Skip to content

Instantly share code, notes, and snippets.

@dfm
Created November 14, 2019 20:22
Show Gist options
  • Star 0 You must be signed in to star a gist
  • Fork 0 You must be signed in to fork a gist
  • Save dfm/5250dd2f17daf60cbe582ceeeb2fd12f to your computer and use it in GitHub Desktop.
Save dfm/5250dd2f17daf60cbe582ceeeb2fd12f to your computer and use it in GitHub Desktop.
Display the source blob
Display the rendered blob
Raw
{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"import matplotlib.pyplot as plt\n",
"plt.style.use(\"default\")\n",
"plt.rcParams[\"savefig.dpi\"] = 100\n",
"plt.rcParams[\"figure.dpi\"] = 100\n",
"plt.rcParams[\"font.size\"] = 16\n",
"plt.rcParams[\"font.family\"] = \"sans-serif\"\n",
"plt.rcParams[\"font.sans-serif\"] = [\"Liberation Sans\"]\n",
"plt.rcParams[\"font.cursive\"] = [\"Liberation Sans\"]\n",
"plt.rcParams[\"mathtext.fontset\"] = \"custom\""
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"import pandas as pd\n",
"\n",
"import pymc3 as pm\n",
"import theano.tensor as tt"
]
},
{
"cell_type": "code",
"execution_count": 4,
"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>x</th>\n",
" <th>y</th>\n",
" <th>sigma_y</th>\n",
" <th>sigma_x</th>\n",
" <th>rho_xy</th>\n",
" </tr>\n",
" <tr>\n",
" <th>id</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>p1</th>\n",
" <td>201.0</td>\n",
" <td>592.0</td>\n",
" <td>61.0</td>\n",
" <td>9.0</td>\n",
" <td>-0.84</td>\n",
" </tr>\n",
" <tr>\n",
" <th>p2</th>\n",
" <td>244.0</td>\n",
" <td>401.0</td>\n",
" <td>25.0</td>\n",
" <td>4.0</td>\n",
" <td>0.31</td>\n",
" </tr>\n",
" <tr>\n",
" <th>p3</th>\n",
" <td>47.0</td>\n",
" <td>583.0</td>\n",
" <td>38.0</td>\n",
" <td>11.0</td>\n",
" <td>0.64</td>\n",
" </tr>\n",
" <tr>\n",
" <th>p4</th>\n",
" <td>287.0</td>\n",
" <td>402.0</td>\n",
" <td>15.0</td>\n",
" <td>7.0</td>\n",
" <td>-0.27</td>\n",
" </tr>\n",
" <tr>\n",
" <th>p5</th>\n",
" <td>203.0</td>\n",
" <td>495.0</td>\n",
" <td>21.0</td>\n",
" <td>5.0</td>\n",
" <td>-0.33</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" x y sigma_y sigma_x rho_xy\n",
"id \n",
"p1 201.0 592.0 61.0 9.0 -0.84\n",
"p2 244.0 401.0 25.0 4.0 0.31\n",
"p3 47.0 583.0 38.0 11.0 0.64\n",
"p4 287.0 402.0 15.0 7.0 -0.27\n",
"p5 203.0 495.0 21.0 5.0 -0.33"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# cut & pasted directly from the fetch_hogg2010test() function\n",
"# identical to the original dataset as hardcoded in the Hogg 2010 paper\n",
"\n",
"dfhogg = pd.DataFrame(\n",
" np.array([[1, 201, 592, 61, 9, -0.84],\n",
" [2, 244, 401, 25, 4, 0.31],\n",
" [3, 47, 583, 38, 11, 0.64],\n",
" [4, 287, 402, 15, 7, -0.27],\n",
" [5, 203, 495, 21, 5, -0.33],\n",
" [6, 58, 173, 15, 9, 0.67],\n",
" [7, 210, 479, 27, 4, -0.02],\n",
" [8, 202, 504, 14, 4, -0.05],\n",
" [9, 198, 510, 30, 11, -0.84],\n",
" [10, 158, 416, 16, 7, -0.69],\n",
" [11, 165, 393, 14, 5, 0.30],\n",
" [12, 201, 442, 25, 5, -0.46],\n",
" [13, 157, 317, 52, 5, -0.03],\n",
" [14, 131, 311, 16, 6, 0.50],\n",
" [15, 166, 400, 34, 6, 0.73],\n",
" [16, 160, 337, 31, 5, -0.52],\n",
" [17, 186, 423, 42, 9, 0.90],\n",
" [18, 125, 334, 26, 8, 0.40],\n",
" [19, 218, 533, 16, 6, -0.78],\n",
" [20, 146, 344, 22, 5, -0.56]]),\n",
" columns=['id','x','y','sigma_y','sigma_x','rho_xy'])\n",
"\n",
"dfhogg['id'] = dfhogg['id'].apply(lambda x: 'p{}'.format(int(x)))\n",
"dfhogg.set_index('id', inplace=True)\n",
"dfhogg.head()"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"dfhoggs = ((dfhogg[['x', 'y']] - dfhogg[['x', 'y']].mean(0)) / \n",
" (2 * dfhogg[['x', 'y']].std(0)))\n",
"dfhoggs['sigma_x'] = dfhogg['sigma_x'] / ( 2 * dfhogg['x'].std())\n",
"dfhoggs['sigma_y'] = dfhogg['sigma_y'] / ( 2 * dfhogg['y'].std())"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"with pm.Model() as better_hogg:\n",
" \n",
" tsv_x = pm.Data('tsv_x', dfhoggs['x']) \n",
" tsv_y = pm.Data('tsv_y', dfhoggs['y']) \n",
" tsv_sigma_y = pm.Data('tsv_sigma_y', dfhoggs['sigma_y'])\n",
" \n",
" b0 = pm.Normal('b0_intercept', mu=0, sigma=10, testval=pm.floatX(0.1))\n",
" b1 = pm.Normal('b1_slope', mu=0, sigma=10, testval=pm.floatX(1.))\n",
" y_est_in = b0 + b1 * tsv_x\n",
" y_est_out = pm.Normal('y_est_out', mu=0, sigma=10, testval=pm.floatX(1.))\n",
" sigma_y_out = pm.HalfNormal('sigma_y_out', sigma=1, testval=pm.floatX(1.))\n",
" \n",
" # Inlier/outlier likelihoods\n",
" inlier_logl = pm.Normal.dist(mu=y_est_in, \n",
" sigma=tsv_sigma_y).logp(tsv_y)\n",
"\n",
" outlier_logl = pm.Normal.dist(mu=y_est_out, \n",
" sigma=tsv_sigma_y + sigma_y_out).logp(tsv_y)\n",
" \n",
" # This fraction is really the *prior* probability of having an outlier\n",
" frac_outliers = pm.Uniform('frac_outliers', lower=0.0, upper=0.5)\n",
" \n",
" # Apply this prior to compute the joint prob\n",
" inlier_logp = tt.log(1 - frac_outliers) + inlier_logl\n",
" outlier_logp = tt.log(frac_outliers) + outlier_logl\n",
" \n",
" # Marginalize\n",
" logp_marg = pm.math.logaddexp(\n",
" inlier_logp,\n",
" outlier_logp\n",
" )\n",
" pm.Potential('obs', logp_marg)\n",
" \n",
" # Track the probability that each point is an outlier\n",
" pm.Deterministic(\"logp_outlier\", outlier_logp - logp_marg)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Auto-assigning NUTS sampler...\n",
"Initializing NUTS using jitter+adapt_diag...\n",
"Multiprocess sampling (2 chains in 2 jobs)\n",
"NUTS: [frac_outliers, sigma_y_out, y_est_out, b1_slope, b0_intercept]\n",
"Sampling 2 chains: 100%|██████████| 12000/12000 [00:09<00:00, 1219.40draws/s]\n"
]
}
],
"source": [
"with better_hogg:\n",
" trc_better = pm.sample(tune=3000, draws=3000, target_accept=0.9)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAABLsAAAPzCAYAAABfqg50AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAAPYQAAD2EBqD+naQAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAgAElEQVR4nOydd3wc5Z3/P7NaddmW3OSGAdOCKTbFEBMSTEkCBAKhQygOhAtJuEvgl4MkHIEE7kJCwuXuSI6DAKaEFhIggHHFNsa9SbZ6l1bbe68zz++P2V3N7M7szq66/H2/XrKlKc/zTH+ez/MtHGOMgSAIgiAIgiAIgiAIgiCmALrxbgBBEARBEARBEARBEARBjBQkdhEEQRAEQRAEQRAEQRBTBhK7CIIgCIIgCIIgCIIgiCkDiV0EQRAEQRAEQRAEQRDElIHELoIgCIIgCIIgCIIgCGLKQGIXQRAEQRAEQRAEQRAEMWUgsYsgCIIgCIIgCIIgCIKYMpDYRRAEQRAEQRAEQRAEQUwZSOwiCIIgCIIgCIIgCIIgpgwkdhHEJODxxx8Hx3F47rnnxrspAIA1a9aA4zisXr16vJtCEARBEAQxKaD+HEEQxNhBYhdBTFH6+vpw9913Y/HixSgvL0d9fT2uu+467N+/f9hlr1ixAk8//TRuueWWYZXjdrvx+OOPo6+vb9htmkwcrcdNEARBEERhUH9u4nK0HjdBTBb0490AgiBGnsbGRlx00UXw+/24/vrrsWzZMhgMBvzlL3/Bhx9+iA8++ABXXnll0eWfdtppOO2004bdzq1bt+KXv/wlVq1aheOOO27Y5U0WjtbjJgiCIAhCO9Sfm9gcrcdNEJMFErsIYorBGMM999wDr9eLV155BXfeeWd63b333osLLrgA99xzD7q6ulBdXT2OLQW2b98+amXHYjHodDro9RPvNTeax00QBEEQxOSH+nMi1J8jCKJYyI2RICYZ27dvx2WXXYba2lpUVVXhvPPOw7vvvptev3//fhw4cABnnHGGrGMEAOeccw5uuOEGWCwWvPfee0W3QSnGw3PPPQeO4/D4449jYGAAt956K+bOnYuysjKcdNJJ+O1vfwvGGADRJJ/jOPznf/4nAODiiy8Gx3FYs2ZNurxIJIKnnnoKy5cvR3V1Naqrq3HmmWfiySefRCgUUmzPT37yE3z88cc4+eSTUVlZiaampvQ23d3dWL16NRYuXIiKigqccMIJuPfee9Hf3591fIXUnTru//7v/8bBgwdx5ZVXYtasWaioqMCyZcvw/PPPp7fVctwEQRAEQUx9qD9H/TmCIEYXErsIYhKxb98+XH755Vi4cCEeeughfPvb30ZjYyNuvPFGvP322wCAzZs3AwC+9rWvKZbx1a9+FQCwYcOGEW1beXk5AMBut2PlypXweDz44Q9/iO9///uwWq14+OGH8T//8z8AgJkzZ+Lpp5/GkiVLAAD33Xcfnn76aaxYsQKA2Dm55JJL8LOf/QyMMdx///344Q9/iJKSEjz66KO4+OKLEYlEstrgdDpxxx134LLLLsMTTzyBuXPnAgAaGhpw7rnn4q233sIVV1yBRx99FOeffz5eeuklrFixAp2dnekyCq07ddyHDh3CJZdcgmnTpuGBBx7Avffei56eHnzve9/Db3/7W03HTRAEQRDE1If6c9SfIwhiDGAEQUx4HnvsMQaAcRzHNm3aJFv3zjvvMADsuOOOY4wxdueddzIA7LnnnlMsa/v27QwAO/fcc4tuz8svv8wAsLvuuitrmV6vZ7/5zW9k27/11lsMAFu2bJls+UUXXcQAsC1btsiWP/LIIwwAu/nmm1k8Hk8vTyQS7MYbb2QA2BNPPJFVd2VlJfvzn/+c1d5zzjmHAWDr16+XLf/jH//IALBvfvObw64bAHv11Vdl5e/cuZNxHMeqqqqY3+/Pe9wEQRAEQUxdqD8nQv05giDGArLsIohJxEUXXYRLL71UtuzGG2/EggUL0NfXh6amJjgcDgDArFmzFMtILU9tN9LMmzcPDz74oGzZZZddBgCyGTc1GGN44YUXAADPPPOMLEZDSUkJnnrqKQBQNBUvKyvD7bffLlt25MiRtBtA5uzod77zHfzrv/4rVq1aNey6TzzxRNxxxx2yZStXrsQXv/hFhEIhbNmyJe+xEwRBEAQx9aH+HPXnCIIYfSZepD+CIFS54IILFJcvW7YMJpMJra2taZPssrIyxW1TZtrhcHhU2rhs2bKsIKIzZ84EgKz4CEr09PTAZrOhrq4OsVgsK52zTqdDXV0duru74Xa7UVdXl163dOnS9PGl2Lt3LwBg+fLlWXVVVlamTdKHW/eFF16oeDzLly/Hrl270NbWhquvvjrv8RMEQRAEMbWh/hz15wiCGH1I7CKISUR9fb3i8lTnw+12o7KyEoCYvUaJaDQKAKiqqhqFFgKzZ8/OWsZxnOb9bTYbAPFYjj/++LzbSjsoqZgOSuWlztFo1a3l2hAEQRAEQVB/Lntb6s8RBDHSkNhFEJMInU7Z85gls+LodLp0B0HNrN1utwMA5syZMwotHD6pjtSiRYvSAVDVmD9/vuzvXGmpU+dorOuWXhuCIAiCIAjqz8mh/hxBEKMBiV0EMYlQ6/A4nU4A4qzTaaedBgBob29X3La1tRUAcMYZZ4xCC4fPvHnzAACBQADXXnvtsMtLdRatVuuo1p3qdGYivTYEQRAEQRDUnysc6s8RBFEoJE0TxCRiz549WcsYY2hoaAAAnH766fj6178OAFi/fr1iGWvXrgUAXHnllaPUyuFx3HHHob6+Hh6PBwcPHlTcpqurS3N55513HgBg9+7dWbOBgiDg5ptvxk033YREIjGsupWuDQA0NjYCEK8NQRAEQRAE9edEqD9HEMRoQmIXQUwiNm7ciN27d8uW/eUvf4HVasXSpUtx8skn4/TTT8eqVavQ2tqKF198Ubbtli1b8NFHH+GEE07AVVddNZZNV6SiogLA0GxZiu9+97sAgJ/+9KdIJBKydW+++SZOOukk3HPPPZrqOOOMM3DOOeegv78/K+vO22+/jXfeeQc+ny9ttl5s3Y2NjXjvvfdky3bv3o09e/agrq4OF110Ud7jJgiCIAhi6kP9OerPEQQx+pAbI0FMAlIzWLfddhsuu+wy3HzzzTjxxBPR2dmJ119/HTqdDr/73e/S27/wwgu44IILcO+992L9+vVYvnw5enp68Prrr6OiogKvvfaaanafseS0007D+vXr8dBDD2Hr1q0477zzcMcdd+CRRx7Bpk2bsHHjRixbtgzf+ta3oNfrsX//fqxduxbz58/HT3/6U831/PnPf8aqVavw3e9+F5s2bcLSpUvR2tqKt99+GzNnzsSzzz6b3rbYum+44QbceeeduPrqq3HGGWfAZDJhzZo1YIzhqaeekmUVUjtugiAIgiCmLtSfo/4cQRBjCCMIYsLz8MMPMwDslVdeYRs2bGBf/vKX2bRp01hVVRW74IIL2CeffJK1z+DgILv33nvZokWLWGlpKauvr2e33nora2trG3Z7Xn75ZQaA3XXXXTmXSQHAMl85FouFXXrppayiooLNnDmT/f73v0+vC4VC7KmnnmLLly9nVVVVrKqqip188snsgQceYIODg4rtuf7661Xb3NnZye688042f/58VlZWxpYsWcLuvvtu1t/fn7VtMXU/9thjbN++feyKK65gtbW1rKKigi1fvpy99tprWeXnOm6CIAiCIKYm1J+j/hxBEGMHx5iGlBYEQRCEImvWrMF3vvMdPPbYY3j88cfHuzkEQRAEQRBEgVB/jiCmHhSziyAIgiAIgiAIgiAIgpgyUMwugjiKsdls8Pl8Be1TX1+PadOmjVKLCIIgCIIgiEKg/hxBEEQ2JHYRxFHMQw89hFdeeaWgfV5++WWsXr16dBpEEARBEARBFAT15wiCILIhsYsgjmL+5V/+Bddee21B+5x99tmj1BqCIAiCIAiiUKg/RxAEkQ0FqCcIgiAIgiAIgiAIgiCmDBSgniAIgiAIgiAIgiAIgpgyFO3GKAgCTCYTpk2bBo7jRrJNBEEQBEEQIw5jDH6/HwsWLIBOR/N9APXnCIIgCIKYXGjtzxUtdplMJhxzzDHF7k4QBEEQBDEuGAwGLFq0aLybMSGg/hxBEARBEJORfP25osWuVKpag8GA6dOnF1sMQRAEQRDEmODz+XDMMcek+zAE9ecIgiAIgphcaO3PFS12pUzdp0+fTp0jgiAIgiAmDeSuNwT15wiCIAiCmIzk689RwAqCIAiCIAiCIAiCIAhiykBiF0EQBEEQBEEQRA54gY13EwiCIIgCKNqNkSAIYqoiCAw9jiA6rX502QIwesJwBGJwBaOIJgQkeAaOA6rL9agu12PutHIsqK3EMXWV+MK86TipvgYVpSXjfRgEQRAEQYwAu3ucsPoi+NrSeagso+87QRDEZIDELoIgCAAmTxgbW6zY0eXA3j4XPKF40WWV6DicOn8aVi6ZhQtOmI2VJ8wi8YsgCIIgJilWXwQAYHCHcHI9JbggCIKYDJDYRRDEUYs3FMffDw3ibwcH0WT0ydZVlpbg5PoanDC3BsfOrMbsaWWYVV2GitIS6HU6CIwhFEvAH0nA5o/C6AmjzxFEq9kHdyiOJqMPTUYfXtjei+qyElx6aj2uXrYAF58yB/oS8iAnCIIgCIIgCIIYLUjsIgjiqKPbHsD/bu3Gh40mRBMCAIDjgHOPrcPFX5iLLy6ZhTMWzkBpEaIUYwxmbwT7+lzY1e3Etg47zN4I/tFowj8aTZg7rRw3nLMId6w8FvNnVI70oREEQRAEQRAEQRz1kNhFEMRRQ489gP/c1ImPDpvAknFmvzBvGm47fzGuPGM+ZteUD7sOjuOwoLYS1yxfiGuWL4QgMDQOevDxYTPeO2SEzR/Fn7Z244XtPbh2+ULct+oEnDCnZtj1EgRBEARBEIQMxsQZXYI4CiGxiyCIKY83FMd/be7Eq7v6kEhmU7rs1Hp8f9UJOHtxLTg+DngGAEsfELADIQcQ8QF8FODjgE4P6MuB8mlA1Sygeg5QdzxQdxygL8tZt07H4azFdThrcR0euvwL+LTNipd39GFPrwt/PSC6UN684hj8+LKTUT+9YtTPBUEQBEEQBDGCMAYY9gJVM4HZJ413a4bo3wkE7cApVwIlpePdGoIYc0jsIghiysIYwz8aTfjlhy1wBWMAgEtPmYWfnx3DCYGdwL4/Af9oBFw9ABMKr4DTAbNOAhaeDSw8BzjuQmDOF1Rn0Mr0Olx++nxcfvp8HOh3409burC5zYY39xrw3iEjfrjqRPzTRUtQrqdg9gRBEMQEJ+QSB9DlR0/A9pRVOEHI8BkBr0H80SJ28XGx36kfvkdB7naZhtpXd9zo1kUQExASuwiCmJLYfBE88n4TNrZYUYkI7q5rx31zmzHXuh14z5u9Q2mV2BGoqQeqZwMVMwB9hWjVJSSARBSI+oGQEwhYAGcPEA8Cjnbxp/FNsZzqOcCJXwVOvQo44RKgVDku1znH1uHF1Suwr8+Fpz5pw4F+N36/sQPvNRjx79eegZUnzBq9k0MQBHG0E3KJ72eVdzSRh1gI6P5U/P2MG8a3LQQx3vAFZvBu+UD8f+m1QAkNx4kRJB4Rxc3axWTNBxK7CIKYgmzrsOPBtw5hSfgIninbiqv1e1EajgD9yQ3Kp4tWWItWAPPPBOpPF0WuQmIaMAb4zYD5MGA6BBh2AwN7RHPxxjfEn7Ia4PTrgbPvEq2/FMpfcdxMvHvfSvyj0YQnPmpFjz2IW1/YjdUXHIeHL/8CKsvIyosgpiIGgwG/+MUvsH79ejidTsybNw/XXnstfvnLX6K2tjbv/oIg4He/+x1+8YtfoKamBg6HYwxaPUUIuUioGS5R/3i3gCAmJ1LzwHgQKJkxBpVSzK6jht5tQ5Pzx5w33q0Zd0jsIghiypDgBfx+fQtMn/8Fr+s/wqnlA+IKAaLV1qnfBE69Glhw9vBn0jgOmL5A/Dnl8mQDomLMhva1QOuHojn7wVfEnwVnAV/6kdgGXUlGURyuWb4Qq06Zi9+sa8MbewawZmcfPuuw4w+3LMeZi/IPfAmCmDxYrVasXLkSgiDgySefxCmnnIKGhgb8/Oc/x+eff46dO3eivFzdvaW7uxt33XUXmpuboddTV65ggvbxbgFBjBuhWALxBMOMKrL6IIgpR2oiwmcc33ZMEKiHRBDElMAbiODNl36PWx0vY3GZOJBhpdXgTr8OOPtO0YprtLPR6MuB478s/nz9P4D+HcDBV4Hm90Xrr7+uBmYuAVb9TLT4yhC9ZlSW4j++dQa+fto8PPRuI3ocQdzwv7vw6NVLcfv5i8FRNh2CmBI8+eSTMBqN2LlzJ1auXAkA+NKXvoTa2lrcfvvteOGFF3D//fer7n/VVVdh9uzZaGxsxFe+8hUEAoGxajpBjC9aMstF/WIIAnJRVWRjixUA8LWl88beepxPkNseQYwFAj/eLZgQ6Ma7AQRBEMPFuP9jOJ85D/e5fovFOjui5bOASx4F92AzcM2zohnvWAtFHCe6Sl73PPBAM3DRw0DlTDEY/t/vBZ67EOjarLjrRSfPwfoffwVfW1qPGC/g0feb8OO3GxCO0YeLIKYC77zzDk455ZS00JXipptuQlVVFd54442c+z/00EPYunUrFi9ePJrNHBcMrhB2djkQS+RJGhJ2A5amwmPlACCXnkmKqxdo/jvgt6pvk4gBHeuBto/Hrl2TFH+0mGdnGAQdQMv7gPHg2NY70ZjiWQ54gcERiIJN8eMkJgckdhEEMXnxGuFecwsWfnQblgj98KEalvN+hvL/1wR85SdAZd14t1CkZg5w8c+BHx8BLnkUKJ8B2FqA168D3r4D8A5m7VJbVYb/u+McPHLlqSjRcfigwYRbnt8Fmy8yDgdAEMRIYTQaYbPZcOaZZ2atKy0txdKlS9HQ0ABBUBd7vvOd76CkZAwtMgRetMgYAw4OuGEPRNFhzRMTqmszYG8DrM1j0i5iAmA8IAoFAzvVt4kdZVaOIRfQ+hHg7s+/7XhjbRL/d/WMbztGhWKFnTES3sdwwndvrws7uhxoz/cOJ4aIBoCebbmFfC2QwJgFiV0EQUw+GAMOvobE/6xAXd8n4BmHDyuvQfz+Q5h35U+BsqrxbqEy5TWiCPfjRuD87wOcDmj9B/DH84H9L2V9pDiOw71fWYI3vns+6qpK0TjoxTV/3IEWk2+cDoAgiOFiMomp4Ovr6xXXz507F+FwGG63e1Tqj0aj8Pl8sp+8dKwTLTLGSPACROsATUQz2u8ZEAcN8aNoYsDZDViOjHcriPHAsAdIRIDBfePdErLk0czUPk82v/ju7XMEx7klkwhDMsFV33bZ4kicx+FBD/wRjVaYI/wMNhm96HdquI4eA+Azj2jdIwWJXQRBTC4CduDNW4F/3A99IoiDwon41cLncOkDL2HWbOXB44Sjsg644inge9uBY84XZ6I/egB47VrAmx1Q8vwls/D+D7+EE+ZUw+yN4Ob/24U9Pc5xaDhBEMMlEhEHAmVlZYrrU4Hpw+HwqNT/61//GjNmzEj/HHPMMfl3iifbEvGMSpuU0Gm1ROAyurKGveKgIWVForjPFHNjNB0C7O2ilc/RwDiKKmyiCRUsj7vvGBGKJbC+2YJ2ywSy5gnYxEG4FiJe0fVVzeos7BHLm6yMgxCR7zHVPKFxNBBX/t7v73Oj1xHEtg6tSVVG7pw6AlF02wNoMOT57sfDoljXv2PE6h5JSOwiCGLy0LdDjHXV8QmiTI9fx2/Fm6e/gEfvuQlVZZMw4Om804HvfAJ8/deAvhLo2SoeX/u6rE2PnVWNv//gSzjv+JnwRxO486W92NQyTHNngiDGnMpKMWh2NBpVXJ8Sw6qqRsdC9Wc/+xm8Xm/6x2DIMxiUjlgSY2ctpVmP4lTcORPK51crPfYAnIHhlTHmjOH1mbCQdVFRmDzhtEVOMbSafYgmBLRZJpDlee9n4iA8Krq2MsbUrc+MB8VBu1o8sa5NYnnRMXKTHen72KtR9Bsj/JE4PjpswsGB0bFgnip4wjEA4yMM5o2bmYKPDf0+Ad+/JHYRBDHxYQz4/A/AK1cDAQs6hYW4JvYkAuf+EL+54SzoSybxq0xXAqz8AXDf58D85UDYBbx5M7D+kSyXoRmVpXj17vNw2an1iCYEfO/1A/iw0TRODScIohgWLVoEALBYLIrrzWYzampqUFc3OjEHy8vLMX36dNmPZsbQikTHcYjzAiLxPIk5Mi27RgCrL4IjRi8+73KMeNmjyjAFvvHAG4qj2x4YQRe4HOXEgqNzjgRBjJmlYp0xXgSiCfTYAxDyDJTDMR77+lzY1T1FLcbjYTDGsLXDnsNCRtv9Fwx40W0PZIsPhdy/+ba1tohu4+HJLQTlOsoumygaGlyhsWnMJCWfyNVl82N7px1xPvltHsFvtPY7WjIzRWIXQRBEgcQjwN//Cdj0GMB4/J2/ENfEnsD5X/wynrz2dOh0U8QdZfaJwD0bgC/+QPx717OiW2NA3jGrKC3Bc7efjevOXgheYPjRW4fwDxK8CGLSMG/ePCxatAiHDh3KWhcOh9HS0oIVK1aAmyiudpLOa68jiA3NFoRiox+7S6cD1h4xY32zZagjr7hhMYH6c5/bQCQ+YdzDCiKo1dVl4rC1w5aMCzPKg954BGj/BGj9UNPmBYlvjnYxZlbnhiIbNwxytHNzqxVHjF502XNbI0UTUz/TczQhwBeOwxuOK1usqFmIZrC9044mozd/Ao3hYGsRk4J0bQZ8k7d/N1q6hycUw+4eJ3xa41hJKSp778Sl2eSDKxjTFldrtJD1VUjsIgiC0E7ADrxyFXDkHTCuBI/xd+PB+PdxzXkn4/FvnjZxBoMjhb4cuPzXwM2vA2U1YqDK51dlBR7Wl+jwuxuW4cZzFkFgwI9J8CKIScXtt9+Onp4ebNmyRbZ8zZo1iMViWL169fg0TJGhzmunzY9wnB+TuDycRJAKRnOIa7m+A/FwUYObSsM2zDdtAtgEEwGiflGwcXYrr09aufECQ4PBA+skyt5b1MBVCbURdsSruQibP4JPmiwwejRaavmTVpoTdCDtDMTybyShOPFLS39sAvfZChTNXcHc59TgCsETUttGuyAQ692pPTj5BGO04ttt67DD6otgd6GWiPZ2oOUDMYnJBEVgDF22AAK5vnmK+yV/GUGFsShr20L2Ecbm+0piF0EQExOPAXj5cmBwHxJlM3A3/3O8Er8M3zhjAZ689vSpJ3RJOfVq4LubgVknAr5B4KUrgG75oFin4/Cb68/ETeeKgtcDbzdQDC+CmCQ8/PDDOOmkk3DLLbfgxRdfxI4dO/DMM8/gJz/5CS699FLcfvvtAIBXX30Ver0ef/rTn9L7+v1+7N+/P/0Ti8WQSCSylo0mY/H+lVbB5Rwkq6zjo2LA6ZYPCq67JOKBjsVRFhuhgPwjJYKYGkRXPFO2VSCA9ECjyxZAvzOI3SqJTJyBKNY1mTHoHo41lYZBjfkw4OjKXh7xAoP7xWMZTYoc+O3qdiLOC9jfpzHgfxGutNEEj13dTu2C2igiPU2HBz1Y12SBxTsaQunEs/pIo9GySwuOQBQHB9wFBBVX57DBjU/bbAjHJpjwroFcj5/iKmszYG5U3iERA1y9sndpOJ+LeyapiWONmUsdgWjO8x6IJkbc/droDqPZ5MXm1sL680NfwfF4xoqw7ArYgOb3xiSLMIldBEFMPBxdwEuXA84uxGsW4vr4L7Eldiq+fNJsPHPzMpRMFdfFXMz9gih4HXshEPMDf7kBaHxLtolOx+Gp687EdWeJLo0/eOPg1I25QRBTiNraWnz++ee45ppr8G//9m+4+OKL8eyzz+KBBx7Ahx9+CJ1O7J4JggCe5yEIQ243Bw4cwIoVK9I/ZrMZXq9XtsxkGjlLz5iClUdJPrGLMWBgN2BRyIiYiAFta9UFmySCZBBRVFiuEYh3w43EQGZgtyi4jUSmxHyulcn1+QaBe3pdiCYEHOgfxZhAYQ/g6ADMDdnrujYB7j4xeHhR5LouxV2zNouveIvFIm7QNrMfNn9Ek6AmCAxb2mxFXy/VxzUezFIkeh2iANli1m4JpwXGGJpN3oLdrRyBKHryuGGOCAVeQ+kpzYyJ5o8kACagImxVFroLeq+I225osQxfWDEdGqo7YAc6NwHBCdJnFHjA1go4OpVj3w3sAowHNAtVOdFwHl3BGHZ0ObChRTm2ptETxuZWK/b0jmwG3EItulKkn/ERtewqtPICdjIlvwv29oLaVAyTMH0ZQRBTGvNh4PXrgKAd8boTcH3gYRwO12DZMbV47vZzUK4fudm3CU9lLXDH34H3vw80/Q1473uAzwhc+GD646LTcfjNDWfCF0lgU6sV331lH97+3kqcvnDGODeeIIhczJ07F88//3zObVavXp3l0rhq1aoRnE3OzZFBL3ptbnwlHkNtVVl6eV7DrpAT8A6Kv887Xb7O3QvEQ6Ir3oKzVIuQ6HtFOj9xUBU+xtIyOHUeHJ3A4vNHvnzZvaDtvhiT2yeXi0qqAdHRd4eVVKq6JpoYcs1dMqc6dylKxRRl2aU9JpzNH4UvEocvEsc5x4qJKyJxHhWlJShW3KsKDqC8qxdYcApQd0bWemGEQ9a5Q3F4wgmEo1EcOyv3OZayI5kkoqZCj7nTKoqrPGCBrncHKsLHIlI5V3mbAtwYOSEBLnl7R+I8Pm2z4Th4sVSyzXRvO6YFeoB+H7BkVXHtzsAfTWDAGUJddRkW1lYWXoCzW4xdF/ECMTEpRKLrU5SeeiXg6gFmnYgBH0MkwePk+mnDbm9Bd2Y+l7ZUPEKfCcCxAEbXwjifm2p3MsD+xHEVT6td41h3AfWP4TeYLLsIgpg4DOwG1lwFBO3g556Bm2O/wGF/DU6aW4M1q1eguvwo1Of15cB1fwYu+Gfx782/Aj5+UNYxKC3R4dnbzsLKJbMQjPG4e80+mCaAawRBEJMP6cxyjyMAgGW5WuW1rtUidORBZtmltWPsMWjbroC6R4yR6NxrsajLhdcIRAP5Y+nw8YJiXBWNbhS+6UVcO+kuRV36Iq5tIYI1n7Ftk9GL9b6/px0AACAASURBVM2WYQWlnuHtEH9x9yreDYk8WeDUKIu6gZZ/iNkpJYjPVPHPlRY3viajFy0mn/iH9JzZ2wE+hllO0SqIgWXHiCtAsJxv2ohZA+sBPg5j12GUBCwweeXvyOpg8l0UHLmMrmZPBN32gHb3WiV8RiAmCjXtVj8aDW6E2jeL52hgNw4Z3Gg1+wqPoRd0AL3bRQGbMZQkggXd495QFBZfWLxPhpNhl4+LY4nUJMMoMR6RVHKdT6lllzsYwxGjt2grsaH6xmqnPPDDOw4SuwiCmBj0bgde+xYQ9UI45ov4p5Jf4qCzFAtmVODVe85DXXVZ/jKmKjod8LUngct/A4AD9r8kWnlJPgAVpSX4vzvPwUlza2DzR3H3mn3D/tARBHF0cWRQjBXSZRuyuOEU+q66MejpywUIjR1oNbe4AjvgQ+Le2MySN5tE8SIS5wt/b8tOVA5zHJ9JdAXqWCdbHInzODLolQfBbl8LdG4cfRen0RC7xoMiBucFObJl3L/dSbe+BoO2mHLFPK3FWo/WuRoAPjYy7mYSOHA5Y9+FYzy67QF02vzgBSZaKqlwaMCDLW229HkEUJDiySH5nDm7obceTotocnK72po8YRhchcXMG+msmal3jdOdvI9CQ897IiEAA3sAe4e2wnq2AgEr0L8Lde7DmGfZiupAn2wTXmDitVFge4cVg+4wbP6o5vYr3teODlHoGtituRytSJ+JXHEkE7myB2uqaDjXmaHbEUA0waetz4qlq6sdJYlCBfUiv5mMiQJ5NKPNrl6g5X31pCwaILGLIIjxx7AXeONmIB4CO+FSPDb9CWzujaC6rAQvrl6B+TOKMNeeinzxPuDGl8UBwpG/An+7W9b5m15RipdWr8DsmnK0Wfy4/42Dw//oEgRx1CBaconpzHMxPK2rcMuuorrPUuFnjNw+c6N+0rpsAUTiPNY3W7C51Vp07ChBELJFikRMHLB6jelF0k3297nR4whge6fEAiX1XfGbi2qHZvKJRGq+dDmvpwbRIoePXr57W3F9MWJXAbek0rZlURd0fAQJgUFgrAhrxNzbF2vZpXYCxeYV/+LQB4xi7Dtri+J62fuCMVF4USHletYzaBFj6YVcont1ujCNYkM8pCrepAUxFUzeMKz+CAIx7eL2aL3GlK5KSdACeA2A5XBhhcVDqAqJVlXTfUPJKZh3EJ/t3ou1R8xgjGUdC5d8X4diCc0Hqnir8SOTnCWz7AP9LqxrsuQVHPf3ufDxYVPuSQtBEAO0C7yiqFwVMirslKe9qV8k5QnDmazxGjHdvg/zLFuTxbL0/85AVPW+z3ft4mpjEnefKJB3rIMgMMRSbt7GA+L/eWJ85oLELoIgxhfTIeD168VAqUtWYc0x/47XDtih44D/ue0snDp/+ni3cGJx2reAm14DSsrEjt87dwGJoZmwY2ZW4cW7zkVFqQ5b2+14/MPmMYvvQxDE5MUbUrOaGNn3h1InORLnYcuIfTKcWiNxHgmZoDEB3oEchwQvYGu7bcjVSoU2S+71csRjExjDvl4HtrTb5Ktb/yEOWD39CvsC7pA4OFQdhBSAIxDFvj7XyGSO81uA5r9rtyzJh/Q72Lm+wF1z3z+uYAyHBz0FuX7ldSWVkClklUXdmGPfhfnmzQBjODTgQeOgp+hvvdJ+SiU1Gb3Y0+PMWQ9TEf6OGOVWaILACpqMK7MmA1rblMWu7IbkPxdzzVuB7k8B08HMnTW2isEVUhFXcmUilAjx/GglWeTjBSfFkFku5RP8+LiKi6bygXtaP8M0VyN0MT+Ciu+HEZqYVbj/MhMIFMOgO4wYL2DQLVr9qonidqsJC0zrYOzKkWXQ1gz0foa+g5uwvtmKSEZCEU7FQjfXLT3k6j9C37qgcibRFrMPn3c5cGhALVmGev099gDWHjErWzRKrAq3tNvwSZN5xDKQkthFEMT44ewGXr8BiPqAxSuxefkf8Kv1oun5I99Yiku+UD/ODZygfOFK4JY3gJJyoP1j4O3bxaCjSZYdU4s/3HwWOA54ffcAXvy8N0dhBEEQwOddyp1buaWM+F9++wyVAU8ohm0dNvQ7g/CGYzB6wtjWYcf6Zgt29TjTneBpvi6Uu4ayNKl18hMKFjrRBI8mkxeNBknMKU+/+I50dAKJGKI8Q7c9oFmc8IRiyvGR4pGCzC0M7jC84Tg6k26iTUYvmowaY2MJgvIAJBnkPRITBT5/pDj39ZJEKHfAeMbyRi3f0eWAyRPGIYN7+EFtUm5w+SxL4hHAZ05fh1iCh9kbHrIMUCIWFAfrPlPSuiJ3FfnWN5l8iPECOq0KbkNKrncRL0oKiImWWX95dEhkiPECGNiQi1jQARx5FzjyLqqCuWLYFX59uu0BWHwRuFWFcYBxyq6pmffl5jYbPj5i1i6yFmBxx4D8mUulZLpOZZ5wtRsgVwwllXegLxKXWW5miZ6xwlwbFYkGxMnQ7k8L2k3WEiX/9URUfGYYE90We7aKbmYa6E5aDeuEKPYpZDBUE3gAYHunXXECQNGVkJMnGhhwhvDhYRPM3txxbH2R+IhMDNe5G8ExAZWOHGKXo1P8z9KPaIIX3xvJuot9bSpZdo0kqWK7kq6RmXE8szZU4EjyW3dQVSgT0VmPoDxih80/MsH/SewiCGJ8CNhFi66QA5h3Jlov+TP++d12MAZ8+/zFuPtLx413Cyc2J30VuO1tQF8JdG4A3rxZlq758tPn4ZErTwUA/PvaVmxuVTfpJwiCGHViQRgPb0FZzAt7IIpOmxho2SOxjLD6IuCEBKb72lHpaoWOT1qtKvSf7YEIGgweDGZ0ugPJQbVsEOkzA33bAXMjYNyPZpMP7lAMHVY/trTb5DPICp31bR12NBg88sxbES/Q9hHQvVm2bbPJiy1tNnEQP7hfsoaTWehEE2KMIVncoFxYjygPJPq2a9tfQmYpJYkQ5lm2AB3rRXeSFH7L0O9dm4C2DzW5eIWiGdtoHYDxiWTGOPk17XcGsa7JjJCSa1DHOqB/B+AZAAC0mrwwesL5reMGdgP9O4Hm96Dr/zxrtY6Poc55SHQ30kiWcOEzi6KDuVGyEQM6N6LWtA2cENckyjhzZIbLyoPWszX9d51bFAo5jhOPo2ODxBqn+EGxzNKMTwCWJpREC0toEEq677kVLKPM3nCWOJEvSUW28FHA8WWVrXFfre60Era02dApiaWUVQSvPWaVKv07i9otr9jTtVks23hgKIFF8rnTCscElUkGpvh7OMbDFYwhEE1kTW4o3hIZWTUPGURhZa+CwJaixx7AljYb9vfnFmGAoedN7W7kWO5vibjRyMS8lFnijXIYzdx3hvK1K5ZpgR7MduwddjkpSOwiCGLsiQaAN24UYyTULobzW3/B3W+2IxTj8eWTZuPxb542qimFpwwnXAzc/i5QWi12cN++Q+bSeM+Fx+Pb5y8GY8CP325An6P4zE0EQRydcLKgvMPoyA7sRqnfiIpIPuGdpf/NNdvf7xQtICy9zQp7Z8BxQ4MznwmJ0JBLlS8cR4tZ20BdFsQ9lW0uLHfP6rKJFmP9No9cOEJhWf8EgWFfnwu9qfe2U4x/E4nzMHpCQ7FjEsMfHJdFJYM8s8SSKiI5tohXnqVRQfQqjXmwcPBjzDWsLc7CwHJYDG3QtVl2XA0GD6IJAb1K1nVCUgBLxhdz+sX7IpbPYkgS04lTiO80w9OMqrAJ6P0MDICOj2Ke+VOUO9sg8AK8Hg0uYimrNEenmCl0YE+6vQxARdiGhcZPAGuzahGBaAKDbrm1T2lcKuRJY1Upl2H2hmFpXC9a0UvEsFzkdFWUrLJ3H4CluwHTjUPlthfkhisnzgvY2+vC3l65EK7aIxR4IOKDbnAv9PHgUPtUrBQ5QUloyShd871b7PswOx4hYwwH+l3osqv301RrY0y04ureIv4dzX/+pc9HqrstLV/2rvcnn4948j7MeK9JKdRlUMfHgPZPMMPbpmn7SJwHJyhbrwpCIc7BQ6SslQrKYq5yQ+oEiXgrjQMH0YU/dX5yWRVzKvdf5tKoxHpVNwJujIFoIn0OMq9jKJbIEepA2kgFl2jGtE/qjAIkdhEEMbbwceCvq8UObeVMxG99Fz943wizN4Ilc6rx7G1no7SEXk2aOe5CUfDSVwJdG4F3705naeQ4Do9dfRrOPbYO/kgC33vtQHo2lSAIQkp52CL7O5rgASZkCE5iR9Ybjg911uMRoPczcTCfAz7ih6+ATINSa5Z8Qxi7P5oV90ReVhwdVl96gFftlw9CZP16jYP8LIwHgc5NaUudLPesAudvBt1hmDxhHB6Ui2mtFh/M3ojcTVMDkTgPkyeMBC8PYp93aKQmxAzsAgCE44n0wGiWUwwmzDFBHiCcMZi9YaxrMstdUzJPaGqfhLL7Sm5DGnFlrUfaXnWLg0icl1soZWRA0/Pyge80fzdK+DDKXe1o3rsBnZ+/i8He1ABdpWFSwcWwRwz4LckqVutpEn+xtSrubvSEFa2yKyXPqvS2UgpSnxJ3UrGG1OCERNY50BJTq6PfgEF3CC7J8+qPJsTnMaYs3OQS0qQx/bZ1DLntchAH480mLxyBpBDq6ASa3wM6N4DzGjBLag0SVz7eWneTtCXJwvM8nFLBXxYIf/hxplJlONxuBHr2oduozQpfFgA9FWQ/5MyZsTLGCwjFEwjFEzgymP3+kF4WudhlytsegTEcHHDjwMCQCKx0ldPfE4GHjo+iJtALxIIoj0oyvyYbEonzWaJ1tz0g7gP5vR/nBXx8xIxDA9kZSvXxAKZrFNOGgzgBIWmV8SAGDAMwuMREBh8fMWNjqxWRuIAOa64kJNoEK+k3r0SXUiyLF7s2t1pxqLMfFrsd5owYmp+22bC1Q4uVa3b9g+5wTnf9WEJAnzOIcFzeP8iV8bIQaERJEMTYwRjw0Y9FUUZfCdz2Dn69l8eeXhdqyvV4/o5zMaOydLxbOfk49gLg1jfEoPVtHwHv35eedS/T6/Cnb5+NOdPK0W714+G/HaGA9QRBZDHT3YjyyNDgUuAZ5ps3o966VbKV+O4wesLY0mYT3yXWJtFFyrBHspncXQ9ATjFKXrrC8jyvrJ3dDmxosSbLyN64xeyFL5JQDowrq4cVFDhchqsHiHjSQoSQJ75VPuIq+6fEAFdQbtElt8rIptXsg8kbxoA7+xzo+RznRUWIAQBnMIpmkw+7e8WBqsziIkM42dvrQjQhYFe3E0oIDGgx+bKsmKTk1CSSg2iZZYUKvkgcTSavbMCZdj/yDqLO1ShzRxK/mZJ72im6bjn7lOPyGFwhdSsIiZuajimLv4FoAju7HNjf58p78+e7WxeYNqDO1ZhzGybwWGBaj/mmTeCEBOpcDagIW+ANKx+D9BlRs0LhOAC9hbvYqsOh3eJHOM5jR1fSFVPqHsoN3ceZz3AkziOetIKpCiczjBbhgpi5jml4xsPxBPqdwXS/ixPisnPmCoj3a5lhF6qD/WnBWLFmyX4mq010J+z+FOjZItlK/SE5POhBi8kHpz+m+J6Tv0MKExr6nEHVjKCyPicToOOjqOv7CPPNm6CPK4s+cV7A+mYLtkoSbiR4hnCchy4p4ErfB1ZfBAJj8ISyLV3rrdswzd8NQ/LdEksI2NImxo4UBLHMTDKPXh8PQB8PSNZLg8SJx7e1XRpTkSHGC7A1rsPBATf8yZhgkTiPQKabdwYlvIZYkNEAOGd31nt2OJZdnBBHvfUzJFo/QTimPdlGPpPlfHEkm0xeDDiDebNAA0hP5hcCiV0EQYwd234LHHpdzJZyw0v4wLkAL+0QZ2h+f9MynDi3ZpwbOIk54RLgplcBnR448ldRVEx2xOZOr8Cfvn029DoOHzaaKGA9QRCKlEo68+BjqsKBPu5HRdia3i6N1yjL0OUKxrCuyYJmkxfFdcKHXBrh6AS6NsPrD6Lx0L6sLctD5hzliAMTtWDYqWHLZ50OfNo2NLjKHMirinGmhqytsrNOcrISzN7hBt9VH4wqHSefPBalgcd0n5jxsM8ZlAXij2VYgWVi94sDS7sv37Eol+EJD907Fm8YvmgCFl8E7RZfzgDzcV5QsDpKignSRYkoegeN2NRilVkNOJOWQSnrGAaWvtbcwG5UhQZlroIMQGXO+2sIu8uF1rZmbG1XsdBJZotTGmCnONjvhj0QxWz7HjGWWtaAVhnGxIF8puhQFRpU3D51D3JJtzcdS6DG34OqkBGznAdQqh8aJrJoQAx4n7LMCdiBSPbglCUVCI7jgJiy65K0fYcGPBAc3YClSdamTHRCVLMQLT38BC+gyeRFa9q1ksn+j/ECHIFohpVfZj0qFoIqFl9SC/pmkw8NBg8GXCHA1oYFpg0yy7yOZLKKEonok2pL5nWUvlKqDdvE4PAFZlwEgKAGC/9CrdZcCnHlSoRosqyhZRwYqoNDcb4qM9zaA5EEIgkewWi2cJ4rO5+WOdxUzEWDOwRfJI4GgwcbWuQWzSkr1QrTHsy1fiYWLPCot25DvXVbWtBPCW11rgag/ROAjyMS58EkbyBeIoZKvwd8nsbWBHox03lAjJmYJbon6ViHEmsjpvtE9/b0Go0JA5QokXzLc4UQyA0TkxhIEi2k7uPyiEO0rMx4n3lUMpo6MyZ0EHIBLe+LVtQFQGIXQRBjQ8sHwNb/EH//xu/RPP1LePhvYjyL+y8+EV8/bd44Nm6KcMoVwHUviJ3pg68C636a7gGsOG4m/u0bYsD6X3/Sht09yrPrBEEcvfC6svTvnC5bTOEYQ3WgD/XWzzDLuR8IuyGTFwZ2yWICpSypjL3tuWdkGYM+5ku+r5RjfsDcCITdaNn1MeLGQ1nblMWSbhIK4wi+pFx+HBl1A+IgxxOKIRCVzmjLCyuzN0uCzovrHIEoDhzcm91hzzOg8WvMBKm1PCmqmbIUix0q1xGIpi0k/JE4Dg960GDIdgvKVw5jDLC359haRCpsSLUrfzSBfle2C1w4ziMcT6Bx0IO1TfJBqmKg9/a1cDZ8jFjAiXZLAGZvGD2OAPS67OEPl0NQ4nq3pQfu+TzehNa1mOk6pCowpcSubDF0iJQVZHnUIbpOSmOq+TOPe6gcdyiGw0YPWs1KFhIcDK6Q7DoFFNyKa4LKAcdZx3rUuQ9jmr8bQa8LPfs+Rrhlreox5MIiEUcjcR6Ojl2AvQ1elz3LbTdFosBYUCmiqqKpWF6HxY8+qyvDzTPbMswZTApiMhdg5TZ12bJFPlcwBsEiWgLO8LZIqhLLkN6RKcHF5pcP9qVWj2pxq4Zj2cMYQ3nEkRQjiiwnYzcWsGdYdrG0uJ5CamEZ4wWZ6255xIGFxnUAhjI6DqH8MDLGVK3MAPmzl3l/bOuwIxLnURIwozTuR1nMDSZxq67u/ghw96drrgoZxVhm3mw3fmkLBNkpGPqjPKKcMKIyYgX6PkedSz0bLWNM7v4JiBbGkuPUFCsr6heTaSQJxXgYXYXF2BIYE0XeVBKD9ux3w2zHHlQH+zHN1w3ptVOzIhzItMS2ioJ4wtGlPYsrSOwiCGIssBwB3rtP/P2LP4Bn6e247/UDiMQFXHTyHDzw1ZPHt31TidOvA675o/j73v8DNj2e7kzddcFxuHb5AvACw/1vHIRl2JYFBEEcDYTjPBhjqAn0yWIisbBaHI5ULBxAH/Nhprsh59Cp1tOMett2lLtaZRnv51m2pINOp9DHsgfys+27064tSsRLZ6ium2PfBR0fzT+0Ywxl7k4xOLPEmqIvaQnVnRFYOksU4bj0OHmGpwU1g9tzDFjl7O11wZPhUqYph4uSgKNhDMsYSw+0ecZUAzdLxRKjJwwO4gAkS5jQ4t4EQDoAivPKZaRcXRhjQDA7zo/SALg86kJCEGD0hOEKxhCWWLakrC+m+XtQklBxoQzYlZdnNJGTRDoaGsQOMeAKodsWyHLpjcR5oH0dYFDOQDbN34Wy1KA2mahAqQmpwaGy1RiD1R+BX0Hgkgq1OkEl4UFSTKzx96KrfwCuYAyd1gDUbqgEL8DmjyCuYB0YivGoDBnTZSaS1zoYDoMTEqI7dYZ4affnScRQoDaTssSKJN2spedAEASZILK1w45eR1DMFiutKCNJgzccQ5dN2S1PYEBPjuDz0ts2deSRHBZYheRwGnAF0aEhaQBjoiAhj3sHwDsoxmUsAk/zxrRIAQAcsu/NzGDtUquydFw7BbhsT0IAQIvZh4MD7oIEEWlb1jfLBWWW+T4bzLYsVpzMURG4pKXNdkjc/zMYdIfEJBlJOi1e7G4bxKA7lBXLTM0Ct9ngVLWcStOxHujfgbKY+F3zReKyelOURd0qCR5EwbLF7Mu2xlIgMx5iLo/ZRoNbZuUnMIYGgwdrj5g1h2QhsYsgiNElYAfevFWc+VhyMfjLfoV/fvMQDK4wFs+swn/dsnwosCIxMiy/DfjGM+LvO/4AfPY0ANGt4NfXnYlT50+HIxDDv7x5SFMAWoIgjj6UstnpExmzvRyXHnGoZb8rURs8S6gOipkNY+aWrHW1niYITHQNYowpZoQsjzozMtRlkqlKDH1zymJuVHi7065tma6LQ3GLhCFLju5PRbdKWQ2iNcEMb36LpppAL/RRl8ydJ0VF2IqKDJc5i9urOojOhZa2KMEgHzyZPdkiUKZgc6DfnXZ9yR6DFG9tAgA6PqJ4rlKximK8gB67mAXTU7koazPGcbIBa1QipB1JBk6uDvZjrvVzxfqLaT0H+fOQEn8GnH40meQicbc9ILr8eQZEyww+JhN7yqNOzLHvxsLBjxF0qFiMQZ5BLRRXFkoys6wJjKFdJVi20lhSx+Koc4vWJrkyXnZaAxhwhdBo8EDJKGumqwHT/D3yhYxhpvMgZjv2YnrGvSstQ8fHcmawzDcGrnUfBscSiEsKld7vW1sM2P7ZRvCdnwKMIZY8l+K7QLJPRsbHTlsgS5SWtErmtitlc6tVNqBPt0VF0SqN5UhOkXHwsYQAmz+qKTlI6v1WHTRk+IJGgYANkTiPHnugoERHcV4Asw8Fh9dpFPiHGpV9MWsCvZhr/UzV1S4l9noGOxTXS09rRdiKmc4D4FRc9nVCIq/7bIfVh2gs+f2QPPdSV2w1y65MpBMIKQvI+aaNqAwZ4T38MfRda9HQPYhWs0/je0lAJJ6/n+8MRFEWc6uurwwaMce+E3NtOxXWsnS7nQqitOLhSmMX8up9hLjAJC7I8omUrAkRFUjsIghi9EjEgHfuFM17Zy4BbnwZz2zuxvZOBypKdXju9nNQW1WWvxyicFbcA3zt38Xft/w7sEu09qosK8H/fvts1JTrsbfPhf/a3JmjEIIgjiY4MNS6j2Dh4MdgvozZbYXtU9JTvzOIw4OeoSDFsplv9cmMskwXDIWaOCGO1n4TWsw+DHrCKi0ZckOTRdfJ6GUHognFWFD6sB29n7+NirAlq3yr3YHpnlboE/LZ6ISQbbFycMCNkuSstcMfxf5+VzpOjBKpbcEYOCGOOlcjZjn3Y5brILhkfTo+hgWmjdnHq1hihitMRoZNzTB5SZkud0cGvVmCTVHVSAeAmUNKycq51s8VLTxSrkp9jiAs3hC2tFrBOOWhjSANMJ8YEuoSAku7MulYfJiyHJA+cyrx3jJFMADywajxIOqNG1QtPlozLHSk1UhjAbWoBHvO1E8yxS81VAfoKstTCRbM3kjS/U9Iu1yldqmI2GRtYoyhIipa0dUkBXAlat2HZYkTZFnpEjmsp5JUBw2YkZGdLy6IAcUbDR7UmPegJtCHiNcG2Fqg9s5pM0njZamfx1mO/dnWQUm4pFDQL3HZMrrD6LD40ud8mrcDMyTWVnNtclGWFwS0mH2iBaZJ7uLNa4y9lOCFjADh2e3ttAXgCsXkmQQ5Lq+FjfT+nuFtVSteBgcO07wdqskzSuN+lEWT5z8WAlIWwJK2lFoOYuHgx7L9mk1eWeKFWc79qAxbMN0n7wun7slZzn2y41N67/oiCXSaRffblABn80fRJXEhlD6bLKOUcJxHq9mvGPcMEJNuzHQ1pM9FRcQhWq3JvUMVKeGjQDwgCpZKJLMo9zqDOeN0VSfdsrMmvDLwKXxjM8XCqtAgesxD7q21jgPqbt9JvOEY3BnnR2sMPxK7CIIYHRgD1v4/YGAnUD4duPUtrOuO4o9bxLTbv7n+TCxdMH2cGznFueB+4OJHxN/X/xxofAsAcNzsavzHdWcAAJ7d0jWU2YggiKOelAVNon+3bLlSJkMGwOoJwp60inIEomg0eJCID3WsU+JDm4IbjbLlkbwDq2M8Il5xAJxLOFKKucSQCkY+VKbJG84asJREvSgRopjlPCCzPJjl3I/q/o2YFujBTNdQUNwYL6DB4EGLYmwkkWBU7JinMoDB2Q29Tz6AT9U1y7kfC0wbZB1+XUwcvKVcS8YOlgxMP7SE58VzG03w4BlgMCkPTAROzKas1cVKq7CkZh2YGiyFYgmUxdxYYFo3FLsts205RB3p4N2gkA1SaztlWQoz9kqLXQoDSqVBW3m08OueKw5YigGXdhcixMOA+TAQDcCnklFNydIyE8agbJmXvaXsr7KoE9O8HaKVmzTOUdSVvvYWX0TM5pZ8P82zbAXXvUnSPmWU7hOLN4K4IEDHRDGkyxYQ3ZaTJPghFTgU5xGOaou7VxGxQhfRfj1doRh80QR8SVFmur8TNYE+mZBn9IRh84vvQ3sghlAsAZM3nBU7Suu9a/VL360cOHt7WrQwekLosgXSInGmm3IurYsx+fOVItetyjHxHEz3a5iMFQSgfS0qe9Yru21nkLL6ypxoKcmwLpLGE9TiLucI5I6TKH3/eDIytZq9YfgjcfRkxSRTKYvTA9CWaKDe+hlKu9Yj1PieLN5fNMGjzeJDpGfIUqsqZFQuROn4mSALQi8lfRxRP8DHFXd3BWNpK8gyDc9Gpy2AFrNPdh4jMW1Crl7TVgRBEIWy789ikHRwwPUvoostwP97rIBntwAAIABJREFUZwcA4J4Lj8c1yxeOb/uOFr7yr2IQ6d1/At7/AVBZB5z8dXxz2QLs6nbgzb0G/OitBnzyoy9jzrTy/OURBDFlme4bEp96HXILiZSgJcXRfRBej9z1gWcM/kgCdUmrXTVLG0AMiK8Ug0sKx7S5vYjxr8qzOta9ziC42qGFvMCyxBjpPnXuRsV1pXE/BKEC7lAs7XKkllFvlmM/KiLZ2fgqrIeAmkvS5aaOLWXhIoOPAigF40oU6wjHeRwacGNxIIpZNeK7O9MFUwnZQJXx0CeyBcRMEa/OsBHOSg69ziBscTPm2nZk7MEAcNAljyc7mZ1EBJKcfJmgJrDCAhEp1MMxQdEVp9bTjET1eZrKVLOuSOGWDFT1cV8663GK1ECWYwISgoBuWwD+aAI15aMz5OL4ofZ4w3Hky2kdTfBiTKwkZk8EqFTeVj+4B+C9gNegGug6t/uweG8LrF5xO5bjQeQYjzl2UXDn9VXy7TgOgWgCkTifDtoudREUgm7E9TqUlqi/e5Rcp2x++bMQFwTEeSaL75US9wRWYMY6QVtGTdkuedYPuEKIJQQ4A3liMuWBA5cllHabHIjxAk6aW5M3c6x0z0zx0x+JKwaLV3PpTNff1oDa3M0WScaQYhAnD7SIrwAwx74bxkXfUFxXFs2M95W/TC3v3hTBaELB2kj7/kwnfhOMnjBQVgFOiKHMtBdwKE8KpL7l06N7cPIF1wB8HIcGfLD6Ioha/Fh2TO4zXcJHZK6zVUGD6MqsnwnUHQ/MkcddDkaT93rHekBfAQdWKJYrCAzBaEKTaJdCep/u7dWWaIssuwiCGHkG9wPrfib+ftnj8C++GP/02gEEYzy+uGQmfnbFF8a1eUcVHCe6M555szjr9c5dwIDYgfzFVafh5PoaOAJRPPhOg2Z3BoIgpiYlfGFJK5wul2KWtEA0gR5HIG+A4MqIFfW27bJlWYMGlThdSgSiCZle4lYIzKusp0itRuQdaGlzrP4Iuu0BWTY5JTKFrrBC/CR7IApO4MX09jlQE7sAcbDb68zvtpVJZciIOlcj6i2fod66Nf8OfCx9zEoD/Gn+bjHgePI8anUvYTnEglQ8JYeCyJreP+P/XMTc2QGXtTIosWrMilcUtMksIlKxa8qjDjQYPOmA8EOxeDS0toBPsZrrZy5mO/ZCl4xRZPVHsqxaUvBBB+yBCFye4l1WlV1ph5w6gaFnUu05zxKgISZ76FewNgWAFosPjYOenBn5cmXflG3HSVzvJG0Xi1Zz7VSwMlWtT/vFzopxBtGyLS7keM8W2a1LxWPrVMgsmUmu86wew0ydeuvW7CD5ajDp9ZBToHaeZo5dHpdK22M1lvFv5fLNdF8nSvxG0ZIqB45AVEyu0vIBuO5PMc3bkfveSTLP8mna2hFAOmYfAMDdm3vnRASBiLqw2WbxZ/ytLp6XRx0yd9BcMQOlkNhFEMTIEnSKgooQB069GsLKf8GD7zSixx7E/BkVePa2s6HPMdtGjAI6nZih8aSvAYkw8MZNgLUZlWUl+ONtZ6OiVIftnQ7877bu8W4pQRCTDCWN3OqL5LWQUUdeoFahC8juKA9Zp+WOuZJL5x+JKYD2ZIc+c9BUEbWjNK48QDF2NwNMkK3PdKdJZfyL84JiLDJAtCJoyYivNdPVgKrQoGo8HCVSwqWSSDDd16E4EB8i+/xHEzxCscyypNkYxfpUXVfZUBSuAowqisKVM5vZyCTYSbkJM8Y0DUBTyKxqNAo4mUhddKX0O0Pod4Y0u1cpw2WLIck/y6POZHa3dNAu1VJkazhOk6Cq9kwkW5V3/xTyeEJqgu7Q37Md2dn6mIpl10znIcXlYhvlVAcHNGVwTQhCOsuoZmSVFfZAjfbzp0b2uSjsWdRpndzRcC7zWXbpXR2oczVgjm2HTDgqjqG6ymJu1AT6AIix61IJN5R3Y4C9PbmfR5ubaB4SgoBIxmRO5rORstDMao7CttIA/Urx92TfQMrGSBDEmCPwwN/vBXyDYkD6a/6IP27txsYWK8pKxID0s2vIVW5cKCkFbnwFOOZ8IOIFXrsOcPfjpPpp+NU3TwcAPLOxA/v7xjo+DEEQk5UxGeQwlhXQNxcBldhCeSrJUf3wDzJl/abV4gkQZ7FnOfbLArNL9y6NedNBzBsHPehWECQYOHTZAgipuFtqJRBNpI9By2A7HwJjWYMyfTyY1yVOCsd4MMYQifM5LUtSlMaHH1A/k3Cch1DgUKo6aFBcbvVH4AvHNVnSqLHAtL6o/dTc8aSB/AsoLWuJ6PI3dI2kmQFTViICY5qTHjDotOgPI0Lm86/FdTHTOhQAOJUG6/kQ9CqCt5LV7JwsF2I5AmNoMHhwyOAR267waAQyMjMWYwHlDEriMsak7R875avWvh8DroAkQQErqP755s3p33N9Y3SSGHCqEyM57ouKsA1l9mZUhYwoi3my1pckcsf7ykTpHczAMOAK5n9mk2EFpMfRXGSykVAsgQaDB5tbs93wpTE+1bI8hrMmO+TUW7dnLTO6xXM1274H880bNLWTxC6CIEaOz54GujcD+krgptewpT+KZzaJqX+fuPa0vH7hxChTVgXc+hYw51QgYAFeuxYI2HHjuYtw7fIF4AWGH73VAF9kuLNOBEEcDWgZVuiEQt8nmZZdQkHWXbmtcFJl5qxS66qCyRf7JpNUZjollAcQ2a0txEoIyG9JVytz6cpPNMGLrjPJwSDHAYcGsgd8c+y7CioXYGBsyGouH2oWdMPl046RS/Bi8oYn/fc3U+gRBB47cyTBqQxbMegOwewNaxaWdYxXFHdHAxaXCxFqYmU+y55oXP261udxZZZSmicbnjT4uS8SRySHdVsKkydSsKjf6wimM+TZreaC9h0p4oKAwwYPmkxeMAD6RBDT/CPvoSA9MwZ3CAcH3Fmu7FVhE+pcDYr7l+SxoJ1n+bSg9qi9g/NFIuHAkPCa4I/EZRMvarEn82FJfs+Uwh9Y/fm/dfm2UbJUTU3clEe1v3dJ7CIIYmTo2gRsfUr8/apn0Kc/Hj968xAYA247fzFuXrF4fNtHiFTNBO74OzBjMeDqAf5yPbioH09cezqOmVkJoyeMX7yfneKdIAgik2iCzztImu7rKKhMLivoOI+aQJ64INDu7qg0f19Rph48fCQsuwBgwFV4bK1MpKnXFQfXCsu4jCMuxLpMiRJe2QpByTLC6AnhiNEL8+FNmOUUXeVKY17FNugUMi7msthaYNoIhtwufx1W7ZZiapg8ua0uas3Z1gfFkmlxo4XirK9GCYXBaVVoMOdgOhWk3uyN5HyGpS6JSveKEt5wXDG7ZiEcHpQLs+rWh7mfq5DGzI3DRepy2mkLaHJBZWCw+bWdUym+cALNlgBaTdni9diRui9YEYJ5kTUylnS/laOazVADhUzoKN3//c5Q3vdHadyHdpML7QrZMYeDmshn9hZmsTZakNhFEMTw8RiAv90LgAFn34XQ0ptw3+sH4IskcNbiWjx29dLxbiEhZfoC4I73gKrZgLkRePvbmKYX8Iebz0KJjsP7DSZ80FD8R5sgiKOHfEFiC3XRUEKLe1sq4LYSmcKQP2NQUKZX7w6PlGVXMYPJTKQZMatCyhYmUvR8qGBxq9i4T2UZboJdtkDaks3oCaeD9tf4urL2nenYr1jmwQF3bqEkT5t8Rbm0yjFNkAGbGplZUyciMzzNqiKp3C1Q/YryRYjOBnco61kfL6TuyFMF0TKHw1i6LmYy1yYGkx/2nEQOX06lolNxsrQyUdI/FWvFpUjylJWoiM9GTxihCfD8kdhFEMTwSMSAv64Gwi5g/jKwK36Dh949jDaLH7NryvHc7eegXK+eTYoYJ2afCNz+LlBWA/R+BnzwQ5xzzAz88yUnAgD+7b0mmc89QRBEMah1hNUZ+WFBPjcSaw73Qm8R2cRGizg/dG6U3PLK4l5wSdFPHxu+VdNw8ISVxcfMIaWOj6EyI3slMTlRc+WrCfQpxrHKYqIoAsUwXlHax5mKiBV17iPjVn+uSY5i0MezxWO3QrKVQicFJpQF5giR4PPf85120bJQx4/sdSoEErsIghgeGx4BjPuBihnATa/i/3aa8NFhM/Q6Dn/69tmon14x3i0k1FhwFnDTq4BODxz5K7D5cdx/8Yk4e3Et/NEEHnynAXy+IAAEQRAjysi/c6Sz8Ep2aLlc4Ub6HTjXsq3ofbUMmOZZxPg/5bGJmWwk04CCDSeZIX2eJhjDuyA1wf4RasfYU4gbGjHyqGZt1QwHToij3ro1a42yK6z2FxfHWN54jcVa1I4nWuILplzR55s3jnZzVCGxiyCI4jnyLrD3efH3bz2PbfZq/HZdGwDgsauX4rzjZ45j4whN/H/2zjxOjrrM/+86+r6vue8rk5nJfUBIQhLCEZAAioggIuCi68mCrq7Kz4VdvFZX1hVBOVZEBEVBVlRWxQtBUSDcCOFQyH1nZjKZs7t+f1R3T1d39TXTMz2T+b5fr0lmqut4urqqur6fep7P07YRzvq6/vujX0N94lb+6/wluG0qj//9EDf9LrPkRCAQCKaMKc6QiJVZwM9nMF0oMdm8s7EcG8bb+zL+wy+UZDulxH/oWazD4yKcOnaEyN6J++xMxONKMHV4+l+f1PLZurbNDoTYVU7MOlcWd33Q8PW+XMTck1Hp5w4zIeFRiF0CgWBi7HsZfvJR/fc1V/FGeC0fuWsLMQ3OX17PRcc3ljc+QeEsvhBOulr//cFP0LD311x7VjcA1z/0Ck9vK6f5qEAgmEtU7i2d4bcZvYPHhkASVaxZX/P0z8yHFK6BbRllR5MR/94UpfYzipl63E0HRu8xwUygmO63UmwMVzGZhTk8vgTj5GoyMl0IsUsgEBTP8BH4wbthdACa1jKw+pO8745xQ/p/O6cbSXwRzC7WfhyWXQJocO8/8LbIds5cWE00pnHF959iQDxBFwgExwCT7UY4UzDz7JoNiDsDwbFIIR1jBTOX4n0DC7+S+XpfLHLdglIixC6BQFAcmgYPXAH7XwZ3Fdq5t/HP973Ay3v6iXiEIf2sRZLgjP+Ejk0wNoR09zv5wlo7NT47bxw4yrUPzLySGIFAIBDMLszKjQQCgWA2MWpxlzsEQYEIsUsgEBTH47fC8z8CSYHzbufGJ/r5+XO7sSgS37xIGNLPahQV3v4/ULsMBg/hufd8vn5WLZIE9zyxnQef21XuCAUCgUAgEAgEgrLhPvIGFXseLncYggIQYpdAICic7U/A/31K//2Uf+O3Q6185Ze6oeO1Z/WwrFEY0s96rC644AcQaIbDb7Lskffz0TXVAPzLfc+xq3ewzAEKBAKBQCAQCATlwTa8f9aWkh8rOC1qQfMJsUsgEBTGwAG45z0QG4X5Z/G39kv46N1PoWlw4XENXHhcQ7kjFJQKdwQuuhecIdj1NFcc/hKLa930Do7ysXueKXs3M4FAIBAIBAKBQDA3sSiFyVhC7BIIBPmJReG+y6FvOwRbOXL613jfd5+kf2iMZY0BrtncXe4IBaUm1KpneCk25Ff+j+/U/QSHReGPrx3g1kcm115cIBAIBAKBQCAQCCZCfdBR0HxC7BIIBPl5+Mvw2q9BdRA97w6uuO81Xtl7hEqvjZvetRSrKi4lxyT1K+CtNwHge+ZW7lj4LABf/sXLPL+jt5yRCQQCgUAgEAgEgjmIVWR2CQSCkvDqQ/C7L+q/n3k9//GUwq9f2otNlfnWu5dTIQzpj216zoWTrgZg+Ytf5MqmNxiNalzx/acYHImWOTiBQCAQCAQCgUAgyESIXQKBIDuHt8G9lwMaLLuEe8bW8K2H9RK2r5y3iMX1/vLGJ5ge1n4cFl2IpEX56MHPcYJ7N6/tG+Dff/ZiuSMTCAQCgUAgEAgEggyE2CUQCMwZHYJ73g2DB6F6MY/P/xc+8+PnAPjoxnY2L6opc4CCaUOSYPPXoHEN0sgRvm39MhHpMHf9+U3+7/nd5Y5OIJiVbNu2jUsvvZSamhpsNhuNjY1cccUVHD58OO+yg4ODfPazn6WjowO73U44HObtb387L7300jRELhAIBIK5gkWWyh2CQDBhhNglEAjMefATsPMpcATYcerNvO+u5xiNarxlQTX/tLG93NEJphvVCud/F4Kt2I7u4n+DN2BnmH+571l29w6VOzqBYFaxZ88eVq1axS9+8Quuu+46fvOb3/CJT3yC22+/nY0bNzI8PJx1WU3TOPvss/nSl77ERRddxEMPPcRNN93Eiy++yKpVq9i6des0vhOBQJAPu6qUO4Qp40BoWblDEEw1khC7BLMXIXYJBIJMttwBW74DSBw962Yu+fFuDh0dZUGtj6+ctwhZPOWZmziD8K4fgiNAzcCL3Oa9hd6jw1x1z9PEYlq5oxMIZg3XXXcdO3bs4N577+Wyyy5j9erVfOhDH+LGG29ky5Yt3HLLLVmXve+++/jVr37FNddcw2c/+1nWrFnDeeedx89//nOOHDnCpz/96Wl8J4JiGVXdE1426LLitqkljCb3tgSl4VjVCsYmcSwLJoc6jffh8rF6AAvmBELsEggERnZsgZ99HIDYhs/wwcf8yc6Lt1y8HIf12H1CKSiAUCu88y5QrKwe+SOfsd7DH187wM1/eL3ckQkEs4Z77rmHefPmsWrVKsP0d7zjHTidTu66666cywJceumlhulNTU1s2LCBBx54gCNHjpQ+aEFJGLX6JrxsU8hFe8XkBIZhW7ig+WwzpMuy7RjOiprtaACaeNCVDYdl6o5diekUu6ZtUwJByZkZ32QCgWBmMHAA7rkYosMw7ww+13c6v3t5H3aLzC0XL6fKJzovCoDGE+CsGwD4B/knnCs/zFd+8TLPbs/vNSQQzHV27NjB3r17WbhwYcZrFouFrq4unn76aWKxmOnyW7ZsIRKJUFVVlfHaokWLGBkZ4fnnny953ILyI0sS0iSzLGJyYZlh0zmYzoUYaE89AecEs/gkMYzMxZQeuuK8EAgKQlylBAKBTiwK914Gvdsg2MK9DVdz26NvAPCf5y1mYZ3ovChIYdH5epdG4EvWW1ms/ZUrvv80A8NjZQ5MIJjZ7Ny5E4DKykrT1ysqKhgcHOTQoUNZl8+1LOiCWjaGh4fp6+sz/Aimk/KOUjVx6y86Safgc1ioDzontKw2RxQXv8MyoeXGLFNX5jmde36yAns68yo9VHlL9/B82BZEE8KrIAviyBAIBDq/uQ5e/x1YnGxZdQOf/JkudF15cgdvWVhd3tgEM5MNn4H5m1EZ4xbbfzF64O9c+8AL5Y5KIJjRDA3pDR2sVvNsCpvNBugdF7MtP9FlAb7whS/g8/mSP/X19QXHPpc44m4qdwgGEplW6cPOjgpPkSsq7NZ/ptj0mFXJjSkTE2cSqPLkhj99nuKa9MyQXWlKe4UHq5J7f2T1bJopB0kWrIqM3zF577mJ+mONOQorGZ4ItQHHlK07nVJnV3rsFnwTFBCzMgurafdUrC13CDMKp7VwP8pi5hVil0AggL/+FB75KgA7132Z9/z0CGMxjbMW1fDRjW1lDk4wY5FleOu3oGohAfq41fIVfv7EVn727K5yRyYQzFgcDn2Qkq3jYkIMczrNB/QOh2PCywJ86lOfore3N/mzbdu2gmOfS/T6OhlwNXDY313uUHLisas4p9AbqNyYjWGH7ZFpjyOVfl9HWbdfKgodMHZUZhdUpSwqw0RMzSfncZW5Pa/DckyWwfbU+Ai5bBnTm0KuKdneVO7CXl/nFK59hjPDxeJppwj/v5Zw4ce6ELsEgrnO/lfh/g8AcHTp+zjvkRr6h8dY2RTky+ctLHn6suAYw+qCC74P7ko65W18zfINPnPf0+w4nD2zRCCYy9TV1QGwe/du09d37dqF2+0mEAhkXT7XskDObC2bzYbX6zX8lIPp8oSa8ABaUjgcWMCQvaKk8WiT/E5N/04u9jt6wFWX8/UxNf8gIqo4iEmFCSVVXnvJTeYnuw+L3p5huDS+ba/dQmMhJYAz9D7KXmATArdNZWGdn66q8WuFx6bSGMx+rEz3OzYrqZSmKZARq/m1OmrLf221TCDL0GryufkdVsJu25SY4k/l4TvgajCdvrtqfcm2kUt4HbYFS7ad4pmZ14V8TGSf7Q+vJCZnCrSpFCp1jXa8BXsRx7kQuwSCucxQL3z/AhjuI1q/igv+fgY7Dg/SEnZx88XLRBckQWH4auGCu9FUOxuVp/jQ2B189O6nGI2aG2wLBHOZqqoq6urqeOqppzJeGxwc5MUXX2TFihVZRYwVK1Zw4MAB04ysJ598EqfTSU9PT9FxtRbxpNSMukBxpWVVvtw3vjOHyQ9IGlIEEU0q/Ht1wDUuWmolqNPZU7meMTV32WNC3IvleMq+t2I1he4XVZFZUOuj3uT4mEwpU6rYVkxJSzrDtlDeefZWmpcb1QUc2EwGXWH3zD+2Y3Jx5X1WRcZpG9/PXofF9L0nMTk8gi5rhjiYWmZY6saOuYTgA6HlJdtOr29+xrSo4kDLMrgv5JgrFlkGbB6awy4cFqWkWV7KJMt+zTAToFIfLEQLEN3HkUwzDN02lfqAM2cH26hSWDloa7h0/mvjnoHFfbd0VXsJuax47YVf79y2iV8bsyEVeaJWeuzEZAu7ak7mqKPG8FrzBI5TTbFBxyb9pwCE2CUQzFViUbj3H2D/VjRPDR/XruSZnUcJuqx8+9IV+CfanUcwN6ldhnTOTQBcrv6ctu33cf2vtpY5KIFgZnLRRRfx+uuv89vf/tYw/fbbb2dkZIRLLrkk57IAt956q2H6Cy+8wKOPPsr555+fLJUsBp/DOmHRwGlVM26qd1WfQp93XtZlanyFxdjvmV2l9GYZa6kDu0FHZhdNM/ZFjs/7JLwQUjM9ooqFmJxdoNC9m/SBTO7xTK5BmvlrZuKZBPS7W3JtCC1LIEdThMC6AvyLsvku7Y8cn3fZVPPr1AwiWTLPT6zxT5+f0kTZVXMKI67CjkUzPHZLPOXH/PMx2y+qLBPxGI3JUz8WjdIOznNLCaXLqjHLNIwq9inJiDrqrDOPXANkBadVpbvGR8BpFJInI35NthTULBPIlfI5H205nT0VaxlVjYJSqKa1oPXrglXmcajKMpVeO5YsnnSRNFF6X2QVB4JLTeedqN5nMdl5Cc9Arcj96qxqpznsxm0r/CFBZ1Xu7MKDwSXFBQGMWtzsqVyf/NueJzGiPuhEil9DJS1qeC2U8hnECtDQokr8+mFzg6WwJgdC7BII5iq/vhZe+SWaaudbNf/Oj18dw6bK3HLxchqnqO5fcIzT8zZY/ykArlP/hy0PP8Dvt+4rc1ACwczjk5/8JO3t7bzzne/ktttu49FHH+WrX/0qH//4x9m4cWNS0LrjjjtQVZUbb7wxuexpp53Geeedx+c//3muueYaHn30Ue6++242b95MdXU111133YTjGvI0Tmg5M0EiplgZU7Nne0mSVFDJzVFn9rK7oMua92Z+slk2xZbM2S2Zt9YJsWtf5HjTzC6zLJsRW4h+T3PWEqlCuyqmdj07sT0COTLLav2O5FP7/A/vi3u6ny1TbNBZYzo931ZSRSezT8hhUQzZGJMZ7Gfr9CZLEpIksS9NMLMqMgcDi3PGN11lvMUybDOaqrekZbQsrPPTWeXFbVMnIHnmJqZpeFKyVkasRXTNnMAGC2k0kMhEO+JuLn4DBQZllvWYyq7qjca1mlyT8p2NxZR9paPkULty+bklUL15znHVzpg18zrevHSjydzjVPv0a1uvb35BcaQjpdW5xmQbmjx+/PX6uopeZzrdNb6sr2lSkZmtlQsAqPCUJnM0Jqmm19+ga/z7KDUL0SJLLG0IMOBqZMwyfj1VlcJPPiU2MsFodQrNxEtFiF0CwVzkmR/Ao18D4Led1/LFZ/SLx/XnL2ZZo/mNtUBQEOs+Cd1vwyJFucnyX3z1+//Hnr6hckclEMwo/H4/jzzyCGeffTZXX301GzZs4IYbbuDKK6/kgQceQI4/+Y3FYkSjUWIxY0nwnXfeyTXXXMNdd93FSSedxBVXXMGaNWv405/+RE1N7oFFLqLVxqe8qQPyPZXrMsyEE2KV32kx9ZHJx0QGKKm0hN0ZmSDpJSuRIgYGk+3A2Bpx0xrJLHfJ0+yOPq/5oFuTreyrOMF8oZTxRUMOIcdhU6j22WkKufA78+wLCQoRsTQpuzF5Orb4cZHtqb0mybl9wgrYTNZyNSl1nvzryc74B2h435K+iVFL5nE8ajJ4LzfpmTNmHE0b/KYOfEEX8pLnXJadOqa6CbgyBVyza4RhoJwmiB511pquPz0jB2DQkXndy/eZ52s0EHRZiXjsjDors56j8S1lmTr+fkYsqaJHynRbUM8+SksdSs2yjSnjgnU28T1dSy6l3+5oNPMkHFNdDDqq8doteO3ZRZsRq5+VLbnLNicS6dKGALV+J4OOamLK1FSipJaRT1ScVhXZNGNaCeXOaDVFsSTX2TxJ2wEzRi0e9lasNnyeh/3dHHE347apLKjzI0sSsrN4z67EwwkpNpp1nlyl8wkOBhcVvW0hdgkEc43tT8BPPgLAa53/yHuf1C/mnz6jkzMWVJczMsGxgCTBOTcSq15KQDrCf459nn+56xGiheQnCwRziIqKCm6++WZ27drFyMgIr7/+Otddd52hBPGSSy5B0zQ+/OEPG5a1Wq185jOfYevWrQwPD7N3717uuOOOnMb0hbCg1vgUOjFeisk2xixutDRT8o5KD61hN9U+B1ZFNjxxzpUNkCBbeYmR4rz/bKpiGJhkK4MzxyRjogiPrYDTit2iZPiQjA88M9d/2N89XpoRn8es1DHTp2V8XQlvGjMkoNbvLCjDTd9v+v7yOtQ85Sm596vfYaHW7yAQt0Qw+xjcdgsgZ5S27Klcl/zdYTXGUNgxU1r/p5hsMfzutVtwWBQscq4hcErmWZaZPCYlexZZMhXPcsa/gYL1AAAgAElEQVRXQIbIUWctg2ni0bDbLGuy8EF9tjl7WuoJp1wLWsNuKj1204yU6pRy5hhGUSGbN1D6MQH6QH1X9UZ2VW9MZkMqOT+f/CTO41zXgD2V60zN8TVJMuygo/HGEFHZlswSG7Jl7yrqNMkQzY2mn5Iu83VqzrDp9EIw81/dU7Wew/5Mb8h+TyvRlPLrA6EVyRI2c7ScomRiX6WXxCeyZZMPYJzZBbVs60+/LdVSMr3sqmIUFqckEbNIX1tJgqC+P6YiM7Qx5ObERfMY84xfF2KyhVjVQjqrvMl9PiEdNbFsrnkKKmN0Fv3ehdglEMwl+nbC998F0WEON5zCmS+ciKbBRcc3cPnaCTxlEAjMsDiQL7ybMVcVbfJOLtlxLTf8+q/ljkogEOTBblHivk3mpGcVWBSZgMuavAl2xZ9gDzqqUAq5I1YyB+ljqov94ZUAjEQWImmFDQhSy4wsKdkisiSxsM5Pm0nGVSFo8sRN1BM4LAp+h4VsBW2p7Kw5mYOhZQZT+yqvPaOcLH2Ana20RTEMNPO7GCUEBgkpR+adBBqm2QX7wysA3cA8KWR4qk2f2odcVj1LLO0zThX/PHbVcEwmS1/jx5c3Rzld6nRPXKBKz1QqiJRjWUNi/bwIXdVeXcSUjVvqqtYzujZ0Rqj02llYZ16Kp6FR6c30nMk2fy521eQu9wI4FFyccf6OumqgakHR20siSaYDVLdNNZz/HrtKfdCZYUrutCgG8TLzEDEeF4nOfWMmmUagZ0DFFDs1Ld24bWpRWZ1mJETqxBlhxpgl13VlfJkBVyMHQsvZW7mWIUcVu6vWcyB+rpitXsl6Hc6S2ZX4t/EEKDDTKVt5bjoNoeKaj6RmWum/Z7/uaLI1p3jR6+9iV/VGQ9fGVA+wmoCboMuKu30tvb5OdlWfnDO2VK/I4dFoxuuJcyTknnrf4vSHRwVRuwzmnc5oRXfBno7tFZkZ0GbU+By4bSpj7tSHLZL++dQuTW4/cR6PKfpxMTya/zu6oIdOJofBvsiqtHmKV9qE2CUQzBWG++Gud8CR3YwE53Hm9osZHIUN8yJcs7m7pCnPAgGeKtSL7mFMcbBOeRbv76/hj6/uL3dUAoEgD4l70tRud4nb1GK6MBU0Z/tpGZMGHdUM2yPsqD2dVSuPK3hA1uvvim9XM3yfSZKkd5KbRMe+ySIBbRWZwlF6Zzod/f2migBhtw01T0aTJEnsqt7IYX8Pfd55yeyoYoyV3XaVyoZ5+B0Wg3dSNsy6KQ7bIwzbgsYxSd0KBgJG/5txzycZ0sSuVFFG06Cn1tz3xq4qtFV6TIfKAZfFEIMsSXTX+AyiYWqZUjFIkoQU1hsnaCFjKVziOHNa9Gy7XOJxKokSWv3YzX0/ltHJrojswwzsRnHNLEspG1nndIaMmZ15VlkZN62vTTP2TxdBExlW/UPZS6EAmsJuOqu8qLKcsWkzw/AE2QT6mOrIWj4Y8diyDMAlo4gjSQw5KokpukARVV1Gg/+0C2Z6LHoWmJTVw7Au4NDPI8UCnirD+86WDTlmUtZqNq/TotJj4j1larBu9h2RZ3yRb/gRU+yGbR32jwu0S+t9rG2PIFsdHPG0JvevYf0peyNV7NYAy8hhw5ypB2tT0JXcR1pKWXKfp509FZkdWodskeSDGjB2GjVDk1WDt18uDCXIVhfRYAcxubDvNJ/DaiqsZ43LTB4KtkD3WyHYnGxYsK9CF6JGU2wWxlRXlm6jiXVmHh+tYTc2VTG1AMjmWVkMQuwSCOYC0TH44SWw+zlizjDvGriS7UcVFtb5uOHCpXlvogWCCVG9CPXcmwG4VP0Fv/veF9nVO1jmoAQCQS76AvMByZh1MEHylgBKEof9WZ5QSzKSJHHq0g7cVcauXN5QNR0p4lHqTbKpHtd+6hSVoaShjg8odtakCHnxbWtpQoYvx2CoMSWbotBnUTHFzoC7kX5vWzLjxDBozrMiiyIzr6mOtgqPLrpkmd1lVZlX5Ta8bFOVZDnd/vDxxJyV4y+qVo56mzFDk6SM8rp00sWdrmovAaeVeVUe/bWUl4fsFdQFHMmssnTz+AQHg4uTZVg7a07NuX1I2Y+J/6sXQ9tGRkLd5gvk2NdD9gogddgn0e8ZP8bTBYcBl7FxhC3F+6ouj7m5IaQJZlcUOvOQvYKDwcUQakOtXkhz2EVzyJXsPpe5uL58fdDJglpfxoA8lpZVmbieyCmCVXrJsC6y5cgkyvl+TPA3Mhg07yrbVeVlaUMg6/aKeYYcyxPZgfBydtaczIgtc/AvIeGwqOMXPy1N8M+x3lRxBqDSazNkiaZ7IKaiyVbwVDPqqEjZ1gTELpNp86vTPe9SBHBJhkAT+OrAWlzWWfq1xDJ2JGskEa+d/eGV9LtbGKkf904ctXqT7ynVa+1AZCXD9kjy+6w1oh+bFhMD94QAN2rNbmBvnN9I6nFeSDfa4k7r1O/t1CcG8fMv/t5jij3DB3BP5Tr2h49L/h2VbVC1cNzQ3uQaFHBZWVDry8g+q/LaJ2u2qMc76TUIBIKZjabBzz8Grz6Epjq4Sv00j/d6aQw5+Z9LVhja/woEJafrLEbXXw3AJ2K3cdO3/4eRsSJ9CgQCwdQT0jNVKpoXsqP2dEIVKQKEyQ1nelmdgfgN7ZDd3D8m0UULYMDdxK6a8dKT9A6OFkVmIGJsB99RG8GbklWU8IXSt22yQYv5gMiiyHGj4+yDhcRAPeiyGrr7mVK3AhwBhmuOM3T1SiU1U83sOVNd0MWZC2sK6FRZ2CCg+Kxt8/lD8YyI5pCLjfMr9fLBlHW3Vbio716V2CioRgEzquleZIZMPUkXYA7756f5lo2jmXygFR4bi+v946KQpHsD7Yus4kB4BT6HJTkgGzHNMoARaxDisTRG8pcOtla4cViU8dJOSQJHAFcOc+4E6Xv0UGBhzhKkxfX+ZDnk/vBxHPZ3JTNSQmllmPYJNIYoGZJR3DgQXqELl7IMoVZCLhuhfF5xfl3Is5n4ww246g2+VoljJ1XATT0Gq7x2TumqLHiAHHIZY1M9Jr5W9SsgSymz06bGj7MsYldBUejk1SElWReXTHAk/L0KLPkG4mXVeibmYX93clqFx04wvl8cFsUgyJt2wmtaTV9VmqCc8WbG94RptpPJjsosoU6dSYO65dBgLmTnJO+HknpsQVR10Oefb/gOWdUaSc7ndejX+d1VGzLXJEkQaqUxmFnu3RoXEdP9Cgsl9RD3OiymGXmp32u5TomE+E4iWzVPNrVhXRlZppJh2pCjCiK5G0Fkoy7g5KTOivwz5kGIXQLBsc4j18OTt6Mhcb3vE9y/t4qw28odl62cdEt2gaAQLOs+zsC8t6FKMT526Dq+ee//lTskgUCQTpWe5dJR6WZNeyStM2/coyNFiMrnfaRpgCTHDZxlg5hhZnx+qOIE+rwdpmU6hTS4aAg60ZrWZppXh9tBMneFsalyxpP+9FKKdfMi9MTL38w6zBlX6Ia2jUQ9xs5wqTkWYxZP0oBeMcl46a7xoshp+REe8w6bqb5e2CbX2TIftX4ni+r8unhh4rUGRrNxp804TyymcTC0LPnU325RkCRFPy4khUFHaoOc4gQ6VZYZUx2MxL18kmW32dajWImq47EuqjcXu1JFWZdVobvGZxRW0TsMru+sJOyyMr+qsA6MMcWG2r05TZiVkob1qjxedjtsD4Mk0xJ2s6whQHPYzbA9ksyo8DvNj8lcGTkG4sf/+PuaZksLmzFO40Ba4UB4GYos0VPjG/c4ksazS9x2la4qL60RNyuagnHRrLBsxjXtYUNZY9ty8ww/3ZMo134xE5mk3ApDnESZnJmnXfqxlpcsYpciS8aulxjLqgdcjewPH0fbytORJQm3TS9bzMyuKp7F9X7Dfsilzebq8JpaRioVmJ4nSYDXmDWauhcyDeol43ayyCReu8qSxiA+h4X6gJOe409jTVdq9mXKimuWYFXlZFnviDUAsoKjZn78veQWKPu8ulCUECQTpH5vyUjMSxMH51V6DNdjMxIlnwdCy9hbtV7PlgNqAq7kwxbNRMstpPlMNvJ18U1/yOMp4GFCPoTYJRAcyzz3I/j1tQDcV/Fh/nvHPJxWhW9fspLGHK3KBYKSIkm43n4Th0NL8ElHOfOFK/nZn18sd1QCgcAESZIIuW2GG9qEj8+wPUKftyPpL5SOVc3MWhqzuNlZe9p416wsjDpC9HvbTQeIiafnKVFmzLOkIcCKrnmZmUyOYJYlzPGn+VApkoQ9b5ZV9ri8NjVD1DoYHM9U86QY16uyhE3NzAiL1R0HtrSBZ/r7tBdSDpPFk6iAbn4QL68Lt+t/WNM6TsbXva4jwoqmIB6XMZsuVSgMu23U+R3QdlLK+zAfBEU8+b1mrIrMwroUcTZtVellgNQU5pOTmi2Rq6Om12ahKewuKlN+UX3AEObp3ZXMyyOWJWLoCy1iTM28h0sV9xLlVf2eNr20EEjfMamHUGvETVS2MeioJC+VPaBYiFYuZkzNMqAuoGSywNxE5Pg5mMw40WBRnY+FdX7dj8+m0hRyGcobC8UTP99lqxOH0/y+eG//EEgyvb4u+rzzGLXEPyevLkJny84JF2By3heYD8Fm9kVOyHitMeQ0CtpAu4n3X3JPJ4STyq6kQGpXFZrDrtyZopKki6opGWx2i2IQVOwWBZ/D/AG5y5Z93TV+B/k+6cK6601QYGlcZRASDZfNHBlo6RgyTGWVGp+D9goPqiJjt1qzis7pHPZ3Qdc5SPGHE6nncXoZb1Sx0+9tZ0ftJv3zSUGWjLKRJBk92AwikbeW4Y6zM67z0YS/mSQTTWm0oDp8dMc92sysCKq8xu7BhTBeyjz5NrnFJisLsUsgOFb5+yNw/wcA+HPl+XzszVWossQ3L1rGgrrCasQFgpJhseO/9B76rFW0yLsJ/vxyXt5xsNxRCQSCHJiNV/u97eNlD2l47BYag04W1Pk5rjmEVZH1m+YCTeaz0V7hyfCWMcXsLtgXzxSb5oSVBB0pAoaZ+ffKxgDDtgBjipNhW9jcUV5WwGUsxzsQWmosXSmieUBOso0kJMARgIiekUDjapOZNPxOqz7AjcwHd4XePQy9LKmn1sfajghNIVdBXqFBl9Xc4F1PGzRMqvWnDMDGU7sAOBzoybstMwrepVkMyhOoinHA6LAo8ey98Q0Uky1hZsINuliaTp9vnsETLcPcPjpu9n6ofiNICu0Vbrqqvdk7Q1Z0wvyzwO5hxBbisL/b4NOjbyjlPYc7IGT03SucVK+meLYJoLSsy2H+n+qGlpuGoJO6gIPumvxZTEc8zfR729gfXqln2tStiIsMmWXSndVeaoLj61zWGDD1LtNkq97hzp1ZQqnKMhVpYm9Xzjjj79vmge63EmzspqfWV1BzjkK69XVWe03L5TqrvHgrmgBdWDYk54Hh+j9myxx/FK9Rmp+YK5qCeiZZDlKP/3ynd2pcTqtKr69Tzzx2VxStuBjmTlk2pljZXbWe5p5VeNOagsxffILe8dZEcDKW8kKs9dTsQnVlFyiZ69AYn2Z4O6oVmtZwILTMdNutEXfcq65w/M640Faq76kiEGKXQHAssvNpuOudEB3h75GTuOCNzQB8+byFnNhh7qEiEEw57gpcl/6IIcnOKul5Xvr2B+gbHCl3VAKBIB8ZN/bZb/QjHjt+h4WAy8qmniraTMqpLCa1LLnKIhVZwmcZS5mS5YbZbAAS99RRZZmg05qzQ5aGZO5xJWfe8JtmQ8WXzZthkuY5pMlW9lRv4GDFuAdN6qBMkSXDoKN+8Uk01jelZaEVYj5uHlfQZTXthIW/YVxgCDRD20Z9IARg9yJLEn6HFa9Nzcx+U63QfCIEm5PvoTXixm0djzk1oyNfOU8+Ut9aYk8YhB1Hfl+uqaI+7GG0/S0MeprZU7E2WR4WdegCx4CrzvS488azM07vSSnxDLfrx6nZhiTdD+xQYBHRuhWGjnFOq0pXjY+WcFr2Ukr560nza1jXEcHnsOK0qrk7SabEO+Buysg8QVZ0T6X646B6IdQsSQlTX9ZjVyFfR7lUcSIummiaBhaHLqJNGP0oUT0VVHkd2CJtBS8ZU2wMuJuS5byabGVX9cmGRgchlw3JXcGAq4HD/m7cNhWHNfv+PL7FKGaPehsy5snrv1eRUupWpBhzQmu4oGVSy+USx6dVlelYeSo7a04bNyJPJWW9/XXr83/mpuSPrcbvMFSt2ONeZma+f2akNhDR9fTxbTotCgsWr2TR8adkxpO+34rMatQ7c6ppr0t4q9voqPRgU5UMD7OYpiW3q8oS2L2Z2/U3QPfbwO7LuGL4HRY86nhGYsYVxVOl+22ZIMsS9fGMw0K7t5bpWRMAwplaIDjW2P8q3HkujPSzP7SC07ZdTAyZT53eyVuXmLcsFgimC6V6AUfPuQXrjy/m7LH/485bruWCD183KQ8AgUAwM0kMziRJQkOmOexiNKolB0mpt8CVXjuNISd/+Zt5xmdXawtv7nuGGr8dYmOm8+SjJS7oPPFGkVmlbafAVqPX4JjFhdXQtn6caq+dkMuW2e69iAGoIkssbQigafHy0Ir5cOBVACo9Dip9XjhQmutmS8SFbLJPtUgneyqDOAb3oFUuMF3WIGZO4qm9pMXw2FT6h8eSJWMOjwpsN8xnt8im+zF1sJaIwmVVqPY4cFoVqFoPL96fnLvo+JK/FL+sVZFZNa+WWHsNAyNjyRKj4ZrjOTAQYshRYcygiG+jo9JDx4L0TpW5tx9V7AzbI+CvYGz33uT0te1h7IcO0pt+6Nu90HoSWBxYVRmrWrhPVN5sIJ/5PWd3jZfeYY1wuMJUSM5GamYXWlQX0fZvzZwxpeQ3/ePyOiwcHEh5yNa4BgYPgmtiD4ITq8/Itotv+HDA/LxJx+ew0FXl5cXdfWlrztyWKZU9SYPxbAzZK7AP7U2eKx1N9YxIVpY0+HWvw3yX1Xg56dKGAJV1ASq8xvds1pRD7+qqpE/MnCcfKfNkLZ2NM6/Sw+Gjo2nldvHVuMLAoeTffoeVw/GHrppsRWMoZWbj5g1ZdhPuEphtOfNSWLtFYVNPpuhkfBgi677wCQE3cT+tWJKZwunhVnjteO3w9/hmM60C8kdsiFNVGBrLfA9a+med+lqwBTD/Di0lQuwSCI4lerfDd8+Bo/vpD3Rxyu5/ZBgrl61u5n0ntpQ7OoEAAM+is9i141+o/ssXuODAN/jhD9p55wWXlDssgUCQlfTb3eJEjTN6qoj2xbBt/7s+IdCkrzNtYF3tc+hm47HMLB+fP8iC2ngJTIFi18FAbm+mYVcdzFvN6EtPsNcaxnF0l/mMaSbaRx01HPE0U7H30bQZxzO71rSHYchY3rS8McRjO7Nns6YPSOpT/XrUPA1lSlYeYhzhRVUXRzwtWU3pJ7Wl1E1pY3RUehiLaexVZI54mvE2BGCHLnZ1VHo4NDCil0iavVfD4C8xSWJlc7BEsRY5uDWZX5Ylo5eOYmHIGc/aUq1QuxSQ4PCbOVaspf0P86u99G+XaAg4SRzB6fHaLQpomrn/nHNi+8huUVjXEUGRJX7z0t78C6QsZ1/8Nn0f9e0cf6HrHEJbH2Ln4W34nRZ2JKbH3+p4Zhdgco0Y34BXLzU7Yoyps8rL8GjUKHYpqj5vgXRWeXlpd19S5M31oM6QbVjA6elMEQ9NE0wTE50hOHrA+GIw/z3+gdBylOgQITsQGiAUmc+6IsTN1Djqg+YdbnXS3qynimFbmFGLB3+O7pX9nhacA9s56jIXSXfWnAbETEvrDJuzWwznmcOi4ndYURVj/pKmQWvExVjMyTPbddElmlKSmttLLKNYk9aIm9f2HSHX92PWTKgiH+D4nBZqfU4cE+jmWO2zJx84re+o4PX9R+gssLlGNgr3y9Pw2lVcNpVQrR/6jGJXrvPErHlNIQixSyA4Vhg4AN99K/RuY8jbzKb9/8ShqIMzF1Zz9VvmT6D9uEAwdVSf/kne3P0SDW/+mDNe+hS/+F0zp61fV+6wBAJBFpY1BnjjwFH2Hxmmp8YPvYUvqyoyqiVlUFW3fHLBFFjyFlXjT+KzfP9psgpWF0OVSxnd1RfPbjpM6kDGmlZyGVXsHAotQRkbLDrsoNsClKB022bWaW/iZYzZ/GQKM45OwZI74yIznJRtxaJIkoRFkTips4K+wVEqvHYSiofXbknJCDRnRVOQodEojt2Fl8al47QoIEnU+OwMjxVaWpnbsysbGQO7hGCRU+zKDL+j0oPW4Gc0qsGwPi3b2NNm0gk1J6E2sLph19OmLxdqzJ1Bwr/KU62LN3YfKCpWRWJJgx9ZknjeZByvIQOaLmjlItiaIXa5W1Yy/PKfJhZvnHlVHmoDjmRWW/Z76ywl0ZMg+Zk2rIK/PQzoaXr7GzZlPDgwD0kiqjqI2mxQXXjZZhJnGIb7i19Oktgf0T3d/PG/zYgpdnbVnEJtwFxIM8scKxSzcnpJInnNSd3GrupTcFd5CBnmlTIXHl8K0DMWh0ajxHaQl/TVxZxhg0Bn5gOXTkPIBUOjKVMKe+BRmchQs/vwOS0sKdJ/K5U+Xyfh/X/O2mUzkPDqSq0ot6jU+p3gcEFfysyNqxk8/CxS7xuGdewPr0SOjSS9BzMypvMgPLsEgmOB4X743tth/1ZGXdWc3fdxdoy6WT8vwlffsXhCHWoEgilFkmi4+Fts9y7GKx2l87eX8/TLr5U7KoFAYEJMtlAXcLK6LcxbFlRTFzARNdx5urjleRpfEOF2fVDsqy9wgdzffelDg2F7GFrWs6t6IwCL6vwZmRtSrkfP+Qa3yviANGlGrGnJgXPem/jWk/SBrlnnxSIyu/ZWGM3lJz0o99XrZZYec4+XtI2l/pH8bSDR4dNdid2i6EJXwesBJJkavyNZqjpR7FaFrmovfqd1cn3DJGk8G84ZMp2lUC8h40Ka/lGnfd56uRiMWnRvnwwj+olSszhvedykkGVo3RDPaotPyhH7ztpTGWnfnD/TML6OkEvPiHRaVbCXxretEDP3dDT0QX7B86fsg7Bbfw8NobgAYrFD4yqawy5sVhtLmgvPTINJVOCFWvVyz6a1+efNHUHWV3rq/EWbn2fgyjT7NyNbVl5MsYJizbOfTMpMJQm/04qU67zOtlJnBLl1A/vDKxl0VLE/VPwDoVzfTbHY+GvJMaFpk5HiGLaHOeqsy5rp19NkLMPu9c2n2mfXRfRwh7HUWVbpCy9mxGo8T4ftEQadtVR67axsDtIUyi8EpiIyuwSC2c5wv+7RtXMLUXuAC4b+hZeHAixvDHDTu5ZlPJUWCGYMqo2ay3/Evq+tpXFsF/vvvojtH36QunD5jIQFAsE4B8PLcPW9xsHgouS0rF30Go6HF/83+8qKzPoxpToex4FChfEJjOpcYWKKnh7jtmfeJstM0Ei9fiWo4wJO0khZi7G6Lczu3iFzETGVAsvNIh4b+/qH9UGFCaPWEl9jfbVZ/ZkKZchRAR3tYDUxuDYl5bOtWmC+XKBpUjHl3W6++VpPgkN/h1C76RwlbUzWeSax4SFirw7kmGkSGwy16ufdlOzTFHLslOObQ2wf8zKvypP5YhYRwWVTWVjnN+1UOaWYxLO43s/Dr+xjaLS40rOVzUEODowQcaeUMts8hBZvJqTaQS2uxDjrnsh3QDr80FJABn7KetK35bQqOdU2r90y+Qf0gSYY2D/elKLjNNj6i4zZXDm6VFZ47HojhGxkqVFtDDkZtqoE7Nky7cZ9LDMDCjNsH9Y994pEkqDf04rj6A7M/L9GouPfW7Ik6fvEWpxolI2YbMFhUakPOJOlx/vDx+EZPYASF8oTWcJHXXWo3Yt0wRagboVuwRNH35Xmn7/dolDtK/4+QoyCBYLZzHA/3Pl22PZnYjYfl8c+wxMDEbqqvdx2yQrdcFIgmMHIngjuS3/EURws40Wev/lyBgxp2QKBoFwMOarYV3GC3i0qF85Q/kwLq1PvzNa0pnQBmtGxiaq4cXJV4sY4TypDMaJDT42HBbU+WkzKYjJu0gPN47/7jd3VkoMdLYrdotAUdmUXEgti/E00BJ1s6qnSS0UKwd+o/+9NN0OfPpY3BfXyzELTTkJtYHHq2QGReebzZPViKtxfZsJIkt7psGrB+MCuJGvXqPY5kNCMJYkWO5p1XATKtRsrPXZkSWJeMT491YuhZQPULM0/bz5ylaMlujZWzM94ye+00lPrw1LkeWJVZH2AX2Y7D4dVYUVT8f5oFkWm0mvPFIHs3sLKF9PJrnYVv64CWdUaoiXsjnd9TTeoj2feAX5n7u+RWr+Dte15xKBAky40t2zQ/7YZxdHOKi+VXju1KQ8X5lV6WFjn5/SeatZ3VBB0WXNnvEqy6e8WRaa72qN7C041aeFFVQe7ak41/RRtqsKgM555a/Nk7JOShJMSz5KueSw7ft14uXIqWa6HCTSptPKUELsEgtnKcD987zzY9hgxm48Pq5/lN301NIddfOeylfgcpTeTFQimAkdtD0fPvpUoMptGfskD37qasejk2tALBILJc3xLCIsi5y4raTi+cAHLX19YqVs+cqlTVhcRj53uGi+LCyyHiWVZn1k2iF3Ruzp2mWWXpBPp0EcAwebs8xToP2ZK/cqU9RjfQzZvpkRGWb+nLf5/K1Qt1D/HhNAQp3BtYOIigjUuXFR68hjwp6NaofMMvSPfFGHYpYnSUX9pSmgnQ2eVh/YKT0aGU2pZpGkpYFxkqg86OXNhdXHleJIErpD54LVQWk/Sy+ByZQd5KqH7rVDZnZwUk+P3s45JlrdNMJVuTZteFpfPM87I5D7/MVf8OpmvMcUEsGYTC1P3T/o1q/3USW2zwmNnQZ1PLx00OTY3dlbwlgXVeYXMtgo3QVcBAp8zmLXTp9umZyGlniMeu4XmsAurKuPLI7jppLyHPOJN1uVSp8Ynt8bLsLtrijOMT/orZrloR2eLnhwAACAASURBVDw26rtW0bL4RGieGn/c1MOn0ms3NMMo6LskOVNpr52ijFEgmI0MH9GFrjf/hGbz8s/2a/n5ngqqfXa++96VRIq9aRQIykx4yZls2/UZ6v/y77zj4Lf47p3NXHzx+0VjBYGgjEQ8Nk7vqTI5D1Puaj01kxsAT4j85SUOi2p+h13ZA288bJgUjRnX11PrY3Akmtt8O09HQEB/et51TtZBFwCx4rtpJfE3wLa/JALKfF21wdiwYdLiej+1fgd/fA2OOmsZs7j1zy9Rhpiry90UcFp3FVFNy5/VplggWsas3+Z1cHQ/uE3EWlnWPaf2vgSjR/VpBWQn5CyTyr4QsixR4bHCgHEbqYexqdgVbIX+3eCtKc93qzNYWBlc2vmyp/ZkmB/JncVkK0AcmKCwHHLbOHvx5LIeE591oZ95zOqD2k2G0ueiMWTvSCxtCPD3AwP01Jp4/qVTvUTP9NzzPNQuz98QwLClPO/R5NyQZQl5CgXiiZDTBkaW9f0TGyvo2Eu8My3PW+yp9dEcduGagC9cAjXL93FLpZ94i4CimM5rhUb2zK6sIm0eRGaXQDDbSGR0xYWuqz3Xce8ePeX2u+89jrosXUwEgplO/ekfY1vzO5AljXe8/v+49/4flTskgWDOk/dG1+z1IkokmkIuXFY1v19VKoWKBLLJE3oT36v01bVG3IUNCNMxM+HPJXQBTKB1vCnW8bLK5BP1jk2mHksRj43uGp8udKWT+nkqBZZITXQwJEnIslRYWVopDa5M4k00JciKagVvDmE32KKXVubYRjqJB5PFluVlQ8vhlQSAoupiU9jcQ2zGIinZha62jbrvjydPgwwALYbTVoS9R2VP4fOmE//8q30OvA5LYdlIqYuDXtarTCIvJWDMzqoPOlnbHjFk3BhJOcckSc/CbTt53PuqCGr9Dj17ysx/q34lqDYOBYrPyiy6Q2zGCtJLQePXeZPvBbdNpbvGlz2zuXEVNK81OddzGMWnfCctrjffrwULXYnP1xEwhFCsgXt5yfw8tbRpSxsCVHrttFdOrPmIyOwSCGYTA/v1ros7n0Kzefl86At87/UAbpvKdy5dadpaVyCYNUgS9RfdyPZv7qJu3x845emP8it/kFM25BmECASC8pF6l92yAfq2QyTTbycbi7Lc8OckX4ZGzRI9C8hW2HditjJGA5KsbzeZaWGyTJ4MN1WWUGSJmAZquB0OvwHhLH5ThdK8Tl9P1QKO92r0D40mu7ehWMw7NwKubIN+KW6srmmFi13FDEAnKoxNJCuniLK3mDKJDJoEhhjzv0+P3cLJ8yuLbCQUP+5Msh9Su8sdC0nREbeNfUeGaQrnGLw7AoV/zloMh0VlfpUXpdnc92lMdaGODTCmOKGicwJRG1nZbBRRprVpVLEHgZYmdk2CnEbijgDM30z4zUO8efAo7eUcuzStgYN/08VqE0oyrvI3wrZDjFh8aPL4NXXSwl2wRe8wavcZPjpbVjGzfBTskqhpaGkPjeqDzqzdHgtBiF0CwWyhdzvccQ4ceAXNGeILwc9xy6tebKrMre9ZzoK6CTyFFghmGoqFusvvYdt/n0b9kWdZ9LvL+IvvPlYuXVbuyAQCQT5cIf1nyskjToVac74ckyzI2ijDTj0bpCCxq3UD7HkRqiae7SFJEqf3VAMgyzVQs3jyqoQ7ov8AlV7dK8XARDKiElkOM8k70eqG4b7C5u18i16+OQUmzLkpXiwoulwpsQkTsctpVemo9GBRpGPCAmBlc5BDR0cJuydgwm5GXIx02VTwmotd+8Mr8PT/jX5PDp+9SeCxW1hQ6+O5Hb055wu4ZrPvbmHXnCUNARbU+ibZmGOSWBxQ2VXadaZfc2uXsX+viyNycT5ceUn46AGMle9aHTPLoJ4Q+jWrz9eJbeSQ3tyjBIgyRoFgNrD/FbjtNF3o8tby75GvcvOrXqyqzC0XL+f4lukYXAgE04TVSe0Hf8IOWysV0mGq/vcCXnrllXJHJRAIpgGtkIHSJEvadlevZ1/kBEYdere+ZCZULhwBaFo9nik1wRiUeHYXUNb0m0LCTzXoz+mXMpXvo/UkvXywcVXhy1gceUqvpijeEmbG5CWLr838ai9tFdMt8pE0y28K5encWgSqIhPx2Eon3EkydJ2ti6FZTMVXdTai1SxhVWfjZDeW9ZWWSPZsoYV1fjoqPYTcJcg0LJqp68aYjbIIXU1r9AzdprXTsz1ZZtQWyLgmjKQ8TBid5IOF1GpRs8rRyZBvdUfczeCuZKhycfZ1FHgOt1a4iaoOpM63ZO+yWyQis0sgmOnsfAruPBeOHkALtXOt/zpufyGKVZH51kXLOLEjTwtegWAWIjsDRP7xp+y54SQaorvY+r1zee2yn9PaUFfu0AQCQdmZ3KBMk62M2MazReoCDhRZIpDLkH4OIkkSm3qq0DTMvXe8tXq2lati6oJwBqHxhNKus8CBVyltwkpGojvfDMvc6qzy6v5U9hk4tKxeBIOHwF2p7zcleyZKyG1j/bwpPJ7zYFXkCRtxT5pJHvCKLBGNaQzZI8DAlHSSLIlO7amC+WeWYEVZqF0GO540dBQ1I/WSmt4kpVjUeNdkTQN15/QeP5qsQvNaRvcegSO5MxYzSLuOtUbchF02PCW8jojMLoFgJvPKQ3D7Zl3oql7MZ4Nf4fYXoqiyxI3vWsqGzvJ9IQsEU401UIPrH37CIclPB29w9Nvn8MaOXeUOSyAQlJtJDcoyR0uSJFHjd+CwFuF1kmY8H5VnaBdkE+PlYrCpSnZD68ZV0HFakd04pSy/zyDkiQ60plAda1gFvvrxbIcCuj0mjO9LZYCfD5/DMjPLJ8Ptuin6dMY2kW3Vryx9HEUxueN3VUsIh0WhY9FqXWBsnaN+q8FmmH8WVIx7Vya8v2r85l5mpRDW64NOGqbRnD7xXhKZ0UqOlLJiTgef02L+cGWCzED5XSAQAPCXW+DBT4AWQ2tay9X2T/O9pw+hyBI3XLiEk7sK6DwjEMxy3NUd9F18P313bGaB9grP33oWO97/U2qrxPEvEJSNcqe8TFiMMDKpt2F10e9pIyarHHXWltC3pMS4wlC3PMVYX0dVZqAoUSgFG+en4a2Fod54Jlrmg5NDgQX42K17xex8qrCS2lSm8rzw1eo/CQrYB6vbwry0q4/O6hJ7BQkMLKrz89LufpY3BdizR5l4hmgRDRVmIiG3jVO7q+J/leaYO627ir/tH2Drnv6SrG/aSOse2lbhIeK2Z81YmmxmVzlYXO+n0mOnyqd/tzQEnWw/dJQKzwRLcKdIjBZil0Aw04hF4ZdXw2M36n8uupCrBi/l/qf3IUvwtXcuZlPc4FYgmAt4m5dw6F3303fn2fRoW3nu5rOwfPBnVITD5Q5NIBCUg1ArHNmtdyguFtUKjJQkjD7fuKfI6rYZfD0KNGVMirhtNIZcM7PsLBt1K/RmPRP1cmlcpQtSWQZVR10NHPbPA8vwBAOcxgFrRRcMHQZ/Q9ZZfA4LxwlP1ymnKeyiKax7lYVrJufpV1ZmoNhmtyhU++xJsWsmJg4Wis+Z/YGIzTL7iu0simzIJFNkibXtM89aZ/btWYHgWGb4CHz/XUmha3T9/+N9vZdx/7P7sCgS37hwKWcurClzkALB9BNoW87whffRj4sFsZfYc9NmDhw8UO6wBAJBiSmoHbtigZb1xa24/ji9tMZe+s7FiiwVZnI/g5AkicX1/pxm2TOOQKPeJCCH51Je8oyWY5PJsJhOgUO16udAsGX6tikoHC06gYXKXOJrcUDHJpi/efq3nYNc5XGzmdSrRVV6F90ZRCkExqyrmAb1UohdAsFM4dAb8O1NsPVBUGyMnHMbl722lode2otVlbn53cs5fYHI6BLMXSIdxzFw/o/ox8mC6Ivs/MZm9h0QgpdAcCwxZeMaf73u3SMoL6mDmxmYphFNE6z6vB1FLD0Ls3kEU0NsImLXDMDmnhpj+UmgFuUJODuZkV53xwjH/tEjEMwGXvsN3LwOdj8HzjADF/4vFz1Wyx9e2Y/TqnD7JSuEGb1AAFTNP4Het/+QIzhZEH2Bvd84nR27dpQ7LIFgbmHzTNmqp/OeX0gTgnRiMQwHYb+3CIF0NpauCaaG2FjxywjBw5TUzC5xis1OpqtJhhlC7BIIyommwSPXw53n6m2Ra5Zw4F2/4oIHo/zl7wfx2FS++96VnDCTvUAEgmmmrmcNR877EX246Y69zPDNp/HG314pd1gCwdzB5obmddB+6hSsfPoGfJMqWRMck8RSRtPFD6zF8TTnCTTr/1d2T2BhIXaZoaaIXbPRyF0AndUewm4bSxum3xdOiF0CQbkY7ocfvgceuga0GCy5iL9t/hHnfO/vPLu9l4DTwt3vO55ljZNrGy4QHItUda9m5N0/Y78UpEXbhvqdM3j1pWfKHZZAMHdwR8Be+i5v05ncIAZOZUaaecMQ92QM+0XaiaBuGcw/C9yTrMYQWV5J5JKKXXNgv1rjPoy+7M0riqEgH8082FSF1W1h6oPO/DOXmJn3LSMQzAV2Pw+3nAQv/i/IFjjzep5Y+G+89ZYtbDs4SEPQyb0fOIGe2tIb6QoExwrh1sXI//BLdsjV1LKXwPc389JTfyh3WAKBYBLI0zjIS/dnmihC4yiCVC8jeRJG8yVmfUcFLWE3PTXj9102tdhhkjgQZgyW6R9UJ1GteWdZ2hDApsqsbBYPtIvBYVXKHULJmLLvjfZToOM0cM2yTqxT9N0/i/oNCwTHAJoGj98Kv/gMRIfBUw3vuIMHD9dzxW1/YWQsxqJ6P7e9Z/ms6+wkEJSDYG07fR/8Na9/80xaxl7Hev95PH7wRlZsfFu5QxMIBBNgOp+7izLGMpAqdinlG4bYVIXhsWjyXsvntLDAmRC69KMw5LbRGnJT4Z1j92PuCjiyF7yzuPu3ww+1y8DqKnckptQHnZlZLiKbKysbOisYHo3htgnpIi+yMqW+mlOGMjXXWXHECATTxdGD8JOPwEs/1f/u2IR29je4bUsfn/v5FjQNTp5fyX9fsBinVZyaAkGheMO1KB/5NS/deBadw8+x5OH38oc9W1lzwSdFhxuBYJYxHadsXcDJ9kNHaatwT/3GBEZmSOni2vYwbxw4SkvERAyR9ewRWZKKy7A/VrTT+uOhbwf46sodyeQINpc7AkGJ8NotYC93FIIpoWktREfAOjXZmDPjG0cgONZ544/wzbW60KVYYdMXGXr79/j4z3Zw3c/+iqbBxasa+da7lwmhSyCYAC5fkLarfsnTgU2oUoy1W7/An254L6OjI+UOTSAQFMF0lDEuqfezvqOC9spZ+PR7tuMKQagNapaUNwybSleNF7vFpCzKFQZ/A1R0FbnWY0TtUq26UKTMnDLTuYd4UCeYI3gqwV8/ZasXYpdAMJWMDuoli98+A/q2Q7AV3vsrdnRewnnfeox7t2xHluDqt8zn2rO6De11BQJBcag2J4s+cjdPtH0UgBMO3Mtfv7KJ3kP7yxyZQCAomGn4GpRlCZ9TDOTLRs1iCLWWO4rc1K+EyiLFLi02NbEI5gipF79jRDidKSSE6+qF5Y3DgPiMpwMhdgkEU8X2J+FbJ8KfbgA0WHIRvP/3/Gmwns1ff4TndugdF+9873H8w9oWUW4lEJQASZZZftG/88wJN3BUs7Fw+El6v34ir7/4eLlDEwgEBVDrdwAUluVcf5yefdK0doqjEggEAsGspbILes4FR6DckQimGSF2CQSlZmwYfv1vcNvJsH8ruCvhwnvQzrqB2x7fz0W3/ZmDAyN0VXv5yYfXcEJbuNwRCwTHHItOfTe7zv0xewjRENtB9Q/O4PH7vibapglmBNFolOuvv54FCxbgcDgIBAJs2rSJxx57rKj1PPbYY8ybNw9JkvjpT386RdFOL20RN8ubgqxtL+C70V8P88/SyyAEgnJTsu8X8T0lKBEJo/IpLBObNYikggkx23ebELsEglLyxp/0bK4//Keezr7gPPjgY+yrXs9ltz/Ov//0RaIxjXMW13DvB07I7MQiEAhKRuvC1Vg+8Huesy/FIY2w4tnPsuW/zmOw/3C5QxPMcd7//vfzsY99jJNPPplf/OIX3HHHHfT19bFu3ToeeeSRvMuPjo5y9dVXs2bNGo4cOTINEU8fsixR63eYeymZMdvvxAXHEEKkEkyC1GtZqYTT1pOgeR0EhFm/YG4ixC6BoBQMHoKffBS+vQn2vQTOMLzjDjj3Vn79xiib/uthfvvyPqyqzDWbu7j+/MU4rAXeyAsEggkTrKyn+58f4o9NH2JMk1na+yv2X38C2/7653KHJpijPPnkk9x2221cfvnlXH/99Zx44ols3ryZBx98EI/Hwz/90z/lXcdXv/pVbrzxRn7wgx9w+eWXT0PUglwIiUMAlE6gEBnIglKhWMAdEQ8FZiDiNJ8ehNglEEwGTYPnfgQ3rIAt39GnLb0YPvw4g21ncvX9z/He7zzBgYEROqs8/OTDq7lkdbPw5xIIphFZUTjhks/z19PuZg9B6mM7qPz+GTx559XExkbLHZ5gjnHPPfcAcOmllxqm+3w+3va2t/Hkk0+ydevWnOtYvHgxzz77LOeee+6UxSkQCIqkYr7+f1Bk0QgEAsFMQIhdAsFE2f083HEW3PteGNgH4Q645Odw1tf5826NM7/+B+587E0A3rummfs/tJrOKm+ZgxYI5i4LTtiE/IFHeNJ+PFZpjGWvfp2/fWkVu7ZuKXdogjnEli368bZwYWZXqEWLFhnmycZpp51GXV1d6YMTCAQTx+GH7rdC7bJJrkikfMxNxINwwcxjth+VBbS6EQgEBgb2w2+u0zO5tBgoNlj7MVjzTxwYgs/f8wz3btkOQIXHxn++YxFr2yNlDlogEABEKmsJ/fODPPrjb9Dz3BdoHX2Fke+dzFPtH2DR+f+KbLGWO0TBMc7OnTtxu904nZmejRUVFQDs2LFjyrY/PDzM8PBw8u++vr4p29ZcQRP1KIIEcgksKsTxNDeRU4bliqV8cQgExxAis0sgKJSxYfjj1+G/l8CT39aFrq5z4MN/IXbiJ7h7yx5O+s/fc++W7UgSXHhcA7+88kQhdAkEMwxZkVn99o9w5LJHeMJ+PFYpypJXb+DNLx3H37f8qtzhCWYhkiTl/fniF78IwNDQEFaruahqs9kAGBwcnLJYv/CFL+Dz+ZI/9fWiS5dAMLMQYtecRJah7WRo21ga0VQwo5npZ7nbpouvtQFHmSOZHCKzSyDIR3QMnrkbfv8l6N2mT6taCJu+CE2refKNg3zu7j+y5U29w1tXtZfr3trD0oZAGYMWCAT5qG1sofqfH+Th+7/Jwmc/R9PY6/CTt/PswyfTcP6X8Ve3lDtEwSzhu9/9bt55lixZAoDD4WDPnj2m8wwNDQGYZn2Vik996lNcddVVyb/7+vqE4CUQCAQzAYe/3BEIBACsbY/QOzhK2D27Kx6E2CUQZCMWgxfug99+Hg6+pk/zVMOGz8DiC3lp7wBf+c7jPPTXvQC4rApXnTqP96xqRFVE0qRAMBuQFZkTz/0gO447k+fu+TSre3/KwsMPMfit43iq5TJ63vH/sNjd5Q5TMMO56KKLCp63rq6OF154gSNHjuB2G4+tXbt2AUyp+GSz2ZIZZAKBYAYy01M+BALBMY9VlYl4Zv+9ghiRCwTpRMf0DovfXKObzx98DZwhOPVz8NGn2NZ0Llf+8DlO/9ofeOive1FkiQtW1vPrj63nvWuahdAlEMxCausaWHvVnTx35gM8q3TjYIQlr3+T3i8t4Nkff5noyFC5QxQcI6xYsQKAp556KuO1J598EoCVK1dOa0wCgWAmIdQugeBYx2MXOUfTgdjLAkGCkQF46k740w1wWO+iiM0HJ3wEjv9H/npQ45Yfv8wDz+xkNKrfiLxlQTVXndpBa0RkfggExwKLVqwluvQR/vDAbbQ9/UWqtf2En7mOvc/exM4FH6LnLR9Etc1u/wJBebngggv4/Oc/z6233sratWuT0/fu3cv999/Phg0baGxsLGOEAoFAIBAIppJqn4NFdX78TtGMYCoRYpdA0LcTnvg2PH4LDB7SpzlDcNw/oq24nD9sH+OWO1/kD6/sTy6ytj3MJ07rZEGdr0xBCwSCqUJRZNaeczl9J1/Ab3/833S9dguV2gEqnv039jx3Izu63kf3Ge/H5hLeGoLi6erq4qqrruIrX/kKXq+X8847j4MHD3LttdcC8LWvfc0wv6qqLF++nMceeyw57bnnnkt2VNy5cycAr776Kk888QQANTU11NTUTMfbEQgEpUZ0YxQI5gRNYVe5QzjmEWKXYG4Si8Hrv4Un/gdefhC0qD490AwnfJhD7efxkxcPcffNz/HS7n4AZAlOX1DN5WtbWFwvBrkCwbGO1+1mw7s/Tf+Rj/Dw/f9N56u3UKntp/KFz3Pkhet5vuos6k77KJXNPeUOVTDL+I//+A9aWlq46aabuOWWW3A6naxbt44777yT7u5uw7zRaJSxsTHDtM2bN/PGG28Ypl155ZXJ3//1X/+Va665ZsriFwgEAoFAIJjpSJo2sccHfX19+Hw+ent78Xq9pY5LIJga+nbCs/fAk7fDob+NT284geiKy3lYWcUPn9rJQy/uZSQaA/4/e/cdH1WV/g/8c6el90IIgQDSBGkiHQURVMSGIEVdlXVZ63fVn2V1XQUWXV3L2lldRQHFviJFkKoU6Z0QWiAJIb2Qnqn3+f0xSciQNkkmmUzyeb9e8xq49bnn3pmc+8w55wK+Bi1mDO2MP47uhs6hzfeELCJq3YpLinHgp/fR5fQX6IrUyulxPsOgG3o/eo2ZCo3B240RUn1Yd6mOZdJ4Kw5d/B64bVAnN0ZCbcqpdYDJ/kMr+k9zbyxERK2Qs3UXtuyits9YABxfBRz5FkjchsqBP70CoQ6YgSNRU/FTaiDWrExHVtGBytX6RQdi2pAY3DE4BkHsT03U7vn7+eOau5+HxfoM9vy2HNq9n2CwcQ+uKNsDbN2Dwq3P4GzkRISN/AM6DxwPaPiwCiIiIiIid2Cyi9qmsnzg9Abg+Er7L2Q2U+UsNWY4TkXfii+Lh2LNgULkleQByAMAhPoZcPugTpg2JAZ9o/kLNxFVp9fpMGzCncCEO3H25FGc37gQvbPWooNyAYOyfgJW/ITMVZHI6jQRHa66HZH9xgE6g7vDJiIiT8Axu4iIXILJLmo7Cs7bx9868TOQtA1QL45xYgzugcMhN+DrsuFYm2SAKUEFYB9wPthXj4mXd8CNV0Th6p4RMOjYGoOInNO9d3907/0fGE1m7Nr2M6yHvsGgoi3ooGahQ8oyIGUZSpb74nzYSPj0uwkxg2+AJqSzu8MmIiIiImrTmOwiz2UsBJK22weaP/MrkHvaYXae32XYqR+BLwoGYldGJyBDKZ+jIirQGxP72hNcw7uFQqdlgouIGs/by4ARE6YAE6YgL78Av/32A+TkL+hfugvhSiF6524Ctm4Ctj6FPH0UiqOGI+TycQjodQ0QdhmgKPXvhIiI2gG27CIicgUmu8hzFGcDKbuBczvt72kHHVpvqdDgpL4PVhgH4xfrlUgydqyc5++lw4juoRjTIxxjeobjsgh/KLy5JKJmEBochHG3PwDgAeSXGPHb7s0ojVuDLrm/43IkItSSgdCUFUDKCmA9YNT6ozS0L7xjh8C3yxCg40AgtDug5Z9oIqJ2h90YiYhcgjVpap2MhUDGUSD9MJB+GHJ+L5S8M9UWS5IobLNdge1qf+xU+6LQ6AcACPf3wg2xwRgSG4IhsSEYEBMMPVtvEVELC/bzxrjxNwHjb4LRYsPu08k4d3gLkLwT3UoPY5ByBt62Ynhn7wGy9wD77OvZFD2sId1hiOoLJbIPEN4TCO4KhMQCvmFsCUbUCvTvFISjqQXo25FjfJIL6QyApdTdURAReTxFpHE/H/BR1eQS5lIg5xSQcwqSfRKWjONQM+PhXZhYbVFVFJySGOxXe2Gf2gt7pQ/OSwRCfPXoGx2Ivh0D0S86CENiQxAT4sOWW0TUquUWm7DzdAbOxO+H5fxBRBQdxxWaJFyunIOvYqp1PdH7QQnuYk98BXcBgmOBgCjAv0P5KxLwDmJCrAasu1THMmkao8UGb73W3WFQW2IqAs7vBSL72r/biYjIgbN1Fya7qPmoKmDMBwrTgIIUmHOTUZadBGveOSiFKfAqSYWfObfW1c9LOI6pXXFU7YY46YYj6Img0Ej0iQpA346B9gRXdCCiAr2Z2CIij1dQasGBlAs4kJSLpDMnYU4/js5qCnoqqeiuSUNnJRtRygXnNqb1upj48g0DfILtCTDv4PJ/l797BQIGX0DvC+h9HN81be8GnnWX6lgmRERE5EmcrbuwGyNVJwJYjYC5xP6ylNpbYFlKKt/FXAJLWRHKSophLiuCtTgXKMmBpiwXOtMFeJvz4GMthAZq5WYN5a9L5UoAEqQTzqjROC2dkOPTDaawKxAeFY3u4X64MsIPU8P9ERPiw66IRNRmBfnqcW3vSFzbOxLA5bDYbsXx9EIcTS3AT2mFiE8vxJn0PIRZMxGjZKOzko3OShZilGxEKAWIVAoQqSmAv5QANhNQcM7+aiytwf7SaAGNDlDK3zW6i9PmbLIn0YiIiIiIWhEmuzyRCGA12ZNQViNgKbO/rMbqiSlzSeW/xVwC1VwK1VQM1VQCMZVALZ+vmEuhWMugtZZCZyuDUs+TYBTUnry61AXxR6qEI1XCkaFEoMi7I8x+naCEdIFXeFeER3REpxAfjAr2wR1B3uwOQEQEQK/VYEBMMAbEBFdOs6mC5NwSxKcXIj6tEHvSC/FNTglS8kqhln9te8GMCKUAEchHhJKPYKUYoZpSdDQY0cFgQriuFCGaUgSgFD5qCfSqETqbERprKTTWsosB2Mz2V10U/gBBRERERK1P6052FWfZkzoQnMstGXlswwAAIABJREFUtbcREhUigECA8veKnpgiUjkdgvLlKpYHlPJl7evAvpBavrhc3A7K50v5zIr5qipQRYWqAioEogpsIlBV1d5lz2aG2MxQbGYoNgugWgCbBYpqBmwWaFQzYLNCo5qhqBYoqgUamxla1QStzQSdzQitaoRONUKnmqCzmew3Iar9XS9m+7/FBE0jHkusANCWv5xlFD1K4YVSeKNUvFAKL5SJt/0dXjAqXrDpfGHSBcHiFQqrTyjEJwyGwAj4BHdAYFgkwgMDEBHghdGB3vAzaNnlkIiokbQaBd0j/NE9wh83D4iunG6y2pCSV4qz2SVIzCmpfD+UW4LsYhPEBsACoKS+PQh8NVZEeauI9LEhwAD46gA/HeCrE/hUeffWCjK3nodOp4dWo0CnUaq8a6DTKNBp7dMAVH73K7g4nJgCBYpinwYAMSG+6B/DlmJERERE1DSNTnZVJIYKCwtdFkw1S2cBqXsBAMH1LNoe2MpfVYcttooGZTDABD2M4gUT9OUJKXtiyggvlIoBZeXJqTIxoBTeKIMBVq0PROcD6P0Agw80Bl9ovfyh9faFzisAXj6+8PXygq+XFv4GHfy8dAjy0SPQR4dOvgYE+ejh63TySoVqKkVR7WMuExFRE0R6A5GdfTGisy+AiMrpFpuKnCITMgqNyCo0IaOwDJmFJmQWGJFXakZBmQX5pRYUGC0wWVQUA0goAxKqDQ+mXPIOAHEuPYYpg6Ox4Pb+Lt1mVRV1lkYOV9omtUh9joiIiMhFnK3PNTrZVVRUBADo3LlzYzdBREREVOm98ldzKyoqQlAQW5ABQG6u/UExrM8RERGRJ6mvPtfopzGqqoq0tDQEBASwW1oTFBYWonPnzkhJSeFTkFoBno/Wheej9eC5aF14PhpHRFBUVITo6GhoNBxvDADy8/MREhKCc+fOMQHYQvj5bXks85bHMm95LHP3YLm3PGfrc41u2aXRaBATE9PY1ekSgYGB/HC0IjwfrQvPR+vBc9G68Hw0HBM6jioqiUFBQbyWWhg/vy2PZd7yWOYtj2XuHiz3luVMfY4/axIRERERERERUZvBZBcREREREREREbUZ2nnz5s1zdxDtnVarxbhx46DTNbpXKbkQz0frwvPRevBctC48H+QqvJZaHsu85bHMWx7LvOWxzN2D5d46NXqAeiIiIiIiIiIiotaG3RiJiIiIiIiIiKjNYLKLiIiIiIiIiIjaDCa7iIiIiIiIiIiozWCyqxnYbDa8/fbb6N+/P3x8fBASEoIbb7wRu3btatB2du3ahd69e0NRFKxevbrW5RYvXoyhQ4fC398fgYGBuOaaa7BmzZqmHkab4YrzsXr1aowdOxaBgYHw8/PD0KFDsXTpUodlkpKSoChKra8bb7zR1YfW6qWkpGD27NmIjo6Gl5cXYmNj8fjjjyM/P7/edcvKyvDSSy+hV69e8Pb2Rnh4OKZNm4YTJ05UWzYvLw+PP/44YmNj4eXlhY4dO2L27NlITU1tjsPyWC1xPubNm1fn5+Cbb75prsPzOE05HwCgqipef/31yvNRG34+qCZNvf4IuP/+++v8vqtaz4iPj8e0adMQEREBLy8v9OzZE3PnzoXRaKy23R07dmDSpEkICQmBt7c3+vfvj3feeQeqqrbk4bUaBQUFuPfee6EoCqZNm1bjMs1Vvs7U/9qi+sp83LhxdV77GRkZDsuzzOt2+vRp3H///ejWrRt8fHxw2WWXYfbs2UhKSqq2LK9113C2zHmtezghl3vggQdEURR54oknZMuWLbJy5UoZOXKkGAwG2bZtW73rm81meeGFF0Sr1Up0dLQAkFWrVtW47IIFCwSA3HPPPbJx40ZZt26dTJ48WRRFkW+//dbVh+aRmno+vvjiCwEgkyZNkjVr1sjmzZvlvvvuEwDy+uuvVy6XmJgoAGTOnDmyd+/eaq9Tp04152G2OhkZGdKpUyfp2LGjLFq0SLZv3y4ffPCBBAYGypVXXilGo7HWdVVVlYkTJ4rBYJD58+fLtm3b5LvvvpPLL79cgoOD5eTJk5XLlpaWSv/+/SUwMFDeffdd2b59uyxevFiio6MlNjZWsrOzW+JwW72WOh9z584VALJy5coaPwd5eXktcbitXlPOh4hIQkKCjB49WoKDg8XPz0/CwsJqXI6fD6pJU68/squoC9T0Xbd3714pLi4WEZFjx45JYGCg9O7dW77++mvZvn27vPLKK2IwGGTy5MkO29y8ebPo9XoZPny4LF++XLZu3SpPPfWUKIoijzzyiDsO0602bNggMTEx0qlTJwEgU6dOrbZMc5Wvs/W/tsaZMh87dqx07Nix1mvfYrFULssyr1tcXJwEBwdLbGysLFq0SLZu3SoffPCBhIWFSWhoqCQnJ1cuy2vdNRpS5rzWPRuTXS62b98+ASB//vOfHabn5+dLWFiYDBkypN5tvPbaaxISEiI//PBD5Y1jTcmu1NRU8fLykhtuuMFhusVikcsvv1yioqLEbDY37YA8XFPPh9FolPDwcOnXr5/Dl5mIyIQJE8THx0cyMzNF5GKya+7cuS49Bk/12GOPCQDZsWOHw/Qvv/xSAMj7779f67o//PCDAJB//vOfDtMTExNFp9M5VLzefPNNASBfffWVw7Lbt28XAPLUU0+54Gg8X0udj4rvrMTERJfG39Y05XyIiPTp00fGjBkjycnJEhsbW2uyi58PqklTrz+yq7gxqc/NN98sBoNBkpKSHKa//PLL1ep4/fv3l4iICCkoKHBY9k9/+pMoiiKHDx92TfAeID09XRRFkQcffFCOHTtWa+KlOcq3IfW/tsTZMh87dqzExsY6tU2Wed2mTp0qiqLIiRMnHKZXfB//7W9/q5zGa901GlLmvNY9G5NdLvbss88KANm5c2e1eXPmzBEADq0gavLLL79ISkqKiEidya6FCxcKAPn666+rzXvllVcEgKxbt66RR9I2NPV8rFmzRgDIq6++Wm3esmXLBIB8/PHHIsJk16UiIyOld+/e1aabzWbx9fWVkSNH1rru9OnTBYCkp6dXm1fRwqioqEhERIYNGyZ+fn7V/liIiPTs2VOio6ObcBRtR0udDya7nNOU8yEi8tlnn4nVahURqTPZxc8H1aSp1x/ZOZPsKigoEJ1OV+2HSRH7j5YAZNasWSIiEh8fLwDkwQcfrLbs77//LgDk+eefd03wHiAnJ0eWL18uIhfrWJcmXpqrfBtS/2tLnClzEecTACzz+q1Zs0aWLVtWbXpF2d11110iwmvdlZwtcxFe656OY3a52IEDBwAAAwYMqDZv4MCBDsvU5oYbbkBMTEyL7Kuta2oZsYwbJzU1FVlZWTWWm16vR9++fXHo0KFaxx85cOAAIiIiEBUVVW3ewIEDYTabERcXB1VVcfjwYfTt2xc6na7GZdPS0qr1p29vWup8kHOaej4AYPbs2dBqtXXuh58Pqokrrj9y3tGjR2G1Wmss7+joaISHh1fWI1jncBQWFobbb7+9zmWaq3zb67lwpswbgmVev0mTJuGuu+6qNv3YsWMAgB49egDgte5KzpZ5Q7DMWycmu1wsLS0N/v7+8PX1rTYvMjISAFw2KHBaWhoAoEOHDs2+L0/V1PPRmDI+dOgQbrnlFkRFRcHLywu9e/fGyy+/DLPZ3Ojj8DR1lRtgL7uysjJcuHCh1vXrWhewl3tubi5MJpNTy7ZnLXU+qvr4448xaNCgygdnjB8/Hhs2bGjsIbQpTT0fzuLng2rSUtdfe7JgwQJcfvnl8PX1RUhICG655Rbs27cPgHPlXfEZrGtZPz8/+Pr68vN6ieYqX9ax61dWVoZnnnkGPXr0gLe3NyIjIzFz5kycPn26chmWeeNkZ2fj6aefRkBAAP785z8D4LXe3Goq8wq81j0Xk11OqOsJDBWv1157DQBgNBphMBhq3I6XlxcA+wfGFSqeulHT/ly9r9akJc9HY8p43759GD9+PL777jv873//Q79+/fDiiy/ijjvuaPjBeqi6yg2ov+ydPW9N3U970VLno6oDBw7gueeew/r16/H2228jMTERN9xwA7777rtGHUNb0lLXLT8fVBNeF6537NgxvPLKK9iwYQPmz5+P3bt3Y/To0di+fbtT5V1R1g1Zluyaq3zbax27IXJyclBcXIy3334b69evx+OPP46ff/4Zw4YNw6lTpwCwzBsjLS0NN9xwA1JTU7Fs2TJ06tQJAK/15lRbmVfgte65qvdroGq++OKLepcZPHgwAMDHxweZmZk1LlNxYdfUyqgxfHx8AAAmkwkBAQHNuq/WpCXPR9Uyrm/9zp07Iz09HUFBQZXrAcDNN9+MW265BatXr8bGjRsxYcKEeuP3dHWVG1B/2fv4+Di1blP301601PkAgKeffhoPP/yww69Vo0aNwoQJE9CvXz889dRTmD59euMOpI1oqeuWnw+qCa8L13n33XfxxhtvICIionLa6NGjMXLkSAwfPhzPPfccnnjiCQB1l3dFWTtzbnheHDWkzFy1LD8jwI8//ggACA0NrZx2zTXXoE+fPpg2bRr+8Y9/4Msvv2SZN9CBAwdw6623oqCgACtWrMBNN91UOY/XevOoq8wBXuuejskuJ9xzzz1OLxsTE4Njx46huLgY/v7+DvPS09MB2JMirlAxrldGRgbCw8ObdV+tSUuej6plfKlL19dqtTWOaQQAd955J1avXo39+/e3i2RXXeUG2MvO398fISEhta5f17qAvdxDQ0Ph4+Pj1LLtWUudDwDw9/ev9lkDgNjYWAwbNgy//vorMjMza22G3x409Xw4i58PqklLXX/tQVBQUI3Thw4diq5du2L//v1OlXfFZ7CuZQsKClBWVsbP6yWaq3wbUv9rj6re+Fd12223wWAwYP/+/QBY5g2xatUqzJw5Ex06dMCOHTvQv39/h/m81l2vvjIHeK17OnZjdLGhQ4cCAA4ePFhtXsWHYdiwYS22r+HDh7tkX56qqeejoWVc3y/lVVt8tWVRUVGIiYmpsdzKysoQHx+PoUOHQlGUGtcfOnQocnNzkZKSUm3e/v374evriyuuuAIajQZDhgxBfHx8jWOi7d+/H926dXP41b09aqnzUYGfg7o19Xw4i58PqklLXX/tRW3jcRqNRvj4+KB///7w8vKqsbzPnj2L/Pz8ynoE63UN11zly3NRNxGBxWKpNt1qtcJqtVb+nWeZO+fnn3/GtGnTMGTIEOzdu7fGpAuvdddypswBXusez92Pg2xrjh07JhqNRu69916H6ZmZmRIQECDXXnttg7Y3d+5cASCrVq2qNi8nJ0f8/Pxk7NixDtNLS0ula9euctlll4nNZmvwMbQlTT0fFotFYmJipGfPnmIymSqnq6oqI0aMkODgYMnPzxcRkRdeeEEURZGNGzdW287YsWMFgBw5csQFR+UZnnvuOQEgmzdvdpi+cOFCASBLliypdd1ffvlFAMhLL73kMD0uLk40Go3Mnj27ctpHH30kAOSzzz5zWLbisb7z5893wdF4vpY4H1artfK7x2g0Oix7/PhxMRgMMmTIEBcdkWdryvm4VGxsrISFhdU4j58Pqokrr7/2Ki8vTwIDA+Waa64RVVUd5m3evFkAyNSpU0VEZObMmaLVauX06dMOyz377LMCQH777bfKaSNGjJCQkBDJzc11WHb69Omi0+kkISGhmY6odUtMTHQo06qao3wbUv9rq2or8/j4eNHr9XLPPfdUW+ezzz4TAPLUU09VTmOZ1+3YsWPi4+Mj48aNk9LS0jqX5bXuGs6WOa91z8dkVzN4+umnBYA89thjsmXLFlm+fLkMGjRIAgICqiU7tFqtDB8+3GHakSNHZO/evbJ3716ZM2eOAJC33367clpqamrlsh988IEAkJkzZ8qmTZtk7dq1Mn78eNHr9bJhw4YWOd7WrqnnY+XKlaLRaGTixImydu1a2bRpk9x5550CQBYvXly5XFJSkkRFRUloaKi88847snXrVvnxxx/lxhtvFADyl7/8pUWOt7W4cOGC9OzZUyIjI+XTTz+V7du3y1tvvSW+vr5y3XXXVSZilyxZIlqtVj788EOH9e+8807R6XQyd+5c2b59u3z11VfSrVs36dSpk8NnwGKxyMiRI8XPz0/efvtt2b59u3zyyScSFhYmV1xxhRQXF7focbdWLXU+KpIrY8aMkR9++EG2bt0qCxculOjoaPH29pbff/+9RY+7tWrK+SgsLKz8e7B3717p2LGjBAUFOUyrqDzx80E1cfb6o7o9//zzAkBuvfVWWbVqlfz222/y+uuvS3BwsISFhcmpU6dExJ40iIiIkMsuu0y+/vpr2b59u/z9738XrVbr8OONiMjevXvFx8dHhgwZIsuXL5ctW7bIww8/3C6T06mpqZXfaStXrhQAMn78+MppFXW45ipfZ+t/bYmzZT5r1iwBILNnz5ZffvlFNm7cKH//+9/F29tbunfvLtnZ2ZXbZJnXbfz48aLVamXVqlUOf8cvLXMRXuuu0pAy57Xu2ZjsagaqqsrChQulf//+4uXlJSEhIXL77bdLXFxctWUBVGvpEBsbKwBqfc2dO9dh+W+//VaGDh0qPj4+EhgYKBMmTJDt27c35yF6lKaeDxGRjRs3ytixY8XPz0/8/Pxk1KhRsmLFimrLJSYmykMPPSTdu3cXLy8v8ff3l1GjRrXbX8kzMzNlzpw5EhUVJXq9Xrp16yYvvPCCw68on3/+uQCQ999/32Fdk8kkL7/8svTs2VMMBoNERETIH/7wBzl37ly1/RQWFsrTTz8tXbp0Eb1eL506dZJHH3202i8r7V1LnY9Vq1bJxIkTpUOHDqLT6SQqKkpmzpwpR48ebfZj9CSNPR+//vprnX8jAEhiYmLl8vx8UE2cuf6ofkuWLJExY8ZIWFiY6PV66dKli/zpT3+S5ORkh+USEhJkxowZEhYWJgaDQfr06SNvvPGGWK3Wats8cOCA3HTTTRIUFCTe3t4yePDgaq0z24OK3g21vWJjYyuXba7ydbb+11Y4W+YWi0XeffddueqqqyQ4OFgMBoP06NFDnnzyyRr/trDMa1ff3/Oq17kIr3VXaEiZ81r3bIqIiBO9HYmIiIiIiIiIiFo9DlBPRERERERERERtBpNdRERERERERETUZjDZRUREREREREREbQaTXURERERERERE1GYw2UVERERERERERG0Gk11ERERERERERNRmMNlFRERERERERERtBpNdRERERERERETUZjDZRUREREREREREbQaTXURERERERERE1GYw2UVERERERERERG0Gk11ERERERERERNRmMNlFRERERERERERtBpNdRERERERERETUZjDZRUREREREREREbQaTXURERERERERE1GYw2UXUTsybNw+KouCjjz5ydygNlpSUBEVR0LVrV3eHQkREROQWrMsRETmPyS4iqpPJZMKzzz4LrVYLRVHcHQ4RERERNQDrckTUHuncHQARtV4HDx7EH/7wB5w4cQKqqro7HCIiIiJqANbliKi9YssuIqrR6tWrMXz4cJSWlmLr1q3uDoeIiIiIGoB1OSJqz5jsImqHtm3bhgkTJiA4OBi+vr4YNmwYfvjhB4dlzpw5g5kzZ+Lw4cMYNWpUs8QRHx+Pe+65B126dIHBYEBISAgGDhyIBQsWoLS01KltbNmyBbfddhsiIyOh1+sRERGBG2+8ET///HO1ZaOiohAaGgqr1YoFCxagZ8+e8Pb2RkREBO666y4kJyfXuI9vv/0W48aNQ0hICLy8vNCtWzc89NBDSElJadLxExERETUG63KsyxFR3RQREXcHQUTNb968eZg/fz7++Mc/4ptvvsG0adPQu3dvJCYmYunSpTCbzfjmm28wY8YMAEBBQQGCgoIq168Y48FVXxkJCQkYPHgwLBYLpk2bhj59+sBoNGLjxo3YvXs3Ro8eja1bt0Kj0SApKQndunVDbGwskpKSKrexaNEizJkzBz4+PrjrrrvQrVs3pKamYtmyZSgoKMCbb76Jp556qnL52NhYpKWl4YEHHsDGjRsxdepU+Pv7Y+3atdi5cyc6deqEI0eOIDQ0tHKdJ598Eu+88w6ioqJwxx13IDw8HHv37sXatWsRERGBbdu2oXfv3i4pEyIiIqLasC7HuhwRNYAQUbswd+5cASCKosjGjRsd5n333XcCQLp27Vrr+gDElV8Zzz//vACQDz/8sNq8u+++W3x9fWXHjh0iIpKYmCgAJDY2tnKZ9PR08fHxES8vLzl06JDD+qdOnRJfX1/R6/WSnJxcOT02NlYAyIABA6S4uLhyuqqqMmnSJAEgL730UuX0DRs2CADp3bu3ZGdnO+zjvffeEwBy3XXXNakciIiIiJzBuhzrckTkPHZjJGpnxo4di+uuu85h2p133ono6GgkJSUhLi6uReLIz88HAPj7+1ebt3jxYpSUlGDkyJG1rv/tt9+irKwM06dPx8CBAx3m9ezZE7NmzYLFYsF3331Xbd1nn30Wfn5+lf9XFAVPPPEEAPv4FhU+/vhjAMBLL72E8PBwh208+uijiI2NxaZNm9gEnoiIiFoM63KsyxFR/ZjsImpnahuzoaKScfz48RaJY/LkyQCABx98EC+++CIOHDhQ+ZQgna7+B8Xu27cPADB69Oga5w8bNgwAcOjQoWrzxowZU23aoEGDAAAnTpyonLZr1y4AQHh4OJKSkhxe586dQ9++fR1iISIiImpurMuxLkdE9WOyi6id6dChQ43TK8Y2uHDhQovEMXnyZHz44Yfw9vbGyy+/jCFDhiAiIgLTp0/H8uXL6x1PIisrC0DtxxMREQEAyMnJqTavpnUqjr+0tBRms9lhHzfccAO6detW7bV27VqH5YiIiIiaG+tyrMsRUf3qT7kTUZui0dSc466okNQ2vzk88sgjuP/++7Fu3TqsW7cOmzdvxvfff4/vv/8ekyZNwqpVq6DVamtct75BVit+WaxYrqqafm2sup2KMqhYd/HixQ4DvF5qwIABtc4jIiIiciXW5ViXI6L6MdlF1M7U9OsYAOTm5gKAw9NrWoKvry+mTJmCKVOmAAAOHDiA++67D2vXrsXSpUsxe/bsGter+EUvIyOjxvkVv9BFRkZWm5ednY2OHTs6TKs4/oCAgMoKVFRUFJKTkzFo0KBqY0kQERERuQPrcqzLEVH92I2RqJ3ZvXt3tWkiUjkewhVXXNEicRQXFyMhIaHa9CuvvBILFiwAUPf4CRXjOPz+++81zt+xYwcAYOjQodXm1VQGhw8fBuB4/CNGjAAAbNq0qcZ9JCUlwWq11hojERERkauxLse6HBHVj8kuonZmw4YNlYN1Vli2bBkyMzPRt29f9OrVq9ljUFUVffv2xdChQ5GcnFxtfkVlLSYmptZtzJgxA35+fvj+++8rKzcVjhw5gu+++w5+fn6YMWNGtXVfffVVmEymyv+LCN59910AqPxVEgAeeOABAMCbb76J9PR0h22cOHECgwYNQr9+/VhJIiIiohbDuhzrckRUP3ZjJGonKsYxuOuuuzBhwgTMmDEDPXr0wOnTp/Hll19Co9HgzTffrFz+k08+QUFBQbXtVF2mc+fONVZA6qPRaPDKK6/g/vvvx6BBgzBlyhR0794dZrMZBw8exJo1axAbG4s5c+bUuo3w8HAsXLgQs2fPxujRo3HPPfcgNjYWiYmJ+Oqrr2Cz2bBo0aLKwU2r6tWrFwYMGICpU6fC19cXa9aswc6dO9GzZ088/PDDlctNnDgR//d//4f3338fAwYMwN13342IiAicPn0a33//PaxWK1577TWnnjhERERE1BSsy13EuhwR1UuIqF3461//KgBkyZIlsn79ern66qslICBAfH19ZdSoUbJ27VqH5WNjYwVAna+xY8c2KaaNGzfKHXfcIV26dBFvb2/x9vaWyy+/XJ5++mnJysqqXC4xMVEASGxsbLVtbN26VW655RYJCwsTnU4nkZGRMmXKFNmxY0e1ZSuOyWw2y/z586VHjx5iMBgkIiJC7r33XklLS6sxzm+++UauvfZaCQ4OFoPBIJ07d5ZZs2bJnj17mnT8RERERM5iXY51OSJyniJSzzNhiYjaiK5duyI5ObneR2ETERERUevDuhwROYtjdhERERERERERUZvBzslE1CR5eXnIy8tr0DqhoaEt/lhsIiIiIqqOdTkiaouY7CKiJnnvvfcwf/78Bq0zd+5czJs3r3kCIiIiIiKnsS5HRG0Rk11E1CQzZ87EoEGDGrROnz59mikaIiIiImoI1uWIqC3iAPVERERERERERNRmNLpll6qqSEtLQ0BAABRFcWVMRERERC4nIigqKkJ0dDQ0Gj6jB2B9joiIiDyLs/W5Rie70tLS0Llz58auTkREROQWKSkpiImJcXcYrQLrc0REROSJ6qvPNTrZFRAQULmDwMDAxm6GiIiIqEUUFhaic+fOlXUYYn2OiIiIPIuz9blGJ7sqmroHBgayckREREQeg931LmJ9joiIiDxRffU5DlhBRERERERERERtBpNdRERERERERETUZjDZReRqIoDN6u4oiIiIiIg8ntmqoqDU4u4wiMjDNHrMLiIql3EUOLMZSPodyD4BFGcB1jJA7wv4hAId+gExVwE9rgOirwQ4VgwRERERkVPWx2fApgqu7hmBUD+Du8MhIg/BZBdRY1jNwJFvgL2LgPRDNS9jKbW/Cs8Dp9cBv74ChHYHBt0NDP0T4BPcsjETEREREXkYmyoAgKwiI5NdROQ0JruIGkIEOLkGWP8ikHfGPk1rAC67Duh2NRA9GAjoCHgHAcYCoDgTSDsInNsJnFoP5J0FNi8Atr8DDJsDjHkS8ObTr4iIiIiIiIhchckuImeV5AKr/gKcWG3/v18kMOr/7C21/MKqL+8bCoR2A7qMAEY8DJiKgeMrgR3vA1nxwPZ/A4eWARPmAwNnsnsjERGc9hBHAAAgAElEQVQREVEtRNwdARF5Eia7iJxx9jfgxz/bW2pp9MDovwBjnsT5Ui3iEgtwPP0UknJLUGKyosRkg06rIMTXgDB/A3p3CMAVnYLQq0MADIPuAgbMBE6tvdg67KeHgLj/Abd9CAR0cPeREhEREREREXk0JruI6rP3U2DNs4DYgPDeSL3ufXx7PgTr/3MQJzKKnN6Mr0GLsb0icH2/DpjY9wb4PzIB2PkB8Nu/gIQNwH9GArd/BPS6vhkPhoiIiIiIiKhtY7KLqDaqCmx40Z6QApDV/XbMtf4Ja5fkAMgBAGg1Cvp2DESfqAD0iPRHkI8ePgYtrDbBhVIzMguNOJ5ehKOpBSgos2BtXAbWxmXA3+sYpg2Jwb0jH0T3XpPsrcYyjwJfTQeu/Rtw9dOARuPGgyciIiIiIiLyTEx2EdVEVYHVjwMHlgIAvg+6H8/ETwRQCAAY1zsCtwyIxvg+kQhx4qkwIoKjqQVYfywTPx9NR2JOCRbvSMKSnUmYMrgTnpy6Cp33vmxvRfbrK0D6YeCOTwCDbzMeJBEREREREVHbo4g0bqi/wsJCBAUFoaCgAIGBfJoctSGqDVjxGHD4K6jQ4K/WP+N76zXQaxXMGNoZfxzdDd0j/Bu/eVWwLSEHi39PxK8nswEAeq2C+0Z2xdMd9sL7l2cAmwmIGQrM+gbwC3fVkRERtWusu1THMiGi1m7FoVQAQM/IAPSN5vcUUXvnbN2F/aSIqhIB1jwNHP4KNmjwuPkRfG+9BhP7dsCGJ8fi5dv7NynRBQAajYKxvSLw+exhWPHoaFzdMxwWm+DT7YkYtyEGu8Z8BvEOBs7vBRZdD+SnuOjgiIiIiIiIqEXYrEBmPGAscHck7RKTXURV/fpPYN9nUEXB4+ZHsdN3HD699yp8cu9V6Bru5/LdDewcjC8eGI7Fs4ciNswXGYVGzFyn4JWod6EGdbE/rfHzSUDuGZfvm4iIiIiIiJpJxhEgKx44vcHdkbRLTHYRlbPu/hTY+joA4EXrbJj63I51T1yDCX07NPu+x/WOxLonrsH/je8BrUbBpyf0uMP4IsoCuwEFKcDnNwE5Cc0eBxEREREREblAWZ67I2jXmOwiAlByYhOUtc8AAP5tnYboCY/iv38YgjB/rxaLwVuvxVPX98YPD41EbJgvDhX4YWzOs8j16wkUZwBLb2OXRiIiIiIiIk/QqNHRyVWY7KJ2L/fccajf3gstVKyWMRh41yt49NoeUBTFLfEM7hKCn/9yNaYM7oQsNQjX5/4/ZOg7A4XngS9uB4qz3RIXERERERERUbOwmoGc04DF6JLNMdlF7VpqRgaKPp+GAClGHHqg2x8/w3V9o9wdFvy9dPj39IGYf2s/FGiCMaXoWWRpIoDcBODLKUBZvrtDJCIiIiJqMcJmMuRxeM02yPk9QPphIHm7SzbHZBe1W2l5xTj331noKueRhTAEzf4e/WKbf3wuZymKgvtGdcU3fx4Bk19HTC97DrkIBjKOAl9NB8wl7g6RiIiIiIiIqOmKMuzvLmrYwWQXtUtZhUZs/c+jGKkegBEGaO76Gp1ju7s7rBpd1TUUyx8ZBU1YD9xteg6F8ANSdgPf3w+oNneHR0RERERERJcStuxyJya7qN25UGLGh/95BzMtPwEASm/6AOG9hrs5qrrFhvnhx0dGISB2IO4zPYsyMQCn1wPr/+7u0IiIiIiIiIhaFSa7qF0pM9vwt89W4qnSdwEAhVc+jNBhM9wclXOCfQ1Y+sfhCOw5Ck9ZHrJP3LUQ2Pe5ewMjIiIiImpmbCRDRA3BZBe1G1abiie/2oWHs19GoFKKsg5DEDh5gbvDahAfgxaf3HsVlH5T8JZlGgBA/flpIHGrmyMjIiIiIiKii5ihbRDFtekpJruoXRARzFt1DCMS3sEATSKsXsHwuWspoNW7O7QGM+g0eHfmIJzt+whW2EZBI1ZYvr4HyElwd2hEREREREREDacoLt0ck13ULizdmYy8Pd/hft16AIBu6idAUIybo2o8nVaDd2YOxvrL/o6Dag/ozQUoWzoNMBa4OzQiIqLWTbUBpiJ3R0FERG0d+942EJNdRA2y7XQ2Fq/+Ff/Sf2KfMPoJoNf17g3KBfRaDf59zwgs7vIKUiUMPoWJuPDNg/xSJSIiqsvpDcCpdUBJjrsjISKiNo33ZQ3Cll1EzkvKKcHjy/bg37oPEKCUQTqPAMa3nScYeum0+Nd9E/HfyJdgFi1CktYidf077g6LiIio9TIX29/zz7k3DiIiIqqCyS4ip5SarXjwi/2Ybf0OgzUJEK9AKFM/9chxuurirdfiuTl/wFdBcwAAkTtfRmb8726OioiIiIiIqB1jj5uGYcsuovqJCJ7731EEZe3Bo7oVAADllneB4M5ujqx5+Bi0mPbIy/hdPwp6WCHf34+CvGx3h0VERERERNROMdnVMEx2EdXr89+T8NvhU3jHsBAaCDDobuCKO9wdVrPy99ajx5wlOI8OiJIsJHx8D8wWm7vDIiIiIiIiIqobW3YR1e3I+Xy8ujYe/9QvQrSSC4R2Byb9y91htYgOkZEw3/E5TKLHENMurP30RQibzxIREREREbUs3oc1jOLa9BSTXdSmFBkteOyrg7gdv+Fm7W6IRgdM/RTwCnB3aC2m+4DRSB5qH4T/xoyP8dWqtW6OiIiIiIioaZg3IGrr2LKLqEYigr8tj4PmwhnM1y8FACjX/g3oNMTNkbW8XpMfR0rkOHgpVgzZ9yxW7T/r7pCIiIiIiIjaEWZoG4TdGIlq9u3eFPxy+Bze038IXxiBrlcDo59wd1juoSjofN8iFOtD0UeTgpwVLyAutcDdURERURUFBQW49957oSgKpk2b5tQ6ixcvhqIotb5ee+21Zo6aiMg9VDbtImrjXJvs0rl0a0RuciqzCPNWHcOTuh8wQHMW8A4GpnwMaLTuDs19/MLhO+0j4OvpmK1ZgyeWfIa5jz+KED+DuyMjImr3Nm7ciNmzZzd6XMWPPvoIQ4ZUb7kcExPT1NCIiIjIFZigbRi27CJyVGa24bGvDqC/NR4P6VbZJ976HhDUyb2BtQKa3jfANPiPAIDnTO/i+WVbYFP5pUtE5E4ZGRm4/vrrMXnyZKxfv75R2+jduzeuuuqqaq+oqCgXR0tE1DqwBktEDcFkF3m8f6yOR2pmNt7x+ggaCDDobqDvbe4Oq9XwmvQKTMGXIUq5gFtSXsfb60+6OyQionZNr9fjxx9/xEcffQRfX193h0NE5BHYjZE8D69Zd2KyizzapuOZ+HrPObyg+xKdkAUEdQFu5HglDgy+8Jq+CKqiw2TtHiRt/RLrj2W4OyoionYrLCwMt99+u7vDICLyKJ6Y6zJZbTiZUYRSs9XdoZA7eOJF604uLi8mu8hj5ZWY8df/HcW1moO4S/crAAW4fSHgHeju0Fqf6MHQXPM0AGC+fjFe/m4rzmQXuzcmIiJqtB9//BEjR45EcHAwfH19MWLECHzzzTf1rmcymVBYWOjwIiLyDJ6XODh0Lh8nMgqx9VSOu0MhdxDV3RG0a0x2kUcSEbyw/Chsxdl4y+sT+8SRjwLdrnZvYK3Z1U9BIvshTCnCs+qnePjL/Sgz29wdFRERNcKuXbvw0EMPYc2aNVi0aBHKysowa9YsvPHGG3Wu9+qrryIoKKjy1blz5xaKmIioaTyxkUxOsRmAvYUXtUNMdrkVk13kkX46lIq1cen4p+FzhEo+ENEHGP+iu8Nq3XQGKFP+A1G0uFm7Gz2yN+Lln+PdHRURETXAjBkzkJ6ejp07d+K+++7DqFGjMGvWLGzduhWdOnXCSy+9hOLi2lvuPv/88ygoKKh8paSktGD0RESN54G5LiJyIya7yOOk5ZfhpRXHcJvmd0zS7AY0OmDKR4De292htX4dB0K5+ikAwD/0i7F2dxzWHk13b0xEROQ0Hx8fREVFQavVOkwPCgrC9ddfD6PRiGPHjtW6vpeXFwIDAx1eREStlVRpzuWJLbsUxd0RELVfTHaRR1FVwTM/HIafMRP/9Fpinzj2r0D0YPcG5kmueQaI7ItwpRDz9Evw1/8dQWp+mbujIiIiJ5lMphqnG41GAPaEGBFRWyOemO0iogbgAPXUji3dmYQdCdl4y+u/8JMSoNMQYMz/c3dYnkVnAG77EKJocat2J0aad+KJbw7CamOfciKi1u7qq69Ghw4dkJeX5zA9JycH69evR4cOHdCvXz83RUdEROTh8s8BSb8DNou7I6EmYrKLPEZSTgle++UE7tFuxGjlKKDzAaZ8DGh17g7N83S6EsroxwEAC/SLcSIpFe9tTnBvTERE7URaWhr27duHffv24ejRowCACxcuVJu2dOlS6HQ6LFy4sHLd5557DiUlJRg7diyWLVuG7du3Y8mSJRgzZgwuXLiADz74oFoXRyIiT8XGXNTiUvYARelA9gl3R0JNxCwBeQRVFTz34xF0tKbi795f21s4TvwHEN7T3aF5rrF/BeJXIDLvDP6q+xovbfbFqMvCMKJ7mLsjIyJq0/773/9i/vz5DtM2b96MoUOHAgBiY2ORlJQEVVVhs9mgqhdb3k6ePBm//vor3nrrLTz77LPIzs5GUFAQRo4ciUWLFmH06NEteixERERtktXs7gjaIdcOcseWXeQRvt57DnvPZuMdw3/gJSag+zhg6J/cHZZn03sDt7wLALhHtwlX4gSe/PYQCkrZZJeIqDnNmzcPIlLrKykpCQBw//33Q0Tw2GOPOaw/ZswYLF++HKmpqTCbzcjOzsbKlSuZ6KKGU5txCIPz+4HTG5t3H9TmsWEXUXvCMbuonUnLL8Ora07gIe0qDFQSAK8g4LYPAQ0v3ybrdjUw+A8AgLe8P0NuQRHmrar9KV5ERETURuQkAMd+BArTmmf7FxIBYz5QnNE82yciIs/UQj+CMFtArZqI4IXlRxFjPosn9D/aJ970BhAU497A2pLrFwB+kYiV83hUtwLLD6Zi7dF0d0dFREREzSn9EADg3OFf8XtCDlS1udrQuLZbChEReTCLEYhfDiTvbPZdMdlFrdpPh1Kx7WQ63jJ8BD2sQJ+bgQHT3R1W2+ITAkz6FwDgMf1K9FDO42/LjyK7qOZH2xMREVHbkVloRE6xCRmFxubZgcJkFzWecIR6orYl/5z9yROFqc2+Kya7qNXKLjJh/qp4PKRdhX5Kkj0pM/nfrDQ1h35TgF43QitWvOv7OfJLTXj+x6OsYBARUdtVdgEwFbk7CreT8pZXFlsTu5UUZQIZcXx8XnuQdgjIS3R3FJ5DVHgZswHV5u5IiNoVJruo1Zq38hg6lJ3B4/rl9gmT3gACOrg3qLZKUYDJbwEGf/SzHce9+s3YeDwTP+w/7+7IiIiImkfZBeDUuiZvJr/UjMMp+U1PFrmZtandGJO2AdkngPzkS2a0sh8pRYDkHfbEHDVcUSaQmwCk7m+R3bWF1GnIhaMIz9kDpB10dyjkLkobTLsYC4ETa4C8sw1brwUbrrTBUqe24Je4DKw7moK39B/buy/2ngz0n+busNq2oBjgupcAAC8YvkUH5GH+qnicv1Dq5sCIiIhcx2xTYbS4roXFllPZSMotwRqPHe/SfuNhc9WYXeaSSzbfypJdxVn2QfmzT7g7Es9ka/owF0VGS6N6Dyit7VpyggLAt7T8x+MLSe4MhdzJ1ckuEfvYV+6Uuh+wlAKpB9wbRx2Y7KJWp6DUghdXxOFB7WpcoUkEvIOBm9l9sUUM/RPQ6SoYbCV4L2gZik1WPPP9kWYctJaIiNokYwEQvwLIOe3uSKo5cj4fcWkFHt8Sq9US9ZKujK2s/ibsSuZOpzKLsPlEFo6mFji1fIv2ijWX2lt8kuuoKpB7xiVdxk1WG8zWS763s08B2SebvO1m5+r72KRtwInVQEmua7dbrthkRU5xPYltaf1/Q5nsolZnwc/xCClOcHz6YkCUe4NqLzRa4Nb3AI0Ow007cYt+P3aezcWyPefcHRkREXmS1P2AzQKkH3Z3JLUyXXrT1A6k5JXiVOYlN53lN2EuSypckuwqtdiQnFvSouOAcszRZtSUsrWacf7kfugsJUjMKal/+ZZ2cg2QsKlNjeVncXFL1gbLTbB336yhy3hKXinySsxObcamCn6Jy8DauPSLn2+bBcg4AmQcBazObcdtXN2yqzjL/p53xrXbLbfpeCZ+T8hBQZmljqWa+XvWarYnSq2Nb03KZBe1KltOZWP5/mS8qS9/+mLvm4D+d7o7rPalQz9g9BMAgH/5LEUASvHamuPszkhEROQKF5KBhI32ViQt7MC5CzieXohCY9UbGBe3OBAVVW+CDqXk41BKPo6lFTZps2n5ZUhyIkFyKrMIa+MyLjlGahXSDyGw8BQis7a6OxKUmKz47WRWzfXbsvyWD6iZrDmajnXHMqq3iGoppTk1Ts4rMePAuQvYdjq71lVzik3YkZCDIqPFIf7K8QWrtixq9a2MmquFa/O2nC28NNnVkknFlF32RGnyjkZvgskuajWKTVb87cejeFC7CgM0iYB3EHDz2+y+6A7XPAOEXgZfczbeCFmOErMNf1sex19KiYjIOQ35e6Gq9l/o24vze+030xlH3RaC1Vb9/IirfqUX1eHGs6DMCsCerIKxEEje2ahkwt6kPBw+n48Sk7XO5Y6nF8JiU3E4pZEJi/bwxDxzib37V0t/7kpyoECB0oDEhKuuy/SCMqQXlFX+//D5fBSUWbA/2Q3dFnPPAGe3tGj5uy/5W/N9XH2fYwD4PSEH2cUm7EnMc7gddNn4gi2pjpZdqfllyC9t5S3TAPuYc8dXAlnHYbTYcPh8AbKKGjNumJP39hWt10ob31WTyS5qNV7/5QT8Ck7hyYrui5NeZ/dFd9F7A7e8CwC4sexnjNCdxtZT2Xw6IxERud6ptfbxvcp/MT6RUYj4JrYC8gjqxZs9o8WGuNQCFNd0A2gxuqSPYdUfrDRV7jVcftso4hCvlN+lGnQaIHErUJgKnNnc6M0XGeu/SQYAo0VFbrGphpY7ddxondsFHFsOmIobHZ9HSNhk7/7VqG7GTbhibE28oa86KLe51P6gASeYrSr2JOZhT2JeZaKk7oSJqz8Vl1xzaQeBkmx7F78W0ip+ry7Ns4/n2EDFJqtDsqtVHIszqgZaS7Irr8SMfUl52HKq9hZurcb5ffb3zGM4nl6IEpMV5/Ia0UL5QmLN0y1Gl3chZrKLWoU9iXlYtvMs3qh4+mKvScCAGe4Oq33rdjUw+B4AwMLAJTDAggWr45FZ6OYnfxARkQdowN2Ipby1RVkerDYVp1NzcTqzAGeyi7H2aHr9g+S6SxPGEQFQefNjNFuwde9+JGbkYfvpS7r8FGfZByFO2g4UpgM25xI9Nal6b6/UkPBx9gbSaLHhUEp+7S0RVBtqPf/W8jpEE7ocHTxXR0scmwWKao9LFcH2hBzsT75Qz7gzVRSU/6hXdRyc8/uAM786FlD6EXvizmPuui9RkXSqaDlROd1qH/C6ruNq7DFbTYBqbXCHjaq7C8jYaf88lObZx9dK3nHxnAH285L0e7UYzc48jEJ17pq02NQGt8KR2hKsauM/z07tt2rSubnHV3LGmc3A6Q0AmtZxx1ZxXK3981f1e66WZFexk8n7WrVkD6gq+3KmdV1cagHOZtfww0FtCc/zexsbWa2Y7CK3M1ps+Ov/juDP2p8xUHOW3Rdbk4kLAL8IhJaexdzQDSg0WvH3n9idkYioTROxdzXLOt7su7KpgtIqrZlUcyk6pm9Ah8xtiEstgNmmYvfZvPo31ByPYK/4W1dTt7b0w8DxVUB+SuO3X37zc+rILoTmHUJE9k6YrJfsq+JplsWZQPLvwLmdjd6dWuVvt8N9V3l9S1eS7tSv6odT8pGcW1JHSwRp1pvQWhMXIkD8CkSnbaiWTCs1N+GG8kKSvRtNeVeaYpMVGWePwFaYYT8vzaTEZMWvJ7OQ0piWE42VtA04+yvyUo7X/ONm2iH7wycaw2I/jqbU7vVl5cngvCotQ0qqXIc5p4CidMdpcLwxr7EOW5IDHPuxzn0nZBUju8iEX09kYcupbGRdKLKXRXG2/fsnaXvtLc2a6Z4mLrUApy994EQVFYcaUHga+sTfmpQsb7Rajl0pn66oVvv3aD1dOqueNlsN3bBbparfp7WUQ6tIQlYoyrB3ca6V89dxQakFZ7KLnX7qKoBGtfqrD5Nd5HZvbzwFXe5JPKn/wT7hxn8BgR3dGxTZ+YYCN74GAJhl/A69tOnYEJ+J1UfS3RwYERE1m+JMe1ezzGON34aT9fddZ3MRn1F4sfVWYSoAQGe9+GtwvTcD2SftrT2yTtQflrNJmNT99mRW5jF7t7aCVMf5FUmojCPOba8m5Tc/6gV7wqzqMV90SbxNSK44JLsqtl4+zcuYDZ+03TU+Me1Sld0IxWZPEpRvw2xT7fu4ZID6+rjsSXFVWslo1OYZ/6bUbMWm45k4f6EUqfmu6V5am8Pn81FYZkHc6TNAWfONKyUiSMwpsbd+K0/onTx+GLvO5lY/N67odteAvE+15G/FdVXfNi5JnFRNdpWYbNh2OtvxKYD1JPCyCo04llaAHWdyUFZeJnmJB+1Jt8Qt9u+BooxaB9KWRtxyl5ntTzGtrQVNodGeTIhPL+/ybSysdj1W/C+w8BSMhdmQ2rqPuUHFKQzOjwNSdjcokd8cCaL8UrNT44g1SFb8xX83WyMOF223KNOesD25to5dOb8vi5MtJS+VU2xy6dN7mewitzpyPh+fbT2NN/QfwQAr0PMGYOBMd4dFVV0xFegxERrVjM/CvoQCFXNXHkNua+1WQkRETVNf15qiDHuCqU5VKqp1VHorklxZRabytRpRca8Y6D0zrvq8xrZkyEu0d/WqaN2Wstv5dQvTL3bNrEt586o67x+cqPCn5pdhT2IeLPV01XIYPqZ8p/ZJCgwm55MpigKE5B1Gp9RfgLO/AemHUWKy4sj58icuqjank0DpBWVYdyyj8YPJN0FGoREJWbW1iqn5pFR9omSR0dK4G1gRwFiIwyn52HEmp9abOpsq0NjMiMjeaR9jq7FE6nzyZ0peGY6cz8dvJ6t2abQfl1Pd/xoSB5y/NU/IKsYvcRnY2pixjMQxSVY1YbQvOc8x0QXU2622xFw9IatYSmBVVRxLK8C5rNpbn9pEarxOLDYVSbmlKKu6bYsROPkLkHUcv53MwqGUfJzMqPkaVasmwbJOAKfXA2kHHJepcm2l5pfheHrDxkIsMlocBvV3Vk0JOquqIrvIWHlNVRSJb2n5DwmXdqmtQ40fmSYkk3KLTdhyKhsbjzdfS81Wr5anZjq6WMZaUz70FteOrwUIknJLkF1swoVS1zxQgckuchuzVcWzPxzBA5qfMUhzFvAKAm55h90XWxtFASa/Beh9EVN4EI+H7EJeiRnzVsXXvy4REXkGZ39FFYHx9BaYzx+uu7VJ1e2Zi+q82a6QmFOM8xcadmNVaLTg/IVSWGu6KS/JAeJ/sne9qiGsZlFw3t7d8MTP9S9b0Y3nkmpPicmKQyn59mRKHVRVAFVF8u6VMCbuwunMugdVr3rj6ziWT9XElxNE4FtaZZyk3ARklHd5M1lttbbsqmn7J9LtN0v/n733DpPjvM583wqd83TPTE8AJgAYZBIkQTCJmSIpibIsWfbalr3a9bN7V3ste72211fr9GgfB61l2ZZt2aIVLFlLW7JFaUVJFBUo5iSCAMlBHgATgMmdc6quun9UV3Xlrp4ZcADw+/2DQXd19VdVX1XXeeuc98ymrEpn1BloDGeyrMXB1b7FCwLmM2WcWMwbZA8Zf3+pzqHBaeeZxT1rkzMe08JR4OwPkZg7iUShphdeFKgy1NaYKYGLr4r+ViYlt1o/M0EQ1iY6V3O2TjC7az6xKJY0VTpl/hl9p6b0WJkJVNMdQ/3ydhAEUayvNJq4kDa+biWLtZbwo9/q6UQRM8kiXp5WiAzJM0C9CKycQJ0Tj4utbneS0K8s74R+1yzmuntQ/dTpVbw6k+7KN/HcahHfnVzEck4at7jtF9JlzKXLONcquzTyDVwXa7y4n17O44VzJkJPNSNmCa6etvGAxwCK0b9WTovZU9psYYjXz3WVXNskX22oxVIAlmemIIgluooHYaGF50BhDdekgkZQ5Iyvf6ZCe5PrUGqphohdhE3j4WfPg1s5hd+Uyhff9b+B4ODmDopgTGQEuOf3AQC/1vwK+ukcvvPmIn54YnmTB0YgEAiEDWH6GVuLNepVHF/MYXIhC2H1tO5p/EyyhBfOJsEpg8eZ58Vgu2ye/dDgeJxZKWImaf8mFgCePTGP5XwV85kyZpLFtr9RowJMPwNeEFBaPG1dErGBChifX+6YDdMeSyu40GShvDqbxlyqpDerB1BpcDixmMORuTS+M7mI4vwknI0cvOX5jqJNRz9hm7shkuiQ5WbXfJ7nxV0g8KCbnYNpZy2FWPJVxJefsbd+MyhKJfyZakiKDLWZVAkvnF5EefkM6KZCfJDMz0optaDL1UShtWXGraJVShbOigKF9W5XBqBrnKe5lsiVMCjzpaj1P2NOngWOPSpuqyazCHMvi50HFaznbLMvyHYZhAvW547R9SNZrGNJEnRMdqLkVyQYvF9olcypuosqvsddTbRWTYnzKTElZ4zWuCayNjJftOV+1BobQ9hu8IC2SKltJJEpiesoN8TzilOceN2WrAkGfwEQhZRWOftqvmpLpNNmzh2Zy7Sv4ZWsWCK/clzMIDbJFD61lMfTp1f12bVOr37h2RdEsaZVtqnc9O8fX8aPTq50V9ptNPUEwVR8vpAq4+nTq3h1VvN7bHEhqCfOonLuOftj0jL9bLvEd/Z59Xunvg1cPNweN6Q/xb95QcDUch6vTKfw1OkV5I4/IYqFVXtZikTsImwKUysF/P1Tp/Epxz+0yhfvB679hc0eFsGKQ/8FGDgApp7Hl2ApslkAACAASURBVOPfAAD8/reOI7dBaaYEAoFA2ERsGsNWG+2bfSE3L3akUzA5n0WqVFOXvkgd+LJzpuvlLYIdiquLpZMGywwsiWJCslRHqlTH0QsZLOeqKJ34PgAxe+LUch4nFvNYypbXHmgLvBj4ABrRTh0gHJ5NY3I+axqsVOpNvH4xiwvpkhxcME31k+18K7A0Es1OLRVwbrWdAbd6/g3dMqabYLD/BJMSK3D1Vqc7ffaBq9qh3EXgVceKMju26fOgAPSvPI+BpSeBWhHTiSIOz6YNsg4Al7LU8uJhOfAXBKFrrx2zsC5davn2NOuiV9vMs/LrPamjCGdPIJpS+DtRlJjhOP20KOhKSCJwzTogYzuUAQmtgaaKNcxOn1Z3HjTBMMsRsC3qCoBuTqzmq3jzYlaXhZYq1vDaK09jIdsS+pSZRZWs6MGXOq/6fs5GFzcr8UMQBEwu5DGbbGUyWql1giAeC4X4LgjQzVErc3SeF9AwMEQXoCzXMxmD/DGbiiJFY7m1r1VcfFX0BZt9AYAoirw537n0V9zW9raHcifXZEOylucB9SYvlk3KJdPtlTR5AUfm2uez/E5mdn0m+rPPAyvH0czO4+XpFF48l0TdKJPPgvlMuT23AE3Wn/GOmFopIF9tYDqheVjjDukXttGBM98hq7cjySlRfF56U/fW+da26RpQNM0zTI8cO4ETi3lrES4zpzqPuNY5wzZKYsOI/KL5kwX53kDxEKI16VLFGvI1Div5KgpVDmcvLuHcahH5VfP7CSVE7CK85TR5Ab/z6CQ+jMdxgD4PwRUE3vvXpHzxcodhgZ/6G4BisDv9JH4xchKrhRr++HFSzkggEAhXBY2qKCopUWS3nFku4Jkz9vxzeKOAm2ZVJQuq8hwpycngXqBv5TkxyMvM2vrun0wncGpeHGe2JRxdWJjH/Av/guXz7Zv/uQ6lczrOPSn6cZ1/Sn5JmzlRbWVXZU0yIc6tFsELguxRZoSDUd6eq9dvJQp2Qhn0JWSPNBNWT4jBiQ3T6ESxisWsQtw0G6P25UoWNEW1jfkLSzi2kMNitoKFrLosTLfK7JxYKlrJ4vWLWTx5aqVjKaTxmAT5GGZKdUwnRXFUFpVKbWFPKtlx1pUiA6Vapr1e46AuXaqrxChGmSVWL4ud/VSI58NMqoTk6RdRPv+CuuynURGFv5YAe3whh8ePLcmCBs8LyJbr5gKYKe3zcCVfxcvTKcymSphOqktlpfIvOcNJick+8DoMSru6oFJvIlOqIykJbwIvZpAZlZmtHAdmnoNjoZ2NKAg84stPo7+VIeioWwv9z04lcHrZQLRUXKvMziNpbgmUWcitud5RFOYz5Za5N9VeQmpMYeOhRP7wV1E/+4z4vYJebK52Kf6sh6mVgmE5dqnegLuyiqF5Tbn3/GtiRqRdVOXy7fO/WWvP07WYzlcbNrPO5l+DcPp7YkdJWDfbOLtaxPGF3JrjXa7JG46l2uBxMV1WPyCQfCy7aSghNV0xQLp8KDP8dCOZPyyKsi3eWKcPo6SLGWnj2Uodk7P2/NWI2EV4y/nSizMozJ/Ab7Ji+SL14CdI+eKVwsC1wC2/CgD4OP2P8FMVfP3I/NrMQwkEAoFweTH1hCgqtQJ9jueRe+1fIZx+HOCbOL2UBc0rbnYthReD9xJnxJKFRhVH5tJ4+XxKt0gwr7nhVpa45eYhCAKSxZqlGXswpw96I5ljoMCjerGdCSV7AXXT6S6/qB6e6S5YuyjF0IpgyOJpO2D/Rp5r8ipfmmMLOUUZkYFnV+q8re5k9SaPuVRZnfFjInLkqw1NtpqgjvuW3gQEAXRTf3yN9ibH82imZ+XS1anVgu1yKOVSgiBmAF7MtMsQcxWu9V6H9VGUid+T+Lk61w5Ql3IVPH82gRMKk3CedrQ/cfpxVKeesswcbDYFdcnd/Gui8NcSYM8nxCD/VMsL7exqEecSRZxZ6c5I2lnPwF+YBtAWRo0meyRtkVloEtQ72PasPb6Qw3NTCWNx3ABBEPesShTPL4oZZFKAr6QV7NPFtojPNCtgmlWwzTLCmWNyph4viObY2XJd9C1rba82yyaYO6PfbpNtbe8ymwKH6twx/ow265HiG6qxTq0UMHlmCsgvtsRxm+JWOQ0sTbYzq+oleQMc2fPA+afNM+Ays8aiL4wz+Wi+gWjqcHubbJy3yhL39nmp+Nz8YcXS7X031eXcV6610uDw5nxWkamsOSaZWaQyGXgq4vyaTZUwqyzFb42z3OCQLFTl89P2AHgeWHwdlfQiHj+2hJen9b+Zh+cyOHohY3vddqU2Zy0NR10tWF3MlOWMMMMy2sKS/KcdL0QrhNb3yWKpptTYbkkuEbsIbymzyRL+8oen8CnHP8BFNYDt7wQOfGizh0Xohrs+BoRH4Cwt4gvDYpnI//zmsY1v10sgEAiEtxYpaG/dsE4tF3B2tYiVdAa4+CqGFp5A/8qz8uKq8GThCHDsUfiKcwZvqsklFnRG9NINuCrTBYCvdKH9H4HHhXQZL55LmhsKA3LgoUQ2YTca1/mnRE8cA8oNTh2I0eqsFNtG3oIAYfZFJM8fUb0G6IMP6f9so9AunTQhaWFurqRU0wcevNJHnqLQaPJIlWrgeQGVBodzrRJQK4zKDfUG9e2/z6+KAdlCtowjFzK6rm1DC9/DwNKT8J7/npzFwvOCqktayOOAIAg4uZjHS9NtYUgQoO5sZzgC/TvL+SqOLeRUwfSZlQLmUiVMzmc7dyQ08nsSBKRKNUwuZHH0gngMF7Pi3DYUahNncD5RxPHFHJYWLwLnn0Zo+WXLkfONOgRtJqb0XmtuzbcEPFOT93oJ3sTrYLgKQtmT4AVBLqMN5U4BtYK8jfGlH7c2rT0muZMeOggWYj0dZlMlVXbI+UQRxewq0oe/JnstyYvbRVMWxvE8LmQqcpZNvckjV+HEcioAnNA+43ylC2Ca4rVopeXxdC5RxMvTKTxj8iA3UDgHb3kBjnr73DC65kjbwXCVdvZiJ5SeRS0BLVOuyw0geEHAT2bUXkvKa6Qqi6pRAXLzsveXBFMy6Xp4/imx/G3xqJjBeuYJxJJipo4rMQmUU+2SVCXltCi6mvo+6q+RmRmNWCiI3VGtOj+eXUqDbbT2oyCIGY5Lk+0F6op9zFURSb8JT3lB3ndd0ToM85kKOF5QZJrqJ6Z4Prdfl8pL89UGzqwUUG/yKg3Tzm+GvLbUOfHBw0nx3EsYZARL12BltnCiUEWiaLzdlFaYreb05erHHkVv4mX0rb6o+/zFTBnTiaIuq9kOQmYWy/mqefMVxfxPFmtYyVflLGlnPQeXYi5THXz2JIjYRXjL4HkBH/vmJH6Z/w6uo8+R8sUrFacPeOivAAA3JR7Fg8E5LGQr+OT3DYxPCQQCgXDl0RK9yq1gMVWsi5kTGko1DscXcvjxqRVMT4lZFZLpdrZcw5sXM0gUqrrMiEYroyicmUTv6kuWQ3E0FGKLwMsiWb7SsJ3Fo9o0s8809EFWplzHycU8TisNjDViF+pFeMr6faOjlEB6aRaBgkFZieY+SCozUgaxp5fzsvGzGf5FfWAi0TDwSpFLrFr/z5TrmEmWcHa1aOpzk682OnfHqxdRLeWQLtV1+7vU6jS2lKuiVG2YGl/niyVUTj4BNBtIl+uq8iAXy4DjBdSbPOiqIvAX2tviUHhhOepZ0OWWOMrVxUyg1oJMs4JCxVgwTBRraPACVq2C5fNPGc4dQJC70c1nrDuRUuUksHxMDurmEymgnIKzmjQO6PgmmryAl15+FkcuZDCdLOr2c6ZURWXxBJy1Dv5qAJz5C4gvPwV/cQYLmQrOKTJEKE7cNnc1CYa3Ln09eiGD2WTRUAC9kCohX2kYGoZHMseQLlbRbAkXjSaPw7NpsRGAyfkqZZgKgqBb5mK6jDMrRTzfavBwajGH1UIVsYRUkmscdyhFyGKNQ77S0AuTazBS70m/bvq+U5M5A9ZluJw0h1byVVX5N92sIZRr338rOxy+PrsK4cIr6NFkobkuml8nAADZC3JGnKs1f9qJVAbXBaXIZGIa3tRcf2ZW1NvNQ9zGhWzFVFyOLz+L/pVn4aomUTr9pJglbPC7BABInIG3PC9v+9RKAcu5KmaSJVu/GwLE64v9CFW/zmfOJDCXKmMuVdJlksqU04ZzSn6pbiySVupNXEiXVddF6TN1jsdcuoy5VFnc7xadRl+/kIEw9UPLcvWjFzK636h0WX3NtMq0Vn3u7MuYz5RxZqXQbiZjgv63WlCfLySzi3C58dXDF5CcmcRvsV8H0CpfDA1t8qgIa2L7vcCBD4GCgL90fQ4u1PFPL8/hsLazB4FAIBCuWs6uFlHlmijWOKRLdZQVGb61RhMNXsBcuoyplYKqnbpU1uIrXYSznlG9ZonQBK246V408AmieJMnxvLn1N+jDcKUSL5H5ToHrsmLT6MpbWYXdMEkAOQrnCx2oBWQm22jNqCSgjHJa6fe5FGscR1FplxyEc8cn8Njbyyo9jfPC3jRIBNOEIyFi5V8VfX0XxkcPn1anRViViJ09tUfYDpZNMzUkHyfKIvMgHy1gROLeTQbVZxdkQK+9vILreDfVWvfd9S5pixM9qTb3mx9qy/CdeF5MVtl5jkgPS2/F19+BoEF6y5jHUusjLzkDD6j3N6KotEDxannMdNQZGNp1kNRFLB6CtlyHVQr6ypdqqv97wC4aimcn3wFPSuvyK8lS1VVcMwLAk4v51WZLyua9QhcvT2Ppc+15nG2rBcJk6U6vjO5iGmFYJar1HHu5GuYeuW7uuUl8lVODn7PJ4rIrF7EwNKP0ZM+CrpZhbuyDIqvI19tIF2qy00SjI6MJKCK5wCFRmu8kljXDXqxQ+HlZOrD1UYQBLVgD4idO1u4tGIk65b/jCZfk72gJCqNpqq0TBK6jPZDpljFYgeh1S68IIjnAc3q31TO0Tn9wwuOB17X+Ddpz33lNUYWS/mmyk+Nbh2/WPInWF1Rl5N34tRSHj+ZSWFyPosLHUQWccwCJuezKGkzRaVxNjlVNjAl8KD4BiLpNxBLvCJm8goCKAjyfJSEa9WWn38KbHoKFF9H//Iz4sMfGxlLP5lJYbVQxZnlgpwBKD28UF6vmgJ0XnbynBYEXEiXO5vh2xAH35zPQhAElBvWVT5KUUx7rWl9melntd5zVr8fSojYRXhLWMxW8MnvncCnHA/DSbW6L5LyxSubB/4ECAzAW5jB51rljP/fo5PdtcslEAgEwmVDvtowvFm1+3S7oCpnV9+IKsvLDEvfTFDe4J5dzqMx9woCLV+vmsHvzeDiD+VSSKPyeu19++sXsxbt6dtbfmwxhzMrBaRmNd2tTDYlX23gJzMp5GePAicfA+pqTygAuJiptAKq9jh7UkfFQH6NRvTSMfjRyRW5RPBZC19NAdA9tc+U6yoRqzz1jFimZICchaEZr+TXIvq6qN+T/L2YZkXnCaNlaqUoCzlSOVah2lCVb9Kt4+2qJeWAjxK4dtc9ibkXgar4fcoRsTWDjDnFPqEtKhD4VlBbqnFiwH7sUeDYoyjNH1PvksXXEZ77vjxWpaG7NtPEVRFLNrUlntKy5eSM6FulmJ/aboEsV5abJUjMLizjByeWcWw+h2y5jlylgWIHC4pXzida81MhRrT+PWfhESR6wol/l+tNBPNTMDpZRDFHfD1VEoPuBifIGZCeyjIGln6MaOoIelfF7BN9kGx0rrSM/ZNGTQvsn1vaJVWZdjYqU7THCYDYuVNDkxfA84LqmFPg4S/OyP/nBXEZpVcRJYjHTxJwlEPyly7IQp+OwrLY2EDhwVVtNNviv2bblnJVHL2QwVymg0DB6cVto+xN6SGHvAaDYZaOfRd9qy+gR9n91IRqo4ljCzn5WrGiOL+UD0DoZh381JPA1A+A6Wctu3ACFhlLp74NnPqOPPZw9gQGF38Ib3kBrlpK0UhA3LBEoQqWKwFCE7wglk5Lv0+OzBT8xTmwXAnOegY96TcNSwQpvgFnLQUIAvIl8XgrM3aN9qEgCJhZWNI/lBAE9K0+j2jiVXRKyvJUFuGumpS+KphLl3FysYBzi0lg7mW4K/rPqPwojejCB5SUMRIuGwRBwO/932P4EPctHKCnSfni1YInIh5HAHck/xX3+mYxnSzh00+ad/MgEAgEwuVJtdHE1EoBJxfzWM6rA5Zyo9nxiS0AtZijvWnVpy91XF8wewresmiWX2/yyGWT8JYXWoGzGFAbIXXNUwfjBibsLWZTJcN7EuVLUhCa0QhjVlvRkzqKqeOviZ5CimwiielEUReMeypLiCV/gv6VZ+ErGbdWZ+vmPlqUIIBtFNC7+hJ+ePgEGk3e9Mm9MgOANsuIA3B++ryYvVQ2z942Czys7vSc9ayhJ4ySRGt/s/V8OwtQE525q6tw1lKqcjFKaGLgwnflUtBCtWFamtkJljEOlyqNJo7NZzGbKuHUcl4WHJbzFZy6uKoWm1LnQTfrGGj5Xkn0rb6IzPTrpqWO2uyFMysFnFzI4dRSXj1BBWjKlYxnpruyioX5GZxLFG1luBhhV6x+7fwSlnIV09v9SPoNDC7+QFVyCkibpf+Qw8z3SnMtUf4vYSBkazNEJKw6pPqKswhlT2g+qx5jvcmLc4yrIVdpyA9/aaF97SzXOVQbTUzOq0Xe7x1bwncmF/H0abX3F9NU+jDVAFCqjDKhlWmaLNZ0ZWE0XzPPBp19QWxssHICAJDN5XB8MYeTS5JHm8KXrXRR/nsq0fqOYkIUwLm6/lqu+b9RdqfWm1Er7pxbLeLURVH0NfNDU7KQraDGiaV92XJdJYjGl5+RRWZ/cRpsPSd60ZUSWJkxaGpgSWucCsHR2LtK/VqqJc7Hl59BMlfEfKZs6ofoqSzh3GpR5z8YSx5Gb+IVLE0fRyCvL4eXvlF5Xa82mriYreLUUl4+bykKcDRycDQKcNc6Nxgzylw2IlmsQaBoLJ5+FbX0BVUDAknQrzXU12CjUkUzdJldpIyRcLnwjaMLWJg6it+Qui++65Ok++LVwsQDwLW/AAoC/sb7ebhQx+efn8ax+c6tkQkEAoFw+aAMzLXm8QBwdrnbjlbqG1NaERiaBb/acp9AUSEQrSHRSflUXuroaJQtAwBInhPN4LvMqDJdH8SgRaZulGECw6ffAMQsAAAX0vrP9a8+bzmm/pXn4Kxn0Jt4CbMnD+u2ia3nQTfrstDGcBVVBokWOXvr/FPtzpga7AYe3UOB4utwcAXVa0oimWPoTbwCI8JZMZhPFEWzeAntUZONrw0xP8YNXpADWUlYMTp/rMjmMqpSwoamY6XReMTsuPZ+WClUsfLyV+EpWfvHsVxBNh2367OzFhiuBPbCC1jIVkz3h1fjdSeJBh2zPxTMZyqGZaZmJuA9qaNdzVUxO1BAOHsC/uIsosl2AK+9Xk3OZzG5kEXx1JN45rSYRacdWo3jcSFd0vlStbfBYq41edW1k27WVftwpVDtPo+gUQHOP43S5GOt8YkZUudX87JA4VOIXTIzz4oC+MxzwKLCk4xvYmDpSURS7dfseWSp0foTGl13pPXWmzwyipJabcYhzbdFZkrgsVJol/NOzc13HJuSyfksXtNYtiwZlNObyfxMs4qyQsRaLUi+dBpPrFIdz5xR/zZIYv/suRNgm8pzSmq+IpUxtt8RMz7VD3ooG7na5TU2HRNAg2lW5QdRPamj8u+glNGmRCWETv0AdYsOjuHMJPzFWcWXEbGLcBmwkq/iT7/zZqt8sQlMvAu49uc3e1iEjeTBTwD+OHyFGXxm4Ak0eQH/49E31/wElUAgEAiXH6blMCZQmnb35QaH2WRRNP2laBgFdUqjZSVr6fqkhW126EqXmQHOPQkc/wYwI4pJZiFBrlLHa3NpLGTLON7BNF6GNw4elE+/jbDKNrFDbu5N+EoXxGBREMDW8+hffR79y0+3PKHUmScA4C/os9CkYJxpmgk59p/Im2Fkg1AqFjC4+CPb2QWdMOscrewyCogBskQ3+udamiZo4XhBzsaTxDotdLOq2+MXM2X0ZMT9JAk62vkuaDzn1kKn89FdWYW3g+hmyqnvwrf0E9uLrxaqunPE6hB4KktyEw07JIo12SsKAJyNzud7LptCLClug0cjFNGUWozoBo4XJTzp2EYyk7plUkV73Vll8gtAOaUSQGpcEys5sVuqHkq9g6tZlehQb/Kg+Tq8lUVQfB3OWga2nlR0CBmMBMp0qY5Mua7LkrNCyoqTrtt2ssYkUqUa5lKiib7kuZc3abBRk8VM/bY3FULnhXQZqWJNLH1U4C/MyIJoodpQCWRiFq1+vVK5qFL85XhB9vQqVNtNXZTXZOXvXL7awMVMuWNTDSuU54unsoRg/gzOrBREo3sNKqGwVrA8lgxfU12XHZx1p2AJA5c5AmFjEAQBv/vNY/jFxv/FNY4ZCO4wqPd+mpQvXm14IsB7Pw189edxX/bruMNzDZ5bHsPDz57Hr9+7Y7NHRyAQCIQ1wFkYt3eCblZ1wYl0U8vxAqLVw/Bxo12tU+t35axlwLG+NY9RS77SQNDjQKnGIZ2ZwUDIbap2nV0VMweMn+hffviLswhnj6PsGQTnCADQC1xKQrlTutdW8lX4nOZhg/J4q8pgu7jnMxIO3dUV3WtGnSWN0QeEhRoHn4s1XIriuxQKDDDzfys3OJXPWCckjx1dt74W7mqiw741Exi6uwcPZ46DadbAsV7VmisWZc3R1GGUPWus4OCqYEsZOOodTLMVVBSed6lSDXzLGNwMnSk89FlubEPMenxtNg0nZ5yVaUa53pQbJwSSb6h0HKrD+aC9btLNKqIJMRMvWayhx+eUl3FqBBLAQszvAK3LpjPef45GHjj5GMo1DplKHfGgGwwtCkhTK3nkq+1j0b/8nO2mAKriUINdFMyf0b2m9e7rBMOVECicl/8vNcrQom0KIDGTLMEXnEMhuAM8L4pK0m+BlnJdPEZGIl1eI7iX6hxcgnpOhnInwbEeLGYrWNT4bbFcSc781VJtNFFVCGOiB5u4Q5+dSiAedBvu30qDw0yiJHdgXiu00ADd0J+7nbwBARuNQNYIyewiXDK+9cYCFs68hl9nvwkAoN7950AgvsmjIlwSdr4LuObnQQk8/s73RbhQx98+dda0SxOBQCAQLi+mNd5RS9m1CznR1FHT9yotzw7JZN4uGU3nt97ES4gljUvX1sLUqvh7dWo5j5V8FW9czMpG6krMmrD0rTyvKnGyg1HQbQS3zkxptuV15K0sQhvE2g0wFrIVXbt5Ne0xmpWtuctLhq9bs/YHpEZbxvMCMuU6zirvT1r7INjlnDRizsAHy1ecxanFjb0fimQmLbNSzLLpnLXuumbTAqcXPwXgxKJ1VsVaOh8CbaG0U6mhcv1SplSd4+XS3ED+bFcpedpy5GBBnAuh7AnTElkzlIbs2vPLqtmBaKSuXt5TXdH5KtF8Hd7SRUvB2g4L2TKOLeTE8kjtWATjUlp/cQavzazi5HIeS7kqzq4WkWj5YymFLqC7OaA9UjHNPteWvIqD7O7a0Leq7hQpXd+DOVFIo5tVBPLnMLj4A9N1BPNTcFdWcXq5gNlkyTTLMVMSt90sM9MO0dQRLM6ctLWsZMKfKNTw8nRbBOVaZYwUXwfF15FdnkFo6UXZwwwAlvJVnFjMr1voulwhYhfhkrCar+KPH5vEXzg+K5Yv7noI2P+zmz0swqXkwU8A/n4EitP4q74n0GgK+J1HJy39TAgEAoFweWLUQcuMSFrdoVDbaUuLgLUHw0q0xtbr5biJ4b0SbYe79ljycFdXbZfsATB9Oq/FyGQbgEmL+u5+c7UiohXpUt3UyJ7izQ3qpe2Mps1FUDPMvJfswBncfzQFAecTRVUGTL3VyVDlB6NgIdudB5eWcPaELiguVNcnVHTGeB6IgudaVqdYn40ptlYPN0ko1ZZBW5Ep11FtNFX+P2yzbCyQdInZnFgrRrM5lD2JwYUnMLj4Q/iKFzquoyf9hmEJY7cs5apiyWJe7/Wl9CMzyy4ExIyduXS5q+uIEcrsPAC6sj4jMl1kdQHq0mQlUufPWOInhhlkWqKpwxAgWIr/qyeeNX1Py3r9Dv3FGQwu/hCB/FlMnr8AutkeV1MQ4CvNYXDxR4gvPY1o+iic1ZTqWlyuX+prkTVvXsyg2miSzC7ClYMgCPi9bx3HL3Nfx156DoKnB3jor0j54tWOtwd46NMAgHcVvo5bXTN442IWX3rR3PSWQCAQCJcnZqKOEVLHRDvwvLDpN9dmdLPNZjBNfWaPtntgtxiKXUITUYUJtOINy3UpO7kB3Qk5vCDI5uZarLoqduORpKUb0cMOK3l9xqJZt8pLyaU0hwfQdaOFbrAz8k6CtxVr8eg7vpjT7VOGs+87NJfqrlRxrZxZKehKuvzFGVnwYA2uH0rEbKSNPbYbsbbzCasGD51RZkQeX7DnxdTc4Dlu2u1zDbBcEUyX5a/rJZifQv/Kc+hfflp+jWsqOu5KmYCXWTje4AUcX8xdsgcAROwibDjffnMRq6dexEeZbwFolS/6+zZ5VIS3hF3vBvb/HCiBx8P+z8ODKj71wzNv2U0EgUAgEC5veOg7Ml1NuAzKxOYz5Q0xLlcSSU8a+llRHb7GrAnAejETpUotYdNV7dzi3gilxw7BPlaeVWvBX5qT/+Yv04z9bBfZqFoKBp5CnnVmhoWy+hK0S5W90g2FWsPUWP1ywK7Y6WQ2TsYw6zK7HuLLz2z4Ou2gLG+9HOabXdYrmJpBxC7ChpIo1PCJx47grxx/D5bigX0/A+z/4GYPi/BW8u5PAoFBBEuz+Jueb6Da4PGxbxzb8Bt9AoFAIFx5rMP3/oolWapjct5m10abmJejXZ6/tWYZYYSNp3f1xVbHto1DWVYm+dtdKmqNjblIrFfwW28HUH/x8qxsWC3UVMdwJV819Ce83KlvYHZkNHVkG1fwQwAAIABJREFUw9Z1OWFkJVPjLs/fiEsFEbsIG4YgCPiDbx3HrzW+jHF6GUJwEHjPX2z2sAhvNZ4I8P7PAgDeWX4c73K8jpenU/jqqxc7fJBAIBAIVztrKVG6GrDfQXC9vD33L6GNs569bIUWO1g3QiBcCux0y7uaWU/Z7eWMUXfO2gaU619JELGLsGE8fmwJ9VPfw4fYHwMAqJ/+rCh8EN5+jN8F3PJRAMBfur+AGHL40++dwnzGvn8CgUAgEAiE7ghlT3VeiEAgEAiEtwFE7CJsCMliDX/1rZfwZ47PiS/c8lFR8CC8fbn3D4G+vfA0Mng4+CUUaw389tffvGy9HggEAoFAuNJx19bmjUUgXG1IXfYIBMLbFyJ2EdaNIAj43W9M4mONv0MvlQfftwe45w82e1iEzYZ1AT/zeYBx4WD9VfwH59N4ZTqNL780u9kjIxAIBAKBQCBc5SjNugkEwtsPInYR1s3XX5tH39Q/453MUfC0E/QHPg843Js9LMLlQP9e4L6PAwB+n30EO6h5/Nn3T+Pc6qXpuEEgEAgEAoFAIBAIBAIRuwjrYi5Vwr9+53H8Aft/AAD0Oz8OxPdt7qAIlxc3fQTYdg9Yvoov+z4Dmivjt77+JrgN7KJCIBAIBAKBQCAQCASCBBG7CGuGa/L4n199CZ/Ep+GiOAg7HgBu/n83e1iEyw2aBt7/OcAfxxB3AX/q/grevJjFZ585v9kjIxAIBAKBQCAQCATCVQgRuwhr5rNPn8MHVz6NbfQSOP8gqPc/DFDUZg+LcDni7wV+5gsAReP9eAbvp5/HX//4LI4v5DZ7ZAQCgUAgEAgEAoFwVRDxOjd7CJcNROwirInJ+SwuPvNFfIB5AQJosD/7RcDbs9nDIlzOjN0O3PkxAMAnXF/CiDCP3/y3N1BtNDd5YAQCgUAgEAgEAoFw5UO/DXJPvA7W1nJE7CJ0TaXexF/+y3fwceZL4gt3/y4wcuvmDopwZXDHbwNjd8AtVPGw628xt5LGHz9+crNHRSAQCAQCgUAgEAhXPAKA7b3+zR7GZQERuwhd82ePHcbvF/8UXqqGxsgdoG7/zc0eEuFKgWaAD3wB8PViBy7gTxz/iEdemcP3jy9t9sgIBAKBQHhb0ut3bfYQCATCBuJ32ct6saLmim3ASAgbhdCFbJMu1RG+yksZfTbnOBG7CF3x7Tfmccvk72E7vYiaJw7HB78gChgEgl0C/cDPfBGgaHyQeQ6/xDyJ33l0EvOZ8maPjEAgEAgbAE85NnsIm8ZQ2LPZQ+gaYrdKeCsJut++14eNgu5w0grC+r9DALkwXE5UvANdf2ZH39Wb3TUYsveQhohdBNvMJEuY++b/wgPMa+AoB1wf+mdRuCAQumX8TuC+/wUA+LjjK9hRO4Ff/+rraDT5TR4YgUAgENZLzfX29fC0ypJq0pc+g0orJJR8W3TfX3eENJ+yDmq9DgYDIfeGjI9gTcUT3+whbCheh/6BeIxkEhrCsT7by1ppXUE3Cxd7aUL8sMc8W2gsKo7f7PrvMZgLBHsketdmFxTyONHjuzozvBja3hwnYhfBFtVGE1/+0sP4VerrAADqob8Ehg9u8qgIVzS3/hqw9/1g0cTDzr/G/IUZfPrJqc0eFYFAIBDWiUBdmUFNIbBtQ9aztcdr+HrNfenLgkZj6oC54QjKf1e8g1gcvB+J/neolgl7rDNt9gyG0OsnYtd6uGY4bHPJjcmmyYX26F4bi/rQH3zrjiMFCvQGO2U3HIENXd/lBE/bFyWsM7coDPd4bYscQbNyMI2iNhByYyRqfG3bOxhE1O9CybcFyd5bDJeRxLC3irJ3SP67L3BlXr+cDI1CYBvqrgg26tqwVuJv4bVjIyFiF8EWn330+/it4p+DpgSUr/2PYG7495s9JMKVDkUBP/UZoG8Peqks/t751/j8M2fw4rnkZo+MQCAQCOuBujJvL/PBHVjpvxOZyDVrXwllXmJk1wPHwdDIBydU/+/i69EXaGfOKIVHARQEWhS2VvrvQqL3ZgAAS1O4fmvE9ndcaTSZzS8tdTI0xlpC5GjUB8clbpfWP7ZX91rY64Bbk/FDgepCiOuejd7KimcAy/F7Nnit3VF19SIV3fgH/kIX9cRW1wSaEufbeKxzCZvfxSLQEruX4/dgpf8O02WHwl7T72Va13zLa9xbqNUIFINMzwH5/4Phy0Ooka65dtk1EETNFe3qM8rfjo1kMOzB9l7/JcvQC2yAz5wRV+bdCOEt5YnDp/HeU7+NIFVBrvcgvO/95GYPiXC14PID/+4RwBXCQXoKf8j8E37ja69jNV/d7JERCAQCQUE3wXmT2djAoi/gQuQtMdulwTn84GnjTKe1+nFJZtECRSMf2NFx+S0RLwpBcbmoz4n9Q9qyQ2sGwx65VExQCI8U2ukgnMOHuhREWQh0USk7ZAMD1S0RdXbIRphpXwlEfS5cvzWCmN+FYU32n6NVkrNRPklRg1JBiqJ0x3FHvx/OLsRULUX/mOX7Rpld693CJqs+D9cz/k5wjBcVj9orKRfei6pnY21cHAxtmn3UcARQ9I+pRAaf00pw6LyHXaz4+V6/S07garIeNJlLV2LqcTDYHQ9iW8wPSjHGsmew42cbrD3vKWm9Usm2lK3L0rRhSe1bTTelqoD6SNoRQwWKQcm3VXzIERzquLySTmITTVEIe51gLpFQP9JF5h/bxRiI2EWwZGYlg57v/gq204soOPsQ+vBXAfbqrP0lbBLRbcDPfB4CKPwS+2M8VHkMH3nkCGpcc7NHRiAQCG9bejTi0o64/fKhjfbsokDBwahvbku+kXWJJNogveTbAlBUKwhsf5cyy2sg1L3YdXCkRxaemGYVNXev5fL9ATciXgcGwx4MhNwYi/l1QpRVcEhBDOzagYuNoKC1iJEvVzcBSCey4X0AoCul29l/5ZamDUeMy7rMoCkK6DEQiKTDZDO7R1mipaToH0MutAucgQUqTVEqkUEezxqQMnwowdprVRI2hf79a/oeMyb62nNmVzx4ybLTEn3qkrwdfX4I64z1jcS5gJvFjj7j86Dg34Z8cDs4XxzpyAGUfFuxxaRUGgCGI/rrlLKcGQB2xQOY6Au0RFGTDerG5b7DPtk7GARFUfC5WEQ05ZXZiPXcqDsjWI3fuaaMpXxol/z3Bnj228K6HL67ydPtVBMoBjzjwuLg/cCIcTmpGeO9azezN/tNWhq4F1WX9W8eAGyL+eHuVozc8U5bixGxi2BKsdrA+S/8R9xEnUCZ8sLz4UcBf99mD4twNTLxAKh3iob1f+B4BJH5H+Pj3z65yYMiEAgEgoSbNb4R3a65Qb4UnRj7Q25VkO53sbhh327s7A/ognctLpNx58J7VF41AiX+vXcwCGWIUXd2F0QbjUZohVkVg2wQrb+ZADED58bRHgyFjQPaTPQ62wMQbJSUSh8JKcyn6ZbwJ4khG5E9U/KP6F5zswwoikIqenB95aNdslGlPh5H5/3CUw71/TPtsBCd7IW3udBu49fDe8D1TCCuES6lTAjt2u0eVa0gKWV6UoLxg8l8cAIUBbgdDA6O9ODGG7sLvCUWB9+JhJEHFCWKXDv6/HCytOH81F6b1sJYPKbKtgt5nLh129q89zjWj2x4H3YNmlxTDITHVPQGVHxDEGgn8v2HUPENIRvZb1pO6HEwhqKBNlvVwdAItsoX1d9qMf+2ieWjewaC5su00Gb3WpmJC7T1QwuzuW5E2Kv//eGpty5zlGN9KoENQMffKPsYr0c1F1oC5Xhv+xh5nevffu3DL7vwjBuco/N5yPfZP8YyjL0xEbGLYAjPC3j64d/AfY2nwYFG9af/EezQtZs9LMLVzK2/Dlz/YdAQ8LeOz2Dy8LN45JW5zR4VgUAgvC0xego+YZCBE47E1MEoReGunX2W3fu6NZl2MjSUsdJEfwB+txMURaFT07H+oHFZjtvBmJpnq8tFugxUtt+ne4lvJb80GTtZQPbyD8y8cbSZOmoxrb1uZQCkDcaW4/fgmqEQ9g12DmrFtdJIxg5ZLpPusRDoAFQ9/ag7L1UXT/U+TcYOoewd3uDvMJ8nDoYCXNZzXpqKZW/nkq58cAKxcMgws3Fbrx/37+nXiSHyHlij2hVwO1SC92ivmPFnJOBW3f1yGa4RgtM6W3BXPIiCfxzL8bsg0E7UTTJF/S5WJdBqCXudqu6omYg2jrE+t1f6bse+oZAuE7HHK157OmEktJf8I6C8eg8mgXYajoezdc1oo12Dx8GAp1hkw3oPNyPMyp7FlYm+fl4ni+033Afnzvt144v4xP2djB1C1dUrf69WjOzULVIpRge9rWNoI9NMKndXjn1p0DgDqFM5XreZw6IIaFC2q3pJmTVsI9tR9Vnj7Vf6kVFo4tZtMewbal+7+wIuWx1Q1b96WjG+81Dt0G9Sqtt0d/YlWxq4F8vxuwGgqywwInYRDPnRP38K780+AgBYeMcn0HPtuzZ5RISrHooC3vMXwPjd8FI1fNH5KTz87efw6kx6s0dGIBAIbzu0N7cUgKDbIGtryyHdU3w3y3QwVe/+zrnH50TDEYDfxYqCziXq+Mgy67yrZ5y6rZMyu+yUqKniuYkHgT59Vz1prVom+gLivmGVgU37O5UlZ1bBC087QNOULqAfNSlpLPm3GgqYLE21MuXse+7YJehisXdQzOzhGK/O+Nksm0OgaNSdEZUIuKPPfGxSMG9UGqak7lT7qmXDe2V/HqPSVe3ul4I3gaJ1hvqmgkcrs4FjvMiG9yEVPQiOFyyFGG0Q67TIuNGinHFeB4v9QyEwBtYmkmBX8G4xXE9ta7sbaNWtrxjxu1iM778FTY2/kdJTiBu0ZxA/EvXJWWlNxiVnatZcMWTDZueWeBw4p7nYG1J0MFUKp2MxH7bF/Lh+a8TU44/pbQuBPMUiE7kW3Pi9htcHneBkh8gYMHQDQLPg+vZjafB+cEYPGMbvBmLqDEe/S3k8Nd+tGF84EMDQwAAoqMtYr90iCpOcI4BU7yGU/KMIGwiS2/qsBU8pE21LxIvbtkXhYGhUPHHLzyhRed+ZZLcOhDxgGPV1ouwZhNfJ4vqtEcMsMauSa7eDQUOTxUSBQq+iYQjPOFHxxFFx9xvOfS0UgF0D1p6NynO64hlAb8ClugbQFGX60EeJUvzTTsV6cKv8t2GmmM1yaLfT+FgImrlW9g6j6lYL6TzjhnTltNN8QYKIXQQdP/nB13DPuU8AAE7t+H8wct9HNnlEhLcNjAP4uX+C0LsLcSqDz7F/jt9+5AUs5SqbPTICgUC4qjkwHMaBLe3yGunGNx+cUHmQ6EQEioL2mTA0r+izjbq//fQ4WFx/053Yuf9G0XjXJ2Y2dQoFzTIIeF57ey0S87sQ87vlbA47Yy35FOV5Th9qgzeqMq94RTyoNxkWzP/n8gMBMcAzFBoVbOv1y2VJUGTOSOP3u1iEXOoASIvQUtoEigE8rWwaZzuocDlYrPTfhUJgO5YG7pVfpwQByiN+/dYIRnq82DMQAmsipkglpL2qzpH65aruPlHE0Qg+E/EgPA4xs2dl4O622X4HFgcfgECz4Om22BXyODEW9Rl2GSsGRH8tsw5kZiVCZe8wGlvvQC60B97xQ+gk8A4E3fC11sVryroKwR2Gx78weBvK3iGkYodQ8o+g6unHVgsvJ7RGIfnr7OwPgFWI0iv9d0KwCA1pCigEtmM5fhcAMXPp3t36zC5p7ted6g6fSwP3YaX/TsDRHqM0PyU/sZGofvwOhsZQ2KPyFOID9s23A26HnGWVih5ELrSnY6YhQJmWQAPAodEe9Pic2BLxqq4RUZ8LEZ+ztT1qJCGEDiuyCikafVt3YvtQH5RzJOZzqo75YIfmGNIDh/6gGxi+QfSF2/M+VEPbZCFCl9nmi+rsaQ6Ots8jsxJVadwURcnqvDRyp8E+M9JBPA4WARcri+TbdrU7J+aDO+U1Cq0VNJo8OGcQy/F7DLNIaYoCQ1EIelrNQBTntyQk68V6ATu275T/V/CPoxgYx1DYDZqidIlkhcA2+FwstvX6DQVyCm1fQonrtoZ1v0Hp6A1Ix4zF2opbfz6NRn2Wx1+5e/3jN5osQ1me2zG/KJANhT2gQGFLjwcVTxwl3wgSvTejf9etwOjtAMRMsv6gWyXm7tJ4ejYZD5KxmwCohUePw/h6qT1bCoHtSMUOmj40c3ZK6VZAxC6CiulXv4drX/ooHFQTx6MPYPcvks6LhLcYdwjUL/4bBG8v9tBz+N/1T+CjX3kZ1QYxrCcQCIRLBU1RhsJEIbgDJd8WW2U7AFD0j+hKtvQ3rO118bR9LxAXw4CK7xeNdzXjKfm2YLXvNjQcQWTD+5APTiAX2o2Qx2mYYVFv8qpgRgq6GIrCwdEe2Vibpx3IhvfqnuibeVhRAJqBYaSi16PuCAFOv+6ptQSrEBQlBJNSnYn+AK7bEhbFAgNU3SrrJXhd7WBv/x5x/AcOtAMhZQab7tBSFKiRW4DeXcDYHYCvF6Bo1He8B5zDh3xoZ+spuzE0RaE34IaTpeFgaIwODWBkUOxoJwkt2/sD2BUPoi/gAljzdQmgUPX0g7foEvfA3riBqKmfrw6aQl+wJaZQDDKR/XJwGvW7sHfQOoMi6FYHajVXDA6GxjXDYVXJ55aIF3dO9OPQxCAm9l6PvcPWHk/L8bvAMjR2t8qglEGpWHI5hIhPLXZt6/Vhz9gWcIMHwTnaQXyPz/h8irXKy0CJmXiAKAIpESjGMJNod7y9bUX/mCrjijIQg28YjYKhKezZsx8Yul42kuYZFziHHz5VeZh4nPYNhnD91jB6/fq54HEwGAh5VNcRW1ejrVqvLwo840IxMIaxeI/csQ8Qs/v2xJWZXAKuHxHF/6ZXn5nncTIYj/nR43PaFsSz4XbZmlTONd7rx7VbwuLDBcWJ6GQZTPQHdFl+RjQcAYyOjGPfYEjdhZNSZ2eWfcPgtBmWTj/Spbr8X5fCg85Q7OrfB0RGAV8UNGVwHAyz08yRBJHI9kNIjrwHC0MPohDcbtp5sMl65KzMeNANv4tF0MXiur17cO2d71f8hrU/7211rvS5WFy3S3mtBfzjh9rzm6IgQN/EQWJw5yHQFIWI12lYPkuN36W7TkkdDI0wmjdaEUw6fjdsFYVjo98daZmqqxfXbDG/1qz2345CYLvhe9LDj4GQB9dtDcPnZCFQLLKRfbj3hn0I+dxAQBTiWJrGlohX3q+AQSn8wD2oudtjGQi5sS3mNywN9btYxELq39fhHg+iPhd2bIDvHhG7CDKZ089h4Hv/AW6qgdc9N2P3Rx6xnZZIIGwokRFQH/o38A4fbmVO4r+s/jF+62tHwPNvVS8VAoFAIIwYZIlUvAOWnyn5RgCnF549DwCwYc6rEXekrmF9rYwfO14jPOVANnINGs4wVvtvR8k/gkJwh1wKMxDygO3bqcpKEzNgxO/mWJ9cikRRkDNPBIoWW7n7R2VhoOaKoe6MqDJiDDeLdiDR/w5g5Fb0mviUsLRYsiYoxiUIAHa/13B5Jr5PYfZr8XtIs/A4WOyOB3HXjihc47eB2vM+wNv2PlJ6nvBSRpdiFZTTC8T3AU4vMH4nsOenxexr4601HwuA2IGHsG84jENjPTiwVywdoykK/p13g+oZE9ffBat9t6nuT90OBrfv6IVDIdaKgb0PBf+4LCZWfEPYqchAKPu26kzzlfNNKZJSoOB3qbc/HxQDRydDg1HMh96ACyGvmE20pcerEzJaK5Rpsj7F/ylV2VXN3QtQFKI+F4JuB4YjHty6LYa+oBs+F4t7dukzQbQMhT0YapVhUhBFrZW+20URU0NKk/HU43PK4pQkpGiD9+u2qA3XByM+vGf/AIYiXqBnHHCLIuKdE704NNZjmKXmZGmVMGN23RgIuRH1udBj47ogZX8asW8ohKonjqJ/FBXPAEIeJ7yKQDzoZtHXOm+54FZdxo4SqTRSlVUXGQUbaWefZSP7wCsMtbfsuAbXDIcR264UNxTC1NBtwPZ7VZ8xRRDkZgBd4/ID43cZiuiUwOuzgfp2AcPimGmaAlql0cojp1+RybBpVi0OUbSiPF36kDprVHqPAoXhiBe74kFMbNsGavQ20H4LUdkvnid0r0bsYRzwDe9Dk3Gj6B8H0BbHtM8dxmLmpZfL8bsAf69hR02zByMhvx/Z8F6UfCMQKNqiaQYFmqZwx45e7B8SzyVtN9Ym40YuvNfyd4lz+JEP7TR9X6Kd9SvugG6yqMzwOPRdOCV2xYOgfREgOIid/QEMhT24ZiiEd+yIqc7JtULELgIAoDr7Klz/+nPwoIbDzAFs+9VHwTjW1nmBQNgQhq4H/YtfA087cT9zBHdP/RE+8b0Tmz0qAoFAeFsgCIDHoEQrH9yleUVboij+6w/3Yt9gCNcOh3ShCsuK63UyNHZtjWNLxIugi0XFE0cydiOq7j4MR7zY2R/QlGXpRRW/y6EqWdFshfxXJTgu/72t1y8GDa23i/4xWYygKEoMAHfcj9W+O3R+LzVXDxJ9t1pmNqlwB+Hc9QDG3vHzurdqrh6kogdRV3gDlbzDGs8tBR6bnSHjYldDn4uFx9PafxpvJablyZWJXAun28bT847eThaipiJrQJUd5Q6KgbMrABfL2MpiAYCGMyxmnSnwuVhcuyUsi6Q87cBK/C7sP3g7yr4tWI7fhWzPAfT4nLh7l8YrJxCXBRlW4VtTrrczWwQIiIfciLfKW2uuWIfSSX2AboW0d92tzBpt2SRNUZjoDyAe9MBtUgqkZc+A6Gk2EPLIAaz4DyX6UY3cplpeoChUNWK28qj3B1y4aawHt4wrt5sy6LSn93sDRJFsIKQ+xkInMRxqP5/d8SDesSOmF8MmHlQJNkZCvcQ90vGnKOTCew2bAlAq5ZdCyWfc0IACZEFI6eMFAAGfH1siXgyE3DiwJYy+gBsP7G35Tg0egHPvT4lZUorvkeAdftkQ/lKzbXRUFtGV5c2U0IRAm5dPMxSluz4aJUmY+zeql1X+3kj7VBJGtR0wjcpd1Wh+K0ZuAyYeBBUyOI7xfVgeEIXF7cMDsmCkzci1En2kbMc9g0FsU2YjeaOm120nQ6PkH0U2sg+Lgw9aNnUAWhIfRaE/4FaJXRSA5YF7VRme3bDadxsEu79nZmNTHEpdybdBSa8hvbsQcDswEPKoMkZ39gcQdLP69dpoWAAQsYsAgFt4E82vfABeoYLD2Ive//Qogv7uOiURCJeEsTtA/9yXwVMMPsg8h4FX/gj/9OLMZo+KQCAQrmqkQENw6kUQo9KLQ2PG3dLcDkb3pPn6rREc2DmO8N53YmLPtQhuvUbR7YwCz7iRit0ImqIQcDsMvaWUjEa9GI527hqoFFIiXidYhka0JYwYlsy4g4bBg2BgfK78vOFw3SFEw0FM9AcwFm3v01TvzeAcftRdUSRjh7DSdzvysQPqzypX6DYOmuQgYPQdwMC1QGgIGL8LGL7RNNCiALx7Xxx33HQQzJ6HAIc9ockYTdCx6yEgvNV40Waj/bciq+PuXWKp5OLgO7E4eL/uYzv6gxhree6YGX8D0Jlhx/wuBNwsmqwP8bAYIOsyi0bfIZfaKdFmZNAUJYtdyd6bWguJx5MJtc3YDWdsh3ksdQY9NBZFPOTBdgvTfLsiiNep71ZIgZKN88GwwK73yO8ZlRSX+66TfeMoikJf0GMY9G9rGUaPRL02hNGWwAygHJ6wbBAAqD3vTHH5FVmPaGVTavONxHlqVL6pRXnoO8XUTdbb+g7NMY7vQ//AFgztvwsjUR9u2RZVZ185tAKDYrxdROhiAwST0rtWpz6PogGCFidL49BYD24YiaiPrSAgGTuIBus39MliaAqp6A1o0i7FFUA9juGIFwN9+gxCMA7k+tXrPDgSQdgr+p3tHghh72BQ9MSj1CbvgL2MXxU0LT7EUGB0XJ1OB7Dnfd2t2wDZTL9/HzB2J2inFyWfeI1wsTScDC12aZUwuT5oHiUBALb0eDE+Om60uJ6WmGq0epamkI4cQMMZRiymFu6tG8zo6fE64XEwCHscrXJse+yx0fE34HZgoj+IgNuBJutBzRUVM/UMmmMYsf7cMMIVjTB/BLUvvR8+voCjwg6wv/yvGB0wuCgRCJvFrveAft/fAd/6CH6F/T7++gkvHvP+Ed533Ua3DScQCAQCAKRiBxF2F9DYsg+YK6ve0wlDrQB4nqLkcjiZ+DVAfh753nE4l16DQDGg4/vgjE1gO80AGANKKeNBBIeA/IL6NYPohGVoDEWDeK0g/n844kW6VEe5zqHujAJY0H1GIupzwcnQOMLZL//xuRwoAoj6nVjosnfK7oEghDKHs9MsWJZGUhHKSB37dF3/lNtMM9g3FMLxhVzLFF5EziQIxGVhAr6YYRnXRH8Ac6kSdsZFc3JVINAhqFd6uvX6XegPuLFSqIofVU0LwTxal8bkCqpEEckMXNAKLpTY0bG36AZoF3wuFq6RCLC6ZLh6yaRfKi0DxKyQlXxVJZIdHO3B5MUsDo6qhVrl9I4FnDjTmv6mgse2u4FyGu5AHMORI2DoVnZgJ3HLpKrR53JgvC8IFKvGH+wZl71ztAQ91k0MsOd9CPBN9MwW4Zcy7BweYNdDWKovABSNg6M9CDYCOLNSQCGwHc7QCBAFUFg2XidFAbEdiOAsrvdGOorTErnwHuRCuzDc40cobx20Gu56O99jmvGpxhsZBDw1oJLGaLSG1XxV9uwDgKbZwR+/G81KAY351n7XpbC6uivRLa6YvuVgaDSaxqpfLrQTXI9LPCdC6g6YwxEvPA4GAbcDTxxfQrrnAKKpI8AWtdCkzbgDRPc4VyAG78C7sS2sz/xxMjTqrgiWB+8DQ7/U+pB6J9wwEgFqtwPJM0Ba8bB6z/vAnUsCxZr8ks/F4s6JVgyavQiUbMoUBg9lrMgHdyKYP4NazKQ0tVWurTzsExZdGLUu1HNBAAAgAElEQVTwgoB0z/Wg+RrgF7dndeAe1JriCu/fI16jj17I2FuhtE8VjSscykYAVqdCdDuQmRUfXDXUb4U9DozfcB2cDA13MgUk2+NxMDQODIchbNFkwUbGgMyMmAlbScgv096IyvPwgb1xvDabQapUsxyj1yxL1eL8TvbeDIwNAfm86TJKiNj1NkaYfhb1R34ePr6MN/htyH3ga7h7u3GbYAJhUznwCxCqWVDf/xj+G/tNPPxNDk+5/xz37LbfhphAIBAI9mgyXlRjYwiHgnCxNfgdTkgd5s06lDkYGjVOY2jcOwH0TqB6egXJwR4xK6pP86DCZ1IKtvVmgGvdKJ/+rvWAlUGA4mk55/ABO+4HWDeEmZzhRwNuB/aFg3jRRHPTcv1IBFlvFL3zLiwkOi+vhYLYSRAAziiiqb6AGzvjAb3BuDLiomiMRn1IFmrYyvuwsCgGJ93Yq+4eCGJXPGC74YCSkNeBsZjYtXBHfwCJxBoKRNwh8ZgY+H/RRoIpoBqr28F03OC6IySLh9JnRjSd2IbCHssMMUD0mREoGqnoDRgNFAEXDxQ0B511AUGx9C8etCoFUo9Zm10kb6PTp1tWRcj8Pp3VKmgDB4ClN9r/ZxygGAfesUMzTocbN08Mo1TjxH3SGlvdEWxlKynnoMHYBq4FXEHQC0fMx20ERYvz3SBmVX6NWdMGO+uXGAp7sCAIxr5LFAVsvQlITyNWP6rLGgp7HLhotH5fFIIzDMybCIHd0qwr/iPugIOjPZhLlbB7IACuKeDVmbSY9dfS8DnGC1AMemO9QOynxWw9DUrTes4RwEr8LiDcuZvlUNiNwV19ptcKmqZw7+5+CIIA+qy0jMGyLj8wdAOQvQDwNptNKb9TI5zzyky88FYgvh/dUAhuR8k3DH/EOrlDOevkbFDGqTlOBp8TAFCUutSdap9HUhan0oY45nchqRD+2h+j2t1L+3YDlTQQHsFw2APa70LY64ClnbEnDOx8NwTBAZxaFcdH0aAEHm4n296u/r3iNTk4CJz9kbjNHgegFdCHbxC9HJNTQEa8FuZCu0VRbXlSXKZnDG4HA5+LQapkuau0G9vFwvYhZYxvV059F83/80G4+DJeaO7F2Qf/BXcfMO7QQCBcDlA3/1fw9/8JAOAjzLdx8au/gZfOrSHSIBAIBIIlQisxhaYp3L+nH7dtb2cI3TzWLqGK+ZyQgpttfT4EXKzOWwUQy3sE2tHxZrbmUmTZUJRY5qMq9TG5q6cdspixTdu9yR0EWCcEAUhHrxdfG1SbcDtZ+89+nSyDvoBbVbJUc0lBk+ipMhj2IOBmdQKLFmWQcsu2qEknPaXQwIChKdw0HsVAyI2Y34Uer9NUgDTDLHi1Y3B9zXAYOzRZDpQgqEvBDMrC1F8UNCybVHb3GgiJx10ALe7pLgKhqqezabshW29Bw6dtwECh6omjOnCjGAyuNR5zqj2GaIrCqHJ+7Hx3S5h1dVfDBvGYuFga12qM4hGzf1/fG3BhVBKCQqK5f9XTB4/T5FiGtohZelJJpb/PeDkT7t3dj+u2RDAa9QLb7wPC6kYB0vEHtGd9F8KXYs5EfE7ctTOGa4Zt+t4pGI36sHcwgj1SeZbCU085LbVa43qQBLehsNiQwMUy8LlY3L2rD1t6vMD43ai5YkjFDiLocYhlZwZC17oQhI6iuN/FqoVbq+Wl0mavcdm7GnOxi3MGgb49YrfNLYdsl7MpMfNclL91+KCxn9zoO3QvpTVNHezOUKWwf2isB+Mxgwy18bva1w7WBWy7B4hug4OhMRL1IeRxdi45dHpV+3BrXw8GQm7Z3xCAmAXZt1v2LgQg+o0ZwbqgPD7FwLhl6TLH+lR70t36vbpmKCxuj1xCrlxq404mktn1duSNfwH/rV8FCx5PNG/E0n2fwa/cqjWcJRAuP+hbP4om4wLzxG/jw/QT+OpXPgL8+8/i1u3d3WQRCAQCwRxliRxNU6rgLux14+BID5o8rzKm9jpY7IwHAV+XXioAMPEgCs2zKAlrtFHw9+FANIxrhkLyU3Mjau5eLAy9Cwej6uyYoNuB/UOhtXUzA1D19CEZuwkNhygCMTRl3iVPEXQ4WRpcvYMhkaB4XxlIDl6H0UrGtkmvHZwsjZ39AezUGribjk3xN8UgHTkACvyagk9AvXlDYS+WclWAkrr0XZqn/ipCQ6gMBIDFdrmVqhtddDuQWxQ9Y4wYugGQspu0QX9kDKgVAF8fUEq01q3YgUoxzEgwoFmA5ww92MZiPstOcV2z9WaMhK6FJ1/DeMwH1JRZka2xbb1J/RmnDxi/2/ax97tY+KVOa54wsOVGIDsnv88yNPwuFsUaJ2bMZTUrsCt+Ov1AvQgAcJmIAox0zVCKKtFt8p80TWF7fwAIvRuAoMpKdLEMdsWDCBY9qjLftXLNcBgNjoev03XUF237xl1OMA4AJvXdAwfE+d/qjLh7IIjnzyaMRR6LzC4AQP+eDgMxnx8ulkGNa2IgaJHZGRlFfjyMxMI8ehMvAT2ix5xSqNve68eL9PXgHAHVb0fE68CcjUxhpdjlYGj0B12YTopzlaYo0A63ZUdRCb+Lxd7+EHwu898v5e4MuB3wui0M/iceEK9RkTHzZVz2yzrL3mHwTA6A6DWwZzAInhdEP0+l8NmlyG8XIna9nRAE4LlPAU//MWgA/8bdidW7/gwfvZMIXYQrB+am/4wG7QTz+H/DL9BP4ptf+U946Zc+h1snSEkjgUAgbASU0FTHkowDGGt1JqRpwN8PRvKXoWioAwsD8aVTXOryo+wbBkrW5SE6NDflVkKXPCqjG2qKwrg2I6xLau7OQQkAMbAPDACsG4eiPXjzYtba0NdM7PJEgL0fABpl4PzTQMy6k1dnxHUH3A65jK1bKj5laVT34pSRbidQrcyu0LDoaeS0IeqsQwAMehxQVt5s7fFhiRY7hIH2Qph4F5K8cUmsspxWB0WJ5X5AW+wyG2Zrjo5EvVgAcONoDxB8r1gCZlD+aYk7BFRNxmvBQMhj6ONkKTKZlSSvkdu2x7Ccq4o+dlqxyy7b7gZOfaf1H+MdLm+R0vh/4IB+QbfxebozHgASWq89O676GoKDcOYXdY0ROn5sjedrJ6hutmH4RrG8zxWAYV0qIGYPhdsPGnp8Trxn/4CuiUnr203+tof04MGIOyZiqHM8Ql7r/SaAQt0VERtmDI2239h+H7D4OsLj1+Dd3h4kijVVJ06pg7Bxpq7qC1Qos+gObAkDrP0OiZYNLbrFFegsZoW3guvLIyGYHxtZAKQohEavBeZeAADQDjdorqb/LVZ67En7oncXkDjd7RaoIGLX24VGBXjsV4Hj3wAA/AP3HpRu/0P893t3bvLACITucdz4YdRZF5jH/is+QD+LZx/5d3j2Z/8Rd+7f1vnDBAKBQLBEEJucq19UliltOdQOIB2etrfWOuAsjUekgWmWsXNTvtFshK/I6G0AgBCAOyY6ZLNZBZwUJYo/ux9a/5jWQNuMXMCueBCnl/NikLZGTMUuCmJXMadfXWZjAiXY9AUyYCjsgaPHC59TDJF2DYawK9Se+7TLD/z/7N13fFPl/gfwz0madO89oAVaNiJ7U0SUKop4QcWBUMW97k9x4AD1ol70508RveK9XEVFr6jAZbgAEaQiWJZAEWSVli5Kd+lM8vz+SFsSmrbZJ0k/79cr0J6cc/LN03OS53zPM6Q2LuYtPDZUbbYE0u8nMsAH1/eLu5jENXPAdSP2aPnnoLF0OuKjUl7sWtmeptYvKVGBOFszCD0bjlx8zqvjlqYtSQafYCBhKGBGl+tWuo0HCn6/mFg0d2wqQ1F9gcr85qg6XH1CryjkltZYNHi6w4Re7IbaNcwPOaU17ax8kelEF0y27JIkqePx25KvRHVJJiqD2k7++6m94NdGHsrwZZtnphSKS5JiviH6JCr0f6WoQOOklCRJHXZhB9BqrK2IADWig3wQHeij/2y1Q0tBh5EkaMNS0FBu0ITNP9Lo5lNKVABqG7WIC/aFUjJIuHcbDxQe1o8TZrRPE+/X4Pvd1Cyw5mCyqzOoLID44lZI+fvRKJR4QZOOuIn34/Erbb0LSCQf9aCZaFT7Q/P13UhVHMCRr27ED9UfYfKoIXKHRkTkfhLHAt4CVaXZ0KiD2r/W8/LW391Wqi+OreUfqf/ZxMWlOZeNWq0ZF+XWXOw3SQr3w4GahjamrLfkwrb1ut5eCtRrrGjJYQ5rWohYI34wkJ2hv+A2U6i/GiXV9YgM80diTCCSIvwsHj/MkK9aiQsNmpbfA7y9UA0J0UE++mMrwCAx6Nd2SzoJtpWZ8cWr8d/b8LeE0Ha6ApkhxE+FmCAfxHe7ZAwjg5OvvdaKZrF7osqBia+kccDZTH3C6VLNF9KXjO0FAIjWD1DeJzYQ8SGXI6g+ynQrLKXpDIdREYcmWR43oL8ZkHIVcOhr/e/WJFzNSMwZCvZVITi+4+Sv1az8vG3pnmoLw8RH088KCejwa8I3FPF9RqGu+ELrCVPa0SMyAMXV9UbndI9If1TWNRqNH2dPl07GIUkSRnYPBy40xdBo4XS/ZpIkhUVD37UlpClj2NISsdt4feu+puPYS6nA4K5NrSWrDJpm+gS33PAxDsx0q+tm/eKCUK/RGo91aAYmuzxd3l6IL26HVFWAUhGABxr+B6mTp+HBCRyMntyfqt/10AR9i6oVM9AXZxD2/XT8t/x93JCWZtVMU0REnVZABBAUhMqmin2HH6GXjh3UPbXNVbtF+ONAbnkbiSa9IF+VUaLDSHQ/fYuJACsHHgeQGO6PEF81AnzMr/r2jw/G4bwK9I8PBlpNuHbxasFX7YXeMX5QWXnnuV0B0fqLAMMuVo4QGAP0u9GiC1yFJOlnlmzq7maU6AqI0k9Rb4HLu4Tg4NkKfZecbKBXdCCSo7vAy9RYaoHR+sGi1a2771jU/coUwxnXLjkRDH+19SJYkiT9xfWl3QXtOXaNO9WFAqPbbqXYbbx+zDJT3TibxgmTJEnfNc3vkoRYwtCmzw/TY9HZnFA0xZqWXYZ/d2cludshLOhGZ7SdXV7dsGWX/melJEFrxt5TogOREh2IdQfyzH61/iaShl5Khb4LsYOYmnkWwMWue9H9Hfba9qD2UuCa/rEGY96Zvtlltg6Ofx+V0uQEOB1hsstTCQHsXgax6QVIukb8qYvHPY3zcP+Nk3Dr8K5yR0dkN15dhsL/oW04988bEFOXjUm75uA/517EzXfc13bzaCIialerbow20M8apTKetesSlyUEo6quEdX1JhJeUX3sEkebY7S0kRDoERmAhFBffRKnsP11zepuZQ2lCug7zTlJC2tbzpkaRDmki34MKxMDqre5G28vjOrRNO5TwjBIVYXwimynF0LgJWN1hiYBZdkYO3IUTlQoEGNtMqrbOODEj/qfL0k8Gd5Is9/UAJey49/a3oM+y5U8k6TWia74wYCmoeOuzB201vJra8ZJW5hIwnbIsLucpWOzmaF5YPaOlIVehqCKY/BKHGn3GMxmohujQiEB1vdQlpW3Stmq9W+bnx8x/fUTJJiYsdZajjptze5aaM7NGpPJLtsDZ7LLE9WU6sfnOvYtJAA/aIfiGfEgXrt9DNL6cxBv8jyKsCREPrYNef+8CfFlmbjt9DP49u09GHPvUgQH2tbNgIioM+kW4Y/88jokRdj3szOkrUFSmviolJjYOwq7TpUi0ILWV3bR1hTrgIlueU2V74hewMkC1PpEwxENQ4y46tgtPdOAmhIgpI2bqEGx1u87NNFoHCCzJAwF4gZBqVCily3XiYYXZu2MEdZ6/CA7HQj2PJ7sOFunywnrbtPmo7qHI6+8Fr3sOeZV9yuA8uyWrpUWUSj0k24ANnXZbou3SmFWsmv4oCGoqL0M0eHWfQfY55Az3bLLGu3dZHGWoYmhOHS2AikGx1q744+Zk+gKigcq8yw/DyTJkZl607y8gd7XtX9cGya7lE0txOyQpWOyy9Pk7AK+vhuoPIsGeGFR4+34xvs6LJ89FEMSHdcUk0hukm8o4h/6FtmrnkTS8RW4tuprHH7rEIpv+wTJyZxxlIjIHJclhGBAvJClK7gkSRdb9tjA31uJmra6RBrqMxXQNVp2B71llqieOBelQaMqEJ22duUdoH+4EnslCXpP0XdlbOfYcFgeyZ6tsezdHc6dukV2ICrIB1FBdh6PyT/ctlkpHTjhhrl/uWA/VYczFTqcb4i+ZajB+Wdpzn98SiTOltXqZ8uUWaCPCqOTjVvAxof44WhhJYJ8rSzrLsOBC+f149lZQLYzWNXBuSZJQMrV+s+spq7J8LK9dRuTXZ6isRbY9hrEzqWQhA7ZIgYPNTwKbfQArJs91OZBNIncgpcaSbcvwZmM0Qjb8lf01x1D2aeT8MvI1zHmmtvkjo6IyC24+5iHg7uGIiu/At0iOkjEeKkBdDA9fDsa1fpWP/bs8kkuQuXbYRLUcY2m7Hg8qfwuzhBorUtnoyO35KzPdWGPZkMKJdDneqPEr6Xxh/qrEepv/ee7o6VEBSDI1wvh/laOc6VQ6se5M4PbfEddOrGEfzgQc5l+1mErMdnlCXJ26bstlpyABGCNdixeaEzHhAHdsXjGZfaZFYPIjSSOvQUV3Qbh1Irb0L3xOMbsfgC7j65Hn/SlCAqx7A4IERG5Fx+V0oGt2VtfNPh7O2DMH3J5drmoN8WeSYm4QUA+gAgbZmBX++n344BxpMjzeNmr2/WlrTQ9rEeuQiEh9tLJKai1yJ42be6igwCQWeqrge+eBj5MA0pOoBihmNvwBJ7WPYQnrx+Cd28bxEQXdVrB8T2R+GQGDsTdCp2QMKLiOzS8PQxHt34md2hEROSuDBIRY5Ij0DXMD/3i2h7XiTyXXVp2JV/Zepk9uzGq/YCkMW3ORGi28B5tj81GbsFZbXu6RfgjKtAHAxPMn5zCHG3OXkgdMs6fu0krLzthJsQdCQEc+hrY/AJQVQAAWKWdgFcab0dYeCS+mjkIl3ex7wcMkTtSqn1w+b3LcPS3GfD57lEkiTxE/PwgDh9YhcQ73kFgVJLcIRIRkZuKCPBGRIANU62TW7PLpbepWcokthQk+3NW73Slwj5jL15Kx1yXXQj/SKDqgv1nanVRneNdepL8A/qWXGvmAlUFyJOiMavhGTzdeC+mDO+Nbx4dx0QX0SV6D5+E8Cd246fo2WgUSvSv3A7VP4bh6Mp50NXaOJYFERF1HgreJya9VrOpmZtNCOxgZvTwZP1A5VF9rAuMyAMN6hoChSShfzxb0lrK8JNJF90fiB2oHwy+E+A3truoOAtsXwzs+xSAQL3kgyUNU/Fv7bWIDA3Gimn9MaGXjU2UiTxYYEAgrnjgHRzcczPEt09hoC4LvU/8CxWvf4myEU8g6aoHOR4FERGZFt0fqCsHAswbEJg8X6uhQsxNhAZEAd0nAOo2JlDwUgM9J9sSGlErbjNIeRsiArwxZUAsFAr3fh+yU3jZNoafm2Gyy9VVFQI73gT2rtBPgQxgvW4MXm2YiWJFBNLHJuHxq3vCT80/JZE5Lhs6Fg0Dd+D7dSvQ69Ab6IYCBO9agKI9y6Ad+QjiUu/qeHpcIiLqXKJ6yx0BuYjUnpGoqG1EVNAldQX/SCA4AfAxo+WJf4RjgiPyYEx0kaXYjdFVVRYAPzwHLBkI/PZPQNuA30Q/TK9fiEcbHkJKSi98/9g4PH9dXya6iCykVimRNuNu+P01E+viHkeJCEK0Jh9xGfNR8ffeyNv4qu1TdRMRdaCiogJ33nknJEnCjBkzzN6utrYWCxYsQM+ePeHj44OIiAjMmDEDR48edWC0RAQAIX5qJIb7t35CkoCuI9n9kFySs8bsInIlzJK4moKDwK5/6Aeg1zUCAPaJnnij8Sb8quuHPrFB+HByT1zRKwoSP7WIbBIdGogb7l2IU/kPYOvaJRh97j+I15YgeM9i1Ox9B4VdpyL+yvvh3XWw3KESkYfZsmUL0tPTW4/70wEhBG644QZs374dzz33HCZOnIiCggIsXLgQo0aNwu7du9Gzp21TdRMRkWfhVSN1Rkx2uQJtI/DnD8DuZUD2jpbFe3Q98a5mGrbpBqJ3TBDeuSIZ17GvMpHddY+LQveHXsGJgnn4fMMHGHb2E6Qo8tD9zCrgw1Uo8OsF9fB0hI+4FfDlBBBEZJvCwkJcffXVuPfee/Hoo4+iX79+Zm+7Zs0abN68Ga+++irmz5/fsnzYsGFISUnBs88+i6+//toRYRMREZGbURg0kFF2sjwCk11yKjwMHPgMOPglUHMeAKCFAt9oR+Dfmmvwu0hGas9IrBzXHWOSw9mSi8jBkmNDkXzvMzhX+SjWbv4vArI+w3jtLsTWHAO2PYPGbc+jIHwkAgdPR+igaYBfmNwhE5EbUqlUWLNmDaZNm4bs7GyLtv3yyy8BAOnp6UbLk5KScMUVV2DDhg2orq5GQEAbg18TEVHnw8vITkuhkDAwIQRaIeCjUsodjlMx2eVMQgBFWcCx74A/1gGFh1qeKhbBWK0dj080V+G8VxRuGByH18d1R6+YQBkDJuqcooL8cOP026C98Vbs+P0o8rZ/jCGlG9FbkYuuJRnA5gxoNs9DYdgw+PS5GuGXpUGK6ssBEYjILOHh4Zg2bZpV2+7btw+RkZGIiYlp9dzAgQOxefNmHD58GCNHjjS5fX19Perr61t+r6ystCoOIiIicg9JESbGGewEmOxytLpKIPc34MQWiGPfQCrPaXmqQSixWTcEX2tT8bPuMgxJisSjg+NxzYBYBPuqZAyaiAB9U98Jg/oAg/6OosoXsXbXTjQcXIOBldvQW5GLhNJdwC+7gF9eRoVXOCpjxyCkzwQEJo8GInoBCs4BQkT2lZ+fj+7du5t8LioqCgCQl5fX5vavvfYaXnrpJYfERkRErinIR4XiqvqOVyTyIEx22ZNOB5SdBooOAzm7Ic78AhQehCR0APStR+uEChm6/tisG4oftEMRGRWL6wfG4eVB8egS5idv/ETUpuggH9x49UTg6okoqqzD2t27UH34WySW7cIw6Q8Ea0oQnLseyF0PbAJqFf4oC70MXl2GIrzHYChjBwBh3QFF52o+TET2VVdXB7VabfI5b29vAPrZGtsyf/58PP744y2/V1ZWokuXLvYNkoiIXEpzb6G4EF+ZIyFyHia7LKXTAtVFQHkuUNH0KD0FXdERoOgIFJqallWbOzSd0UVhl64vftQNwh7l5RjUIx4Tekfh4Z6RTHARuaHoIB/ceNUE4KoJqG3QYs/JAuT+/hOU2dvR9UIWBipOwk93Ab4lvwIlvwIH9Ns1SN6oDEyGCE9GYGxP+ESnAOE99Ekw31B2gySiDvn6+hp1QzRUV1cHAPDza7tu4e3t3ZIUIyKizkGlVKB/fLDcYRA5FZNdzYQANjwKaDWAtqHp0Qho6oC6cqC2HKK2DKirgITW04Q3d1aqEyocF/E4oEtGpq43slT9EJfYA0MSQ3FnYhjeSQrtdAPDEXkyX7US4/okAH1mAZiF0gsN+O3MeeQe2wttzm4ElGUhWXcGvaRc+KIeEZVZQGUWcNp4P3VegagP6AIpKA5eoQnwCUuAIjgeCIwFguIA/0jAJ4RdI4k6uYSEBBQWFpp8rqCgAADYUouIiIg6vU6X7BJCoFErUK/RorZRi8raRlTUalBZ14jU/Z9BIbRtbtvc5kIjFChEGPJEBPJEBM6KCBzTdUWOqht8o1OQEhuCPrFBeCAxFD2jAzvdFJ9EnVmYvxoT+sYBfeMAXA+dTuDU+WpsyS9HYfYfaMw/DJSeRmhdLpKkIiQpChErlcJHUwWf8iNA+REgx/S+dVCiQR2MRp9w6HzDAL9wKAMioA6KgiowApJPMOAdqH+oAy/+7B0IqP3ZcozIAwwbNgwrV65Ebm5uq6TW3r174efnh/79+8sUHREREZFrcOlk1/9t/hOniqshBKAToumhT1jpWpY1/y6g0+mXaXT6ZFZ9ow71Gh3qGrWo1+j0yzQ6iNYNswAA9ytvgg4SGuHV8mgQXqiAP8pFACrgjxplIAJCopAQHoiuYX7oEuaHvuH++EtsIOJDfCHxYpKIDCgUEpKjApEcFQhc3gXA1QCAqrpGZJ+vQWbJBZwtKsGFgj/RUHoGyqoC+DecQwxKES2VIUYqRYxUhiCpBgpo4dNQCp+GUsDCCdR0kNCg8EWj5A2tQgWNpIZG4Q2tQg2dQg2tsvlnFSApAUnRNL6YAkKSICQlIEkQUEBITQ8oLibQJAmAZLBMMvGcZPSc0e/NPzctl1rWByRJ0bJu8/8SJAjJcD0JkgT9tpK+9dvFVrgCaFrTcHnzp7XUat2m55rDFwL6PTcvEib2JVrtqykyg31e3M/F503F1PRaQujff/OXlmQYi8F2ovkVdGj5ghP6f0TTmJEQAqJprdxhL0B4eUM0bdeyiRAtvwuD/Tb/Llpex3Bd0fQd3XqZgP47ufk7vCkMo2VNYbb83D3CHyO6h4Padscdd2DlypVYvny50UDzWVlZ+OWXXzB79mz4+nJMFiIiIurcrE52iaaKqyOnrN5+6Az255Y7bP+SBAR4KxHkq0Kgjwp7vG9GoK8SQT763yP9VIgM8EZkkA8iA9SIDPBGiJ8aCpMttTSoqqpyWKxE5HkSgyQkBgUA3QIAJLYs12h1OF9dj3NV9ThUWY+tVXU4X1GFC2XFEDUlkGpLoawvg7q+HL6aCgSJKoRK1QhADfykegSgFv5SHfxRiwDUwUvSQZ96uADgAhQA1E0P6nxu3z0CF+Ca40X+ZVA8+kQ4rlVSc51FtHXXy0ny8/ORn58P4GLXw7KyMuzZsweAflytAQMG4JNPPsFdd92Fd955Bw8++CAAYPLkybjpppvw6quvQpIkXHXVVcjJycFzzz2H2NhYLFq0yKJYnFGfIyIiIrIXs+tzwkq5ubn628t88MEHH3zwwQEjCG8AACAASURBVAcfbvTIzc21tvpjFwsXLmw3vsTERCGEEB999JEAIJYuXWq0fX19vVi0aJFISUkRarVaREZGilmzZomcnByLYzl58qTsfw8++OCDDz744IMPSx8d1eckIay7vanT6ZCfn4/AwECHdt1rnhI7NzcXQUFBDnsdd8Yy6hjLqGMsI/OwnDrGMuoYy6hjjigjIQSqqqoQFxcHBSd7AACUl5cjNDQUOTk5CA7mTF3OwPPf+Vjmzscydz6WuTxY7s5nbn3O6m6MCoUCCQkJ1m5usaCgIB48HWAZdYxl1DGWkXlYTh1jGXWMZdQxe5cREzrGmiuJwcHBPBadjOe/87HMnY9l7nwsc3mw3J3LnPocb2sSEREREREREZHHYLKLiIiIiIiIiIg8hvLFF198Ue4gOqJUKjFhwgR4eVnd69LjsYw6xjLqGMvIPCynjrGMOsYy6hjLyDlYzs7HMnc+lrnzscydj2UuD5a7a7J6gHoiIiIiIiIiIiJXw26MRERERERERETkMZjsIiIiIiIiIiIij8FkFxEREREREREReQxZk10VFRW48847IUkSZsyYYfZ2tbW1WLBgAXr27AkfHx9ERERgxowZOHr0qAOjlYe1ZQQAOp0Or7/+eksZeSpry6i8vBwLFixA37594e/vj/j4eFxzzTXIyMhwYLTysLaMzp8/j6eeegq9e/eGn58funTpguuuuw47d+50YLTysOVcM7Rs2TJIkoQJEybYLzgXYk05rVixApIktfn4+9//7uConcuWY2nXrl1IS0tDSEgIgoKCMGrUKKxdu9ZBkcrHmjKaMGFCu8eRJEnIzs52bOAeJDc3F+np6YiLi4O3tzcSExPx2GOPoby8XO7Q3MacOXPaPR537drVsu6RI0cwY8YMREZGwtvbGykpKVi4cCHq6upa7Xfnzp245pprEBoaCh8fHwwYMABvv/02dDqdM9+eyzDn88JR5btx40akpqYiKCgI/v7+GDZsGD755BO7v0dX01GZd/R5XFhYaLQ+y7x9x48fx5w5c9CtWzf4+vqiR48eSE9PN/mdxmPdPswtcx7r7k226QK2bNmC9PR0WDo+vhACN9xwA7Zv347nnnsOEydOREFBARYuXIhRo0Zh9+7d6Nmzp4Oidi5rywgATp48idmzZyMrK8ujZ4Wwtoyqq6sxceJEHDt2DM899xzGjBmDoqIiLFq0COPHj8e6detw/fXXOyhq57K2jMrLyzF+/HgUFBTghRdewNChQ3H27Fm8/PLLGDduHNauXYupU6c6KGrnsuVcM3TixAnMmzfPTlG5HlvLadmyZRgyZEir5QkJCbaG5jJsKaPNmzdjypQpmDRpElatWgUhBBYvXozp06fjyy+/tCkJ60qsLaMPPvgAVVVVrZYLITBr1ixotVrExsbaK0yPVlRUhFGjRkGn02HRokXo1asXDhw4gGeffRYZGRnYuXMnvL295Q7TbWRmZppc3qdPHwD6i9NRo0YhNjYWS5cuRZcuXbB9+3a89NJL2Lt3LzZu3NiyzU8//YTJkydj8ODB+OijjxAeHo5169bh8ccfx/Hjx/Hee+855T25CnM+LxxVvitXrsSsWbNwzTXXYNWqVfDx8cHHH3+M2bNno6ioCE8++aRD37tczP2Mjo2Nxfr1600+Z3iTnWXevqysLIwdOxbBwcFYsGABUlJScPDgQSxcuBDr16/H/v370bVrVwA81u3FkjIHeKy7NSGDgoICIUmSuO+++0RWVpYAIKZPn27Wtl9//bUAIF599VWj5adPnxZeXl5m78fV2VJGQgjRu3dvMXbsWHHmzBmRmJgowsPDHRitPGwpo6VLlwoA4p///KfR8tzcXCFJkhg9erQjQnY6W8rotddeEwDE6tWrjZYfP35cABAjRoxwRMhOZ+u51kyj0YhRo0aJwYMHi65du4rU1FT7BysjW8rpo48+EgDETz/95NggZWZLGdXX14uuXbuKkSNHCo1G07K8urpa9OnTRzzyyCOOCtup7HW+GXrvvfeEJEli27ZtdorS8z388MMCgNi5c6fR8pUrVwoAYunSpTJF5l5mz54tzKlKX3fddUKtVovs7Gyj5YsWLRIAxIYNG1qWDRgwQERGRoqKigqjdefOnSskSRK///67fYJ3A+Z+XjiifOvq6kRERITo16+faGxsNFp30qRJwtfXVxQVFdnrrboMc8s8NTVVJCYmmrVPlnn7pk+fLiRJEkePHjVa3vx5/Oyzz7Ys47FuH5aUOY919yZLN0aVSoU1a9Zg2bJl8PPzs2jbL7/8EgCQnp5utDwpKQlXXHEFNmzYgOrqarvFKhdbyggAnnrqKWzbts0oK+1pbCmj0aNHY/ny5Zg5c6bR8oSEBERGRnpMVxhbymjo0KFYvHgxrrvuOqPlycnJiIiIQF5enj1DlY2t51qzxYsXY8+ePVi+fDkkSbJjhK7BXuXkyWwpox9++AE5OTl46qmnoFQqW5b7+/vjyJEjeOedd+wdrizsfRzl5+fj6aefRnp6OlJTU+0QYefw5ZdfolevXhg1apTR8ptvvhl+fn74/PPPZYrM81RWVuL777/HFVdcgcTERKPnmuuyzeX9xx9/4NChQ/jLX/6CoKCgVusKIfDFF184J3AXYM7nhaPKd+vWrTh//jzuuOOOVj0k0tPTUVtbi//+9792eZ+uxN6f0Szzjt19991YuXIlevXqZbR88ODBANByTcJj3X7MLXNLsMxdkyz928LDwzFt2jSrtt23bx8iIyMRExPT6rmBAwdi8+bNOHz4MEaOHGlrmLKypYyA1slAT2RLGQ0ePLjlA81QUVERSkpKMGbMGFvDcwm2lNGkSZMwadKkVssLCgpQUlKCtLQ0W8NzCbaeawBw4MABvPjii1i4cCEGDRpkp8hciz3KydPZUkY///wzAHjsWG/N7H0czZs3D15eXh437psj5eXl4dy5cyaTgyqVCn379sWBAweg0+mgUHAeI1sdOnQIGo0Gl112Wavn4uLiEBERgX379gFAy/+m1h04cKDROp2BOZ8Xjirfzvq3sPdnNMu8Y9dcc43J5VlZWQD0N5kBHuv2ZG6ZW4Jl7prcrhaTn5+P6Ohok89FRUUBgMe0OCHn0ul0mDt3LrRarUePu2Stmpoa7Ny5E9OmTUN0dDQWL14sd0guob6+HnfccQeGDBmCZ555Ru5wXNqaNWswatQohISEwM/PDyNHjuxUrRTac/LkSQQFBaG4uBjTp09HWFgYvL290b9/f7z77rs2jyfnifbt24cvvvgCzzzzDCIjI+UOx23k5+cDQLt1qdraWpSVlTkzLLf2t7/9DX369IGfnx9CQ0Nx/fXXY8+ePQDMK+/memt76/r7+8PPz4913Es4qnzbW5fXG3q1tbV48sknkZycDB8fH0RFRWHmzJk4fvx4yzosc+sUFxdj3rx5CAwMxL333guAx7qjmSrzZjzW3ZfbJbvq6uqgVqtNPtc8mGptba0zQyIP0NDQgDlz5mDjxo14+umnPWZwenuZMGEC/P39MWbMGAQFBWH79u0YMGCA3GG5hOeeew6nT5/Gp59+atT9jFrbtWsX7r//fnz77bf497//jdraWtx6661444035A5NdlVVVdDpdJgyZQpGjBiB9evX46uvvkJERAQeeeQRJuBNePnllxEUFISHHnpI7lDcSvOMXaxL2U9WVhZeeeUVbN68GS+99BJ2796NMWPGICMjw6zybi5rS9YlPUeVb3vr8hzRO3/+PKqrq/HWW29h06ZNeOyxx/DNN99g+PDh+PPPPwGwzK2Rn5+PyZMnIy8vD5999hni4+MB8Fh3pLbKvBmPdffldtP0+fr6or6+3uRzzQcOx5MhS5w/fx5/+ctfsGPHDrz00ktYsGCB3CG5nOXLl+P8+fM4deoU3n//fQwZMgT/+te/Wo151tn8/PPPeOutt/Duu+9a1eS5s7jllluQlpaGyMjIloTg6NGjce2116Jfv35YsGABHnjgAQQEBMgcqXy8vLxQXV2Nv/3tb0bn1eTJkzFgwAAsWbIETz/9dMsdv87u1KlT2LBhAx555JFOfdxYw9fXFwBYl7KDJUuW4I033jBqWThmzBiMGjUKI0aMwDPPPIO//vWvANov7+ayNudvw7+LMUvKzF7r8hzRt9QGgLCwsJZl48ePR+/evTFjxgy8/PLLWLlyJcvcQvv27cPUqVNRUVGBdevW4dprr215jse6Y7RX5gCPdXfndi27EhISUFhYaPK5goICAECXLl2cGRK5sePHj2PEiBHYu3cvVq1axURXG5KTkzFy5Ejcdttt2Lp1K5KTk3HXXXehvLxc7tBkU1VVhdmzZ2PixImYNWsWqqurWx5CCGi1WlRXV7f5pdeZ+Pr6IiYmplXLt+DgYFx99dWoq6trGSehs2oeh/KKK64wWu7t7Y20tDRotVocOnRIjtBc0sqVK6HT6XDLLbfIHYrbSUhIAIB261IBAQEIDQ11ZlhuKTg42GQX2mHDhiEpKQl79+41q7yb663trVtRUYHa2lrWcS/hqPJtb11eb+gv/A0v/pvdcMMNUKvV2Lt3LwCWuSU2bNiAcePGQa1WY+fOna2SLjzW7a+jMgd4rLs7t0t2DRs2DCUlJcjNzW313N69e+Hn54f+/fvLEBm5m9OnT2PixImor69HRkYGbr75ZrlDcimrV6/GihUrWi1XqVQYPnw4amtrcezYMecH5iL27t2L7OxsbNmyBYGBgUaPnJwcZGRkIDAwEPfdd5/cobqEjlqRNN/l6qyGDh0KwHTFR6vVAmi7aXxntH79eoSHh7v9ZDRyiImJQUJCAvbv39/qudraWhw5cgTDhg3zyFllHaGhocHk8rq6Ovj6+mLAgAHw9vY2Wd6nTp1CeXk5RowYAUBfxwVgct3mC6rmdUnPUeXLv0X7hBBobGxstVyj0UCj0bR8p7PMzfPNN99gxowZGDJkCDIzM00OFcJj3b7MKXOAx7rbEzI7ffq0ACCmT59u1vrff/+9ACAWLFhgtPzw4cNCoVCI9PR0R4QpK0vL6FKJiYkiPDzczlG5FkvLqKamRvTp00fExMSIU6dOOTg612BpGV133XVCkiRx5MgRo+UajUZcdtllQpIkUVhY6IhQZWNJGZWXl4sdO3aYfMTExIjLL79c7NixQ/z5559OiNy5LD2Wxo4dK4KDg0VJSYnR8uLiYhEeHi6io6OFRqNxRKiysbSMCgoKhI+Pj7j33nuNltfV1Ynu3bsLPz8/UVVV5YhQZWPtd1t1dbVQKBRi0qRJDorM8z3zzDMCgNi6davR8n/84x8CgPj4449lisx9lJaWiqCgIDF+/Hih0+mMntu6davRsT1z5kyhVCrF8ePHjdZ76qmnBACxbdu2lmUjR44UoaGhrT4vb775ZuHl5SVOnDjhoHfk2tr7vHBE+TY2NoqEhASRkpIi6uvrW9bT6XRi5MiRIiQkRJSXl9vzLbqctsr8yJEjQqVSiTvuuKPVNh9++KEAIJ544omWZSzz9mVlZQlfX18xYcIEUVNT0+66PNbtw9wy57Hu/mRJduXl5YnMzEyRmZkp1q9fLwCIiRMntiw7ePCgEEKIjz/+WCiVSvHee+8ZbX/TTTcJLy8vsXDhQpGRkSE+//xz0a1bNxEfHy/y8vLkeEt2Z0sZVVZWtqyXmZkpYmNjRXBwsNEywxPLXdlSRi+//LIAIBYtWmRULiyji2W0b98+ERQUJLp06SLef/998fPPP4u1a9eKtLQ0AUA8+uijcr0tu7L188iUxMREkZqa6uDIncuWctq4caPw8vIS/fv3FytXrhQ7duwQK1asEL169RIKhUJ89dVXcr0tu7L1WHrrrbcEADF37lyxadMmsWbNGjFu3DgBQPzv//6vHG/J7uxxvu3bt08AEPfff7+zw/cYZWVlIiUlRURFRYnly5eLjIwM8eabbwo/Pz9x5ZVXCq1WK3eIbmH+/PkCgJg6darYsGGD2LZtm3j99ddFSEiICA8Pb7nZcfr0aREZGSl69Ogh/vOf/4iMjAzx/PPPC6VS2eombWZmpvD19RVDhgwRa9euFdu3bxcPPPCAACBeeuklOd6mbMz9vHBU+a5fv14oFApx1VVXie+++078+OOP4qabbhIAxIoVK5xWDs5kbpnfeuutAoBIT08X33//vdiyZYt4/vnnhY+Pj+jevbsoLi5u2SfLvH0TJ04USqVSbNiwweT1SHOZC8Fj3V4sKXMe6+5NlmTXwoULBYA2H4mJiUIIIT766CMBQCxdutRo+/r6erFo0SKRkpIi1Gq1iIyMFLNmzRI5OTkyvBvHsKWMfvrpp3a3BSBOnz4tzxuzI1vKKDU1lWVkxrn2xx9/iLvuukv06NFD+Pj4iOjoaDFu3DjxxRdftLqT7a5sLSNTPDHZZWs57dixQ0ybNk3ExcUJlUolIiIixPXXXy8yMjJkeDeOYY9jadWqVWLEiBHC19dX+Pn5iZEjR4ovvvjCye/EcexRRps2bRIAxDPPPOPk6D1LUVGRuOeee0RMTIxQqVSiW7du4rnnnuuwZQEZ+/jjj8XYsWNFeHi4UKlUomvXrmLu3LnizJkzRuudOHFC3HLLLSI8PFyo1WrRu3dv8cYbb5hs1bpv3z5x7bXXiuDgYOHj4yMGDRokPvzwQ2e9JZdh7ueFEI4r3y1btojU1FTh7+8v/P39xejRo8W6desc9ZZlZ26ZNzY2iiVLloihQ4eKkJAQoVarRXJysvif//mfVq1ahGCZt6ej6xHD41wIHuv2YEmZ81h3b5IQQoCIiIiIiIiIiMgDuN0A9URERERERERERG1hsouIiIiIiIiIiDwGk11EREREREREROQxmOwiIiIiIiIiIiKPwWQXERERERERERF5DCa7iIiIiIiIiIjIYzDZRUREREREREREHoPJLiIiIiIiIiIi8hhMdhERERERERERkcdgsouIiIiIiIiIiDwGk11EREREREREROQxmOwiIiIiIiIiIiKPwWQXERERERERERF5DCa7iIiIiIiIiIjIYzDZRUREREREREREHoPJLiIiIiIiIiIi8hhMdhERERERERERkcdgsouIXM7atWuxYsUKucMwy/79+/Hiiy/KHQYRERGRS2F9jojkJAkhhNxBEBEZGjhwIEJDQ7Ft2za5Q+nQY489hnfeeQf8KCUiIiK6iPU5IpITW3YRkUspLy/H4cOH5Q7DbDt27JA7BCIiIiKXwvocEcmNyS4iD3TVVVdBkiR88cUXJp/Pzs6GJEmIjY2FRqOx6jXy8/Px8MMPo3v37vD29kZISAjGjx+PlStXmlz/008/RWpqKkJDQ6FSqRAXF4e0tDRs2LChZZ05c+YgNDQUOp0O27dvhyRJSEpKsiq+ZqdOncI999yDpKQkeHt7Izg4GCNGjMA777zT6r3PmTMHkiSZbHK/bds2SJKECRMmAABWrFgBSZKwf/9+AIAkSZAkCdnZ2TbFS0RERASwPmeI9TkispSX3AEQkf2lp6djy5Yt+PDDDzFz5sxWzzdXmm6//XZ4eVn+MXDs2DGkpqaiqKgIaWlpmDVrFkpKSrB69WrMmjULmZmZWLJkScv6f//73zF//nwkJSXhrrvuQnh4OPLy8vD1119j6tSpWLZsGe677z7MnDkTvr6+WLZsGbp3744HHngAwcHBVpfD/v37MXHiRFRUVGDq1Km45557UFVVhdWrV+Oxxx7Dli1bsG7dOkiSZPG+hw0bhjfeeANPPvkkAOCNN94AAISFhVkdLxEREVEz1uf0WJ8jIqsIIvI4NTU1Ijg4WCgUCpGTk9Pq+YEDBwoA4uDBg1btf8yYMQKAWLp0qdHysrIy0aNHDwFA/Pzzzy3LY2Njhbe3tygpKTFav7CwUISFhYlBgwa1LPvpp58EAJGammpVbIYuv/xyAUC8//77RstrampayuDzzz9vWT579mwBQHz00Uet9tVWXAAEP0qJiIjI3lif02N9joiswW6MRB7I19cXM2fOhE6na9WE++jRo/j9998xaNAgDBgwwOJ9HzlyBL/88gt69uyJhx56yOi5kJAQPPvsswCAjz/+uGV5eXk51Go1vL29jdaPjo5GUVER9u3bZ3EcHfn9999x4MABdO3aFffdd5/Rc76+vpg3bx4A4LPPPrP7axMRERHZivU51ueIyHpMdhF5qLvuuguAfiwCYTCzTHOT99mzZ1u1319//RUA0KNHD5w5cwbZ2dlGj4SEBABAZmZmyzZTpkxBVVUVhg8fjhUrVqCgoKDlOWua3Ztjz549AIDRo0ebbNY+fPhwAMCBAwcc8vpEREREtmJ9jvU5IrIOx+wi8lDDhw9H3759ceTIEWzfvr1lIM5Vq1ZBpVLhtttus2q/586dAwB899136NatW4frAcDy5csBAKtXr0Z6ejoAoE+fPrj22msxd+5c9O7d26pYzIkzOjra5PORkZEAgPPnz9v9tYmIiIjsgfU51ueIyDpMdhF5sPT0dDz55JNYsWIFJkyYgAMHDuDo0aOYOnVqS+XAUs131dLS0lo1JzekVqtbfg4ODsZXX32F7OxsbNy4EZs3b8b27dvx5ptvYsmSJfj3v/+NO++806p4OorT8C6oIZ1OZ7QeERERkStifY71OSKyHJNdRB5s1qxZmD9/PtauXYtly5bZ3OQdAGJiYgAAPj4+mDZtmkXbJiUl4eGHH8bDDz+MhoYGfPLJJ3jggQfw4IMP4sYbb0RgYKDVcV2q+Q5gYWGhyeeb7xRGRUW1LGuvolRaWmq32IiIiIjMxfoc63NEZDmO2UXkwaKjo3HttdeisrIS33zzDT7//HOEhYXhuuuus3qfI0eOBADs3LkTdXV1rZ6/cOGC0RgOAJCbm4uSkhKjZWq1GnPnzsWUKVNw4cIFHD161OqYTGkew2Hnzp0m7wbu3LkTgH7K6WY+Pj4AgKqqqlbrHz582K7xEREREZmD9TnW54jIckx2EXm45jEVnn76aeTm5uLWW281apJuqd69e2PMmDE4d+4cFi9e3Or5efPmIS4uDp988gkAYPPmzejatSvuv//+lqbmzerr63Hs2DFIkoS4uDgAFysol1amLNWvXz8MHz4cZ8+exQcffGD0XGVlJV5//XUAwN13392yPCUlBQDw22+/Ga1fWlqKf/zjHyZfp3lGIlvjJSIiImoL63OszxGRZSTRVgdoIvIIGo0G8fHxLc28f/vtN6O7X9Y4evQoUlNTce7cOVx11VUYP348ampq8P3332P//v0YM2YMfvzxR3h7e0MIgbS0NGzatAn9+/dHWloawsLCUFJSgo0bN+LYsWN48MEH8d577wHQVzLi4uLQ0NCAW265BYGBgXj77bfh7+9vcZyHDh1CamoqysvLceONN2LIkCEoLS3Fl19+idzcXNx3331YtmxZy/o5OTno3bs36uvr8cQTT2DEiBHIycnB0qVLccMNN+Dtt9/G+PHjsX379pZthgwZgn379mHs2LEYOHAgZs+ebXP5EhERERlifY71OSKykCAij/f4448LAKJPnz522+fZs2fFww8/LLp37y7UarUICQkRgwcPFq+//rqoq6szWreurk68+eabYsSIESIyMlIolUoREhIiUlNTxYoVK4ROpzNa/4MPPhAxMTFCrVaLnj17iurqaqvjPHXqlJg7d67o0qWLUKlUIigoSIwfP158+umnJtffvn27GDdunPDz8xO+vr5i0KBB4pNPPhGnT58WAMSIESOM1t+5c6fo06ePUKvVIj4+Xvz8889Wx0pERETUFtbnWJ8jIvOxZRdRJ7B8+XLcc889WLx4MZ566im5wyEiIiIiC7E+R0RkPia7iDqBgQMH4tixY8jJyTGarYaIiIiI3APrc0RE5vOSOwAicqw33ngDBw8exMMPP2xUMaqtrUVeXp5F+/L19UV8fLy9Q2yXRqNBdna2RduoVCokJiY6JiAiIiIiJ2N9jojIMmzZReSBsrOz8fnnn2Pv3r1Ys2YNUlJSkJmZieDg4JZ1tm3bhiuuuMKi/aampmLbtm12jrZ92dnZ6Natm0XbJCYmWlyhIiIiInIlrM+xPkdE1mPLLiIPlJ+fj5deegne3t646aab8M477xhVjACgf//+WLt2rUX7jYiIsGeYZomKirI4Tj8/PwdFQ0REROQcrM+xPkdE1mPLLiIiIiIiIiIi8hhWt+zS6XTIz89HYGAgJEmyZ0xEREREdieEQFVVFeLi4qBQKOQOxyWwPkdERETuxNz6nNXJrvz8fHTp0sXazYmIiIhkkZubi4SEBLnDcAmszxEREZE76qg+Z3WyKzAwsOUFgoKCrN0NERERkVNUVlaiS5cuLXUYYn2OiIiI3Iu59Tmrk13NTd2DgoJYOSIiIiK3we56F7E+R0RERO6oo/ocB6wgIiIiIiIiIiKPwWQXERERERERERF5DCa7iAgAUNugxYlzVcjKr0Btg1bucIiIyJVoGoDzJ4DGOrkjISIiIuqQ1WN2EZH7K66qx9d7crEjcy9U5SdRK9Sohi9OiVjEhIdi+uAE3DaiK8IDvOUOlYiI5HQ2E6gqAMqygZRJckdDRERE1C4mu4g6IY1Why82ZUD161uYKv2OB6QSQH3x+QvCGz9WDsa6H0dj6U9D8UBqMh6ZmAwvJRuDEhF1SlUF+v/ryuWNg4iIiMgMTHYRdTJn8/Ox79P5uLlmA9QKfXdFneQFEZ4CpWgEakrhX1uKqcpfMVX5K3bp+uC5rXfh5+PFWHLLIHQN95P5HRARERERERG1jckuok7k1B97oVp1G6aiEJCAooiRiEp7CoquIwG1v34lIYC8fcDh1RB7PsRIzR/4zns+Xs+7BTe+dwEr7xmJPrGcnp6IiIiIiIhcE/skEXUSJ35Zg8hVU9AFhSiUolBy4ypEP/wDpOQrLya6AECSgIQhQNqrkB7aBSRfBTU0eF71GR5pweHsWgAAIABJREFU+Bdu/+cvOHS2Qr43QkREOH78OObMmYNu3brB19cXPXr0QHp6OrKzs+UOjYiIiEh2THYRdQKFmf9F0ua7EYhaZKn6w++hHQgfmNbxhqFJwO1fAZNfg4CEOV6bsEjzf5izPAOniqsdHjcREbWWlZWF4cOHY9u2bXjhhRewadMmPP7449iwYQOGDBmCnJwcuUMkIiIikhW7MRJ5uMo/MxDyzT3wgg7bvSdg2F//Az9fC8bdkiRg1IOQAmMg1t6Ha/EbarX/wNyP/bD2obEI9lU5LngiImpl4cKFqKiowK5du9CrVy8AwLhx4xASEoI77rgDH3zwAV555RWZoyQiIiKSD1t2EXkwbdEfUPznFvigAb8ohqDPAystS3QZ6v8XSDP/AyEpMV2ZgRvLV+Dhz/dBo9XZN2giImrX3XffjZUrV7YkupoNHjwYANiVkYiIiDo9JruIPFXDBVSsuAUBohoHRAqi7voCUSGBtu0zZRKk65cAAB7x+i9iT32FZdtP2iFYIiIy1zXXXIPbbrut1fKsrCwAQHJycpvb1tfXo7Ky0uhBRERE5GmY7CLyUOe/fAxhtWdQKEKRd82HSEmIss+OB88CUp8GAPzNawW++3ELDp4tt8++iYjIKsXFxZg3bx4CAwNx7733trnea6+9huDg4JZHly5dnBglERERkXMw2UXkger2/gcRJ76CVkj4KnEhpoy8zL4vMGE+RMpkeEuNeFu5FM98sQu1DVr7vgYREZklPz8fkydPRl5eHj777DPEx8e3ue78+fNRUVHR8sjNzXVipEREROR2Cg8DZ/fIHYXFmOwi8jQVZyF98zgAYIXqFsy57Q77v4YkQZr2D+j8o5GiyMOs8mX4v83H7P86RETUrn379mH48OE4fvw41q1bh+uvv77d9b29vREUFGT0ICIiIjJJCKD4KFCWDdTZYegDIWzfh5mY7CLyJEKgcvVj8NbVYI+uJ1JmvIRAHwfNlugfAcWM5RCQcKvXT8jeuRpHCzn2CxGRs2zYsAHjxo2DWq3Gzp07ce2118odEhEREXkSnR177zTWAce+Bc78ar99toPJLiIPos1ah6CcLWgQSmzq8SzG945x7At2Gw9p9CMAgJe8PsQrq3dDp3Netp6IqLP65ptvMGPGDAwZMgSZmZkYMGCA3CERERGRp9FpLv4sSbbtq/QU0FgLVObZth8zMdlF5CnqKlC/YR4AYIU0DfdOd9Id/gnzoQlOQpxUikkFH+DrfWed87pERJ3UkSNHcNNNN2H06NH44YcfEB4e7rwXt7WiS0RERO7DMNllz1ZeTuAldwBEZB/1m1+BX30xTuli4D/5GUQEeDvnhdV+8LphCfDJDZil3IJ7vluHKQPuh783P16IiBzhkUceQUNDA5544glkZWW1et7b25stvYiIiMh2wiDBVZQFJI2RLxYL8WqUyBOUnITXvuUAgH8FPIC/jUx27ut3nwDtwNuh/P0zzGv8AP/afiX+enUf58ZARNRJbN26FQDaHIw+MTER2dnZDnp1tuwiIiLLFVbUobq+EclRgXKHQpYwHFC+qkC+OKzAboxEHuDCN89BKbT4STsQadNuh5fS+ae2cvIiNKiC0UeRg7KM5SiqrHN6DEREnYEQot2H4xJdRERE1tl9ugRZ+ZUoqa6XOxTXcOE8cHYPoHFweei0NnY/dN/xmJnsInJ32b/A/9R30AoJm+MfRmrPSHni8AuD6sr5AIBHpVV477s98sRBRESOwzG7iMhcVYXAHxv0/xM1qdPo5A7BNZzaBpRlA/n7HfcaOq1+9sNj31qf8BJMdhGRHIRA7Tf6BNMXuomYdUOarOFIw+aiNiQZ4VIVEg+9i5PF1bLGQ0RE9sZkFxGZKTtD32olO0PuSMiFCDdOnjhEgwOvlxou6M9BTb1+FsROhskuInd2dCN8i39HtfBBVs+H0Cc2SN54lCr4XrcYAHCnchM++/YneeMhIiIiIpfFxAeRAwnDVnRWnmtufI4y2UXkrnQ61G76GwBghTYNd6eNkDmgJsmTUNVlIlSSFoNOvIs/CirljoiIiOzFhboxnj5/AT8dO4e6xo67Zmh1Aueq6qDTuW+lnchtKZQmF2u0Omw9eg6Z2aVODojIlTjwe1V07i6jTHYRuasj/4Vv2TFUCj+c638PekQGyB1Ri8Apf4MOEq5X7sLqjRvlDoeIiDzQwbPlqKxtxA9ZHY8HtPdMGX49WYIjvAFD5HwKL5OL88vrUF2vQX555+te5XEq84HCw2a1AnLjhkKO4cibSIaFbXXBG2wX3sOmcJyNyS4id6TTom7LKwCAf2uvxT1XD5Y5oEvE9MeFlBsBAONy3kdWfoXMARERUWdWUKG/mD59/oLMkRB1QpLpS846jS0zxJFLObMTKD4KVObJHQkZEnY4xwyTZEq17ftzIia7iNzR4dXwKT+BcuGP4r7p6BLmJ3dErQReswBaKJGqPIgt334tdzhERGQXrtON0Rou1AuTqBMxfeLp2MTH8zTWyR2BG3JWN8bOd74x2UXkboRA/bb/BQD8SzMFc64cKHNAbQjrhop+dwAARud8gFPnqmQOiIiIbObm2SLJzZN1RG6pjZZdWo6h53nc/DvC49hlzC57dIWUB5NdRO7m+CZ4lx5DlfDF2eTb0TM6UO6I2hQ2eT4aocIwxTFs/naN3OEQEZEHkiy4uHL367BGrQ4//1mM40W8gURupI0TT9e5x84m0nPomF0GJ5m1iSo3S3AZYrKLyM3Ub3sTAPC5diLSJ10uczQdCIpFWe+ZAIABpz5oGTOFiIjIXpSWJLscGIczZJ+/gLKaBg60T+6ljZZd7MZI5GB2Ocfc9zxlsovIneTshnf+btQLLxzscjsu7xIid0Qdikp7Ghp4YbQiC99/+1+5wyEiIpu4d7rI/Vt2ue9FB3Vmpk88rcGFuGDiy30ZNtEz40OWf2q5ODfxlVNSg6LKDsZwq6sAdI6bqILJLiI3Ur/9/wAAa7VjcduVI2SOxkwhXVDcYzoAIPno+yi90CBzQEREZDUXzBa5YEgOw5Yw5JbaOEd1OsNkl5NiIfsznPGPfVOt4MgvMTucWDqNxZtU1TVif24Zdp0qMX7C8Au74ixwfDNweruNAbaNyS4id3HuKLxPfg+dkPBz5G0Y3SNc7ojMFjNlPrRQYJz0O77/fqPc4RARUSdVr+GFmMfS1Bv9ypZCLqTNbowXf+Zfy40ZtswpOGByFZ6PLsDav0HOLov3UddoxndtyUn9/zWlVgRlHia7iNxEw463AQCbdENxw6RUiwbklZsU1g2FiVMBAPGHlqKqrlHmiIiIyFNY8m3or/ZyWBzO4A4tu2S5qM3NBP7YAFQVAQDKLjTg20OFOFlc7fxYOjshgAsll1wUt9GNUcdujB7Bwhn/BFObxpx1TdcJzzEmu4jcQUUelIe/AgBsDLwZV/WJljkgy8Ve9zy0UCAV+/D9lk1yh0NERFZxvRstllwnhPipHBeIE+hc/Fqlsq4R3x0uxLFCJ88WWX5G/3/xHwCA38+WQ6PT4XBehXPjcHOnz19AZnapUfdCixUcAE79BBQfu7isjZZdhgkuFz+0qT3ikjGXTIzB1AnzLK7BsODPZNhjh2auZc56jj8omOwicgO6X9+DUmjwq7YvRqemQaFwvYuNjigiU3A27hoAQMTeJWhgVxIiIvfjRq2KAQBCQBiMIeNu4V/K1Vu//JFfiUatDkcLZZotsql8vBS8xLHGwbPlyC+vRV65DbNnN3dNKjp8cZmjBi3XNupfr7GDQbDJsS5NblkxxpNZtI1A6alWXZbdn5O+mLRO7FnjIl9V/CYgcnU1pdBlfgQA+NRrGm4cFC9zQNaLvf556CDhCrEb23ZskzscIiLyCO1cKJzcCvHnJo9pVuDq3Ri1ssfXlOxSunlWU2YaezQhVBh0GW6jZZfhqWtV17a8vUD+fiB7h+Xbkv1c2o3RRLLL8K9r9cfE2Uwgbx9w5hcrd9AZyf2Z3A4nfF8w2UXk6vZ8CC9tDY7oEpE0fCp81Uq5I7KaOrYvTkdeCQBQ7XzL5e9QExHRpdwoiaDTAbVlEPWV8NLUNC10o/hNMGvQXxl5e12so9jUFc5G7v1Xlp/9OxA4qGVXZZ7+/zoX6a7acEGfgKuTqWWjXMxIdtlFZb7+fwcOaC4Ld2pybOaJas+1bMFkF5Er0zSgcdc/AQAf6qZg1ugkeeOxg+gp8wEA4xoy8Ot+0zO2EBERmauj6wRPuq3SoHX1ZNfFSwtZYrX2JpoQHtP6zx4Udrn4NijPtlp22VzkHceZW1qDn/8sRl1j63Gk7O7MTqD0tH7MsnbodAKHzlagsMJDul9eeu6YHLOL55csbC336mLHvSxbdhF1ckfWQVVThHMiBJq+NyI22FfuiGwWkDQUp4KGwUvSoeLHt+UOh4iIPJa+Iq2vT+t/NryGP1ZYhczsUve6CHOnUGWJ1YoXFQI4vhk4scX+4biwoso6HC8yPZGAXcaGNUx4OGrMLjP2uy+nDGU1DcjKd0Lrr+YWZh2MjZRbVoNT56ux+3SJ42OSg6lkVxs/A0CjiyfxHU+ell2VdY34Pbe8/UTw6e1W7ZsD1BNR+4RA4y/vAgA+0VyF2WNTZA7IfoKvnAcASK3+DkdOZMsbDBERmc8Fu1u0GVHT1XNb1emjhZXIL6/F+eoGR4TlEFaNa+REhgkLWWK15iU1dUB9pT5RoWnjWCg6AlQV2hSaq9l1qgRHCipRXKUf7Nsw6Wv3boxtzcZo8LN149GZH2ij1nXOnVpntDJzqktbdpkYs6uN4q+oacS3hwqw90yZA+Ki9j4UD5+tQHbJBew4fr5lWb1G28ENIDueR044JZnsInJVubuhKjqAeqHCodi/YFDXULkjspvwyybjrHcy/KR6nPxuidzhEBGR2Vwv2dW2tmvSDr2w78SaE1xKzQWgqki2OCRLkrKGF3amtqvIA84dAbIzbA/MBdVr9IkXrc7wnLB7tqv1orJs+FRlt/xq1XWvBWNDudJpLrlUNA5gwd/lRLG+deHZspoO1rSBTgec/Ek/mUEzV5rJU6abSMXV+kR3TYP+71V2oQHfHy5EZnZT4lFnfYs7oxsfRskz575XJruIXJR253sAgDXasZgx7nKZo7EzSQLGPAoAGHX+a5w956HNuImI3JTWjMHFT5yrwp9tdINypjYTG80VbIO3Ut80wLvheFJeCvepDpvb+KWyrhF7sktRdaFGn3SyR59CIYBzR9sdHLr5ZcJK9kNxJgMoz7H9dS1izfvsYJtGB16Ed6SxDrhgex2pqq4R3x8uxMni6lbPNZ8/jr0cvbTljw44uwf+5w9CoW3dsswdNGp1yC2tYRc8wMTnS+u/pWFLT8O/tVPmsaguAmpK9MmtZmf3cCbPS5w6r/98KKio1S+4dOIBC5hXN2A3RqLOqTwHiqMbAQAbfacirX+MzAHZX8KY21CsjEaEVIn9G5bJHQ4RETU5nFeBjQfzUV7Tdvc+jVaHrPxK/FFQ6ZyBny9heLF06YW5Rqu75GLq4s/nquqg0wnjG9Zu1MjC3HzAzhMlyCuvxZ+/btBfzJWcsP3FS04ARYeBk1vbXkfXCFVDOdSNTWMXydi6y2zGTRDki8OUoxv1g51bOUh0s61Hz6Feo8XhvNbjVsnTsvFiOQdVHoNCW+/iHXRb23umDPtyyqzqfidbb3AbWupYxILzyCmnnDDxHeVSM3k68ICwqYBNbPv/7L13kCTneeb5ZGZ5X+3dWKBnMAaDAWbgQRiCBAESFMSVOWmXt6LuNjYUsbpQaEMrnW51odgNxkp32uWFNqhbrSiJ1EknQ1E8SiAIj4EbYADMAONN90xPT/uqLu+r0t0fmVn1pa2qdjUYfL8IEj1Vab60le+Tz/u+HS4vX23VrevlbZWKXRTKTYj8wX8HAwnviAfxyMOPwc3dgpcq50bh8L8GABya+3+QLVZ7PCAKhUKhAGi6Py4uF8xfqlGa1GN9wG6dDUHCyxcSePdqCnZvjRui1FE9qWpDxMWlAqqNT199HS01TdYCueUzQGp6fQfLwdGlEVp8F0PJ48q6IWPLK+prddq62k6n0tm4OQSwcnJDF6dP41WdXRu8mfOZCs4t5iFYOZ+IlQXL8+hPfWS9/uwNpXlA3exI6zWJQk3335uemTeBiz9qWzy/U9KlOoo1bVmGg2fhCNLX8yM/34Lra7PXUS8Cs8fbujDPLeTxwUz6JnYxGkS3zR4n7cZIoXwGqRchnvwLAMBf4cv4xfu29XhAm8fup34FBSaMHcwK3v/JX/R6OBQKhUJpyyZbEmRZCRhE55ovupQrYkipUh2CJCFTbhAF6tcmupyYSWM6qXRsvFkoNzqvhWNi+QyQn1/7/EZ3BF8D5k7o3FtcveWS2KwwRpJkvDO9aulSWnM3Rqu/byZsCryvFVKs3iyXUaJYQ10QlbpAxv1qEEM8fN760C18pDhvFk9uziB7RE+MXeWUst9L63dblusC3r2awhuX7UTYzq+jLUlj3GzmTgDFZcWF6cBMqoSVQg25ikFwvEkav5iHsTEHx6F65oYs3wkqdlEoNxun/wYuvohr0igG7n4WsYCn1yPaNBhvCMuT/wIAsP3Sd1Bbz0M8hUKhUDYUpyLKpDNqQ5/TMzNKwGDV7jw3D1x9HaiXbN+Me1ytR9uGQIgzxPSiJOtjb5vn7YLqWsg6pHOuhWpDxLHLSVxY6kH6TM3CrdcpZNHpWl4VzxZ0NW90u3KT4piVQg2ZcsOy/tTaxKoOToaes7HBMCma9qZYuubAIz9x2PdCfd1r7KppwS3N+vdDud7meb3NdbiRXVsbgoR3p1OYTZWd1riudbQfRHfOw7V1Ht18zFqX1Tg3shvj5qfVUrGLQrmZkCTw7/3fAIDvik/jGw/v7vGANp/dz/5b1OHGQVzFO6//U6+HQ6FQKJQO2LRn9cx15b9Vizo48x8ony99bOvsIh/WpaazC2CIOcQuB7/RpQTmsxUUajyuJnuRmrWOAycR4mHykmXh9q0I4TrRLLoaR2aGmPHmDEI32tn15pVWDTCtZtd6RQdnjM4u2fSp467vorvfp4Ge6m7tzqV6Ebj+juIEs4ElCr3Jsmw+eOVVU9qzbXe+dZ52F5bySJfrOLOQs5+IXN/UK5tQp6v9AbUU57uYvzes7eBMd9q4puEkUG4MVOyiUG4mpl+GO38deTmAxK6vYXI43OsRbTruyDBmxn8aABA6+UeQbgk/M4VCodxCkIGCxTP5lusDQsP2zbj+J8RmGqm7sH6jC3hfsqqF1gHd1Hnpz51BJH9lTevpCNbdNmKvCxKkTSiIzRkDbR1yc9120wiipO82SnZom/9ACfaVGZWObYlzGzLuriHFxQ1WR7qqGZSZUeoRSRtZu868fkcR2k7siowRi5QhSjKmE0WiltTNSg/FjXbn0o33lFTHmTdtJ+GIZSjXkuHY5ReURhYdnGfr+fmoNAQs5TqpmUaspV5QtrFDSnVBV2zdkg7EWOu06y3AcAzm0hW8dzWFhmC+N5vcj1bHj/hIkmTLe4mx3mcva5RRsYtCuYkQ3vsjAMDfiJ/Hv/jcvh6PZuvY8exvQgKDB8WTeP/Eu70eDoVCoVBILB5UNzINZS3o9TdC/CDb22uChtz8PwDQCx3ozfgdkURg+ayp2HHH8UIlg0h1CeGiRQfGjQo6WA6mgN1QZ+3aaglnFjY+wOMYBpAlxLLnIeQWUONFUzBFNhUgD7coyXjh3DJeOr9ivfBKGphVn0OKy0B2dmvVXFIc1LrFARvu7CLRtu6s3bFa/FjZF6QouO6VqttJ7Ns1icCsi1imjEvLBVxcLljWkrLTeHhRwsdzWSQ3otC83UoMaZjkZJslBGTLDbx8YQUL2YrhhtnmXOogJY90djmKlESamu7eTEyynpS+Vy8mIHQiqBvXYeFKteP1Swm8eSXZbPqxKWyh1e+T+SxWS/UOrzf7YyOIEl66sKI2g1nrUjYfKnZRKDcLK+fguvEOBJnFW9GfxqOTg70e0ZYRGN2D6b7HAQD1t/+wt4OhUCgUigNaN0YicNnCJ1lBlDC7uKgUoNfWD7uxEHXFZH2gtZEBZqHG453pVSSLG9SVbfUykJrSFTvmRal9UCg0lK51YgMuWzvaBm03w5oDNIk3Ld7osCnXhXV3t+RYBv3pjxEs30Dh8tt4+cIKrmv1etTgmgxMyWNdUWtVCZJk7yRvlBWhsYPukxvK6hRw4YeEyLm17p+lXJuu2MI6umabCtSb9z15TZvpbF+spb7elZUi5jMVvD/j3ElvzSx9Alx6HsgvWn69WffPK2feBwqLOHUja6iN1GZfdjkgSepsnjX1gRB5IHm55bbcKNaw02uN9blU29aMK6cAfjM601tva8mi7lpnNbsUMuUGeFFqc912Ph4NSZLx5pWkct5uAFTsolBuEqQT/w0A8JJ0H778uft0b00+Cwx+6d8BAB6pvoGzFy/2eDQUCoVCaUG6AhjjJ1v61vbcUh6pUt22Q6JkEDbS5brJ2WUUjdYbbH50PYNMuYH3r21QsGwoIl9tiPjJuWXTG/SKsanLpX8Cpl4C6kX7wCo13bbTZeeYU16cdiUvSnjtUgKvXFxRhKQrL+oEgHw+iytnPkCt1j7g89WUjnIrqhsnUzGntoYL0xhMvgfZJv3O0ZEyc0wRHbeSlbPKfxdPKf/l3Ju2Kkbi4eIVAaHj8z81rbi87BAFYOrlzpalii/rvXeUGwLyVS3YXtvSKusUX20R1HFpjrjE+eZXnZSsypZqyKeWgZVz1jUMncgvIli4iv60ei6RYtdGuAQdnL0rhWrrmNgUIO/YTbt8Vtlv06+sZZS6NVZ4oaeF4R3DunJKSRu9/MJWDafDfbH+AvWMJIC5/jaQUp3GqSnH6VPlOvJVXnEkbgBU7KJQbgZKq8DZ7wMA/pZ7Fj9zz3iPB7T19O19GNcCh+FhRKy8/H/1ejgUCoXymeLjGxl7x41lGmPrM0HcpI5K2VmUly6CJ5ZvTEE0Do/8+sS1FK6nykiVDZ3cNjjeqVvUPrGiXBeQN7act8IgVGkP/ca6MbZpZ5W0c1YMEXSvC1PQbN6xZGMAUlSQbxxXHFRz7zc/u/Luj1CcP4OPjr/qmFJGHm8319rQVEl/nCOFKXgaWSxcv9T87NJyyyGyYYFvOa3UKNooZHU/kSl6Gyx8jay8ieHE23A3rIt62+4Zspi/gdTSNcwuLneWVmaxBhdfBG68b1083OKEFiUZp27kMJ0sYT6z9sB4Q9MIyWURzkzTdyrB0g3Iy2dNnwuihAvvv4jpE89DSl5WutACivMnM+NYP00QJYCv6sUVVXSaSZVw4npm7dtcLwJXXgKTm7X8ulDlsZCtYlptvpGr1PHxXFZJNSaH47T6RqUlFFZSHczQntVCDReXCri8ol7/VjdIWQbKKUh8A+lSfcNrCDt2Pe0irXKjsNqlpt0iy5DU/62VUGkWKCWB5dPKB6LNb2AtDzQqG94dlopdFMrNwMk/ByvxOC3dhgP3PYmAx9V+nlsQ/xO/DgB4MPc8Zhes7d4UCoVC2XiW8zVT2kDrwddCYCL+fuvKilLAOmVRI6ob8gtArRV8V2ZO4NLH7+LNM53XCrIK4oo1AeSIjeWUN/tdf7JYw3tXU3jtUgJvTplrCTky+y4Ym0DIqsCwAuP8gF9c7nz9yctAwsJtbRMsOsZEpBtEMAc8rKx85q1nOk4pcxGdMmUZlhHctWRL4FrOt1xjnaZf6bCafuYYMHfC5MjrCsJtl8iXMWXsZsZwa1+2BaykiAn+aqLrmnWSJEOSZCxkK6jxLdHl4/k8UuUG0iWrtKb2aYyDqydQSM4ie/61jsZBpqomijXTMo1ihWUInbiIwNwxMFLrfKzxomWKFyQJ4LtIVW6TeseKNcRy54HUFZNzixdl+Oqr6mqJ7bj+tuKuWz5jucxKQ8AL55ZxZj6r315V7MqUG8hUGu0LrtuxeApolMAtnWotmnDO8oYXH+9MrWI+U8Enc3pRNWuX+sbXgCs/AS4/r36wduGjxos4v5hHuS5gJa3s36YbNjxmniEzA8y8ifmPX8S7V1M4t5hfmyiYuQ5cecl0P+iZq8xmvZ2k/MqyhNPzOXwyl1uzQMrIHTqJp18Frvxkw8uXUbGLQuk1fA3CB38CAPie9Az+5UO7ejyg3jF29DksuHcizFRx+ce0dheFQqFsJQW7Dma6h1ym9ZEsY3TpNYwvvqQIKNqbWztmjwMLp+y/nzuh+6cWkAl83Wpqy+F1UrNrzUFHNacEe13UVZFlGe9fS2O1ZL0NlgEE+VlxBb6EkjpGBuSAU01jWfelaXsbZSVtxrjOqsHlI9QVF1jyovltvCzbDMB+30oblD5JrsHFtkIZN2cX1ljvKMc0RigOmeV8VSfoOIpjdueFnZOBJDvb/PNGqoRLywVDmiqx3vxi92ltJB04r+w2czZVwovnV3BmIYdTN7J4d7p1HsmqIGd5fRWWjGswTcJKDUwliri2kkbZJDZZO7uclvn82SXdNIxgIVQlL6JeyijuE5WXL6zg9UsJs5h87Q3g8o/XJ2oSRAr2Lwd0AiS56ZqAlp+3nG9OdbilSjVjFfzW4tqJ0k4Y0hJ9lWWwy6cdrgvl80KN193r7O6HqGZa4yXuF/lqo1WXz4HFXLVZe+7kbBbXVkt4Zzql1BNsh3oNrq4qKdKz6TbrE3mgmDBvuyoIYvGk7mPTHuqF+OXyOn5tdFU11FqRMmTwzYYv3Y+7mzl0hsQN2EdU7KJQes25v4ermsKS3Adx33MYj/l7PaLewTCo3/erAIB7lv8OqVyP2vRSKBTKZxCBCAzj6U8QXXrH/GCrBVAy4K2nwEpK0NL2obSaU7vbXe94PGt5zpVslS9Z93F3y1a3+eprylv7+Q87G4skW3aFIzGOI1momdIuGaEGf2URY0t/M7C7AAAgAElEQVSvIFR03n+yLGM6WdQJl5biAyGuAFC26eprwLkftMQZ0lFmucNMOS/2QU05jcKp7yOSv9ycdq2Q6YrkCDSty3guyjaqYDvRcy5TwWKuissrpLghI1mo4cpK0fGcL9Z4pWFBbg64+I/Ajfcc16WlLsqy3BQUREKUupIo4uRsRrmO5t5vpbXZUBdELGQr1qlY+Tnd9kDuPKhMlRsQJKkpqpQJQU4Tu2wXRYpEFhP5XC33WifOo06yzD6eU0RBf2UJ8blXWvXQDDDq/ifFMVNat+Y6tRGaukVkPcofMgCGhSjJzevW5tbVQrIWjln1XGdkyXRMjWm+TsiyjJnVEpbf+1ul1Irxe/W//ZmPwWSuAbkbygemLpOy+rd5M6zPOWIB6enm7810soSzCzlUCBHUav6Tsxl8NJtBXRCbzqW6IJrON9mmlhigdnttTmc7mdK1dfYdIHnJ8utqMYtGqSVKr1e4ESUZS7mqyT3XjoYoYrVYU+ZzO8eYVmmMnVCyOi4O+9h5DB3u/w6hYheF0ktkGcLxbwMAvis8jW88MtnjAfWe3U/8ElbZQQwxOXzy/B/3ejgUCoXymYF8GA9Ul+CqZ9WOdOYnTkmWEc+0Uml4ScbllQJm7d6+kw++G/xGm1waGQAzNoKKMVggtztRqOGDmbTezWOkpndAsWIdI8tvIJzXF95Nlarg88utGkxtxi7LMt6fSePSchENwxj7MoprLpp3buCSKTewktc7jLR9MpUoYGa1ZD0jGcBrhdLJlC2rwIWMjEqrNmmM6gcrZ7BaqiNcvKYuTr88U9qeA5eWW6KJDLmDoMpa7JLbpDFqnSRJERjqMbq8UrB3pwB443ISJy9dQ3VGFblMzibrMcpQhAojs6kyFnNV5HKddYg8fjWFUzeymEqa92uhskFdQw3INoXPm6dJm3tAyNsSuwRR1jvQbGp26dZvsd80l08kfwWZSgOVlWnrVETZnIYnSBKWclWLmoTOeVbL+SrOLOQc0ozV5btDyqoBQJbw9tQqjl1OYrWoP68sz1Cb87ZVp0tGlbiHzWcqhFNJEaUXshWcnM0092O+yje3P1/lkak0sJgpAHOkUGuz7aqrkXQGZSs84ag1j9d4j7OeTr8+njgnnH5GSjVBV89P/xsh4+SNLGZSxL2QcLVydpXkjR9X1FRrixc4NV7EhYU0zr35g1b9MSNd/g6eW8zjo9kMPu6iS6HibFvFjUwFV5M2935HrMZo/uz1S4lmPUpJBsYXXsD44ovghHJzjlJdwOWVQtuXDORulmRZcTN2VAfQGip2USi95NrrcKUvoyT7cGH4OdyzPdbrEfUcxuXB6sF/BQDYc+27qNQ6fxNFoVAolI3G2gYlA+Ck1v357EIOpbqAMwvWBa/JtCtJ7Kz7mdEnRNYYcfEtUY0Uq+zenpNpjKfnMuCWPkGQSF3SODGTxkqhhgtLDs5iQ1paqHAVnFhFpDit+9yVvICB1IdNocoKcrxk7C50UPTeqpAvb2N3qfICCjUBmUrDvI+MaXZagXChJZrVeAF5U5orsf7rb1mu119dgZy4YPrceGxJAasbZBlKGi2xZPO6rMMdu6DrykrBVnwTidSqdvGXr7aqFzzS18yOOg0LMYcUa7W/SX2gnpjGxbd/gOW0WQBT6tS1xB6SQlXvCspUGnjlYkL32ckbGcWZ1gGXVwo6cdjW36fbxpbjR8O0OytEqq3FsTIev+fPLiFjVQtKluESFSfadKIELJk7Smr7l0yf/Eh1CZ0hGkEkCjW8ezXdFEKVzdIfu0XVfbOYcyo63nI9VRoCbqTLTVfXXKai2zY7aaAuiDh2JYmryRKKapqgXRfWZNF8Hpy6kcVirorrqRLSpTrevJLE65cUJ6ouxbeNmJws1iynmUmVmvWaJIufEavLjxd4lOpq18RSl/UNDXBEijMpjGYrDdR4UX+uXH2t+RtFil0dy1HesO6fmtNJhqy7j5LIFu47ALY3lhuqWLliaN6RKtVxet5aXD2/mG/+9pUbgu0GaedN2nj9EONbyVeVMeTmgPmPTMtYLijbKRRb95JQaba5jMsrBVxZKSLh0HxEGUvrb6mwonR4vf6m4zxOULGLQukhkurq+jvxCfwPj95p3yr8M8beL/8bFBDCDizjgxf/stfDoVAolM8Ext8gBgBKCVgKCN26s5Y+AaAERj8+u4hkoYaGIClpVh2+tSXFLk5sBZJ2zi7tG8Xh0PrC08iCzc4glrsAyJLl83+Ntx5TvtpoFjmXZRnvXUvpBBASLqu4mPzVFdttMjq7AMBXS+qCTbs9bSUqMMqC9NNZOa5kCSiuAPWSkmZnRJJ0boc3LidwYTGPnHoMJKuaXSvnLEcrJy6a3Q2Op4+y3I9m27uYyFSp1mfQ7wPG+nyVLQZS40UU6wIKNd4yTU4kXEEsC8v6TaQTiAy4sfQJsHBS6d5oQtnmtvXkCFfh4sXjqBQymD7zvu3kxZrg7DCSZVxZKZqcjKKk1JrrhCsrRZy+cAEDq+3Se8kcN4sxkfoKZH2qnsX0pgxrm13Xl2mJW7wkKTXrbFhNLiGauwhGEppdVrVuqAAwn62gIYo4Rwhgdk/uTkeSPG2nkyVcXMwR38nIFQix1WZBp2azKFR5XFjKK07CG0RResPO0Z8Dxu/kpoBCFv3XD1aF0Wo2tj5LFuvN42O8Jw0n3gYj8ZbCliTLODmb0YlOxy4ncHmloOzz8ipQy+muCVLgd3JWyoCu5l2BTIslxtIQJFxZKViLpN0QGLD/jjh3+1InMZR4G5BlvD2VxNnFPARRAq/WxrJ2uzlz/GoKN9Jl5YUBX1OaGOQXLO95jXIGo4uvwGf4TdL0vZyxaH2j5QZLFutYLdVR5YVW2qoF04uttFfGYgxVJ9c09MdY1rq/VjKKe/DaG0DWft1WULGLQukViQtgrx+DKDN43v9VPHNwtNcjumngfGHM7v5FAMDwuT+GYPXjS6FQKJQNhYGS9qCLTNR6JMaHcNtAziFlD9AKKEt4fyaNF88v461zM1j94K+RnjphmtY57ifrerR3dpEjZgiByyplzInpZAmLuSoShRpSpYaacmSzTs5t+ihUvI7B5HtNZ1q23MBSropCjW8KXIwsrqtzl3GbjHrQ2cU8CivXlJozUy/BDAPMvq10J1ORJEUwLNR4NAQJb02t4pLR/VRctj8xGiX43a00NW2yQo3HSt76Tb+VK8mILoQn1u2vkmmDTPM7nzoGVqyDXfhACai7QBaIAFuWgelXiGtDRrbcwEK22vzeUgiZOWb+jKiFp1t+6x+ALMKVvtz8RBCV7731jNKdz6YQ/ovn9d03N/q9qreWgmvhBBj1aNieujYF0zVM5zyZFmkldnXou3ESm8mlAUDp4qsIla4jUphymNYuQdqCBunushewo/lL8NZW4a8sgrv6Ci7MzBHTmtcmiJJJ7FnKVZs1u3w1gyvKQgDvGlluuT4NXFrOYSlXtSwi72mogpVhlcv5GhaN17g6TZJI5dSJXeop1BAlnFA7tjIS30FKIOFQKtTgrynuo7lMBcW6oE9pJOciljuXdnLqOa26tQx/LQE3XwRTTSNfbYAXJZxeyOHcYh5n5nNKXbLG2jplluqCch8oJYG5E8RqW+uvNgSwMo/+tL52HWt3U7BIwWwuzXC/8eSuAYUlw31b0jnAge6yNz+8nm7dX5fPIJVcxsrFdzpfAABXV1NTKJQNQ37/22AAvCjdh6cevh8eF9WeSSa/+huo/eFfYL80jfffeh4PPvnTvR4ShUKh3NIwDLCcqyFYntN9vpgtY3khh8GQF2PePrirWcg2nRs7EY8YLe6RJXCZK7hRqQDps+jf0decplQXTOkaOucHw8DFF8FKAmSuv/m5rmaXTbF6xigiENMES7NoeGIAhh234cS1Vdzjnoev6rN8e62MsSXuhAvTABhEClcAAPHsGawOPYT31YAtWLqBaMAHsOb1sg19IOZu5OESShD8O83TMoCvrhdwZEO4zIsSphJF7BuJIOi1CQUM3RoZwi21WqohUFlEuVQHiGOmrMuMLMtoSPoaQmcWcrhzPIqpRBGL7s4cRNrYSbJl83koA+DEVoBF1pIK+1yo8SJiufNgxTLQSJjmb7ctGgxfUVLAyg1MDoUQBfD2NOFqWEMRfrLgu9Fp6eaLuvNbc2NwYhVITSvd6yaOtF2HKz/b8Rivf/watnGSruulEU9DX0PIfokWaYzEJ2YnnTJ9ttKA2yUhBCgOD29YEZJN02+cQOwS7N1fMqNPIHYUDxes3W6yrN/3nkYWAyllWhFAvHFGN61uZbKMC8sFwOIduSZaeHi9KOWq2Yu66iLbk7zUFDiMkxcqDZQla6eV9nLBKNqZu2lao7unq9snCBLgAjihipGVN9DwxLE69JDtMsjfNPI+JBCuYl6U4OZY3frIEc6kSkgUahjwSTg86ke6XMdSrobdo24EQ/r1tdOTGb4KoPX7QAp6q8U6dvjMXRN91QT6Mh8jH90HYNx6weR9r2J2xpK3z2juAjyNHFYHHwBrUW9PlGQwK2dMn2vb5kpdBDABAHA3cvAWzwH8NYRKrW0JltVakH2tMj1W55ogSijUBET9ruZ54q2twldfxWrRg/FYABAbzbpzYVO3VntodE2h9ILiCuSzfw8A+Cs8i39+3/YeD+jmwx8fwZWRrwIAPCf+64a0n6VQKBSKPSzDQJJl+KotAaBUF/CJ2tFstVTHmamrWP3kBXhmXrNZSif3agn+yiLGF1+Cv7psOYWxA555yQyGE29jcPU9pZB+NQdIkiGgItNfbAQuqA/fQh04/w+I5S5gKHm8beeyYHkOidnz6E/r28sjc71Za0b2RpsfRwpTTaELUJxFkCVE8pfhqywjljsPZulk0xk3nSyhLohIl+rIGTrTDSXfRV/mNNiGRV0piyhLkqyPStaYsqJRsRKfJDCQIUkyeFE2va1viBKurZZQtAhCZABLWbMrYll1dAXKC2BFIj2QWPalZaWoflo9HsZ0O/J4KwKqeq4YgjejycElVNo6gywfOwwfajVulnJW7jSHNajpj3VBxFKuCkludZ1j0HKKkRvASrzuI+N5QdbFc4Kt29TVgxJg9qc+AqfWGUovzWAx295hp8NuoyupVgqSyGO1WNOlzekdmkCmXEe+2sC11RIuL+eB/IKSxnT1dYCvglu9oAh93WLZydBBojOpWfp/i5KMY5eTSBrE+Uy5ges3Zm1SaA12S+MaDOJbKw2RQaUudN2RL7h6llh2p544FW0sSfvmGI6iqVqbiimtIJK/0ryGrAQhq+WQKaPavpShnKuaa48UXF18Ga6V0+AE5Z7D2dTMMnJmIYd8VX9PNB66ckOAcPF54OpruJ4qoy6IzaYftm7c2XeBclr3u8otfWSbdnt5uWDZIKU/fRKMLCnp95UMJElWnNh2XHsdjKTfHtLBFirNwtPIIVSaRV2Q8JLBAWrXpEWTepl66zeaU+/fqVLdJH4DQJG4V1mdfXPZCmZSJZxbzCNTqiNcuIqB1IdqV1FtvhZCh0IpQMUuCqU3fPgdsBKPk9Ie7D36ecQCnl6P6KZk+7O/BVFmcIQ/hXMfH+/1cCgUCuWWhoHywK4FHLkqr4pO+gfLG5mKbddF4wN8XRBxNVnSpUEysqQWbZfBEGmPTql7SgFm42gV+hPHlQLD198ylP/SC1yuRgHuRt7wjawUpV42v8F2IlS8Tiy6tdLEpeMoXnodKCZQh/ntvG4ZpVmEi9fQT9QUYqVWUHA1WcL1dFlXe4Zk0Gf+LF0yC1iL2YplwN1NqqSLL8HNF5AqN3RCYKpUR7JYw0KmYiueCaLcrH9ktf549gyGkvrfeC0wnEoUMXXtKi6//wJQL9mn2xBMJYqQ2NZzlcxwuiB5rZTqAkp1QmAiUnx05htNTHHav2p68HvX0vhoNoPr6RJEQ+06WZJQqPIQJAluvoCB1IewrjAHpEt1lDegoc9A6kP4aknEsuean5XauCicU/4IFk4CCx8B1Ryk+Y9wI6MXQEmhVJg/hctnP8B0s4OcDORUl0ijBMweB5e6Am+dFGb1+yaWPYtQcQYmLNynwfK87fGSZVknLvlqSaQK+vtfocbj/Wsp46xIk2mtGnwV/oXjzumVhFibKtVxdjGHM/M5gGFwccW5mYPXwsVVcaiTxPElMMS5dyNt42ojrj3T/cThXNfEW27uPYSLV+GvLKmLs7qW7YRBxdFKCh+aE665HkkAIzUwkPoAbGYG/amP1M87TwvUXjJo4ruWAkyK8QAwS4hGjFDDfLaMT+ZyusYFTcQGMHNM/2LE4dZQFwScupFVavzNHrfet5UMriSKOL/YEgJTpbquXqAMYGzp1bbXZzR/GYzUaN6jGYkHK9bUlwf287GVVQysquUHZBn5qkB0/NRzPW3dUEZDq5kmSDLOLeZ0L4aa8xGF7xlzOwv7cXY8JYVC2RgaFYgf/ikA4M/EL+OXH97V4wHdvMQn9uJC/PMAgNLr3+rxaCgUCuXWJZ45DalWRN7oFoF14We7rn+ArDibEhcBUcCp2Qwuzy3jqq6+k/W8duKLp5HDuZl5GMWr5l/an5W07TIYWcJw8h0MJd8FIwvgCfHlzEIOKCzabI81LqJAPulGmM9WcCVRBBLnsGBTi6q5DItUqZHlY82/2xUrDi0dR61S1BUYtxImCnXBco938XIcfVlrMXA2XcZcptLsJGfF+aW8TsjwVc1d1jhDMOlqujLKGEh9CG89hbMfvIaPLkzZBtYNQUJVEJG8fBx9mU9032lz6Lr/GRZT4QWdY4B0IDRECZdXCpg9+VJTLGHmWgKdFsBFcxcxtvQy/JXFtimCNV5sFs5eyddNaburpQamkkVcXi4iXJrRb4iB6+kyLt1YBC+IXbt+rOCk1liaAkOH4qh5KoOo0ShDtnRXteBXr5odIqQ4UjO708h0Ym8thWB5HtH8pfYDVjHVuSL4YCbTvLd462mMLb0MT93oYLHePwljV8ul0+Aqq47rI5eknReKkOAs9nL5WZMIZLl0tfact5ZC8MZrCC6+A1ZsALJsqgVWqQvKfUXd/ny1gelkCeMLLzSnYWAvprl5vftIu3fWeBGB8oJlV9zmSMljWk9jKlm0PQ/Hll7B2NKr4MQqZMhwCyUwUgPDye5qPAHA6PLrzb/9lSWMLr+OWLbljkuVjY6pMmTIak1KPVa/SU7Ovnj2LMQbJ1BZuqLUQUxZiFWcS1fXDLIMyLK+BloX93ftfgso+3F0+XVIDXv3a76qiLjeerrpnKs22tdXDpTnmrUGO0V7wUHuR/elHwGZ2Y7mpzW7KJSt5sxfg6vnMCcNQt77ZewcCPZ6RDc1g1/6d8DfvY77ysdw4fxpHDh4uNdDolAolFsOXy2BYPJtLI0/g/X4X9x8Abj+MRqihPcuLYITaxipLoMMAXw1swMCaIkPaUOwFc1fgr8yBcnjAaCJKnpR4mqyhIGQB7I/B+3xlgx+SQcZJ9ZwLVNSP1eXJIm2QRTHl4BzP3DYaov5ZBkD9XlYb6k95Bvr9jVtZJz/5H0s+fdiOVPA4w5TThmLyaNV84mkUOXh4hgEPPoQgWnTeKCbM6ZPLY7spJ3IDANvbVUXuDcKSYQKScjh2y3nmc9WEKnyCNoIb7IsEzV6lANf5QXkqwIkScZS3j7diexm56smUAuMYjZhqIlTSiJUUhx/inMRkINh22W+Z3ACLRvE0amVAvoB1IhUPztnl8bZV/4Cyf57AW+f7TS1Rmtb/NUV5GP7MZh4V1fnyc0X4S8rArAky8hWGphZVcTZ8YUXUAmMQ+ACqAbGLNbQ/rxtd2qXDW7Gqn9E53aq8oKlW1BDc/VYr15deVUvmLGG1FwXX8Zw4i0AMlID9+NiTu+o6k99iOXxL5ELtl+nSl0Qcfn6MsRyGxeeRQ0lTz2D8ylnV5c7ZU41NKbxBcvz8ExdQqwcU+6RboCr5zC6+irqFufNxZUCVjCDZ1WjqqWr12HTw8WrKET3Kg5aoLn/ryWLGFdF9Kp/BBLng8/gSiMFYE24rAsSIXxYvwDRCFSs0+Q12rkWgZZzMVieV+s56mGYVm0qK+epbNG5tlwXgYD1TtMcfxerwNEdfcDKOeSvnzJM1Vqeiy9hOPEWJMYNvn8AmqG4m3syJ9ZgvGvOLSyitmjdkKDluAS89RTi2bMdrS+ePQee05/bZjecfkmi2qWSnIsBgOXTHayRil0UytYiChCOfxsuAH8uPoN/9ehkr0d00zO670FcCt2PfaUPkHrp94CDf9frIVEoFMotCSNLurf1Gm7evsaPkUBlCQWWx1SyiBD082liUix33nJeSZJREQVdyoNGlRfBkzW4DEpJrtpArtqAkH0XGHlcWyMxfUswYCRSuFEC5qmVAlgL9SdQnsdQ/jzSfX4sWLy1VzfM/FktDzdn78JQxrOepDpVHMzOYriwojijdtgLHJZjMLhEaryIqaQiih0aj3XVOKebBn9tu/ZBcRrY1XMLF6/azmflMGOlBnDpx7i4uIriwOMA5wMjiZDA4MKSs3igQboKfPVV8J6I7ntZhqUDQ5tLkCSkSg3EA254XRxQSaFYU4o7+6oJBLKndd6YUPE6RNZc4kITqpJGt5C2PknA4Or7WJz4iuk7TqhC5HxIEUILJ1bhra2aCpoDQDx3trltxtpAgYoihEWK06b5JNksWOuYO4GLS9ZBtB0yWJAF661rFRHXe5s0J1mWkT3zEwS9rSLh+nsKg+HEm81/DaQ+gHGPs7KAUHEG0fwllEI7UYjsabMRMqaWCyg3BHjauOSMNecAYHD1fVRYTzPoj2XPoRDZC289hZpvEDLrRrFiPi+M91t/dRkIh5sCDRP1E641c1FzQBE/4VXEIStXbydpZfNq3T5OqmN06TUIrkDzu2juEirBCd01L0qSuVsjFEEppbqa2jn3rPZjp/grSyYxN06k92qQBe8lWUZD0EvShapg7pyZr4Lxt7//l+oCUsUashXDfS01DVm6EwBUQRZgZR5cLQsElf3aza9Lf/oU0v1HUPOPND+rzJywTAE0Cu5xwvHWCbwooSFK8HAs0qW65e89SaJQQ6JQw8GxqON0dlCxi0LZSi7+CK7cdWTlEC6NPoff3RHv9Yg+FcSe/vfAD34KDxVfxfmL53Bw/529HhKFQqF8ZtBcKp0QqCxgykYTEtsEeBeWCo5FwwW+FchpwbYRl1AGK9bgr65AZFs1s8hUGlZuBQ59mdNIDT6AguENPyeUwUo84tmz4AFct6lRBqDZxp6kUOORr9q7BjipjkC5u9RJE+r+NKYAdkqpLqDKC/C7XagLoq5Wz9nFnNJh0N9ZTdFuxC6NXNWmQD7QdEhtBH2Z05ADMVR5EfHseaQHjoKBjOspmxPVgnlC6AyW51tdxlRsz1r1i4VMBalyA8s5Bndvj6NSKiJQn0MluB396ZOmJLBo/qKum6dGolhDf9BjmS5FEizNohza2fy3r5pEf/ojVAITJpHR6KbR0Iqk81J3aZGpUl1X120hW0EiX8O+0QgSxRr6Ah6HNGgHGAaLuYrJAafhEsoQCQHFHhlTiRKKqRICbk73eWtZDoW/CTSxJVSaRSEyiSpvfc1LsgyWryB07XmdOGKHUzdIjWB5rtllsOofQTm4HdmS+bxgJfN1ZrzPmlItDWj3mMtt6oV1gjZmT6N1jgSqSwhUl3TTXV6xaMABRSzJ2DXXUGnVSVvLnUmhL/MJFgNjXS2jyos4u6h/yXMtZXcutb8G7PZ3pZACX7sOH6uvC9lJN2Q7IoVpndhF/k6SLGTW0BTCwNmFHLwuTtegghyHFWTaZsPB1WmE1uyiULYKSYL09n8GAPy58DT+x0f32xRnpBgZPfgYpoNH4GZEJH7yf/R6OBQKhUJZA06CEeDYu85EoLJg+93g6gnEchcQz12wnJ4MCPQFrlvEcpc6CjjtmEoUbQvLN8fRRZFdK8od1Ehxnl9oOpsurxRNnRRn0xXMZys4Pd++y9+axIstRHOCcNox7TIobCdQtKuTla8p+1aUZSSLNVxcKVi6REjsUkeXC+3FzVjuAvyVRURzFxAozzcLPgcqCyaxa00dDbuElyScXcwhUajh0hoEk0B1CYX0iq3QBUDp9NcJsoylnHIe2BVuZ0VnMcUKRpYsax4CimtVm8ZOROhwLZaf+qsrtrW62qUgW2G8V5M1ndYCt4Z7qd01Z1tA33Le9dev2zzWfs+8uFxAPHsW/Wl9um6q3Gi5KrtevOxst1Vxqs/YDVZCFwCEi9csPyfdrFPJoqmhhx1U7KJQtoqpl8CuXkJR9uPV0HN4+sBI+3koTcJf+t8AAI8UX8S5S50XHKVQKBTKzYFdILjRaCKVsQaPhuYs0BgmisJrcGKlK0fbVhLyKokZnThEOmEpV7UUa3hRQqJQ66rN+82KVo/LLZQwtPIWOJtzY61Ial0ZIzOqq4NMg2znymqHXddLI32Z0wiVZhHPntW5e4yismNXwJuIXM5amNaQWbMTzhKxgWDBHFCTIvhaBKl45iwKNm7O5pLX+ZLb7p7mhJs3O6TmCHdOJ0MKla5jtbQ2BykADCXfW/O8Rpw6SxpZj9NJY7Pufu3E7rVyPV2GLMso1rs7h9180bbEwM3IGZt6Ykao2EWhbAWyDFl1df2l+EX87CMH4eLo5dcNI4e+gJnAIXgZAcsv/H6vh0OhUCiUWwSys6KGVYB4s2D39FDuoNiyFU6F2W9F3B2mqHVLxWL/C5Iiglk1GxC4ANyNzuvhrQdjjbtPI7rucxZ46xnLTp9GBElCKGd2ga3FAUXiq1ungwItZ1fKqZbZFmLnqnHiRnrtIq1VKuVWYCzO3y1em2YqG4Gdq3gjODWXbeuktsL4IuhWgEbbFMpWMPMmmKVTqMlu/MD9Vfzifdt7PaJPJcEv/nsAwKPFF3DmUod2dQqFQrlFmZ+fxy//8mKmksMAACAASURBVC9jbGwMXq8XO3bswK/92q8hl9uaAJrSGwQb3WIt6WGUjcPOACfYpNu4xAqGksc3cUQt1uII+jTSn/6obSpWolCzTDFmpfU7T+1SvM4v5dfljNpMrIrA3yqESzPrmn8g9cEGjYTSK6jYRaFsAfI7/wUA8Dfi5/HTj9yNoJf2hlgLw4e/hBv+A/AxPBZ/8ge9Hg6FQqH0jEQigQcffBAvv/wyvvnNb+KNN97Ab/7mb+J73/sennzySdTrn43gthuM3Qc/rci3gEvnVsTuuCxmb10x4WaknbBnV/fLY9OJcKNYjzOK0js2ywlK2RpoxE2hbDbzH4KZfQe8zOH/5Z7DPzy4s9cj+vTCMPB/4beB57+Oxwr/hFMXp3Fk/2SvR0WhUChbzje/+U0sLi7ivffew4MPPggAePjhhxGLxfD1r38d3/nOd/Crv/qrPR7lzUU3BfAplG6RbM6vrapVR1EYXX59TfN5+M5qAFEolE8P1NlFoWwyWq2uH4qfwxceOIJowN3jEX26GbrnWSz49yLI1DHz4z+gb7gpFMpnku9///vYu3dvU+jS+Pmf/3kEAgH89V//dY9GRqF8NmkIN3PnNwqFQvnsQcUuCmUzWT4LZvpliDKDP8Nz+J8f2dXrEX36YRiEvvi/AgCeKf8jXvnoQpsZKBQK5dZicXERyWQShw4dMn3ndruxf/9+nD59GlKHrbkpny5ugeaInwokpruXk3bpcRQK5dOFm701Ut4pVOyiUDYXtVbXT6T78eC992Ew7O3xgG4NYnd/DYnQPoSYGjKv/J9r6ipDoVAon1aWlpYAAMPDw5bfDw0NoVqtIpvNmr6r1+soFAq6/32aYPtv6/UQeg51NG8RDA14bwVcbYSL5NDDWzQSyqcFlqUSyVZQiOzZ9HXQI0mhbBYr54CLP4IkM/hv0tfwrx+jD+gbBsMg+pX/AAD4Z/xP8A/HPurxgCgUCmXrqNUUB4nH47H83utVXqxUq+bC2L/3e7+HaDTa/N+2bds2aFRbIwxI8c5+S+8YiWzySHrH7sFQr4ew6WyLB3B4ItbrYXRFwM11PG3E99ktmywzne+njcDD2Ye7yaGHwXs27jzjXd1dm2NR/4atm+JMzWf9cmij4FgG4zF6PDtFcIVQjKy97vLy6FMdTUfFLgplszj2nwAAP5YewIHDD9Ib4Abju+MpJOP3wMvwcB3/z8hXaAFYCoXy2cDvV35P7DouamJYIBAwfffbv/3byOfzzf/Nz8+vayy7B5TgTt4ksWt59Au6f7OBKPYOh9vOF/K60Be0FgO3moCnvbCRj97R0bJ29QcR8rrg70JYWQuTQyGEetw52uUgUtyUdOEEc31GnSMi68XS+NPrWkbDE+9qeo+Ltb1eNlLoSg49guTIY13N8xk9DbacbPxO8G7lt8q9QTvd2N1XlGSwDvcAp3u2kwCcGri/+8FtEHuGwpCYtf0OtPv9kJl1HocO77f0EqNQNoOFU8CVn0CUGfyh+DP4lcepq2vDYRj0/9Q3AQBfk9/AX714rMcDolAolK1hYmICALCysmL5/fLyMkKhEOJxc1Do9XoRiUR0/+uEurfP9NmeoXBLULJ57kwMfQ7loLV7rBzc0Xa9EudFzTvY/Pe2eABhXwe1lNxmoa8XSKzXMY1KE8IEV7Cj5QXVAIJRH/SL4dttp/W7OQyFfZ0OtSM2wh0xFvVvSfrKzUw84NmwoJtEYlxwcyzumoiZgnErRqPtz4/tfYGuxzpgIzTzbuv7zUDI29F4ASDdf7SrsWzrC6A/5FxGpFsBzQreE+16Hu5TlCrLfYrrWFWC26H9SN0+ZHbfreW+Fo+EwLv1L17IBHPjteVUa3Fp7Eu239V9A12PbdJiG83r/CLy0X2O03jdLEYiayvB06m7WmI3t8QPFbsolM3gmCLC/FD8HA7ddS9u+wykHPQCbtfDSI8+CjcjYteZ/4L5TKXXQ6JQKJRNZ2RkBBMTE/jkk09M31WrVVy8eBH33ntvUxBZD5n4YWT67kZq8EHTd/rgx3pdgieCYrj1wod88131j6Dubf8gX/f1N9dhVftyaeyLun/LYIGJe22XtzjxlbbrNI3B22db22fXgL1QVYjcDn0IpGc8pgVErf0S9rpw2x2HLdPitP2n7fpCdC+Wxp7C4vgzyMUOmKbf3hfA0R1mobIdfrdLF5xFfG4Mh32AvL6mBzG/GyNRH/qDzoLlZmsAQ2Ev9vcw1ZVjGdw50V4cEbnusgJ4TxSrY0/CzbGQHc47DScnigYD4M6JKBbHn4HEtndLjkX92N5vvib6gh7k1XPUGODu7A9i50BnArXEebA48RUsjj+NXOwAsvFDEFxBZON3AdA7Snb2B+Gd/Dwa/c5Bfbr/iOX1k43f2dGYxDUG7H4L12fNN7SmZRmJ+TfW2TqoCoZOjRusXopo7OoP4pBFarLVvov5u+9cT74UIUn3K78FmvvYbeEYrXv7df92c9bXBbntkicE3mV0GcsQOOU8Ho36MRxpCV6Sk9q1wTe8di+E6t5+yKwHpfBux+k4hsH2uH9NvyHt0I5HYvhzHV9na4GKXRTKRnP9HeDaG+BlDn8k/Qx+/Quf7beXm03fc/8JEhh8mT2Bv/nhP/R6OBQKhbIlfP3rX8fMzAyOHdO7Wr/3ve+h0WjgG9/4xoaspxocRzUwZvkd+XhulcboH9JErtbj5njMj6GwDxX/GOq+AZ0QZkcptAvZ+J1YGXlcXbF+XTLr0QVZ/OQzpvG1o12tnbqn3zbQ7w9aB7q8O+zo2No7HEZUDUjJlI69IxHEdx+1DoDUjzwuFpWA4vAbiUcAhjU55bb1qeJBoPNAZddAEPtHI/C4WGjxXiUwjqCXw7Y7jiLgXl/ocPtQWBFY2hTZD62jplW79JnRqA/b+4IIeF22Doi8IfiqeweQjZu7n5Kkxx7veHzhvZ8DO3oXlkeftJym6h9FauA+x+LpkuG8BxShd6DP2qVEBt7N6WXg7m0xhG32mZbCxDIMRmNBS5emUbgai/lNIlrE50J0eBcEt3I9rIw8qojSAPpVF1g84OlIfGvCcCiHdqIS3IbEyOOoBCcgM6ylo6Sd7CdxXpRDO3WfLY9+EZXgdksRjKTu7Udy+JHOx01gtbXpgXsdHZsAUAlMQHCFUPMNoxCetHxpEPW7bI9rN2hOOu3Q5GMt4bASmIDXxcEVG0dqx7M6h5TJLcUo9dOq/hHdx7w7ortm3SyLyBrErmyf+fqs+YZQ86viobYBDLBzz2HsIgRZY0rdzv4gohZjSA63rkeGXKa2HBkoRJW4j2UYbIsHmp0dI37rY0H+Bm5UejoD5+LvpdCutsvYMxRWU8mVq2c85u/YfWnEzbHY0WcQs9V9J3Fe7Jq803bZmoi9VqjYRaFsJJIE+dX/HQDwt+IT+Nx9R7G9/+ZIpbhVYUbuRH7PzwEAnpj7r3h3arXHI6JQKJTN57d+67cwOTmJX/iFX8Cf/dmf4fjx4/jWt76F3/iN38CTTz6Jr3/962te9nDYh4NjUcsUJ/KB1ONSHiPtiizfsUsRX8h6JC6WwVjMh2pgtLUcjsX+sQjiARsnAsOiEtwO0aX9npofillJaK13YhDtw9sWDU8MyeHPOU7DQO5qmQCQj+5D3TcI3uAa0HAUZVgWksu8/7WUyPr2x5pvw5vHiQi87tkeR0R7ux/SB5dOeF1cM7VSe34phm8Hc8eXgeH9KMeVAKoc3IHUwH3I9B1GMbS7GdABQNCmRlmm7+7WP2zEroNjUewfjSDgdjXHo9FJ7TMAre22YTzWei6L+j1KQEq4PdL9R/HEgw/o5pHBoBLc1hJcLRDcoY7q29wxEgHjjwODeyBx1mmEcmwH6r5BSJwX6f6jzWPNsUyz4HrVP4JycLt+PobFgbEIoHYtJd0udmEqR4gLxrQsQH/WF8O7TSl/ckcCFaNbjsx60PAqy9HuIyzD4OCYs9utnYNKtnIdMazlpauJxeaRMnBzLCROuR+VgzuQix1AYvgx7B+NmFI0c7EDtsdxn4N7cEdfAMwOs2MWaF8DMdt3FxIjj+Hex5/F5J33Wx43ZVs6J2JzP6r5FdFKEyLr3oFmgwXeHUF25zM4/PCXcduQfgyCyxD/qMfA5FY0CJQujoHo5IKyQeJ8qPmG0HC3d0wORPy61FbjOexzc5b3MZF4eWEUURgwzXOZ/M3bPxbFnuEwYja/b5roW/WPIBboXuSzQ2Ltl6UdUzs4ljEJjqNRP47siK+puYa1q621z7cbhTCV8ZgflaD1ddopVOyiUDaSCz8Es/QJSrIPf8z8LP6Xzzu/maFsDPFn/wN4xot72Sm88sM/RUNYX5oFhUKh3OzEYjG8++67eO655/A7v/M7eOKJJ/Dtb38bv/7rv47nn39+Xa3TfR4WPos3zLw7AhcL7OgPYGL/g80C4qNRHw6OR3Fkuz4I5lgGzxwcxZ3bCdcBowVNyoPu7sEQDk3EEHC7MGrhPGmH6B/EF/YNoxRX3AbkG2tjoOdmGftAiGEdXTSA3DalLB+9oxm4AEBDreFTjrcvPm9ZoNggCDFgWgGnJ64E8QAGw1586YBe0NI5ZLooBExmpvrdLtwxEsG+sSjGBpVjyHv7sDT2FHLxg6j7BlENjKMQ26dzvdnVldcF8LJoOY3HxdqKWjvVgEi0ERY0us0IGo74dMGWx8WBtalPJDuJWTKQ6LRAeZtj4oq0xOCaf7iZZnXXRAwHx7VzmEHVr3ddjseDinA3djeWR7+I9OB9zbSqXIU3uT2MqY4y49I5BEmJimEUkWp16CHddUae8yLnA8buBnzm68wo4DBWKbHqJDXfsEnYysUOIDHyqO6zQUMtLqNowQBAoA9ul3l/Z/vMjhGJccPFMji0fQATcfWcYBj4hvfi6SN7EPC4sK0vgJpvCInhR5EauA+CjdAEtGrsGRmP+TEY9sHts3kh3uFJ7HVxmIj7sb0vYO1SdFiOUdyabNP4I+pzo+7tg8wwzWtUZhjIrBtgGNQNz97G4+33csDApEmEGYkq++C2gRD8bg67BoIQRP15KbGejgq1pwfuxerwIzYOKYb4fz1ejsVtAyHE/O7mfhweGnZMBWVDelflQMiDvoAHuwfDuH1X6/pwc6yzAK8eo0pgApJN+LJ3OIyDY1H0EYJZ8/y0XGTrN3bdGH6H6kL3QqTd/VSDYYCE4UXCvpGI7vS1SoHtaN1rmotCoZgR6pBf/48AgD8WvoqvPnQ3htbw4E5ZA5ExiA/8GwDA/1T5Lr779pUeD4hCoVA2n6GhIfzJn/wJlpeX0Wg0MDMzg29+85vNbo0bjRK8MBgM+TAyRgTEDIOAxw2GUcSYmm9IcbhEt8HjYuFycVgdfAiZ+GEwTW+YmsJAiCRWAWk78kNHEPS6wPuHlIK7sf22j/jVwCgy/Uea/26JKsocmivk4FjU2p3EsKb6YBo17yBK4duA/tsR87vRNzgOWd22Ttw+mluGAQOEFeGKDAolxoWgtxXArRb1nTh9bg5edf+ZatLYCCtV/4hJLDAKTSGvq9lxU0O2cAyQaUCaCFoM2deD4W1q+3QSnhmLKpPrZkcPN90V3eAh9tmd42Y3jubycXL3yZBtu6qZgu82Ypdk2hNarTbGIGTqp+Pjk6YxZ/sOQ+ACKI7cZ1qP0V0oMwwYnRDZ2l6eEDPI6zbTfzck1oNs/BDy259SXGUhxTniVN9Jq//msVBHRc5rOs94dxQTA/qAd8TgPiUFsppvCJW9XwMYBiMRn04oqATGLYe0OvgAav5hMLsfx4GxCEYiPjywux+PTA4oNQrHj4DxRZGL7YfgDqPuaznnnj1kne5thXZ/cXPm8+W5w+P4/JGDHS+LYRjsHgg0U6JJjBrD5FAIfUEPDo3HdOdO2OtyrPE4euRZBEZux+7DT2A0GiD2u/V5qjU00Opl7R0OK27NUb3AGPN7sGtIud7iQQ8OjEUR8LjQHzJvS903oHPjZeN3YnK0r43TyLxNSvqh/pyL+1nEgx7cPtRKLef6duiK2WvXXWL4URQiezC+916dEyviU34Dbx/pQ7yLNExGdSXLDGvr9g373PC5OeweDOHojj4c3dEHf5uUck34dRLFAFiXEtAu+/Co+TsC8l50aDxmakCxdziMoMdlWbvaKEzzhBPQzbE6oTjddw+MZdQ6bZhAxS4KZaP46E/B5G4gIcfwffdX8SuPORf9o2wsvsf/LareAexkEyi9+Ye0WD2FQqF0ich6UfWPNOUoY6aZrpgtZwhGxAYAJbhK9x/B8tgXAZcyDcMwaHjjzULzDMM0H3RFb0QJgGLbTW6Q1UF9KpkVnBq0MEBTXGIYAJ6gSQjI9h+B6FKEwMmhEPYMK66yIzsHVKFI2WCfm9M9SO8ZCjd3hsx64Np+v14kim1Htu8wAMXFdfv9X8Hue59u7RpPGB63t+mw0WB8SmBQ8w0BDIPFia9g/2M/B+xQHGa5gSOoe/uQGrgfFUOtJJdFAeWHbh8AJr+E3XcYHCsOwgrDMO3rxBD70bZmCzFNfftjGD74BFwj+/XiGcMA+74KTD4FJmRdhJthGIBzA3FzTRmOY5TjYjgxSWfR3XfcphujVrOITIe0Iuh1YTjsw0TcjwGLzn1GV99o1If+oEeXfmVXhszr4rB/NILhiI9w3zgHap0Ul68E9IFoIbIHgq8lBk3ElTE3vHEkRp/Avj174eFY7OwP4uBYFLcNhJqBvZ3OQbqvVkt1y2l4TwzLY19EPbwdX9inpkcNH0AudrCZHqzUPzI6u0QMhb02nRIZpIm0V7+bw+f3j+Ce7c5dE3NErbUK4XpjGQa71YA7Mfy4bR0gwRNBdvBewB+Dz83h/t39+lpnfbvA7v0Shgf0NbJGIr7mPUOro6at33h9DYa8SorYrsdMO37/oz+j/BHsvgMfYO7C5/dwulpzfo8iXntcrG7VRtHQiOyLARNHMTrYj6M7++CycA6TqYeHJqIAw6DmH0I5uN22YHo84AZnIfgFPC4cmojhdoNIIhDXYSW4HdFtB7BnOGJKrR2yaGTSFFcYAEF9MXuTy3DwDiCgTz/XZhfcYRQjk3C5PbhzrHX986OHgb7dQHgYXaXRq+cL744iHvRgIm7j0tNwd/oyq9XMpD5oX2+wEDU7j2WGBfY/B+x4yPQdeT5PDoUwGvXh0EQMHheL1cH71TUr6w773Ng3qtRkM+8RxuIvdbnD+vtkLTCqE2P9bs7kZraDil0UykZQWoX85u8DAL4l/Bz+5aP7bXOzKZuENwzfM0oXzF9hfog/+PtjkNsUwKVQKBRKi0pwGzL9R1Af1bpX6akGxlCM7wPGjwBu6+CIYRhFXLEUWFoyhObGkWUAA5PAtvvA7nlKN3XDptYViRZzmVwJniBKYw/pHBxBrwsT8QBuH1KCfBfLwsOx8Lo5PLh7AIzLi/GYOZCI+N26dC4xug3b+gIYCHpw20AIGNrfdNGwLAeEhgCWCOAYFkP3/aw5xc0TAu78WaQHWp0j/eGW46LBhZAafFBtPa8/Gm4i2NScXBGfG0f37kB4l6ETpYNjg2XQrJXmtkt9dbUPrkjBSfL3YdvOSXxuchD7Rw0uKZcX8EVwYPsgVkYeNxfi3v6AEmTFtjfHp+HhWNw1EUMsYHA/EOcawzCI+F1gwCiutMEQdvQFsG8kjO19Acfu2Nv6AhiJ+C1Vq+b5ymhF1b3YNRBCyOuy7MapuYhEzgc+fjuYvU9jW5xw36jLuW0wBK+LM9WBMtcsMh9D4/UhsR7wRPrX4W16ASAW8OCRyUEMhLzwuTnEdetkmv8tRCaVWkzxu1ouumHnIu2AUk+uma7EciiHdjTF5aGw13Q/4SQe2/uCtkXpBU8E0thRTMT9mBwOw+syu16My+TdreMrs6TQ2jpHBLdZCCfpJIPQ6MDZQ6QApvuPIBu/C7m44s7aOxJW7hMqzdqEoUGAVcQnnyqIBiL297xKYBzF8O1IDFnUF1TPWaO7azTqx+jOfRDUBhw2TQbVgbUE5qp/BJXARDN1UCdak/uVOAK3DYXAMAwGQt6myxcACpFJwB9XfjegpEdrOKXbeThCkFO3j5UVFxTLMHh875AiSu14CA9+/qfwpQMjePbQGB7bM4jBsPn3SUsFZgDlHr29VS8t7DKIXfEd5nERL3g0kZsU1uX4bmD8Ht147dCaHhyaiGFyRBGoJc4D7HoUI5NHEY3YpNtz7qbz1wqyUYF2T2YYoB5qvSwJeV22NbI0BFdIWZfFxaCJ6Inhx+F1cRiPBZruTKVZzIBtKrsdDMPgyI44GDDYPRBq1my0oxLZ1XG36fW3aKBQKMAb/xFMvYDz0k4c830Bxx5u3+WCsvEwd/0Caie+g+DKKTy58G386PRd+Nrd6ytsSKFQKJ8dVPeSFsBYPK9Xo7cDffbFbQdCHswC6CMC6ZbAxRDxg9k91i4rofkSiXgLz6hpY7rMLnXZgn8QgmuJmBY4skMVANLEghkO0YAbT9+1A2wlCFx/y3EcWiC3UwtgdWKLeXpZhiJ+mQRA54BIJHYO4xA8tU3ncHB2+T0c4gEP3C6mVVembxeQud6aiBTB7FZFTMMQwolhIM2/fG4OoisIkWs5MBbHn8HRqPqbrYqFQQ+HKq+k1TGMsmQOhj1n2DculsXd22NK0i3DNAPfoYlJoJoBJu4FZt5UJvZGgHpBP0zVVTMe82M509B9JbMejEweha8xY9peWW6leO4eDCFzIwOR9aLRtx/wGuohqcfk4HgUyERNbvR2r+rs0iVJ4Y1jGQQ9LpQbguW0uuEQf4uugK5hQ2VoEhgcBpaWzDMS2KWPel2c4uY0nA+cxyxIuFlGJyC4XZwiQAKWF5e58LW5Zh4A5ZzOzqIY7rwzqRM7+4O4niqDFyXd0PYMhzGVKOqKartYVpfuptsMhkNf0KPcLyPWqZUavDuKUrgVX+zoJ0XW1n7wcCwaooSI360U/R+PIh35GiA2wM2/qkzEuc2XMjGwqn8EVeJFAXk/199PWvOEvC48tncI3MoyAGA47EUOQH8sCtzW6jo6ORzCrHr/ZbssLcWoYted41G4tVTByBgYANrZZGc24D0xrA4+CNyhpu1Fx7FvJIJ8lcfwYAxILuq3y9hpkTi3Wk44mZxDN7WRgKd1zTY8isDl4VjsHgwDIb/SgTbkU4Q4vgyAGM/Y3cDSJ8C2+4HAAOCLQahzQPKV5iTZ+CEIrgAGV1PNAS2NfRHDE1Egwzenu2MkglRfAHO2GTCM3sVtQGuSIriDelPB0D5AOfTgjC9OfFGgWNN9VCfEegZKuuXY9lhHHVlL8c7TfKmzi0JZL4sfQ/74LwEAv8v/En71C3fYFqSkbDIMA99PfQsyGDzHvYcX/unvTXVNKBQKheIMq7lYLL6zfQxV3/aPRv14YHc/7t9FPMgaBC4SMl2LYRjb+lY7+4O4f5c5UNUejK3GpUoQxL9tRq8KKyzLKG4Ll3PHN9PDOPHvTh7UmwztBwA8fXAEXhdrStHSu5OJvz0h+D1dPMLbil1MswbUYMjXSvUbP2IzvT0SUSvJuAs0ES1kqK3DMkwzfSjm9+C2IcIFpo55Ih7AcNiH/US6IO8zpBfBXOyeZRjzm//wCLD3GUXM0tL9yDQdfwzY91PN4+8lauKQdcEm9t5jKUxoR6jQ30qRq3v7rc87Cxdd1TeMXOwgEsOPYichZFg5GLTOlv1B8lyV1XTBFloKXiuNs935aXGNesId2Z2O7tRfn6Nql9bhiDLGqKHTXP+hZ5SaQAOtOmMMw+Du7TaFqA3nsc/NYVtfQL/NDAPsfhyrgw/oOyRybmDPUyhE97bdjk7wezg8bZFGdcdIS9Qk3V7aMeTdEeX8GlRTx0iX1KD12JjgIMKjkxjYsV/3+aFxa/fPwfEoDk3EdKm7/WG/IjppGNP4lERwrIx8Hum+e3RCl3lAhJvJcF5wxL93D4Vx53gUdxschg3icuVDFnXO+nYB8Z0AzPfThieGobDXXJewQxrePjBEGmDwjicxdttBcMQ5aAfbRoLWXadh83Zp6cwxYz0vNcV2iHSjGV9u9N8GHPhnyj2McwH9t0F2691ZihhnkNxYDziP3/63zwDvDmNx/BlUHTogksXmdcMcPoA7x6NgWcbsdvWETCKkVa0w4/G2G3U33TppRE6hrAdJAl78LTCQ8f+JD6M4dAT//L7t7eejbB5jhyEd+Qa4U9/Fb4v/Hb/7D/fjj37pwY7trhQKhfJZp3W7tKiyQd5K+28D0td037MMo69xA8L5wrCmh1fjM30+tg/x7DnTeu8YDeuCN6+LQ10QMaYW39UX7bZewc4Bm9SN4c7fEhsXb/zE6pfGWH/p0EQMzOAdQEARB7wuDk8fNBcCHon6cSNdBqA4LVBUnTWTT+GAKEOUHLZJNzznNEZL/DGgmlNqn3VAof8Q/MLHKIZ2oTmHut7dA0Gkyg3EdujFkIjfjWo1DDfLKIWgLYJ3F8diG5lyc8ezkG6UdNNYdvWzhDgOux8HJEGfjstwzTpzACDJ5M5Rguumw8Vin7bEyVYgXgrvRjPUHzkErJx1HGE5pDR+IIups4xZVKj5htQtcg769o9FEPK5MNKmYVK3j0gSqw8hJ4fCpo5zR3fEUayHEb2qrNvncuGp/SPNenOKYPEwUFwBUtPN+WwFY4PY5eYY+NwcHt87hH88TbhgggNoeNf+orPTXWHVYY581hyP+4GU/vtCZBK+Ow8D2r2MTHc21kFU4YMj2HtESbmbzSjbedtgSL9+0iE7uAcebX/aCGgAg/SOLyNRqGBs6dXmMkSXv5l6CihO2IhjsXV74V9xLZnThhuRneDdl1H1DaM8fC8G64amUqER5b6TnQXXzLtUNrAS2IaKLwTs3ukwJj1+d8sdahii8nIjNGieyeIctLxXku5b3W/j7cq9Zf5D3eSBA89giGcwdWmB6PRoZwc2DsDYeKQ130Q8Tq0A/wAAIABJREFUgBxjlP2V72MBt/kwGRY9ORTCdLIEzdHmdF9xuj52D4awa1cfmPKq6TsPx2I85sdirqouyNkR7YRAxS4KZYv45C+BhQ9Rlr34ff4X/3/27ju8reruA/j3Xm1ZljzlEc84jp3hTLIhTpgJARJCQsIoSQqh0PJSWkbhhRIoUNpSCrTAGygkYdOwE6CUkUUIMwviFJKAM52d2PG2JZ33D1myZG1ZtmT5+3keP5au7jg6Oro693fPwF8vGOichYiiR3H2PWjd/h6KGg+iZNfTeGtzHmaOYHdGIqJgOC7YvA1C7PNCNKiAg7eWXe5SEzRQ1yrQZPFsreOqJDMR9c0WJLVdTHlLluuyfukGJHmblSoxC9B0vCDzHrJy8NeySx9Ey261QgZUgWfrGpxtbwWwdX81mrXpOKGfAAwoBGQZWhkY7aWlm5NSC1ia7OOCSTJykvXYf9Kz24rPG0H5E+wBiFT3u+8+77QrE3DUPL5tnx2SopDtwZYOg8SPyEvCDo0SRQWJgKnDWEWuresUKsDa1g1HpYVK6b37jaN7DXJGAcd3AY0nfaQW9tYRio5jf7knvDmlBDjyOQBgUmkGDiqT21tfuF6otf33dvnlFqTqeDy3Y/t+rpAkuHVE1CQCVvsKga75FN5aWfg5vKMF2+jCFHxVecLn+vUJudA2HkGTztyWDs+EyLLUodWVvUVU2Dp03YyFYVnNiVo0Waxu73Ns31Q0tljdg3+pRRhSeBZsGiNUrt8DWWEPSNksHuehFpUJ6tYaNOvbWwmdNygTR2ubkd1xbEHXyT2yhgIZZUBTtX2sLG8kCZJC5ZzUw9cX2+dMfuoEACfQpE2HNsRARZ80I7a2dZPNStICR1x2oNIBpj5Acy2A9t8gxwQgkCRYjHme3YL9SDWosf9ko/N5cDe/Pbsx1iUP8LGunds4brJsH3fQNdiVWQZoTTBqgXMGZUH1k6MbvLdgV+DfU9fNNAoZUofvw8T+ZjQnmKFXKwO2OPY2k6fv40rISNRCkaKHVtHP3uXdPMDtdU/2xCmDnEHRF71aiYYWi9exNX3hVTlRuGoPQ3z0ewDA3yyzUDZgAM4o9nJ3gLqfLgmqCx4CAFyvWIHnVvyn/U4CERH55airZhjtA7aPcu2e5Kuumto20LiXqcrb67eSR5fGjhOJjMg1YVB2h0HN4Rl4UytkJOvVkNqWu1bmXeva9YYCWBR6aPp0GGA7Y5C9ZVWelxkf9Z6DRLuOmWU2dujmKMkY1zcVOck6zwHZO3AMFB1ofB7AHiQqcAlUtGpT3Foe+dW33N4dqOB0ABIyjVqvsy76vAhS6YCsIUG37PLOd1AQsM/UNTI/GYbMIntLso7Hzx4O5I722E9ZHxMMGiXy21p8KWQJAzONGJxtnwEOyflAv7PgwdrqucyPZmOh87FCtgcMneNSeRvEXnh7my7l1pQHqPT2MXkCEB3KW3KCxn0GUJf1HIPuD8zyMai1Kx+fd4u5DFaFFjUme1c5RxdE3/tR4Hj6aNQbCtrSEfjQvk8enssdLcfcWu21tYJyDA4+JMdHd8duNK4oFZP6p7td4GcYtW7fWwCApIDakAytt5lPM8vsZb2Do+YJqMo+BzaXllaOrpse4/Sl9LXvp+hM+3NZtp/ffAY5vHUXc/8Q+6b5mRGw+FwczDobNoW2fcB9j0N4P7ZKIWP6sD64YEi25yypSflt29qXqxUyzCXjUNyvf/sq+sA3CgBgULYR+WkGlGT6Pyf7Tnt7+o+mj0N9greeOwJlfUwYmGX0/tm6cgnQqQIGfYL5Qrl0n5eBvlnpACTnbLJalcIZhB3Q1r3W2znE/ajBBaNyU/QYnpcMZI+wn2vNA/1vEODcG0wAUjLloNhsQG5hCQZ6qSP4wpZdROH6zx2Qmmrwna0AL0vn49/T/Ef8qZsNnA5b8RSod36ARbYn8dtXSvDStePZ8o6IKABHt0OFLHuMw+OzSpoxGDBkOAf39r5jLxe1Xur0kmRvEeLomDSub2oQg7B7X2xTqHE4azJg7jC+jnmA291oN5llwM7v7du3jUVVNqgM3xyVkZ+aYO+mmT8e2LPBeXCzUQuzj65iroGAwxlnAKVpIUwf385iDba7HuwXVo6xt9paSXRkk9WQYe8mCXUC0FIfcLe+Lkpclwc7PkxAjlZlVVvcFmtVCmfAI0mvhkKWghsrLVCed+gm5zYuTMf9C5eWh366/Xq07CqZ6v3QHZ67j0kj4fSiNKA1wflcKcuw2GxIM2iQ3KLGiLxkyCG0dujImlyMQ1n2767fFoM+eGvZ5cFXKyNXphzA0oTaVnvQw3UWVEcApCQzEf3MhsDnBMBjbCe3blQ+hDrsRXDrh9EMTZIgJHVw/Spl2U+XRe/79uDyGSpkCWU5foKnsgIji7JwsKbRbZyyULR/ft6a5bZ/bnlpiUCyAakGDaobWny3NutAp1IiN8mIpk62JgIAi1IPyeU76cy+9FJoTlW5zWTpm2tXe9n7Ywd1e6DRZ/lyWa5SyCgsKEC68RAS9jvyp/11s1GL5Jwk5/fBdZ990wyAoxGsn8lMIMmeLc4kKbjvtct+m7QZ9m753ji6z7vs3ilnFFTJ+cgwZASezcYFr/qIwrHjQ2DbG7BCxu2tC3HdpBLPuzgUXZIE+YKHYVMnYoS8CyP2v4B/rNoV7VQREcUwewXSWz2y2Gy/oBnsY1BkyDKQmOE+Bo37bt1YFZ6zWdmf2p/npeiRqFViSE6SzyCSr0O0X0KFeZHjMnbOEfN4oP8UpJizce6gTJQ4Luxcu9H4uEBwrOuWZ5IccqBreG4ylLIcfksWH11i6gyFEIY0IG9cePt1EVROh93vzPd2KoUM2bXVn+zjPn7W0MCt6Tp0k7MJAZvU1orE0GEGUptnN1vn2/MxW539qWf3KG9rBuqeOLk0HWV9TBjQ1pIw+IkRfAUr2x93bNUVTNcjv8Gu4nPsLZfaBh33K6UI6DvJ2b1Ocg0qunzOgQJdw3KTUJCa4Bwc32F4XrLbLIaOMdgKUntZHb7DOUuSJEDdHkQK5tyZnaTDyPyUyN5EdqTL9Xek7fxl0qk6zEAZBFkOeTyotoR0+J5K3uMr+hRg4AwgJ4hJPdzGlZS9L3dIL0WdodA+e6QPNpfTuibTHug0aNXtgawO+/U1qH92kufvq9fzj69zqz95Y+03jxwtdyXgeNppbrOVuik4o601r7fjKwBjtvc6hh9s2UUUqsaTwMpfAwCWWKagIXUwrpvke4pWiiJTDuSpfwbe+SV+o3wNM1YPw9i+qRhX5NlFhYiI7DVc4WU2woHZRpRkJgbVmqIj1wunloLJgE6G9Uf7KEQe18iJmcBBQKMz4MzSDgEGP7xd7HsZcixkQpK9jOkF94T7uJoqzTSivzkRsizhyKkmr+sEIy9Vj9wUXfgTrXgJdh1LGwOLKgG2gnJAqwIObg07fQ6O8VSyHBdPHuntokGWJAUg2ka1kr10cdIkus3451OHi6jCtASszjkb2UaVZ3dOL3nqfHduF4XBfWYds8ojeNRhBb1a6Tn4tyK47l3BGpKThON1zchJDhyc9Rvs0prcx5TqyC0I0LEFXQitGV3kpyYg30tVTyFLyEvROyd+GFOYilNNrdCrFdjdtqxj1+qICGOf5kQtjtQ2ochfd8KwSThRbx/E/1jaaLSamoC0EuDgYQCBJz7wvVtvtx1C2MYZqHH9LnaiZZZS63XsyVDSVJRuwCmNCsMKUvDpTs+B1/2Oxee2T9egfID3p1CiJmmgr1cBAFaXz0gRTBoGzbSPZWjMguQyCKDrb6djzD6v3wGFCrC2BD6OK1NbUOug/4k5nJQaz7HO2oT7+8dgF1Go/v07oLYKlbZMPGyZjWemD/bsc06xY9jlwPfvQv3D+3hY+SR+/nI+3rrxTGSaArcUICLqLUxaFQ5p7eNOqo0ZgDTYI8gTTqAL6HD9o0sBEjVAWydFjyq1xgCUTvM5M1kwx3BUin2N4xWQy4WI8NWtwzX44W+2w7Y8SzNokKRXuw/YHYJOzShsa7+yqco+F5KwwabQuO/XPAA4sNF+oeEvHX5eO7PUjGaLFXq1j8uLrhpR3DUg0pmAT4fPWqtS4LyyHK+z7sHWPgaN49XWtm6mzcLl/UtS+wyOIQh2XCIA9lZT9ccAU27Ix0HOaYA+DZKXMf8L0xKCGtweANSKCNWD2z4DlUJGq9WGdL0CCOL6OlGrRG2TJfCKcD+PKWX7GEdNLrP1uc7cFzmhl/0xhSmoa7F4zHIZERLg6BXdrE1HfVoykl0CJt07+L+XFk9ygJZPgWQNA07tB9L6h/275ZCsV+PM0gyITgeTfbTsCpNbr3av++vwvmUZSG8b+8zS/qWSvQQo3X6nsocDh7cBuWOAH1f5OV6bhHSg7kiHheEVqEh0iGewiygU21cA3/4LVsj4bev1uHBkEU4v9jM+CUWfJAEXPgax90sMaNyLa5uX4VcvJ+GVhWPbB5olIurl+p42Bem6TDS12uwVXV1plxyn43VLkrfgTxjjWXlr2RX2RY6sQK35NJyoa2qfrczLOhhwYdAXLbIsobx/lCaxSWg7rqyEkFVulx3OHEoptK8X5oD0kmTPb7dAV6RadgW68tYY7W9EoQ65i4sbycsA/r7KkJdujA7NKhNgMKOofza0CYYQxjSyv88pgzO93ET1U5ZTizxmzfSp42fS1rUwQ2mDLEm+BxsHMKogBd8dqHELDJ1WkIKq6sb27r2d1fb5nVlqRnVDKzLqjgC+J4V0MmhUQQe7XCdq6EwMuavJstQ1gS4AgOTWGi890R78dsza2j8jQp9nUEkJ1BosjA8prZ/9LxTZw4GqzW2HlD1a77recFB1srVYJIJdboPJezl3+Svc3pIyONuEE3IiUjMTkZ/i8jvg7fyi9tPaMK3Efi72MhFHxMZzDAGDXUTBqj0EvHsTAGCx5QJUJQ7GsgsCzD5BscFghnTx/wEvX4oFyv/gi30D8Yd3E3H/jLJop4yIKCZIhjTkGIMb+NfJlAsc/9E+w5y/fXtZNrnUjCOnmtE3QuNdertcqm0KbfY9V62GbDTaAnQ99NLdMyZpDED/KTimrAGaA6wXQMwEBzIGAYcr7I9TCoMP9vijD2KgZYe0/vaWcN5IElA4EckAQtijU8DeArbggjoBZQ5xPlQpZEwry/L7+WYn6ZCdpMNXlSdwsMY+yHufJB36dGJgfDvPK2+tSoFMkwKoi3wTI7VSxun90iB3CGB0qe5tKuWbPhVoOA6kFMJ2tL05n6PMDc9NQr90A4y6cEMEfrqk+tLi0qzQWxAoAp9RXooee080YFiun3EPkwuAE5X280DHVlxt6RqakwSLTUCn7mRLRrf3GV7ZsAmXfPEW5PfWpdtbUtr+a1UKZCfqkR3O7JVux5U9z8fhlv8IfD0Z7CIKhs0KvHEN0HAc2235eMxyCRbPLAu7OwJFQf/zgPH/A2z4Bx5SPYXzv8zH8xmJuGpcQbRTRkTUMyWkAcXnBg52uVysOFpgGbWqiLZa8HbRWt0QfrCrs11fYo7GACga0bFPWPADm0dAJC/4zQOA1H5AU439At6vAO+x39n2AEBQM6q1SSm0t4KrXNf9AcBWL30Ow9Fh5lSfrdi6U8cWKumlQN3h0D6bIKQa3APVXf8Zxkiwq+8kwNIMqLQAPMuRLEswhdKFNhJa6lyeuOSTrLBffyV0vkXs8LxkDM8LEHqWFUDx2d7T0nYOidhkZK7BrjDPi32S9ahTKZCoU7Xvr+Psr8Ekxd+YeXGAwS6iYKx7CNj9KRqgxQ2t/4MZpxWGNHAuxYizFgF7v4Bx/9d4SvUI5qw0oSA1AROj1bWEiKin0wa+C+x6Da3oosq0t/p6Z2IrsXDdH2leOwiF+D59dUMJbj9hfiBp/YEj2z1nU1SoPAI2YdEltc8WFgov3XTCFbB7T8S+NzFesDu27FHrgZKp0UlLPJKktkBXF+4/VK6tklwHQC+9ALC2htWtPeLC/f4lpAP1bYPa+5rUJMyu1wpZxsBsPxM/+Bn30uN8Yx4IHN9pnzmxS4i244YmEt0eOWANUSA/rYVY8ycAwP+2/BwitRiLLhwU5URRWBQqYNZSCH0aBsl78CfFYvzypY2oqKqJdsqIiOKWa4uRSMyQ6PUYroPRt1WQy3L8XAiEsL94EZW35NoqI9zoo3kAUHSmfYDkWBOgVWNIfOZPh+Uu3Q/jgusEA2GOZdTZ4HSXjyUUgTGaeoQwZiJFWkn7Y9cuugqVPdgZLUHMuBtQ3ljfr2UPtweZNGGOj+Zt4C2by3cplG6MGQOBAReFn5ZOyDJ1bTCzl3zziMJ0cjfw2nxIEPiXZRLexRl4bO4wJGjYKLLHSsqFNOcFCFmFCxRfYoHlNcxf+jX2nYhQtwAiInLjOphvRLoHehkry9u1SKrLLHi2EAMtKgWryKHwGSxwGwcs3HFbJECf0nWR0s4omACb3owj5gmd2o0kAc3aQN0x20RqrLgwL+BFpMef6hjgCEPMfl+zhgHaJCB9QLRT0j2CDLC4MWa1P3YNfEZbiDMCe+X2Xe3wvUktsgeZwuYt2OXSdd9fN0ZvPRe78m6In3OGOdH3+SwSKYrRMwNRDGiuA169Amg8ge9shbjbMh+/m1KKITlhNHWn2JI/HtIFfwMA3Kx6HRPqP8FVS77CkVMBBiMmIqKQucYoItJiyku3FrcB6tueuAbWAg763UE/swEGjRKlnR2sN4Z4C0iF3I0x5H4onR+bJqZpTWjNPx2t6k7UDftPQVPGcNQZ/I1LFaGZ3ALOfBcFrsGuMM8PnQ12ddl1flo/+zhQXdl1MJbInWwMEEvBLo3BHqzMHR3tlHjnrWWXt1kZA+0mnPNABL8wXf2rwGAXkTc2G/D29cDhbTiOJCxs+S3OKsvDNWdEdoBMiqIRVwHjbgAA/FX9FPJPfIYrnvkSx+v8TVVFREShinjLrtwx9vGSCic6F3kboF6SJEwry8LUwVkhH1erUuCsARkoyez+bh1dxWLzvJCMWPctn7txfSFKwa5Y75KqMSAhs59HEMucaA+QFKQmRGSMn5glrJ3eRZE5ATqVAkXpgWcU9SbGS0jP4dqaKJzvnZdzVFSl9QOS8iKzL2WkA56u54S2fDek2yfu6DMy+L10S+H3fe4PtdV1qNgXi6gjIYAP7wT+uwKtUGJh800wmPPxl1lDu2+KYuoe59wH1B2B8rvl+D/1Y7jiqB5XPCPh5YVjkZIQgebLREQEWZZwer802ESEuhtpEt0CXYDvCrsyVrs3RUFNo+fslKEPUB/acrcDRKtlVw8IDpkTtRhdmAKDyzAZY/umoNlig1alcA8CqCM1I1yM1GlNucDRHUBi+BM/aZQKnDsoM4KJ6j3UkTxHhtONEQBMOUDNfntwKd4UnGGfQTWIyVxCIstAxiCguRYwuHx3socF3DRqX/0oHJfBLqKONvwD+OJJAMDNLb/Aj9pBePNnI90qIBQnZBmY/gTQcBy6Hz/B85q/4KrDt2HOUwIvXTMGZmMvaXZORNTFUg0RGmeIIirUaw+V0vuFsc/uqa6tlSLesiGA3DHA0e+BnFFdephItY7rOFCzJEn2QBdgr69kD7cHDLXhT7zgLkaCXQoVUDIlqkmIxwkpAhmRl4yKqhqMLgxyrLhguHZjDKVLXd5YwNICKOPwRnMngrhAgG+puYeMBefjPkeiVom8FD+TEETga8nbXUSuNr8EfPR7AMD9rVfgfZyOxVeODLtZNPUASjUw5wWg4AwY0IAXNH9G4tFNmP3U5xy0noioh6iqbnQ+7oXXrWELtcW6TtV+AatXt1/Y+gwWuM5WaMwO6VidlpQLFJ8TlRnGukRqUXy2fIkBciS6V/cwuSl6TBmcFdmeDK4TDIQ6kUI8Brp6gGj9XqoUMs4szejyySUY7CJy2Poq8M6vAADPWKbiGes0/HFmGcYVRfCOB8UmdQJw+b+AgjOQgEa8qPkT8k9+jpn/twHbDtREO3VERBRAJlvihiXU6xylon2L0YUp7fvxtaPkQiC5wN7KilHI6HMb1DrM2RgjlJRYk5rA1qedJklAZpl9TMVEdislB/tZw7UVbHfFlxnsIgKArf8C3roOgMALlrNxv+VK3DalBJeelhvtlFF3UScAly8H+k6GHk1Yov4rJtZ/hDlPfY7VPxyJduqIiMgP1xbYERt0vRcINd6hdLlCcYub+NpAloGc0+ytrOJUz43h9diEdwmZV8WRkV5iH1NREeb4XQQAyGi7gVOYFqEx+nyI3u9l4ONGIm38WhN99U/grV8AEHjZeibutszHL8qL8MtJbCre66j19oBX2aVQwoqH1Ytxre1VXL3sSzy+aidstni9n0lE1LMpFLxwD0eo3RgVPiICnMCnh3CdJEARXrcxjY9x23q6ru5ORRSK0/KTMa5vKgZmRXhge7ifBrrl1O1lcpLuatnFEbep9xICWPMnYO2fAAAvWM7G3Zb5mDe+L26fUhrlxFHUKNXAxU8Bxizgs8fwa+VbGCztxm8+/CW27q/Bw5cOhVHLu1VERLHEtd7MuEvXUbhkrms298Ihj5w6vvWhOUlRSUdQbJb2x2G2vBmQZURTqw35qX4Glu6BlL25EFPMUSrkbpkoK7xSH+pWjm6M7bprUgiGsKl3sjTbx+dqC3Q9apmJ31sWYOHEflh04UDeoeztZBk45w/AjMWAUouzFJuxUnMXjvz3M8x4/DPsPFwb7RQSEZGL3jibWqjGuMy6lmbQoDQz9BYDvrp6sd7UrqCLux11irW1/XGYn5lWpcC4olRkJ+kCr9yD5CTbg3ecfZ16k2idu4PpNhyJlDHYRb1P3RHguQuBLS/BBhl3tS7Ao5ZZuPGs/rhjaikrbNRu2GXAz/8DmPKQLx3GG5p7MeXkS5jx+Kd4/vPd7NZIRBQjGOwKzHVw+bIcE0oyQ5+l0DWfJbfHnUsbdRfWW3xJT9RgUokZE/unRzspRPHFSzfGYK63IzGOHoNd1Lvs/gx4aiKw70vUSQbMa7kNr4hz8edLyvDbc/oz0EWesocB160DBl0MJay4TbUcL0q/x4srPsCVz36J/Scbop1CIqJejz/fgUUii3wNSt+be4D1qLqjl4tOamfSqTh2F8U/1zG7uuN4ssLjYH5vUGntXcGN5jxkmXRhtUJ2YDtN6h1sVuDTvwFr/ggIG35CDq5u+g2Oa3Kx5PIRKOddHPJHlwzMWgr0Owfig9sxvHkX3lX/L57acyEufnQmbp42HHNG5fasCi8RURzRqhTIT7V3H+PFatdR+Pid4+9fT8FgFxG1C+vUrQxxcouMQUDDCbQmZgPV9kV+b5AUnA7U7IOUlI/RoR6rA9YGKP4d3QEsOQ9YfT8gbHjdOhHTmv4Atbk/VtxwOgNdFBxJAoZfAelXXwIl06CWrPgf5dt4H/+DLe88hssWf4ZtB2qinUoiol5rWG4ShuXG8ODgUSb5GFw+tJ247s/rYoplbNlF1OsJl6B3SDcq8sYB+hQge0RoB1TpgP7nwppc1H5cf78aKi2QVhx6UM0Ltuyi+GVpAT5/3D7jorUZ9ZIev2++Cm/aJmLWyBzce9EgJHAQSgqVMRuY+xLw/XsQH/0e6Sd+wp9Uz+CHgx/gwScvR8awC3DLlFKkJ2qinVIiIiKnSHQ1dBuzy+VipTePmeY+E2is5wODXUQUJlMf+1+Y3H4zuqnJFa/0KT79uAp4/zbg+E4AwFrbUNzecg3qtBn4+8VluGhodpQTSD2aJAEDLoBUfC7wzbOwrfkzSpr2Y5n8F3z+7bu4c9vFGFp+MeZNKOSsPkREFDd8BbViPsbTTZgNRESBKbsp2sWrMIovhyuAjxYBuz4CABxHEh5omYs3bWfgnIGZuH/GYGQYtVFOJMUNpRoYez3koXOBdX+F7cunMQ7bMQ7bsW3NS/jDuhnImTAX807vB5NOFe3UEhFRL+a320iQZB/dGHtzyy5XMZ8N7MZI1OvFwriW3ZUEBrsoPhz9Afj0YeDb5QAELFDgOcu5eNRyCUzJqXjy/AGYOjizBzQvpx5Jlwyc9wDkMddBfP44rN88h8HYjb/gUez59GU8uX4aEkb/DHPPGAQzg61ERBQNboGq8OpDit487aIPGlX7VVvsB/0Y7CLq7RI0SgzJSYJa2b1BL6tLsF3Bll1EAQgB7P0C+PL/ILavgNT2A/6udQwesszBcXUOfnV2PyyYUACtShHlxFKvkJQLaeqfoSz/HWxfPgXL54uR33IEd2ApGr56Ge99MQ6VhXMwefJ5OK0ghcFXIiLqNpH4ydGrvV86xH6Qp+u45oky1oOBjHUREYDCtIRuP2Zdk8X52NfMvpHGYBf1PC31wHevAV89Axz+DoD9ZuV/rKfhH5YZ+K9UhEtH5eC355RwkHCKDn0K5Ml3QD3hRtg2v4T6z55G4qmdmK1YA+xdg21LC/BkwhSkjpmDc0cNRkpC52cbISIi8icSlxYKWcKIvGS0WG1uNxKT9Oyq3zMw2kVE0WFzadnVXa3KGOyinkEIoGqzvZvilpeB5hoAQBPUeNsyHkutU7BbUYA5Y3Pxf2f0RW6KPsoJJgKgToA85lokjl4I7P0C1Z8+hYQf38NgeTcGNy5G6+p/Yv2qMuzMOB/542ehfDBbIRIRUdeIVGti1zrWpBIzahpakZ2ki8i+qYtxzC4iihLXYJdKwZZdRPaxuL57Hdj2OnDiJ+fiPSIDL1jOxmvWcti0SbjqjHwsmFCINANbclEMkiQgfxyS8scBDSfQ+PWLqP/mZaTV/heTpS2YfHQL6t9+GKvfHolDWWch47SLcPrgQhi1vFNORESR4dptJFKXGSadihOw9CgMdhFRdPRNM2DXkToA3df1ncEuii02K3BgI7DjA2DHf4DD25wvNUKNj60j8IZ1ItbahmB4XgruGp2HaUOyfI4hQRRz9CnQld8IXfmNwNEdOP61kLfDAAAgAElEQVTFi5C3vY7k5gOYig3AoQ1oWflHfL5iMH5MnQTdoPMxsmwQis0GjvFFRERhcx0PmCGPXiohHajeG+1UEFEvpFO3917prksaRggo+moPAbvXAzs/BHZ9DDQcd75kgQJrrUPwjnU8PraNhC7BiAuHZuOO0XkoyUyMYqKJIiC9P1Iv/ANwwb2w7fsGR79+Hcqd7yO1aS/Kpa0oP7kVWP8Ydqzrg1eVw1HXZyLSB0/G8H59kJeiZ/CLiIiC5non3cbubBE1IMuI/x48hWG5SdFOin/JBYCsBPQp0U4JEfViUsTaF/vHYBd1v1NVwJ4N9gDX7vXA8Z1uL9cIPdbZhmCVdThW24ZB0qdgyvAs/HNIFsYUpkCp6N5pUom6nCRBzhuFjLxRAP4MHP0Bxze+Ccv2d5F+ajv6ywfQ33YA2PcumvcqsVUUYbViAOozRiGxeAIGFxdgcLap26cQJiKinsO1G6OwRTEhcah/RiKK0g1QxPpsjJIEJOVGOxVE1Ev1SdLheH0LspK03XI8SYjwbu2cOnUKJpMJNTU1MBqNkU4XxYvGauDgVnvXxAMbIQ5shFR70G0Vq5BQIQqwwTYYq6zDsFH0R1GGCZNKzCjvn47RhSlQMcBFvVXDCbTsWoMT334A3d61MLUc8lhlh60PKlCE44klsJiHILFgOIpyszEgy8ixVIhcsO7iiXnSu7yz5QAA4IzidM4ETERE3U4I0eneKcHWXdiyiyLD2goc2wkcrgCOVMB6qAK2Q9ugqqtyW00CYBEy/ivy8LltEL6wDcA3thIkJqVhVEEyLu6bikf7p3NWHyIHfQrUQ2Yic8hM+yxKJ35Ca+VnqP7hUyj3f4Xkxt32ll84ANSvAyoBVAK7bRn4SvTBEXUeWpKKgLRiJGSXIiurDwrSDMhO0sX+HWgiIuoSWhVvIhIRUffrzmFY2LKLgmaz2lB3vAoNh3ag9ehOiOM/Qj75E7SnKpHUsBtKYfG63T5bOraIImyxFWGrrQi7VUUozDZjULYJw/OSMKoghcEtonDVH4PY9xWqf/oGLfs2Q3e8AsaWwz5XrxNaHBBpqEI6ajSZaE7oAxgyoDJlIiElG8b0HKSlZyIzOQEGjZLjglFcYd3FE/Okd6luaEGLxQazsXu6kBAREUUaW3aRByEEmlptqG1qRW2zBbVNFvvjJgvqmiw41dgCS90xyKf2QVlbBW1DFQxNB5HUchjp1kPIFQdhlJrgqzidEjr8IHLxgy0X34s87FUWojW1BBnmDBSmGTDcnIArs03IT9FDZosSoshISINUej6SS89vX1Z/HDj8HRoP/oCafRWwHd2JhNqfYGo5BIPUhBJpP0qwH2gFUN32t799c6uQcBwm7EMS6mUjmlWJsKiMsGlMkHQmyPpkqBOSoU5MgdaQAq0xFQmJSTAYk5BgMEKSFSAiotiTpGfXRSIi6h0Y7OoBWiw2NLZY0dBqQUOL1f64xYq65ta2gJX9z/15++Pmpnqom45D33IcyaIaaVIN0mH/nybVIF2qQSlqkC0dh1Zq9Z0QyX4RXIV0VMnZOKLug2pdHlqMBbCllUJvLkBWkg4jjDqcb9IiWa9iqxCiaEhIBfpOgq7vJLi1mWxtAmr2w3pyD04d3IW6w5WwVe+FVH8U6qZj0LecgNFWDYUkYEY1zKi2z0/f0vZXH9zhG6FBg6RDs6RDi0IPi0IPq1IPm9oAodIDagOgMUDWGKDQGqDQGqHSJUKtN0KTkAit3gRNghGS2gCo9YBSB8jsckNERERERMGJ6WDXriN1qG+2wCoEbDYBq03AJuzTJdsfi7bHcD632ASsNhssVvtji03AarW1P7YJtFptsLY9t7S9Zl/etq1NwGIVsAoBCEBAwGaz/29bBHvnT9fnwrnc+Vy4bCPct4fouD/7e2tttcDa2gRrSwNEayNESyNUogVatEAr2f9rYP+fIDXDiHokSg0wogFZbf8TO/w3SE32DA1inGobJNSr0tCgy0RzQjasiX0gJ+VCmZIPbUYxDFn9kKvVg/O4EPVAKi2Q1g+KtH5ILj4Lyd7WsbYC9cfQVH0Itcf2o6HmGJprT6Cl/iSsDSeBxmpIzTVQtZyCxloLvbUOBlEHnWiEQrL3itehGTrRDIhqwAZ7C7JOaoIGLZIGLbIGLZIWrbIWFoUWFlkLi1IHm0IHq1ILodTZA2sKLawKHaxKHYRSa59qXVZCUqgAhQqSQgFJoQZkFWSFfbmkUECWJOefJEmQJUCS25YBkNseQ5KgkCVIEiADkGQZMtq2k+3bybJsf12S7ds7nsuSfV2FBLVCATimX+54c0CS7K/JSkBW2P9LirbHrs+VDAYSEREREbmI6WDXba9vxaa91WFvP1zaiXLF1rbLCAEJAjIEVBBQA5AgnK/Jba87lkluzzsuAyTYoICAUrJCASuUsEIJGxSwQgXHMhuUksVjuQI2qGCBQrK1bWd/TYNWaDq2rIpQa3ObrIYtIR2SwQw50QzJkAEkmAFD21+CGTBmQzZmI1GpQWJkDktEPY1CBRizoDVmQZs3POjNhM2GxsZ61NZWo762Bg211WiqP4Xmhlq01J9Ca1MtbE21sDXXQWqth9xaD5WlAUpLA1S2BmisjdAK+59BaoIeTUiQmp3716IZWtEMWLviTccJt+BXW0Cs43Nf60hy22O57bnU4bnr67LLc9fXpPZtvfKyvOO6uWOAoXMjnjVERERE1LuEHexyjGt/6tSpiCWmoySlBRlaG2QZUEiS8456+2M478Ar2p4rZRkKhQSlDJxZtxezT77RZemLtOa2PwchKSGUGkCpg6TSQFLqAKUGUDn+GwCtEdAmAhojoEkENKb259q2ZboUQGvycwHioqFjKoiIgqfVm6DVm5CakRfW9jabQEOrFQebLahvbkFTfT0aGupga66HpbUR1uYG2JrrnS1f0doIWBogWZogtTZCsjRBaW2C0tb+p7K1QBYWSMIKWVggCytkYYVCWKAQFsiwQiFskIUN9ja69rCM/VGg5/YbIe0vOZa6/3c9+zrWlyXAqFG2r9r+wNF8GBA2QFgBmxXwMQlIu1ZEpBldNA2pAwrPD7xemBx1ljDn5olL3VGfIyIiIoqUYOtzYc/GuH//fuTmsjMbERER9Sz79u1DTk5OtJMRE3766ScUFRVFOxlEREREIQlUnws72GWz2VBVVYXExMSYGIT81KlTyM3Nxb59+3r11NnMBzvmA/PAgflgx3ywYz7Y9dZ8EEKgtrYW2dnZkDnOGQCguroaycnJ2Lt3L0wmU7ST0yv01u9fNDHPux/zvPsxz6OD+d79gq3Phd2NUZblmLwrajQaWcjAfHBgPjAPHJgPdswHO+aDXW/MBwZ03DkqiSaTqdeVhWjrjd+/aGOedz/mefdjnkcH8717BVOf421NIiIiIiIiIiKKGwx2ERERERERERFR3FDcc88990Q7EZGiUCgwadIkKJVh986MC8wHO+YD88CB+WDHfLBjPtgxH8iBZaH7Mc+7H/O8+zHPux/zPDqY77Ep7AHqiYiIiIiIiIiIYg27MRIRERERERERUdxgsIuIiIiIiIiIiOIGg11ERERERERERBQ3emywa9myZTCZTJAkCXV1dUFvJ0mSz7/S0tIuTHHXCDcfAODdd99FeXk5jEYjEhISMGrUKDz//PNdlNKuYbVa8cgjj6CsrAw6nQ7JycmYMmUKvvjii6C276nlYd++fViwYAGys7Oh0WiQn5+PX//616iurg64bWNjI+6++270798fWq0WaWlpmDVrFr7//vtuSHlkhZsPy5Yt8/vZ/+lPf+qmdxAZNTU1uOqqqyBJEmbNmhX0dvFUFoDw8iGeysLOnTsxf/58FBYWQqfToaioCAsWLMDu3buD2j7eygP515nfEbKbP3++3/OHa11k+/btmDVrFtLT06HRaFBcXIxFixahqanJY78bNmzA1KlTkZycDK1Wi7KyMjz66KOw2Wzd+fZiRjDn9q7K33ioK4cjUJ5PmjTJb9k/dOiQ2/rMc/9C+f1mWY+MYPOcZb2HEz3M4cOHxfTp04VWqxWpqakCgKitrQ16ewDiggsuEF9//bXH37Zt27ow5ZHV2Xx44YUXBAAxdepU8f7774tVq1aJefPmCQDiL3/5SxemPLKuvvpqIUmSuOmmm8TatWvFihUrxLhx44RarRaffvppwO17Ynk4dOiQ6NOnj8jKyhLPPvusWL9+vXj88ceF0WgUI0aMEE1NTT63tdls4pxzzhFqtVrce++94tNPPxXLly8XAwYMEElJSeKHH37oxnfSOZ3Jh6VLlwoAYvHixV4/+4MHD3bjO+mcjz76SOTk5Ig+ffoIAOKSSy4Jart4KgtChJ8P8VIWtm3bJpKSkkR+fr549tlnxbp168Tjjz8uUlNTRUpKitizZ4/f7eOtPJB/nTl/UjtHvcnbuePrr78WdXV1QgghKioqhNFoFCUlJeKVV14R69evFw888IBQq9Vi2rRpbvtctWqVUKlUYsyYMeKtt94S69atEzfffLOQJEn88pe/jMbbjKpgzu1dlb/xUlcOVTB5Xl5eLrKysnyW/dbWVue6zHP/Qvn9ZlmPjFDynGW9Z+txwa4pU6aIQYMGiW+//VaUl5eHFeyaN29e1yWwm3QmH5qamkRaWpoYNGiQ2xdUCCHOPvtsodPpxOHDh7si2RH1zTffCADi2muvdVteXV0tUlNTxciRIwPuoyeWhxtuuEEAEBs2bHBb/uKLLwoA4h//+IfPbV9//XUBQPzxj390W15ZWSmUSmXQAYJY0Jl8cAQ4Vq9e3cWp7FoHDx4UkiSJX/ziF6KioiKkIE88lYXO5EO8lIVLLrlESJIkvv/+e7flju/D//7v//rdPp7KAwXWmfMntXNcmARywQUXCLVaLXbv3u22/P777xcAxMqVK53LysrKRHp6uqipqXFb95prrhGSJImtW7dGJvE9QLDn9q7I33ipK4cq2DwvLy8X+fn5Qe2Tee5fKL/fLOuREUqes6z3bD2uG+OVV16Jb775BmVlZdFOSlR1Jh9WrVqFY8eO4corr4RSqXR7bcGCBWhsbMTbb78dqaR2meXLlwOwp9mVyWTCzJkzsXHjRuzYsSMaSetSy5cvR0lJCcaNG+e2/NJLL4Ver8fLL7/sd1vAM88KCgowefJkrFy5MuTusNHSmXyIFyqVCm+++SYWL14MvV4f0rbxVBY6kw/x4uqrr8aLL76IkpISt+UjRowAgIBdGeOpPFBgPH92n1OnTuGDDz7A5MmTkZ+f7/aa4/vmyO///ve/+O677zBz5kwYjUaPdYUQePXVV7sn4TEgmHN7V+VvvNSVQxXp31PmeWDB/n6zrEdOZ+tM3jDPY1OPC3ZdccUV0Gq10U5G1HUmHzZt2gQAGDJkiMdrQ4cOdVsnlsXL+wjFgQMHcOTIEa/vWaVSYeDAgdiyZYvPcT02bdqE9PR0ZGZmerw2dOhQtLS0YNu2bRFPd6R1Nh/iRWpqKmbMmBHWtvFSFoDO5UO8mDp1Ki6//HKP5RUVFQCAfv36+d0+nsoD+cfzZ/f67rvvYLFYvOZ3dnY20tLSnHWV3liv8SeYc3tX5W9v/Swi/XvKPA8s2N9vlvXI6WydyRvmeWzqccGuSKisrMTll1+OnJwcqNVqFBYW4uabb0ZtbW20k9YtqqqqAAAZGRker5nNZgD2ynCsq6qqgsFg8HrnKZT30ZPKg7/PDrC/78bGRpw8edLn9v62BXrOZw+Enw8Ob775JsaNG4ekpCTo9XqMHTu219w1j5eyECnxWBaOHj2KW265BYmJibj22mv9rsvy0HtE6vxJ7e677z4MGDAAer0eycnJuPDCC/HNN98ACC6/Hd8tf+smJCRAr9fze9hBV+VvvNSVu1JjYyNuvfVW9OvXD1qtFmazGXPnzsXOnTud6zDPw+Pt95tlvWv5qzOxrPdcUQ92+ZvdoKtmw/r2228xcOBAPP/881i5ciXOPvtsPPLIIygvL0dzc3NEjxWs7swHx2wdarXa4zWNRgPA/qWOhlDyoampyet7AEJ7H7FYHnzx99kBgd93pPIs2jqbDw5ffPEFrrvuOrz//vt49tln0djYiMsuuwwPPfRQZBMcg+KlLERKvJWFqqoqnHfeeThw4ABeeukl9OnTx+/6LA+9R6TOn9SuoqICDzzwAD766CPce++9+PLLLzFhwgSsX78+qPx25HUo65JdV+VvLNeVY8WxY8dQV1eHRx55BB9++CF+/etf47333sPo0aOdw4gwz0Pn6/ebZb3rBKozsaz3XMrAq3StF154IeA6w4cPj9jxDh48CIPBAIPB4Fx23nnnQavV4vHHH8cLL7yAa665JmLHC1Z35oNOpwMAr4Ecx5cvWuPehJIPOp0Ohw8f9rpOsO8jVsuDL/4+OyDw+9bpdGFvG0s6mw9z5szBlClTkJ6eDoVCAQAYP348zj//fAwaNAh33303rr/+erdyEW/ipSx0VjyWhU2bNuGiiy5CTU0N3nnnHZx//vkBt2F56D06e/6kdo899hgeeughpKenO5dNmDAB48aNw5gxY3D77bfjpptuAuA/vx15Hcxnw8/FXSh5Fql1+R2xt4YGgJSUFOeyiRMnorS0FLNmzcIf/vAHvPjii8zzEPn7/WZZ7xqB6kws6z1b1INdV155Zbcez9t4JAAwe/ZsPP7449i4cWNUghvdmQ85OTkAgEOHDnm8dvDgQQBAbm5ut6XHVSj5kJOTg4qKCtTV1XlciAb7PmK1PPji77MD2oN3ycnJPrf3ty0Qvc8+FJ3NB51O5/yhcWUymXDuuedi6dKlqKiowJgxYyKX6BgTL2Whs+KtLKxcuRJz585FRkYGNmzYEPQkJiwPvUdnz5/UzmQyeV0+atQoFBQUYOPGjUHlt+O75W/dmpoaNDY28nvYQVflbyzXlWOB64W/q+nTp0OtVmPjxo0AmOehCPT7zbIeecHUmVjWe7aod2PsbhaLxeugq44oqreLnngzatQoAMDmzZs9XnN8YXvChV0w72P06NF+99HTykNmZiZycnK8vufGxkZs374do0aNgiRJXrcfNWoUjh8/jn379nm8tnHjRuj1egwePDji6Y60zuYDELhVQ6x99pEWL2UhEuKlLLz33nuYNWsWRo4cia+//jqk2XpZHnqPSJw/qV1LS4vX5U1NTdDpdCgrK4NGo/Ga3z/99BOqq6udda54qZ91p67KX34W/gkh0Nra6rHcYrHAYrE4fzeZ58EJ5vebZT2ygq0zsaz3cKIHKy8vFwBEbW1tUOs//fTTQpZl8cwzz3i8dtVVVwkAYuXKlZFOZpcLNR9aW1tFTk6OKC4uFs3Nzc7lNptNjB07ViQlJYnq6uquSm7EVFRUCFmWxVVXXeW2/PDhwyIxMVFMnjzZ7/Y9tTzcfvvtAoBYtWqV2/Inn3xSABDPPfecz20/+OADAUDcfffdbsu3bdsmZFkWCxYs6JI0d4XO5MPpp58uTCaTOH78uNvyo0ePitTUVJGRkSEsFkuXpLurVFZWCgDikksuCWr9eCoLrkLNh3gpCxUVFUKn04lJkyaJhoaGkLeP1/JA3nXm/El2J06cEEajUUycOFHYbDa311atWuV2Hpo7d65QKBRi586dbuvddtttAoBYs2aNc9nYsWNFcnKyxznp0ksvFUqlUuzatauL3lFs83du74r8jZe6cmf4yvPt27cLlUolrrzySo9tlixZIgCIm2++2bmMee5fKL/fLOuREWyes6z3fD0q2NXc3Cy+/vpr59+IESMEALFu3TrnslOnTjnXVygUYsyYMc7n1dXVorS0VGi1WnHfffeJNWvWiJUrV4orrrhCABDTp0+PxtsKWWfzQQghVqxYIWRZFuecc47497//LT755BMxe/ZsAUAsW7asu99S2G655RYBQNxwww1i7dq14q233hLDhg0TiYmJ4ttvv3VbN17Kw8mTJ0VxcbEwm83imWeeEevXrxcPP/yw0Ov14qyzzhJWq1UIIcRzzz0nFAqFeOKJJ9y2nz17tlAqlWLRokVi/fr14uWXXxaFhYWiT58+4sCBA9F4S2HpTD68++67QqlUisGDB4sXX3xRfPrpp2LZsmWipKREyLIsXnvttWi9rZAcOHDA+Z1fsWKFACDOPPNM5zLHdyDey0Jn8iFeysKZZ54pFAqFWLlypdvvQ8c8ECL+ywMFFuz5k/y74447BABx0UUXiZUrV4o1a9aIv/zlLyIpKUmkpqaKHTt2CCHsQYP09HRRVFQkXnnlFbF+/Xpx1113CYVC4RFI/vrrr4VOpxMjR44Ub731lli7dq24/vrrBQBx7733RuNtRk2w5/auyt94qSuHItg8v+yyywQAsWDBAvHBBx+Ijz/+WNx1111Cq9WKvn37iqNHjzr3yTz3L5Tfb5b1yAglz1nWe7YeFexy3GHw97d69Wrn+gDEyJEj3fZx5MgRceutt4qSkhKh1+uFXq8XI0aMEI888kiPuHsvRGTyQQghPv74Y1FeXi4SEhJEQkKCGD9+vHjnnXe68Z10ns1mE08++aQoKysTGo1GJCcnixkzZoht27Z5rBtP5eHw4cNi4cKFIjMzU6hUKlFYWCjuvPNOt7sTS5cuFQDEP/7xD7dtm5ubxf333y+Ki4uFWq0W6enp4mc/+5nYu3dvd7+NTutMPnz66adixowZIjs7W6hUKpGWliYuvPBCsX79+u5+G2FbtGiR3/NAfn6+ECL+y0Jn8yEeykKg3wRHHggR/+WBghPM+ZMCe+6558Tpp58uUlNThUqlEnl5eeKaa64Re/bscVtv165dYs6cOSI1NVWo1WpRWloqHnroIa91jU2bNonzzz9fmEwmodVqxfDhw8WSJUu66y3FjGDP7UJ0Xf7GQ105FMHmeWtrq3jsscfEaaedJpKSkoRarRb9+vUTv/nNbzxatQjBPPcnlN9vIVjWIyGUPGdZ79kkIYQAERERERERERFRHOh1A9QTEREREREREVH8YrCLiIiIiIiIiIjiBoNdREREREREREQUNxjsIiIiIiIiIiKiuMFgFxERERERERERxQ0Gu4iIiIiIiIiIKG4w2EVERERERERERHGDwS4iIiIiIiIiIoobDHYREREREREREVHcYLCLiIiIiIiIiIjiBoNdREREREREREQUNxjsIiIiIiIiIiKiuMFgFxERERERERERxQ0Gu4iIiIiIiIiIKG4w2EVERERERERERHGDwS6iOLFs2TJIkoT58+dHOylEREREFAbW54iIIkMZ7QQQUWSMGjUKDz30EAYPHhztpFAI3nrrLdTU1LBSS0RERKzP9VCszxHFHkkIIaKdCCKi3mro0KFITk7GmjVrop0UIiIiIgoD63NEsYfdGImIoqS6uhrbtm2LdjKIiIiIKEyszxHFJga7iHqA999/H1OmTEF6ejpUKhUyMjIwceJEPPfcc851fI3xcPToUVx33XXo06cPtFotSktL8be//Q1CCKSkpECSJDQ1NQEAmpqaIEkSCgoK0NLSgttuuw05OTnQ6XQYOHAgli1bBgDYu3cvZs+ejdTUVCQlJWHy5MnYunWrR7qbm5vx97//HaNHj4bZbIZarUZubi7mzZuHn376qVN50r9/f0iShC+++MLr62vWrIEkSTjttNM6dZy1a9di+vTpMJvNUKlUSE9Px5QpU/Dee+95rFtQUABJkrB7926P1+655x5IkoR77rkHADB//nwkJyfDZrNh7dq1znwnIiKi+MT6nCfW54ioq3DMLqIY9+qrr+Kyyy6D2WzGnDlzkJ2djWPHjuHNN9/E/Pnz8f333+PBBx/0um1jYyMmTZqE7du3Y+jQoVi4cCFqamrwwAMP4Mcff4TNZgMAaDQat/8A8POf/xzbt2/H/PnzcezYMSxduhQLFiyAyWTCjTfeiBEjRuDGG2/Epk2bsGLFCkyePBmVlZUwmUwAACEELr30UqxYsQKDBg3CNddcA7VajbVr1+L555/H+++/j82bNyMnJyesfJk/fz7uvPNOLFmyBGPHjvWab471wvXss89i4cKF0Ol0uPzyy1FYWIgDBw7gpZdewn/+8x/89a9/xc033xzWvufOnQudTofFixejb9++uP766515R0RERPGF9TnvWJ8joi4jiCimjRs3TgAQFRUVbstra2tF//79RXZ2tmhoaBBLly4VAMS8efOc6zz22GMCgBg7dqxoaWlxLq+srBRms1nIsiw6ngYACIVCIc466yy3bf7+978LAEKlUol7773XbZuZM2cKAGL58uXOZevWrRMARGFhoWhsbHRb/6KLLhIAxK233hp2vuzbt0/IsiyMRqNoaGhwe621tVWkpaUJtVotjh07Ftb+Dx48KHQ6ndBoNGLLli1ur+3YsUPo9XqhUqnEnj17nMvz8/MFAFFZWemxv0WLFgkAYtGiRc5lq1evFgBEeXl5WGkkIiKinoH1Oe9YnyOirsJujEQxrrq6GgBgMBjclhsMBlRUVODAgQPQ6XRet12xYgUA4KabboJKpXIuLygowK233uq8E9iR1WrFXXfd5bbNxIkTAQBqtRq33HKL2/qO11ybspeWluKTTz7Byy+/DK1W67b+9OnTAQDffvutj3cdWE5ODs455xycOnUKr7/+uttrH3/8MY4dO4Zp06YhNTU1rP3/61//QmNjIy699FIMHTrU7bXi4mJcdtllaG1txfLly8N+D0RERNQ7sD7nHetzRNRVGOwiinHTpk0DAEyYMAFPPPEEKisrna8plf57IldUVAAARowY4fHaBRdc4HfbIUOGuD03Go0AgL59+0Kv13t9zTFWBACkp6fjzDPPxNixY9HS0oJDhw5hz5492L17N0TbJLCu64fj5z//OQBgyZIlbssdTd7nzZsX9r6/+eYbAPZ892b06NEAgC1btoR9DCIiIuodWJ/zjfU5IuoKHIekFaIAACAASURBVLOLKMY98MADqK2txbPPPosbbrgBgP1O3pQpU3D11Vf7HbDz+PHjAIC0tDSP1/Ly8vweNyUlxe25JElel7u+5qj0OCxfvhwPP/wwNm3aBIvF4vd44Zg+fTqSk5Oxdu1aVFZWorCwEM3NzXj77beRlpaG888/P+x9HzlyBACQkZHh9fX09HQAwLFjx8I+BhEREfUOrM/5xvocEXUFtuwiinFqtRqLFy/G/v378cwzz2DOnDmor6/H4sWLMWrUKPzxj3/0ua2jsiLLnl91R4WmqyxduhRz5szBli1bsGDBAixZsgRvvPEG3nrrLdx5550ROYZGo8Hll18OIYRzJqN///vfqKmpweWXX+7WbD9Uvip8Do4uA12dj0RERNTzsT7nG+tzRNQVGOwi6iEyMjJw9dVX49VXX8XBgwfxxhtvwGg04ve//z127drldRvHbDAnTpzweG3fvn1dmt4///nPAIB//vOfePrpp7FgwQLMnDkTM2bMQFlZWcSO42j6/sorrwCITJN3oP0O4KFDh7y+7rhTaDabncv8VZS8fQZERETUu7A+5x3rc0QUaQx2EcW4I0eOoKqqym2ZQqHAzJkzsWDBAthsNmzevNnrtsXFxQCA7777zuO19957L/KJdbF7924AwNSpUz1ee//99yN2nBEjRmDIkCHYsWMH1q5dixUrVmDw4MFex7UIhWMMh88++8zr6xs2bAAAjBo1yrnMMXBrbW2tx/rbtm3rVHqIiIio52J9zj/W54go0hjsIophO3fuREZGBmbPnu0x+KcQwjn7TU5OjtftzzvvPADAE0884dZ8u7KyEo8++mgXpRpuadq+fbvb8ueffx6ffPIJAODkyZMROdaCBQsAAFdffTUaGxs7fRcQAObMmYOEhAS89tpr2Lp1q9tr3377LZYvX46EhATMmTPHudxRGf3qq6/c1v/ss8+wZs0aj2M4KlOOsTiIiIgo/rA+FxzW54gokhjsIophxcXFuOaaa7BhwwYMGjQIN910Ex588EHccccdGDVqFFavXo1p06Zh7NixXrf/1a9+BbPZjA8//BDjx4/Hfffdh5tuugkjR47Eb3/72y5N+9VXXw0AmD17Nm6//XYsWrQIkyZNwi233II333wTkiThu+++w29+8xusW7euU8e68soroVKp8OOPP0KhUOCKK67odPrT0tLw5JNPwmKxYMKECbjuuuvw4IMP4tprr8X48eNhtVqxePFi58CmAHDVVVcBAG677TY88sgjeP3113H33XfjwgsvxHXXXQfAfcyI4uJiqNVqbNu2DXPnzsXChQtRX1/f6bQTERFR7GB9LjiszxFRRAkiimk2m008/fTTory8XGRmZgqlUikSExPFmDFjxKOPPipaWlqEEEIsXbpUABDz5s1z2/77778XM2bMECaTSeh0OnHaaaeJV199VQghBADR8TTgbZkQQlRWVgoAory83OM1x7EXLVrkXNba2ioefPBBUVJSIrRarcjKyhI/+9nPxO7du4UQQixatEgkJSUJo9EolixZ0okcsps5c6YAIKZOndrpfblat26duPDCC0VqaqpQKpXCbDaLiy++WGzYsMHr+k899ZQYOHCgUKvVwmg0irPPPlt88cUXzjz63e9+57F+ZmamUKvVon///qKuri6i6SciIqLoY30uOKzPEVGkSEL4mJqCiOLa0aNHYTabkZCQgLq6umgnp9PuuusuPPDAA/jXv/6FSy+9NNrJISIiIupyrM8REXmnjHYCiKjrVFdXY9OmTUhISMCYMWPcXnOMvdC3b99oJC2impqa8M9//hMZGRmYMWNGtJNDREREFDGszxERhY7BLqI4tnHjRpx99tno27cvNm/eDKPRCABobW3Fgw8+CACYPn16NJMIANizZw9aW1tD2qagoABKpf0Udsstt+DIkSP461//CrVa7bZebW0tDh8+HNK+jUaj2xTURERERNHC+hzrc0QUOnZjJIpjQgjMnDkTb7/9NgoKCjBnzhxIkoQPPvgAW7ZsQWlpKb788ktnpSlaCgoKsGfPnpC22bx5M959912sWbMGn3zyCSZMmIDVq1dDpVK5rbds2TLn7D7BmjdvHpYtWxbSNkRERERdgfU51ueIKHQMdhHFuZaWFjzxxBN44YUX8NNPP6GpqQkFBQWYPn067rjjDiQlJUU7ifjwww/R0NAQ0jY1NTVYuHAhDAYDZs2ahYcffhiJiYke6+3duxebNm0Kad95eXkYMWJESNsQERERdRXW51ifI6LQMNhFRERERERERERxQ452AoiIiIiIiIiIiCIl7AHqbTYbqqqqkJiYCEmSIpkmIiIioogTQqC2thbZ2dmQZd7vA1ifIyIiop4l2Ppc2MGuqqoq5Obmhrs5ERERUVTs27cPOTk50U5GTGB9joiIiHqiQPW5sINdjoED9+3bF/WZP4iIiIgCOXXqFHJzc70OftxbsT5HREREPUmw9bmwg12Opu5Go5GVIyIiIuox2F2vHetzRERE1BMFqs9xwAoiIiIiIiIiIoobDHYREREREREREVHcCLsbY2+y/2QDtuyrRn2zBZkmHYblJMGkV0U7WURERERERD1Tcy1w5HsgvQTQshs1EUUWg11+bDtQg/ve3Y4vK0+4LdeqZFw8PAf/c2Y/ZCfpopQ6IiIiIiKiHmr3eqClHqitAgZOj3ZqiCjOMNjlw+K1P+LPH3wPIQClLGFgthEpCWpUHqvHnuMNeOWrvXjv2yrcf3EZLhqaHe3kEhERERER9Rwt9fb/1tbopoOI4hKDXR0IIfDQf37Ak2t+BABcNDQbt08tdbbgEkLgq8oT+OO/v8fWfdW48ZXN2HW4Fr85pz9ndyIiIiIiIiIiijIOUN/B85/vcQa67phair9fNtytq6IkSRjTNxWvXzcOv5xUBAD4+6pduP+9/0IIEZU0ExERERER/T979x3nyF3fj/810va92+t39h22MTbGdBeaDaYZMN3UGAwJpoZvCCH5AXmQgiEBU0wLhObQTAjdGNu4nc93vu7rdXdv223XrnrvmvL7Y6TVjDQzGpVdbXk9Hw/7drWjmY9GMyN93vP+vD9ERKRisEvj5GQIX36oHwDwr2+8En/7istMl211OvDPr78SX3zLswAAP9s/hh/tOb8g7SQiIiIiIiIiImMMduUlsyL+/jcnkZMUvOE5F+CjNzzN1vNue+mlcwGvOx8dxINnZuazmUREREREREREZIHBrrzv7xqBK5zCtrWd+Pq7nmdcfysVAvzDQNwLiJm5h2976aX44EufCgD47B/PYMQbW6BWExERERERERGRFgvUAxj1xfGTfaMAgC+85Vno6Wgt/jEVAk78Chh8BJg6BChy/g8CcOkNwLW3AVe+Gf/+pmdhyBPDgZEA/v43J3HfJ16Kjlbngr8WIiIiIiIiIqKVjJldAO546BxykoJXPmMTXvusLcU/nHsQ+MGLgR2fByYPqoGuttUABAAKMLYXuOdDwHefD+foLnznlquwcVUbBtwxfPXhc816OUREREREREREK9aKz+w6NRXGzgEvnA4Bt7/5WerwxVwauP8TQO896kIbng68+G+BK24C1l4MyDIQmQRO/QY48b9AbBb4v3dg83V/j++88+/w1788hV8+OYE3PPdCvORpG5r7AomIiIiIiIiIVpAVn9n1vZ3DAICbr9qKp21aBWSTwG/fowa6BCdww6eBj+8HXvRRNdAFAA4HsO6pwKv+FfiHk8ALP6I+/uT3ccPhv8XfvGAzAOCf7zmDZFZswqsiIiIiIiIiIlqZVnSw68x0GLsGvHAIwCdf/XQgmwB+ewsw+gTQ2g38zf3AjbcDrR3mK2ntBN70LeA9v1WHOI7vw+2x/8RTewRMBpP43s6RhXtBREREREREREQr3IoOdv14z3kAwNuu2oZL13cC93xYrcPVtgp4/5/UAvR2XflG9Tltq9AysRd/WvcDtCGHn+0fxXlffJ5eARERERERERERaa3YYJcrnML2Pg8A4GOveBqw/1vA0COAsx14/73AJddVv9KLXwy87x6gtRsbPPvxPxt/j5yk4IsP9EFRlAa/AiIiIiIiIiIiKrVig13/++Q4JFnB9ZdtwJWJY8CuO9Q/vOlbatCqVpdcB9zyv4DgwCvjD+OvW3Zh37Afj/V7GtJuIiIiIiIiIiIytyKDXcmsiN8dmQIAfPyaLnX4IhTg6r8Grvnr+jdw+WvUWl8Avth6N64RhvCff+lHOifVv24iIiIiIiIiIjK1IoNdfzk9g0gqh4vXdeKGoa8CqSBwwXOBN36zcRt56T8Cz7oZTkXED9u/j2g4gB/uPt+49RMRERERERERUZkVGez63VE1q+vzlw5AGHwYcLQCb7/LetbFagkCcPMPgfVPwwXw4/Mtv8Jde85jNpJq3DaIiIiIiIiIiEhnxQW7Bt0xnJwMY5MjhhvHvqU+eMOngS3PbvzG2lcBb/sRFAj4q5Y9eJl8FN/ZMdT47RAREREREREREYAVGOz63dFJAMB/r78HjpQf2PwsNdg1Xy5+CYTrPwkA+FrrT7HzeD+GPLH52x4RERERERER0Qq2ooJdGVHCn0+6cK0wiJfEdwAQgJu/D7S0ze+GX/VvwKZnYpMQweecv8HXHxmY3+0REREREREREa1QKyrY9cSAF9FkBnd0/Ep94Jq/AbZdO/8bbu0A3vrfAIB3t+xFdHAvDo8G5n+7REREREREREQrzIoKdv35pAt/5dyNK5VRoH0NcOPtC7fxi14IXPMBAMCXWn+BOx/uhaIoC7d9IiIiIiIiIqIVYMUEu8LJLI4NjOKzLb9XH3jVvwDdGxe2Ea/5IuTODbjSMYVrZ3+LR3vdC7t9IiIiIiIiIqJlbsUEux48M4uPCfdhgxADNj4DeOFHFr4RXevheN1/AgA+1XIvfr79MCSZ2V1ERERERERERI2yYoJdB46dwG3O7eovr/sy4GxtTkOueh/ErdeiW8jg7eG78cBpV3PaQURERERERES0DK2IYNdkIImbPP+DdkFE5qKXAU9/bfMaIwhoef1XAAC3OHfj/sceR06Sm9ceIiIiIiIiIqJlZEUEuw7s3YG3OQ8CANrfcAcgCM1t0MUvgfiMt8ApKPhA/Of40/Hp5raHiIiIiIiIiGiZWPbBLkWWcWXvnQCAiae8Fdh6VZNbpGp53X9AFlrwKudpPLnjj8iIUrObRERERERERES05C37YNfowXtwtdSLjNKKTW/9UrObU7ThMsgv+DAA4OOZu/G7Q2NNbhARERERERER0dK3vINdUg49+9QA174N70bX5qc2tz0lWl71OWRbVuOZjkmM7fo5UllmdxERERERERER1WNZB7vEoz/Hpswk/EoPOm78bLObU65rPRyvUNv1cek3+M3+c01uEBERERERERHR0rZ8g13pCOQnvgoA+KnzFrzkyqc2tz0mWq77OBKd23CBEEJ63/cQS+ea3SQiIiIiIiIioiVr+Qa79n0LbZkQhuVtkK7+G7Q4F+lLbWlHxxv+EwBwm3wffrfreJMbRERERERERES0dC3SCFCdQhNQDv0IAPAV8VbcfM0lTW6QNedz34nQuueiW8ig+/B3EE5mm90kIiIiIiIiIlrKpo4AU0eb3YqmWJ7Brp3/AUHKYr/0bLg2vgzP3trT7BZZEwSsefOXAQDvwg78/rF9TW4QERERERERES1ZmTgQngTCE0A20ezWLLjlF+yaPgb0/gkyBNwhvh9vv+YiCILQ7FZV5LjslfBveRnaBAkXnvg2/PFMs5tEREREREREREuSovlRMV9smVpewS5ZBrb/KwDgHvHlGMAleNvVW5vcKPs23Kxmd71ZOIB7Hnqkya0hIiIiIlp6JFnBVDCJdE5qdlOIiKhJllew6+SvgKnDyDk68C3x3bjuaRtw4ZrOZrfKNmHr1fBe/CY4BAVX9v0XXOFUs5tERERERLSkDLpjODEZwt4hX7ObQkRUtZwkwx1JQ5IbmY3FzK6lK+YBdnweAPCTllvhwXq8/eptTW5U9Tbd/CWIcOKVjpN48IE/Nrs5RERERERLijuq3jBOMbOLiJago+NBHB4LoG8mUt+KVuDQRa3lE+x69HNAOoLEhufiW9FXoaPVgdc/54Jmt6pqwobLEHzGewEALxz5HsZ88Sa3iIiIiIiIiMgGmUHmevliav3uiUCyyS1Z2pZHsGvwEaDvXkBw4sc9/wAJTrzleVuxuqO12S2ryeY3fx4ZoQPXOIbx+J9/0ezmEBERERERLaxcGvD0AVl2+JeMbBLo+zMwcbDZLSFaBsGuiAu47+8AAOkXfBx3Da8GANz64oub2ar6rL4Aked/BADwiukf4Zwr1OQGERERERHRUpEV5WY3oX6TTwLec8DYnma3hOwKjqr/Rmea2w7K42yMS5eUA+75EJAKAhc+H79d/QFkRRnPurAHV120ttmtq8vm1/8z4o4eXOFw4ck//6DZzSEiIiIioiVgKpjEI72zODcbbXZT6pMMqP9mE81tBxEtSUs72LXry8DUIaC9B/I778avjswCULO6BEFocuPq1LEG6Rd/CgBwk+/nODU62+QGEREREREtfiswgUHnzLRa1HrIE2tyS4iImmfpBrsO3wUc+C/155u/j53eboz6E+jpaMHbluAsjEY2vvoTCLdswjYhgN77v93s5hARERERERERLXpLM9h1+H+AR/5Z/fnlnwWedTN+slcdH/y+l1yCVe0tTWxcA7V2Qn7F5wAAbwz/Bof7x5rcICIiIiIiIiJa9HRprisv5XVpBbvEjDp08ZHPqr+/7J+AV/0bTk6GcGQ8iFangNuuf2pTm9ho66+/Db72S7BeiGPiwa9BWel52UREREREREREFpZGsCuXBoZ3AD+6Htj7DfWxl/4jcOMXAEHA93YOAwBuvmobtvR0NLGh88DZgtabvggAeHPiz9h3sr+57SEiIiIiIiIiWsQW93i/7f8GjO8DPH2ALKqPrdoCvP5rwLPfDggCDo748cSgDy0OAZ941eXNbe88WXv12+Ha+U1sS/Qh/OgdkK/6NRyOJV6An4iIiIiIGk5ZgcOViIhKLe7MrpmTwOxpNdDVtQF44UeBTxwBnvMOQBAgywruePgcAOB9L74Yl27sbnKD54kgYM1b7gAAvCHzKHY+eajJDSIiIiIiIiKixUsT+F6B5ZAWd2bXSz8FvOijwNZrgLUXA4I+m+lXhybQNxPF6vYW/MONT29SIxfGqitfhYl11+OS0EEou76CzIvvQ3uLs9nNIiIiIiKiRUSAgJVYjJqISGtxZ3ZdcZM6XHHdJWWBrl5XBHc8pGZ1ffp1V2DDqvZmtHBBbXn7VwAAr5P24sHtjzW5NUREREREtNgs6mGMMTcQ9za7FUS0AizuYJeJqWASn/jNCWQlGa955hZ8YJnNwGim4+KrMbH1jQCALUe/hnAy2+QWERERERERmYhMA5OHAVkCxCwwvh8Y2wvIcrNbRo0mZgHfgOmfz05HsGfIB1lexMFYWlaWVLArnhHx0JlZvO0HBzARSGLb2k58413PgyCsnGLtT3nHlyHCiZfhFB647w/Nbg4RERE1wfDwMG677TZceuml6OzsxGWXXYYPfvCDGB8fb3bTiIiKJg8BkSnAPwRI2hv1DHgsO56zln8e9ccRTmbhjqYXqEFLX91nia5O18o75xZ3zS6Nf7n3LP54bApiPhL87K09+OkHXoB13W1NbtnCcm68DDNPfw+2Dv8azxv4Dib8b8MlG1c1u1lERES0QPr6+vCyl70Ma9aswe23346nP/3pOHPmDL7whS/ggQcewMmTJ3HxxRc3u5lEREUiAxzLXiZma7GVF3JZAaQc4BsE1l4EdKxpdmvmLJnMrjWdrRBlBZds6MLHXv40/PHj1+HCNZ3NblZTbH3rF5AR2nGVYwTb//SzZjeHiIiIFtAXvvAFRCIRbN++HR/60Idwww034BOf+AS++93vIhgM4q677mp2E+dXLgUER9VhUURERMvUohq/ZjWb4+xpdQjr8A7TRSRZwYnJEGbCqXlonLElk9n1N9ddgve+6CJcsqG72U1pvtVbELvqY2g/+d+40fUjnBx7D66+dEuzW0VEREQL4MMf/jDe8Y534BnPeIbu8WuuuQYAlv9QxtHdQDYBpMLAtmua3RpahKz6ZEQ0X+yFZhZVAGeRa/qlLHAe8PQBay8GQuPAJS8FVm0qXy4ZrLiqMX8CU8EkpoJJ3HzVtsa31cCSyezauraTgS6NjTd9FjHnOlzmmMXpP30TCj/ViYiIVoQ3vOENuPXWW8se7+vrAwBcfvnlC92khZVNqP/GZpvbDiIiouVs5qRaay8wAsgiMHGg5lWlcwufjb1kgl1UomMN5Fd/HgDwjtiv8MTxviY3iIiIiJrF5/PhM5/5DFavXo2PfexjpstlMhlEo1Hdf0sWb/QREa1okqzAFU4hK3J2z4pW4Gcmg11L2JrrPgh395XoEVJIPPLFpkRLiYiIqLlmZmZw0003weVy4de//jW2bTMfHvDVr34Va9asmfvvoosuWsCWEhERNU6vK4Jj40EcHgs0uymL0woMcGkx2LWUORxY845vAwDeJD6O+x56qMkNIiIiooV04sQJvOhFL8Lw8DDuv/9+vOUtb7Fc/l/+5V8QiUTm/puamlqgli4+GVFCTmI2ABHRUjUVSgIAgonswm88lwJGHgeCYwu/7SVIaEKxNga7lrjOy16Kqae8CQ5BwdNPfhmu/AlPREREy9tf/vIX3HDDDWhra8PBgwfxxje+seJz2tvb0dPTo/tvyarjm3NOkvForxsPn2XdL1p+lkQyx5JoJNkmS0DC1+xWLCz3WXWiFNfxZrek+Wx8HgtNmJqAwa5l4CnvvhNpoR3XCoPY/vvvN7s5RERENM8eeughvOtd78K1116Lo0eP4rnPfW6zm7SkxNJis5uwsgVHgf77bc3gRYtPOJlFKrvw5VPSOWZjLlq+wWa3YOHJ/BxZ7BjsWgaENU9B9AWfBAC8YfZHOHhussktIiIiovnS39+Pd7/73bj++uuxfft2bNiwodlNIqqO6wQg5YCpI81uybI0n8OF4hkRe4Z8eKzfXcOza8/mSuckbO9z45HeWrZL8y4bb8pmm5EttLQYn3PhZBaxdG6B27LwWprdAGqMza/7DEKnf40Ls7N4/M9fwguvuAutTsYyiYiIlptPfvKTyGaz+PSnP42+vvLZmNvb21dGpheHQS06sqxg1J/A5p529HS0Nrs5DTHijWEikMRLL9+IjlZns5tjy3yeGpFUozrI1TUynFS3q/C8X3xyaSDMZIulIp2TsGdIHXJ681XFCW1kWT23HI4KAcTQOCCJwMbL56eBmTgQPA9svAJo7axrVQx2LRetnWh741eB+27DX2XuxR+334Jb3/iaZreKiIiIGmzXrl0AYFqM/pJLLsH4+PgCtohINeyNY8AdRd+MvhO1lPXNRAEAg+4Ynn/R2rK/K4qC4xMhrO9uw9M2rVro5i0xtWfhKHVkhdE8CzWvQDuPiyrkA8XpXPkQZFlW8Fi/G20tDrz6yi1WKwGmj6k/9mwF2roa387RJwAxAyQDwGWvrmtVTP1ZRrqf/za4N70M7YKIyw//Oyb8sWY3iYiIiBpMURTL/xjoqowDX+ZHU2ZEWyCySUaRO5qGK5zCWVek5AkSMLYP8I8sQOuaTGYdrZWtzitqMqieK+lI5WWpbtqhn4VMyVhaREaUEUuL1tmTsiZQVmXNMtvDq8WM+m8Dajoy2LWcCAK23PoDpIV2vEg4hx2//hZTfYmIiKhqWXHldF7NvislMiJOT4URz7AIMZkz/aodHAPiHmD21IK2Z8Flk0DfvcDkoXndzJLr0iT86ix94vINADfM+V3quTK2r+qnsmZXBUYnjmaX5UcuIiMt/IQTC4HBrmVGWPdUJK//HADg3cG78MihZf4BS0RERA11fCKER3pn4Y9nmrJ92zfq6qjCbeepT54PYDyQwMERf83bMRNJ5RBo0v5dahRFQSCegSTbj3YsZFykxVk8mHRtXCkztRWGsEWmq3veIopeZUSp8QkCo7vVgKfnbGPXW490VK23tIj2vY6YbnYLVgTt51/huBclRfOY3TXZXFCWAHcvnKmFn32Xwa5laP2r/wHeVc/EGiGJlsf+dVmnlBMREVFjTYeSAIAhz8KXQ8iKMrb3uXF8IlR54QZ12MxWk8iqwYqUQX2TAl8sM7e/qrF70Iv9I37D2inzRZIVDLpjiCSX1gxcg54Y9o/47R0TTdDiKHanctLKyYhshGg6h/FAAqKN/TZf4ZlAPINHe904Oj5Px1emObMUGhp+TK231Ohi8jbuHmiDifM5W+iy4DqOze49gNLozwf1PdDu/iruIdTOPwT4BtDt2rsAG9NjsGs5crZg3Xt+DAkOvE45iHt/+9Nmt4iIiIiooulQEhlRrimA1AwHz6tBmFqHOi5ksGskXzx+95B33rYxH8WiR30JAMBsJNXwdTcag12V6I+PIU8M/ngG0+Hmvbej/qVzfDVMwzNsGL1qqOAYWsU4OpPueVm9oIk2Fq7Z8xrzSkfnc+2WGOxaplqfchX8z/kIAOANU9/EzlMroDgmERERUZ4sK5gIJJDMihj1xeGOGA+RacSX/IUMWtUqkmpMRlc4mcWIN25v2FfgvDqcS1pa2WRGzArUa+WkRTo8bFEwD4jYGTI9X3WIF+uIvuWG+7lZrHe80fuynN4qBruWsS1v/SJC7VuxTQjAe//nWRuCiIiIbFvqhX+HvDGcmgpjR78HZ10RHB4LzP3NaDaqejS9IydL6sxVFg1pVLBgz5APfTMRTAVtZMLMnFQLdfuHa9+gIqMj5YYgNzdgNh1KwRcr/y6t3a91ZXYlAkBuuWcXLe1ryrLR9AvWEhGdre/atQQUDoWFmNRO+7k7GViY7G0Gu5aztm50v+N7smO/HQAAIABJREFUAIBb5Efwi9/8mrMzEhER0aIlNLCYi1Fgol6yrDQsQ6qhJg6oM5oFzpsu0uhvgNF0FfuhjkBVT7gfGwLHsdF/tOZ11KMll8Bmz150Jl04Mx22XLbmYFciAIw+AQw8VNvzlwzF5Gcbz2QXZvGyU7NrAZrRcBMHgNnT6vlZjUxscQau8yeRNh5gJ2N1PpycWpgajAx2LXNtz3gtQlfcAoeg4D2uO/Dg0YFmN4mIiIiWmpgHOHsPMLbwBWZrpf0O7xRTEGTjCXsKi2VECaEKk/ocGg1g96C3rrvS2o5GVpQbU+cpnq/DFRw1XaTRnRpBABCeUmd3K5iHflNXQp3lry3bnAL160Kn0ZqLYX3wVMU+fc3DGBO+2p5Xi2wSSFkH7erGyJTGIt0XIkf82Jar4nqfSwND25dM4Nroc2E+k2McUgabvAfnruvzjcGuFWDdO7+FSMc2PEXwAw9/Fq4mFoEkIiKiJWh8n/pv3Du/HeUGfskurMkhZXCBexe2zuwo/lE39br672N9Huwd9sEfz5h+2fflS0KMBxINaeOTowE8fHa2IesCAAgWX+0b3X9RFGDqsDq7W864HtpyIFSYEU27WyW59sylBTP4MDDy+PxlnkSmgd4/mcz4N3/DGMf8CYSTnIHeluAocO4vyEW9tmbCrKy62RiXnGoyjhte/N+AVMWEKEbBLIOfF+rtWRMZQFs2hHWh00A2oWbOZau8eSTLQNzeDQIGu1aC9tXofu/PIcGBt2Affvfz73C2GCIiIqqNOE+BjXQU3SMPoCd8zvjvsgykI1Wvti1rLzhXuMPtjWYQTVU3u2I1sxDOa6fCYf7VvvGb1ayx0jDFVO1ZWYupiyzJ1kMVqxra2WyZ2Pysd/KQ+u/UkfJt1HHtsDpvXOEUzkyHsWdoATPkljhZUXDo6CE8dHZ2SQeiWjMhrAuegkPSZKqJ2fJrzsSTwPDj8x/VmTg4v+uPzgD99wGevoasbiEL1AsCICiaz9bxA2pNtPH95k8w4jqmDjG1gcGuFaLlkpcg/qJ/BAB8JPLfuOuBpTMMgYiIiFYATx+gyFgdNxmKN7EfGC5mZ2UlGSPeGDJifTMhVhOoKmhgabGqWWawCE7T5zW1P5vwV7V4JJXDE4Ne0xk0K5mvznsyK+Lhs7O6bBjtpqaCtQ1vlRQFI94YvLHGBJLtvfoFOIjH9ul/H91d/LmB71F0MdbRW+SyYvEYlut9K5pYs2uT9wC6ki6sC50tPjj0COThxzE6MVGssRh1AekwkKyy/tZiM3NS/ddrclPIUqFmV+Oag5mTanZvLTJR/b92GWaNGmOwawVZc9O/IrzueVgjJHHNiX/Bzv4Gps0TERER1anQZdrgO6IOcdAq1KXKG3TH0DcTxclJ48wtq4BHM4NV9fQzZiplsJQOY8zE1TvnsqQL6h0878eEjaGYOUlGPGOS5VZheAwAhBJZ+GuYDfzYeBDRVE43g+aCkWU1M8RCPCOqyzXIbCSNcCqHyRqDZTVp1Elg1XOuptZRpc1YnDn1dN6114lRXxzpXH3B83kjS4BvcP4y8mrhPqsOQ1sEWkTN9UzKwRvLYGJsGLsHveZPqkd0Rv2vXvJ8H28VTo652RhrWLUsqZOihMbLhkUrioJk1uizY2E/fBnsWkmcrVj7/ruRdXTgemc/Tv3xK6zfRURERPPOF8tgyBOznXHTkfEB09az7xW+SHuixtkwdr+71/IlX1jgL+wFsXSF4ZWlwa6hR9XOqKdPl73hi2Vwaqry8M6d5zzYec6DSNIoc6Z8x7VkwuhIzqI97QcmnsR5fxzjgYQui8QO/VDBBd7X53cC5x6wrCOTjAaROHVPw4YSSQtVXkSucr9OPKkW225gYG8+NGryhbOuCA6MVJeFuGA8vWpwaWh7w1cdMxt+axWIkXJq8M0/bKvYvfYtWojrp3GgpZy90j4G7W3EcEVPH9D3Z9v1pxpmPtLsFP1+PD4Rwo5+T9NjDQx2rTQbLoPw+q8CAP5e/g2+fffvFu8dDCIiImoah5gy6ezY6Ki4TqhDlvI9nIPn/Tg3G63ui+88Fj233TdWFMNZHAOJjP61VNF5aEp9nIQPSbMMLQuZfJDKY3N43dqZvdgQPIGN/sPqsKE80WawJJ2TINc9pqpOhbpwMfMREOd7D+PcTBiZmd6ahsGWWbB4njbiYGOjUZeaSbSQs0WaMDxtZAlINrYguGkmY7NVORS4Eu3bv2fIV94fnDysBmLMMsl0wY3FWfNLqNCuE5MhPHx2tjgsfPZMcZjgQigMRWxidpzR9aumj6iS60nh83HYoz9+FGZ20XxrfeEHkbzsDWgXRPxj8A78xx8OLOnChERERNRYLbk41k/vAAYfMfirje8MwVG1cxb36r5jJLMLeIPNqPBuld93NviPqrM4psLodemL4x8bL3ay0zn7mS9GLbDbrmoDK7KiwBdLI5GTIdYRRDJuXoVZvqrc19F0Dtv73PaKjPsG1SyX+ZRvv1HnTHa2AVCDc0LSB4e0iGYBlHLYMvsE1oQNss60AYpmjuWtQiydw1QwCUlzPM0dW+P7gfO70Boeb07jlpGyyRUiU+q/gREbz7ZTs2ue+ppmmzbbnOY4KtTYG/bG1cCpf0gdllft7IDVCI6q26iZ5gXLkvo5W+W11jDA1aD3R5RkTAYatf/qv0Yx2LUSCQK63vVjpFddjIscPtw4cDt+vNvOhYyIiIhWgs6UW/2h7pkXFRweKwaFmt29Npx5yuI7fkcmH3gJjuK8L2745JZcHCenQmXBsHrb1QiuUAoTwSTGfJXrc9mhHc4o6CNbda/bFVIzAaLpXOXVuc8uQP0iixpR+YkAnA4H2ib2YYtnj36BXGpunyQyIg6O+E2GghaUnxkD7iiOjQervyEdGkeLmMSq+DgA6Iv8K/UPD23YOZzWD6M1e52Dnhg8sTSGPQbnXz7jrC061qhWNV7DTu7GXiQaes1pVOB0vgKw1b5YpUHDdod36GcQlkQ163nmZEldwBrfjIkDaga1f8h8Ge1rX4DklrFAAienLGbfXeAgO4NdK1XnWnS87/8gOdrwGudJxHfeiR39nma3ioiIiJYZs5pajeSPZ7B/2I9oOodIModgIqu5U63JCLGxrmrucK8N92GLZw9WR4eNg2EFU0fmhscsZDJ9IVujLGujSoV9snvIfrHnal9mTXWXCsNsQ+NAZLr65xfWMbYP8Fd/49eR77c5tENdk0Fg4CHA2w8AGHDH4ItncPB8dcPQBt0xuMIpBBL1ZY2N+TWBzlo78VGXYd2uukaGhCZK1mW9uHbW1fJlF3dNsYaTZURSuapm/0xkREwEEo0rX1NtNlG1h4qYVSclqfUYa2RMpdYATToCTB4q/q5o9n2t56K2LYVJW6rMFDOKf2kfM53t12pFeRGLmVGbkUzKYNdKduHz4XzTNwAAn3b+Eff/7id13ZUkIiKiJWrwkZLaN00qb2Dzy3BpJ/vAiB+BRAaHR4PYPeTFvuEKQ+G0X/breK3dCbXD3hMdNl8oE1OnSg+cN+24GT6aiavZS1Kx8zDur254iO2+haJUnSUlSiWd5ipnFUvlRIz4YnOBuGrqqOnkUsD0MX2nUvtnSbYOyoTGgbgHmD1lvR0jBjt4eLBXF7grHF9Zi0LYVp3Ac7PR4i/1ForXvaYqjvvgKODtq/ZZlRrTuDXVM0S3Ya2Aeg5NHgZSlSd/qMv0Eewe9OLEZMj2zYRDI1744hl1yB4Kx6X+wAsmsnjyfMC8YL2p6qIYtq65I48DY3vV87NAEtVrqVRl+yqcy4pSskwjozKaIc45Sa5YEN8bS8MVXrhZWY32zNl5igeUTkzQqIklrDDYtdJdexukaz8Eh6Dg68L38OWf/9HWVNRERES0jIgZ02BBIzWqD2H2FVk7A9eazrayvxsVSp+v79sTgQQe7/eUdRyNCwIbNGJkhzpcr//+uYe02S2WYu7qCne7TqizvBlkCKyKjaJj9ljZjpoIJPXtrjLYNeSJwx/P4uBIAEB174M7mkIkle9EameCm6uzBbSnfdjgP4btJ0exe9Ai+KntONueFCF/IBu0eSachDuSRjiZRd9M/Z3GYCGza/IQ0HevGtyrgjdmNoyxSuFJAEAgVtx+XedOyZPrWlUdzzVcX60vbOKgWuvq/M7GNqiUJovRKpNmjiyhZ+xhAMVriNEr3DfsgzeWxuHRKov+z0fKTi4f8NFMdIGZE2qW7OSTVa6smbWpi/vm0V43Tk+HIZYGvDTH25PnA5iNNDIb2rq2otFj9g//ykMktY86HQK0+2Mhangy2EVwvvFOiJe8HN1CBt8Uv4pP/vQx/QcjERERrQDz0SGovRNUb8Fco/7XkNtiqGFhuw3aDaemwkhkRVtZ84abrDJ4NCebnCvcbbsTGsrXPPLoi5oLcg5rIufQGp82mJ1QQSorwRVOIivJSGSyVe27QoZDsfNtL+vNH09jOpTCsDeOTCqKU1PhsmGaiqJgo/8IOtIerA2d1f1dkhVd0DCRlYoZBgMPalZSe2AoK0oY8cWRsjNkTMygJWljeGghwKHNdLFpLiAia/ZTtQd6LgVMHkbm9L1wSJnKy1dUEuyqoj2lS1bzXFGSMea3Hs43mR8eWPXMoIXsSG17koHq1mGmnutSOgKhdKinxfqS1Q51bFSNK0Oaa1g+4Do3fK+EPrBb7XYWLiBm67owL+zdaKlpT8xHwLMB62SwiwBnK1pu+SXEtZfiKYIftye+go/87GDd9R2IiIhoCREW19dCq/5rrZkXgYTaSdcGVmytqY4v3dpZ5KAohq9LqtSpribwZZD5o9huv74da8Nq3SlFASCLZUv3u6OYjaSxo9+NXQMeJLLly9il3QVWe0MbpPCe3Y2gexxDHn2QQZs44ZT1N3AfP+fBo71upLISZiMpHBoLFJ9v01yNLsXoOLVofTqqDrnMaIKuwzvgTFZXz8uILCvwRtOGw6R8sbRa30mq/f0BAESmIEBGd2KqvvUAZQGSukINVVwP+mejODMdtpz1czaSRq8rgr+cmTHtD4364pgO2RxuNo8TKdh66Ubnv8HzHFIWXYlJOGQbfcCUpgi5szyLtmxzNdZJT2RF231Ss4k4ZFlGPCPmg9o2N67LWq3jvGl4EKiO9UVnAJgEuIxmO61kHtKi/fEMzroixczdOi2ubzXUPF3r0fK+P0Bu68ELHEP4QODb+PAvjiCRqfNDkYiIiJYI8y/RkVQWw95Yvu5QPV/erZ+rrelhlWVe61fs+aoRotRZDfnUVIUaP0adrWzl4EW93ayOlGbyIkXB6ugwWrOFtup7r4LVvrXRELfNoTvazosoy+iOawud54NdFm0pBMt8sQwmAmqwIm70fdckW0WQs+hKugz/VsnksYfUzKyJg8UHxXRZf7iWYO6gJ4YnRwM4O12eSdg3E8WJyRCiicbUAioET6tqZfmLbEhbUKEliYyIyUByLkvLG1UD3tl0EqGBfQh7jSc2KEw4MTBbHqiKZ0ScdUVwfMJi1jkt14l5Gy9dawas0bM2+p7EutBZrI5qJmswandkWp0J0GoZqJOT7Bv2lZ1f531xPHk+UJ45V7IeWVFwcjKMJwa8xll2JbXRHA7NMab5sW8mggF3dC5jz1Dpa9D+PnXE/HlaPotZES3VeWzkbJ7XwdF8kL94rVWknDp8vSRbU1EUuMIpZMXqsvZK63KV0t54SRncHDkw4kdGlDDsjUNR1HIAhYL5tVwXGeyiok1XwPFXd0MRnHincx+unf5ffPDuowx4ERERrQTazmjJl8phbxyRVA7j/srDABtlPGBRm6ia77y6O9bqv9pMqn1DvrIv0fUOobRojOGjFYtMlwS7nGICGHwYGHyofNkahrnNKe1M5LP9AokszvWdRE90CJu9B8qCW4LdOmQW7NYjc2iOU6dDgOJotd52xXaYdM7ysymWas1ZnwNmQb/WbATecD5wkokaLlNg2eSSoaYFhcBdqHQmNUWeG3aYylpnSwy6Y9g37KucadiIqe7S+kBFWbstlB1bFjvs8XMenJwKYTQ/K2Xh8FkT7sf5kXPY6D9c9pxKry5lVmvILIsn4dPV2VIU8yy8+SGUBSFK95gAAa2iemx3pCsMqy0MJ6zg0GgAwUQWpyb173UwkYU3lsZUhcw4USpeiQ0D2COP637Vxrq0L3As/7nljxsPv7V7rTp43o89Bp8Xc9xnbK2nzDxm/pWeG4/1uzE7PoDWrBoUb3GfAGZOosNVrIOmABgPJHFsPIgzrjBSObNYQH2fkxPBJCSLSTeCySxOTYWxb9iPQXcMD591Vz15AoNdpHf5jRBe/zUAwOdaf4enTNyHD959VFfwlYiIiJYjweI31UIUlC0q/yIdz4gY8kSRzEm6oTYdrU7DNXQlprEqUcz8URRgxBvH/pHisLGsJCOaXqDvOWKFoFYiAPTdVx6wkkVdMKgjnW9/6axkcTcQGkNWkjHkiWqGFdYWnCjchc9JMuKRYu2hrqTRMDaLguN2+kSKgk3eg9joO2wZ7HEIpYEOtbMUiGeQK50h0oLt0UUWC1YxKAqbvfvLHhMlGYF4piy4VEsXUnt8aIO1Wzz7cOHs43CKCX1Q0mAnD7ijCCaytofnVRXQLF1W1Aceqp1ptFqFwErh7WyRqiv0r6V9v7KijHAyi2FPDJYxQs25P+yN48nRAA6N1l/Py+gtOO+LY9eAx7IuWUFrNoyOlD64pQjG11OLVpQ9ktQkS4iybHgDoVJQVfsce6er2VK2LkAl6ymvKeeLZRBOZhGrKhHE/rW36hpxNWhP+7AudLp4PYqoWaoOTfBZUdTM14K+GZPgfJU3NIxmAM1JVlm46rVdVhQMuKMQZRn9Zm0xwWAXlXvRR4Hr/h4AcGfr/6B7Yic+xAwvIiKi5a3QC1Rkw0wdANaduQKLL8BzcQNZBoKj+tpFhqvSr2vAHUU0LWLYE4cAGati6uyBTqOAhCxhXeg02jPFDqWiKDXNkBdK1ljHVJEhaIfDDT4CBEbNlx99Qs3imj5Wsh4Fw57ivmoRTWbOzu+vmVBSF8BrzwTQEz5Xw1Aq41SJ9nQA+s5gedin2qwVp5REWzaE9owfUMw76YLmvVaUYlbZWCCBY+O1BA/U9UVSWRybCMJdKcuuIgXJnL3X3jsTxVggAVdYH3gpDLdtySXQUiGTDIDlMd2Sz9bpTHmRsAjqHp+oZgY+s2y4Ad2v1QwbrmZZgzzCis+J5ov0VxpmZYd2Vtdj40HsGfKhfzYKd9SicL+mJuJUfjjd3Eybthi/RqPd1uuKIJYWcW5WDQyEUqIucBRKZiHJMhQI2Ow9gA2BoxCyxeNMgYAhTwyusM0ApEEj+t3FoESr02HYzrOuSPnMhNarteR0lL636gpK4+P1bqyqI0gwSTczYOscMAu+22x/a06fRTYxl61dej0HhIq1ysq3Wdq8aIXZQudecy5dfvOmARjsonKCALz2S8DzbkGLIOOHrd+FPHYA7//Z4bkxs0RERLTcCIAs48LZXVgdG6m4dDon2cocMOQfUuvYDD1a2gLdb2bBtULHbU1kwHgBAA6DzI1aC9tPBkyCSxVs8h3Cupm9+nbNntT97hTtZJgoyGhqp6yKj1kunTPYcatio9ji3o2WbLETWr4/SrIZzCYtEBxly5Y6Z1DryC6r+l8OzXYjqZyutpY2G6HiNrL693TYq3b6Kmc1aYJtc//TszMiIiNKmAmXv/cHR/z516Vgi2c3tnj2VOwEjng1gQqLTLQRb/E9OTUVxJnpYjbHdKjYFqdDsOw8m9bs8vTqtnViMpSv84eKqXSVTs1VsTHzhao5rxswAlO7OZ9maFzCKvNVcy45yoIyFsQMcO5BIG0e0AzEM3PXYm22VOHHYxP6YYTnfXGMeBPoSs0UH8wVz4fWbAjRdE5X22nOxEEgOoNUTiy+tyVHQrIkQcLqrR80mhxCu4OrqA9na7cm7QR1lbJjyuwQkxXFVpDKzmdPXYldpuu3XmlOVuCNpXVPL3zWdCWN69lZcVZ8D/QLiIUXPfAg0H9/xfULVRb8Z7CLjDkcwM0/AC5/LTqFLO5uvxPOqUO45a5D8NZ9x4uIiIgWHQFAJgKHXDlgoCgKtve5sb3PXT4UxU7HM2E+E1rpduww/P5rULzdbG2lzxdiM+hIztratvoE44fbsuUFrLUZFqujw7jAvUtfEDovnhFxejqsZn+EJrDetctWlo/aHOMGtUhJbPHuK7alLNZVOpxOW8dN82PJMCdBUcqyJ3QdQFv9E20Qyd77npXkCpWIjK0J96Nz7DF0REfNg0Nd68vaZYuNYzaWzuHRXrdh9lvcO4r+wzsgKJoAV6XhrxrtaauZHdW2pXNqkeoxf8Jw6FSLw14XUVYUuKNpwyLW4XxGR8CkTlJZyyrstzWRfmz0H8kvW3xclGSEY/YDq3bezbTm9RjPXGf8PMuJKlzH1UklALRUE+wKnLd8/4OJLPaP+LG9zw1vNI0Hz2gCWIUJGwzqItVUl1CWgOgMsqKMvploMViqCTjHM+JcVlfheiWY5grDONswXWHCDhPmWXuarXt6yz4blNJlDGZtNGt/ryuCE5Mhiww1m0MrJw8BrqPlS9kO5OaXC40D4wcsJi8pbY+AyWDSsESBYDJJh6ZxZT+v6SyvoVjaxIqPFbbfgMA0g11kztkK3PIr4GmvRBcy+GX7nVjlPYZ3/vggJmq8w0lERESLjyeWsT+joCJj4siDWBtSi/EWOrrxjFixBsvcFhz2asLY/Zpv/KW4/Nlp00K7GnIOLVOHsCF4QrMBg23WMB29KMu6YR090aH8v4Nly573xpCTZIz640BgBI5sHOtCp03XncyKGPbGkMyItoeEVVzKpLehCA57Q4N0T2pUPRrrbLRSRq+gkBnXFTxX1Zbb0z6sCRsXiK+G1yIDbX3wFLpSM1gVGy8+WLrvRvfMPTboLgZ6nGICnWkPzBXXU8iKFGWlrENtNxYz6kvg3GwUvTUMDTZvmbn2THkgL1wyTOrEZMi0nzIbSekmODBT60iWiod4voC54bDrGgUSxWPpZKVZXWsgyuUBjbLMRf/w3I+RVHHfbfHsUZ9m+e5aZBBq/lbPCL+ybcjVD5dTcpoZDDWPF7LbIhWG6ylmaaAFkWkgNAGzWWCLTF5kdAYQs+oQ+Nismj1ti9qm0gki1GtCheM0aRBY17wJ3fEJ/Yy+KM88rRR07Y5PoEWTdVjtqcNgF1lr7QTe81vg0legG2n8qv3r2BQ6jXf+6KD96XaJiIhoUXOFk/DF7XXwYv5p+H2z6E6oRcoVKAh4prD77Bj2DHlh+YVeykBJBAAICMQzFWchrCc+otQ4JsSRSxhVItH9tjo6jK0z26te94g3jolgEpu8Byt2akr/qsA6wDbkiSGSymHQG4PdMGHloJig+UnT8SzrBClYG+6FJdEiw2f2DDb6tVkNVh1gc0YBuBYxrs5eafgEi66Qwfuz0X8EbTl9YKd0k+Y5LNVxytpzo2SdCR+QUr+HD2hqI7VUGBKrHR5ayDqUZKXsPPPGMoilra4H6vtfGDZaTb2tRisN1E0FkzhlEvQ5MhZsSLaImUhatB7anT9/C8MYBTkH5NT3TJIVjPriFYfAyoqCaJUz0tkKFJksc2DEr9nH+VpOpftQqvzZYZahZPy4+czA8ya/HW8sjZ0DnrLjX/ENqtcERUKvq4rgbjU1tgwesj1sb+qwWvOxoPCe1Lj/bH18+vQ3aWRFmQsUt+TiWBvuxYbAsZKAlv71FOphJjJiWZBZkEWsDfdii2d3tc2fw2AXVdbWBbz3d8ClL0cX0vi/9q/j4kQv3vuTQ3jg9Ezl5xMREdGid96XwMTRh+d+lxUFgUSmbIhStmS4xvH+IcTP7cIWz17EKsxqGDjxF5zecy+SYQ/GAglMhZK6zl3p92u7nWjj4StVjpkorEsu76yWFqgvZGTZkRElnJ5ShyPG87Vs2rIhdKbcuuXckbRu35a+otI774CaTffEoBdTweRcBoaaXVe5gyTIOcDTh4kZN/pmIvn32WbHSBCgDcc55Jxh1o1OzqIWln9orpC6yiLYZdkLM/5bIYtJGxgC1HavjplMGKComUBWjDrqRsOAHVL5Y+sDJ+CwCBLohhDZPA9kR4vp39SMCnU92qGLOVku22vqbH5eVGInS8qu9hb73VJdxo/tJ6n7s9YC9amsZFlMHfm1j/r1gVVRUmdrlDWZMoVC6ltnHgMGHgLEDM7NRnHWFcETA5oh3jOnAG+/bn3ToSSGjOpcFVog57A+cAIdJdeXSo5PmteymsvuMhzSqX+s2v1rGOzS1OkqBI/LMoBs1N4qBHfLagDmf3dIGUDRB3sng0mksxKOj+vXL/iHsNW1HVtdj8EXLb8uOMJjlm1RStrhT2QwHUpiNpKay86TjYZPKub7XruMKMlARnNcFAL5FteYroR5TS5ZUSzr/xW4o2kMuqOQFEX3OeSQi9u1yvj254c5n3NHMeKrPEy/2rOXwS6yp60LeO/v8wGvFH7dcSeeJ/XjH357Et99fLjmgq9ERES0SMgifNFiRy2aFjHmT+DouHWnQgqrX5iFwgx6VrMxylmIsoLhmWJgxGrqcQDA5GFg8FHrZQxU890kmdEGuGr5TmP+FVySFeTk/HBE7TNKMocOjwVwdto8Y2Cuw6B53pAnhmgqB0+s+nqqa8P9ULzn4DvxAFI5CdOlM68pClpz2uCQfr8UMvuM/mbEqDaUmcJb1572wVFpyJHmfTYLuBUCi9ohfwVOg4kMAADpMEaPPIIW0d6MdBfO7AAUGU6D+koXuHfpfhcAdKZmsSbSX7bs3DK640MdahjPD1H1xzPYOeApOzeVCl27Qmd7SlOEf8hgnxTWZqbQCdYOd9QOp6uFx+dH387/Q++pI8Wg0uoLDZcdmI2pwVlHy9zb75Ay6IkMwpl/v46MBeeuAWti81XJAAAgAElEQVRDvdjq2g6nmKwpsyuREfFYvxuPn7MaIqrKifpg+ZAnhhFfHGenw/khyefRkovNHbexdA7IxOYK3WtnekSgvJaf1RBYRQF6osPoTM1iQ+B48XE756et0zMfPCqdpEGjbP8qMta69sAxcxxG2hIltRED54tBGwVz+6nscn5+F+wyPMdTYVw4+zg2+o/kC7Trr8eFIu3aAvQCZAiQ564J2s+YlpKJR4origHBMWD6GNZEisOmD4944I6m4QqnMKYJkBpOzjG6Gxjars5ibOC8L45T02F9VqAgYCacQiyuD75q60haDYuXJLls5sZSsqJgOpRELCNi3J/QTdag/UyU8/u23miBU0zAYWtClyIGu8i+QsDrqTegU0nitx1fw02Oo/jO40P4p9+fqn1GJiIiIlq0/CUFpsvK21aY0c+IUWFu9Zn650qyAkSmgKz5Hd+ejlbDWJNpsEtRsDo6jPZ0MYNCF4gyqGFU0JYJ4EJX9cMXTRpi8Ejl+lOr4uMAgFTOfm0uI6XF8yVZ0fcow5OWz+9Kuoq/VGhHKith/7HjOJev7VQpEFnI3ioUJJ+TCBjso+Lv64OnzFcaGsfqyNBcsNAdTZfVeyrVnvFXnLCh0B6HnMWq+ASEsgGo5oWeLQNp2ufIMmYjaQy4oxj1JTAeSCAjyoazOVrLB1g0s+W5winsHqycxWVEO8RqzJ9QAzelWyx5u3KSDHc0VZYhujZ8FqlUEunpU8XsKKNhpoqC8UAC/bNRwOGce/c3BI5jdWwEF7ifwBb3brhDkbnZBLsT6vuyOjZadbBLQTHAlBFlRJLmx0x5Xg6QzPePcrKCoHsCqYmjWO/aDUFR34NBTwzRrAypNOhvEtjQb1BRA8Ka7B2nzeBsNYqjGAszaxb/Juevl6XvZ0FHyoOWbARCeNzw753hQf21bOakWqwdABSgRUzUPZSxfNZeBQhPACgGyGOZnO7vhYyyXlcEJyfDhsFA3eA8qwPLdRxSYAydqdm5ZTtLa1kpCmTDIwhAwq9+BmYihsMiC9cxXywzd22NpkQcHQ/i2Lh+MphCG4ysjhZrr3WEBtCdsP4M0F7Hgwl9kF+bFaa9lLWYDSk3oH2pDimNC9y7sXZqh+3nAwx2UbXauoBb/wA8401oVbL4cdt/4YMtj+G+UzO49SeHKtbeICIiosXJToH60iU6krNQrOoe2WDVR3j8nAenp0L6bIcS0XROV/R9jkEHSVAUdKTc6IkOlQdSik80eVjGJt8hOJTyoZqCIpnXhTJlvwOnvaFYyLbqm4maLW7bqGbYyNzuKgzjzFUKpBjX8zIyGUiiKz4O12gf9gz5cLak5o22qHW+NSYNfgJCSeZU6fthGkibPoae2PDcsMVUA27SarfU2eqEU0oZZ2ZoyIpiayyObp8qMrz57L3w3L4qX0nlemH6vzskdZ3xjPHw44xoto/UbXtLMgrt3Pge8ycwHUphuGQoXnsmMPfzTDiFs9MRiIb7Un1sIpAABOfc+60N3raICayOjRkOn6plGKP2mNo95C3PgqyCLKvBDoem/l7fkV1IaIdzKwqQDBg9XacrOYWN/iPY4tmLjpQbHckZ3QQFjqx6jVDsBM4szAWYDd4PGWrA7sx02HByDEdhVlGTQzOaSKFvJmqYdalAnUF2XX4ylFqVZodG01lk0KbfVkn7MqKMVE5EVpKhQEFKM7lJW7byEEpAHXo+6I4iK8pwlRwzpZOSyIqS30fFhqyNnAMUzTlV4dqSzkk4PR3GbCSFRFa29Rx9m4bmgqXdkeEKS+s5yrZTPM8kTWmAjnRtgfVKWWZmGOyi6rV1qbM0vuBDEKDgCy134/Mdv8fJySDe9L19ePJ85YszERERLTI2Ux4ETV2QDcETWBUf09cVMfly3Z3PSDIVdRl2iHKyAleoPBOkEqMsE0DtPBUUAlStTs1XYqW8hhEArAuaD/kAUFJgHRU7GaVBkVVmtaOgDqOyu17AOJCjfYkdyVkgPyyubL35jIdKBfQVi99KSYWARCaIcDJb9l6OB/QdwVWx0bksg9KXqz3+jAy4Y2hzmndx9LXB6jMZSCKUKB5ngiJX3G96FkN+dTW7JJshmuqOuU2+w5bLnnVFTAJYxq1J5WT0z0YNgpdFheLqVsHGSCqHUX8cMzPmNYXUZpi/z9qaQbqn5JuuC47lqjsmfFZDCW08X4Bm2DdQMlwYeOD0DE5Ph8rqJZbqSqpZOg45gw2B41jn1w8VXDO9G5BEbPHus9Eqc2WZXdo4rOY64o6l57LpCsyGIbdlAmjJRufekIRBYf7CZrqS6nEQTeUw6oub1jY0/QjTnEupnIh9gz4cGtMHrKYDSQzO1fRTsNm73/SGwrrQWXWpCtfi8744YhkRk8FkxfeykFirnSjAIWewOjYGQH3tJyZCyKbNA62xjAhRVuAKpyAUJkGAAlFWg21JG7MRb/YeQFsmZOtmgNWr1908s5qcpOyJuny5uZ9kR1v5sjYw2EW1cTiBN30bePXnAQAfxv346eqfIhJP4n0/PYQf7T7POl5ERERLSGvWJFOo9E59svzOrD+hdiwFg6yngrXhvopt0G5J21mNZ0SEEiadV1lER3K2bKZC4066Au0X6Avcu+GQ0rpC2+5oqqwAdFdyBl0p60l5WsSEWlDaJm1nF4Cungug78QpBj9ZMRomqh1msyF4Qhf00615LnBZIWij7VnW+ZWvxaHvpa6Oj5pOAtDiLx2SpOc634tNE3+pr0E2pUVpLtNKfQWVi/zrMl8svysX9/9sKI5chaJKTjGFzd4Dpn9vT/vL2mYa+FOKr8No5j+zLFBvLI1kVsSwt/6AoiBnkU0ZZUsWX0P/bAwzYeNRJYIiqYdoyXlmVFTfaqhqMJE1fUdbsxGsC56Gs1BHSBAgyQp88bRlNiqAsgkqSs2GUzjjCuvqq2mD063ZyjMCBhNZRNzmQfTq5etnaa9Imp0TNLhGC6UBMkXCZs9ebPIdKgvCTYWSuv6j9ueZ6XEMeWMIJrOY1uwT7bsZSeYqDv8MJ3MAFHSGiteXtaFejAdic8N7e6JDcEqVRyvZveyJBpNAlJIVZW7varWICWQlGUPeGMSx/Zj0FoN0oiybZmWG5mroKZgJq0HIfhvZwA45i02+gxWXM2iqjlN7TqXURBh7oQGzhWr7kGGwi2onCMDLPwPc/EPA0YIbc7vx6PpvYZ0SwdcfHcAH7z5qeeeDiIiIFg+jWkMq+18yBUWxNQ29bu1mfX9F1hUnNmvF2nAfNgRPGBTbNXuGvrPblg3rgi1Zg7vfleo2zdEVlLbeb6XBrblVxDNlQ4G0d9krD1UzVmnmvLK1VszsKnYj2rP1ZfVbtay0RpdgFpTNWxvuNXzcLNOvYQQBgiJbnEcq7Vtr9V5qs7DOTlceNmUV6AKgG95mRZBzuHDmcV2Bc1lREEll66oRB0BfQLsCp5g2HoaYb8OacD+S8ZBlnTtnbAbbXPrJLYxOA4dc3q7V0RGsDZ1BTpIhZOPY4t4zN3udQ0qrQRvvfnQlp7E+eEL33IlAEpOBpGU2aukwNjOFEjGSLCOomQRgs3d/5RlQARyfrBwUq0SdJFABpBrOoZJjpjsxZTokzRNNYyxQDHBqnxns2zn3czpnvF998Qzg1+5XdQ3awL6sKHBK6eLwSqg13VbFJ+Z+NwpEGg5/tXk62MnKlJVCrcjSlSqYzGe+OuSMrnD+eW+8bIbZAnd+JllBUao678wkM2LZNdTs5fdEBvRlAhQ1aK4N3GqZDZeO26gBWIn5/LREdl39PmD1FuAPt+Gy5GnsXfsfeF/8U9g9CLz+v/biznc9Dzc+c0uzW0lEREQ1sf/t0imlgBFNAdl8z7I068ps9fqOqzCX/WTVgsIQF10HRVFMCvEaTKeulG61zjQlWQYcDtR6J3oskNB1+IBih7dFTCDX2lNf+yyMBxJIefbjGa9+WsU74rm2NWhJ5eu76GZmtK9QrNjunlIUBdOhaouyqwbnsvXsDQg0rANnQR2aJles2WV7+Kcm2FiaBag+U/86jAKym917Sp6kFGc6zGvNRpBrWzP3e2fKDYeS09XQmgwm4Y9nikHhGmY0VBRFLSpvU1suoiukXyAoEhS0YFV8rOI6XL17yx6rNJwMULPKCsGoTPsGtHvDaBHjWBc6jWzbOmzx7Ibk7JhbvnQYIgAEk1kEkyaBf1v7r3hsDLijphk8xs8oysFpZ2OmuhMTODERxHNyp7FGCgPQz9yYzFoPdxOgv1NRaXbVYCKLno4MNq5qt0jyUf8QSGTmMh5bxDjWBU8h3tEJry+u3iAwGPmmKMBGf/nw3UqZXEZBVd29GatZiFH5GqfI+bzj0vUoii5LWVbUoZiVajYWrw+KrWOnkv58UO1ZF/Ygksph46p2/evX/LY6dl7fFgWWk2lMaGajXK0Zzq+dQKRwPap25Bgzu6gxLn8N8NFdwIbL0Z124972L+LT6/YhkMjgw788hn/789n5v6NGREREDVep86612bsf0WQaOUktqC2O7EZ72m8wG1aR9kuydgSKQ8lh64w682G1X3C7ki7DAIzRHfsNwRNYO3JfcUazesswDDwIKErFTJva6dvXlgmZLFfyrIqF09WZNxPpDAKJbMUabrUE3TrSXggVOrtWemeiDSksb8dMpLqgWnF3We/nEU8MciFaYNlB1ga7aisw3loyTFFQJJyaDuse2+zdj/a0D9umH8rX1SsJxynFGVnFCkMprVTzvm2bfsi0KLndjChAAAyC7KWzywLlRbOdmuzU9cFTusBjT3Qgv4wmOFLtbjFYvjPpKg6HLFFfsKKGyGSJzEwvhkc1wyE17dfNZGvIaHBekVGQKRjPIJkVETEJOCsAkjkRY379TYGupAt9Y9MIJrOmx5udYKfhNg1egPahQU9MX1tRS9A/32hIfiIn5gOHJZmsUJAWtcEupawumhGxpduglfU7NxuDK5zCmC+OWZuzwfriGctjOKr5m9n5XfgOUW12KYNd1DibrgA+shO44vVwSBl8MvUjPHrBXViLGH59eBKv/fZePNZnPT6diIiIFhtN50CoPJvZkCeGEW8ck8EkJoJJbPQfRndiwnT5dE5GMJGFL5Y2HLYAVOouFbVmw4CimA7vKRR0LiUDWBPpB1BfZpdcGMaZjtQ8e1RFZUXG7dVXqZhZoFmvIxWAUjHAUv1+ciiiYSF/ux1Q89kB7Wux8b4EKnTOzFXeJ8mcNJexUBqM0ioEuNpbnIaZXZ1pr3XGpNE6TYZYFoYcrQ33lQXWjIrNlwaArBSC2VKVE0yYacuG0ZapPKyzwyCw3Z2YQEeqvOZgd2KyWANLUbDFU5IRpwn8tmX1wUKgeM2op87T+uApXODehdXRkboCwrUyK+gPAD2x4sx8E4EEzpsEuNIdm8sea8tGEM2IhnUEzcgA+mej8MTM92fO5JqhfQ+6E5NYHR3R/d0s285RMbOrsvGA2Yy8+k8Vf6I84DoRSOZrkZUPY9SSqww4V3Ozyo7C+RzNiOqwURuMAsy1iqbFivXwtBjsosbqXAu857fATV8FHK24MrwXh9d/AW9dOwp3NI2P/eo4/t//HcdslXfLiIiIqDlqySopzKwVMhvGo3F4LIB9wz5MBJO6O7xaOUm2lXC12XvAMrCmBg2Mg3VdSRfa0z6gQs0lKycmQ5gIJICM/eFa1XJadEot2cjsKmgd3wPfuPmEAu2ZgGkB+Uq0s+AVSA3ukFluP1e5hlHpMFI7MiZ1hGpVCGQ5HQIEuTzY1RMdVINOVVhVaUZUA9G08TnZkfZVt6JUeZCoFoKiYJPvyYrLOUwmy9gQOGqYQbXZu199nsFw0JjfNfezdvhikVJWCL9WPdFB03p+lRhn3tk7t+wcS7KiVAhwlF9bCzcepkIpWM3Wq1Up+J3KSbYnQbCbCVjpulAaaI+lc6YBNwBwhTVF9AXoXrdRLbqCNRF9e0uzkSVFMZwIoJQ6fFSxFdxfaiaD5jNSlmKwixrP4QCu+zvgozuBDZejPenGd9Ofx28u24EOh4RHet141Td341uPDTZkDDERERHNn/Z0fcXHK+lMztj6Qm4261qp7sQkzAJagpwzLGBe6Dxs9B+p+064L54Bpo5UXrBGRsEiOyq9Kklzt3wimIQvan5j0ii7pXYLF+iaTzlZrjjDXjUKQeZ0TjLM7AKAjkLR+QYGC3tKMmHMdOcLejslezewhVRjriOmM0hW4QL3LtO/GZ3/2v6K2bFvVOTeTKV3qz0dmKtnV7/GHRt2ZvMzkxElXDC707C+WSmrwv7NUlorcNATw7mS4vCpnARFUdA3E9ENNbRTs6vAuNZk9XoiA7hwZoet4P5SE0xkTWZbLsdgF82fC58PfGwPcPX7IUDB9a5f4PSWL+Gvt7qQzsn4710jeOU3duPXhydqHj9NRERE82t9qHjHX5KVuur2GK4/eBJbPOWFpEtZzbqmX878663VsLGCWusjaR2bqDzMaqFVet+0f8+I0oLVxlobNs8gW8kEqPtfVhTrGR4VuXzYXR3szjzakfFhk2c/upKuyguj+rp7S0/jXp8ApWHnhXaWwXqlbQ0jNh/m7pQztmcFXaqOT4bKrp3hVK5sYoj55pQzuhknl5spm9ldDHbR/GpfBdz8A+BdvwC6N6E9NIQvBT+Lfc/8M567XoI/nsG//bkXr/zGE/jfJ8dtR2mJiIioOSoXJG4yob6vt2ZZNDQ/1Ew8KiVUmI2xYKP/cAOzgKpjJ2sknMzh2ERwSZQwWR84bjhTnx0tor3O90woaVqbsMButpwdZvUL50UDbhQsV7kG3yRa6SSbu5PBLloYz3kH8IkjwDUfAABcNPZHPIB/wi+vHcWmVW2YiaRx+/19uOHOJ/CDJ0YQaGAhOyIiIlo52rIhdCWn61gDOyW0uGhnByzVbqNYezNF0aX+a1L7azHpTLlrDhxu8h2ytVw0IyK5TG/ud2SqrONGNM8Y7KKF07UeeOv3gA8+Cmx6JoSkH6/o+3cc3vhl/PSlEWxb0wFfLINvbB/EdV/dhf/vD6dwaiq8AtKeiYiIaLGotfA6LV+tjuZ2mTqW8NAvq2HFywv7KyruB1o8VsrVhxaTS64D/nYvcOPtQNsqONyn8Jrj/w/7LvgOfvEa4PlPWYOsJOPeEy687QcH8Nrv7MUPd48sifRnIiIiIlpeOlrZZapVzbOHEtG8Eizqqy12dlvOKzc1R0sbcMOngU+dBl7yCcDZBsfEPrxq/624f8MP8di7u/D2q7ehvcWBEW8cdz46iOu/tgvv++kh3HN8GtEKY92JiIiISq1ub2l2E2iJ2dDdhpzdAjFUppH1p2h5WNPZ2uwmEABh6ca6bGOwi5qreyPw+q8AnzwBXP1+tajs4EO44i9vw3din8XJdyXwjbc/Cy++dD0UBTgwEsBn/nga135pB277xRH87sgk63sRERE1SVers9lNqEqt3+03dLc1tB316OmovaPY5nTg6ZtXYfPq9ga2aHl76oZudLYtreO8WvUcU7T0roPVWFXlDQI7w1a3rO6otTnUQC0O+5+Iya6nzGNLqmc3UMdgFy0Oay9SZ238u8PA828FnG3A9BF03fdhvPvgW/H75x7DgU8+D59+7RW4fPMq5CQFuwd9+Ny9Z/HCOx7He/7nSfx03yhGfYt8higiIqJlorPVCUcVX5bt6pnP7KsamyssolvgW9d24pkX9NT03PYWB9Z0tmFt5+IJ3i12giDgovVdzW7GvGpzNu74Dq6/qmHrWmjrumo7Ly7Z0N3gliwe1Qa7Ul0XVlymu335BgeXEkcVn2uh9c9HeO1zGrZt2dGG8Npn1/x8uyW9GeyixWXTFcDbfwT8Yy/w8n8GujYAkUngsX/Htp9dhU96b8fjrw/j8U+9BJ+96Rl4zrYe/P/s3Xd4XOWd6PHvmd6LRr1YkmXZcu8NAzYQYkpCnNCSvWQT0gt3ScjmJqGbsGQXHi5J4N5N7iYLbJIN8SYhYEJYIGCwY4oLxZZxA1fJ6nWkmdGU9/5xrJHG6tXW8Ps8zzwjnTbv+c07M+/5nfc9J6Hg9Q+auPfP73Hxg6+w7oGX2bi5kq2H6onE0vNuJ0IIIcTZVui3U+gf/ySAa5i9TIpG+NojPWjrbSRnwCeaAXCOMSF4DuXupgSL0YDVNPgB+tkYIluaOfwki9nYc9jXac+fiOIQMzoI2YdOdkymkfS6ynJbR5VItprS95DaNMJE6HASGEaDgaXT/KMt0qidrd5JCcO52ZN2uEnHhswVAHS4ike0/YF6RIdtOZzKv5QOV8moE16JYWa70veTKaY2dw5cfBt8uxKuehhyF0AiBgeehU1/z4zHF/PN4MM8c0WUrbecx+1XzmbNjABmo8bRxk4e/dtRPvvLN1l8zwt8+T928ts3j1PTGj7beyWEEEKkDa/dgsNipC57DW2eWSnzQvbcUW9XoZiR5Rpr8YDUA/wsl5XRdu0yGcfeZB5pcm4idB8ejOSM/li1u2dMyHYdFhP2SRw+pqx9kyBhWzbTM13ke+2UZrmImt3j/rrxQQ6UR3KXyAKfPXlB6ubAYgy+aQRdJWMtXirNoD/OIb175VUVXkltzoUDLmsyaDitJnwjvKaU0aANerHvLsv4JHYKfPaUpP1IhyMX+Owjfk3jEN8VbZ5ZRKwBABKaGWUwDyvh2V9v2YnscdrqnUOwV7KmPmvVhL3WmcK2rFGvOytn/L9TQP/+HO5vUqRX+YebnCrw2fvt8ZjlstLh7Ek6djhTE2hlmS5avXOG3H5Mkl0iLZjtsOTv4Wtb4Ruvw5pvgacAwq2w6zH41Scp+sU8vlR1B79Zcoi3vr2An92whOuWFZLlttLZFeeFfbX84I97WPWjv/LRh15h4+ZK/vpeLcFI7GzvnRBCCHFOGMk1VCLWzGQSSQOiFh/tntSExkh6jjRlLMYw+2PJs+4uqwnfMIYTJZQiYs3sc/CaMPSsO9SBwpnDMpTWf/LEbNBo9VYMWabB5Hhs43P3qzFswna6B8qZx5m9e7N0DyPtPoDtz8xsN0aDNqyDZ00N3Ms+15Na787sCdDmmTngunPyPMzN9w6auIsbB6/XVQWXUVV4JWFb9qDLAQQLUutZq7eCxsBS3DYT+T47FqOBpoylBF2lmEtW90kAn6nI7xjWtbIaslYN2DNElV6AGmZySSmFoucAsT17Ka1jGEbUX12OG0fXg8ViNBA1e6jNWUeXxZcybzjXgDpTKHtxcjuW03W+IXMlADHTwL3hTAYDOLOYke1mYaFvwOXOpGka5TkDJ+jrs88b9rYG4rGayPHYsPRKvPfuWZvnHd53eIezaMB5UXPfhK5B05L1NGztlbRxBMhachXtnhk0BpbS5plFYvpFfdZfMII4Ts8a+3BQc1bf5HrcYD2d2NUwaBp2s5Eua4Bm/4IBt9Pf90qG00Kmq28dz+jn9yroKk3+rc7YVp7XxsxhJrHc43Q9vS6LnzZ3OTGTiwynhTl5HkzD6LF6Zow6nMUp+zaQYNHFp+tOao/X4oCTFaWZZLmtrJuVDZqW0uPO77QQdA+9/Wg8MeQyIMkuMZVkz4ZLN8K39sDfPw2LPwuuHOgKwv5n4OmbcD0yl8tevZr77f/BG1e18twXZnDLpTNZVORD0+BgbZBH/3aULz6+k0Ubn+eaf93Oj188yI6jTTLkUQghxJRy4sQJbrzxRvLz87FarRQXF3PzzTfT0tIy4m0V+OwsKOh7UNJfT5WEwdQradLTiO+dKIrYBk6U9NaUsZiQI5/CrAza3WX47Ga8wzy73zztozRkriBmdlOXvYZZC86jufhyvEVzmJbhYHGRD1uvnj/xjDJyF1/Rs75/PppKPfFVl31Bv69lMmoDJsK6hWd+krrs86kquDw5LWbSD4C77z42v6yoz8FF2RC92GwmY+q1hE6HvHSQ6wRV5HrILVvYZ3qB3wEFS1LiAvqwyDm5HnLcNqZnu7Atvp7A/Ev7rF+dfynl2S48djOLi/wEzjjwG2nvNa1gMafyLiVizWRhoS/ZE6Cq4AqqCi6n3VM+8MqubJh1RbIudrObjczN9zAv30t91ioi1sxBCqDHoTGwlLrs85OTjb2Hrc67GuZdjdVqSUl4djoKQTOkDHHNcFmJZM1n3px5BIp7eie0+Ob2Sdxlua3MzHFTnt3z/tdlr+lTxJjZldIjpXtIEYDB4qAuS19nqN5DiTM6QnQXeyS90UK2nOTf+b5+kiv5S7hqYT4dOcuTk1JiiYatn4PreQVe8mYsZs3cErIXXUGHs5gCn505+Z4+mVmPzcyMojwaA8sA/QYC2W4b85eeT4HPjtloYFlJgFnLL6W4YinWQDGNgeVEbKfrgWZIiVW7u6ynrEYDTF8LnoI+Q5cHSqo2+xdAoAyPzUzU7KExsLzfJGt75uLk370TUwP1nMpcfm3K/zNzPRg0LWUIc+8y9Xe9sZJ5fZNsLf4FJDR9G93fPV1mLx3OaSl1IWGwELLnYTRoycRMh2tacv6yOTOZlpfDnDwPymCm3TOD2SUFQE/Sc16+93QSeFHK56ubs+y85OsX+OwYNC154qXTUUird3ayLO6i+VQMY4hpgd9J3J7akyphtOKwmrlkySwWzZmNIVN/zzudRX2SqQXZmSypKGdBgTdlepbLSpHfwbQMB8UZDvK8NhYU+FhQ6MNt7zuEefqc5USsmad7Qumv0X1zkDyvHY/NrNfvfgyWwD7zhED3b8xQ6rPPo907k6aMRfoJofzF4MmnLNuJx2aiItczwFD/njq2ojSDdbNymL3kAopzMsl0WvpNerf45oLNA6VrmVk8jfqs885IaNk4rywTr93M6umB1B66Rgvnz8gkx21jyTgMdZX7L4upx2DUf4imr4VEAmregYP/rT+qd0NdJdRVYtjxCyqACn8J/1C4gs6583g3Po3nm3P465EIxxo72XmsmZ3Hmvnxi4ewmgwsLDZyyFIAACAASURBVPKxvMTPspIMlkzzy61xhRBCnJNqa2tZvXo1iUSCe++9l1mzZvH2229z6623sm3bNrZv347VOoJeFlkVWMwxCrNX0NpQQ0nZLOqP7aPZOZ3I3s2AfnbcmIiQ8E2nWAv12UR91ip8LZW0eWahDBYCTguNHV1ETzfGZ/oUJ5tDKWdkQw69B1i2x8bl8/IwHO452CrPdtEY7KKpsys5TUMj4LLQ0tnF9LxMDjXVABDIzMU9LcClACEXHD6ur1B6Ib5sG20tjWSVF6P1GvYVNXsxJKLJ/+uy1+DzZzB92uW8v/O/0VRPOc1GA/PmLuTk3yqT0xYV+Qh1xTlQ2051/kfxAR5/No0dERozlmAP19Hsn8flM1yYj/wVHBlYyi5m/qwEO5/9RXI7foeFkoCTo40d/b410wIO4nFFc684MPsqAvXvYc6H3UfqcAWP0OaZiSkaxBGqxjVtES5fEcGTlQQjMWZmu/E4rDBtNXjyMHQ2MzNykIO17Uw7PczLYTXhsJogZy7zsvUDveDchZw4VElHV0zvXWS04jWfPtgyWVEOH6AnV312C9luK4c6ncRNDgzxMAYVp91dRpfFR0bTWyn7FXHmk/CXkWhvpt09HU072HPwrml0H2TV5qzFHjpFcdkcsqr+Sn0wog9NM5jBZGN6lov364O0am7KXV1k9e6lGIHGwGJcwWMAeNoOoqGhUNRn9SQClpdmsuNoryGvfg8HYnkoqy+ZbMn12jjpLiPoLgOVSA7X653wXT09gLI40TSN+flejh+x0hCM0OnIRxksBF3F5Fe/QFmmK7mvXqeDsizoiiVYvGwOW9/sxNWgx6o7oTNt5iKMx4OcinuJmvX3psBnx2q1E7N4qM5fj6YSTKv7a789HhoDy5nhb4PmA8lpJoOBAp+d2uhSFhp2YzUbaeroojTLSUNgJXV7XuiznabMZZQ6uyhqeo1wVD9JXJ+1mkDDDtCMJMz6vp+/cDZvPb8DgBkLzue9d9+k2b+AsC3AJ0xvsvNYE2FrFsZ4CHMsiAaUlOk94XwOC9P8l2DZ/ycAEkYbxljPZ8PpzyEx/SLC7zcB4LaZyFx2NXQ2kOe1k+e1g8WE3ecH/1IAlvgjbH+/gdl5HjSgyrKa2e2vEo7G2W0twBgLYYp3Ypx/tf4ixavR9vw+Zd/nFXhpUS58eSVU7v4b8dPZw7kzpkNONuQvpi5eBYAx72N4Dv2Jtl6jSDx5ZXQGq3F11VFQOpedDbmgEnpd3vMHQL++WE5hCf7c6RgCfmJ2My2hnu8o5n6KrFiEcFuMrLZKsFrIae4kGk/gKJjHzPgemjUP78dziGgWFhTOoeDkW1S1hHBYTMlebt26rzPX6ptDlzUDf9PbyXmn8i/FFA1iMrwNNh/2stmEI/oJET0hpZ3u0eZm36k2AGxmffttnnLM0SC23FIwOwnFHKBptPjm4QoeSb7GjPLZPNdpJ2G0sapEQeMhcs0udnvmJBPRQVcxi6YFKI4egXoT2W4bde36pWlavbPxtr6H2aARPf1++B0Wupy52EP1gN4bqzpuZ2aOSz/RUHo+nYYmaNZ/wzQSyeXC0QS5yzagaRqGvX9IltNuNuqJeLsPQi1kBQJQtBIsLvhgC5mGVmJxhc1sxKhpuJwODNk+Ci75JB1dMY4feJtpriY8ttSTOQ6zifLCXHZZV7Aw+g5Hjh+jNudCEgYrjs4qyspng7mFcuspWqrfJ8NpoTNzPo2V25PbMLiyaPZeQCJYR5clg7xTfT+3GU4LvnwvldWtRC1e6gPrmREIgDsPBxozZ86AI68wK8fNruPNyfXKMl205mbxTgtku236ZwvwYgankSybC5+ji8O9bhCX0Ex0uEr0uubKgvKPsKw9wu5jARZ0nD4RZ+9JYmV7bJiynXzQenpCwRICLiuBcbopiCS7xNRmMOiZ6fzFsO77EKyH49vh2Gtw7G9Quxeaj0LzURxsYhWwCrjTX0LnnAqOUsDOzixerPPyVmcWbx5J8OaRJuB9NE0f/rC8JINlJX6WFvv16x3IVV2FEEKcZffeey9VVVVs376d1atXA7BmzRp8Ph833HAD//Zv/8ZNN900/A1mV4DHQy6QW1ACQOHcNeQnFLvbL8BnA39uCZFQB/nZmbD3QPJ2SJfMzuFUS4i4cnOg1xCkjoLzqVBVbGnPw+nyESjUCNTuIdJWT3VLiCZjao8bgzm1N4TXbsHrz8JRVwso4gmFPyMLR6IDleFAMxu5Yr5+bZje1+bC7ofyS8HsAKOZGS4gp+cMuq9wNtFIB2vml3OssYNTKobTk4FZc7CoyIfTmkls2eW4q7bSForRNP0qHHkeHIAv30t1a4hMlxWTNx93ZxONgVkogxmjQeO8sgDRuGLnMSv17XrZLO4MmHOVfqdpAIOBzNlrOXyqkYqACexdZJbPZ+/Ot3G1HMBo0JIH0hlOCx6bmZbTia7GwFLiZaVgskDeQjxAe/NJOh35p5Mgikz3fMiaBppGxZxFRBMa5pxZYOl18JC/CI+3gKVzLWjRTkjEId4Fmak9qVw55cwOnqAhGOFgh4NVpRlQZYNYGJzZaHlLCR1txh6qocBvQ9M0ygpz2RUtZkVpBh/Ud5BoC+tJzaa3cFhMFMxZQ02nYva06TR26MmAiC0Lg3ao36oZM7tYNn+NPpQq7zo8lU/qM+JdoGnYzEbm5nth9sf1dl9ns97ry2AifkrvKdbuKac44KSwy0td2MChqF73bGYjH5mdg9GgpfSSyffYiOcuJavXNZHyvTbyfXaqW0LJRJfPYQFrPrRV6wudTnTp9dlCyZwVfLC/DmWwUJrppDw7F/uSr0BnE7z/0umKXog/cfR03dAIu4potelJYLvZSKnXxvRsL4bcj1EKNAQjtJtmkZPhwmCzs2p6AE3TezyZQx9j77ZniCb0A/hZOW4MGcW0BirwRY7gs3+QTJ7YLUYWFfmIFfkwxfJwvP8yecW5ULCMaQYD09wf4cCxKpprj2M6nWxaPzdX7xVYE+Tk4XdpDCyly5pBY9F6uuIJzsvTE3FGo5F5+V4UCnvudJblV/DqoXoyrCZo13c15MjHGA+TFT3Sp21t6dX7q91Vgq9FTzKXBpz4F1+e3IeqwitZMDcHzCawDNzTMctt5ROLCpL/l+e44VgpRNpZlVfMtvfd+nvZuxxFK8jtqkRFwxQ6YmiaRvZ8vWfo4kun89Jrr9Nl8ZNn7UnQl2Y6qW+PsKjIh6ndQyye4G+dhZRluZiZ4+YDbRUF5hbILuMCf4ITTZ3MzvMQPOWivj1MaaYLy9xLktsryXRS3RImw2mB7DlgMGCw2CnOBDL1a04VBev0z0L2HDy+IjwWF4UYiCcUFpOB3MWXY6z6AK8piiWjCEe1CcPpHq2976brtJhYmGvDG89g5zE9kWi0e3BWfBJMFsqicZqONlEccJDlsumja067ZHYO8bhK9lpVBgsNWSsh/3TMq/QkYIerWL/IeYXe89dsMvKR+SVoGhjMRvAVYgbWR+P8d6V+IgPtdKKpTt/2tAwHuSUVvH64jqB7OgXhQ/pw+tOJRaPVydy5FRzYUU9xfjZ5LhPZ3nJc7p760fuzHjV7mO6KkdM9pLr7hEjphXBMT7haTQYoWAL+UohFoPdv1bSVaA2Hyct16t8/ALM/ppfFoA8BnTd/KVQeoz/espVc7M6BeCbvaieJxc3MzfdgM+ecHqYawOstxBvR4+EsquDtmi4CjTvx2EzMLPETzy/kWKOfPVWtKdvO89rw+fw4i5eBx0VTRxenWkOUdQ8XtTigWG8/UP5RtIZDlHbs51hTJ0WLLsZvDOHPnU4gHO3b6yuufwYdlp7pDouJaEKPbU6vIepZbivr5+VB5ON6u8F0Ri9EU6/h8J6ClFlzcj0cao4TjejfQafyLu03oTcQTanh3rgxVVtbG16vl9bWVjye0d3+WIgJF26FE29C9dt6D7BT70DL8QEXD1kD1Buy+SCawf6wnyqVSZXK5KTKokplYnN6mV/oZUGBl3kFXhYU+sjxWCUBJoQQU0A6tV1ycnLw+/3s378/ZXo0GsXn87Fw4UK2b98+wNo9Rh2T2kqoe08/4CntGfp3qLY9eZa/LMvFvAIvoa44ZqPWc5H3RAI6GzjUbmFfrd6ATR6I9u5NYXXDzPV6o7qtGjz5epLhg5fBmQV5fYfpjUY4Gu8zrA+A1ir9TH7vg+ju8pVcoN9MB6hpDXOorp3F0/zJA4JwNM7+mnZKAo5hXX+se51Y41Fcze/RVbga1XICqxaDzHJaqg/zep2JiC2zJ+FwWjSeIBSNE48r/APc/WrUwq1wSD+wSJRehMEVgK4OvS2VUQYmC4eqG7DXvUOhI66/P6UXoozmZNsoGk/QFUtwrKqK6Y4ubLk9CbW2cJSX99dhNGh8LC8INe/SGIywzb4O0Id/5nptqcOX9v5R71nlyYfi8/T60d8BFNAairLlQB0AF1Vk47GZU6Z9ZHZOclhYLJ5gz8ub8BvDlJTPh8Kl/YakK5bgL3tPAbB2ZhY+qwE66sCZDca+/QiCkRiRaDx1yGewDo68qv895xP6Z8lbCI4MXthXS2eXfuB+QXmWnugYgfaaQxx/51XyvHZ93bmf1EdFxLqIHnqR3a1O2jwVXDgzc8jr9RysbefQ8Wr8ze8yf8kq3Jk913sKR+Nsf7+BIr+D8hw30XgiNelc957+PuWccV2w+gM01J5kR6KCFa56Ah2H9enzr0ldbt9TEI+yVS0iFGwmp/MwC9dcBnY/8YRiy4E6vHYzy0oy9OVjEXhP74VK4XLwD//OcfGEwqD1f9F0ujrgwF/6lPGpt/UEziWzc/of/tXZpK/rG/gaWUk1e6F+v55s7v291l6rX67FV9xv3QL0uq8S+ns8DHVtYY6/+itAsaw4g1OtId5zLGPZnBl44q3wwRaa7CU0eyv6H2IdDetlcvY/PLgxGOGNI03MzfckhyW/uK+WjtN1uvt3YSj7a9o4UKNnRj+xqED/nH/wCngLIHs2Na1hjjV2sMhwmFjDEXa32CnIymD6/DVgMKCUGvD4rKWzi1cO6j2/bIlOLjG+pV+vbdoq/XPYvS+v/Yba9ggzppdhmbF28AInEnDidf1kS/bsvvNPvQMd9ZC/BGre1d/TjNIzNqFIKNX/DVGajwIa+IuJxRO07NiEz2bAVLIKfPrw0qfersIZPEpJ5CDZbhseu1kfhn06DkopwtEEdssAdUUpOPEGyuJCy53X/zLd6vZD7V5URhnv73+HeCJBeY4bhYHo7A39/6YOIBwOs+Nvz9Npz2f9eXpvVtpOQf17+mfZ7KRr35+p70xQn7eW+uPvYa56k4uu/9aQbRdJdokPn84mqNmj/6g0HNQf9QchWDPkqkFlo155qcdHg/JSr7yELAGsvjxcmXlkZuWTn1/ItMIi7O6MnrMDQgghzrp0abtUVVVRWFjItddey6ZNm/rMX758OZWVlQSDQQxD/A6NOiZK6QkoZyaYUodLHqxtp7olxPKSjJTry5wpGk/wfn2QIr+jZ7lYRH90NoA7P/UM+rkgWK8ngDIn5g6DAwl1xXl+n95OuWph/uSeZDu5U3+Pc+dPyOZbOruwmY3YjMDJHeDKocqQS11bmIWFvpTeJwC0noTmY3qvfsvQQ12UUnTFEymJnWg8gcmg9Y1jNAzt1eCdNnByYTx0J2Y0TT8Y7aW5o4tXD9VTEnCysGj4F/dOceodaDjdU67Xwe5IhaNxthyox2oysG5W1vjXu6YjULVL//vMZFcsAtEQ7ZqTD+o7KM9xpfQi6UMp6B56lr8YAmUDLztSHQ16z0xbz3dkqCtOVyyB1zFOlzwJt4K17zXKxptSiqoTx/C27MVtt+nHKqVre5Jl8di41/1wNE5LZxSXzYTTYhxWPYonFEcagmR7bEPfyEEp4urM68MNrj0cxWIyYNA0zK3HINSkJ6J6l+3oNmivgZLzwT36OwxPiGgIQi3g6bnz5cnmThqCXcy11GCu26sn3c5MNo+n7jp7ckdPZ5Luk1Qj1NoZxWTUBm4zJPSTKXEFb1Qext1xggWrL5FklxDDFm7Vs+Ytx6HlhP7cegJajun/h0d2wd84BjoMHrosPhL2DAyuTKyeLBy+bIzOTHAEej0y9Gere8J/5IQQ4sMqXdouO3bsYMWKFdx00008/PDDfeZfeeWVPPvsszQ0NBAIpF4oPhKJEIlEkv+3tbVRVFQ05WPyYVDTGsZs1PpcFF5MUV2dYDTrj/EWCcLB5/RrCs26bEybSiQU2kC9nsZKKX3ol8XVp5fLqJzcpfeeKb1wWIlQIQallJ5Umop1KRoC89B3yx03HY16T6zcBSlJ4Yky3PacXLNLiG42r951eKBhEeE2vdt5sFbvrh6sI9paS2v9CcItNRCsw9zVgjPeiosQRhJ4Ei16kix8FJr732xvCYOZhC0DgzOAwRk4IyF2RmKs+zEVv4CFEEKMWjisX5zXYul/eFP3helDob4Xkf/Rj37Exo0bJ65wYsLkes+xXm5ibCay/WZ1QcWVyWuLjUWfnnXjSdPGt8fgAENPhRgVTZu6x1mTmegCcAbA2feOm2ebJLuEGC6bR3/0GrpgBvobsd7Y0saREyepPnWS5vpTdLbUEW1vgM5G3Ik2MrR2/LTrz1o7AdqwaVEMiSiGzlrorIX64RUrZrDRZfURs2YQs/lR9gDKnoHmDGBwZmJwBjC6M7G4szC7M9EcgT5DToQQQkwddrveiO3dQ6u37mSYw9G3kf6DH/yAW265Jfl/d88uIUSameyDXSGEOMdIskuICRDweQj45sD8OSnTlVLUByOcaOrkRFOIPS0h6tsj1LWHaW1rpautgUSwAUe8NSUZlsEZz6eTZRYtjikRxhSqgdDQ1xzr1oGNdlx0ag46DU7CBidho4uI0UnU5KLL5CJmdhO3uEmYXWgWO0arE6PFicnmwGxzYrE5sdrdWO0O7BYTDosRh8WI3WLEYTGNaNy8EEKI4Sss1C+gW1PT//f+qVOncLlc+P3+PvOsVmuy55cQQgghRLqSZJcQk0jTNLLdNrLdNpYOcpOYjkiMhmCEtlCM1lCU1lCUtnCUk6Eobaf/DnfFUZF2zJEmzF3NWCMt2KKtOGItOOKtuOKteFQbXtWGv1eyzKgpnIRxEgYFxE8/oqPbp4TSCGMhhIUQVtqUhS7MRDERN5hJaGbiBjPq9CNhtILRjGa0gMmCZjRjMFkxmCwYzDaMZgtGsxWz2YrJbMJiNmM2mbCYTZhMJgwGIwajCZPJiMFgxGg0YTCa9K7GmlHvsm8wnvF3r2fN2DPfcOb/3etpfacl10//JJ5SioSCWCKBUozojipCiImXm5tLYWEhb731Vp95oVCIffv2sWbNGrlTsBBCCCE+tEad7Oq+rn1bW9u4FUYI0cNvBr9ZA48FGP2txJVSROOKcCzO0a4oXR2txDsaiHW0kgi3kgi1k4i0QbgdLdKOFm3HEGnHGA1iigUxxjoxJrowxcMYExHMiTAWFcFMrPsVgDBmwpiBib4kYe/83NmQwHD6oaG6/9b0Z4UBpZ2ep+kJItU9TzMAGgnNiOpeVzOg0EignV4/dbpCQ/+qVcl9V2icnohCTzaC0u883V3G03/o09TpdfS6oJLbOb286t5O9/8quR2Fhsmgsaase7BuPwfOfQ6mx2uZfox6Ge1Dskw/i4xmO/SqQKheFUWN4ple22LgZbsfpWthxZf725Fx0d1mGeW9ec4pN9xwA//8z//Myy+/zEUXXZSc/thjj9HV1cXnP//5YW1H2nNCCCGEmEqG254b9d0YT548Kdd4EEIIIcSUc+LEieRQwKmqpaWFFStW0Nrayn333UdFRQVvvPEGd9xxB6tXr+b555/HYBj64tQffPABZWVlk1BiIYQQQojxM1R7btTJrkQiQXV1NW63e9y7yXdfLPXEiRMf+ttgSyx6SCx6SCx6SCxSSTx6SCx6SCx0Sina29vJz88fViLoXFdXV8ftt9/O5s2baWxspLCwkL/7u7/jtttuS17EfigtLS34/X6OHz+O1+ud4BILkM/j2SAxn3wS88knMT87JO6Tb7jtuVEPYzQYDBN+VtTj8UiFOU1i0UNi0UNi0UNikUri0UNi0UNiQVoldLKzs/l//+//jWkb3Y1Er9f7oa8bk00+j5NPYj75JOaTT2J+dkjcJ9dw2nNT/7SmEEIIIYQQQgghhBCnSbJLCCGEEEIIIYQQQqQN491333332S5Ef4xGI+vWrcNkGvVIy7QhseghseghseghsUgl8eghseghsRADkbox+STmk09iPvkk5pNPYn52SNzPTaO+QL0QQgghhBBCCCGEEOcaGcYohBBCCCGEEEIIIdKGJLuEEEIIIYQQQgghRNqQZJcQQgghhBBCCCGESBuS7BJCCCGEEEIIIYQQaWNSk10nTpzgxhtvJD8/H6vVSnFxMTfffDMtLS1DrhsKhbjzzjuZOXMmNpuNzMxMrrnmGvbv3z8JJR9/o43FY489hqZpAz7++Z//eZL2YHy1trby93//92iaxjXXXDPs9dKtXsDoYpGO9eLQoUN8/vOfp7S0FLvdTllZGTfeeCNHjx4d1vrpVDfGEot0rBuVlZX83d/9HcXFxdjtdsrLy/nyl7/MsWPHhlw3neoFjD4W6VgvxMiMpU0mdJ///OcH/Ry9/vrryWX37dvHNddcQ1ZWFlarlfLycu666y7C4XCf7W7fvp3LL78cv9+PzWZj/vz5/PjHPyaRSEzm7p0zhtMumqj4PvPMM6xduxaPx4PT6WT58uX8x3/8x7jv47lmqJivW7du0LpfU1OTsrzEfHAjaedJXR8fw4251PUpTk2SmpoaVVBQoPLy8tQvf/lLtW3bNvXII48oj8ejlixZosLh8IDrJhIJdemllyqLxaI2btyotm7dqjZt2qRmz56tfD6fOnDgwGTtxrgYSyweffRRBaif/exnaseOHX0ep06dmsQ9GR8vvPCCKiwsVAUFBQpQV1999bDWS7d6odToY5Fu9WLv3r3K5/Op4uJi9ctf/lK9+uqr6pFHHlGBQEBlZGSoY8eODbp+OtWNscYi3erGzp07ldPpVBUVFepXv/qVeuWVV9RDDz2kvF6vysjIUEePHh1w3XSqF0qNLRbpVi/EyIylHSJ6fO5zn1NAv5+hHTt2qGAwqJRSqrKyUnk8HjVr1iz129/+Vm3btk390z/9k7JYLOrKK69M2eZLL72kzGazWrlypXryySfVq6++qr7zne8oTdPUN77xjbOxm2fVcNpFExXfX/3qVwpQl19+uXr22WfVSy+9lHzP77///gnd77NpODFfu3atysvLG7DuR6PR5LIS88GNpJ0ndX18jCTmUtentklLdt10000KUNu3b0+Z/utf/1oB6uGHHx5w3d///vcKUPfdd1/K9CNHjiiTyTTshMC5Yiyx6D5Aefnllye4lJPj1KlTStM09dWvflVVVlaOKMGTbvViLLFIt3px9dVXK03T1P79+1Omd39Gbr311kHXT6e6MdZYpFvdWL9+vbLZbKqqqipl+i9+8QsFqO9973sDrptO9UKpscUi3eqFGJmxtENEj+4Dk6F87GMfUxaLpU8C+t5771WA2rx5c3La/PnzVVZWlmptbU1Z9ktf+pLSNE29884741P4KWC47aKJiG84HFaZmZlq7ty5KQezSin1kY98RNntdlVbWzteu3rOGG7M165dq4qLi4e1TYn54EbSzpO6Pj5GEnOp61PbpA1j3LRpE7NmzWL16tUp06+77jocDgf/+Z//Oei6ADfeeGPK9JKSEi666CI2b95MMBgc/0JPkLHEIt2YzWb++Mc/8rOf/QyHwzGiddOtXowlFunmi1/8Ir/+9a+ZNWtWyvQlS5YADDl8L53qxlhjkW4+85nP8K//+q/k5+enTF+1ahUAVVVVA66bTvUCxhYL8eEm7ZDJ09bWxnPPPcdFF11EcXFxyrzu76LueL/33nvs2bOHT33qU3g8nj7LKqV44oknJqfg54DhtIsmKr4vvfQSDQ0N3HDDDZhMpj7LhkIh/vSnP43Lfp5LxrstKjEf2nDbeVLXx89EtK0l5ucm09CLjF1VVRV1dXWsXbu2zzyz2cycOXN4++23SSQSGAx982+7d+8mKyuL3NzcPvMWLlzICy+8wN69e5MN/HPZWGORbgKBABs2bBjVuulUL2BssUg3l19+eb/TKysrAZgxY8ag66dT3RhrLNLN5z73uX6n7927F4D58+cPuG461QsYWyzEh5e0QybXnj17iMViLFiwoM+8/Px8MjMz2b17N0Dyub9lFy5cmLLMh8Fw2kUTFd8P63sx3m1RifnQhtvOk7o+fiaibS0xPzdNSiumuroagJycnH7nZ2dnEwqFaG5uHnD9wdaFqXMGe6yx6PbHP/6R1atX4/P5cDgcrFq16kN1tg/Sq16Ml3SuF/X19fzjP/4jbrebr3zlK4Mum+51YySx6JaudaOpqYk//OEP3HzzzaxcuZJvfvObAy6b7vViJLHolq71QgxsvNohoscPf/hDZs+ejcPhwO/38/GPf5ydO3cCw4t39/fOYMs6nU4cDseU/o6aCBMV38GWTYffi/EQCoX47ne/y4wZM7DZbGRnZ/PpT3+aQ4cOJZeRmI9Of+08qesTa7C2tdT1qWtSkl3dd4ewWCz9zrdarYBekQZaf7TrnmvGGotur7/+Ol/72td49tln+eUvf0koFOIzn/kMDzzwwPgW+ByWTvVivKRrvaiurmb9+vVUVVXxm9/8hoKCgkGXT+e6MdJYdEvHuqFpGoFAgOuvv54NGzbwwgsv4HQ6B1w+nevFSGPRLR3rhRjceLVDRI/Kykr+6Z/+iRdeeIGNGzfyxhtvsGbNGrZt2zaseHfHeiTLCt1ExXewZeUzomtoaCAYDPLQQw/x/PPPc/PNN/PnP/+ZFStWVR/f8wAAIABJREFUcPDgQUBiPhoDtfOkrk+codrWUtenrkkZxmi32wGIRCL9zu9+wwcaG26320e97rlmrLG4/vrrueyyy8jKysJoNAJw3nnnccUVVzB37lzuvPNOvv71r+NyuSag9OeWdKoXY5XO9WL37t1cddVVtLa28tRTT3HFFVcMuU661o3RxCKd68Zbb71Fa2sre/bs4cEHH+T555/n6aefZt68ef0un671AkYei3SuF2JwY22HiB4/+clPeOCBB8jKykpOW7NmDatXr2blypV8//vf51vf+hYweLy7Yz2c90bel1Qjidl4LSufEb1XMEBGRkZy2oUXXkhFRQXXXHMN99xzD7/+9a8l5iM0WDtP6vrEGKptLXV9apuUnl2FhYUA1NTU9Dv/1KlTuFwu/H7/gOsPti5AUVHROJR04o01Fna7ndzc3OTBSTev18tHP/pRwuFwcrxxukunejFW6VovNm/ezAUXXIDFYmH79u3DSu5AetaN0cYiXesGwKJFi1i7di033XQT27Zto7q6etBhnelYL7qNNBbpXC/E4MbaDhE9vF5vSqKr2/LlyykpKWHXrl3Dinf3985gy7a2thIKhabsd9REmaj4DrbsVP+9GA8ZGRkpB//dPvGJT2CxWNi1axcgMR+Jodp5UtfH33Da1lLXp7ZJSXbl5uZSWFjIW2+91WdeKBRi3759LF++HE3T+l1/+fLlNDY2cuLEiT7zdu3ahcPhGPDs9blmrLGAoc/GdmeL01061YvxkG714s9//jPXXHMNS5cuZceOHSO62Ha61Y2xxALSp260t7fz+OOP8/zzz/eZV1BQQHFxcb/frd3SqV6MNRaQPvVCjMx4tENEj66urn6nh8Nh7HY78+fPx2q19hvvDz74gJaWFlauXAno31FAv8t2H1B1Lyt0ExVfeS8Gp5QiGo32mR6LxYjFYsnfD4n58AynnSd1fXwNt20tdX2KU5Pk+9//vgLUSy+9lDL9//7f/6sA9fjjjw+47nPPPacAdeedd6ZM37t3rzIYDOrGG2+ckDJPlLHE4vzzz1der1c1NjamTK+vr1eBQEDl5OSoWCw2IeWeaEeOHFGAuvrqq4e1fLrVi95GGot0qxeVlZXKbrerdevWqc7OzhGvn051Y6yxSKe60dXVpTIyMlRpaWmfWJw8eVJZLBY1Z86cAddPp3ox1likU70QIzeWdojQNTU1KY/Hoy688EKVSCRS5r300kspv+Gf/vSnldFoVIcOHUpZ7n/9r/+lALVly5bktFWrVim/39/ns3ndddcpk8mkDh8+PEF7dG4brF00EfGNRqOqsLBQlZeXq0gkklwukUioVatWKZ/Pp1paWsZzF885A8V83759ymw2qxtuuKHPOv/+7/+uAPWd73wnOU1iPriRtPOkro+P4cZc6vrUN2nJrubmZlVeXq6ys7PVL37xC7Vt2zb14IMPKofDoS655BIVj8eVUko9/vjjymg0qv/zf/5PyvrXXnutMplM6q677lLbtm1T//mf/6lKS0tVQUGBqqqqmqzdGBdjicUzzzyjTCaTmjdvnvr1r3+ttm7dqh577DE1a9YsZTAY1H/913+drd0alaqqKrVjxw61Y8cO9fTTTytAXXzxxclp7777rlLqw1EvxhKLdKsXF198sTIajWrz5s3J/e/96I6FUulfN8Yai3SrG7/4xS8UoM477zz1u9/9Lrk/FRUVStM09fvf/14plf71QqmxxSLd6oUYmeG2Q8TgfvCDHyhAXXXVVWrz5s1qy5Yt6v7771c+n08FAgF18OBBpZSeNMjKylJlZWXqt7/9rdq2bZu6/fbbldFo7JNk37Fjh7Lb7Wrp0qXqySefVK+88or6+te/rgC1cePGs7GbZ81w20UTFd+nn35aGQwGdemll6q//OUv6q9//au69tprFaAee+yxSYvDZBpuzD/zmc8oQN14443queeeUy+++KK6/fbblc1mU9OnT1f19fXJbUrMBzeSdp7U9fExkphLXZ/aJi3ZpZRStbW16stf/rLKzc1VZrNZlZaWqttuuy0lo/roo48qQD388MMp60YiEXXvvfeq8vJyZbFYVFZWlvrsZz+rjh8/Ppm7MG7GEoutW7eqDRs2qPz8fGU2m1VmZqb6+Mc/rrZt2zbZuzFmd911lwIGfBQXFyulPhz1YqyxSKd6MVgcesdCqfSvG+MRi3SqG0op9fzzz6srr7xSFRQUKKvVqoqLi9WGDRvU66+/nlwm3etFt7HEIt3qhRiZ4bRDxNAef/xxdf7556tAIKDMZrOaNm2a+tKXvqSOHTuWstzhw4fV9ddfrwKBgLJYLKqiokI98MAD/fag3L17t7riiiuU1+tVNptNLV68WP37v//7ZO3SOWO47SKlJi6+L774olq7dq1yOp3K6XSq8847Tz311FMTtctn3XBjHo1G1U9+8hO1bNky5fP5lMViUTNmzFDf/va3+/RqUUpiPpiRtPOUkro+HkYSc6nrU5umlFIDDXEUQgghhBBCCCGEEGIqmZQL1AshhBBCCCGEEEIIMRkk2SWEEEIIIYQQQggh0oYku4QQQgghhBBCCCFE2pBklxBCCCGEEEIIIYRIG5LsEkIIIYQQQgghhBBpQ5JdQgghhBBCCCGEECJtSLJLCCGEEEIIIYQQQqQNSXYJIYQQQgghhBBCiLQhyS4hhBBCCCGEEEIIkTYk2SWEEEIIIYQQQggh0oYku4QQQgghhBBCCCFE2pBklxBCCCGEEEIIIYRIG5LsEkIIIYQQQgghhBBpQ5JdQgghhBBCCCGEECJtSLJLCCGEEEIIIYQQQqQNSXYJIYQQQgghhBBCiLQhyS4hppD33nuPiy66CLfbjd1u57XXXjvbRZoySkpK0DSNo0ePDjpNCCGEEGIiSXtu9KQ9J4QYLtPZLoAQYvi+8pWvsG3bNj7ykY+wbt06cnNzz3aRzjlHjhzh8ccf51vf+hY+n2/QZW+77TZaW1vJyMiYpNIJIYQQ4sNO2nNDk/acEGKsNKWUOtuFEEIMj9PppLOzk8bGRvlBH8BDDz3ELbfcwpEjRygpKUlOLykp4dixY32mCyGEEEJMJmnPDU3ac0KIsZJhjEJMIZ2dnQCDNoxisRiRSGSyinTO2bp169kuAqFQCDmPIIQQQoj+SHtuaNKeE0KMlSS7hJgCPv/5z6NpWvJ/TdPQNI0tW7agaRrXXHMNb7zxBosWLcJut/OXv/wluezhw4f5xje+waxZs3C5XDgcDhYuXMj9999PNBrt9/X+8Ic/sG7dOrxeL263m8WLF/PII48MuPxI1NbWcssttzBz5kzsdjtut5tFixbxwx/+kI6OjpRl7777bjRN4+677+6znaNHj6JpWvKsXncsnnzySQBKS0uTMRrIQNd4aGlp4dZbb2X27NnY7XY8Hg8rVqzg4YcfJhaL9VvGRx55hEcffZSioiKcTietra0AnDhxgq997WuUlZVhtVpxu93Mnj2b733ve9TX148seEIIIYSYsqQ9d3ef7Uh7TggxUeSaXUJMAZ/+9KeZN28e3/3udwF44IEHAP2HFyAajXLdddexdu1aPv3pTzNz5kwADhw4wPnnn09TUxOf/OQnueGGG2hpaeG3v/0t3/ve99i9ezdPPPFEymtt3LiRu+++m7KyMr7xjW9gNpt55pln+J//83+yZcsWNm3ahMEwujz58ePHWbNmDSdPnuSiiy7ihhtuIBqNsnnzZu68806efvpptm7dis1mG/G2y8rKeOCBB7jvvvtobm7m1ltvxe/3U1ZWNqLt1NfXc/7553Pw4EHWrFnD1VdfTUdHB8888wz/8A//wF//+leefPLJlMYqQGVlJU888QRf/OIX8fl82Gw2mpqaWLVqFTU1NWzYsIHPfe5zxONxtm/fzv3338+f/vQndu7cidvtHvH+CiGEEGJqkfbc0KQ9J4QYN0oIMWUAqvfH9uWXX1aAstvt6vbbb++z/Be+8AUFqO9///sp00+ePKnsdrsCVGVlZXL6O++8owwGg5o5c6Zqb29PTo/FYmr16tUKUH/84x9HXf4NGzYoQH3ve99LmR6Px9Vll12mAHXfffclp991110KUHfddVefbR05ckQBqri4OGV6cXGxAtSRI0eGnN7ftP/xP/6HAtQ//uM/pqwfCoXUmjVrFKB+9atf9Smj3W5XL774Yso6P//5zxWgvvvd7/Yp/6233qqsVqv63e9+12eeEEIIIdKXtOd6SHtOCDFRZBijEGkgEonw9a9/vc/0b3/728kzWL0VFBSwbNkyAN59993k9Mcff5xEIsFXv/pVXC5XcrrRaORHP/oRt912Gx6PZ1RlbGpqYvPmzdjtdu64446UeQaDgdtuuw2A3/zmN6Pa/nhoaWlh06ZNeDwefvjDH6bMs9ls3HPPPQA89thjfdYtLi7mkksu6bM9ICWW3e655x5CoRDXXXfdOJVeCCGEEFOZtOfGh7TnhBAgwxiFSAs5OTnk5+f3mT5v3jzmzZsHQHt7O62trclrFDidTgDC4XBy+TfffBOARYsW9dnW2rVrWbt27ajL+NZbbxGPx1m4cGHytXtbtmwZmqbx3nvvEYlEsFqto36t0dq1axfRaJSKigpqamr6zM/JyUHTNHbs2NFn3uLFi/tMW79+Pbfeeiv33HMPDQ0NXH/99axcuRKTyYTRaJyQfRBCCCHE1CTtufEh7TkhBEiyS4i0kJ2d3e/09vZ27rnnHp544glOnjw55Hbq6uqAwe8ONFrd287Jyel3vs1mw+1209bWRnNzM7m5ueNehqF0l3HPnj2UlpYOuFxbW1ufBlx/78HChQvZtGkT3/zmN3n44Yd5+OGHcblcrFu3jmuvvZbPfOYzmM3m8d8RIYQQQkw50p4bH9KeE0KAJLuESAsmU9+PslKKq666ii1btlBSUsI999zDjBkzsNvtANx///289tpr/W5PTcBtlrsvADrYthOJRMqyk637dZcsWdKna/6ZzjyT1997APCpT32Kj3/847z00ks899xzvPTSSzzzzDM888wz/OQnP+GVV17pt1u8EEIIIT5cpD03PqQ9J4QASXYJkbbeeOMNtmzZQiAQYNeuXX3O7v385z/vs052djYHDx6ktrZ23MvTfQawv+7kAJ2dnXR0dGAymfD7/cDgjaSmpqZxL2P32cdEIsGGDRvGbbtms5n169ezfv16AA4dOsSXv/xlXnnlFR544AE2btw4bq8lhBBCiPQh7bmRk/acEAJALlAvRJo6evQoACtXruzTMGptbWX79u191lmxYgVAv2cIt27dyoYNG3j44YdHVZ7FixdjMpl45513CAaDfea/9tprKKVYuHAhFosFIHnL6vb29j7L7927d1TlGMySJUswm83s27ePU6dO9Zkfj8c5cuTIsLcXDofZv39/n+nl5eX8+Mc/BmDnzp2jL7AQQggh0pq050ZO2nNCCJBklxBpq7CwEICDBw8mL2IK+hm3z372s8mLijY3Nyfnfe5zn8NgMPDzn/885YydUor77ruPp556iqysrFGVx+fz8alPfYpIJMK9996bMi8ajSbPhn3xi19MTi8vLwd6LrTaLRwO8+CDD/b7Ot0NqsbGxhGX0ePxcN1119HV1ZW8m1Bv999/P9OnT+9zZ5+BXHLJJcyfP5/du3f3mff2228DPe+TEEIIIcSZpD0n7TkhxOjIMEYh0tTKlSuZO3culZWVXHTRRXz0ox+lsbGRP/zhD6xatYpbbrmF7373u/z0pz8lGAxy8803s2DBAu644w42btzIkiVLuOGGG7Db7Tz77LPs3LmTDRs2cP3114+6TA899BBvvPEG//Iv/8KuXbtYu3YtnZ2dPPnkk+zfv58rrriCr371q8nl169fT05ODtu2beNLX/oSl112GXV1dfzbv/0bF198Me+++26fa0bMnTuXAwcO8IUvfIELL7yQyy+/nCuuuGLYZXzwwQd54403ePTRR9m3bx+XX345sViMV199lVdffZWKiop+bwven3vuuYcrr7ySCy64gE984hNUVFSglGLfvn386U9/wu/3853vfGfYZRNCCCHEh4u056Q9J4QYJSWEmDIA1ftj+/LLLytALV26tN/ljx07pq677jqVm5ur7Ha7mjt3rvqXf/kXFYvFVH19vbrwwguVzWZTxcXFqr6+Prnepk2b1AUXXKDcbrdyuVxq8eLF6qc//anq6uoa8z7U1taqb3/726qsrExZLBblcrnUihUr1E9/+lMVjUb7LP/uu++qyy67TLndbmW1WtXs2bPV//7f/1slEgkFqJycnJTl9+/fr5YvX64sFovKzs5WTzzxhFJKqeLiYgWoI0eOJJftb5pSSjU1Nalbb71VzZ49W9lsNuV2u9W8efPUHXfcoZqbm1OWveuuuxSgvvOd7/S7vzt27FCf/exnVWlpqXI4HMpisaiysjL11a9+tc/rCiGEECL9SXtO2nNCiImnKTUBt+kQQgghhBBCCCGEEOIskGt2CSGEEEIIIYQQQoi0IdfsEkKM2OHDh0e8zowZMyagJEIIIYQQYjSkPSeESGcyjFEIMWKapo14HfmqEUIIIYQ4d0h7TgiRzqRnlxBixJ588smzXQQhhBBCCDEG0p4TQqQz6dklhBBCCCGEEEIIIdLGqHt2JRIJqqurcbvdo+oCK4QQQggxmZRStLe3k5+fj8Eg9+gBac8JIYQQYmoZbntu1Mmu6upqioqKRru6EEIIIcRZceLECQoLC892Mc4J0p4TQgghxFQ0VHtu1Mkut9udfAGPxzPazQghhBBCTIq2tjaKioqSbRgh7TkhhBBCTC3Dbc+NOtnV3dXd4/FI40gIIYQQU4YM1+sh7TkhhBBCTEVDtefkghVCCCGEEEIIIYQQIm1IsksIIYQQQgghhBBCpI1RD2MUQqSJeBSajkDzUWg5BsFaCLdBpB00DQxGsLjAmQWuHMiYDpkzwRk42yUXQggxCQ7XBTnR1MmyEj9um/lsF6d/7TVQswfyF4Mzc0JfSik1+NCJpiPQ9D4UrwGzfcTb/6A+iMlgYFrAkTI9GInhtBiHPwy35QRYnODIGHEZznmJOJx4E9yn2yXjLRaB6rchoxRc2WPenFIKGMEQ6lPvQsNBKFgyMfs3HtprIdQE2bPPdknGR2sVdNRD3kK9/TtR4lG9nd1fOzrWpbfHfUWj+u4YURlaT4I7d2JfR4xMNAyJGFhddMUSHK4LUuC347Wfo7+7U4Aku4T4sAnWwZFX9UfVLr0xFe8a+XZcuVC0HIpWQdlFkD1nYhsHQgghzorK6lYAXtpfxycWFQy67Pv1QUwGjeKAc8BlYsFGjry9BVfJEvIKS8enkHX7INwKH2yB+deMzzbPkEgoXj1Uj9GgcUF5FnurWjEZNSpyz7jWWdUu/bn6LSg+b0SvEY7G2VOlx7sow55MjhyuC1JZ3UpJwMnCIt/QG+psghNv6H8PNx5KQWcj2DNgkFu5nxPaqqGtSn90J4NiXaDi0HwMfNPA4hh8G4OpfktPBrSeGDh+TR/oCZJpq8E4+CHVq4caCHXFWDszG7vFOPhrJ+J62wygare+fzV7weoGf/GIdiMcjVPVEmJahgOzcZzf06Nb9WerB7yDfy8MJByNYzMPEQ+grj3M4bogCwt9OK0TdPh6/DX92e4Df0nqvEQcNMP4tHMPPQ/REExf1zcxX7MHmo9A4yGouHLsrzWQ+gNQv19//enrJu51emnq6OJATTszsl1kua2T8poTJhYB0zjvg1Kw/xn97zmfoLI6yPGmTg7VtQ/5u3vOU2rEn51Dte3UtIVZNT0wpu8uSXYJke4ScT2xdfA5+OAVqH+v7zJmp3720lesn+Wx+/RGFUA8Bl3tEKyH9mpofF9v/AVr4L3N+gPAnQ+zLof510LRynO/oSyEEGJIsXgi5f9otIu6tjBZXhcWU+r3fG1bmL2nEzXZbtuAB/U1e16ktaWV1rdfIK/wK+NT0HBbz9+JxIT8BjV0RGgNRQFoDEZ4vz4IKs5MLxjs/Vzcv3eZhinaO97RkP5scfDeKX1bRxs7hpfsirSP+LWpeRcaDqG8hYRyl+GwjPww4URTJ23hKHPzvQMv1HxM37fsij6zhuw1183Yq6dDVwcYTD3tEdATURVXjKDkZ+gKDr1M1W79ufHQgL2b9te0UdsWoaVTP6nYEIxQlDFEEi4WSf2/s0lPTMCIk11/O9xAMBKjuaOLZSUD9PBrr9F7AFpHeZfaro4hFznR1ImmQaG/Z9/3nGzlg4YgS4v9KdP789r7jQDsPt7MBeVZoyvncJ25P/EYvPeU3laeddnYth1u7flcB+v6Jrs66vXnaAi6OkeUsE0kFJo2zN6DbVWnX69h2NsfSKgrjqYxZNLyQE07de1hgpEYl87JGda2G4MRYglFjsc25nIOqL1WP6bJmT+8342q3fr3S8n5+jHTeOld76IhWk7/1pwtH9QHOVQXZM2MTFwDJZgb39frau68gTdU/Zbey7j8o2Ae/H1USnGoLkiG08K+0795B2vbU35PEgmFwTD8xJkku4RIR0rpZ4fe/R3s+b3+Jd5b7nwoXaufjcydB95pIzswiATh1Dtwcgcc3aY/2qth5y/1h3cazL9aT3zlzB3ffRNCCDFp9tekJk1ObHuCpo4wTQuuYf60jAGX7YonsNP/wU88OgGNeEdAH4YPgBr/7QPRuOrzd3bd34hpRiwzLvr/7J13vBxXffa/s3t3b++6V9JVtyRLlm25y8gCXAAHTDGhGjBgEhLASTAQBxNKCIRASOClpECAvKa/dBJiDBhXWZYsW9Wy+r26ve/e7XV2Zt4/zpaZ3Znd2b33SrKZ5/PZz+5OO2dmzpTznOf3/KClqBOuKWW3F0tlAMyVKpqGduLXouN68R+jalXuUy0KFN9pAI6fOMbpuVVcsaqzJJTSEokAuOs5MBIABNlpqd4Ye1p8t/VBQ4EkHPTFODIeYvsF3ZWVH5LunSWTAjlgnC/HAVBUDXcVHaM8ig63pmnE04r5uSqjjj9ZdP3YOi1KEdml1H69RLNtbDqcMl8gPAnDT4DbC1teU3M55aCoWr5ddDfX50nwMz5BKB6bCFcku3JIyWrlhWqqpO4Ya0VlJALivdoOAVoJehLabRKaVldfKGf6WVi1zdZmFVXjN89O0uyt48bNNsJu6xoKdalBdZNDRlF54JjoY7zmsr6yRJs/JtpgPJ2xvf1d/YKM+6OLl9lSANaEnELR2wLd6ysvP3dGfE89u7Bkl/4+YuN8jAcTJNIKG3pbFq4OIMgrRebIuGgfz4wFuW69iTWAnBREFgjBhNdCze0fEN9zZ2DplrJFjwUSnBkcYFSOQKtQ7MbThefo/uEAY4E4L73IHlkKDtnlwMHzC6koHPoB7LvXqOBq6IAtt8KGl8CaF87fb6u+BdbuEJ8XfkDcGId2wbO/ECOroRHY9SXx6bsCXnAnbHkt1HnnV64DBw4cODirCOtHlzWFuVgSgJEZfwnZlc7Y7YguYMj7zAnRMdB3HKslhiohqxRT1dLteuQIitomlDeSy/h8LVMPRdV48Lgg5169tS8/Up3rLEpaoUOoyMkaKl3bMQ7E0vnO6PGpsD2yKx2D/oeyf7YDkFEt2oKqIwBVY6f3mbEgAPuH53j5JcurqncJQQE8ecbPdDhZY0fZeO4OjAQZC8S5dl03y9rtq0xaImeoT/rwL7naSNCVQ075A2Id1yJ18gGCI+K7FjuLPMpfb3qi9oFjU7zikuUlqtAcoqkMw/4Y63taTM/ZQgg2Q3GZM74oFy1vK5QRGi0sUHzd6kNUlUzFkFUDJg6KMM8ciVKm/QMijLgGBOJpFFUjnLRJjLp17+PhcWhfWVO5Kd0935IMzqLa27JeVRyIp1nevrjeYvFoiMYum8pSAHWBB230bcPGwdo3NAdAT2t99Z5e5cIwT/waAJdyJaq73vry1u+/WVsuLhI3vlCS7havZVhiNJVhie8pAGRPK6mGHsOTbCwgBjHOzMZY02bvPDlxRg4cPB8QmYKHPg1fuhh+82FBdLnrBcF12w/h7tPwmq+K/4thLO9phI0vgz/+GvzNaXjjd2Dzq8TDdOIg/OLP4CtbYecXIFbbg9yBAwcOHJxbSDpCodGkI2qH7NI0jemIhcqkWiSCQv0wdcTWy7YpVKUQimGCVDJG9MBPYXiPpboqJatCVXbmkaLwQU1sf/ZUSVihPlxRNiWGpHx5qhVxtNCQJHyxwrlJyoq9znMyVDLJZdVh1CtoLDuVNRB1aqmKbjosSMLxoPm5rQaFTlZ16p720HEaUrM0x0YrL5xDcRidniQz2c95oVhFVgsqdMyLZ8/FrIm1Xadn6Z+J5pVgxZAqtI10Rs0nA7DCo6dmGJmLc2A4YL6sy81cLM2gL3seJN29rhpSMDor7i059QsY71PF96zQeFE97JNqVfP7+sGBVIRhf4ynBudQTAj9csgfI01DSZTeB3IIxNJVq1P1StqnBudMBxsqIZWxd71MhhI8Nejn6EQVoefzUFyaopg8s7m7dvcxj/CEECbkwrAt4JEjJdU4MhbioePTJNJFZZoMNhRjKJhm76CfgyNBy2X0j4S6TKxkWi1wyC4HDp7L8PXD//wFfPlSePyLkAwKI9NbvgB3n4I3fVcYXJ5NRZWnES5+Ldz2A/jQcbjx4yKLY2QSHv4H+NIW+N8PiLo7cODAgYPnDPRkV2tDaUesWM3jj6Z4anAu73MFkFzIMKRyoUd2MXlYdEYHHjad/dSBA5yYChGaHrTsCBrIKr1Pl6bB9FHhhXXqd4Z1rF7gC5M1XS+jtNx0RuXwaNCcOAiOFMzpq4KUH3H3pEXH9ZlR6w5soarG+klqGs/sUVMSzNChs+j81tS5KXP+NQ2hZBh4RGTKtLU987pZKZIqQaq1fcKCkF2Wx9QueZNJiU7yQqsmMXpM5ZRC/qhFvcogeWYOAAAgAElEQVS0jdlIit8eneKRkzM8cHSqIsk5G01x3zOTghTVE1puL4+fnuWZsWCWMNXtc1J01Iu9DE1hdmyz7WAmkuSRkzP89tnJwrZSRUSLWZijBbRqQ7f1asH6Ng6NBpkMJRjyV/ZfA8QAw5lHGZgRde4MPEPdwO+F8b0JDo1ZExw5pDIKE8FEntQqHgTQ72FSVhj2x1BUjZNTEU5MlZJUB0cC/PbZKWbClZWxubYyUA2ZXesAC4jnxMjeoueFfn8rqCVrIP7ymDoivnPhmBVQHx2Dk7+FpPDYi6YyIgRZfy+wGpDRLTMUEMT6ZMj6utST2VJ+3dKLvppnhBPG6MDBcxGBIXjsn+Hw/yvcHFddC9f9FWy6ZXEl79WgeQlc/zew4y44+gvY8+/ipX//vWj7v4226RbY/ldIq69FWmRDe1lRScgKSVkhmS78zk/L/1ZJpBWSGYV0RqW+zk2jx0VLg4euZg/dzfWs6Gyku9lrX+rswIEDB88D6DvslW7Z4YScV2dMhhJc3NfOht6WLCG2CPfOWjvhkUnxbaHskjMqjUAokUHfv9B3Lg1FG9QYGsQtDKBDYzTFJog3r86v74umDIqvAtdl3DdN0zg2GWbYH2PIH+PWvrAws15xpegFjD5lLMuuYb/kyp+Z3pldhNq3ILWUmshbIaeSaQ+dpE4JQHywNJOhfl8sCKCaWofZtvReRNNHRYhY3C/8ZSpv0Lxudivn6zcl+2y9NxS3ZT3ZZYM00zSN8WCCVleaptgo8aYV6PUN/miKZEZlRUej+W4qcmn4ZP+D4hpZfjks2VB5H/T1sTiWdXIU0MDbWTLPSgVkqRhEqO80TSOSFCTEvqE5VlTIYqdqGk+e8XPrKnPiIprKsNSjq4uSzvsG3bi5l7aGLCElJ8R1173ePCRQVUXjyRIkI3NxaBXk3jPjIVZ1NtFTTGR6jCHEGUXFJUnm5tzV3v70xzcxB1onSBIZxcaGNC1PatWnOkg19NAUH4P2Npg5Dj2baqrf7gE/4YTMht4WLu5rL3tL33lqloSs4I+lGZ0TqssLlhiTpoxkp5+cjtC7GAb3JtfikC/GeDDBtnVdhVA9RRYROK3LwV0nFLPPPMCSBg1XbAYuerXJto07H4yn6WgSwoVEWuH3x6dL17ELfQIMOVnRNL519gAsa0MZeRoQiThKrkOr+5Kmf05WvvfpNytlPS9rsVzUwyG7HDh4LiE0Bjv/BQ5+vzCicOHL4YUfgtXXnpMqqarGdCTJkC/OsD/GaCDOXEwmGE8TjMsE4mnCCZlkphs58zG2Kke5Q7qPl7kPIJ38NZz8NQfUDXxTeRUPadeAy02dS8LtkrLfLtwuqHO5dNOy893Z+ZKYr2oayUyBsErlfstK1dLsSmj2ulm7pJkty9u4uK+NK9d0smV5G3ULndrbgQMHDs4T6MkurcI9tTgM6ehEiA29LWIAWJJKOz+BYRGSuHo7NFlkjSvB4hjRm0HCugNuSXbpjlcqozDlj7GqswmXS8I1upfOQJBUvbAWiKczPNGvJ8YMdJqhvNloKm9uDwgiB0Qnu9XMuNfmcZIkQ2ejJXqGDHbILs1QikeOlCEl9GoAc5WSS5IMBF00lUHTNFobyviymW5LI0+dKUWKskqkU3b74aRMv6Et2+x5TR6yt1y1qJD0AOCZsRBD/hgrxu6nEw2XmibVsTE/P2f63ba5F33+RU3TODrmZ+XEA3S0NMLFf1yYmSODw2MmZFe14WkqaBpLpx8DILjWftZMSVRUJFNoXmK4V9gOk9NUPHIY2dMOknifLGkfVlAy+ZDWgZkoV6zOEnWTh0UmxdhsKcELIptjXSN0rC6ZNToXZ3Quzi2dcQxaruCwyJLurkNWVO4/Mkmjx83NF5eaopvejuUETB8TBJymCqN9MwP22ZM0x/qItYhMn5OhBP5omov72szJWR1Zokn2BtftKM9y/pATwWT5bK5AQhbXwXigMEhRtbqtBPN/nhzOKtj6Z4QnHADDu0W76FgNq7ax89QsXTNzpFobWNWlO75F7U7fnhOyQi4H7xlf1Bh+q8gQi1VhU1Pbfmq6e49oFrqELRmZTFopzcCsJ8GqFAg0JiaJtG2Yt7DAIbscOHguIBkSfld7v16QRa+/CW78GKy8etGLV1SNiWCCYX+cIX8sO5osyK1hf9xgUFkJT7CZJ9jM+sw4f+q+n9e7d3Glq5+vub7MkLqUbym38LP0i4lTIRNTjZAk4TXT4HHT6HFT73HRmP3dkP+Iad46F+mMSlxWiCQzzMVS+CJppiNJYmmFoxNhjk6E+el+se3W+jquWdfFDZt6uHFTb+X04g4cOHBwnqPo9Tv/qy45B9Mx6NlsUA25lDSq2zp03lLZlcvQN7YPLrx5njWt4mXeZgdZkqwXNXSy9Aoq3QpHJ8KMSkFSGZULewrPBld24CqWKiUx5IwKmj6cQ0BRNfN+QyqSJ7vOzEbx1LlY1dmU7XDY6ZQWj9ZX1ynKhdaoLi8SNnyyioibttAJXGoaT3M3HH0cVl2L2raSh7Iqhldt7TPPrGirnrplnv25yEhdnD3TZPlT0xHGPfH81LMu6NZUo+eTjX0thKKJZeuTflJsLFkuISsGsmsskGB0YpLkbJSNEhw+NcvlqzsK6iVDvQr1SMoKmVSGFgtz8uIqHxgJsKqj8I7nqsI3zCVJ4DtVCMXKEUuaVtEwPEcQdPsP0JCcJtx2IZG2jbglqcK6eoK2QDIbCKZMhX1QlWyWRb2ysei69g/i0XshxufEuV91DYFsuHKO5LGF0acEyRLQhe56GkUWVB00TaMpPp4nu54aFMbn7Y0ei/fYQr0N4bkLNPZQyXNND9WgHDJfxp0Mgto1r6iX/cNzSJLElatLVYhmMCjkYrPiOzgCq7blz+F0JMnyjgZzMkZVaAz1k3R1kfG2iTaam1XU5fKO7AQpASuusqdatXl8taKbnaZ7PhQLCB47OU2sXuPmLcuKCC/9cjaUXbrfHjlsc63ycMguBw7OZygZOPAdeOSzhVCINS+Emz4Ga65b0KJkRWU8kMiSWXHD9+hc3GAUWYw6l8SqribWdDexuquJ7uZ6Ops9tDd66Gjy0tHooSFLHnnrXHjd4gPvIhGdRjnwXzQcupe1yWk+47qXT7X+N+FL30nworeSalpORtFQNY2MqqGoGhkl+62qKNlpuZf/eo+bhjpBWOXIqyZvdppXlDvfUYJURmEskOD0dJRjEyGOjIfYNxwgkszw8IkZHj4xAxzlouVtvOayPl592XLbabUdOHDg4HyFvmPT4jsErlahZOq5EID6pI8lvr3Em1YQ6Lrc3kYTAaN5e3HHV5GFEX3zklKmQbPuONqH9XoipFDMlySIR/xAacff2j++sO1cp2w2kuLCbm/+BT7XgSjeNUkT2RABLtlQWse8csrQ2RSdqFgqw1xcdI4LZJcN2M0WWIyckb5+U8WP2ZhfeBCVCWNsjYgU9Y3pCWhsh9G9KFsKYWiyouKuqsNapn2MPSU8TeWE8K7pukAQAVbLZ3FOzAtynWVgvoxCjkhwZxK4A2cMhGNcZzp9eiZKwJtm39AcN202UQvqjs/uAR+R2WluuXS5ZZY1O4jYSIbgVhIFokuPM4/SOTLMVMt2Mp4Wk+pqPHpyFllR6UoK8rQlOkykbaMICyxnNm5os4pusm666XulybkqbleVVIbBYVh1jfX8fEkmZZl55hUlygA4PhkGSaiQ9N5X8bSw8/C6EHW0uY+aVprRcBGs3kpgFsHRFBuhI3YcmkaFSAAgPCkGV1ZtI9PUi6tC5ZKyeOcHuHRFu8kToHYcGg3S2BMqVbKFRmgNnsCbURhf+UrDrGJvTCkZgkavINNskV1lngcm7UNHbeZ/qSqGk6oo4rrwx1Ks9Or6O3oy0g7ZtQg3WIfscuDgfMXAI/C7j8LMMfF/yYVw8z+KrIfzuBsE42lOz0Q5NR3h9HSUMz6h1BoLJMqG+nndLlZ3N7G2u4k13c2672b6OhpqD99rWgkv/yTcdDcc+iHs+TfcgSE6n/4ynfu+Kh5OV7wdNr3COk3uWUZ9nZv1PS2s72nh5ZcIObmiahyfDPP4aR+PnJxh/3CA45Nhjk+G+fxvT3DDph7esX0NN1zYa+634MCBAwfnOfRkV/5xoTNVzpEVTfFxA9klqTKaS3QRNIq6R/0PFZdi/Du4UxBiy7bmSTVz1NibyqRMO2cAB4aNoZjKyQdwL7sBpa7Z2P+1KtukEyWBQR0iYdXx0BFlg4/TFmwm3HFRflqO7DIoK7LbNWjcNM2+ObokMS86Jx81WLTf6bjIVAmw4SW65fV1X/iMk5KmUbCJsThHQ08I0/HwhHi/ovzy8x0sOzIWxOOW6G3N+uSoKkSnoLnHYEgeTsjEZYVlxV5DxW1q6AlBEF9wY8V3w6SsZAfjoGd2N3VqnegkZ2EWBmiZYdWkTSVkpQqySyr5pU9kAeakSavvMBRHuMlJ4cUGNMdGCHVsKSktlVEtM4sK1YxNZajuGBlfme22i8JKrdEztEbPMNH3MjSXF83bBJq5QqySE4d9p47SesZlBUzEuCemwpyYDPAy6Wma3Bo0dsDKa8BVaKe9zXWM6sRm48EEh5+d4sUX9hiUfpZ8kqpCKgSNlRVTgly0Ps5m7TefBTU+hy+aYjqc5CLfLlyShHJmJ7/WdrB2UpCCxQpa8zpUXKRq9M9EWdvdTDScJE8rp4xG+fpiq81qWYoy6w/tsp6nGwxRKnnq5RJaNBQu1sbEFI3RYQJdl1VVW0mCYxNhupprS7bmkF0OHJxviEzDb++Bo78U/xs74YaPwtXvqiozSyBWILX6c+TWTJTZMinfGzwu1nY3s6a7KfudJbWWNLOsrcE8fGCh4G2GbX8GV/8JnLgP9v4nDD8hTFH7H4TGLtj6ZuEhsfIae2a7ZxFul8QlK9q5ZEU777thPYFYmt8eneJXhyZ4ctDPoydnefTkLKu7mrj9Bat509Wr8maTDhw4cHC+IRSX6Z+NGtQemBEzgaGy4fSedJDemSeyJtlZlU41hEEiUCinhOyyeGlXM7afl5GkzOmZKCs7G+ktmjcVThrCvAC86SCJumZjcUZ2qaiKRf8ljGRXljQoe0QyCVqj00Rb1+dDRAuPY72yq3RbqqbhLq6DnIC6BpPzUN0zfiwQJ5FW2Fiv5ctConSf0xYZzgw+W+bn0k6/biaaZHgkwCXuDI2eogQBlTaUza5XooKxWD4Yt5G90ER5JGninKcyKnsG/NyaM06fegb8/UK5eMEN+XqfmhEKi0aPi/ZG/buCPqROLSRYSEehvri1FiArKkP+WD4BgltJAkYFlNjlCgc8SyrZOrbF0FSa4hN5n7r8ZJNF6+Qo8sxpvD0bDO97btXkHTY8bl2kpvHYqVnL+WDjddKwf/qwOWuVYjqjMhdO0qtpRv86TSNdlMmxb+JBxlfeYkogqprGkwM+A+mYSCscmwyTSCt0NHmor3PRZBZCanKfTasajx2b5oJ0lPU2RJLedBB/MkZTV5NQ2I48CWtfVChC7+OIILvkZpVnx0O84AIbHlJjTwk/4uWXA4357Rh/CMzF0+wZ8BtCCd0uKT9Qb074FY5BzhOxK5pkeXujeLZ5MCQFWSz4YynCCZk12UpquAwDHQ8en6YxHuQaVxoNaGm0rtO8q1vuek2Xy8apyxVciewa3FlyT22KjaKh0TjxAFz6DlNjfLPNTgSTpDLG8N2B2Sh9Tc2lC5vAIbscODhfoKpw8Lvw+78TNwjJLcif6++paNbri6Y4MhbimbEQR8aDPDMWYqYMqbWio5GNS1vY2CvUSWuXCIVWb2v9uVcdudyw5Vbx8Q/AoR8IxVdkEvZ+TXyae8Xo8OrtsGaHMNw8zzIjdjZ7ecu21bxl22qGfDG+/+QwP9k3yshcnM/ef4IvPnCK265ZxXuuX09fR2PlDTpw4MDBWcSjp4QCpD14jFaXh2jLmiKFkO6tNJOyVN7q1V4LDqswxuHdRgVRGZzxxVA1jZG5eAnZZVaUZGYQXsVAu4RkIHnyZFfJM0wr+elSC35oucWNnjlmZBe49cuExmFkjzC+XnUNoYRMg8dFfZ27JIzRraYgFQCWmO7L/qzybUlPmk4KCjcJzfqYWBEEBg+o6npz+4cCeNMyZ+IxU2ProxMh1rSqCxJ+FErIRJKy0SxfD0XOZ6rToy18ikhbqW8WgSHxHTPP2pmQVdKZJFPhFBt7W2jQHz+9z5SrcpcuFC8fJqhaJAwwIFd+9judUcX5NkN0Bnyn0HqEkqM1coa28Ek0yQVcULaYpdOP4fJ0gEszZPcTmRaLWJoyIYihhFyiGCtGaWY5exd0Xt2iZIpCTUVoZ9ofYEsmYbSx0FSOjBWHF+a2o5Ts2rA/xmwRwXdsMpQPq/PHxLyr1tjzkpoIJomnM0zN+lhf6nNvDv3hyaTQX9xWqtFiAsnyiIbGxLf/NLC1bDX2DAiiVZ/8xCVJKNmtq4qCWZh58fnM+QyXveeWWb8WDPoEiSRlM0RSLCbMYsAnBgbUeNB4rRuqY1GfWHlSt3oUx9brwhgtquBOhaB/l3kIrR7j+2HtjpLJ+s3KHhFaW0x05XByqjTk0gwO2eXAwfmA2VNw3weEkgnECMdrvgrLzaWe0+Ekuwd87O73s+eMP//QK0aO1LpwaSsbegvfViai5x2618NL/k4o2wYehiM/gVO/g9gMHP5/4gNC/r96O/RdDks2wZKNIiuV1x7rv9hYu6SZj79qC3998yb+59A4390zzLHJMN/ZM8wPnxrhdVes5H03rGftkvOjvg4cOHAAUJcO0xIdBERnfa7risJMQ1yFkp1UedChmn7D8ckw6dEgF/W1mUXZFFVC9zsRKFnSgOiMyPzYd6VtM+RoNvuhS1VoSEzhDgSAzpJalECn4qqTI7ikhhJll91j4sqSG75IOt9RM4Yx5s5DAUKso1tm5rj4Dg4T7L6Mx07N0pSY4OJuF81JueQMtk88DhebkDQ6PD08x4ZUVBdyZ1/pY/a7vVG8oyRlhQeOTtnbFqWePXWZGLJX5DAb8UdZbxhXqtRWrfchlChDdi1wnJOmaQxn3/HGgwnW6+ulyERTGSJJmWWIPSrne1VuEBSgPnCKnLqmLJRC+z01HaFJSxJuLxBS0+EkrQ11NA3uBMCVzgAbqU8JskK0WTMnIJDUNEundaFUU0cMZJdilmxBdz3VArfLJDusAeak+mwkxSMnZ7i+T6JYHBZKyDQi1KG9rQ1461zCS28ubhn2LLLd6QkFDX8snbvN5GFGBk8Ek+V2oGRP6lM+Tk3X0dNaqq7RQ9I0SsbADT5Mxn3JEZ8lZJdunYbENARk6FxbWMBVGxWdq5qkytSdvA+6emHdiyuuNzAbJRiXYWWFBZUMrlP30+3T8C+pkBAsMk2Xbx/h9s1Ai1DCjT5lWCSn6itWdpGdmoOsKOjPzNNDc7xqax8LDjkuCPeuC6DO/CkbTWU4NR1h7Rq9Uq8woCErBcLbO7EX3DbUrxZkmPH2mR08kSTT53SgAomdw3Okx+vAwfMUmTQ88WXY+S8iy6KnCW76OGx7D7gLl2dGUdk7OMcDR6fY1e9jYNYoM5UkuGBJM1tXdnDpina2rmxn8/K25w6pVQnuOpGd68KbxTEb3iXiyof3iNGB2Cwc/5X46NHQITwGvK1Q3wLeFkGAuT1iFFRyCyWZy136X8pO0/+vaxBZbDpWQfsqaFpSVThlo9fNbdtW8+ZrVrF7wM+/PdzPnjN+frxvlJ/uH+U1l/XxVy/ZyPqeUnNVBw4cODjbcBWpmDxyYSTVrLvWkCqMLHtTAdL1neadf5uEwKnpCCtUlalQgtXNJsoFo3FWHv5Yiv5H72PTho10rNxUul62E87Aw7ZDQnJkl6Rl6PbvxyO14HHZMOHXGf52zR1EWvJHRUqUnBrKCDP/mIbkDOn6Ts74oqzOZkmTTNRtBh5S1SwNiXO2Bp3+g0xko9OWmnV+FRkmn4GO1eYZDDWYi6V169rzPEJViAV9NMoBXB2r8pPrsr3r8WACrctSImZdRhY9s08yseLlAKQt1AG26lkMJQ0De6vbntWmtNI8mZOhwgCm3p9HKg4RVTN5Q3F5LsHqpY2mWT1zHdFKR6wuMgbucr54WcyeEIOKQDKj4KZQ5lQoyd5B0Zhuze6YpiSz5RdauVU4aEt0RJjQV4P5kl0mkQHe1BztwWO4O7dBo/6dzHgUwwmZmYhCOZHUyFycDb0tHJ8KE2uOYDmsqSrou+bTYXHcmqNDNMUn8C25Bs3lKQmDBGObKcCE0NXtaziZIZy0CDHOwq3YI9GgfPvSz+v274OxLjFQnYPuXboWvrghOQMeWQxk2EAgnqb0+JgUHPdBJklDMgiaZklUzkZSyM8+RmMyiEvLwPJlMLq3xPC91hgURdXQNI0hfzyrblwgDDwsvhMBWLPdMMulu67CSZmpcCp/s8qdo6lwkrFAHLpy66RLbmgZReXEVMTa21IHs2UsRHC2j+XzpCfswMFzECNPwv/eJV4aADa8DF75RehcAwhp+BMDPn57ZIoHjk0R0MnPJQku6Wvnug3d7Fi/hCtWd1iPMj7fUOcVpvW5rCqZFIwfgNEnxYj17Anwn4F0RHhx5Pw4FgPuevHyv/wy6LtCKMuWX1bWNwPEKMWODUvYsWEJ+4fn+LeH+3nk5Cz/fWiCXx2e4PVXruSul250Mjg6cODg3EDTcGdiFL9i6kP4Sl4+iwx1e2Z3M9P7wqqKVTUNRa0m3Mz85XnQF8NNjOFnJs3Jrvzqqq0XcCu4VBsj2Dp45IgYy9cqe1WZTdeyYYYuJU3c5wepyOIg2zlRi5UXckIM/NSK6WchMCg+l77BcrFcuXaMngF80QRDx35Ba30dF269VlfnamFO5piGnFa5TYCemd3M9rwgH+ZZ5zsBst9qRds4MxvFNzzHxu4GOnXmy2dmo+SCgvVitVJSpjAzp+gq5+hQScVo5tmVyqjsHw5wlX5iOmbJSPiiKcPvJS31kNM96cJkDxzYS1vZ2ljBOiPgXCyNuyFe9RZL7Ts0emb3AOD1H4fuomyImoJbSaJkvfsqtVfVkHyhDLtetKGULNpvR/AoAC3RISJtGwWBXTOqo1s6A4dxlVht6O4vFu0gnbEREpgprzSs6t6sietmTXcz+judJkmW5Jlmx/5EF55f7n6/e8DHCr/ob9TJ2WehCQlrP8FFaaWH/XGeGVukPk10umRSt/9pQyZItZDtI1+7sYDxelNxUdzGpyNJkjYHG4z2eOXPv91D6ZBdDhycbSRD8OCnYN9/if/NPfDyf4JLXo8GPDsW4kdPj/C/hycI69j7rmYvN29Zyg2betl+QTftTX8g5FYl1NWL0YiiEQmSIZEJJBkWxFcqKl7Q0jHhc6Eq4kGkKdnf5f5nhKeaHBPbDI0JDzElJXwG/Kfh2Z9lC5agZ7Mwml1/E6x7kTGdeRGuWtPFve/axrPjIb7y0Gl+f2yan+4f478PjfO2a9dw543rC1mbHDhw4GCRMB1KMhmX2NDbQqb/MZZNnUKVjK+J1uSBZtpx8aZLwwm1MsGOxyfDRJU6tm5UaPTacE+2MI7OwaxbqWkac7EUrfUevHXzS3RimeXQ7bH0ESpR52TVAibUlulPyGbSy8Roab+IZIPOaSxXn+KNDT9RlqQqh2gqQzoetggjFcgrh8z6JqNPGcOVdJUbz4bnRVKZyqGnNlDOaNqq1YUSafyxNKs7m/KdoqRsDCHypgM0xidJNAtTeWmeSqIcjoyHWI7wjbvKItOY/piWtB2K5jGvXJpIcty0ZzgWiHOhrAvdtJndcyYiyK4cqaCveVv4VOFPheu4IjSN2YhQIDUmp6mTY2Q89m0hyh0zd2LOWCdNo3dmNx45zEzvDupTc7ib7L+jlSOCKx3VXLvL5MguTaM10k+qfolQ0dqqQPUtJJVRmQon6G1twIVmOF9SLilFyToK48EEK7JEWWEV/bE0D2POq12TIbFimTrntiahIqsa/bNRjMGG5dY13v/Nz41+ffttM5SQOTkVYVUbNOmSZrgkaGusrf8WsJMcYzGhOw+lh0pMGPDFuXK58XowT7RrFcqrK65SdWze7Ryyy4GDs4ljv4L7/0akmQa44nZ42T8QopX/3jPMj54e5fhkIY17T2s9L794Ga+4ZBnb1nVRZzulswMa2g0pbxcciiyIL/9pmDgEEwfFd3gMZo+Lz96viRDKi14Nl74e1t1gCE/V45IV7XzzHVdzcCTAFx84xa5+H9/ePcSPnx7ljh1rec+LL3CyNzpw4GDRsG94jqaWVk5MhVkxJjqiLq24U199R9TO62hGVUnJKglZQXLVMTU+yLrlRrv4pKyQTsq0VemV1D8TYTyY5Lr13XjcLgZ9MeZ8MdySxBWrO4s2odkeeR8PJmhxD5nXw+UhFI3hrXMVZQcU+/Hk4Bzrk6LjUiCK7B/buoywMmhMTBrJrrzCyd627PZ7T05FuLTs47SoXH3HNThiJLusiI2irG4Lhbp0mIy3rbR5SBJoGqdnhArDJUmsRZzXfUNzXBaJsbaj8MyVmI9KrBSHR3MKjeq8w5JyhqdPz7K2u5ll3oU8UmQ9o6zm6f8YPbcAWsOnoSjFQ16BJLlojI3TmCxVj1iWURU0hucKCpP6lC9PduU6xE2xURrjk8x1X2G6hWoq5pHFe/qS2b24tAweTwtYkJXVFWPvAOSOa3NsOEsanjIocMqWUQ0dmm0PObXeWCDB1RcsNSziTgfBu7RkVYAjY8E82aWvQeGnNaHP7Enqhg/SGW4j0GXuX2yoRxXhlnlIi9en8sdSeBJpkvEUl60qPGckScIlSdZJHfLQkJUiZbWNG3YirRBNZehpNU8YUy3yKjUKymJvao62sX5ovbRk+fQ8b5OqyfNBsohjLOdPqIdDdjlwcDYQnhAk14n7xP+u9fDqL3Oq6Qr+604Pn58AACAASURBVP5BfnloPJ9W2Fvn4uUXL+PN16xi+wXd5z47ogNzuD0i5LRzDWx4aWF6dEZkAjvzCJz+vUiJffiH4tO0BC7+Y7jy7ZbJB65Y3cn3330tu/t9/MsDJzk4EuRrjw7w/SeHec+LL+BdO9bR/HzxYnPgwMFzCvqR75ojaVQNV1F2seOTkXzGJZeaom50N0SbgIJi9+BogJn0DK/Y0ovXU2f9BqyHBkcnRMf0zGyMTctamQon8aLLpKaDomrUuRCdeVd5ZVkqo+BVcmok47ZiGfIkytVrjKGGc7E0TYk0w7rwD00zC8Erv2t6ZFQVl1QwyS7Xh6x4zExeOcIp+0omSc3glUNgI0jNH00XllpgY/d8fXL7a9ZRDAzmf+bewY5l28tMOGUgu/TQNIinMkxFkvS1N+ZVYJl0kuOTYdaUI2WzGPLHys63wsmpEHPJZuZiaTzpYJ5ecqdDwNL5SbvKwSBwUUrOV1v4FEeGNtLeWvC3UnRkV1fg0CJVjJIm7VJlGuKTJBsLJExn4BlAZISsvL3itlj4P6q7bksHA8wrZtiahSrOnUlUJnlzCrlMCkkrkN6Vli+aWKmUPFaM/85iTqGmDZFhWj3mpFGJKpFiNWwZRd/0swA0xcdskV0GpaAB5ZRdZY6FqpJKxUkmMnZSNliWLRc9KKu5PIsHLVzpMA2JWZKN1g5xu/p9xNMZrl3XzbL22qJC9IM+S6cfy0/PTeuZ3YOrwQOTJte0CYFYO4ddfs1ySl49nB6TAweLCVUV4YoPfkqE0rnq0HZ8gCeW38E3Hplk56md+UU3L2vltmtW8dorVjgKnucyWnrh4teKj6oKg8pnfwZHfymMLp/+pvis3Abb/gy23GrwBMjhug1L+MX6bh46PsMXHjjJiakIX3jgFPc+McSdN27gbdeupsFjI8zHgQMHDhYIhjDGMh3CcnCFhkumlaQW18xVDpKaIXPk58jeZvx9L2G1y374U67jXe79WQMYfEyE1G2yp5QoKUfTiJqYhJuUZPhti+splScBcGg0iNftYmtbnzCSt1q3hhAmXRUt5ik0xcfyfxuSMxVWseHlUwnJsMh0poNVSGmuQ2u29YmZUjNrqyNUHOJ0xhcTPjQaXLAcCI4y+cwjzClLScUiJSRnMZpiY6S91anPNU2YPZtub3IvbLjQNLSnPuWrqpxKSKZlyBhDPQGC4bCB7NKqadsmsL9aMfF2EoBIywVQZB2fy2haa2kDs1Hmk0LIStGzbOph6C3v9wriHtg78QAA0Za1pstomkY8raClMrQUcw9V3QNM6qrIhYyu2UXaIqfz5VqhKTJEa2iYgCGjr4XKy+x/FZgIJugrUZSVwq2mst6U+UILPwcf5dnjAwQ6LuYaryA1vWmbfllljrEkld5jPOkQctG9wCyksm30EdLRFLM9LyBd310yHyCeFnUNxNNVkV2xtMLkTJQVcoYTUxF6TZVhlUM6zX3QajuX+WtF06hP+kh729FqyNrpxEQ5cLBYmDgE//dmuP9uSEfQVlzNQ9f/lJc/cz23f/cZdp6axSXBKy5Zxs/ft53f3PUi7tixziG6nk9wuYSX2Cu/CH99Et72c7jk9SLL49hT8Is/gy9dDA99GsKTJatLksRLtyzl/ve/iK/cdjlru5vwx9L8w33HuPELj/Kjp0Zsj2w4cODg/MLo6Cjvete76Ovro76+njVr1nDXXXcRDFZvQPv1r38dSZK44YYbFr6iBtTy0lo0si3bM5AO60IUcu/9uc7G8eFJDo4GmA7rMpCZdA7MausNVlB2xHyEY0nSg0/QEJ+sqtOlaRp79u5hZKpSRrBS6VVp6KFmtrTltvIZ2nynzJfP70f5zm61dFhH8Dj1qbnyC5Xr1OYn2zzOMyfg9AN55QcIgs1S2ZH3iyrds4HZ0gx2drgADS1vuDyX89GZPEQ6o9IcKyVzc1g69RjLJh+md3onnYHDLJ3eab5gmWNhNSsSTzN9dKelV5yrljAvHXKHJaOoHBj28+CxqSpWLt/drBzSVQEWRGdTYmJ+281vv1A/O8kXrAjJ7MbmVRWrTJUNiRnqkyIb7kwkxYPHpzk6EcorFgtYAOlfaKzyMhj3tD3wLF45RKvBq61U5eXOJOgZf7hk/WpwaLTwDK0UttntP1AyzRdNQXwODY2m2CjhRCa77H60uP3ns1nZLknK3mMKe9c7s4um2IjtHfamw5UXqhJHJ0LZTxhF1ZgMmd0vdPtj+bgq3edqVODGyysbrhsdYolvL0tma8uA6yi7HDhYaMT88PCnYf93AA3N28qhC9/P3YNXMfAb8ZBq9rp50zWreNd161jd7WTc+4OA2wMbXyo+kWk48B3Ydy9EJuDxL8Luf4Wtb4Ydd+VTeufgckncevkKbrl0OT/fP8ZXHjrNZCjJR35xhK8/NsAHX3Yhr97a54S8OnDwHMH09DTbt29HVVU+85nPsGnTJg4dOsRHP/pRdu3axe7du6mvt+e50d/fz913373INc5CsyBgynQApeJQH5vm1uamtkZEkjLmbjEW1UrHaPYfIZ6fX6wmUPHHUgz6Ynh8MbpVlWjLOlv1BZBVjYZE6cBFOUhoaOko3oFddPoRITuSC7OeT1vkNLGWNZbbSikqVq0mmVGo99jxirGBiYNQ3wY00JiwQ3pUVuCFE+Uzs+WhI7lyaI0M5H8P+WMsb2+gvi6nfLYmWuxnRgM7+1AJdRkR2uqu0dcmmsrgiyahoVQBFJcV4oMnWO7yAqtK5ruVJKq7+rCmptgoirsBqU4cq3RGzYbYmigvrdQebnuDuFI6aiAt9VtzZ+I0Jiaz6tKi7uuCh8BqiE67pvufg8mNSdeM/NEUu45Y3wPsXS/2oCfeuv1PAzC+4uU8eaaQKTQhZ/DW6Y6/JBl8mBYTZqfFZeULl124PXQctxIHyzuZQENimvqUj3jXJfOqo1ko6BP9Pm61CJyQ4r683x8gErMkAhUIah1ZanHLaYkOZ5WIlWEni2StIt6ycLl0gzPZcsQTTFc344GLyxnScuk5V1QNs0OsmgyMNMVGAbLh8dXDIbscOFgoKBnYfy88/BlICuZ/uO8WPhR4Pfv3NQJJOps8vPtFF3D7C9bQXmM2DgfPA7Quhes/DC/8IJy8H/b8B4w+CQe/Bwe/D5tfCTs+AKuM6a49bhe3bVvNa69YwQ/2jvAfj/Qz5I9z148O8bVHB7j75k285KLeKl/gHThwcLbxmc98hvHxcXbv3s327cKXaseOHXR0dHD77bfzzW9+k7/8y7+suB1FUXjHO97Bpk2b8PkWNlTJDJUMps1QovopY4KdXwTsCRCqyOKmoYEiG5aKF7npahmZUFwoY+Qs21ZK1pWWORNJ0dVcbyu7Y1NsrCgcRsM9vg8lHaYpEYWAi0DnVsv1O4JHLec9Pejnut7S4xBKpHn06CQru1q4CkGaxFIZyjKFVkiGwC/IJUm9usR/zRT6YxYvtAc9OXJ8Ikj+rWge3IUvmiKeyrClT4QFSVqGxtg4kpYhEEtT55byWQXNlBflMh6eayRMOo3FkJOxBfPtqkuH815XLCt4sHnksGXYqNnrh+Yu/76bW6d+7AnD9OlwklWdYkC4d3oXLi2nWisQIbKicnqymk6wxbkNDJVZpbBOc7bjbYVBfwxWGqdFbHre2UssUUGZqSk6wsF8Wb0PUy1QNY1ALE1bo8csIFv3X0/yZOtSybNLU20dhW7/PrG4tw25yUjuGi7fat6HbV/3OiK0/yGQ4zTHllsuXerb9dx/R8/tkcsFeiGjnohLK2reA7EYGVU1JbsMpy7/Y36BiE4YowMHC4Hh3fCNG0TIYjJIuH0TdzV+luvP3M7+QCNdzV4+8orN7LrnJv7ixg0O0eVAwO0Rnl1/+jv4k9/BplsATSQy+K+Xwr23wKkHSh7ADR43f/rCdez88I3cffOFtDbUcWIqwru/u48//o/d7O73VZXZy4EDB2cXP/nJT9i0aVOe6MrhTW96E01NTfzwhz+0tZ3Pf/7z7Nu3j29961vPHZJbrV7WogEeOcISX3EYQ+XwuJLiSyMIzbeXRXHYUs6fphinZyK2yu8MHC7qMGuQSeSr3xQfo2vugKWKrpIp9XCx8blGPiRlLJAAJE5MhRkNxC1CVSpA11mViohLy1Og7+DOHLNaqPq6WCAhF8rrCByhK3AIJTLNgC/KyenceZJMO1Ft/iP0TfwWlyYXZQYrQK05O0MpCgSOPViRTPn5ZsqjMsioKnELMsatIzKloh9d/gMm7xn6i6vQNir57CRkhf6ZCGrK2HYDsXT+t9VxGpiN4o/OL0TTDDki1BdNkZDtJ2go2kgec7p9qRVN8fEynmN2YfM5YdHOZEVldC7OoD/Gqeny9zyzy6chNWu6rN3MesXoCBxBUssd29L9DSXMyzJTJpZMK37OZsPy9Yo9V1F9joxVJmOL76ULeT9cKEgm98tyU5I2yPliaCaDSfpBidZwv60BMz0cZZcDB/NBeAIe+IQwIAcy3nb+r/etfH76OhTcdDd7ec/1QsnV5HUuNwdlsPoF4jNzQoQ0PvNjGH5CfHq3iPDGS14vCLIsmuvr+MubNnL7C9bwnzvPcO8TgxwaDfLWb+3lytUdvPf69bz0oqVOeKMDB+cRxsfHmZmZ4frrry+Z5/F42LJlC4cOHUJVVVwu6zHJQ4cO8fd///d88pOf5IorrrBczjaynRuXMv9OWVnUQHbZQwVllwbMDSzaQIAyDwJE04yajsbEFOHWjebLluusahr+WBq3zXt+NFnaia+GM61EvOghKyoet3V79siFjrPVkQwlZCZ8UVZ0NOrCFEuhP5q50Bczf0vNpKvWGB0mkd2vjMU5HfRFS8zZwdi5nw4nmYnYDM2sCuX9o6RMEqoYT81lQt3YW952vcRUOxNFo9O4jKZQF5sCrdgcvHyjUlWVoxNhVgTs+fnpIWe0eSvxStbWtLx4JyErPH7ax81VuNJ7U/4SA/FayRw93EqSLv9+fUXLLm/qGZUKmCxZvKLK8smHTGcdHiuoUhOyQos+O3hxVHjFcgpLHJsIgrU4qizaQyerWt54L6i27WRJ8jL3PklTkVRZ5xdYKMM3N4c7nV4ULssfS2F6Y1ogaDqyK3fqpGxWZMmEmKqpjArz28InQVOJtF9oe5uOssuBg1qQScHj/wf+9Wp49mdoSOxseyXXhD/PZ30vwuvx8v6bNvDYh2/kz1+83iG6HNhH72Z47b/DXYdh+1+Ct0WMhP/yPfCVy2HPv0PKOJrW0eTlnpdvZuff3Mg7t6/B63ZxYCTIn39vPzd/eSc/2TdqYlLqwIGDc4GJCWGavHSpeQxZb28viUSCQMC6U5JKpbj99tu56qqr+MhHPlJV+alUinA4bPgALJ/8Pe5MgtZIf1XbO59REhY0N1i5j3GWxwasDK9te2vp1s8pCorDMw1IFjqrnkyEjkCpB5Z9GOuYtjDmPjoR4vBYkFBC1M8fTRkSENjF3v4p5mJpzsyWV7fZRdrkENvJxmjFawYTBaJ4NBAvzTJqG7X3hN3JQFXKh1wdcyoqyaDc09VDKvo2Qbf/IE2Te0tDbRdRae5yzf+SlYrUUiWKvipIXYCe2SfxFGXuWyjlrdtO2HAZ1M9ZJHIA0FS8qTm86VCJOskORmsgKwtll5Hcapo4nhbnoZzaVZNctpvf/Iga47p1GfNjkTl+P10Tj1ZWYNpI6lGMQV/hOJQLlVQ1DcWOKWYJzA339dDshhxaJioxK9Y4sOFNB2mMj7N08mFbRTlklwMH1eLUA/Af2+GhT4EcY6zlUl4rf4Z3zLyNkNTGW7at4tG/uYEP3bzJOOLhwEE1aF8Bf/SP8MGj8JJPQnMvhMfgdx8VGRwf/JQwuteht62BT916CbvuuZH3Xr+e1vo6+meifPhnz/Dif36Ef3+kH390MUaaHThwYBfJpAi58XrNTZtzxvSJhHnWLYCPfexjDA4O8r3vfQ+321rhYobPfe5ztLe35z+rVhX8TppjI1WpdWpB8btswCK8x/AKbUUI1dAh0FdgImjskGhV7nvxsZqN1BJOVeT4Wzy9uMwynaSciilq0yOoZ3JnSfbAiqGNZTLTjczFTTuM44Fo9jtBPJ2xFQJlhvbQCYB8JsR5IR2lIVE+a2YiXWP42gIilLCuQ1v4RMk0CQm3SebFlshgPlufJTRY4nvKOKEK5PzbmmOjSDq1YqzG45hWVMtQ0hzcmlwlMVO6vcaAURkkDN4L7bglOsToXLwqVWh9kYLKLo2SkDOMB+MVMjouDtpDx+mZ3UPP7O6a1i/2lDMYs5uuUWm+QFv4FL0zTxT840y3YI5iw/RaYChDkkCSyKgq48E48Rradq2UWm69ptgYy8cfwGtHpWeCI+MhDo4Gqya89ISthnjeldyLbZK6VufNEzXL9GniraiptkPAHbLLgQO78A/AD98MP3wjzA2QqF/C37n/ihf57uGwso4bN/Xwuw+8mM+9bitL2xZRR+rgDwuNHfCiD8EHjsCrvwrdG4RB8K7/A1++BH71fvAZPWR62xr4yCs288Tf3sRHXrGZ3tZ6psJJ/uV3J9n+uYf50I8PGVIzO3Dg4OyhsVGE+KRS5sRzjgxrajLP1Ltz506+9KUv8YUvfIENGzZUXf7f/u3fEgqF8p/RUaN/VDH5YQehhMxDJ0rN65tjIxXXHfDNJzOYfYN6s+XCJmF880FNHlhVQqo2DLTcYamy15VWVPpHxnReLNYeN4Y5Oj7PTgiRpkE8lSEQN5IYuWQHCyW+M/UP0nXWIob2cfY8dPT7Z6UOq0uHS5M/lEFTYkIQWVX63RRXSl83u+TPqQn79SxG2MJfKYf2wd/gTdfW6c/BnTEOLKQyioG09aYDTEeSBCvURY+SxBY2cXQizGQoaVMlVXr865P+Ch5W1miJDtW0Xjno1UYlyLYfTdMMqi0tP1v8ymVbbYqPW2yoSF2kZcA/QJ0cQ3XVFY6SWXut8rIWm5CYCCaZDCU5Nhm2aKPWG1ZMZtVlYnjlwnu5VObZ5pVDuDS5KKRVty05SvPIwxAyI44K92C9AtiWklh3b4ynMwzP6dto7r7vsufVJSdNLQ3q0ib+ZlLxX41qTpwjO3HgoBLSMXj8i8JHSUmjSXX8T+OtfHzuFURpYt2SZj7xqou4aXMtaY0cOLAJTwNc9U644u0ig+MTX4Gxp+DAd+DAd00zOLY1eHjv9et51461/O/hSb63Z4jDYyF+cXCcXxwc57KV7bx9+1petXU5DZ75j345cOCgMlauFKm6pqbMU9BPTk7S0tJCZ2dnybxIJMI73/lObrrpJt7+9rcTjRaIIk3TUBSFaDSKx+PJK8SKUV9fbzlPb7JbDU5NR0xDpfU+TIV61lSEbgPVbcyTDqK6PLQO7oJ2d9lX5KMTYerLhQDWgMlQgrYGaxMlqzDGOrlyqJ6dFPT6crSSTkN1GPJFGWmIEAyGuGJVR0Wz/GJUc+6PTZll8Vp8wslI5pzdsqspyVWWTLE+s3WZBBlPFQZUOeQ8epCKJxlQUCQV5jZFBu1t3ASxdIaOMmsuRHig3TNrpbYyq4GkKfZDkU0QSym01Ff/XtY9d4BMXTPTy26ozoBvkfDMWJB1S5rLLrPQV1ZLZAgmplk6nSVZs/5+kpZBk6pLEOaRw9CgFzBIxGSVuVhhsGosmECTzEQO5sffSum4UGRj19wBXE0ZGHkSLn2D5XLVXjuVnjfuTAIkF89OhFjX3Vw5O/HsCVh6sfgdGoOYzzxStSQ0sroW45BdDhxYQdPg6C+EAX1YjCb0t23jvb430p9YQbPXzUdespF37Vhb1ijVgYMFhcsFF71KfEaeFKTXyftFBscT98Hq64SZ/cabxbJAfZ2bN1y1kjdctZJDo0G+u2eI+w5PcngsxOGfHuYff32MN1+zmrddu5pVXeZqEgcOHCwMli1bxsqVKzl48GDJvEQiwbFjx9ixY4fpi+j+/fsZGhpiaGiI1tbWkvkjIyO0trbyzne+k29/+9tV182l1Bbm3Bo6QUAp1yXVw96Lqn73rdeoHMbYO/MEIOFqrQeayhIuE4E4y2rIIFUO48EE41iHpIKoenG1ugKHTJedTwcarJVCdhBJKnkD5MlQku5wqbLALIwxp6DSsNvBsiAAs+TaYnbh7VWvtH5nLQNyhXIq19+ooqm4bJWzc+qnZZMPL8iJmgwl6VlAz1ErctkATWO+lS/Jrlfl5uy0JkuivEoSej4ol5CzITFDt/9paL/Iam0g55G2cNePR7bKfmitRC2PwjKypnFsPIRbZ9y3+DmgytdRfw56px7DrSSRsqTeWCDO0Ykw167roqPJ3DpBlFB5J8ot0RoZMISZToWTrC7Tn0hlFBpivsKEkSdRNY3ITKqEnCqtm0N2OXAwf0w9C7+5B4Z3AZBoXsmnUm/jRzNbAYnXXNbHx155kROu6ODcIpfBcfYk7P4qHP4xjOwWn57NcN1fwaVvhLqCiuPyVR1cvupyPnbLRfx43yg/eHKE8WCCrz82wH/uHOD6C3u4/do13Li513ZGLwcOHFSH22+/nX/6p3/ikUce4cYbb8xP//a3v006neaOO+4wXe+KK67g8ccfN533xje+kWXLlvGv//qvlub3iwVvbIKu2FDF5ewTArUsV26dgn9Q9V2qxSYxKm/fLB17DnbJr/qUn2TjUo6MFzqCdkf29UvlOthJ2T4BkQs/UrXaLaCN/jTzzPilabb2XX9ky5EkM5EUoyMLYA2QjkNkcgF888rvW2t4YZJQlGt5Li1TlbKonJ/Ygni0lUEgnuZgIMCFva00l/PatdideFohkoyzvL3QJ7BFqp1lxFOZEl+thUbeU1DTBNEFEC0NcTdAM3oRluQHQKqK5DfzrANxTtpNfL+qQcqEeHVJ0tkUfpaFJyPU3rJSx1wszf5hcd98anCOmy9eZlg2F844GUrYOr5pxXpArFqC9fRMlKuXGKdNBBO49dmgCykfDctJmlbV9eWQXQ4c6JEIwCOfhae/BZqK5m7g1+238dcTN5DCy6quRj7z2ku5/sKec11TBw4K6NkEt/473Phx2Ps12HevkAf/z18IZeLlb4Ur3wk9hVS93S313HnDBt7z4vU8dHya7z05zOOnfTx6cpZHT87S197AW7at5s3bVtHb6pC6DhwsJO655x5+/vOfc9ttt/HZz36WzZs3s3fvXj7xiU/wkpe8hNtvvx2A7373u/zJn/wJX/3qV7nzzjtpb2/nhS98oek26+vry85fTNg1gFWs0thZoCXr1WK5Vg0G9edfH9RE1rWAmImmkIBu/z7GV75y8QqyAbskUzG8qQDtoeMLVg9Z1fC6zeuhnzpjSDggTlKdHMMrG0Msj02EaMksgF9b/+9BkWkOB6k+V6VNaJq5V1nl1Uqn2VxXUBXll+628B8CkIrIkmfGgmxe3obX7aqiFuWhqBrHp8JctbpTdPyrIDAmQkK5WayabEhWIHmKYLydzW+/JFXOEhAiZFVWVIvQ4PnBqpaVrtekrHB6LMj6VIa6OldhQ1KhrdR6BAQxXmoD0BQfozk2WrpCBVR6zCw22dXlP0iqoXy/s7i9zESSzEQA4ZqAqsHBkYDhGTwwG+WylR2MBxMlGQ/NMDoXp65hPh6b5RFNZUxJN9sZHi3gkF0OHIAwyTv4PXjo0xD3AzCy9GW8e/q1nJroxO2SeM8L13HXSzfS5HUuGwfnKdqWw8s+DS/6a9j/Hdj7dRGCu+ffxGfNDrjqDrjoNcIDDHC7JG6+eBk3X7yMIV+MHz41wk/3jTIRSvLF35/iKw+d5o8uXsY7tq9h27quBUuf7cDBHzI6OjrYtWsXH//4x/n4xz+O3+9n5cqVfPCDH+RjH/sYrmwIsqqqKIqCWlOa8LMIm/eFarM/5bLvWWEskGBdm1aS/rwcyne6zz4TJmkaZ3wx2tw26Q1Dp0aqaITti6ZotVCrnO27ud3gsOKzUJIdbp4VnwgmWNtd3kfICkunHy2Z1hSfmFd98m1SWRiKS5OkmkOSjRsqnInjU2G2rrQbqlxTYZZz3CO7DP/TisqwP8bG3tJQ7nOJiC4LakNy2qgwqtYIfZ516fIbw+TNPBUXEy3Rgk+bP1baFp+dCBHoTJAKhNm6oqOE5Dg1Ha45gYiqaaZZPN2m14QNZa3hd+nNx+WCEkNEW1u2hkdHqDcmp2lMTpMq9n4syo5YDqqmMZI1lF+hr+MiPfJqv0UXKZdVmcb4BEqZZSrB6bU7cDD6NNx/N0wKf4x050Y+x7u4d3gtAJeuaOdzr7uUS1a0n7s6OnBQDRraYcf7YftfQP+DsP/bcOq3MPyE+DR+GC57i1B79W7Or7Z2STMfveUiPvSyC7n/yCTff3KYAyNBfn1kkl8fmeTSFe28+0XruOXS5XjcTjJfBw7mg97eXr7xjW+UXeaOO+6wDGksxtDQ0PwrVQX0L8m2X2yP34c7bifLmD0oqspEMMHKziYbPkTnnaQrC414OkOqBnLCrSTpmX2y4nK5kENJNZIpdjlCVdM4NRXOkjLzVJxYO8Db3wai8z4aiNPbap5soRzMFYZimp6wsAuXugDE0gKiMTFFR/Co6bylM4+Tu2JPz1Sn0jg+EWLTsraq6+NygYW3e80IJWRTQsMM3b59NZRQfXdd366KQ+nkagcsNKHGqRV69V4kKS8e2WXjHAz6YjSU8Tbun40CGi4lnd+eFdFVJ0fIeAokp6aBO1P6TJkIlvdJrAa+aOH6PpdPkXDSmgyvpARcEFKrmsFuO8vGZmF8P6y4Ciito0uT6Zt4oNQUrUqPN4fscvCHi+gM/P6TcPiHAGj1rTy2/N287/SVJBQ3TV43d9+8iXdet9bxLnLw3ITLDRf+kfiEJ+Dg90XmxtAoPPkf4rN6uyC9ttwKXmEm2eBx87orV/K6K1dybCLM954c4hcHxjkyHuKuHx3in35zgjuuW8ttPlGEswAAIABJREFU21bT3lhdZhsHDhw8/2D3HVjLpPI+IQsCTWMqkiSeznDhsvIDUpoGoUS67DKmL9BnIe7RrVQwsNf91h9quz4pOeVQ38QDVdasgHANJFAokWZkrvpOp51DPuiLEkllCMTNz2lykb2JzhUKChjzg6Rp0Bap5MlVuq4vli55nuf8f3KQVY1IqtDhTlhklSsuZklzPdMR6zDPSv47c1Hzc5ypwAa5lSRSMmAZTmhGUmpgqZYc9tdO1M/FKt17jJBVlTmLtl1A5QsllVHzip7zD6L+8Ww7Wj75+4prLJ3eyWzPdYZpdUrp/oUSZsTQ/O/l/TPREvJkLpaGBqefqIfdo5GeHWBfcg29MxHLLJXF26o2SYtDdjn4w4OqwoHvwIOfhKQwap1d/3reN/Ua9p0QD/qbNvfyD6+9hBUdjeeypg4cLBza+uD6D4sQx4GHhdrr5G9gZI/4/OYekaL4yndA3+X51bb0tfG5123l7ps38YO9I3x3zxCToSSf+80J/u2Rft57/XruuG5teVNXBw4cPM9h79V2MpTAX2WnD7Dso+ReesPJDOmMaunDBDAbTTEbPb8UOLXhXCvU7JdfrXIoh0oqlLSiolQgSJ6dsMrIViPOP7M3UwTjaaC2DOHFBEFb+FTJMvrEBHbP73wHjKfC5kRZJCkzFihPprp8xaHQlc9jc2wUzbYT4cJhMVqYXdJXOycWFbXtcUNiqup1fAt074+mFDrOQzuPWtuOPnVLl//AQlXH9gDYWCDOLCm8puTkwsDpnTj4w8L0MbjvAzC6FwBl6Vb+s+VO/vmokGUvaann71+zhVdeutzxJnLw/ITLDRtfJj7hSTj0A0H+Bkdg33+Jz7JLhdrr0jdAozD57G6p5/0v2cifv/gCfnV4gm/uPMPpmSj/8ruT3PvEIHfesIG3XruaBk9tL9kOHDh47sLu07Imogvji/yModNS7Bz8/H9uKy4vLrW247gQqKTC6Z6z32FqzmZpLIad7HvVJjuwhcDwwm/zLCMuKzBPQ+eyqOGwVzKnr3W7g77KysYTA2eKyimv3kymRdvTZwc8X9Fkcf2cTZwNCrjkXFTZP0tlFIb8MaTmJRWXlVQZzVU+YsEq26NhO5pWdT2rx0J5VYKkqTQmJhe0TDvI1KT0rq7VOaYrDv4wkI7Dg38P//kiGN2L5m3h6Na/5Trfx/NE11u2reKhD13Pq7b2OUSXgz8MtC2HF98N7z8M7/gfuOQN4PbC1BHhY/fFzfDzP4PBnUIRiQhxfNPVq/jtB17MV267nDXdTfiiaT593zFu/MKj/PjpkcXphDhw4OC8QyCWJi5nFpxj0rT8LSf/PwfDCP0Cq22kc3HrsrMPukUSTX0LVrTd06Y3S24LnwQqK0bs+CmdS68r0/qNPW25/NkgP9KKytGJUNlQ30oJCUB43SwW7PpknS+o9nVkMTIWgshIeS4QStRm8n42UIk4nw/MN12+vIaUn76JB2i38LsD8MgR8/KqqNuCQVOpk2O2KqBp4FKSoCkl0881pGoHb6qstKPscvD8x+hT8Mv3wpxIYZ5YfwufSL2dnz2lARnW9zTzuddtZdu6rnNbTwcOzhVcLrjgBvGJz8GRn4psjjNH4chPxKdzHVxxO1z+NmhbjtslcevlK7jl0uX8dN8YX33oNJOhJPf8/Ajf3TPM371qC9de0H1u98uBAwdVwn6HLJlRGPCJMKZlbQ0LWovSkEPzl1srZdBCoikxv0x7CwE7CpZysDyrNgf23CakVCX11eCsRYjbedC5MkWFerVGBqhPzS1qFaZCCRIVSMTOwBEaE9MkG3oWtS5WqGSEXeNWF2GbOUhF/85NA7SjblsMn7mUDZXkHw7Kn4Mc+d4SHYJu8z6hPfXT2YFbTYnssD0tlss0xUaJN6/CnYnRO/kIqqv6hB61oBpqt2+islebHi4tQ0fwKHaD5B2yy8HzF5kUPPJZ2P1V0FS01uU8tO7DvP9QH/G0gsctcecNG7jzxvXUl8kS4sDBHxSauuDa98C2P4eJA3Dge3DkZxAYhIf/AR75R9h4s/D22ngzHreHt167mtdduYLv7Rnmqw+f5uhEmDd/40lee3kfn3jVFrpbzs7D1YEDB/NFjdnxFlm0ELTw8zjfsuDVAjud76ozudkue/Egn+cKXzPSppJXmDcdWKzqAKDaPGYNyRkakjOLWhcrVGqJZsru1GJlArSB87sVGjG+gBkEzzeYk+OLqOwymbYgSrLFDBFeBHQGniHetAJvQtwvztYzUwKmw4tTlp0wUj0cssvB8xMTB+GX74PZ4wAEN76OO/1vYvdTKqBwzdrO/8/eecfHUd75/z2zs71Kq94sWZbcO+BuwDSDE5IjCSEJ7XIEjnLJXY6EH6FcyBHSE44j5cglITkIIUASIAk9FBtTAphmY7CNq2yrd622zu+PUdm+s9JKK9nP+/UaWzs78zzfqTvPZ76Fb523kFklzvTtCATHK5KklQOuXA5nfRN2PKwJXwe2wgePa5O9BJZ8FpZdjMVbzxfWz+S8ZZX84KkPuO/VA/zpzcM8/0ErN26ax3nLKkV4sEAw5Zk+16ghrhJhIBzBpIx3IDL1h8bDScMlJH25kEgtPB3Pt+Rke6RncOLC//Qw9c++7CKIVDQBUU8lwonyuEr0Skzs5zi+DPKKJ024YHoyH7FkHm22gUNj7G8UNUXfySvjTs6ZpZL+3mEZbM1JP6ZAF36zvoiNsVTvTUWmqquZmF7ypECQiUgYXvge/O/p0Poeqq2YBxu+w/Ltn2Lr4QhOi8Jt/7CQ+y9fJYQugUAvJrsman3+MbjmNVjzJbAXQ38LvHg7/Pcy+PW58O4f8FokbvuHhfzxqjXMKXPSORDk3x94i4t+8Sr728cXiiMQCKYm+cj7YQzG3k925iDXjqNv37jbyJ7pIHHkD0fv3nybMGlMhzMh22u9N88CYgJTIUnRFGSiQ3SPFVKJssbQ2CrP5gJ/KExLb3beTmPBMtiStVfVVECIXYJjh+4mbcD9t1shEuJw5VmcE/ou175TTTiismlhOc98+WQ+u6IGeZxlkAWC45aiBjjjG/Dl9+DT98CsMwAJ9j4PD/4j/HAuPHkTS2ztPPova/nqxtmYFZktu9s46/YX+N/NH+oO1RAIBILU5P4+Yu+f/tX4siEfT0LZHjV3946c2xBRVQb8cYmagYOdAznv61hjYhLUT94zQfw5L4cDWAabJ61/wfhx9u7Otwk6mLxz+lCnjyPdqUUoe99+JDU3ocTu7p05aWcyEWGMgmOD9x6Fh6+BwS4iRjs/s1/Jd/csBSSqCqx8/aPzOX1eab6tFAiOHQxGmPtRbeo6oIU4bvs/6D2i5cnbegfG2nVcdcI/cva/nMoNj3zA1j3t3PqX93j2/Ra+/6nFlLut+d4KgUAwTZHUYyTxsvA0mXS6fUG64/LA9eYw7OZYJttQz8gU91fzdL2TbxOmNcfq7asv5f1g+m2wxd+KxZ88lDHbEEEpkrv7pKqq9AxO/H1XiF2C6U3QB098DV77JQBNtjlc1HUFH/aWYlZkrjplFlecPBOLUSSgFwgmDE8NbLgBTr4Odj0Jr98Nu5+CfZth32bqbF7uXfRp/jrjZP59c4QXd7ez8fbN3PYPC9m0qDzf1gsEgmmIs3dPvk2Y9ky2Z1ey5OWCUfTktpp26DjkWuLwyTo3Yvsx+Se26IBgYtGbtzBbchEWnyq/11TiQB7Ti7T1T06yfCF2CaYv7Xvg9xdD87sA/IqPcVvHJwiisHF+GTdsmkt1oS3PRgoExxEGBeaco01dB2HbPfDGb6D3MNLLP2ETP+GM4tn8dnAVP+tYztW/DfLMzkpuOXc+Tosx39YLBIJphBJMzJGiqiqHOqdXRTNn34f56zwPY7HkVdkEwXD+KhZOJFNN30yoYjnNqutNNabY4RVkiS+Yv/uOLzA5vwVC7BJMT957FPVPVyH5e+iQ3PyL/ypejCyksdTBTR+Zx7qG4nxbKBAc33iq4dTrYf1XYPfT8NZ98P5jmDre51Le5xLLr3klMofH3jqJSz9cx9cvPJOFVe58Wy0QCKYJEskf0psnIVHvVCA3Hg2Tr3Z1DUyxhOVThGNVNNC3XfnbelWIXYJsOFbjNvPAgBC7BIIkhIPwzC2w9b+RgL9HGrk68CXC9lK+eWYjnz6hGsUgfrgEgimDQYHZG7XJ1wU7Hoa3f4+0fwsr5fdYKb8Hg7/mzbtm8fqcj7LszAuRimbl22qBQJAF4y0NLjh+mJgE54KpSERVCUemtseaELsEE4UqT/0UOhMVBqqH1HnRcosQuwTTh96jBH53CaamlwH4eegcfqR+lotPbuDqU+tFGJRAMNWxemD5JdrUdRDee4TQ9keQD73CEnk3fPAj+OBHhAtnYZi9EWafDdUrNcFMIBBMWdr6Jif3RiaEjJItk7/HVCGMJmXgGE2Qf7R7atwbUjP18ypNZdTjTLw2RPTm1VOJSGJcOhUQIwjBtMC/ezOh+y/BHmynV7VybfAKjAs+xhMb54i8XALBdMRTDauuRll1NWrPEV78629gxyOcJL2HsWM3vHSnNlncMOsMTfiadRpYC/JtuUBwzCKrIsRMMLFMbT+f/LG7NTEH3bGAHs+RwvZtk2BJcoRn1/gIHKO55lIh6xa7QJWPPZllOj4jHHtHQXBMEQlH2P6HbzJ3+w8xE2FnpJo7vDdx+cfPZPkMMegVCI4FJFc5ay64jjcPXsGmezYzq/dVzlS2sdH8DpbBLnj3QW2SDFCzSguJbNwIRQ35Nl0gEAimL3lwyvAFRYJ6QSx5HUAfZ55JgsmhqPXVlHklBZOLELsEU5Ztu/bje+BKVgdeBOBx+WTCH/0hP15WjyQJt2OB4FhjSbWHB760kWsfLOdfd6xEDkS4sr6DL1bvwbznSWh9D/Zv0aYnb4TCes3jq/EsTQQzCJdxgUAg0Es+hvlhEcYoEBzTKIGefJuQd4TQNXUQYpdgynGoc4C7//QYn9l7A0vlIwRVAy82foVTPvUVLCZxygoExzJum5G7LlrOr17cx7cee48f7yni0c4a7vzsl1lk64RdT8L7j8G+LdCxJy7c8XTN46vhDBHuKBAch3QO6A8xEQgEAjky/cKypjqlLZvzbYJAMIJQDgRThj5/iJ88u5sjL97DN+W7sMl+uowlRD51N6c0rsm3eQKBYJKQJInPr61j2YwCrvntGxzoGOATP93KDefM5ZLVlyOtuAIGe2DP3+CDJ2DXEzDQDu8+pE0Gk+bxteRzUH+aSHAvEBwn7G3rz7cJ04reYzQpukCgFyU8kG8TBALBBCJGAIK8E46oPPDaQW5/Yjv/7P8lX1WeBKCvci2ez/4a7EV5tlAgEOSDJdUe/vLFdXz1wbd4YnszX390By9/2MF3PrkIt9UF8z+uTZEwHHoNPnhc8/pqfQ92PKxN9hJYdD4suxiKZ+d7kwQCgUAgEAhS0uWZj6dre77NEAiOCYTYJcgrW/e08Z9/fo/OI3v5sekOliu7AFDXXYvj1K+BbMizhQKBIJ+4rUZ+duFy7t66j9v++h6Pbz/Ku4e7ufOzy1hS7dEWkg1Qs0KbTv8POPI2vHUfvP176G8ZDXWs3wArr9K8vWRRgUkgEAgEAoFAIDhWEWKXIC8c6hzgP/+8gye2N3Oy/Bb3Wn5KIT2oZhfSeXchzT473yYKBIIpgiRJ/OOaOpbVFHDNfW9wsMPHp362levPnss/rqlNLFhRvkibzvgG7HoKtt0DHzymhT3u+Rt4G2DlP8Piz4DJnp+NEggEAoFAIBAIBBOGeLUtmFQCoQg/eW43p//wef62vYkbjffya9N3KKQHShciXfG8lmtHIBAI4lhc7eHP/7KOjfPLCIZVvvHnHVz+f6/T3udPvoLBCHPOgc/8Fr64DVZeDSYntO+Cv/w73L4QNv9Ay/8lEAgEAoFAkGdE0nyBIHcIsUswaWzd3cbZ//UC3338fcpCTTzu/E8uM/xF+/Kky+Gyp6FwZn6NFAgEUxq31chPL1zGLefOx2SQeWpHM2fd/gJP72hOv2JBLWy8Db68AzZ+R/s80A7PfEMTvZ77Nvg6J2MTBAKBQCAQCJJi9nfk2wSB4JhBiF2CCaetz8+XfreNz/7vK+xp7eMS21aett1IfXAXWAvggvvgnO+B0ZJvUwUCwTRAkiQuWV3LH65aTWOpg7a+AJf95jWue/BtegczvBG1uLQQxmteh3/4Hy2kcbALnvsW3L4InvlPGBAPmgKBQCAQCCafiCyyDAkEuUKIXYIJQ1VV/vDGIc744fM8/OZhSqVOHi/9KbdE7kQJ+6B2HVy5VQszEggEgixZUOnmkWvWcvn6mUgS3P/aQc7+r828/GF75pUNCiy+AK5+BT75SyiZB/4e2Pz9IdHrG0L0EggEAoFAMKmokijOJRDkCiF2CSaEQ50DXPqrv/Pl379F50CAqwv/zovO65nTvQVkI2y4CS5+GFwV+TZVIBBMYyxGA187Zy6/+8JKqgqsHOr0ccFdL3P9H96he0BH3gvZAAs+Af/8Ipz/f1C6EAK9Wi6v2xfC01+Hfh3imUAgEAgEAoFAIJgyCLFLkFPCEZW7X9zLmT96gec/aKVa6eK5ip/ylYEfoQR6oHwJXPE8rL9WG2QKBAJBDlgx08vj/7qez5xUDcB9rx7gtB8+x8NvNqGqauYGZBnmnQtXvACfvhfKFkKgD7b8SBO9nvoP6G+b4K0QCAQCgUBwXKPnmUUgEOhCiF2CnLGruZdP/WwrX390B8GAn28UP8Pz1q9S27EFDCY47Wa47BkonZ9vUwUCwTGIw6zwrfMWcf/lK5lVouXy+tLv3uSiX7zKvrZ+fY3IMsz9CFyxWcsnWLYIgv3w4u2a6PXkTdDXOrEbIhAIBAKB4LhEIpJvEwSCYwYhdgnGTSgc4c6/7WLTHVt440AX55jf5vXCm7i49xfIwT6oXK55S6z7dy1PjkAgEEwgK2Z6+esX13HtmY2YFZktu9s48/YX+PZjO+nJlMB+GEnS8gle8QJ85neaV2pwALbeAf+1CJ64AfpaJnZDBAKBQCAQHF8Izy6BIGcIsUswLna39PKJn27l+09+QFXkEI8U3M5PpG/jGtgP9hL42I/hn56Gkrn5NlUgEBxHmBSZazY08OS/rWddQxGBUISfPb+HU773HL96cS+DwbC+hiQJZp8Nlz8Hn/09VCzVRK+X7tQS2T/2/6B9z0RuikAgEAgEguMEKd8GCATHEJKqK5lJIj09Pbjdbrq7u3G5XLm2SzDFCUdUfrllL9978n3MoT6utfyJi6THkdWQloB+5ZWw/itgEeeGQCDIL6qq8sx7Ldz22Ht82KqFM5a5LFx9aj2fOqEaizGL/IGqCruegue/DU2vD82UoOEMOOlyqD9NC4UUTEnEs0siw/vk2ftvx2Gz5tscgUAgOK7pc9Ti6NuXbzMEgilN34CPUz/9rxmf50RMmSBr9rX1c+0Db/HG/nY+aXieG2wP4I50gQo0boQzvwlFs/JtpkAgEAAgSRKnzyvl5NnF3P/3g/z42d0c6R7kpoe386Ond3HhihouXDWDEqdFT2PQeKYmbu15Bl7+Gex+CnY9qU2FM2HZJVqFR0/1xG+cQCAQCASCY4YeVwNyJIRt4FC+TREIpj3Cs0ugm0hE5Z5X9vOtv+5kXmgH3zD9hvnSXu1LbwNs/DY0nJ5fIwUCgSAD/lCY+/9+kP95/kOaunwAKLLEaXNL+PSJ1axrKMZoyMI7q30P/P0XsO0e8HePzq9eCQs/CfM+Bo6SHG+FYCyIZ5dEhGeXQCAQTC5BowtjsCfpd01VmwCoPPSXyTRJIJhWCM8uQU450u3j2gfeYs/uD/i28T4+Zt6qfWF2wSn/TwvfMRjza6RAIBDowKwYuHhVLZ89qYYntjfzyxf38vr+Tp7Y3swT25vx2IycOa+UjQvKWDnTi82U4afSWw8bb4MNN8A7D8DbD8D+F+Hgy9r02Fc14WvmKTDzZK1oh7hfCgQCgUBwXKKKzFwCwaQgxC5BRh5/9wg3P/ga5wcf5ufmR7BJflQkpGUXwYabwVGcbxMFAoEgaxSDzKZF5WxaVM4Hzb3c//eD/GlbE+39AX7/2iF+/9ohTAaZ5TMKOLG2gCU1HhZUuCl2mpGkJA+qJjssv1Sbeg7D9j/Buw9qub0ObNWm524DkwNmrIGalVC5TEt6b3FP9uYLBAKBQCDIB8meIeLwm72Y/e2TYIxAcOwixC5BSnyBMN/48w7aX3uIh5R7qDa2al9Ur0Q6+ztQsSS/BgoEAkGOaCx1ctNH5vG1c+byyt52/vrOEZ7d2UpTl4+XPmznpQ9HHzhtJgM1hTZmeG3Ueu1UFVgptJspsBsptJsotJnw2MowrboKVl0Fnfthz99g7/Pw4fPg64BdT2jTMN6GIeFrmeb5VbYQjDpyiAmmLQcPHuTmm2/miSeeoL29nbKyMj7+8Y9zyy234PF40q7b1dXFD3/4Qx588EH279+Px+Nh0aJF3HDDDaxdu3aStkAgEAgEYyOz2BWWzZNgh0BwbCPELkFSth/u5tZ7n+TzPT/lDJNWcUx1ViCd+Z9a4mUdbyQEAoFgumGQJVbXF7G6vghVVdnXPsCW3W28eaCLNw92sretn4FAmJ1He9l5tDdtWyZFxmVRcFqMOMwNOC1zcZVfRaO6n0Wht6j376S0bwe2gSZo36VNb9+vrSwrUDp/VPyqXA7Fs0HOonKkYMrS3NzMqlWriEQi3HrrrcyePZs333yTr33ta2zZsoWtW7diNicf6PT19bFhwwbef/99brjhBtasWUNzczO33nor69ev5+GHH+ajH/3oJG+RQCAQCAT5R1SzFEQjxC5BDKqq8qvNu2l56nb+V34Au8FPRDYir/4XpPXXamE6AoFAcBwgSRJ1RXbqiuxctHIGAIFQhEOdA+xvH2Bfez/72wc43OWjayBIx0CAzv4AnQMBIqq2bFtfgLa+QEy7j2MDVg1NUEgPi+Q9LFf2stK8nznqbpyhTjjylja9/ittRaNd86itXAYz1sKM1WARSdanI7feeitNTU1s3bqVVau082DNmjV4PB4uvPBCfv7zn3PNNdckXffuu+9m27Zt3HXXXXzhC18Ymb969Wpqamr49re/LcQugSBH2E0K/YFQvs0YE/32auz9B/NthmAC8ZsLMfs78m3GlGLQUiLELsEIohqjYITWXj933vsA5x/+LvPl/QAEK1dg/NgdUDInz9YJBALB9CASUekdDNHrD9I7GKLPH6J3UPt7eGrv83OkZ5Cj3YMc6fLR3OsnHBn+OVapoJ3F8h6WGvawyrKfxvAezJGB2I4kgyZ81a2HupOhZhUopknf3unEVHl2KS0tpaCggJ07d8bMDwaDeDweFi9ezNatW5Ou+8Ybb7Bt2zbOP/98nE5nQruKotDU1KTbFlGNUSBIzfQWu2qw9x/ItxkAyJJEZGxDzmOSgKkAU6Az6XfD1RgL2rdh8x1O2cbRsg0Yg91421+fEBunK21FKyhqeyXfZgjGiYqMRCTl96IaoyArXt7dwhu/vZkbw7/HKIfxKy5MZ9+KcelFIMv5Nk8gEAimDbIs4bYZcdv0V1wMR1QOdAyw43APO450s+NwCW8cqeSxnhUQBJkI9dJhVlv2sdF9kMXBt7D1H4BDf9emzT/QquPOOg1mnwOzTgdb4QRupWCsNDU10dLSwsknn5zwndFoZN68ebz55ptEIhHkJL+/y5YtY9myZQnzm5ubaW9vZ82aNRNityD3hAw2BmyVuHp35dsUgWBCkSTgGNe6ep31OHv3ZL2ew6zQ589eUA0rVoyBrqzXGy8+azmqJGspGASCKY4Qu45zVFXlvic207j1Wq6S3wcJemduwnnef4kqiwKBQDBJGOTRkMlNi8pH5jd1+Xh5Tzsv7m7jb++b+fVAFb/2AXyGmcZ2Lq04yBmWnZS1vYzU3wLb/6hNkkELc5z7UW1yVeRt2wSxHD6svakvLS1N+n1JSQmvvfYanZ2deL1eXW1GIhEuu+wywuEw1157bdpl/X4/fr9/5HNPT49Oy48fjAaZYDj1G+Vc0e2Zz6C15LgVu6oKbBzqHMi8YB6Z3vrMxFrf5VmAp+vdCe1jOjFgqxqT2GU3jU3smijavcvTeotFZCOSGs6qzYikIKu52cbqAhsHp/h9QzB1EGLXcUz3QICHfvV9PtVyB07Zx6BsQ9r0PZzLPicS0AsEAsEUoNJj5RPLq/jE8ipC4Qh/39fJUzuaeXLHUT7s9HLzfi83s4Ri+0VcOaebc61vUdT0N2jZDvs2a9NjX4XqFTD3XJh3Lnhq8r1ZxzWDg4MAmEzJQ06HE9P7fD5d7QUCAS677DL+/Oc/c91112XM1/Wtb32LW265JQuLBdkiIaHqEBoGLdP3pWJLyRpKWl4cVxtlLguyBAc6xMB1mEyhO/kgVShnRNbvvTzNVcNjntbi1RS3bsVnLWfQWpb7DiQ5Z+eA05JevlDHMYYdq5edYOoixK7jlPcONLP/N1fw+dCzIEGLZynFF/8KqbAu36YJBAKBIAmKQWZVvZdV9V5u+shcth/u4Q9vNPHwm0209gf4xps2vsEq5lecxaVrJc5RXse+569w8JXR6ckbtAqP887VxC9vfb4367jDatXyYkV7V0UzLIbZbLaMbbW1tXHeeeexefNmbrnlFm6++eaM61x//fV8+ctfHvnc09NDdXW1HtOPGybtdd80frEYNHly0o5I4zT1qS928HbT5IfLjYXOgkUUdL494f2EDDaU8KhIe6T8NORIdt5OU4mQYqOpcqPmFa6HLC9cVRIpcQTZETS5MOUgTFeIXcchf978d2Y8fTkbpQ8JIdO6/MuUb/qaKGkvEAgE0wRJklhQ6WZBpZvrz5nDc++38tDrh3hmZzPbD/fwlcNwvdzAhjnf5HMfMbI29DKGnY/+BqeuAAAgAElEQVTC/hfh8Bva9PTXoXQhzPuYNhU35nuzjguqqqoAOHr0aNLvjxw5gsPhoKCgIG07u3btYuPGjRw9epT777+f888/X1f/ZrN5xHtMoJ90CaUFxzDHsRrXWryK4taXMCnJhYqwQX9Bi8nai5MlqnR75o6E+g1YK4gYLMiR/tx2MtliuF6hawyoE9h2IhO331TJkHUIp2BsdBYsobT5uXG3I8Su44jBYJhf3vc7PrXneoqlbvpkJ+onf035vNPybZpAIBAIxojRIHPGvFLOmFdKZ3+AR98+zIOvH+LtQ908uaOZJ3eA1z6Tjy/9LhesN9PQ8TzseAT2vgDN72jTs7dC8RwtsX3deq2yo0VUWp4IysrKqKqqYtu2bQnf+Xw+duzYwZo1a5DSDHT27t3Lhg0bUFWVLVu2sHTp0gmzd0ahjf1TIMxMkSVCkckZMifb952eBZS2bM5ZHxEpixAwwfHDOBO5u61Gun1BralxCnUBc+oiJxHZTMCcXpCPRpElAuHJuH4n31tSGtMBy82+GFvfyVuaSAKmApRQjsVAneQyX1i7dzlFba/mpC1BekKKhUFLCZbBlnG1I3wKjxMOtA9w149u5rI9/0Kx1E2bvQHb1ZtxCqFLIBAIjhkK7CYuXlXLI9es5cl/W8/l62dS5DDT3h/gF1v2csZdO/nISw3cXf8jOq/eAefeCbPOANkIrTvhpTvht+fDd2rh5xvgqZvh3YegZSeERR6LXHHhhRfy4Ycf8uyzz8bMv/vuuwkEAlx66aUp1/X5fGzatIlQKMTmzZsnVOgCkKdIqN3iqtyEzenBnMSTRc2R9/uArQoVmQ7v2I5bn6M2J3akQ9I58O0sWDjBlgimKn32zLkfZxRqodhWoyFjnqVcoU6a2DXOfo4zj8Euz7xJ7G302Kiuao6Wb8hJqwO2SkJKYnqBQnvy/Jv5pK1oRb5NyBHjv56FZ9dxwNPbj9D0wLV8kT+DBK01Gyn+3C/A7Mi3aQKBQCCYIBpLnXztnLl89azZvLCrlQdeO8TT7zXzblMP7zbt4Na/SKyqb2Tjgh9w1llWio6+AHufh72boXMvNL2uTcMYTFA0G0rmaNUd7SXgKNUq99qKtO8NiiacyYoWGh8JQyQ0NA39rSaZN/y3swxK5uZvp00S1113HQ899BAXXHABt912G3PmzOGVV17hpptu4rTTTuPCCy8E4De/+Q2f//znueOOO7jqqqsA+P73v897773HrbfeSnt7O+3t7QntL1q0KGUC/OlKOk83VZKR1Nwl9TbIEzdg7nXOorNw8ZjXnwyPMKNBnxfOgL2Ggs53JtwewRREhwhuNSmcMEPzDtvX1pfwfaHNRMdAYNLtmgpMtSIE6fBZy7D6YsPus/UoU2UjPc6GSa882+dqQJIm9rew2GGmo1/feTyZHspTBZvRwEAw96Gf7ToFPSF2HcOEwhF+9MR2Gl/6KpcYtgLQs+o6is+8ftr8GAgEAoFgfCgGmQ1zStkwRwtzfOStwzzw+kHebeph8642Nu9q40YJTqyt5Kz5X2b9ituYZe5C2rcFDrwEzduh5T0I9o+GPU4USy+Cj905ce1PETweD1u2bOHGG2/kxhtvpL29naqqKv7t3/6NG264AVnWPIsikQjhcJhIZHRg9MwzzwCMrJuMvXv3UltbO+HbMXXI7TNNIJRsIJqbPsZTKQzAb/HCJA8Yj2eOr2Hp5GIxTkQep+TXV4+rEVfPBxPQHwyfJdlVp5xaZ5aa5raUq3xb2Qh846mKGH2PjRjMTCVdsbLAyv72/KcFSEalx0pTl74q0NFEh04nY1aJc8wFLtJdJQsb9BXVE2LXMUprr5/r7t3CPzbdzDrDu4QxoH7sx7iWfibfpgkEAoEgTxTYTVyyupZLVteyr62fx949yuPvHuGtQ928ureDV/d2AFDmsrBm1jzWNqxjzSlFlDhM0H0AmndA2/vQ1zI0NUN/Kwy0QzioeWgN/6+Ghzy8lFFPL8mQOE+OmueqzPMemjxKSkq466670i5z6aWXJoQ0PvfccxNn1AThsZro8uXYgyMNQaMTY7B3zOv3ByYuZHe8CbQDZi9tRSsoanslRxYJphJBoztjIYT2wmUUdL6dNA/RVHqVnR9bkvfa62rIsdiV2E/EYKLXMRNn34dZre2yKjT3QtDoosszP4c2pqbPUYujb9+k9DVMMu9bo0EmGM5OjdLzvqC5dD2SGsGsmJBy5lUkMf7w1ZwYAkCXZz6eru25azCOUqeF5t7BtMs0lDhwWoy8cSD1PStVgYvxUubWVyBDiF3HIH/f18HN9zzD9wK3ssCwTyuP+5l7YJbIzyUQCAQCjdoiO1eeUs+Vp9TT1OXj8XeP8uzOFl7d18HRnkEeeuMQD71xCIAKt4VFVR4WVjWyuOokFi5z47aJBNvHGzOLHCiyxAct2QlJTosyLrEr25woPktZSrFL7+DKZVboifEsmDqJoP2WIo6WbcDsb6Og8+0kPUioOuw1GWQCWQ40c00yK0ucWp7BcJpwnxKnmZZe/8QZNgEYJIlwBo+eHlcj1d2v4UszQB+0lUOS4z4VyKZanZ5zNPv+cyuxhQw2lHAGT5yoYzpoLdUldkWf+W6ricZSJy9G5qctCpC0FR1eVy6LQs9gojA6YKvCNnBIRy+52adJq3eO4RTQk1MwZHQCMBl1h5OF2E909d5u99wJD2n3Okx0DgTS/ka4rRMZIioxYK/COtg8MmfAWoHNdzirVoTYdQyhqiq/2LKXex97nl8r36RGbiVk9aJc+CBULsu3eQKBQCCYolR6rPzT2jr+aW0dg8Ewr+3rZMvuNrbsbmX74R4Odw9yuPsoj28fzdtR5DAzs8hOXZGdumI7tV475W4LJS4zRQ4zRoOogXOsUWg3MTgBuTcyUee156wtu2lswtt4KttFC2e5GoyHFSsBdfKS9k8W5W4LlR4b3b4Q4Ujqc62m0J5zsWt5TQF7Wvt1nx+5FAuHQ4giskKZy8Le9vSV6/SEhAWNk19RdyzV6rrdc3F3vzdBFo2PgLkQZSA3YWfVBTYOdg61FXc/cVmMMJD9vWHQUpJxGYsxudjV65wVJXZl23fm+2Gpy0Jbr39E4O1zzMDdvUNX65msMSsG/KHMv0XDt9uIbEaOTJw4Hu8p11q8kuLWl2MEL5+lFBi7x3E0IcWBHJlYb+lcpBabVzG+e9CgtSzmc9DkBiF2HZ/0Dgb56oNv8/72N7jP9E3KpE4injqUix4Cb32+zRMIBALBNMFiNLC2oYi1DUXAHHoHg7zb1MM7TV28daibtw91cbDDR1ufn7Y+P6/u60hoQ5LAazdR7LTgtio4zEacFgWHWcFhUbAoBoyKhMkgYxyaXFaFjyyqmPwNFgDQ7j0Bh2/iQiLGQ7I352mFhrSCUuoneL/Zi9mfmPBfWy3CoLkYi781TdvJGc7BNmRc1uunJratxhInsizx/tHcDKiiGUu4kT5ij4fDrA1N1DzkNJIkiaoCq26xq6HUwYA/zNGewbSeWMPo3aJ0xRj0NhYweYjIEzfM67fPALSQSm/HG+Nqq885M4di1+QET0aL1np7tJpGvbAG7NW4et5P2abuliWJoOLAGEosAJCplXR5unKBhBbCNnJtSDJ+cxFmfxugVTd0D2YnXIyV5tJ1lB95WvfyEdmUQkzSudMkmdaS1Th7do2Ez/ps5ahDYlemYzZeUr1UMUgSfZYyrL4jGduQ0HkvSoPNqN2D5pW52HG0J+kyRlkmGJk4D2Mhdh0D7Dzaw5X3vIGxfSf3m26jWOpGLZ6LfPHD4CzNt3kCgUAgmMY4LUZW1XtZVe8dmdczGGRfWz97o6Z97QO09AzS2usnFFFp6wvQ1qf/zWOlxyrErjwSMHsh+9y0uhirbOGzlGIdbEn63ZxyF28fGlvS22REZDPt3mVUHH4q6fcSEdqLllPZ9HjGtiQp1nEjWusab86uaEJKrMeby5o+rEWvYJXseM2vcBEIRlIOWMZLWqFximKUZbwOhda+yQ+n9FnL0obz5CqpeDJai1cSMWjhS4O2coh53zH5mbqihYP4QX7AVECvc2ZW7UXnKhpuL1Uo4FjpddYniF0TxVStSZaugm761xXZ/aJISIQN+gMaC5x22vv1H2tZ5y3dZ6uEgdG8cTMKbezv0Oc1GJGMyGp8Evj0+6HYYU64N9VWlvJGryej2CVLEnZz7mQiW5q2ytyWUY/HjGT/NCHErmnO7187yM0Pv8vM0Ifca/42BfRA6UKki/8E9qJ8mycQCASCYxCXxciiKg+LqhLDqCIRlY6BAC09flp6B+kdDNHnD9E3GKJ3MEivP0QgFCEYjhAMqwTCEYKhSNZ5mQTTixKnhZYMyW7j6Sg6gYpDj418LrSb6OgP4DQrmAwydUV29rb1YzcrOI3GjMl0IfWj8oCtAlVOPAf95iLk8CBBo3vMo0ZFjl4vh+G9kkRz6XpKm1/IetUBWxUmv36vCkWWUcy5D00eFgXbildSeegvo/Nz3pMOLG4IJnqqTgTRIW1mJXthqqtgQYbcNbF7sMc1m0FLESUtL2bdVzZEi7mTobF0u+fQ55hJZdNfk/baWrI66zYL7aaoe4nWXkOJk9dTJuHWd7bGWDZBClSyxPPRHmWpydIeHZ6XepZItUyp20JPS2rPp0GzFymU/EVITA9RHaTK9xTvZVXvtWIzh2hq0ydiy0i6w9yjFyt2WnSLXUcqTqey6bHMCw5hkKSoaqcSw0dDApZUe9jbnbhO9ClZXaAv+TtmJ/jH50mc6VKIDlkdSzoBIXZNU3yBMDc9/C4Pvn6IhdKH3Gf9Do5IL1QshQv/ALbsEhwKBAKBQJALZFmiyKHl7ZrH5OeMEUxFxi5d9DtqAM2baEahDbfFiHvIg8lrN+O2GFGMJoiEaOn1jwyfhoWxBEuyNKWteIW20ngGp4oFGBo4pWhnSbWHNw9m76kWMjppqjxb30AoLwpSeuym/A1FCm0mOgaizpG6k+HtP05Yf9HnXqlr1JvBbc1+H6hyei8+v8kb87nXNSthmR5XY44rFGb2XOx11uPs3ZOTvkqdFjoSkp5nd51mEov7HHWYB9uQSubAgZeSLhM2WKI+Zb7I2r3LU3yT2fbU4XUaA7bKGLGrusCG126mvc+f1jMt3iNOV2L+LJlf4eZwR9S+UlWMBplQktx8bquJRVUe/MULeX/b5gQRL6zYaa48G1Ogi+LW5MdlmOFN6/bMTxC7epwNWIbCKkftihD9UmLYQypdvkVZnuiY0NjrKiIryJHUL3dOn1tK+zva3z5rbNii127mQIpiGcPFTZwWncnvXRXQOrEeiuPdsyJ77DRkd0sfH//xizz4+iGWyx/woO1bmtBVdRJc/LAQugQCgUAgEEw4Y/FIAW1Appdu91yYsQbKFmGQZbwOM0pU8QMl60II2Sg+Q4/Z4/TCUHQMhOTx9DHG0Mix5mMJKo4xrReNbUjkShl6OUZhrtIzKn4MmotTLlfmsjCzeOzbISFhGDquox4UuSVgKhjzur2uejINE0MGW8Z2hr13DbrPlfTLZXPtp8NmUihymsYdFjxctS+a6C2IyCaay0+FsoUJy7UVnYTPWk6Pa3ZWfcYn3R5G1TGsH7SkPqc1YtsodWniUrb36pbSNaN2jfE+IREr8Ja7LXS75+KzltHuPREJNe290WSQcZbU0lS1iW7P/JjvIrIRJDlp9cpwivM6ZY6y+HBKkz3mnh+9+cP7wjBecWucvymZqnam/j3R5qe6vS6udrOgwp3hnqbP9gFbJTSepWtZ0ITlWOE42TI1hAw2eh36Q5OF2DXNePjNJs69cwvvN/dypn03v7d9D3O4X3sQvOgPmgu2QCAQCAQCwQQzX2elpfgXyF1xA5e0SDK4yqG4EVypBsqJj+6F889gwFaZdDAc7U1U4U4XrpEbV6hs3vpHkoRS6iFXFSsLbJn7byteOaa2fVGDfD0CYDJaStZgTTMQc+v0SEg6FkwxQAwbLPTbq0c+L6n2sLTGMyIWVnn0hfyYleyGXWGDhc6CRbqW7XPUjvwdMHlAT86uDIfAZtLChQEaSxNFIdC8XlIRirvwVeTMnepkXrkLxVXBoCU2N3G2wszq+rGnfPFbiunwLhvJX5YvordYj2CmB1U2pb1Gg6bMlWDj754qEDGY6PAuZ9BaAqrKDK8dY4akV+saEgW+flcysUOipWRtzPHI5MkroSZWNp2xJuu9OJlp0UJRLxs81jTn3hiMUmRZt3gfL/iFh7wsh4VVn6VUC3PUSbdnHm1F6X9b1CHxucczV3e7QuyaJgwGw9zwx3f40u/eZCAQ5rLKA/yP9C0MoX7N7fpzD2R1QgkEAoFAIBDkA1U2crjiDPocdRPWh6ekks7CJUSkOPFDBa9j7IPTXmf2Fa4zeW1Fi0BHKs7Iun0A75w1mRfSQbk7/Zt1gMhQsudMCfHj6SxYrHtZt1UhYBx9geswKwQVB0GTh4b1F2TVr37SHafRIZNBkkaPae1aFIdX134zG2VmFjlSCkfxqJKBAXs1frMeQUaK+z+32M1K1oKqxWiAmadoHyQpx4VIJYyz1rOouoDFMbkjtU7mlLlYWh0ryKhJhr3FziRiXUo7JzpUTU/7GZYZs6dbYrvpetKb9D+d1iQRwWI0ZEw4n5DP02COya847MHZ5ZlH0DQGp494RcziijsWSa6tSQoJDyqOlF5MafNXyekFK6clWei0vvNbRcJpVphdkvw+VubSrim9opmqMvICIxJjt2bPeNPbCbFrGrC3rZ9P/HQr975yAEmCHyxt5YburyOFfDDrdPjs/ZrLpUAgEAgEAsEkoZbp8zpJuq5sIiJlmaso1VOvSX84mgoUOcy4LArVBYnhLr3O6NxGif2NxfMqkxNTwOQZ/zDaWT7eFrLm1NklWS0f63WTfrRYVWiLqTZZ7raMeJSZrPqfeQdsVfoNTHJ+ZczxZi2AWacRjmQe/UpoA3fXiPdZbH9Bo0srhDDcdwrhItozMamX25DRmb180n+v6khwZzbG2hjdp8lkTlIsS8JlMdJY4ozZt/oEvSiKNc+OuiI7tXHhqDOLHDjMCoY4j6EBu74QylDVqqTz273LsrMxjkyi94o6b9rvU2E0jLYbkScmB16CQJvi3HSkqboXfz5FCrR7bdqzLEluOmNcSGZ70Qk0l6yjP8q7caRPMks4UhIL9Ags0WHAE6V9tZSdnODFlKmvIocZbIWEPPV0u+clXabWa9cl0KfaDbPLXFqFxd7mpP03lDhYOVN/WqU6r51ar52IwUK3ex5dngUJB8GXIvw3E0LsmsKoqsrvXzvIpjs2s/1wD4V2E4+c2ccnPvgKUmgQGs+GC34LRp0VEwQCgUAgEAhyhFTUmDAvqxDFOGoKM+cQSkrpfCjQ7yUmSxKNpa6RfDbR9LhnJxXB0uGMG+DVpvGAqS924LQozMjCS6bUmXlQwhgGuSkHTTkcuc0otGEzGnDFD4Kj+ojOszU8HlbkeBFFHvEoy4bOwsUcrsicN0bzHhm75BgKj2WnDYlSKkRMTlpK18UM8IbFLktcEv9c5QjLNuQtegtX1xdxYm0hFqMhJqwqluTtN5Y6E7wC/VnkJ2suWQelyQfxKlLKyr7d7nl0FCxJK1j326vBltyWoFEL29bCt/TvO4dZoabQljTPU3QYdZHDzMyi7PLI1RTaWFg56sEWMVjocTZk1UZmpCiBVsv1l+r+Fb2FhTYTPmspTZUbE5ZbUu3hxMULoHEjPc7E4gmAdk83JN7XFCnuFiXJhEyjIfWzy0aFucyCrRqjaA+OCKJRObtilh/9NJzvTZJgVqr8fwmhvMlbHSvxotz8Chczhn5HAyWL6HPG/y5qKxgNMpUefb9zYTn2vuuzVYx+GEwsqiJJEm6rCbNNv5edzayweMgTs89ZR79jxsh3bZVn0OWZT2dBYt48PQixa4rSPRDkmvu28dUH32YgEGbVTC9Pn9PLws1XQzgAcz8K5/8GlOx/+AUCgUAgEAjGQqaQE79Zv3dCzEMzWk6juWUuFlZmGYoiG6FqOQU2bUBmjxqYhZXYB3o9koRtxjIkWaJDZ9hdQ5zXQ/xgOzoR/LxyFxvmlMbkw8lUTr1ajwiYIWwlGa0Vp1NXU5PVOvFhoa3Fq9K+cXfbTMyrcCcINtGUp82bNszYFThVhxCYLPeNRLTwlD7h83gxRp0PIasWltVv147NvPLY3HjJrkE1KkdXMk+VXDDar0Sx00zFkEjZVnQCfrMXa8MpKYseZEpw3+esY9BSmtITZZhu95wYYSPBxjTXgSor+OyV2XuUxiFLEpUFyc9ZSVUxK4aY41lf7KAkhWBdEZ3vTYc7kZ6cZL3uxoTiBtGrDZ/rkRivKf3nsSJLMV5B9hItzK4wLt+f3azQVXTCSP646LOyqsCmibZmR2rvyapUVSvTk6o9KcX8aA9Kf9kJuvqQJYlipwWP1YRZMVDutjAvSQ7LUocxJq/dWHMVpiK+NatRGbkG9STRz3RdJvOM6/LEXaND+88fnzTfmjmvmx4iioV+R21M6Go2CLFrCvLq3g7OuWMzf3n7CIos8dWNs7ln9VEK//IFiARh/nnwyV+Bkt+EiAKBQCAQCATDaA/OqUPB/OYiWkpGc0uFjA6OlJ8es6zdrKSpHJb+wbzGa6Om0MaSqlGxrKNwSdYV29SiBrrqNuHTGfaULDwpWiiRkogt8auMtTIipAhlS0pcGJFiwVtaneCZlo6j5afGfLYXlNHhTT0ojdRox1vbutHjUKYjqXvasK8sX/a2FZ3EoCVD2GVcfwsqXaPyTtQIWqpclrBOwKa1He8FoZcih4maQhvLagoYrFzN4YozRjxHrEZDjBiXLGKyN8GDQwd6zrk5H4GGM9MuElbstBWvZP7sxpRtlrstOMwmFlYlF7JV2Uh70Qn0p7nm2opW0JciZ16Paza9jpmElViPo3QelKk8wEwZKrxKEONNlQnjUHuZd/fYcnalMjdeJB1meLtV2URb0Qpai1dnnRgpWlBqrChkVrGD2qLEfZ1Kx4rJiKWGsuo7k63RtkX3nyzE02FWcDeuZUZ5KWr1ypHqo8nvx6PzZFlidrmbWSWjHl2mJIn23RYZq2n0/lxoN1FoN1E/jkqww/is5WkLilS4rRQ7zGk9phdH5bULFDRoecArlo6EH0eSKIdqfPGLhjPocTXGenWb9RWv0UND6fj2lRC7phChcIQfPvk+F9z1Ek1dPmq9Nh66cjVXed/E8NDnIRKChefDeT8HQ3ZJQQUCgUAgEAgykelN7zAhgy3pmCOd50G7d2lCFa+IwYxBlnCYlZhQmeG/01V7i0eRZUqclhixLKzY6CjM3kNAHudzVnSlymDlCkIGGx2FS0fmSTHDvbF74hhkieUz9IWAxfciRf2rFzUuh87SmgyDfosb5n2c/oaPjgxSF1V5Yo51KhZVuQmXzKex1EmwLC5fUpYCpt9STHsaUU5rU4qpnGlMpSIk5KGC3tKTaClZQ1/axN2p97UsSSytKaC60IYqkeDFED2ojh+AdhQuiVtezdRdRntGMFq0hN1Rzca2ENtG/PkxjGKQmVvuHHuocgZ6XbOSVmhLt4VlKXIWpfaI0ZnAO4VrUfy+SlxgbMPy+NxkoF2XtihvylQvEPyWIgJm/SGkQMJ5YJBUPDYTsiQRtKT27E3pwRUJZ9d/loz8JElyguDtsZqYN7OG4uUf48TFi2KEqVRYjQbqi+2xx0s2JJweS6sLqHTHXseyJDGzKLWnXzZEDCbsFiUmDDymL1li9ayitILv8AuFdu9ygsXzwVEM3npGNkZVyfj7ZHbS62pIee0Pk0pczkRVlmkF4hFi1xThYMcA5//PS9zxt91EVPjk8ir+/MV1LG5/DP7wBVDDsORz8A8/Sxq/LBAIBAKBQDBeosd5qcIJuzwLaC3Rkjh7Ex5gRx8tQ4qDiGSMCn9K/thZU2BjTpkr5m36zCI7i6s8nFAbFRqRSkhLCF1KPajs9cwDd/qk5RL6QkCimVPmwmY0MDtZpT2rh+byU/HZKsZdWSqeTQvL8Q4LgrNOhxmxVRnHG7KViYweaZIEBgVFGbUjk+fMMC6LkRUnrcG17JOE3NmFW44VU+lsqgo0D8GUnmUxo/bhimHykJCr/wDHVAdU0ntuxa04kjBcyy8X16eOxPL67MtMvM4SMegfxCdrP1WoWa6YV+4aCfNMdaRSHfcFlW4kJOqK7GnWHiPeWWDKPKhP6qWa5HjHe3smrTqpm9htjaQRNVRD1O9B9YrUIYVRTTp1CN8xmOxpT/F4Mdgd5RXZb6+J84bK7HsWezqozK9wDwmJUV8Uz0k4I2q8NqQJdk6J1J2axhN6GD3hscnbiGRpT0Juxiiiixe0e0+gpWRtlq2PDSF25RlVVfndqwc4+78288aBLpwWhf/+zFK+/6nFOLb/Fv50JagRWHYJnHvnmHIyCAQCgUAgEGQiPufI8EN09IOw6qyg3zFjZFAb/9Y4rIy+ZW73nkBb8Umj62ah9CgGmdoiOyYlw6NqQS3Y9Fd9GnDXaxX00iBJEjYdb/ijcZgV5lW4kw7csh0Wx+fFSka528qaWUWxYpPVA65yvPbR9Y+Wn8bRslPxWUp1hRRBao+X8WBNk7MrmqQ2TmY0Q/liylwW/Z4XKc7pjF48aMJFu/cEQpZCqDpxdH78SD6uD5MiM7fcxbKaAlxWY9aJ5qP7j8dnKQU0oTrejKTiVHz67ixNaSs6KfNC4yDenoZSJ0VOM26rEasx+TkZrXOrUX/Xeu0sq/FkFGdS6jASqQf4FUsAmFGkCV4lTgszyopHvh4OSexzzCRssMRVjU1mRKwVsiRxpPwMQMuNGI1e8XmYPseMlLkbY85Fg4mYvRH1Z/R9a+6ikyjJIMbVFdlpLV5NYflMqF6h21ZV1bzc6osdnDqnhDNWLMXScLLu9TVbh9qSpNj8iokbyEYAACAASURBVJaol0GKGYrnJK5cPJewvTzGq1drNCsTkhsESPbC7JqSJc1bMyPadkYiJBFTxy/0DlpLCZoSX6adNb+MtbMSPWfPmFfKqvqxVSsVLkJ5pLlnkOseepvn3m8F4MTaAn706SWau95LP4EnrtcWPPEyOPt7ia9PBAKBQCAQCHJAscOCzaAkDGHCjjJ6AzKu3l0AWAvKKVBNGA0ykiQl9expqto08rfJ3xn1zTifY0xx4RjFs6Esc4WmUFSSelWNrb4lp/Dgqi920OcPcbBjIGZ+tPAXMBVgCnTGrxrDoLk46dggerdpyaTbRj63lK7D5O+gsPPNlO1WeCxaifkkVBfaCIRVegaDqLJCWFbo8C5jIDyA9+jzAISHKxsmOX6lLgsHOwcS5icjWpiRJSnBq2K4+Qq3hVqvnSpf1DG0esCXWM0rW4a91zTPqsCY2sg0fIsVahM9u/Q4JMXrtqqsMGgtpdc7E8yjHoGpPLsaShwc7fEzdyjPzrAHUrTAPGpR7F/JUKO8/iKSQlvxSkKKlUD/IQZsFRjjtiqZN01aB8h4MU02QlxFTb+lmMliwxwthK2+rBB8qe9F6bwVx5Nbz2SQcRWU0N7vT7mMy2Lk7AXlGA0SHb1W9jV3EDQ6sJmOABA2mDhaflqsPRVLYNcBelPkMxtm9ewKCNixmxXo07NNEvFndq9zFmFDmnx7ccd8brmLNw92pa1Qa7U7qSm009Kber8srHRTU2jDbZ0/dFPpTbmsLElYjAYGg2FKXGYsRgMLoryUI/bS0YVTuIipMVdR9P6J8nUqrNMir+zaeSWpSfygFBOh6lX4DqT/nRgrekT1BNzVcPDVmFmqJCdNnm8xyvTHpVRLGd6dAyxGQ9JqszaTEhOWmw1C7MoDqqry8JuH+Y9HttPtC2JSZL5y5mw+v7YOgwT87VZ44XvawiuvhrO+mf2rEoFAIBAIBAKdJB20zjod/4ACna+NzJKQWN+YfIAa7zGgETUAGO+zTNFsaHlv9LNBX2hOyOig3XsCYYMZG4CzDJrfBdlAscNE90AAY3EF3cEhM9HCGJfVFNDvD9HRPyqghKP6DKcJ2RoWIkJGR/pE62h5c6gtpbxUoemwn7BixadUQpzYdSR+kJsCw8z1uI27ed8XVe1SkgmanHQULsU6cJheZz3JgqZS2lqxVPOI+8CXcvm0uockacmQlYXQ9oE2ULQWQtPrsban6D9t2JLBQnPpeu38Cm1OZ8XIX8OhTKUuC/3+EG5bem+dkJJ6sJ7JPgCb0UBFXO6ZVDnEUuV8cltNWkjWcDhQ7VoI9LPWXsPmD9qo9drpGgimNySKDfMrGdzhYFdLH50Fi0Y8LYbzjmUMpyRJoYXos2BY+KhdC0ffgaoTtHBNbz2078moENpNCv2BLJOXx1HpsbK3rR+HWRn1yKpeAYdeg5LEHF/ZcHJjMYe7BtnVEie8pNmutQ1FtPf52bJ7VNyOr1o34s0qG+gqWIAh1A8cGfo2yfXhLONwxZmxOZOMNvDFCixehxmSCOQn1RWyeVdraqMBSuYSOrSNPkcdMuC1m2kCLIohznkryj7ZwAyvnRKnBavJQNfA2IRo0O4fnjTJ2KOZVeKgrsjO4W7f2HPERZ3YQVcNdL9Pn6M2NtxPMsScQ5Itef7CSo+Vw10+bf83j82cnBJ30VYVWIk4LEMh0SMLAdpLn7eP9I/M7Shcoomlw4eyfMkEGzt+hNg1ybT1+bnxj+/y+PajgJZ88wefWqyVrY6E4S/Xwmu/1BbecCOsu1YIXQKBQCAQCCaWZI8aFjfSoC82R4sx8a3+7FInPYPay7td8c2qKhajgX5/6iTEg5WrwK7C4W3pbYzOWSorQ4l0U+OyGunxaYP/Qav2Nl8FbXDZcCYYrRhCfmbXdtOpFLMvyYAvXnfwm/WFUpgUmUKbCUtxKUY9nvnOMiqdsO3oYcJDKkN9kQOzSVu3uWRdTD6ktE+GzjICZS4icd4Eqgo+WwU+W5QIFtdSsrfqALgqh8JfmmJm280KdUV2vL0WzTMjk0BStlDLmWYtgK79I7MXVrrpc38UV5EE+7ZkaCQWFUCStApnR9IsGJUgfzh0q1pn8uN++wzkSBC/uSj2pBhqM5VANUxjmRMl+jxwVxEMJx8cp20p+vpzlgHgAjYtKod3zHT7gilb2LSwnP6AJm4BmM0WzMP5jJKMNfSk/ooXXWM+DotdzrIRW7XP5dC+JyaHTzxOs8LMYgdvHYr2/NMMWt+g3xvM6zBz2tzS2BxWZifUn5p6JcVCwOgGSUKVTZw+tzRxmSHxxWMzsae1L8ajsdhpprV3MK1Ni6s8FAaHvPl0JqavK7LjLndRWWjnqR2xqkm00DWnzAXeobA5o0UTFlOwos6bMXF40OiA0vk0lw9VKkTFpMgsrfYkiuPR2zL093DS92zzIOqlrsjO3jZNkDmhtnBELNRT8dBjTy5yB9x1cOQIfrMXf9kymiIzR7etbJGWVijuvi65a+gsWITfHBtWL8sSK2YO/W4MH7Yc5abTJRGYR/eDOlyRsnIZ9DZDTxNlLitldUVJ33hZjIaRHHcA3spZzC1zwgdDM5IU6xjqSd8GZLXk2BBi1yTy+LtHuOGP79LeH0CRJb50WgNXnlKPYpAhFIA/Xg7b/whIsOkHcOI/5dtkgUAgEAgExwHDD80Wo4E+/6g3RYXbyofFsyhR92thhO7KhHWdFiNOi5Ej1oaR8JiTh7y/elr9FHab6Pf7EtYbJuIog0Kb9uC86yl9BteszJjHdN2sIv7yTqz6MSJKDFeYMxi1wUCU91b0ACL+QTxTxakRGs5gZmU7FNTRPZjonaJnkFIwPAg12giFY/OpZfIWGwta6fhEtajXMTNtnpdFVR7otKUNQxpBkqJyrEUVJCh2gI7BaToy5ncDvG5XVjmKRs4XSaLX1ZByOY/NxNGeUYGj1GWmvc9PMKV7VOrjlygyRS0bV4AgXQPxicQVg4xUfyq0PDrUrJywTjTxIanJwpfSnoUZRJwCu4kTqgtp6/Wzr33Ye0Tr0+swpwyXKsiyqls6US2esMEGkoRt7pns7xhgRZ1X82QBXRftSXUFFDRb0opdALVFdjiSuXpdod2EQ1LBp3lTeUucGdPazC4bEtFmrILuprRiVzray1ZDXwv99hkx84fF+JEqkHYvdO7V/o7eR3H7y2kx0ljqTOEBPEpIsUPtugzWjZ6bi6o8I2JXoU7vr2GKU5xLIU8dLSUyQaODGqMh9lwubkzemCwzYK/W17HZAYPZhXCXuSwc7RnEaTbSMjRPGvknCkuciF48B3gRiArhLJypTbuegqAvcZ0kWI0G5s8ojL1XyBMjJS2fUcCbB7s4sTZ5Ps5swomF2DUJtPf5ueXRHTzy1mEA5pQ5+cH5i5lfMRQ/PNgDD1wCe/6mxbOfdxcsOC+PFgsEAoFAIDiekACqV1AX2kpTl49SpwUkCVmC9bNLYfZnk6/oqoAe7fkmVNgAfZo30XDIiaekEHp0Ppha3NpDd5aDgMSNGa6Ql9hvWEd5qehQrEweOymxuEcSGMeO/xJtOmt+WcK8WIMS1xmL1pVpS4JGF/Fil99cSI9nPOFeaQxNtRGSpA2oHCVZ95ZuG6sLbdTNXA/7t2bRokRHYZpQnaFtmFXiYOfRnpHZlR4rhTYTO6Lm6aW2yBbTVgzW9IPSSo+V1mbNm9FvLmLAVjl0XDVc3nKKFpyO2WKLGcBLSequxe/LApuRUqeFqupRG+JF15hPqUSZqNx7lR4rvkBqr0+9zPDa2d/eHzvTlJ146jd76XXWAbCkpoC5FS4dle5iKbSZcxaRI0kS6xqKwd836kkzdFTmlLnY197PnLIk1V9zRNjiZUBOXpEXgMaN4OvQckAdem3IuqhtNyaG/s4tdyXMi6bPUUu3Zz44k3jTpeHsBeWEIpERL7LxoqrqSFhvVYGVN3KVc2vmKdB7VLu3dR9Ku2i52xLjR1vpseKxmZCtdvYMh9zHn2uVy8BZETtPNtBSsgbLYCthb5xQN+t07V6bRkCtmruStg9epqZx8XCnWvhmOBjjNaaHsGxO+9JgpM8CG5Ue67hy5A0jxK4JZDg31y2PbqdzIIgswZWn1PPF0xpGb54de+G+C6B1pxZf/el7YNZp6RsWCAQCgUAgyCGNZS7wFGKecyYzdz+jf8VMYpDVA5XLcZYocEQLZQnrSQY0QaTqO9UzdTpL9VbBs2QYMKcMHUzDmMSuZMcqqqGAqUALMesdFbxCyvi8rdKSyptg9jkw0KEJqUPYk3jnjCTEHwkljP2+3xHrkaLIktZm2UIth1QmTA6OVK8hEMqskMaHaEmShFw2H46+NDqzsE577o8j/rhkK7BEYzEamFdu0aKlJInOJEJdba2Wk0srtTZkb5Lk2vF2SZJEdaENCt1R89IYk8qzy+zUPNQUc+Y2dJIsuTaFdbrWPVp2KobwIIG48LP0x2ESU8yY7Jo3pKyMeLPOLnOOenCNA5s59TbGH/9yt5Uj3b7RSqVmR1Kx42jZKVrVQiULL6sZqxloeYMeVwqvqQyYFBmTzgIo2Z5vkiQlF1OTMLvMyftHUyfPx16kTX0tqZcZImyLFfwkScJhVhiME6Zs1YugdatWobNwZtK2giaPVsAj/pqUpBQ7ZPTYl8+cT3lVHZiiQr5L56c33pgYHq4aLBytWJV+vRjT0hSK0N2KELsmjMNdPm744zs8O1RpcU6Zk+9+cpHm6j3M/q1w/4Uw0K49XFzwW02RFQgEAoFAIJhEsgn1iaF4tiaOuKtSL1NYRwFwmieE1Wjgr+8cSQiRmgiSPRDrEdpSFt4bIyZFZn1DcUzlx1RVtKQkFdBSL5cL4sKOatfAOw+OzOp2z9bdkttqjEnmP9JmKiwuqDt5RPQYwWhNCJd1W42sqPPG5F6aX+Gixxdkd9TYcri3fnu1JmwFw1HfDX1b1Kj1EVeRLBE1uaCp99wtnQdEiV2Vy7X8vF0HtFCooUqfSq6rrcsKSRy1kiwX5dmlRihymGnrSxGKWr4YjrylHSvLqHeONU6ojTncljReQa7ykT/ThZVGZDNyREd4bDJ0HqewYiOsjDGReQq0gbrO8ySJMBDXGNRvGLdNwEgF1KULF+NT3LgsqUMp4+/RS2s8lHVZKHOnDmkGCGco5pAUVwWdXv032/piBzuO9FDuTlMZchyM9bavO7w8bt8OWCuw+Q6PfD5ccSbuSi8cSfTwtCgGqmxWFFnGIEsYKhawwF2DwZLDFxPWQuiPKqJg0nd9dJevBleXdr+Iw2Icvc7PnFfGkzuODuU3S53iIBcIsSvHRCIq976yn28/tpP+QBiTQeaLp83iipPrY2PPt90Lj34JIkGtksFn7ot5gyUQCAQCgUAw5bEXwdxztbf4Q4P3VIxZUMua1AMOexpPhmRYTQZ6BvVXuKNyedJQs2zzDGUi05hKfzJoFY/dRI8/lCBc+KzlqLJ+u2sKbSNiV1g2a4nwDRnWd+hPNh4/yDYrBoqdBnb3jh6f4SFk2GClusCWWCkPtJ3nqYkVu+pOTlxOVcl22Os3FyT/YriZ6pOgYhkYFBZVmTjQMUBjWY4Gqf+/vXsPj6q69wb+nUnmnsxMMrlfCJeEhJvITQioQVARFeVUVPTFI1hb256eevroUREKYkFU3j6tB0+19YaK1V6UV7FUi0UuMUcPBrESREEuiSEgCbmae+b3/jHJmMlcMpc9k0ny/TxPHs2evSdrr7Vms/dv1vqtEbOAs2XoTJwCfB1AnwWgki7fwa6kPMd0tT6521LMeoxNjYfZ8F3Q5FzybBhaTjsSefshK8GA89+2wxanRempWrQY0mHXAjDbcC45Ealn9/Zf/ihby2tMchw+7chGgeqU951GXgKcP67IinY2kw4137b1mw8Lo+cBXW2waAzoHYq0GDSob+mALjYGbZ2OAHHf7wU0MWqMsCkbFAxWbkockuN1PoN1vjTG58L4bUV3Pqv++Tud3f/Lrms0ukNrBXoFu0St8TmyaVqO6yhEvcn39NCAJeUBXe39LgLTV4c+CRjhuU4tBg2mpCQgXh/ba7qpwoF+DxjsUtBX55qw8vXP8L8nzwNwJFd77IZJyE3pNcy0qxP4x0NAyWbH7+OvBxY/7XfElIiIiCiqBDJdpT/pFwAn9jputhU0Y2QiqupbA85xc2G2FZ9V1mNUkgkfHKvu/wA/p0554/H5Rm91+/K7v2eqdIvemdDYm7Gp8UBnDZLjdNDFqqHPdw08dXRPYez3Abpb7xFKddYJaDWmKz9qySPPtZGXGofG1g5nHbjVbeJoR7BhxCwvQTfxMjjI+4Nvh9aK6qSZQH5un5UJe/1/96qio5JMGJXkxygYfyM5lizAkgVpagPgR18FnKs7tuqSoFY58se9271ivPu+nkf09M7DlG4x4GRnAnSWZMfiD35QqVSY3J0HrPRULc7bpqI1OwGwGdFZW+kc3dWu9T5SzPNIR6VHj/rRDt2j3ky6WMyePgf4zMfyoPGpAeem8mb6yAR8da4JObY+/Sku1RFw7gnAq9WA2n001OwxSaj5tg2tHXb8s3sFzIGcbt4fVfdqmMFqsOSjwZLvc+GN3kbaTCg/34ykOJ3P/XJsJlTUtiC9n9FvfYNd/TFoYvwbrakUjQHImh7wYUZPX2hp44D2JsCcoViwNJDgNoNdCmjt6MLTe77Cb3d/hfZOO4zaGNx/VQFum5XjMmQd9ZXA698HyruHNF96HzB3Zb+rahARERENC3EpwPjFzoBAULqnxanVKuhiY9BlF6SZ9ciwep/y4u1bdL0mxm1FqJ6H71ZDqsvUk0D4dbOeezlQe9KRDLjWNXjR33QZlcqx3H3pqVp8Xes+4m7+uFTHSLszdqhUKlgMWsBDjqLkOB2m5ngZrdS3rF0dwKltjr8PwcW5SQGMMAud9AluaGLUmDnahjcPOtI8G/smr86cCqSM9/7AK33fsZsh0fEw6GX6WZs+CdCaoAMcCz0gDFMVfehb5hybCTmJXh4y867E2YZj6NQ6gjR6TQyyEoz4urbZv0BcHxMzLUgwapFi9h0UCERV+jxY9WqYEOs1wbnntEP+BWt6clEB3QFgf3j7/GkMQN4VjgXH+opPd9+mEL0m5ruFz3qLiQXGLer3gqONVSPdYnCuagi4T2McTvqeeoJJiwUT0voN/Gti1Lgs35+FNdzrtjPWhNjObyEect1dkpcMlDumoCJhpB/vH1mzxyShorYZ4z19PkfPBRpPA5YRbi/VW/KBjgMBjyALBINdIdp15CweeuswyruH7l+Sl4SN35uErIQ+/6gc3Qm88UPHqhXaeOD6zcCEfxmAEhMREREpLzZGocBGsIGuEbMceUas391UXzneMXJC3U/Qxd/RSwBwJu1SaDoa0a6zAec/Ca6s/jBYAYPnKU6hTttyTikV3yvhZSUY/Uug32fqZoJRB1s/oyCU0t9CAYWjbfimsQ0j+456Afod2eHxeV+tdiTR96MRsr0FmSJkxshEn0FexGicga4eU7KtyLEZkRjEyJkYtUr5qW4qNeKMBrepW731nkb5Hf+CNdNzEtDcYQ56mrXbX/GUqyxnjkuesogK4GKh6XUNT47T4Zy3aa1e2IPJ1xWFUsw6lJ12nQ4ezEIiXqld+1qKWYeRFyxE/alP8Wmr++q8Bm2MY6p1S50jdUCUSY7XITney/Veo/eZOL8xexHS0n2vMttXIDkrGewKUsX5Zjz89mHsPHwWAJBq1uEX147HNZPSXb8d7OoAdv0S+OAJx+/pk4ElL4Q1gklEREQUaWlmPbISjEgwBpdHJSCeRtV0T+Pqrb8gV4/ewS5fCbMBQNRaR6ArBIHGqpwrD/YcH0S0SxOjRkdXn7kwdu/BLpWHYMGc3CR8VlmPCzJ9JB8HIEpObQ1RilmPFLN/05VcidtoMScP9a+LVaOt0x5U24RLf9OuPFGrVUEdF059u21fmVYD2rOsjmvPV90bTf7lg1OrVeHPJzhI0tVkWg2oaWpHokkLnUaNTrtgQoYf+aBGXQo0nkFLUxrwbWD54vrye3RdkOL9yPNl1mswryBF2QBXb3GpQMIo5Ld2oLqpDRmp8dBZEtE4YhY6u9MhuYnRBJTjMNqZDRo0tHQgIzGMK/6Cwa6AtXZ04Zm9x/Hk+8fQ1mlHrFqF7188Cv8+P8/9Qnm2DHjr34HKUsfvF/0QuHK9+6ozRERERNFAE/w38yqVCtP8mfLWRyCjqjBmHtDR4rIinBJUKhWunpQOEf8DZG7i3b+RD7gcXrZPyDDjs8p65+9mfeC38LPH2PDPr+tdH14TRznyVvkZGEiK0/mcplNjmwZNRxN0+jCPPtBbHf0AQEevkUk9IzHatYH3QzfiLWeXZ4VjknD4dAPGpYf+sH5hthUHK+oc04K8p13zKNhQm6afIG8k9Y0Xdtr7T1jknHaZf7UjR1CcP9PJwixzGtDZ6ntlyijSO38aAKTE+xkkjksB4lKQ19CK6uM1vkcT9sPvFQ2DZDFoMGu0rd9Alj9BsaCpVEDWNMTXnnD8ne4p5OkWPUYlmZBg1KKtM5JJuiJv7thktHfZofMwfb4/zNkVBiKC3V+ew7q3ynCyxjFlsXC0DQ9fPwF5fSPQHa3A3k3AB78B7J2AzgxctxmYsHgASk5ERETkp1gtMHYBoArTN9p9jE2N9z79wROj96lMoQrmYd8l6DSi0O/jkuN1gI/c1f0JZvSQ1ajFpWP7BLUMCUDBtV6/iDUbAntUaDWkodUABDOOKiBZ04FTJYA6BvUdjmmr+tgY6CdcA1vCGaQossK513FdHlkMGhSOCW3EX48cmwnpFgO0sWqgKRdoOO138CbQPGlTRyTgm8Y2jBjgKZe99T0HkzaAfqg1hmcklZfP3EibESeqv/V8HQtxwYrBJsWs9yu31UBLDWqkZ/ipVCpckOUINh77pkmx943Xx6KxtTOoqcnholKpggp0BYrBLj8cqqzHxr99jg+O1QAAUuJ1WH3teCy6IN39ZuPEPmD73cD57jG0+dcAV28CLJkRLjURERFREHThnUbSm7eE04OBLjYGualWAHbHSCO1/zfuVqMWRWOTwzdNJhAe8laNzzCj2WwJacWzsIrVAWMuAwDMsrXim8Y25NiMgEqFUaNyFfszolSS7iBG9mh7AgZxKUDBNUCsfw/ovQNF/sREsxONA55brK/Y7nO4NC8ZX9e2ID/AVVTDonfi8F6r6U3IsCAlXg9bXJR+ViIsKq5p5OKy/BTYJfBAeLQK5DwY7PKh4nwz/u/fv8CbBx0r7Whj1Fg+ZyT+fV6u+9DGhtPAPx4GPn3V8XtcmiPINf66CJeaiIiIKHqNtJlwvLrJ/ykyUSo5Xgt16nyg+qhjxcQABRJIskd4YTSjJhbGKMvb5E3wObn6EaHRjX7R+D8trPcIxcG6oF7Pw2yCSYsEU5QEkXonFe+V6y5GrUKaZXBfy2iA6cL7pY9KpYJS68cMpItGJeLzqgZMHZHgmB7sBwa7PDjb0Irf7TmOrR+eQnt3RsTFF2bgnivz3b/5aK0HSp4ESjYDnY7cAZh+B3D5Q4NmfjYRERFRpEzIMCPVrENitDzE+mlUkgknqr91/h6rVjvu9bKmK/Y3vI3E6Z2cPt0SfD4cCkCMgjl7VJGb1tV7gYXBOpLDFO6E8cHo/eGUoZ1PaSAFNnl4kBszzxFLiE91eynNokfZ6XqOlOsl3WJw/vvX0MBgV8Aqzjfj6T1f4c8ff+0Mcl2cm4QHFhZgYt9VZ1rrgY9+B/zPk47/B4DsWcCCDYre9BARERENJWq1KjwjccLsgiwr8lLiUd3UhlM1zShQIBG5v+xBDtFJs+jxdW1zvytMKm5wxlgc4lKApm+ApDygPMT3ypoBnDvi+G+EqNUqXDnesVjCYAt2FY1NRkeXRP8DvnhfxZTIb8ZEr3ko43SxWDAhLaoWjhiMGOyCIwHcU7u/wv87WImu7nHi03MS8LP5ee6JPGtPOoJcB15yrPQBAMkFwGWrgHGLAlsegIiIiIgGDYM2ZkByHHUFOY8x02qAdkxSwInmh7WcOY4vso2JQHmly0sB545KyHH8RJhBG+XBIi+iNkdcXxzZFTZJg2T6dCREfdB3EBi2//K1d9qx8/BZ/OF/TzkTzwPAJXlJ+LfLcjFzVOJ3yec7WoAvdgAHXgaO7wZ6hlcmjwMuvReY8C8BJSUlIiIiIupL7eVLU3sIz9YBrXYJOO5p7V1AfHrQf1M1mId2qWOcoy0uzLbiYEUdJmZakJ1g/C5pPA1PMVqgqx0wJg10SYacBRPS8G1bJ2wMdpGChl2wq7ymGa/uL8efP65AdVM7AMdgrMvHpeLfLsvFhdmO5T7xbbUjsHXkbeDLvwMd3+VowJh5QOG/AWPmcyQXERERESniolGJ2H+yFuMzXBMWJ8frcLxauaXofcq/BuhoBgzWoN9iqKxMl2MzIcNq4FQicii4xhHsCmDBAPKPXhPDkUykuGER7Dp+rgnvlJ3Bu4fO4NOv653bk+N1uHl6NpZOSUKWvQo48zfgn6VAxYfAmc9c38ScBVx4C3Dh/wESR0X4DIiIiGgoqaiowJo1a/Duu++ipqYGaWlpWLx4MdatWwer1XeQoaWlBRs3bsRrr72G8vJyxMXFYe7cuVi/fj0KCgoidAYUDlajFleM95ysOGJitY6fIMwfl4pzjW3IifA0z3BioIuc1DGAmoEuosFiSAa7mts7cbC8Dh8er8G7ZWfxxdlGzFIfxvfUH+FWTQey4tXIs9iRpGqAuuws8D+Vnt8odSKQOx8Ydz2QOZWjuIiIiChkZ8+eRWFhIex2O9avX4/8/HwcPHgQDz74IIqLi1FSUgKdzvNUDhHB9ddfjz179mDVqlWYN28eqqqqsHbtWhQWFuKjjz7C2LFjI3xGRA5xuljEReNKekRENOwM+n+NOrrsOFXTjM+rGlB6dVo3VQAAFhFJREFUqhalp2pxuKrBJZFnrFqFa1JqcFvdTseG5u6f3vQWRw6uzGlA1jRg5CWO1ViIiIiIFLR+/XpUVlaipKQEhYWFAIA5c+bAarVi2bJleOaZZ/DTn/7U47FvvPEGdu7ciUceeQQrV650bp8xYwby8vLw4IMP4i9/+UtEzoOIiIgoWqlEglvLuKGhARaLBfX19TCbzf0fEIT/+aoGZxta8W17J5rbutDU1onm9k7Ut3Sgqr4VlbUtqKhtRkeX+ymkW/SYlpOAy/JTcPm4VFhqDgJH/w7E6oBYPaCLA0wpgCkZSBztSETJkVtERERDViTuXfyRmpqKhIQEHDlyxGV7R0cHrFYrJk+ejJKSEo/H3nzzzfjTn/6EqqoqpKWlubx25ZVXYs+ePaipqUFcXJxfZYmWOqH+fV7VgGPfNKEoPxlmvWagi0NERDQg/L13ieqRXY+/ewSflNf1u59RG4PclDhcmG3FtJwETB+ZiExrn/nUxhlA9owwlZSIiIiof5WVlfjmm29QVFTk9ppGo8H48eNx8OBB2O12qNXuuYIOHDiA5ORkt0AXAEyePBk7d+7EoUOHMGvWrLCUnwbOuHQzCtLiv1stnIiIiLyK6mDX5CwrTNpYGLUxMOliYdLFwKR15AJItxqQYdUjx2ZCulkPtZr/8BMREVF0O336NADH6C5PUlJS8PHHH6O2thY2m83j8aNHj/Z6LOAIqHnT1taGtrY25+8NDQ1+l50GHgNdRERE/onqYNdD100Y6CIQERERKaa1tRUAoNV6Xu2uJzF9S0uL1+ODPRYANm7ciHXr1vldXiIiIqLBiGvpEhEREUWIweBIs9B7dFVvPcEwo9Ho9fhgjwWAlStXor6+3vlTUVHhd9mJiIiIBougR3b15LXn8HciIiIaDHruWYJcm0cRWVlZAIAzZ854fL2qqgpxcXFISEjweryvYwEgOzvb69/X6XTOEWAA7+eIiIhocPH3fi7oYFdjYyMA3zdURERERNGmsbERFotlQP52WloasrKy8Mknn7i91tLSgsOHD2POnDleczPNmDEDW7duRUVFhds9WGlpKYxGIyZOnOh3eWpqagDwfo6IiIgGl/7u54IOdmVkZKCiogLx8f6tCtPQ0IDs7GxUVFRwaesoxTaKbmyf6Mc2im5sn+gX7jYSETQ2NiIjI0Px9w7EsmXL8Oijj+L999/HZZdd5ty+ZcsWtLe3Y/ny5T6P3bp1K5599lmX3FtlZWX44IMPcPvttzunSvojMTERAFBeXj5gAcDhhteiyGOdRx7rPPJY5wOD9R55/t7PBR3sUqvVzqH4gTCbzewEUY5tFN3YPtGPbRTd2D7RL5xtFA0Bnfvvvx+vv/46li5dikceeQQFBQX46KOP8Itf/ALz58/HsmXLAAAvvfQS7rjjDvzXf/0XfvKTnwAAFixYgBtvvBGPPPIIVCoVrrjiCpSXl2PVqlVIT0/H+vXrAyqLWu1I32qxWPi5iDBeiyKPdR55rPPIY50PDNZ7ZPlzPxfVqzESERERDTVWqxXFxcVYvXo1Vq9ejZqaGmRlZeHnP/85Vq1a5QxA2e12dHV1wW63uxy/detWbNq0CS+++CI2btwIi8WCq666Chs2bBjwUWtERERE0YDBLiIiIqIIS0lJwe9//3uf+yxfvtzjlEatVotVq1Zh1apVYSodERER0eAW89BDDz0UsT8WE4O5c+ciNpYxtmjFNopubJ/oxzaKbmyf6Mc2ijzWeeSxziOPdR55rPPIY50PDNZ7dFLJQK6/TUREREREREREpCD1QBeAiIiIiIiIiIhIKQx2ERERERERERHRkMFgFxERERERERERDRkMdhERERERERER0ZARcrCroqICK1asQEZGBnQ6HXJycnD33Xejrq6u32NbWlqwZs0ajB07Fnq9HklJSViyZAmOHDkSarGol1DaCADsdjsef/xxZxuRskJpn7q6OqxZswbjx4+HyWRCZmYmFi5ciOLi4giUfPgIpY2qq6tx3333oaCgAEajEdnZ2bj22mtRUlISgZIPD6Fe43p7+umnoVKpMHfuXOULOowF20ZbtmyBSqXy+vPoo49G6AyGHiU/N8PV8uXLffbPDz/80Lnv4cOHsWTJEiQnJ0On0yEvLw9r165Fa2ur2/uWlJRg4cKFSEhIgF6vx6RJk/Cb3/wGdrs9kqcXNerr6/Gv//qvUKlUWLJkicd9wlW/b7/9NoqKimA2m2EymTBjxgy89NJLip9jtOmvzufOneuz7585c8Zlf9a5b0ePHsXy5csxatQoGAwGjBkzBitWrMDJkyfd9mVfV4a/dc6+PshJCM6cOSOZmZmSnp4uzz33nBQXF8uTTz4pZrNZpk6dKq2trV6PtdvtcsUVV4hWq5V169bJvn375E9/+pOMGzdOrFarfPHFF6EUjbqF0kYiIseOHZM5c+aI1WoVk8kkNpstQiUfHkJpn8bGRpkyZYoYjUbZsGGD7N69W/74xz/KpEmTRKVSyVtvvRXBMxm6Qmmj2tpa5zXtV7/6lezZs0deeeUVyc/PF7VaLW+++WYEz2RoCvUa19vRo0fFZDIJACkqKgpfoYeZUNrohRdeEADy9NNPy/79+91+qqqqIngmQ4eSn5vh7PbbbxcAHvvm/v37pampSUREysrKxGw2S35+vrz66qtSXFwsGzZsEK1WK9dcc43Le+7atUs0Go3MnDlTtm3bJnv37pV77rlHVCqV/OQnPxmI0xxQO3fulKysLMnMzBQAcsMNN7jtE676ffnllwWALFy4UHbs2CG7du1ytvnjjz8e1vMeSP7UeVFRkaSnp3vt+x0dHc59Wee+HTp0SKxWq+Tk5Mhzzz0ne/fulSeffFJsNpskJibKqVOnnPuyrysjkDpnXx/cQgp2/fSnPxUAUlJS4rJ969atAkA2b97s9di//OUvAkAeeeQRl+0nTpyQ2NhYjxdWClwobSQiUlBQIBdffLGcOnVKcnJyGOxSWCjts3nzZgEgv//97122V1RUiEqlktmzZ4elzMNNKG20ceNGASCvv/66y/ajR48KAJk5c2ZYyjychHqN69HZ2SmFhYUydepUGTFiBINdCgqljXqCXe+//36YSzm8KPW5Ge56Hkz6c+2114pWq5WTJ0+6bF+/fr0AkO3btzu3TZo0SZKTk6W+vt5l3zvvvFNUKpV8+umnyhR+EKiqqhKVSiV33XWXlJWVeQ28hKN+W1tbJSkpSSZMmODyMCsicvnll4vBYJCzZ88qdapRw986LyoqkpycHL/ek3Xu2w033CAqlUqOHDnisr3nevzggw86t7GvKyOQOmdfH9xCCnalpKRIfn6+2/b29nYxGo1SWFjo9dibbrpJAHj8VrZnxFdjY2MoxSMJrY1ERJ5//nnp7OwUEWGwKwxCaZ/S0lJ59tlnpaGhweP7ZmRkKFrW4SqUNtq5c6c89thj0tbW5vZaUlKSZGVlKVrW4SjUa1yPDRs2iEajkQMHDkhOTg6DXQoKpY0Y7AoPpT43w50/wa76+nqJjY2VBQsWuL1WWVkpAOSWW24REZHDhw8LALnrrrvc9v3ggw8EgKxcuVKZwg8C1dXVsm3bNhFxfBnuKfASrvrdsWOHAJCNGze67fvKK68IAPnd734X8jlGG3/qXMT/AADrvH87duyQV155xW17T93deuutIsK+riR/61yEfX2wCzpnV2VlJb755htccMEFbq9pNBqMHz8eBw8e9Jpf4MCBA0hOTkZaWprba5MnT0Z7ezsOHToUbPEIobcRAKxYsQIxMTHhLOawFWr7TJ06Fd///vcRHx/vsv3s2bOoqalBbm5uWMo9nITaRpdffjnuu+8+aLVal+1VVVWoqanBpEmTwlLu4UKJaxwAHDx4EA899BDWrl2LKVOmhKu4w5JSbUTKYZtE1meffYbOzk6P9Z2RkYGkpCQcOHAAAJz/9bTv5MmTXfYZDmw2GxYvXuxzn3DV73BtC3/qPBCs8/4tXLgQt956q9v2srIyAHDez7OvK8ffOg8E6zw6BR3sOn36NAAgNTXV4+spKSloaWlBbW2t1+N9HQs4bsgoeKG2EYVXONrHbrfjzjvvRFdXF+69915FyjmcKd1Gzc3NKCkpweLFi5GamorHHntMsbIOR0q0T1tbG5YtW4Zp06bhgQceCEs5hzOlPkNvvPEGCgsLYbVaYTQaMWvWLLz22muKl3c44L2B8n75y19i3LhxMBqNSEhIwKJFi/Dxxx8D8K++e+53fe1rMplgNBp5b9xHuOrX1758TnFoaWnBf/7nfyI3Nxd6vR4pKSlYunQpjh496tyHdR6cc+fO4d5770V8fDx++MMfAmBfDzdPdd6DfX3wCjrY1bPiQ98RCz10Oh0AR+fwdnywx5J/Qm0jCi+l26e9vR3Lly/H22+/jfvvvx+LFi1SpqDDmJJtNHfuXJhMJsyZMwdmsxl79uzhyK4QKdE+q1atwokTJ/Dyyy9zFGsYKPUZ+vDDD/GjH/0IO3bswHPPPYeWlhbccsst2LRpk7IFHgZ4b6C8srIybNiwATt37sS6devw0UcfYc6cOSguLvarvnvqOpB9ySFc9etrX35GHKqrq9HU1IRf//rX+Pvf/467774bf/3rX3HRRRfhyy+/BMA6D8bp06exYMECVFZW4pVXXkFmZiYA9vVw8lbnPdjXB6/YYA80GAwAHN+Ke9LTiEaj0evxwR5L/gm1jSi8lGyf6upqfO9738O+ffuwbt06rFmzRrmCDmNKttGzzz6L6upqHD9+HE899RSmTZuGZ555BkuXLlWuwMNMqO2zd+9e/PrXv8aTTz7Jab9hEmob3XzzzbjqqquQnJzsDEbOnj0bV199NSZMmIA1a9bgxz/+MeLi4sJQ+qGJ9wbKeeKJJ7Bp0yYkJyc7t82ZMweFhYWYOXMmHnjgAfzHf/wHAN/13VPX/rQN28VVIHWm1L78jDhG2wJAYmKic9ull16KgoICLFmyBA8//DC2bt3KOg/QgQMHcN1116G+vh5vvvkmrr76audr7Ovh4avOAfb1wS7okV1ZWVkAgDNnznh8vaqqCnFxcUhISPB6vK9jASA7OzvY4hFCbyMKL6Xa5+jRo5g5cyZKS0vxxz/+kYEuBSn5GcrNzcWsWbNw6623YteuXcjNzcUdd9yBuro6Rcs8nITSPo2Njbj99tsxb9483HbbbWhqanL+iAi6urrQ1NTk9aaF/BPqZ8hgMCAtLc1t1J3FYsGVV16J1tZWZ44N8g/vDZRjsVhcAl09ZsyYgZEjR6K0tNSv+u653/W1b319PVpaWnhv3Ee46tfXvnxOcTz4937473H99ddDq9WitLQUAOs8ENu3b8cll1wCrVaLkpISt6AL+7ry+qtzgH19sAs62JWWloasrCx88sknbq+1tLTg8OHDmDFjBlQqlcfjZ8yYgZqaGlRUVLi9VlpaCqPRiIkTJwZbPELobUThpUT7nDhxAvPmzUNbWxuKi4tx0003hbPIw06obfT6669jy5Ytbts1Gg0uuugitLS04IsvvlC62MNGKO1TWlqKkydP4r333kN8fLzLT3l5OYqLixEfH4+77rorEqcyZClxnetvBFLPN6TkH94bKKu9vd3j9tbWVhgMBkyaNAk6nc5jfR8/fhx1dXWYOXMmAMe9MQCP+/Y8UPXsSw7hql+2hW8igo6ODrftnZ2d6OzsdF6XWef++etf/4olS5Zg2rRp2L9/v8c0F+zryvKnzgH29UEvlKUcH3jgAQEgu3btctn+29/+VgDIiy++6PXYd955RwDImjVrXLYfOnRI1Gq1rFixIpSiUbdQ2qivnJwcsdlsShdxWAulfZqbm2XcuHGSlpYmx48fD3dRh61Q2ujaa68VlUolhw8fdtne2dkpF1xwgahUKjlz5kxYyj1cBNs+dXV1sm/fPo8/aWlpcuGFF8q+ffvkyy+/jMRpDGmhfIYuvvhisVgsUlNT47L93LlzYrPZJDU1VTo7O8NS7qFMyXuD4er8+fNiNpvl0ksvFbvd7vLarl27BIDccMMNIiKydOlSiYmJkaNHj7rsd9999wkA2b17t3PbrFmzJCEhwa3P33TTTRIbGyvHjh0L0xlFtxMnTrjUaW/hqN+Ojg7JysqSvLw8aWtrc+5nt9tl1qxZYrVapa6uTslTjDre6vzw4cOi0Whk2bJlbsc8//zzAkDuuece5zbWuW9lZWViMBhk7ty50tzc7HNf9nVl+Fvn7OuDX0jBrtraWsnLy5OUlBR59tlnpbi4WH71q1+J0WiU+fPnS1dXl4iIvPjiixITEyP//d//7XL8jTfeKLGxsbJ27VopLi6WP/zhDzJq1CjJzMyUysrKUIpG3UJpo4aGBtm/f7/zJz09XSwWi8u23h9QClwo7fPwww8LAFm/fr1Lm7B9lBVKGx04cEDMZrNkZ2fLU089JXv37pVt27bJVVddJQDkZz/72UCd1pAR6r9DnuTk5EhRUVGYSz58hNJGb7/9tsTGxsrEiRNl69atsm/fPtmyZYvk5+eLWq2WP//5zwN1WoOav21Cvq1cuVIAyHXXXSfbt2+X3bt3y+OPPy5Wq1VsNpszWH7ixAlJTk6WMWPGyKuvvirFxcWyevVqiYmJcftyd//+/WIwGGTatGmybds22bNnj/z4xz8WALJu3bqBOM0BU1lZ6byfeeuttwSAzJs3z7ntn//8p4iEr37feustUavVcsUVV8jf/vY3+cc//iE33nijAJAtW7ZErB4iyd86v+WWWwSArFixQt555x157733ZPXq1aLX62X06NFy7tw553uyzn2bN2+exMTEyPbt2z3ey/fUuQj7ulICqXP29cEtpGCXiMjZs2flBz/4gaSlpYlGo5FRo0bJqlWrXKKkL7zwggCQzZs3uxzb1tYm69evl7y8PNFqtZKcnCy33XablJeXh1os6iXYNnr//fcFgM+fEydODMAZDS3Btk9RURHbJ0JCuc59/vnncscdd8iYMWNEr9dLamqqXHLJJfLaa6+5jQag4ITSPp4w2KW8UNpo3759snjxYsnIyBCNRiNJSUmyaNEiKS4ujvRpDCn+tAn178UXX5SLL75YbDabaDQaGTFihNx5551y6tQpl/2OHTsmN998s9hsNtFqtVJQUCCbNm3yODLxwIEDcvXVV4vFYhG9Xi9TpkyR559/PlKnFDXWrl3r8x4nJyfHuW+46ve9996ToqIiMZlMYjKZZPbs2fLmm2+G65QHnL913tHRIU888YRMnz5drFaraLVayc3NlZ///Oduo1pEWOe+9Hcv37ufi7CvKyGQOmdfH9xUIiJ+zngkIiIiIiIiIiKKakEnqCciIiIiIiIiIoo2DHYREREREREREdGQwWAXERERERERERENGQx2ERERERERERHRkMFgFxERERERERERDRkMdhERERERERER0ZDBYBcREREREREREQ0ZDHYREREREREREdGQwWAXERERERERERENGQx2ERERERERERHRkMFgFxERERERERERDRkMdhERERERERER0ZDx/wHkM3sQ1oY6IwAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 1200x1000 with 10 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import arviz as az\n",
"\n",
"rvs = ['b0_intercept', 'b1_slope', 'y_est_out', 'sigma_y_out', 'frac_outliers']\n",
"_ = az.plot_trace(trc_better, var_names=rvs, combined=False)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.colorbar.Colorbar at 0x11910f810>"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 640x480 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.errorbar(dfhoggs['x'], dfhoggs['y'], yerr=dfhoggs['sigma_y'], fmt=\",k\", zorder=-1)\n",
"\n",
"p_outlier = np.exp(np.median(trc_better[\"logp_outlier\"], axis=0))\n",
"\n",
"plt.scatter(dfhoggs['x'], dfhoggs['y'], c=p_outlier)\n",
"plt.colorbar(label=\"outlier probability\")"
]
},
{
"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": "3.7.4"
}
},
"nbformat": 4,
"nbformat_minor": 4
}
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment