyRTR5sABFmLCiQJHo7tDm5dtFoVAoFIoGunXrhmfPnkEkEuHw4cMYNWpUnfoZOXIknJycjGxdw0AFlimiKckdeFHBXaKlfhaFQqFQKA2AjY1xoiqEEBQXF8PGxgYcDscofTYUNMndFGEJLBVvluC527SyVBFGLHjELulAoVAoFEojxtvbG3Z2drCxscH48eORk5PT0CbVGerBMkU01cECAL6V4rWyFEg+CmTHAZ59AZ9BL9U8CoVCoTQuSkpKWLOHVJ9ZpKFxcHDAJ598gl69ekEoFOLChQv47rvvcPXqVVy/fl3r7CqmDBVYpoi2ECHjwSpTVHUHgLQLVGBR1NBnEnQKhdL4EQgE4HK1B6X8/f1Z60uWLMHSpUs1ttXn+0MoFBollDdr1izW+ltvvYUePXpg3Lhx2Lp1K+bPn69Xf1FRUTh37hwuXbqEjIwM5OXlwdLSEs7OzggMDERYWBiGDBkCV1dXg23XhtEFlilcVKOnVoFV+nLtoTQqKisr8ejRI8jl8tobUyiUJgGXy0WbNm0gEAg07k9MTESrVq2Y9Zq8V+fPn0e/fv10Om9SUhL8/Pz0M1ZHxo4di7lz5+Ls2bM6CayysjJs2bIFP/74Ix4/fgzyvGakubk5RCIRxGIxbt++jYSEBOzfvx98Ph9Dhw7FnDlz8MorrxjdfqMILFO7qEaPtlGEVGBRaoEQgqysLPB4PHh4eNT4i5ZCoTQN5HI5njx5gqysLHh6emr0KNnY2OgcZvPz88OuXbt0auvm5qaXrfri4eGB/Pz8Wttt374dy5YtQ05ODjp16oQVK1agV69e6N69OysBnxCClJQUXLlyBWfOnMH//vc/HD16FG+88QY2bNiANm2MN0LfYIFlihfV6NFUyR14IbCk4pdrD6XRIJVKUV5ejpYtW8LS0rKhzaFQKC8JZ2dnPHnyBFKpFHw+36C+XF1dMWnSJOMYZgCEEKSmpqJLly61tp0xYwbGjBmDefPmoWPHjlrbcTgc+Pr6wtfXF++++y7EYjH279+PNWvWYO/evfjPf/5jNPsNFlimeFGNlWelEhRVVMJbW4iQbwFwuOxtgEKQcWk6HQWQyRSCXFuYgEKhNE2U//MymcxggVXfpKWloby8nBVazM3NhbOzM6vdtm3bkJubi8jIyFr7vHPnDnx9ffW2xcLCAh988AEmT56MtLQ0vY+vCYOfyqZ4UY2RKpkcr2w6g0fPSvF4ggWYDDVVMcXhKkYSVpawD476D+A/CnCrXeVTmgeNvX4MhULRD1P4n1+5ciUAhS4AgL179+LixYsAgC+//JJpN2HCBMTExDDpRADg5eWFt99+G4GBgTA3N8fFixdx8OBBBAUFYdq0abWeuy46RBUej2f0SJrBAssUL6oxsv/aI9zNUQyhvXQ/G285Pt9R3VslsFYXWACQ+BsVWBQKhUJpMBYvXsxa/+mnn5j3qgJLE+PGjcPly5dx5MgRVFRUwMvLC/PmzcOiRYsabbpDvWbATp48GWKxIl/oyZMn9XmqRs+Gc0nM++wiFQGlSWBRKI2cnJwc9O7dG2FhYejTpw9u374NAPjxxx/Ru3dvhIeH4+HDhw1spe5oux4lFy9eBIfDQV5eXgNZaPrU9Bk2ls9P2zV88skn6N27N3r27Ino6OiGNbIeIYRoXVSJjo5W2/bjjz/izp07KC4uRmVlJVJSUrB27VqjVIifMWMGM2F0UVGRwf3pSr0m7lhYWKCyshIWFhZwd3eHo6MjOnXqxCydO3dGQECASRU7awikMjk6uNpBIpXj9Y6tICzMfLGTVKvUzm+cSp5CUcXJyQkXL14El8tFdHQ01q5diy1btmDHjh24dOkSbt68ifnz5+PXX39taFN1QtP17Nu3j9m/adMmdO/evQEtNH1q+gwby+en6RqWLFmCpKQkXL58Genp6Rg3bhzOnz/f0KY2K4qKilBRUQFzc3M4ODjA09MTnTt3ZnRIp06d4OPjY/Qwa716sLZu3Qo7O8X8eRkZGfj555/x2muvITs7G+vXr0dISAhsbGzg7++PiRMn4pdffmmWtXvMeFz8+n5f3FsyDBvf7IpObiqKvboHiyazU5oAPB6PKSFRWFiIzp074+rVqwgPD4eZmRmCg4Nx9+5dnfsLCAjA8ePHWdsOHjyI0aNHG9VuJRERETh79iyzrul6lBw/fhx9+vSBlZVVvdjSVND2GRry+dXnPQDodh+4uLjAwsICUqkUhYWFaonclPrn559/hr29PQAgOTkZ69evR6dOnRAfH4/PPvsMfn5+sLGxQUhIiHFPTBqQiooKcv36dbJz504yffp00qJFC/Lxxx83pEkvlfT0dAKApKens3ck7Cfk7ALFcm0be1/SHy/2VV8ozR6xWEwSExOJWCxuaFNq5c6dO6RXr17E3d2dXLlyhezfv5+sWbOG2d+xY0fmfXJyMhkyZAhxdHQkNjY2pH379mTt2rVa+5bJZKRNmzYkISGhXmyPjo4mQUFBrG3Vr0dpx6BBg4hYLCZhYWEkNze3TtfTXKj+GWr7/Aip/TOs73uAEN3uA7lcTj766CPi7e1NXF1dyT///KPWz+TJkwkAkpiYWGdbtP3va33ONEFOnjxZp+MKCwtJTEwM+eabb4xqT716sGqLewqFQnTr1g3vvfcetm3bhpMnT+LAgQP1aZJJUiiuZMejVWpfEbkMcrnKPurBojQR/P39cfnyZRw/fhwzZsyAg4MDCgsLmf08Ho95//rrr6Nz585IS0tDQUEBjhw5Am9vb619nzx5EiKRCIGBgfVie2hoKAoLC3Hp0iWt1wMABw4cwLBhw2Bubs46Xt/raS5U/wy1fX5A7Z9hfd8DgG73wV9//YVnz54hJSUFN27cwMcff8zqo6SkBL/++itEIhF27txZ4/kIIUwpFoo6b7zxBnbs2KH3cXZ2dggNDcUnn3xiVHsMFliXL19GeXm5xn3KuCegmMixdevWeOONN7B48WIcPnwY9+7dYwmLjh07qo1CaA6M23UJ9p//hr/vZis2qNTBupWZjzPJWS8aU4FFaQJIJBLmvb29PSwtLRESEoKYmBjIZDLcuHEDPj4+AIC8vDw8ePAA06ZNg6WlJXg8HgICAjBq1Cimj9atW+OPP/5g1o8dO4b+/fsz64QQfPvtt/D19YWdnR3mzp2LmzdvIjg4WKN9MpkMdnZ2mDlzJmv7/Pnz8c4774DD4aB///44duyY1usBgFu3buHw4cOIjIxEQkICxo4dq9P1mAplj+KQcWip1qXsUZzRzqXpM9T0+QG63RPV7wFAv/ugtnsAgE73gVwuh0gkApfLha2tLcrKylj9HTp0CFZWVli3bh327t2Lqqoq1v7WrVtjzZo16NmzJywtLZGYmKjzZ9rcaNWqFaZNm1briEVV7t27V38GGewC43LJ8uXLa2139+5d8uuvv5Ivv/ySDB06lHh5eREOh0OsrKxIjx49DDWjUaJ03fImf0Pw8T6S8rRYseP6D0zYL/7IUvLG99EvDnpwloYIKVppLCHCy5cvk9DQUBIeHk7CwsJIbGwsIYSQbdu2kV69epHQ0FCSkpJCCCFELpeT9u3bkwEDBpBDhw6R1NRUtf68vLzI0aNHmfXg4GCyc+dOZn3NmjWkU6dOJD09nTx8+JDw+XzSr18/curUKa02xsbGEisrKyKXywkhhDx8+JDY2dmRR48eEUII+eqrr0hERESN16OKMsSly/WYClWlBeTaeDvy75tQW66NtyNVpQVGO1dtn6FqiFCXz7D6PUCI/vdBbfcAIbXfB1KplIwfP5706dOHdO/enezbt491jp49e5I5c+aQkpISYmVlRY4cOcLa7+XlRXx9fUlycjKRSqVEIpFotJWGCAnJyckh3bp1I1wul7z77rukqqpKa9uEhATy9ttvEzMzs3qzx2CBZWZmRpYsWcKs29vbk++//16nY+sr7tlYUN74mLiZ9Fx/ivknJte2MaLpzu9LCT7eR6bs/5eUVlQR8iiaCiyKVrR9yZZWVGldxJVSnduWS6q0tq1PsrKyyKeffkr8/f0Jl8slHTp0IGfOnGH2VxdY7dq1I7/99hshhJDy8nJiZWVFLl26xOz38PAgoaGhtZ7XysqKPH78mBBCyKhRo8gXX3zB7Pvhhx9IcHBwvVzPy0AqLtVpebxvgUaBlXZgMZGKS4msolxrv/VJbZ+h6j1ASN3vg5ruAUIMuw/u3LlDAJC4uDhCCCHjx48ngwcPZrXx8vIimzZtqrUvKrAUlJWVkSFDhhAOh0MGDBhAioqKWPuvXr1Khg0bRrhcLuFwOPXq4DE43uTs7IwHDx4w60VFRcjOztbpWGXcMzQ01FAzGj2fDejwYoioSojQzlwRxf3x8n14O1ljvh8NEVL0x3ruIa37Bge0xIkP+zHrLRYcRnml5jyPsHYtED37NWa99ZI/kFeqCIuQb8cZyVp1XF1dsWHDBmzYsAH5+flYtWoVRowYgbS0NIhEIrX2Dg4OKC5WFO6NiYmBra0tevfuzeyvrKzEihUraj2vj48P7t69i7S0NMTExLDyO4qLi+Hg4PBSrqc+uD6u7jX1eJZ2ELp44/o4a9gEhMF/eTSzL+7D1pAWK+pVhRwhWnownNo+Q9V7AKj7fVDTPQAYdh/s3LkTnTt3ZkZMTpw4EZGRkcjMzESrVq2Ydp6ennXqvzliaWmJ//3vf/jkk0+wfft29OnTBydOnMCjR4+watUqnD17FoQQ9OnTB19++SUiIiLqzRaDc7BeffVVHDp0CLNnz0ZUVJQxbGqWDApo+WJFRWC52QgxLrg1AGD7xRTIOTxQKM0ZkUiEpUuXoqysDI8ePdLYJigoCMnJyQCAzMxMuLu7M/uOHj2KnJwcdOjQodZz+fj4ICkpCZ9++imWLVsGW1tbZl9iYiKCgoIMuxjodj2mhuuQ2eCZm07ZCU2foeo9ANT9PqjpHgDqfh9UVVVh7969uHfvHlxdXeHq6opx48ZBJpNh9+7drLbK0g8U3eByudi6dSvWrVuH27dvw8/PD/369cNff/2F/v37Izo6GufPn69XcQUYodDof//7X9y+fRtbtmzBN998Aw6Hg++++w6xsbHo0qULgoKCEBQUhNatWxvB3KaJldAMlgKVP4XKKEIuCH4cE4KTd57gcX4ZErJKEPTyTaQ0cko3vK11H4/LLq73dM1IrW2rNUXqsuGGmKUTBQUF2LBhA8aPHw8fHx9IJBJs3LgRIpGINVmsKkOHDsXy5csBAO7u7khKSsL9+/fB4/Ewf/582NraIiMjg1WTaOnSpYiOjmZV2vbx8cGGDRtgY2ODKVOmsM4RFRWFPXv2vJTrqQ+67y/Vua20rBC3ZgdAVl4EnqXdc4Flje77S8HhsB/+QdtSjWypOrp8hqr3AKDbfaDvPQDU/T44duwYiouLERcXx9RoAhT1I3/66ScsXLjQJOYXbKwcO3YMhw8fBgCIxWJwOBysWrUKCxYseGk2GCywXF1dERsbi5iYGPz9999YuXIlysvLcfz4cfzf//0fc4PY2dmhc+fOLNHVqVMngy+gKeBsVW0IsooHC0QOC4EZPurrg7SCcjjaANAwFaGyLTj0lw5FHSuh7v/q9dW2rggEAmRmZmLw4MF4+vQpzM3N0bVrV/z5559ai08OHjwYM2fOxO3btzFgwACMGTMGISEh4PP52L59O65cuYLevXsjIyMDjo6KiT/T0tLwyiuvsPrx8fFBWloa/vzzT1bZiAsXLsDW1hZ9+/Z9KddTH+jjgeKZW8F1yGxk/roMrkNmw8zKXrGdp/73fxmeLV0+Q9V7oGPHjjrdB/rcA4Bh98HOnTsxZswYNVE9c+ZMrF+/HlFRUWqjICm1c+jQIaxevRq3b98Gh8PB6NGjMWTIEMycORPLli2Dh4cHxo8f/3KMMXZSF4fDIcuWLSPFxcXk/PnzZPPmzWTy5MkkKCiICAQCwuFwCIfDIVwu19inbnQokw+X//Z8lOC17YRcWs9OXI9ZwT4o55b2JPeqipd/ERSTorGMInwZHDhwgIwePVrn9h07diR5eXmsbYcPH2YVPFUSERHx0pPSG5qq0gJyY5qXUUcO1jf1eQ8QYlr3AU1yJ6R9+/aEy+USPp9PJk6cSO7evcvsu3PnDvH09CRcLpesXr36pdhj9J+fP//8M1q3bg0bGxv07duXpeyrqqpw+/Zt3LhxA3FxccY+daNlcs+2ijcVBYCkmL1Tn6ly5FUAmve8jhSKkjFjxmDMmDE6t79165batoSEBHTr1k1t++nTpw2yrTFiZmUP/+XRjPeqMVCf9wDQPO8DU+bRo0f44IMPMH/+fLRp04a1z9/fH//88w8GDx6ML7/8Emlpadi6dWu9hmGNLrBqcr3x+Xx06dIFXbp0MfZpmwaaxFM1gfUwvwJa6z2rhhYpFIrBxMfHIzw8vKHNMBmELVo3tAkvHXoPNB4ePnzIGn1ZnZYtW+LixYt488038f333yMzMxOHDh2ChYVFvdhDx/ybAEXiKrgDtQosuZxg3rFbOKxNn8oq68M8CqXZolodntI8ofdA46EmcaXE2toaJ0+exPvvv4+9e/ciPDwcV65cqRd7aEa0CfB/tzIUb2oRWFwuB68H1lAPhXqwKBQKhUKpETMzM+zZswcLFizA9evX6+08BgusyMhIXLt2rU7HlpWVYe3atfjuu+8MNaNRY6MciaVNYKnM1zgsqLX2jmRV2vdRKBQKhUJhWLVqFbZv315v/RsssHJzc9GzZ0/069cPu3btQlFRUa3H/Pvvv/jkk0/g5eWFFStWwMXFxVAzGjWWNQksgOXFcrSpYQi0nAosCoVCoVB0RVNtM2NhcA5WbGws9uzZg2XLluH999/HlClT0L59e3Tr1g0uLi6wt7dHRUUF8vPzcffuXVy/fh0lJSXg8Xh45513sHLlymY/DYCVQBeBxau5DUA9WBQKhUJplkRGRmLFihUIDg7W+9iysjJ88803sLGxwccff2w0m4yS5D5x4kRMmDABJ0+exK5duxAdHY19+/apteNyuejUqRNGjBiBDz74AG5ubsY4faPHUqPA4gB4HhpUHUlYa5kGCoVCoVCaF8poWmhoKCZMmIA333wTdnZ2NR7z77//Yt++fTh48CDEYnGdKvLXhNFGEXI4HLz++ut4/fXXAQBJSUnIyMjAs2fPYGFhAWdnZwQEBNR6wc0RK6EG7xRPAMgUk+jqLrBokjuFQqFQmh+mGE2rtzINHTp00GkyVQpgxdfgwWIJrBdzE9YcIqRlGigUCoXSPDG1aBqtg2UC2FsKFG9UxROXp5hXkMjZHiwOey4sFtSDRaFQKJRmjClF016KwCotLcWBAwfwzz//IDs7G4BikujevXtjzJgxsLa2fhlmmCwac7C4ZloEVg1l/WmSO4VCoVAoDA0ZTav3QqMJCQnw8fHBokWLUFpaCm9vb3h7e6O0tBQLFy6Er68vbt++Xd9m1MiUKVPA4XAwZMgQndpPmjQJHA5Hbak+K7reaBJYgPp8hCo8te6AP7MVArW8osKw81MoFAqFUgfOnTuH9957D76+vrC0tIS3tzc++OADZGVl6dxHZmYmRo8eDXt7e9ja2uKNN97Aw4cP69Hq+qXePVgff/wxIiMjsWPHDvB47PCWVCrF1KlT8eGHH+LChQv1bYpGrl+/jt27d8Pc3Fyv44RCIXbs2MHaZrDLUVVgcXi1CyyhHZx7jEd2ylYApUjMzEV3mvZGaQTk5ORgxIgR4PP5kMlk2L59O9q3b4/w8HDcuXMHO3bswMiRIxvazBrRdA0dO3YEAFy8eBF9+/ZFbm4unJycGtjSxkFT+Dy1XUNiYiI++ugjAIqIjlwux40bNxrYWuPyxRdfID8/H6NGjYKPjw8ePnyIb7/9FsePH0dcXBxcXV1rPL60tBT9+vVDUVERFi5cCD6fj02bNiEsLAxxcXFwdHQ02MaXHU2rd4F1/fp1/PDDD2riClCUq//888/RtWvX+jZDI4QQzJw5ExMmTMC5c+f0OtbMzKzGia3rhDYPllymuT0U8eZOHi0AaSbuZeeji1wOHpfOgEQxbZycnHDx4kVwuVxER0dj7dq12Lt3Lw4fPozvv/++oc3TCU3XoEyo3bRpE7p3797AFjYumsLnqe0a/P39ER0dDQD47rvvUFhY2KB21gcbN25Enz59wFV5/kRGRiIsLAzffvstVq5cWePxW7duRUpKCq5evcrUsho0aBA6duyIDRs2YPXq1QbZl5CQgIEDB0IqlSI8PBze3t4AgKdPn2LhwoVYsmQJzpw5w4h6Y1DvT2IXF5calfqNGzfQokWL+jZDI3v37sXt27exatWqOh0vk8lQXFxsPIPUktyfi1KtIUJFnaxAD8XnJ6uS4FSi7u5YCqWh4PF4zBdxYWEhOnfuDA6HY9BonoMHD2L06NHGMlGNiIgInD17llnXdA0AcPz4cfTp0wdWVjXMukBRoz4+T1O5J1T55ZdfMGbMmHqzqaEIDQ1liSvlNpFIhKSkpFqPP3z4MIKDg1mFQv38/DBgwAD8+uuvBtunjKZlZ2fjt99+w3fffYfvvvsOv/32G7KyshAZGYkPP/zQ4POoUu8Ca86cOfjggw8wd+5cnDx5ErGxsYiNjcXJkycxd+5cTJ06FZ999ll9m6FGSUkJvvjiCyxcuLBW16UmysvLYWtrCzs7O4hEInz88ccoLS01zCh9c7Cez1EoECjCm9ZmcnwdlWyYDRTKSyIxMRG9e/fGjBkzEBYWVmPb8PBwCIVCWFtbQyQSITw8HLGxscx+uVyOhQsXYvHixfVm76JFi/D555+ztlW/Brlcjq1bt2r8or579y6GDh0KJycn2Nraws/PD+vWras3exsjxvw8TeWeUCU1NRUymYzxnqjy3nvvgcPh6CRGGgulpaUoLS2tNawrl8uRkJCg0UvZo0cPPHjwACUlJQbZcv36dcybN6/GaJqxJ36ud4E1a9Ys7Ny5ExcuXMAbb7zBKNQ33ngDFy5cwI4dOzBjxoz6NkON5cuXw8LCAnPmzNH7WDc3N8ybNw+7du3CL7/8gmHDhmHr1q2IjIyEVKq9VIJEIkFxcTGzqN0wdUhyB6ComQWFwDp7Nxuxac/0viYKRQkhBCkpKSAqk4zXB/7+/rh8+TKOHz+u03fAunXrUFpaiidPnqBLly544403mH0nT56ESCRCYGBgvdkbGhqKwsJCXLp0idlW/RoOHDiAYcOGaczpfP3119G5c2ekpaWhoKAAR44c0figbSxUSuXILzNuaRhjfp6mck+ocvDgQbzzzjtq/ZSUlODXX3+FSCTCzp07tZ6PEAKZTHvKSE2UlJSwnj8SiaRO/ejD119/jcrKSrz99ts1tsvPz4dEItHowVZue/LkiUG2NEQ07aUk64wdOxZXr15FeXk5MjMzkZmZifLycly9etVgV6lcLkdFRYVOi/KBce/ePWzevBnr16+HUCjU+5xr1qzB2rVrMXr0aLzzzjvYvXs3Vq1ahUuXLuHw4cM1HmdnZ8cs/v7+7Ab6Jrkrt5sprqGNHR/TAwU15mxRKDVRWlqKQ4cO4ejRozh06JDhXlktqH6529vbw9LSUudjzc3N8f777yMzMxPPnil+TBw7dgz9+/dntSOE4Ntvv4Wvry/s7Owwd+5c3Lx5U+tcZSdOnICvry+mTJmC1q1bQyQSYcmSJcx+DoeD/v3749ixY1qv4datWzh8+DAiIyORkJCAsWPHAgDy8vLw4MEDTJs2DZaWluDxeAgICMCoUaN0vm5ToVIqR3xGOX6PK0R6gfGKGxv78zTGPXH48GF069YNy5Ytg6enJ+zs7LBmzRpmvy73hCqHDh3SKDYOHToEKysrrFu3Dnv37kVV1YuSO61bt8aaNWvQs2dPWFpaIjExsdbPUhP+/v6s54/qdVSnLs/V6pw/fx7Lli3D6NGj1f4O1RGLxQCg8XmsFNfKNnWlQaJppJETFRVFoEhGqnVJSkoihBASGRlJwsLCWP14eXmR119/vc52lJeXEy6XS95//32tbSoqKkhRURGzJCYmEgAkPT1d0SDnFiFnFyiW278Scnmj4n3+A3ZHyjYxKxXrz1JebDu7gJDr3yu2SyWEJP9P/XhKk0UsFpPExEQiFotZ2yUSidalqqqKEEJIamoq+fbbb8m6deuY5ZtvviH3799n2lZWVmrtVx8uX75MQkNDSXh4OAkLCyOxsbGEEEJGjRpF2rRpQwIDA8nnn3/OtA8LCyObNm0ihBBSVlZGZs2aRby8vJj9wcHBZOfOnaxzrFmzhnTq1Imkp6eThw8fEj6fT/r160dOnTql0aZVq1YRLpdLtmzZQqRSKYmJiSE8Ho/cunWLafPVV1+RiIiIGq9B1ebc3FxCCCFyuZy0b9+eDBgwgBw6dIikpqbq9XkZE7lcTiql+i+lFVIS+7iU/HLtGfn53zzy8795JPZxaa3HyeVynewy9udpjHti4cKFxNLSkuzfv59UVVWRs2fPEh6PRyoqKpg2ut4Tt2/fJgMGDNB4np49e5I5c+aQkpISYmVlRY4cOcLs8/LyIr6+viQ5OZlIpVKt/2va/vfT09MJAJKYmMh6/qheQ3Xq8lxVJSkpiYhEIhIUFESKi4u1nkdJbm4uAUCWL1+utu+7774jAEhycnKt/dTG/v37SXBwMDEzMyMcDodwOBxiZmZGgoODyYEDBwzuvzoNXsm9oKAA//d//4cJEybU6Xg/Pz/s2rVLp7Zubm74+++/cerUKfz+++9ITU1l9kmlUojFYqSmpkIkEsHW1lYvOywsLODo6Ij8/HytbYRCIUuhqyXIVw8RcnVLcleGCBkKU4GCh8CzFCDjX8UywLARGI2dInElLj7IxdOSCng4WCK0XQsIzGqoit/E+Prrr7Xu8/b2RteuXXHkyBG1X6Pl5eU4cuQIs+7h4cHyOn///ffML8t58+bpbE+vXr0QExOjtr2mZNYFCxZg6dKlMDc3R1BQEOM1ABTfI6r/s2KxGCtXrsSZM2fg7u4OQDEcWyaTYeDAgRr7j4+Px7hx45iwTmhoKHx9fZGcnMyMLLK1tUVBQUGN16BEOWoMUHg6oqOjsX79eixbtgzJyclo3749Nm/ejNdee01rH/WBVA4cvK79e0of7mRV4E5WzfX33ukuAl+HfzVjf57GuCdu3ryJadOmMZ4zf39/EELAUSn4rOs9ERAQwEqIV5KYmIh///0X27dvh7W1NUaMGIGdO3fizTffZNp8+OGHaN++PQBozCHSBRsbG52fa/o+V1VJT09HREQE7OzscPLkSdjY2NTah0gkglAo1FgzS7mtZcuWOtlTE2PHjsXYsWNRVVWFvLw8AIqRn3w+3+C+NdHgAistLQ2TJ0+us8BydXXFpEmT9DofANbNqyQzMxNt2rTBpk2bMHv2bL3sKCkpQV5eHpydnfU6jkUdk9zVBBaA29f/gq+DGdT3NC8e55fiP8cTcOB6KqTyF+IhsKU9Dr3XBx1c6eTjgOLLSyAQvJS8jLqyZs0arf+XDg4OrB8sMTExsLW1Re/evZltlZWVWLFihdb+4+PjsWnTJta27Oxs1v90cXExHBwc6mS/q6srNmzYgA0bNiA/Px+rVq3CiBEjkJaWBpFIVKc+mzO1fZ7GuCfi4uJYPxxu3boFHx8fCAQvvlkNuScAYOfOnejcuTMz4nDixImIjIxEZmYmWrVqBQBGn4S4NvR9rip59uwZIiIiIJFIcO7cOZ1HBXO5XAQGBmpMMr9y5Qq8vb11Emq6wufz623+QVXqXWApBY02DE1c05f+/fvj6NGjatunTp0KLy8vLFq0iJUU+eDBAwBA27ZtAQAVFRWoqqpS+2OvWLEChBBERkbW3bg6J7mrx61zn+XCDpbwaMYlsZ4UliNw9QmUVCgScdu72MLLwQpXHufh1pNCLDmRgF/f79vAVr4cavrBwOVyYWZmhm7duuHy5ctq+0NCQtCrVy8AYP1yB4Bp06YZ1c66EhQUhOTkFyNoMzMzGS8FABw9ehQ5OTlap8wQi8VISUlhjSg+c+YMeDweevbsyWxLTExEUFCQwfaKRCIsXboUGzduxKNHj16qwDLjKrxKulIpleNuTgXuPZWgSsb2cAa4mSOwVc35c2Yv4TtI0+dp6D3x9OlTZGdns+o0xsbGokuXLqx2htwTVVVV2Lt3L0pLS5l7jzxPZN+9ezcWLVoEAGrlD0yRsrIyDB48GJmZmYiKioKPj4/WtmlpaSgvL2fNfjJy5EjMnz8f169fZ0YT3r17F3///fdLqTRgaDRNE/UusFq3bq32paxKdXdrfePp6anx18Ds2bPh4uKC4cOHs7YPGDAAAJhwYnZ2Nrp06YIxY8YwN8fp06dx8uRJREZGskY26U31Olh2XgDfCuBX+wLj8AAiA2yeu0x56u5NJ4EMJWVlgKoOzLkFWLsAVg1Td+xl09LeEksHdcIfCenY8GY3BHspKgHnFIux9OQt/Hd4l1p6aDqo/uLWRvfu3REbG8vyYgmFQoSEhGg9Xpd+XwZDhw7F8uXLmXV3d3ckJSXh/v374PF4mD9/PmxtbZGRkcF4pJYuXYro6GhER0fj9u3b4HA42LdvHzp16oT4+HhMnz4da9euZYX1o6KisGfPHr3tKygowIYNGzB+/Hj4+PhAIpFg48aNEIlEhk+xpSccDkenkJ0SPo+Hrp5W6NjSAknZFUjKrmCEFo/LAZ/38r6/lejyeRp6T9y8eRNt27ZlhdViY2MREhLCsqWu9wSgSMQvLi5GXFwc7O3tme1bt27FTz/9hIULF9ap34Zg3LhxuHr1Kt577z0kJSWxyk1YW1uznq0TJkxATEwMKyXho48+wo8//ojXX38dn332Gfh8PjZu3AgXFxfMnTu33u03NJqmiXoXWA4ODlixYoXWOjfJycn1WgjO2Njb22PIkCH466+/sGfPHshkMrRr1w6rV6/GZ599ZtgvjeoerLYRmtv1+ESRV9Wmn2Jdgwerhbkc5VIVz1feXeD2L4r3TTgfixCCskoprIUK0Tmnvx9m9/MDl/viIeBia4Ft7/RgHTNp7z8YH9wGr3Wof7exqWJubo7BgwcjJyeH2ebi4qL3NFINweDBgzFz5kzcvn0bHTt2xIABAzBmzBiEhISAz+dj+/btuHLlCnr37o2MjAw4OjoiLS0Nr7zyCgBFeHDo0KF49uwZ7O3t4ebmhiVLlmDixInMOS5cuABbW1v07au/11MgECAzMxODBw/G06dPYW5ujq5du+LPP/9sNAVJBWZcdHa3RAdXc0ZoNZgtOnyeht4TN2/eVJtlJDY2FtOnT2fWDbknAEV4UPXHupKZM2di/fr1iIqKqlO/DUFcXBwA4KeffsJPP/3E2ufl5aXmvKiOjY0NoqOjMWfOHKxcuRJyuRzh4eHYtGmTYak3z2mIaBqHVM9qNTIREREICwtjXJ3ViY+PR5cuXSCX1xIGa4JkZGTAw8MD6enpCtd1eR7wz0bFznaRgFeobh0RAvz9JZikdwAywkVBJQdOwuclGzxeAdKf12ppogKLEII5R2IRc/8pzn4yAI7WupXg+OV6KsbuvgQ+j4sjH/TF0ED32g8yUSoqKvDo0SO0adOmUQgjY/LLL7/gjz/+wKFDh3RqHxgYiOjoaDg6OmLGjBlwcHBgeTyqM3DgQHz22WcvPSndVKmUylEqkUNk1eCpvFox5J7QBVO6J7T976s9Z5opXC5Xp2haXeuMaaLe/zM+/PBDlJWVad3v6emp82iFJk/1Oli6wuEoEt1lL0I7PI4cTqr6QmpYDRFTRymuNkffBQBEpeRgZBfdEkPf6OSO0V098euNNIzaeQFnZwxAn7bNI4zalBgzZoxedfVu3brFvI+Pj8fHH39cY/vTp0/X2bamiMCMC9HLSLAyAEPuCV2g90TjoSGiafUusEaMGFHjfgcHB5YbvllTPQdLH8yELIGlRlV53WxqJCw7eYsRVz+MCdFZXAGApcAM+ye+gooqOY7dysCw72Nw6dMIOsKwGZGQkKBe+JdCoTQZunXrhoKCAgQEBGjcL5VKjT57hWn//GhuqAos6Jk4ylVNdFc/llQ2XYF1JTUPK07dBgBsezsYU15pp3cfZjwufpn8Cnq2dkJBeSUivv0bD/MMm/uK0ngoLCys1ylVKBRKw/Lhhx/Cy8tL6/76iKYZ3YP13nvv1dqGy+XC1tYW7du3x5AhQ5haH80elsDSU0mrxpYtRICYPR8hp4mGCOVygg8PXoWcEIwLbo3pfX3r3JelwAz/Nz0MfTf9heScYrz27d+4s2gIzPUZckWhUCgUk6MhomlGF1i7d+9mEsk0uds4HA5r+4wZM/Cf//wHX375pbFNaXzok3dVHdVaWRYOagKLFSKUy/QPQRqRjIwM2Nra6l0tXxO/x6fjZkYBrIVm2PRmN4P7c7I2x98zX8XgbVH4z6BAKq4oFAqFUieMLrAePHiA2bNn4+rVq5g1axZeeeUVuLi4ICcnB5cuXcKWLVvQo0cPLFq0CPHx8Vi5ciWWLFkCHx+fWmfcbvIYUg9MVWBVr5vFE4JUlb8IHBIZgJcjHORyOTIzM1FRUQE3Nzfk5uYiNjYW9vb2GDBggME10No5W2NgBzf0bO0EZxvjjJpzs7NA7LxBrNIOFAqFQmk8mEI0zegC69ChQ7hy5Qri4+Ph4uLCbPf19UXfvn0xadIkBAUFISoqCvPmzcOgQYPg7++PrVu3UoGlir7JdqrtqwksqVwGM9WQo1yqcXqd+iA9PR3Xrl0DoBipFRERAYFAACcnJ8hkMpiZGXYLBrmLcOrj/pAZucyHqrjKLCyHRCqDt5PxpmqgUCgUSv1hCtE0oye579y5E6NHj2aJK1VcXV0xatQo/PjjjwCAVq1aYciQIYiPjze2Kc0LlgeLXbjQjEjZbeXV1uuJnJwcPHvGDlUmJSVh8ODBCAoKMlhcqcKrp6kkLj/MRdDak3hrxwVUVBmvPgqFQqFQ6o8HDx5gyJAhaNGiBVavXo2YmBgkJycjJiYGq1evhouLC4YNG4YrV67ghx9+QMuWLbFkyRKda6bpgtE9WBkZGaypJTRhbm6OjIwMZt3T0xMVFQ1XFbihScwS4xnKQfLT4ZOXAysnF0UelT4QlYd/9RChWtMqfcco6sy1a9dQVlYGLpeLp0+fMtu7desGMzMzODo6MsJKLpcjISEB7u7ucHJy0us8Oy7fx60nhVgYEQAXWwujXgNKcxRTCgHwEinEalxGAeb+Hovv3u5R05EUCoVCMQFMIZpm9J/9rVq1wh9//KFVMFVUVOCPP/5gxTqfPn1q0GzkjZ2k7AokZIqR98cq3D78M8otfQDH9vp1ouoCtW9dY9Orj3Jq3G8I+fn5yMvLA5/Pnh/RwcEBHh4esLR8If4IIbh//z5iYmLUPF01UV4pxX+OJ2BL9F0cvlnz9Ad6U/IEuLZV8Qqglb0l9k7oDQDYeiEFZ5OzjHs+CoVCoRgdU4imGV1gvf/++3jw4AH69OmDY8eOMQ/OZ8+e4dixY+jTpw8ePnzISkC7cOECOnfubGxTGh32VnxALkVB5hP9E97tnhfWNDMHbNwAl05am+66fM8AK2ume/fuCAkJUasppGnEIIfDgY2NDQghuHTpEgoKCnQ6x9bz95BVLIaXyKpONa+0IpcBiUcAedXzV4VXMNK/JT4JVZR/mHbwKsorX06IlUJpTuTk5KB3794ICwtDnz59cPv2bWbfxYsXweFwkJeX14AW1o62a0hMTER4eDjCw8PRvXt3tTkOKcbHFKJpRg8Rzps3D0lJSdi3bx9Td4LL5TJzDRJCMHbsWMyfPx+A4oZ8/fXXERkZaWxTGhV8Hgfthn0Es6FTYeVThzBUhzeBtAtAy+6Kdf9RgLUb8EB9KoebabmITXuGbp66zbelD46Ojhrn8dI0CTaXy0X//v1x/vx5FBQU4PLlyxg0aFCNE2bfzy3Bsj8V01ksGRQIgZkRR0OmRgGlzz1UpVlAajTgPQAAsHpYEP5IyMDDvFIsPZmA/w6nX5AUijFxcnLCxYsXweVyER0djbVr12Lfvn0AgE2bNqF79+4NbGHtaLsGf39/REdHAwC+++47FBYWNqidzQFlNG3FihUa52V9GdE0o3uweDwefv75Z5w9exYTJkxAUFAQWrdujaCgIEycOBF//fUX9u3bxzxEXVxcsGnTJgwcONDYpjQaBDm34WddAnufbrD2Dalb6QKhDeAzGLB6Pocelwe4ddHYtKWNAE+K6r/wqHLqEQ8PD61t+Hw+QkNDYW5uDrFYXOOM5oQQvLfvH5RKpAht1wITQtrU3Ti5DEi/DMTtARL2A3d+BR5Vm7k+NZoJFdqY87Ht7WAAwIZzybj8MLfu56Zo/KVfkwfD1KjN1sbicTEleDwe81woLCxkohrHjx9Hnz59YGVlVdPhGjl48KDR55dTJSIiAmfPnmXWtV2DKr/88ote8yO2bt0af/zxh8G2NjdMIppGKA1Geno6AUCOjrAn/77FIYXxZ5l9lYVPiVwuN+wEkhJCzi5QWyTZyQZarpmioiJy//598vTpU0IIIXK5nGRmZhKJRFLrsbdu3SK//fYbiY6O1tom6m42wcf7iHDWAfL4WWndDZXLCLl1UONno7b8u4UQmZQ5dNLPl8kH+/8h4kppDSdoOMRiMUlMTCRisbihTakRqVRKZDIZIYSQqKgoMm7cOI3bTJXabH3zzTdJ9+7dSW5ubkOY12i5c+cO6dWrF3F3dydXrlwhMpmMDBo0iIjFYhIWFsb6PJOTk8mQIUOIo6MjsbGxIe3btydr165l9stkMtKmTRuSkJBQb/ZGR0eToKCgGq9BlUePHpGePXuq9XPhwgUSGRlJ7O3tiZ2dHenUqRNZt24dkUgkxMvLixw9erRWW7T97yufM+np6fpfYCNGKpWSd999l3A4HMLlcgmXyyVmZmbMew6HQ8aNG8f8H2dnZ5PZs2eTU6dOGc0GOhehCcATF0Lo7AVrnxAAQPqBL3Fzuidyz+00rGOO5j+vgGvcmlFKcnNzcfPmTdy7p8jx4nA4aNmyJQSC2mtutW7dmulDrqWm1Ya/kwAA7/VqC0+R/r9mGdIuATnxis/H+1XArYZwX2kWkJvIrP44NgQ/ju1JK7wbiKZf+rr8+q+J+vRW6OOpMMTj0tzx9/fH5cuXcfz4ccyYMQMHDhzAsGHDNIZ4Xn/9dXTu3BlpaWkoKCjAkSNH4O3tzew/efIkRCJRvc4xGRoaisLCQly6dEnrNahy8OBBvPPOO6xtx48fx6BBgzBw4ECkpKSgsLAQhw4dQmJiIrKy6KCaumIK0bR6E1iXLl3ClClTEBwcjPbt2yM4OBhTpkzBxYsX6+uUjZqOG+LBs7AGAPDMrUEqK5D648eoyH5Y9061CCzIpZDJ5ThyMw3ZxcYLFZaWlgIAa6SgrlhZWTE3ulis2aYdY0OwICIAnw/wN8DIHODhX4r37YcBbfoDfiMU+Wqa4FsBTn7MqhnvxWcqk8txJol+AdaVxMRE9O7dGzNmzEBYWJjWbQBw9+5dDB06FE5OTrC1tYWfnx/WrVvH7JfL5Vi4cCEWL15cL7YuWrQIn3/+ea32y+VybN26FR9++KFaH7VdQ3NHIpEw7+3t7WFpaYlbt27h8OHDiIyMREJCAsaOHQsAyMvLw4MHDzBt2jRYWlqCx+MhICAAo0aNYvo4duwY+vfvzzoHIQTffvstfH19YWdnh7lz5+LmzZsIDg7WaNOJEyfg6+uLKVOmoHXr1hCJRFiyZAmzn8PhoH///jh27JjWa1Dl0KFDrBIAhBDMnDkTX3zxBWbPns2Uq/Hz88Pu3btrnJyYohv9+/fHrl27EBsbi5SUFMTGxuKnn37CgAED6v3c9SKw5syZg9DQUOzcuROxsbG4f/8+YmNjsXPnToSFheHTTz+tj9M2WsycW8PM8sUoO7fh82Dt9wqItBIF148Z0LOWXC65FON2X8bInRfwbcxdA/p/ASEEmZmZAKAxyb02OBwO84u/rKxMYxsXWwusHhaENk7WdTNSWgHc2q8otOroC7R8/qXK5QH+b2meC7KqDLhziBlRyHQlk2PI9mgM/O5vnLubXTd7mjmafulr+/Xf0N4KXT0Vhnhcmjs3btxAWFgY+vXrh4kTJ2LDhg1Yt24dzp49i1OnTqFTp044cOAAAMV3TPv27TF58mT8+uuvePz4sVp/cXFx8PPzY21bt24dfvzxR/z999+Ii4vDN998g7lz52LlypUabYqPj8eDBw/QqVMnPHjwAH/88QdWrVrFyrnz9/dHXFyc1mtQcufOHTg6OsLV1ZXZlpKSgkePHumVk0VpPBhdYO3ZswebN2+Gj48P9u/fjydPnkAqlSIrKwsHDhyAr68vNm/ejJ9//tnYp2608B3Z8x9xuFw4dB8KACi+HaXpEN3Q5sEiMozuqijrsO1CCsokhpcdyM3NRXl5OczMzOo8n5Py1151gVUpNVIF9QdngPI8QGgH+I9kl8KwaQm0DmO3b9ER4JopQoR3/8eqNWbG48LbUSH0Pjx4FZKmVuW9UP2BZUw0/dLX9uu/rt6Kw4cPo1u3bli2bBk8PT1hZ2eHNWvWaLRHJpPBzs4OM2fOZG2fP38+3nnnHZ09FYZ4XF42UqlU70U1fC+XyyGVSiGTybT2qw+9evVCTEwMoqKiEB0drVbKIDo6mvHwcDgcREdHo3Pnzli2bBm8vb3h7++Pv/76i2lfUFDAKg8jFouxcuVKbNu2De7u7mjTpg1cXV0hk8m0hoXi4+Mxbtw4zJgxAzweD6GhofD19UVycjLTxtbWlikxU9M1BAQEsMLMgOJ7E4DR58CjvKAho2lGL9OgvHmvXLkCOzs7ZruLiwveeecdDBo0CIGBgdi6dSsmTJhg7NM3SngO6v9ctoGKh0XJnRgQmQwcXh1yfrSNRpRL8UYnd3g7WeNhXil+vvoQH/b11b9/FZS/ID08PMCri62AVg/W9INXkZpfhvXDu9S9tERJFpBxRfHefyQg0OAFa90PyE1S5F1ZuwEBbwP5KUD8XuDJdYUw837hVl49LAi/x6cjJbcEB66nYnKvtnWzzdSoKAR2DwGmXwDM7evlFDdu3MD8+fPB5XJBCMHGjRs1bgPY3oqpU6ciJCRELXQSFxeH6dOns7bdvHkTycnJmDt3Lh4+fIiYmBgMHDgQn376qVp9HB6Ph6ioKISGhmLz5s3gcDh49OgRtm/fzngn/P39cebMGa32A2CF/MLDwzV6XLRdw8umLiPTevbsCXd3dwDAkydP8O+//8LJyQnh4eFMm5MnT6KyshIAMHLkSGOYqhFXV1ds2LABGzZsQH5+PlatWoURI0YgLS0NIpEIDg4OKC4uZtrHxMTA1tYWvXv3ZrZVVlZixYoVWs8RHx+PTZs2sbZlZ2fD2dmZWS8uLq7z0H6lYMzMzETbtk3k+8OEmDNnDrZs2cLMOaicf1AZJpw1axbzv1sfGN2DdefOHbz11lsscaWKnZ0d3nrrLdy5c8fYp260mInUyxhYtekCnqUtZOVFKHt0s24d15CDxeNyMTtc4T7f+HeyQZMlS6VSplibIQ8NpRegvLyc2ZZeUIZ911IRdS8HVTI9J8BW5dHfAAjQIhAQafkiU4YKuXyFCOPyFPlX7Yc97+Mc8CSWaW5nIcCn/TsAAL6OTtY4oajJUFmmfZFWK6x3aTNQlKZ4rd62Sqy9Xz3Q9Etf26//ungrAIXAmjZtGsaOHQszMzP4+/uDEKK1DIryfOnp6QCAL774AtOnT2cGYOjqqVCir8eFUndEIhGWLl2KsrIyPHr0CAAQFBTE8jRlZmYy4hAAjh49ipycHHTo0EFjn2KxGCkpKayQ3pkzZ8Dj8dCzZ09mW2JiIoKCgupkt6+vL1q3bo2DBw/W6XiKdkwhmmZ0D5Yu1KnOUxOGa6deyp/DM4Nt4AAUXDmKgmv/g3W7OhTZq0FgAcDkXt5YcjIB93NLcPhmGt7u1lr/c0BRMVcmk8Ha2rpO+VdKrKysIBQKWR6wjX8no0omR7iPC3q20W++QobyvBcjAdv0r7mtTUsg+CNmLkIAgHuIwqvzOAZIPgpYOgH2CiH5Qe+2WHoyAQmZhYhOyUE/X1fN/TY0a1pq3+cTAYz9TfG+ohC4+PwX3cWNL94r8eoDTDrxYn1zIFD+fJqjJUVGM7c6+norAIVXa968ecz6rVu34OPjU+OoVh8fH9y9exdpaWmIiYnBjh07mH2GeCp0uYaXzfDhw/U+RrUIcMuWLTF8+HC17/PBgwcbalqtFBQUYMOGDRg/fjx8fHwgkUiwceNGiEQiJu9q6NChWL58OXOMu7s7kpKScP/+ffB4PMyfPx+2trbIyMhgPFJLly5FdHQ0oqOjcfv2bXA4HOzbtw+dOnVCfHw8pk+fjrVr17I8oFFRUdizZ0+droPD4eCbb77BmDFjYGtri7Fjx8LR0RH37t3DunXr8J///MeAT6l5YwrRNKN7sAICAnDkyBFmRFl1SkpKcOTIEQQEBBj71I0WcWIMMg4tRcahpSh7FMdsF/VSuNfzL/9ad++IJpH1XGBZC/mY3U/xZbTq9B3I5XU7R3a2Isnb09PTIPHs7u6OoUOHolu3bgCA/DIJfriUAgCY/5oBIwcz/gVAFN4oa83zUrHQ1KZthML7ReTA7V8ASQkAwMFSiIkhikTlzdHGGTDQoPy7raEtqBVdvBVPnz5FdnY2y7MUGxuLLl00F99V4uPjg6SkJHz66adYtmwZyytmiKdCl2t42ZiZmem9qAosLpcLMzMztZQA1fb1hUAgQGZmJgYPHgw7Ozt4enri0qVL+PPPP5lUg8GDByMvL49JSB8wYADGjBmDkJAQ9OrVC+vWrcNHH32E3r17M0Uo09LS8MorrwBQhAeHDh2KZ8+ewd7eHu+88w6WLFmC999/n7HjwoULsLW1Rd++fet8LUOGDMGff/6JEydOoG3btrC3t8fIkSPh5+cHNzcto5sptWIK0TSj/wdMmzYN77//Pnr16oWlS5ciLCwMTk5OyMvLQ3R0NJYtW4aMjAzWL4vmjjjuBDLvnQDP0g6uQ2Yz2x26DwWHL0TFk3t4tH0qWk/ZCq4ZX3tHGtEgeOQvkk9nhPniq3OJsBaaIa9MghY26qOftJGTk4PHjx8z4UFDf4VXF2c/XLqP8koZOrWyR0SHOn7RyKVAdpzifasQQ4xTTEdUmg2U5wK3DwJd3gO4PMwMa49tF1KQ+qwMFVUy06yRtUB7hXxwn9tbUagusIS2wEdXAPPnX1LVBfusW0YzURt18VbcvHkTbdu2ZQmk2NhYhIS8uAdUvRVKfHx8sGHDBtjY2GDKlCksOwzxVOhyDRTdsbKywq5du2psw+PxsHr1aqxYsQKHDh2CmZkZfvjhB/zwww9Mm+HDh7MGPly7do25H+Lj4xEYGIjly5dj9+7dGs+xcuVKrF+/3uDr6dOnD06dOqVxX2pqqsH9UzRT39E0o3uwJk+ejE8++QR37txhZrLm8/lwcXHB22+/jTt37uCTTz7BxIkTjX3qRo/rkNkws7Jn1nkWNnDuryjjn3t2B56e2qp/pxo9WC9G/ThYCpGw4HVc+jRCL3EFKLyRaWlpzLqdnR0qKysNnmeLEIIycQW+eV5C4tN+Her+j/DsHlBVDghsAJGBE0ObCYFO4wCeACh8pBiVCMDP1Q43vhiEm/MHmaa4AgCBlfbF7Pnf/d9tgKRamE9SDNzY86It30J7v/Vleh28FTdv3lTLi6ruwVL1Vijx8fFBWloavvrqK5ZnxlBPhS7XQDE+Y8aMwaFDh3Ruf+vWLSbNIT4+vtZIy+nTp/Haa68ZZCOlfjCFaFq9+HC3bNmCUaNGYffu3YiLi0NxcTFsbW3RpUsXTJw40SB3alOluvdKSev3vwEAPD29DbnRu+E6ZJZ+HdcQImTO4Vi3ulIuLi5o2bIlnjx5Aj6fj4cPH+L+/fto164d7O3t69TnkydPcPPmTZSBjydFYrjamuOdbgaMtspJULy6dn7hqTEEqxZAh7cUYcK0CwrR5uiDLh4vP4fGqGjyXin5dxvQ88N6G1FYG3XxVignk1eleihO1VuhxMbGBh07dlSbfN5QT4Uu10AxLRISEpj5VCmND1OIptVbkLxv375USOlBde+VEg6PB48xK5F7bifkEjGkJfkws9HjYa7J8yPXXJ+moFyC3+PS8X5v3Tw99+7dYyZnlkqlSEpK0t0uLVhYWEAsFiPA3xt73m0HOSEQ1tUrJJcCec/zolp0NNg2BpdAhQcr419F0nvILIV3C0BJRRWuPn6GAe1NNNldG4VpChFV035X+5dmTl0YM2aMXgUbb91SD28mJCQwOYCqnD592iDbKI0PQz3xzY1z585h//79uHjxIjIyMuDq6or+/ftjxYoVOuWSLV26FMuWLVPbLhQKUVFRoeGImpk8eTJu3ryJb7/9lplCi8vlMrXcCCGYMWNGvUbTGmQUIaUaFjYavVdKzGxE6LTpNoRu7fQPlal6sDhcRZK2BoElrpTCd/n/Ia9UggA3+1pH7FVWVrLCg8YqUWBvbw8vLy+0dHNFgH/dR2wBAAoeATKJouaVrXvt7fWh7UAgL1nh+XlwGmg/DGn5Zeiy9iTKq2RIXfYGXGwtau3GZHDtpFiaOfHx8ayaThQKRTe++OIL5OfnY9SoUfDx8cHDhw/x7bff4vjx44iLi2OVu6iJbdu2wdr6RVSlrnUVgYaPphkssN577706HcfhcLBzp4GTGTcRLF+ZpNF7pYp5S5+6da4qsHgCRc0jDQLLQmCGIQGtsPvKQ2yKSsKhNtpvvLKyMsTExKhVcDYGHA5H67xgepP3fFSZk5/2khV1xUyomMMwbpfCk+XaBR4O7vBpYYMrqc/w1bkkrB9RwyTSFJOkLsU3KRQKsHHjRvTp04c10jQyMhJhYWH49ttvtU5HVJ2RI0cy9eOMQUNG0wwWWNpGV9QGFVgvEPSZrHNbuUQMaVkBBKIa6hqpoqPAAoDZ/fyw+8pDHIlLR1p+GTxFmpNvrays0K9fP5w4cULjfkOQyuQYtDUKg33s0b+VOUT2tvDwUC/EqhP59xWvjoZVqdeKow/g2gXIvgnc/xOcrlPwn0GBeH1bNL47fw+fv+qv98ABCoVCaYyEhoZq3CYSifRKHyGEoLi4GDY2No2+ZqbBAquharg0JTjmtrU3AvDsn8N4tPUD2AYOgO+8I7r2/uIt73mBRaLZ89TZ3QED2rvi3N1sfBNzt0YPjOqN36FDB9y/fx9VVVU62qSdE3cycfZuNuwqC+BRCri5udVNYFUUKcopgAM41OMUFG1fA57eAgpTgbxkDPL3Q7CXI649foavziXiv8OpF4tCoTRPSktLUVpaqpdHytvbG6WlpbCyssLw4cOxYcMGuLjUXr/QFKNpBgushp5Pqymga/qSRcv2kJUXQZx2C3JplW41sap7sABApl0Izennh3N3s/HDpfv4z6BA2Jizz/Hw4UM8fPgQnTt3BqAoKhgQEAAfHx+kpKTg/v37ul2MFrZdUBQW7ezdEpA9QVFRHauDFzxQvNq2Ui8tYEzM7QGP3sDj88D9U+A4+mLp4BderM8GUC8WhUJpeEpKSlizHQiFQrU5OY3N119/jcrKSrz99tu1tnVwcMAnn3yCXr16QSgU4sKFC/juu+9w9epVXL9+XW0qrOqYYjSNJrmbALoKLEuvQASs+RdW7YLB4eqYU6RJYGnxYAHAIP+WaO9ii7s5xdj17wPMDGcXQbxx4wYARZ0hAODzFQJMIBAwQkt1LkF9SMgswOmkLADA6BA/3Lr8BOXl5aiqqmLOozMFDxWv9em9UtI6XDEZdHkukB2HQf5d0d1ThOtp+dhwLgnrhtdcPZxCoVDqm+olJ5YsWYKlS5dqbCuXy5kJu2tDKBRqDOWdP38ey5Ytw+jRo9G/fy1TlAGYNYtdguitt95Cjx49MG7cOGzdulVj6RVVTDGaRgWWCSCHQmFJpVLk5eXB1taWmfi4Ota+elYj52gIEWrJwQIALpeD2eHtMeO368gqEmttp/wlVF34CASCGud6q4mFx+IAAKO6eKJ9SxHuCgSorKxEWVmZ/nW1Ch8rXu1b18kWvTAzB7xCgfungEd/g+MahKWDO2Ho99HIL5fU//kpFAqlFhITE9GqVStmvSbv1fnz59GvXz+d+k1KSlKbjSA5ORkjRoxAx44dWfN56svYsWMxd+5cnD17tlaBZYrRNCqwTADlFICrV69GcnIyZs6cyZqtXeMx0iqQqgrwLGxq7lyTB6sGgQUAE0K8MTTQHa3sNYs8QBEalEqlRptv7EZ6Pk7ceQIel4OVQxThRysrK1RWVqK8vFw/gVVZCoifT0Bs52kU+2rFvSfw+AJQUQBk38TggG64959haOdcy9+HQqFQXgI2Nja1htmU+Pn56VwYt3qNq/T0dERERMDOzg4nT56EjY1h34EeHh7Iz883qI+GggosU+C5wHJ2dkZycjKys7ORm5uLjIwMBAUFqblfn57dgfT9C2DjHwafz36reaRFTQKr8LHC+1JtcmNLgRksBZpvDT6fj6qqKrRr1w7Jycn6h+60sDlKUVLh7a5e8HVRfAlYWlqioKAAZWVl+nVWlK54tWpRv/lXqvAEz71YfwKPosBx7ULFFYVCaZS4urpi0qRJeh/37NkzREREQCKR4Ny5cwZPVk0IQWpqaq2TtJsqRp+LkKI/ckIgkUhw4cIFAIrpYubPn4/169drnOjTqk0XyMoKUfDvEeRf/rWW3lXEl7kD0DZCkTMkKQZivweubK7x6LiMfBy4pohtE0LURgoaS2B9FOqLd7p5YVZ4e2abco42/QXW8/Dgy/JeKXEPAfhWCi9W1g1m8/3cEhy+mVbDgRQKhdK4KSsrw+DBg5GZmYmTJ0/Cx0d77ca0tDQkJyeztuXm5qq127ZtG3Jzc9WmrmosUA+WCSAngFj8It8pIyODmRrAzs5Orb1V225wG/4FnhxZhad//QjHV2oYoaHqwTK3A1p2V7wvUnngSyteTPirwtXUPPTccBqWfDP083WFs9ULMaWs3G4sgRXS2gm/TO7D2lZngVWimL4HtnWsn1VXeAKgdRiQchJIjQLcuiDuSTG6//cUzM14CPdpASdrOqKQQjEmOTk5GDFiBPh8PmQyGbZv346OHTvixx9/xK5duyAQCPDTTz/B29u7oU1t0owbNw5Xr17Fe++9h6SkJFbtK2trawwfPpxZnzBhAmJiYlgzgHh5eeHtt99GYGAgzM3NcfHiRRw8eBBBQUGYNm3ay7wUo9EsPVi7d+8Gh8PRuGRnZ+vUR1JSEiIjI2FtbQ2RSIR3331XowLXBUIUCYfKarOpqakghEAkEkEk0jzvoPOA9wEAxXeiUFlQg83Vp8pRIlcZSVihuRRCsJcjeng5oqxSiv+ciGd5r+7eVczxZ6wcLE0oE/31GpVICFCiGIkIG8Pc0+xuFV7GWmnVQzE1T0UhkHUTnVs5oHMrB5RVSvF1VHKth79MCCHMvFwUSmPFyckJFy9eRExMDFauXIm1a9ciPz8fO3bswPnz57F+/fpaE6QphhMXFwcA+Omnn/Duu++yltmzZ9d6vFKgLV26FLNnz8a1a9cwb948nD9/XuugL1OnWQosJcuXL8fevXtZiy7J1BkZGQgNDcX9+/exevVqfPbZZzhx4gRee+01nYe2qiInBBYWFnj33XdZ29u21V5iwNylDax9ewJyOfJi9mrvXDU/S1VgSVUmz5S8qI3CPpSDDc+Ljf70z0PcyXzG2m9hYQEHB8PmCzx4PRUfHbqKuznqNqh6sHSe67CyBKgqU1yrVe3F6WqDEILTp08jJCQEXl5eSE9Pr/kAngDwClO8T40Ch8iwMMIfkMvwXVQiSsT63x/GhhCCoqIiJCcn49atW3W6Zw0lJycHvXv3RlhYGPr06YPbt28DUPzNw8PDER4ejlOnTr10u3RFm/1KLl68CA6Hg7y8vAaysGlz8OBBZgJfHo/HTM9SWFiIzp074+rVqwgPD4eZmRmCg4OZH4S6EBAQgOPHjwMAIiIicPbsWeNfQBNE6RjQtFRPdYmOjlb7Tv/xxx9x584dFBcXo7KyEikpKVi7dq3BSfINSbMOEQ4aNAjdu3fX+7jVq1ejrKwMsbGx8PRU5Pn06NEDr732Gnbv3o2pU6fq1Z/yPrO2toa1tTVKS0sBANeuXcOff/6JQYMGaTzOecAHKL33L54cWQWnsHchcNAwmaY2D5YOAgsAXmnbAm8FeeBIXDo2/52IN5471CIjI2Fpacmad0pfCCFYdzYRcRkF8HSwwvyIANZ+pcCSSqWoqqrSrfyD0ntl6QTw6h6+JITgzJkzWLx4Ma5du8bMwp6bmwsul4uUlBQEBgbC0dERAHDixAmsXbsWhYWFKCwsRElhHiqrpKiSLYRUqvAWFgKw3TQOPB4PAoEANjY2yMnJYc65aNEiXL9+HXPmzGFyDh4/foyTJ0/CxcUFLVq0QIsWLeDi4gJbW1u9p5FQTkHx5MkTVthV58/WiCi9DlwuF9HR0Vi7di327duHNm3aIDo6+qXaUhe02a9k06ZNdfpuae7k5uaidevWiI6OZuYkTU5OxiuvvILNmzdj/PjxkMvlWLhwIf73v/8xxyUmJuKDDz5Aeno6jhw5gvv377N+/Kl6au/evYvPPvsM//zzDyorK9GyZUtMnjwZX3zxBQDgzp07TNtFixZh9uzZTN0/CkUfmrUHC1BUt9V30uIjR45gyJAhjLgCgFdffRW+vr749dfaks7VkRNFXamkpCR07cqeWqWmkKVzv0mwatsdsvIiPPl9jeZGWgWWSo0rSc3V0te+0QV8Hhfx6Ypf47a2trC2tjZIXAHA+ftPEZdRAAs+D1N6t1Pbz+PxmFotOudhlT4XWNZ1Cw+qeqwiIyOZwqqqX9ARERHo168f/vnnH2ZbYWEhLl68iNu3byMjIwNFpRUQS6SMuFJFJpNBLBarhT6vXbuGM2fOsELNCQkJ+Oijj/DWW2+hb9++aN++Pezt7WFubg4PDw9069YNgwcPxuTJk7F48WIcOnQIYrGYZa+qxyolJUX/nLZ6QJPXAVAM8Q4NDcW4cePw7NmzmrpQQ9WrYWyqezK02Q8Ax48fR58+fZgfCI2Z9PR03LhxQ+uSkZFh1PM5Oztj6tSpWLVqFQDg6dOnGDx4MD799FOMHz8eAHDy5EmIRCIEBgYyx/n7++Py5cs4fvw4ZsyYAQcHBxQWFjL7eTwe8/71119H586dkZaWhoKCAhw5ckRrflZoaCgKCwtx6dIlo14npXnQrD1Y/fr1Q2lpKQQCAQYOHIgNGzbUOPIBADIzM/H06VONv0579OiBkydP6m0HIQSJiYnYsmUL/Pz8sHLlSsTFxcHT07PGYa4cHg/uY1bg7spByDu/F57vrgNXUC2J2kAPFgC0c7bB5wM64Ld/E5FYRNCvlXrifV3YHK1w20/o0QaO1pqL3rm4uKCyslJ3b03pc4+QtQZvXi0oi9nFxsYy59Mkvrt16wapVMoSMX379sWvv/4KBwcH2Nvbw8bSHIJbe8AnYvDbD0aVW3d0Xvsn8kvE2Da6KyLbt4BUyq5H9uWXX2L8+PF45ZVXmG3Ozs4YPnw4nj59iqdPnyInJwclJSWorKxERkaG2gPOy8sL27dvZwr/FRcX49GjR0aZJ9LYVPc6AMCDBw/g5OSEn376CYsWLcL27dsB1O510OTVMCaaPBma7JfL5di6dSt+//13NVtquwZTQyKRIDg4mOVlrY6rqytSU1ONOuXKZ599hnbt2uHq1auYOXMmXn31VSxatIjZf+zYMVZlcIlEwpzf3t4elpaWCAkJwfLlyyGTyRAfH898r+fl5eHBgweYNm0ak9cTEBCAgIAX3vPWrVvj66+/xvDhw8HhcNC/f38cO3aM9X9JoehCsxRYlpaWmDRpEvr16wdbW1vExsZi48aN6N27N27cuFHj5MJZWQoPiSbh4+bmhvz8fNY/vCoSiYSVKF1SUgJA4cFSjho0NzeHt7e3ziNe7Dq9BoGTByrz0lFw9Q849nmnWou652CpsvT1Trj6+Bnc/LzQp6fh08/czSnG/xIU4qD6dDyq9OjRQ7+OKwoUrxaaBwdoghCCmJgYvPXWW0yF+ppyvvbs2aMm+Dw9PVkeTQCAzQjg3nGg7BbQIgIzXuuCLTF3wbVyQOvWrdX6DQ0NVZuRvmfPnjh69Chrm1gsRm5uLkt0ZWVlITMzE2KxGObm5ox3JS0trVZxlZycDKFQCIFAwLyqvufz+fUyq73S6xAfH4+pU6fiypUrzKSw77zzDr7//num7euvv4533nkHhw4dglAoRHJyMhITE5n9mrwaxkTVk6F80Gqy/8CBAxg2bBjMzdVHi9Z2DaaGQCCAp6cncnNzNQ6G4HK58PDwMHp4uVWrVpgwYQL69euHsLAwbNu2jbU/Li4O06dPZ9Zv3LiB+fPng8vlghCCjRs3QiQSYeLEiejbty/4fD4z15yjoyPat2+PyZMnY+rUqUxuZU34+/vjzJkzRr1GSvOg0QususyZNHr0aFYoYfjw4Rg4cCBCQ0OxatUq5lezJpTlFDQJKOWXqlgs1rh/zZo1WLZsmdp2AjDCS9MXc01weDw4h09C5uEVyDm1VV1gGcGDBQB8HhdnPulvlActIQQfHroKOSEY0rEV/N2M4xEDoBi9BwAWtSffl5SUYMeOHfj+++/VkmA5HI5WkaXzZ9AyWDEJtKQIeHIdn/bvhs9e7QBroWGlLSwsLDQLOiiEuuqcXJ6enkhLS2MEvCYIISgUy1FSzgVQ9XxRDSNyIBJWwsGCBx8fH+b6KyoqwOFwIBAI9L4vNHkdysrKYG5uDh6Ph5iYGL28DtW9GjKZjHnIbtmyhdk+f/58pKam4uDBgyx7Dh8+jDVr1mDYsGHYuXMnioqKMH/+fCxYsEDxCVTzZGiyHwBu3bqF2NhY/PHHH0hISMDYsWNx5swZna7hZUEI0Xlk7qJFi1jD61WRy+VYtGhRrX1ZWlrW6XujvLwcq1evZoX3AKCgoIBVkbxXr16IiYlRO3769OksIQYo/o7R0dFYv349li1bhuTkZLRv3x6bN2/Ga6+9ptEOW1tbFBQU6G0/hdLoc7DOnz8PCwsLnZaaRpL06dMHISEhtY4YsbBQVAbXNGRf+RBTtqnOggULUFRUxCzKX69yOWGEm1JglZSU4OLFi7h48SIA1CgiWwycDo4ZHyVJF1B6/zp7py4CS0uZhuqofkmKK6UoquOIuIOxjxF1LwcWfB62jNQtEbh6OE0jcikgUXgFYW6vtVlxcTFWr16N1q1b49NPP8Xdu3dhbW2NqVOn4uLFizh58iQTAq7+5a4XPL7KiMJo2Ao5BosrfbG1tWUm4daWE9SuXTt0aOeFQo498oiD2pJPbIBKMcRiMeseSE1Nxa1bt1jTWJSXlyM7Oxv5+fkoKyvT+ne7ceMGwsLC0K9fP0ycOBEbNmxAcnIyunfvjrCwMGzatAmrV68GwPY6/Prrr3j8+LFaf3FxcUxYlBACDoeDqKgo/PTTT4xQfvToEbZv3461a9eqHX/z5k0kJyfDx8cHDx8+xO+//47Fixez/s/9/f2Zoeia7AeAdevW4ezZszh16hQ6deqEAwcO6HwNL4vy8nJmQE1tizZxpWT48OG19qHv5O///e9/8ddff2Ho0KH49ttv1fY7ODgwnua64Orqig0bNuDOnTvIzc3FoEGDMGLECK3TsRQXFxs8WprSPGn0HixD5kyqjoeHR63DeZV9KEOFqmRlZUEkEmnNRxAKhax9TDgKL8SZcv+zZ8+wdetW2NvbIz09HSdPnsSKFSs0hpYEopYQ9X4bz87vQ17Mz7BupyJadCnTUKXbF+Dt27fx8OFDwM4Fn5x9gtB2LbBvov55CcM7uWNBRACcrYVo42RdY9u8vDxcunQJFhYWiIiIqLnjiiIABODyFRXVNUAIQf/+/REbGwsA8PHxwdy5czF27FjWcODIyEiNowj1pmV34HGMwkuYeQ3w6AVCCP5Kzoa3k3W9T6dDCIFUDlha26Kdjw2KS4qRlZWF8rIXf3MOzwy2llZo71KOO1nqni7fFuZoJ2oHuVyOKtkLr54cHBBwweMLmO0lJaVqeWHKwQqqYUh/f3+cPn0aAoGANVhC02gtXbwOBQUFsLGxQVFREZ48eYLKykp07NgRgCJR29PTE1988QWmT5+u8X/o5s2bmDZtGsaOHQtAIaaUQk2JqidDm9dEFdXRkHXxnDRHDh48iPXr1+PixYuQy+Xo2rUrlixZwkrbCAoKUqsCXldEIhGWLl2KjRs34tGjRxrrDiYmJiIoKMgo56M0Lxq9wKrrnEmaePjwIZydnWts06pVKzg7O+P69etq+65evVqnf0RC1EOESm9DeXk5/u///g+AooDb8uXLNfbRcsR82HWOgFPfMewdLA+WijdGVWCBAETObquByspKVFZWwo7PQ2ahGPuvpaKruwhz+vvpFQKwEJhh9bAgndoKhUJUVVVBLperPfDUUIYHze3YwlIFDoeDJUuWYN68eVi8eDHefvttjV4qDoeDgQMHIiIighFa6enpaNGihU52M/D4iqmJ7h5TCK2W3fHpHwn4OioZ7/dqix3jap7U21CkcuDg9eq/zNnXcDdRAkB7EdXkp1VIfqpcU+3LCYATkpMqme2DfQUQiUSQSCSorKxEVVUVZDIZysvLtXoyLC0t4e/vz6wXFxeDy+XCwsKC+dsovQ4bNmxAfn4+Vq1ahREjRiAtLQ0ODg6wtbXF3bt30aZNG6afqqoq+Pj44O7du0hLS0NMTAx27Nih0Ya4uDjMmzePWb916xZ8fHxY+UWGejJqugZtBYXrA0tLS6YUjC4QQhAWFob4+HjIZDLweDx07twZMTExOv3f61ok8vz585g+fTqOHz+O9u0VU2YNGTIE69evZ4V5hw4dqvV7sDYKCgqwYcMGjB8/Hj4+PpBIJEzOltIDWp2oqCjs2bOnTuejNG8afYiwLmiquH7y5EnExsaqzXn04MEDPHjwgLXtrbfewvHjx1lFJ8+dO4d79+5h1KhRetsjB1ELLyq/lFRDg2+88YbWPiw9A+Ac/i44vOqaWYsHq0rMbqZDIc+AgABERESgb9eOWBCheCDOPXoDW6J1K+KX+qwUMj29QFZWVoiIiMDQoUNr/zJXJribv3gISiQSzJkzh5UoO3ToUNy5cwdjx46tNQSoFFpXrlxBamoq3N3d9bIfgMKLJbRTeLGeXMeoLorcqb3XHiGrSFzLwY0LW1s7eHt7o0OHDujcuTO6dOmCgIAAtGvXDh4eHmjRogXs7e1hYWHBeK6ql/tITU1FcnIya/qooqIipKen4+nTpzAzM8OCBQtQVlaGW7duITk5GZ6enrh3756aPT4+PkhKSsKnn36KZcuWsXJ3lDx9+hTZ2dmsEimxsbFqE8wa05Oh9JyUlZWxcuZeBhwOB1ZWVjov1tbWWL16NTOiViaTYfXq1bC2ttbpeF1EWFJSEt588038+OOP6NPnxZRZX375JXbu3MkayTh48GDk5eWpFXfVBYFAgMzMTAwePBh2dnbw9PTEpUuX8Oeff2oMoV+4cAG2trbMLBsUij40eg9WXejduze6dOmC7t27w87ODjdu3MBPP/0EDw8PLFy4kNV2wIABAMCqRLtw4UL89ttv6NevH2bNmoXS0lKsX78egYGBmDx5st72EKIeIrSwsGASrZXhKV1/5cqrJJCJS8C3dQK4KgJCW4gQUHiwULPYUA1xrhjSGeZ8HhYfT8C8/91EYEt79G+vvTRCmUSKAd+cg6OVEIcm96k1NKiEy+VqfChqhPFg2TObfvrpJ3z99dewt7VBt5SdsLIwh//yGHD1zK3icDh1H4rONQO8QoF7/wekXUTvXj3Q29sJlx/m4duYu1ilozevLphxgXe66+4dqZTK8X+3ilAlI+DzOBgaaAeBme6/w6o35fF4TA5kdQghkEqlrFIYhBDGi6v0HhUUFGDJkiUIDQ2Fh4cHqqqqsHfvXtjZ2YHL5aKsrAx9+/bV6J3y8fHBhg0bYGNjgylTpjDbly5diujoaERHR+PmzZto27Yt6z6LjY1FSEgIqy9DPBl18ZyYEhEREQgODsa1a9cQHBxce7heTzp06KCx6n3nzp3V6rbxeDysXr0aK1aswKFDh/Q6j5WVVa0pJarf9StXrsT69ev1OgeFoqRZerDefvttpKSkYPXq1ZgxYwZOnTqFKVOm4Nq1a3BxqX16FQ8PD8TExKBt27aYP38+/vvf/2Lw4MH466+/6vQQJunXUVGmyMdSPlyUIRLgRZFLXVzthTdPIf7jdnj806znWzR4sAjRIrB0h8PhYNHAjnijkzsqpXJEfPc3NpxL0jjy7klhOcK+/gsP80rxpKgcTlpqXhmMBoE1depUjBw5Ej+sWQTyOBYcHh8cQxLX60rLbgDfUuFly72DzwYoPIDbLqagVFJ/Nao4HA74PN0XKyEPHVwV92AHV3NYCXl6Ha9PqJjD4YDP57NGznI4HPj6+qJTp06MwBIIBHj27Bk+/fRT9O/fH0OHDkV8fDw2b97M/I+88sorKCoqwv3795m+0tPT4ePjg7S0NHz11VcoLS1FeXk55HI50tLSmHILN2/eVCvwW92DZagnQ1/PianB4XCwevVqdOjQAatXr66Xsh36MGbMGL3FVV04ffo0zZGj1Jlm6cFauXIlVq5cqVPb6nMoKQkICMDp06eNYg+RVUCSkQCA/bCxtLRk5a389ttvePfdd2Fnp72sAd+uBSqfZaAk8TxkknLwNI0ilEsBUq2Apg4CKyUlBZWVlfDy8oK1tTU4HA4OTHoF0w9exd6rj/DPo1wAil/jheWVyCgsR5VMjmHfxyCjUCGsDr8fChtz/UbSpaam4tmzZ/D09Kw5R05SArmcYNfvf2NQlwxwSnPhNuxT/Pbbb5BVlKGoSzuYu3dgmktL8lH64Drsg4z7a1wjPAHg3gt4dA54fAHDuk2Hj7MNUnJLsPPyA8zqZzpejA6u5niQK2GEVkNjZWWF/fv3s7YVFRUhIyODCSPyeDx89NFH2LlzJ9asUcxqwOVyYWNjg44dO2LgwIG4ceMGCCHo1KkTrl27hujoaOTn52PChAmYMmUKysrKIBQKwePx1MJ2hnoydPGcmDqvvvqqSdftolBMjWYpsEwNAh7E4nIAdjCvKmS2W1lZsdzmly9fRnh4eI0Cy8q7K3znH4Nd59cUVd01jSKUasj70UFgPXz4ECUlJWjRogWsrRUhPkuBGfa82wsDfF3xZpAH88v21xuPMe3gVeZYPxdbnPgwHN5O+o+ay87ORkZGBmxtbWsUWFJxMT5Yfxx7/rqNIV7Aou4c2Pi9AmvfEPDMrSDq9daLtiX5SFraH+Wp8XAd+ik8xq0Bl1/P8/G591TUxSrJBK8oFZ/298OHh65hU1QyPg71hRnPNBzKAjMuIvxt9QoNvmzs7Oxga2vLmltx4MCBGDhwINPGxcUF+/fvZyrvW1paoqqqCnw+H7du3QKgyLGsXuNIOerR3NyceT1y5AiEQmHtAy0oFArlOVRgmQCEy0cFRxH+E+bEAlA8JKrnHg0dOlSnUUwOwUNfrGjyYCnDg2YWz98TnQSWMlememI4h8PBxJ7syvOZRWIIzLiK8KGfGw691wf2lnUTMMqwq6baY0qqqqow/sud+DXqNngcoLMj0GrEfFi11Vxni2thAxv/MJSnxiP7/zaiJOkC2s05CHNX3Sro1wmBFeDWFci8AqRdwMSQ8Vh8IgHWQjNkFJajtaNueWkvA2thA4RR9YTD4WgUWkrMzMwQHx+P8PBw8Pl8dOjQQa0POzs78Hg8VFRUQCKR1DrqkcfjwdnZmRnsQAhhPF9mZmb1Jr4IIUw+JoVCaRxQgWUCEAASCAHIYdF9HLPd3t6eee/k5IQxY8aoHVtjvzIZKnIzwaQXKwWWmbki6ZrDBR5fUIQLdRBYyqKRuhTfXPZ6JywaGIC8Ugnc7CwMevDUJrAkEglGjxqJY1G3YMYBVoZwMHnZdrSImKq1T64ZH63f3wzbwP54+N1klN2/hsTFfRGw6jKELWqeOsMgPPsAmVeBZ/dgUZmHK58NRBtHa+oVMQBNQquyshJ8Ph9//PFHjcc6OTkx0/MAih8RyimtJBIJI7yUZSdkMhnrb1VVVYXk5GRwOBxWHld+fj4IIczAkLqKL0II65o6dOhg9KlpKBRK/UAFlglAwMX6tpdQMflv2LVoxWxXFVi61pJRInmaiuTlEagqeIKgcVNhJjR/IbCEtkC75+Uo0i7pLLCUHiwzM91uG4EZDy3t9bNbEzUJLKlUitGjR+PY/x2HgAus7cXFxHUHIHrlbZ36FvV4A1Zt4nB35SCIMxJxd9Vg+K/5B2aWOo5c1BdLR6BFAPD0NpB2Ed7+I+vnPM0QVaFVV28Pj8eDpaWlxv83uVwOiUTC6lcqlTLFUlUFVE5ODsubVj3sqPpek/hSFVaq/VRVVVGBRaE0Eqi/2QQgHB6spPlwvHdQIV7kCiFTXWAVFxfjzp07OlUUFzh6ADwzyCrKkHPreVFUTYVElV/stQgsQojWEGF9o01gEUIwdepUHDt2DEIusPEVDt6bOk5nccX07+yJ9v85Db6oJcQZiXiw5V2QulRt1xXP5yPRsuOZeSDLK6VIyKTznRkDDodTL6E05che1ZHClpaW6NSpE6tQKgBYW1vDxsaGEUPKsGN+fj6ysrKYWl/x8fGIi4tDYmIinj17BkIIioqKkJSUhJSUFLUSBRQKpfFABZYJQJQV1v/dChwYDXzVFpCwq0ZbWFhg1qxZWLVqFbKzs2vtk8PjodXIxQCA7FuxkMukWgSWsnRDzYJCVdSZisBavHgxdu3aBR4HWNEDGD4kFHbtOtXtHI7u8J13FBy+EIXXjiHj4H8Mtlsrdh6AnafCc5hxBdcfP4Pbwt8xZHs05PLaC75STI/qgs7DwwPt27dHp06d0LVrVwQEBKBt27Zwd3eHs7OzRvFVXl6O5ORkpKSkaK16X1paitLSUlRVVWmdjJxCoZgGNERoAhDrFkDYfMXKzX2AuAB4EAV7+/ZMGxsbG7i7u+PBgwdIS0tDy5Yta+3XsfcopO+aicqiPDxLSYJzv7oJrPv377MmpzUFgXXgwAGsWrUKADC/CxAR1BpuQSGAoO6J4tY+PdBm+g94+M1EPDmyCkInzxrzuAzCsw9w6wCQeQUde/QFl8NBekE5olJyMKCGgq2UxofS86Wp2Koy7FhRUYGMjIwaB3IAivlOVXMhq4cbawo7UiiUlwsVWCYAsXQCwhcoViQlwL/fASln0H7YMBw4cIBp98MPP+DBgwd48uSJTv1yeGZo0fN1ZJzeg+z4q3ACB2pfuUrvWQ0CKy4u7kXzegq/1IRSYCnnJIyNjcX7778PAJjYwQxDW0vhMWQauLxirZM864pz+ASUJF1A7tkdePTDdJQ+uAaBqBWrjUOP4bBqE2TQeeDsr5jSp6IA5s8SMKa7F7ZdSMGufx9QgdWMUBVfPB4PmZmZNYYFhUIhuFwuk3Bf02hHpfhycXFhyqoovV5UfFEo9Q8NEZoALEe/z/OilymnwWHvgaur4sGblZWlc98uPSLB5QtQ/uwpCmJPqDfQIQdLtfiprgnuxkQgEDAPhKysLLz11luoqKhAv47umOonhU2HPnDoEPy8seFVsT3e/S84PD5ACHLP7kDmr8uYJfv41xC2aG3wOcDhAh69Fe/TLmFSD8UkxUfi0lEkrqzhQEpTxdbWFn5+fvDx8dFa3d3T05MVdmzXrl2NYceCggLWVET5+fmIi4tTK6BcVlZGw44UipGhHiwTgPWl5tUbENgAZblA5g3A/UUdJ6XA0iUHS4mZpQ1cA7vhyY1/kHl4FRxC3mT/etUhRKgMSQAvPzwIKH5tCwQCSCQSxMXFoaioCO282+DLdmngcQDPCV+BU/V8MlgDQoRK+NYOcB36KbL+WKe2z3XIbJhZ2Rt8DgCK6XMengXKcxFs8wwBbna4k1WEg7GPMa2Pj3HOQWlU1FbbS4kuYUdl6FF1RKREImEJLmX7pKQkAC8/7GiM+l45OTkYMWIE+Hw+ZDIZtm/fjo4dOwIALl68iL59+yI3N5dVjoNCeRlQgWUCsH408gSAz2v/396Zh8d0tn/8MzPJZN+JJJbEkohYEmtJI5Rai1YpVV1UtbReqtrS6tvXUlVLUV1Uf63irXrRKlU7rVAUEcQSISJEgsgq+zZzfn9MZmRkJpkkEwmez3XNJTnnOc95zjGZc8+9fG84/xtEbeaFaUsAGDFiBB07dgQ0XpzKKEp7BHbh1pkT5MadIiNiOy6dBt3dqUt8N/zNtXT1INSOgQWa0EhBQQGdOnXi1KlT5OTk0NxR03vR3u8xOPs/zcBqhgi1eD37AUm7l6POy9JtU9g64TFoilnmBzR6ZA07Q/whZAlHGdv1Md7dfJIf/4kVBtYjTnnaXhVRnvHl4eGBi4tLGS0vpVJZYdhRLpfrGV3169evsmSEOfW96tWrx6FDh5DL5YSFhTF//nzWrl0LwNKlS+nUybDYsEBQ04gQYR2gjGnT+lnNv+e30LhEMdrb25sGDRogk8nIzc0lKyvr3qOMzm5pY0uDthrjLHHjbH2Pma4/ocrAsZpvt6XH10aIENA9WAoLC2nWrBlt27bF1rstXs+8rxlQmK351wweLAALO2c8B0/V22ZW75WWho9p/k2N4eVAVyzkMo5fSyUuJdu85xE8kGgNLX9/f9q2bVttDSyt8VU67G9lZWVS2FGtVuvCjjdv3tT74pWUlERUVBS3b9/WbZMkqUzYUStDoa2W1IYmi4oq1/B8/fr1jBgxAtB86dN6wDIyMggMDARg27ZthISEVLqZdt++fdm3b1+ljhEIDCEMrLrAvRaWbx/wfhy6vMHMf3/InDlzCAoKQqlU4ubmBlQiD6vkw80zsAtyK1tyYk9w59Suu/srCBHeG05wcKh8L8HqkpeXx7Rp00hISEBpISfr4j9lBxWVhFHMkIOlxWPQFBS2mr6PMksrirMzzDa3Dls3cG4KSNTLOs+qF7txeeYQmtarO21zBLXP/Sgu0Rpfzs7OeHh44O3tXUZqorTxVVoPTOv1Kp1OUFBQQGRkJKdOnSIqKoro6GjOnDlTrr5XcnIydnZ2hIeH67ZFR0fj5uam80qp1WpmzJjBxx9/rBsTFRVFcHAwkyZNokePHqjVapYvX86bb75Z5hwXL15k8ODB1KtXT5f3tmDB3XSAjz76iPfff7/qN/IR5eDBgwwZMoTGjRtjbW2Nh4cH/fv35/DhwybPkZiYyIgRI3B2dsbR0ZGnn36aK1eu1OCqaxZhYNUB1PcmllpYw5gd8Pjb2Dq60KJFC51LvyqJ7gCWtna499N82CSU9mJVYGCV/sAcNmwYXbt2rdR5zcHSpUs5ceIEn3/+OZk7FhP10ePc3LpYf5CZPVig8WJpQ4JSUQFJO78kLyHabPPr8NJ4F7kRwYudvWle//4bsfebpKQkgoOD6dGjByEhIZw7dw7QNDjv2bMnPXv2ZNeuXRXMUncwdj1aDh06hEwm02ve/iBhyPgqbfB5eXnRokULPe2+wkJNsYbW86XV7zJEYmIiiYmJyGQyxo0bp5NguX37NgMHDmTq1Km8+OKLAOzYsQNXV1fatm2rOz4gIIAjR46wbds2Jk2axLp16xgyZIiep07LU089RWBgIPHx8aSnp7Np0yaaNbvbgzQ0NJSMjIxKGQYCuHTpEnK5nAkTJvDNN9/w3nvvcevWLUJDQ036W87OzuaJJ57gwIEDzJgxg9mzZ3Pq1Cl69OhBamrqfbgC8yNysOoAlanbqV+/PqCpBqosXk+/T9Kub8i7doaCm5ex9vKtMAdLa2BZWlrWWmn322+/TXJyMj179EC69BNIElYNSjVlltRQlKf52Uw5WFo8Bk0hef9qnDsNwrF1T6wbtqz4oMri3gYu/gH56ZAeB67NAVCrJeTyh7Oc3ljeTNOmTQkLC6vt5VWa8vKA4OHIBdq3bx+TJ0/myy+/5Mknn9Tbp02ML42joyMdOnTg/PnzFep7ZWZmkpmp6Wrw7rvv0rJlS44fP86bb75Jly5dmDRpkm7s77//zhNPPKH7vaCgQHduZ2dnbG1tOXv2LBEREWzZsoUzZ87wwgsvsGfPHlJSUoiNjWX8+PG65P/WrVvTunVr3XwymYxevXqxdetWHn/88SrcqUeTcePGMW7cOL1tb731Fs2aNeOLL76gf//+5R6/fPlyYmJiOH78OJ07a6rCBwwYQJs2bVi8eDHz5s2rsbXXFMKDVQcwWhmdkwJRW0B191ufo6OmR572w8iE2XU/WTo3wHfqRoJWXNUYV2ByiLC2cq9A49VYunQpTz/zDC3e+4XAry7h+tjQuwOKctFcpwwsq9/7sDQWds4EzAmj6bivces2vGaMTIUSPDR5I9yM4PzNDIb+3wGeW/m3+c9VRzCWN3P9+nVCQ0MZPXp0pb+1+vj46DV3Lp2nY27uzdMxdj1Q9VyguoQkScyYMYMLFy4wY8YMk+Uc5HI53t7eFV57gwYNqF+/Pi4uLjRp0oSXX36ZJ554Ant7e9555x2dNwzg5MmT2Nracv78eWJiYtixYwfdunWje/fuvPTSSyxcuJAFCxawb98+du3aRbt27XR6gm5ubrRs2ZJXX32VjRs36gkolyYgIEBP/09QNWxtbalfvz4ZGRkVjv3111/p3LmzzrgC8Pf3p3fv3mzcuLEGV1lzCAOrDmDws0qS4JvO8MsrcPO0bnNpA6uyiaEALp0HY+nkfneDiSHCvLw8fv31V86ePVvpc1aV8PBwXYue69evs3nzZo4cOXLXONSiDQ9a2oDc/FWO9+peFabdoOhOsnlP4lkSJrx9Dkt1AVvOJPD72QRu3skz73nqEPfmzQDExsZy8OBBevfuzUcffaQ3/tChQwwYMAAXFxecnZ0JDAxk4cKFeg9fLYbydMyJoTwdQ9dTnVygmiYnJ8foKz8/X2/s1q1bdXlR4eHhbN26VTc2Ly/P6Lxgmr6Xq6sr3t7eNG/eXLctNzeXTz/9FB8fH51QKkB6ejq2trbk5eVx584dGjduzFdffcXSpUtZsmQJMplM198xNjaWn376SVesI5PJCAsLIzAwkNmzZ9OsWTMCAgLYu3ev3nocHR1JT69ab1BJkkzqF/uwkpmZSUpKCtHR0cyYMYNz587Ru3fvco9Rq9WcOXPGoJe3S5cuxMbGVqKwq+4gDKw6gMHvgjKZRhML4Ooh3WYnJ03S9dGjRxk7diwREREVTG78m2bO1cgKqwhL52ABVTLqqsKlS5d4/PHH6dGjB1lZWRRG/QmZSYZDDYXaBPeaTwy/c+ZPzk5tx5Wvx5hXlNGxEdg1AHUxflIcwc3qoVJL/HT8wU3wrIh782YAnVbR888/z6lTp3Rjt23bxoABA+jXrx8xMTFkZGSwYcMGoqKiDOYjGsrTMSeG8nQMXU91coFqGnt7e6OvYcOG6cZJksTQoUP1jn3mmWd0YwcMGKC3T2sQlTaKSldDlmdoASxcuJC9e/cyePBgVq9eTYMGDfTuX7169XB2dsbX15cmTZropCdsbW11nvbi4mJdxWNSUhI3btzQy2OdOHEiv/76K1euXGHAgAEMHTqU27dvU1BQgFqtJjNTvxesKZSukDx79qxBw782ycrK0oViMzMzKwzbVpURI0ZQv359WrVqxeLFixk/fnyFX3TS0tIoKCjA09OzzD7tNlM7mNQlhIFVBzD6nPYuif9fu2tgdezYke+//x7QhO+WL19ehfNJXJw3iHPvBpF5/bJ2q8Gx91YR+vrWvD6TJElMnjyZoqIiHBwcsFLnk7bmXzTcPpnOPgY+9HQerJoPwVg6uaPKzybj5A6Sdn5jvollMvAq+fZ2I4JXu2q+ya86eqXW1bULCwtNcvFXhtIf7tq8mZycHN377cCBA7r3mvb9MH36dKZMmaIzwvz9/Vm9ejXe3t5l5t+6dSu9evXS/a5SqXBycmLy5Ml64z744AOef/55g2vcvn07fn5+vP766/j4+ODq6srMmTMB/TwdY9cDcPbsWX799Vf69++vywUCyuQCKRQKWrduzXPPPVeJu3h/2LNnj9neg4YMLUtLS50My/r161m0aBE7d+5kwYIF/Pzzz1y/fl1vjqCgIGJjY3FycsLd3Z1GjRrRvHlzAgICCAoKon379gQEBNCiRQsaN26Mu7u7rvpai9bD5urqyqxZs8jJyeHMmTOcPXuWkydPcujQIRo3bkxcXByJiYkkJydz584d8vLyynwmmkt6oqYJCAjAyclJ9/rss8+MjlWr1eTn55v0uve9MX/+fPbs2cPKlSvp2rUrhYWFZb6o34vWC3pvHh/c7SRyr6f0QUAkudcBjH52+YRo/o0/CupikFuUSSativCnTCZD6dYYmcKC3KTrODo0NUmmwdLS8r7INGzdupXdu3ejVCpZtmwZSduWoi7IwbZZBxyatS97QA1INBjD1rstTV7+nGsrJxH/3/dwbN0DW28zeUk8guDyLshK5PlAK95WKohOyuRoXArdmtU3zzkqQWFhITExMVy+fJkWLVrg7OxstrlPnjzJBx98gFwuR5IklixZQnR0NOPGjcPR0RErKyt++OEHAGJiYoiLi2PUqFEmz3/69GkmTJig+12hULB//35CQ0NZtmwZMpmMuLg4VqxYYTTXJjIyktjYWCZNmsSKFSs4fPgwvXr14rnnnqNNmzYEBASwZ88eo9cD6IX8evbsaTAX6I033uCxxx4zaCjWJNnZxrXWtJ8rkiTx8ccfo1AoyggOBwYGcuDAgTKfQfe24TFEaSFVrZL7wYMHmTBhAtu2baNlS00xyaBBg1i0aBFffvml7tjBgwczZ86cctdua2urp2CvJT09ncWLFzNs2DC8vb2RJImlS5fi6upKs2bNSE9PR5Ikjh8/zqxZs4zmASoUCpRKpU49vrz+kXWFqKgoGja821fVkDGj5eDBg3qFBOVx4cIF/P39db8HBQXpfn7xxRfp0KEDY8aM4ddffzU6h1YU15BXTRuuNiScW9cRBlYdwOh3Q/fWYO0E+XfgZiQ07FhmSMVvOsOzN3zuY7yGfoDVjf2QegnOb4QLm6H7hxqZiBK8vb2pV68eO3fu1IkG1mQ1YV5eHu+88w6gqSby8XDl9I6vStb8H8PnrgGJhvJoMGAid07vIiNiO5e/eIE2C8KRK8uGgCqN0g7qt4Lb57BPPc1z7b1Zc+wKPx6NrbaBVdE3yNIUFhYSGxvLlStXdN/CJUmiuLgYmUym90AtPW9lCiG6devGgQMHymwvHRbUkpysyXcr/XCoiPT0dF2+opYOHToAmny+Jk2aMH36dCZMmICPj4/BOSIjIxk9erQu3BcaGoqfnx/R0dG0adNGL0/H2PWUpnR1pDYXaNGiRcyePZvo6GhatmzJsmXL6NOnj8nXWR1MSbrfs2ePniaVFpVKxcmTJzl8+DD9+vWr9LxaZDIZMpmMCxcu8Oyzz/L9998TEhKi2//vf/+b4OBgPvroIxo0aADAwIEDmTx5MufOndO1xDEVpVJJYmIiw4YN4/bt21hbW9OhQwd27txJs2bNkCSJ/fv34+bmxrPPPkthYWGZl0qlQqVSkZeXZ5JXRRuS03rqtIaZpaVljWublcbBwaHM34Qx/P39WbVqlUljDYX1tCiVSoYMGcL8+fPJy8sz+rxydXXFysrKYLhfu83Ly8uk9dQlhIFVl5EroFlPiPodzm/WGVjffvutbkhVrXqla8mb9WapP3B1EcjKesRKf9NJS0sr4243J4sWLSIuLo5GjRrx0Ucfcev3z1DnZ2PbNIhEm2bERUSUVbTW5mDdhxAhaB4KzSb+yNmp7ciLP8fNP5bQcNgM80zu1Qlun4Nbp3mt61jWHLvC+ohrfDGsE3ZWVf9zLV1dVxWysrLYsmUL9erVo2fPnrrtO3bs0OWaDB8+vFrnMIY2JJiYmKiXBF0eLi4uBittfX19uXjxIvHx8Rw4cEDnJTNEZGQkS5cu1dt269YtnVRKVfJ0SuPh4cHixYtZvHgxaWlpfPrppwwdOpT4+HhcXV2rPK+50Hqv5HK5waRtuVzOxx9/TN++fav9patVq1YGNcICAwPLeIcUCgXz5s3jk08+YcOGDZU6j52dXbmGg0wmY8GCBSxevNjo55xKpSIqKsrkHKasrCyj/WMtLCz0DC7tz1ZWViYbQzWBh4cHY8aMMctceXl5SJJEVlaW0eeVXC6nbdu2nDhxosy+Y8eO0axZs1oRua4uIgerDiCB8RyHtiM1/0Zt0cUS//77bvl+ZTwTBpHJyUlJIi+jxBVuoAqvtMciKSmpeucrh8TERObPnw/A559/jhXFJO286726cuUKcXFxZSqc7rcHCzS5WE1e0Yid3tj0KYXppjfgLhfXFmDlBMV5hDik8Ey7Rnw2JMg8cz+g+Pn54ePjw/r1600+JigoiOjosqKwvr6+XLhwgalTpzJ79myjD7G8vDxiYmJ0wr6g8eYoFAqd2G5UVJReOKQ6lM4FiouLM8uc1aWwsJD4+HijFXFqtZrr16/XSjL3qFGjKm1cmcru3bvL9SIqFAqTpCe02Nvb06BBA1xcXLC3t0epVOoMUm0y/p07d0hJSeHGjRtcu3aNxMREvTmioqI4d+6cnscsKyuLmzdvkpSURHJyMhkZGeTm5vLPP/9w5MgRjh8/TkREBFFRUVW4C5WndJskLRkZGWzatEmXC6clPj6+zN/n8OHDCQ8P1zOyLl68yF9//VUncxNNQXiw6gglKk5l8e0DAz/X9Ccs+aNs06aNTim6vDwKzcTlJ6feOraHa7t+wqWpH34DhpcSHtVw9epVPaOqJsuPP/nkE/Ly8ggJCWHEiBHc/H0RqtxMbBq3xqXz01jv3UtRUVHZb473MQerNG7dX+DW9mXkXA4ned/3NHzODJIAMjl4doCr+5HdPMnmN16t/pxoqr4qQhsajI2NLWO4Ozg48Mwzz5TxVAwcONAs6ysPmUzGV199xahRo3B0dOSFF17Azc2NS5cusWDBAv7zn/+UyV8ylqfj6+vL4sWLcXBw4PXXX9fbN2vWLMLCwggLC+PcuXPIZDLWrl1Lu3btiIyMZMKECcyfP1/n0d2/fz9r1qyp0jVpc4FefPFFfH19KSgoYMmSJbi6uurls9QmVlZWhIeH60K0hnB3dy83l+dhxdHREQcHB13D6vJysLRJ5aXRhty1yfCFhYV6/95bdZqfn49ardYLKd65c6eMZywlJYUJEyYY1feqSQYMGECjRo147LHHcHd3Jz4+nlWrVnHjxo0yxvDLL7/MgQMH9BwLb731Ft9//z1PPfUU7733HpaWlixZsoQGDRrw7rvv3u/LMQvCwKojSMYsLIUSOus/CDp27Mi5c+fw8/NjxowKQlNOjeFG2RwK3e4WgSBbS3rcJXJSbnOviZKWlqZXxVNTFW2XL19m5cqVAMybNw+puJBb274AwHPIe8jkcqysrMjKyjLgwbp/Mg2lkclkeAyaQuwXo0na8x1ez36ITGGGPymvjnB1P6Rdhrx0sKl6GEqLKflRFhYWtG3blpYtW+qS27U5WDKZzOAc90uAdtCgQezcuZO5c+fqSr6bNGnCSy+9ZDAHxFiejq+vL/Hx8ezcubNMcnZ8fLxOuTsyMpLBgweTmpqKs7Mznp6ezJw5k1deeQXQeJEdHR3p3r17la5Hmws0cODAMrlAdUmQtHHjxjRu3Li2l1EnKZ2ob4qhde+xpasny0OSJPz9/SkuLtYbb2tri5ubG2q1GrVaTXFxMZmZmfj5+emKElQqFQUFBeUayeZi7NixrF+/nqVLl5KRkYGLiwtdu3Zl3bp1Jv2dODg4EBYWxjvvvMPcuXNRq9X07NmTpUuX6sLyDxrCwKojVMZs6devHyEhIRQWFqJUKst8s9HDs4PGenNqYnC3jXtj3HwDSL10noTjB2k5Un9/o0aNsLe358yZM0DlElgrw6xZsyguLmbAgAF0796d5L9WUZR+E0tXL9y6a0rbtd/q6kKIUItr12Fcc5xCUVoi6Sf+0FeYryo2ruDSDNKvwM2TZHqGsvHUNSzkMsZ0NS0HqToolUpat26Nr6+vztCqC4SEhJTb06x09ZqxPB0HBwfatGljsG1HeHi4LhE9MjKStm3bMmfOHFavXl1m7Ny5c1m0aFGVr6WiXCDBg4MhQ6uwsNAk48nU+Q1VRLq6uurl6mk/F7du3arnAUtISLgvRvLEiROZOHGiSWONtcNq1KgRv/zyixlXVbuIHKw6QrmOIUmCw8vg52GQq8mVsrOzw8XFhfDwcMaOHcvRo0cNHyuTQ8POYN/A6P5GnUJAJiPj6iWyLunP4+7ujp+fH927d9flwpibc+fO6crX586diyRJ3Phd8/DyeGoKcktNQrtBA0tVBKqSkOF9SnIvjdzSCvcnNf23knZVXpPMKFpNrJsR7DiXwOvrjjFrx1nU6vuniaU1tAYMGFCpCr66gqE8nTNnztCxY9lqXNBoVmkTmyMjI/X6091LRXk6gkeP0hpfZQpxBI8kwsCqI5QbepPJIPJ/cHkfXL2b4L5lyxaWLl1KYWGhXmVhpZDJsXZ2pX5LjZZTwvr/GBzWoEED2rVrVyNlxR9//DGSJPHcc8/RoUMHsi8eIT/hAnJrO9z7vKEbp8310MvB0uZfyRR68hL3E/c+40EmI/PMPvISyiZWV4n6rTXXk5/B0CaFONlYci0th7CYmisyMIZSqTSrBlZtEhkZaVJi+pkzZwgICKj5BQkeOmQy2X2VXxDUXcS7oI5QYWpTU01vM+IO6jYdO3ZM93OV3dElSe1enR5HJpeTGbmX7Et3501LSyMlJaXGKoVUKhWenp5YW1vrkpJTDvwEaMJvFnZ3k0MNerAKSyW416A+V3lYuXvj3Gkw1l5+FN0pW0lTJRSW0EDTMNgq+RTPd9Akca8+9vC2zrkfbNmyhSlTplQ4LiMjo8ba7AgEgkcDYWDVESqszWsaqvm3lIHVpUsX3c9VTwLUGCXWjs64tdKETm5snq/be/LkScLCwowqGlcXhULB8uXLSUhI0FVP5V0/D0C9Hi/rjTVsYN2/Njnl0Wzij7T7IgrH1qHmm1QbJkyO4rXOGt2yX0/Fk5lXt1pwCAQCgaAswsCqI1TowfJ5XONtSo2BTE3Ty3bt2ul2V1kPq5Qsg1fXJ0EmI/34FvISLujNW9PVYqVF/Vp9cpBWc8JwbN1Tb0y5IcJaSHAvjaWDG7IqtC0qFwcvsPcEdTGdrK7j38CRvCIVv5y6/yXYAoFAIKgcwsCqI1Qof2DtDJ5Bmp9LvFjNmzfXNezMysqq2olLCYva1GuIS5dnALixZSFwtxdhVXoelockSUybNo3IyMgy+2QyGY6te5QxWEp7sHT3S1dBWDdK29WF+dzetxJVXgX6ZKYgk2kkGwDZjQjGdG0GiDChQCAQPAgIA6uOYFJxmDZMePVumFCrRJ2dnV01EdDSwqJyBV7PTAcg9eBaCpLvqjib28Datm0bixYt4vHHH9e1NMm9HkVxdrrRY7QGliRJd3PCakkDyxjRc/oQ9+04bu/73jwTegRpEvizb/JqaxssFXLsrSwoKFJVeKhAIBAIag9hYNURTDOweoCFjV480d5eY1io1Wpyc3OrcOZSieEyBfZ+j+HY5gkkVTG3/lhSYx6sVq1aMXLkSN5++20cHR2RVCouL3meyIktyDx/0OAxcrlcV/qsy8Mqur99CCuiXuhLKN0aYWFvpl5ylrZQX1PN5p51jlvznmXnW72wsjRzOFIgeEBJSkoiODiYHj16EBISoutyYWdnR8+ePenZs2e5+mkCQU0hhEbrCGpTFNJ9usP0a2BxtzWFpaUlNjY25OXlkZWVpTO4TOYeDxaA59APyDy3n/xbsagcNZ3tzV123KJFC9avX68L9RWmJiAV5SNJamybtDF6nKenJwUFBXdbttSiyKgh6vV6lXpPjNFpd5kFr05w+yzcOo1riwHmm1cgeAioV68ehw4dQi6XExYWxvz581m7di1NmzY1KmgpENwPhAerjmBSBxqFpZ5xpUVrVFUpD6u0gSXTGFhOgX1os+gkfh9u1SnMm9uDpTtliaFk5e5Nuy+jaf3ZUSwcjHt/OnfuTEhIyN0mvUUlzU8tDXdpv9/ILSzNa1wBuDbX5OAV50OypnFrQnousclVzLsTCB5w1q9fz4gRIwDNZ5P2C2BGRgaBgRp5k+vXrxMaGsro0aMrXQXt4+PDli1bAOjbty/79u0z3+IFjwzCwKojmOTBKk3B3Yfrm2++yZw5c2jSxHA7nHIpleSu/Vkmk2HXrL0uPAjmM7BWrlzJyy+/zJUrZRO1ZXI5Ng1bVm5CrYq7om41nJVUxaQc/JmM03uqP5lMDh7tNT/fPMmXYdE0+c9mZu44U/25BYI6RHJyMnZ2doSH3+2fGh0djZubG2vXrgU06RAzZszQ9aQEiIqKIjg4mEmTJtGjh0YzMDY2loMHD9K7d28++ugjvfMcOnSIAQMG4OLigrOzM4GBgSxcuNCg3t9HH33E+++/XxOXK3jIEQZWHcHkDijpV2H5Y/BlEEiaBHR/f39atGhRpgO7aZTKwZLrR4zVajXyvAwcz20y2Ie6suTn5zNz5kx++ukn/vjjD932O2f3oy7ML+fIciguMbAMePZqk5t/LCV22YtcXzvdPA2yS6oJSbtMj0ZWSBJsOn2dO3k1IwArEFSEJEn6kilmoH79+rzxxht8+umnANy+fZuBAwcydepUXnzxRQB27NiBq6urnhBsQEAAR44cYdu2bUyaNAnQhA4Bnn/+eU6dOqUbu23bNgYMGEC/fv2IiYkhIyODDRs2EBUVxc2bN8usKTQ0lIyMDA4fPmzWaxU8/DySBtbq1auRyWQGX7du3arw+DFjxhg8ViuUWRVMfgY7ekFGPOSmwO2oKp9Ph4EQoZaigjwa7PkAp7PrSTu0rtqn+vbbb0lMTKRx48aMHz8egMLURC5+0pdT45tQdKfiju9hYWFs3ryZpKSSljFaD1YttckxRv3eY5Fb2ZIbd5o7p3dXf0IbV3BuCki0U8QR4OFEfpGKjSfjqz+3QFAJJEli9+7dPPbYY3h7e3P9+nWzzv/ee++xe/dujh8/zpAhQ3jyySf1PFBbt26lV69eut9LG3nOzs7Y2tqSk5Oj88AfOHAAX19f3donT57M9OnTmTJlis4I8/f3Z/Xq1Xh7e5dZj0wmo1evXmzdutWs1yl4+Hmkk9znzJlD06ZN9baZ2nPNysqKH374QW+bk5OTkdEVk5ObB44mtLtRKKFJN4j9E2L3Q4M2XLlyhQsXLtCoUSNd/oHJGEhyv/u7Bdm+A7C9/g82XpUM3d1DVlYW8+bNA2DmzJk6b9utnV8jqYqxaRyApVPFavQqlQqVSqWRj5Ckux6sOhYitHRww73PG9za9gU3fvsM5/b9qz+pV0fIiEN28xSvdu3P+1tOs/pYLK8/3qL6c99nkpKSGDp0KJaWlqhUKlasWEGbNprihkOHDtG9e3eSk5N1D8C6Rnnrt7Ozo3PnzgB88MEH9O9vhv/7OoAkSezZs4ePP/6Y8PBw5HI5arWa5ORkGjdubLbzNGzYkJdffpknnniCHj16lOmzevr0aSZMmKD7/eTJk3zwwQfI5XIkSWLJkiVER0czbtw4HB0d9T6rY2JiiIuLY9SoUZVaU0BAAHv2mCHcL3ikeKQNrAEDBtCpU6cqHWthYaFzWZuDvXv30T+0o8FvUGVo8aTGwLq0C4Ince7cOdavX09ISEj1DKx7PFgqlYos/6coCByGvd9jlZv3Hr744gtSUlLw9fXllVde0cyfn8Ptvd8B4DHoHZPm6datG5IkaVTdVYWgTcOvYyFCAI8h75K06xuyog6SFX0EB//g6k3o3gYuboW8VMb4W/CBXMaRKylcTMqkZQNH8yz6PmGs8gtg6dKlVf67vF+Ut/4HpXotJyfHpHGSJPHnn38yZ84cTp48qcvH1Grk6bWuumdeO7uqy6fk5uYyb968Mvmf6enpd4tc0HwmHDhwoMzxpcOCWpKTNV7yhg0bVmotjo6OpKcb1+gTCAzxSIYIS5OVlaWXzF0ZVCqVTiSzuuQXFrJx40aDyd9laDlQ82/8P5CbRtOmTenWrRstW1bBy6TnwdK3t1UqFcgtkCvublcVVF5rKzU1lc8//xyATz75RNd2JyVsDarsdKw8WuDScZBJc9na2mJnZ6eZQxseRAbyKja7rkGs3BpRL/QlAG789ln1J1QowV2Td1Iv8xz9W3kCsOYBVHY3Vvm1bds2QkJCqvRgLl1ZZm7urSQztn6oXvXa/cTe3t6kl4ODA8888wwnT54EKPN5qc150uLj46M7tiosXLiQvXv3MnjwYL7++usy+11cXKr8uav1iCYmJlbquMzMTFxcXKp0TsGjyyNtYD3xxBM4Ojpia2vLkCFDiImJMfnY3NxcHB0dcXJywtXVlYkTJ5KdXfX2KDKZxr1t0oeSiw+4twZJBTF7aNu2LZMmTaJ3795VOLHxEKGTkxODBw+md+/eSCoVCetncu7dIIpzMip1ioULF5KZmUlgYCDPPfccAJJaza1tXwDg8dTbVevjVzrBXWaONHzz4zl0OshkZERsI/eqGar+tMnut8/y2mOaqtFNp+PNk0h/n7m38kutVrN8+XLefPPNMmMvXrzI4MGDqVevHo6Ojvj7+7NgwQLdfkOVZebEUCWZoco1MF69VtE1CDRG8qJFi9i5cycLFizg559/LpPjFRQURHR0dJXm9/Pzw8fHh/Xr11fquKioKIKCgqp0TsGjyyNpYNna2jJmzBi++eYbNm/ezLRp0/jzzz8JDg42KWHT09OTadOmsWrVKv73v/8xZMgQli9fTv/+/cttulxQUEBmZqbupadbJZMhUyjZtu+gaZU5fv00/8aFVTy2PIyFCCU1crkcKysrbGxsUOVlkhy2hvybMcQuewnJxLY8N27c4KuvvgLg008/1X3rTz28nvybMSjsnKn/xBiTlxsXF8eZM2c07vo6KtFQGhsvP1y7Dgfg5h9Lqj+hkzfYuIGqkEH10/hxdFfC3x9wV3j1AeLeyq9169YxZMgQg9WwTz31FIGBgcTHx5Oens6mTZto1qyZbr+hyjJzYqiSzFDlGhivXqvoGu432dnZFb7++OMPOnToABiXatH+fWu5evWq7vjKcPDgQSZMmMDmzZtp2bIlrVq1YtCgQSxatEhv3ODBg9m/f3+l5tYik8n46quvmD9/Pl999ZXOw3jp0iVee+01rl0z3Eh9//79DBpkmpddINAhPeCoVCopLy/PpJdarTY6z99//y3JZDJp/PjxVVrHp59+KgHS//73P6NjZs6cKaFJGtJ7fbH1jPT99pPSmkM3pG/W75F+/fXXctcqSZIkxR+VpN8nStKFbbr7kJqaKhUVFVVu4TdOStK+DzWvK3/e3X5griT9+ZEkZd3UbcqOjZCOjbSSjj6LdGvXtyZNP378eAmQgoODddekys+VTr7RWDr6LFLCL3MrtdwDBw5Iv/zyi3Tt2jVJSr2sWfc/Sys1x/0m8+I/0tFnkY6NUEqF6beqP2Hcfs11n/iuzK68vDwpKipKysvLq/55apD8/Hzdz1evXpV69uwpTZs2Terdu7fUr18/ycXFRerTp48kSZKUnJwsAVJ8fLzR+V5//XXp/fff19v2yy+/SB06dJBmzZolNW7cWHJ0dJTmzZtn8Pji4mLJ0dFRmjRpkt726dOnSyNHjpQkSZLGjh0rTZs2zej6JUmSsrOzpeLiYkmSJGnHjh3S6NGjTb6GuoparZZ27dolde7cWQIkhUKh9/kVERFR7XNERUVJbm5u0saNG/W2nz59WrK1tZVu3br7d1NcXCz5+PhIZ8+erfL5/v77b6lfv36Sk5OT5OTkJLVt21ZauHChVFBQIEmSJHl7e0ubN2+WJEmSDh48KAUGBlb5XPcLY3/7169flwDp+vXrtbSyR5cH3sDav3+/QaPF0OvChQvlztW1a1epefPmVVpHbm6uJJfLpddee83omPz8fOnOnTu6V1RUlM7A+u/RFOm/R1OkbzfukxYsWCCdOnWqUuefOHGiNGrUKCkuLq5yC795+q6BFRd2d/v+WZK070PpfPgBKSYm5u7wbcuko88inXjZVSrMTCl36ujoaN2H8cGDB3Xbr/13unT0WaSTbzSRVPm5lVruwYMHpV9++UVznbfPa9YdbpqxV5ucnd5FOvos0vUNs6s/WV6GJO2bobn2nLv/B2q1+oExsI4cOSKFhoZKPXv2lHr06FHmId2jRw8pOTlZkiTNdbVs2VLq3bu3tGHDBunq1atl5uvcubO0cuVKvW0zZsyQbG1tpZ9//lkqKiqS9u3bJykUCj3jqDQRERGSnZ2d7ovAlStXJCcnJ93f1Oeffy717du33PWfOHFCCgoKkkJDQ6U+ffpovgiYeA11nXsNLblcbjYDq7KsW7dOGjFixH05V9++faU9e/bcl3NVB2Fg1T0e+CpCf39/Vq1aZdJYT0/Pcvc3btyYixcvVmkdNjY2uLm5kZaWZnSMlZWVpvqtBEOJmk2bNkPhIhEQEFCp8zs7O5OWlkZqaio+Pj6mH2gsB0tdBMCVawk45Ei0aKGRAmjQ/y1u7/uBvPizXFs5mRZTfjY69YcffohKpWLw4MF0794dgOzLJ7i5VZPw7jPua+RWlWtxow2FSZKkaR0DdTpEqMXjqSnEfvECt3d/i9fQD6rXTsfaCdx8IfUS3Izgvykt+OrARSb1aMmIQC+Dh9xb6WUKlpaWurCQSqWiqKhIr+H2vfNWRujWWOWXltJVeDKZjLCwMBYtWsTs2bOJjo6mZcuWLFu2jD59+gBlK8tAU0U2fvx4XnjhBUAT0pMkyWg4VRsKu379Ok2aNGH69OlMmDBB9/dUupLM2Po7duxosHrNlGuo68hkMvr160ffvn11cg3Xr1/H3d39vq9l1KhRlZZaqCq7d5tBx07wSPLAG1geHh6MGTPGLHNduXKF+vUr1mIyRFZWFikpKVU+XouHRwMCOzWteCBolNxvRkLGNVxdXbly5QrR0dEEBQWZ3trGUA6WWqVTiW/h54+VvUupIRY0e+sHzn/YjdS/11GQHI9jmyeQ3dMMOtGxNZs3b0YulzN//nzNtIX5XPnqFVCrcH18JC6dB5u2xlJoc7ik0hpYdVCi4V5cuw0n/r/vUZR2g7QjG6nXo5oSH54dSgysU1zNdOdEfBobT14zamCNHTu20qeYPHkyXbt2BSA8PJwvv/ySVq1a6SWSv/3227pcwnXrqi9GawwPDw8WL17M4sWLSUtL49NPP2Xo0KHEx8fj6upqsLLs9OnTTJs2Tff72bNn8fX11TMQ78XX15eLFy8SHx/PgQMH9LTuqltJVtE1PCiUNrQKCwv1vjQKBIK7PJJJ7lotlNLs2LGDiIiIMqKAsbGxxMbG6n7Pz8832FT5k08+QZIks4oKqtXq8su8E07A9z3hj8m4lXzwb9++nd9++830kxiSaVDfTdT3D2hbRozV3rcLDYf/G4Ds6EPc+PUTEjfO1r1ubfuCDt2fZNeuXcydO1fnjUvYMJO8hCgsnNzxGVe2/Nqk5Zb2YD0ASe5a5BaWNOj3FnIrW4ru3K7+hPVagYUNFNzhFY1INXuib5GR+/C3znF1dWXWrFnk5OQQFxcHlK0su337Nrdu3dJ5pQAiIiJo3759uXP7+vpy4cIFpk6dyuzZs/W8YuasJDN0DQ8aMplMGFcCQTk88B6sqhAcHEz79u3p1KkTTk5OnDx5kh9//JHGjRszY8YMvbFa6YOrV68CcOvWLdq3b8+oUaN0rXF2797Njh076N+/P08//bRZ1pibm8uWLVtISUnh1VdfxcHBoeyghh01LVTy0mhke/fBevToUZ0cQoUYChGqSj2k5YbfIo2en01O3CkyTvxRZp/HoClY2rvQr18/+vXrp9tu16wjFvauNJ3wf1g6Vk2hWz9EWHGbnIKCAs6cOUNMTAxpaWlYWFjQqFEjunXrhpubW5XWUFUaDJxEg/5vYWFvBj0dhSV4BELCUbwLogls6EJkYjrbziXyuAEn6o8//ljpU1ha3tUW69y5Mz/++KPOg6hl2bJllZ63sqSnp7N48WJefPFFfH19KSgoYMmSJbi6uur+BgcPHsycOXN0x5w6dYrmzZvrGUgRERE89thdwdxZs2YRFhamF4709fVl8eLFODg48Prrr+utY//+/axZs6bGrkEgEDxcPJIerJEjRxITE8O8efOYNGkSu3bt4vXXXyc8PJwGDRqUe6yzszODBg1i7969fPjhh0ybNo1r164xb948tm7dWuYBZCoNHCywVNzNDbGysqKoqIj8/Hz++usvwwfJFeDbF4CeTvH861//AuDmzZtkZGSYdmKDIUKNB0uSW5CZlWU0f6f55P8iuyc8V6S0h86GcyPcHh9B4PIruHapuhFq2INlPORz/Phx9u/fT0JCArm5uWRmZhIVFcXPP/9sUt9Jc2Jh62ge40qLZ4kmVnIU/+rWCICNpwyXmVtbW1f6VTrMrFAosLa2LhNeKz2+plAqlSQmJjJw4ECcnJxo0qQJhw8fZufOnTpB0oEDB5KSksK5c+cAjYFV2nsFZT1Y8fHxPP7443pjfH19iY+P5/PPP9e7/r///htHR0ddLmFNXINAIHi4eCQNrLlz53Lq1CkyMjIoLCzk2rVrLF++3KBxdfXqVZ33CjQG1k8//URMTAw5OTnk5+dz7tw5PvzwQ71v/JVCkvBwtOTZIGcau2geYAqFgv79+yOTybh48aJxfa4WT2rGXztAcHCwrtWOyUJ8hjxYJQnuKknOnj17uHDhgsFDLeycNUKapfjltgcBQZ1ZuXIlRVmpRM8dSPalY6WOqXq/Rqi8B6tz5840bNiQPn368PLLLzNy5Eg8PT3Jz89n06ZNFBbe/5CaJElkXfyHwrQb1ZvIwQvsPUBdzAtNsrCxVHDpdhYFxVXrTFBXsbOzY9WqVVy5coXs7GxSUlLYs2cPXbp00Y1RKBTMmzePTz75BND0ANywYYPePHFxcTz55JO638PDw5k6dareGAcHB9q0aVMm1D937twyekzmvgaB4EHm4MGDDBkyhMaNG2NtbY2Hhwf9+/fX044rj1mzZiGTycq8avLLW03zSIYI6xoyVSFqCZQWclwt7ho8DRo0oF27dkRGRnLixAnDDVWblihI3zoLuam0atWKa9euceHCBV2CcvknN5CDpdIYWOoSj1Z5XjnPwe+QtH0Zqtw7SDIFxxNyycrKwsbGhtwrJ7lzaie5V08T+M1lFFa2Fa+nouUaqiIs5UVTq9VcvHgRf39/3R/n6NGj9eYYMWIEGzdupHPnzuUmPNcU136YRNKub/B8ZjpNXppf9YlkMk2ye8wObFMjGdmhPfujE8jKNy52+zBT2cqys2fPltl25swZOnbsWGa7qCQTCMrn0qVLyOVyJkyYgIeHB+np6axdu5bQ0FC2b99ucn7yt99+q9fRxOSCrTqIMLDqAupC1EZanXTq1InIyEguX75MRkYGzs7O+gPs3TVtc26fh7gDOmXohIQE085dXogQze/lvcEt7JzxGDSFxI2zafTcv/l73Qy2bN3KsGHDyLpwCLfuL1D/iTFmMa7groGlVqvLJLmrVCq2b99OdHQ0KSkpRsM5VlZWvPjii3rl+sXFxboeiTWNY7snuf3nD0glhmy18AiCy7sgM4EpXXqhUBdhZyX+rKtKZGQkPXv2rO1lCAQPHOPGjWPcuHF629566y2aNWvGF198YbKBNXz4cF03hAedRzJEWOdQF6E20krOzc0NHx8fJEnin3/+MTyoWU/Nv3F/68Kct2+bWKlWTpK7quTtUVFemcegKVjWa8IZ67YEh4Twr3/9i4SEBBwDutNiys84BZpP50c/B6skvKdQUlxczNatW4mOjkYul1eozVPauMrKymLlypVGQ6HmxqXTYNp/F4/3mMXVn0xpD26aJt+B8ji+HtkFG8sH9xtfbbNlyxamTJlS28sQCB4KbG1tqV+/vuk5wWg+2zMzMx/I/qr3IgysOoBMVUR576WQkBBAIy9xbyd7ADq+CmN2woAFOsMiLS2NoiITPCTleLDUJniwJEnit+17eOr3PJ56ZjgREREkJSUZlMIwB3o6WCVaXcjk7N69m5iYGBQKBUOHDqVly5Ymz3nq1Cnu3LnDjh07uHnzZk0sWw+ZQoGlkxnFGbUNoG+d1miYCQQCQS2RmZlJSkoK0dHRzJgxg3Pnzumq8U2hWbNmODk54eDgwIsvvkhSUlINrrZmEbGEOoAmB8u4heXl5cWoUaNo1KiRYRXqer6aF+DoaMmzzz5LvXr1TPsGUE6Su7rE/jZkYEmSxJ49e/j3v//NiRMndNvVJjaBriq2tra4uLhoEh+zNedKuHmL8+fPI5PJePbZZ8vodlVE9+7dSU1NJSYmht9//50xY8bct8TKnLjTyOQKbL2r0aTYzQ8sbaEwC+7EU6RSczszD09LJZYK8R1KIBBoPPWlxXjv7SxiLkaMGKHLWVQqlYwfP15PnNgYLi4u/Otf/6Jbt25YWVnx999/880333D8+HFOnDhRplPDg4AwsOoAsnJChFoMJrgbmksmY/jw4ZU4eSmDTevBKskNKjYSIty3bx8zZswgPDzcaNuRmqJly5Z3vVO3Nd6aU6dOA5qKwcoaV6C5ZwMHDmTNmjVkZGSwd+9eBg+uvMp8Zbm57QviV72Dc8dBtJxRVk/MZOQW0CAQEv6B5POk5Daj0DYfGxsb6js8uBU4AoHAfNzbfm3mzJnMmjXL4Fi1Wm1yhbWVlZXec2D+/Pm8++67XL9+nTVr1lBYWEhxccWFN2+//bbe78OGDaNLly6MHj2a5cuX88EHH5i0nrqE+HpbBzDFwNJSWFhIZGRkWe9UyiXY8R7s/qiSJy/HgyUZ9mBNnjyZ8PBwgNqNk5eECDOzcrC1tSU4OLjKU1lZWTFo0CBkMhkXLlzg/Pnz5lqlUZw7DAQg4+R28m9ert5kniWaT+lXsFNq/r/SHgFVd4FAYBpRUVHcuXNH9/rwww+Njj148CA2NjYmve7t3xsUFESfPn0YO3Yse/fu5fjx41VuZ/fCCy/g4eHBvn37qnR8bSM8WHWBCkKEumEqFatXryYjIwMbGxv8/Pzu7szPhPDvwcqJzK7vcT3hBkqlEl9f3/InlZUynu5plaMyEiL88ssvef/99zl9+nSFa65RSgysgU8NIrXYttqSC15eXgQHB3P48GH27NmDh4dHjaq923j54dxhIBknd5C082u8x35R9ckcvMDOHfLysLNQkw9kFRRRpFKLMKFAIMDBwcHkMJu/vz+rVq0yaaynp6fRfUqlkiFDhjB//nzy8vKwsbExac7SNG7cmLS0tEofVxcQBlYdQKYuQq2WkCSp3OapCoWCVq1a8c8///DXX3/RtGnTu+KmXu3B2hnyMzi2+xdWbQmjffv2vP/++xWc3ECSe0l1XrGkcfveGyIMDg7WndfKyoqCggIUCoXhBHwzc+nSJS5fvoy3tzetSwwsF1c3XBwbmmX+bt26ER8fjyRJ96XPWoP+E8k4uYOUv3+m8cuLkFtUUaxWJgOP9hB3BIVUhI2lBXkSpOcW4i7ChAKBoBJ4eHhU2et0L3l5eRpx5RJ9xMogSRJXr16tsIdoXUV8ta0LqAo5enAfjz32GN7e3sZV24HHHnsMR0dHMjMziYiIuLtDrtDJNTSV4nFzczNNS6R0DpVcv4pQVWJglfZg5efn89xzzxEeHo6rqytnzpxh165durYkVW0VZCpFRUXk5uaSn5+PWlUS15eZ75xyuZyhQ4cycuRIPbG7msIpqC8WTu4UZ6ZwJ3JP9SbzCNL8qy7GxUYbJiyo3pwCgUBgAoakgTIyMti0aRONGzfWk86Jj48v023EUOX5t99+S3JysskaWnUN4cGqAyz47FOuXbuGXC5HrVaTnJxsNKldqVQSEhLCjh07iIiIoHPnzncNoOa9IWoLzbOO8tVX+3TtYAIDA2nRooXhk5cOTd6j5F6s1vdg5ebm8swzz7B3715sbGzYsmULfn5++Pn50bdvX/bs2cPHH3/M9evXK9ShqipNmzbF09OTmJgY8vNysbXErAYWUKaCUJKkGkvmlyksqBcyilvbl5F6YC0uHZ+q+mTWTuCoed84Wqi4gZzsgmIKi1UoLYQ2lkAgqDkGDBhAo0aNeOyxx3B3dyc+Pp5Vq1Zx48aNMm2rXn75ZQ4cOKCXw+vt7c3IkSNp27Yt1tbWHDp0iPXr1xMUFMT48ePv9+WYBeHBqgNcu6Zp0GuqxEGrVq2ws7MjJydHPxm7hUZrRHYjAvLSWbx4MZs2beLHH38sZ7ZSBpbWUClJci8uleR+48YNnnzySfbu3YudnR07duzQU0qXyWT069ePY8eOcfXqVRo1amTStVQWW1tbnJyciIiIQK61ecxsYGnJzc1l37597Ny5s0bm1+IW+iIAaeFbKM7NrGB0BdRvBYCFKh97pQUKmYy8IqGNJRAIapaxY8eSlpbG0qVLefPNN1mxYgXt27cnLCzMpMr20aNHc/z4cWbNmsWUKVMIDw9n2rRpHDx4EFtb83QCud8ID9YDiEKhoFOnThw4cIADBw7QokULzRvQsSHU94fkaPKj9+mMr9LNqstgUSomfo/QqHfT5jRo0IVr167Rr18/bt26hbOzM9u2bePxxx83OJ1MJqvx3KWoqCiys7PRRSPlNeOdycrK4uTJkwC0bduW/Px8WrRoYXZvll3zjlh7tST/xkXSj22m/hOvVH0yV19IPQ+SimYuVlhYWiGX318pDYFA8OgxceJEJk6caNLYsLCwMtu+//57M6+o9hEerDrI999/z61bt8od06lTJxo0aEDTpk31Fdub9wbnJlgr1DrdEA8PD+MTWdpA+9eg4/gyrXKsbOxwcnLCx8cHhUJBmzZtCA8PN2pc3Q+SkpI4efIktra2WGgNhxryYGmbbQP8+uuvbN68mQ0bNpCdnW3W88hkMur10HixUg78t3qTWShBrkmUV0r5dda4SkpKIjg4mB49ehASEsK5c+d0+w4dOoRMJiMlJaUWV1g+5a3fzs6Onj170rNnT3bt2lWLqxQIBLWJMLDqICtWrKBJkyaMHj2af/75x6DWlEKh4KWXXmLQoEE4OTnd3dF7Jkw+A+1G6kpy8/Pzyz+ha3Nw9tb9mpOTw4o/TupysBwdHdm6dSv//POP8VyuEpIyi/jtdDrH4rIpKDa/qvuxY8ews7PDxcUFmTa8WUMGFqBrnq01YuPj41mzZo0urGsu3LqPBiDz3H4KUowXOZiEokSuoigPJE11arGqZhX2K0u9evU4dOgQBw4cYO7cucyfP1+3b+nSpXTq1KkWV1cx5a2/adOmhIWFERYW9sAm5woEguojDKy6wD0hp7Zt21JUVMS6desIDg6mc+fOrF69mry8PL1xBiv2LKx082lDdQUFlaske/yVT3hz2W7+t/VP3bYOHTqYVFV34VY+OQVqLt0uYF90JoVmNLIyMjK4ceMGAJ4eHlU2sNRqNYmJiRWOu3LlCr///nuZ7Tk5OWzcuJErV65U6rzlYd2gKQ4BoSBJpB78uXqTyS0090RSkZefy7mbd4hJzjLPQs2EQqHQvX8zMjIIDAwEYNu2bYSEhGBnZ1fpOdevX8+IESPMuk4tffv21RM7NLZ+gOvXrxMaGsro0aNJTU01+Rw+Pj5s2bLFbGsWCAS1izCw6gBNmmrEQLUf2KtXryY8PJwxY8ZgZWVFREQEr776Kg0bNmTRokVljs/MzOSXX34hPj7+7kZ1MdYqTSgrPz/foBcsISGB9evXM2nSJHJzc3Xbh/ZsRzNPZ+wdHCp1HWq1xK3Mu+HKtBwV/8TlcPp6LqnZFbdKqIiUlBQsLDRpgzY2pSr9ZKblYBUWFvLHH3/w7rvvsnDhQr19V65cKePp8/LyMipeqlQq8fLyqsTqK6Zej5cBSDnwU/UU8mUyUGiMa6VUgExdRE5hMUWV8WJl13yD1aioKIKDg5k0aRI9evRArVazfPly3nzzzTJjL168yODBg6lXrx6Ojo74+/uzYMEC3X61Ws2MGTNM6nlWFT766KMymnL3rl9LbGwsBw8epHfv3nz0kX5nhUOHDjFgwABcXFxwdnYmMDCQhQsXmtyWRCAQPDiIJPc6wIfvv8P1G0ns3bVdJ3HQqFEjVq1axaJFi1i5ciXLly8nPj5e74F/6dIl/vOf/+Dq6oqPjw9paWm8+uqrXNu/hqJd/yHbNYC0NEsKCwv5+eefSU1N5fLly1y4cIELFy7ovEEAffr0YciQIQBMG92Lfw9rg6LjgEpdR0pOMUUqCSsLGd1bOLAvOpP4NM2D4/zNPPoFOFHPvupvuRYtWqBWqzlz5gwyqZSxYIIHKzU1lc8//1wX2nN2dtbJLxQXF/P5558jl8uZNm0aTZo0ATRyDR07duTIkSNl5uvYsaPZG0K7dhtO3vXz1OvxUvUns7ABdREKVT4BDhIXspWmi45m3YAT30Gn8RqF+BoiICCAI0eOEBkZyRtvvMGkSZMYMmSIwfv61FNP8fzzz7NhwwasrKyIjo4mKipKt3/Hjh24urrStm01mmaXQ2hoKBkZGRw+fFiXg3jv+o8dOwag0597/vnn+e6773RzbNu2jVGjRvHJJ5/w008/Ua9ePaKjo5k/fz43b96skXULBILaQxhYdQC1tSttgwP5ZNbHFBUV6VXh1atXj+nTp/Puu+9y5MgRvdY3//zzDxs2bKB79+60a9eOO3fucOjQIUa8MI3UtAzgbqL8/v37y5xXoVAQFBRESEiInqyCjaUMiuR3dbFMJDZZE4r0cLTEw9ECBys5WQUaQ0gtweHYLAa3da5W4rVWQV5Sl5IeqMDAys7OZsGCBSQkJODo6MjIkSPp1q2brhowOTlZN++9+l2dOnUiIiJCL8xqZWVVIzlCFnZOeL+6xDyTKSxBUoCkQi6DprZFxOcUVGxgqVUQtUkj1RG1CTq/VSNVmgUFBbr3ubOzM7a2tpw9e5aIiAi2bNnCmTNneOGFF9izZw8pKSnExsYyfvx4Xbl269atad26tW6+rVu30qtXL71zbN++nXfeeYcePXqwd+9eMjMzmTRpErNnzy6zHpVKhaurK6+88gpffvmlbvsHH3zA1atXWb9+Pb169WLr1q08/vjjBtcPmvCxtbU1CoWCAwcO6P5eJUli8uTJTJ8+nSlTpujm9/f3Z/Xq1dW/oQKBoM4hDKw6QJFbK4pcvJAwLnFgYWFBaGio3rbOnTszf/58PDw86N69O7/++isRERFYWFrhZqtAIVOTpbbG0tKStm3b4uXlhY+PD61ataJVq1a0adPGcF5ViQ6WthrNFK6lFnC5xMDydbdGJpPRyduO/Zey8HO34lpaIZn5an4OT6NrUzt83U33/kiSRHx8PE2aNLkrkWCiB0uSJL7//nsSEhJwcXFh1qxZ1K9fX2+Mp6cnCxcuJCUlRc97UlRUhLW1NQMHDiQp6W7IrEGDBmb3XpkdmUxjGJW0L7JVqHGQ55NfZI+1ZTkG09X9kF3iTcm+CVfDoFlvsy/v5MmTfPDBB8jlciRJYsmSJbpuAAA9e/Zk3bp1ALi5udGyZUteffVV3njjDV3Hg9KcPn2aCRMm6G2LjIwkNjaWSZMmsWLFCg4fPkyvXr147rnnaNOmjd5YhULB/v37CQ0NZdmyZchkMuLi4lixYoWu52ZAQAB79uwxun6A6Ohoxo0bh6OjI1ZWVvzwww8AxMTEEBcXx6hRo8x3EwUCQZ1GGFh1iPwiNXZWpnsLAgICCAgI0P3u4+PD1atX+b//+z+GSLvg9M+8cXUw2QVqFi5caLr4Z4mSOwrTDKyCYjXHruYA0NrTGk8nzXGNXJSM7OiCpUKGq50FR+M0Y07G59LUzQoLhWmerMuXL7N582YaN25McHCwZqNkmgfryJEjhIeHo1AoePfdd8sYV1qsrKxo2PBuP8Pdu3dz8OBBPvroI3x9ffU8h5IkceXKFXx8fGqkNVBW9GFu7/0et5BROLfvV7VJVIWa/0dJ0umaeVoWk5KVgbWTkdy6rBKDqjRX94NrC3Aw3tBVD7llmaINQ3Tr1o0DBw4Y3V9aJ0cmkxEWFsaiRYuYPXs20dHRtGzZkmXLltGnTx8A0tPTyzSyjYyMZPTo0UyaNAnQhPn8/PyIjo4uY2ABOgPv+vXrNGnShOnTpzNhwgR8fHwATTVtenp6uevv2LEjp06dKrNd2wak9HtMIBA83AgDqy5Q8hAsLFZVysC6l549e7J69Wqio6Pp3q0DLvyMNYVkY1GxVENpKunBOpuYR0GxhJONgsBG+oq7SguNAdKivhX2VgpNZaFK4mpqAS1M9GKFh4cDmqRznUGj9WDJ5EYf6Pn5+TovyNChQ3WSCxWRl5fH77//TkZGBosWLeKDDz7Q8yzu3LmTc+fO0bNnT7p06WLSnJUh7Z9NpIStQV2QWzUDS5IgPxMs0RhXJzUCfnKg0g2MJDVEfFfxOC09Z92ViTAjHh4eLF68mMWLF5OWlsann37K0KFDiY+Px9XVFRcXFzIz9VXwIyMjWbp0qd62W7duGTWyAXx9fbl48SLx8fEcOHBA54ECTTGJi4tLldavzctKTEykefPmVZpDIBA8WIgqwjqAMuUsNol/czupepVb7u7uum/mx5JtABmNLNLwbuxluqdFUuuERk15UKrVEldSNKHBDo1tURjJr5LJZHg6WdKhscYAi0k2TTri5s2bJCQkIJfL6dChQ9kQYTneq507d5Kenk79+vUZNGiQSecDsLGxYdq0adja2nLx4kW++OILVKq7HjNtn8hDhw6RkZFh8rymUv+JMbj3HY/H4HeqNoG6CKTqV23WVVxdXZk1axY5OTnExcUBEBQUpNc8Ni8vj5iYGD2R3T179qBQKOjatavRuX19fblw4QJTp05l9uzZel6xqKgogoKCqrRmPz8/fHx8WL9+fZWOFwgEDx7Cg1UHkEpkBgoKiyoYWTHdu3fHxcWFzp07Q+r3TCMcnh7LhYICrly5UrEXR1VqDRble5jScor562ImBcUS1pYyvJwr9ng1q2fFyeu5pGQXk1NQscdO671q1aoVDg4Od70UFRhYeXl5uh6CI0aMMCq3YAwfHx+mTZvGZ599RmRkJOvXr2f0aI0YaJs2bTh37hzXr19n7969DB8+3Kztc2x92tF0/IqqTyC3BFnJn7bcAjq8rr/Prn5Zr59aBRH/BzkGjHx7D80cpiS7VyJvz1TS0zV9NV988UV8fX0pKChgyZIluLq64u/vD8DgwYOZM2eO7phz584hk8lYu3Yt7dq1IzIykgkTJjB//nydN3LWrFk6QVAtvr6+LF68GAcHB15//XW9dezfv581a9ZU6RpkMhlfffUVo0aNwtHRkRdeeAE3NzcuXbrEggUL+M9//lOleQUCQd1FeLDqAiXVeoVF1TewHBwc6Natm0YvquOr0ONDrkqN+OSTT/jrr78qnqC4JJQoq7iKMDIhl7wijV5TUzcr5CYYGTZKOe4OmnmvpZWv/ZOVlcXFixcBTUI/oDNkZBUYWH/99RfZ2dl4eHjQrVu3CtdlCD8/P13i9Pbt2zl06JBuDf369UOhUBAXF8fly5erNH+NIZOBtSMgK9HEsix5KcHeXSNGq1DqvyxtoPVzZTXFZAoIeE6z/95jDL3M3KcRNJpjiYmJDBw4ECcnJ5o0acLhw4fZuXOnTpB04MCBpKSk6FrWREZGMnjwYFJTU3F2dub5559n5syZvPbaa7p54+Pjy7R98vX1JT4+ns8//xyF4u69+Pvvv3F0dNRrcF5ZBg0axM6dO9m+fTvNmzfH2dmZ4cOH4+/vj6eniTluAoHggUF4sOoAklwBqCguMq/YoDroJW7evMn1EsXxv/76i3HjxpV/kKokdKewqvBhmZmvCZs52Sho62VT7tjSeLsquZ1VzLW0QgI8jR8XGRmJJEk0atRIJ59w11Nk3MBSq9W6aq9BgwZVKxH9scce4+mnn+b333/n+++/x8vLi2bNmuHq6kqnTp04duwYhw4dqpEm0FmXjpKyfw2eT7+PtYdp+WM6FEqwcICCUnlJMjm5Kjkpd3JwtLbE2fYer56DF/j0gLhShrhPT9MT3GsIOzs7Vq1aVe4YhULBvHnz+OSTT9iwYQORkZG0bduWOXPmGJVBCA8PL9N01sHBgTZt2pRpcTN37lyDIr+VJSQkxGh/wnKbsgsEggcO4cGqA0gl4ZxCM4QIteTn57NmzRoWL17Mt99+C2Dat+/iEgPLwrBchBa1WtJpXPVu6YCVpelvpcYumgd7SnYx+UXG1cUTEhIAaN++vW6bQqHAxsYGqxLdKkMq7oWFhXTt2hUPDw+zNKZ+7rnnaN++PUVFRSxdulQXpuzSpQtWVlYkJyfrcoHMSeL6mdzes4KUgz9VbQKlg37ITlKRmZvH7ex80nKN5MD5PAH2JQaVvafGwHpAGDVqFBs2bAA0xnlpnSxDnD17Fjc3N71tZ86coWPHjmXG7t69W1exKBAIBKYgDKy6QImRUGSGEKEWKysrlEolqsK7/Qvj4uL4+++/UavLaZmi9WAZyL9KyykmMiGXyIRcTsTnIEkgA2Ju5xOZkEtajmmJ1XZWClxsNdd8I8P4NY8cOZKRI0fi5+en2+bu7s5TTz1F+6CS3m8GPFjW1taMGjWKxYsXG9UVqwxyuZyJEyfi4eFBamoq33zzDWq1GhsbG1q3bk39+vWr19rGCPV6lrTOCftv1eaXycDGBbjbOsfVUuN1vJNXhNrQnHIFBAzTGGYBw2tEZPR+cObMGT0JE1OJjIysciK7QCAQlEYYWHUAqSTXqbjYfJVfMpmM7t2787hbKk4KTV5VQkIC3377rV7fwTJoc7AUZQ0Teys5F27lcyYxj4tJGkNMAs7eyOfCrXzsrUx/OzV01nixEjKMh0VlMhne3t56uTA6tDpY5VQRmjXx3NaWKVOmoFQqOXv2LJs3bwY00hhjxoypkdJ7ly7PILe2oyDpCtkXy7brMQmFEuzcQanJVbKU8rGQy1BJEjkFRt5vDl4aBfdaDg1Wh4yMjCq1zdmyZYue0rpAIBBUFWFg1QVKvASqYvN5sACaNGmCX4/ncbO8q4HVtm3b8j1Y5YQIlRZyWnkYrixs5WGt07wyhUYumtBVQkYhhcX66ykqKip/jWC0ivD8+fOcPXu24uOrQJMmTRg7diwAv/32G2fOnMHCwsLsuVdaFNZ2uHYdDmi8WFWfyFLjkZTJkamLaWCruWfpueXk/Nk3qPr5BAKBQCAMrLqAVqbBnB4sLYFPDCW1WKM99Xrf1nz44YdlFK/1KJ3kboBWHtZY3qPAbqmQGTW8jFHPzgInGwUqNTodLS2RkZF8/fXXuua5pblz5w5//vknZ8+c0Wy4x8D6448/+Oyzz9i9e3el1mMqoaGhPPHEEwB6DXoLCwtrpJpQGyZMPbwBdWElxGLvRSbXNIAG3JQa719abgFqtflDmwKBQCAQBlbdoMSDpTazBws0bT/uFGvCcVYJf1ec51VBkrvSQo6fu/6+ynqvQBO+085z+R7R0UuXLpGfn28wNFhcXEx6ejp5OVmaDffkCLm7u+Pi4lKl8JCpvPLKK8ycOZN+/TQq6wUFBSxfvpzffvuNtLQ0s57LsXVPlG6NUOXeISNie/Ums9QYWJZSAVYKGcVqiYx881auCgQCgUCDMLDqAiVVhGqV+T1YJ06c0P3cWn6l4pY55SS5A1xOzuf8zbtzVMV7paWpm8bASs9VkVuoCellZWXpqgdLJ7drcXBwIDg4GD+/FpoN93iwxo4dy9dff12jPd+USqXe2qysrHR9HiMjI816Lplcjlv3FwBIObi2epMprECmQCap8bKTY6mQCw+WQCAQ1BDCwKoLyLUGlvk9WDk5Obqf11zzYsrbk/nnn3+MH1BOkjvAxVv6BlpVvFdarCzluNlprv3mHY0nJSoqCoBGjRoZDGUqlUq8vLxw1u4zkOQuk8lqLC/qXq5du8acOXNo0qQJoFEQN3eot16PlwDIOLmdoqzUqk8kk4GlJlzsqlTRzsuZevZVM44FAoFAUD7CwKoD+HmUNEiW1GZPztb2JrRWSBRJcvLyC8jOzjbeQ0/bh9BIiDC7xNPUvYU9dkrjSe+m4uWkSXa/cacISZJ0StwVaRgZSnJPTk6ukeT28li3bh3R0dFERETg6OhIXl6eTn3eXNg2aYOtTyBScRFpR34x6Rijsg4lYUJZcT4yhPdKIHhYqAmpGEH1EAZWHcDOxoqCem2wb9rJ7J6XoKAgPvjgAxZ/NBGbgAEAnDx5kv/973+GPS3leLCKVBKFxZo/Yi8nS/oGOFbZe6XFs8TAunmniKtXr5GamoqFhYWux1yZNRQVcfXqVVKSS3rmlRhYxcXFvPfee7zxxhtmz4Mqj5EjRxIaGsrw4cMJDNRoc506dcrs59F6sSoKE2rz1goLjeRWyS1LxEclKMpDkiTyih7extACwaOC9m/eoKyNoFYQrXLqAJYKOWqb+shszF/yL5PJaNeuHQC2RzVVbmlpachkMk6ePEmXLl30DygnyT2nQFN9plTIUFrIUZrh3VPf3gILORQUSxw9rQkPBgYGGhUIzc/P58SJE/hYZ1DPBp1Ia3x8PEVFRSiVSlxcXKq/MBNp1qyZrl+hjY0Nhw8f5saNGyQlJdGggfmkDtxCRhH/0zSyow+Tf+uK0dY5FhYW2NrakpycjKWlpeE2QWoFFOahKr7DpcwsJAn8PZxM6iUpEAjqHmq1muTkZGxtbTV9aAV1gkf6f2Lfvn3MmzePiIgI1Go1fn5+TJs2jZEjR1Z47IULF3jnnXc4dOgQSqWSp556iiVLllC/fv1Kr8NCrnmwFatq1sVrY6MJD7m7u6NSqTh69GhZY6acJPeckvCgXSUERStCLpfh4WhJQkYRfoHdqO+gLGv06Y3XnrvkXpV4sLQSCTXRE9BU7O3tad68OTExMSQkJJjVwFK6euHYtjeZkXvJPLMPa483DI6TyWR4enoSFxfHtWvXDE+mVkFhJiAjLd+SIjWQlYKNpfjmKxA8qMjlcpo0aVJrn3/38vrrr/PDDz/w1FNPsW3bNpOOMedztS7wyBpYq1at4rXXXqNPnz7MmzcPhULBxYsXuX79eoXHJiQkEBoaipOTE/PmzSM7O5vPP/+cs2fPcvz4cZRKZYVzlEYhlyHPS6Egv5DcXCW2trZVvaxysclNBMA2+yrKRkGkpqZy/Phx/R6FxcZ1sLJLeg/aKc0bWfZyUpKQUURagZw+Tz5Z7ljth4dMMmxg1YSiuimkpqby008/kZKSwrvvvlsjXrQmLy5APu5rbLzKVleWRqlU4uvrazxMCBC5FnKTOZPdkulHVQxt14jPnm5vfLxAIKjTKJXKajW2NycnTpxg9erVWFubnqNr7udqXeCRNLCuXr3KxIkTmTRpEsuWLav08fPmzSMnJ4eIiAhd9ViXLl3o06cPq1ev5o03DHsXjKGQg+Wdq6iLssjIcKsxA8sWTV/C/LREeo+axJYtWwgPD6dNmzZ3DQJtDlY5IUI7K/N6OjxK8rBuZxWjlqRyQ1U6Awv9JPfY2FhA48GqDeRyOadPn6awsJDY2Fg6depk9nPYNTPdAJLL5eV/uDXwhdgr9HNN4vk7jnx39BozB3fE2fbB+xATCAR1B0mSmDx5Mi+//DJ//vmnyceZ+7laF6gb5u59ZsWKFahUKubMmQNAdnZ2pSowNm3axKBBg3RvAoAnn3wSPz8/Nm7cWOn1KOSgsnZGsq1vlubExrBprEnCzs3JxrdRPby9vSkuLmbnzp2oVCW9/cpRcteGCCvTc9AUbl67DOpi1BJk5qnKHXvXwCr5/5IryM7O1qmq15YHy8XFhf79+wOwceNG1Go1d+7cqbGqxmqL0jbQCLE65SfQs4kNeUUqfjoeZ4aVCQSCR5mffvqJc+fO8emnn1bqOHM/V+sCj6SBtW/fPvz9/dmxYweNGjXCwcEBNzc3Pv744wofiImJidy+fdugh6JLly5VqiBTyGUUO7egqH4b3NzcKn28qdi4egGQp7ZAFneAfv36YWlpSW5uLnl5eZrcHEtbjXFl0INVMyHCM2ciKcxKASAtt5IGlkyu8155eHjg4OBg1rVVhkGDBmFra6trqv1///d/urWZi6I7yVxaOIzIt5pVz8iycQXHxsiQmNVJc0/Xn7xqnkUKBIJHkqysLKZPn86MGTPw8PAw+biaeK7WBR7JEGFMTAwKhYJXX32VadOmERgYyG+//cbcuXMpLi7ms88+M3qs1lPi6elZZp+npydpaWkUFBQY9EQVFBRQUHC3LcydO3cASL59i7QUTVjw+vXcGktSvHPnDrm5uSQVFpFw7Hfo25mQkBBcXV3JyMjQaGP5vKgZnJQG6MsdxMdnkFcsccfZgYQ887x1srKyOH36NA5NFdh6qInGCmW+8RBpUVERqampOCrTSLDJBFk6xy4fIzc3Fzc3N50KfG0RHBzM1q1bOXLkCE2aNGHPnj264gJzIKmKiY04QHFmKlb7N+HYKqTqk6k9IPk8jW2jINuBI2dTOXWhOfUdhPioQPCwoH1m3blzR0+82crKyuwRkzlz5mBjY8M777xTpTVW5blap5EecFQqlZSXl2fSS61WS5IkSXK5XAKk+fPn683Vv39/ycbGRsrMzDR6voMHD0qAtGHDhjL7Pv74YwmQ0tPTDR47c+ZMCU35m3iJl3iJl3iJV629Zs6cadbn6sWLFyVLS0vp119/1c3j7e0tPfXUU0bPY47nal3mgfdgHTx4kCeeeMKksRcuXMDf3x8bGxtycnIYNWqU3v5Ro0axa9cuTp06RWhoqME5tN6I0p4oLdo+f8Y8Fh9++CFTp07V/V5cXMyFCxdo3Lhxnan+qIisrCwCAgKIioqq1XDco4K43/cPca/vL+J+3x/UajXx8fEEBAToaWSV5w2qynP17bffJjg4mGHDhlV6jdV5rtZlHngDy9/fn1WrVpk0Vut+9PLyIiYmpoxOkbu7OwDp6ekVzqF1aZbm5s2buLq6Gn3jGnLJPv744yatva6QmZkJQMOGDQ32ChSYF3G/7x/iXt9fxP2+f5ROHDeFyj5X//rrL3bt2sVvv/3G1atXdfuKi4vJy8vj6tWruLq6Gv1/rs5ztS7zwBtYHh4ejBkzplLHdOzYkZiYGBITE2nW7K4i9o0bNwDKFTVr2LAh9evX58SJE2X2HT9+nKCgoEqtRSAQCASCukRln6vx8fEAPPvss2X2JSYm0rRpU5YuXcqUKVMMHv+wPlcfjLiUmdEqta9cuVK3Ta1Ws2rVKlxdXenYsaNue2xsbJlKsGHDhrFt2zY9UdI///yTS5cu8dxzz9Xw6gUCgUAgqDv06tWLzZs3l3nVr1+fTp06sXnzZgYPHqwb/8g8V2s7Caw2UKvVUu/evSWZTCa98cYb0jfffCP16dNHAqTvvvtOb6y3t7fk7e2tty0+Pl5yc3OTmjdvLn355ZfSvHnzJBcXF6lt27ZSfn7+fbyS+09+fr40c+bMh/466wrift8/xL2+v4j7/fBjLMn9UXmuyiSpEgqbDxHZ2dn8+9//ZsOGDaSlpdGyZUumT5/O6NGj9cb5+PgA6MWVAc6fP8/UqVP1eiYtXrzYrP3nBAKBQCB4UPHx8aFNmzZlehE+Ks/VR9bAEggEAoFAIKgpHskcLIFAIBAIBIKaRBhYAoFAIBAIBGZGGFgCgUAgEAgEZkYYWAJAk/Q/c+ZM+vfvj6urKzKZjNWrV1dqjn379tGrVy+cnJxwcHCgY8eObNiwoWYW/ABTnXvds2dPZDKZwZelpWXNLvwBpbrv7YiICAYNGoSHhwf29va0a9eOL7/8EpWq/MbkjyrVvd979+4lJCQEW1tbXFxcGD58eJlkaIHgQeCBFxoVmIeUlBTmzJlDkyZNCAwMJCwsrFLHr1q1itdee40+ffowb948FAoFFy9e1NM0EWiozr3+6KOPGDdunN62nJwcJkyYQN++fc280oeD6tzviIgIgoOD8fX1Zfr06dja2rJz507efvttYmNjWbZsWc0t/AGlOvd727ZtPP3003To0IH58+eTmZnJsmXLCAkJ4dSpU+WKQAsEdY7aVYkQ1BXy8/OlmzdvSpIkSeHh4RIgrVq1yqRj4+LiJBsbG2ny5Mk1uMKHh+rca0P89NNPEiD9/PPPZlrhw0V17vfrr78uKZVKKTU1VW97aGio5OjoaO6lPhRU534HBARILVq0kAoKCnTbTp8+Lcnlcmnq1Kk1sVyBoMYQIUIBoOmT6OHhUaVjV6xYgUqlYs6cOYAmRCAJ9Q+jVOdeG2LdunXY2dnx9NNPm23Oh4nq3O/MzEysra1xdnbW2+7p6flANp+9H1T1fqelpREVFcXQoUNRKpW67YGBgbRq1Yr169ebc5kCQY0jDCxBtdm3bx/+/v7s2LGDRo0a4eDggJubGx9//DFqtbq2l/dQk5yczN69e3nmmWews7Or7eU8dPTs2ZPMzEzGjx/PhQsXuHbtGitWrOC3337jww8/rO3lPVQUFBQAGDRcbW1tuXHjBrdu3brfyxIIqozIwRJUm5iYGBQKBa+++irTpk0jMDCQ3377jblz51JcXMxnn31W20t8aNmwYQPFxcVlOhAIzMPrr7/O+fPn+e677/jhhx8AUCgUfP3110yYMKGWV/dw0aBBA5ydnTl8+LDe9tTUVKKiogBN42Bzen8FgppEeLAE1SY7O5v09HRmz57NnDlzGDZsGD///DP9+/dn2bJlZGVl1fYSH1rWrVtH/fr16dOnT20v5aFEoVDQvHlz+vXrx5o1a9iwYQODBw9m0qRJbNmypbaX91Ahl8sZP348f/75Jx9++CExMTFEREQwYsQICgsLAcjLy6vlVQoEpiMMLEG10br0R40apbd91KhR5OXlcerUqdpY1kPPlStX+Oeffxg5ciQWFsIZXRPMnz+fBQsW8L///Y+XX36ZESNGsHnzZkJCQpg4cSLFxcW1vcSHijlz5vDaa6+xcOFC/Pz86NSpExYWFrz22msA2Nvb1/IKBQLTEQaWoNp4eXkBlGnI6e7uDkB6evp9X9OjwLp16wBEeLAGWb58Ob169SrzYB8yZAg3btwQ+kxmRqlU8sMPP3Djxg0OHjzIxYsX2b17N3fu3EEul9OiRYvaXqJAYDLia6+g2nTs2JGYmBgSExNp1qyZbvuNGzcAhHZNDbFu3TqaN29O165da3spDy1JSUkGBUWLiooAhAerhmjQoIHuC5tKpSIsLIzHHntMeLAEDxTCgyWoFDdv3iQ6Olr3gAEYOXIkACtXrtRtU6vVrFq1CldXVzp27Hjf1/kwYOheazl16hQXLlzghRdeqIWVPZwYut9+fn7s3buX1NRU3TaVSsXGjRtxcHCgefPmtbHUh4Ly3t+l+fzzz7l58ybvvvvufVqZQGAehAdLoOPrr78mIyND53n6448/SEhIAGDSpEk4OTnx4YcfsmbNGuLi4vDx8QHg6aefpnfv3nz22WekpKQQGBjIli1bOHToEN999x1WVla1dUl1lqreay0///wzIMKDplLV+/3BBx/w4osv8thjj/HGG29gY2PD//73PyIiIpg7d65oT2SEqt7vtWvXsmnTJkJDQ7G3t2ffvn1s3LiRcePGMWzYsNq6HIGgatS20qmg7uDt7S0BBl9xcXGSJEnSK6+8ove7lqysLOntt9+WPDw8JKVSKbVt21Zau3bt/b+IB4Tq3GuVSiU1bNhQ6tChw/1f+ANKde73rl27pB49ekj16tXTvbdXrFhx/y/iAaKq9/vYsWNSaGio5OLiIllbW0uBgYHSihUrJLVaXTsXIhBUA5kkCcltgUAgEAgEAnMicrAEAoFAIBAIzIwwsAQCgUAgEAjMjDCwBAKBQCAQCMyMMLAEAoFAIBAIzIwwsAQCgUAgEAjMjDCwBAKBQCAQCMyMMLAEAoFAIBAIzIwwsAQCgUAgEAjMjDCwBAKBQCAQCMyMMLAEAoFAIBAIzIwwsAQCwUODJEl07NiRvn371vZSDHLx4kUsLCxYvnx5bS9FIBDUMMLAEggeEa5evYpMJkMmk+Hh4UFxcbHBcRcuXNCN8/Hxub+LrCb//e9/OXnyJHPmzNFtq0vX3bJlS0aNGsXs2bPJysqqkXMIBIK6gTCwBIJHDAsLC5KSktixY4fB/StXrkQulyOXP1gfD2q1mlmzZtG9e3e6du1aZn9due5p06Zx+/Ztvvzyyxo9j0AgqF0erE9QgUBQbYKDg3FycuLHH38ss6+4uJi1a9fy5JNPYmlpWQurqzo7d+7k6tWrvPzyywb315Xrbtu2Le3ateP7779HrVbX6LkEAkHtIQwsgeARw8bGhueff57t27dz+/ZtvX3btm0jKSmJsWPHljmusLCQr776in79+tG4cWOsrKxwd3fn2Wef5dSpUwbPtWnTJnr06IG7uzvW1tZ4eXnx5JNPsmnTpiqNK49Vq1Yhk8kYNmyYWa+7JhgxYgTXrl1j//799+V8AoHg/iMMLIHgEWTs2LEUFxfz008/6W3/8ccfcXV15ZlnnilzTFpaGlOmTKGgoICBAwfyzjvv0LNnT3bs2EFwcDDh4eF647/99luGDx9OTEwMQ4cOZerUqfTv359bt26xefPmSo8rD0mS2L9/Py1btsTFxcWs110TdOvWDYA///zzvpxPIBDcfyxqewECgeD+06VLF9q0acOqVat49913Abh16xY7d+7kzTffxMrKqswxLi4uxMfH07BhQ73t58+fp2vXrsyYMYO9e/fqtv/www8olUpOnz6Nu7u73jGpqamVHlceFy5cIC0tjQEDBpj9umuCTp06AXD48OH7cj6BQHD/ER4sgeARZezYsZw/f55jx44BsGbNGoqLi42GyaysrMoYVwCtW7fmiSee4ODBgxQVFents7S0NJjT5ObmVqVxxkhISACgQYMGFY6t7HXXBI6OjlhbW+vWLRAIHj6EgSUQPKK8+OKLWFpa6pK+V61aRfv27QkKCjJ6zOnTp3nhhRdo0qQJSqVSJ2vwxx9/UFhYSEpKim7s888/T05ODm3atOH9999nx44dZGZmlpnT1HHlofV0OTs718h11wSurq5690sgEDxcCANLIHhEqV+/PoMHD2b9+vXs27ePixcvluvFOXLkCF27duW3334jKCiISZMm8Z///IeZM2cSGBgIQEFBgW78e++9x8qVK/Hy8mLx4sU89dRTuLm58cwzzxAXF1fpceVhY2MDQH5+vtmv2xg//vgjQUFBuqT8SZMmmRzSBMjLy8PW1rbS5xUIBA8IkkAgeCSIi4uTAKlfv366bdu3b5cAqWHDhpK1tbWUlpam22dlZSV5e3vrfh84cKAESH///XeZufv16ycBUlxcnMFzp6SkSJs3b5ZGjBghAVJAQIBUXFxc5XH3cujQIQmQJkyYYPbrNsTkyZOlwMBAaffu3VJGRoYUHR0tvfXWW1KLFi2k27dvV7helUolyeVyqW3bthWOFQgEDybCgyUQPML069ePhg0bkpiYyDPPPFNuBV5sbCyurq6EhITobc/NzeXkyZPlnkfrkdqwYQO9evUiKiqKy5cvV3ncvbRu3Rq5XM7FixcrHAuVu+57+euvv9i+fTsHDx6kb9++ODk50bJlS7755hueffZZpk6dWuEcMTExqNVq2rZta/J5BQLBg4WoIhQIHmEUCgVbtmwhISGhwhwkb29vLl26xPnz52ndujUAKpWK9957j+Tk5DLjw8LC6NGjBzKZTLetqKiItLQ0AKytrSs1rjycnZ1p164dJ06cQK1WV6jGXpnrvpe1a9cydepUHB0dy+ybMWMGjRs3prCwEKVSaXQObYJ9jx49KnVugUDw4CAMLIHgEadTp0462YDymDRpEnv27CEkJIQRI0ZgbW1NWFgYiYmJ9OzZk7CwML3xzzzzDI6OjnTt2hVvb2+KiorYu3cvUVFRDB8+HG9v70qNq4ihQ4cyc+ZMjh49SnBwsNmu+14SEhIYNWqU7neZTMa3337LhAkTcHJywt7entTUVDw9PY3OsXfvXiwsLBg0aFClzy8QCB4MRIhQIBCYxKBBg/j1119p1qwZa9euZd26dfj7+3P8+HGDRtBnn31G+/btOX78OF9//TVr167F3t6eb7/9lnXr1lV6XEWMGzcOCwsL1q5da5brNUbDhg2JjY3V/V5a3DQrK4vs7GxcXV2NHp+bm8uWLVsYNGgQXl5eNbpWgUBQe8gkSZJqexECgUBgDl566SW2b9/OtWvXcHBwqJFz7Nmzh0mTJhEREYG9vb3evn//+99cuXKlXMPwhx9+4PXXX+fAgQOEhobWyBoFAkHtIwwsgUDw0HDt2jX8/f35+OOPmTFjRo2dZ/z48Zw8eZIlS5bQpUsXkpKSWLZsGb/99htHjhwxGh4sLi7Gz8+Ptm3b8vvvv9fY+gQCQe0jQoQCgeChwdvbmzVr1tSY90rLihUreOWVV3jttdewsbGhXbt2pKWlcfTo0XJzr+Lj43n55ZdZsmRJja5PIBDUPsKDJRAIBNXAlKpFgUDw6CEMLIFAIBAIBAIzI752CQQCgUAgEJgZYWAJBAKBQCAQmBlhYAkEAoFAIBCYGWFgCQQCgUAgEJgZYWAJBAKBQCAQmBlhYAkEAoFAIBCYGWFgCQQCgUAgEJgZYWAJBAKBQCAQmBlhYAkEAoFAIBCYGWFgCQQCgUAgEJgZYWAJBAKBQCAQmBlhYAkEAoFAIBCYGWFgCQQCgUAgEJgZYWAJBAKBQCAQmBlhYAkEAoFAIBCYmf8HdagNnp97BwsAAAAASUVORK5CYII=' width=600.0/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mzp.plot_reactions(6, MLT, 11000, \"S-34\", plot_isos=[\"Si-30\", \"S-34\", \"Cl-35\"], reaction_type=\"all\", minFij=-6, maxFij=-3, minX=-4, maxX=0, ignore=['(+,g)','(-,g)'], legend_fontsize=9, ncol=2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 275,
   "id": "fc0fcd9a-613f-43b7-81ad-fbfbfb720719",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(6.0068609277e-07, 4.453053089504939e-09)"
      ]
     },
     "execution_count": 275,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "MLT.get('ingest', 11000, 'Ca-45'), MLT.get('initial', 11000, 'Ca-45')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "86380624-ab24-40ab-a080-9851426f0835",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "f7aecb6f2afe4a6cb347691b02cdb455",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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' width=1200.0/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mzp.overproduction_plot(7, MLT, 11000, ['Si-30', 'S-34','Cl-36',  'Cl-37', 'Ar-38','Ar-40', 'Ca-44'], OP_type='initial', figsize=(12,5), ymin=-0.25, ymax=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 261,
   "id": "f7753e71-9ad3-478c-be83-4a78c030809d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "3c55568c6b2342339bcce2caf0810373",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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' width=1200.0/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mzp.overproduction_plot(8, MLT, 11000, ['Si-30', 'S-34','Cl-36', 'Cl-37', 'Ar-38', 'Ar-40', 'Ca-44', 'Ti-44'], OP_type='ingest', figsize=(12,5), ymin=-0.5, ymax=3.5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 117,
   "id": "426f9c31-0ac9-4144-ad69-abe920be1bbd",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " reading ['iso_massf']...100%"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "85bd2ec056f24305866b777199b90d4b",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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8nIyKBDhw7s3LkTb2/v+i5Wg1LdpKk5OTmcOHFCE3AdO3aM3NxcrW0sLCzo3r27JuDq06cPLi4uxr4EQRCMRHzO1J9GmaYhLS0NNzc3rWW7d+8mNDSUuXPnai2PjY0FoFWrVgDk5+dTVFSEvb291nZLlixBkiSt7hmhav755x8eeugh7ty5Q58+fdi1a5cYhF0N1U2aamdnx9ChQxk6dCgARUVFREREaHUrpqamalJFfPDBBwC0a9dOq1vRx8dHpIQQBKHRa5QtWP7+/nTu3Jlu3brh6OhIWFgY33//PZ6enpw6dYqmTZtqtvX19QUgLi5O82/nzp2ZMmWKZjzXX3/9xe7duxk5ciS7du0yeMxKyTeL+Pj4Sp9cvN/t2rWLhx9+mMLCQoYPH86OHTuqNNWNUPskSSI2NlYr4NLV2tu8eXOtgKtDhw7VyjMnCELN1VcL1qxZs/juu+8YM2YMO3furHBblUrFDz/8wI4dOwgPD+fWrVv4+fkxefJkXnnllQY7LKFRBlhvvfUWu3bt4urVq9y5cwdPT0/GjBnD4sWLtYIrKB9gZWRkMGfOHI4fP87169dRKpW0bt2aqVOn8sorr2Bubm5wOUoq/hdffMH06dOxs7Mz1iU2KH/++ScPPfQQhYWFPPzww2zevLlBZmVvjNLS0rTGcYWGhlJcXKy1jb29vdY4rh49emBjY1PhccXcioJgHPURYJ0+fZrevXtjZmbG0KFDKw2wcnJysLe3p1evXowdOxZ3d3eOHTvGhg0bGDBgAP/++2+DbBVvlAGWqSip+G+++SbNmzdn7Nix+Pj41Hex6tRff/3Fgw8+SEFBAY888ghbtmypUpAqmJY7d+5w8uRJTcB19OhRsrOztbYxMzOja9eumoCrb9++Wl32BQUF+Pj4iLkVBcEI6jrAkiSJvn370rZtW/bt20f79u0rDbAKCws5ffo0ffr00Vr+3nvvsXjxYv75558qjSc1FeL5axORm5vLTz/9xJUrV+q7KHXmn3/+0QRXDz30kAiu7gM2NjYMGjSIt956iz179nD79m3CwsL4/PPPmThxIs2aNaO4uJgTJ06wcuVKJkyYgLu7O4GBgTzzzDOsX7+ehIQEvLy89Ha1i7kVBcF0bdy4kcjISJYuXWrwPhYWFuWCK1A/+Q/qFEsNUaMc5G6qLCwsaNasWX0Xo04cOHCA8ePHU1BQwPjx49m2bZsIru5DCoWCzp0707lzZ+bMmYMkScTFxWmN44qKiuLixYtcvHiRtWvXAuDs7Kxz4moQcysKgqnKzs7m9ddfZ8GCBUaZxiwlJQWAJk2a1PhY9UEEWCaka9euDXYwX1WcOXOG8ePHk5+fz5gxY/j5559Fa0QjIZPJ8PPzw8/Pj2nTpgGQnp7O0aNHNQHXqVOnuH37tt79W7VqRceOHeuy2ILQ4GVnZ5OVlaX52dLS0uhd7O+99x7W1tbMnz/fKMf78MMPcXBwYNSoUUY5Xl0TAZaJsLS0pFu3bvVdjFp35coVRo4cSVZWFv379xfBlYCrqyvjxo1j3LhxgHpWhNOnT/P999+zfv16rW0lSeLy5cs0a9YMHx8fevXqRe/evenVqxedO3cWdUkQ9AgKCtL6efHixbzzzjs6t1WpVBQWFhp0XEtLS2QyGZcuXWLVqlVs2bLFKIHbsmXL2Lt3L1999VWDTdcjBrnXo5LBh2vXrqV///74+/vXd5FqVWpqKn379iU2NpaOHTty4MCBBvvGEWpfSVb6sLAwlEolMpkMV1dXPDw8OH/+PGX/dFlaWtKlSxetoKuxpz8RhJLPmaioKJo3b65ZXlELVnWmoBs1ahR5eXmEhIRo1vn6+ho0yL2sbdu2MWXKFGbOnKl36rmGQLRgmYAWLVrc98FVZmYmI0eOJDY2Fj8/P/bs2SOCK6FCMpmMJUuWaJL3SpLEpk2bGDFiBFlZWZw6dYrjx49z7Ngxjh8/Tnp6OseOHePYsWN8+umngDonV69evTRBV5cuXbC2tq7PyxKEemFvb4+Dg4NB2wYGBrJu3TqDtvX09OTff/9lz5497NixQ5PSCKC4uJi8vDzi4uJwcXEx6Pz//PMPTz75JGPGjGHNmjUGlcFUiRaselTyzeLXX3/loYcequ/i1Jr8/HxGjRpFSEgI7u7uHDlyhNatW9d3sYQGwNC5FUuSoJYEW8ePHyciIqLc3IpmZmZ06tRJ08LVq1cv/Pz8xIB54b5VF2ka1q9fz1NPPVXhNp9++inz5s2rcJsTJ04wdOhQgoOD2bt3b4P/MiQCrHpUUvGXLl2q+ZZ+vyVQVCqVTJw4kR07dmBvb09ISAhdunSp72IJDUh151bMzc0lNDRU08p17Ngxnbm1XF1d6dGjh+bVvXv3clNpCUJDVRcBVnx8PGFhYeWWP/vss/j4+LBw4UI6dOigmXKu7BR0oO5q7N+/Px4eHhw6dAhnZ+daKWtdEgFWPSqp+KXdTwkUJUniueee45tvvsHCwoI9e/YY3K8vCMYmSRLx8fFarVxhYWEUFRWV29bPz4/u3btrgq4uXbqIqZuEBqk+J3vWNwar7Awp2dnZtGvXjqSkJJYtW6Y1VgzUgVjv3r3roshGJcZgmZD7LYHi22+/zTfffINMJmPz5s0iuBLqlUwmw8fHBx8fHyZPngyos8afPXuWkydPal4XLlzg6tWrXL16lZ9++glQvzfbt2+vaeHq0aMH7du3x8ys8j+hYtofQahYeno6CQkJALzxxhvl1k+fPr1BBliiBase6WrB2rNnDyNGjKinEhnP6tWrmTt3LgBr1qxh9uzZ9VwiQTBMZmYmoaGhWkFXUlJSue2sra3p0qWLVtDVsmVLrfFcYtofob7VZwtWYydasEyEQqGgS5cuDB8+vL6LUmNbtmzRBFdLliwRwZXQoDg6OjJkyBCGDBmiWZaUlMSpU6c4efIkp06d4tSpU2RmZnLkyBGOHDmi2c7FxYVu3brRpUsXunbtSufOnfHy8iItLU1nZvr7rdVaEIR7RAtWPSrbgnU/tF79/fffjB07lqKiIubMmcOqVavEE1rCfUelUhETE6PVynXmzBmdyRltbW3Jzc3Ve6z74X0vmC7RglV/RAuWiZDJZLRs2bK+i1EjJ0+e5OGHH6aoqIjJkyfz2WefieBKuC/J5XLatGlDmzZtNFP+lIznCgsLIywsjNDQUM6dO1dhcNW0aVNSU1M5f/48gYGBKBSKuroEQRBqmWjBqkdlW7B69+7NoUOHGuQf2ZJHbNPT0xk+fDh//PGH6PYQGr3CwkKioqLYsGEDn332WYXb2tjYEBwcTJcuXQgODiY4OJj27dtjY2NTN4UV7kuiBav+iACrHpVUfDc3N3Jzc7lz5w7Lly/X+RSFKdD3NFRKSgpPPfUUN27coEePHuzbtw87O7t6KKEgmKay0/7I5XJ8fHwYO3Ys4eHhhIeH62zpkslk+Pv7awKukleLFi1E67BgEBFg1R8RYNWjkoo/efJkvL29+fDDDzE3N+fMmTPlJuasb4Y8DaVQKLh27Vq5HCaCIMBff/2lSSgM2mOvlEolly9fJjQ0lPDwcCIiIoiIiODGjRs6j+Xs7EzHjh21gq6goKAGn/laMD4RYNUfEWDVo5KK/+abb9KtWzfWrVvHzp076devHwcOHEAul9d3ETVKvoGHhobqfBoKoGPHjpw5c0Z8sxYEHQyd9qe01NRUTbAVERHB2bNniY6Opri4uNy2CoWCgIAATddiu3btaNeuHS1btmyQww4E4xABVv0RAVY9Kh1gtWnThsGDBxMUFERubi5ff/01zz77bH0XUUvZb+BliaehBKFi1Z32p7SCggKio6O1gq6IiAhu3rypc3srKysCAwM1AVfJy8/Pr8pf4kTS1IZHBFj1RwRY9aik4h84cIC2bdvi5ubGZ599xvz583F0dCQ6OhpPT8/6LqZG2XEkJeRyOV27djXoG7kgCMYnSRLJycmaoOv8+fOcP3+e6Oho8vPzde5jbW1N27ZtNQFXUFAQ7dq1w9fXV2fgJZKmNkwiwKo/IsCqR7oqvlKp1HTFTZw4kW3bttVzKbXt2bOHUaNG6VwuWq8EwbQolUquXr2qCbhKXhcuXKCgoEDnPtbW1gQEBGjSUAQGBtKmTRv8/f154IEH9A4TEF+0TJMIsOqPCLDqkb6KHx4eTvfu3VEqlezatYvRo0fXYynvkSSJefPm8fnnn2uWlWSgF39UBaHhKC4u5sqVK+UCr4sXL+pMllrCxcWFW7du6V0vvmiZHhFg1R8RYNWjkor/77//4uDgoPUU0CuvvMLKlSvx8fEhMjKy3tMeSJLEa6+9xscff1xunfijKgj3h5LA6+LFi+Ve+p5oLGFtbc2IESNo3bo1rVq10ry8vb0NmhRbqB0iwKo/IsCqRyUVf+nSpZiZmTFt2jTNmKvc3FzatWvHtWvXePnll1m5cmW9lVOSJBYuXMjy5csB9eTNa9eurdLTUIIgNGy3b9/m4sWL/PLLL1X6e2RmZoavr68m4CodgLVs2VKklqhlIsCqP+JrhQmwsLBApVJpNc3b2tryv//9j9GjR/PZZ5/x2GOP0atXrzovmyRJvPPOO5rg6osvvmD27Nm0atWKuXPnsmzZMhFcCUIj4OzsTK9evejZsycHDx7UPOyiUCgICgpi+fLlXLlyhdjYWGJjY7l8+TJXr16loKCAy5cvc/nyZZ3Hbd68OX5+fvj4+JR7eXt712ome/FUpFCbRAtWPSr5ZrFq1Sry8/N56KGHCAgI0NrmiSee4Mcff6RVq1aEh4djb29fZ+Ur2y34ySefMH/+/Do7vyAIpqmipKmlqVQqkpKStIKukv/HxsaSmZlZ6bnc3Nx0Bl8lLycnp2p9yWssT0WKFqz6I1qwTIClpSX5+fk6n+r54osvOHToELGxscybN4+1a9fWSZmUSiXPP/8833zzDQCfffYZL730Up2cWxAE0zZ8+HC6d++uGSYwfPhwndvJ5XK8vLzw8vJi0KBBWuskSSI9PZ3Y2Fji4uK4du1auVd2djZpaWmkpaVx+vRpneewtramefPmFb48PT0xNzfX2s/CwgJvb2/S0tL0PhXp5eUl5lQVqk0EWCag5I2vK8BycnLihx9+YPDgwXz//fcMGjSIadOm1Wp5CgoKmDFjBlu3bkUul/Ptt98yc+bMWj2nIAgNh0wmY9myZTUaJiCTyWjSpAlNmjShZ8+e5dZLkkRGRobOwKvklZaWRl5eXoVdkCXncnd31wq6PDw86NWrF6dOndK5j0qlYsmSJQ1mCIS+7s6KWuiE2iW6COtRSdPtxo0buX79On369KFfv346t3377bdZsmQJlpaWHDx4kB49etRKmW7cuMGECRM4evQoZmZm/Pjjj0ycOLFWziUIglATeXl5XL9+naSkJJ2v69evc/369QpTT+hjY2PDoEGD8PDwoGnTpri7u+Pu7o6Liwuurq6afx0cHOp9WjNDujtFF2HdEy1YJqCkf19f4j+Ad955h4iICH7//Xceeughjh8/jre3t1HLcf78ecaOHUtcXByOjo788ssv1Z7OQxAEobZZW1trnkjUR6VSkZ6eXi74Sk1NJTU1lYsXLxIdHV1uvzt37rB79+5Ky6BQKHB2di4XeJX+19HREQcHB50vY4zvqqy7U6gfogWrHpW0YEVERGBra6t5k+qTlZVFnz59OH/+PH5+foSEhBgtyNqyZQuzZ88mOzubVq1asXPnTgIDA41ybEEQBFNVdgowuVxOmzZtWL58OWlpaZpALDU1lbS0NG7dusWtW7dIT0/nzp07NT6/hYWFzsDL1tYWa2trrK2tsbKy0vy/7MvS0hKFQsGZM2dYvHix3vOIFqy6JwKselSdpzsSExMZNGgQsbGxtGzZkr/++ovWrVtXuwyZmZnMnz+fdevWATBo0CB++eUXXF1dq31MQRCEhsTQpyLLys/P1wRcJUGXrn+zsrLKvXJycmrzksoRAVbdEwFWParu47MJCQkMGjSIK1eu4OjoyMaNGxk3blyVzi1JEtu3b2fu3LkkJycjk8lYtGgRixYtElmXBUFoVEpaseoyebJSqSQnJ4esrCyys7O1gq/MzExyc3PJy8ur9FVQUIBSqUSpVHL79m2uXLmi83wiwKp7IsCqRyUB1oULFygqKkKhUNC2bVuD9k1OTubRRx/l6NGjAEybNo2lS5fi5eVV4X4qlYq///6bd955hxMnTgDg7+/Pt99+y8CBA2t2QYIgCA3U3r17mTt3Lp9//nmDHXtatrtToVDQrl07zp49KwKseiACrHpUEmCdOHGCkJAQnJ2dmTVrlsH7FxYW8uqrr2omX7aysmLChAlMnDiRrl270rx5c2QyGZmZmYSGhhISEsKmTZuIi4sD1E/J/Pe//2XBggVYWVnVxiUKgiAIdahsd+fGjRuZNm2aCLDqgQiw6lFJgHXmzBn++usvbGxsePHFF6t8nFOnTvHf//6XQ4cOaS03NzenuLiYsr9iBwcHZs6cyRtvvEHTpk1rdA2CIAiC6Sjb3bl9+3a8vb1FgFUPxGAbE1CSKbiiNA0V6d69OwcOHODUqVNs3bqVXbt2ERsbS1FRkWYbX19fevXqxdixY5kwYUKtzu8lCIIg1A9jJIEVjEMEWCagJA+KUqmkqKio3JQOhpDJZPTo0YMePXrwySefUFRURHJyMhYWFtjb22Nra2vsYguCIAgm6IEHHiAqKgpQ95QI9aN+08/Ws7179zJkyBAcHR2xt7ena9eubNu2zaB9o6OjGTlyJHZ2dri4uDBt2rQKZ2WvSOmn9qqTcVgXc3NzvL298fDwEMGVIAiCINSxRtuCtW7dOp5++mmGDRvGsmXLUCgUXLx4kYSEhEr3TUxMZMCAATg6OrJs2TJycnL4+OOPOXfuHCdPnqzy5KByuRxzc3OKioooLCwUAZEgCIIgNHCNMsCKi4vjhRdeYM6cOaxatarK+y9btozc3FxCQ0M1mdR79OjBsGHDWL9+Pc8++2yVj2lhYaEJsARBEARBaNgaZRfhmjVrUCqVvPfeewDk5OSUe9KuItu3b2fs2LFa09Q88MADBAQE8NNPP1WrTCNGjODhhx/G0dGxWvsLgiAIgmA6GmWAtXfvXgIDA9m9ezctWrTA3t4eV1dXFi1aVOlEmUlJSdy4cYNu3bqVW9ejRw/Cw8OrVabWrVvTunVrkY9KEARBEO4DjbKLMCYmBoVCwVNPPcVrr71GcHAwO3bs4P3336e4uJjly5fr3Tc5ORkAT0/Pcus8PT25desWBQUFOmdILygo0ErFkJ2dbYSrEQRBEATB1DT4AEulUhk8bsnS0hKZTEZOTg4qlYoVK1bw+uuvA/DII49w69YtVq1axYIFC7C3t9d5jLy8PM2xyippfcrLy9O5fvny5bz77rs6j3v9+nVu3bpF06ZNcXNzM+h6BEEQBEEwTQ2+i/DgwYNYW1sb9Lp48SIA1tbWAEyZMkXrWFOmTCEvL6/Cbr6SfXUlBc3Pz9fapqw333yTzMxMzaskTwlAeHg4u3fv1jtRpyAIgiAIDUeDb8EKDAxk3bp1Bm1b0q3XrFkzYmJiyk0T4+7uDsDt27crPUZJV2FpycnJuLi46Gy9AnWrV+l1WVlZmv+XpHYQTxEKgiAIQsPX4AMsDw8PZsyYUaV9unbtSkxMDElJSbRs2VKz/Pr16wAVdtE1b94cNzc3Tp8+XW7dyZMn6dSpU5XKUqIk8BIBliAIgiA0fA2+i7A6Jk2aBMDatWs1y1QqFevWrcPFxYWuXbtqlsfGxhIbG6u1/yOPPMLOnTu1kpLu27ePS5cu8dhjj1WrTKIFSxAEQRDuHw2+Bas6HnzwQYYOHcry5cu5efMmwcHB/Pbbbxw+fJivv/5aqxtv6NChgDo5aYkFCxbw888/M3jwYF566SVycnL46KOP6NChA0899VS1yiQCLEEQBEG4fzTKFiyZTMZvv/3G3Llz+f3335k/fz4pKSls2rTJoCzsXl5eHDhwgFatWvHGG2/w4YcfMnr0aP755x+9468qUxJg6Ro8LwiCIAhCw9IoW7AA7Ozs+Oyzz/jss88q3K50y1Vp7dq146+//jJaecQYLEEQBEG4fzTaAMvUeHh4MGbMGL35twRBEARBaDhEgGUi7O3tadeuXX0XQxAEQRAEI2iUY7AEQRAEQRBqkwiwTIRSqSQmJobz588jSVJ9F0cQBEEQhBoQXYQmQqlU8uuvvwLg7++veapQEARBEISGRwRYJsLc3By5XI5KpSI/P18EWIIgCIJQTfv372ffvn0cOXKExMREbt68iY2NDW5ubnTo0IGBAwcyduxYPDw8aq0MRu0i3L9/P2+99RaDBw/G398fZ2dnmjdvTqdOnZg2bRrfffcdKSkpxjzlfUMmk2FjYwNAbm5uPZdGEARBEKpv1qxZyGQyxo4dW+V9i4qKCAoKQiaT8fHHHxu8X25uLsuXL6dly5Y88MADLFu2jAMHDpCUlIStrS35+flERkby448/8uyzz+Lj48Ojjz7KkSNHqlxGQ9S4BSs3N5fPP/+cb7/9lmvXrmnGD1lZWeHi4kJeXh6RkZGcPXuWH3/8EXNzc8aNG8f8+fPp27dvjS/gfmJjY0NOTg537typ76IIgiAIQrWcPn2a9evXY2VlVa39V69eTXx8fJX2WbNmDe+++y6pqal07NiRJUuW0Lt3b7p166aV/kiSJGJiYjhx4gR///03//d//8evv/7Kgw8+yMqVK/Hz86tWmXWpUQvWmjVraN26NQsXLsTBwYElS5awb98+MjMzuXPnDomJiaSnp1NUVMSFCxfYsGEDEydO5O+//2bAgAE8/PDDXL161VjX0uDZ2toCiABLEARBaJAkSWLu3Lk8+eSTNG3atMr737hxg/fee4/XX3+9SvvNmTOHYcOGcfbsWc6cOcOCBQsYPHhwudySMpmMgIAApk2bxsaNG0lNTeXrr78mIiKCjRs3Vrm8FalRgGWKF9SQlXQRigBLEARBaIg2btxIZGQkS5curdb+b7zxBm3atOGJJ56o0n7nz5/nhx9+oH379lXaz9rammeeeYZLly4xbdq0Ku1bmRp1EZ4/f56AgIAq71dyQU899VSVmwHvZyLAEgRBEBqq7OxsXn/9dRYsWFCtweMnT55kw4YNHD58GJlMVqV9qxOLlKZQKIzaPQg1DLBM8YIassDAQNzd3XF3d6/vogiCIAj3kezsbLKysjQ/W1paaubANZb33nsPa2tr5s+fX+V9JUlizpw5TJo0id69e+udB7ghqbVEo0899RR5eXkAXL9+vbZOc1/x9PSkXbt2uLm51XdRBEEQhPtIUFAQjo6Omtfy5cv1bluSLsiQV8mDbZcuXWLVqlV89NFH1Qrc1q9fz7lz5/jggw+qfY36zJkzh/z8fAAyMzONfnx9ai0PlrW1NYWFhVhbW9OiRQtcXV3p2LGj5hUcHEy7du2MHkELgiAIgqAtKiqK5s2ba36u6LP34MGDDB482KDjRkdHExgYyEsvvUSfPn145JFHqly2rKws3nzzTV599VW8vLyqvH9lMjMzyc/Px8rKCmdnZ7y9vQkODtbEIh07dsTf37/K3ZKVqbUA66uvvtL8PzExkYiICM3rr7/+IiYmBplMRuvWrenevTsjR45k0qRJyOWNd/aewoJ84uPjKSwqJqhtoHqhrPHeD0EQBME47O3tcXBwMGjbwMBA1q1bZ9C2np6e/Pvvv+zZs4cdO3Zode0VFxeTl5dHXFwcLi4ues//8ccfU1hYyKRJkzT7JyYmAnD79m3i4uJo1qxZtRNw//DDD5r/X7hwgYiICM6ePat50C4+Ph4bGxvatWvHiRMnqnUOXWRSPU18V1BQQGRkJBEREZw6dYodO3bw2GOP8cUXX9RHcepFYmIiXl5eJCQk0KJ5M5THV5N5K43frjrwVE97ZIXZ0HMumFUvl4ggCILQuGl9zrRoUSvnWL9+PU899VSF23z66afMmzdP57oZM2awYcOGCvcPDw+nU6dOFW7z559/MmrUqAq30SUzM1MTdL344otV3l+fWguw5syZw0cffYSVlRWZmZk4OjpWuH1oaCjDhg3j1q1btVEck6RV8ZvYwxEdfc8dp4Fb27ovnCAIgtDg1UWAFR8fT1hYWLnlJdnSFy5cSIcOHWjVqhUAsbGxAJqfw8LCymUUuHHjBrNnz2bGjBk8+OCDDB48uNI4wsLCgq+++opnnnnGGJdVYzXqIjx69CidOnXSpBcorap9nu3bt2fRokU1KU7Dln9b9/KMqyLAEgRBEEyWt7c33t7e5ZbPmzePpk2b8tBDD2ktHzp0KICmO7BLly506dJFa5uSde3atSu3vz7Nmzdn9uzZxMXF8f777xu0z6VLl2qcEUGfGg3w6d+/PytXrtS57ocffsDJyQlQ93l+9NFHdOzYkYiICF555RUCAwOxt7enZ8+egHrAXXUe7bxv5KkDrKwiBVsv2pLleXeAYUZc/ZVJEARBEBqIEydO0LlzZ5YvX86TTz5JcXGx3m3PnTvH5MmTadeuXa2Vp0YtWHK5HKVSqfnZ2dmZDz74gGeffVZru4CAAAICAnjsscc0y0r3eQpoWrCS86yJzzEj27IZDgDZ1yE7GYpywaV1vRZREARBEAylL5eVITmufH19qeoIJnd3dw4ePMikSZPYtGkT169fZ8eOHVqD60+dOsX777/Pzp07kSSJ7t27V+kcVVGjFiw3NzdNXyqog6aUlBSD9nV0dGTAgAFGHVDWoN1twbqDekD7HZUFWLuApIKTqyH8e7h1uT5LKAiCIAgmzcbGhv/7v//jueee499//6Vfv34kJCRw8OBBRowYQa9evfjjjz/o27cve/bsMepTg2XVqAXrgQceYOvWrbi6uvLggw8aq0yNzo0bN2imSkcOFMhsgCwKCwuhWTeI/fvehtcOiVYsQRAEQaiAXC7nq6++ws/Pj9dff53AwEBNUtShQ4eyaNEiBgwYUOvlqFGA9eGHHxIZGcnnn3/O6tWrkclkfPnll4SGhtK5c2c6depEp06d8PX1NVJx709paWkUWaRhCXgFdGSMv6M6IZy1t3aAdesy5N1St2wJgiAIgqDT77//zi+//AJAXl4eMpmMpUuX8uabb9ZZGWoUYHl4eBAaGsqBAwf4999/ef/997lz5w47d+7kjz/+0Dwh6OjoSHBwsFbQ1bFjR6NcwH1BUmGhUk/w3KRFAM0dmtxb5z8GshKhIFM94D3xOPiPrp9yCoIgCIIJ27ZtG8uWLSMyMhKZTMbEiRMZO3Ysc+fO5d1338XLy4snnniiTspS40zuMpmMQYMGMWjQIN5//31effVV5s+fz5kzZwgPD9f8e/ToUQ4cOKDZp/Tg+MZOIRUhQz2Y71ZOAZ6lk91691X/e/OiOsC6fhpaPgCK6mW0FQRBEIT7UWBgIDExMSgUCqZNm8aCBQs0KRi6dOnCqFGjmD59OgkJCXXSkmXUqXJ++OEHfH19sbe3p3///vTv31+zrqioiMjISMLCwjhz5owxT9vgySX1o6RKFOTk3iEmJgZbW1uaNWt2byNXf7B2hbx0SA6HFj3rqbSCIAiCYHquXr3KM888wxtvvIGfn5/WuqCgII4dO8bo0aN56623iI+P56uvvjL6/IOlGTXAqqjZzdzcnM6dO9O5c2djnvK+IJfUrXkqmTnZ2dns3buXwMBAxo8ff28jmRxa9IKYXZB4DJr3gFqsGIIgCILQkFy5ckVrQuuymjVrxuHDh3n44Yf5+uuvSUpKYtu2bVhbW9dKecRMwiZAIRUBoJKZYWamjnkLCwvLb9isq7prMPeGOsO7IAiCIAgAFQZXJezs7Ni9ezfTpk1j586dDBo0qNbKIwIsEyC724KlsLTBykqdB6ugoKD8hmZW4N5B/f9UkaBVEARBEKrKzMyMDRs28Oabb3L69OlaO0+NAqyRI0dy6tSpau2bm5vLihUr+PLLL2tShPuCnY05AGaWNlhaWgJ6AiyApncDrBvnQSUeFBAEQRCE6li6dClr1qyptePXKMBKS0ujV69eDB48mHXr1pGZmVnpPsePH+fFF1/Ex8eHJUuW0LRp05oU4b5gbXF3KJzCEgsL9dOBegMs51ZgZq2eOif+EFRxKgFBEARBENRmzZpVa8eu0SD30NBQNmzYwLvvvsvTTz/NrFmzaNOmDV27dqVp06Y4OTmRn5/PrVu3uHjxIqdPnyY7OxuFQsHkyZN5//33dc7A3egU5av/NbOsvAVLrgCvPnB1nzoJqa07uAXVUUGF+qZUKikqKqrvYgiCYGLMzc1RKBT1XYx6M3LkSJYsWVKtuQVzc3NZvXo19vb2vPDCC0YrU42fIpw+fTpPPvkku3fvZt26dYSEhLBp06Zy28nlcjp27MiECRN45pln8PT0rOmp7xtmMhVIgOJegFVYWIhKpUIu19HI6DcECrMh6aR6LJYIsBqFnJwcEhMTqzwBqiAI9z+ZTEaLFi2ws7Or76LUi5IetQEDBvDkk0/y8MMP4+joWOE+x48fZ9OmTWzdupW8vDw2bNhg1DIZJU2DTCZjzJgxjBkzBoDo6GgSExNJT0/H2toaNzc32rVrV+nFNlaWZjIoBMwssbKyYtiwYZquQp1kMvDsog6w0i+BqhjkRs24IZgYpVJJYmIiNjY2uLm51WruFkEQGhZJkkhLSyMxMRF/f/9G2ZJlij1qtfKp3LZtW9q2bVsbh74/Ke92B0qgUCgMyxXm0ALMbdVjsW7FQpM2tVtGoV4VFRUhSRJubm61lrNFEISGy83Njbi4OIqKihplgAWm16Mmmj1MgKq4AGTAwQ9gyxQYtxq6PFnxTjI5uLeHpBNwaSc4+4npcxoB0XIlCIIu4m+Dmin1qNV6gJWTk8PmzZs5duwYKSkpgHqS6D59+jBlypRG219c2p3sTHAAitXJRXMv7CPZoQ8tWrTQ5MXSqdUwuBmtnj4n8QT49Ne/rSAIgiA0MvXZo1ariUbPnj2Lv78/CxcuJCcnh5YtW9KyZUtycnI0kzBGRkbWZhEqtHfvXoYMGYKjoyP29vZ07dqVbdu2VbrfjBkzkMlk5V6BgYHVKodMdfepsJ7PwwPv8udtP3bs2EF6enrFO5rbgO8g9f9v1N99FARBEARBW622YL3wwguMHDmS7777rlyfcHFxMc8++yz/+c9/OHToUG0WQ6d169bx9NNPM2zYMJYtW4ZCoeDixYskJCQYtL+lpSXfffed1rLqNjnK706Vg1d3aBJI1sXvIfcmxcXFle/sFgQX/4CsBMjPBCvxIIFQf1JTU5kwYQLm5uYolUrWrFlD+/btATh8+DD9+/cnLS2NJk2a1HNJ9dN3DVFRUTz//POAumVepVIRFhZWz6VtuHTdZ7lc3qDvcUX1HxrOe+B+Vdc9arUaYJ0+fZpvvvlG54A7MzMzXn31Vbp06VKbRdApLi6OF154gTlz5rBq1apqHcPMzKzCya2rQq4qBuSaMVQl8xEaFGBZOoCjN2ReU7diefc1SpkEoTqaNGnC4cOHkcvlhISEsGLFCs0g008//ZRu3brVcwkrp+8agoKCCAkJAeDLL78kIyOjXsvZ0Om7zw35HldU/6HhvAfuR2fPnmXEiBEUFxczaNAgWrZsCcCNGzdYsGABixcv5u+//9YKiGuqVrsImzZtWuG3j7CwMNzd3WuzCDqtWbMGpVLJe++9B6ij2urkFlIqlWRlZdW4PHLpbiB1YTcUF+CTH0W74rOGBVgATTuq/00Jr3FZBKEmFAqFJndbRkYGwcHBAOzcuZN+/fpha2tb5WNu3bqViRMnGrWcpQ0fPpy9e/dqftZ3DaVt2bKFKVOmGHwOX19ffvvttxqX9X5S2X2u6j2G8vfZlOpOTd4DQs2V9KilpKTw888/8+WXX/Lll1/y888/k5yczMiRI/nPf/5j1HPWaoA1f/58nnnmGf773/+ye/duQkNDCQ0NZffu3fz3v//l2Wef5ZVXXqnNIui0d+9eAgMD2b17Ny1atMDe3h5XV1cWLVqESqUy6Bh37tzBwcEBR0dHXFxceOGFF8jJyalWeeTcDaQu74W4QwxM/h+Div6luKjQsAN4BINMAdnX1S9BqEdRUVH06dOHOXPmMHDgQFQqFV999ZXOP14XL15k3LhxNGnSBAcHBwIDA/nggw8061UqFQsWLGDRokW1Vt6FCxfy6quvVngNpcXFxaFUKjXfgEscPnyYUaNG4ezsjJOTE8HBwXz44YcUFhr4Pm6E9N1nY9xjU6o7NXkPCMZx+vRpXnvttQp71Iw98XOtBlgvvfQSa9eu5dChQzz44IN0796d7t278+CDD3Lo0CG+++475syZU5tF0CkmJoaEhASeeuopZs6cyS+//MKoUaN4//33WbhwYaX7e3p68tprr7Fu3Tq2bNnC+PHj+eqrrxg5cmSFrU4FBQVkZWVpXtnZ2UCpFqzAMeA3kDwzJ46a96Wo2MDJnM1twO3uUxIJxwzbR2h0JEkiJiam1jPBBwUFcfToUXbu3MmcOXPYvHkz48eP1/lE7JgxYwgODiY+Pp7bt2+zfft2rQ/V3bt34+LiQocOHWqtvAMGDCAjI4MjR47ovYbStm7dyuTJk7WW7dy5k1GjRjFixAhiYmLIyMhg27ZtREVFkZycXGtlb+j03Wdj3GNTqjs1eQ8IxlEvPWpSHSksLJSuX78uXb9+XSosLDTacZVKpZSXl2fQS6VSSZIkSXK5XAKkFStWaB1r5MiRkrW1tZSVlVXlcixdulQCpC1btujdZvHixRLqSXG0XglbXpCkvW9KUnGBJEmS9PdP30kfrFghnTp1yvACZFxTH2PfQknKu13l8gumLS8vT4qKipLy8vKqtX92dra0ZcsW6YMPPpC2bNkiZWdnG7mEavn5+Zr/x8XFSYMGDZJee+01aejQodKIESMkZ2dnadiwYZIkSVJaWpoESPHx8XqPN2vWLOnVV1/VWqZSqaTVq1dL/v7+koODg/Tyyy9LYWFhUrdu3XQeY+fOnZK/v7/0zDPPSD4+PpKzs7P09ttva20zc+ZM6bXXXtN7DaV16tRJSk5O1iqPn5+ftGTJEr3X4ePjI/3666961zdGFd3n6txjSdK+z7rqjiF1oTRD6pohdacm7wFD6fsbkZCQoP6cSUio8Tkass8++0yysrKSXn75ZWnXrl3S6dOnpdOnT0u7du2SXn75ZcnGxkb6/PPPjXrOOguwasv+/ft1Bi26XtHR0ZIkSZKtra0ESNeuXdM61oYNGyRAOnDgQJXLcefOHUkul0tPP/203m3y8/OlzMxMzSsqKupegLVvoSTdDQBjY2Ol0NBQKTU1tWqFCP1WHWRd2lXl8gumTd8fz4KCAr2voqIiSZLUf+i/+OIL6YMPPtC8Vq9eLV2+fFmzbdkvPaWPUxVHjx6VBgwYIA0aNEgaOHCgFBoaqrV+4MCBUlpamiRJ6g+vNm3aSEOHDpW2bdsmxcXFlTte9+7dpbVr12otW758udSxY0cpISFBunLlimRubi4NHjxY2rNnj84yLV26VJLL5dLnn38uFRcXSwcOHJAUCoV07tw5zTYff/yxNHz48EqvITIyUho6dKjW8S9evCgB0uXLl/XeF1MIsPILlVJ+oVLzRVOSJKmoWL2ssFipc1tl6W2VKim/UCkVFFW+rSH03efq3mNJ0r7PuuqOIXWhNEPqmqF1p0RV3wOGEgFW5X788Uepe/fukpmZmSSTySSZTCaZmZlJ3bt3lzZv3mz089VrJvfbt2/zxx9/8OSTlWQtr0BgYCDr1q0zaNuSdPjNmjUjJiaGpk2baq0vaR68fft2lcthbW2Nq6srt27d0ruNpeW9yZwB7QHyZveajlu2bAmJpyHuNyjsDC0MnB3cux/cvgLJYdBquJifsBH47LPP9K5r2bIlXbp0Yfv27eW6Be/cucP27ds1P3t5eWkNKP7666/Jy8sD4LXXXjO4PL179+bAgQN615c8IQbqjMshISF89NFHvPvuu1y4cIE2bdqwatUqhg0bBqjfiw4ODpp98vLyeP/99/n7779p0aIFoH7MWqlUMmLECJ3njIiIYOrUqZrumgEDBhAQEMCFCxc0Tww5ODho3vcVXUO7du20BjWDepJZgObNm+u9blMwe5M6V97nU4JwsFL/bdgdmcaOsFQGBLgws28LzbZztp6nsFjio0cDcbNXP928L/omW04m06ulE88NvDdn2ys/R5NdoGTpQwE0d64gMXIZ+u6zse5x2boDhtWFEobWNUPrTomqvgcE43n88cd5/PHHKSoq4ubNm4D6yU9zc/NaOV+9fgLHx8fz1FNP1SjA8vDwYMaMGVXap2vXrsTExJCUlKTV1339unqAuJubW5XLkZ2dzc2bN6u1L4CUlYIsYgt0ely94Ow2OPUN9Puv4QGWi786bUNBFqRF3Xu6UGi0mjVrhoWFBQUFBfVdFJ08PDxYuXIlK1eu5NatWyxdupQJEyYQHx+Pi4sLzs7OWl9EDhw4gIODA3369NEsKywsZMmSJXrPERERwaeffqq1LCUlReu9mpWVhbOzc7WuoSSfUVJSEq1atarWMYSKVecel607YFhdKGFoXatJ3YHK3wOC8Zmbm9fa/IOl1WqAFR8fX+H6koCmrk2aNImtW7eydu1ali5dCqif8li3bh0uLi507dpVs21sbCyA5k2dn59PUVER9vb2WsdcsmQJkiQxcuTIapUp194PW2sXZKjfsIVWvti3HIGlWxWyw8sV4NkV4vZD0ikRYDUC8+bN07tOLpdjZmZG165dOXr0aLn1PXv2pHfv3kD5ecxmz55t1HIawsXFhXfeeYdPPvmEq1ev4uLiQqdOnbhw4YJmm6SkJE1rAsCvv/5Kamqq3qkw8vLyiImJwcPDQ7Ps77//RqFQ0KtXL82yqKgoOnXqVK1yBwQE4Ovry9atWw16SKa+fP2EuoXGwuze73p0ezdGBLkhL/O40+rJ7QAwL7Xt0LZNGBTgStkp7z5+rG25bY2tOve4bN0xtC6UMLSu1aTulKXrPSDUDWP0qJVVq08R+vr64ufnp/dVMhljXXvwwQcZOnQoy5cvZ/bs2ZonAA8fPszy5cu1uvGGDh3K0KFDNT+npKTg7e3N888/z+eff87nn3/OmDFj+Oijjxg5ciQPPvhgtcqklFmi8h0AQGRkJN+fzmW/20zoWMUcLs26ATK4HQt3KplqR2jwLCws9L5KEtZ269ZNq06Duru6Z8+emm3LNpGXPk5tuX37Nm+99RYXLlxAqVRy584dPvnkE1xcXDTTTo0bN479+/dr9mnRogXR0dFcvnyZq1ev8sYbb+Dg4EBiYqJmm3feeYdBgwYB6veSTCZj06ZNKJVKwsLCeO6551ixYoXWPdm/fz9jx46t1nXIZDJWr17NihUrWL16tWaKq0uXLvH0009z7dq1ah3X2CzN5Viay7WCaTOFepm5Qq5zW3npbeUyLM3lWJhVvq2xVecel607htSF0nXHkLoGNas7hrwHhLpR0qNmTLXaguXs7MySJUvK5ZEpceHChVpNAqePTCbjt99+46233mLbtm2sX7+eNm3asGnTJqZOnVrhvk5OTowdO5Z//vmHDRs2oFQqad26NcuWLeOVV17RJJmrqmK5BSq5OQqqmMm9LGtncGkNt2Lg+mlorXtcitB4WFlZMXr0aFJTUzXLmjZtWvFE4nXAwsKCpKQkRo8ezY0bN7CysqJLly78+eefmmSMo0ePZu7cuURGRtK+fXuGDh3KlClT6NmzJ+bm5qxZs4YTJ07Qp08fEhMTcXV1JT4+nr591TMaREREMG7cONLT03FycsLT05PFixczffp0TTkOHTqEg4MD/ftXf7L0sWPH8ueff/L+++9r8i55e3szbdq0OumKaAyqeo/L1h1D6kLpumNIXatp3THkPSAYR730qBl92Hwpw4YNk95//32968+cOSPJZLLaLIJJ0zzdseUFKfXwes3TH2FhYdIHH3ygfhqmik/mSJIkSann1E8THnhfkpRFxi20UC9qmqahIdu8ebM0ceJEg7dv3769dPPmTUmSJOnFF1+UFi1aVOH2w4cPl/7+++8alVEwTaXrjiF1oXTdMYQp1R3xFGHFZDKZJJfL9b5K1htTrbZg/ec//yE3N1fvem9vb4OfALzfFcstNFnkzczMUEjFDIv6L0TOgldj1YPXDdWk7b3B7jfOqzO9C0IDNWXKlCpNmXLu3DnN/yMiInjhhRcq3P6vv/6qdtkE01a67hhSF0rXHUOIutNw1EePWq0GWBMmTKhwvbOzs1bzbGNWLNMOsJQyM8yVd0BVCJlJ4F6FAEuugGbd4eo+SDwuAiyh0Tp79ixBQUH1XQzBBIi60Lh17dqV27dv065dO53ri4uLjT7LhUiUZCKUMkuUSvXUOCVjsPZ6PM/oSU+DfTXGcDTvrn6aMPMa5KSAnUfl+wjCfSYjI6O+iyCYCFEXGrf66FEzaoA1c+bMSreRy+U4ODjQpk0bxo4da/LJ+eqKtaOr5kmukgAr1awFODSr3gEtHdRdhWnnIekktBlvrKIKgiAIQoNSHz1qRg2w1q9fr3kEWFdTm0wm01o+Z84c3n77bd566y1jFqNB8mjhBzY2gDoXysCBA7Gzs1OvPPIZxB2CiRvVEzuXoVJJXEzNJdDDVjufUbNu6gArLQoCxoKsVrNyCIIgCIJwl1EDrNjYWObNm8fJkyd56aWX6Nu3L02bNiU1NZUjR47w+eef06NHDxYuXEhERATvv/8+ixcvxt/fn0mTJhmzKA1PqcDJ0dGRnj17QnYKHFkFexerV8T8DUEPabbLK1QSm3aH7w4nkHGnmLfHtqalW6kAzKUVKCzVg92zksDRq44uRhAEQRDqjyn0qBk1wNq2bRsnTpwgIiJCa56/gIAA+vfvz4wZM+jUqRP79+/ntddeY9SoUQQFBfHVV181+gBLpbAClUo7j1ZWEux9W/3/B96FtveSmF7PyOdCSi4/HEsCwM5SgVKlbh3MyitGJUk42ZiDawDcOKduyRIBliAIgtAImEKPmlH7jNauXcvEiRPLTaJcwsPDg8cee4xvv/0WUE/cOXbsWCIiIoxZjAZHkuBsZBTJyckAKJVKkpOTSSqwgTZjoM9c9atU99/n++I0wVXH5vYsHuePf1NbJEliw9FEvj2UoK48TTuod7geCsqiOr82QRAEQahrsbGxjB07Fnd3d5YtW8aBAwe4cOECBw4cYNmyZTRt2pTx48dz4sQJvvnmG5o1a8bixYvZtm2b0cpg1BasxMTEclNylGVlZaU11YC3tzf5+fnGLEaDIynUg9tL0jTk5eWxceNGZDIZr7zyY7l54gAUchkKuYylDwXgameumeoiK7+YiKRsVCqJhNv5eDdpC1ZOkJ8BKWfUTxcKgiAIwn3MFHrUjNqC1bx5c3777Te9AVN+fj6//fabVj/njRs3ajQT+f1BHUCVzoMF6mZNlUoFRXcgZDlsnwkqdSqHpRPa8O2T7WnqYKE1j5ijtTlP9WnBu+P98XaxVufEaqGe0JfE4+rmMkEQBEG4j5lCj5pRA6ynn36a2NhY+vXrx++//66ZkDM9PZ3ff/+dfv36ceXKFa3BZ4cOHSI4uJEnwrw77qpsHiy4Ox+hwhIOfwqR2yHz3nxKcplMZ+tW39bOeLlY31vQrCvIzSAnGbJrYb4lQRAEQTAhptCjZtQuwtdee43o6Gg2bdqkyTkhl8s1LTOSJPH444/zxhtvAJCamsqYMWMYOXKkMYvR8CjVkzqX3CeFQqFZVVRUpK4kfeeBlQNY2Bl82NwCJceu3CYtu5Apbu0gNQKunwIHkXtMEARBuH+V9KgtWbJE58T2ddGjZtQWLIVCwQ8//MDevXt58skn6dSpE76+vnTq1Inp06fzzz//sGnTJs2Tck2bNuXTTz9lxIgRxixGw6PSDrBkMpmmFau4WL2OwQug94tg68a5pGy++Pca+6JvVnhYpSSx6fh1/jp/kzy3zuqFqec05xMEY0tNTaVPnz4MHDiQfv36ERkZCcDJkycZPnw4gwcP5qOPPqrnUuqnr/xRUVEMGjSIQYMG0a1bN7p06VLPJW34dN3rhnyf9dUdaDj1/35iCj1qtTJVzpAhQxgyZEhtHPr+ZKaOrku6CAEsLS0pLi7W2VwZn57H6WuZWJrJGdpW/2EdrMzo7++Mm50FxQ7O9yaATo8Btwp2FIRqatKkCYcPH0YulxMSEsKKFStYu3Yt7777Lr/99hs2NuUT5ZoSXeXftGkTQUFBhISEAPDll1+KaVeMQN+9bqj3Wd/1FBQUNJj6fz8xhR41kdrbFJhZ4+DggL29vWZRyf+zs7PvbZd3C5IjaN/cnqk9m9GzpVOlh366nxfjOzXF3toCmnZUL0w5Y8TCC8I9CoVC00KdkZFBcHAwx48fx9ramkcffZThw4dz9uzZKh1z69atRp/lvsTw4cPZu3ev5mdd5S9ry5YtTJkyxeBz+Pr68ttvv9W4rPebyu51Ve8zlL/XplB3alr/heoxiR41qRYcPnxYeuaZZ6Ru3bpJAQEBUrdu3aRnnnlGOnToUG2crsFKSEiQACnh/xaXW3fmzBnp+PHjUnp6unrBzcuS9I6DJC31kCSVssrnKipWSruPhEvS3jcl6d9FklSUX7PCC3UqLy9PioqKkvLy8uq7KJU6f/681Lt3b6lFixbSiRMnpM2bN0tt27aVcnJypKioKKlv376abS9cuCCNHTtWcnV1lezt7aU2bdpIK1as0KxXKpWSn5+fdPbs2Vopa0hIiNSpU6cKy1/a1atXpV69epU7zqFDh6SRI0dKTk5OkqOjo9SxY0fpgw8+kAoKCiQfHx/p119/rZXyN3T67nV17rMkSVr32lTqTk3qf1Xo+xuh+ZxJSKjWcYXqM3oL1vz58xkwYABr164lNDSUy5cvExoaytq1axk4cCAvv/yysU/Z8OlInRAcHEzPnj1xcXFRL3D2UT9NaNME7qRX+RR/nb/Jtosybqoc1WOw0s7XtNSCoFNQUBBHjx5l586dzJkzB2dnZ/r27YutrS1t27YlMzNTs+2YMWMIDg4mPj6e27dvs337dlq2bKlZv3v3blxcXOjQoUOtlHXAgAFkZGRw5MgRveUvbevWrUyePFlr2c6dOxk1ahQjRowgJiaGjIwMtm3bRlTUveTBgm767rUx7rOp1J2a1H+hYTNqgLVhwwZWrVqFv78/P/74I9evX6e4uJjk5GQ2b95MQEAAq1at4ocffjDmaRu+vFuAuk9Y0penSm4Gr19je/9/+P2yitt3qpaVvXcrJzo2dyDTIUi9QHQTNgrX0vPILVBWvqGRFBQUaP7v5OSEjY0NPXv25OLFi6hUKlJSUjRP9Ny8eZPY2Fhmz56NjY0NCoWCdu3a8dhjj2mO8fvvv5cbz7lr1y4CAgKYNWsWvr6+uLi4sHjxYp3lUSqVODo6MnfuXK3lb7zxBpMnT0YmkzFkyBB+//13veUvbdu2bVpJCCVJYu7cubz++uvMmzePJk2aABAYGMj69evx8fEx+N6ZkoKCApKTk4mLiyM5OVnrvhjzHCXK3mtj3OeydaeyuqBLRXXN0LpTk/rfkM2aNQuZTMbYsWMN3kelUvG///2PTp06YW1tjaurK0OGDKlRbqojR44wa9YsunfvTps2bejevTuzZs3i8OHD1T6mwYzZHNazZ0/Jy8tLysjI0Lk+IyND8vLyknr27GnM0zZYJU238VvnSmfOnJHCw8OloqIiSZIkqbCwUEpJSZGSkpI02ytVKmnWD2el6d9HSEm3q9lVlHtT3U24d4Ek5d02wlUIdaG6XYQ7wpKl5zadk3aEJUs5+cW1VLp7jh49Kg0YMEAaNGiQNHDgQCk0NFSSJElau3at1K9fP6lnz57SgQMHJEmSJJVKJbVp00YaOnSotG3bNikuLq7c8bp37y6tXbtWa9nSpUsluVwuff7551JxcbF04MABSaFQSOfOndNZptDQUMnW1lZSqVSSJEnSlStXJEdHR+nq1auSJEnSxx9/LA0fPrzC8kuSJEVGRkpDhw7VOvbFixclQLp8+bLee9LQugjT09Ol8PDwci/NcAUj0Xevq3ufJUn7XuuqO5XVhbIqq2uG1p3q1v+qMKUuwlOnTklmZmaSlZWVNGbMGIP3mz59umRmZibNnDlT+vbbb6XPPvtMmj59uvT3339Xqxzz5s2T5HK5JJPJJJlMVu7/8+fPr9ZxDWXUAMvOzk6aN29ehdvMmzdPsrOzM+ZpGyxNxd+5XBNglYwliIuLkz744APp22+/1WxfUKSUdkakSl8fuCYVK1XVP/Hpb9RB1pV9Nb0EoY7o++OZX6iU8guVmg8MSVKPt8svVEqFxUppR1iyNP37CGn69xHScxvPST+fui5l5xXd21apkvILlVJBkVLncZWqGtQzAyQnJ0svv/yyFBQUJMnlcqlt27Zaf0xbt24t/fzzz1r7TJw4UZo2bZrWsrZt25bbrjRbW1vp2rVrkiRJ0mOPPSa9/vrrmnXffPON1L1792qV//DhwxJQYeBrKgFWcXGx3pdSqf795+fn6wyuSl537tzRbKvruLXFkPssSdr3WlfdkaSK60JZldW1mtQdSaq8/leFqQRYKpVK6t27tzRz5kzJx8fH4ABr27ZtEiDt2LHDKOVYv369JJPJpDZt2kibN2+WkpOTJZVKJaWkpEhbtmyRAgMDJblcLm3YsMEo59Olzp8i1JV5vNGTyzVPMpQ8Qmpnp04oWvopQovMK4y5vJBn099HIa/efSwsVpFk0079w/VQkFQ1KLhQ32ZvimT2pkiyS3UD7o5MY/amSDYe187an1ekYue5NF755QK/hqeQW6BkX/RNZm+K5PsjiVrbvvJzNLM3RZKcYfyuodI8PDxYuXIl58+fJy0tjVGjRjFhwgRu3VJ3mzs7O5OVlaW1T0RERLmny1JSUnBzc9N7Hn9/fy5evMjhw4c5cOAACxYs0KzLysqqdnLBkq6qpKSkau1fl86dO6f3FRcXB6C57/pcvHiR2NhYrWVRUVGa49SW6txnXXUHKq4LZVVW12pSd6Dy+t8Qbdy4kcjISJYuXVql/T755BN69OjBhAkTUKlU5Obm1qgc//vf/2jRogUnTpxgypQpeHh4IJPJaNq0KZMnT+b48eM0b96cr776qkbnqYhRA6x27dqxfft2cnJydK7Pzs5m+/bttGvXzpinbfhk5QOskjQNRUVF9/r2JRWc+wmid1ZrTsFilcS8bdG8e8IKldwS8m/D7avGuQahwcgvUvF/Z27w9u+XyCkwnaSzLi4uvPPOO+Tm5nL1qrpedurUiQsXLmi2ycvLIyYmBg8PD82yv//+G4VCQa9evfQe29/fn+joaF5++WXeffddHBwcNOuioqLo1KlTtcocEBCAr68vW7durdb+pqY2xloZQ3Xuc9m6U6KiulCaIXWtJnWnLF31v6HJzs7m9ddfZ8GCBVr3rTJZWVmcPHmS7t27s2DBAhwdHbGzs6Nly5b89NNP1SrL+fPneeSRR3B0dNS53tHRkUceeYTz52vvgS+jBlizZ88mMTGR3r17s337dm7eVGcav3nzJr/88gt9+vQhMTGR//znP8Y8bcNXkF0uwLKwsMDCwgJAE7CmKpqTN+gdePhbkKo+cNlMLsOviTV21tZklAx2v3665uUX6s3XT7Tn6yfaY295b3ql0e3d+PqJ9kzr1UznPtbmch7s5M574wN4sJMHXz/Rnpl9W2ht8/Fjbfn6ifZ4OlU8l1dN3L59m7feeosLFy6gVCq5c+cOn3zyCS4uLgQGBgIwbtw49u/fr9knMjISmUzGpk2bUCqVhIWF8dxzz7FixQrNvGPvvPMOgwYN0jqXv78/K1eu5M6dO8yaNUtr3f79+6s0ELc0mUzG6tWrWbFiBatXr9Zki7506RJPP/00165dq9Zxa0OHDh30vnx9fQEqnbvNzc2NVq1aaS0LCgrSHKe2VOc+l607JSqqC6XrjiF1rSZ1x5D6b0zZ2dlkZWVpXrURTL/33ntYW1szf/78Ku0XGxuLJEls3bqV77//ng8//JAff/wRNzc3Jk+ezJ49e4xeVqj9HjWjZnJ/6qmnCA8P54svvtAkdyubOXXOnDlMnz7dmKdt+IrzywVYoJ6IsrCwkMLCQgD+d+g6celDebmVLx3l1fvVvTDYB2tzObIsOzgdDmlRUFwAZrX3QSrUHkvz8t+RzBRyzBTlt7W2kDM8qAnDg9ywLRWQmenobtZ1XGOzsLAgKSmJ0aNHc+PGDaysrOjSpQt//vkntra2AIwePZq5c+cSGRlJ+/btiYiIYNy4caSnp+Pk5ISnpyeLFy/W+psSHx9P3759tc7l7+9PfHw8f/75p9Zcn4cOHcLBwYH+/ftX+zrGjh3Ln3/+yfvvv8+iRYsA9aSx06ZNw9PTs9rHNbbS162Pi4sLqampetc3adJE87eqKsc1hqre57J1p4S+ugDadaeyulbTumNI/TemoKAgrZ8XL17MO++8o3NblUql+dypjKWlJTKZjEuXLrFq1Sq2bNlSaaBeVkkjQnp6OsePH6dnz54AjB8/Hj8/P95///0qZ1gv6VFbsmSJZshNaXXSo1YbA7sOHjwozZw5U+rSpYvUunVrqUuXLtLTTz8tHTx4sDZO12BpBh/+sVS6dOmSFB4eLt2+fVuz/ttvv5U++OADzYDMN7dfkKZ/HyHF3sit+clVKkk6ulI92D3pdM2PJ9SqhvIUYW3YvHmzNHHiREmSJOnFF1+UFi1aVOH27du3l27evKm17JdffpHat29fbtvhw4dXe1Dx/aquniKsC6XrTgl9dUGStOtOZXXN1OpOZYPco6KipMzMTM0rP19/sun9+/dLgEGv6OhoSZIkaeTIkdLAgQO1jmPoIPdTp05JgOTn51du3VNPPSWZm5trnrA31Pfffy/JZDKpffv20i+//CKlpaVJkiRJaWlp0s8//yy1b99eksvl0vr166t03KqolbkI+/fvX6NvhI2OlYMmD0rJJM8A5ubmgHocFsCyh9tQmHMLxe1ouGEN7kE6D2cIlQQJFoH43DkMKeHQrGvNrkEwSV28Hcu1WDU0U6ZM0Qw0joiI4IUXXqhwe12Drc+ePUvXruXr+F9//WWcQt5HXFxcsLW15datWxQUFGBpaYmLi0uVWyVMQem6U0JfXQDtulNZXWtodcfe3l7veLOyAgMDWbdunUHbenp68u+//7Jnzx527NiheWACoLi4mLy8POLi4nBxcdF7/mbN1MMZmjZtWm6du7s7RUVF5Obm6h1PpYsp9KjVSoAlVJFcQfPmzcst7ty5M3l5efeyuQMWZzfBP4ugw2Pw8HfVPuWWU8mEX3Ti4+aoB7rnZ4CVU7WPJ5gmH1fr+i6CUZ09e7ZcV4chIiIiyo3LEvSztLQ0qe5NYzK0LlS3rt0PPDw8mDFjhsHbx8fHA/Dwww+XW5eUlISfnx+ffvop8+bN07l/s2bN8PDw0PmU6PXr17GystKaq9dQn3/+OY899hjr16/nzJkzZGVl4eDgQOfOnZk+fXqtNwTVKMCaOXNmtfaTyWSsXbu2Jqe+v+h5IrBjx47lFzr5gEMLsDTsm4g+AwNcOHU1gzRFM9yU1yElAnwH1uiYglDbMjIyqrWfmGxZKGFoXahuXWuMhgwZwq+//lpu+bPPPouPjw8LFy7UegiiJNVH6QcmJk2axKpVq/jnn38YNmwYoH5A7v/+7/8YMmRIubF/hqrPHjWZJFXjef+7qnvBMpkMpbLupu8wVYmJiXh5eZHw+3u0GLeowm2vZ+SzJzKNZk5WjGyvP99PVahUEvLk03DhV7B1h54vgchTZpLy8/O5evUqfn5+mqk2BEEQSuj7G6H5nElIoEWLFhUcwfh8fX1p3749O3fuLLcc0OpOTE1NpXPnzuTk5PDyyy/j6OjImjVrSEhI4NixYwQHB9dhyY2jRi1YDTVXh+lRcP36ddLS0nB3d9c0zWdnZ5OTk4OdnR3JmSoOxtymlZuN0QIsuVwG7u3h0h+QewOyr4ND+a7KhubOnTsUFhbi5OQEqOcg+/777wkMDKRHjx4NciyJIAjC/axp06YcPnyYV155hU8//ZSioiJ69+7Npk2bDAquTLFHrUYBVkOdyNTkOKgTskmSpNWyd/ToUSIiIujbty9+7brycOemOFgbedicuTV5jgFY345STwDdQAMsSZK4du0aERERxMTE0Lp1ax566CEAbty4we3btzl27BjR0dFMmDChwqzfgiAIQs2VbqEyZHnLli3ZsWNHtc61fv36au1nsgGWYCQyhc48WKWfImzmZMX4Tnebffe8Ced3wINfQusHanTqr/ZfoyDFlfnuQGoEtB4J8ob1xJlKpeK3337j8uXLmmU5OTmoVCrkcjlubm6MHz+ekJAQMjIy2LZtG1OnTq3RFBeCIAiC6TDFHjURYJkCmUwTYJUeElc2TYPGjfOQkwJ25R9praoWLlbsjG9Gvswaq8IcuHUZmrSp8XHr0pEjR7h8+TJmZmZ06NCBjh07aj3ua2ZmRmBgoGaqjRs3brBv3z4effTReiy1IAiCYCym2KNW55M9CzromCoH7gVYxcXFZNwpIregWB2APfAuBE+Bpu11Hq4qhga6surx9lg176RekBJe42PWpZycHE6ePAnAyJEjGTZsmM5cKqDOjP/ggw8ik8m4cuUKKSkpdVlUQRAEoRERAZYpKC6oMMAqLCzk64MJvLA5iuNXMqBZZ3hojVGe+LO1NMPaXAGendUL0qKgOL/Gx60roaGhKJVKmjdvTtu2bSvd3tnZWbPdiRMnart4giAIQiMlughNgYVtpS1Y+XL14Hd7q7u/MmUR5KSCshBcWta8DPbNUVk3QZ53U90F2UAyu/fs2RNzc3OaNWtm8MSdPXr0wMLCgi5dutRy6QRBEITGSgRYpsDCDnNzc2xtbbG2vpd5u2TanKKiIhY/4o9SJaEJIS78Ab88Bd594Kk/a1yErw8m4J7ejAmONxvU1DlWVlb06dOnSvu4u7szfPjwWiqRIAiCIDTSLsJBgwYhk8l0vkpajSoTHR3NyJEjsbOzw8XFhWnTppGWllbNEsmwtbXF399fKxGcm5sbvXv31swEr5DL1LmrAOw8QG5utMSgCrmMwzl3BwmWTJ1jwoqLi6lBjlwtIumtIAiCYGyNsgVr4cKFPPPMM1rLcnNzee655wxq2UhMTGTAgAE4OjqybNkycnJy+Pjjjzl37hwnT57EwsKiiiXSHSi4ubnpz9fk3QveugEy48TIYzq6MaajG9LlSGQZV01+6pwDBw5w/fp1HnjggWrPmZaRkcH+/ftRKBSMHz/eyCVsnFJTU5kwYQLm5uYolUrWrFlD+/btOXnyJG+99RZFRUWMHj2aV199tb6LahB91xMVFcXzzz8P3EsJEhYWVs+lbVh03Vu5XN5g76u+ugLw4osvEhYWhkqlYsWKFWJezEaiUQZYJfMclbZp0yYApk6dWun+y5YtIzc3l9DQULy9vQH1uJ5hw4axfv16nn322aoVKP92hatVKokfjidhZSZnQhcPLM3kRgusSng63s2x5dkZMq6quwl9Bpjk1Dl5eXlERESox6blV39Afn5+PpcvX0aSJAIDAwkICDBiKRunJk2acPjwYeRyOSEhIaxYsYK1a9fy7rvv8ttvv2FjY1PfRawSXdezadMmgoKCCAkJAeDLL78U89ZVg75721Dvq77riYmJITo6mqNHj5KQkMDUqVM5ePBgfRdXqAONsotQl82bN2Nra8uDDz5Y6bbbt29n7NixmuAK4IEHHiAgIICffvqpGmeXU1RURGRkJOfOndMsVSqV3Lp1i6SUG4RcvMWe8zep9XDHvT2S3Oze1Dkm6Pz58xQXF+Pu7q6Z06o6PDw86NmzJwB79+6lsLDQSCVsvBSKe0lzMzIyCA4O5vjx41hbW/Poo48yfPhwzp49W6Vj+vr6ak3Qu3XrViZOnGjMYmsMHz6cvXv3an7WdT1lbdmyhSlTplTpPGWvqTGq7N4a476aQl1p2rQp1tbW6nQ7GRliFolGRARYQFpaGv/88w8PPfQQtra2FW6blJTEjRs36NatW7l1PXr0IDy8GnmkbFyRyWQUFxejVCo1Y4uysrL47rvv+OmnbTzUqSmj2rthrigVYh3+BH6eDslnqn5OHSRJ4tdzGYTdaaZeYII5sXJycjh9+jQAwcHBBj85qE/v3r1xdHQkJydHpG0wkqioKPr06cOcOXMYOHAg169fJyoqip9//plVq1ZpuoBKHD58mFGjRuHs7IyTkxPBwcF8+OGHOgNelUrFggULWLSo4snRq2vhwoXlui/LXk9pcXFxKJVKWrbUfpK3Ktdk0nJSa/Xw+u6tMe6rqdQVe3t7fHx8aNOmDcOHD9fZPT5z5kxkMhnR0dG1UlahfogAC9i2bRvFxcUGdQ8mJycD6Bz34+npya1btygoKNC5b0FBAVlZWZpXdna2eoVMrvnmA/dSNZQ8RagqKuDBTu5M6u6pHVDE/gtRv0HaJUMus1IymYy4m3kczLo72D0lAlSmMwBckiS2b99OVlYWDg4OBAUF1fiY5ubmmvEQYWFhen93guGCgoI4evQoO3fuZM6cOTg7O9O3b19sbW1p27YtmZmZmm137tzJqFGjGDFiBDExMZqpjKKiojTvtdJ2796Ni4sLHTp0qJWyDxgwgIyMDI4cOaL3ekrbunUrkydP1lpW1WsyWdnX4dRXtdqSre/eGuO+mkpd+eeff0hPTycmJoawsDBeeOEFreNkZ2fz008/4eLiUumceGXnqxVMW4MPsFQqFfn5+Qa99D11tnnzZtzc3HSOzSorLy8PAEtLy3LrrKystLYpa/ny5Tg6Ompe9wKEe08xwr2n2kqeaJQkSSs/lobvABj9MbSbUGm5DTUu2J2BvXsimdtCUa566hwTkZycTGpqKubm5kyePFnn76A6AgICcHFxoaCgQKuL9r6Uca1WD186QHVycsLGxoaePXty8eJFVCoVKSkpmveJJEnMnTuX119/nXnz5tGkSRMAAgMDWb9+vc6pL37//XeGDBmiteyXX36ha9euvPvuu3h7e+Po6Mjy5ct1lk+pVOLo6MjcuXO1lr/xxhtMnjwZmUzGkCFD+P333/VeT2nbtm1j0qRJmp+rc00mSaWEqO2gKrr7r/E/1Cu6t8a4r7rqyq5duwgICGDWrFn4+vri4uLC4sWLdZbPWHVFpVLh4uKCXC7HwcGB3NxcreNt27YNW1tbPvjgAzZu3FhuajRfX1+WL19Or169sLGxISoqSmd5BdPT4AOsgwcPYm1tbdDr4sWL5fa/cuUKx44dY9KkSZoWo4qU5KnS1dJRMuC6dC6r0t58800yMzM1L80bpTgPmUyGQqGeZLlsgKVCRkZuPsWqMgHiwNeg+yxQGJZawhCt3W3p4uuCrGlH9QIT6iYsmcyzdevWODk5Ge24MpmMrl3Veb/u6z9e+RmwfmytpuAICwtj4MCBDB48mOnTp7Ny5UqcnZ2ZMWMGAwcO5KGHHmLlypUAxMTEcPXq1SqNszlz5gyBgYFay8LDw7lw4QL+/v5cuXKFHTt2sGjRIp3vUYVCwf79+/n+++81X7iuXr3KmjVrWLFiBaBuhThz5oze6ylx/vx5XF1d8fDw0CyrzjWZpLj9kHO3VSgnGeJCjH4KfffWWPdVV12JiIggNjaWjh07Ehsby2+//cbSpUuJjIwst7+x6sqwYcPIzs6mf//+DBo0qFyX5dq1a5k6dSqTJ08mNzeXP/74o1xZ1q9fz4YNG8jJyaFNm4Y1V2xj1uCfIgwMDGTdunUGbaurW2/z5s2AYU8Plj6Gribp5ORkXFxc9LasWFpaaq3LyspS/0epHj+gUCg047BKfpbL5eQoXPjv9li8Xax478E6etLNszMkHrs3dY6ZVd2ctwJ9+vShVatWmkDUmNq1a6eZFLpBKczVv06u0P69HVkFmfHqf/u/or2tTA7mpb4YlD6uRcXjEkvr3bs3Bw4cKLd85syZzJw5U2tZSd645s2bG3z827dv4+DgoLUsPDyc2bNn8/jjjwPqDz1JkvSOzyvJ4J+QkIC3tzevv/46zz33nOaBCQcHB27fvl3h9YC6zpQe5Fzda6p1kqRuiTJUto6AKm4/uLQGewNSohiYn0/fvTXWfdVVVyIiIpg6daqm+27AgAEEBARw4cIFTUqF0oxRVxQKBRs3btRZxqioKI4fP86aNWuws7NjwoQJrF27locfflhru//85z+awKo2/v4JtaPBB1geHh7MmDGj2vtv3ryZVq1a0atXL4O2b968OW5ubpqB1qWdPHmSTp06Vb0Qdz8ES944xcXF91aZmaFCvdzKXEeD481LcO0oODQH/8q7OA31d7wlXSVHXFWZJjN1jkwm0/pWa0wWFha1NlajVi1vpn+d/3B4/Gf1//Mz1A9FgPrfkv+X8OkHM3bd+3lVB7iTrv7/4kxqQ0k3T1JSEq1atTJoH2dn53tfTO46c+YMr732mubnc+fO4e/vX2E+On9/fy5evEh8fDwHDhzgu+++06zLysrC2dm5KpeiUZ1rqnWqIgh5p2bHkFQQ+rVh2w56BxRVzQVYMWPVlYiICD799FOtZSkpKRU+2VdbdQXUrVfBwcGaJw6nT5/OyJEjSUpK0gomSz+xLjQcDb6LsCbCw8OJjo7WfPPVJTY2ltjYWK1ljzzyCDt37iQhIUGzbN++fVy6dInHHnus6gUxV/fVW1tbY2trq/UNxd7enmYWuXwwthkvD/Mrt2v00V2w8yWksA1VP28FTsdnsT/z7pvaBLoJjZW13dBzlR0H0eAd/199l6CcgIAAfH192bp1q8H7dOrUiQsXLmh+vnHjBikpKVrzSoaGhtK5c+cKj+Pv7090dDQvv/wy7777rlZLR1RUVPW+KFG9axIqZ4y6kpeXR0xMjNaXtL///huFQlHhF+zaqitFRUVs3LiRS5cu4eHhgYeHB1OnTkWpVLJ+/XqtbUs/BCU0HA2+BasmfvzxR6Di7sGhQ4cC6seGSyxYsICff/6ZwYMH89JLL5GTk8NHH31Ehw4deOqpp6pekLvN6V5eXuVWPf3003p3y8kvZtd1Zwqs+uDj3JHc2/n8EZFKZ29Hevg5Iq9BCoMH2rpSkN0T0s6pp87Juw3W1f+mVhNKpZK1a9fSokULhgwZohkkXRsuX75MSEgIrVq1YvDgwbV2HqN5s4InvOR3A/X8jPIBlqUDPH8CrBzVP5dNXPtS7Q/2l8lkrF69milTpuDg4MDjjz+Oq6srly5d4oMPPuDtt98uN3h53LhxvPfee5qfw8PDadWqldaHXmhoqCa/GcA777xDSEiIJoElqD80V65cib29PbNmzdI6x/79+9mwoXpfWKpzTbVObq5uVTKESgmh30CujvQMdh7QZda9elXR+YzMGHUlMjISmUzGpk2b6NixIxERETz33HOsWLFCM3SjLuvK77//TlZWFmfOnNEaU/rVV1/x/fffs2DBghqnoRHqV6MNi1UqFVu3bqVLly5VHjTo5eXFgQMHaNWqFW+88QYffvgho0eP5p9//jHak22GKFZJNA0exl8dv8B5+Gs425gTei2Lrw/Ecym1grE5Bujh50T/ji3V4y6Q4Pop4xS6GuLi4sjIyODq1avVmIao6m7dusXZs2cbRsoGC1v9r5LxV8f/BwVluvkKsiBsw71tza31H7cWjR07lj///JNdu3bRqlUrnJycePTRRwkMDNQ5ZnL06NHcvHlTMyg5PDxcq/UKyrdgxcfH07dvX61t/P39iY+P5+OPP9ZqMT506BAODg7079+/zq6p1slk6i47Q17m1tDuMZCVCaJkCgh6TL2+smPUUlBQ07oSERHBuHHjSE9Px8nJicmTJ7N48WKtL7F1WVfWrl3LlClTCAwM1LRgeXh4MHfuXK5fv87+/furdVzBdMikuux7EbQkJibi5eVFwqEfadFPfzflmYQsLqbk0tbTlo4tHFCpJFbsiaWZoxWTenhiZSbXfNP5JTQFN3sLBga4GKeQqecgcgtY2EPf1yr/9loLdu7cSVRUFF26dOGBBx6o1XNJksS6deu4efMm/fr1o0+fPrV6PkPl5+dz9epV/Pz8qtaCl58Bn3UsH2ABWDrCvLNg5WSsYtaJLVu28Ntvv7Ft2zaDtu/QoQMhISG4urpqlm3fvp133nmnXFqOESNG8MorrxiUsuW+dmUvXP333s9+Q6Hl0PorTzWVrislOdlKt2qV1ZDrir6/EZrPmYQEWrRoUY8lbHwadRehybjbPZOenk5ycjIODg5agxqjk3P46/xNZDLo2MKBlKwCLqXe4Vp6Pk/2bq7VjPxoV+1B4DeyClDIZbjaVb3lp1ipIqrQi0C5DRaF2XAzGtzLP2lTm4qLi4mJiQGgbdu2tX4+mUxGr1692LlzJ2FhYfTs2bNhP7WTEQ+9/lPxeg+nOiuOMUyZMqVKj+vrym129uxZTWqO0v76668ale2+4TsY0qLVKRrsPMF3UH2XqFpK15WIiIhyST7LEnVFMCYRYJmCUt0wxcXFWk8RAgR62CED2jRVb+dkY87zg7zJzi9GLpfB1/3g9jWYfRCc7w2ElySJdUcSUShkvDJce8oJQ8TcuMMne+OZ4urHCNvzkHSyzgOshIQEioqKsLOzo1mzCp6YM6LAwEBCQkLIyckhJiam4aVuKM2jo/olaImIiNBk8Bd0kCsg6BE4/TUEPVovLdfGdvbs2WrN/iDqilBdIsAyBXdboMomGi3R2duBzt73BvHaWCjo4ed0b4P8TPWYmpw0rQDrZk4RF1JyUchlZOYV4WhdtcGnAU1t8XK2Ite1C1J+FLJbl9WP7tu4Vr6zkVy5cgUAPz+/OhvwKZfL6dChA8eOHSMiIqJhB1iCTo19omWD2DeD7s+DXdP6LolRZGRkVGs/UVeE6hIBlikoE2CVbcEq7WxiFoEedliYlXo+YeJGMLcFJ+1cKW72Fswa4EWQp12VgysAhVzGkofuJjYNbw23YtSD3VuPrPKxqqskwCo76Wtt69ixI8eOHePatWvk5ORgZ2dXp+cXBJNwnwRXglAfGu1ThCbl7jyD+lqwCopUKFUSKpXE90cS+ePsDQqLS81N6NkJmviDWfknGPu0csbJ5l5wVe1nGpr3UP97PRRU+gNAY1KpVLRp0wYPDw9N5uS64ujoSP/+/Zk4cWK5+ecEQRAEoTKiBcsUSBUHWB/8dYUraXeY1N2TjDvF/HshnfHB7lU+zfErtwm7lsXzg6uehyfJ3JemZvaYFWWrM7t7BFf5GFUll8sZMGAAAwYMqPVz6dK7d+96Oa8gCILQ8IkWLFNwdwBpyWTTkiShUt1roSooUgdcPi5WfPhIG2b198JcUepXlx4Loevh4m69p8jKL+abgwmcjMsk7uadKhXv+JUM3votloO5d6eoSDxepf0FQRAEobERLVimQKHuwisuLsbCwkI9/6BKpZke4Z3x/hQUqbA0l2OukOPuUKYr8NoR2PkStH4A2ozWeQoHKzMeaNsER2szmjpWLRlq++Z22FoquKAIYrDsLLLMa+oJYQ2Z+LWaiouLuXr1Kj4+PnWSXFSf27dvExYWho2NDU2aNKF169Yiu7IgCIJQKRFgmYDiYiXnz5/n8uXLtG7dmoCAAK315gq5dotVWW6B4D8CWnSv8DyP96xemgM7SzNWTQ5CIZfBuXZw45y6FavthGodzxDJycn8+uuvODg48Nxzz9XaeSqTlpZGaGgocrkclUqFt7c3Y8eOFYPeBUEQhAqJLkITEBkVRXR0dIUTDF++kcuPJ64TkZBVfqVXD3j8JxjwqsHnLFaqqjTgXSG/22rT4u6kqClnoCgPcnTMWWYESUlJAPUztUgpZmZmyGQyTZdtfHw8GzZs4Nq1a/VaLkEQBMG0iQDLBCiLlJVuE5mUwz9RNzlxNaPG57uZU8jS3bHsjU6v8r5F9t5Itk1BVQRx++HUV5BdwYTD1ZSYmAhA8+bNjX5sQ125coXt27eXC0Rzc3P56aefNCkkBEEQBKEsEWCZglJjeoqLizl//jy5udqTNbfxsOWBtq509nbUfxxJUr8qEZGQxdWbefx+JpWC0ukeKvHj8SRe2BJFnNXdzOAJx9SBVtR2UFUeJBpKkiRNC1Z9BljNmjXTO/7LwsKizjLLC4IgCA2PGINlAkqHRJIkUVRUpPUUIUBbTzvaelYw7mfjQ5BwEqb+Aj4VT1A8JNCVrPxiBvi7YGlmeIytUMgoLJY4nueLn0wB0t2gKicZ4kKMNhnsrVu3KCgowMzMDHf3qqejMBYrKyu6du3K0aNHy63r2rVr1SZdFgRBEBoVEWCZAIVCQUnqTplMVi5Ng0GKC6AoV/10XyVkMhkTOntUul1ZQwOb0LeVMy3MbsGpMuWLCwG3turpNWooPV3dddmkSZOaTbQsSZAZD9mp4OIHtm5VPkS3bt0IDQ2loKBAs8zS0pJu3bpVv1z3sdTUVCZMmIC5uTlKpZI1a9bQvn17XnzxRcLCwlCpVKxYsaLBzO2m73qioqJ4/vnnAcjJyUGlUhEWFlbPpW1YdN1buVzeoO+rqC9CaSLAMgEdWnuR69yWy5cva5aVHveTV6jkTqESZ1tz5PpSBIz9FORm4NiiyufPzCvCwcqs0vQDbvYW6q7AUzvQbndD3ZoVtV09d1kNJ4YtCbBcXY0w5+HGCXArFsZ/CZ2fqPLuVlZWjB49mri4OCIjI3F3d6dHjx6i9UqPJk2acPjwYeRyOSEhIaxYsYLFixcTHR3N0aNHSUhIYOrUqRw8eLC+i2oQXdezadMmgoKCCAkJAeDLL7+s9jx3jZm+e9uQ76uoL0JpYgyWCTALeZ92qb8y6oGBWFqqc1SVbsE6m5jNf3++wId7KhhU7RYIrq3BrGof/D+dTua/P13g/PUcw3ZIi1J3CeqSk6xeX0MBAQGMGDGC9u3bV23HjGtwaOW9n2UyaP+Ieo5Ga+d7y2/FwvH/GTReDcDf359hw4bx0ksvMXXqVPz9/atWrkZEoVBo8rdlZGQQHBxM06ZNsba2pri4mIyMDNzcqtaS6OvrqzXh7tatW5k4caIxi60xfPhw9u7dq/lZ1/WUtWXLFqZMmVKl85S9psaosntrjPtam3UF6q6+CA2TCLBMgaoQDn2Exde9sTBTtyKVbsHKzi9GIbvbgmRkRUqJYpVEuK70D7q4BZFlpucD0s4T3IJqXCZXV1eCg4Px8anClD53bsGa/vDve3D1wL3lgxfCS+cgcIz6Z0mCnfPhrzfg0MdVKlfJH06hYlFRUfTp04c5c+YwcOBA7O3t8fHxoU2bNgwfPpxXX9VOJ3L48GFGjRqFs7MzTk5OBAcH8+GHH1JYWFju2CqVigULFrBo0aJaKfvChQvLla/s9ZQWFxeHUqksNxl5Va6pMdN3b41xX2u7roDx6svMmTORyWRER0fXWlmFuic+MUxBSTCVfR353XkJS7dgPRDUhG+e7MCUHhWMb1IWwpnN8NfCKk3GPK6jO68M9+MJQ5OQyhXsKu5PsaSj6gQ9WuPuwWqzcYFuM8G7d+VjrVo/oM5C33Z8lU8jSRKxsbHcunWrmgW9/wUFBXH06FF27tzJnDlz+Oeff0hPTycmJoawsDBeeOEFzbY7d+5k1KhRjBgxgpiYGDIyMti2bRtRUVEkJ5dvKd29ezcuLi506NChVso+YMAAMjIyOHLkiN7rKW3r1q1MnjxZa1lVr6kx03dvjXFfa7uugHHqS3Z2Nj/99BMuLi6sXbu2wvNJklRurlrBdIkAyyTca62yMJNjZWVVbnC3Qi7DxqKC4EVuBrtfgeNfqOcmNJCDtRntm9tXafqXHh2DSHXupWON4YlL9cnNzSUiIqJ6H0SDF8L0XeBeQSuaTAZ95sILJ8GtTZVPsW/fPrZv386JEyeqXr56cCu3mIjEO3pft3IND8YNUfphACcnJ2xsbFCpVLi4uCCXy3FwcNCkIJEkiblz5/L6668zb948mjRpAkBgYCDr16/X2YL5+++/M2TIEM3PSqUSR0dH5s6dq7XdG2+8Ue6DrMQvv/xC165deffdd/H29sbR0ZHly5cD6gdAhgwZwu+//673ekrbtm0bkyZN0vxcnWtqrCq6t8a4r2XrCsCuXbsICAhg1qxZ+Pr64uLiwuLFi/WWsaK6AjWvLyXLbG1t+eCDD9i4cWO5hNO+vr4sX76cXr16YWNjQ1RUzYdhCHVDBFimoFR3YDNXOwIDA3FxcanaMWRy6DQVej4PZlWba7BEsUriZk7lXRit3Gxo3nmUuksQ7o37igup1nlLu379On/99Rd//fVX5RvHH1cHlcq7ZVaYG96CZulw7/83ouHsNoN2CwwMBCA6Opo7d6o2aXZ9sLOUE52Sz9mkvHKv6JR87CyN+ycgLCyMgQMHMnjwYKZPn87KlSsZNmwY2dnZ9O/fn0GDBmm6bGJiYrh69WqVxqOcOXNG8zsA9ZiX/fv38/3332u61a9evcqaNWtYsWKFzmOEh4dz4cIF/P39uXLlCjt27GDRokWaD8egoCDOnDmj93pKnD9/HldXVzw87j2RW51raqz03Vtj3deydQUgIiKC2NhYOnbsSGxsLL/99htLly4lMjJS5zEqqytQs/oCsHbtWqZOncrkyZPJzc3ljz/+KFeO9evXs2HDBnJycmjTpupfDIX6IZ4iNAl3AyyH5mBuU27t1lPXKShSMbajO652FYzDGv1RtUtwJe0OX4Zcw85CwTvj/Stv0ZIrIOgROP01BE6AyC1w4zzk3gDb6ueuKp2ioUJFefDLDHVaChtXGPRm9U6YdR02jIG8DHW3obMPhK6Hrk+pB8eX0bx5c5o2bUpqaioRERH07t27euetIUmSMCRHrEwmI8DdkvPJ+eXWBbhbIpPJKFJW3vJoJsegVs7evXtz4MCBcss3btxYbllaWhpQtWSyt2/fxsHBQWtZly5dAEhISMDb25vXX3+d5557Dl9fX53HCA8PZ/bs2Tz++OOA+gNSkiTN9Tk4OHD79u0KrwegXbt2WgOcq3tNdSW3QH9rpUIuw8pcYdC2chlYW5jp3NbW0vCPFH331lj3VVddiYiIYOrUqZquuwEDBhAQEMCFCxd0PlRTWV2BmtWXqKgojh8/zpo1a7Czs2PChAmsXbuWhx9+WGu7//znP5rAqkapa4Q6JQIsU5CfAyNeg37zdQZYRy7fJjtfydC2lQQdNeBub0FOvpIipcTNnKJKB9Rn5RVzMsECucMkhjQNgtQI9ROEcQeg3WPVLsfNmzcBA1I0mFvDuNVw5FN1l1912Xuqx2TdjIGLuyF0HRTnw/GvoPcc6P+y1u9EJpPRtWtXdu/eTXh4OD169KiXP3jFKth6umbjwM4n5+sMvHSZ3M0FcyNfZkkQnZSURKtWrQzax9nZmays8g9k+Pv7c/HiReLj4zlw4ADfffed3mOcOXOG1157TfPzuXPn8Pf312Ttz8rKwtnZWd/uFarONdUVu//qb6Ud3a4Zu/4zWPOz+5u/cKdQ91ifga3dCZk3TPOz7+LfuJmjbtGRvphqpNJqM1ZdiYiI4NNPP9ValpKSovfJ1srqCtSsvqxdu5bg4GDN04bTp09n5MiRJCUlaQWT3t7lv+wJpk90EZqCaf+nHj9kbsPNmzeJjo7m+vV78/uN7ejOQ52a4mBtQDwsSZCfUeUi2FmZ8cpwPz5+NNCgpxUz84rYdOI6P0WpUKok8B2kXpEaAXnV/+AvCbAqbcEC8B+mHnNlYVvt8yGTwQPvqVvCTvxPHVyB+t9DH8HqrpB3W2uXwMBAbG1tycnJ4dKlS9U/dyMXEBCAr68vW7duNXifTp06ceHChXLL/f39iY6O5uWXX+bdd98t13JR4saNG6SkpGhavQBCQ0Pp3Lmz5ueoqCg6depk+IWUUp1rEipnjLqSl5dHTEyMVhfd33//jUKhoFev8mNKDakrUP36UlRUxMaNG7l06RIeHh54eHgwdepUlEol69ev19pWPMHcMIkWLFPgeO+bikqloqCgQGug44h2BuYNSjkLa4eBTROYf77KxfBvanig0tzJii7eDvi4WlOslFA4tADXAEi/BDG7oWPVk3qqVCrN03l6W7BSzoKTD1jdnZOxCoPz9ZKU+jPgZ1+HojtaebTMzMwIDg7m6NGjhIaG0rZt25qXoYrM5OpWJUMVFqv441wmRUoJc4WMcR0csajCNElV2NRgMpmM1atXM2XKFBwcHHj88cdxdXXl0qVLfPDBB7z99tvlBi+PGzeO9957r9yx/P39WblyJfb29syaNUtr3TvvvENISAghISGEh4fTqlUrrQAsNDSUnj17an7ev38/GzZsqLNrqis5KyfpXaeQa7+Pbix/VO+2ZTYl7t2HalIsgxijrkRGRiKTydi0aRMdO3YkIiKC5557jhUrVmjyD1a1rkD168vvv/9OVlYWZ86cwcnJSbP8q6++4vvvv2fBggVVevhIMD0iLDYxJW8oycAkmFps3dUtLzkpVUrVoEv8rbwKyyCXy5g71JcHOzXF0vxuNWo9Uj3YPi0Kbl6s8jmzsrIoLi5GoVBo/cHRyLsNPz4GX/eH9Mvl19ehTp06IZfLKSgoIC8vr87PL5PJMFcY/rK1VNDWQ/0wQlsPK2wtFVXav7b+0I8dO5Y///yTXbt20apVK5ycnHj00UcJDAzE09Oz3PajR4/m5s2b5QYl+/v7Ex8fz8cff1yuyzY+Pp6+ffsC6jE1pVskQLtV4tChQzg4ONC/f/86u6a6YmtppvdlVab/t6JtS4+/KrttbappXYmIiGDcuHGkp6fj5OTE5MmTWbx4MU8//bRmn6rUFahZfVm7di1TpkwhMDBQ04Ll4eHB3LlzuX79Ovv376/yMQXTIpOq9UkuGENiYiJeXl4kJCTQooV6ipv09HQSEhJwcHCgZcuWSJJEVn4xZnfTNFT4QSep1NnMHZqDonpJSSVJYtW+OM4kZPPaiJYENatggmldYnZD/GH1nITdX6hSC9PFixf5v//7P9zd3ZkxY0b5DVLOwdbHwcwCZh/SOV6tWrKS4NMKUjvMj1Lf0zIyMjJwdHSsk2+Z+fn5XL16FT8/v2pP01NYrGLnuUzGVrH1ytRs2bKF3377jW3b7o0p2r59O++88w7nzp0rt32HDh0ICQkxaOqlESNG8MorrzBs2LBKtxVMX+m6MmfOHJydnXW2gJaoSl0B06ov+v5G6PqcEeqG6CI0MSUf1iWJRotVEi9tVWf3/d/UdlhXlAtLJgdnvxqf39XOAoUMrt3KqzTAKixWEZt2BwcrM5o7W4HPQEg6qe5auxldpczufn5+TJ48WX8iPY8O8PwxyEo2XnAF6mPZN1OXuSw9T3YCulvZTJiFmZzhQQ4NOrgCmDJlSrnH9c+ePUvXrl11bq8r6NLHoPQgQoNRuq5ERERoJbnVpSp1BUR9ESrWsP/S3odKBjOWNCwWq+41MJYdJ1Fbxge7s+KRQEa1r3zs10+nk/lgzxX+vahOr4CFLbS4m7rgyj6D5/sDsLCwwNvbGz+/CoJECztoYuS5AK2d4cXT0P/Vezm9zKxhwGvq5dYVPyGkUqnKJQc0VXaW9+cj3hEREdUemC40DmfPniUoqOZTeQmGmTVrFjKZjLFjxxq8z08//USvXr1wcnLC1dWVgQMHsmvXrlosZe0SLVgmoHQvbUmAVdKCZW2uYN2MDiglUBgSX109CFf2Q4vu0GZ0tcrjaG1u8LZtPOw4fS0T69JjOHz6Q+Kxe5M/u7erVjk0zv6kngqn1VDjDGrXxcIWhrwFXZ68mwdrhjqFw7HV0GEiOOpuWj906BCnT5+mf//+dOvWrXbKJlSqsU+cLFQuIyOjvovQaJw+fZr169dXaTjD6tWrmTt3LmPGjGHFihXk5+ezfv16xo4dy/bt28vlBmsIRAuWiVEoFFhYWGBufi/IkclkmMkNHGh89SAc/gQu7zNKeTLzikjJLNC7vqu3A59ObMujXUtlJza3Aa8+d8uzTz02rBIZGRn8+++/5dMe5N2GP1+FHx+BmL+rcwlV4+QNQ99W/7tzHux7F3a9rLclzszMjKKiIpKSkmq/bIIgCCauZFqjJ598kqZNmxq83+rVq+nevTt//PEHzz33HPPmzePgwYPY2dlV+6ne+iYCLBNQOnCytbUlKCio3GzrBvPuBT2eg5YDK9+2EievZvDqzxfYdFx/8CDXF/h59wOFpfqJxhuVp4xIS0vj9OnTHD9+XHuFTA6dngDPTuqEoHWpzxz12KwO+hOnliQDTEpKqt6Tn4IgCPeRjRs3EhkZydKlS6u0X1ZWFu7u7uWy5NvZ2WFtbW3sYtYJ0UVo4jLzitgZcQNrCwUPd/GofIfWDxgtEPFrYoNSJZFfrKKgSHUvHYMeRUoV5oq725jbgHdfuPovxOwCl9bq7Ot6lEw1UW7guJUjjFiqTjth6DyDxuIWCC9FVPhEpqenJ3K5nJycHDIzMxvcwHdBEARjyc7O5vXXX2fBggXl5lyszKBBg/jll19YvXo148aNIz8/n9WrV5OZmclLL71USyWuXSLAMnHZ+Ur+iU7H3srAAMuI3OwtWDzeHy9nqwq7JxNu5fHNoQQkCd5/KODeCp+BkHoW7txUp28IekTvMTIzM4EKnsyT11NVLR1cSVK5MWDm5uZ4enqSlJREXFycGGgtCIJJys7O1po6yNLSUpNg1Vjee+89rK2tmT9/fpX3/fzzz7l58yZz585l7lz19GdNmjRh37599Tbna02JLkITULprqaioiIsXL3LxojpRp52lgrEd3RlWlXkIqzldji7eLtaVjv1ysjEn4VY+ibfzyckvleBUYQ5tHwFkkByqzvKuR8kAVE2AVZANe96EW1dqdgHGknBSneA04US5VSVPPV69erWuSyUIgmCQoKAgHB0dNa/ly5fr3ValUpGfn2/Qq+Tz69KlS6xatYqPPvqoWoGbjY0Nbdq0Yfr06fz88898//33eHp68vDDD3P5cv0mlq4u0YJlgkoyg0uShJONufYA8kp3vgUf+6u71N66qQ5yjKBYJXHiSga9WjqVSxdhb2XG/Ad88W1ijZ1VmSrl5AMteqmfKoz+FXq9dC8VQinlugjDfoATX0HsPnj+RO09PWiosA2Qeg7+XQLTd2qt8vPz4/Dhw1y7dg2lUilmuxcEweRERUVpTSBdURB08OBBBg8erHd9adHR0QQGBvLSSy/Rp08fHnlEf09FRR577DHMzMz4448/NMsefPBB/P39WbhwoVZi4YZCBFgmpvSknpIkVT1LuJXTvaf27qSDfc27FSVJ4oM/Y4m5cYcipYpBbcpnOQ720j25LgCtR8DNC5B/Gy7tVLdqlboulUqlabrWBFgtukHrYRA4tv6DK4Bh76nHkA16s9wqDw8PWrduTfPmzUWAJQiCSbK3t9c7CXpZgYGBrFu3zqBtPT09+ffff9mzZw87duwgLi5Os664uJi8vDzi4uJwcXHRe/4rV66wZ88evvnmG63lLi4u9OvXjyNHjhhUFlMjAiwTUzrAUqlUqJBRrFRhppBjZkiiUZlcPbWLtQuYGad/XSaT0d3XiZTMAsPKUJbCQj3+KmwtJIeBow80765ZnZ2djUqlQqFQYGd3N3O8V0+Y+kuVEpXWKhtXGP2xzlUymaxB5mgRBEHQxcPDQ/d0ZXrEx8cD6Pw7mJSUhJ+fH59++inz5s3TuX9qaiqAzlk8ioqKKC6u2dy69UUEWCamdIuVJElEJWXz6d44/JpYs3icgRnM7Y0/oeyQQBf6+ztXOFXPkcu3iUrOYVI3Txysy1Qt55bQajjE/gUXf1eX0UGdvNPBwYHnnnuO7OxsrQATMI3WK13SL4Nr6/ouhSAIQr0bMmQIv/76a7nlzz77LD4+PixcuJAOHTpolsfGxgLQqlUrAFq3bo1cLmfbtm3Mnj1b8zmYmJjIoUOH6NevXx1chfE1ygBr0KBBHDhwQOe6ksSRFZkxY4bOxGdt2rThwoULNS5fx44dkcnU+aWKVXeAupsmRx8zhRyzSnq+9kSmkXA7n+AW9vTwcyq/gc8AyIxXz1F4bjP0eBHMbZDJZDg4OKibj2/FQux+6DgJLO1r5VpqRJLgrwVw4n8weQu0GaVZdefOHeLi4vD19cXGxohzJQqCIJgwb29vvL29yy2fN28eTZs25aGHHtJaPnToUABNd6KbmxszZ87ku+++Y+jQoTz88MNkZ2fz1VdfkZeXx5tvlh+a0RA0ygBr4cKFPPPMM1rLcnNzee655xg+fLhBx7C0tOS7777TWubo6GiU8pVuxens5cDX09pXLYllzD9w7Qj49VdPL2NksWl3iLqew7hgd63lgwNduZVbSFMHPV2TMhm0ewxOfgl56XD+Jwh+Ut2tWeLkd+rB7XEH4bEfjF72GpPJ7j44IEH8Ma0A6+effyY1NZUxY8bQrl0NpwdqoFJTU5kwYQLm5uYolUrWrFlD+/btefHFFwkLC0OlUrFixQoGDRpU30WtEn3XFRUVxfPPPw9ATk4OKpWKsLCwei7t/U3X70Iul4vfQwP3v//9j+DgYNauXasJqLp3784PP/zAgAED6rl01dMoA6xhw4aVW7Zp0yYApk6datAxzMzMeOKJJ4xaLl3kchmWVW29iv1XHaQgGT3AuplTyPu7LiNJ0NbTltbutpp1QwLLD34vx8wKOjwOp9eo0zbE/sP5ghakp6fTunVrmrkHqrveOk0zarmNauDr4D8MfPtrLfbz8yM1NZUrV6402gCrSZMmHD58GLlcTkhICCtWrGDx4sVER0dz9OhREhISmDp1KgcPHqzvolaJruvatGkTQUFBhISEAPDll1+K+e7qgL7fhfg9mJ7SA94rW25mZsaLL77Iiy++WLuFqkMiD9ZdmzdvxtbWlgcffNDgfZRKpVbiNpPh2w96/ge8jZ+crYmdBf1bO9OvtTOudvoznFfI3hMC797naweQxYVw/Phx9UDHLtPhhdPQ2vgtb0ZjYVsuuIJ7+bDi4uI0k3U3NgqFQtMCm5GRQXBwME2bNsXa2pri4mIyMjJwc3Mzyrm2bt3KxIkTjXKssoYPH87evXs1P+u6rrK2bNnClClTDD6Hr6+vmKTaQKV/15X9Lqr6ewDt30XZ370gVJcIsFDPg/fPP//w0EMPYWtrW/kOqMfbODg44OjoiIuLCy+88AI5OTnVOn9F3X8xqbn8EprMiSsZhh8wcAyMXAEBI6tVnsrM6NuCZ/p74WxTPsdWsUoiOTMflaqSLk3PLtBaXb4gqyR6eeTfe4JQJtPuNjRlBdlw/CuQJJo1a4aFhQV5eXmap2Iao6ioKPr06cOcOXMYOHAg9vb2+Pj40KZNG4YPH86rr75abp+ZM2cik8mIjo426BwqlYoFCxawaNEiYxcfUA8jKFvOstdVWlxcHEqlUmsO0cOHDzNq1CicnZ1xcnIiODiYDz/8kMLCwlopc0OUlpaGra0tp06d0iy7cOECrq6uml4FXb9rfb8LXb8HqNrvQtfvXhCqo4F8itWubdu2UVxcbHD3oKenJ6+99hrr1q1jy5YtjB8/nq+++oqRI0dW+DhpQUEBWVlZmld2dnal57p6M4+dZ9MIi880+Hpqm7zMk30lAaIkSczZfJ43d1wiLceADxGfAdBqBAADmufTLG3fvRxeDYGqGL4dDH+9CZf+RKFQ4OvrC9BgMw8bQ1BQEEePHmXnzp3MmTOHf/75h/T0dGJiYggLC+OFF17Q2j47O5uffvoJFxcX1v5/e3ceF2W5P/7/NTPsOygKouAG4opbamZulVtaWmaanexkptXRTp5THSuzrNTW87M8Zb/CJc20T6mnXI5LuZZbIKiASIgLCCIgsi8zc3//uGNwZJGBGRZ9Px+PeQj3XPd9X/d9I/PmWt5XeHi1x1YUBYPBwLZt2/Dx8TGbmWRNgwcPJjs72yz/zo3Xdb3169czefJk0/dbtmxh9OjRjBw5koSEBLKzs9mwYQOxsbGkpqbapM7WcPHiRSIjI6t8JScnW/V8vr6+PPPMM6aFgdPT0xkzZgxz5841DcGo7FlX9SxufA5g+bOo7NkLUStKE2cwGJTCwsIavYxGY6XHuPPOOxVfX1+ltLS01vV49913FUD59ttvqyyzYMECBajwOn/+fJX7xKXmKmsPpygHzmRaViGjQVEKr1q2jwXOZRQoV3KLla8PJSv/93uqafvrm+OVGV+fUOJSc2t0HIPBoOxb/Zai7J6nvv7vL7aqsm3sWqAoy/oqSsIuRVEU5eTJk8p7772nrFy50qqnKSwsVGJjY5XCwkKrHbO4uFi5evWq1Y6nKIpSVFRk+vrcuXPK0KFDle3btyvPPvusoiiKkpeXp3Tq1Mlsny+//FJp0aKF6d+SkhKz94OCgpRFixYp/fv3V5ycnJQTJ04oM2bMUF566SVTGb1er3h4eCizZ8822/eVV15RHn300Qr13LJlixIcHKw8/fTTSlBQkOLt7a288cYbZmWeeuop5eWXX67yuq7Xs2dPJTVV/X9gNBqVdu3aKW+//Xa19yooKEjZtGlTtWXqU1FRkdKyZctKf0eVvfz8/MzuhTUkJycrTk5OypEjR5T+/fsrM2bMMHv/xmdd3bO4/jkoSu2fxfXPvqmo6nfExYsXFUC5ePFiA9Xs9tXkW7D279+Ps7NzjV5l6/td7+zZsxw6dIhHH30UO7vaj/l/8cUX0Wq11fbdz5s3j2vXrplesbGxNz1uqJ8bU/u3YlCwT80rc+0ivOMLH3WyWaLOyAvXeHVTPD/HZbLtRDpZ+WqL1Suj2rP88W6E+rnV6Dj5+fkcTnMiMTlL3eDdGs43oQHQQ16BZw9Dx3sBTF0T6enp5OfnN2TNqlRSUkJMTAzbt28nJSXFqseOjIxkyJAhDBs2jGnTpvHRRx9x3333kZuby913383QoUMrdOuFh4czdepUJk+eTH5+vtlSGWVWrVrF6tWrycvLo1OnTkRFRREaGmp6X6fTsWfPHlasWGFqUU1KSmL58uUsWbKkwvGio6NJTEykR48eJCYmsnnzZt59911OnTplKtOlSxeioqKqvK4yMTExNGvWDD8/ddWEhIQEkpKSLB4H1NAcHBwIDAysmIvuT1qtljZt2uDgUMuxl1UICAjgiSeeYNiwYfj4+PD555+bvX/js67qWdz4HKD2z+L6Zy9EbTX5WYSWpvS/0bp164Cazx6sirOzM82aNSMrK6vKMjeuXl42QN7i5XBuWhkftfvKqIeSPJvlkyrRqx9k9nZa9p3JYkQXX9wcLfuRKusm3VXYkw5B7eH8Xvjjf2AohbZDQdvIl52xdzb71sXFhQkTJuDv71/j8Xx1YUmG45KSEhITEzl79qwp15uiKOj1ejQajdkSP9cf15I/PO68885Kc8ytWbOm0vKxsbEcPnyY5cuX4+bmxoQJEwgPD6+QEfrZZ5+lU6dOgBpMXb16tcKyG7179wbUbq7AwEBeeeUVZs2aZeq2vV50dDRTp041dS8NHjyYkJAQTp8+Tbdu3QA1AW7ZGplVXRdA165dzf6wunLlCoDZum8NSVEUCgoKalT2tddeq5CzqIzRaOS111676bFcXFxq9TutoKCARYsWVVhq6sZnXdWzuPE5QO2fxfXPXojaavIBlqUp/W+0bt06OnTowIABA+pUj9zcXDIyMmo1Q6q6X0ZGo6KO+bbkF5aDK7wYB67N1WVqbKxYb+S/UensjM1gRJfmjOjii6tjzQKjsokBrq6u0HEEaLWQ9Ask/QxXYiHsL+r6io2dosCZ7eDSnODgfvV22rrOQsvNzWXz5s00b97cLDfVtm3bTAOAJ06cWKdzVCc8PJywsDDTTLBp06YxatQoUlJSzD4Ub0xi6O3tXekM3uDgYOLj47lw4QL79u2rkKuuTHR0NP/+97/NtqWlpZn9/83JycHb29via2revDmgLhFSlqm6IRUUFJRPIKmjqoKv6+Xl5Vn0x8X777/Prl27GDduHMuWLavwzKp61jVR22dR22cvxPWafBdhXRw/fpy4uDgee+yxKsskJiaa0voDFBUVVTo4/e2330ZRFEaNsu7MvQ2/p/LXVSf5PsLCgbEereoluLpeYYkaaP3j/+J4e8sf5BdXXFfqRu3bt+eZJ6dy//33qxva3aMuBm3vAnmpcOwztcuzsfv137B+Cux+o/Gsn9jIlZaWsmbNGs6cOYOfnx9+fn5MnToVg8HAqlWrzMre2G3Vs2fPSldNCA4OJi4ujrlz5/LWW29VurhsYWEhCQkJZl1JO3fuRKfTmf2hFRsbS8+ePS2+rpCQENq2bcv69est3vd2s379ej744AO2b9/Oe++9xzfffMPFi+b/36t61jVR22dR22cvxPWafAtWXXzzzTdA9d2DN6b0T0tLo1evXkyZMsU0LmDHjh1s27aNUaNGWZRHq4xSzQey/s90BzfO3GuMNIC7kw47rZbEKwVcyCqks3/1fznbKaV4rbgT/LrDpK/VRZVb9VHXLjyxBvLSIPJL6DIRWvaonwupjR6T4dAyaDMAjHpiTp/h1KlT9O3b16atGDVpUSjrGkxMTKzQpeju7s748eMrtJCOGTPGmtWs1I8//khOTg5RUVF4eXmZtn/22WesWLGCV199tcqW23HjxrFw4cIK24ODg/noo49wd3dnxowZpu1vvvkme/fuZe/evZw6dQqNRsPatWvp0aMH0dHRzJo1iyVLlph14e/Zs6fSJbFuRqPR8OmnnzJlyhQ8PDx47LHHaNasGWfOnOG9997jjTfeICgoyOLj1paLi4tFKWQURWHIkCFER0djMBjQ6XSEhYWxb9++GrWk13SZqP379zNr1iy2bNli6v4dO3YsH3zwAZ988ompXFXPuiZq+yxq++yFuN5t24JlNBpZv349vXv3Nv3nrgkvLy/Gjh3Lrl27mDdvHi+//DLnz59n0aJF/Pjjj1UOEK1OdQHWpD7+fDK5C6O7Wdj1eHor7F4A5w5aXB9LOTtoGdm1Oa4OWlwd7bi3czOmD2pNK68qlsy53sXDUHwNrp5Tx46ZDuoNfWZCs07qWLJT6+GPHY03jYNHK7Vb9t43QWdPamoq58+f58yZMzY9rZ2d3U1fLi4udO/enTFjxtC5c2fs7cvzl2k0Guzs7CqMe7l+f1sJDw83/aFS1oLl5+fHnDlzuHTpEnv27Kly3zFjxpCRkWE2KB3UAOvChQt8+OGHZtd04cIF7rrrLkDtHhw3bhyZmZl4eXkxefJkFixYwPTp003lDxw4gIeHB3ffXTGhbE2MHTuW7du3s3XrVjp06ICXlxcTJ04kNDS00rGgtqTRaHB1da3xy83NjUWLFmEwqC3QBoOBRYsW4ebmVqP9axKExcXF8dBDD/Hll1+aLeT7+uuvEx4ebpZHrqpnXVOWPou6PnshTBpwBuNtr2z6bHVpGmrtv39TlDc9FGXf+9Y/tqIoGyNTlVlrTyobI1OVvCK9oiiK8kd6vlJQrLfoOBEREcqh7RuUrONbKi9gNCjKmW3laRwivlKUvPS6Vt/mkpKSlPfee09ZtmxZlelBLGHNNA3FxcXKqVOnlM2bNyunTp2q8/Eayrp165RJkyaZbfv++++Vbt26VSjbrVs3JSMjQ1EURfnb3/6mzJ8/v9pjjxgxQtm5c6f1KtvEGI1G5Y477lAA5Y477rDKz3BdVPasbaWpPntJ09D43NZdhI2F1WcRAnQYBg5uENDb+scGegd6VhjM3sHXvGtAUZSbXltcXBwpKSl4t3uQSoeUarQQPBrcW0HcRriaCEc/hR6PQ7MQK1yJDWT+QWDyFhwcHMjPzyctLa3eWy2q4+DgQNeuXQkODq7x7LLGaMqUKRWm3584cYI+ffpUKHvy5EnT19HR0RWSnd5ox44d1qlkE6XRaFi0aBFz5sxh0aJFtvkdZYHKnrWt3O7PXliPBFiNQFxaEVka9YOujbcDPq7lj+VoUjaXc0ro0dqdoGbOVR2ioq4PqS8bqa4uRkXhl9OZ7IvPYv7YDjjYVT2jsCxX1E1nHfmFgUcAnN4MV89C1Gpo2R2ChoCbn7q8TmNQkAWfD0RrKKZ38BscTlazujemAKuMg4OD1XMaNbTo6Giz2ZCVOXHiBF26dKmfCjVh9957b41y9QkhKicBViMQl1bEZWMh9joNnf2czN47lJjN8Ys5uDvpLAuwGlBuoZ61hy8BsO3kFcb38qu84PG19M/YwElN15oNjHVpDj2fhLhNkHYcLp9QX05e0DwU2gxUyzQkFx/o/ggUZOIfFAzJp0lMTJTxHPWkJmkrsrOzbV4PIYSQAKsx+HPgdmc/JxzszAfJdw1ww93ZjlZeTpXtefPj5l2u9xYeTxd7fFztKTUY6R1YcZp8GWP0esJKfyfD3rvmeXO0dtD1EQi8C87thStxUJQNyYch5ai6tmHgoIZt0Rq3FLR2BBQUwMHTpKenk5OTU2nKACGEELcmCbAaicparwDu7VzLFhmjHpa0gdIC+EcCuLWoYw0t89EjoTcdt1HQawZnkgs45xDKcEu7qtxbQffHwFCidhlePARZCfDHdsg+p6Z1sG+gFj+t+t/KxcWFwMBAdDodxcXFDVMXIYQQDeK2TdPQ2FTWelUnWjs1p5RGBznWXW+uJq4PrhRFYc/pTIpLzVMsXGvel90Oo9C7t6n9IFqdg9o92PNJ6PSAer0ZcXB0WYNct5mSPB5tncYjgzvXKsO/EEKIpksCrEbATkOlrVd1Nn03vJ4OrXpZ/9gW2HAsldWHUvjPnvMYr8v5VTaDraaJCaul0UDrAdB3Jjh5Q9FV+H05JB9puMzq//sXmp8XwP73G+b8QgghGox0ETYC7X0dqmy9euunBFKyi/j7Pe3o0srC9cTcqxhcXg+u5Jaw5nAKxaVGHunrx974LHoHeZRnpE/YSTv31jwz42kUrDheyqM19PsbxH6vtmTF/1ftMuw8od6XDmLAc3DhMISMJjc3F4PBYJaxXAghxK1LWrAagSCfqjOeF5caKdErjSYLQU052Ws5kZxL/OV82vg488EjoQzt1Ex906iH/5uG3Rd34lV62fqLqto7q3myOo5W82hdjlbTOhhKrHuem2nRBZ4/xqGCtnz++eccPXq0fs8vhBCiwUgLViOg01Ud5748qj2lBgVP51o8qotHIfa/0CIUev2lDjW0nLuTHX+9qzUtPRzQadTvyxTnXOGaW2ealyaj9a35MkUW0Wgg6G61RSv6a8hOgug1EPYE6Oxvvr8V61E2/iopKalGyVeFEEI0fdKC1QgYjFWPEfJyscfXveouxGqlx8DhZXDmf3WoXe0NCfEh1M8NuxsCyFXRpbzs/v+xIPA79u47wMWLF21XCe926gB4nYOaBT72/+p9TFZgmzZ0NCbSKWM7V69erddzCyGEaBgSYDUC1QVYdeLXA+76O4SOs83xa+n+Hi1o6e5Ae106R48eIS0tzbYn9ApSW640Okg/BRdsvwD29RyuxvNQ8XoG6/dyKfZQvZ5bCCFEw5AAqxEwGKt+b1dsBjtjMsgv1lt+4IA+cO9bEDa59pWrg6v5pZxIziHxivl6d629HFn0UCfcDNcAcHJy4lxGAYUlBttVxrs9hIxVv07cCXk2Duqu59eDzBZ38btdf5JSrtTfeYUQQjQYGYPVCBiNVUdY30ekUaw30jPQHVfHpvW4Ii5cY+3hS/QN8uRvw4PUjQVZ8GlPdAF9KTY+AIBB58jHu87hYKfhnyPa4+dZ9aD/OgnoB5nxkHEa4n+C3k/XW8Z3/YQV7P36a+wvXcVgMKDTVb0+Y1N2+fJlJkyYgL29PQaDgeXLl6PVannuuecAyMvLw2g0EhkZ2cA1tdytfG1CCOtrWp/Yt6jqugj7tfOkRG/E2b4WH8iKAoZiMBrAoYZL0VhRczcHAn2caO523aDylN+h6BpkX6DQsRSAEuxxsDPgZKfDx9WGA9A1GjUZadYf6qD3zHg1SWk9aNGyJS4uLhQUFJCcnExQUFC9nLe+NW/enIMHD6LVatm7dy9Llixh7dq17N27F4D//Oc/TXYtwFv52oQQ1iddhI2AvpohWNMHteHZoUFms/Bq7Owv8G5LWDmy9pWrg55tPFj4YAiT+7Uq39hhODyzH8Z8aFo+pp2vG2+PD2HOPUGmwfwFJQZiLuVav1JOXtD6TvXrP3aY1oG0NY1Gw913381DQ3sSEPUh5N+aXYU6nQ6tVn2G2dnZhIWFmb3/7bffMmXKFKuca/369UyaNMkqx6rMiBEj2L17t+l7W1xb27Zta7RAtRCi6ZEAqxGopoewbsoSaxpKa1Q8NvUa57PybFSZP2ntwD8Mpd0QCgsLAXUMlrO9jhYe5V2DR5Oy+WBHEisO2mCGYduhYOcE+Zch9bj1j1+FsLAwOp76ELuor+HQf+rtvPUtNjaWgQMHMnv2bIYMGWLafu7cOQwGA+3bt6+wz1NPPYVGoyEuLq5G5zAajbz66qvMnz/favW+0WuvvcZLL71kts3Sazt48CCjR4/G29sbLy8vwsLCeP/99ykpqeecbEKIeicBViOgaGz0GNoMgH9dhGf23bTo5ZxCer+3jdC3t1BUasPB5n8qKSlB+TNdgpNTxWWCivVGtBoI9LHBgs32zmqQBXB2d40DUKu460UIHgGh99ffOetZly5d+O2339iyZQuzZ882bV+/fj2TJ1eccJGbm8t3332Hj48P4eHh1R5bURQMBgPbtm3Dx8eH7t27W73+ZQYPHkx2dja//vqraZsl17ZlyxZGjx7NyJEjSUhIIDs7mw0bNhAbG0tqaqrN6i2EaBwkwGoEqmrByivW89w3Mcz5NhZjbVI56OzB0UNtrbmJQ0kZFOuNFJUa+OlksuXnqoTeqLBkeyKvbzpDYakBribBL+/A2T04ODjwzDPP8MQTT2BnV7H7c2RXX94eH8Lw0GambSnZRcSn5ZkCszppfSc4ekLxNUiuv9QJGc3u4FC7uZzTN8Diz9nn4ee3IPuCzU5R1u0L4OXlZbbO5IYNG3j00Ucr7LNhwwZcXV157733WLNmDaWl5gFv27ZtWbx4MQMGDMDFxYXY2Fh+/PFHhg8fblbu+++/p0+fPrz11lsEBgbi6enJ4sWLq6zr1q1bCQkJYcaMGbRt2xYfHx8WLFhgel+j0TB8+HB+/PFHi69NURTmzJnDK6+8wt///neaN28OQGhoKKtWrbplx+AJIcpJgNUI6KsIGPQGhYISA7lFerRa2852i0ouT4C5+shZqxzTTqsh8UoBydlF5BUZIGk/HPgADnyERqPBy8sLPz+/KjObB3g5ma7bqCis/DWZxdvPsu6oFf7619lDh/vUr8/thdKCaotbS0xMDAcOHODUqVP1cj4ASvLhl7fhP/3g4MfwnzvUQNcG1xwZGcmQIUMYNmwY06ZN46OPPgLU627WrBl+fhXXxwwPD2fq1KlMnjyZ/Px8fvrppwplVq1axerVq8nLy6NTp05ERUURGmo+QeH48eOcPn2a4OBgzp49y8aNG5k/f75ZYHS96OhoEhMT6dGjB4mJiWzevJl3333X7Nl06dKFqKgoi68tISGBpKQkq403E0I0PTKLsBHQl1beReXuZMeShzqhr20i0sIsOPy5uh7f0HnVFo28mGX6+lTqNQpK9Lg41P3HY9aQQBzttHg42YFPBwh7TE2AaqFSg0JrbyeuFei5v3t568/ZKwXojQqtvBxxszSNhV9PNeloXhqc2wfBoy2ul6XatWvHkSNHSEmKR/ktCY2zV92WMSrJV/+1dylPOWEoUbs9tXZqEPX5QMi9VL6PvkgNdKO+USccOLiAVmfe0mk6rrP681NDd955J/v2VeyS7tq1q9mA8TKxsbEcPnyY5cuX4+bmxoQJEwgPD+ehhx4yK/fss8/SqZO6rJJOp+Pq1at4eHiYlTl+/DgzZ87kscceA9TgqLqliaKjo5k6daqpq2/w4MGEhIRw+vRpunXrBoCHh4cp+74l13blijqJISAgoNJzCyFufdKC1QhUlWhUp9Xg5+lIa++bd/FVqjgX9r8Pv31y06Jd/T3p3caHBaO7c+aNcVYJrgD6BHnSLcAdR3sttB0E4z+HAc9y+fJl9u3bR0xMTI2O42in5cmBrXlvYie8XMpTOfwYfZlF2xLZGZNheeU0Wujw5wzL5ENQlK1+nXfZ8mPVUEBAAPb29rTJjUSz63W1ZUlfVPsDLm6lvgoyy7f9ulTdtu2faoB1fXB1vdxL8PtXatkf/2b+3tLu6vYr8bWvWw2Eh4cTFhZmmpE3bdo0duzYQUpKilm5wMBAs++9vb3Jyckx2xYVFcUDDzxg+v7kyZMEBwfj4OBQ6bmjo6MrtDClpaWZ1o4EyMnJqdVi5GVdgjdehxDi9iEBViNgtNVjcPKEO2ZA3+lVFrl4NZ/vIs/zSO8gIl4ZzZv398DBzvZJMNPT0zly5AixsbEW7ae9oTXCw8mOZm723NnBy7StsNRAsb6GUzObhYBXOzDq1QHvuZfg2GdVByV1pNPpCAwMJFbXjWs+YTDsdXUJn9tQaWkpa9as4cyZM/j5+eHn58fUqVMxGAysWrXKrGxZeoQyPXv25PTp06bv09PTSUtLo3fv3qZtERER9OrVq9JzFxYWkpCQYNatt3PnTnQ6HQMGDDBti42NpWfPnhZfW0hICG3btmX9+vUW7yuEuDVIgNUIVNUDmFOk55fTmRw+m127Azt5wZgPYcQ7VRY58Ec6j644yD82mmefVhSFwpJaLM9zg8s5xZxIzuFSairkl7cylU1Tr6p1oaaeGtSGjx7pjL9neSvfd8dSeW1TPHGpNUg5odFAx1Hq16mRcGo9GEsh9gc1QasNtGvXDqNGx7bmz0LvJ9TxYLU175L6cimfDMBdL6jbxnx48/3DHlPLPrDMfPsLJ9Xtvp1qX7eb+PHHH8nJySEyMpKoqCiioqKIjo5m/vz5rFixotrJDOPGjWPPnj2m748fP06HDh3Mug0jIiLMAq4333yToUOHAnDq1Ck0Gg1r167FYDAQGRnJrFmzWLJkCY6O5elC9uzZw9ixYy2+No1Gw6effsqSJUv49NNPycxUWxjPnDnD9OnTOX/+vMXHFEI0LRJgNQKGKj5HMnJL+PpQCt9H2G5Kd3K2OtC5tVd5OoS1R5MIeG0TLnM38NKmyNrNYPzTjpgMPt51jsNHDsOHHWD7y0D5jKzrP8ysoajUwImUXDLySmu+Co5nG2ihjrmh4M8gMC9VHfxuA+3atQPU7qOqBmDXmIOr+rr+YnUO6jY7R3Vslnuryvf1CAAnjz/L3tANbTqu7X5FhIeHM2XKFEJDQ00tWH5+fsyZM4dLly6ZBVA3GjNmDBkZGaYB6cePHzcLpqBiC9aFCxe46667ALV7cNy4cWRmZuLl5cXkyZNZsGAB06eXt/YeOHAADw8P7r777lpd39ixY9m+fTtbt26lQ4cOeHl5MXHiREJDQ/H396/VMYUQTYcMcm8EDIbKW4qcHbT0DfLEzamOXUiKEdBUuu5eyjU12Wdrr/Ip566OdqTmqNs//DmOrv6ePDmgQ61O3dLDgSAfJ9xK/xxE76qOb7FWC9aNnOx1vDs+hKiLuYT6uZm2G41K9TMx/XpC+g0z+87tBd/OVQcotVSWdDI/P5/MjCu0yo+BhJ1qi5O110Z09oa//Q4H/w2HPlXHe9k5w8DZMOhFNQBrINu2bat0e/PmzU1JaEFN4nkjnU7HokWLePvtt9mwYQP/+te/KpRJSkoy+/7YsWOmZW2io6Pp3r07CxcurNAdWeadd97hgw8+qNnFVGHQoEH873//q/L9yq5NCHFrkACrEdBXMcrd39OpfJHk2lAUeLsZKAb4ZyK4Nq9QJPmq2oIVcF2AdU+IH26OduQVq4HfvB+jmNgrEDdHy7uyRnb1ZWRXXyAExk1S64LtAixQg6wB7b1M3+cV6Vm8PZGJffzoFehZcQejAc7+XHG7YlC7Cu94Tp1lZ0WPPPIIHh4e6EquwappoC+Ebg9D0ECrngdQW6KGv652R0asgj5PglfgzfZq9KZMmWJRGoSTJ0+avo6Ojub555+vtvyOHTtqXTchhJAuwkagqi7COtNoyrt4DJV3RZV3EZYHWB7O9hz6x0iOvjSKDs3dSMspYsnOms32q5ajuzoujPIAy9pdhJXZFZdBSnYxa49corSyYPZKrNolWJm8VPV9K/P29kan04GzD/SbAQP+ZvugxysQ7nnjlgiu6urEiRN06dKloashhLiFSQtWI2D6zM/8Q21N8e0Ehz+DnBS47526dRv9/aQ6Jse58qnmKdcqBlgA3Vp5AfDhhN7MWn+UTi09bty1TsrGHtmiBetGD4S1JL/YwD2dm2Gvq+RvCt8u4OZfeZDl5q++byOKomAc/qYabIl6k52d3dBVEELc4iTAagSMRkVNDBl+HxTnqDO4dqiJQf99qSeObfvx3NBadhW6Vz2YVm8wknpNzcEU4FX5WJwHe7TmvlB/XC1N4vmnlKtFfL0vHpfcJF7onGlKGTFixAgKCgpwc3O7yRHqTqfV8PiAahI+anXQ5WE49rmpCxNQW/+6TLR692CZU6dO8dtvv9G1a1fT4GshhBC3BukibAT0RiA3Vc28btSDux+0GwJAy2vR5BfbJl2AAmyccTefPtKXFu6Vd9VpNJpaB1cABkUh/qqGxGJPiC8f1Ozu7k7Lli1xdXWt9bFr62JWIbtjb0hM6t4K2g6puK2aALWuDAYD2dnZ5VP2M/+AXfPrlnhUCCFEoyAtWI2AUVHU7kAA77Zqy0m7wZC0jwebn+da/zrMYvt9hZrlu+dj6rT869jrtDzYo02NDpNbVEphqYEW7pZllfd1c+C5XhrcLieBf8WFfutbem4xC35MQAE6+bnSxqc8PQVth8GVuPKuwtxUKMkDB9u0srVpo9771NRU9KUl2K2ZANcugG8o9Jxqk3MKIYSoH9KC1QgYjdcFWGVBUOt+ALimR9LKq5ZL5QAcWgZ73oHsC7U+xNI9p/H453fM3Rhh8b7ODjr69exOl5FPQY9J5dU6dIjDhw+bTcevDy3cHekT5EmfIE+cHW7o+ivrKtTag2sLtbvwwq82q4u3tzeurq4YDAYupabBHU9DyGhoHmKzcwohhKgf0oLVCBiMwLUbAqyA3mpLVk4yfDsZLsfAUzvAw8LWrC7j1RYsV98Kbx06e4XzWfn0DWpGR1/3Kg9RNgA+8UoNMqPX0KFDh9Dr9XTu3BlnZ+eb72BFM4cEYldVTiz3VmpahsJMOLEWkg9D0GB10WMr02g0tGnThtOnT3PhwgUC75qjZmEXQgjR5EkLViOgVxSUnD/XvisLoBzcKPbrq75/8ZjadXT4M8sPfs8bMG4pNOtY4a0VhxOZsupXvjmWVMmO5Tr4ql1kiRm5lp/fUMq5uEhOJF02jSUzGo3o9WqOrfqYRXijKoOrMm4toXkouLZU01skH7ZZXVq3bg2o3YQ1mS1a3fIxQojbl/xuaHwkwGoEFAX0uVfUbzxam7af9huPAR3Fxj8f04kN6mxDK0nKzAegXbPqxxh1aK62bl3JKyan0MLzZyXy2YE0Pt57mUtX1e7AshxY0DABVpmiUgM/RKSxNz6z4psabfmg94u/gqGkYhkrKFsyJS0trfwXZHEuHP3/Iad8wemyNA7X3zshhChT9rtBUr40HtJF2EgU+XTG3j8MfNqZthV3Gs8X2jvoGNSaETuHQt5liN+qdvtZwdkMtcvvZgGWu5M9AV7OpGQXsichrcYD4wEoyCRAuYSzoqDRqsvtlOXA0ul0DfrL4EjSNX46kY6ro45+7bxwuXFMVovucHa3Orsz5RgEWj+Vgq+vLy1atKBly5bo9Xrs7e3h+7/CH7sgL13NwA7Y2dnh4uLClStXsLe3R6uVv42EECqj0ciVK1dwcXHBzk4+1huL2/ZJREREsGDBAn7//Xfy8vJo3749Tz/9NM8//3yNPvTj4uJ48cUXOXjwIA4ODtx///18/PHH+PpWHOtUE0X9/477vS+ZbevXKYB+nf4ck3XlCTjwAfweblmAtWEq/LEbxn1qNshcbzBy4WrNWrAAHuvblg92x7H8YIJlAVbQXbww864/18BTB+vXZxb36gzq6E3UxRwGdfTG2b6SgEWrg6AhcHoTXDgArfuD1rr/Zezs7HjyySfNN/Z6HK6eg2bl6z9qNBr8/f1JSkoqT+sghBB/0mq1BAYGorH2eqY1tGrVKv76179W+l5qaip+fn43PYa1P1cb2m0ZYEVERDBw4ECCg4N55ZVXcHFxYfv27bzwwgskJiaydOnSavdPTk5m8ODBeHp6smjRIvLy8vjwww85efIkR48erVW3V1HpTfrP+0yDgx9B0n7ISIDmwTU7sKFUDW5uWConObsAg1HBwU5LK8+bD+CeeVcwH+yOY0dcKmczcmnfvOpB8ZWyK58Jact1CC2h02p44Z621Rfy7wVJP6sJYFOPQ8Adtq9Y5wfUl8Y86HNwcCA4OFi6CYUQFTg4ODSKlu2FCxfSrl07s21eXl433c8Wn6sN7bYMsL744gsA9u/fj4+PDwAzZ85kyJAhrFq16qYB1qJFi8jPzyciIoLAQHVdt379+nHfffexatUqnnnmGcsqpLWjSF/5gs8mnm0geASc+Z+6YO/Id2t27HFL1SDLpZnZ5pjUa4DaeqW92aBvoIOvO6+N7EqfwGa08a5bctD6XCbHEkajUvFeaO0g8G5I2Arn90GrPhUCH2swGAxcvXqV5s2bV3t8rVaLk1Md0nYIIYQNjR49mr59+1q8n9U/VxuBhg93G0BOTg5OTk4Vomp/f/8apQz44YcfGDt2rOmHAODee+8lJCSE7777rlZ1Kvrlffi0l/l5ItP418Z4fjn95yDsPk8BGshPr/mB3f3VxX0dzIOi3fFpAAzu0KLGh3pnXE8mhLWpfD2/yihGWD2Wg98tZfGWeLafVAfyBwQE8MQTTzB69Ogan9vWoi7m8OqmeOJSK0lFEXAH2DmrY7FssPBzbm4un3zyCatXrzbNrgTU2Q+JP0O69c8phBC2kpubi8Fg2QoktvhcbWi3ZYA1dOhQcnJymDlzJnFxcZw/f57ly5ezceNG5s2bV+2+KSkppKenVxqh9+vXj+PHj9eqTkUaFyi8arYtu6CUtGvFFJT8+YPa8V6YEwUPfVmrc1zvzTHd2TRjMDMHVUzfYDXXkuHcAbIunSX+SjGX/lz30NHRET8/P1q2bGm7c1voRHIuaTklbDlRSfCqc1DHXwFcOGj1c7u5uWFvb4/BYCAtLa38jZ/fhLUPwYEPrX5OIYSwhWHDhuHh4YGLiwsPPPAACQkJN93HVp+rDe227CKcMWMGMTExfPHFF3z11VeAOqNt2bJlzJo1q9p9U1PVZVTKptdfz9/fn6ysLIqLiysdwF1cXGzqHgO4dk3tpstOT+GCosU/3x6Sk03v925WSkdXR7wd80k2bbeD/GRq7OIRSI8D/zBoZd5C1reZBii87tg3t+t0KqfTcrinU0u6+HtVX7gkH+7+kFZX83nYX4eve7FF56pPd/jqKc0xcHewrvI6agIhIx+unALnw+DZumKZOnB2dubSpUtERkaWb/S5Cwq/gEJXuHixRnmyhBDiemWfWdeuXcPDw8O03dHR0aoTjVxcXHjyySdNAVZERAQff/wxAwcOJDIy0rQ0WHV1rM3naqOmNHEGg0EpLCys0ctoNJr2+/e//62MHTtWWb16tbJhwwZl/Pjxip2dnbJp06Zqz7d//34FUDZs2FDhvfnz5yuAcvXq1Ur3XbBggYK6xrK85CUveclLXg32WrBggdU/V2904MABRaPRKDNnzrTZ52pj1uRbsPbv38+wYcNqVDYuLo7Q0FCWLFnC0qVLSUhIwM1NTVEwadIkhg0bxvPPP8/YsWOrzCVSNkbr+paoMkVFRWZlbjRv3jzmzp1r+l6v1xMXF0ebNm0axeyPmsjNzaVLly7Exsbi7m7hTEJhMbnf9Ufudf2S+10/jEYjFy5coEuXLmafa9W1BtXmc7UygwYNon///uzevbvaY9Tlc7Uxa/IBVmhoKCtXrqxR2bLmx88++4zhw4ebgqsyDzzwAHPnzuXcuXN07Fj52KSyY5Q1aV4vNTUVHx+fKn9wK2uSvesu6yevtKWcnBxAHah+fXOzsA253/VH7nX9kvtdf64fOF4TtflcrUqbNm2Ij4+v0TFq87namDX5AMvPz69iosabuHz5cqUzHEpL1WVgzGZy3SAgIABfX19+//33Cu8dPXqUnj17WlQXIYQQojGpzedqVc6ePXvTRKG36udq0+iXsrKQkBB27dpFZmb5GnQGg4HvvvsOd3d3OnQoz6CdmJhIYmKi2f4PP/wwW7Zs4eLFi6ZtP//8M2fOnOGRRx6x/QUIIYQQjciVK1cqbNu2bRsRERGMGjXKbPvt8rmqUZTbbwnub775hscff5wOHTrwzDPP4OzszLfffsuhQ4d45513eO2110xl27ZtC8C5c+dM2y5evEivXr3w8vLihRdeIC8vjw8++IDWrVtz7NixJtmUWVPFxcUsXryYefPm3dLX2VjI/a4/cq/rl9zvW0twcDC9evWib9++eHp6EhkZyYoVK/D39+fYsWNmaXlul8/V2zLAAtixYweLFy8mJiaGnJwcOnXqxPPPP8/MmTPNylX2gwAQExPD3LlzzdZM+uijjxpVbichhBCiPrz++uts3bqVpKQkCgoK8Pf35/7772fBggUVPhdvl8/V2zbAEkIIIYSwldtyDJYQQgghhC1JgCWEEEIIYWUSYAkhhBBCWJkEWAKAvLw8FixYwKhRo/Dx8UGj0bBq1SqLjrF7926GDx+Op6cn7u7u9OnThw0bNtimwk1YXe710KFD0Wg0lb7s7e1tW/Emqq4/2xEREYwdOxY/Pz/c3Nzo0aMHn3zySaW59ETd7/euXbsYNGgQLi4ueHt7M3HixAqDoYVoCpp8olFhHRkZGSxcuJDAwEDCwsLYu3evRfuvXLmS6dOnc99997Fo0SJ0Oh3x8fFmOU2Eqi73+rXXXuPpp58225afn8+sWbMYMWKElWt6a6jL/Y6IiGDgwIEEBwfzyiuv4OLiwvbt23nhhRdITExk6dKltqt4E1WX+71lyxYefPBBevfuzZIlS8jJyWHp0qUMGjSI48eP3zRhpRCNSkMuhCgaj6KiIiU1NVVRFEU5duyYAigrV66s0b5JSUmKs7OzMmfOHBvW8NZRl3tdmTVr1iiA8s0331iphreWutzvGTNmKA4ODkpmZqbZ9sGDByseHh7WruotoS73u0uXLkrHjh2V4uJi07aoqChFq9Uqc+fOtUV1hbAZ6SIUgLpOop+fX632Xb58OQaDgYULFwJqF4Ei2T+qVJd7XZl169bh6urKgw8+aLVj3krqcr9zcnJwcnLCy8vLbLu/v3+TXHy2PtT2fmdlZREbG8uECRNwcHAwbQ8LC6Nz586sX7/emtUUwuYkwBJ1tnv3bkJDQ9m2bRutW7fG3d2dZs2aMX/+fIxGY0NX75Z25coVdu3axfjx43F1dW3o6txyhg4dSk5ODjNnziQuLo7z58+zfPlyNm7cyLx58xq6ereU4uJigEoDVxcXFy5dukRaWlp9V0uIWpMxWKLOEhIS0Ol0/PWvf+Xll18mLCyMjRs38s4776DX61m8eHFDV/GWtWHDBvR6PVOnTm3oqtySZsyYQUxMDF988QVfffUVADqdjmXLljFr1qwGrt2tpWXLlnh5efHrr7+abc/MzCQ2NhaAlJQUq7b+CmFL0oIl6iwvL4+rV6/y1ltvsXDhQh5++GG++eYbRo0axdKlS8nNzW3oKt6y1q1bh6+vL/fdd19DV+WWpNPp6NChAyNHjmT16tVs2LCBcePGMXv2bDZv3tzQ1bulaLVaZs6cyc8//8y8efNISEggIiKCSZMmUVJSAkBhYWED11KImpMAS9RZWZP+lClTzLZPmTKFwsJCjh8/3hDVuuWdPXuWQ4cO8eijj2JnJ43RtrBkyRLee+89vv32W5544gkmTZrEpk2bGDRoEM8//zx6vb6hq3hLWbhwIdOnT+f9998nJCSEvn37Ymdnx/Tp0wFwc3Nr4BoKUXMSYIk6a9WqFUCFBTlbtGgBwNWrV+u9TreDdevWAUj3oA199tlnDB8+vMIH+wMPPMClS5ckP5OVOTg48NVXX3Hp0iX2799PfHw8O3bs4Nq1a2i1Wjp27NjQVRSixuTPXlFnffr0ISEhgZSUFNq3b2/afunSJQDJXWMj69ato0OHDgwYMKChq3LLunz5cqUJRUtLSwGkBctGWrZsafqDzWAwsHfvXvr37y8tWKJJkRYsYZHU1FROnz5t+oABePTRRwEIDw83bTMajaxcuRIfHx/69OlT7/W8FVR2r8scP36cuLg4HnvssQao2a2psvsdEhLCrl27yMzMNG0zGAx89913uLu706FDh4ao6i2hup/v63344Yekpqbyj3/8o55qJoR1SAuWMFm2bBnZ2dmmlqeffvqJ5ORkAGbPno2npyfz5s1j9erVJCUl0bZtWwAefPBB7rnnHhYvXkxGRgZhYWFs3ryZgwcP8sUXX+Do6NhQl9Ro1fZel/nmm28A6R6sqdre73/96188/vjj9O/fn2eeeQZnZ2e+/fZbIiIieOedd2R5oirU9n6vXbuWH374gcGDB+Pm5sbu3bv57rvvePrpp3n44Ycb6nKEqJ2GznQqGo+goCAFqPSVlJSkKIqiTJs2zez7Mrm5ucoLL7yg+Pn5KQ4ODkr37t2VtWvX1v9FNBF1udcGg0EJCAhQevfuXf8Vb6Lqcr//97//KUOGDFGaN29u+tlevnx5/V9EE1Lb+33kyBFl8ODBire3t+Lk5KSEhYUpy5cvV4xGY8NciBB1oFEUSbkthBBCCGFNMgZLCCGEEMLKJMASQgghhLAyCbCEEEIIIaxMAiwhhBBCCCuTAEsIIYQQwsokwBJCCCGEsDIJsIQQQgghrEwCLCGEEEIIK5MASwghhBDCyiTAEkIIIYSwMgmwhBC3DEVR6NOnDyNGjGjoqlQqPj4eOzs7Pvvss4auihDCxiTAEuI2ce7cOTQaDRqNBj8/P/R6faXl4uLiTOXatm1bv5Wso6+//prIyEgWLlxo2taYrrtTp05MmTKFt956i9zcXJucQwjROEiAJcRtxs7OjsuXL7Nt27ZK3w8PD0er1aLVNq1fD0ajkTfffJO7776bAQMGVHi/sVz3yy+/THp6Op988olNzyOEaFhN6zeoEKLOBg4ciKenJytWrKjwnl6vZ+3atdx7773Y29s3QO1qb/v27Zw7d44nnnii0vcby3V3796dHj168OWXX2I0Gm16LiFEw5EAS4jbjLOzM5MnT2br1q2kp6ebvbdlyxYuX77MU089VWG/kpISPv30U0aOHEmbNm1wdHSkRYsWPPTQQxw/frzSc/3www8MGTKEFi1a4OTkRKtWrbj33nv54YcfalWuOitXrkSj0fDwww9b9bptYdKkSZw/f549e/bUy/mEEPVPAiwhbkNPPfUUer2eNWvWmG1fsWIFPj4+jB8/vsI+WVlZ/P3vf6e4uJgxY8bw4osvMnToULZt28bAgQM5duyYWfnPP/+ciRMnkpCQwIQJE5g7dy6jRo0iLS2NTZs2WVyuOoqisGfPHjp16oS3t7dVr9sW7rzzTgB+/vnnejmfEKL+2TV0BYQQ9a9fv35069aNlStX8o9//AOAtLQ0tm/fzrPPPoujo2OFfby9vblw4QIBAQFm22NiYhgwYACvvvoqu3btMm3/6quvcHBwICoqihYtWpjtk5mZaXG56sTFxZGVlcXo0aOtft220LdvXwB+/fXXejmfEKL+SQuWELepp556ipiYGI4cOQLA6tWr0ev1VXaTOTo6VgiuALp27cqwYcPYv38/paWlZu/Z29tXOqapWbNmtSpXleTkZABatmx507KWXrcteHh44OTkZKq3EOLWIwGWELepxx9/HHt7e9Og75UrV9KrVy969uxZ5T5RUVE89thjBAYG4uDgYEpr8NNPP1FSUkJGRoap7OTJk8nPz6dbt2689NJLbNu2jZycnArHrGm56pS1dHl5ednkum3Bx8fH7H4JIW4tEmAJcZvy9fVl3LhxrF+/nt27dxMfH19tK85vv/3GgAED2LhxIz179mT27Nm88cYbLFiwgLCwMACKi4tN5f/5z38SHh5Oq1at+Oijj7j//vtp1qwZ48ePJykpyeJy1XF2dgagqKjI6tddlRUrVtCzZ0/ToPzZs2fXuEsToLCwEBcXF4vPK4RoIhQhxG0hKSlJAZSRI0eatm3dulUBlICAAMXJyUnJysoyvefo6KgEBQWZvh8zZowCKAcOHKhw7JEjRyqAkpSUVOm5MzIylE2bNimTJk1SAKVLly6KXq+vdbkbHTx4UAGUWbNmWf26KzNnzhwlLCxM2bFjh5Kdna2cPn1aee6555SOHTsq6enpN62vwWBQtFqt0r1795uWFUI0TdKCJcRtbOTIkQQEBJCSksL48eOrnYGXmJiIj48PgwYNMtteUFBAZGRktecpa5HasGEDw4cPJzY2lj/++KPW5W7UtWtXtFot8fHxNy0Lll33jX755Re2bt3K/v37GTFiBJ6ennTq1In//Oc/PPTQQ8ydO/emx0hISMBoNNK9e/can1cI0bTILEIhbmM6nY7NmzeTnJx80zFIQUFBnDlzhpiYGLp27QqAwWDgn//8J1euXKlQfu/evQwZMgSNRmPaVlpaSlZWFgBOTk4WlauOl5cXPXr04Pfff8doNN40G7sl132jtWvXMnfuXDw8PCq89+qrr9KmTRtKSkpwcHCo8hhlA+yHDBli0bmFEE2HBFhC3Ob69u1rShtQndmzZ7Nz504GDRrEpEmTcHJyYu/evaSkpDB06FD27t1rVn78+PF4eHgwYMAAgoKCKC0tZdeuXcTGxjJx4kSCgoIsKnczEyZMYMGCBRw+fJiBAwda7bpvlJyczJQpU0zfazQaPv/8c2bNmoWnpydubm5kZmbi7+9f5TF27dqFnZ0dY8eOtfj8QoimQboIhRA1MnbsWL7//nvat2/P2rVrWbduHaGhoRw9erTSIGjx4sX06tWLo0ePsmzZMtauXYubmxuff/4569ats7jczTz99NPY2dmxdu1aq1xvVQICAkhMTDR9f31y09zcXPLy8vDx8aly/4KCAjZv3szYsWNp1aqVTesqhGg4GkVRlIauhBBCWMNf/vIXtm7dyvnz53F3d7fJOXbu3Mns2bOJiIjAzc3N7L3XX3+ds2fPVhsYfvXVV8yYMYN9+/YxePBgm9RRCNHwJMASQtwyzp8/T2hoKPPnz+fVV1+12XlmzpxJZGQkH3/8Mf369ePy5cssXbqUjRs38ttvv1XZPajX6wkJCaF79+7897//tVn9hBANT7oIhRC3jKCgIFavXm2z1qsyy5cvZ9q0aUyfPh1nZ2d69OhBVlYWhw8frnbs1YULF3jiiSf4+OOPbVo/IUTDkxYsIYSog5rMWhRC3H4kwBJCCCGEsDL5s0sIIYQQwsokwBJCCCGEsDIJsIQQQgghrEwCLCGEEEIIK5MASwghhBDCyiTAEkIIIYSwMgmwhBBCCCGsTAIsIYQQQggrkwBLCCGEEMLKJMASQgghhLAyCbCEEEIIIaxMAiwhhBBCCCuTAEsIIYQQwsokwBJCCCGEsDIJsIQQQgghrOz/AV9vQuI9B66FAAAAAElFTkSuQmCC' width=600.0/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mzp.plot_reactions(9, MLT, 11000, \"Cl-37\", plot_isos=[\"Cl-37\"], reaction_type=\"all\", minFij=-8, maxFij=-5, minX=-5, maxX=-4 , ignore=['(+,g)','(-,g)'], legend_fontsize=9, ncol=2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 255,
   "id": "189b49c7-1773-4282-ac15-d3e0d203d125",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " reading ['iso_massf']...100%"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "194729e487e94c2393dd92fbb3bf7f14",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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' width=600.0/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mzp.plot_reactions(9, MLT, 11000, \"Cl-36\", minFij=-8, maxFij=-5, plot_isos=[\"Cl-36\"], ignore=['(+,g)','(-,g)'], legend_fontsize=9, ncol=2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 119,
   "id": "15a7f250-f41a-4361-ac54-e410065f56dd",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " reading ['iso_massf']...100%"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "e5e6d706a457461d8590255e93a5ba25",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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' width=600.0/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mzp.plot_reactions(10, MLT, 11000, \"Ar-40\", plot_isos=[\"Ar-40\"], minFij=-12, maxFij=-8, minX=-8, maxX=-5, ignore=['(+,g)','(-,g)'], legend_fontsize=9, ncol=2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 120,
   "id": "a3d085ca-2b36-4a94-847e-3074f92ffd41",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " reading ['iso_massf']...100%"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "1f452674fbf44e3488f4a06a351d77da",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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' width=600.0/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mzp.plot_reactions(11, MLT, 11000, \"Ar-39\", plot_isos=[\"Ar-39\"], minFij=-8, maxFij=-4, minX=-6.5, maxX=-4, ignore=['(+,g)','(-,g)'], legend_fontsize=9, ncol=2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 121,
   "id": "c2be767e-b4e4-4cfc-a1d3-8e2f7f5bd620",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " reading ['iso_massf']...100%"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "4d36ddf4066e41069425c663dc9166db",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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' width=600.0/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mzp.plot_reactions(12, MLT, 11000, \"P-31\", plot_isos=[\"O-16\", \"P-31\"], minFij=-5, maxFij=-2, minX=-4, maxX=0, ignore=['(+,g)','(-,g)'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 291,
   "id": "62ce6357-3c14-42a8-ad38-9e8501b47764",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " reading ['iso_massf']...100%"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "33349b6236db4e28a3b22fb73610dde4",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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",
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       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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' width=600.0/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mzp.plot_reactions(13, MLT, 11000, \"Cl-35\", plot_isos=[\"Cl-35\"], minFij=-7, maxFij=-3, minX=-5, maxX=-2.5, ignore=['(+,g)','(-,g)'], legend_fontsize=9)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 123,
   "id": "e2b5bbdd-8a57-4ebb-aa2d-ad000e687b70",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " reading ['iso_massf']...100%"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "e262438514d04cc5aa33da55a7141f1d",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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' width=600.0/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mzp.plot_reactions(14, MLT, 11000, \"S-35\", plot_isos=[\"S-35\"], minFij=-7.5, maxFij=-4.5, minX=-6, maxX=-3.5, ignore=['(+,g)','(-,g)'], legend_fontsize=9)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 288,
   "id": "a7a60e02-c533-4ba9-9772-5553804c5ea2",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " reading ['iso_massf']...100%"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "6d726bb563b246208a223ac8509a87b5",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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' width=600.0/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mzp.plot_reactions(14, MLT, 11000, \"Si-30\", plot_isos=[\"Si-30\"], minFij=-5, maxFij=-2, minX=-3, maxX=0, ignore=['(+,g)','(-,g)'], legend_fontsize=9)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 260,
   "id": "3affbb95-084f-428d-8caf-c98d36735033",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " reading ['iso_massf']...100%"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "e4c4b189dc5b4e1dbaba4b55c3dc8a88",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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' width=600.0/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mzp.plot_reactions(17, MLT, 11000, \"Sc-45\", plot_isos=[\"Sc-45\"], minFij=-10, maxFij=-7, minX=-7, maxX=-6, ignore=['(+,g)','(-,g)'], legend_fontsize=9)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 277,
   "id": "d55bab1b-cb2e-489b-824a-58f21579f165",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " reading ['iso_massf']...100%"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "4a65374b357f4821928f997ca5191800",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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' width=600.0/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mzp.plot_reactions(17, MLT, 11000, \"Ca-44\", plot_isos=[\"Ca-44\", \"Ca-45\"], minFij=-10, maxFij=-7, minX=-10, maxX=-4.5, ignore=['(+,g)','(-,g)'], legend_fontsize=9)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 272,
   "id": "2e049109-c3ab-4297-8f9f-cb7e03044e75",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " reading ['mass']...100%"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "d96c3f8b381548fbb76869a97de659fc",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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' width=600.0/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mzp.plot_reactions(17, MLT, 11000, \"Ca-45\", minFij=-10, maxFij=-7, minX=-5.5, maxX=-4.5, ignore=['(+,g)','(-,g)'], legend_fontsize=9)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 132,
   "id": "455c375f-b0d0-4389-aae8-2987eef34da4",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " reading ['iso_massf']...100%"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "4317f09ba7aa4f089b91ed5fc47f018f",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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' width=600.0/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mzp.plot_reactions(15, MLT, 11000, \"C-12\", plot_isos=[\"C-12\"], minFij=-4, maxFij=0, minX=-5, maxX=-2, ignore=['(+,g)','(-,g)'], legend_fontsize=9)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 290,
   "id": "02a03f46-e065-4122-9bad-0562044a34fa",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " reading ['iso_massf']...100%"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "3a9624e6faa04a089710ae47e421cf87",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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8GPK0eNiACRZRY9IQ5ywVFxcjIyMDGRkZSE9P1/h7eno63Nzc1D0+ZYlEIowdO1anNiUSCZycnODs7IxmzZqpk6by78v+3cnJSS9DR+XnLfn7+9f5mqbG1tZW64njuuyQ0rx5cyQnJ1c4ripr0aKFlpH+w9LSEs7OzkhPT6/1uaaACZYJMHdwA5KBovQkY4dCRHpkzDlLSqUS2dnZlSZJNZXl5OTo1GbZeUu1SZScnZ1hb2+v18netVHVvKWmyt3dHTNnzqzVOT4+Pvjtt9+gVCo1/jtevHgRVlZWaNu2ba3jyMnJQWpqap0X8zYWJlgmwMzeDQCgyKiY/RM1RQ2x16cydZmzVFxcjKysLGRlZSEzM7NWf2ZkZCAzM7PO+9LZ2dnB0dERTk5OGn86ODjg4MGD6qfvxGIxvL298dNPP8HFxQVWVlYNLkkpO2+Jam/cuHEICgrC999/r14HKzU1Fd999x1eeOEFjV8g7t69CwDqYdjCwkIUFRVV2A949erVEASh2i2ATBkTLBMgdXBDMYCiDPZgEZnSk2q6KikpQW5uLrKzszF79mxcunSp0npKpRJWVlZ4/vnnKyRJuqypVBkLC4sKCZLqz8rKyiZR1Q2/DR06VGPe0qZNm/DEE0/oJWZqeMaNG4c+ffrglVdeQWRkpHol95KSEgQGBmrUHTp0KIB/1qRMSUlBt27dMGnSJPW2dL/++iuCg4MxfPhwjB49ul4/i74wwTIBZg7uKAag4BAh6aix9PgAhntSrSZlkyLVI+3V/VndsdokR6GhodUet7Kygr29PRwcHKr9s+zfVcmTo6OjTpOLtdEU5i2R9iQSCYKDg/Hee+9h69atKCgoQM+ePfH111+jXbt21Z7r4OCAUaNG4eTJk9izZw9KSkrw9NNPY+3atVi0aJHRho7rSiQYa1dIQkJCAlq3bo1bvx5Azs7JsGzVAV0+4YKj9aWxJCVyuRweHh4NusenvLJPdVXmhx9+QJ8+fZCXl6d+5ebm1vq9rkmRtszMzGBnZwepVIqUlJQKx6dMmYLu3btXmzSZm5vrPS59OXXqFN566y1s3boVzz77rLHDoUqo7jPx8fEN4t+zxoQ9WCbA3EE1B4s9WPWlMQxDqRirx6e8kpISFBQUID8/HwUFBVW+ajpeUFCA3Nxc2NraVjnZWtcn1bShSors7OzUT16V/bOysqr+VK0RJAgCevfujatXr6KkpAQSiQTPPPMMvvnmmwY3V6kszlsiqhoTLBOgSrBK8jKhlBdALDNMl35dNZYeH8B0kpK6EgQBCoUCS5Yswcsvv1xpHaVSibFjxyI4OBgKhQJyuVz9Kvu+umOFhYU1JkdFRUX1/OkBa2trWFtbw8bGRv13bd6ryipLmlRJkT6VXz+qpKQEq1evbtDJFRFVjwmWCZBY2kEstYRSUQBFRjIs3D2NHVIFjanHB9BuwcTyN8Di4mKNBKSwsFDjffmXtslLTe+rO6ZtUrNs2TK9fG/akslksLS0VL+srKw03lf2KlvH2toaVlZWWLlyJe7du6d+9LtTp044ceIEbG1tYWlp2aASFM5ZImpamGCZgJs3byKzxBmKjATYR0XA2wQTLFPq8REEAXK5HPn5+bV6qXpgyr63s7PT2J+r7OedPn26RjJT10fejaVly5ZwdHRU7z0mk8kglUq1fi+VSrVOjCwtLWFhYaG3SanOzs4aT6p99NFHcHNz08u16xvXWiJqWjjJ3YhUkw/LcnWyR1zSQ5PsBapp4vEvv/yCYcOGqd8XFxdXmGCsy59l/65Kjoz9YysSidQJiIWFRbXJSm0TGl3fS6VS9O3bt8I8n4sXLzbYm7lq7pKq16chfxYiY+Akd+NhD5YJEQFo7mxn8F6goqKiWk06Ltv7U9UWGdbW1njnnXeQn5+vTopqs3O9rszNzWFlZVXrl6qnRSqVYs2aNYiNjVUPQ7Vt2xZff/11hcSp7MvMzMwkb/SNbZ4Pe32IqKFiD5YRVdaDNXlQFzwzajpKSkpQUlICpVKJ4uJiKBQK9Us1D6fs3ysrK/93VcJUUlJSr59TLBbDxsZGPdG4Nn+WL1PNzVElSfp4hL18z1z5nriGhD0+RFQWe7CMhwmWEVWWYNU3bebUlJ9fs3//fiQnJ0MQBIhEIjz55JPYvHkzbG1tK02UDPFUlj41tqSEaxMRkQoTLOPhEKEJ8XEGWjZ3g6PPc5BIJJBIJBCLxZBIJBrzbsr+qe3fpVIpLCwsNBIoXROfsltkCIKA7du3N9geH6DxDUNxbSIiIuNjD5YRqX6zEIvF6NreC9vbxsCylTe6bo0ydmjVamw9PkREjRV7sIynYW7w08golUqsWroIIlHD2PBZ1ePTvn37RtHjQ0REpG9MsExAly5dMGLMeABASX42SgpyjRxRzVTDUJzjQ0REVBETLBOwZMkSmFnZQWxhDQAoykg2ckRERERUF0ywTMDAgQMhEokgdWwBAFAwwSIiImrQmGCZEKlz6QRE+eMHRo6EiIiI6oIJlgmRuZXuQSh/dM/IkRAREVFdMMEyITL3pwAA8odMsIiIiBqyJplgnT59GrNmzULbtm1hZWUFT09PzJ49G8nJus19eu655yASifDmm2/WKS6Lv3uwClPu1uk6REREZFxNciX3999/H+np6Rg/fjy8vLxw7949bNu2DcePH0dERATc3d21vtb333+PP/74Qy9xydzYg0VERNQYNMkEa9OmTRgwYADE4n868IYPHw4/Pz9s27YNa9as0eo6hYWFWLhwId5//3385z//qXNcqh6sooxklMjzIZFZ1fmaREREVP+a5BChr6+vRnKlKnNyckJUlPbb1Hz00UdQKpVYtGiRXuIys3WCxNoBACB/eF8v1yQiIqL61yQTrMrk5uYiNzcXzZo106p+XFwc1q9fjw0bNsDS0lJvcaifJHzIeVhEREQNVZMcIqzMli1boFAoMGHCBK3qL1y4EN26dcPEiRO1bkMul0Mul6vf5+TkVKgjc30S+feuci0sIiKiBqzBJ1hKpRIKhUKrujKZrNKNicPCwhAYGIiAgAAMGTKkxuucPXsWR44cwcWLF2sV67p16xAYGFh9jM3aAOBio0RERA1Zgx8iDAsLg6WlpVavmJiYCudHR0dj7Nix6NSpE3bt2lVje8XFxXjrrbcwbdo09OzZs1axLl26FFlZWepXZGRkhToyFw8AgIIJFhERUYPV4HuwvL29sXv3bq3qNm/eXON9fHw8/P39YW9vj+DgYNja2tZ4jb179yImJgY7d+5EbGysxrGcnBzExsbC1dUVVlYVnwCUyWSQyWTq99nZ2Rp/AoD07wSLPVhEREQNV4NPsNzd3TFz5sxan5eWlgZ/f3/I5XKcPn26QvJVlbi4OBQVFaF///4Vju3duxd79+7FDz/8gDFjxmgdy6FDh/Dcc8+hT58+kLmUDhEqUuO0Pp+IiIhMS4NPsHSRl5eHkSNHIjExEWfPnoWXl1eVdePi4pCfnw9vb28AwMSJE+Hj41Oh3tixYzFy5EjMmTMHvXv3rlU8xcXF+OOPP/Dnn39iWsAYAEBR5kMoFYUQSy1qdS0iIiIyviaZYE2ZMgXh4eGYNWsWoqKiNNa+srGx0eh9mj59OkJDQyEIAoDSIUlVslXek08+Waueq/Jyc3MhSG0gtrCGsjAP8tQ4WLZoq/P1iIiIyDiaZIIVEREBAPjqq6/w1VdfaRzz8PCoU5JUVyKRCNJmbVCYEAXFYyZYREREDVGTTLDKT06vTkhIiFb1VD1c+iBz8UBhQhQnuhMRETVQDX6ZhsbE1tYW5ubmkDq3AgAo0hONHBERERHpokn2YJkakUiEvn37ok+fPhoJVhETLCIiogaJCZYJsLKywsCBA9XvpU4tAQCKtARjhURERER1wCFCE5CXl4fi4mL1ew4REhERNWxMsExEVlaW+u/swSIiImrYmGCZgK5du8LM7J/RWlUPVnFOGpSKQmOFRURERDpigmUC+vfvD3t7e/V7ibUDxLLSvQw5TEhERNTwMMEyQSKRqMwwIRMsIiIybcnJyViyZAkGDx4MW1tbiEQirdeRVElMTERAQAAcHBxgZ2eH0aNH4969e4YJuB4wwTIBhYWFSElJ0ShTT3RPizdGSERERFqLiYnBhg0bkJiYiM6dO9f6/NzcXAwePBihoaFYtmwZAgMDce3aNfj5+SEtLc0AERseEywT8NVXX2H//v1QKpXqMpnrkwCAwpS7xgqLiIhIK927d0daWhpu376Nd999t9bnb9++HXfu3MHx48exePFivPPOOzhx4gSSk5OxceNGA0RseEywTIC5uTlKSkqQmZmpLrNoWbqhdGFCVBVnERERmQZbW1s4OTnpfH5QUBB69uyJnj17qsu8vb0xdOhQfPvtt/oIsd4xwTIBqgnuGRkZ6jLLvxOsgqRoo8RERERUH5RKJW7cuIEePXpUONarVy/cvXsXOTk5RoisbphgmQBra2sApQuOqqgSrMLEGAhlhg6JiIhqKycnB9nZ2eqXXC43dkhq6enpkMvlaN68eYVjqrKkpKT6DqvOmGCZACur0iUZcnNz1WUytychMjOHUlEARSonuhMRke46dOgAe3t79WvdunVV1lUqlSgsLNTqJQhCnWMrKCgAAMhksgrHLCwsNOo0JNyL0ARUlmCJJGawcPdCQUIkChKjIXP1MFZ4RETUwEVGRqJly5bq95UlMyphYWEYPHiwVteNioqCt7d3nWKztLQEgEp71QoLCzXqNCRMsEyAaoiwbIIFlE50L0iIRGFiNNBtmDFCIyKiRsDW1hZ2dnZa1fX29sbu3bu1qlvZsF5tOTk5QSaTITk5ucIxVVmLFi3q3E59Y4JlAlxdXdGjRw+4ublplFu4PwUAkD+6b4ywiIioCXJ3d8fMmTPrrT2xWIzOnTvj8uXLFY5dvHgRnp6esLW1rbd49IVzsEyAq6srhgwZgo4dO2qUy9w8AXAtLCIiajzi4uIQHa35hPy4ceNw6dIljSQrJiYGZ86cwfjx4+s7RL1gD5YJUyVY8ocNd6sAIiJqGtasWQMAuHXrFgDgm2++wblz5wAA//73v9X1pk+fjtDQUI0J8q+//jq++OILPP/881i0aBHMzc2xadMmuLm5YeHChfX4KfRHJOjjEQDSSUJCAlq3bo34+Hg4ODggNzcXzs7OMDc3BwAUJv+F6296QSS1QM8D+RCJREaOmIiIGpKy95lWrVoZtK3q7lFlU41BgwZVSLCA0lhVK7grlUoMGjQImzdvxtNPP22wmA2JPVgmYs+ePcjLy8P06dPh7u4OAJA2awOIxRAUhSjKTIHUse6TCYmIiAxB2/6aqjaBbtWqFb777js9RmRcnINlImxsbABoPkkoNpdC6twaAIcJiYiIGhImWCaisgQL+OdJwsIUJlhEREQNBRMsE1FVgiVzKV1gVJEaV+8xERERkW6YYJmIqhIsM/vStbGKsh7We0xERESkGyZYJkKVYJXd8BkAzO1dAQBFWY/qPSYiIiLSDZ8iNBFV9WCZO/zdg5XJHiwiIiJtnD17FqdPn8b58+eRkJCA1NRUWFlZwcXFBZ07d4afnx9GjRqlfmrfEPSaYJnCB9LG6dOnsX//fpw7dw4JCQlwd3fHkCFDsHr16lrtq3T48GFs2bIFN27cgLm5OTp06IA1a9ZgyJAhtY7J2dkZPXv2hKOjo0a5uV1pD1Yxe7CIiIiqlJeXh61bt+KLL77AgwcP1MtGWFhYwMnJCQUFBbh58yZu3LiB/fv3w9zcHC+88ALeeecd9O/fX+/x1HmhUW0+UFZWFpRKJQAY/ANpo0ePHkhPT8f48ePh5eWFe/fuYdu2bbCyskJERIRWCeCqVavwwQcfYNy4cRg6dCiKiopw8+ZN9O/fH9OmTdMqDm0WgMt/8Cf+fLcLzGyd0f3r1Fp9TiIiatrqc6FRY9qxYwcCAwPx8OFDdOnSBQEBAejbty969OihsY+hIAi4c+cOLl68iBMnTuB///sf8vLyMHr0aGzcuBFPPvmk/oIS6uCzzz4T3N3dBZFIJHTt2lX48MMPhTNnzgjZ2dka9ZRKpRATEyPs3btXmDp1qmBrayuIxWJh7Nixwr179+oSgk5CQ0OFkpKSCmUAhOXLl9d4/h9//CGIRCJh06ZNdYojPj5eACDEx8dXWUeR+VC48BKECy9BUBYX1ak9IiJqWrS5zzQGZmZmwrRp04Q///yzVufl5+cLX3zxheDp6SkEBgbqNaY69WCZm5tj0qRJWLx4MTp16qT1eQUFBdi/fz/WrVuHGTNm4D//+Y+uIeiVs7MzBg0ahCNHjlRbb+LEiQgLC0NCQgJEIhHy8vLUc6hqo/xvFrm5ucjJyYGjoyMsLCwAAEJJCcInSgGlEt12JXE1dyIi0lpT6cG6ffs22rZtq/P5JSUliIuL02sPVp2eIrx16xb27t1bq+QKACwtLTF79mzcvn1b6+E0Q8vNzUVubi6aNWtWY93Tp0+jZ8+e2Lp1K1xcXGBra4vmzZtj27ZtdYrh+++/xzfffIP4+Hh1mUgigZltaUx8kpCIiKiiuiRXACCRSPQ7PIg6TnI3xQ+kqy1btkChUGDChAnV1svIyEBqairOnz+PM2fOYOXKlWjTpg12796N+fPnw9zcHHPnzq30XLlcDrlcrn6fk5Ojcdze3h4pKSnIzMzUKDe3d0Vx1iM+SUhERNRAGGwdrFdeeQUFBQUAgKSkJEM1A6VSicLCQq1eVY2GhoWFITAwEAEBATU+AahaRiEtLQ27du3CokWLEBAQgJ9++kn9FGFV1q1bB3t7e/WrQ4cOGscdHBwAoJIEq3SpBj5JSEREVDvz589HYWEhACArK6ve2jVYgmVpaQmFQgGgdIdsFxcXDB06FO+88w52796Nq1evavTm6CosLAyWlpZavWJiYiqcHx0djbFjx6JTp07YtWuXVp8LKJ1/Nm7cOHW5WCzGhAkTkJCQgLi4yre1Wbp0KbKystSvyMhIjeOqBKv8D8A/i42yB4uIiKg2srKy1AmWo6MjnnjiCYwePRorVqxAUFAQbt++XWUHTF0YbKHR7du3q/+ekJCA69evq1+//vor7ty5A5FIhKeffho9e/bE8OHDMWHCBIjFtcv5vL29sXv3bq3qll/jKj4+Hv7+/rC3t0dwcLDGo5xVcXJygoWFBRwcHCCRSDSOubqWJkIZGRlo06ZNhXNlMhlkMpn6fXZ2tsZxVYKVkZGhUS51agkAUKTGg4iIiLS3d+9e9d+jo6Nx/fp13LhxA9evX8c333yDuLg4WFlZoWPHjrh48aLe2q2XldxbtGiBFi1aYMSIEeoyuVyOmzdv4vr167h06RLefvttnD9/vtYTxd3d3TFz5sxax5SWlgZ/f3/I5XKcPn1a6wVGxWIxfHx8cOnSJSgUCkilUvUx1VCoi4tLreMB/kmwsrOzoVQq1cmm9O8Nn+WPH+h0XSIiosbu559/1sgzKtO2bVu0bdsW48ePV5dlZWWpky59MtgQYU1jnjKZDN27d8esWbPw2WefITg4GAcOHDBUOBry8vIwcuRIJCYmIjg4GF5eXlXWjYuLQ3R0tEbZhAkTUFJSgj179qjLCgsLsX//fnTo0AEtWrTQKS5bW1uIxWKUlJRobJkjc30CABMsIiKiqowePVqrqT7l2dvbw9fXF2+++aZe46lTD9bvv/8OHx8fWFlZVTimGvO0sLCAo6Mj2rRpg65du6JLly7qP728vCASiQAAnTp1wooVK+oSjtamTJmC8PBwzJo1C1FRUYiKilIfs7GxwZgxY9Tvp0+fjtDQUI3x2blz52LXrl144403cPv2bbRp0wbffPMNHjx4gB9//FHnuMRiMfr16weZTAZzc3N1uezvHiwFEywiIqJKtWzZEnPnzkVsbGy1D5yVVdf1s6pVl1VKxWKx8MEHH9RYLyYmRvj222+Ff//738ILL7wgeHh4CCKRSLC2thZ69epVlxB04uHhIQCo9OXh4aFR18/PT6jsa3r48KEwY8YMwcnJSZDJZELv3r2FX375pVZxaLvCblFelno19+L87GrrEhERqTSVldwFofS+3L17d0EsFgvTpk0Tioqq3v3kxo0bwoQJEwQzMzODxVOnHizVcJaKo6MjNmzYgNdee02jXn2OeWojNjZW67ohISGVlru6uuLrr7/WSzw1MbOyg8TaASV5mZA/fgCrNrVb2JWIiKixc3V1RVhYGCZMmIB9+/YhKSkJ33//Pezs7NR1Ll26hDVr1uD48eMQBAE9e/Y0WDx1moPl4uKCu3fvqt9nZWUhJSVFq3MNNebZ0MnlciQnJyM5OVmjnPOwiIiIqmdlZYX//e9/mDdvHs6cOYMBAwYgPj4eYWFhGDZsGPr06YMff/wR/fv3xy+//KLXpwbLq1MP1rPPPotDhw7B2dkZo0eP1ldMTdpff/2Fn376CW3atMHEiRPV5bJmHsi/H8F5WERERNUQi8XYvn07nnzySbz//vvw9vZWLzY+dOhQrFixAr6+vgaPo04J1kcffYSbN29i69at+L//+z+IRCJ8+umnuHLlCrp16wYfHx/4+PjgiSee0FO4jZ+qK7P8GllcqoGIiEg7x44dQ1BQEACgoKAAIpEIH374IZYuXVpvMdQpwXJ3d8eVK1cQGhqKM2fOYM2aNcjPz8fx48fx448/qp8QtLe3R9euXTWSri5duujlAzQ2qgQrJycHgiCov0PVk4TyR7HGCo2IiMikHT58GGvXrsXNmzchEokQEBCAUaNG4a233kJgYCBat26NqVOn1kssdV5oVCQSYdCgQRg0aBDWrFmD9957D++88w4iIiJw7do19Z+///47QkND1eeUnRxP/7CxsVF/P3l5ebCxsQFQJsFiDxYREVEF3t7euHPnDiQSCaZNm4Zly5apl2B45plnMGLECMyYMQPx8fH10pOl15Xc9+7diyeeeAK2trYYOHAgBg4cqD5WVFSEmzdv4urVq4iIiNBns42KRCKBjY0NcnJykJ2d/U+C9fckd87BIiIiquj+/fuYPXs2lixZgieffFLjWIcOHfDHH39g5MiR+Pe//424uDhs375dPUpkCHpNsKrrdjM3N0e3bt3QrVs3fTbZKNnb2yMnJwdZWVnqVeFVc7CKMlOgVBRCLLUwZohEREQm5d69e2jZsmWVx1u0aIFz587hpZdews6dO5GYmIjDhw/D0tLSIPEYbKsc0p1q0+mcnBx1mZmtM8Sy0hXzuekzERGRpuqSKxUbGxsEBwdj2rRpOH78OAYNGmSweOpls2eqnfbt26N58+Zo06aNukwkEkHq4oHChCjIH8fCokXV+ycSERFR5czMzLBnzx60atUK69evN1g7derBGj58OC5duqTTuXl5eVi/fj0+/fTTuoTQKD399NPo0aMHXF1dNcplLk8A4ER3IiKiuvrwww+xY8cOg12/TgnW48eP0adPHwwePBi7d+9GVlZWjedcuHABb775Jjw8PLB69Wq4ubnVJYQmhU8SEhER6c+cOXMMdu06DRFeuXIFe/bsQWBgIF599VXMmTMH7dq1Q/fu3eHm5gYHBwcUFhYiPT0dMTExuHz5MnJyciCRSDBx4kSsWbNGYxiMShUXF+PRo0coKCjAU089pS5XJVh8kpCIiOgfw4cPx+rVq3XaWzAvLw//93//B1tbW7zxxht6i6nOc7BmzJiB6dOnIzg4GLt370ZISAj27dtXoZ5YLEaXLl0wduxYzJ49G82bN69r041WQUEB9u3bB7FYjIULF6ofI+Vq7kRERBWpRtR8fX0xffp0vPTSS7C3t6/2nAsXLmDfvn04dOgQCgoKsGfPHr3GpJdJ7iKRCM8//zyef/55AEBUVBQSEhKQlpYGS0tLuLi4oGPHjjV+WCplbW0NkUgEpVJZ+WKjXM2diIhIzRRH1AzyFGH79u3Rvn17Q1y6SRCLxbC2tkZubi5yc3MrLjaangihpBgiCR8CJSIiAkxvRI13aBNla2uL3Nxc5OTkwN3dHQBg7uAOkZkUQrECirREyFw9jBwlERGR6TClETWDJ1i5ubk4cOAA/vjjD6SkpAAo3SS6X79+mDRpkrp3hjTZ2toiOTlZ48lMkVgMabPWkKfchfzxAyZYRERE1TDmiJpBV3K/ceMGvLy8sHz5cuTm5sLT0xOenp7Izc1Vb8J48+ZNQ4bQYDk5OQEA0tPTNcr/Waohtr5DIiIiqlRycjKWLFmCwYMHw9bWFiKRCCEhIVqfv2rVKohEogovC4uGuy2cQXuw3njjDQwfPhy7du2CRCLROFZcXIzXXnsN//rXv/Dbb78ZMowGydnZGQCQlpamUa5abJRLNRARkamIiYnBhg0b4OXlhc6dO+OPP/7Q6TqfffaZxshW+dyhLup7RM2gCdbly5fx+eefV/oFmZmZ4b333sMzzzxjyBAarJYtW2Lw4MEVV3P/e6K7/NF9I0RFRERUUffu3ZGWlgYnJycEBQVh/PjxOl1n3LhxaNasmZ6jKx1RGzZsGIqLizFo0CB4enoCAB49eoRly5Zh5cqVOHHiBDp16qS3Ng2aYLm5ueHq1atVjn9evXq1QgJBpRwcHCpdME3mVvpDUZhyt75DIiIiqpStra1eriMIArKzs9XDjPpijBE1gyZY77zzDmbPno2rV69i6NCh6m1xHj58iNOnT2PHjh0G3WixMZK5l67szgSLiIgaG9U8bWtra4wZMwYbN27Uy5Z6xhhRM2iCtWDBAri4uGDLli3YunUrSkpKAJSOqXbr1g27du3CpEmTDBlCg5aRkYGUlBQ4OTmpf8As3EoTrKL0RCjlBRDLLI0ZIhERNQA5OTnIzs5Wv5fJZJDJZEaMSJOjoyPefPNN9O3bFzKZDL/99hs+/fRThIeH4/Lly7Czs6vT9Y0xombwZRomT56MyZMno6ioCKmpqQCAZs2awdzc3NBNN3jh4eG4fv06+vbtq06wzOyaQWxpC2VBDgof3YdV6w5GjpKIiExdhw6a94qVK1di1apVldZVKpVQKBRaXVcmk+llKG/BggUa719++WX06tULU6ZMwfbt27FkyZI6Xd8YI2r1ttCoubk59x+sJQcHBwBAZmamukwkEsHC/Snk34+APOUuEywiIqpRZGQkWrZsqX5fXe9VWFgYBg8erNV1o6Ki4O3tXef4KjN58mQsXLgQp06dqnOCZYwRNaOu5J6RkYEff/wR06dPN2YYJkuVYJVdbBQALNyfRv79CBQ+5DwsIiKqma2trdbDbN7e3ti9e7dWdQ3dcdK6desK60Hqqr5H1IyaYMXFxeGVV15hglWFynqwAED29zws+cN79RwRERE1du7u7pg5c6axw4AgCIiNjUW3bt30et36GlEz6ErucXFx1b6SkpIM2XyVTp8+jVmzZqFt27awsrKCp6cnZs+ejeTkZK2vcerUKQwePBjNmjWDg4MDevXqhW+++UavcaoSrPz8fI3xcKlzKwCAIt043x8REZGu4uLiEB0drVH2+PHjCvU+++wzPH78GMOHDzd4TBkZGdi7d69er2nQHqwnnnii2slvgiDodZ0Lbb3//vtIT0/H+PHj4eXlhXv37mHbtm04fvw4IiIi1JsrV+XYsWMYM2YM+vbtq17e/9tvv8X06dORmpqKd955Ry9xymQyWFhYoLCwEFlZWXBxcQEAmDuWxleUoX1CSEREZEhr1qwBANy6dQsA8M033+DcuXMAgH//+9/qetOnT0doaCgEQVCXeXh4YMKECejcuTMsLCxw7tw5HDp0CD4+Ppg7d67BYzfEiJpBEyxHR0esXr0afn5+lR6Pjo5GQECAIUOo1KZNmzBgwACIxf904A0fPhx+fn7Ytm2b+oekKtu2bUPz5s1x5swZ9UTBuXPnwtvbG19//bXeEiygtBcrJSUFmZmZ6gRL6ljatckEi4iITMWKFSs03n/11Vfqv5dNsCozZcoU/P777zhy5AgKCwvh4eGBxYsXY/ny5bCysqpzbHFxcdUeN8SImkETrO7duyMjIwMdO3as9HhxcbFGBltffH19Ky1zcnJCVFRUjednZ2fD0dFR4ykMMzMzgyzv379/fyiVSrRo0UJdZu7wd4KVmWK0XkAiIqKytL2fV7YJ9BdffKHnaDQZY0TNoAnWv/71L+Tl5VV5vE2bNlo/qWBoubm5yM3N1SpJGjRoEDZs2IAVK1ZgxowZEIlEOHDgAC5fvoxvv/1Wr3E99dRTFcpUQ4RKRQFK8rNhZm2v1zaJiIgaE2OMqBk0wRo7dmy1xx0dHTFjxgxDhqC1LVu2QKFQYMKECTXWXbFiBe7fv48PP/xQPZxoZWWFI0eOYPTo0VWeJ5fLIZfL1e9zcnJ0ilUis4LEyg4l+dkoykhmgkVERFQNY4yoGfQpwvqgVCpRWFio1auqLy8sLAyBgYEICAjAkCFDamxTJpOhbdu2GDduHA4ePIh9+/ahR48emDp1Ki5cuFDleevWrYO9vb36VX5l3crk5OQgKioKd+7c0SgvO0xIREREVfvXv/4FDw+PKo8bYkRNJOgxZZs1a1aNdcRiMezs7NCuXTuMGjVKY2VZXYSEhNRpxdno6Gj0798fbdq0QVhYmFY7gs+bNw8XLlzA1atX1RPli4qK0LFjRzg6OuLixYuVnle+BysxMREdOnRAfHw8WrVqVek5f/31F77//nu4ublp9PZF/mcQcm6F4qm3D6DZQO7nSEREFSUkJKB169bV3mfIMPQ6RPj111+rJ4lVlreJRCKN8vnz5+M///lPjU8XVKcuK87Gx8fD398f9vb2CA4O1iq5UigU+PLLL7F48WKNpxDNzc0xYsQIbNu2DQqFAlKptMK55TfXLLvxZlWsra0BlK6FVZbUgU8SEhERmSq9Jlh3797F22+/jfDwcCxYsAD9+/eHm5sbHj58iPPnz2Pr1q3o1asXli9fjuvXr2PNmjVYuXIlvLy8tJr7VBldV5xNS0uDv78/5HI5Tp8+rfWqrmlpaSguLlbvY1RWUVERlEplpcd0pXo8NT8/X+MpB3Mu1UBERFQpY4yolafXBOvw4cO4ePEirl+/rt6pGgDatm2LgQMHYubMmfDx8cHZs2exePFijBgxAh06dMD27dt1TrB0kZeXh5EjRyIxMRFnz56Fl5dXlXXj4uKQn5+vHlp0dXWFg4MDfvjhB3zwwQfqnqrc3Fz8+OOP8Pb2hqWlpd5iVSVYJSUlkMvlsLCwAABInUqXbVCkJeitLSIiosbAGCNq5el1kvuXX36JgIAAjeSqLHd3d4wfP1693kXLli0xatQoXL9+XZ9h1GjKlCkIDw/H+PHjERUVhX379qlfR48e1ag7ffp0tG/fXv1eIpFg0aJFuH37Nvr06YMtW7Zg48aN6NWrFxISEvT6HwcoHXpUJXFlhwll7qXLNxSm/KXX9oiIiBq6u3fvYtSoUXB1dcXatWsRGhqK6OhohIaGYu3atXBzc8OLL76Iixcv4vPPP0eLFi2wcuVKHD58WG8x6LUHKyEhQWOOUWUsLCyQkPBPr0ubNm1QWFiozzBqFBERAaB0ldmyK80Cpcv1jxkzptrzly9fjieffBKffPIJAgMDIZfL0aVLFwQFBeHll1/We7xWVlZQKBTIy8uDk5MTAMCieWmvW2HyHS42SkREVIYpjKjptQerZcuWOHr0aJUJU2FhIY4ePaoxzvno0SM4OjrqM4waxcbGQhCESl+xsbEadUNCQirtXpw8eTIuXryIjIwM5Ofn48KFCwZJroDKJ7pbuJX2YJXkZ6E4O9Ug7RIRETVEpjCiptcE69VXX8Xdu3cxYMAAHDt2DGlpaQBKJ4YfO3YMAwYMwL179zQmn/3222/o2rWrPsNodPr164exY8dqJKZimSWkzVoDKO3FIiIiolKmMKKm1yHCxYsXq+c0qVZxF4vFUCqVAEonmk2ePBlLliwBADx8+BDPP/88hg8frs8wGp0nn3yy0nKL5l5QpMajMPkObL371XNUREREpkk1orZ69Wr1w2Fl1ceIml57sCQSCfbu3YtTp05h+vTp8PHxwRNPPAEfHx/MmDEDJ0+exL59+9TrR7m5uWHz5s0YNmyYPsNoMtTzsDjRnYiISM0URtQMshfhkCFDtNpyhrSTn5+PBw8eQBAEje11LNyfBgDIk5lgERERqZjCiJpBN3sm/cjIyMCPP/4IOzs7jQRLNQdLkZFkrNCIiIhMjmpEbebMmfjmm29w48YNZGdnw87ODl27dsWUKVMwdOhQdX3ViJo+GSTBOn/+PL7++mtERESoP5BqmHDAgAGGaLJRs7OzA1C68bNSqVQPsZo7li42ytXciYiIKjLmiJreE6x33nkHW7duVS9toFot9cqVK/jqq6+wYMECbNq0Sd/NNmo2NjaQSCQoKSlBTk4O7O3tAZRZzT0jiWthERERmRC9TnLfs2cPPvnkE3h5eWH//v1ISkpCcXExkpOTceDAAbRt2xaffPIJ9u7dq89mGz2RSKTeiLrsBtGq/QiVhXkoKcgxSmxERESm6vz585gzZw569uyJdu3aoWfPnpgzZw7OnTtn8Lb1mmB99tlnaNWqFS5evIhJkybB3d0dIpEIbm5umDhxIi5cuICWLVti+/bt+my2SVANE2ZlZanLJDIrSKwdAABF6ZyHRUREpPLOO+/A19cXX375Ja5cuYK//voLV65cwZdffgk/Pz+8++67Bm1frwnWrVu38PLLL6uHsMqzt7fHyy+/jFu3bumz2SZB9Z2W7cECAKnjP8OEREREZBojanpNsLTBeUK6qawHC/hnmJA9WERERKVMYURNrwlWx44dceTIEeTm5lZ6PCcnB0eOHEHHjh312WyT4O3tjbFjx6JPnz4a5WUnuhMREZFpjKjpNcGaO3cuEhIS0LdvXxw5cgSpqaWbEKempiIoKAj9+vVDQkIC/vWvf+mz2SbB2dkZXl5eFZbxVy/VwB4sIiIirRl6RE2vyzS88soruHbtGrZt24aAgAAAFVdOnT9/PmbMmKHPZps0VQ+WPC2hhppERERNg2pEbfXq1bCxsalwvD5G1PQ+B2vr1q0IDQ3FzJkzNfYifOWVVxAaGopPPvlE3002GTExMbh48aLGbt8y19KNoOWP7hsrLCIiIpNiCiNqBlnJfeDAgRg4cKAhLt2knTlzBjk5OWjdujVatCjtubJo/vd+hCl/cbFRIiIimMaIGvcibEDs7e2Rk5ODrKwsdYIlc30SEIlQkp+N4uxUmNu7GDlKIiIi49u6dSvGjx9fYeu+bt26YcaMGQbvCKpTgjVr1iydzhOJRPjyyy/r0nSTpFqqoexaWGKpBaTOraFIjUNhyl9MsIiIiP5mzBG1OiVYX3/9tU7nMcHSjepx0/JrYVk0f7o0wUr+C7bt+hojNCIiIiqjTgnW/fucWF2fKuvBAgCZ21PAn2cgT/nLGGEREREZlSmOqNUpwfLw8NBXHKSFqrbLUU10L2SCRURETZApjqhxknsDUna7nLJPDFq4qxKsu0aLjYiIyFhMcUSNCVYDYm9vj7Fjx1ZY+l+VYHGIkIiImiJTHFFjgtWASCQSeHl5VSiXuT8FACjOSUNxbgbMbBwr1CEiIqL6o/eV3Kn+SSysYe7gDoDDhERERKaACVYDk5iYiIsXL+LBgwca5WVXdCciIiLjYoLVwNy5cwehoaH46y/NRErmzicJiYiITEWTTLDCwsLw4osvonXr1rCwsIC7uzuGDx+O8+fPa32NxMREBAQEwMHBAXZ2dhg9ejTu3btnwKhLqSa4Z2ZmapSrnyRMZoJFRET16/Tp05g1axbatm0LKysreHp6Yvbs2UhOTtb6Gsa6rxpKk5zkfvv2bYjFYsybNw/u7u7IyMjAvn374Ovri59++gnDhw+v9vzc3FwMHjwYWVlZWLZsGczNzbF582b4+fkhIiICzs7OBovdwcEBQGUJVulEd/nDhvvDSES1U1JSgqKiImOHQSbA3NwcEonEaO2///77SE9Px/jx4+Hl5YV79+5h27ZtOH78OCIiIuDu7l7t+ca8rxpKk0ywZs+ejdmzZ2uUvf766/D09MSWLVtqTLC2b9+OO3fuIDw8HD179gQAjBgxAp06dcLGjRuxdu1ag8VeNsEquxaWtFkbAIAiLd5gbROR6cjNzUVCQgIEQTB2KGQCRCIRWrVqBRsbG6O0v2nTJgwYMABi8T8DY8OHD4efnx+2bduGNWvWVHu+Me+rhtIkE6zKWFlZwcXFpULPUGWCgoLQs2dP9Q8BAHh7e2Po0KH49ttvDfqDYG9vD7FYjJKSEuTm5sLW1hYAIHVRJVgJEEpKIDLibzJEZFglJSVISEhQ/7ul+kWLmiZBEPD48WMkJCTAy8vLKD1Zvr6+lZY5OTkhKiqqxvONeV81lCadYGVnZ0OhUCA1NRV79+7FzZs3sWzZsmrPUSqVuHHjRqX7HvXq1QsnTpxATk6OOvHRN7FYDDs7O2RmZiIjI+OfBMuhOSCWQCgpRlHWQ0idWhikfSIyvqKiIgiCABcXF1haWho7HDIBLi4uiI2NRVFRkVGHCsvKzc1Fbm4umjVrVm09Y99XDaVJTnJXCQgIgIuLC9q3b4+NGzdi7ty5WLFiRbXnpKenQy6Xo3nz5hWOqcqSkpIqPVculyM7O1v9ysnJ0SnuyuZhiSQSSJ1alraTGqfTdYmoYWHPFanU9LOQk5Ojcf+Ry+UGj2nLli1QKBSYMGFCtfXqcl81ZQ0+wVIqlSgsLNTqVX6uwvr163HixAl8+eWX6NOnDxQKBYqLi6ttr6CgAAAgk8kqHLOwsNCoU966detgb2+vfnXo0EGXjww/Pz/MmDED7du31yiXNmsNAFCkch4WERH9o0OHDhr3n3Xr1lVZty73VZWwsDAEBgYiICAAQ4YMqTa2utxXTVmDT7DCwsJgaWmp1SsmJkbjXB8fHzz33HOYNWsWTp48ifDwcMycObPa9lTd8ZVl/4WFhRp1ylu6dCmysrLUr8jISB0+MeDm5gY3NzeYm5trlMtUE93Zg0VEJqCoqAj9+/eHg4MDgoKC1OXh4eHw9/fH4MGD8fHHHxusHUO0VRsPHz5Ev3794OfnhwEDBuDmzZs1xmsokZGRGvefpUuXVlm3LvdVAIiOjsbYsWPRqVMn7Nq1q8bY6nJfNWUNfg6Wt7c3du/erVXdyrofVaRSKV588UWsX78eBQUFVf7HdHJygkwmq3RtD1VZixaVz3+SyWQaGXp2drZWcWuLPVhEZErMzMwQFBSEnTt3qsvkcjkCAwNx9OhRWFlZGawdQ7VVG82aNcO5c+cgFosREhKC9evXY9++fVXGa0i2traws7PTqm5d7qvx8fHw9/eHvb09goODtZo3VZf7qilr8AmWu7t7jb1O2iooKIAgCMjJyakywRKLxejcuTMuX75c4djFixfh6elp8Il4ubm5uHXrFgRBQJ8+fdTlqqUaOAeLiEyBSCSqcAO+cOECLC0tMW7cOBQXF+O///0vunTpUutrHzp0CN9//z2+/fbbStvRZ1va8vf3x+LFi/Hss88CgMZk88zMTHTt2hVA5d+LKdH1vpqWlgZ/f3/I5XKcPn1a689oCvdVQ2jwQ4S6ePToUYWyzMxMHDlyBK1bt4arq6u6PC4uDtHR0Rp1x40bh0uXLmn8MMTExODMmTMYP3684QL/W0FBAUJDQxEeHq5RLmMPFhGZuKSkJERGRuK7777DJ598gtdff13j+KlTpzBw4EDY2NjA3t4eI0aMwNWrVzXqKJVKLFu2rMaHkqprS5t2amv58uV47733NMoiIyPRr18/zJ8/H35+fjVeY9CgQZDJZLCxsYGTkxMGDRqEK1eu1Cmu+pCXl4eRI0ciMTERwcHB8PLyqrKuKd5XDaFJJlgjRozA6NGjsXbtWuzatQv/+c9/0LlzZyQmJmLTpk0adadPn15hMvnrr7+Op556Cs8//zw+/vhjbNmyBc899xzc3NywcOFCg8evWkiusLBQY1I+e7CIyNQ5Ojqif//+sLa2Rvv27ZGVlaU+duzYMYwZMwbTp09HcnIyYmNj4evrC19fX40bb3BwMJycnNC5c2ed2tK2ndry9fVFZmamxrZrHTp0wO+//47jx49j/vz5Wl1nw4YNyM3NRVJSErp164bRo0frHFN9mTJlCsLDwzF+/HhERUVh37596tfRo0c16prifdUQmmSCNWvWLKSnp2Pz5s3417/+hR07dqBbt24ICQnBuHHjajzf1tYWISEh8PX1xZo1a7BixQp07doVoaGhcHFxMXj8FhYW6tVy8/Pz1eWqOVjFWY+gVBQaPA4iatiKsh7Xe5u9e/dGTEwMlEolUlJS1E+JCYKABQsWYMmSJZgzZw5sbW3h6OiIpUuXYsKECVi0aJH6GseOHavxybSq2qpNO+X99NNPaNu2LebMmYMnnngCTk5OWLlypfq4SCTCkCFDcOzYMQCak7YdHBxqPQ/MwsICr776KhITE5GWllarc+tbREQEAOCrr77CtGnTNF5vv/12jecb+75qCA1+DpYu3njjDbzxxhta1Q0JCam0vFWrVvjuu+/0GJX2RCIRrK2tkZOTg9zcXPXERTMbJ4hlVlDK86FIS4BF86eNEh8RNQyxX7wBr0XfGrSNgIAAXL58GTY2NggPD8dHH32EmTNnws/PD0VFRdi4cSOA0j1iY2NjMXny5ArXmDx5MoYNG6Z+ACkiIgLz5s2rsR1HR8cKbdWmnfKuX7+Ou3fvYv78+dixYwfOnz+PIUOGYPz48ejUqROA0h6rEydOAACuXr2KJUuWQCwWQxAEjRGSyuItLz8/H7t27YKHh4fJ78UXGxurdV1TvK8aQpNMsBoDGxsb5OTkIC8vT10mEokgdW6NwqQYyFPjmWARNRGCIEApz6+5YhkFCZFI/+M75P51GZat2td8QhlimZXWi5x++23FBG7WrFkVVu1OTU0FUPnTYi1atEBJSQnS09PRsmVLZGRkVHgirrJ2KmtLNXynTTvlXb9+HVOmTFEP9fn6+qJt27aIjo5WJ1h2dnbIyMgAAPTt2xehoaGVxlVVvEDpkj6rVq2ChYUFfHx81D1i1LAwwWqgrK2tAZQ+UViW1KUNCpNiuBYWUROilOfj8hTdNvm99X7PmiuV02N/LiQW1jq1VxXVdipJSUnw9PTUOJaUlASJRAInJycApXOrdF3mpjbtlHf9+nVs3rxZoywlJUVjCCs7OxuOjo46xaaybt06rYbVyLQ1yTlYjYEqwSrbgwUAMue/nyRM45OERNRwtG3bFh4eHjh48GCFYwcPHkT//v3Vw3Y+Pj4VnkIzRDtlFRQU4M6dO3B3d1eXnThxAhKJRGO5nMjISPj4+OgUGzUu7MFqoHr16gUfHx/Y29trlEtd/n6S8DF7sIiaCrHMCj3259Zc8W+JRz5E8vf/bJXS/KWlaPny8lq1p28ikQibN2/GtGnT4O7ujgkTJqC4uBg7d+7EoUOHcPr0aXXdF154AR988IHB21m1ahVCQkIQEhKCmzdvQiQSYd++fejSpQuuX7+OefPmYf369RoLSJ89exZ79uzR/YugRoM9WA2Uo6Mj3Nzc1E/gqEjZg0XU5IhEIkgsrLV+ic2kkFjZo9mgGZBY2Ze+r8X5htpkeuzYsThy5Ah2794Nd3d3tGnTBmfOnMHZs2fRu3dvdb2RI0ciNTVVvfWModqJi4tD//79AZQOD77wwgtIS0uDg4MDJk6ciJUrV+LVV19V1//tt99gZ2eHgQMH6vgNUGPCHqxGRrUfofzxAyNHQkSmyrHXGLiPehtm1g4ozsuE/FGssUNSGzZsGIYNG1ZtHYlEgrVr12L16tU4fPiwwdq5dOmS+om369evo3Pnzvjggw/w9ddfV1p/zZo1dd7vsKon7KjhYYJlAvIVJZAXKyEz075DUalU4vLly8jIyMDQoUNhZlb6n1Lm4gEAUDx+AEEQDPabJhE1XNZP+qj/bmbtALMy7xuKSZMmYdKkSQZt488//1T//fr16zUu7/Prr78aNB5qWDhEaAJ+vpWN4zeyUFQiaH2OSCTC77//juvXryMzM1NdrpqDpZTnozjHtBemIyJqKG7cuIEOHToYOwxqQJhgmYj8IiVuJRVoXV8kEqkfBVatuQIAYnMZzB1LN9g0pW5/IqKGLDMzs8ateYjKYoJlQiKTC5ArL9G6virBSk9P1yiXuT4BoHSYkIiIiOofEywTUiIAdx7Ja674t8p6sABA1qx0Hpb8cazeYiMiIiLtMcEyIRIR4OUqq7ni31RrYFVYzf3vHiw+SUhERGQcTLBMSIfmlrCRSbSub2NTujVG+QRL9SQh52AREREZBxMsE2ElFaNTi4rbM1SnpgSLc7CIiIiMg+tgmQCZBBjV2R5mktqtWeXk5IRXXnlFnWipr8chQiIiIqNiD5YJkJcAYh0WBDUzM4OLi0uFjUmlf6/mXpKfheK8TH2ESERERLXABMtE5BRqvzxDTSQW1jCzcwHAXiwiIiJjYIJlIrIKdEuwbt26hZMnTyIpKUmjnBPdiYiIjIcJlonI1DHBunPnDq5du4aUlBSNciknuhMRERkNEywTkVVQrNN5VT5JqJrozh4sIjKSoqIi9O/fHw4ODggKClKXh4eHw9/fH4MHD8bHH39ssHYM0VZt/PHHH+jbty/8/Pzw/PPPa+wb++abb6Jfv37o06cPQkJC6jUuqh98itBE6DpEWONaWOzBIiIjMTMzQ1BQEHbu3Kkuk8vlCAwMxNGjR2FlZWWwdgzVVm14eHjg9OnTsLKywo4dO/Dpp59i+fLluHPnDqKiovD7778jPj4eU6ZMQVhYWL3HR4bFHiwTkVOoRIlSqPV5tra2AICsrCyNcpnLEwC4XQ4RGY9IJELz5s01yi5cuABLS0uMGzcO/v7+uHHjhk7XPnToEAICAqpsR59tacvf3x+nTp1Sv2/RooU6sZNKpTAzK+3TcHNzg6WlJYqLi5GZmQkXFxet2+jYsSOOHz+u38DJIJhgmQBzMWBhLkK+Qlnrc1X7EZbtegYAabPWAABFWkKd4yMi0pekpCRERkbiu+++wyeffILXX39d4/ipU6cwcOBA2NjYwN7eHiNGjMDVq1c16iiVSixbtgwrVqzQuS1t2qmt5cuX47333qtQnpaWhu3bt+PVV18FUPqLsYeHB9q1awd/f3+Nc2JiYvDCCy+gWbNmsLOzg7e3NzZs2KA+fuvWLYwaNapOcVL9YIJlAkZ2csC4Z5xga6H9NjkqDg4OAICcnBwUFRWpy6XOrQAAxVmPoCzSfgNpIiJDcnR0RP/+/WFtbY327dtr9L4fO3YMY8aMwfTp05GcnIzY2Fj4+vrC19cXly9fVtcLDg6Gk5MTOnfurFNb2rZTW76+vsjMzMT58+fVZfn5+Rg/fjy2bt2KZs2aAQBOnjyJtLQ03LlzB1evXsUbb7yhrv/888+ja9euiIuLQ0ZGBo4cOQJPT0+dYyLjYYJlAmq7gntZlpaWkMlKN4gu+w+Vma0zROal5UUZyXULkIganaysLISFhVWYXmBovXv3RkxMDJRKJVJSUmBhYQEAEAQBCxYswJIlSzBnzhzY2trC0dERS5cuxYQJE7Bo0SL1NY4dO4YhQ4bo1FZt2ilPEARs27YNbdu2hb29PRYuXIhr166hZ8+eAEqHKocMGYJjx44BAIqLizFx4kTMnz8f/fr1U19HqVTCyckJYrEYdnZ2yMvLAwCkpqbi7t27mDt3LqysrCCRSNCxY0eMHz9efe4TTzyBo0ePav+Fk9FwknsDJxKJMHXqVNjY2KgTLVW51LEF5I/uQ5GWoH6qkIiaNoVCgYsXL+LSpUsoLi7G5cuX0bNnT/Tp0wfm5uZ6by8gIACXL1+GjY0NwsPD8dFHH2HmzJnw8/NDUVERNm7cCAC4ffs2YmNjMXny5ArXmDx5MoYNG4aCggJYWloiIiIC8+bNq7EdR0fHCm3Vpp3yNmzYgIMHD+LMmTMoKipCu3btcO3aNaxZs0Zdp0OHDjhx4gQA4ODBgwgLC0N2djY++eQTPP/883jvvffw3HPPYf/+/Rg4cCAKCwvVQ53Ozs5o164dXnnlFbz22mvo3bs3PDw8dP/yyaiYYJmApIwiROVkw9XWDF1b1f5JF2dn50rLpc6tShOs9MS6hkhEDYBCoajymFgsRnFxMb766iuNp46Li4vxxx9/4M8//8TUqVNhYWEBkUikkWyVva5UKq1VTN9++22FslmzZmHWrFkaZampqQBKJ4aX16JFC5SUlCA9PR0tW7ZERkYG7OzsamynsrZUw3fatFNWQUEB1qxZgxMnTqBVq9IpGO7u7igpKcGwYcPU9ezs7JCRkQEAmDZtGqZNm1ahHYlEgm+++aZCuUgkQkhICD7++GMEBgYiOjoa7dq1wyeffILnnnuu0s9HpqtJJlhhYWH473//i2vXruHx48dwcHCAj48PVqxYgf79+9d4/vfff4/Dhw/j0qVLSElJQevWrTFq1CisWLFCPSeqNuQlSqTkF0Gi5wFbqVPpPxCKNCZYRE3Bli1bqjzm6emJYcOGVVjSRSU3Nxc7duwAALRu3RqTJk1SH9u5cycKCgoAAIsXL9ZfwGWo5iclJSVVmHOUlJQEiUQCJycnAKVzq7Kzsw3eTlmhoaGws7PTGOpTKBRYvXq1Rr3s7Gz1w0e6cHd3x8aNG7Fx40akp6fjww8/xNixYxEXF1dpXGS6muQcrNu3b0MsFmPevHn49NNPsWjRIqSkpMDX1xe//PJLjee/9tpriIqKwtSpU7F161YMHz4c27ZtQ9++fdX/CNWGi60Z+nvaoHPLil3S2khNTcXJkycrrKNi7qxKsPgkIRGZtrZt28LDwwMHDx6scOzgwYPo37+/etjOx8cH0dHRBm+nrMTERHXPFQD88MMPePjwIdq3b69RLzIyEj4+PjrFVp6TkxNWrVqFvLw83L9/Xy/XpPrTJHuwZs+ejdmzZ2uUvf766/D09MSWLVswfPjwas8PCgrCoEGDNMq6d++OGTNmYP/+/RWuXRMbmQStXGQ1V6xCQUEBrl27Bnt7e/j6+qrLVU8ScoiQqGl4++23qzwmFotr/AXw1Vdfha2tLUQizQdv5s6dq4/wqiUSibB582ZMmzYN7u7umDBhAoqLi7Fz504cOnQIp0+fVtd94YUX8MEHHxi8nVWrViEkJAQhISFo1aoVoqKi8Ndff0EikWDJkiWws7NDQkKCxjpWZ8+exZ49e3SKLSMjAxs3bsTUqVPh5eUFuVyOTZs2wcnJCd7e3jpdk4ynSfZgVcbKygouLi4V1pOqTPnkCgDGjh0LAIiKitJzZDVTdUdnZ2ejpOSfFeH/GSJkDxZRUyCVSqt8mZmZwdzcXL37Q3m2trawtraGVCqtMNm97HUMaezYsThy5Ah2794Nd3d3tGnTBmfOnMHZs2fRu3dvdb2RI0ciNTUVN2/eNGg7cXFx6mkjQ4cOxaRJk9C7d2/07dsXGzZswOuvv45+/fohLS0NAPDbb7/Bzs4OAwcO1CkuqVSKxMREjBw5Evb29mjTpg3Onz+Pn3/+GdbW1jpdk4ynSfZgqWRnZ0OhUCA1NRV79+7FzZs3sWzZMp2updpsWTW+X1tJmQrkKZRo4ySFzKx2ea+1tTXMzc1RVFSErKws9Ti9ugcrNU6nmIiocbGwsMDs2bM1niI0MzMz6FOEtTVs2DCNSeOVkUgkWLt2LVavXo3Dhw8brJ1Lly6p9wk0MzPD559/js8//1x9fMyYMVi3bp36/Zo1a+q036G1tTV2795dbZ3Y2Fidr0/1q0knWAEBAfj1118BlP7mMHfu3BpXBq7Khg0bIJFIMG7cuCrryOVyyOX/LPqZk5Oj/vuF+3nIUyjhYCWBi03tEiyRSAQHBwc8fvwYGRkZ6gTLskU7AKU9WMX52TCzsqvuMkTUBEilUgwcOBBdunTB9evX0bVrV9jb2xs7rFqbNGmSxkR8Q/jzzz9rVV91PyECGsEQoVKpRGFhoVYvQdDc62/9+vU4ceIEvvzyS/Tp0wcKhQLFxcW1juHAgQP48ssvsXDhQnh5eVVZb926dbC3t1e/OnTooD5maV76n6JAh+1ygH9WdC87xGlm6wRzx9L9uQoSInW6LhE1Tqo5mw0xuSJqCBp8ghUWFgZLS0utXjExMRrn+vj44LnnnsOsWbNw8uRJhIeHY+bMmbVq/7fffsOrr76KYcOG4cMPP6y27tKlS5GVlaV+RUb+k/RYSlUJVu03fAaq3pPQsnXH0uvG3dLpukRERFR7DX6I0Nvbu8Yxa5XKdltXkUqlePHFF7F+/foqV/Et7/r163jxxRfRqVMnBAUFqXdKr4pMJtNYbb3sOi5W0tKndvKL6taDVXbYEQCsWndE9o1TKIhngkVERFRfGnyC5e7uXutep6oUFBRAEATk5OTUmGDdvXsXw4cPh6urK4KDg6t8Mkdb6iFCHROsDh06oH379hoJHFCmB4sJFhERUb1p8EOEunj06FGFsszMTBw5cgStW7eGq6urujwuLq7CgnYpKSnw9/eHWCzGr7/+qrEGiq6spHWbgyWVSiskV0CZBCux/pePICIiaqoafA+WLkaMGIFWrVqhd+/ecHV1RVxcHHbv3o2kpKQKj/xOnz4doaGhGhPkhw8fjnv37mHx4sU4d+4czp07pz7m5uam055Rqh6sfB0TrKqoNnlWpCdBKCmBSCLR6/WJiIhOnz6N/fv349y5c0hISIC7uzuGDBmC1atXVzs9R2XVqlUIDAysUC6TyVBYWGiIkA2uSSZYs2bNwqFDh7B582ZkZmbC0dERffr0wYEDB7RaIO769esAgI8++qjCMT8/P90SLGndhggBICQkBKmpqRgyZIh6qQZze1dALAaUJSjKfgypo7vO1yciIqrM+++/j/T0dIwfPx5eXl64d+8etm3bhuPHjyMiIgLu7trdez777DONKTeSBtwp0CQTrDfeeANvvPGGVnVVi8yVVX65B32w+rsHS14soEQpQCIW1XBGRbGxsXj06BGeeeYZdYIlkpjB3N4NRRnJKEpPZIJFRER6t2nTJgwYMABi8T8zj4YPHw4/Pz9s27YNa9as0eo648aN03nBblPTJOdgmSKpmQiqnErXXixbW1sAqLDLvNSpBYDSYUIiIiJ98/X11UiuVGVOTk612kJOEARkZ2cbpCOjvjHBMhEikajMWli6JVh2dqUrtZdfqsFctSdhBhMsIiKqH7m5ucjNza1Vj5Snpyfs7e1ha2uLqVOn4uHDhwaM0LCYYJkQ1TBhno4JVpU9WI6lPVhF7MEionpUVFSE/v37w8HBAUFBQery8PBw+Pv7Y/DgwXXau6+mdgzRVm08fPgQ/fr1g5+fHwYMGKDenLq6eA0lJycH2dnZ6lfZbdsMZcuWLVAoFJgwYUKNdR0dHfHmm29i586dCAoKwuzZs3H48GEMHDiwwj2toWiSc7BMlY1MjJxCEUp0nOeu6sGqeogwsU7xERHVhpmZGYKCgrBz5051mVwuR2BgII4ePQorKyuDtWOotmqjWbNmOHfuHMRiMUJCQrB+/Xrs27evyngNqezWbACwcuVKrFq1qtK6SqUSCoVCq+vKZDKIRBXnDIeFhSEwMBABAQEYMmRIjddZsGCBxvuXX34ZvXr1wpQpU7B9+3YsWbJEq3hMCXuwTEi/p2wwvrsTnnKpuJ6VNlQ9WBWGCB05B4uI6p9IJKrwiP6FCxdgaWmJcePGwd/fHzdu3NDp2ocOHUJAQECV7eizLW35+/vj1KlT6vcSiUQ9LykzMxNdu3atNl5DioyM1NiqbenSpVXWrcsWdAAQHR2NsWPHolOnTti1a5fOMU+ePBnu7u4a32lDwh4sEyKu5LeA2lD1YMnlcgiCoP6tQupcOgeriHOwiMjIkpKSEBkZiUuXLiEuLg5z5szRWEvw1KlTCAwMxLVr1yCRSNCvXz98+OGHeOaZZ9R1lEolli1bhv/97386t6VNO7W1fPlyvP3227h27Zq6LDIyErNnz0Z8fDyOHDlS4zViYmKwaNEi/PHHH1AoFGjRogVeeeUVvP/++zrHBZT+Aq66R9SkLlvQxcfHw9/fH/b29ggODlb/4q+r1q1bIz09vU7XMBYmWI2InZ0d3nrrrQpdtlL2YBGRiXB0dET//v1hbW2N9u3bIysrS33s2LFjmDx5MjZv3ozg4GAUFxdjx44d8PX1RUhICHr06AEACA4OhpOTEzp37qxTW9q2U1u+vr7IzMzE+fPn0b9/fwClQ3O///47rl+/jtdeew0XL16s9hrPP/88Jk6ciMOHD0MmkyE6OhqRkZE6xaMrXbegS0tLg7+/P+RyOU6fPl3nXjpBEBAbG4tu3brV6TrGwiFCE1JUIuBkVDaORmSgRFn7R1RFIhEsLCwqjIeb/z0Hqzj7MZRF2o2rE1HjJS9WIk9eon7Ji/W7g0R1evfujZiYGCiVSqSkpMDCwgJA6c10wYIFWLJkCebMmQNbW1s4Ojpi6dKlmDBhAhYtWqS+xrFjx7Sa11NZW7Vpp7ygoCB0794dgYGBaNOmDezt7bFu3Tr1cZFIhCFDhuDYsWMAoDGR3MHBocZ5YKmpqbh79y7mzp0LKysrSCQSdOzYEePHj6/xsxpbXl4eRo4cicTERAQHB8PLy6vKupVtQff48eMK9T777DM8fvwYw4cP13u89YE9WCbETAw8zi1CibL0SUI7C/2sYGtm6wyRmRRCsQJFGcmQuXro5bpE1PAUlQg4fiML+WXW27MyF+PFrg4wl9RtmkJlAgICcPnyZdjY2CA8PBwfffQRZs6cCT8/PxQVFWHjxo0AgNu3byM2NhaTJ0+ucI3Jkydj2LBhKCgogKWlJSIiIjBv3rwa23F0dKzQVm3aKe/atWuIjo7GwoULce/ePYSGhmLYsGF499131XvBdujQASdOnAAAXL16FUuWLIFYLIYgCNi0aVO18To7O6Ndu3Z45ZVX8Nprr6F3797w8GgY/15PmTIF4eHhmDVrFqKiojTWvrKxscGYMWPU7yvbgs7DwwMTJkxA586dYWFhgXPnzuHQoUPw8fHB3Llz6/Oj6I9ARhMfHy8AEOLj49VlD9IKhZQshVBUotTpmtevXxe+++474ebNmxrl1+Y9IVx4CUJ29O91ipmIjK+goECIjIwUCgoKNMoVxcoaX5cf5Ap7L6RWeF2LyxNKlKV1yv/7U/Z8Qzl37pwAoMJnEgRBiIyMFAAICQkJgiAIwtNPPy189913Bm+nvBEjRgjvvPOO+n1SUpIgFosFuVyuLvv888+Fnj176hSbIAhCcnKy8O677wodOnQQxGKx0L59e+HEiRM1nlfVz0Rl9xlD8PDwEABU+vLw8NCo6+fnJ5RPP2bPni106NBBsLW1FczNzYWnn35aeP/994Xs7GyDxm1I7MEyMW2cdHuCUCUtLQ337t2Dk5MTOnbsqC43d2wB+aNYroVF1Igduqz7ZODI5AJYmosQ/iAfbrZm8O9grz72Q0QG5MWlvQ3TejvXOc7KqBajTEpKgqenp8axpKQkSCQS9RZgjo6OOq+NVJt2youIiMDixYvV7//88094eXlBKpWqy7Kzs+Ho6KhTbEDp/KeNGzdi48aNSE9Px4cffoixY8ciLi6uyrhMQWxsrNZ1K9uC7osvvtBfMCaCc7AamapWc1evhcUnCYmoEiUCkJxdZLT227ZtCw8PDxw8eLDCsYMHD6J///7qYTsfH58Kc3gM0U5Zjx49QkpKisZThleuXKkwATsyMhI+Pj46xVaek5MTVq1ahby8PNy/f18v16T6wx4sE5NTWILkrCJIzUR4wrn2vVlVLTaqXgsrjYuNEjVWE3tU38ORKy/BzzezUFLJMzQSEfBMGyv0f0qC8ivGjPXRvUdGWyKRCJs3b8a0adPg7u6OCRMmoLi4GDt37sShQ4dw+vRpdd0XXngBH3zwgcHbWbVqFUJCQhASEoJr167hqaee0ljq4MqVK+jdu7fG9c+ePYs9e/boFFtGRgY2btyIqVOnwsvLC3K5HJs2bYKTkxO8vb11uiYZD3uwTExaXjEuxuYh5mGhTufXtJo718IiarzMJaJqX45WZmjfvGLvDAB0aG4JOwszmEtEMBOLqryuIY0dOxZHjhzB7t274e7ujjZt2uDMmTM4e/asRiIzcuRIpKamqreeMVQ7cXFx6uUWrl27VmGNrPI9WL/99hvs7OwwcOBAneKSSqVITEzEyJEjYW9vjzZt2uD8+fP4+eefYW1trdM1yXjYg2VirP/e8DlXXrcNn/Py8lBUVARzc3MAgFS14TPnYBE1aZ1aWOLeY7nmU4RSMTq1qDzxqm/Dhg3DsGHDqq0jkUiwdu1arF69GocPHzZYO5cuXVLPF6psq5byw3Zr1qyp036H1tbWWi/wSaaPCZaJsZaVLs1QoFBCKQi1Xt3dwsICUqkUCoUC2dnZcHYunZBqzjlYRITS3qhRXexRXGac0EwigpmBe6f0bdKkSZg0aZJB2/jzzz9rVf/XX381UCTUEDHBMjGW5iKIRYBSAPIVStjIarcWlkgkgp2dHbKzs1FQUKAuV6/mnpagsY0OETU9MjMxZPzXn8ig+L+YiRGJRLCWipEjVyJPXvsECwCmTZsGMzMzjSRK5voEIBZDWZCDosyHkDq66zFqIiIiKouT3E2Qtaz0P0uejvOwzM3NK/RQiaUWkLk+CQAoSIiq7DQiIiLSEyZYJshKWtprVXYSqj5YtmwPAChMZIJFRERkSEywTJDV308S5itKdDr/4cOHOHLkCH766SeNcsuWpeuoFCTqtkAfERERaYdzsEzQPwmWbj1YSqUSd+/ehY2NjUa5RavSHiwOERIRERkWe7BMUF0TLNVaWLm5uSgp+acXzJIJFhERUb1ggmWC6ppgWVlZwcystHOy7IruqgSrKD0Rxfm6bZRKRERENWOCZYJUCVZBkQClspJNw2qgWgsL0EywzKwdYO5QujxDIedhERERGQwTLBNkYSaClVQMZ2sJiirblVUL9vb2AICsrCyNcg4TEhERGR4TLBMkEonwcjdHjOzkAJm5bv+Jqtr0mRPdicjUFRUVoX///nBwcEBQUJC6PDw8HP7+/hg8eHCd9vwjqg98irCRsre3h1QqhVKpOY/rn6UamGARkWkyMzNDUFAQdu7cqS6Ty+UIDAzE0aNHYWVlZcToiLTTJHuwwsLC8OKLL6J169awsLCAu7s7hg8fjvPnz+t0veeeew4ikQhvvvmmniMFBEG3IcJevXphwYIF8PX11Sj/Z7FRzsEiItNx6NAhBAQEACjtxW/evLnG8QsXLsDS0hLjxo2Dv78/bty4Ues2/P39cerUKb3ES1STJplg3b59G2KxGPPmzcOnn36KRYsWISUlBb6+vvjll19qda3vv/8ef/zxh95jvJ8qx9GIDFy4n6fT+WKxuNINnVVzsApT7kJZXFSnGImIavL48WNYW1vj0qVL6rLo6Gg4Oztj3759AErX7lu2bBlWrFhR5XWSkpIQGRmJ7777Dp988glef/11jeOnTp3CwIEDYWNjA3t7e4wYMQJXr17VqLN8+XK89957evx0RFVrkkOEs2fPxuzZszXKXn/9dXh6emLLli0YPny4VtcpLCzEwoUL8f777+M///mPXmMUiYAcuRKyAt1Wc6+KuWNziMzMIRQXoSgjGTKXNnq9PhGZrvj4eDx+/LjK466urmjVqpVe23RxccFrr72GDz/8EEePHsWjR48wcuRIvPvuu5g6dSoAIDg4GE5OTujcuXOV13F0dET//v1hbW2N9u3bazzAc+zYMUyePBmbN29GcHAwiouLsWPHDvj6+iIkJAQ9evQAAPj6+iIzMxPnz59H//799fo5icprkglWZaysrODi4oLMzEytz/noo4+gVCqxaNEivSdY7nbmeNbbDvaWEp3OFwQBR44cQU5ODiZMmKCesyASi2Hu2AKKxw+gSE9kgkXURMjlcvTs2RMPHz6sso67uztiY2Mhk8n02vaiRYvw9NNPIzw8HG+99RaeffZZLF++XH382LFjGDJkSLXX6N27N9auXQulUolHjx7BwsICQOm/dQsWLMCSJUswZ84cdf2lS5fir7/+wqJFixASEgKgdOhxyJAhOHbsGBMsMrgmnWBlZ2dDoVAgNTUVe/fuxc2bN7Fs2TKtzo2Li8P69evx1VdfwdLSUu+xWZiL0dxe9xFckUiEhw8fIi8vDzk5ORqTQqXOrUoTrLQEfYRKRA2AVCpFmzZt8Pjx4woPvwCl0wpat24NqVSq97ZbtmyJ6dOnY/DgwfDz88Nnn32mcTwiIgLz5s3TKAsICMDly5dhY2OD8PBwfPTRR5g5cyb8/PxQVFSEjRs3Aiid8hEbG4vJkydXaHfy5MkYNmwYCgoK1P9Od+jQASdOnND7ZyQqr0knWAEBAfj1118BlP7jM3fu3GrnAJS1cOFCdOvWDRMnTtS6PblcDrlcrn6fk5NTu4BrycbGRp1gubm5qculTi0BAIr0RIO2T0T1QxAE5Ofn11hv+fLlGDNmTKXHlEolli9frtV1rKysKp3jWZP8/HysXbsWEolmz3xGRoZ6aRmVb7/9tsL5s2bNwqxZszTKUlNTAQAtWrSoUL9FixYoKSlBeno6WrYs/XfPzs4OGRkZtY6dqLYafIKlVCqhUCi0qiuTyTT+UVi/fj0WLlyI+Ph47NmzBwqFAsXFxTVe5+zZszhy5AguXrxYq1jXrVuHwMBAresnZxUhOUsBdztztHCo/W+VNjY2ePjwIXJzczXKpc6lcyzYg0XUOOTn51fY3F0XVSVf5eXm5sLa2lrr63700Uc4efIkXnjhBWzbtg27du3SOO7o6FhhzT5tNWvWDEDpJHhPT0+NY0lJSZBIJHByclKXZWdnw9HRUae2iGqjwT9FGBYWBktLS61eMTExGuf6+Pjgueeew6xZs3Dy5EmEh4dj5syZ1bZXXFyMt956C9OmTUPPnj1rFevSpUuRlZWlfkVGRlZbPyFDgVvJhUjJ1u1pP1tbWwAVe8qYYBFRfTl06BA+/vhj/Pzzz9iwYQP279+P+Ph4jTo+Pj6IjtZt6Zi2bdvCw8MDBw8erHDs4MGD6N+/v8Y0jsjISPj4+OjUFlFtNPgeLG9vb+zevVuruuXXVSlLKpXixRdfxPr16zXG68vbu3cvYmJisHPnTsTGxmocy8nJQWxsLFxdXStdCE8mk2lMHq3pNzYbi9L8N0eu26bPqgSrQg/W30OERRwiJGoUrKysKvx/XhVBEODn54fr16+jpKQEEokEXbt2RWhoqNbDftou9BkWFoZ58+bh+PHjaNeuHQBg1KhR+Pjjj7F161Z1vRdeeAEffPCBVtcsTyQSYfPmzZg2bRrc3d0xYcIEFBcXY+fOnTh06BBOnz6tUf/s2bPYs2ePTm0R1UaDT7Dc3d1r7HXSVkFBAQRBQE5OTpUJVlxcnHobh/L27t2LvXv34ocfftC6q706NrLSeQq5hbot1cAeLKKmQSQS1WrIbu3aterlaEpKSrB27Vq9DDGWFRUVhZdeeglffPEFBgwYoC7/97//jX79+mH58uXquaEjR47EW2+9hZs3b6JTp061bmvs2LE4cuQIVq9ejQULFkAsFqNv3744e/asxkjDb7/9Bjs7OwwcOLDuH5CoBg0+wdLFo0eP4OrqqlGWmZmJI0eOoHXr1hrH4uLikJ+fD2/v0i1mJk6cWGn38tixYzFy5EjMmTMHvXv31kuctrJ/erAEQaj1pFIbGxvIZDKYmWn+Z1YnWOmJEJRKiMQNfqSYiGrB398fPXv2xKVLl9CzZ0/4+/vrvY327durJ6CX1bVrV+TlaS6gLJFIsHbtWqxevRqHDx/Wqb1hw4Zh2LBh1dZZs2YN9zCketMkE6wRI0agVatW6N27N1xdXREXF4fdu3cjKSmpwv/c06dPR2hoqHrLGm9vb3WyVd6TTz6pl54rFVUPVlGJAEWJAJlZ7RIsDw8PLFiwoEK5uWNzQCSCUFyE4pxUmNu7VnI2ETVWIpEIa9euxVtvvYW1a9fq9ESgvk2aNAmTJk0yaBuqp8aJ6kOTTLBmzZqFQ4cOYfPmzcjMzISjoyP69OmDAwcOmFTXsZlEBEtzEQqKBOQWKiGzqV1PU1X/aIrNzGFu74aizBQo0hKYYBE1Qc8++2yND9oQke6aZIL1xhtv4I033tCqrmoF4JrouilzTWxkEhQUFSNHXgJnG/3955I6t/w7wUqEteczersuERERNYJlGho7m7/nYeXp+CThtWvX8OWXX+LChQsa5VInTnQnIiIyFCZYJs7SvPQ/UUGRbgmWQqFAWloaHj16pFHOJwmJiIgMhwmWibP4O8Eq1DHBUq1yXP5pHnNnbpdDRERkKEywTJyFeelE9cJi3eZ4qbaEyMrK0pgnxiFCoobPUHM/qeHhz4LpYYJl4urag6VaPLCoqEhjz0YOERI1XKrNkrXdh5UaP9XPQvmNtMl4muRThA2JtVQMFxsz2Fnq9j+NVCqFTCaDXC5Hbm6ueqseqXqIMEGnRUyJyHjMzMxgZWWFx48fw9zcHGIuFtykKZVKPH78GFZWVhUWlibj4X8JE+dgZYbhHe3rdA0bGxt1guXs7Azgn/0IlYV5KMnPgpm1Q11DJaJ6IhKJ0Lx5c9y/fx8PHjwwdjhkAsRiMdq0aWO0X5bDwsLw3//+F9euXcPjx4/h4OAAHx8frFixotKt5SqTmJiId955BydOnIBSqcTgwYOxefNmeHp6Gjh6w2CC1QQ4OztX+A1XYmENM7tmKM5OhfzxAyZYRA2MVCqFl5cXhwkJQOnPgzF7Mm/fvg2xWIx58+bB3d0dGRkZ2LdvH3x9ffHTTz+p976sSm5uLgYPHoysrCwsW7YM5ubm2Lx5M/z8/BAREaHuHGhIRAJnxhlNQkICWrdujfj4eLRq1arauqr/TPr87eTm4p7Iu3sZXu8fhVOv0Xq7LhERmYba3Gf0LT8/H56envDx8cEvv/xSbd2PPvoI77//PsLDw9UbdEdHR6NTp05YvHgx1q5dWx8h6xUH7huAk1FZOHApHQ+zi/V6XZnrEwAAxaNYvV6XiIjIysoKLi4uyMzMrLFuUFAQevbsqU6ugNK9f4cOHYpvv/3WgFEaDhOsBkAQAKUAFBTr9iRhVWSuTwIA5I9j9XpdIiJqmrKzs5Gamoro6GgsW7YMN2/exNChQ6s9R6lU4saNG+jRo0eFY7169cLdu3eRk5NjqJANhnOwjEipLE2YkpOTq63XRlYCDwtAnJePhILaDxEmJSUhNDQUtra2GDVqlLo8TWSPR/mA/PYtSBK4XAMRUWOjur9kZWXBzs5OXS6TydRPletTQEAAfv31VwCl88Lmzp2LFStWVHtOeno65HI5mjdvXuGYqiwpKQnt2rXTe7yGxATLiB4+fAigNEOvL//6178qFv5yEljfut5iICKi+tWpUyeN9ytXrsSqVasqratUKrV+eEImk2nMDV6/fj0WLlyI+Ph47NmzBwqFAsXF1U9vKSgoUF+rPAsLC406DQkTLCPq1q0bwsPD4ebm1mDWscnJyUGHDh0QGRkJW1tbY4fT6PH7rl/8vusPv+v6oVQqERcXhw4dOmiskVVd71VYWBgGDx6s1fWjoqLg7e2tfu/j46P++9SpU/HMM89g5syZCAoKqvIalpaWAAC5XF7hWGFhoUadhoQJlhGZmZlpTOhrCLKzswEALVu21OhuJsPg912/+H3XH37X9adNmza1qu/t7Y3du3drVbeyYT0VqVSKF198EevXr0dBQUGVSZKTkxNkMlml02VUZS1atNAqHlPCBIuIiIjU3N3dMXPmTL1cq6CgAIIgICcnp8oESywWo3Pnzrh8+XKFYxcvXoSnp2eD7OVsGONSREREZLIePXpUoSwzMxNHjhxB69at4erqqi6Pi4tDdHS0Rt1x48bh0qVLGklWTEwMzpw5g/HjxxsucANiDxbVikwmw8qVKw3y9AlVxO+7fvH7rj/8rhuXESNGoFWrVujduzdcXV0RFxeH3bt3IykpCYcPH9aoO336dISGhqLsOuevv/46vvjiCzz//PNYtGgRzM3NsWnTJri5uWHhwoX1/XH0giu5ExERUZ18+umnOHToEKKjo5GZmQlHR0f06dMH7733HgYOHKhRd9CgQRUSLKB01fmyexEOGjQImzdvxtNPP12fH0VvmGARERER6RnnYBERERHpGRMsIiIiIj1jgkVERESkZ0ywCACQm5uLlStXYvjw4XBycoJIJMLXX39dq2ucOnUKQ4YMgb29PWxtbdG9e/cKT49Qqbp834MGDYJIJKr0ZW5ubtjAG6C6/mxfuXIFo0aNgru7O2xsbNClSxds3boVJSUlhgu6Aavr933y5EkMGDAAVlZWcHR0xLhx4xAbG2uweIkMhcs0EAAgNTUVH3zwAdq0aYOuXbsiJCSkVufv3r0br776Kp577jmsXbsWEokEMTExiI+PN0zADVxdvu/ly5dj9uzZGmV5eXmYN28e/P399Rxpw1eX7/rKlSvo168fvLy88P7778PKygo///wzFixYgLt37+KTTz4xXOANVF2+7+PHj2P06NF45plnsH79emRnZ+OTTz7BgAEDcO3aNbi4uBgucCJ9E4gEQSgsLBSSk5MFQRCES5cuCQCE3bt3a3Xu/fv3BUtLS+Gtt94yYISNS12+78p88803AgBh//79eoqw8ajLdz1nzhxBKpUKaWlpGuW+vr6CnZ2dvkNtFOryfXfo0EF4+umnBblcri6LiIgQxGKx8O677xoiXCKD4RAhAShd9M/d3V2nc3fs2IGSkhJ88MEHAEqHCASu/lGtunzflTlw4ACsra0xevRovV2zsajLd52dnQ0LCws4ODholDdv3rxBbj5bH3T9vtPT0xEZGYmxY8dCKpWqy7t27Yr27dvj0KFD+gyTyOCYYFGdnTp1Ct7e3ggODkarVq1ga2sLZ2dnrFixAkql0tjhNXqPHz/GyZMnMWbMGFhbWxs7nEZl0KBByM7Oxty5cxEVFYUHDx5gx44d+P7777F06VJjh9eoyOVyAKg0cbWyskJSUhJSUlLqOywinXEOFtXZnTt3IJFI8Morr2Dx4sXo2rUrvv/+e6xZswbFxcVYt26dsUNs1A4fPozi4mJMmTLF2KE0OnPmzMGtW7ewc+dO7Nq1CwAgkUiwbds2zJs3z8jRNS5ubm5wcHDA+fPnNcrT0tIQGRkJAEhMTNRrzy+RIbEHi+osNzcXGRkZCAwMxAcffICXX34Z+/fvx/Dhw/HJJ58gJyfH2CE2agcOHICLiwuee+45Y4fS6EgkEjz11FMYNmwY9uzZg8OHD+OFF17A/PnzcfToUWOH16iIxWLMnTsXp0+fxtKlS3Hnzh1cuXIFAQEBUCgUAICCggIjR0mkPSZYVGeqLv1JkyZplE+aNAkFBQW4du2aMcJqEu7du4c//vgDEyZMgJkZO6T1bf369diwYQMOHjyI6dOnIyAgAD/88AMGDBiAN954A8XFxcYOsVH54IMP8Oqrr+Kjjz5C27Zt0aNHD5iZmeHVV18FANjY2Bg5QiLtMcGiOmvRogWA0i7+slxdXQEAGRkZ9R5TU3HgwAEA4PCggWzfvh1DhgypcGN/8cUXkZSUxPWZ9EwqlWLXrl1ISkpCWFgYYmJi8OuvvyIrKwtisbjBbvpLTRN/5aU66969O+7cuYPExER4enqqy5OSkgCAa9cY0IEDB/DUU0+hT58+xg6lUXr48GGlC4oWFRUBAHuwDMTNzU39C1tJSQlCQkLQu3dv9mBRg8IeLKqV5ORkREdHq28wADBhwgQAwJdffqkuUyqV2L17N5ycnNC9e/d6j7OxqOz7Vrl27RqioqIwefJkI0TW+FT2Xbdt2xYnT55EWlqauqykpATffvstbG1t8dRTTxkj1Eahup/tsv773/8iOTkZCxcurKfIiPSDPViktm3bNmRmZqp7nn788UckJCQAAObPnw97e3ssXboUe/bswf379/HEE08AAEaPHo2hQ4di3bp1SE1NRdeuXXH06FGcO3cOO3fuhEwmM9ZHMmm6ft8q+/fvB8DhQW3o+l0vWbIEU6dORe/evfHaa6/B0tISBw8exJUrV7BmzRpuTVQFXb/vffv24ciRI/D19YWNjQ1OnTqFb7/9FrNnz8bLL79srI9DpBtjr3RKpsPDw0MAUOnr/v37giAIwowZMzTeq+Tk5AgLFiwQ3N3dBalUKnTu3FnYt29f/X+IBqQu33dJSYnQsmVL4Zlnnqn/wBugunzXv/zyi+Dn5yc0a9ZM/bO9Y8eO+v8QDYiu3/fFixcFX19fwdHRUbCwsBC6du0q7NixQ1Aqlcb5IER1IBIELrlNREREpE+cg0VERESkZ0ywiIiIiPSMCRYRERGRnjHBIiIiItIzJlhEREREesYEi4iIiEjPmGARERER6RkTLCIiIiI9Y4JFREREpGdMsIiIiIj0jAkWETUagiCge/fu8Pf3N3YolYqJiYGZmRm2b99u7FCIyMCYYBE1EbGxsRCJRBCJRHB3d0dxcXGl9aKiotT1nnjiifoNso727t2Lq1ev4oMPPlCXmdLnbteuHSZNmoTAwEDk5OQYpA0iMg1MsIiaGDMzMzx8+BDBwcGVHv/yyy8hFoshFjesfx6USiVWrVqFgQMHok+fPhWOm8rnXrx4MR49eoStW7catB0iMq6G9S8oEdVZv379YG9vj6+++qrCseLiYuzbtw/PPvsszM3NjRCd7n7++WfExsZi+vTplR43lc/duXNndOnSBV988QWUSqVB2yIi42GCRdTEWFpaYuLEifjpp5/w6NEjjWPHjx/Hw4cPMWvWrArnKRQK/N///R+GDRuG1q1bQyaTwdXVFS+99BKuXbtWaVtHjhyBn58fXF1dYWFhgRYtWuDZZ5/FkSNHdKpXnd27d0MkEuHll1/W6+c2hICAADx48ABnz56tl/aIqP4xwSJqgmbNmoXi4mJ88803GuVfffUVnJycMGbMmArnpKen4+2334ZcLsfIkSPxzjvvYNCgQQgODka/fv1w6dIljfqfffYZxo0bhzt37mDs2LF49913MXz4cKSkpOCHH36odb3qCIKAs2fPol27dnB0dNTr5zaEvn37AgBOnz5dL+0RUf0zM3YARFT/evXqhU6dOmH37t1YuHAhACAlJQU///wz/vWvf0Emk1U4x9HREXFxcWjZsqVG+a1bt9CnTx8sW7YMJ0+eVJfv2rULUqkUERERcHV11TgnLS2t1vWqExUVhfT0dIwYMULvn9sQevToAQA4f/58vbRHRPWPPVhETdSsWbNw69YtXLx4EQCwZ88eFBcXVzlMJpPJKiRXANCxY0cMHjwYYWFhKCoq0jhmbm5e6ZwmZ2dnnepVJSEhAQDg5uZWY93afm5DsLOzg4WFhTpuImp8mGARNVFTp06Fubm5etL37t270a1bN/j4+FR5TkREBCZPnow2bdpAKpWqlzX48ccfoVAokJqaqq47ceJE5OXloVOnTnjvvfcQHByM7OzsCtfUtl51VD1dDg4OBvnchuDk5KTxfRFR48IEi6iJcnFxwQsvvIBDhw7h1KlTiImJqbYX5/fff0efPn3w/fffw8fHB/Pnz8d//vMfrFy5El27dgUAyOVydf1Fixbhyy+/RIsWLbBx40Y8//zzcHZ2xpgxY3D//v1a16uOpaUlAKCwsFDvn7sqX331FXx8fNST8ufPn6/1kCYAFBQUwMrKqtbtElEDIRBRk3D//n0BgDBs2DB12U8//SQAEFq2bClYWFgI6enp6mMymUzw8PBQvx85cqQAQPjtt98qXHvYsGECAOH+/fuVtp2amir88MMPQkBAgABA6NChg1BcXKxzvfLOnTsnABDmzZun989dmbfeekvo2rWr8OuvvwqZmZlCdHS08PrrrwtPP/208OjRoxrjLSkpEcRisdC5c+ca6xJRw8QeLKImbNiwYWjZsiUSExMxZsyYap/Au3v3LpycnDBgwACN8vz8fFy9erXadlQ9UocPH8aQIUMQGRmJv/76S+d65XXs2BFisRgxMTE11gVq97nLO3PmDH766SeEhYXB398f9vb2aNeuHT799FO89NJLePfdd2u8xp07d6BUKtG5c2et2yWihoVPERI1YRKJBEePHkVCQkKNc5A8PDxw+/Zt3Lp1Cx07dgQAlJSUYNGiRXj8+HGF+iEhIfDz84NIJFKXFRUVIT09HQBgYWFRq3rVcXBwQJcuXXD58mUolcoaV2Ovzecub9++fXj33XdhZ2dX4diyZcvQunVrKBQKSKXSKq+hmmDv5+dXq7aJqOFggkXUxPXo0UO9bEB15s+fjxMnTmDAgAEICAiAhYUFQkJCkJiYiEGDBiEkJESj/pgxY2BnZ4c+ffrAw8MDRUVFOHnyJCIjIzFu3Dh4eHjUql5Nxo4di5UrV+LChQvo16+f3j53eQkJCZg0aZL6vUgkwmeffYZ58+bB3t4eNjY2SEtLQ/Pmzau8xsmTJ2FmZoZRo0bVun0iahg4REhEWhk1ahSCgoLg6emJffv24cCBA/D29kZ4eHilSdC6devQrVs3hIeHY9u2bdi3bx9sbGzw2Wef4cCBA7WuV5PZs2fDzMwM+/bt08vnrUrLli1x9+5d9fuyi5vm5OQgNzcXTk5OVZ6fn5+Po0ePYtSoUWjRooVBYyUi4xEJgiAYOwgiIn2YNm0afvrpJzx48AC2trYGaePEiROYP38+rly5AhsbG41j//73v3Hv3r1qE8Ndu3Zhzpw5CA0Nha+vr0FiJCLjY4JFRI3GgwcP4O3tjRUrVmDZsmUGa2fu3Lm4evUqNm3ahF69euHhw4f45JNP8P333+P333+vcniwuLgYbdu2RefOnfG///3PYPERkfFxiJCIGg0PDw/s2bPHYL1XKjt27MCMGTPw6quvwtLSEl26dEF6ejouXLhQ7dyruLg4TJ8+HZs2bTJofERkfOzBIiKqA22eWiSipocJFhEREZGe8dcuIiIiIj1jgkVERESkZ0ywiIiIiPSMCRYRERGRnjHBIiIiItIzJlhEREREesYEi4iIiEjPmGARERER6RkTLCIiIiI9Y4JFREREpGdMsIiIiIj0jAkWERERkZ4xwSIiIiLSMyZYRERERHrGBIuIiIhIz/4f1Wx3BpOzGaIAAAAASUVORK5CYII=",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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' width=600.0/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mzp.plot_reactions(16, MLT, 11000, \"O-16\", plot_isos=[\"O-16\"], minFij=-3.5, maxFij=-2, minX=-3, maxX=0, ignore=['(+,g)','(-,g)'], legend_fontsize=9)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 138,
   "id": "fb3c67a1-29ca-4504-b72f-3ce16c8574d7",
   "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>ISO1</th>\n",
       "      <th>ISO2</th>\n",
       "      <th>f_ij</th>\n",
       "      <th>REACNUM</th>\n",
       "      <th>NUM1</th>\n",
       "      <th>NUM2</th>\n",
       "      <th>INPUT2</th>\n",
       "      <th>NUM3</th>\n",
       "      <th>NUM4</th>\n",
       "      <th>OUTPUT2</th>\n",
       "      <th>TYPE</th>\n",
       "      <th>V</th>\n",
       "      <th>VAR</th>\n",
       "      <th>idx1</th>\n",
       "      <th>idx2</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>C-12</td>\n",
       "      <td>O-16</td>\n",
       "      <td>[-2.8489693874836462e-05, -2.835470379220137e-...</td>\n",
       "      <td>44.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>He-4</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>OOOOO</td>\n",
       "      <td>(a,g)</td>\n",
       "      <td>[97399.3, 97258.9, 96968.6, 96522.4, 95760.9, ...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>C-13</td>\n",
       "      <td>O-16</td>\n",
       "      <td>[-1.3607615076811763e-06, -1.3571872512505e-06...</td>\n",
       "      <td>45.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>He-4</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Neutron-1</td>\n",
       "      <td>(a,n)</td>\n",
       "      <td>[694483000000.0, 693738000000.0, 692195000000....</td>\n",
       "      <td>1.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>P-31</td>\n",
       "      <td>O-16</td>\n",
       "      <td>[-0.0064175083834431485, -0.0063922912974051, ...</td>\n",
       "      <td>87.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>H-1</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>OOOOO</td>\n",
       "      <td>(v,v)</td>\n",
       "      <td>[5.37124e-14, 5.32913e-14, 5.2428999999999994e...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>37.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Si-28</td>\n",
       "      <td>O-16</td>\n",
       "      <td>[-0.003729836328810179, -0.003715174253232986,...</td>\n",
       "      <td>88.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>He-4</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>OOOOO</td>\n",
       "      <td>(v,v)</td>\n",
       "      <td>[7.247360000000001e-18, 7.1835e-18, 7.05288000...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>S-31</td>\n",
       "      <td>O-16</td>\n",
       "      <td>[-0.0008227566941944487, -0.000819524309618455...</td>\n",
       "      <td>89.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Neutron-1</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>OOOOO</td>\n",
       "      <td>(v,v)</td>\n",
       "      <td>[0.0007669160000000001, 0.000763337, 0.0007559...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>38.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Al-27</td>\n",
       "      <td>O-16</td>\n",
       "      <td>[-1.2985409367998135e-05, -1.2942269676190256e...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Mg-24</td>\n",
       "      <td>O-16</td>\n",
       "      <td>[-1.0388336811640687e-05, -1.0353815740952205e...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Si-27</td>\n",
       "      <td>O-16</td>\n",
       "      <td>[-2.5970880850944132e-06, -2.588453935238051e-...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Ne-20</td>\n",
       "      <td>O-16</td>\n",
       "      <td>[1.0046794848087541e-05, 9.70773033688043e-06,...</td>\n",
       "      <td>72.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>OOOOO</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>He-4</td>\n",
       "      <td>(g,a)</td>\n",
       "      <td>[2259.5, 2252.76, 2238.87, 2217.58, 2181.46, 2...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>-99.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>F-17</td>\n",
       "      <td>O-16</td>\n",
       "      <td>[7.53856199826354e-07, 7.215722751042803e-07, ...</td>\n",
       "      <td>74.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>OOOOO</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>H-1</td>\n",
       "      <td>(g,p)</td>\n",
       "      <td>[291592000000.0, 291334000000.0, 290800000000....</td>\n",
       "      <td>1.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>-99.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>F-17</td>\n",
       "      <td>O-16</td>\n",
       "      <td>[7.53856199826354e-07, 7.215722751042803e-07, ...</td>\n",
       "      <td>412.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>OOOOO</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Neutron-1</td>\n",
       "      <td>(g,n)</td>\n",
       "      <td>[2.1927900000000003e-15, 2.1733e-15, 2.13345e-...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>-99.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>N-13</td>\n",
       "      <td>O-16</td>\n",
       "      <td>[-4.197823558339519e-10, -4.1804750481666035e-...</td>\n",
       "      <td>280.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>He-4</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Neutron-1</td>\n",
       "      <td>(a,n)</td>\n",
       "      <td>[1.70882e-06, 1.6985e-06, 1.67732e-06, 1.64513...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>N-13</td>\n",
       "      <td>O-16</td>\n",
       "      <td>[-4.197823558339519e-10, -4.1804750481666035e-...</td>\n",
       "      <td>281.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>He-4</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>H-1</td>\n",
       "      <td>(a,p)</td>\n",
       "      <td>[170950000000.0, 170765000000.0, 170381000000....</td>\n",
       "      <td>1.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>N-15</td>\n",
       "      <td>O-16</td>\n",
       "      <td>[-9.08444166446392e-09, -9.02409700578186e-09,...</td>\n",
       "      <td>299.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>H-1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>OOOOO</td>\n",
       "      <td>(p,g)</td>\n",
       "      <td>[25692000000.0, 25674200000.0, 25637100000.0, ...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>N-16</td>\n",
       "      <td>O-16</td>\n",
       "      <td>[-2.9866509975935017e-18, -2.968337838975518e-...</td>\n",
       "      <td>309.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>H-1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Neutron-1</td>\n",
       "      <td>(p,n)</td>\n",
       "      <td>[27364400000000.0, 27343600000000.0, 273004000...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>N-16</td>\n",
       "      <td>O-16</td>\n",
       "      <td>[-2.9866509975935017e-18, -2.968337838975518e-...</td>\n",
       "      <td>314.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>OOOOO</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>OOOOO</td>\n",
       "      <td>(-,g)</td>\n",
       "      <td>[0.09722, 0.09722, 0.09722, 0.09722, 0.09722, ...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>-99.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>N-17</td>\n",
       "      <td>O-16</td>\n",
       "      <td>[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 9.292...</td>\n",
       "      <td>320.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>OOOOO</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Neutron-1</td>\n",
       "      <td>(b,n)</td>\n",
       "      <td>[0.15796400000000002, 0.15796400000000002, 0.1...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>61.0</td>\n",
       "      <td>-99.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>O-13</td>\n",
       "      <td>O-16</td>\n",
       "      <td>[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 8.833...</td>\n",
       "      <td>326.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>He-4</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Neutron-1</td>\n",
       "      <td>(a,n)</td>\n",
       "      <td>[11.2371, 11.1947, 11.1072, 10.9735, 10.7475, ...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>62.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>O-13</td>\n",
       "      <td>O-16</td>\n",
       "      <td>[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 8.833...</td>\n",
       "      <td>327.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>He-4</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>H-1</td>\n",
       "      <td>(a,p)</td>\n",
       "      <td>[59511400000.0, 59431700000.0, 59266900000.0, ...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>62.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>O-15</td>\n",
       "      <td>O-16</td>\n",
       "      <td>[-1.0116828103035083e-15, -1.0032930431393615e...</td>\n",
       "      <td>340.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Neutron-1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>OOOOO</td>\n",
       "      <td>(n,g)</td>\n",
       "      <td>[5670660000.0, 5668380000.0, 5663650000.0, 565...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>41.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>O-15</td>\n",
       "      <td>O-16</td>\n",
       "      <td>[-1.0116828103035083e-15, -1.0032930431393615e...</td>\n",
       "      <td>344.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>H-1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>OOOOO</td>\n",
       "      <td>(p,g)</td>\n",
       "      <td>[924855.0, 923887.0, 921884.0, 918802.0, 91352...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>41.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>O-17</td>\n",
       "      <td>O-16</td>\n",
       "      <td>[8.692332800096296e-06, 8.37446547616446e-06, ...</td>\n",
       "      <td>365.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>OOOOO</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Neutron-1</td>\n",
       "      <td>(g,n)</td>\n",
       "      <td>[27963900.0, 27895900.0, 27755400.0, 27539900....</td>\n",
       "      <td>1.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>-99.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>O-16</td>\n",
       "      <td>O-16</td>\n",
       "      <td>[-6.984602595653576e-27, -6.921355617891763e-2...</td>\n",
       "      <td>358.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>H-1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Neutron-1</td>\n",
       "      <td>(p,n)</td>\n",
       "      <td>[8.52038e-15, 8.446460000000001e-15, 8.29524e-...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Ne-19</td>\n",
       "      <td>O-16</td>\n",
       "      <td>[-4.385658576216913e-18, -4.3540273230330156e-...</td>\n",
       "      <td>521.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Neutron-1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>He-4</td>\n",
       "      <td>(n,a)</td>\n",
       "      <td>[666671000000000.0, 666368000000000.0, 6657400...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>72.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Ne-19</td>\n",
       "      <td>O-16</td>\n",
       "      <td>[-4.385658576216913e-18, -4.3540273230330156e-...</td>\n",
       "      <td>525.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>H-1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>He-4</td>\n",
       "      <td>(p,a)</td>\n",
       "      <td>[1928.66, 1921.89, 1907.95, 1886.63, 1850.54, ...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>72.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>F-19</td>\n",
       "      <td>O-16</td>\n",
       "      <td>[-1.0913019597145583e-12, -1.085506946376436e-...</td>\n",
       "      <td>444.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>H-1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>He-4</td>\n",
       "      <td>(p,a)</td>\n",
       "      <td>[11399000000000.0, 11389600000000.0, 113703000...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Ne-17</td>\n",
       "      <td>O-16</td>\n",
       "      <td>[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 3.216...</td>\n",
       "      <td>499.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>OOOOO</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Neutron-1</td>\n",
       "      <td>(g,n)</td>\n",
       "      <td>[1.20409e-13, 1.19425e-13, 1.1740899999999998e...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>-99.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Na-19</td>\n",
       "      <td>O-16</td>\n",
       "      <td>[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.450...</td>\n",
       "      <td>630.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Neutron-1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>He-4</td>\n",
       "      <td>(n,a)</td>\n",
       "      <td>[172487000000000.0, 172408000000000.0, 1722450...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>77.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Na-19</td>\n",
       "      <td>O-16</td>\n",
       "      <td>[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.450...</td>\n",
       "      <td>634.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>H-1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>He-4</td>\n",
       "      <td>(p,a)</td>\n",
       "      <td>[0.0321259, 0.031975, 0.0316645, 0.03119120000...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>77.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Na-20</td>\n",
       "      <td>O-16</td>\n",
       "      <td>[6.756460683761495e-48, 6.78206861425138e-48, ...</td>\n",
       "      <td>649.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>OOOOO</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>He-4</td>\n",
       "      <td>(g,a)</td>\n",
       "      <td>[0.271394, 0.2714, 0.271412, 0.271431, 0.27146...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>-99.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     ISO1  ISO2                                               f_ij  REACNUM  \\\n",
       "0    C-12  O-16  [-2.8489693874836462e-05, -2.835470379220137e-...     44.0   \n",
       "1    C-13  O-16  [-1.3607615076811763e-06, -1.3571872512505e-06...     45.0   \n",
       "2    P-31  O-16  [-0.0064175083834431485, -0.0063922912974051, ...     87.0   \n",
       "3   Si-28  O-16  [-0.003729836328810179, -0.003715174253232986,...     88.0   \n",
       "4    S-31  O-16  [-0.0008227566941944487, -0.000819524309618455...     89.0   \n",
       "5   Al-27  O-16  [-1.2985409367998135e-05, -1.2942269676190256e...      NaN   \n",
       "6   Mg-24  O-16  [-1.0388336811640687e-05, -1.0353815740952205e...      NaN   \n",
       "7   Si-27  O-16  [-2.5970880850944132e-06, -2.588453935238051e-...      NaN   \n",
       "8   Ne-20  O-16  [1.0046794848087541e-05, 9.70773033688043e-06,...     72.0   \n",
       "9    F-17  O-16  [7.53856199826354e-07, 7.215722751042803e-07, ...     74.0   \n",
       "10   F-17  O-16  [7.53856199826354e-07, 7.215722751042803e-07, ...    412.0   \n",
       "11   N-13  O-16  [-4.197823558339519e-10, -4.1804750481666035e-...    280.0   \n",
       "12   N-13  O-16  [-4.197823558339519e-10, -4.1804750481666035e-...    281.0   \n",
       "13   N-15  O-16  [-9.08444166446392e-09, -9.02409700578186e-09,...    299.0   \n",
       "14   N-16  O-16  [-2.9866509975935017e-18, -2.968337838975518e-...    309.0   \n",
       "15   N-16  O-16  [-2.9866509975935017e-18, -2.968337838975518e-...    314.0   \n",
       "16   N-17  O-16  [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 9.292...    320.0   \n",
       "17   O-13  O-16  [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 8.833...    326.0   \n",
       "18   O-13  O-16  [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 8.833...    327.0   \n",
       "19   O-15  O-16  [-1.0116828103035083e-15, -1.0032930431393615e...    340.0   \n",
       "20   O-15  O-16  [-1.0116828103035083e-15, -1.0032930431393615e...    344.0   \n",
       "21   O-17  O-16  [8.692332800096296e-06, 8.37446547616446e-06, ...    365.0   \n",
       "22   O-16  O-16  [-6.984602595653576e-27, -6.921355617891763e-2...    358.0   \n",
       "23  Ne-19  O-16  [-4.385658576216913e-18, -4.3540273230330156e-...    521.0   \n",
       "24  Ne-19  O-16  [-4.385658576216913e-18, -4.3540273230330156e-...    525.0   \n",
       "25   F-19  O-16  [-1.0913019597145583e-12, -1.085506946376436e-...    444.0   \n",
       "26  Ne-17  O-16  [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 3.216...    499.0   \n",
       "27  Na-19  O-16  [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.450...    630.0   \n",
       "28  Na-19  O-16  [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.450...    634.0   \n",
       "29  Na-20  O-16  [6.756460683761495e-48, 6.78206861425138e-48, ...    649.0   \n",
       "\n",
       "    NUM1  NUM2     INPUT2  NUM3  NUM4    OUTPUT2   TYPE  \\\n",
       "0    1.0   1.0       He-4   1.0   0.0      OOOOO  (a,g)   \n",
       "1    1.0   1.0       He-4   1.0   1.0  Neutron-1  (a,n)   \n",
       "2    1.0   1.0        H-1   2.0   0.0      OOOOO  (v,v)   \n",
       "3    1.0   1.0       He-4   2.0   0.0      OOOOO  (v,v)   \n",
       "4    1.0   1.0  Neutron-1   2.0   0.0      OOOOO  (v,v)   \n",
       "5    NaN   NaN        NaN   NaN   NaN        NaN    NaN   \n",
       "6    NaN   NaN        NaN   NaN   NaN        NaN    NaN   \n",
       "7    NaN   NaN        NaN   NaN   NaN        NaN    NaN   \n",
       "8    1.0   0.0      OOOOO   1.0   1.0       He-4  (g,a)   \n",
       "9    1.0   0.0      OOOOO   1.0   1.0        H-1  (g,p)   \n",
       "10   1.0   0.0      OOOOO   1.0   1.0  Neutron-1  (g,n)   \n",
       "11   1.0   1.0       He-4   1.0   1.0  Neutron-1  (a,n)   \n",
       "12   1.0   1.0       He-4   1.0   1.0        H-1  (a,p)   \n",
       "13   1.0   1.0        H-1   1.0   0.0      OOOOO  (p,g)   \n",
       "14   1.0   1.0        H-1   1.0   1.0  Neutron-1  (p,n)   \n",
       "15   1.0   0.0      OOOOO   1.0   0.0      OOOOO  (-,g)   \n",
       "16   1.0   0.0      OOOOO   1.0   1.0  Neutron-1  (b,n)   \n",
       "17   1.0   1.0       He-4   1.0   1.0  Neutron-1  (a,n)   \n",
       "18   1.0   1.0       He-4   1.0   1.0        H-1  (a,p)   \n",
       "19   1.0   1.0  Neutron-1   1.0   0.0      OOOOO  (n,g)   \n",
       "20   1.0   1.0        H-1   1.0   0.0      OOOOO  (p,g)   \n",
       "21   1.0   0.0      OOOOO   1.0   1.0  Neutron-1  (g,n)   \n",
       "22   1.0   1.0        H-1   1.0   1.0  Neutron-1  (p,n)   \n",
       "23   1.0   1.0  Neutron-1   1.0   1.0       He-4  (n,a)   \n",
       "24   1.0   1.0        H-1   1.0   1.0       He-4  (p,a)   \n",
       "25   1.0   1.0        H-1   1.0   1.0       He-4  (p,a)   \n",
       "26   1.0   0.0      OOOOO   1.0   1.0  Neutron-1  (g,n)   \n",
       "27   1.0   1.0  Neutron-1   1.0   1.0       He-4  (n,a)   \n",
       "28   1.0   1.0        H-1   1.0   1.0       He-4  (p,a)   \n",
       "29   1.0   0.0      OOOOO   1.0   1.0       He-4  (g,a)   \n",
       "\n",
       "                                                    V  VAR  idx1  idx2  \n",
       "0   [97399.3, 97258.9, 96968.6, 96522.4, 95760.9, ...  1.0  10.0   4.0  \n",
       "1   [694483000000.0, 693738000000.0, 692195000000....  1.0  11.0   4.0  \n",
       "2   [5.37124e-14, 5.32913e-14, 5.2428999999999994e...  1.0  37.0   1.0  \n",
       "3   [7.247360000000001e-18, 7.1835e-18, 7.05288000...  1.0  34.0   4.0  \n",
       "4   [0.0007669160000000001, 0.000763337, 0.0007559...  1.0  38.0   0.0  \n",
       "5                                                 NaN  NaN   NaN   NaN  \n",
       "6                                                 NaN  NaN   NaN   NaN  \n",
       "7                                                 NaN  NaN   NaN   NaN  \n",
       "8   [2259.5, 2252.76, 2238.87, 2217.58, 2181.46, 2...  1.0  22.0 -99.0  \n",
       "9   [291592000000.0, 291334000000.0, 290800000000....  1.0  19.0 -99.0  \n",
       "10  [2.1927900000000003e-15, 2.1733e-15, 2.13345e-...  1.0  19.0 -99.0  \n",
       "11  [1.70882e-06, 1.6985e-06, 1.67732e-06, 1.64513...  1.0  12.0   4.0  \n",
       "12  [170950000000.0, 170765000000.0, 170381000000....  1.0  12.0   4.0  \n",
       "13  [25692000000.0, 25674200000.0, 25637100000.0, ...  1.0  15.0   1.0  \n",
       "14  [27364400000000.0, 27343600000000.0, 273004000...  1.0  60.0   1.0  \n",
       "15  [0.09722, 0.09722, 0.09722, 0.09722, 0.09722, ...  1.0  60.0 -99.0  \n",
       "16  [0.15796400000000002, 0.15796400000000002, 0.1...  1.0  61.0 -99.0  \n",
       "17  [11.2371, 11.1947, 11.1072, 10.9735, 10.7475, ...  1.0  62.0   4.0  \n",
       "18  [59511400000.0, 59431700000.0, 59266900000.0, ...  1.0  62.0   4.0  \n",
       "19  [5670660000.0, 5668380000.0, 5663650000.0, 565...  1.0  41.0   0.0  \n",
       "20  [924855.0, 923887.0, 921884.0, 918802.0, 91352...  1.0  41.0   1.0  \n",
       "21  [27963900.0, 27895900.0, 27755400.0, 27539900....  1.0  17.0 -99.0  \n",
       "22  [8.52038e-15, 8.446460000000001e-15, 8.29524e-...  1.0  16.0   1.0  \n",
       "23  [666671000000000.0, 666368000000000.0, 6657400...  1.0  72.0   0.0  \n",
       "24  [1928.66, 1921.89, 1907.95, 1886.63, 1850.54, ...  1.0  72.0   1.0  \n",
       "25  [11399000000000.0, 11389600000000.0, 113703000...  1.0  21.0   1.0  \n",
       "26  [1.20409e-13, 1.19425e-13, 1.1740899999999998e...  1.0  70.0 -99.0  \n",
       "27  [172487000000000.0, 172408000000000.0, 1722450...  1.0  77.0   0.0  \n",
       "28  [0.0321259, 0.031975, 0.0316645, 0.03119120000...  1.0  77.0   1.0  \n",
       "29  [0.271394, 0.2714, 0.271412, 0.271431, 0.27146...  1.0  78.0 -99.0  "
      ]
     },
     "execution_count": 138,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "MLT.get_relevant_fluxes('O-16', 11000)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 142,
   "id": "f50d0adc-1880-4608-858a-6cb7e2508e22",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>REACNUM</th>\n",
       "      <th>NUM1</th>\n",
       "      <th>INPUT1</th>\n",
       "      <th>NUM2</th>\n",
       "      <th>INPUT2</th>\n",
       "      <th>NUM3</th>\n",
       "      <th>OUTPUT1</th>\n",
       "      <th>NUM4</th>\n",
       "      <th>OUTPUT2</th>\n",
       "      <th>TYPE</th>\n",
       "      <th>V</th>\n",
       "      <th>VAR</th>\n",
       "      <th>idx1</th>\n",
       "      <th>idx2</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>66</td>\n",
       "      <td>2.0</td>\n",
       "      <td>O-16</td>\n",
       "      <td>0.0</td>\n",
       "      <td>OOOOO</td>\n",
       "      <td>1.0</td>\n",
       "      <td>P-31</td>\n",
       "      <td>1.0</td>\n",
       "      <td>H-1</td>\n",
       "      <td>(v,v)</td>\n",
       "      <td>[0.45774499999999996, 0.455946, 0.45224, 0.446...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>16</td>\n",
       "      <td>-99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66</th>\n",
       "      <td>67</td>\n",
       "      <td>2.0</td>\n",
       "      <td>O-16</td>\n",
       "      <td>0.0</td>\n",
       "      <td>OOOOO</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Si-28</td>\n",
       "      <td>1.0</td>\n",
       "      <td>He-4</td>\n",
       "      <td>(v,v)</td>\n",
       "      <td>[0.26604, 0.264994, 0.26284, 0.25955, 0.253990...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>16</td>\n",
       "      <td>-99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>68</td>\n",
       "      <td>2.0</td>\n",
       "      <td>O-16</td>\n",
       "      <td>0.0</td>\n",
       "      <td>OOOOO</td>\n",
       "      <td>1.0</td>\n",
       "      <td>S-31</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Neutron-1</td>\n",
       "      <td>(v,v)</td>\n",
       "      <td>[0.0586852, 0.058454599999999995, 0.0579794, 0...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>16</td>\n",
       "      <td>-99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>69</td>\n",
       "      <td>1.0</td>\n",
       "      <td>O-16</td>\n",
       "      <td>1.0</td>\n",
       "      <td>C-12</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Al-27</td>\n",
       "      <td>1.0</td>\n",
       "      <td>H-1</td>\n",
       "      <td>(v,v)</td>\n",
       "      <td>[836.2180000000001, 833.51, 827.923, 819.37399...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>16</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>70</td>\n",
       "      <td>1.0</td>\n",
       "      <td>O-16</td>\n",
       "      <td>1.0</td>\n",
       "      <td>C-12</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Mg-24</td>\n",
       "      <td>1.0</td>\n",
       "      <td>He-4</td>\n",
       "      <td>(v,v)</td>\n",
       "      <td>[668.975, 666.808, 662.3389999999999, 655.4989...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>16</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>71</td>\n",
       "      <td>1.0</td>\n",
       "      <td>O-16</td>\n",
       "      <td>1.0</td>\n",
       "      <td>C-12</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Si-27</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Neutron-1</td>\n",
       "      <td>(v,v)</td>\n",
       "      <td>[167.24400000000003, 166.702, 165.585, 163.875...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>16</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>351</th>\n",
       "      <td>352</td>\n",
       "      <td>1.0</td>\n",
       "      <td>O-16</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Neutron-1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>O-17</td>\n",
       "      <td>0.0</td>\n",
       "      <td>OOOOO</td>\n",
       "      <td>(n,g)</td>\n",
       "      <td>[53892500000.0, 53867800000.0, 53816700000.0, ...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>16</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>352</th>\n",
       "      <td>353</td>\n",
       "      <td>1.0</td>\n",
       "      <td>O-16</td>\n",
       "      <td>0.0</td>\n",
       "      <td>OOOOO</td>\n",
       "      <td>1.0</td>\n",
       "      <td>O-15</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Neutron-1</td>\n",
       "      <td>(g,n)</td>\n",
       "      <td>[7.32308e-14, 7.26313e-14, 7.140399999999999e-...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>16</td>\n",
       "      <td>-99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>353</th>\n",
       "      <td>354</td>\n",
       "      <td>1.0</td>\n",
       "      <td>O-16</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Neutron-1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>N-16</td>\n",
       "      <td>1.0</td>\n",
       "      <td>H-1</td>\n",
       "      <td>(n,p)</td>\n",
       "      <td>[0.0009640030000000001, 0.000958525, 0.0009472...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>16</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>354</th>\n",
       "      <td>355</td>\n",
       "      <td>1.0</td>\n",
       "      <td>O-16</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Neutron-1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>C-13</td>\n",
       "      <td>1.0</td>\n",
       "      <td>He-4</td>\n",
       "      <td>(n,a)</td>\n",
       "      <td>[439916000.0, 438959000.0, 436982000.0, 433947...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>16</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>355</th>\n",
       "      <td>356</td>\n",
       "      <td>1.0</td>\n",
       "      <td>O-16</td>\n",
       "      <td>1.0</td>\n",
       "      <td>H-1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>F-17</td>\n",
       "      <td>0.0</td>\n",
       "      <td>OOOOO</td>\n",
       "      <td>(p,g)</td>\n",
       "      <td>[435883000.0, 435540000.0, 434828000.0, 433733...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>16</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>356</th>\n",
       "      <td>357</td>\n",
       "      <td>1.0</td>\n",
       "      <td>O-16</td>\n",
       "      <td>0.0</td>\n",
       "      <td>OOOOO</td>\n",
       "      <td>1.0</td>\n",
       "      <td>N-15</td>\n",
       "      <td>1.0</td>\n",
       "      <td>H-1</td>\n",
       "      <td>(g,p)</td>\n",
       "      <td>[6.48196e-07, 6.43891e-07, 6.35056e-07, 6.2165...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>16</td>\n",
       "      <td>-99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>357</th>\n",
       "      <td>358</td>\n",
       "      <td>1.0</td>\n",
       "      <td>O-16</td>\n",
       "      <td>1.0</td>\n",
       "      <td>H-1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>O-16</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Neutron-1</td>\n",
       "      <td>(p,n)</td>\n",
       "      <td>[8.52038e-15, 8.446460000000001e-15, 8.29524e-...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>16</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>358</th>\n",
       "      <td>359</td>\n",
       "      <td>1.0</td>\n",
       "      <td>O-16</td>\n",
       "      <td>1.0</td>\n",
       "      <td>H-1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>N-13</td>\n",
       "      <td>1.0</td>\n",
       "      <td>He-4</td>\n",
       "      <td>(p,a)</td>\n",
       "      <td>[512.089, 510.168, 506.209, 500.158, 489.92699...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>16</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>359</th>\n",
       "      <td>360</td>\n",
       "      <td>1.0</td>\n",
       "      <td>O-16</td>\n",
       "      <td>1.0</td>\n",
       "      <td>He-4</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Ne-20</td>\n",
       "      <td>0.0</td>\n",
       "      <td>OOOOO</td>\n",
       "      <td>(a,g)</td>\n",
       "      <td>[4201720.0, 4198400.0, 4191520.0, 4180940.0, 4...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>16</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>360</th>\n",
       "      <td>361</td>\n",
       "      <td>1.0</td>\n",
       "      <td>O-16</td>\n",
       "      <td>0.0</td>\n",
       "      <td>OOOOO</td>\n",
       "      <td>1.0</td>\n",
       "      <td>C-12</td>\n",
       "      <td>1.0</td>\n",
       "      <td>He-4</td>\n",
       "      <td>(g,a)</td>\n",
       "      <td>[0.00203212, 0.00202249, 0.00200266, 0.0019724...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>16</td>\n",
       "      <td>-99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>361</th>\n",
       "      <td>362</td>\n",
       "      <td>1.0</td>\n",
       "      <td>O-16</td>\n",
       "      <td>1.0</td>\n",
       "      <td>He-4</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Ne-19</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Neutron-1</td>\n",
       "      <td>(a,n)</td>\n",
       "      <td>[1.21848e-07, 1.21038e-07, 1.19375e-07, 1.1685...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>16</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>362</th>\n",
       "      <td>363</td>\n",
       "      <td>1.0</td>\n",
       "      <td>O-16</td>\n",
       "      <td>1.0</td>\n",
       "      <td>He-4</td>\n",
       "      <td>1.0</td>\n",
       "      <td>F-19</td>\n",
       "      <td>1.0</td>\n",
       "      <td>H-1</td>\n",
       "      <td>(a,p)</td>\n",
       "      <td>[0.029351799999999997, 0.029206299999999998, 0...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>16</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     REACNUM  NUM1 INPUT1  NUM2     INPUT2  NUM3 OUTPUT1  NUM4    OUTPUT2  \\\n",
       "65        66   2.0   O-16   0.0      OOOOO   1.0    P-31   1.0        H-1   \n",
       "66        67   2.0   O-16   0.0      OOOOO   1.0   Si-28   1.0       He-4   \n",
       "67        68   2.0   O-16   0.0      OOOOO   1.0    S-31   1.0  Neutron-1   \n",
       "68        69   1.0   O-16   1.0       C-12   1.0   Al-27   1.0        H-1   \n",
       "69        70   1.0   O-16   1.0       C-12   1.0   Mg-24   1.0       He-4   \n",
       "70        71   1.0   O-16   1.0       C-12   1.0   Si-27   1.0  Neutron-1   \n",
       "351      352   1.0   O-16   1.0  Neutron-1   1.0    O-17   0.0      OOOOO   \n",
       "352      353   1.0   O-16   0.0      OOOOO   1.0    O-15   1.0  Neutron-1   \n",
       "353      354   1.0   O-16   1.0  Neutron-1   1.0    N-16   1.0        H-1   \n",
       "354      355   1.0   O-16   1.0  Neutron-1   1.0    C-13   1.0       He-4   \n",
       "355      356   1.0   O-16   1.0        H-1   1.0    F-17   0.0      OOOOO   \n",
       "356      357   1.0   O-16   0.0      OOOOO   1.0    N-15   1.0        H-1   \n",
       "357      358   1.0   O-16   1.0        H-1   1.0    O-16   1.0  Neutron-1   \n",
       "358      359   1.0   O-16   1.0        H-1   1.0    N-13   1.0       He-4   \n",
       "359      360   1.0   O-16   1.0       He-4   1.0   Ne-20   0.0      OOOOO   \n",
       "360      361   1.0   O-16   0.0      OOOOO   1.0    C-12   1.0       He-4   \n",
       "361      362   1.0   O-16   1.0       He-4   1.0   Ne-19   1.0  Neutron-1   \n",
       "362      363   1.0   O-16   1.0       He-4   1.0    F-19   1.0        H-1   \n",
       "\n",
       "      TYPE                                                  V  VAR  idx1  idx2  \n",
       "65   (v,v)  [0.45774499999999996, 0.455946, 0.45224, 0.446...  1.0    16   -99  \n",
       "66   (v,v)  [0.26604, 0.264994, 0.26284, 0.25955, 0.253990...  1.0    16   -99  \n",
       "67   (v,v)  [0.0586852, 0.058454599999999995, 0.0579794, 0...  1.0    16   -99  \n",
       "68   (v,v)  [836.2180000000001, 833.51, 827.923, 819.37399...  1.0    16    10  \n",
       "69   (v,v)  [668.975, 666.808, 662.3389999999999, 655.4989...  1.0    16    10  \n",
       "70   (v,v)  [167.24400000000003, 166.702, 165.585, 163.875...  1.0    16    10  \n",
       "351  (n,g)  [53892500000.0, 53867800000.0, 53816700000.0, ...  1.0    16     0  \n",
       "352  (g,n)  [7.32308e-14, 7.26313e-14, 7.140399999999999e-...  1.0    16   -99  \n",
       "353  (n,p)  [0.0009640030000000001, 0.000958525, 0.0009472...  1.0    16     0  \n",
       "354  (n,a)  [439916000.0, 438959000.0, 436982000.0, 433947...  1.0    16     0  \n",
       "355  (p,g)  [435883000.0, 435540000.0, 434828000.0, 433733...  1.0    16     1  \n",
       "356  (g,p)  [6.48196e-07, 6.43891e-07, 6.35056e-07, 6.2165...  1.0    16   -99  \n",
       "357  (p,n)  [8.52038e-15, 8.446460000000001e-15, 8.29524e-...  1.0    16     1  \n",
       "358  (p,a)  [512.089, 510.168, 506.209, 500.158, 489.92699...  1.0    16     1  \n",
       "359  (a,g)  [4201720.0, 4198400.0, 4191520.0, 4180940.0, 4...  1.0    16     4  \n",
       "360  (g,a)  [0.00203212, 0.00202249, 0.00200266, 0.0019724...  1.0    16   -99  \n",
       "361  (a,n)  [1.21848e-07, 1.21038e-07, 1.19375e-07, 1.1685...  1.0    16     4  \n",
       "362  (a,p)  [0.029351799999999997, 0.029206299999999998, 0...  1.0    16     4  "
      ]
     },
     "execution_count": 142,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "MLT.networksetup_processed[MLT.networksetup_processed.INPUT1 == 'O-16']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 143,
   "id": "b390ea9a-e271-4806-b00e-6476793f754f",
   "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>REACNUM</th>\n",
       "      <th>NUM1</th>\n",
       "      <th>INPUT1</th>\n",
       "      <th>NUM2</th>\n",
       "      <th>INPUT2</th>\n",
       "      <th>NUM3</th>\n",
       "      <th>OUTPUT1</th>\n",
       "      <th>NUM4</th>\n",
       "      <th>OUTPUT2</th>\n",
       "      <th>TYPE</th>\n",
       "      <th>V</th>\n",
       "      <th>VAR</th>\n",
       "      <th>idx1</th>\n",
       "      <th>idx2</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>44</td>\n",
       "      <td>1.0</td>\n",
       "      <td>C-12</td>\n",
       "      <td>1.0</td>\n",
       "      <td>He-4</td>\n",
       "      <td>1.0</td>\n",
       "      <td>O-16</td>\n",
       "      <td>0.0</td>\n",
       "      <td>OOOOO</td>\n",
       "      <td>(a,g)</td>\n",
       "      <td>[97399.3, 97258.9, 96968.6, 96522.4, 95760.9, ...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>10</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>45</td>\n",
       "      <td>1.0</td>\n",
       "      <td>C-13</td>\n",
       "      <td>1.0</td>\n",
       "      <td>He-4</td>\n",
       "      <td>1.0</td>\n",
       "      <td>O-16</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Neutron-1</td>\n",
       "      <td>(a,n)</td>\n",
       "      <td>[694483000000.0, 693738000000.0, 692195000000....</td>\n",
       "      <td>1.0</td>\n",
       "      <td>11</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>72</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Ne-20</td>\n",
       "      <td>0.0</td>\n",
       "      <td>OOOOO</td>\n",
       "      <td>1.0</td>\n",
       "      <td>O-16</td>\n",
       "      <td>1.0</td>\n",
       "      <td>He-4</td>\n",
       "      <td>(g,a)</td>\n",
       "      <td>[2259.5, 2252.76, 2238.87, 2217.58, 2181.46, 2...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>22</td>\n",
       "      <td>-99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>74</td>\n",
       "      <td>1.0</td>\n",
       "      <td>F-17</td>\n",
       "      <td>0.0</td>\n",
       "      <td>OOOOO</td>\n",
       "      <td>1.0</td>\n",
       "      <td>O-16</td>\n",
       "      <td>1.0</td>\n",
       "      <td>H-1</td>\n",
       "      <td>(g,p)</td>\n",
       "      <td>[291592000000.0, 291334000000.0, 290800000000....</td>\n",
       "      <td>1.0</td>\n",
       "      <td>19</td>\n",
       "      <td>-99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>87</td>\n",
       "      <td>1.0</td>\n",
       "      <td>P-31</td>\n",
       "      <td>1.0</td>\n",
       "      <td>H-1</td>\n",
       "      <td>2.0</td>\n",
       "      <td>O-16</td>\n",
       "      <td>0.0</td>\n",
       "      <td>OOOOO</td>\n",
       "      <td>(v,v)</td>\n",
       "      <td>[5.37124e-14, 5.32913e-14, 5.2428999999999994e...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>37</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>88</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Si-28</td>\n",
       "      <td>1.0</td>\n",
       "      <td>He-4</td>\n",
       "      <td>2.0</td>\n",
       "      <td>O-16</td>\n",
       "      <td>0.0</td>\n",
       "      <td>OOOOO</td>\n",
       "      <td>(v,v)</td>\n",
       "      <td>[7.247360000000001e-18, 7.1835e-18, 7.05288000...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>34</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>89</td>\n",
       "      <td>1.0</td>\n",
       "      <td>S-31</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Neutron-1</td>\n",
       "      <td>2.0</td>\n",
       "      <td>O-16</td>\n",
       "      <td>0.0</td>\n",
       "      <td>OOOOO</td>\n",
       "      <td>(v,v)</td>\n",
       "      <td>[0.0007669160000000001, 0.000763337, 0.0007559...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>38</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>279</th>\n",
       "      <td>280</td>\n",
       "      <td>1.0</td>\n",
       "      <td>N-13</td>\n",
       "      <td>1.0</td>\n",
       "      <td>He-4</td>\n",
       "      <td>1.0</td>\n",
       "      <td>O-16</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Neutron-1</td>\n",
       "      <td>(a,n)</td>\n",
       "      <td>[1.70882e-06, 1.6985e-06, 1.67732e-06, 1.64513...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>12</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>280</th>\n",
       "      <td>281</td>\n",
       "      <td>1.0</td>\n",
       "      <td>N-13</td>\n",
       "      <td>1.0</td>\n",
       "      <td>He-4</td>\n",
       "      <td>1.0</td>\n",
       "      <td>O-16</td>\n",
       "      <td>1.0</td>\n",
       "      <td>H-1</td>\n",
       "      <td>(a,p)</td>\n",
       "      <td>[170950000000.0, 170765000000.0, 170381000000....</td>\n",
       "      <td>1.0</td>\n",
       "      <td>12</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>298</th>\n",
       "      <td>299</td>\n",
       "      <td>1.0</td>\n",
       "      <td>N-15</td>\n",
       "      <td>1.0</td>\n",
       "      <td>H-1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>O-16</td>\n",
       "      <td>0.0</td>\n",
       "      <td>OOOOO</td>\n",
       "      <td>(p,g)</td>\n",
       "      <td>[25692000000.0, 25674200000.0, 25637100000.0, ...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>15</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>308</th>\n",
       "      <td>309</td>\n",
       "      <td>1.0</td>\n",
       "      <td>N-16</td>\n",
       "      <td>1.0</td>\n",
       "      <td>H-1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>O-16</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Neutron-1</td>\n",
       "      <td>(p,n)</td>\n",
       "      <td>[27364400000000.0, 27343600000000.0, 273004000...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>60</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>313</th>\n",
       "      <td>314</td>\n",
       "      <td>1.0</td>\n",
       "      <td>N-16</td>\n",
       "      <td>0.0</td>\n",
       "      <td>OOOOO</td>\n",
       "      <td>1.0</td>\n",
       "      <td>O-16</td>\n",
       "      <td>0.0</td>\n",
       "      <td>OOOOO</td>\n",
       "      <td>(-,g)</td>\n",
       "      <td>[0.09722, 0.09722, 0.09722, 0.09722, 0.09722, ...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>60</td>\n",
       "      <td>-99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>319</th>\n",
       "      <td>320</td>\n",
       "      <td>1.0</td>\n",
       "      <td>N-17</td>\n",
       "      <td>0.0</td>\n",
       "      <td>OOOOO</td>\n",
       "      <td>1.0</td>\n",
       "      <td>O-16</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Neutron-1</td>\n",
       "      <td>(b,n)</td>\n",
       "      <td>[0.15796400000000002, 0.15796400000000002, 0.1...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>61</td>\n",
       "      <td>-99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>325</th>\n",
       "      <td>326</td>\n",
       "      <td>1.0</td>\n",
       "      <td>O-13</td>\n",
       "      <td>1.0</td>\n",
       "      <td>He-4</td>\n",
       "      <td>1.0</td>\n",
       "      <td>O-16</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Neutron-1</td>\n",
       "      <td>(a,n)</td>\n",
       "      <td>[11.2371, 11.1947, 11.1072, 10.9735, 10.7475, ...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>62</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>326</th>\n",
       "      <td>327</td>\n",
       "      <td>1.0</td>\n",
       "      <td>O-13</td>\n",
       "      <td>1.0</td>\n",
       "      <td>He-4</td>\n",
       "      <td>1.0</td>\n",
       "      <td>O-16</td>\n",
       "      <td>1.0</td>\n",
       "      <td>H-1</td>\n",
       "      <td>(a,p)</td>\n",
       "      <td>[59511400000.0, 59431700000.0, 59266900000.0, ...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>62</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>339</th>\n",
       "      <td>340</td>\n",
       "      <td>1.0</td>\n",
       "      <td>O-15</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Neutron-1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>O-16</td>\n",
       "      <td>0.0</td>\n",
       "      <td>OOOOO</td>\n",
       "      <td>(n,g)</td>\n",
       "      <td>[5670660000.0, 5668380000.0, 5663650000.0, 565...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>41</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>343</th>\n",
       "      <td>344</td>\n",
       "      <td>1.0</td>\n",
       "      <td>O-15</td>\n",
       "      <td>1.0</td>\n",
       "      <td>H-1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>O-16</td>\n",
       "      <td>0.0</td>\n",
       "      <td>OOOOO</td>\n",
       "      <td>(p,g)</td>\n",
       "      <td>[924855.0, 923887.0, 921884.0, 918802.0, 91352...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>41</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>357</th>\n",
       "      <td>358</td>\n",
       "      <td>1.0</td>\n",
       "      <td>O-16</td>\n",
       "      <td>1.0</td>\n",
       "      <td>H-1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>O-16</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Neutron-1</td>\n",
       "      <td>(p,n)</td>\n",
       "      <td>[8.52038e-15, 8.446460000000001e-15, 8.29524e-...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>16</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>364</th>\n",
       "      <td>365</td>\n",
       "      <td>1.0</td>\n",
       "      <td>O-17</td>\n",
       "      <td>0.0</td>\n",
       "      <td>OOOOO</td>\n",
       "      <td>1.0</td>\n",
       "      <td>O-16</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Neutron-1</td>\n",
       "      <td>(g,n)</td>\n",
       "      <td>[27963900.0, 27895900.0, 27755400.0, 27539900....</td>\n",
       "      <td>1.0</td>\n",
       "      <td>17</td>\n",
       "      <td>-99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>411</th>\n",
       "      <td>412</td>\n",
       "      <td>1.0</td>\n",
       "      <td>F-17</td>\n",
       "      <td>0.0</td>\n",
       "      <td>OOOOO</td>\n",
       "      <td>1.0</td>\n",
       "      <td>O-16</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Neutron-1</td>\n",
       "      <td>(g,n)</td>\n",
       "      <td>[2.1927900000000003e-15, 2.1733e-15, 2.13345e-...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>19</td>\n",
       "      <td>-99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>443</th>\n",
       "      <td>444</td>\n",
       "      <td>1.0</td>\n",
       "      <td>F-19</td>\n",
       "      <td>1.0</td>\n",
       "      <td>H-1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>O-16</td>\n",
       "      <td>1.0</td>\n",
       "      <td>He-4</td>\n",
       "      <td>(p,a)</td>\n",
       "      <td>[11399000000000.0, 11389600000000.0, 113703000...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>21</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>498</th>\n",
       "      <td>499</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Ne-17</td>\n",
       "      <td>0.0</td>\n",
       "      <td>OOOOO</td>\n",
       "      <td>1.0</td>\n",
       "      <td>O-16</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Neutron-1</td>\n",
       "      <td>(g,n)</td>\n",
       "      <td>[1.20409e-13, 1.19425e-13, 1.1740899999999998e...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>70</td>\n",
       "      <td>-99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>520</th>\n",
       "      <td>521</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Ne-19</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Neutron-1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>O-16</td>\n",
       "      <td>1.0</td>\n",
       "      <td>He-4</td>\n",
       "      <td>(n,a)</td>\n",
       "      <td>[666671000000000.0, 666368000000000.0, 6657400...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>72</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>524</th>\n",
       "      <td>525</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Ne-19</td>\n",
       "      <td>1.0</td>\n",
       "      <td>H-1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>O-16</td>\n",
       "      <td>1.0</td>\n",
       "      <td>He-4</td>\n",
       "      <td>(p,a)</td>\n",
       "      <td>[1928.66, 1921.89, 1907.95, 1886.63, 1850.54, ...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>72</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>629</th>\n",
       "      <td>630</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Na-19</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Neutron-1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>O-16</td>\n",
       "      <td>1.0</td>\n",
       "      <td>He-4</td>\n",
       "      <td>(n,a)</td>\n",
       "      <td>[172487000000000.0, 172408000000000.0, 1722450...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>77</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>633</th>\n",
       "      <td>634</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Na-19</td>\n",
       "      <td>1.0</td>\n",
       "      <td>H-1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>O-16</td>\n",
       "      <td>1.0</td>\n",
       "      <td>He-4</td>\n",
       "      <td>(p,a)</td>\n",
       "      <td>[0.0321259, 0.031975, 0.0316645, 0.03119120000...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>77</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>648</th>\n",
       "      <td>649</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Na-20</td>\n",
       "      <td>0.0</td>\n",
       "      <td>OOOOO</td>\n",
       "      <td>1.0</td>\n",
       "      <td>O-16</td>\n",
       "      <td>1.0</td>\n",
       "      <td>He-4</td>\n",
       "      <td>(g,a)</td>\n",
       "      <td>[0.271394, 0.2714, 0.271412, 0.271431, 0.27146...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>78</td>\n",
       "      <td>-99</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     REACNUM  NUM1 INPUT1  NUM2     INPUT2  NUM3 OUTPUT1  NUM4    OUTPUT2  \\\n",
       "43        44   1.0   C-12   1.0       He-4   1.0    O-16   0.0      OOOOO   \n",
       "44        45   1.0   C-13   1.0       He-4   1.0    O-16   1.0  Neutron-1   \n",
       "71        72   1.0  Ne-20   0.0      OOOOO   1.0    O-16   1.0       He-4   \n",
       "73        74   1.0   F-17   0.0      OOOOO   1.0    O-16   1.0        H-1   \n",
       "86        87   1.0   P-31   1.0        H-1   2.0    O-16   0.0      OOOOO   \n",
       "87        88   1.0  Si-28   1.0       He-4   2.0    O-16   0.0      OOOOO   \n",
       "88        89   1.0   S-31   1.0  Neutron-1   2.0    O-16   0.0      OOOOO   \n",
       "279      280   1.0   N-13   1.0       He-4   1.0    O-16   1.0  Neutron-1   \n",
       "280      281   1.0   N-13   1.0       He-4   1.0    O-16   1.0        H-1   \n",
       "298      299   1.0   N-15   1.0        H-1   1.0    O-16   0.0      OOOOO   \n",
       "308      309   1.0   N-16   1.0        H-1   1.0    O-16   1.0  Neutron-1   \n",
       "313      314   1.0   N-16   0.0      OOOOO   1.0    O-16   0.0      OOOOO   \n",
       "319      320   1.0   N-17   0.0      OOOOO   1.0    O-16   1.0  Neutron-1   \n",
       "325      326   1.0   O-13   1.0       He-4   1.0    O-16   1.0  Neutron-1   \n",
       "326      327   1.0   O-13   1.0       He-4   1.0    O-16   1.0        H-1   \n",
       "339      340   1.0   O-15   1.0  Neutron-1   1.0    O-16   0.0      OOOOO   \n",
       "343      344   1.0   O-15   1.0        H-1   1.0    O-16   0.0      OOOOO   \n",
       "357      358   1.0   O-16   1.0        H-1   1.0    O-16   1.0  Neutron-1   \n",
       "364      365   1.0   O-17   0.0      OOOOO   1.0    O-16   1.0  Neutron-1   \n",
       "411      412   1.0   F-17   0.0      OOOOO   1.0    O-16   1.0  Neutron-1   \n",
       "443      444   1.0   F-19   1.0        H-1   1.0    O-16   1.0       He-4   \n",
       "498      499   1.0  Ne-17   0.0      OOOOO   1.0    O-16   1.0  Neutron-1   \n",
       "520      521   1.0  Ne-19   1.0  Neutron-1   1.0    O-16   1.0       He-4   \n",
       "524      525   1.0  Ne-19   1.0        H-1   1.0    O-16   1.0       He-4   \n",
       "629      630   1.0  Na-19   1.0  Neutron-1   1.0    O-16   1.0       He-4   \n",
       "633      634   1.0  Na-19   1.0        H-1   1.0    O-16   1.0       He-4   \n",
       "648      649   1.0  Na-20   0.0      OOOOO   1.0    O-16   1.0       He-4   \n",
       "\n",
       "      TYPE                                                  V  VAR  idx1  idx2  \n",
       "43   (a,g)  [97399.3, 97258.9, 96968.6, 96522.4, 95760.9, ...  1.0    10     4  \n",
       "44   (a,n)  [694483000000.0, 693738000000.0, 692195000000....  1.0    11     4  \n",
       "71   (g,a)  [2259.5, 2252.76, 2238.87, 2217.58, 2181.46, 2...  1.0    22   -99  \n",
       "73   (g,p)  [291592000000.0, 291334000000.0, 290800000000....  1.0    19   -99  \n",
       "86   (v,v)  [5.37124e-14, 5.32913e-14, 5.2428999999999994e...  1.0    37     1  \n",
       "87   (v,v)  [7.247360000000001e-18, 7.1835e-18, 7.05288000...  1.0    34     4  \n",
       "88   (v,v)  [0.0007669160000000001, 0.000763337, 0.0007559...  1.0    38     0  \n",
       "279  (a,n)  [1.70882e-06, 1.6985e-06, 1.67732e-06, 1.64513...  1.0    12     4  \n",
       "280  (a,p)  [170950000000.0, 170765000000.0, 170381000000....  1.0    12     4  \n",
       "298  (p,g)  [25692000000.0, 25674200000.0, 25637100000.0, ...  1.0    15     1  \n",
       "308  (p,n)  [27364400000000.0, 27343600000000.0, 273004000...  1.0    60     1  \n",
       "313  (-,g)  [0.09722, 0.09722, 0.09722, 0.09722, 0.09722, ...  1.0    60   -99  \n",
       "319  (b,n)  [0.15796400000000002, 0.15796400000000002, 0.1...  1.0    61   -99  \n",
       "325  (a,n)  [11.2371, 11.1947, 11.1072, 10.9735, 10.7475, ...  1.0    62     4  \n",
       "326  (a,p)  [59511400000.0, 59431700000.0, 59266900000.0, ...  1.0    62     4  \n",
       "339  (n,g)  [5670660000.0, 5668380000.0, 5663650000.0, 565...  1.0    41     0  \n",
       "343  (p,g)  [924855.0, 923887.0, 921884.0, 918802.0, 91352...  1.0    41     1  \n",
       "357  (p,n)  [8.52038e-15, 8.446460000000001e-15, 8.29524e-...  1.0    16     1  \n",
       "364  (g,n)  [27963900.0, 27895900.0, 27755400.0, 27539900....  1.0    17   -99  \n",
       "411  (g,n)  [2.1927900000000003e-15, 2.1733e-15, 2.13345e-...  1.0    19   -99  \n",
       "443  (p,a)  [11399000000000.0, 11389600000000.0, 113703000...  1.0    21     1  \n",
       "498  (g,n)  [1.20409e-13, 1.19425e-13, 1.1740899999999998e...  1.0    70   -99  \n",
       "520  (n,a)  [666671000000000.0, 666368000000000.0, 6657400...  1.0    72     0  \n",
       "524  (p,a)  [1928.66, 1921.89, 1907.95, 1886.63, 1850.54, ...  1.0    72     1  \n",
       "629  (n,a)  [172487000000000.0, 172408000000000.0, 1722450...  1.0    77     0  \n",
       "633  (p,a)  [0.0321259, 0.031975, 0.0316645, 0.03119120000...  1.0    77     1  \n",
       "648  (g,a)  [0.271394, 0.2714, 0.271412, 0.271431, 0.27146...  1.0    78   -99  "
      ]
     },
     "execution_count": 143,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "MLT.networksetup_processed[MLT.networksetup_processed.OUTPUT1 == 'O-16']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 144,
   "id": "a22e225c-87bf-4ccb-9eb8-44b890869b5e",
   "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>REACNUM</th>\n",
       "      <th>NUM1</th>\n",
       "      <th>INPUT1</th>\n",
       "      <th>NUM2</th>\n",
       "      <th>INPUT2</th>\n",
       "      <th>NUM3</th>\n",
       "      <th>OUTPUT1</th>\n",
       "      <th>NUM4</th>\n",
       "      <th>OUTPUT2</th>\n",
       "      <th>TYPE</th>\n",
       "      <th>V</th>\n",
       "      <th>VAR</th>\n",
       "      <th>idx1</th>\n",
       "      <th>idx2</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>265</th>\n",
       "      <td>266</td>\n",
       "      <td>1.0</td>\n",
       "      <td>C-16</td>\n",
       "      <td>0.0</td>\n",
       "      <td>OOOOO</td>\n",
       "      <td>1.0</td>\n",
       "      <td>N-15</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Neutron-1</td>\n",
       "      <td>(b,n)</td>\n",
       "      <td>[0.9186290000000001, 0.9186290000000001, 0.918...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>58</td>\n",
       "      <td>-99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>319</th>\n",
       "      <td>320</td>\n",
       "      <td>1.0</td>\n",
       "      <td>N-17</td>\n",
       "      <td>0.0</td>\n",
       "      <td>OOOOO</td>\n",
       "      <td>1.0</td>\n",
       "      <td>O-16</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Neutron-1</td>\n",
       "      <td>(b,n)</td>\n",
       "      <td>[0.15796400000000002, 0.15796400000000002, 0.1...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>61</td>\n",
       "      <td>-99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>496</th>\n",
       "      <td>497</td>\n",
       "      <td>1.0</td>\n",
       "      <td>F-23</td>\n",
       "      <td>0.0</td>\n",
       "      <td>OOOOO</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Ne-22</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Neutron-1</td>\n",
       "      <td>(b,n)</td>\n",
       "      <td>[0.00426645, 0.00426641, 0.00426634, 0.0042662...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>69</td>\n",
       "      <td>-99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>626</th>\n",
       "      <td>627</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Ne-26</td>\n",
       "      <td>0.0</td>\n",
       "      <td>OOOOO</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Na-25</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Neutron-1</td>\n",
       "      <td>(b,n)</td>\n",
       "      <td>[0.00100404, 0.00100402, 0.00100398, 0.0010039...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>76</td>\n",
       "      <td>-99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>748</th>\n",
       "      <td>749</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Na-27</td>\n",
       "      <td>0.0</td>\n",
       "      <td>OOOOO</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Mg-26</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Neutron-1</td>\n",
       "      <td>(b,n)</td>\n",
       "      <td>[0.00269341, 0.00269345, 0.00269354, 0.0026936...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>82</td>\n",
       "      <td>-99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>762</th>\n",
       "      <td>763</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Na-28</td>\n",
       "      <td>0.0</td>\n",
       "      <td>OOOOO</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Mg-27</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Neutron-1</td>\n",
       "      <td>(b,n)</td>\n",
       "      <td>[0.102063, 0.10206599999999999, 0.102071000000...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>83</td>\n",
       "      <td>-99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>898</th>\n",
       "      <td>899</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Mg-30</td>\n",
       "      <td>0.0</td>\n",
       "      <td>OOOOO</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Al-29</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Neutron-1</td>\n",
       "      <td>(b,n)</td>\n",
       "      <td>[4.18984e-05, 4.1898900000000006e-05, 4.189989...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>89</td>\n",
       "      <td>-99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>912</th>\n",
       "      <td>913</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Mg-31</td>\n",
       "      <td>0.0</td>\n",
       "      <td>OOOOO</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Al-30</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Neutron-1</td>\n",
       "      <td>(b,n)</td>\n",
       "      <td>[0.0549507, 0.05495030000000001, 0.0549494, 0....</td>\n",
       "      <td>1.0</td>\n",
       "      <td>90</td>\n",
       "      <td>-99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1062</th>\n",
       "      <td>1063</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Al-32</td>\n",
       "      <td>0.0</td>\n",
       "      <td>OOOOO</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Si-31</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Neutron-1</td>\n",
       "      <td>(b,n)</td>\n",
       "      <td>[0.0190804, 0.019081400000000002, 0.0190834, 0...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>98</td>\n",
       "      <td>-99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1076</th>\n",
       "      <td>1077</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Al-33</td>\n",
       "      <td>0.0</td>\n",
       "      <td>OOOOO</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Si-32</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Neutron-1</td>\n",
       "      <td>(b,n)</td>\n",
       "      <td>[1.12741, 1.12745, 1.12753, 1.12766, 1.1278700...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>99</td>\n",
       "      <td>-99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1248</th>\n",
       "      <td>1249</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Si-35</td>\n",
       "      <td>0.0</td>\n",
       "      <td>OOOOO</td>\n",
       "      <td>1.0</td>\n",
       "      <td>P-34</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Neutron-1</td>\n",
       "      <td>(b,n)</td>\n",
       "      <td>[1.8163, 1.8163, 1.8163, 1.8163, 1.8163, 1.816...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>108</td>\n",
       "      <td>-99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1412</th>\n",
       "      <td>1413</td>\n",
       "      <td>1.0</td>\n",
       "      <td>P-37</td>\n",
       "      <td>0.0</td>\n",
       "      <td>OOOOO</td>\n",
       "      <td>1.0</td>\n",
       "      <td>S-36</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Neutron-1</td>\n",
       "      <td>(b,n)</td>\n",
       "      <td>[0.00520311, 0.00520325, 0.00520355, 0.0052040...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>117</td>\n",
       "      <td>-99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1426</th>\n",
       "      <td>1427</td>\n",
       "      <td>1.0</td>\n",
       "      <td>P-38</td>\n",
       "      <td>0.0</td>\n",
       "      <td>OOOOO</td>\n",
       "      <td>1.0</td>\n",
       "      <td>S-37</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Neutron-1</td>\n",
       "      <td>(b,n)</td>\n",
       "      <td>[0.03376130000000001, 0.0337628, 0.0337659, 0....</td>\n",
       "      <td>1.0</td>\n",
       "      <td>118</td>\n",
       "      <td>-99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1816</th>\n",
       "      <td>1817</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Cl-43</td>\n",
       "      <td>0.0</td>\n",
       "      <td>OOOOO</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Ar-42</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Neutron-1</td>\n",
       "      <td>(b,n)</td>\n",
       "      <td>[0.00280616, 0.00280623, 0.00280636, 0.0028065...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>146</td>\n",
       "      <td>-99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1830</th>\n",
       "      <td>1831</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Cl-44</td>\n",
       "      <td>0.0</td>\n",
       "      <td>OOOOO</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Ar-43</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Neutron-1</td>\n",
       "      <td>(b,n)</td>\n",
       "      <td>[0.014035399999999998, 0.0140357, 0.0140363, 0...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>147</td>\n",
       "      <td>-99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2060</th>\n",
       "      <td>2061</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Ar-47</td>\n",
       "      <td>0.0</td>\n",
       "      <td>OOOOO</td>\n",
       "      <td>1.0</td>\n",
       "      <td>K-46</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Neutron-1</td>\n",
       "      <td>(b,n)</td>\n",
       "      <td>[0.00165272, 0.00165263, 0.00165244, 0.0016521...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>164</td>\n",
       "      <td>-99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2278</th>\n",
       "      <td>2279</td>\n",
       "      <td>1.0</td>\n",
       "      <td>K-48</td>\n",
       "      <td>0.0</td>\n",
       "      <td>OOOOO</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Ca-47</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Neutron-1</td>\n",
       "      <td>(b,n)</td>\n",
       "      <td>[0.0006278680000000001, 0.0006279219999999999,...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>180</td>\n",
       "      <td>-99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2292</th>\n",
       "      <td>2293</td>\n",
       "      <td>1.0</td>\n",
       "      <td>K-49</td>\n",
       "      <td>0.0</td>\n",
       "      <td>OOOOO</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Ca-48</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Neutron-1</td>\n",
       "      <td>(b,n)</td>\n",
       "      <td>[0.362658, 0.362676, 0.362712, 0.362769, 0.362...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>181</td>\n",
       "      <td>-99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2524</th>\n",
       "      <td>2525</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Ca-51</td>\n",
       "      <td>0.0</td>\n",
       "      <td>OOOOO</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Sc-50</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Neutron-1</td>\n",
       "      <td>(b,n)</td>\n",
       "      <td>[0.00136739, 0.00136733, 0.0013672, 0.001367, ...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>198</td>\n",
       "      <td>-99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2538</th>\n",
       "      <td>2539</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Ca-52</td>\n",
       "      <td>0.0</td>\n",
       "      <td>OOOOO</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Sc-51</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Neutron-1</td>\n",
       "      <td>(b,n)</td>\n",
       "      <td>[0.0191832, 0.0191828, 0.0191819, 0.0191806, 0...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>199</td>\n",
       "      <td>-99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2732</th>\n",
       "      <td>2733</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Sc-52</td>\n",
       "      <td>0.0</td>\n",
       "      <td>OOOOO</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Ti-51</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Neutron-1</td>\n",
       "      <td>(b,n)</td>\n",
       "      <td>[5.05073e-05, 5.05102e-05, 5.05164e-05, 5.0525...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>213</td>\n",
       "      <td>-99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2746</th>\n",
       "      <td>2747</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Sc-53</td>\n",
       "      <td>0.0</td>\n",
       "      <td>OOOOO</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Ti-52</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Neutron-1</td>\n",
       "      <td>(b,n)</td>\n",
       "      <td>[0.0454459, 0.0454449, 0.0454426, 0.0454392, 0...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>214</td>\n",
       "      <td>-99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3131</th>\n",
       "      <td>3132</td>\n",
       "      <td>1.0</td>\n",
       "      <td>V-56</td>\n",
       "      <td>0.0</td>\n",
       "      <td>OOOOO</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Cr-55</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Neutron-1</td>\n",
       "      <td>(b,n)</td>\n",
       "      <td>[0.0019254, 0.0019254, 0.0019254, 0.0019254, 0...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>242</td>\n",
       "      <td>-99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3145</th>\n",
       "      <td>3146</td>\n",
       "      <td>1.0</td>\n",
       "      <td>V-57</td>\n",
       "      <td>0.0</td>\n",
       "      <td>OOOOO</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Cr-56</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Neutron-1</td>\n",
       "      <td>(b,n)</td>\n",
       "      <td>[0.000519275, 0.000519296, 0.00051934, 0.00051...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>243</td>\n",
       "      <td>-99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3159</th>\n",
       "      <td>3160</td>\n",
       "      <td>1.0</td>\n",
       "      <td>V-58</td>\n",
       "      <td>0.0</td>\n",
       "      <td>OOOOO</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Cr-57</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Neutron-1</td>\n",
       "      <td>(b,n)</td>\n",
       "      <td>[0.027647500000000002, 0.027648400000000004, 0...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>244</td>\n",
       "      <td>-99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3583</th>\n",
       "      <td>3584</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Mn-61</td>\n",
       "      <td>0.0</td>\n",
       "      <td>OOOOO</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Fe-60</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Neutron-1</td>\n",
       "      <td>(b,n)</td>\n",
       "      <td>[0.000450096, 0.000450104, 0.00045012, 0.00045...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>275</td>\n",
       "      <td>-99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3597</th>\n",
       "      <td>3598</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Mn-62</td>\n",
       "      <td>0.0</td>\n",
       "      <td>OOOOO</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Fe-61</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Neutron-1</td>\n",
       "      <td>(b,n)</td>\n",
       "      <td>[0.000122871, 0.000122877, 0.00012289, 0.00012...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>276</td>\n",
       "      <td>-99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4046</th>\n",
       "      <td>4047</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Co-67</td>\n",
       "      <td>0.0</td>\n",
       "      <td>OOOOO</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Ni-66</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Neutron-1</td>\n",
       "      <td>(b,n)</td>\n",
       "      <td>[1.13924e-11, 1.1393e-11, 1.13942e-11, 1.13961...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>309</td>\n",
       "      <td>-99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4530</th>\n",
       "      <td>4531</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Cu-73</td>\n",
       "      <td>0.0</td>\n",
       "      <td>OOOOO</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Zn-72</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Neutron-1</td>\n",
       "      <td>(b,n)</td>\n",
       "      <td>[1.33866e-11, 1.33872e-11, 1.33883e-11, 1.339e...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>345</td>\n",
       "      <td>-99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5052</th>\n",
       "      <td>5053</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Ga-79</td>\n",
       "      <td>0.0</td>\n",
       "      <td>OOOOO</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Ge-78</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Neutron-1</td>\n",
       "      <td>(b,n)</td>\n",
       "      <td>[9.62108e-05, 9.62057e-05, 9.619520000000001e-...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>385</td>\n",
       "      <td>-99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5556</th>\n",
       "      <td>5557</td>\n",
       "      <td>1.0</td>\n",
       "      <td>As-84</td>\n",
       "      <td>0.0</td>\n",
       "      <td>OOOOO</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Se-83</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Neutron-1</td>\n",
       "      <td>(b,n)</td>\n",
       "      <td>[7.14462e-05, 7.1456e-05, 7.14763e-05, 7.15077...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>424</td>\n",
       "      <td>-99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5812</th>\n",
       "      <td>5813</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Se-87</td>\n",
       "      <td>0.0</td>\n",
       "      <td>OOOOO</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Br-86</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Neutron-1</td>\n",
       "      <td>(b,n)</td>\n",
       "      <td>[0.00025205299999999997, 0.0002520529999999999...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>444</td>\n",
       "      <td>-99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6036</th>\n",
       "      <td>6037</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Br-87</td>\n",
       "      <td>0.0</td>\n",
       "      <td>OOOOO</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Kr-86</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Neutron-1</td>\n",
       "      <td>(b,n)</td>\n",
       "      <td>[0.000323844, 0.000323844, 0.000323844, 0.0003...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>461</td>\n",
       "      <td>-99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6050</th>\n",
       "      <td>6051</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Br-88</td>\n",
       "      <td>0.0</td>\n",
       "      <td>OOOOO</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Kr-87</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Neutron-1</td>\n",
       "      <td>(b,n)</td>\n",
       "      <td>[0.00279982, 0.00279982, 0.00279982, 0.0027998...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>462</td>\n",
       "      <td>-99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6064</th>\n",
       "      <td>6065</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Br-89</td>\n",
       "      <td>0.0</td>\n",
       "      <td>OOOOO</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Kr-88</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Neutron-1</td>\n",
       "      <td>(b,n)</td>\n",
       "      <td>[0.021739599999999998, 0.021739599999999998, 0...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>463</td>\n",
       "      <td>-99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6554</th>\n",
       "      <td>6555</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Rb-92</td>\n",
       "      <td>0.0</td>\n",
       "      <td>OOOOO</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Sr-91</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Neutron-1</td>\n",
       "      <td>(b,n)</td>\n",
       "      <td>[1.4947299999999998e-06, 1.4950999999999999e-0...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>501</td>\n",
       "      <td>-99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6568</th>\n",
       "      <td>6569</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Rb-93</td>\n",
       "      <td>0.0</td>\n",
       "      <td>OOOOO</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Sr-92</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Neutron-1</td>\n",
       "      <td>(b,n)</td>\n",
       "      <td>[0.00068898, 0.0006890619999999999, 0.00068923...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>502</td>\n",
       "      <td>-99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7046</th>\n",
       "      <td>7047</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Y-97</td>\n",
       "      <td>0.0</td>\n",
       "      <td>OOOOO</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Zr-96</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Neutron-1</td>\n",
       "      <td>(b,n)</td>\n",
       "      <td>[6.67043e-05, 6.67157e-05, 6.67393e-05, 6.6775...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>539</td>\n",
       "      <td>-99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7060</th>\n",
       "      <td>7061</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Y-98</td>\n",
       "      <td>0.0</td>\n",
       "      <td>OOOOO</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Zr-97</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Neutron-1</td>\n",
       "      <td>(b,n)</td>\n",
       "      <td>[7.09967e-05, 7.100989999999999e-05, 7.10373e-...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>540</td>\n",
       "      <td>-99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12073</th>\n",
       "      <td>12074</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Ba-142</td>\n",
       "      <td>0.0</td>\n",
       "      <td>OOOOO</td>\n",
       "      <td>1.0</td>\n",
       "      <td>La-141</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Neutron-1</td>\n",
       "      <td>(b,n)</td>\n",
       "      <td>[7.43972e-07, 7.439960000000001e-07, 7.44046e-...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>929</td>\n",
       "      <td>-99</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       REACNUM  NUM1  INPUT1  NUM2 INPUT2  NUM3 OUTPUT1  NUM4    OUTPUT2  \\\n",
       "265        266   1.0    C-16   0.0  OOOOO   1.0    N-15   1.0  Neutron-1   \n",
       "319        320   1.0    N-17   0.0  OOOOO   1.0    O-16   1.0  Neutron-1   \n",
       "496        497   1.0    F-23   0.0  OOOOO   1.0   Ne-22   1.0  Neutron-1   \n",
       "626        627   1.0   Ne-26   0.0  OOOOO   1.0   Na-25   1.0  Neutron-1   \n",
       "748        749   1.0   Na-27   0.0  OOOOO   1.0   Mg-26   1.0  Neutron-1   \n",
       "762        763   1.0   Na-28   0.0  OOOOO   1.0   Mg-27   1.0  Neutron-1   \n",
       "898        899   1.0   Mg-30   0.0  OOOOO   1.0   Al-29   1.0  Neutron-1   \n",
       "912        913   1.0   Mg-31   0.0  OOOOO   1.0   Al-30   1.0  Neutron-1   \n",
       "1062      1063   1.0   Al-32   0.0  OOOOO   1.0   Si-31   1.0  Neutron-1   \n",
       "1076      1077   1.0   Al-33   0.0  OOOOO   1.0   Si-32   1.0  Neutron-1   \n",
       "1248      1249   1.0   Si-35   0.0  OOOOO   1.0    P-34   1.0  Neutron-1   \n",
       "1412      1413   1.0    P-37   0.0  OOOOO   1.0    S-36   1.0  Neutron-1   \n",
       "1426      1427   1.0    P-38   0.0  OOOOO   1.0    S-37   1.0  Neutron-1   \n",
       "1816      1817   1.0   Cl-43   0.0  OOOOO   1.0   Ar-42   1.0  Neutron-1   \n",
       "1830      1831   1.0   Cl-44   0.0  OOOOO   1.0   Ar-43   1.0  Neutron-1   \n",
       "2060      2061   1.0   Ar-47   0.0  OOOOO   1.0    K-46   1.0  Neutron-1   \n",
       "2278      2279   1.0    K-48   0.0  OOOOO   1.0   Ca-47   1.0  Neutron-1   \n",
       "2292      2293   1.0    K-49   0.0  OOOOO   1.0   Ca-48   1.0  Neutron-1   \n",
       "2524      2525   1.0   Ca-51   0.0  OOOOO   1.0   Sc-50   1.0  Neutron-1   \n",
       "2538      2539   1.0   Ca-52   0.0  OOOOO   1.0   Sc-51   1.0  Neutron-1   \n",
       "2732      2733   1.0   Sc-52   0.0  OOOOO   1.0   Ti-51   1.0  Neutron-1   \n",
       "2746      2747   1.0   Sc-53   0.0  OOOOO   1.0   Ti-52   1.0  Neutron-1   \n",
       "3131      3132   1.0    V-56   0.0  OOOOO   1.0   Cr-55   1.0  Neutron-1   \n",
       "3145      3146   1.0    V-57   0.0  OOOOO   1.0   Cr-56   1.0  Neutron-1   \n",
       "3159      3160   1.0    V-58   0.0  OOOOO   1.0   Cr-57   1.0  Neutron-1   \n",
       "3583      3584   1.0   Mn-61   0.0  OOOOO   1.0   Fe-60   1.0  Neutron-1   \n",
       "3597      3598   1.0   Mn-62   0.0  OOOOO   1.0   Fe-61   1.0  Neutron-1   \n",
       "4046      4047   1.0   Co-67   0.0  OOOOO   1.0   Ni-66   1.0  Neutron-1   \n",
       "4530      4531   1.0   Cu-73   0.0  OOOOO   1.0   Zn-72   1.0  Neutron-1   \n",
       "5052      5053   1.0   Ga-79   0.0  OOOOO   1.0   Ge-78   1.0  Neutron-1   \n",
       "5556      5557   1.0   As-84   0.0  OOOOO   1.0   Se-83   1.0  Neutron-1   \n",
       "5812      5813   1.0   Se-87   0.0  OOOOO   1.0   Br-86   1.0  Neutron-1   \n",
       "6036      6037   1.0   Br-87   0.0  OOOOO   1.0   Kr-86   1.0  Neutron-1   \n",
       "6050      6051   1.0   Br-88   0.0  OOOOO   1.0   Kr-87   1.0  Neutron-1   \n",
       "6064      6065   1.0   Br-89   0.0  OOOOO   1.0   Kr-88   1.0  Neutron-1   \n",
       "6554      6555   1.0   Rb-92   0.0  OOOOO   1.0   Sr-91   1.0  Neutron-1   \n",
       "6568      6569   1.0   Rb-93   0.0  OOOOO   1.0   Sr-92   1.0  Neutron-1   \n",
       "7046      7047   1.0    Y-97   0.0  OOOOO   1.0   Zr-96   1.0  Neutron-1   \n",
       "7060      7061   1.0    Y-98   0.0  OOOOO   1.0   Zr-97   1.0  Neutron-1   \n",
       "12073    12074   1.0  Ba-142   0.0  OOOOO   1.0  La-141   1.0  Neutron-1   \n",
       "\n",
       "        TYPE                                                  V  VAR  idx1  \\\n",
       "265    (b,n)  [0.9186290000000001, 0.9186290000000001, 0.918...  1.0    58   \n",
       "319    (b,n)  [0.15796400000000002, 0.15796400000000002, 0.1...  1.0    61   \n",
       "496    (b,n)  [0.00426645, 0.00426641, 0.00426634, 0.0042662...  1.0    69   \n",
       "626    (b,n)  [0.00100404, 0.00100402, 0.00100398, 0.0010039...  1.0    76   \n",
       "748    (b,n)  [0.00269341, 0.00269345, 0.00269354, 0.0026936...  1.0    82   \n",
       "762    (b,n)  [0.102063, 0.10206599999999999, 0.102071000000...  1.0    83   \n",
       "898    (b,n)  [4.18984e-05, 4.1898900000000006e-05, 4.189989...  1.0    89   \n",
       "912    (b,n)  [0.0549507, 0.05495030000000001, 0.0549494, 0....  1.0    90   \n",
       "1062   (b,n)  [0.0190804, 0.019081400000000002, 0.0190834, 0...  1.0    98   \n",
       "1076   (b,n)  [1.12741, 1.12745, 1.12753, 1.12766, 1.1278700...  1.0    99   \n",
       "1248   (b,n)  [1.8163, 1.8163, 1.8163, 1.8163, 1.8163, 1.816...  1.0   108   \n",
       "1412   (b,n)  [0.00520311, 0.00520325, 0.00520355, 0.0052040...  1.0   117   \n",
       "1426   (b,n)  [0.03376130000000001, 0.0337628, 0.0337659, 0....  1.0   118   \n",
       "1816   (b,n)  [0.00280616, 0.00280623, 0.00280636, 0.0028065...  1.0   146   \n",
       "1830   (b,n)  [0.014035399999999998, 0.0140357, 0.0140363, 0...  1.0   147   \n",
       "2060   (b,n)  [0.00165272, 0.00165263, 0.00165244, 0.0016521...  1.0   164   \n",
       "2278   (b,n)  [0.0006278680000000001, 0.0006279219999999999,...  1.0   180   \n",
       "2292   (b,n)  [0.362658, 0.362676, 0.362712, 0.362769, 0.362...  1.0   181   \n",
       "2524   (b,n)  [0.00136739, 0.00136733, 0.0013672, 0.001367, ...  1.0   198   \n",
       "2538   (b,n)  [0.0191832, 0.0191828, 0.0191819, 0.0191806, 0...  1.0   199   \n",
       "2732   (b,n)  [5.05073e-05, 5.05102e-05, 5.05164e-05, 5.0525...  1.0   213   \n",
       "2746   (b,n)  [0.0454459, 0.0454449, 0.0454426, 0.0454392, 0...  1.0   214   \n",
       "3131   (b,n)  [0.0019254, 0.0019254, 0.0019254, 0.0019254, 0...  1.0   242   \n",
       "3145   (b,n)  [0.000519275, 0.000519296, 0.00051934, 0.00051...  1.0   243   \n",
       "3159   (b,n)  [0.027647500000000002, 0.027648400000000004, 0...  1.0   244   \n",
       "3583   (b,n)  [0.000450096, 0.000450104, 0.00045012, 0.00045...  1.0   275   \n",
       "3597   (b,n)  [0.000122871, 0.000122877, 0.00012289, 0.00012...  1.0   276   \n",
       "4046   (b,n)  [1.13924e-11, 1.1393e-11, 1.13942e-11, 1.13961...  1.0   309   \n",
       "4530   (b,n)  [1.33866e-11, 1.33872e-11, 1.33883e-11, 1.339e...  1.0   345   \n",
       "5052   (b,n)  [9.62108e-05, 9.62057e-05, 9.619520000000001e-...  1.0   385   \n",
       "5556   (b,n)  [7.14462e-05, 7.1456e-05, 7.14763e-05, 7.15077...  1.0   424   \n",
       "5812   (b,n)  [0.00025205299999999997, 0.0002520529999999999...  1.0   444   \n",
       "6036   (b,n)  [0.000323844, 0.000323844, 0.000323844, 0.0003...  1.0   461   \n",
       "6050   (b,n)  [0.00279982, 0.00279982, 0.00279982, 0.0027998...  1.0   462   \n",
       "6064   (b,n)  [0.021739599999999998, 0.021739599999999998, 0...  1.0   463   \n",
       "6554   (b,n)  [1.4947299999999998e-06, 1.4950999999999999e-0...  1.0   501   \n",
       "6568   (b,n)  [0.00068898, 0.0006890619999999999, 0.00068923...  1.0   502   \n",
       "7046   (b,n)  [6.67043e-05, 6.67157e-05, 6.67393e-05, 6.6775...  1.0   539   \n",
       "7060   (b,n)  [7.09967e-05, 7.100989999999999e-05, 7.10373e-...  1.0   540   \n",
       "12073  (b,n)  [7.43972e-07, 7.439960000000001e-07, 7.44046e-...  1.0   929   \n",
       "\n",
       "       idx2  \n",
       "265     -99  \n",
       "319     -99  \n",
       "496     -99  \n",
       "626     -99  \n",
       "748     -99  \n",
       "762     -99  \n",
       "898     -99  \n",
       "912     -99  \n",
       "1062    -99  \n",
       "1076    -99  \n",
       "1248    -99  \n",
       "1412    -99  \n",
       "1426    -99  \n",
       "1816    -99  \n",
       "1830    -99  \n",
       "2060    -99  \n",
       "2278    -99  \n",
       "2292    -99  \n",
       "2524    -99  \n",
       "2538    -99  \n",
       "2732    -99  \n",
       "2746    -99  \n",
       "3131    -99  \n",
       "3145    -99  \n",
       "3159    -99  \n",
       "3583    -99  \n",
       "3597    -99  \n",
       "4046    -99  \n",
       "4530    -99  \n",
       "5052    -99  \n",
       "5556    -99  \n",
       "5812    -99  \n",
       "6036    -99  \n",
       "6050    -99  \n",
       "6064    -99  \n",
       "6554    -99  \n",
       "6568    -99  \n",
       "7046    -99  \n",
       "7060    -99  \n",
       "12073   -99  "
      ]
     },
     "execution_count": 144,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "MLT.networksetup_processed[MLT.networksetup_processed.TYPE == '(b,n)']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 205,
   "id": "ffb65f80-3e44-441c-980c-b0921b8acc37",
   "metadata": {},
   "outputs": [],
   "source": [
    "from collections import defaultdict"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 210,
   "id": "48a920f6-f3fa-414d-9305-db16b8ed58c3",
   "metadata": {},
   "outputs": [],
   "source": [
    "def setupnetwork(cycle):\n",
    "    '''Calculates f_ij for all isotopes.\n",
    "\n",
    "    Parameters\n",
    "    ----------\n",
    "    cycle: float\n",
    "        The cycle to calculate the fluxes for.\n",
    "    '''\n",
    "\n",
    "    def grab_info(isotope, diag=''):\n",
    "\n",
    "        def potentials(iso):\n",
    "            if   iso == 'PROT':  return 'H-1'\n",
    "            elif iso == 'NEUT':  return 'Neutron-1'\n",
    "            elif iso == 'OOOOO': return 'OOOOO'\n",
    "            elif iso == 'AL*26': return 'Al-26m1'\n",
    "            elif iso == 'KR*85': return 'Kr-85m1'\n",
    "            elif iso == 'CD*15': return 'Cd-115m1'\n",
    "            elif iso == 'LU*76': return 'Lu-176m1'\n",
    "            elif iso == 'TAg80': return 'Ta-180m1'\n",
    "            else:\n",
    "                iso = iso[0] + iso[1].lower() + '-' + iso[2:]\n",
    "                return iso\n",
    "\n",
    "        try:\n",
    "            if len(isotope) == 2:\n",
    "                ele, num = isotope\n",
    "                iso = ele[0] + ele[1:].lower() + '-' + str(num)\n",
    "                return iso\n",
    "\n",
    "            elif len(isotope) > 3:\n",
    "\n",
    "                if len(isotope) == 3:\n",
    "                    part1, part2, part3 = isotope\n",
    "                elif len(isotope) == 4:\n",
    "                    part1, part2, part3, part4 = isotope\n",
    "\n",
    "                if part1 in ['0', '1', '2']:\n",
    "                    return potentials(part2)\n",
    "\n",
    "                elif part2.find('E+') != -1 or part2.find('E-') != -1:\n",
    "                    return potentials(part1)\n",
    "                elif part3.find('E+') != -1 or part3.find('E-') != -1:\n",
    "                    return potentials(part1+part2)\n",
    "\n",
    "            else:\n",
    "                iso = isotope[0]\n",
    "                return potentials(iso)\n",
    "\n",
    "        except:\n",
    "            print('Error: ', isotope, len(isotope), diag)\n",
    "            return None\n",
    "\n",
    "    def calculate_flux(row):\n",
    "\n",
    "        X_R = iso_massf[:, row.idx1] if row.idx1 != -99 else np.ones(iso_massf.shape[0])\n",
    "        A_R = mass_numbers.get(row.INPUT1, 1)\n",
    "        X_T = iso_massf[:, row.idx2] if row.idx2 != -99 else np.ones(iso_massf.shape[0])\n",
    "        A_T = mass_numbers.get(row.INPUT2, 1)\n",
    "\n",
    "        v_RT = row.V\n",
    "        var_RT = row.VAR\n",
    "\n",
    "        return (X_R / A_R) * (X_T / A_T) * v_RT * var_RT\n",
    "\n",
    "\n",
    "    # figure out where the actual reaction list start in networksetup.txt\n",
    "    skip = 2 # starts at 2 because the line we are looking for is two above the reactions\n",
    "    with open(MLT.networksetuppath, 'r') as f:\n",
    "\n",
    "        lines = f.readlines()\n",
    "\n",
    "        for line in lines:\n",
    "            skip+=1\n",
    "\n",
    "            if line.find('REACTION NETWORK') != -1 and line.find('V(i) Nasv(*rho)') != -1:\n",
    "                break\n",
    "\n",
    "    networksetup = pd.read_csv(MLT.networksetuppath, skiprows=skip, header=None, delimiter='->', names=['INPUT', 'OUTPUT'])\n",
    "\n",
    "    networksetup['V'] = list(MLT.all_xsections.T)\n",
    "\n",
    "    networksetup = networksetup[ networksetup['INPUT'].str.split(' ').apply(lambda row: row[1] == 'T') ]\n",
    "\n",
    "    networksetup['INPUT'] = networksetup['INPUT'].str.split(' ').apply(lambda x: [item for item in x if item])\n",
    "    networksetup['OUTPUT'] = networksetup['OUTPUT'].str.split(' ').apply(lambda x: [item for item in x if item])\n",
    "\n",
    "    networksetup_processed = pd.DataFrame()\n",
    "\n",
    "    networksetup_processed['REACNUM'] = networksetup['INPUT'].apply(lambda x: x[0])\n",
    "    networksetup_processed['NUM1']    = networksetup['INPUT'].apply(lambda x: x[2])\n",
    "    networksetup_processed['INPUT1']  = networksetup['INPUT'].apply(lambda x: grab_info(x[3:5]) if x[4] != '+' else grab_info([x[3]]))\n",
    "    networksetup_processed['NUM2']    = networksetup['INPUT'].apply(lambda x: x[6]         if x[4] != '+' else x[5])\n",
    "    networksetup_processed['INPUT2']  = networksetup['INPUT'].apply(lambda x: grab_info(x[7:])  if x[4] != '+' else grab_info(x[6:]))\n",
    "\n",
    "    networksetup_processed['NUM3']    = networksetup['OUTPUT'].apply(lambda x: x[0])\n",
    "    networksetup_processed['OUTPUT1'] = networksetup['OUTPUT'].apply(lambda x: grab_info(x[1:3]) if x[2] != '+' else grab_info([x[1]]))\n",
    "    networksetup_processed['NUM4']    = networksetup['OUTPUT'].apply(lambda x: x[4]         if x[2] != '+' else x[3])\n",
    "    networksetup_processed['OUTPUT2'] = networksetup['OUTPUT'].apply(lambda x: grab_info(x[5:7]) if x[2] != '+' and (x[6].find('E+') == -1 and x[6].find('E-') == -1) else grab_info(x[4:8], x))\n",
    "    networksetup_processed['TYPE']    = networksetup['OUTPUT'].apply(lambda x: x[-4])\n",
    "    networksetup_processed['V']       = networksetup['V']\n",
    "    networksetup_processed['VAR']     = networksetup['OUTPUT'].apply(lambda x: x[-2])\n",
    "\n",
    "    for col in ['NUM1', 'NUM2', 'NUM3', 'NUM4', 'VAR']:\n",
    "        networksetup_processed[col] = networksetup_processed[col].astype(float)\n",
    "    networksetup_processed.REACNUM = networksetup_processed.REACNUM.astype(int)\n",
    "\n",
    "    iso_massf = MLT.get('out', cycle, 'iso_massf')\n",
    "    all_isos = MLT.all_isos\n",
    "\n",
    "\n",
    "    isotope_index = {iso: idx for idx, iso in enumerate(all_isos)}\n",
    "    mass_numbers = {iso: int(iso.split('-')[1].replace('m1', '')) for iso in all_isos}\n",
    "    networksetup_processed['idx1'] = networksetup_processed.INPUT1.map(isotope_index).fillna(-99).astype(int)\n",
    "    networksetup_processed['idx2'] = networksetup_processed.INPUT2.map(isotope_index).fillna(-99).astype(int)\n",
    "\n",
    "    networksetup_processed.FLUXES = networksetup_processed.apply(calculate_flux, axis=1)\n",
    "\n",
    "    MLT.networksetup_processed = networksetup_processed\n",
    "\n",
    "    inputs = MLT.networksetup_processed.INPUT1.values\n",
    "    outputs = MLT.networksetup_processed.OUTPUT1.values\n",
    "    fluxes = MLT.networksetup_processed.FLUXES.values\n",
    "\n",
    "    balance_dict = defaultdict(float)\n",
    "\n",
    "    for i in range(len(inputs)):\n",
    "        key = (inputs[i], outputs[i])\n",
    "        reverse_key = (outputs[i], inputs[i])\n",
    "\n",
    "        if reverse_key in balance_dict:\n",
    "            balance_dict[reverse_key] -= fluxes[i]\n",
    "        else:\n",
    "            balance_dict[key] += fluxes[i]\n",
    "\n",
    "    print(networksetup_processed.FLUXES)\n",
    "            \n",
    "    MLT.balanced_fluxes = dict(balance_dict)\n",
    "\n",
    "    MLT.balanced_fluxes = pd.DataFrame([(k[0], k[1], v) for k, v in MLT.balanced_fluxes.items()], columns=['ISO1', 'ISO2', 'f_ij'])\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 211,
   "id": "ec32b39d-c49f-4197-b477-2cd1317ed3a5",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/lib/python3.6/dist-packages/ipykernel_launcher.py:79: ParserWarning: Falling back to the 'python' engine because the 'c' engine does not support regex separators (separators > 1 char and different from '\\s+' are interpreted as regex); you can avoid this warning by specifying engine='python'.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " reading ['iso_massf']...100%0        [1.1956893127460936e-19, 1.1946345063986252e-1...\n",
      "1        [4.394655430269034e-24, 4.387511032073733e-24,...\n",
      "2        [6.895842657974799e-08, 6.886406700196901e-08,...\n",
      "3        [3.05291626236493e-21, 3.048341072809464e-21, ...\n",
      "4        [1.049460169504845e-30, 1.0482664998126041e-30...\n",
      "                               ...                        \n",
      "21205    [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...\n",
      "21206    [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...\n",
      "21207    [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...\n",
      "21208    [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...\n",
      "21209    [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...\n",
      "Length: 21082, dtype: object\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/lib/python3.6/dist-packages/ipykernel_launcher.py:117: UserWarning: Pandas doesn't allow columns to be created via a new attribute name - see https://pandas.pydata.org/pandas-docs/stable/indexing.html#attribute-access\n"
     ]
    }
   ],
   "source": [
    "setupnetwork(11000)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 243,
   "id": "8a907465-7141-4788-9662-2b4c1dd3e90a",
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_relevant_fluxes(isotope, cycle):\n",
    "    '''Gets the fluxes for a specific isotope.\n",
    "\n",
    "    Parameters\n",
    "    ----------\n",
    "    isotope: string\n",
    "        The isotope you want the reactions for.\n",
    "\n",
    "    cycle:\n",
    "        The cycle you want the reactions for.\n",
    "\n",
    "    Returns\n",
    "    -------\n",
    "    relevant_f_ij_m: Pandas DataFrame\n",
    "        Dataframe with the isotopes reacting with \"isotope\" and the f_ij as a function of mass.\n",
    "        The reactions are ISO1 --> ISO2. If f_ij is negative that would mean ISO1 <-- ISO2.\n",
    "    '''\n",
    "\n",
    "\n",
    "    #    Note: the structure of the balanced fluxes is \n",
    "    #              ISO1, ISO2, [f_ij_m=0, ... f_ij_m=max]\n",
    "    #          where it assumes the fluxes are ISO1 --> ISO2. Negative fluxes imply that ISO2 --> ISO1.\n",
    "\n",
    "\n",
    "    f_ij_m = MLT.get_balanced_fluxes(cycle)\n",
    "\n",
    "\n",
    "    filter1 = f_ij_m['ISO1'].str.contains(isotope, regex=True)\n",
    "    filter2 = f_ij_m['ISO2'].str.contains(isotope, regex=True)\n",
    "\n",
    "    relevant_f_ij_m = f_ij_m[filter1 | filter2].copy()\n",
    "\n",
    "    # now we will make sure that ISO2 == isotope so we can talk about it's production consistently\n",
    "    relevant_f_ij_m.loc[filter1, \"f_ij\"] = -relevant_f_ij_m.loc[filter1, \"f_ij\"]\n",
    "    relevant_f_ij_m.loc[filter1, [\"ISO1\", \"ISO2\"]] = relevant_f_ij_m.loc[filter1, [\"ISO2\", \"ISO1\"]].values\n",
    "\n",
    "\n",
    "    # Warning: run get_balanced_fluxes before asking for the network (dependent on the time step)\n",
    "    network = MLT.networksetup_processed\n",
    "\n",
    "    filtered_network = network[\n",
    "        network[['INPUT1', 'OUTPUT1']].apply(tuple, axis=1).isin(relevant_f_ij_m[['ISO1', 'ISO2']].apply(tuple, axis=1))\n",
    "    ]\n",
    "\n",
    "    relevant_f_ij_m = relevant_f_ij_m.merge(\n",
    "    filtered_network.rename(columns={'INPUT1': 'ISO1', 'OUTPUT1': 'ISO2'}),\n",
    "    on=[\"ISO1\", \"ISO2\"], \n",
    "    how=\"left\"\n",
    "    )\n",
    "    \n",
    "    \n",
    "    # There is a problem with this method for like C-12 + O-16 --> Mg-24 + He-4\n",
    "    \n",
    "    find_nans = pd.isna(relevant_f_ij_m.REACNUM)\n",
    "    \n",
    "    network = MLT.networksetup_processed\n",
    "\n",
    "    \n",
    "    for index, row in relevant_f_ij_m[find_nans].iterrows():\n",
    "        print(row)\n",
    "    \n",
    "    \n",
    "    \n",
    "    return relevant_f_ij_m\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 244,
   "id": "3291ef18-ba05-49a7-bf72-a627639c4b75",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ISO1                                                   Al-27\n",
      "ISO2                                                    O-16\n",
      "f_ij       [-1.2985409367998135e-05, -1.2942269676190256e...\n",
      "REACNUM                                                  NaN\n",
      "NUM1                                                     NaN\n",
      "NUM2                                                     NaN\n",
      "INPUT2                                                   NaN\n",
      "NUM3                                                     NaN\n",
      "NUM4                                                     NaN\n",
      "OUTPUT2                                                  NaN\n",
      "TYPE                                                     NaN\n",
      "V                                                        NaN\n",
      "VAR                                                      NaN\n",
      "idx1                                                     NaN\n",
      "idx2                                                     NaN\n",
      "Name: 5, dtype: object\n",
      "ISO1                                                   Mg-24\n",
      "ISO2                                                    O-16\n",
      "f_ij       [-1.0388336811640687e-05, -1.0353815740952205e...\n",
      "REACNUM                                                  NaN\n",
      "NUM1                                                     NaN\n",
      "NUM2                                                     NaN\n",
      "INPUT2                                                   NaN\n",
      "NUM3                                                     NaN\n",
      "NUM4                                                     NaN\n",
      "OUTPUT2                                                  NaN\n",
      "TYPE                                                     NaN\n",
      "V                                                        NaN\n",
      "VAR                                                      NaN\n",
      "idx1                                                     NaN\n",
      "idx2                                                     NaN\n",
      "Name: 6, dtype: object\n",
      "ISO1                                                   Si-27\n",
      "ISO2                                                    O-16\n",
      "f_ij       [-2.5970880850944132e-06, -2.588453935238051e-...\n",
      "REACNUM                                                  NaN\n",
      "NUM1                                                     NaN\n",
      "NUM2                                                     NaN\n",
      "INPUT2                                                   NaN\n",
      "NUM3                                                     NaN\n",
      "NUM4                                                     NaN\n",
      "OUTPUT2                                                  NaN\n",
      "TYPE                                                     NaN\n",
      "V                                                        NaN\n",
      "VAR                                                      NaN\n",
      "idx1                                                     NaN\n",
      "idx2                                                     NaN\n",
      "Name: 7, dtype: object\n"
     ]
    },
    {
     "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>ISO1</th>\n",
       "      <th>ISO2</th>\n",
       "      <th>f_ij</th>\n",
       "      <th>REACNUM</th>\n",
       "      <th>NUM1</th>\n",
       "      <th>NUM2</th>\n",
       "      <th>INPUT2</th>\n",
       "      <th>NUM3</th>\n",
       "      <th>NUM4</th>\n",
       "      <th>OUTPUT2</th>\n",
       "      <th>TYPE</th>\n",
       "      <th>V</th>\n",
       "      <th>VAR</th>\n",
       "      <th>idx1</th>\n",
       "      <th>idx2</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>C-12</td>\n",
       "      <td>O-16</td>\n",
       "      <td>[-2.8489693874836462e-05, -2.835470379220137e-...</td>\n",
       "      <td>44.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>He-4</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>OOOOO</td>\n",
       "      <td>(a,g)</td>\n",
       "      <td>[97399.3, 97258.9, 96968.6, 96522.4, 95760.9, ...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>C-13</td>\n",
       "      <td>O-16</td>\n",
       "      <td>[-1.3607615076811763e-06, -1.3571872512505e-06...</td>\n",
       "      <td>45.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>He-4</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Neutron-1</td>\n",
       "      <td>(a,n)</td>\n",
       "      <td>[694483000000.0, 693738000000.0, 692195000000....</td>\n",
       "      <td>1.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>P-31</td>\n",
       "      <td>O-16</td>\n",
       "      <td>[-0.0064175083834431485, -0.0063922912974051, ...</td>\n",
       "      <td>87.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>H-1</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>OOOOO</td>\n",
       "      <td>(v,v)</td>\n",
       "      <td>[5.37124e-14, 5.32913e-14, 5.2428999999999994e...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>37.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Si-28</td>\n",
       "      <td>O-16</td>\n",
       "      <td>[-0.003729836328810179, -0.003715174253232986,...</td>\n",
       "      <td>88.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>He-4</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>OOOOO</td>\n",
       "      <td>(v,v)</td>\n",
       "      <td>[7.247360000000001e-18, 7.1835e-18, 7.05288000...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>S-31</td>\n",
       "      <td>O-16</td>\n",
       "      <td>[-0.0008227566941944487, -0.000819524309618455...</td>\n",
       "      <td>89.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Neutron-1</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>OOOOO</td>\n",
       "      <td>(v,v)</td>\n",
       "      <td>[0.0007669160000000001, 0.000763337, 0.0007559...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>38.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Al-27</td>\n",
       "      <td>O-16</td>\n",
       "      <td>[-1.2985409367998135e-05, -1.2942269676190256e...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Mg-24</td>\n",
       "      <td>O-16</td>\n",
       "      <td>[-1.0388336811640687e-05, -1.0353815740952205e...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Si-27</td>\n",
       "      <td>O-16</td>\n",
       "      <td>[-2.5970880850944132e-06, -2.588453935238051e-...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Ne-20</td>\n",
       "      <td>O-16</td>\n",
       "      <td>[1.0046794848087541e-05, 9.70773033688043e-06,...</td>\n",
       "      <td>72.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>OOOOO</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>He-4</td>\n",
       "      <td>(g,a)</td>\n",
       "      <td>[2259.5, 2252.76, 2238.87, 2217.58, 2181.46, 2...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>-99.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>F-17</td>\n",
       "      <td>O-16</td>\n",
       "      <td>[7.53856199826354e-07, 7.215722751042803e-07, ...</td>\n",
       "      <td>74.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>OOOOO</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>H-1</td>\n",
       "      <td>(g,p)</td>\n",
       "      <td>[291592000000.0, 291334000000.0, 290800000000....</td>\n",
       "      <td>1.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>-99.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>F-17</td>\n",
       "      <td>O-16</td>\n",
       "      <td>[7.53856199826354e-07, 7.215722751042803e-07, ...</td>\n",
       "      <td>412.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>OOOOO</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Neutron-1</td>\n",
       "      <td>(g,n)</td>\n",
       "      <td>[2.1927900000000003e-15, 2.1733e-15, 2.13345e-...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>-99.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>N-13</td>\n",
       "      <td>O-16</td>\n",
       "      <td>[-4.197823558339519e-10, -4.1804750481666035e-...</td>\n",
       "      <td>280.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>He-4</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Neutron-1</td>\n",
       "      <td>(a,n)</td>\n",
       "      <td>[1.70882e-06, 1.6985e-06, 1.67732e-06, 1.64513...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>N-13</td>\n",
       "      <td>O-16</td>\n",
       "      <td>[-4.197823558339519e-10, -4.1804750481666035e-...</td>\n",
       "      <td>281.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>He-4</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>H-1</td>\n",
       "      <td>(a,p)</td>\n",
       "      <td>[170950000000.0, 170765000000.0, 170381000000....</td>\n",
       "      <td>1.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>N-15</td>\n",
       "      <td>O-16</td>\n",
       "      <td>[-9.08444166446392e-09, -9.02409700578186e-09,...</td>\n",
       "      <td>299.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>H-1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>OOOOO</td>\n",
       "      <td>(p,g)</td>\n",
       "      <td>[25692000000.0, 25674200000.0, 25637100000.0, ...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>N-16</td>\n",
       "      <td>O-16</td>\n",
       "      <td>[-2.9866509975935017e-18, -2.968337838975518e-...</td>\n",
       "      <td>309.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>H-1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Neutron-1</td>\n",
       "      <td>(p,n)</td>\n",
       "      <td>[27364400000000.0, 27343600000000.0, 273004000...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>N-16</td>\n",
       "      <td>O-16</td>\n",
       "      <td>[-2.9866509975935017e-18, -2.968337838975518e-...</td>\n",
       "      <td>314.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>OOOOO</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>OOOOO</td>\n",
       "      <td>(-,g)</td>\n",
       "      <td>[0.09722, 0.09722, 0.09722, 0.09722, 0.09722, ...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>-99.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>N-17</td>\n",
       "      <td>O-16</td>\n",
       "      <td>[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 9.292...</td>\n",
       "      <td>320.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>OOOOO</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Neutron-1</td>\n",
       "      <td>(b,n)</td>\n",
       "      <td>[0.15796400000000002, 0.15796400000000002, 0.1...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>61.0</td>\n",
       "      <td>-99.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>O-13</td>\n",
       "      <td>O-16</td>\n",
       "      <td>[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 8.833...</td>\n",
       "      <td>326.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>He-4</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Neutron-1</td>\n",
       "      <td>(a,n)</td>\n",
       "      <td>[11.2371, 11.1947, 11.1072, 10.9735, 10.7475, ...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>62.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>O-13</td>\n",
       "      <td>O-16</td>\n",
       "      <td>[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 8.833...</td>\n",
       "      <td>327.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>He-4</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>H-1</td>\n",
       "      <td>(a,p)</td>\n",
       "      <td>[59511400000.0, 59431700000.0, 59266900000.0, ...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>62.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>O-15</td>\n",
       "      <td>O-16</td>\n",
       "      <td>[-1.0116828103035083e-15, -1.0032930431393615e...</td>\n",
       "      <td>340.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Neutron-1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>OOOOO</td>\n",
       "      <td>(n,g)</td>\n",
       "      <td>[5670660000.0, 5668380000.0, 5663650000.0, 565...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>41.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>O-15</td>\n",
       "      <td>O-16</td>\n",
       "      <td>[-1.0116828103035083e-15, -1.0032930431393615e...</td>\n",
       "      <td>344.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>H-1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>OOOOO</td>\n",
       "      <td>(p,g)</td>\n",
       "      <td>[924855.0, 923887.0, 921884.0, 918802.0, 91352...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>41.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>O-17</td>\n",
       "      <td>O-16</td>\n",
       "      <td>[8.692332800096296e-06, 8.37446547616446e-06, ...</td>\n",
       "      <td>365.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>OOOOO</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Neutron-1</td>\n",
       "      <td>(g,n)</td>\n",
       "      <td>[27963900.0, 27895900.0, 27755400.0, 27539900....</td>\n",
       "      <td>1.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>-99.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>O-16</td>\n",
       "      <td>O-16</td>\n",
       "      <td>[-6.984602595653576e-27, -6.921355617891763e-2...</td>\n",
       "      <td>358.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>H-1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Neutron-1</td>\n",
       "      <td>(p,n)</td>\n",
       "      <td>[8.52038e-15, 8.446460000000001e-15, 8.29524e-...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Ne-19</td>\n",
       "      <td>O-16</td>\n",
       "      <td>[-4.385658576216913e-18, -4.3540273230330156e-...</td>\n",
       "      <td>521.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Neutron-1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>He-4</td>\n",
       "      <td>(n,a)</td>\n",
       "      <td>[666671000000000.0, 666368000000000.0, 6657400...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>72.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Ne-19</td>\n",
       "      <td>O-16</td>\n",
       "      <td>[-4.385658576216913e-18, -4.3540273230330156e-...</td>\n",
       "      <td>525.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>H-1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>He-4</td>\n",
       "      <td>(p,a)</td>\n",
       "      <td>[1928.66, 1921.89, 1907.95, 1886.63, 1850.54, ...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>72.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>F-19</td>\n",
       "      <td>O-16</td>\n",
       "      <td>[-1.0913019597145583e-12, -1.085506946376436e-...</td>\n",
       "      <td>444.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>H-1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>He-4</td>\n",
       "      <td>(p,a)</td>\n",
       "      <td>[11399000000000.0, 11389600000000.0, 113703000...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Ne-17</td>\n",
       "      <td>O-16</td>\n",
       "      <td>[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 3.216...</td>\n",
       "      <td>499.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>OOOOO</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Neutron-1</td>\n",
       "      <td>(g,n)</td>\n",
       "      <td>[1.20409e-13, 1.19425e-13, 1.1740899999999998e...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>-99.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Na-19</td>\n",
       "      <td>O-16</td>\n",
       "      <td>[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.450...</td>\n",
       "      <td>630.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Neutron-1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>He-4</td>\n",
       "      <td>(n,a)</td>\n",
       "      <td>[172487000000000.0, 172408000000000.0, 1722450...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>77.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Na-19</td>\n",
       "      <td>O-16</td>\n",
       "      <td>[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.450...</td>\n",
       "      <td>634.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>H-1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>He-4</td>\n",
       "      <td>(p,a)</td>\n",
       "      <td>[0.0321259, 0.031975, 0.0316645, 0.03119120000...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>77.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Na-20</td>\n",
       "      <td>O-16</td>\n",
       "      <td>[6.756460683761495e-48, 6.78206861425138e-48, ...</td>\n",
       "      <td>649.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>OOOOO</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>He-4</td>\n",
       "      <td>(g,a)</td>\n",
       "      <td>[0.271394, 0.2714, 0.271412, 0.271431, 0.27146...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>-99.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     ISO1  ISO2                                               f_ij  REACNUM  \\\n",
       "0    C-12  O-16  [-2.8489693874836462e-05, -2.835470379220137e-...     44.0   \n",
       "1    C-13  O-16  [-1.3607615076811763e-06, -1.3571872512505e-06...     45.0   \n",
       "2    P-31  O-16  [-0.0064175083834431485, -0.0063922912974051, ...     87.0   \n",
       "3   Si-28  O-16  [-0.003729836328810179, -0.003715174253232986,...     88.0   \n",
       "4    S-31  O-16  [-0.0008227566941944487, -0.000819524309618455...     89.0   \n",
       "5   Al-27  O-16  [-1.2985409367998135e-05, -1.2942269676190256e...      NaN   \n",
       "6   Mg-24  O-16  [-1.0388336811640687e-05, -1.0353815740952205e...      NaN   \n",
       "7   Si-27  O-16  [-2.5970880850944132e-06, -2.588453935238051e-...      NaN   \n",
       "8   Ne-20  O-16  [1.0046794848087541e-05, 9.70773033688043e-06,...     72.0   \n",
       "9    F-17  O-16  [7.53856199826354e-07, 7.215722751042803e-07, ...     74.0   \n",
       "10   F-17  O-16  [7.53856199826354e-07, 7.215722751042803e-07, ...    412.0   \n",
       "11   N-13  O-16  [-4.197823558339519e-10, -4.1804750481666035e-...    280.0   \n",
       "12   N-13  O-16  [-4.197823558339519e-10, -4.1804750481666035e-...    281.0   \n",
       "13   N-15  O-16  [-9.08444166446392e-09, -9.02409700578186e-09,...    299.0   \n",
       "14   N-16  O-16  [-2.9866509975935017e-18, -2.968337838975518e-...    309.0   \n",
       "15   N-16  O-16  [-2.9866509975935017e-18, -2.968337838975518e-...    314.0   \n",
       "16   N-17  O-16  [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 9.292...    320.0   \n",
       "17   O-13  O-16  [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 8.833...    326.0   \n",
       "18   O-13  O-16  [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 8.833...    327.0   \n",
       "19   O-15  O-16  [-1.0116828103035083e-15, -1.0032930431393615e...    340.0   \n",
       "20   O-15  O-16  [-1.0116828103035083e-15, -1.0032930431393615e...    344.0   \n",
       "21   O-17  O-16  [8.692332800096296e-06, 8.37446547616446e-06, ...    365.0   \n",
       "22   O-16  O-16  [-6.984602595653576e-27, -6.921355617891763e-2...    358.0   \n",
       "23  Ne-19  O-16  [-4.385658576216913e-18, -4.3540273230330156e-...    521.0   \n",
       "24  Ne-19  O-16  [-4.385658576216913e-18, -4.3540273230330156e-...    525.0   \n",
       "25   F-19  O-16  [-1.0913019597145583e-12, -1.085506946376436e-...    444.0   \n",
       "26  Ne-17  O-16  [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 3.216...    499.0   \n",
       "27  Na-19  O-16  [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.450...    630.0   \n",
       "28  Na-19  O-16  [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.450...    634.0   \n",
       "29  Na-20  O-16  [6.756460683761495e-48, 6.78206861425138e-48, ...    649.0   \n",
       "\n",
       "    NUM1  NUM2     INPUT2  NUM3  NUM4    OUTPUT2   TYPE  \\\n",
       "0    1.0   1.0       He-4   1.0   0.0      OOOOO  (a,g)   \n",
       "1    1.0   1.0       He-4   1.0   1.0  Neutron-1  (a,n)   \n",
       "2    1.0   1.0        H-1   2.0   0.0      OOOOO  (v,v)   \n",
       "3    1.0   1.0       He-4   2.0   0.0      OOOOO  (v,v)   \n",
       "4    1.0   1.0  Neutron-1   2.0   0.0      OOOOO  (v,v)   \n",
       "5    NaN   NaN        NaN   NaN   NaN        NaN    NaN   \n",
       "6    NaN   NaN        NaN   NaN   NaN        NaN    NaN   \n",
       "7    NaN   NaN        NaN   NaN   NaN        NaN    NaN   \n",
       "8    1.0   0.0      OOOOO   1.0   1.0       He-4  (g,a)   \n",
       "9    1.0   0.0      OOOOO   1.0   1.0        H-1  (g,p)   \n",
       "10   1.0   0.0      OOOOO   1.0   1.0  Neutron-1  (g,n)   \n",
       "11   1.0   1.0       He-4   1.0   1.0  Neutron-1  (a,n)   \n",
       "12   1.0   1.0       He-4   1.0   1.0        H-1  (a,p)   \n",
       "13   1.0   1.0        H-1   1.0   0.0      OOOOO  (p,g)   \n",
       "14   1.0   1.0        H-1   1.0   1.0  Neutron-1  (p,n)   \n",
       "15   1.0   0.0      OOOOO   1.0   0.0      OOOOO  (-,g)   \n",
       "16   1.0   0.0      OOOOO   1.0   1.0  Neutron-1  (b,n)   \n",
       "17   1.0   1.0       He-4   1.0   1.0  Neutron-1  (a,n)   \n",
       "18   1.0   1.0       He-4   1.0   1.0        H-1  (a,p)   \n",
       "19   1.0   1.0  Neutron-1   1.0   0.0      OOOOO  (n,g)   \n",
       "20   1.0   1.0        H-1   1.0   0.0      OOOOO  (p,g)   \n",
       "21   1.0   0.0      OOOOO   1.0   1.0  Neutron-1  (g,n)   \n",
       "22   1.0   1.0        H-1   1.0   1.0  Neutron-1  (p,n)   \n",
       "23   1.0   1.0  Neutron-1   1.0   1.0       He-4  (n,a)   \n",
       "24   1.0   1.0        H-1   1.0   1.0       He-4  (p,a)   \n",
       "25   1.0   1.0        H-1   1.0   1.0       He-4  (p,a)   \n",
       "26   1.0   0.0      OOOOO   1.0   1.0  Neutron-1  (g,n)   \n",
       "27   1.0   1.0  Neutron-1   1.0   1.0       He-4  (n,a)   \n",
       "28   1.0   1.0        H-1   1.0   1.0       He-4  (p,a)   \n",
       "29   1.0   0.0      OOOOO   1.0   1.0       He-4  (g,a)   \n",
       "\n",
       "                                                    V  VAR  idx1  idx2  \n",
       "0   [97399.3, 97258.9, 96968.6, 96522.4, 95760.9, ...  1.0  10.0   4.0  \n",
       "1   [694483000000.0, 693738000000.0, 692195000000....  1.0  11.0   4.0  \n",
       "2   [5.37124e-14, 5.32913e-14, 5.2428999999999994e...  1.0  37.0   1.0  \n",
       "3   [7.247360000000001e-18, 7.1835e-18, 7.05288000...  1.0  34.0   4.0  \n",
       "4   [0.0007669160000000001, 0.000763337, 0.0007559...  1.0  38.0   0.0  \n",
       "5                                                 NaN  NaN   NaN   NaN  \n",
       "6                                                 NaN  NaN   NaN   NaN  \n",
       "7                                                 NaN  NaN   NaN   NaN  \n",
       "8   [2259.5, 2252.76, 2238.87, 2217.58, 2181.46, 2...  1.0  22.0 -99.0  \n",
       "9   [291592000000.0, 291334000000.0, 290800000000....  1.0  19.0 -99.0  \n",
       "10  [2.1927900000000003e-15, 2.1733e-15, 2.13345e-...  1.0  19.0 -99.0  \n",
       "11  [1.70882e-06, 1.6985e-06, 1.67732e-06, 1.64513...  1.0  12.0   4.0  \n",
       "12  [170950000000.0, 170765000000.0, 170381000000....  1.0  12.0   4.0  \n",
       "13  [25692000000.0, 25674200000.0, 25637100000.0, ...  1.0  15.0   1.0  \n",
       "14  [27364400000000.0, 27343600000000.0, 273004000...  1.0  60.0   1.0  \n",
       "15  [0.09722, 0.09722, 0.09722, 0.09722, 0.09722, ...  1.0  60.0 -99.0  \n",
       "16  [0.15796400000000002, 0.15796400000000002, 0.1...  1.0  61.0 -99.0  \n",
       "17  [11.2371, 11.1947, 11.1072, 10.9735, 10.7475, ...  1.0  62.0   4.0  \n",
       "18  [59511400000.0, 59431700000.0, 59266900000.0, ...  1.0  62.0   4.0  \n",
       "19  [5670660000.0, 5668380000.0, 5663650000.0, 565...  1.0  41.0   0.0  \n",
       "20  [924855.0, 923887.0, 921884.0, 918802.0, 91352...  1.0  41.0   1.0  \n",
       "21  [27963900.0, 27895900.0, 27755400.0, 27539900....  1.0  17.0 -99.0  \n",
       "22  [8.52038e-15, 8.446460000000001e-15, 8.29524e-...  1.0  16.0   1.0  \n",
       "23  [666671000000000.0, 666368000000000.0, 6657400...  1.0  72.0   0.0  \n",
       "24  [1928.66, 1921.89, 1907.95, 1886.63, 1850.54, ...  1.0  72.0   1.0  \n",
       "25  [11399000000000.0, 11389600000000.0, 113703000...  1.0  21.0   1.0  \n",
       "26  [1.20409e-13, 1.19425e-13, 1.1740899999999998e...  1.0  70.0 -99.0  \n",
       "27  [172487000000000.0, 172408000000000.0, 1722450...  1.0  77.0   0.0  \n",
       "28  [0.0321259, 0.031975, 0.0316645, 0.03119120000...  1.0  77.0   1.0  \n",
       "29  [0.271394, 0.2714, 0.271412, 0.271431, 0.27146...  1.0  78.0 -99.0  "
      ]
     },
     "execution_count": 244,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "get_relevant_fluxes(\"O-16\", 11000)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 200,
   "id": "6dd6dda4-f98c-4991-aaf0-5e0692e22d61",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ISO1</th>\n",
       "      <th>ISO2</th>\n",
       "      <th>f_ij</th>\n",
       "      <th>REACNUM</th>\n",
       "      <th>NUM1</th>\n",
       "      <th>NUM2</th>\n",
       "      <th>INPUT2</th>\n",
       "      <th>NUM3</th>\n",
       "      <th>NUM4</th>\n",
       "      <th>OUTPUT2</th>\n",
       "      <th>TYPE</th>\n",
       "      <th>V</th>\n",
       "      <th>VAR</th>\n",
       "      <th>idx1</th>\n",
       "      <th>idx2</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>C-12</td>\n",
       "      <td>O-16</td>\n",
       "      <td>[-2.8489693874836462e-05, -2.835470379220137e-...</td>\n",
       "      <td>44.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>He-4</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>OOOOO</td>\n",
       "      <td>(a,g)</td>\n",
       "      <td>[97399.3, 97258.9, 96968.6, 96522.4, 95760.9, ...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>C-13</td>\n",
       "      <td>O-16</td>\n",
       "      <td>[-1.3607615076811763e-06, -1.3571872512505e-06...</td>\n",
       "      <td>45.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>He-4</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Neutron-1</td>\n",
       "      <td>(a,n)</td>\n",
       "      <td>[694483000000.0, 693738000000.0, 692195000000....</td>\n",
       "      <td>1.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>P-31</td>\n",
       "      <td>O-16</td>\n",
       "      <td>[-0.0064175083834431485, -0.0063922912974051, ...</td>\n",
       "      <td>87.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>H-1</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>OOOOO</td>\n",
       "      <td>(v,v)</td>\n",
       "      <td>[5.37124e-14, 5.32913e-14, 5.2428999999999994e...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>37.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Si-28</td>\n",
       "      <td>O-16</td>\n",
       "      <td>[-0.003729836328810179, -0.003715174253232986,...</td>\n",
       "      <td>88.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>He-4</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>OOOOO</td>\n",
       "      <td>(v,v)</td>\n",
       "      <td>[7.247360000000001e-18, 7.1835e-18, 7.05288000...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>S-31</td>\n",
       "      <td>O-16</td>\n",
       "      <td>[-0.0008227566941944487, -0.000819524309618455...</td>\n",
       "      <td>89.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Neutron-1</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>OOOOO</td>\n",
       "      <td>(v,v)</td>\n",
       "      <td>[0.0007669160000000001, 0.000763337, 0.0007559...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>38.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Al-27</td>\n",
       "      <td>O-16</td>\n",
       "      <td>[-1.2985409367998135e-05, -1.2942269676190256e...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Mg-24</td>\n",
       "      <td>O-16</td>\n",
       "      <td>[-1.0388336811640687e-05, -1.0353815740952205e...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Si-27</td>\n",
       "      <td>O-16</td>\n",
       "      <td>[-2.5970880850944132e-06, -2.588453935238051e-...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Ne-20</td>\n",
       "      <td>O-16</td>\n",
       "      <td>[1.0046794848087541e-05, 9.70773033688043e-06,...</td>\n",
       "      <td>72.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>OOOOO</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>He-4</td>\n",
       "      <td>(g,a)</td>\n",
       "      <td>[2259.5, 2252.76, 2238.87, 2217.58, 2181.46, 2...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>-99.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>F-17</td>\n",
       "      <td>O-16</td>\n",
       "      <td>[7.53856199826354e-07, 7.215722751042803e-07, ...</td>\n",
       "      <td>74.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>OOOOO</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>H-1</td>\n",
       "      <td>(g,p)</td>\n",
       "      <td>[291592000000.0, 291334000000.0, 290800000000....</td>\n",
       "      <td>1.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>-99.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>F-17</td>\n",
       "      <td>O-16</td>\n",
       "      <td>[7.53856199826354e-07, 7.215722751042803e-07, ...</td>\n",
       "      <td>412.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>OOOOO</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Neutron-1</td>\n",
       "      <td>(g,n)</td>\n",
       "      <td>[2.1927900000000003e-15, 2.1733e-15, 2.13345e-...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>-99.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>N-13</td>\n",
       "      <td>O-16</td>\n",
       "      <td>[-4.197823558339519e-10, -4.1804750481666035e-...</td>\n",
       "      <td>280.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>He-4</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Neutron-1</td>\n",
       "      <td>(a,n)</td>\n",
       "      <td>[1.70882e-06, 1.6985e-06, 1.67732e-06, 1.64513...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>N-13</td>\n",
       "      <td>O-16</td>\n",
       "      <td>[-4.197823558339519e-10, -4.1804750481666035e-...</td>\n",
       "      <td>281.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>He-4</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>H-1</td>\n",
       "      <td>(a,p)</td>\n",
       "      <td>[170950000000.0, 170765000000.0, 170381000000....</td>\n",
       "      <td>1.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>N-15</td>\n",
       "      <td>O-16</td>\n",
       "      <td>[-9.08444166446392e-09, -9.02409700578186e-09,...</td>\n",
       "      <td>299.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>H-1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>OOOOO</td>\n",
       "      <td>(p,g)</td>\n",
       "      <td>[25692000000.0, 25674200000.0, 25637100000.0, ...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>N-16</td>\n",
       "      <td>O-16</td>\n",
       "      <td>[-2.9866509975935017e-18, -2.968337838975518e-...</td>\n",
       "      <td>309.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>H-1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Neutron-1</td>\n",
       "      <td>(p,n)</td>\n",
       "      <td>[27364400000000.0, 27343600000000.0, 273004000...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>N-16</td>\n",
       "      <td>O-16</td>\n",
       "      <td>[-2.9866509975935017e-18, -2.968337838975518e-...</td>\n",
       "      <td>314.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>OOOOO</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>OOOOO</td>\n",
       "      <td>(-,g)</td>\n",
       "      <td>[0.09722, 0.09722, 0.09722, 0.09722, 0.09722, ...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>-99.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>N-17</td>\n",
       "      <td>O-16</td>\n",
       "      <td>[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 9.292...</td>\n",
       "      <td>320.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>OOOOO</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Neutron-1</td>\n",
       "      <td>(b,n)</td>\n",
       "      <td>[0.15796400000000002, 0.15796400000000002, 0.1...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>61.0</td>\n",
       "      <td>-99.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>O-13</td>\n",
       "      <td>O-16</td>\n",
       "      <td>[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 8.833...</td>\n",
       "      <td>326.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>He-4</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Neutron-1</td>\n",
       "      <td>(a,n)</td>\n",
       "      <td>[11.2371, 11.1947, 11.1072, 10.9735, 10.7475, ...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>62.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>O-13</td>\n",
       "      <td>O-16</td>\n",
       "      <td>[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 8.833...</td>\n",
       "      <td>327.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>He-4</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>H-1</td>\n",
       "      <td>(a,p)</td>\n",
       "      <td>[59511400000.0, 59431700000.0, 59266900000.0, ...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>62.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>O-15</td>\n",
       "      <td>O-16</td>\n",
       "      <td>[-1.0116828103035083e-15, -1.0032930431393615e...</td>\n",
       "      <td>340.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Neutron-1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>OOOOO</td>\n",
       "      <td>(n,g)</td>\n",
       "      <td>[5670660000.0, 5668380000.0, 5663650000.0, 565...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>41.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>O-15</td>\n",
       "      <td>O-16</td>\n",
       "      <td>[-1.0116828103035083e-15, -1.0032930431393615e...</td>\n",
       "      <td>344.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>H-1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>OOOOO</td>\n",
       "      <td>(p,g)</td>\n",
       "      <td>[924855.0, 923887.0, 921884.0, 918802.0, 91352...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>41.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>O-17</td>\n",
       "      <td>O-16</td>\n",
       "      <td>[8.692332800096296e-06, 8.37446547616446e-06, ...</td>\n",
       "      <td>365.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>OOOOO</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Neutron-1</td>\n",
       "      <td>(g,n)</td>\n",
       "      <td>[27963900.0, 27895900.0, 27755400.0, 27539900....</td>\n",
       "      <td>1.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>-99.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>O-16</td>\n",
       "      <td>O-16</td>\n",
       "      <td>[-6.984602595653576e-27, -6.921355617891763e-2...</td>\n",
       "      <td>358.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>H-1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Neutron-1</td>\n",
       "      <td>(p,n)</td>\n",
       "      <td>[8.52038e-15, 8.446460000000001e-15, 8.29524e-...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Ne-19</td>\n",
       "      <td>O-16</td>\n",
       "      <td>[-4.385658576216913e-18, -4.3540273230330156e-...</td>\n",
       "      <td>521.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Neutron-1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>He-4</td>\n",
       "      <td>(n,a)</td>\n",
       "      <td>[666671000000000.0, 666368000000000.0, 6657400...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>72.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Ne-19</td>\n",
       "      <td>O-16</td>\n",
       "      <td>[-4.385658576216913e-18, -4.3540273230330156e-...</td>\n",
       "      <td>525.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>H-1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>He-4</td>\n",
       "      <td>(p,a)</td>\n",
       "      <td>[1928.66, 1921.89, 1907.95, 1886.63, 1850.54, ...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>72.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>F-19</td>\n",
       "      <td>O-16</td>\n",
       "      <td>[-1.0913019597145583e-12, -1.085506946376436e-...</td>\n",
       "      <td>444.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>H-1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>He-4</td>\n",
       "      <td>(p,a)</td>\n",
       "      <td>[11399000000000.0, 11389600000000.0, 113703000...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Ne-17</td>\n",
       "      <td>O-16</td>\n",
       "      <td>[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 3.216...</td>\n",
       "      <td>499.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>OOOOO</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Neutron-1</td>\n",
       "      <td>(g,n)</td>\n",
       "      <td>[1.20409e-13, 1.19425e-13, 1.1740899999999998e...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>-99.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Na-19</td>\n",
       "      <td>O-16</td>\n",
       "      <td>[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.450...</td>\n",
       "      <td>630.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Neutron-1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>He-4</td>\n",
       "      <td>(n,a)</td>\n",
       "      <td>[172487000000000.0, 172408000000000.0, 1722450...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>77.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Na-19</td>\n",
       "      <td>O-16</td>\n",
       "      <td>[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.450...</td>\n",
       "      <td>634.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>H-1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>He-4</td>\n",
       "      <td>(p,a)</td>\n",
       "      <td>[0.0321259, 0.031975, 0.0316645, 0.03119120000...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>77.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Na-20</td>\n",
       "      <td>O-16</td>\n",
       "      <td>[6.756460683761495e-48, 6.78206861425138e-48, ...</td>\n",
       "      <td>649.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>OOOOO</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>He-4</td>\n",
       "      <td>(g,a)</td>\n",
       "      <td>[0.271394, 0.2714, 0.271412, 0.271431, 0.27146...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>-99.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     ISO1  ISO2                                               f_ij  REACNUM  \\\n",
       "0    C-12  O-16  [-2.8489693874836462e-05, -2.835470379220137e-...     44.0   \n",
       "1    C-13  O-16  [-1.3607615076811763e-06, -1.3571872512505e-06...     45.0   \n",
       "2    P-31  O-16  [-0.0064175083834431485, -0.0063922912974051, ...     87.0   \n",
       "3   Si-28  O-16  [-0.003729836328810179, -0.003715174253232986,...     88.0   \n",
       "4    S-31  O-16  [-0.0008227566941944487, -0.000819524309618455...     89.0   \n",
       "5   Al-27  O-16  [-1.2985409367998135e-05, -1.2942269676190256e...      NaN   \n",
       "6   Mg-24  O-16  [-1.0388336811640687e-05, -1.0353815740952205e...      NaN   \n",
       "7   Si-27  O-16  [-2.5970880850944132e-06, -2.588453935238051e-...      NaN   \n",
       "8   Ne-20  O-16  [1.0046794848087541e-05, 9.70773033688043e-06,...     72.0   \n",
       "9    F-17  O-16  [7.53856199826354e-07, 7.215722751042803e-07, ...     74.0   \n",
       "10   F-17  O-16  [7.53856199826354e-07, 7.215722751042803e-07, ...    412.0   \n",
       "11   N-13  O-16  [-4.197823558339519e-10, -4.1804750481666035e-...    280.0   \n",
       "12   N-13  O-16  [-4.197823558339519e-10, -4.1804750481666035e-...    281.0   \n",
       "13   N-15  O-16  [-9.08444166446392e-09, -9.02409700578186e-09,...    299.0   \n",
       "14   N-16  O-16  [-2.9866509975935017e-18, -2.968337838975518e-...    309.0   \n",
       "15   N-16  O-16  [-2.9866509975935017e-18, -2.968337838975518e-...    314.0   \n",
       "16   N-17  O-16  [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 9.292...    320.0   \n",
       "17   O-13  O-16  [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 8.833...    326.0   \n",
       "18   O-13  O-16  [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 8.833...    327.0   \n",
       "19   O-15  O-16  [-1.0116828103035083e-15, -1.0032930431393615e...    340.0   \n",
       "20   O-15  O-16  [-1.0116828103035083e-15, -1.0032930431393615e...    344.0   \n",
       "21   O-17  O-16  [8.692332800096296e-06, 8.37446547616446e-06, ...    365.0   \n",
       "22   O-16  O-16  [-6.984602595653576e-27, -6.921355617891763e-2...    358.0   \n",
       "23  Ne-19  O-16  [-4.385658576216913e-18, -4.3540273230330156e-...    521.0   \n",
       "24  Ne-19  O-16  [-4.385658576216913e-18, -4.3540273230330156e-...    525.0   \n",
       "25   F-19  O-16  [-1.0913019597145583e-12, -1.085506946376436e-...    444.0   \n",
       "26  Ne-17  O-16  [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 3.216...    499.0   \n",
       "27  Na-19  O-16  [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.450...    630.0   \n",
       "28  Na-19  O-16  [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.450...    634.0   \n",
       "29  Na-20  O-16  [6.756460683761495e-48, 6.78206861425138e-48, ...    649.0   \n",
       "\n",
       "    NUM1  NUM2     INPUT2  NUM3  NUM4    OUTPUT2   TYPE  \\\n",
       "0    1.0   1.0       He-4   1.0   0.0      OOOOO  (a,g)   \n",
       "1    1.0   1.0       He-4   1.0   1.0  Neutron-1  (a,n)   \n",
       "2    1.0   1.0        H-1   2.0   0.0      OOOOO  (v,v)   \n",
       "3    1.0   1.0       He-4   2.0   0.0      OOOOO  (v,v)   \n",
       "4    1.0   1.0  Neutron-1   2.0   0.0      OOOOO  (v,v)   \n",
       "5    NaN   NaN        NaN   NaN   NaN        NaN    NaN   \n",
       "6    NaN   NaN        NaN   NaN   NaN        NaN    NaN   \n",
       "7    NaN   NaN        NaN   NaN   NaN        NaN    NaN   \n",
       "8    1.0   0.0      OOOOO   1.0   1.0       He-4  (g,a)   \n",
       "9    1.0   0.0      OOOOO   1.0   1.0        H-1  (g,p)   \n",
       "10   1.0   0.0      OOOOO   1.0   1.0  Neutron-1  (g,n)   \n",
       "11   1.0   1.0       He-4   1.0   1.0  Neutron-1  (a,n)   \n",
       "12   1.0   1.0       He-4   1.0   1.0        H-1  (a,p)   \n",
       "13   1.0   1.0        H-1   1.0   0.0      OOOOO  (p,g)   \n",
       "14   1.0   1.0        H-1   1.0   1.0  Neutron-1  (p,n)   \n",
       "15   1.0   0.0      OOOOO   1.0   0.0      OOOOO  (-,g)   \n",
       "16   1.0   0.0      OOOOO   1.0   1.0  Neutron-1  (b,n)   \n",
       "17   1.0   1.0       He-4   1.0   1.0  Neutron-1  (a,n)   \n",
       "18   1.0   1.0       He-4   1.0   1.0        H-1  (a,p)   \n",
       "19   1.0   1.0  Neutron-1   1.0   0.0      OOOOO  (n,g)   \n",
       "20   1.0   1.0        H-1   1.0   0.0      OOOOO  (p,g)   \n",
       "21   1.0   0.0      OOOOO   1.0   1.0  Neutron-1  (g,n)   \n",
       "22   1.0   1.0        H-1   1.0   1.0  Neutron-1  (p,n)   \n",
       "23   1.0   1.0  Neutron-1   1.0   1.0       He-4  (n,a)   \n",
       "24   1.0   1.0        H-1   1.0   1.0       He-4  (p,a)   \n",
       "25   1.0   1.0        H-1   1.0   1.0       He-4  (p,a)   \n",
       "26   1.0   0.0      OOOOO   1.0   1.0  Neutron-1  (g,n)   \n",
       "27   1.0   1.0  Neutron-1   1.0   1.0       He-4  (n,a)   \n",
       "28   1.0   1.0        H-1   1.0   1.0       He-4  (p,a)   \n",
       "29   1.0   0.0      OOOOO   1.0   1.0       He-4  (g,a)   \n",
       "\n",
       "                                                    V  VAR  idx1  idx2  \n",
       "0   [97399.3, 97258.9, 96968.6, 96522.4, 95760.9, ...  1.0  10.0   4.0  \n",
       "1   [694483000000.0, 693738000000.0, 692195000000....  1.0  11.0   4.0  \n",
       "2   [5.37124e-14, 5.32913e-14, 5.2428999999999994e...  1.0  37.0   1.0  \n",
       "3   [7.247360000000001e-18, 7.1835e-18, 7.05288000...  1.0  34.0   4.0  \n",
       "4   [0.0007669160000000001, 0.000763337, 0.0007559...  1.0  38.0   0.0  \n",
       "5                                                 NaN  NaN   NaN   NaN  \n",
       "6                                                 NaN  NaN   NaN   NaN  \n",
       "7                                                 NaN  NaN   NaN   NaN  \n",
       "8   [2259.5, 2252.76, 2238.87, 2217.58, 2181.46, 2...  1.0  22.0 -99.0  \n",
       "9   [291592000000.0, 291334000000.0, 290800000000....  1.0  19.0 -99.0  \n",
       "10  [2.1927900000000003e-15, 2.1733e-15, 2.13345e-...  1.0  19.0 -99.0  \n",
       "11  [1.70882e-06, 1.6985e-06, 1.67732e-06, 1.64513...  1.0  12.0   4.0  \n",
       "12  [170950000000.0, 170765000000.0, 170381000000....  1.0  12.0   4.0  \n",
       "13  [25692000000.0, 25674200000.0, 25637100000.0, ...  1.0  15.0   1.0  \n",
       "14  [27364400000000.0, 27343600000000.0, 273004000...  1.0  60.0   1.0  \n",
       "15  [0.09722, 0.09722, 0.09722, 0.09722, 0.09722, ...  1.0  60.0 -99.0  \n",
       "16  [0.15796400000000002, 0.15796400000000002, 0.1...  1.0  61.0 -99.0  \n",
       "17  [11.2371, 11.1947, 11.1072, 10.9735, 10.7475, ...  1.0  62.0   4.0  \n",
       "18  [59511400000.0, 59431700000.0, 59266900000.0, ...  1.0  62.0   4.0  \n",
       "19  [5670660000.0, 5668380000.0, 5663650000.0, 565...  1.0  41.0   0.0  \n",
       "20  [924855.0, 923887.0, 921884.0, 918802.0, 91352...  1.0  41.0   1.0  \n",
       "21  [27963900.0, 27895900.0, 27755400.0, 27539900....  1.0  17.0 -99.0  \n",
       "22  [8.52038e-15, 8.446460000000001e-15, 8.29524e-...  1.0  16.0   1.0  \n",
       "23  [666671000000000.0, 666368000000000.0, 6657400...  1.0  72.0   0.0  \n",
       "24  [1928.66, 1921.89, 1907.95, 1886.63, 1850.54, ...  1.0  72.0   1.0  \n",
       "25  [11399000000000.0, 11389600000000.0, 113703000...  1.0  21.0   1.0  \n",
       "26  [1.20409e-13, 1.19425e-13, 1.1740899999999998e...  1.0  70.0 -99.0  \n",
       "27  [172487000000000.0, 172408000000000.0, 1722450...  1.0  77.0   0.0  \n",
       "28  [0.0321259, 0.031975, 0.0316645, 0.03119120000...  1.0  77.0   1.0  \n",
       "29  [0.271394, 0.2714, 0.271412, 0.271431, 0.27146...  1.0  78.0 -99.0  "
      ]
     },
     "execution_count": 200,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "MLT.get_relevant_fluxes(\"O-16\", 11000)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 157,
   "id": "b796397b-8e05-4ac5-b4d7-961593f6630d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ISO1</th>\n",
       "      <th>ISO2</th>\n",
       "      <th>f_ij</th>\n",
       "      <th>REACNUM</th>\n",
       "      <th>NUM1</th>\n",
       "      <th>NUM2</th>\n",
       "      <th>INPUT2</th>\n",
       "      <th>NUM3</th>\n",
       "      <th>NUM4</th>\n",
       "      <th>OUTPUT2</th>\n",
       "      <th>TYPE</th>\n",
       "      <th>V</th>\n",
       "      <th>VAR</th>\n",
       "      <th>idx1</th>\n",
       "      <th>idx2</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Mg-24</td>\n",
       "      <td>Al-27</td>\n",
       "      <td>[8.7322012288249e-06, 8.39278218937742e-06, 7....</td>\n",
       "      <td>64.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>He-4</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>H-1</td>\n",
       "      <td>(a,p)</td>\n",
       "      <td>[323983000.0, 323402000.0, 322201000.0, 320356...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>28.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Si-28</td>\n",
       "      <td>Al-27</td>\n",
       "      <td>[-3.204808390599362e-06, -3.201969675952487e-0...</td>\n",
       "      <td>1146.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>OOOOO</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>H-1</td>\n",
       "      <td>(g,p)</td>\n",
       "      <td>[1.06506e-05, 1.05825e-05, 1.0442699999999999e...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>-99.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>O-16</td>\n",
       "      <td>Al-27</td>\n",
       "      <td>[1.2985409367998135e-05, 1.2942269676190256e-0...</td>\n",
       "      <td>69.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>C-12</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>H-1</td>\n",
       "      <td>(v,v)</td>\n",
       "      <td>[836.2180000000001, 833.51, 827.923, 819.37399...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>10.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>C-12</td>\n",
       "      <td>Al-27</td>\n",
       "      <td>[-2.140034593884435e-22, -2.1266184771007863e-...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Na-23</td>\n",
       "      <td>Al-27</td>\n",
       "      <td>[8.236635133239726e-11, 8.233102505830006e-11,...</td>\n",
       "      <td>689.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>He-4</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>OOOOO</td>\n",
       "      <td>(a,g)</td>\n",
       "      <td>[33187300.0, 33142700.0, 33050200.0, 32908100....</td>\n",
       "      <td>1.0</td>\n",
       "      <td>26.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Na-24</td>\n",
       "      <td>Al-27</td>\n",
       "      <td>[4.4607865568278774e-13, 4.453094538747853e-13...</td>\n",
       "      <td>705.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>He-4</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Neutron-1</td>\n",
       "      <td>(a,n)</td>\n",
       "      <td>[5568050000.0, 5559190000.0, 5540870000.0, 551...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>79.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Mg-26</td>\n",
       "      <td>Al-27</td>\n",
       "      <td>[-4.050895338124492e-07, -3.955995388091014e-0...</td>\n",
       "      <td>835.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>H-1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>OOOOO</td>\n",
       "      <td>(p,g)</td>\n",
       "      <td>[33989500000.0, 33967100000.0, 33920900000.0, ...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Mg-27</td>\n",
       "      <td>Al-27</td>\n",
       "      <td>[6.113605796331587e-10, 6.113961927241011e-10,...</td>\n",
       "      <td>851.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>H-1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Neutron-1</td>\n",
       "      <td>(p,n)</td>\n",
       "      <td>[4240240000000.0, 4236340000000.0, 42282500000...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>86.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Mg-27</td>\n",
       "      <td>Al-27</td>\n",
       "      <td>[6.113605796331587e-10, 6.113961927241011e-10,...</td>\n",
       "      <td>857.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>OOOOO</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>OOOOO</td>\n",
       "      <td>(-,g)</td>\n",
       "      <td>[0.00123658, 0.00123644, 0.00123616, 0.0012357...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>86.0</td>\n",
       "      <td>-99.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Al-26</td>\n",
       "      <td>Al-27</td>\n",
       "      <td>[1.1354979572855839e-11, 1.1365478609806917e-1...</td>\n",
       "      <td>968.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Neutron-1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>OOOOO</td>\n",
       "      <td>(n,g)</td>\n",
       "      <td>[1223110000000.0, 1222550000000.0, 12213900000...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>31.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Al-28</td>\n",
       "      <td>Al-27</td>\n",
       "      <td>[-6.30509537019787e-09, -1.2325876926850266e-0...</td>\n",
       "      <td>997.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>OOOOO</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Neutron-1</td>\n",
       "      <td>(g,n)</td>\n",
       "      <td>[821.2310000000001, 817.8480000000001, 810.878...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>94.0</td>\n",
       "      <td>-99.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Si-27</td>\n",
       "      <td>Al-27</td>\n",
       "      <td>[1.7206909252234106e-06, 1.719275159488504e-06...</td>\n",
       "      <td>1129.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Neutron-1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>H-1</td>\n",
       "      <td>(n,p)</td>\n",
       "      <td>[951236000000000.0, 950820000000000.0, 9499590...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>33.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Si-27</td>\n",
       "      <td>Al-27</td>\n",
       "      <td>[1.7206909252234106e-06, 1.719275159488504e-06...</td>\n",
       "      <td>1140.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>OOOOO</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>OOOOO</td>\n",
       "      <td>(+,g)</td>\n",
       "      <td>[0.171811, 0.17180399999999998, 0.171789, 0.17...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>33.0</td>\n",
       "      <td>-99.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>P-31</td>\n",
       "      <td>Al-27</td>\n",
       "      <td>[-1.0918893333576641e-07, -1.0899870275194172e...</td>\n",
       "      <td>1327.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>OOOOO</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>He-4</td>\n",
       "      <td>(g,a)</td>\n",
       "      <td>[2.64146e-05, 2.62491e-05, 2.59094e-05, 2.5393...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>37.0</td>\n",
       "      <td>-99.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>P-30</td>\n",
       "      <td>Al-27</td>\n",
       "      <td>[-5.915751006911844e-07, -5.900965174258971e-0...</td>\n",
       "      <td>1307.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Neutron-1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>He-4</td>\n",
       "      <td>(n,a)</td>\n",
       "      <td>[14833400000000.0, 14822600000000.0, 148003000...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Si-30</td>\n",
       "      <td>Al-27</td>\n",
       "      <td>[-8.316978285817302e-06, -8.300241598771739e-0...</td>\n",
       "      <td>1176.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>H-1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>He-4</td>\n",
       "      <td>(p,a)</td>\n",
       "      <td>[861269.0, 858732.0, 853496.0, 845477.0, 83187...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>36.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>P-28</td>\n",
       "      <td>Al-27</td>\n",
       "      <td>[1.2787556475477806e-17, 1.2789032452314004e-1...</td>\n",
       "      <td>1281.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>OOOOO</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>H-1</td>\n",
       "      <td>(g,p)</td>\n",
       "      <td>[2.30538e-05, 2.30541e-05, 2.30548e-05, 2.3055...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>111.0</td>\n",
       "      <td>-99.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Al-26m1</td>\n",
       "      <td>Al-27</td>\n",
       "      <td>[1.0398133919259218e-101, 1.0388681773082667e-...</td>\n",
       "      <td>21085.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Neutron-1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>OOOOO</td>\n",
       "      <td>(n,g)</td>\n",
       "      <td>[1223110000000.0, 1222550000000.0, 12213900000...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1633.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       ISO1   ISO2                                               f_ij  \\\n",
       "0     Mg-24  Al-27  [8.7322012288249e-06, 8.39278218937742e-06, 7....   \n",
       "1     Si-28  Al-27  [-3.204808390599362e-06, -3.201969675952487e-0...   \n",
       "2      O-16  Al-27  [1.2985409367998135e-05, 1.2942269676190256e-0...   \n",
       "3      C-12  Al-27  [-2.140034593884435e-22, -2.1266184771007863e-...   \n",
       "4     Na-23  Al-27  [8.236635133239726e-11, 8.233102505830006e-11,...   \n",
       "5     Na-24  Al-27  [4.4607865568278774e-13, 4.453094538747853e-13...   \n",
       "6     Mg-26  Al-27  [-4.050895338124492e-07, -3.955995388091014e-0...   \n",
       "7     Mg-27  Al-27  [6.113605796331587e-10, 6.113961927241011e-10,...   \n",
       "8     Mg-27  Al-27  [6.113605796331587e-10, 6.113961927241011e-10,...   \n",
       "9     Al-26  Al-27  [1.1354979572855839e-11, 1.1365478609806917e-1...   \n",
       "10    Al-28  Al-27  [-6.30509537019787e-09, -1.2325876926850266e-0...   \n",
       "11    Si-27  Al-27  [1.7206909252234106e-06, 1.719275159488504e-06...   \n",
       "12    Si-27  Al-27  [1.7206909252234106e-06, 1.719275159488504e-06...   \n",
       "13     P-31  Al-27  [-1.0918893333576641e-07, -1.0899870275194172e...   \n",
       "14     P-30  Al-27  [-5.915751006911844e-07, -5.900965174258971e-0...   \n",
       "15    Si-30  Al-27  [-8.316978285817302e-06, -8.300241598771739e-0...   \n",
       "16     P-28  Al-27  [1.2787556475477806e-17, 1.2789032452314004e-1...   \n",
       "17  Al-26m1  Al-27  [1.0398133919259218e-101, 1.0388681773082667e-...   \n",
       "\n",
       "    REACNUM  NUM1  NUM2     INPUT2  NUM3  NUM4    OUTPUT2   TYPE  \\\n",
       "0      64.0   1.0   1.0       He-4   1.0   1.0        H-1  (a,p)   \n",
       "1    1146.0   1.0   0.0      OOOOO   1.0   1.0        H-1  (g,p)   \n",
       "2      69.0   1.0   1.0       C-12   1.0   1.0        H-1  (v,v)   \n",
       "3       NaN   NaN   NaN        NaN   NaN   NaN        NaN    NaN   \n",
       "4     689.0   1.0   1.0       He-4   1.0   0.0      OOOOO  (a,g)   \n",
       "5     705.0   1.0   1.0       He-4   1.0   1.0  Neutron-1  (a,n)   \n",
       "6     835.0   1.0   1.0        H-1   1.0   0.0      OOOOO  (p,g)   \n",
       "7     851.0   1.0   1.0        H-1   1.0   1.0  Neutron-1  (p,n)   \n",
       "8     857.0   1.0   0.0      OOOOO   1.0   0.0      OOOOO  (-,g)   \n",
       "9     968.0   1.0   1.0  Neutron-1   1.0   0.0      OOOOO  (n,g)   \n",
       "10    997.0   1.0   0.0      OOOOO   1.0   1.0  Neutron-1  (g,n)   \n",
       "11   1129.0   1.0   1.0  Neutron-1   1.0   1.0        H-1  (n,p)   \n",
       "12   1140.0   1.0   0.0      OOOOO   1.0   0.0      OOOOO  (+,g)   \n",
       "13   1327.0   1.0   0.0      OOOOO   1.0   1.0       He-4  (g,a)   \n",
       "14   1307.0   1.0   1.0  Neutron-1   1.0   1.0       He-4  (n,a)   \n",
       "15   1176.0   1.0   1.0        H-1   1.0   1.0       He-4  (p,a)   \n",
       "16   1281.0   1.0   0.0      OOOOO   1.0   1.0        H-1  (g,p)   \n",
       "17  21085.0   1.0   1.0  Neutron-1   1.0   0.0      OOOOO  (n,g)   \n",
       "\n",
       "                                                    V  VAR    idx1  idx2  \n",
       "0   [323983000.0, 323402000.0, 322201000.0, 320356...  1.0    28.0   4.0  \n",
       "1   [1.06506e-05, 1.05825e-05, 1.0442699999999999e...  1.0    34.0 -99.0  \n",
       "2   [836.2180000000001, 833.51, 827.923, 819.37399...  1.0    16.0  10.0  \n",
       "3                                                 NaN  NaN     NaN   NaN  \n",
       "4   [33187300.0, 33142700.0, 33050200.0, 32908100....  1.0    26.0   4.0  \n",
       "5   [5568050000.0, 5559190000.0, 5540870000.0, 551...  1.0    79.0   4.0  \n",
       "6   [33989500000.0, 33967100000.0, 33920900000.0, ...  1.0    30.0   1.0  \n",
       "7   [4240240000000.0, 4236340000000.0, 42282500000...  1.0    86.0   1.0  \n",
       "8   [0.00123658, 0.00123644, 0.00123616, 0.0012357...  1.0    86.0 -99.0  \n",
       "9   [1223110000000.0, 1222550000000.0, 12213900000...  1.0    31.0   0.0  \n",
       "10  [821.2310000000001, 817.8480000000001, 810.878...  1.0    94.0 -99.0  \n",
       "11  [951236000000000.0, 950820000000000.0, 9499590...  1.0    33.0   0.0  \n",
       "12  [0.171811, 0.17180399999999998, 0.171789, 0.17...  1.0    33.0 -99.0  \n",
       "13  [2.64146e-05, 2.62491e-05, 2.59094e-05, 2.5393...  1.0    37.0 -99.0  \n",
       "14  [14833400000000.0, 14822600000000.0, 148003000...  1.0    45.0   0.0  \n",
       "15  [861269.0, 858732.0, 853496.0, 845477.0, 83187...  1.0    36.0   1.0  \n",
       "16  [2.30538e-05, 2.30541e-05, 2.30548e-05, 2.3055...  1.0   111.0 -99.0  \n",
       "17  [1223110000000.0, 1222550000000.0, 12213900000...  1.0  1633.0   0.0  "
      ]
     },
     "execution_count": 157,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "MLT.get_relevant_fluxes(\"Al-27\", 11000)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "e6339d69-3c8b-4809-9e24-5f220c4ec662",
   "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>ISO1</th>\n",
       "      <th>ISO2</th>\n",
       "      <th>f_ij</th>\n",
       "      <th>REACNUM</th>\n",
       "      <th>NUM1</th>\n",
       "      <th>NUM2</th>\n",
       "      <th>INPUT2</th>\n",
       "      <th>NUM3</th>\n",
       "      <th>NUM4</th>\n",
       "      <th>OUTPUT2</th>\n",
       "      <th>TYPE</th>\n",
       "      <th>V</th>\n",
       "      <th>VAR</th>\n",
       "      <th>idx1</th>\n",
       "      <th>idx2</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>O-16</td>\n",
       "      <td>Si-27</td>\n",
       "      <td>[2.5970880850944132e-06, 2.588453935238051e-06...</td>\n",
       "      <td>71.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>C-12</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Neutron-1</td>\n",
       "      <td>(v,v)</td>\n",
       "      <td>[167.24400000000003, 166.702, 165.585, 163.875...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>10.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>C-12</td>\n",
       "      <td>Si-27</td>\n",
       "      <td>[-2.3319257644235733e-18, -2.323978406436759e-...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Mg-23</td>\n",
       "      <td>Si-27</td>\n",
       "      <td>[3.476824738323975e-14, 3.4744258185794025e-14...</td>\n",
       "      <td>797.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>He-4</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>OOOOO</td>\n",
       "      <td>(a,g)</td>\n",
       "      <td>[472758.0, 472013.0, 470471.0, 468102.0, 46405...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Mg-24</td>\n",
       "      <td>Si-27</td>\n",
       "      <td>[-6.953317505703583e-07, -6.947710528442672e-0...</td>\n",
       "      <td>813.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>He-4</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Neutron-1</td>\n",
       "      <td>(a,n)</td>\n",
       "      <td>[118.20200000000001, 117.71700000000001, 116.7...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>28.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Al-24</td>\n",
       "      <td>Si-27</td>\n",
       "      <td>[2.347075475949612e-15, 2.3423748978824174e-15...</td>\n",
       "      <td>951.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>He-4</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>H-1</td>\n",
       "      <td>(a,p)</td>\n",
       "      <td>[608829000.0, 607752000.0, 605526000.0, 602107...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>93.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Al-26</td>\n",
       "      <td>Si-27</td>\n",
       "      <td>[4.337036387302043e-11, 4.331721352250387e-11,...</td>\n",
       "      <td>972.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>H-1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>OOOOO</td>\n",
       "      <td>(p,g)</td>\n",
       "      <td>[13174200000.0, 13165000000.0, 13146000000.0, ...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>31.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Al-27</td>\n",
       "      <td>Si-27</td>\n",
       "      <td>[-1.7206909252234106e-06, -1.719275159488504e-...</td>\n",
       "      <td>988.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>H-1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Neutron-1</td>\n",
       "      <td>(p,n)</td>\n",
       "      <td>[113947.0, 113571.0, 112795.0, 111608.0, 10959...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>32.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Al-27</td>\n",
       "      <td>Si-27</td>\n",
       "      <td>[-1.7206909252234106e-06, -1.719275159488504e-...</td>\n",
       "      <td>994.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>OOOOO</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>OOOOO</td>\n",
       "      <td>(-,g)</td>\n",
       "      <td>[1.09406e-11, 1.09227e-11, 1.08857e-11, 1.0828...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>32.0</td>\n",
       "      <td>-99.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Si-26</td>\n",
       "      <td>Si-27</td>\n",
       "      <td>[-3.1715153225497093e-17, -3.14938959099715e-1...</td>\n",
       "      <td>1114.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Neutron-1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>OOOOO</td>\n",
       "      <td>(n,g)</td>\n",
       "      <td>[227954000000.0, 227860000000.0, 227664000000....</td>\n",
       "      <td>1.0</td>\n",
       "      <td>103.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Si-28</td>\n",
       "      <td>Si-27</td>\n",
       "      <td>[-6.371822417831796e-11, -6.36668651589133e-11...</td>\n",
       "      <td>1142.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>OOOOO</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Neutron-1</td>\n",
       "      <td>(g,n)</td>\n",
       "      <td>[2.9386600000000003e-15, 2.91227e-15, 2.85831e...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>-99.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>P-28</td>\n",
       "      <td>Si-27</td>\n",
       "      <td>[-1.7882667608374106e-10, -1.7864973657740466e...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>P-27</td>\n",
       "      <td>Si-27</td>\n",
       "      <td>[4.080231731404045e-20, 4.076077762246654e-20,...</td>\n",
       "      <td>1265.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Neutron-1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>H-1</td>\n",
       "      <td>(n,p)</td>\n",
       "      <td>[1986090000000000.0, 1985220000000000.0, 19834...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>110.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>P-27</td>\n",
       "      <td>Si-27</td>\n",
       "      <td>[4.080231731404045e-20, 4.076077762246654e-20,...</td>\n",
       "      <td>1275.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>OOOOO</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>OOOOO</td>\n",
       "      <td>(+,g)</td>\n",
       "      <td>[2.32051, 2.32051, 2.32051, 2.32052, 2.3205299...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>110.0</td>\n",
       "      <td>-99.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>S-31</td>\n",
       "      <td>Si-27</td>\n",
       "      <td>[-2.727503320211219e-12, -2.7222659894299537e-...</td>\n",
       "      <td>1489.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>OOOOO</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>He-4</td>\n",
       "      <td>(g,a)</td>\n",
       "      <td>[4.08733e-06, 4.062200000000001e-06, 4.0105800...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>38.0</td>\n",
       "      <td>-99.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>S-30</td>\n",
       "      <td>Si-27</td>\n",
       "      <td>[-2.74540229687609e-12, -2.7378317519141538e-1...</td>\n",
       "      <td>1470.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Neutron-1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>He-4</td>\n",
       "      <td>(n,a)</td>\n",
       "      <td>[28445800000000.0, 28431600000000.0, 284022000...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>122.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>P-30</td>\n",
       "      <td>Si-27</td>\n",
       "      <td>[-7.003579866546297e-09, -6.988798235895054e-0...</td>\n",
       "      <td>1311.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>H-1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>He-4</td>\n",
       "      <td>(p,a)</td>\n",
       "      <td>[12099.6, 12058.9, 11974.9, 11846.4, 11628.7, ...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>S-28</td>\n",
       "      <td>Si-27</td>\n",
       "      <td>[9.889450178081392e-29, 9.88789456453948e-29, ...</td>\n",
       "      <td>1446.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>OOOOO</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>H-1</td>\n",
       "      <td>(g,p)</td>\n",
       "      <td>[1.17813, 1.17811, 1.1780899999999999, 1.17805...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>-99.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Al-26m1</td>\n",
       "      <td>Si-27</td>\n",
       "      <td>[2.9627213389624315e-101, 2.9595167476397743e-...</td>\n",
       "      <td>21089.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>H-1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>OOOOO</td>\n",
       "      <td>(p,g)</td>\n",
       "      <td>[13174200000.0, 13165000000.0, 13146000000.0, ...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1633.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       ISO1   ISO2                                               f_ij  \\\n",
       "0      O-16  Si-27  [2.5970880850944132e-06, 2.588453935238051e-06...   \n",
       "1      C-12  Si-27  [-2.3319257644235733e-18, -2.323978406436759e-...   \n",
       "2     Mg-23  Si-27  [3.476824738323975e-14, 3.4744258185794025e-14...   \n",
       "3     Mg-24  Si-27  [-6.953317505703583e-07, -6.947710528442672e-0...   \n",
       "4     Al-24  Si-27  [2.347075475949612e-15, 2.3423748978824174e-15...   \n",
       "5     Al-26  Si-27  [4.337036387302043e-11, 4.331721352250387e-11,...   \n",
       "6     Al-27  Si-27  [-1.7206909252234106e-06, -1.719275159488504e-...   \n",
       "7     Al-27  Si-27  [-1.7206909252234106e-06, -1.719275159488504e-...   \n",
       "8     Si-26  Si-27  [-3.1715153225497093e-17, -3.14938959099715e-1...   \n",
       "9     Si-28  Si-27  [-6.371822417831796e-11, -6.36668651589133e-11...   \n",
       "10     P-28  Si-27  [-1.7882667608374106e-10, -1.7864973657740466e...   \n",
       "11     P-27  Si-27  [4.080231731404045e-20, 4.076077762246654e-20,...   \n",
       "12     P-27  Si-27  [4.080231731404045e-20, 4.076077762246654e-20,...   \n",
       "13     S-31  Si-27  [-2.727503320211219e-12, -2.7222659894299537e-...   \n",
       "14     S-30  Si-27  [-2.74540229687609e-12, -2.7378317519141538e-1...   \n",
       "15     P-30  Si-27  [-7.003579866546297e-09, -6.988798235895054e-0...   \n",
       "16     S-28  Si-27  [9.889450178081392e-29, 9.88789456453948e-29, ...   \n",
       "17  Al-26m1  Si-27  [2.9627213389624315e-101, 2.9595167476397743e-...   \n",
       "\n",
       "    REACNUM  NUM1  NUM2     INPUT2  NUM3  NUM4    OUTPUT2   TYPE  \\\n",
       "0      71.0   1.0   1.0       C-12   1.0   1.0  Neutron-1  (v,v)   \n",
       "1       NaN   NaN   NaN        NaN   NaN   NaN        NaN    NaN   \n",
       "2     797.0   1.0   1.0       He-4   1.0   0.0      OOOOO  (a,g)   \n",
       "3     813.0   1.0   1.0       He-4   1.0   1.0  Neutron-1  (a,n)   \n",
       "4     951.0   1.0   1.0       He-4   1.0   1.0        H-1  (a,p)   \n",
       "5     972.0   1.0   1.0        H-1   1.0   0.0      OOOOO  (p,g)   \n",
       "6     988.0   1.0   1.0        H-1   1.0   1.0  Neutron-1  (p,n)   \n",
       "7     994.0   1.0   0.0      OOOOO   1.0   0.0      OOOOO  (-,g)   \n",
       "8    1114.0   1.0   1.0  Neutron-1   1.0   0.0      OOOOO  (n,g)   \n",
       "9    1142.0   1.0   0.0      OOOOO   1.0   1.0  Neutron-1  (g,n)   \n",
       "10      NaN   NaN   NaN        NaN   NaN   NaN        NaN    NaN   \n",
       "11   1265.0   1.0   1.0  Neutron-1   1.0   1.0        H-1  (n,p)   \n",
       "12   1275.0   1.0   0.0      OOOOO   1.0   0.0      OOOOO  (+,g)   \n",
       "13   1489.0   1.0   0.0      OOOOO   1.0   1.0       He-4  (g,a)   \n",
       "14   1470.0   1.0   1.0  Neutron-1   1.0   1.0       He-4  (n,a)   \n",
       "15   1311.0   1.0   1.0        H-1   1.0   1.0       He-4  (p,a)   \n",
       "16   1446.0   1.0   0.0      OOOOO   1.0   1.0        H-1  (g,p)   \n",
       "17  21089.0   1.0   1.0        H-1   1.0   0.0      OOOOO  (p,g)   \n",
       "\n",
       "                                                    V  VAR    idx1  idx2  \n",
       "0   [167.24400000000003, 166.702, 165.585, 163.875...  1.0    16.0  10.0  \n",
       "1                                                 NaN  NaN     NaN   NaN  \n",
       "2   [472758.0, 472013.0, 470471.0, 468102.0, 46405...  1.0    27.0   4.0  \n",
       "3   [118.20200000000001, 117.71700000000001, 116.7...  1.0    28.0   4.0  \n",
       "4   [608829000.0, 607752000.0, 605526000.0, 602107...  1.0    93.0   4.0  \n",
       "5   [13174200000.0, 13165000000.0, 13146000000.0, ...  1.0    31.0   1.0  \n",
       "6   [113947.0, 113571.0, 112795.0, 111608.0, 10959...  1.0    32.0   1.0  \n",
       "7   [1.09406e-11, 1.09227e-11, 1.08857e-11, 1.0828...  1.0    32.0 -99.0  \n",
       "8   [227954000000.0, 227860000000.0, 227664000000....  1.0   103.0   0.0  \n",
       "9   [2.9386600000000003e-15, 2.91227e-15, 2.85831e...  1.0    34.0 -99.0  \n",
       "10                                                NaN  NaN     NaN   NaN  \n",
       "11  [1986090000000000.0, 1985220000000000.0, 19834...  1.0   110.0   0.0  \n",
       "12  [2.32051, 2.32051, 2.32051, 2.32052, 2.3205299...  1.0   110.0 -99.0  \n",
       "13  [4.08733e-06, 4.062200000000001e-06, 4.0105800...  1.0    38.0 -99.0  \n",
       "14  [28445800000000.0, 28431600000000.0, 284022000...  1.0   122.0   0.0  \n",
       "15  [12099.6, 12058.9, 11974.9, 11846.4, 11628.7, ...  1.0    45.0   1.0  \n",
       "16  [1.17813, 1.17811, 1.1780899999999999, 1.17805...  1.0   120.0 -99.0  \n",
       "17  [13174200000.0, 13165000000.0, 13146000000.0, ...  1.0  1633.0   1.0  "
      ]
     },
     "execution_count": 158,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "MLT.get_relevant_fluxes(\"-27\", 11000)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "7fcfbb20-64ee-4cdf-aa6f-e63ecac0ccfe",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "3144b247-10dc-42f3-ad9e-efaaaa7cf2d0",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "c52ae662-f900-4091-8e7d-41aeb469ce93",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "6f8355fa-4423-410c-b34c-5d1269f8e467",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "e0474cd4-4455-45ef-b1e1-f43780d9ae20",
   "metadata": {},
   "outputs": [],
   "source": [
    "### put the bar plot into multizone_plot\n",
    "\n",
    "\n",
    "def compare_to_solar(objs, isotopes, cycle, labels=[''], lines=False, separated=False, showaverage=True):\n",
    "    '''Plot the mass fractions against the solar mass fractions.\n",
    "    INPUTS:\n",
    "        objs - the mppnp object you want to plot\n",
    "        isotopes - the isotopes you want to plot\n",
    "        cycle - the cycle you want to plot for\n",
    "        label - the label for the data\n",
    "        lines - true/False, whether to connect isotopes with the same Z with a line (use with separated = False)\n",
    "        separated - True/False, whether to plot the isotopes separate from each other.\n",
    "                  If True, shows shaded bands of max/min values instead of individual points.\n",
    "    '''\n",
    "    if not isinstance(objs, list): objs = [objs]\n",
    "    if not isinstance(labels, list): labels = [labels]\n",
    "    if labels == ['']: labels = len(objs)*labels\n",
    "    \n",
    "    jmax = len(objs) - 1\n",
    "    ymin_glo, ymax_glo = 0, 0\n",
    "    noxlabel = separated\n",
    "\n",
    "    xpos = np.linspace(1, len(isotopes), len(isotopes))\n",
    "    all_Xi_Xsol = []\n",
    "\n",
    "    # Collect data and display averages\n",
    "    for j, obj in enumerate(objs):\n",
    "        Xi_surf = obj.grab('surf', cycle, isotopes)\n",
    "        Xi_solar = obj.grab('solar', np.nan, isotopes)\n",
    "        Xi_Xsol = np.log10(Xi_surf/Xi_solar)\n",
    "        all_Xi_Xsol.append(Xi_Xsol)\n",
    "\n",
    "        if showaverage:\n",
    "            F0 = np.mean(Xi_Xsol)\n",
    "            plt.text(len(isotopes) + 0.5, F0 + 0.01, rf\"$F_0 = {F0:.2f}$\")\n",
    "            plt.axhline(F0, color=colours[j % len(colours)], linestyle=linestyles[j % len(linestyles)])\n",
    "\n",
    "    # Process data for shaded regions\n",
    "    all_Xi_Xsol = np.array(all_Xi_Xsol)\n",
    "    min_Xi_Xsol = np.min(all_Xi_Xsol, axis=0)\n",
    "    max_Xi_Xsol = np.max(all_Xi_Xsol, axis=0)\n",
    "\n",
    "    # Create individual shaded regions\n",
    "    for i in range(len(isotopes)):\n",
    "        x_points = [xpos[i] - 0.4, xpos[i] + 0.4]\n",
    "        y_min = [min_Xi_Xsol[i], min_Xi_Xsol[i]]\n",
    "        y_max = [max_Xi_Xsol[i], max_Xi_Xsol[i]]\n",
    "\n",
    "        plt.fill_between(x_points, y_min, y_max, alpha=0.3, color='gray', edgecolor=None,zorder=5)\n",
    "        plt.plot(x_points, y_min, 'k-', linewidth=1.5,zorder=5)\n",
    "        plt.plot(x_points, y_max, 'k-', linewidth=1.5,zorder=5)\n",
    "        \n",
    "    # Set labels and limits\n",
    "    plt.ylabel(r'$\\mathrm{OP}=\\log_{10}(X_i/X_\\odot)$', fontsize=35)\n",
    "\n",
    "    ymin, ymax = min(min_Xi_Xsol), max(max_Xi_Xsol)\n",
    "    ymin, ymax = objs[0].round_to_nearest(np.array([ymin, ymax]), 0.5)\n",
    "    xmin, xmax = -0.5, len(isotopes)+1\n",
    "    ymin_glo, ymax_glo = -4.3, 3.2\n",
    "\n",
    "\n",
    "    ymin, ymax = -4.25, 3.05\n",
    "\n",
    "    # Add isotope labels\n",
    "    yshift = 0.1\n",
    "    for idx, isotope in enumerate(isotopes, 1):\n",
    "\n",
    "        ele, A = isotope.split('-')\n",
    "        iso = fr'$^{{{A}}}\\mathrm{{{ele}}}$'\n",
    "\n",
    "        text_y = ymax-yshift*1.2 if idx % 2 == 1 else ymin+yshift*0.4\n",
    "        plt.text(idx-0.3, text_y, iso, ha='center', fontsize=23)\n",
    "    \n",
    "    # Finalize plot\n",
    "    ax = plt.gca()\n",
    "    if lines: ax = plot_ticks(ax, ymin_glo, ymax_glo, xmin, xmax, 0.25, 0.5, 5, 10, noxlabel)\n",
    "    else: ax = plot_ticks(ax, ymin_glo, ymax_glo, xmin, xmax, 0.25, 0.5, noxlabel=True)\n",
    "    ax.tick_params(axis='y', labelsize=25)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "3aeed84c-c5e8-402e-8fce-28194889f63f",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "146314f7-8e94-40e2-9b9c-1dbebc687a8b",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "9168a911-6b08-4ae9-a247-10f305f1f256",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "bcb77ce5-2825-4177-b60b-8676da45bdd6",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "cbcda41f-bfe5-487c-aaa0-94e42bd3764a",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "c6406907-73ae-47f1-9c79-4c2dcf874f52",
   "metadata": {},
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'MLT' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-2-56ef5160adf7>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m      1\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mcycle\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mrange\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m100\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      2\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 3\u001b[0;31m     \u001b[0mC\u001b[0m  \u001b[0;34m=\u001b[0m \u001b[0mMLT\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'out'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcycle\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'C-12'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      4\u001b[0m     \u001b[0mO\u001b[0m  \u001b[0;34m=\u001b[0m \u001b[0mMLT\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'out'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcycle\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'O-16'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      5\u001b[0m     \u001b[0mNe\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mMLT\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'out'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcycle\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'Ne-20'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mNameError\u001b[0m: name 'MLT' is not defined"
     ]
    }
   ],
   "source": [
    "for cycle in range(100):\n",
    "   \n",
    "    C  = MLT.get('out', cycle, 'C-12')\n",
    "    O  = MLT.get('out', cycle, 'O-16')\n",
    "    Ne = MLT.get('out', cycle, 'Ne-20')\n",
    "\n",
    "    mass = MLT.get('out', cycle, 'mass')\n",
    "    dcoeff = MLT.get('out', cycle, 'dcoeff')\n",
    "\n",
    "\n",
    "    ifig=2;plt.close(ifig);plt.figure(ifig, figsize=(6,4))\n",
    "\n",
    "    line1, = plt.semilogy(mass, C, color='darkblue', label='C-12')\n",
    "    line2, = plt.semilogy(mass, O, color='deeppink', linestyle='dashed', label='O-16')\n",
    "    line3, = plt.semilogy(mass, Ne, color='lime', linestyle='dashed', label='Ne-20')\n",
    "\n",
    "    plt.ylim(1e-4, 1.1)\n",
    "\n",
    "    plt.xlabel(r'Mass ($\\mathrm{M_\\odot}$)')\n",
    "\n",
    "    plt.ylabel(r'Mass Fraction $X$')\n",
    "\n",
    "    ax2 = plt.twinx()\n",
    "\n",
    "    line4, = ax2.semilogy(mass, dcoeff, color='grey', linestyle='dotted', label='$D$')\n",
    "\n",
    "    ax2.set_ylim(1e10, 1e16)\n",
    "\n",
    "    ax2.set_ylabel(r'$D~(\\mathrm{cm^2~s^{-1}})$')\n",
    "\n",
    "    # Create legend in bottom left\n",
    "    lines = [line1, line2, line3, line4]\n",
    "    labels = [l.get_label() for l in lines]\n",
    "    plt.legend(lines, labels, loc='lower right')\n",
    "\n",
    "    plt.tight_layout()\n",
    "    plt.savefig(f'/user/scratch14_csa/jissa/figures/{cycle}.png', dpi=300)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "70d87e62-51d1-42a7-abb7-1333c3d4980b",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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