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@fmaussion
Created August 10, 2021 10:48
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Equilibrium experiments with OGGM\n",
"\n",
"Code used to create the graphics used in this blog post: https://oggm.org/2021/08/10/equilibrium-runs-oggm\n",
"\n",
"You can use the various parameter settings below:"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"# Period\n",
"\n",
"# y0 = 2009\n",
"# hs = 10\n",
"# str1, str2 = ('2000', '2020')\n",
"\n",
"y0 = 1970\n",
"hs = 10\n",
"str1, str2 = ('1960', '1980')"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"# Libs\n",
"import matplotlib.pyplot as plt\n",
"import pandas as pd\n",
"import numpy as np\n",
"\n",
"# Locals\n",
"import oggm.cfg as cfg\n",
"from oggm import tasks, utils, workflow\n",
"from oggm.core import massbalance"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"2021-08-10 12:46:09: oggm.cfg: Reading default parameters from the OGGM `params.cfg` configuration file.\n",
"2021-08-10 12:46:09: oggm.cfg: Multiprocessing switched OFF according to the parameter file.\n",
"2021-08-10 12:46:09: oggm.cfg: Multiprocessing: using all available processors (N=8)\n"
]
}
],
"source": [
"# Initialize OGGM and set up the default run parameters\n",
"cfg.initialize()\n",
"\n",
"# Local working directory (where OGGM will write its output)\n",
"WORKING_DIR = utils.gettempdir('OGGM_spinup_run')\n",
"utils.mkdir(WORKING_DIR, reset=True)\n",
"cfg.PATHS['working_dir'] = WORKING_DIR\n",
"\n",
"# Use multiprocessing?\n",
"cfg.PARAMS['use_multiprocessing'] = False"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Pre-processed directories are being used here."
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"2021-08-10 12:46:09: oggm.cfg: PARAMS['border'] changed from `40` to `80`.\n",
"2021-08-10 12:46:09: oggm.workflow: init_glacier_regions from prepro level 3 on 1 glaciers.\n",
"2021-08-10 12:46:09: oggm.workflow: Execute entity task gdir_from_prepro on 1 glaciers\n",
"2021-08-10 12:46:09: oggm.utils: /home/mowglie/disk/OGGM_INPUT/download_cache/cluster.klima.uni-bremen.de/~oggm/gdirs/oggm_v1.4/L3-L5_files/CRU/centerlines/qc3/pcp2.5/no_match/RGI62/b_080/L3/RGI60-11/RGI60-11.00.tar verified successfully.\n"
]
}
],
"source": [
"# How many grid points around the glacier?\n",
"# Make it large if you expect your glaciers to grow large\n",
"cfg.PARAMS['border'] = 80\n",
"\n",
"# Go - initialize glacier directories\n",
"gdir = workflow.init_glacier_regions(['RGI60-11.00897'], from_prepro_level=3)[0]\n",
"\n",
"# Today's glacier geometry\n",
"h, w = gdir.get_inversion_flowline_hw()"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"years = np.arange(y0-hs, y0+hs+1)\n",
"months = np.arange(1, 13)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"mb_past = massbalance.PastMassBalance(gdir)\n",
"\n",
"df_past = pd.DataFrame(index=months)\n",
"for y in years:\n",
" mb = []\n",
" for m in months:\n",
" tmp = mb_past.get_monthly_mb(h, utils.date_to_floatyear(y, m)) * cfg.SEC_IN_MONTH * cfg.PARAMS['ice_density']\n",
" mb.append(np.average(tmp, weights=w))\n",
" df_past[y] = mb"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"mb_const = massbalance.ConstantMassBalance(gdir, y0=y0, halfsize=hs)\n",
"\n",
"df_const = pd.DataFrame(index=months)\n",
"mb = []\n",
"for m in months:\n",
" tmp = mb_const.get_monthly_mb(h, utils.date_to_floatyear(y, m)) * cfg.SEC_IN_MONTH * cfg.PARAMS['ice_density']\n",
" mb.append(np.average(tmp, weights=w))\n",
"df_const['AvgMb'] = mb"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"mb_avg = massbalance.AvgClimateMassBalance(gdir, y0=y0, halfsize=hs)\n",
"mb = []\n",
"for m in months:\n",
" tmp = mb_avg.get_monthly_mb(h, utils.date_to_floatyear(y, m)) * cfg.SEC_IN_MONTH * cfg.PARAMS['ice_density']\n",
" mb.append(np.average(tmp, weights=w))\n",
"df_const['AvgClim'] = mb"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"df_past.index = [10, 11, 12, 1, 2, 3, 4, 5, 6, 7, 8, 9]\n",
"df_const.index = [10, 11, 12, 1, 2, 3, 4, 5, 6, 7, 8, 9]\n",
"\n",
"df_past = df_past.sort_index()\n",
"df_const = df_const.sort_index()"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
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w8W3AaDSyY8cOjEYjDz300Nf+kN+0aROlpaUMGzaM/Px82traAAgODiY2Npa4uDiCgoK+VQnNNuFyC+6XcLGi1+u5dOkSZ86coa2tDV9fXyZOnEhiYiIazZ3HUdTW1vLxxx9jMpmUG/1+RGwVFxezbt06kpOTmT179h3vr9Pp+Pjjj2lvb2flypWEhPTrJm3DxgOJ0Whky5YtFBQUoFarcXBwYNGiRQwZMuRrOV9paSlr1qxh5syZTJkyBSkldXV15OXlkZeXR0VFBQCurq6KoImKisLe3v5rGc/tYhMut+BuhUtLSwsajQZXV9cB15tMJq5evcqpU6eoqanBxcWFcePGMW7cOJydnW/7HB9++CFCCJ599ln2799Pbm4uS5YsYfjw4Xc8Zivd3d288847CCF4+eWXsbOzu6vjtLW18fHHH9PV1cXq1asJCAi46zHZsPFtoLu7m82bN1NUVMSiRYsICwtj27Zt1NTUMGrUKObNm3dfH+pSSj766CNaWlr48Y9/POBvUafTUVBQQH5+PgUFBej1etRqNREREYqwsaYP/C2xCZdbcDfCxWw28+677yKlZOXKlTdVmaWUlJSUcPr0afLz89FoNIwcOZKJEyfi7e19w/2smoFOp+PZZ5/F398fo9HIhg0bKC8v58knnyQ2NvaOxm3lwIEDnD59mlWrVhEREXFXx7DS3NzMxx9/jNlsZvXq1fj6+t7T8WzY+Kbo7u5m06ZNFBcXs3jxYkaNGgVYJopHjx4lLS0Nb29vlixZct809ZycHLZs2cLChQsZM2bMLbc3mUyUlZWRn59PXl4ejY2NAPj5+SmCJiws7L77ZwfCJlxuwd1qLqWlpWzcuBF3d3dWrVp1WzbZuro6Tp8+TWZmJiaTifj4eCZOnEhYWFif7QwGA2vXrqWuro5nnnmmj09Dr9ezdu1a6uvr+627HSorK/nwww8ZPXo0CxcuvKN9b0RDQwNr1qxBpVLx7LPPfiOzKBs27gWDwaD4PR5++GFGjBjRb5uSkhK2b99Oe3s706ZNY8qUKff0EDebzbzzzjtIKXnllVfu6liNjY3k5+eTn59PSUkJZrMZR0dHYmJiiI2NJSYm5rYtJXfKAy9chBAlQDtgAoxSyrFCCG9gCxCBpc3x41LKZmHxdr0BPAR0AKullJdudvx78bmUlZWxceNGXF1dWbVqFe7u7re1n1ar5dy5c5w/f56uri5CQ0NJTk5m8ODBSCnZtGkTRUVFPPHEEwwePLjf/latRqvVsnr1agIDA2/rvCaTiffeew+9Xs8rr7yCg4PDHX3em1FbW8uaNWtwdHTk2Wefve1rIaXkwoULtuRMG98Yer2eTz75hPLych599NGbmpy7urrYvXs3WVlZhIWF8eijj971ZOrSpUvs2rWLxx9/nPj4+LsdvoJer6ewsFARNjqdDiEEYWFhilbj5+d334ICvivCZayUsqHXst8BTVLK3woh/hnwklL+kxDiIeBHWIRLEvCGlDLpZse/V4d+eXk5GzZsuGMBA5bZUnp6OmfOnKG5uRkvLy+cnJyoqqrqo5YPRGtrKx999BEmk4nnnnvupiY2K8eOHeP48eMsX76cuLi42x7n7VJZWcm6detwc3Nj9erVN/RHWTGbzezevZtLlyzyf9asWbb6ZTb+puj1ejZu3EhFRQVLlixh2LBht7VfZmamUotv/vz5jBgx4o4e2t3d3bz55pu4u7vz/PPP3/coMCklVVVVSlBATU0NAB4eHsTFxREXF0dERMRdBRlZ+a4Kl1xgupSyWggRBByTUg4WQrzX837T9dvd6Pj3I1qsoqKCDRs24OzszKpVq/Dw8Lij/c1mMzk5OezduxetVotGo2HixImMHz/+pg/o+vp6Pv74YxwcHHjuueduapqzxtEnJCSwZMmSm45Hq9VSUFBAXFzcHavUZWVlrF+/Hm9vb1avXo2Tk9OA2xkMBrZu3Up+fj6TJ0+mpaWFrKwsUlJSmDx58h2d04aNu6Grq4uNGzdSVVXF0qVLGTp06B3t39LSwhdffEFpaSlDhw5lwYIFt/17SUtL49ChQ/fF73k7tLW1KRpNUVER3d3daDQaXnnllbvWvG4kXB6kDH0JHBBCXBRCvNSzLKCXwKgBrGFKIUB5r30repb1QQjxkhDighDiQn19/T0PMDQ0lKeffpqOjg7WrFlzx5n6KpWK5uZmtFot8fHxREdHc/LkSf70pz+xc+dObjRGPz8/5bzr16+ns7NzwO3MZjM7duzA0dGRefPm3XQsOp2OtWvXsmPHDl5//XU+/fRT8vLyMJvNt/VZwsPDefLJJ2lsbGTDhg3o9fp+22i1WtauXUtBQQELFiwgJSVFMUccPnyYEydO3Na5bNi4W7q6utiwYQNVVVUsW7bsjgULgKenJytXriQlJYWcnBzeffddioqKbrlfZ2cnqampxMbGKoLFbDZz5syZr63Kh7u7O2PGjOHJJ5/kRz/6EYMGDcJkMt327/pOeJA0lxApZaUQwh84iMXstVNK6dlrm2YppZcQ4kvgt1LK1J7lh4F/klLeUDW5n3kulZWVrF+/HicnJ1atWoWnp+ct9wFIT09nx44dJCQksHTpUoQQNDY2cubMGdLT0zEajcTGxjJhwgQiIyP7qdDFxcVs3LiRoKAgnnnmmX6hkqdPn+bAgQMsXbr0pmp/V1cX69ato76+noULF1JTU8OVK1fo6OjAxcWFxMRERo0addMyMVZyc3P59NNPCQ0N5amnnlLG1NjYyMaNG2lvb2fZsmUMHjwYo9GIEAIhBDt27ODKlStMmzaN6dOn39b1s2HjTujs7GT9+vXU1tby+OOPD+jXvFOqq6vZtm0bDQ0NTJgwgZSUlBuanA4ePMipU6d4+eWXlfD91NRUDh8+jJ+fHy+88MLXlsOSn5/Pzp076ejoYNq0aUyePPmugxIeeLNYb4QQ/wFogRf5FpnFelNVVcX69etxcHBg1apVt1Q58/Ly2Lx5M5GRkSxfvrzfDanT6bhw4QLnzp2jo6MDPz8/kpKSSExM7BMTn5OTw6effkpUVBRPPvmkcpympibeeecdoqOjeeKJJ25o2+3u7mbjxo2Ul5fzxBNPKD4Zk8lEfn4+6enp5OfnYzabCQkJYcSIEQwbNuyGZi+A7OxsPv/8c+Wz1dTU8MknnyCEYMWKFdjb23P+/HkyMjKws7NjypQpjBo1ir1795Kens7UqVOZPn36tyor2caDjVXLr6+v5/HHH7+p7zEzM5P29nYmTJhwWw/g7u5uDhw4wIULF/D392fJkiX9cr9aW1t58803SUhI4NFHHwUswTDvv/8+QUFBVFVVER8fz7Jly+7rfa/X69m/fz+XL1/G39+f+Ph4MjIy+OEPf3jXguyBFi5CCBdAJaVs73l/EPgvIAVo7OXQ95ZS/qMQYgHwGl859P8spRx/o+PD/RcuYJnFrFu37pYCpqKigrVr1+Ln58eqVatuGr1lNBrJysri7Nmz1NTU4OjoyOjRoxk3bpyiIV2+fJmdO3cydOhQRQNat24d1dXVvPLKKzcMNjCZTGzZsoX8/PybJmjqdDquXLlCeno6dXV1qNVq4uPjGTFiBFFRUQP+AK1aWXBwMLW1tbi5uTFhwgRycnIoKSlBrVaTkJBAW1sbJSUluLu7M2XKFCoqKsjIyGDKlCnMmDHjrn9oZrOZxsZGamtrlVdjYyPz588nJibmro5p48Gko6ODdevW0dDQwBNPPHHLPLG33nqLxsZGIiMjWbJkyS0DVKzk5+ezY8cOurq6mDVrFklJScr9u2PHDjIzM3nttdfw9PTEZDLxwQcf0N7ezooVK7h48SKXLl1i1KhRDBkyRDFd3curpaWFkpISDAYDPj4+6PV6tFotwD0F9zzowiUK2N7zrwb4REr5P0IIH+BTIBwoxRKK3NQTivwWMA9LKPKzNzOJwdcjXMAiYNavX4+dnR2rVq3qF81ldcY7OTnx3HPP4eLiclvHlVJSXl7O2bNnuXbtGgBDhgwhKSmJ8PBwzpw5w4EDBxg9ejTBwcF8+eWXN03QMpvNbNu2jezsbBYsWMDYsWPp6upCp9Ph4+NzwzFUV1eTnp5OZmYmXV1duLu7k5iYyMiRI/vtt3XrVrKzs9FoNNjb29PR0YGHhwdjx45l1KhRymcvLi7myJEjVFRU4OXlhbu7O6WlpUyaNImUlJRbCpjOzk5qa2upqalRBEl9fb1SaValUuHj40NbWxuOjo68+uqrd12dwMaDhU6nY926dTQ1NfHkk08SHR190+2NRiO//vWvCQkJUSZzy5YtY9CgQbd9vp07d5KXl0dUVBSPPPIIXV1dvPPOO4wfP17xfR49epQTJ04wZ84cDh06dF98ICqVSnmZTCZMJhNCCOzt7RUfqBACb29vnn/++ZtaH27GAy1c/hZ8XcIFLBWT161bh0ajYfXq1YqAaWtr48MPP8RkMvH888/fdbRGa2sr58+f59KlS3R2dhIQEEBSUhINDQ2cOnUKtVpNWFgYK1euHPDBLKXkyy+/5NKlS8ycOZPAwEAyMjK4du0aZrMZOzs73NzccHJywsHBQXk5Ojoq7+3s7GhsbKSsrIyqqirAUmzPajbbs2cP2dnZyjnd3NxYsGABsbGxA2o6UkoKCgo4cuSI8qPu6upiwoQJzJkzByHEgNpIbW2tUuwPwNnZmcDAQPz9/QkMDMTPz4/KykqOHTtGR0cHgM2v8z1Bq9Wybt06mpubWb58+W1V8q6pqeG9995j6dKl+Pn58emnn9Lc3ExKSgrJycm3pUlLKbl48SL79+/Hzs4OLy8vGhoa+MlPfoKzszNVVVV88MEHDB8+nLa2Nurq6li6dKkSot/Z2cnSpUvx8PDoIzAGeqnValQqlTKuyspKvvjiCxoaGhgxYoRSQgYgICCAlStX3nNypU243IKvU7iAxZ66bt061Go1q1atwtnZmY8//pjW1laeffbZ206AvBnd3d1kZmZy9uxZ6urqcHJywmw2o9frmTRpErNmzeq3j5SSQ4cOcerUKUJCQmhtbUWr1eLo6IjBYMDR0ZGOjg6cnJzw9/fHZDKh1+vp6upCr9djMBjuaIzOzs6oVCq0Wi0+Pj5ERkbi6OioCKpBgwb1CRSQUpKTk8ORI0doaLBEobu7u+Pk5ERjY2MfbcTX15eAgAACAgLw9/fHxcUFrVZLfX09dXV11NTUUF9fT+973tpe4NVXX7VVFPgO097ezrp162htbWXFihW3HfabmZnJtm3b+OEPf4i/vz96vZ6dO3dy9epV4uLieOSRR257xt/Q0MDmzZtpbGwkMDCQ1atXo1arlYTmOXPm8PnnnzN//nylE2xDQwMffPABPj4+PPvss7edj2IymTh+/Dipqam4ubkRFxdHRkaGYl6Li4tj2bJlmEwmcnJy7ilx2SZcbsHXLVzAkmOydu1ahBC4u7tTV1fHU089RWRk5H09j7WO2aFDhxQtAmDy5MnMnDlTmdXodDp27NhBfn4+YHlAx8XFMWLECE6fPk1tbS0//OEPqaysZMeOHajVapYsWdLHR2E2mzEYDIqw0ev1VFdXk5ubS1lZGSaTqc/YNBoNzs7OdHd309nZiVqt7rONWq1m8uTJ+Pj4UFdXN6A20nusgwcPxtPTE7PZTENDA3V1dcqrd/izk5MTBoMBk8lEXFwckydPZseOHTQ2NqLRaIiKimL58uX370uw8a2hra2NdevW0dbWxlNPPXXbJi2Aw4cPc+rUKX7xi18oExEpJefOnePAgQO4u7vz2GOP3VarCiklH3/8MTU1NXR3d+Pl5UVoaCiZmZmsWLGCAwcOIKXkhz/8YZ+eSta6Y6NGjWLx4sW3PE9tbS1ffPEFNTU1xMXF0d7eTnV1NW5ubrS3tzN69GgeeughsrOzOXDgAB0dHbz66qs3NH/fihsJl7tPy7QBWFoDu7i4kJCQgJeX103VZH9/f5555hk++OADdDodc+fOve+CBSx21ICAAFpaWggICCAiIoLz58+TmppKVlYWcXFxNDc3U1BQgJQSJycnpk2bxvDhw3F2dubs2bOUlZWxePFiPDw88PDwICAggM8++4yNGzcyZcoUpk+frqjijo6O2NnZUV5ezvnz5ykvL0etVmNnZ4fZbObhhx9m6NChXLt2jYyMDCUHwHqzT548meHDh7N//36Ki4s5fvy48jn8/PyIiIjA398fX19fhBAcOnSI+vp6cnJy+uXeODo64u/vz/Dhw/H398fV1ZXLly+Tn59PUFAQixcvVrTE0aNHc/DgQYKDg5UM5q+jYoGNb462tjbWrl2LVqu9q55D9fX1eHt793nYCyFISkoiJCSEzz77jI8++oi5c+cyduzYm/7+8/LyKC8vZ8GCBfj7+/PZZ5+RmZlJUFAQzc3NSoDB9c36hgwZwpQpUzh58iQhISE39ZueOnWKY8eO4eDgwJAhQ8jLy8PBwYGAgABqa2uZNm0a8fHxrF+/ntLSUkJCQnjqqafuWrDcDJtwuUfOnTuHlJIjR45gZ2dHaGgocXFxhIeHExgY2MefYJ3xmEwm7O3tSU1NJTo6+rbyRe6Uffv20dXVxapVq/Dz8yMmJobPPvuMlpYWzp07p2wXGhqqqOdgCVk+dOgQMTExfVRlHx8fnn/+efbs2cPJkyeVMhkmk4kLFy5w+fJldDodXl5eTJw4kaysLPR6PU899ZTiNE1MTCQxMZGWlhYyMjJIT08HLLH9qampqNVqxowZQ3t7O7m5ubi5uREeHo5Wq+XSpUs0NTX1+5xWzTswMJDp06cTFxeHEAIpJZcvX2bHjh2YTCZmzZrFxIkT+3wf48aN4+DBg7S0tODr68u+ffuIioq6p1IYNr49tLa2snbtWjo6Onj66af7FYa9Herr629osg4NDeUHP/gB27dvZ8+ePZSVlbFo0aIBQ3rNZjOHDx/G29ubUaNGYTKZ0Gg02NnZUV1dTW1tLcHBwTfMtZk+fTpVVVXs3buXgIAAQkND+6xvamriiy++oLy8nPDwcFpbW8nJyWHYsGE0NDRQW1vLvHnzaG1t5b333sPR0ZGFCxcyevTory3E32YW6+FuzGJSSsWueb35BywmoLCwMMLDwwkPD6ewsJBTp04xdepUhg8fztq1a5Vy/f7+/vfro5CXl8emTZuYMGECLi4uZGRk0NDQgEajQa1WYzAYlIeySqUiISGBpKQkgoKCWLNmDXV1dTcNWb58+TK7d+8GUD53XFwc48aNQ61Ws2XLFuzs7Hjqqafw9vZGp9Oh0+nQarV93tfV1VFWVsb196BVOFhxdXUlLCwMf39/5eXl5aWUPw8JCaG5uZmOjg7i4uIYPXo0Z8+epbi4mEGDBrFo0aIBZ2ZNTU1s3LiRpqYmHn/8cT799FNmzJjB1KlT78v3YOObo6WlhbVr19LZ2ckzzzxzV6Xxu7u7+fWvf33LgA8pJampqRw9ehQfHx8ee+yxfr9nayj+smXLSEhIYM+ePZw/f55Vq1Zx9uxZcnJyUKlUjBkzBn9/fwYPHtyvjFNnZyfvv/8+JpOJl156CVdXV6SUnD9/nkOHDqFSqQgICKCsrAxvb2+mTZvG8ePHaWtrY9y4cWRlZSlmsRkzZtDQ0EBeXh6lpaU899xzt9XefCBsPpdbcC8+F61Wy5EjR7h8+TL29va4ubkp/RVUKlUfs42zszPDhw8nPDwcFxcXtm7ditlsZuXKlfelyZZWq+Xtt99WfCEAYWFhjBgxgoSEBAoLC9m6dSsqlYqlS5dSWlpKeno6BoMBDw8PWltbb1gss7Ozk/T0dM6fP09zc7MiBCIjIwkJCaGiooLS0lLUajXOzs50dnbS3d1915/Fw8MDKaXy45gzZ04frUJKydGjRzl58iTDhw/Hx8eH1NRUjEYjKpWKyZMnD5h8WVtby6FDhygoKCAsLIzy8nImTZpEc3MzeXl5vPrqq7ddVcHGt4/m5mbWrl2LXq/nmWeeuaPW3b2prq7m/fffVwTCrSguLubzzz/HYDCwYMECpVx/d3c3b731Fk5OTsyfP5/8/HzS0tLw9fXF3t6+j1/UiqOjIw8//HC/rpc1NTV8+OGHhISE8PDDD/Pll19SVFSEv78/bW1tGAwGkpOTiYuLY8uWLRiNRnx8fKiqqiIgIID4+HilPH9XV5fSbGzx4sV3VGy3Nzbhcgvuh0O/urqaffv2UVZWRkBAAHFxcYpvACwzchcXFzo7O5UZv7u7Ox0dHahUKh555BGGDBlyx2qqlJKysjIyMjLIyMjAbDbj4uLCmDFjGDFihBL6bK1W7Orqil6vR6VS8dxzz+Hk5KSYpsDiCxk7dixhYWFcuXKFhoYGGhsbb1izrDd2dnYEBQXh6OiI2Wymu7ubjo4O2tra+tUX8/X1ZdiwYQQGBnLhwgUlRNJ6HD8/vz4/PHd3d5YtW9bHvCGl5NixY5w4cQJnZ2c6Ojrw9vamvb0do9FIYmIi06ZNw8vLi9bWVo4dO0Z6ejqOjo4EBgZSUlICWATZs88+y9tvv61UMbDx4NHU1MTatWvp7u7mmWeeISgo6K6PlZGRwRdffMErr7xyW6Zro9FIZWUlu3fvpr6+Hn9/fzw8PKiqqkKn0/Xb3t3dHZPJREdHBxMmTCAoKIiKigouXLigTEijoqJ47LHHcHR07Dcua9ixh4cHDQ0NhISEsGjRIrRaLZ9++ilCCKVbpYeHB83NzUgpcXZ2VioiR0VF3XPLDZtwuQX3K1pMSkl2djYHDx6kra2NQYMGUVZWho+PD76+vhQWFtLd3Y2Dg4PioO794LaG44aHhxMWFkZwcPANfQDNzc1kZGRw5coVmpublciroUOH9isbUVdXx5o1a5TKydbims7OzqxevZpPP/2U+vp65s+fT2ZmJoWFhcBXJiprslVYWBgBAQG4urri4uKCnZ0du3btoq6uTgkHbm5uVjQWlUqFv78/np6e1NTU0NLSQmhoKIsWLVJCO7ds2UJxcTGzZ88GLBE61h/X2LFjcXd359KlS0oxPz8/P8aNG8fQoUNxcHAgNTWVEydOIKUkPDyclStXotfrSUtLU3xc/v7+Sijz+PHjGTx4MKWlpWRmZtLY2IiUkr/7u78jIyODI0eO8NRTT9ky97+llJaWkpaWxrx58/okJTc2NrJ27VqMRiMrV6685/D+Q4cOcfr0aSVSTEpJR0cHzc3NNDU10dzcTEtLi/K+vb293zGs+7m5uZGcnExubi5FRUWsXr0ae3t73n//fZKTk5V7HyxBCBcuXODs2bMYDAaEEIwcOZJp06ahVqv58ssvyc3NBSy/L41GQ0pKCmPHjuXKlSvs2LGj3zj8/f0VgRISEnJfO1TahMstuFvh0t3djZSynxOvu7ub/fv3c/HiRQAmTZrEtGnTACgoKODatWvk5uZiMBiwt7cnJCSEyspKTCYTrq6utLa2ApabMyQkRPHdBAQEUFRUREZGBqWlpQBERkaSkJBAWloaAD/84Q/7ZJw3Nzfz0UcfAfDcc88p+RzWsviOjo5otVpSUlLw9vbm6tWrZGdnI4RArVYzbNgwJXGxtraW6upqampqqK6upq6urt81iYiIYPjw4QQHB+Ph4UFqaipnzpzBwcGBOXPmKD0vtFotGzdupK6ujocffpjExETAUv/I2g0QLAJ39uzZuLu7s2PHjj6zQDs7O7q7uxk6dCje3t6kpqYyfPhwHnnkEcxms6KRWbOTAwMD6e7uVgTNqFGjFG0vOTmZGTNm8M477yjX0ebc/3ZhbS1eX1+Ps7MzTz75JGFhYTQ0NLB27dr7amLetGkTLS0tjB49msuXL9Pc3Nwvr8vNzQ0vLy+8vb3x9PRU3nt5eVFRUcFnn32GyWRi9uzZ+Pr6smnTJiUlYP369dTU1PDjH/8YR0dHpJRK+H10dLRiUTh58mSffC6wmNe1Wi1CCB577DElr8V6X8NXScxxcXFfq5nXJlxuwd0IF7PZrGgDTz75ZB+HWFNTEx999BEqlYrg4GByc3Nxd3dn9uzZJCQkIITAaDRSVFTE1atXyc3NpaurC7AIlEmTJilmofLycqqqqvr4bry9vRkxYgQjRozAw8NDqbC6cuXKPuHN7e3tfPTRR+j1elauXImjo6Ni5mpsbKS4uLjPDWlFrVYr4cwdHR1oNBrlBgdwcXHBZDLR1dXFiBEjmDp1Kg4ODmzfvp3CwkKGDx9OXFwchw4dorW1lVGjRjFr1iwlG7ipqYkNGzag1Wp57LHHBqzvdObMGfbv36/87+7uzqxZs8jPzyczM7PfeGNiYtBoNGRnZxMSEoJWq6W1tRV/f39UKpXSKEkIQUREBN3d3eh0OkaMGMGxY8ewt7fnn//5nyksLGTjxo3MnDmTKVOm3NE9YePrxeoYT0lJ4fLly7S2tjJr1izFpHs/g2PeeOMNvL29KSoqIjg4mLCwMLy8vPq8bjb5aGtr480338TOzo7Ozk4lO//FF1+kqKiITZs2MWnSJNzc3CgtLaWkpESxYHh4eLB8+XICAgJoampSOs72xs/Pj8bGxn6lYhITE5k3b95tJXdKKWlqarqnUGSbcLkFd6u5WFuUjhw5ksWLFyszcusD/bnnnsPHx4eysjL27dtHdXU1YWFhzJs3r4+j0WQyUVxcTHp6OlevXkVKiVqtJi4ujvj4eCIjI2loaKCmpoaQkBBCQ0MVs5e1fMSoUaNYtGgRHR0dNDY2Ul1dzfHjx+nq6sLDw4O2trY+UW329vZIKZWsXVdXV7RaLTExMYwYMYJdu3ZhMBiws7PDaDQipSQuLo7x48ezd+9eWlpaePTRR/s4O6WUHDx4kNOnTwMWIfjwww/3yS+orq5m48aNmM1mVqxY0S+ssjdZWVl8/vnnfZItrUESVh/W9OnTaWhoIDs7u49pwlq+32w24+npqQRSZGZmcuXKFUVgvvTSS0oZHmvBzi1btlBYWMirr756x03fbHw9GI1G3nrrLZydnXnxxReVkvk1NTXY29vz/PPP3zfBYjAY+M1vfqNEZD3//PNK+ZXrMZvNGI1GDAYD3d3dyuv48eMUFhYya9Ys0tLS0Ol0ODk54efnR0VFRR+hoNFolDJKUkra29uRUuLp6an4D2+Fs7Mz8+bNw8PDQwlz7v3SaDTK+Lu7u8nOzubcuXPU1tby05/+9KZNBm+GTbjcgnvxuVjbBk+dOpXk5GTWrFlDY2Mjq1at6hMCaTabycjI4PDhw+h0OkaOHElKSkq/KqvWmUpnZyf29vZKJnt0dDRDhw4lJiYGBwcHmpqaqKurY//+/ej1evz9/WlqaurneHd3dycoKAhvb298fX3x8fHBx8eHS5cucfToUZYuXcr58+cpKyvD09OTyMhILl++DNDnod47RFij0fSrz2QymTh79izHjh1T4villCxatEipsFxcXMzmzZtxdHTkmWeewdfXV7k27dXVOLi44HidCm8VMFYTmJWgoCB0Oh3t7e0kJSVRUVFBRUVFv+8nOjqapKQkoqKiFO2yvr6e9evXK0mc7e3tZGRk4ODgwM9+9jM6Ojp4++23iYuL47HHHrv9m8HG14ZVk33mmWeIioqitrZWcd4bjUbGjBnDQw89dF/8CVVVVfz1r38FUKIo4asJC3yVY3W3z1CVSqXU6LMmItvb2yM7OzGYzVTU1Nz1sW+EWq1WrCbW/93c3O6o79T12ITLLbgX4SKlZNeuXVy+fBkfHx+lMN6NHMJ6vZ7jx49z9uxZNBoNU6dOJSkpqY+K3TtOf+LEieTn51NTUzNgPg2gRD9Z7b2ZmZlKr4rrwxnhq94RgwcPRgjB1atX8fX17Wci620Ouz6sGixhzgkJCTg5OZGWlkZdXR1xcXHMnz8ffVsbWz/8kJrcPELd3HDu7qYmJwdnoxE/e3vsOztx0OtxNRnxQGDX86NtF9Dp6oYmKAivuDikry8XSktosbdHFRBAQHQ013Jy+gQb9L6PY2JiSExMpLi4mMuXLyvjdnZ2Jj4+XtFgzp8/z969e3F3d2fx4sVs2LABgBEjRvDII49w/Phxjh07pjzMbHxz6PV6/vznPxMYGMjUqVPZvXs3zc3N2Nvbs2rVKq5cuUJaWhqxsbEsW7bsnptsWRvr+fv7U1dXh0aj6TMJlFJiNpsVzd9kMmE0Gu+omrGzszM+Pj5fFYBta0P78RqG1tZiJwSNJhONQItahc7BEeewULxiYmhWqShobkbl64va1ZWxY8dSWVlJdbWlXZUQgtDQUAYNGoSXlxdGo5Ha2lrKysqU37eHhwdeXl44ODhgNBp57LHH7jpqzCZcbsHdChfrw627u5s///nPaLVaJkyYwNy5c2+5b2NjIwcOHCAvLw9vb2/mzJlDZGQkZWVlZGdnU1JS0q/dqfVBeb1GERUVRVRUFIMGDeLEiRPk5eXdsCeLtXdEW1sbHh4eVFdXK1WHrTg6OvL0008THBxMY2MjaWlpXDp/HlV7O8bGRkR7OxqtDruODhy6unDqNuBiNOJulrgDHoDzDWaQHWYzrYBOo0Hv6EiXgwMN3QY6NHaYDQactVrc9XoCVCqC7ez6Hceo0WD28aFRrULn7EKHiws6F2c6XFxQBQTw6HPPEdRjcjx37hx79+5Vggvy8/MxGo24ubkRHx+v5Pi89NJLfPTRR4ogXbp0KUOGDOEvf/kLarWal19++a6TzGzcO9aS9C+++CLHjh1T6uGBxbwbHR2NnZ0dmZmZBAQEsHz58rvO24Cveri4uLig0+l4+OGH+xV3lFJSW1tLSUkJJSUllJaW9vkN+fj4KH1Upk2bhr29PTk5OZSVlSmljxwdHfFXqfA4dIiYklJLtQ+1im4XF1y69HgYjXiazfhIiecA91+72UyjNKO1d6BFrabd3h6H4CCahQq9qwtOoaFovL3p7OrC2dmZ0aNHM3bs2Ptq6rUJl1twt8Ll008/VZIFKysrcXNzU8qu3Cor2Gw2U19fz4ULF8jIyBgw4dDR0VHxdzz++OPExsaSmZnJ/v37lfyYYcOGUVVV1S9SZNy4cURHR/ezpe7du5dz5871Kxrp6upKW2sr9vX1mHJyCdd34d2uxVGvx11KPG7wcO2WkiaziVYJ7SoVOo2aTjt7ul2ccfQPwOzuRp1ej8rLC0d/f5auWMGQIUOUaK5jx47h7u7O0qVLkVKyfft2JbyzorwcJ5MJfUUF2uJi/IUgWGNHmKMjg5ycCFSrcblutmhSqRC+vrhGRWEXHEw9kvTKSrwGD2bSo4+SWVXF1dxc6uvrlYfHqFGj6OjoIDc3V6km/YMf/ID6+no2bdrErFmzmDRp0i3vBxv3H61Wy5///GdiY2NZunQpv/71r5FS8oMf/ICmpiby8vIoKChQ/G1CCOzs7FiwYAHDhw+/47yxgoICNm7c2Edr/7u/+ztcXV0VYVJaWtpHmHh7ezNo0CAGDRrE+fPnaWlpYcaMGXz55ZfMnj2b5ORkxcE/ZMgQlixZwuUjR6j405+IyC8AKdnV2UnpuLGE9ERNgiXKdPTo0WzdupWKoiJoakLV0oJdaxsRbm6oWlrorqnBVa/HG/BRqdBc93kN0kyD2UyLWoPB1RW1nx9qf38cQ4Jxi4jAIyqK+MmTse+VS3Mn2ITLLbhb4fLGf/0XbWYz5p4v1MHBQVGNH3/8caKjoxWzTWtrK5WVlZSVlVFcXDxgpIeV2NhYFi5ciLu7e5/ie0899RTh4eGcPHmSI0eOAJZwyLlz55KXl8eVK1cICAigvb1d6Vfi5+enxPxXVFTQ3NysnEe2tCAKCvBvacGjto4YwK1HU9CazZQKQatKhdnNDY/wcBz8/cHDg6LGBhqNRoLj45m5aBEXLlygsLAQOzs7HBwc+kW2gKUysZSSrq4uRo4cSXNzM6WlpURERBAaGkpubi4ajQaz2UxtbS3w1Y82Pz+flpYWamtrqaqqorKykrq6Oqqrq3ECgu3siPHwZIiPD5GuroTY2xOk0eBtNGJuakL0us/NQtDl5IjW1Y3LY0bT6umJvb098+bNY+fOnajVajQaDX5+fjz77LNKHs5rr712T7NhG3fH3r17OX/+PK+++iqtra2sX7+eiIgIVq1apWxj1SLy8vLIzs5WQuStBRxjY2OJjo7uk4w4EN3d3bzzzju0tLQgpcTLywuDwUBoaOiAwiQiIoKIiAjlvsjPz+eTTz5hxowZnDp1ioCAAFatWoVKpVK6Ty6ZMQP95s3YHT6CNJnY1tpCWlAQo+fO7RPh5ePj06fSh6+vr/K5rM34rMED1dXVlJaWYjJ0Y25ugsZGHLQ6HHU67Nrbce7swM3QjbeU+KpUOF1nDbBbv46YcePu6vt5YIWLECIMWAcEABJ4X0r5hhDiP4AXgfqeTX8hpdzTs8+/AM8DJuDHUsr9/Q58HXcrXD4fPIRYoMpkokajod3djXZ3dzq9vSEkBGd/fxwcHOjs7OwX8WFNTIyKimLw4MGEh4fT3d3N0aNHuXjxIo6OjsyYMYMxY8ag0+lYu3YtbW1tDBkyhKtXrxISEsLMmTPZt2+fEmY7evRoFi1ahNls5tq1a1y8eJGKigq6u7sxd3VhLijAuaIC/5ZWIozdBKstfh6jlJRKiS4kGJeRowifPYuLNTWUlZcrLYaNRiMnT54kLS0Ne3t7Zs2a1afwXXFxMfv27aOuro7w8HAMBgM1NTW4ubnR0dFxQ3/RQFjroFmz+q1alq+vL2PGjKG5uZlz587h6uqq+IyysrLIy8vrIzx9fX0JDwpiaEAAsZ6ehNo74K7vwlmnI7iyCq2rK4fnzAYhWLRoEbt27QJgzJgxXLx4kSlTpjBq1Cjefvtt4uPjWbp06R3fIzbunubmZt566y1GjhzJokWL2LRpE3l5eaxYseKm7Ylra2v55JNPaGtrUzQQlUpFeHg4MTExxMXFKUnMvbGa38BiNdBoNHR1deHg4MDgwYMVgTLQJMNsNvPee+8p5fTLy8tZuXIl7e3t5OTkkHvuHEOuXSM6vwBhMvFFSwufSjMzly/H29v7ngIDpJT99vfy8sLPz0+JHFOpVLS1tVFbU0NLZSWiqQn37m7cu7t5+uOPcb7N9s3X8yALlyAgSEp5SQjhBlwEHgEeB7RSyv+7bvuhwCZgPBAMHALipJQ3fbLdbZ7Lnx5/HIeqKrx0Orw6OglRqRTHNECzyUQlUG9vT6ubKwZfX9zj40mcPZvxEyfeMPyvtraWffv2UVJSgr+/P/PmzcPX15edO3dSWFjYJ2rL2dmZtrY25YcSGhpKW2srDVeu4FBain9rKyE6HeESZWzVJiPFGg31Xl7ogoMJTE7myVWr+sS7d3d3U19fT3BwMAUFBezZs4fm5mYSExOZM2fOgC2ZzWYzp0+f5vDhw0gp8fb2JiIigpqaGmpqau5L+9aB6O3U1+l0VFVVKRpOZWWlknipVquVbOWlvn7MysriXNJ4SqKi8PDwwMnJiYaGBkJDQ/H09CQ9PZ1Vq1ZRUlLC8ePHWbVq1W03mrJx72zfvp2rV6/yox/9CHd3d37zm99gNpv5xS9+cUtzl16v57PPPqOwsJDExERcXV0pKChQZv+enp7ExsYSGxtLREQEra2tvPPOOxbzcFsbEydOVELqraatG2GNlDx48KCicViFmr1ez+BrOcTm5aEymdjb0cFbtTUEjxnDrFmzsLe3v+2JlxACX19ftFptn6jQ8PBwkpKSiImJ4cSJE0pCtbVl+fXU1tZy4cIFrly5gsFg4Ec/+lG/Fuy3ywMrXK5HCLEDeAuYxMDC5V8ApJS/6fl/P/AfUsrTNzvu3Wouf/zjH/s0sjJ3d2OqqUFdXY1jUxPu7e34GQyESPDu5bPolpIqk4l6e3u6fH1wjRvMoEnJxM2YgW/Pw8vahfHAgQO0tLQQHx9PYGAgR48eZfr06Xh7e3P58mWKi4sxNjaiKijEvaaGIK22v3nLTkOpvQNtgYE4Dh/Gw6tXK5n4vW3Lrq6uePaYiYxGI52dnXR1ddHe3o6LiwuTJ09m2LBhuLi49AnJbG9vp7KykpKSEsVJ3hsPDw8MBgOdnZ3ExcXR2tqqmL7gq0AFa6tWq//p+p7fgNIls7egcnFxYdy4cYSHhxMcHIxKpeLUqVNKdnNbWxuVlZWKaS0nJ8fSVXBoAqF2duxZuACjnR0JCQlKO+ZXXnmFzZs3YzQaef755/n444+xs7PjBz/4gc25/zegtraWd999VymPUlFRwYcffkhUVBTPPPPMbR3DZDKxe/duLl++zLBhw3j44YfR6XTk5+eTn59PUVERRqMRtVqt3GfW+2r27NkcPHgQsNyfo0ePJjQ0lPb2dtra2mhpaaGxsZH29vYB/aUO3d0MLSggMvsq6u5uzjnY85/XctAMCuf//u//0Gg0XLx48YYai7Vd8e0IHgcHB/z8/PD19cXPzw+DwaCURJo8eTIzZswYMETbYDBQXFx8w1L/t8N3QrgIISKAE8Aw4GfAaqANuAD8vZSyWQjxFnBGSrmhZ58Pgb1Syq0DHO8l4CWA8PDwMdZyI3fCb37zmxu2+rXaT60zDFNrKx46HV4dHWhqalHX1uLdOYC2YzZRZ2eP3scHzaBBuMfH0+bmyrWmJkyAl4sLgZ2dVB87jktVFZEDmLdKHRxo8vFBP2gQmvAwRE+Ys7OzM9HR0TQ2NlJVVdVvjANcowHDfTUaDY6OjkpxvN7XQAhBTEwM8fHxODg4cOjQIaWKsqenp2K2EkKQmJhIZ2cneXl5REdH4+vry/nz5wGL0FKpVEquz/UEBQUxevRoTCYT+/btIzY2lscffxyVSkV7ezstLS1UVVVx6dKlfiHWZrOZL7/8EuO1a2wOH0RO/BCujBzZJ9w6JSWFqKgoPvzwQ+Li4khMTOTTTz9lzpw5TJw4ccDrZeP+8cknn1BeXs6Pf/xjnJyc2Lx5M7m5uTz99NNKj6DbQUpJWloahw8fJjw8nCeeeEKpFGE0GikpKeHUqVMUFxf32c/aYGsgrv892NvbYzAYcHJyQnR0sMzREcPWzzFrteT4+PDvV7O5ptXyi1/8goceeoiTJ0+i0+mUYqu9GT58ONHR0Zw4cWLAHkZWrFU0qqqqcHV1xcvLi6ampgGLZLq4uDBy5EjCwsLw9fXFy8vrvtUXe+CFixDCFTgO/I+UcpsQIgBowOKH+RUW09lzdyJcenO3/Vz+7//+D71ez5gxY5g4caJS2M5a3M76gLu+IjBYZhs+Pj74eXvTWlBAa/ZVukuKcWxqwk9vIBjwuU7bqTOZ8Fer+5i3SjV2tAYGYJ+QgG9SEk6enphMJiorKwcs7XL9GDw8PPDz8yM0NJTw8HA8PT2pq6ujsLCQ9vZ2YmNjaWtro7S0lKqqqj5Z8APlvjg6OuLn54e7uzs1NTV9TARWwsPDiYqKUhz8VVVVVFRUDNjbRQjB6NGjGTVqFN7e3uzevZusrCzlB27NbtbpdEpAwPVj6t3mGCzCsbW1lTfffJP/DQsnRaNh30Pz0fYyU6rVaoYPH05nZye5ubnMmTOHoqIiysrKeO211+46o9nGrSktLWXNmjWkpKQwefJkpJT89re/xWw288tf/vKujpmVlcUXX3yBp6cnK1asUMxAnZ2dvP3220gp6ezsVCI+e0+Yrk/gDQwMZPDgwcrD+r333sNNo8Hn9BmGFRUhdDo0U6fw79nZbDp1imHDhvGHP/yBkpISqqqqCA0NJTQ0lDNnzvQZ4+DBg1m0aBFbtmyhvLycoKAganqSKd3c3NBqtTfUdBwcHEhJSSEiIoLOzk6lInvvauNW1Gq1ouX4+voyfvz42yoXMxAPtHARQtgBXwL7pZR/GGB9BPCllHLY39os1trays6dOykqKiIqKopFixb1y3SVUvLFF19w5coVkpKSUKlUFBUVUV9ff0MfhNUOa2hqQlZUYldfj2tLC+5dXbQ7O9Pi7w+xMTiHhGA0GjGZTLflELze/GQ2m/up3VZ13KqSW4/r6OiIh4cHrq6uODk5KWNsbGykoqJC0TKMRuNtlauwYo0w02g0uLm5ERkZibe3N05OTjQ3NyuzPF9fXyVv4Ga+G0dHR8aOHUtERASenp5KOQyz2cyxY8dITU1FSomdnR0nT57kwsGDHIwbTENQIGnXNQpzcnLqozVZQ5f9/f2ZMWMGAQEBeHp6fm3d/L6PyJ5e883Nzfz4xz/Gzs6OsrIyPv74YyIjI1m5cuVdH7usrIzNmzcjhFCKXn755Zd9CsxmZmYSGhrK1atXAUvUlrXkkqurK8eOHaOuro7x48cze/ZsTh44QN3atQy+loODwYDrzJmkhobyw9/9LzqdjkceeYQnn3ySrKwsXF1dmT17NqGhobz55pt9xhYaGsrChQvZuHGjMoFzcHBg1KhRjBs3Dm9vbzo7O/nss88ULev6SZsVDw8PgoODCQ4OpqamhuzsbKXSgLXaelNTE/X19bS0tPDP//zP378kSmH51a4FmqSUP+21PEhKWd3z/u+AJCnlk0KIBOATvnLoHwZivw6HPsCGDRswGAyoVCoqKioQQjB58mSSk5P7VCY2mUxs2rSJoqIili9fTmxsLCaTiYKCAtLT05Ve8Ner27dCCKEICmsILdCvxtb1foubHcuafXyrbR0cHFCpVEphy9DQUJydnWloaOhTLVmtVhMcHIynpycdHR20trbS1NTU5xxWk5kQgtbW1n4Cr3e02ODBg/H09MTZ2ZnLly9TUFBASEgIw4YN49KlS9TXWwII/f39SUxMJCEhAWdnZyWLuqmpie3btyvneeedd3jCwZFXXV05Pn0atT09QIQQjB8/nsmTJ1NcXMyuXbsUwds7Wc7BwYHAwEACAgIIDAwkMDBQidKxcefk5uayefPmPs5oa5TYE088MWDFiTuhsbFReYBPnTpVaVHu6enJypUref3115XMfJVKxb/+67/2mTwYjUYOHTrEhbQ0EquqCL9wEQe9ntqwUHxefZWfvvkmR44cUXoJBQYGYjabmTBhAlOmTMHOzo4//OEP6HQ65ffu7u7OuHHjOHLkiFJTbPLkyQwfPnzAagO5ubls374dvV6vTJx6R4xZ64ldb3Lz8vKiublZySuzRqj2flbdKQ+ycJkMnAQyAevT6BfAcmAkFrNYCfCDXsLml8BzgBH4qZRy763Oc7dmsV/96lc3FAZ2dnbKDN/e3h6NRkNtbS0Gg4GAgACMRiMdHR39bgArKpVKCYe0lpjQ6/U4OTnx6KOPEhoa2iduX0rJyZMnOXr0KGDJb6mvr+epp56ioKCAs2fPKj8aFxcXJk2aREBAAFqtlra2Ntra2hRnZVtbm5KrYu1Wl5CQoJQC12g0XLhwgT179hAWFsby5ctpaGhg06ZNykzfzs6OadOmkZycPODM3hqs0NzcrGhEZrNZKYdhb2+vFNwzmUyUlJTQ0NCAu7s7AQEBSsFAq3NV9jRCshYRvF0KCgrYsnEjB4cm4OjszP7585A99mgHBwd+/vOfo1arlRyGMWPGkJeXh52dHRMnTqS2tpaamhpqa2v79LHx9fXtI3SCgoLu2vTwfcEazms0GnnllVeUSYXVJGbtrXKv6HQ6Nm/erGjcZrOZF198EZPJpLSngK9C+/uMsauL5s2bqXv3PWhpoTowkMxhCVQ6O/P222+jVqv5yU9+gkqlQqVSERcXx5w5c5RIzM8//5ysrCzleGq1Gm9vb+rr61GpVMyZM4fx48ffUhs2mUx88cUXyrEcHBzQ6/WK/wcsmndUVBROTk6kp6f3s3C4uroSGxtLSkrKgNGft8ONhMu3fmolpUwFBrrKe26yz/8A//O1DaoHIQRubm59osV6Y01wGghrXkpvrLMnq+mlra1NETxubm6KjTQ5OVnpyWKlra2Nzz//nLKyMsDSEOvcuXOMHj2a3NxcLly4QFJSEnPnzqW6upovv/ySAwcOEBUVxUMPPaT0UumNyWSiurqajIwMsrKyKCwsxN3dneHDh2MwGDh//jxxcXHMnDmTDRs2KF0j1Wo106ZNY/LkyTf9gQwZMoS4uDgOHz7MmTNnlOKA119jjUajvJycnGhra6Ozs1NpE2utp1ZTU0NHRweenp74+flRWVmpmMXq6+uVigYBAQEMGjSIK1eu0NHRQUxMDMNGjuRXRcW8GRhITF4++UMs0TN6vZ6jR4+SkpJCbGwsSUlJnD17lkmTJpGWlobJZGLBggXAV+XLrWHXtbW1FBcXc+XKFcBi6vzpT39qEzA3ITMzk7q6OpYtW6YIkYKCAoxGI2FhYfctSs/FxYXBgwcr1YmDgoIIDAzkwIEDfbabNWuW8t6s19Py6Wc0vv8+xvp67MaOYb+XF1fNZnZ88QWVlZWkpKTwyCOPKMmP17cMz8vL6yNYwPI7q6+vx9fXl1WrVvUrZHsj1Go1S5cuJSkpic2bN6PT6VCpVBgMBkUoq1QqpTdTeHg4ZWVlhIaGMmbMGFJTU2lsbOTy5cskJyfftXC5Ed96zeVvxd2axaympqamJo4cOUJBQYHSHW6g2fOtorPAcuN7e3vj7e2Ng4MDra2tVFRUKA7rkJAQZSYcFBREQ0MDu3btoqurCyGEUnTRZDIRERFBRkYGycnJzJo1S3nYm81mLly4wJEjRzAajUyePJnJkyff0JRjNBrJzc0lPT1dcRA6Ojri7OzcJ6Jl7NixzJs377YeAlVVVUqdKGspcqsWYsXqePT391dera2tHDhwADc3N1asWNGnsvKpU6c4evQoLi4uxMXFcfHiReLj41myZAm1tbVcuXKF7OxsdDpdn/I33t7e/OxnP2NdbCxD1Rr2LlyAvpdW6ObmpmR6Hz58mLa2Nvz8/KitreW111676QPBGvq6Y8cOHn300QEFuY3+JfWt9+r69espKipi0aJFjB49+r6cq62tjbfeeguTyYSjoyMdHR2Eh4f3KYXv7OzMz3/+c8wGA62ff07Du+9hrK3Fedw4/H78I77Iz+eDDz7gxIkTuLi4MHv2bIYNG6Zo2klJScybN085p16v53//938HtHRMnDiR2bNn37XvTkrJ/v37OXv2LNA3AMHHx4eoqCiys7OVyaq3tzd6vV55prz44ot33a7ggTWL/a24l8KVLS0tlJaWUlZWRlFRUZ8ZuKOjI3q9vt8NZVXF3d3dWbBggZII2dTU1Od1fetUa+a6wWAY8JgTJkygvb2dzMxMoqOjKSwsVDrfDXTjtre3c+DAAbKysvD29uahhx66YZin0Wjk888/JycnR1HBe3/OhQsXEh8ff8sQx9raWo4dO0ZOTg5OTk4kJyczfvx4xbZsNBqpr6+nrq6uz6u3hmi1MwshGDNmDEOGDMHf3x8XFxeqq6vZtm0bDQ0Nymxt6NChLFmyRAliKCoq4syZM0o7Z4CDBw9Sdf48O6OiKYmK4uL4cUqoqIODg+Kzsfa3sYZ+jhw5kocffvimn1lKyeuvv05ERATLli276bbfV6wl9XuHGnd2dvL73/8eKSX/8A//cN9m159++ik5PZW1X3zxRfLz85VySlY/yOjRo1m4YAFlq1bTcf48TqNH4/fjH+GclMSePXt47rnnqKurY9q0acycORMppfK7UKvV/PSnP+0z6fjDH/4w4O/ZWjPwfmD1J1lD/3sH4yxZsoTLly9z7do1ZfvY2FimT5/ep7fUnWITLrfgboXLRx99RHl5OWD5AsPDwwkPD8fOzo6LFy/2awPs6enJsGHDaGtro7CwUIlJV6lUSjtj68vFxYXu7m4lrLmuro7S0lIl1Pl6BgoLDgoKYtSoUQQHBxMQEHBDzaSoqIjdu3fT1NREQkICc+fO7RNqq9PpWLNmTb/QZrVazaBBg6iqqqKrqws3NzelQ6ZVo7BSX1/PsWPHuHr1Kg4ODkycOJEJEybcdpRKV1dXH2FjLTPe+x52cXHB398fX19f6uvrKSkpUcyMCQkJLFmyRBF+RqOR3/3ud0ph0BkzZrB48WL+3tuHpfb2HJw7lxbvr8yPTk5OBAQEYDAYqKur6xOlM2HCBCZMmHDTarM7duzg2rVrig/HxldYS+oHBATwzDPPKBOhixcv8uWXX+Lv788Pf/jD+3KuvLw8Nm3aBMD06dNJSkrio48+oqWlpY8Z++WXX8bu8GFq/+tXBPzb/8Nr+XI6Ozv593//d15//XVcXV1ZsmQJkZGRBAcHM3/+fLRaLVu2bAEsxWOXLl2Kt7c3n376aZ+HOlieBU8//fQ9dYG8EampqRw9enTAIKGYmBgaGxtpaWlBpVJhMplsGfpfJ3crXKwJf+Hh4fj7+9PV1UVmZiaXLl2itrYWtVqNnZ0dXV1duLq6Ku1O58+fz/Dhw5XkroCAAOzs7Kiuru5jqgkKCkKtVtPS0kJlZeUNs3UHEizWrnbWh6AQAn9/f8W+bP3bW2NIS0vj5MmTqNVqZs6cyciRIzl79izHjx/vd/zIyEgee+wxnJycFLNZRkYGBQUFSCkJDQ1l5MiRBAUFcebMGTIzM7G3t1cexPfD99DR0cGmTZuoqKggJiYGFxcXResZKETTx8eHKVOmEBQUhI+PD59//jkFBQV0d3czefJkSkpK+LuXXuLwkHg6vb05mjITdS9tsbezdCC8vb2Jj49n2LBhBAQE9NEWc3Jy2LJlS79W1Da+arj3wgsv9Kkm/te//pWqqiqmT5/OtGnT7vk83d3dvPXWW7S3txMYGMjq1avZtGkTZWVlLF26lM8++0zZ9un58zH+8BWcRowg7EOL+euFF16goKCA0aNHM2fOHLy9vZk1axYjR45ESsm7776L0Whk5syZ7N69G7PZTEhISL8ETU9PT15++eW7Dv+9Haqqqti4cWO/gKHRo0czdepU/vrXv2Jvb8+kSZMYM2bMXZ/HJlxuwb02CyspKeHy5ctcvXoVk8mkaAzDhw/HwcGBrKwsjh49qjQ4MhgMDB48mIULF3LmzBnS0tKYMWMGycnJ5Ofnk5GRQVlZWR/fjFqtxsXFhba2NiWk0NnZmUGDBtHZ2UlVVdVNH3zW6JXrkwzd3d3x9/cnJCSEQYMG4ejoyOHDhyksLOw367GG4s6bN48xY8bc0NSWmZnJxYsXFX+MEIKhQ4cyb96823ZY3i5Go5Fdu3Zx5coVRo4cycKFCxFC0NLSQl1dHRUVFVy5cqWfSUKlUhEWFoa1MoOjoyPLli1j3rx5JLW180svL04nJ1M+yNKiOSYmhsLCQh599FFcXV2prKzkxIkTSpvo67FWVo6OjiYhIQEPDw9ef/11xo0bd1v9fr4v6HQ6/vznPxMdHc3jjz+uLG9qalJyQX7wgx8olb3vhUOHDpGWloZKpeKll17i1KlTXLlyhUcffZTm5maOHTsGWL67pKPHCK6rI3DLZn755z/z7rvvEhwczKxZs5Ris4888ogSsWltef7YY48xdOhQioqK2LJlS7/fpL29PT//+c+/tlD1pqYmUlNTycjIACz5M9e3Vfbz82PWrFls3ryZuLg4nnjiibv299iEyy2421DkU6dOcfHiRZqbm3FwcCAxMZFRo0YR1JMr0RuTycTly5c5duyYEuNub2/PQw89RFZWFvn5+X1aqvr7+zN48GBCQkLo7OykoqKC+vp63NzcyM7OJiIigieeeAJHR0elBwVYypYMHTqUlpYWysrKqK6upqGhgba2tttObrRqXFZ/kTVZy9/fn2XLluHn53fDfVtaWjhx4gQZGRlKob2Wlhb0ev1NzWb3gpSSo0ePcvLkSYKCghg7diw6nY6WlhZaW1tpbm6+ZfKllYqKCj764AN2D03A18GBfQsewtSr/7jZbMbPz0/JnamoqECtViOlJCYmhq6uLlpaWtDpdH00TWswRnt7O6+99pot8bKHffv2ce7cOV555ZU+94RVm3F1deVnP/vZPV+v+vp63nnnHaSUpKSkoNfrSU1NZebMmUyePJk//OEPSvj9HHd3PN97n/TE4fznlSvk5+czffp0JkyYgL29PSEhIbzwwgvKsQ0GA2+++SZeXl6sWLFC6TQ70PP16yp+WldXx8mTJ8nOzlZqoSUnJ+Pp6YnBYGDz5s19NCi1Ws2IESPIzs7mxRdfvGvz3AMbivxtRghBaWkp7u7uTJ8+nfj4+JsmI6nVasaOHcuIESM4e/YsJ06cQK/Xs337dmWb1tZWRo0axaRJk/p92dHR0Zw+fZrTp08rEVAajQadTqfYeXvXvbKW87di7SlTUVFBeXk5FRUVfSoVOzo6Wnp4S0l3d7cy47I6tceNG8ecOXNuOONqa2vj5MmTXLp0CSEEY8eOZfLkybi5uWE0GsnLyyM9PZ20tDRSU1MVs1lCQsIt+2yA5aGu1WppaWnp82ptbVX+AlRXVyul852dnfH09FTKddjZ2XHhwgU6OjqU7HsvLy/MZjOtra2EhISwfPlyMjMz+besLNaGhjHk2jWyhw9HSsmQIUOUsv5WJ3/vLP68vLwbjt+ak9Pc3ExjY+N9Fa4PKi0tLVy4cIGRI0f2uR5SSmVyYm3FfS9IKdm5cydSSoKCghTtfPTo0UyePJlr164pgsXOYMBr6+fYDxnCPgcHcnNzWbZsGZMmTVKqj19fOPPUqVNotVpGjx7NW2+9hU6n61cyxkppaSnh4eH3rbZXZWUlJ0+eJDc3F3t7eyZOnMjEiRP7WAjs7e1ZuXIleXl5bNu2Db1ej8lk4tKlSyQmJvarKnI/sAmXe+SJJ564bees2WymtLSUa9eukZub2+/Gs5q9srOzGTduHAaDgdLSUgoLC5VyMWCxmS5YsACVSkV3dzfvv/8+RqNRualuhDUL3hpUAJYHXnV1NRUVFcrLaj5Sq9WKWezJJ5+8YeVUrVZLamoqFy5cQErJqFGjmDJlSh/ntkajYejQoQwdOlQxm6Wnp/Pll1+yd+9e4uPjFW3GKiwGEh7Xax4uLi54enoSFBTEkCFD8PT0RK/Xc+LECezs7Hjqqaf6RcJMmzaNDRs2UFxcrESPtba2otFoqK6uJjIykr/85S9MnDiRNAFJ13IoiY5G5+yMTqdj1apVrF27FrVazerVqxFCsHbtWsX08Oyzz+Lp6UlpaSnFxcWUlZUpeQ/WQIzc3FybcMGinQghmD59ep/l5eXlSkh6XFzcPZ8nPT1dSZgcPXo0e/bsITY2VslROnHihKKdj7iSiWxuRv/P/8SWxx5j5syZ/PSnPyUnJ4fW1lZmzZrVx1fS3t5OWloaTk5OnDhxguDgYKVrJXyV3GhnZ0dMTAzHjh2jqKiIJUuW3HW7YSklpaWlnDx5kqKiIhwdHZk2bRpJSUk39WXGxcXx85//nO3btyvVv69cuUJCQsJ9uc69sZnFergXn8vN6O7upqioyNIsKDeXzs5ONBoNMTExShKhyWRi//79SnJV71malFKJyIqKiiI6OlpxFHd3d/PRRx9RU1NzR2XIb0VbW5siaPR6PdOnTx+wSKNOpyMtLY3z589jMpkYOXIkU6dOve1ZkJSS6upq0tPTycrKGjD3x9oCwJoMaX1v/f9GmmJ9fT2ffPIJOp2OJUuWDFgy5Le//W2fcOqQkBAqKysV7W/BggVcOnCA/bFxVIeGcKanzXFiYiLR0dFs376dUaNGsWjRIqUXiLWUhlX7U6lUhIaG4u3tTXp6ujJbDQ4O5vnnn7+t6/Rdpa6ujnfeeUcpqd+bXbt2kZ6ejhCCf/qnf+rzPXd3d1NeXk5ERMRtzf47Ojp44403MBgMJCUlcenSJXx9fVm9erXS137Lli2o1Wq8amqYeegwnitXsvTLXeTm5nL16lWam5vZsmUL7u7u/PSnP1V+ox0dHXz00Uc0Njbi5OTE7NmzycvLIycnB/iqFh3AwoULGTNmDBkZGezZsweVSsWiRYsYOnTobV8zKSUFBQWcPHmS8vJyXFxcmDhxImPHjr3j4ICKigo++eQTOjs7eeaZZ/pYOe4Em1nsb0hXVxf5+fnk5OSQn59Pd3e30sluyJAhREdHKxFaLS0tFBYWYjablRmOVeCrVCoefvhhhg4d2u8hajAY2LBhAzU1Nbi6uvLkk0/et/G7u7srWsZAdHZ2curUKc6ePYvRaCQxMZGpU6fecSijEEIprjdnzhzy8/OVDPveBSfvBj8/P55//nk2bdrEli1bmDt3LhMmTOizzYgRIzh37pwSpGC9xqdOnWLChAm8+uqrPHPmDOu1Wp4rK6dkSCM1Pj5cuXJFqTt27tw5amtraW9vV8yIBoOBiIgIJkyYQEREhGI+S09PVzSviooKOjo6lNLv30cOHz6Mg4MDkydP7rO8u7ub7OxspezQ9fd+amoqJ06cwNPTk0mTJjFy5Mib3id79uzBYDDg6+tLVlYWLi4urFixQjEBHz9+HE9PT9oaGxlz7jwmb2+22mk4ffo0GzZswMPDQykJs2TJEoQQmM1mLl68yKFDhzAYDAQGBrJq1Sr27dunCBZrEVeVSqW0hwDLfRcWFsa2bdv47LPPGDVqFPPmzRuwhpgVKSXXrl3j5MmT1NTU4O7uzvz58xk1atRd1wULDQ3l5z//Ofn5+XctWG6GTbjcJ7RaLbm5ueTk5FBUVITZbMbV1ZXExETi4+OJiIhArVbT1dVFUVGRYuqyRlO5ubkRHx9PVFQURqORvXv30t3dzRdffEFTUxNTpkxRfkB6vV7pdQEW09y9FJ67Xbq6ujh9+jRnzpzBYDAwbNgwpk2bdl/MOxqNhvj4+Pswyq9wdXVl9erVbNu2jf3799Pc3MzcuXOV2e64ceM4d+6cUqizsrISJycntFotBQUFjBkzhrlz5/LW5s08Ej+U4efOUzt3DlKlUiJxwBLyGR4ezvTp0ykqKiI7O1tZZp1NqtVqHB0d6erqYtCgQZSWlnLu3Ll+5qDvC2VlZeTl5TFz5sx+Zpzc3FxFo7zeVCOlJDMzU8nZ2r17NydOnGDixImMGTOm3wO6rKxMKX9irR6+evVqxR+Rl5dHTU0NI0eOxHAyFY+2NppefYV/+qd/YuHChaxYsYJt27ZhMBiIjIxk0KBBlJWVsWfPHmpra5U6eCtXrmTv3r1KqR+wtNi2+jStEYxWvL29efbZZ5Uq3dZQ6OsDgUwmE1lZWaSmptLQ0IC3tzeLFy8mMTHxvuRKCSHuuznMik243CPnzp0jOztbqenl5eVFUlIS8fHxhIaGKg+tkydPUlhYSGVlpVLuPSIignHjxilNsnrffImJiWzcuJHi4mJOnDjB+fPnmT17NkOGDOGTTz6hoqICsJQIDw0N/Vo/o16v5+zZs5w+fZquri7i4+OZPn36XZeL+FtiZ2fHY489xsGDBzlz5gwtLS0sXboUe3t7fH198fX1paGhQfFfxcTEcO3aNdLS0li5ciVjx47l3Llz/Ka6it+bAogsKqIoJkYJ6Y6KikKr1VJbW0tYWBjDhg1TOl7u37+fRx55RBlLaGgoBQUFeHh4IITg7NmzTJky5XuXUCml5PDhw7i6upKUlNRv/ZUrVxQt/vrM9aqqKpqbm1m8eDEjR46kuLiYkydPcuDAAVJTU0lKSmL8+PE4OjpiMpnYutXSxsnDw4P29naeeeYZZTJk1Vq8vLzoLi4m/upVSsPD+fVnn2FnZ8e7775LbW2tYq6ePn0627ZtIzMzE3d3dyZPnkxqaiqzZ89m+/bt5OfnK+McPHgwubm5gCXBdqAwarVarTSk2759Ox988AEpKSlMnDhR0XTT0tJoaWnB39+fpUuXMnTo0PsWCPB1Y/O59HC3Ppf169ej0+kYMmQI8fHx+Pn50dzcrGgmxcXFirkkJCSEqKgooqKibrsI38GDBzl16pTyv7UkvqOjI66urrz00ku3ZTqyzs6t/Vtu9df6vrKyklOnTtHZ2cngwYOZNm3agGHWDwLnzp1j3759BAYGsnz5ctzc3EhNTeXw4cNK4EJERAQlJSXAV71crCGsW4fEE6lWs2fRQrrt7RUNZPDgwZSXl+Pg4MALL7xAW1sb77//PlLKPkmB6enp7NixA1dXV/z8/CguLlaaYX2fsGbIP/TQQ4wbN67POq1Wyx/+8Afc3NxwcnLi5Zdf7rN+3759XLhwgX/4h3/oE2FYXl7OyZMnyc/Px8HBgXHjxtHd3c3Zs2cVQbV06VIlkKX3OBYtWEDH3/89rs0tvDU4jg+3buWDDz7g+eefZ926dRQXFxMQEEBzczMmk4nk5GSSk5P5+OOP0ev1ODg49KnEERgYSG1tLQ4ODtjZ2fHqq6/e0h/S0dHBrl27yMnJISwsjObmZrRaLSEhIUyZMoW4uLhvbei6Lc/lFtytcLFWPi4uLlYEijUk1tPTU3HCR0ZG3nVG+v79+5WOdb0z/v39/ZXii7cjNO6WmJgYpk+f3idz+kElLy+PrVu34uzszIoVKwB45513BtzW09OTESNGcPz4cfbv30/L5ct8NiiCgrg4Gh5eTGVlJWPHjuX8+fNERUVRUlJCeHg4Tz/9NKdPn+bw4cN4eHjwk5/8BCEEBoOB3/zmNwA8+uijbN++HbVazauvvtqvyvV3FWtJ/e7ubl599dV+E6zTp08rlYmnTJnCzJkz++z7xz/+kdDQUJ544okBj19dXU1qaqrS6MvK7NmzSU5OVv6XUvLhhx+i0+lY7OhI1x//xLHhw/j73buZNGkSBw4coKioiA0bNij7xMXFMXfuXLy9vbl8+TI7d+7sV2PPzs4OZ2dnDAYDnZ2dSkLl7SCl5NKlSxw6dIjAwECmTJlCZGTkt1aoWLE59L8mPvvsM0UddnBwIDIykkmTJhEdHY2Xl9d9uTHmzJmDVqtVnJFtbW14eHjg5uamNArr/ff6Zdevv9nf65e5uLjcNGHyQSMuLo5nn32WTz75hA8++GBAoRsREUFpaSnt7e1KdM+CBQv4dUYGB4HZ+fk0VVbi5uZGSUkJM2fO5MiRI4SEhFBSUsKePXtYsGABWVlZ1NbWcuLECaZNm6b0p+nu7kbTk5QppWTPnj2sWLHiW/8QuR9kZWVRV1fH0qVLB9Tcr1y5olSfuN4kVlpailar7aN9XE9QUBCPPfYYb775Zp9q3Q0NDTQ1NSlBJ1YT9aJJk+j4h59T7+/P65cvA5aSM1JKDh48qGi0Dz/8MCNHjgQsARtWAWi1Sli3Cw0NpaSkBLVaTUxMzB35Ea1FWO+lFMu3iTsWLkKIf5JS/u/XMZgHkdDQUMXcFRIS8rXYQ4UQPPzww2i1WkpKSvD39+fFF1+0dTq8S4KCgnjhhRc4fPgwLi4u6PV6Lvc8WMBiopBSYjKZuHDhAkOHDuXMmTPMnDmT/9y7l6mDhxBx5Ahef/wjO3buRK/XM3v2bA4ePIiPjw+XLl3C39+fp59+mj/+8Y8cP36cUaNGKWV2KisrKSoqIjo6moqKCgoKCsjOzr7pQ/O7gMlk4ujRowQGBpKQkNBvvbXpWlBQEM7Ozv005aysLOzt7W/pgO5ddigqKgpPT08yMjJIT09n2LBhTJo0iePHj+Ph4YHfjp20dnez3tWFwsJCfve73xEREUF6erqSpxIREaEIFrPZzPr16+nq6lKsBlbzaWRkJMXFxYpp/KGHHvpeTBhuxC2fhEKIT3u9PgNeuNU+3yemTp3KtGnTCAsL+1odbRqNhieeeILx48ezbNkym2C5Rzw8PFiyZAlz585VCiJaAxTq6upwdXXF1dVVaYhmNpuZPHkyjn5+vNfaSmBNLY379jNq1ChOnTrFoEGDmDNnDo2Njbi6urJv3z5qamqYN28eUkrFvBITEwNYzHOxsbF0dnbi7+/Pvn37btrj57vAhQsXaGlpISUlZcCHbkZGBiqVStFaev+eTCYTV69eZciQITeNjNTr9ezZY+kjGBgYyJNPPsmiRYv4yU9+QlJSEjk5Obz77rtUVFQw1mxGe/Agl2Ki2XjkCJGRkfzsZz+ju7ubgwcPKsdcsmQJYJl0rFmzRin3YzKZ8PLyorOzEzc3NyoqKvD396e+vp4pU6Z8b0ydN+J2noZtUsrHe16PAYe+7kHdD4QQ84QQuUKIAiHEP3/T47kfODo6Mn/+/O+UmerbgIeHB2FhYX3qrrm6utLR0aE49N3d3XF2dmb+/Pl8VFlBlUaD+7bPmTVtGm5ubnzxxRdKQUqtVouDgwOfffYZkZGRBAYGUl9fz+nTp5VGYe3t7YSFhQGW6tIdHR0cOvRA/LTuCmvVhIiIiAH7BZnNZjIzMwkNDaWrq6ufSaygoICurq5banfr169XWmU//fTTiiByc3Nj7ty5/OQnP8Hd3R1NdzdO6zfQ7uPDb3NyMJlMvPbaa6jVao4fP05HR4cSpuvm5kZNTQ1//etflShNk8mEj4+P0jfF2dkZtVqNXq/Hx8enj3/n+8rtCJfr2wX/8usYyP1ECKEG3gbmA0OB5UKI20+DtfG9IyEhgaamJsUUU1dXh9lsxtPTk7NnzxIfH09LSwuDBg1icEIC/1lehmu7lsI/vcGiRYtoaGjg2LFjTJgwgXnz5im1mz755BOlh8yhQ4dwcHBQZuSNjY0EBgZSXV3NhAkTuHTpklKh+bvGmTNn6OjouKHWUlRUhFarxdnZGZVK1U8AZWVlKf3gb0RGRgaVlZUIIXj++ecHbCxmbTr3UFMzTl1dfOLpwbWefJu4uDhaWlqU6EwpJWPHjiUnJ4cPP/ywT4M+d3d3pXxTVFQUtbW1REZG0trayoIFC2yWBW5DuEgpiwGEEL49/zfdfI9vBeOBAillkZTSAGwGbt4q0Mb3GmtEjzUfwWw2Y29vj7OzMw0NDbi7uytVFBYsWMCZzk7OA2zdyiB3d8U8VlFRQVJSEvPnz8dkMtHc3MyePXuYNGkSZrOZXbt2KeVxCgsLiYuLo7y8nPHjx+Ph4cGXX35525WrHxR0Oh2nTp1iyJAhN8zJysjIwMnJiYaGBqXtgxWDwUBubi5Dhw69Yfh+V1cXO3bsAOCRRx65YWLv8ePHCevowPHoUXhoPu8fPUpoaCgTJkzg4sWLvPXWW0gp8fX1xd3dHS8vL7Zt29an0Z6joyNRUVG0tbXh7+9PYWEhQ4cOJTc3l8TERFuvnh7uxEnw0dc2ivtPCFDe6/+KnmV9EEK8JIS4IIS4YC0KaeP7iZubm5LjYi0maDQaFf9LQUEBbm5uODo64u7uzqRJk/h/RYVgNFL2P79WOnfu2LEDo9HI+PHjeeihhwAoKSmhvb0dOzs7cnNzCQgIACA/P5+4uDilCOGCBQtoaGggLS3tG7sOXwepqal0d3f3CSvujV6vJycnh5iYGBoaGvqZxKxFXocPHz7g/mazmbfffhspJVFRUYrp8XpKSkooLypi/IWLaAID+fuLFzEYDDzyyCNoNBqio6OVFgkNDQ0EBgayc+dOVCoVPj4+tLW1oVKpWLx4Menp6djZ2dHR0YGvry86nQ57e/t+NdK+z9yJcPnOhT1IKd+XUo6VUo61+TFsJCQk0NjYqISPms1mjEajEgU0aNAg2tvbMRqNPPTQQ7S5uPBpZyeG/fsx5+SwePFiGhoaOHr0KGApL2Otupuens6gQYMAlEgmrVaLi4sLrq6uioM/ISGBkydP9msn/aDS0tLC+fPnGTFixA19hVevXsVoNColWa6PBsvKysLd3Z3w8HBlmVUISCnZunUrWq1WqYJ9I44fP87wwiLUlZUUz57FvuPHWbRoEb6+vri4WKLFoG/QRXl5OUFBQUpZl1WrVvHFF18AFi23s7OTxMRESktLmTlz5n1vhPcgcyfC5UHKtqwEwnr9H9qzzIaNGxIfHz+gP8BgMCiJq9ae5KGhocyePZs/lJXRqlZT+V+/IioyktGjR3P69GnF8Tt27FhFwBQUFGBnZ6eEuIJlNh0bG0tBQQEmk4l58+ZhZ2fH7t27B2w09aBx/PhxgJvWUMvIyMDHx4fa2lq8vb379DHq7OykoKCAhIQEhBCYTCZ27drFf//3f/OHP/yBt956S+lNP2fOnBu2AS8tLaXxyhXiMjJwSJnJ03/6E4GBgUolcWsvl+TkZBoaGggNDUWlUuHg4KBUbJg6dSpHjx7FYDAQHh5OeXk506ZN4+zZs4SEhHxn8lPuF99VzeU8ECuEiBRC2ANPAju/4THZ+Jbj4uJCVFQUubm5fXrAFBYWMnz4cIqLi3F2dsbJyYnGxkZmzJhBQMQgXq+rpTs7m9adO5kzZw7u7u6KeQwsAsZa5sR6XKsQKywsZPDgwUrvHldXV2bNmkVJSQnp6el/2wtwn6mrqyMjI0PxJw1ES0sLpaWlJCQkUFpa2k9ruXbtGmazmeHDh6PX69m0aROXLl1i5MiReHl59UmU3L17N7/+9a9588032bJlC0eOHCE7O5v6+nqOHzvG+IuXUDs58X9NTTQ1NfHwww8rSbRSSpydnQkPD1e6iFrrz4GlWoM1adbV1ZWqqiqio6NpbW2lo6ND6a9k4yvu5Gr8y9c2ivuMlNIIvAbsB64Bn0ops7/ZUdl4EEhISKC5ubmPCcZoNBIYGIjJZMLDw4Ouri4aGxuV0ONtjY0UqtXU/t/raLqNSvSY1TwGMGPGDMDSadTa7wUswiUyMhKNRqMUOhw9ejTh4eEcPHhQ6QXyIHLkyBHs7e1vWjvNam5yd3fHZDINaBLz8fHBxcWFNWvWUFRUxKJFixg5cqSiHWo0Gn7wgx/w+OOPM23aNAIDA2loaCA1NZWtW7fyl7/8BQ4fxqemhrTYWN7ZvJmUlBRGjx5NQUGBcq4ZM2aQlZWFRqOhubkZlUpFZU8lhhUrVrB3717AUonDwcGBpKQkLl68yLhx4x7YentfJ7ctXKSUWUIIByHECiHEL4QQ/2Z9fZ0DvFuklHuklHFSymgp5fXh1DZsDMiQIUNQqVR0dXX1WZ6dnc3gwYNpampSZrvWBmmjx4zhl8VFmBsaaHzvPaKjo/uZx5ycnHB1daWlpUXp6wEWs09rayuRkZHk5eUhpUQIwcKFC9Hr9UqZkQeN8vJycnNzSU5OvmHPGmsr44iICCorK3FwcOgj1Nvb2ykuLiYyMpIPP/yQpqYmVqxYQWhoKJs3b1YE9OLFiwkMDFSqdT/22GO8+uqr/OIXv+AHP/gBoS4ujEjPoCU0lL/fuwc/Pz/Gjx9PdXW1UhfMwcEBnU5Hdna2onFaj7906VI2bdqE2Wxm0KBBNDY2smjRIo4ePYqrq+sNAxW+79ypHrcDS0ivEdD1etmw8Z3AycmJ6OhoioqKlBkzWGz2Y8eORa/XY29vj729PQUFBcyYMYMZM2aQJyWHzWYa16zBUFqqmMe++OILJR/C6ig2Go19QmqLi4uVHAtr1KKfnx+TJ0/mypUriqP5QUFKyaFDh3BxcenXoK03FRUVNDU1kZiYSH5+PtHR0X2ui7UNb0ZGBmazmdWrV+Pm5sbatWsxmUxIKQkJCblhFJm1bXHogQPYmc18ERRIW1sb//Ef/zFgHsqxY8cUgWJNiHR3dyctLY3m5mZ8fX0pLS0lKSmJlpYWqqurmTdv3h13gPy+cKfCJVRK+YSU8ndSytetr69lZDZsfEMkJCTQ1tamRANZqaysJDAwUOn9UlxcrGScz5gxg/8sKqRbSmp/93scHBxYvHgxjY2NinnMmv9w5coVxo8frxzXmu8ClgglK1OmTMHHx4fdu3crAupBoKCggLKyMqVY543IyMhAo9Hg5eWFVqvtZxI7d+4cYPF3vPCCperU2rVrAZTr8cgjj9w08CH9gw8ILyunZc4cfrdhAz/72c8Ai8/L6gdycnLqE/4cFxdHQEAAZrOZjo4O8vPz0Wg0dHR0EBAQQFJSEkeOHCE6OvqOWhR/37jTNNJTQojhUsrMr2U0Nmx8CxgyZEifVgbBwcFUVVVx/vx55syZw/bt2wGLWaykpISUlBQqKyu5ePEiH7Q088PDh9GmpRE1aRJjxozh9OnTxMfHK+Veuru7+2SPFxYW4urqSmBgIHl5eYqPQqPRsGDBAtatW8fx48eZNWvW3/5i3CHWRmBeXl59zH/XYzQayc7OJj4+XonGsmp2UkoOHDhAc3MzXl5ePPfcczQ2NrJhwwalwkFHRwcAb7/9thLVZe0KaX0vOzqI3bkLrY8PT27eRHh4OPPmzSM1NVWp+g2W78PaECw4OJglS5bwxhtvEBMTQ3R0NPv378fPz4/6+nqWLl3K4cOHMZlM3/vClLfitjQXIUSmEOIKMBm41FOz60qv5TZsfGdwcHAgNjZWaQDm7u4OWDLNXV1dlVYHQgjy8vKIjo7Gz8+PuXPn8m5VFS2OjtT+5jfI7m5mz56Nh4cHO3bswMXFBRcXF5ycnEhPT1eSKU0mE2VlZcTFxVFRUaE8OMGi7YwcOZLTp0/3CWH+tmJtMzBjxoybNsPLy8ujq6uLESNGkJ+fT2hoKC4uLpjNZr788kulf9HTTz9NfX0969evx9HRkaVLl9Lc3AzA/PnzSUlJITk5mYSEBEJDQ5XvqqWlBdedO3Hu6OBP+i7Kq6tJSUkhNTUVQKmeAPSpiNDa2sqf//xnOjs76ezs5MiRIzg6OlJdXc3cuXNpa2sjOzubKVOmKOX7bQzM7ZrFFgKLsNTqigHm9PxvXW7DxneKhIQEdDodQUFBVFRUKNFAhw8fZty4cYpT32rGmjt3LtHR0cTGx/MfpSUYCgpp3rS5j3ns2LFjSv5EQ0NDnzpZJ06cYPDgwUgp+7TLBUujK0dHR7788stvde6LtaR+QEDALQtMXrlyBVdXV3x9famqqiI2NhaDwaCEGlvDgrVaLRs2bMDFxYXVq1dz9uxZwFJRYfz48UyePJmUlBQWLFjAkiVLWL58OatXr2ZBbBzROblUDB/OpkuXeOWVV5QGY73ruwFKEIG7uztRUVF0dXXh7OxMR0eHYn4bM2YMI0aMYM+ePXh7ezNp0qSv4xJ+p7gt4SKlLJVSlgKvWN/3Xvb1DtGGjb89cXFxSkVdrVar+EiqqqoYNGgQarUaKSXt7e3U1dURGxuLi4sLs2bN4nB7O7mOjtS/9RbG5maioqIU85iHhwc6nQ5nZ+d+yZRubm5Ktn5vnJ2dmTNnDhUVFdxNt9S/FRcvXqS5ufmGxSmt6HQ68vPzSUxMpKioCLC0AF+zZg2FhYVMnTqVjo4OgoKC2LBhA25ubqxevZr29nbFyX+z+l2yu5v6//pPOp2d+HlGOuHh4Tz77LOKNqTX65XJgZubG2VlZYCltL63tzdms5mnnnpKyXP5x3/8RxYuXEhaWhpNTU22wpS3yZ069AcqnDP/fgzEho1vE9amVFYB0NLSopT2OHPmjNI8Ciw1woQQTJw4EW9vb6ZNm8Y/XLuKSaul/o03AEhJScHR0VEJTY6MjKSoqEhxeEspOX78OHFxcUq2fm+sBREPHz5Me3v71/3x7xiDwcCJEycYNGiQ4ju5EVlZWZjNZkaMGEFeXh4uLi7s2rWLhoYGli9frnz2ixcv4unpyerVq5UeOdaH+s0c6SV//jNOtXXsDAzkSn4+v//979m3b5+y3tvbWzHZ6fV61Go1Xl5e+Pn5cebMGYYMGUJHRwe1tbUkJycjhKCxsZHU1FSGDRt208rMNr7idn0uPxRCZAKDe3wt1lcxYPO52PhOkpCQQGdnJ35+fuTn5zNx4kTAkjXe++Fm1TQmTpyIWq1m4sSJ1Dk4sEeaafn0M7pycnBycmLq1KlUVVUBKKXle+eAXLp0iaCgIAwGg+LktmLNfTGZTEoy37eJM2fOoNPpbqm1gMUkFhgYiLe3N/n5+XR1dWEymVi9ejUxMTFcvnwZIQQ+Pj6sWrUKV1dXMjMzqaysVIRLRETEgMc2lJTQ8fEaCvz8+O/9+1m+fDl5eXmYTCbs7e3x9PSkqalJaQxnMBgwmUyMHj2aM2fOoNfrmT59OqdOncLNzY3hw4crrag1Gg1z5869r9ftu8ztai6fYPGt7Oz5a32NkVI+/TWNzYaNb5SYmBjs7e3RaDRUVVX1qT2WmZmp9H4pLy+ns7MTlUpFfHw8dnZ2LFq0iF/l5dHt4EDt//waKSXjxo3Dy8sLjUZDXV0d8fHxSk0rK4WFhWg0mn6mMbDMuKdOncq1a9eUbP5vA3q9nlOnTjF48GAlIu5G1NfXU1VVxYgRIzh27BgmkwkXFxeef/55goODOXXqFB0dHbi7u7Ny5UpcXFwwGAwcOnSIwMBAxR8yUG6JlJLSf/kFRiH494pyfHx8iIiIwGg0Mm7cOEWQuLu7K9fd29tbaQp29uxZhg4dislkori4mAkTJqDRaMjOzqaoqMhWmPIOuV2fS6uUskRKufw6n8uD0NvFho27ws7OjiFDhtDY2AigZIuDJUcjKSlJ2daa6GgNIx48eDDuwcG8UV9Hx/nztO/fj0ajISUlBaPRSEVFBePGjesTqSSlJCcnh6CgICVb/3qSk5Px9/dnz549Snb5N01BQQF6vV7R7G5GRkYGYGkZbG0t8Pzzz+Pp6cnVq1c5fPgwAM8++6yi1aWlpdHe3q4ECViF+vW0btuO8fJltjo7c7mkhFmzZuHg4MDs2bOVHjrt7e0kJycrpsWuri7i4uK4cuUKBoOBadOmkZaWhoODA2PGjEGr1bJ3716CgoIYO3bs3V+k7yF35HMRQowVQmwXQlyyhSLb+D6QkJCAwWDA2dmZ/Px8JXdDSklZWZnS1MqqSQQEBODt7Y2UkqVLl7KmspImdzdqf/c7zF1dDB06FC8vL0wmE0IIpTmZFWuyXu9s/d6o1WoWLlxIW1tbn9pl19PV1UVVVRWtra1fewJmbm4uzs7Ot9RazGYzGRkZeHh4cPLkSezs7IiJicHd3Z2srCy2bt2KEILBgwcrCY6tra2cOnVKaYcAFsF9PcaGBmp++1sqPTz4zYXzjBo1isGDBzNmzBiSk5PJzs5GpVIRGBioTASs1zo+Pp5z584xbNgwNBoN165dY+zYsdjb27Njxw4MBgOPPvqorTDlHXKnIQ8bgZ8DmYD5/g/Hho1vF9HR0Tg6OuLk5ERhYSGLFi1SEiwvX77MyJEjuXjxIjk5OZjNZlQqFWPGjOHgwYP4+fmROHIkf3/tGh+HhNL44Yf4vfoqKSkpbN26lbS0NJKSkpQOimAJ57U+RHNzcxXfQG/CwsIYO3Ys586dIzExsU8FZ4Dm5mY++uijPiY3Ozs7XFxccHZ2Vv72ft/7r4uLC3Z2dreVIGgymcjPz1dqst2M/Px8ZUyjRo3i8uXLDB48mIyMDHbs2IGfnx91dXWMGDFC2efQoUMAzJo1i3Xr1infyfUU/79/w6jT8YvWFlxcXZk3bx7h4eHMnz+f1tZWxdc1bNgw5Zh2dnY4OjpSU1OD0Whk2rRpnD59GpVKRVJSEufPn6egoID58+ffsBeNjRtzp8KlXkppK11v43uDWq1myJAhZGVlYTQaqaqqIi4ujtzcXEwmk+JgNhqNVFZWEhYWxvDhwzl06BBGo6VC8u9//3syXF0Y+dcP8HzsMaVdr/XBZa2BJYRASomjoyNGo5Hc3FymTJky4LhSUlLIyclh165dvPjii8qDXavVsn79euXcYAn97ejooKOjA51Oh1arpba2lo6Ojhu2VNZoNAMKn+uXNTU1Kaalm6HVahUhOm/ePOW8BoOB3bt3ExkZiaurK62trUoplvLycrKyspgyZQouLi60tLRgZ2fXp3y/wWDg1FtvEXD0KPvc3Th/7SqrV6/G19eXxx57DLVarZjiwsLCOH/+PHZ2dnR3d9PZ2cn48eO5cOECw4cPV5JbExMT6ezs5MCBA8TGxirtEmzcGXcqXP5dCPEBcBhQDL5Sym33dVQ2bHyLSEhIID09HbVaTV5eHvHx8UqDqosXL+Lr60tDQwOXL18mLCwMNzc3oqKiKC0tRa1WM2XKFP7x2DH2xcTS+P5fCfzXXxIeHk5xcTGpqalEREQopd8dHBwwGo2KsNLpdH1KxVhxdHRk/vz5fPbZZ5w5c4bk5GS6urrYsGED7e3tqNVqzpw5w0svvXTDnAwpJd3d3eh0OkUAXf/X+r6xsRGdTndDE9u2bdtYtmzZgCarhoYGNmzYQGdnJ9HR0SQlJfHxxx/j5ubGwYMHiY6OZunSpbzxxhvEx8ej0WiQUrJv3z7c3NyYPHkyFRUVSCkJDAxUNKqioiL2bNvGhE2baHFz4/9dusyYMWOIjo7miSeeUJzv58+fByz9esrLy5X8JbAEI5hMJqZOncrZs2cxGo0kJSWxbds2HB0dWbx4sa3Ey11yp8LlWWAIYMdXZjEJ2ISLje8skZGRODs7o1aryc/PZ+bMmajVapycnNBqtfj4+NDQ0EB2djaLFy8GLHkpVtv+tGnTyMjI4JDZxOwtW/B5/jmioqIoLi7m0qVLLFy4kIKCAqSUipPemiGek5Nzww6H8fHxxMXFcezYMWJjY9m1axd1dXUIIXBycrI0yTp+nJSUlAH3F0IoFZ69vLxu61pYhVFHRwdarZYvvvgCFxcXhBCKBtK7WGVpaWmf8vhTp06ls7NTSVyMjY3l8ccfJz8/H71erzjtr1y5QlVVFY888gj29vZK9FxMTAwGg4G9e/eSnp7OhKvXcNF18NPODtSODsyYMYNFixYpTv+ysjK0Wi1eXl7k5OQwcuRIpQmbn58fWVlZjBgxAjc3N86fP8+QIUNIT0+ntraWFStW2KLD7oE79VCN6+k5v0pK+WzP67mvZWQ2bHxLUKvVxMfHK472trY2YmJilAdmcXExYDHR1NTUAJbil9a8CiklKSkp/G9hIWaTiYb33lOc3xqNhpycnD6z48DAQEVDsFYGHgghBA899BAAa9asoby8HCklYWFhvPzyy4wcOZK0tDQqK+9fh287Ozs8PT0JDg7Gw8ODzs5OJk6cyKJFi2hvb+fkyZPKtllZWaxfvx4XFxf8/Pzw8vIiLCxMydMZNGgQTzzxBBqNhqysLFxcXIiMjMRgMHD48GFCQkJITEwEvorGi46O5vjx46SnpzM9NJTwzEwuBwRwoKyMuXPnkpKS0sdnY02e7Orqwt/fv08AhbOzM1JKpk6dyqVLl+jq6iIiIoIzZ84wbty4PpWSbdw5dypcTgkh/mY1poUQvxdC5PREpm0XQnj2LI8QQnQKIdJ7Xu/22mdMTxRbgRDiz8Km09q4DyQkJCiZ41bTmE6nw9fXF4PBoIS6HjlyBLBk+FsFkslkYtiwYXjExrJDp6Nl6+f49TQFCwkJIT8/X9nfWgq+u7sbBwcH6urq+uXC9Mbd3R1vb2+l2OWIESN4+umncXZ2Zu7cubi6uvZpuXw/ycnJASylcsLCwkhMTOT06dM0NjZy6tQpPv/8c0JCQli2bBkVFRUkJiaSlpZGZmYmarWap556SumbkpeXx9ChQ1GpVKSmptLe3s7cuXMRQmA0GmloaEAIgbe3N5cuXWLo4MGE7foSs4cHr505Q1xcHIsXL2bOnDnK+Kqqqqiurkaj0aDX63nkkUeorKxUBHl5eTkjR47E3d2d06dPExoaSmpqKr6+vsyePVAxEht3wp0Klwn8//beOz6q88z7/t7T1DVqCNQlBAJJIBC9Y5oBGwwGFxyX2I6xTZzYyT67eTZt3+z7vJttzhNvnMRO3GInjunVBtObKRJCCIEkBOod9V6m3e8fo7ktgWi2AGGf7+czH6Qz55y5z1g+17na74KMO6iKvBcYJaVMAi7Se9RyvpRybPfr5R7b3wJWA8O7X4tu4/o0viVERUXh7e2Nm5sbly5dYsSIEaq0FVDjiPPz85XXkZSUhMViISIiQsX1f1dZgc3hoPGddxgyZAgOhwOz2azCYVJKqqurGTp0qPKMekqX9ERKyY4dO5REjclk4v7771c5Fnd3d5YuXUpNTQ1Hjhzp9+8kNzeX8PBwFTqaP38+Op2Ov/3tb+zdu5fExESefvppJcTZ2dnJ/v370el0JCYmqtzHhQsXsNlsjB49msbGRk6cOMHo0aOVd1deXo6UkqCgILKysujs7CS5rIyuCxd4vamRdgGrVq3i0UcfVYUNUkrlIdlsNmbOnElISAjFxcVIKdVnz5w5k6ysLJqbmwFn/83KlSt75WU0vhq3alwW4bxh3xFVZCnlHiml65HrJBB+vf2FECGAr5TypHT+n/kRsPx2rU/j24Or+95isVBaWorD4SA2NpbS0tJeYSyHw6Fi+tHR0fj6+qLT6XA4HMTExBA9bhzrGhpo2rKVaDenlPt9993XS2a/oaGB5ORkLBYLANnZ2erm15OdO3cqqZS5c+ditVpVE6KL4cOHM3bsWL744gsqKyv77ftobm6msrKyVwLfzc0Ns9lMY2Mj8fHxrFy5UlVr+fr6kpKSQmxsLA6Ho9dx58+fx2w2Ex4ersqEe+aJXOKWMTExpKamEuPhge1vH1MZFcVfcnJYuHAha9as6SWlc+nSJaXjFhQUxMyZM2lpaVHfo9VqJTk5GbPZzLFjx/D29qasrIx58+Zd1Xuk8dW4JeNypSJyD2XkO8HzQE9RpRghxBkhxGEhhKteMwwo67FPWfe2PhFCvCiESBNCpPXVsKah0ZNRo0YhpURKSV5eHvHx8TQ1NSnFZFe45dixY0gp0el0jB49mpKSEhISErBYLEyfPp0PmpuwSknYsS+wWq0MHjz4qn4Wi8VCZGSkUl8+dOhQr/c/++wz0tLSMBgMPPfcc8ycOZPJkyeTnp6ukuUu7r//fry8vNi6detVgphfFVfTqMtItLa28uGHH1JXV4enpyfV1dU4HA7Ky8upq6ujubmZ5ORkgoOD0el0Svyxra2N/Px8Ro0aRWlpKVlZWUyfPr1XubHL8/Hy8qKmpobxmZlIIfjuF0cZOnQoP//5z3sZBIfDwb59+9R/j0ceeQS9Xt/rexFCMHPmTPLy8qiurqajo4OYmJibUhnQuDnuesupEGKfEOJ8H69lPfb5OWDD2cQJUAlESimTgX8A/i6E8L3Vz5ZS/rm7QGGC1iSlcSNcZcauqjFX42BdXR3BwcEqjNXU1KQS0ElJSUgp8fX1Vd7OyClT+GtdLeLoF/g0N1NWVsaiRb2jtxcvXmTmzJnKGGRkZKiO/W3btpGWlobJZGLNmjUqfDRnzhzMZjOffvppLyPi4eHBkiVLqK6u7rfwWG5uLgEBAQQFBdHa2sr7779PdXU1jz32GMuWLaOuro6UlBQ+/fRTwNk0uXTpUvLy8oiKilLKBtnZ2UgpSUxMVKXH06ZNU59jt9tV2K+kpISohkZ0aadZ57Bz2Wrle9/7Xq+R0T2/KyklMTExaiibK0cEzko7l9ei0+kwGo0sX75cKzvuR+66cZFSzpdSjurjtQ1ACPEszvDbk92hLqSUXVLKuu6fTwP5QBxQTu/QWXj3Ng2Nr40QQiX2L126hJubGzExMWRnZ6uqLRcnTpwAIDg4WMX6/fz8cHd3Z8qUKWyy2+mSkqTsHMrLy1UToYuCggKGDh2qbow6nY59+/axdu1aMjIy8PDw4NVXX+01DdFkMvHAAw9QU1OjdLtcjBgxgqSkpH4Jj3V1dVFYWMiIESNwOBxs2LCBlpYWnnnmGUaOHElcXBzDhg1j//79XL58mYCAAJYuXaokbXpWYZ0/f55BgwZRVVVFZWUl8+fP71XKXFFRgcPhwMvLi4JLlxh39ixtvr78+tw5FixYwPe/33uclMVi4cCBA8pI9FQxdoXXwGmIy8vLKS4uxuFwsHTpUjXFUqN/+NrGRQhx2wKUQohFwE+Ah6SU7T22DxJC6Lt/HoozD1QgpawEmoUQU7qrxJ4BtvVxag2Nr4SrD6Orq4vS0lLi4+NpaGjAzc2NoKAgtV9BQQHV1dWA03uprKwkOjqa8vJyJk2axKjp0/mwrpbQwkLqu3M0o0ePVsdbrVY1LhicJcAXL15UOl4//OEP+2yujIuLIyEhgSNHjigZGReLFi3C09OTbdu2fa3wWF5ensqb7N69m5KSEh566CHlQUkpMZlMaiCXq+rLFd5ydfM3NTVRUlLCyJEjOXDgAOHh4b2+A0CNHnB3d2dYfgHGykr+n4ICQiIieOGFF1SVnYsTJ07Q1taGlJKAgABlnF29OYAaArZ3717A+d/nevNhNL4a/eG5vNcP57gWvwd8gL1XlBzPAjKFEBnARuDlHgrN3wfeBfJwejQDb/iFxj2Lq78DnKGrkSNHIoS4ynvR6XTKexk1apSSdnE4HAQHBzNlyhT2uLvTLiVhR7+gvb39qu72EydOEBcXh6enJ52dneq8a9aswcPD45prXLRoEQaDQSXHXXh4ePDggw9y+fJlNUv+q5Cbm4uHhwd1dXWcOnWKKVOmKKPgcDjYtm0b2dnZao2ufy9evEhgYCCBgYEAaqpkR0cHra2tygj1xKVc0Hb5MqOzssgxGtnd2MCyZcuYO3dur31bW1t7XVdPQ+WaQgnO/4YVFRUUFxfj7u7Ogw8++JW/C41r87WNi5Tytv2XkVIOk1JGXFlyLKXcJKVM7N42Tkq5o8cxad1htVgp5Q9coTQNjf5ACKG8l9zcXLy8vIiOjiY7O5vo6Gj1JK3T6Th37hytra14e3szbNgwCgoKMJvN5OfnM2fOHMbfdx9/qasjsryc0sNHCAkJ6XVzvXjxIhUVFapqTAiBw+FQVVDXwsfHh3HjxnHx4kVllFyMHDmS0aNHc+TIEdXweSu4QoLh4eHs3LmTmJgY1RPicDjYunUrZ8+eZfr06XR2dmI0Gtm9ezddXV0UFRX1ComdO3eO4OBgzpw5Q1JSEuHhvYtBXQUBAPFnz6Lr6OCfL17kvvvu49FHH+2V9AfYu3cvNptNhbd6eiOZmV92TISEhLBx40bAOdq4ZxhOo/+4Vcl9IYR4SgjxL92/RwohJt3oOA2NbxIu41JXV0d9fT3x8fHU1dVRU1OjnoJtNht2u13pWk2dOpWOjg5aWlrIz88nPj6eSZMmcXJQEM12O81/+hMmk4ng4GDVY9HV1cX777+vGiANBgOBgYHs379fhZyuRUJCAg6Ho8+hYosWLcLDw+MrhcdKSkro7OykrKwMb29vHnnkEXQ6HXa7nU2bNnHu3Dnmzp2L2WxGSsmMGTMoLy/nwIED2O12FRKrra2lqqoKIQQ6na5PiZrS0lLncK+mJmIv5bG1vR1HRDjTpk3rNWYanEPIMjMz0el0+Pj4EBQUpCrw6uvre5Vyt7a20tDQQGhoqNaFfxu5Vc/lj8BU4Inu31uAP/TrijQ0BjiDBw9WHsqlS5eIj48HnJVPrumVAH5+fqSlpWG1WomJieH73/8+kZGRALz77rskJSUxac4cPmiox/vCBToyMwkLC+s1JMzhcGA0GgkJCcFqtTJixAhqa2tVL821CAsLw9fXVwls9sTT05MHH3yQqqqqqxL/N8JVcWWxWHj88cfx9PTE4XCwceNGsrOzWbBgATNnzuTs2bMEBwczY8YMwsPDSU9Px2Qyqes/f/48AJcvX2b69Om9kulWq5UTJ07w8ccfg5SMTT9DpxD8tqqSp556irCwMHx8fHqta9OmTYBzmFpFRUUvr8V1ja7PcIXjli9ffkvXrnFr3KpxmSylfAXoBJBSNgCaT6nxrUIIoTSvcnJy8Pb2JioqiuzsbAAWL14MOBsN29vbOXfuHAD+/v4888wzeHt709XVxaFDhxg6dCjno6JosNsp+vf/IDQ09CqploceeojZs2cDzpt7eHg4hw4duu4QMCEE8fHxakrklcTHx5OYmMjhw4dV4cGNkFIqo/bQQw8REhICwNGjR7lw4QILFy5k2rRp1NbWUl5ezpgxY9DpdCxcuBCbzabKuKWUnDt3DpPJhK+vryo9ttvtpKWl8eabb7Jnzx4MBgMhFRUMqarif6oq+e4Pf4hOp7vK28jKyuLy5cv4+/vj6+uLlFIZF9eAMkAl910l4Vr7we3lVo2LtbtKS4KzagttaJjGt5DExETAGSbq6uoiPj6empoaampqGDt2rMqPBAUFceLECeWNCCFITk7GZrMxY8YMOjs7mTJnDh80NsKZM1zaseOqz7p8+TJDhw5Fp9NRX19PQkICLS0tvZLUfeGaB+9SFL6SxYsX4+7uztatW28YZgOnEbFYLMTExCjjWlpayuHDhxk9erQa+5yZmYkQQiXUXZIs9fX1KhxWX1+PxWJh/vz56PV6MjIy+P3vf89nn32Gn58fTz/9NLbOTsakn6HEbic1MJAnnngCKWUv4+JwONi+3Tli6oknniAnJ4fAwEAVEktLS1Ohv57Vc64qPI3bx60al98BW4BgIcS/AV8Av+73VWloDHCCg4NVXqGgoECFxlxhKFf4p7Ozk9raWtVUCV8aJrPZzA9+8APCwsIoTUyg1mbDb9culdTX6/UApKSkIIQgNjYWIQQ5OTnExcVx7NixXrIxVxIREYG3t3efoTFwdrw/+OCDVFZW3jA8VlFRoVQCli1bpq5t8+bNmM1mHnjgAVURl5mZSWxsrApduYybK7mfnp4OOKu2hBD88Y9/ZNu2bXh4ePDkk0/y3HPP4enpSUxODr6trfxbZQVvv/MOZWVleHh4KDl9gB07dmCxWBgzZgyenp4UFRWRkJCgvkOXSrObmxv19fUIIYiKiup1Do3bw63Kv3yMs+/k33F2yS+XUm64HQvT0BjouKTds7Ky8PX1JSIi4qrQWGtrK15eXr28jODgYAIDA8nKysLPz4/Fixczfvp0/trWSlRTM4GVlZhMJvXEbbVaycjIYOTIkUgpVX+NxWLpJXF/Ja7Q2KVLl1TF2ZUkJCSQkJBw3fBYW1sb69atQ6fTERISoqq0du7cSVNTEytWrFAd98XFxTQ1NSnPBlDVZffddx95eXmcOXMGcBqnTZs2odPpeOyxx1i9ejXDhg1DCEF+ejojM89xpK2V+CefZPbs2Vy6dIlhw4YpT6impoaMjAxMJhNLly7lwoULvUJi+fn5tLa2otfrlWcmpWT69OnX/M40+o9bLkWWUl6QUv5BSvl7KWXfj0QaGt8CXDfQS5cuIaUkPj6ey5cvU1dXx+DBg5XnYTKZyM/PVzdvV6d/cXExKSkpbNiwAXd3d+onTuSy1crQlFQs3XkS1xO4ayAYOD2Ac+fOMWbMGE6dOkVjY+M115iYmIjNZlMNjH3xwAMP4ObmxrZt264Kj9ntdjZs2EBbWxt2u115aJmZmZw7d47Zs2er5kmAs2fPYjKZGDlyJAAtLS1qNPTEiRPx8PDoVaG2YsUKXn75ZeLj43uVYbe/+x4Gm423u7r4r//6LyoqKmhvb1ffgcPh4O9//7tav16vJzs7u1fjpEtN2m63q/yUr68vw4YNu+Z3odF/DOgOfQ2NgUxgYCBmsxmLxdKrQskVhoqJiQGcKscGg0E1VYLTY3CN8o2MjCQqKorE5GTW2mxEt7cTWPalapHBYKCtrY2ysjJCQ0Px9PSkoKBANXAePHjwmmuMiIjAy8tLeVR94eXlxeLFi6moqOi1RnD2jhQXF6vy6xEjRlBfX89nn31GZGQkM2fOVPtarVays7NJSEhQ5dQuo+bj46NGHYNz6Ncrr7zC6NGjlSfioj0ri9DsbP7e0MD3/uVfMJvNXLp0SYUGwRnuamxsZNCgQSQlJdHe3k5hYaEKiZWVlVFbW6sq91zJ+/Hjx2v6YXeIgd6hr6ExoHGFxjIzMzGbzYSFhakb+cSJE9V+Xl5eZGZmkp2djdVqVeEsb29vkpKSKCwsRKfTYZk1k0qrldjUVHy6tcZc1WO7du0iLi6OpqYm3N3dSU9PZ/LkyWRmZl6zIdI1KuDSpUvXrS5LTEwkPj6egwcPKoHMs2fPkpKSwuTJk2lra8Pf35+AgAA2b96MEIKHH364l2G4cOGCyn+4yMzMRK/Xs23bNiVAaTQa1fjhK5FSkvW//pEmu50Dg4L47ne/C3wZWvP09FRFBIASm7wyJObyWlzX7GomvVLkUuP2MaA79DU0BjquZj6Xt5KQkEBlZSUNDQ0MHz5c3XybmpoYPHgwGzZs4M033yQrK4uhQ4fS2trKjh07iIqKQgjBmAkT2GI0Em2x4F9Y2KvnpaWlRXXnR0dHc/HiRYYNG4a7u/tVc1x6kpCQgNVqVVIqfeEamWwymdi2bRvl5eV8+umnREdHM2vWLCVUeeTIEcrLy1m6dOlVul5nz57FbDYTFRXF5cuX+eSTTyguLkYIwfz583FzcwOcQ8VcsvhX0rxnD95FRbzd1MgDjz2Gj48Pra2tVFRUEB0dza5du3j//fdVGDI0NBRw9hj5+/szZMgQSktLVWe/a8hYS0sLHh4eKjekcfu51Q79vwkhVgshRt6uBWlo3Eu4eitcg6h6Vo0JIVQvCDjDW0ajkZaWFsLDw9W+vr6+PPHEEwwZMgRPT0908+ZSarUQcvAQSIler1e6Y3l5eQghaG5uxs3NjVOnTqm5JIWFhX2uMSoqCk9Pz+uGxsDpRS1evJjy8nL+9re/4enpySOPPEJRURF2ux2z2czRo0cZO3asqnhz0dzcTEFBAcOGDWPz5s28/fbbaj3Lly/H3d2dpqYmjEYj48ePZ9q0aZw7d67XjBVHVxeXfv5zLnZ10jZtmgrFuYxieno6qamp6nt0jTRub2+noKBAhcRco6bhS8kcIcRV8jIat5db9VzeA0KAN4UQBUKITUKI127DujQ07hlcN8EzZ87g7+9PSEiIupG7PBudTkdpaSl6vZ7JkydTXl7Ozp070el0anxyeHg4NTU1LFi8mM99fImy2/G9kIu3tzcNDQ0qb6DX66moqFAGIyYmBl9fX3bv3k1eXh5Hjhzhk08+UaE3nU7HyJEjuXjx4nVDY+D0cjw8POjs7GThwoV4eXmRm5uLu7s7J06cICAgQFXC9SQ1NRUpJenp6eTm5jJjxgxGjRqFwWAgMjJSyeAnJiai1+uZMWMGPj4+fP7556qIoOCNN/BqbeNDg4HRY8cSGRlJU1OTMhYuLy4gIKCXInJubq4KiZWUlCgl5cGDByOlpL6+HimlSvRr3BlutRT5IPBvwC+Bd4AJwJrbsC4NjXsGVxzf1YmfkJBAeXk5TU1NyvAYDAYMBgOdnZ20t7djNBrVtMry8nKam5uJiIjAarWSmJiIx6KFFFksxJ/NQDocVFdXqxJag8EAOENtAB9++KEaqvXxxx9z8OBBpefl0hZzTcLs2W/TF3v37qWjowOj0cjJkyexWq3k5ubi5uZGa2trL6FHu92ukvuuPpnJkyfz2muvMXfuXAoLCxk6dCgnT56kvb0dKaWqsDOZTNx///1UVlZy5swZLJcv0/qXDznQ1kbUkiUIIWhsbOSPf/wjLS0tGAwG2tvbmThxIi+88EKvyZ3Z2dn4+fkREhKiDFHPTn5XaPLKaZ8atxfDrewshNgPeAEngKPARCnlzWlHaGh8QzGbzXh7e1NXV4fVaiU+Pp79+/eTk5PDlClT8Pf3p6GhgZdeeonU1FTV5zF9+nTOnz9PU1MTe/bsUeKNtbW1LF6yhB1HjvBsfQMZBw/ChAmUlZVhNBpVctr1xN/V1YXNZsPd3R2j0chLL72Em5sb7733Htu2bePll18mOjoaDw8PcnJyVJnwlWRmZpKSksKkSZMICwtjy5YtbN26la6uLrq6uoiKiuLkyZM0NTXR1NTUSwwSnLkUlwGsqamhsbGRsWPHcuTIEcxmM3a7naioKLV/YmIip06d4sCBA7SmpOBnt3NiRBzDuz2S48eP4+fnh8ViQafTsWrVqqvGEnR0dFBQUMCUKVMoLi6muNg5dT05OVnlXaKjoykoKNDkXu4wtxoWywQswCggCRglhLj2YAkNjW8Jrht2RkYGgYGBDB48WIXGXPmJtLQ0SktLMRgMDBo0iGPHjuHn54fRaCQrK4uUlBTVZR4YGIjb3LkUWK2MvZCLtNl6SZmAc07KCy+8oMb0dnZ20tLSwqlTpzAYDKxcuRKbzcaWLVsQQjBixAhyc3Ox2Ww4HA6am5spKSnh3Llz7Ny5k61bt+Lh4UFhYSE7d+4E6JWnKSkpoby8XIXyXJ87ffp0XnnllV7jiV1d+a7rbWlpITExsVd1mRCCxYsXIy9eIvh8FtscdkZ0a6jpdDrCwsJUD8/q1auvMizgDIk5HA7i4+PZtWuXOu+cOXNUPicwMBAhRK9hbhq3n1vyXKSUPwYQQvgAzwIfAEMAt35fmYbGPcT06dNJS0vjzJkzTJw4kYSEBA4ePEhzc7MaL3z69Gn0ej1PPfUUkZGRpKWlceDAAZUHccm8ZGdnk52djd5oJCUmhifKyjidmorHwoW8/PLL/Pa3v8Vms9HR0YFer2f8+PGkpaUxc+ZMvvjiCw4fPozVamXMmDGMGzeOlJQUPvroI4QQdHV18cYbb9DR0dGnnpi3tzcBAQFER0djMplUuGv16tWEhITQ1NTEtm3bqKioYNiwYdccD3zx4kX8/f3VeIGcnJyrpkyCMy+ScPIktTYb9fPm4d+9JqPRSGVlJV5eXgwaNOiahiE7Oxuz2UxjY6NqUh05ciQNDQ3Y7XZCQ0NpbW0lICBAhRM17gy3Ghb7ATATGA8UAe/jDI9paHyr8fPzw9PTk8uXL+NwOJRxuXDhgupM7+joYMGCBTQ0NHD+/HnKy8uvUix2Ja1dUy0/tdvJ/2QtE/ILOFpTQ1dXF8nJyWpOzLlz55g+fTqnT5+ms7OTVatW8cknn3D8+HGOHz+uzltcXIyXlxdCCIxGI8nJyZjNZnx8fDh69ChVVVU8//zzqrQXYNu2LyeEl5SUUFVVxe7duwFYunQpycnJfTYkdnR0UFJSgqenJ35+fnR0dODv79/r3C72/PKXxFqt/C0oEP8e7xuNRpYvX866deuuKdfS2dlJfn4+kyZN4rPPPlPbx40bp4zijBkz2L9/vxYSuwvcaljMHfi/wEgp5Xwp5b9KKQ/c6KCvgxDiV0KI8u4xxxlCiAd6vPdTIUSeECJXCLGwx/ZF3dvyhBD/fDvXp6HhYtiwYTgcDnJycggKCmLQoEFkZ2erKilwNvdt376d8+fP4+npyYwZM1i1ahVms1nJxQDs2bPHOUhLr+dsQjyRBgPy4CEKCwt7NQJmZGRgNpsZO3Ys6enphISEkJCQgMFg4IEHHuC5555jzZo1+Pr6YjQaSUxMpLOzk/vuu48JEyZQVFREeXk5S5Ys6XXzLygoUPL6ERER7Nmzhx07dhAaGsqaNWsYN26cMiydnZ389a9/ZevWrZw/f16F0trb25k5c6bq8O9piBwOBwd27sRt3XpybTZ08+f3+i5Xr15NS0sLwDUHerlCYk1NTXR2duLl5YXZbCYyMpK8vDx0Oh3Dhg2jvr5eMy53gVsNi71+uxZyA3575WcLIRKAVUAiEArsE0LEdb/9B2ABUAacEkJsl1Jev8hfQ+NrMn36dDIzM0lNTSUxMVEJQra2tjJt2jSMRiPBwcGEh4erPICLmpoa9u/fz4QJE0hLS8Nms/HZZ5+h1+vxmDWLvNyLzKmpISMtjXHjxjF06FCKi4tVj8eMGTM4c+YMx48fZ+7cueTk5JCZmcno0aOJjo5m5cqV/OUvf8FsNtPZ2UlhYSEdHR2cPHmSSZMm9Zrs2NbWxpYtW9Dr9fj4+FBdXY2UEn9/f55++umr5FqOHz9OQUEBHh4eanYKOAsdamtrkVKqqjmAqqoqduzYQc2bb/KwXk/GrJkYuuViwFnV5evrS15eHv7+/gQGBvb5fWdnZyvVZ71eT1tbG7NnzyYrKwubzUZERIQqQ9Yqxe48/SH/crdYBqyVUnZJKQuBPGBS9ytPSlkgpbQAa7v31dC4rQQHB+Pm5kZ5eXkvKZILFy7g7+/P/fffz9ixYwkKCroqnOTybPz9/Rk0aJDqZrfb7XR2dXFh7FjCjEYuvv02UkomTZqkkvu7du3Cz8+P0aNHc/r0adzd3Vm0aBEtLS3s2rWLt956i3Xr1hEUFERxcTF6vZ60tDS2b99OVFSUakYEZ1hu+/bttLe3Y7fblX7X3LlzaWhoIC0trde6XXNlEhMT+cd//Eeee+45dW1NTU2cOHECnU7HiRMnyMzMZOfOnfz5z3/m4vHjLOrs4qy3N01hYXh5eeHh4awNMhgMWK1W1ZTZV+jNFRJz5atcVWhjxozhiy++AJw6aK48jOa53HnuFePyAyFEphDifSGEf/e2MKC0xz5l3duutf0qhBAvCiHShBBpLj0lDY2vQ3R0NHa7nfz8fAYNGkRgYOANO+MBlZPIyspS51i2bBk6nQ6r1UpH/Ejy9Hrub2rm6IEDDB8+HLPZjBBCzYuZOXMmVqtVeSOvvfYar776Kg899BDDhw9Xsvt2u101HsbGxlJXV6dyPWlpaVy8eFHd0KdMmcJzzz3HjBkziI2NZd++fTQ0NKh1HzlyBLvdzty5c9HpdDQ2NiKlJCYmhhdeeAGAoKAgsrKy2LJlC6dOncJkMhF95Cg6ISiYMQOAhx9+WIlaVlVVkZ2djc1mIy4ujr64ePEidrudrq4uPD09qa2tJTY2lurqaurr6wHnTJ2amhqEENf0fjRuHwPCuAgh9gkhzvfxWga8BcQCY3HOkPlNf32ulPLPUsoJUsoJ2pONRn/gmsZ48uRJhBAkJCRQVFREW1vbDY9NSEigoqKCgIAAbDYbQ4YMUXPeJZA/cSIhRiO7//Gf0Ol0TJ48WRmF3bt3ExAQQGJiIqmpqXR0dCCEwN/fn+TkZJYvX85rr72mhCDBmTQ/cOAAb731Fq+//jp/+ctfVAmyXq/H19eX+++/H51OhxCCpUuXIoRg+/btqvM9PT2dcePGERAQAKAGii1ZsoSCggLAKW9jtVrx8/MjKSmJvB2fMtdoJC08DKu/H76+vr2mZQohOHz4MAaDoVdfTE9cBQ3gHH3Q3NxMcnIyx44dw2QyodfrCQkJobq6msDAQK1S7C5wq9piE4QQW4QQ6d2exDkhRObXXUR3ccCoPl7bpJSXpZR2KaUDpyqAK5tZDkT0OE1497ZrbdfQuO1ER0ej1+spLi5WoTEpJRcuXLjhsa7QmCuRXVpaqmT7IyMjaYqOIs/Njftbmtm6fj3JycmqCKC2tpaMjAxmzpyJxWIhNTX1qvMLIXrdxH19fZVnExwcrBoQASwWCwaDgVOnTqmci9lsZuHChRQVFakyar1ez+zu3pT8/HwaGhrw9/fHz8+PU6dOIYSgqKiIuXPn8uyzz5J1/jwLy8tp0OkIXL0acFaXudar0+mIjIykoaGBwYMHK+n+njQ0NFBWVoYQAj8/P5qamvDw8FCKya5plQaDgZqaGi3fcpe4Vc/lY5y9LSuBpcCS7n9vG0KIkB6/Pgyc7/55O7BKCOEmhIgBhgOpwClguBAiRghhwpn0334716ih4cIlkGiz2SgqKmLw4MH4+/tfc9RwT/z8/AgLC6OgoAAvLy/Kysrw9vbGbDY78xFCUDhlMsEGI/v+6Z84efKk6h3x9PTk4MGD+Pv7M2LECFJSUq4qcz537hwnTpxg4sSJ+Pv7U11dTUVFBaWlpUqPa9asWUyYMAFwdv67cjavv/46GzZswGazER4ezu7du8nKymLKlCl4e3vjcDiU1xMXF8ef/vQnWlpaCAgIYM2aNQwZMoS3336b/HffZZS7O1G/+Dm1LS0EBgbyk5/8BB8fH9WU6RK8rKioYMeOHUrKH5whs3fffRdw5oemTp1Kbm4uSUlJpKSk4O7uTktLi5LS0SrF7h636ivWSCnv9I36v4QQY3FGBoqAlwCklFlCiPVANmADXpFS2kH14+wG9MD7UsqsO7xmjW8x48ePV1MmY2JiSEhI4Pjx47S3t+Pp6XndYxMTE9mzZw8xMTFKXj8sLIzy8nKCg4Ox+vtTkHaax202/uc3v2Fmdwmv1WrFarVy/PhxZs6cybvvvsupU6eY0Z3TqKqqYvv27URGRrJw4UIiIiLYvHkzGzduVJ89YcIE5syZw5YtW/Dw8ODHP/4xzc3NFBUVUVxcTGFh4VX5Izc3N6qrqykqKlK5jtTUVOVRPfnkk6SkpJCSkkJW2ml+YDTRERGB1/TpVPzlLzzwwAO0t7crb+2+++6jo6ODI0eOIKXk7NmzpKeno9fr8ff3V5+h0+nw8/NTagPR0dGsW7eOMWPGcPbsWSIiIqitrQW0ZP7d4lY9l/9HCPGuEOIJIcQK1+u2rKwbKeXTUsrRUsokKeVDUsrKHu/9m5QyVko5Qkq5q8f2nVLKuO73/u12rk9D40pGjBiBEIKCggLVUCmlVCKS18NVYabT6aivr6etrY2wsDCamppUt3nB1CkEGQwEp6WpwV5Wq5WIiAiOHz+Or68vQ4cOJTU1FYfDQXt7O+vWrcPDw4NHH30Uh8PRKwSm0+kIDg5m4cKFOBwOLl26xPDhw9UN3ZWz+dGPfsSrr77K1KlT1bH79u3jrbfeYteuXaoIYMyYMXh7exMREcH69etJSUkhNDSUqFOnGGQwEP/6f3MqLQ03NzfGjBnTay0RERGUlpYSFBRETEyMkrEJCAigtrYWh8OhXrNnzyYjI4OwsDByc3MxGAyYzWZ1Htd3o4XF7g63alyew5lYX4QzHOYKjWloaHRjMpmcXobVSnFxMSEhIZjN5psKjZnNZsLDw1VFVllZmZpD4unpidVqxTF8OIX+fjzl5U1Gd6kvQHl5OTabjYMHDzJp0iRaWlrIyclh48aNtLS08Pjjj9PQ0MDbb7/N6dOn8ff3V/NOhg0bhsFgoKSkhI6Ojj51vFw5juLiYnx9fYmMjMRoNKqJm64c07hx42hsbKSiooKmpiYee+wxPv/LhzxlNmNcsABrTAzZ2dkkJydjMpkoKipCr9crY1ZcXExcXByLFi2iq6uLnTt3UlNTw6xZsxg/fjyAEgStqakhPj6ezMxMkpOTqaqqIigoCE9PT6qrq9HpdKrYQOPOcqvGZWJ3ddV3pZTPdb+evy0r09C4h3GN+j19+rSqGsvLy2Pnzp29Snn7IjExkfr6enQ6HWVlZYSEhCCEUH0tvr6+5E+chL/BQHRWljIuDocDKSVnzpzB4XBgNpvZu3cvhYWFLFq0iOzsbD744APsdjvPPPMMERERSCnx8/Pj5MmTVFZWkpubi16vV7PqryQ7O5uKigrmzJnDww8/jJSSc+fOqb6c0aNHs3XrVsAZzluzZg2HDx9mVlERepOJqF/8nLS0NBwOh1IaKCkpwWAwEB4eTnFxMQ6Hg+HDh1NbW4tOp6Ojo4PFixcze/ZscnNziYuLY+HChZw5cwaj0UhzczNSSqZMmUJpaakyxjU1NQQGBvZSPtC4c9yqcTne3RmvoaFxHVxTJl39GDNnzmTMmDGkp6fz5ptvsmHDBpVTuRJXaMyV1DcajQwePFiV1dpsNuoDAygdMoSnfXwpzs5WDYiuEND69evx9PSkqamJYcOGkZqayvHjx0lOTmbNmjV4eHhw/vx5hBDExMTg5eXFxo0buXDhAjExMcpY9MRut3PgwAEGDRpEUlISfn5+jBkzhs7OTqVZtnPnTpVEf/bZZ2lqamLdL37B/T4+DF6zBhEYyOnTpxkxYgT+/v60trZSW1uLxWIhIiKCS5cuYTKZuHDhAhs2bGDw4MG4u7uTlZXFxYsXaW1tZdy4cVgsFrKyshgxYgQZGRkkJiZit9vp6OggMjISQKsUu8vcqnGZApzt1u3qt1JkDY1vGn5+fpjNZqxWK4WFhXh4eLBs2TJee+01pk+fTkFBAe+99x4ffPCBamh04evrS0REBDabjfLychwOB2FhYVRUVBAZGame6DsfXo6vXo/bnj2qjLm6ulpNaKysdKYn8/Pz6ejo4Dvf+Q5Lly5Fp9OxadMmPD09GTZsGHl5eSxfvpz6+noaGxv7DImBc9JmfX098+bNQ6fTqdyNXq+ns7MTq9WqrsNVnvz9l1/mR75mCA4m8PnnOHfuHO3t7aofyJVvkVISHh6uPCfXXJnvfe97zJ8/n5KSEg4fPoy3tzfDhw8nKysLi8WCm5sbFouFadOmUVrq7J2OiIjAYrH0mt6pcee5VeOyCBgG3M+X+RYt56Kh0QeuG35m5pfPXz4+PsybN48f/ehHLFy4kKamJtauXcsf/vAHTp8+jc1mU8d2dHRgtVqprq4mPDycrq4uAgICsFgsDBo0iMuentQMi+UZ/wDe/u//Vo2CLS0tvSRThBCsXr1aCUDu3r2b2tpaHn74YUaPHq0mPboaFnsaOhdWq5XDhw8TERGhuubT09Opra1V5dBRUVEMHToUk8lEXFycs4jgi2PEmUyE/eynCDc3UlJSCA4OJjo6GkAZJ4C6ujra29uxWCysXLmSxYsXo9frSU5OJjg4mKqqKpKSktDpdJw5c4bAwEAuXLjA0KFDCQkJobS0FE9PTwIDA1WlmOa53D1u1bgMAt4AtgA7ul+f9vOaNDS+Ebg8gAsXLvQa8gXOEt4pU6bw6quvsnLlSkwmE59++ilvvPEGhw8fVs2T4GymDAtzKhi58iteXl5UVlYS+ZOf4KnTMTwrm/b2dgDGjh2Lh4cHOp0OT09PHA6HGm984cIFTp8+zdSpUxk6dChxcXHo9Xqys7OxWq0YjUb279+vhnS5OHnyJK2trcyfPx8hBBaLhUOHDhEWFsalS5cIDQ3lO9/5DhcvXmTkyJE0NTXxs9de4x9CQvAYPx6fhQspLi7m8uXLTJ48WRm/4uJi3Nzc8PT0ZO/evQA8/fTTvYQuXYPDwNncWVNTQ2lpKcHBwbS1tSlJ/pKSEiIiIhBCaJpiA4Cv20TpemloaFxBeHg4JpMJq9V6zdn1Op2OUaNGsXr1ap555hlCQ0M5dOgQ77zzDt7e3oCzYiwoKAg3Nzfq6+tVf4eUkq7Bg2lNSuLJAH92rV2L3W7nwoULvPLKKyxevJj29nbVLd/U1MT27dsJCQlRI5Xd3NyIjY0lKyuLiooK1UC5adMmNUyso6ODY8eOERcXp/IZx48fp62tDW9vb9rb21myZAmFhYV0dnYyatQofvzjH/O40OEDDPn5zxBCkJqaioeHh/J02tvbqa6upqOjQ/UADRky5CrJFyklhYWFeHl5cebMGQ4dOoRer6eqqoqQkBBiYmJoa2ujvr6eiAinOEdNTQ16vV6rFLuL3KpxqZFSbpdSFkopi12v27IyDY17HJ1Op0JI58+fv+6+rsT6d77zHdasWcOoUaOUHll2djbl5eWqmTI6OpqamhoMBgMFBQWM+Jd/wV3omN/SQmZmJm1tbZSWljJ27Fg8PT1xc3OjsrKS9evXY7PZWLFiRa8KqoSEBFpbWwFnlduDDz5IWVmZ0gk7evQoXV1dzJ07F3CG3Y4fP050dDS5ublMmjSJkJAQzp07h4eHB7m5uXyxbj1P+fvj/8hK3BMSaGxs5MKFC4wbN05JuqSnpwNfljC3t7f3KVRZWFhIY2Mjs2fPVpM6hw0bRkNDA9OmTUMI0SvfAk7jEhQUdNV4AI07x4BvotTQuJdxhcZycnKUPPyNCA4OZtmyZbz44osA2Gw23nvvPWpra7l8+TIhISF0dHQwZMgQCgsL8RuViHXqVL7jH8DZQ4ewWCycPHkSg8HAuHHjVL9HRUUFixYtumpksGuNbm5uBAcHM3r0aMaOHcvRo0fJysoiNTWVMWPGMHjwYMApTmmz2WhpacHX15c5c+ZgsVjIzc0lOjqa73//+/y/Q4ei9/Rk0GuvAV8KTU6cOBEpJampqezfv1+twRX26su4pKen4+HhoaZngrOnx9/fX1XWlZSUoNfr1cCz6upqLSR2l9GaKDU0biOueSQ2m428vLxbOnbIkCEMGTIEgOTkZBUKO3rUOVncw8ODmpoaWltbGfHLX2LU6fiOmxtHjx6lqKiImpoaJkyYgJQSh8OBEKLPSjDX033PRP7ixYsJCAhQo47vu+8+wOkRnDlzhvDwcOrq6li0aBFubm7k5uZis9nYuXMn0fX1TAAGfX8NhqAgLBYL6enpxMfH4+7uzubNm9m1axdubm5qjktlZSWenp5XjUJub28nJyeHpKQkSkpKqKurw8PDg9bWVqZOnarWXlpaSmhoKAaDAYvFQlNTk2Zc7jK3qi02UUrZd52ihobGVbi7uxMZGUlJSQlZWVmq/+VmGTt2LJ9//jkAL730Er/97W9VMrxnkn7ChAno5s3j8X37+DA1lYkTJ7Ju3To180VKiZSSTz75RN2EDQYDer1e6XW5kvRBQUEYDAYSEhL44osv8PHxobW1la6uLj7//HMMBgMVFRXExsYSGxuLw+Hg/Pnz1NXV8fePPuJQ8jiMgYH4P/004KyW6+zsJC4ujnfeeYf6+npmzZrFkSNH0Ol0hIeHk5+fT1xc3FWDwc6ePYvD4SA5OZmtW7diNptZunQpqampanqmzWajsrJSlTdrsi8Dg1s1LseFEAnayGANjZsnLi6O4uJiLly4QEtLCz4+Pjd97KhRo/j8888pKCjgoYcewmw2ExYWRkdHh+oR2blzJ9XV1Ux4+SVqDhxgtX8Anx45QmJiIpWVlcojEUJQUVFBXV0dNpsNu91+VdnxkSNHrlpDS0sL77333lXb8/Pz+fd//3fAWaq8detWXo6Owb+tjcH//V/oTCYVAjObzXz22WeYTCaeeeYZpdjc0dGB2Wzm0qVLDBs2rNf5pZSkp6cTHh7O5cuXqaqqYsWKFcqouaioqMBut6t8i1YpNjD4Kk2UGVoTpYbGzePKI0gpe1Vh3QxeXl74+vrS1NSE3W4nPDyc8vJyEhMTcTgchIeHYzAYOH36NG9t2kTtmDGsMJupyDiL3W6ntraWUaNG4e7ujhCClpYW5syZwwsvvMCLL77I888/j9VqVfpnACtWrGDq1Kk0NzcTERGhZOztdjttbW00NjYSFBTEmDFjSExMZMSIEeTn59NSUcFLZjNe06biPWcOAJcuXaKmpkYJb7700ktER0dTXFysQloWiwUhxFWSM2VlZdTW1jJmzBgOHDhASEhIrxJlFyUlJUDvZL7BYMDf3/+qfTXuHLfquSy6LavQ0PgGExgYSEBAAEajkeLiYg4fPsyc7pvvzRAbG8uZM2fIyckhLCyMrKwslZT38/OjrKyM559/nosXL5JhtzPv7Fl+MHiwKgi4ktdff/26n/erX/3qptfWk7/OnIWutpbgf/5nhBA0NDSwefNmAKZOncr8+fOVQSkuLsbb25vW1lYuX75MRESEkrBxkZ6ejslkoqOjg6amJpYtW3ZV2Ayc+ZbAwEC8vLwArVJsoHBLxkUrO9bQuHWEEAwfPpy0tDTi4+M5cuSI6ma/GcaPH8+ZM2fIyMhg1qxZgDOc5OXlpYZoVVdXM2/ePGbMmMH52loeOniI7Pnzqesu+zUajdhsNgwGAzabjaSkJAICAigpKaG4uJj7778fKSV79uwhNDSUiooKRo0axdChQ5WmmEtDbObMmUpR2XV9fs3NjPzTn/Ff9TjucXHk5uayZcsWurq6SExM5P7771fX09XVRWVlJT4+Pqrz3tV346Kzs1PlqI4fP86wYcN6NZa6kFJSWlraq1ChurpaKQBo3D20wdIaGneASZMmcfbsWWprawkMDGTz5s289NJLN5V/CQ0NRa/XU1paypAhQ9DpdJSXlxMVFaWmVRYWFjJ+/Hjc3NxI+tWvuHhkHv9QXYPBzw9hMGDr7KTDasXmkEidQB47jkMnGC90oNfjuX8/Jg9PRgkdnSWlGNxMJBqN6CqrqKqpZojFgkNvQOoECa1tDPL2QRj0oDcg9HqaT5yky8eHwB/8gH379nHs2DE8PT0RQrBw4cJe11NaWoqUktbWVuWBuaRpXJw/f945XsDhoKuriwULFvT53dTV1dHR0aFCYp2dnTQ3N2v5lgHAgDYuQoh1gOuRxA9olFKOFUJEAzmAa/rSSSnly93HjAf+AngAO4HXZF9iSRoad5CAgAAeffRR/va3vxEZGUljYyObN2/m6aefvmH4RgjBoEGDqKqqoq6ujsGDB1NeXs7IkSPJzs5m5MiRFBYWIqV0qhMHBxP2+uuk/+EP6IDYmGiw2bF0dFBSWIhRrwebDX9PL5obGzHp9YiOdqxWG14OBz7SgXBIqotL0AE6m41YhwMhJTopISubmqsXif/Pfsrfd+ygqKiIsWPHkpWVxahRo64yoEVFRWqOTGdnJ76+vldVdqWnpxMUFEROTg5jxoy5ZuWXK9/SUwkZtGT+QGBAGxcp5eOun4UQvwGaerydL6Uc28dhbwGrgRScxmURsKuP/TQ07ihDhw5l8eLF7Ny5k9jYWPLz8zly5IjqIbkecXFxVFVVqcmLmZmZ6mnew8NDSam4Gh39Fi0kJCqS9evX4/XAA2qg18mPP6asrIzOzk4SExPJysrixz/+Mb6+vnR1dfHmm2/S1tZGTEwMZrOZvLw81b2vkBI3g4HhQ4cS5O9PoJ8feoOBj48cobOzk+XLl9PZ2UlGRoYqD+6Ja9hYU1MTNTU1JCUl9cqlVFZWUllZqebYXC8/VVpaioeHB4GBgYBWhjyQuCcyXsL5l/cY8MkN9gsBfKWUJ7u9lY+A5bd/hRoaN8fEiROZOHEi+fn5hIeHc/jwYQoLC294nCs/k5WVRVhYGBaLBZ1Oh4eHhyrrLSgo6HXMyJEjiYqK4tChQ3R2dgLO8FxnZydeXl5KcNLX1xeAjIwM2traGDx4MK2trcyePZv29naEEERGRvLMM8+wZMkSYocNo8tuJ6+0lEOpqWzas4f1O3fi5ubG6tWrSUpKIjU1lfDwcNV578JisVBRUYHBYMDb2xur1XpVSCw9PR29Xk9lZSVTp05V6+uL0tJSJVYJznyL0WhUYwc07h73hHEBZgKXpZSXemyLEUKcEUIcFkLM7N4WBvScwFTWva1PhBAvCiHShBBpriceDY3bzaJFi4iNjaWiogKz2czmzZuv9g6uIDQ0FCEEbW1tmEwmADXfpaqqioCAgKuMlCvf0d7errr6hw0bhr+/P3q9HovFoqY2dnV1ceTIEaKjoxk3bhw1NTXs2rULh8OBTqdj2bJlxMTEMH78eJ588klGjRpFV1cXzzzzDC+//DJPPPEEq1evJjg4mEuXLlFfX68mTfakrKwMh8NBW1sb7u7u6PX6Xol6q9VKZmYm7u7ueHp6KsXjvmhvb6eurk7lW+DLSrG+qso07ix33bgIIfYJIc738VrWY7cn6O21VAKRUspk4B+Avwshrv14cw2klH/uHts8QYvRatwpdDodjzzyCAEBAXR2dtLR0cGWLVuu2/9iNBpVqKe0tBQ3NzfKysqIioqivr5ejQi+Uto/JCSEMWPGkJKSQkNDA0IIJk6cSHNzM4AyaidOnKC9vZ358+f3mqIJMGvWrF7qwkIIHnzwQcxmM9u3b8dsNhMXF6emV6ampuLj46N0v3riyre4rjs6OloZS3CKdFosFtra2pg9e3afEzFduMQqXfkW0KZPDiTuunGRUs6XUo7q47UNQAhhAFYA63oc0yWlrOv++TSQD8QB5UB4j9OHd2/T0BhQuLu788QTT6jQVkFBAV988cV1j4mMjFSqwC6FZJc8vYeHhwo5XYlrcqRrXkpycjJCCHQ6nfIyTpw4QXx8PGFhYXh7e6ubekBAANOmTetz/StXrqSpqYlPP/1UdfrX1NSQn5/PhAkT+pxdX1xcrJo129rarurKP336tJLKHz9+/HW/j5KSEnQ6ndIj6+zspKWlRUvmDxDuunG5CeYDF6SUKtwlhBgkhNB3/zwUGA4USCkrgWYhxJTuPM0zwLa7sWgNjRsREBDAY489Rnt7O97e3hw8eJCioqJr7h8REYGUkubmZnx9famuriYgIACTyaRyKn3lb3x8fJg+fTo5OTm9OuOllFitVnbs2IHValWS+nl5eSqPM2vWLDXh8krCw8OZM2cOWVlZZGRkAE6vRa/X92kYrFYr5eXluLm5qXP2VEGura2ltLQUu93OvHnz+jROPekpVglfyr5onsvA4F4wLqu4OpE/C8gUQmQAG4GXpZT13e99H3gXyMPp0WiVYhoDlujoaB588EFaW1txd3dn06ZNao7LlbjyI0IIOjo6kFJy+fJlIiMjKS8vVxL8fTFt2jR8fHzYvXs3+fn5SsjSy8uLoqIikpOTCQoKwuFwKKFMQIXPrsX06dOJjo5m165dlJWVcfbsWUaPHq265XtSXl6O3W6nq6sLo9FIQEBAr3CbS5Y/JCTkhgKfNpuNioqKXvkWTVNsYDHgjYuU8lkp5dtXbNskpUyUUo6VUo6TUu7o8V5ad1gtVkr5A63HRWOgM27cOKZMmUJnZydtbW1s2bKlzzn2fn5+eHl54e3tTXm5M9rrCo3V1tYSHh5OaWlpn3NjjEYj8+bNo7KykhMnTuDu7k5UVJTyeFzhqYyMDOrr6zGZTISGhpKdfX2NWp1Ox8MPP4zRaGTt2rVYrdY+y48B5ZU1NjbS2dnZq0rMbrdz5swZwFnwcKOEfGVlZS+xSnCG5Ewmkwq7adxdBrxx0dD4NrBgwQJ1s83Pz+8z/yKEICIiAofDQWtrqzIyLqkTd3d37Ha7aiy8kqSkJEJCQigrKyM2Npa4uDjsdjs6nU4NM9uzZw/gvMGPGjWKqqoqJcl/LXx9fXn44Ydpa2vD09NT9dpcSXFxsRKTlFL2Mi5nz57FarUSHh7eK0F/La4UqwSncRk0aJBWKTZA0IyLhsYAQKfTsXLlSgYNGoROp+PAgQNKUr8n4eHhtLW1odPpMJlMlJWVERISgtFopKOjA51Od83QmBCCsWPHquFhrr4YLy8vsrKy2LdvH11dXQwePJixY8eq0NSNvBdwhqnAWR584sSJPt8vKyvD09MTAIPBoIoRAA4fPgzA0qVLb/hZ4My3BAQE4O3trbZp0ycHFppx0dAYILi5ufHEE0/g7u6OTqdj48aNtLe399rHlXcJCQmhra2N5uZm2tvbiYiIoKysjPDw8Os2ZTY2NgLOMuP8/HxiY2NpaWnB4XConMcjjzziFKP08yM0NJScnJwbrj0lJQWz2czIkSPZt2/fVYUJFRUV2Gw2rFYrOp2O2NhYlYgvLCykubmZ0NDQm0rGu8Qqe3ot7e3ttLW1acZlAKEZFw2NAYSfnx+PP+5UPWptbWXz5s298i+hoaHodDq8vLxURZcr73L58mXCw8OprKxUuZSeSCnJzc0lMjISu92OwWBgyZIl6PV69Ho9UkrGjx+vxCQBEhISqKioUEapL/Lz8ykqKmLixIksX76cwMBANmzY0KsYwGVs6uvrcTgcvUJiO3fuBOCBBx64qe+ovr5eGVQXmuzLwEMzLhoaA4zIyEgeeughwHnjPnbsmHrPaDQyZMgQOjs70ev1CCFUMyU48y5Syj5Lmmtra6mvr1fGw2az0d7eTmxsrGq+vFLW3tUIea3QWFdXF9u3bycoKIjJkyfj5ubG448/js1mY/369SpcVlJSgr+/v/rdZVyKi4upra0lICDgKqmYrq4uqqqqyMnJ4fjx43z22Wd8/PHH/PWvf1XfkwutUmzgMaCFK+82VqtVifxp3Bh3d3fCw8Mxds8Q0fjqjBkzhpqaGo4dO8b+/fuJiopST+phYWFkZGQwfPhwLl68SHl5Offddx96vZ62tjaMRiMFBQWMHDmy1zlzc50i4oWFhUodYPfu3corMRgMZGRkkJiYqI7x9/cnJCSE7OzsPpsp9+zZQ0tLC88//7wKcwUFBbF8+XLWr1/P559/zuLFiykpKSEkJISGhgaCgoLw9fXFbrezbZuzDS0yMpL9+/fT0NBAY2MjDQ0NV4UE3d3d8ff3JywsjAkTJvTysGpqanBzc7uuDpnGnUUzLtehrKwMHx8foqOjtQqUGyClpK6ujrKysj6HOmncOvPmzaO6uppLly6xdu1aXnnlFTw9PYmIiODUqVOEhYVx4cIFysrK0Ol0qhQ5MjKyz7xLbm4uZrOZhoYGHnvsMdra2vjss88Ap2ExGo3k5eVRX1/fq/8kPj6eAwcO0NTU1KvMNz8/n/T0dKZNm6ZyQT2PmT59OseOHcNut2O1WpURs9ls/O53v6OxsVGF/DIyMtDpdJjNZvz9/YmPj8ff31+9/Pz8rppU2ROtUmzgoRmX69DZ2akZlptECEFgYCCaAGj/IYTgkUce4c9//jN1dXWsX7+e7373u+pGbjAY0Ol02Gw2amtriYqK4ujRo9x3330cPHiQlpYWNUultbWVsrIyTCYT4eHhjBw5Ervdzs6dO5FSMnv2bPbv3w84JVh6DudKSEjgwIED5OTkMGXKFKSUtLS0sG3bNvz8/Bg+fDiXLl2iqampl+fR0NAAoLr3XTkYg8HA4MGD6ejooLOzk4SEBBYsWICvr+9XHk1cXV3daxqlxt1HMy43QDMsN4/2XfU/JpOJp59+mrfeeovi4mIOHz7M7Nmz8fLyorKykpiYGPLz8yktLSUqKoojR47g7u4OOMNfSUlJwJcilBaLhWnTplFfX8+BAweU51BZWYnRaEQIQWpqKh0dHVgsFrq6uujq6sJgMLBv3z4OHTqkCglcfPjhh+pnvV6Pn5+fCl95eXlx9OhRpQhgMBhYs2YNp0+fJisrC4A5c+Z8LYn8trY22tvbtWT+AEMzLhoaAxyz2cxTTz3F+++/z+HDh4mJiVGlx3PnziU/P5/c3FweeeQRdDodzc3NuLu7s3//fk6cOEFXVxdNTV/O2Vu/fv1Vn3Flwj47OxsvLy/c3d1xc3PDz8+P2tpaRo8ejd1u59y5cwwdOpTk5GTc3Nxwd3fHbDbj4+PT6yHD4XBw/PhxpRoQGRmJ1Wrl0KFDGAwGQkNDe+VOvgpaMn9golWL3QNs3boVIQQXLlz4Ssf/6le/QghBXl6e2vbGG28ghCAtLQ2gVzOaxsAjPDycJUuWAPDxxx8THBxMfX09YWFhqmLMJdlSUlLCjBkz8PPzw9fXl9DQUCXnP2nSJBYvXqw65SdNmsSjjz4KfFkZ5u7uzqBBg/jhD3/I6tWreeaZZ1R5dFBQECUlJQQGBrJq1SpGjRrF8OHDiYiIwNfX9yrvtaqqCqvVqjwTvV7P8ePHaW9vx2azMW7cuK/93WhlyAMTzbjcA3zyySfMmDGDTz657iDO6zJ69GjWrl2rft+wYUOvqiCNgc+4ceNITk7GarVy9uxZAC5fvkxQUJDKX0RFRVFeXs6kSZN47rnneOKJJ4iNjQWcZcaLFy8mICCAhoYGfH19WbRoEQkJCUycOJGcnByGDh2K3W6nrKyMyspK9dlBQUEMGjSIkydP0tzczPLly2+qKtClMuDyXC5dusSxY8cwm824ubn1OfPlVqmursbd3V17QBpgaGGxm+RHP/qRSkz2F2PHjuWNN9647j6tra188cUXHDx4kKVLlzJ16lTee+89NmzYAMChQ4d4/fXX+fTTT3nvvff4z//8T/z8/BgzZgxubm78/ve/B2D58uVs27aNX/ziF+Tn52M2m6+6Ofz4xz9mz549DBkyhLVr12phhgHI0qVLqayspKqqCnBWNI4YMYKamhrOnDlDVFQUx44d61W159Ipe+CBB7Db7WzZsgWAFStWKE/jvvvuIzMzk66uLqxWK3q9nlOnTql+G3CqAmRmZjJ+/PirqsOuhUtPrKGhAW9vbxwOB+3t7bS0tDB+/Ph+KVvXKsUGJprnMsDZtm0bixYtIi4ujsDAQPz9/UlJSVGy7OvWrWPVqlVUVFTwf/7P/+HkyZMcO3bsqhCar68vERERnD9/nrVr16owh4u2tjYmTJhAVlYWs2fP5l//9V/v2DVq3DxCCJ577jmVtL9w4YKanZKVlaUGirmaKKurq6mvrycwMJCgoCAOHjxIe3s7UVFRvbS9PD09mT17NuXl5ZjNZkwmE5mZmarHq6urS2mR3WyOREpJcXGxComFhIQo/TOHw8GoUaO+9vchpVTGRWNgoXkuN8mNPIzbxSeffMJrr70GwKpVq9iwYQOLFi1ix44dPPLII3z22Wf813/9F/v372f27NmqP+HRRx9VFUIuVq1axdq1a9m9ezf79+/ngw8+UO/pdDplcJ566ilWrFhxh65Q41YxmUw899xzvPXWW9TW1mK1WjEajVRWVmIwGBgyZIhSDd61yznOaOrUqTQ0NHD8+HHA6cleyaRJk0hLS8NisdDR0QE41YonT57M3r17aW1txWw2c/HiRaZMmXLDdV6+fJnOzk5loNrb2zGZTLi5udHc3ExKSgoRERFfy+Noa2ujo6NDy7cMQDTPZQDjKhd94YUXiI6O5r//+79Zv349jz/+OOvXr+fAgQNMmDBB9TLciCVLlvDXv/6VyMjIG3YyayGGgU1wcLDyWN577z0GDx6Mw+GgqKiIqKgoysrKKCkpUTPrExMT1ZyYcePG9Vn6q9frWbBgAa2trRgMBjw8PDh16hT5+fmcPn2aqVOnkpSURFFR0TUHmvXElW9xVaqVl5eTlJREc3MzI0eOJDs7u08F5VtBmz45cNGMywBm48aNPP300xQXF1NUVERpaSkxMTEYDAbS09N55513WLVqFQATJ07k8OHDNDQ0YLPZ2LRp01Xn8/T05D//8z/5+c9/ftV7DoeDjRs3AvD3v/+dGTNm3N6L0/jaTJ8+HXCGrFwNihkZGURHR2Oz2diwYQNCCKKjo1UvjMFgYP78+dc854gRI1S4rKOjg7q6OrZs2UJgYCBz5swhISEBKeVNVS4WFxdjNptpb29Hr9fj6+urvKxly5aRkJDAvn37rqvifCO0MuSBy4AwLkKIR4UQWUIIhxBiwhXv/VQIkSeEyBVCLOyxfVH3tjwhxD/32B4jhEjp3r5OCGG6k9fSn3zyySc8/PDDvbatXLmStWvXsmTJEnbt2qXKU8PCwvjZz37GpEmT1OjZvibyrVq1qs/yTy8vL1JTUxk1ahQHDhzgX/7lX27PRWn0G67JlCaTSRmX3NxcJQDZ2tqKlJJhw4YpmZfZs2dfV0ZFCMHChQuVwKQQgra2NpYtW4bRaGTw4MEEBATccMaLK9/i8pDtdjuzZs0iOzubxMRE3N3deeihhwgMDGTjxo29+nBuhZqaGjw8PPocq6xxdxkoOZfzwArgTz03CiESgFVAIhAK7BNCxHW//QdgAVAGnBJCbJdSZgP/CfxWSrlWCPE28D3grTtzGf3LwYMHr9r26quvqp9dlWAuvvOd7/Diiy9is9l4+OGHVVz9V7/6VZ/nP3TokPq5tbX1a69X487imkxZWVmJw+FQ81KqqqoYMmSIGid8+fJlOjo68Pb2vqlcSUhICGPHjiUjI0N18LvCaEII4uPjVa+Ka/jXldTW1vZ635ULtFgs6uHGpaD8zjvvsGHDBp599lklfnmz1NTUEBwcrIVxByADwnORUuZIKXP7eGsZsFZK2SWlLATygEndrzwpZYGU0gKsBZYJ51/YXGBj9/EfAstv+wUMEH71q18xduxYRo0aRUxMTJ9JW41vFuHh4TQ1NfUqwEhNTeXRRx/Fz8+PwMBAMjMzAbj//vtv+ubtCrm5OH36tPrZFRpzqSz3hatazaUvtnjxYjIyMhg0aFCvMmaXgnJ5ebkqPrhZpJTa9MkBzIAwLtchDCjt8XtZ97ZrbQ8EGqWUtiu294kQ4kUhRJoQIu2bILj4+uuvk5GRwYULF/jd736nPc19C3DdqHU6HSEhIYCzUbGjo4Oqqio6OzsRQjB48OBbKv1NSUlRP5tMJtLT09XMl5CQEPz8/K4bGisuLsbT0xO73Y7RaMTX15eysjKSk5Ov+rt0KSinp6eTnp5+02tsaWmhq6tLMy4DlDtmXIQQ+4QQ5/t4LbtTa7gSKeWfpZQTpJQTtD9QjXsR12TKsrIyJk+erLa7yszb2tqQUrJw4cKbftgoLCwkLS2NiRMn4u7ujsVioaWlRXkqQggSEhIoKChQJcs9ceVbXIwcOZL09HT0ej1jxozp8zPnzp3L0KFD2blzJxUVFTe1Tk32ZWBzx4yLlHK+lHJUH69t1zmsHIjo8Xt497Zrba8D/IQQhiu2a2h8I3FNpiwrK+sVbnJ5GUIIhg0bdtMzdrq6uti2bRuBgYEsWLBAVZbp9XqlQwfO0JjD4egzNFZfX09ra6sa9jVmzBgyMzMZOXLkNXM0Op2OlStX4u3tzfr1668aFNYXWqXYwGagh8W2A6uEEG5CiBhgOJAKnAKGd1eGmXAm/bdLZ/bxIPBI9/HfBa5nvDQ07nnCw8MpLy/Hz88Pd3d3VaElhEBK2Ws2y43Yt28fTU1NPPTQQxiNRsaNG6fCW4WFhdTW1gJOj8nX15ecnJyrznHliOWWlhY6OjpuKFLp6enJY489RmtrK5s2bVJim9eipqYGT09PrVJsgDIgjIsQ4mEhRBkwFfhMCLEbQEqZBawHsoHPgVeklPbunMoPgN1ADrC+e1+A/w38gxAiD2cO5r07ezUaGneW8PBwrFYr1dXVhIWFqYFbUkqSk5NvOmzkCodNmTJFzacXQnD//ferfVzeiys0lp+ff9UY8J49MK6CAj8/v5vynkJDQ3nwwQcpKCjgwIED193XVSmmMTAZEMZFSrlFShkupXSTUg6WUi7s8d6/SSljpZQjpJS7emzfKaWM637v33psL5BSTpJSDpNSPiql7Lry8+41vq7kPsBHH33EqFGjGD16NMnJybz++usAPPvss6p58oUXXrhh/4LGwCMiwhkhLisrIywsjKamJtzd3TEajcyZM+emzmGxWNi+fTsBAQHMnTu313tjxoxR4az09HQsFgvgDI3Z7fZeMkNSSgoLC1V+Jzw8nMLCwj4T+dciOTmZcePGcezYsT49I9fnaJViA5sBYVw0rs/XldzftWsXb7zxBnv27OHcuXOcPHmyzwbLd999t18k0DXuLGazGS8vL2VcpJRMmjSJZcuW3bQ00N69e2lsbFTNklfiMlJWq5Xz588DTsPh4+PT64Hk7Nmz2O129Ho94MzhCCEYO3bsLV3T4sWLCQsLY+vWrSoU15Pm5mYsFovmuQxgBkoT5YCn6te/pivnq3sOfeEWP5IhP/vZdffpD8n9f//3f+f1118nNDTU+blubqxevfqqz7rvvvt4/fXXmTBhAt7e3qxZs4adO3cSEhLCr3/9a37yk59QUlLCG2+80UuKXePu4mqmLC0tVSEsk8l00/N6+gqHXcm4cePYu3cvFouF48ePK08kPj6e06dP09XVhdFoVI2/rg7/0tJShg8ffkMtuysxGAw89thj/OlPf2LdunW88MILuLm5qfe1ZP7AR/NcBjj9Ibl//vx5JXJ4s7S1tTF37lyysrLw8fHhF7/4BXv37mXLli2aNMwAJDw8XDUs+vv7U15+c0WS1wuH9USn06nu/rq6OsrKyoAvQ2OXLl0iMzOT5uZm5bV4eHjQ1tb2ladN+vr68sgjj1BXV8e2bduUWgBoZcj3AprncpPcyMO4XfSn5P6tYDKZWLRoEeCcYunm5obRaGT06NFXVQNp3H1cZciu0FjPPpPrsW/fPhobG3nuueduOLhr0qRJHD16FCkl+/fv59lnnyUiIgJvb28yMzO5fPkyer0ek8lEZ2cnBoMBb29vhg8f/pWvKyYmhvnz57N3716OHz+ulANqamrw9va+rk6axt1FMy4DGJfk/rlz5xBCYLfbEULwwQcf8Ic//IGAgICbktxPTEzk9OnT130yvRKj0agSsDqdToUkdDqdCnloDBx6NlOGhYVx/vx5mpubrxuOKiws5NSpU0yePPma4bCeeHl5MXr0aDIzMykuLlbnj4+P59SpU2q/zs5OpJS0tLQwY8YMVb32VZk6dSrl5eXs37+fkJAQhg4dqiXz7wG0sNgApr8k93/605/yT//0T2o0rsVi4d13370r16Rxe+irmfJ6obGe4bB58+bd9Of0VAHYsWMHgCoCGTJkCECv8FVycvLNX8Q1EEKwbNkygoKC2LRpE42Njdr0yXsAzbgMYPpLcv+BBx7gBz/4AfPnzycxMZFx48YpiXaNbw6uZsrg4GDlxVwLVzjM1Sx5s4SGhhIeHo4Qgry8PFpbW4mKimLevHkEBgaqfAs4Q1quMO3XxWQy8dhjj2Gz2fjrX/+K1WrV8i0DHNHzKePbzIQJE2RPeQuAnJwc4uPj79KKbp3W1la8vb2V5P7zzz9/lXG63dxr39k3iXPnzrF582ZefPFFPv/8cyoqKpgwYQIzZszo1cVeVFTEhx9+yOTJk1Ve7VbIzMxky5YtAAwfPpzvfOc7ALz55ps0NzcjhMBqtbJy5cpbEsu8GS5cuMC6desAeP7551WPj8bdQwhxWko54crtmufyDUKT3P9207OZcsWKFSQmJpKSksLvfvc7Dh48SGdnJxaLhW3btuHv739L4bCeJCQk4OXlhRCCS5cuUV1dTUtLC/X19WqmjMFgYOTIkf15eYBTBHPWrFmYTCbNcxngaAn9bxCurnuNbydmsxlvb2/KysqYOHEiy5cvZ/r06Rw6dIgjR46QmppKUFAQjY2NPPvss7cUDuuJwWBg/PjxHDlyBIDPPvuMiRMn9tpn2LBhtzz462aZM2cOM2fOvG3n1+gfNM9FQ+MbghCC8PBwSku/HHU0aNAgHn30UV588UUCAwMpKyvDaDRSVVX1tar+xo8fr6rASkpKOHLkCEIIZbCuHDbW32iGZeCjGRcNjW8QrmZKV5Oti8DAQNrb2/Hx8SEkJITPP/+c3//+95w5c+aG6sN94SpBFkIghKCmpgYppRoO1lP+X+PbiWZcNDS+QfRspuzJ/v37aWhoYOXKlTz77LM89dRTeHl5sX37dv74xz9y/vx5brW4Z+LEiUgpex3ncDgIC7vm8FeNbxGacdHQ+AbRs5nSRVFREampqUyaNImoqCiEEMTGxvLCCy/w+OOPo9fr2bRpE3/605/Izc29aSMTGRnJ4MGDVXjM1XSblJTU/xemcc+hGZcBjl6vVxVgS5cupbGxsc/9ekrnX4u//OUvCCHYt2+f2uaS83cde9999zFixAjGjh1LfHw8f/7zn/vtWjRuPz2bKeHLZsm+qsOEEIwcOZKXXnqJFStWYLFYWLt2Le+//z6FhYU3/CwhBJMmTVJhNZdRutmplxrfbDTjMsDx8PAgIyOD8+fPExAQwB/+8Ievdb7Ro0ezdu1a9fsnn3xy1Vzzjz/+mIyMDI4dO8b//t//W83v0Lg3cDVTOhwOFQ5btmwZJpOpz/11Oh2jR4/mlVdeYcmSJTQ3N/PRRx/x0UcfXbcRE77UnXN5LZ6enn2Oc9D49jEgSi6EEI8CvwLigUlSyrTu7QuA/wBMgAX4Jynlge73DgEhQEf3ae6XUlYLIdyAj4DxQB3wuJSy6Ouu8fPPP1fyKf3FkCFDbqmJberUqWRmZgLOp8Qf/vCH7N27l4iIiF43jujoaL773e+yY8cOrFYrGzZsUD0HM2fO5OjRo1itVrq6usjLy7vmrI3W1la8vLx6dV1rDHzCw8NJTU1VL1c47Ebo9XrGjx/PmDFjSEtL44svvuC9994jLi6OOXPmKHmXnrhGIZ84cQKdTkd0dPRNDwXT+GYzUDyX88AK4MgV22uBpVLK0cB3gb9e8f6TUsqx3a/q7m3fAxqklMOA3wL/eRvXfcew2+3s379fzVHZsmULubm5ZGdn89FHH3H8+PFe+wcFBZGens6aNWt69b8IIZg/fz67d+9m27Ztfc5lefLJJ0lKSmLEiBH88pe/1IzLPYarmXL37t1fqVnSYDAwZcoUXn31VebOnUtJSQl/+tOf2LhxY5+DuyZOnIher8fhcGgd8xqKAeG5SClzgKueeKSUZ3r8mgV4CCHcbjC6eBlOLwhgI/B7IYSQX1Pn5qvIZPQHHR0djB07lvLycuLj41mwYAEAR44c4YknnkCv1xMaGnqV4vGKFSsAZz/C5s2be723atUqfve739HU1MRvfvMbfv3rX/d6/+OPP2bChAnU1NQwbdo0Fi1adFNPvhoDA1czZWtrKw899NA1w2E3wmQyMXPmTCZMmMDx48dJSUkhOzubMWPGMHv2bPz8/ADn/JgHH3yQ7du335S6ssa3g4HiudwMK4H0KwzLB0KIDCHEL8WXlikMKAWQUtqAJiCwrxMKIV4UQqQJIdJcw4cGGq6cS3FxMVLKm865uCTy9Xr9Vc1ykyZN4ty5c9TW1hIXF3fNcwwaNIhx48aRkpLy1S9A444jhGD69OksWLCA6Ojor30+Dw8P5s2bx2uvvab+dn7/+9+zc+dOWltbAbh8+TJGo5HBgwd/7c/T+GZwx4yLEGKfEOJ8H69lN3FsIs7w1ks9Nj/ZHS6b2f16+lbXJKX8s5RygpRywkCX7/b09OR3v/sdv/nNb7DZbMyaNYt169Zht9uprKxU42Vvlv/4j/+4ymO5kvb2ds6cOUNsbOzXWbrGXWDKlClMmzatX8/p5eXFokWL+OEPf6jyMv/zP//Dvn37KCwsJCwsTAuhaijuWFhMSjn/qxwnhAgHtgDPSCnze5yvvPvfFiHE34FJOBP55UAEUCaEMABmnIn9e57k5GSSkpL45JNPeOqppzhw4AAJCQlERkYyderUWzrX4sWLr/nek08+iYeHB11dXTz77LO3PCJZ45uN2Wxm6dKlSrfs2LFjAMyYMeMur0xjIDGgJPe7K8D+sUe1mB9wGPhXKeXmHvsZAD8pZa0Qwgh8AuyTUr4thHgFGC2lfFkIsQpYIaV87Eaf/U2Q3B8IaN/Zt4/q6mrS09OZMmWKysNofHsY0JL7QoiHhRBlwFTgMyHE7u63fgAMA/6lO7eSIYQIBtyA3UKITCADp7fyTvcx7wGBQog84B+Af76Dl6Kh8a0jODiYRYsWaYZFoxcDpVpsC87Q15Xb/z/g/7vGYX3GaqSUncCj/bc6DQ0NDY1bZUB4LgOZgRQ2HOho35WGhoYLzbhcB3d3d+rq6rSb5k0gpaSurg53d/e7vRQNDY0BwIAIiw1UwsPDKSsrY6D2wAw03N3dtTkeGhoagGZcrovRaNQUXjU0NDS+AlpYTENDQ0Oj39GMi4aGhoZGv6MZFw0NDQ2NfmdAdejfTYQQNUDx3V7HTRKEcxzBNxHt2u5dvsnXp13btYmSUl4lzqgZl3sQIURaX3IL3wS0a7t3+SZfn3Ztt44WFtPQ0NDQ6Hc046KhoaGh0e9oxuXe5M93ewG3Ee3a7l2+ydenXdstouVcNDQ0NDT6Hc1z0dDQ0NDodzTjoqGhoaHR72jG5R5BCBEhhDgohMgWQmQJIV6722vqb4QQeiHEGSHEp3d7Lf2NEMJPCLFRCHFBCJEjhLi1udQDGCHEj7v/Js8LIT4RQtzT0thCiPeFENVCiPM9tgUIIfYKIS51/+t/N9f4VbnGtf13999lphBiS/cE4K+NZlzuHWzA/5JSJgBTgFeEEAl3eU39zWtAzt1exG3if4DPpZQjgTF8Q65TCBEGvApMkFKOAvTAqru7qq/NX4BFV2z7Z2C/lHI4sJ97d8LtX7j62vYCo6SUScBF4Kf98UGacblHkFJWSinTu39uwXlzCru7q+o/hBDhwIPAu3d7Lf2NEMIMzMI5ghsppUVK2XhXF9W/GAAPIYQB8AQq7vJ6vhZSyiNA/RWblwEfdv/8IbD8Tq6pv+jr2qSUe6SUtu5fTwL9MjdDMy73IEKIaCAZSLnLS+lP3gB+Ajju8jpuBzFADfBBd9jvXSGE191eVH8gpSwHXgdKgEqgSUq55+6u6rYwWEpZ2f1zFTD4bi7mNvI8sKs/TqQZl3sMIYQ3sAn4kZSy+W6vpz8QQiwBqqWUp+/2Wm4TBmAc8JaUMhlo494Nq/SiO/ewDKcBDQW8hBBP3d1V3V6ks3/jG9fDIYT4Oc7w+8f9cT7NuNxDCCGMOA3Lx1LKzXd7Pf3IdOAhIUQRsBaYK4T4291dUr9SBpRJKV2e5kacxuabwHygUEpZI6W0ApuBaXd5TbeDy0KIEIDuf6vv8nr6FSHEs8AS4EnZT82PmnG5RxBCCJwx+xwp5f+92+vpT6SUP5VShkspo3Emgw9IKb8xT79SyiqgVAgxonvTPCD7Li6pPykBpgghPLv/RufxDSlWuILtwHe7f/4usO0urqVfEUIswhmSfkhK2d5f59WMy73DdOBpnE/1Gd2vB+72ojRumh8CHwshMoGxwK/v7nL6h25vbCOQDpzDeU+5p6VShBCfACeAEUKIMiHE94D/ABYIIS7h9Nb+426u8atyjWv7PeAD7O2+r7zdL5+lyb9oaGhoaPQ3mueioaGhodHvaMZFQ0NDQ6Pf0YyLhoaGhka/oxkXDQ0NDY1+RzMuGhoaGhr9jmZcNDQ0NDT6Hc24aGhoaGj0O/8/TM0Tc3t5FM0AAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"df_past = df_past.sort_index()\n",
"ax = df_past.plot(legend=False, c='grey');\n",
"df_const['RdnMB'] = np.NaN\n",
"df_const.plot(color=['k', 'C3', 'grey'], ax=ax);\n",
"plt.title(f'Monthly mass-balance, {str1}-{str2}'); plt.ylabel('mm w.e. mth$^{-1}$');\n",
"plt.savefig(f'/home/mowglie/Documents/git/oggm.github.io/img/blog/equilibrium/monthly_mb_{str2}.png', dpi=150, bbox_inches='tight')"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"241.3329993839971"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df_past.mean(axis=1).sum()"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"AvgMb 241.296573\n",
"AvgClim 303.766363\n",
"RdnMB 0.000000\n",
"dtype: float64"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df_const.sum()"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"2021-08-10 12:46:11: oggm.core.flowline: (RGI60-11.00897) run_random_climate_rdn\n",
"2021-08-10 12:46:11: oggm.core.flowline: (RGI60-11.00897) flowline_model_run_rdn\n",
"2021-08-10 12:46:20: oggm.utils: Applying global task compile_run_output on 1 glaciers\n",
"2021-08-10 12:46:20: oggm.utils: Applying compile_run_output on 1 gdirs.\n"
]
}
],
"source": [
"tasks.run_random_climate(gdir, nyears=300, y0=y0, halfsize=hs, output_filesuffix='_rdn', unique_samples=True, seed=0)\n",
"ds_rdn = utils.compile_run_output([gdir], input_filesuffix='_rdn')"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"2021-08-10 12:46:20: oggm.core.flowline: (RGI60-11.00897) run_constant_climate_const\n",
"2021-08-10 12:46:20: oggm.core.flowline: (RGI60-11.00897) flowline_model_run_const\n",
"2021-08-10 12:46:31: oggm.utils: Applying global task compile_run_output on 1 glaciers\n",
"2021-08-10 12:46:31: oggm.utils: Applying compile_run_output on 1 gdirs.\n"
]
}
],
"source": [
"tasks.run_constant_climate(gdir, nyears=300, y0=y0, halfsize=hs, output_filesuffix='_const')\n",
"ds_const = utils.compile_run_output([gdir], input_filesuffix='_const')"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"2021-08-10 12:46:31: oggm.core.flowline: (RGI60-11.00897) run_constant_climate_avg\n",
"2021-08-10 12:46:31: oggm.core.flowline: (RGI60-11.00897) flowline_model_run_avg\n",
"2021-08-10 12:46:41: oggm.utils: Applying global task compile_run_output on 1 glaciers\n",
"2021-08-10 12:46:41: oggm.utils: Applying compile_run_output on 1 gdirs.\n"
]
}
],
"source": [
"tasks.run_constant_climate(gdir, nyears=300, y0=y0, halfsize=hs, use_avg_climate=True, output_filesuffix='_avg')\n",
"ds_avg = utils.compile_run_output([gdir], input_filesuffix='_avg')"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"(ds_const.volume * 1e-9).plot(c='k', label='AvgMB');\n",
"(ds_avg.volume * 1e-9).plot(c='C3', label='AvgClim');\n",
"(ds_rdn.volume * 1e-9).plot(c='grey', label='RndMB');\n",
"plt.legend();\n",
"plt.title(f'Glacier evolution under the {str1}-{str2} climate'); plt.ylabel('Volume (km$^3$)');\n",
"plt.savefig(f'/home/mowglie/Documents/git/oggm.github.io/img/blog/equilibrium/volume_{str2}.png', dpi=150, bbox_inches='tight')"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.8.5"
}
},
"nbformat": 4,
"nbformat_minor": 4
}
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