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{
"cells": [
{
"cell_type": "markdown",
"id": "1e2bb5ae",
"metadata": {},
"source": [
"# Gaussian Random Path"
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "bc55204f",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Done.\n"
]
}
],
"source": [
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"from scipy.spatial.distance import pdist, squareform, cdist\n",
"%matplotlib inline\n",
"%config InlineBackend.figure_format='retina'\n",
"print (\"Done.\")"
]
},
{
"cell_type": "markdown",
"id": "8dcd1637",
"metadata": {},
"source": [
"### Leveraged GRP"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "80fe8cfb",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Done.\n"
]
}
],
"source": [
"def kernel_se(X1,X2,hyp={'g':1,'l':1}):\n",
" \"\"\"\n",
" Squared exponential (SE) kernel function\n",
" \"\"\"\n",
" K = hyp['g']*np.exp(-cdist(X1,X2,'sqeuclidean')/(2*hyp['l']*hyp['l']))\n",
" return K\n",
"\n",
"def kernel_levse(X1,X2,L1,L2,hyp={'g':1,'l':1}):\n",
" \"\"\"\n",
" Leveraged SE kernel function\n",
" \"\"\"\n",
" K = hyp['g']*np.exp(-cdist(X1,X2,'sqeuclidean')/(2*hyp['l']*hyp['l']))\n",
" L = np.cos(np.pi/2.0*cdist(L1,L2,'cityblock'))\n",
" return np.multiply(K,L)\n",
"\n",
"class GaussianRandomPathClass(object):\n",
" def __init__(self,\n",
" name = 'GRP',\n",
" kernel = kernel_levse,\n",
" hyp_mean = {'g':1.0,'l':1.0,'w':1e-6},\n",
" hyp_var = {'g':1.0,'l':1.0,'w':1e-6}\n",
" ):\n",
" super(GaussianRandomPathClass,self).__init__()\n",
" self.name = name\n",
" # Set kernel\n",
" self.kernel = kernel # kernel function\n",
" self.hyp_mean = hyp_mean\n",
" self.hyp_var = hyp_var\n",
" # Default set data\n",
" self.set_data()\n",
" \n",
" def set_data(self,\n",
" t_anchor = np.linspace(start=0.0,stop=1.0,num=10).reshape((-1,1)),\n",
" x_anchor = np.zeros((10,2)),\n",
" l_anchor = np.ones((10,1)),\n",
" t_test = np.linspace(start=0.0,stop=1.0,num=100).reshape((-1,1)),\n",
" l_test = np.ones((100,1)),\n",
" hyp_mean = None,\n",
" hyp_var = None,\n",
" w_chol = 1e-10, # noise for Cholesky transform\n",
" APPLY_EPSRU = False, # epsilon run-up\n",
" t_eps = 0.0001,\n",
" l_eps = 1.0, # leverage for epsilon run-up\n",
" x_diff_start = None,\n",
" x_diff_end = None,\n",
" SKIP_GP_VAR = False # skip GP variance computation\n",
" ):\n",
" \"\"\"\n",
" Set anchor data to GRP class\n",
" \"\"\"\n",
" self.t_anchor = t_anchor.astype(float) # [N x 1]\n",
" self.x_anchor = x_anchor.astype(float) # [N x D]\n",
" self.t_test = t_test.astype(float) # [N_test x 1]\n",
" self.n_anchor = self.x_anchor.shape[0]\n",
" self.d_anchor = self.x_anchor.shape[1]\n",
" self.l_anchor = l_anchor.astype(float) # [N x 1]\n",
" self.n_test = self.t_test.shape[0]\n",
" self.l_test = l_test.astype(float) # [N_test x 1]\n",
" if hyp_mean is not None: self.hyp_mean = hyp_mean\n",
" if hyp_var is not None: self.hyp_var = hyp_var\n",
" \n",
" # Handle epsilon greedy algorithm\n",
" self.APPLY_EPSRU = APPLY_EPSRU\n",
" self.t_eps = t_eps\n",
" if self.APPLY_EPSRU:\n",
" # Append runup points\n",
" if (x_diff_start is not None) and (x_diff_end is not None):\n",
" self.x_diff_start = x_diff_start\n",
" self.x_diff_end = x_diff_end\n",
" else:\n",
" self.x_diff_start = (self.x_anchor[-1,:]-self.x_anchor[0,:]).reshape((1,-1))\n",
" self.x_diff_end = (self.x_anchor[-1,:]-self.x_anchor[0,:]).reshape((1,-1))\n",
" self.t_dur = (self.t_anchor[-1]-self.t_anchor[0]).squeeze()\n",
" # Append 'x_anchor'\n",
" x_anchor = self.x_anchor\n",
" x_anchor = np.insert(x_anchor,1,\n",
" x_anchor[0,:]+self.t_eps/self.t_dur*self.x_diff_start,axis=0)\n",
" x_anchor = np.insert(x_anchor,-1,\n",
" x_anchor[-1,:]-self.t_eps/self.t_dur*self.x_diff_end,axis=0)\n",
" n_anchor = self.x_anchor.shape[0]\n",
" # Append 'x_anchor'\n",
" t_anchor = self.t_anchor\n",
" t_anchor = np.insert(t_anchor,1,t_anchor[0,:]+self.t_eps,axis=0)\n",
" t_anchor = np.insert(t_anchor,-1,t_anchor[-1,:]-self.t_eps,axis=0)\n",
" # Append 'l_anchor'\n",
" l_anchor = self.l_anchor\n",
" l_eps = 0.0\n",
" l_anchor = np.insert(l_anchor,1,l_eps,axis=0)\n",
" l_anchor = np.insert(l_anchor,-1,l_eps,axis=0)\n",
" # Overwrite 'x_anchor', 't_anchor', 'l_anchor', and 'n_anchor'\n",
" self.x_anchor = x_anchor\n",
" self.t_anchor = t_anchor\n",
" self.n_anchor = self.x_anchor.shape[0]\n",
" if self.kernel.__name__ == 'kernel_levse': # leveraged SE kernel\n",
" self.l_anchor = l_anchor\n",
" \n",
" # GP mean-related\n",
" if self.kernel.__name__ == 'kernel_levse': # leveraged SE kernel\n",
" l_anchor_mean = np.ones((self.n_anchor,1)) # leverage does not affect GP mean\n",
" self.k_test_anchor_mean = self.kernel(self.t_test,self.t_anchor,\n",
" self.l_test,l_anchor_mean,\n",
" self.hyp_mean)\n",
" self.K_anchor_anchor_mean = self.kernel(self.t_anchor,self.t_anchor,\n",
" l_anchor_mean,l_anchor_mean,\n",
" self.hyp_mean) \\\n",
" + self.hyp_mean['w']*np.eye(self.n_anchor)\n",
" elif self.kernel.__name__ == 'kernel_se': # SE kernel\n",
" self.k_test_anchor_mean = self.kernel(self.t_test,self.t_anchor,\n",
" self.hyp_mean)\n",
" self.K_anchor_anchor_mean = self.kernel(self.t_anchor,self.t_anchor,\n",
" self.hyp_mean) \\\n",
" + self.hyp_mean['w']*np.eye(self.n_anchor)\n",
" else:\n",
" raise TypeError(\"[GaussianRandomPathClass] Unsupported kernel:[%s]\"%\n",
" (self.kernel.__name__))\n",
" self.x_anchor_mean = self.x_anchor.mean(axis=0)\n",
" self.gamma_test = np.linalg.solve(self.K_anchor_anchor_mean,\n",
" self.x_anchor-self.x_anchor_mean)\n",
" self.mean_test = np.matmul(self.k_test_anchor_mean,self.gamma_test) \\\n",
" + self.x_anchor_mean\n",
" \n",
" # GP variance-related\n",
" self.SKIP_GP_VAR = SKIP_GP_VAR\n",
" if self.SKIP_GP_VAR: return # skip in case of computing the mean only \n",
" if self.kernel.__name__ == 'kernel_levse': # leveraged SE kernel\n",
" self.k_test_test_var = self.kernel(self.t_test,self.t_test,\n",
" self.l_test,self.l_test,\n",
" self.hyp_var)\n",
" self.k_test_anchor_var = self.kernel(self.t_test,self.t_anchor,\n",
" self.l_test,self.l_anchor,\n",
" self.hyp_var)\n",
" self.K_anchor_anchor_var = self.kernel(self.t_anchor,self.t_anchor,\n",
" self.l_anchor,self.l_anchor,\n",
" self.hyp_var) \\\n",
" + self.hyp_mean['w']*np.eye(self.n_anchor)\n",
" elif self.kernel.__name__ == 'kernel_se': # SE kernel\n",
" self.k_test_test_var = self.kernel(self.t_test,self.t_test,\n",
" self.hyp_var)\n",
" self.k_test_anchor_var = self.kernel(self.t_test,self.t_anchor,\n",
" self.hyp_var)\n",
" self.K_anchor_anchor_var = self.kernel(self.t_anchor,self.t_anchor,\n",
" self.hyp_var) \\\n",
" + self.hyp_mean['w']*np.eye(self.n_anchor)\n",
" else:\n",
" raise TypeError(\"[GaussianRandomPathClass] Unsupported kernel:[%s]\"%\n",
" (self.kernel.__name__))\n",
" self.var_test = self.k_test_test_var - np.matmul(self.k_test_anchor_var,\n",
" np.linalg.solve(self.K_anchor_anchor_var,self.k_test_anchor_var.T))\n",
" self.var_diag_test = np.diag(self.var_test).reshape((-1,1))\n",
" self.std_diag_test = np.sqrt(self.var_diag_test)\n",
" self.w_chol = w_chol\n",
" self.var_chol_test = np.linalg.cholesky(self.var_test \\\n",
" + self.w_chol*np.eye(self.n_test))\n",
" \n",
" def sample(self,\n",
" n_sample = 10):\n",
" \"\"\"\n",
" Sample from GRP\n",
" \"\"\"\n",
" samples = []\n",
" for s_idx in range(n_sample):\n",
" R = np.random.randn(self.n_test,self.d_anchor)\n",
" sample = self.mean_test+np.matmul(self.var_chol_test,R)\n",
" samples.append(sample)\n",
" return samples\n",
" \n",
" def plot(self,\n",
" n_sample = 10,\n",
" figsize = (6,3),\n",
" lw_sample = 1/4):\n",
" \"\"\"\n",
" Plot GRP\n",
" \"\"\"\n",
" sampled_trajs = self.sample(n_sample=n_sample)\n",
" colors = [plt.cm.Set1(i) for i in range(self.d_anchor)]\n",
" for d_idx in range(self.d_anchor):\n",
" color = colors[d_idx]\n",
" plt.figure(figsize=figsize)\n",
" # Plot sampled trajectories\n",
" for s_idx in range(len(sampled_trajs)):\n",
" sampled_traj = sampled_trajs[s_idx]\n",
" plt.plot(self.t_test,sampled_traj[:,d_idx],'-',color='k',lw=lw_sample)\n",
" # Plot mean\n",
" plt.plot(self.t_test,self.mean_test[:,d_idx],'-',color=color,lw=3)\n",
" # Plot anchors\n",
" plt.plot(self.t_anchor,self.x_anchor[:,d_idx],'o',mfc='none',ms=10,mec='k')\n",
" # Plot 2-standard deviation (95%)\n",
" plt.fill_between(self.t_test.squeeze(),\n",
" self.mean_test[:,d_idx]-2*self.std_diag_test.squeeze(),\n",
" self.mean_test[:,d_idx]+2*self.std_diag_test.squeeze(),\n",
" facecolor=color,interpolate=True,alpha=0.2)\n",
" plt.title(\"Dim-[%d]\"%(d_idx),fontsize=15)\n",
" plt.show()\n",
"print (\"Done.\")"
]
},
{
"cell_type": "markdown",
"id": "0163c40a",
"metadata": {},
"source": [
"### Instantiate GRP"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "962f9be4",
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 432x216 with 1 Axes>"
]
},
"metadata": {
"image/png": {
"height": 211,
"width": 362
},
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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rVCt6ewpuOjt+3u4UL5SPYvl9KOjtTAEvF1z0WhLi49i64V+uXL5E8RKlaNupKx6eXgC4Ozvh5+mc43RSVVVZv349kydPZtOmTVke17p1a8aMGUO7du1kiJIQQmRCArqDJKCLZ1VskpmIBBO2uwbgPC2qqnLm5HF2bNmAVquleev2VKxS7WlfVjox0dGcOHqQi+fOpk0FzZMvPwXLVEPnW4TIZDuhsUZCY1MIi0/BbH36/10flpsTFMnrQUFvFwr7uqI3xXBmzwbMxgQavdycui80RFE0+LrpyeNhyHTgUWhoKCNHjmTVqlUAGAwG6tevT40aNfDy8iIuLo6TJ09y6NAhTCYTAF26dOGPP/6gQIECT/LjCiFEricB3UES0MWzJslkJTw+BVMu6MySEB/HmpVLCQkKpGr1WjRt2Qa9wfC0LwtVVQm6dYNjhw8ScO0KAB5evhSpVBfFqxDBcSZuRCYTGJ38nwji98vP04CrLQFj+HUKemjp07UthfzyksfdgI+bPm31+9KlSzRv3pygoCA8PT358MMPGTx4MHny5MlwzqioKGbNmsUXX3xBQkIChQsXZtu2bZQvX/5JfzwhhMi1JKA7SAK6eFZYbXbC4lJIyAVDhi5fusD61StwctLTqfsrFClW4mlfEnGxsRzcu4sL586AqpKvaCl8S9UgXnHnalgi1yMSsdien+9t90VVcbEnUqlYXupXLEaDsnlxU5OoW7cuQUFBNGjQgMWLF1O0aM696G/evEmfPn3Yv38/RYoU4ciRI7KSLoQQt+W6gK4oSj/g79v/c6iqqjPv47WVgEnAy4AncANYDHyjqqrxIa9LArrI1VRVJSbJTGSCCftT/OXZarWyfdM6Th0/SplyFWjbqRvOLi5P7XrsdjtnT53gwJ6dGJOTMXjlJW/5esRrvLkUEk94vOmpXduzTlVVAlZ8Qfj5fVSsXoeNmzZTLL/jU1uTk5Np2bIl+/fvp0uXLqxcuVJq0oUQgocL6I+8/5aiKEWBKUAi4H6fr60PbAecgOXALaAZ8DHQXFGU5qqqyk9i8Z9kNFsJjXu65SzJyUn8s3QhIUGBtGjTgYkfffbUwpbFYuHIgX0cPbQPi02DT9la6Kt25EaEkeAYI1y2ABFP5Fp02HDXK3i7O+Pj4YaHixMezjrcnXW46LUYdFr0Og0GJ03an3V3arwVUFBQVTuJCfHExsYRn5BIfGIyicnJJCWnkJxiwmi2YbZrMKkaLKoWCzqsihNWjQGr1gWU7Dd3PqjYy4cJP78Pjd4Vw8tjeeX3w5T2c6du6TzUK52HWiV8cXbKugOMq6srixYtokqVKqxatYoNGzbQrl27x3KtQgjxvHikAV1J/Uk+B4gCVgIT7+O12tuvdQU6q6q65vbjGmAp0B0YD3zzKK9ZiKfNZleJiE8hNtn81K4hKjKCFYv+JiXFSNdX+lK0eImnch1mk4ndO7Zw+sRxrHoPPEvXJal8F66EJWKLVCEy+rG8r0a1YrAl46Im4+flQqmiBShXogj5vFzwdTPgkkOLQpvNRnhoCLduBuB/M4Ab164RERFKbHQ08XFxJCTEkZyUhKJocHJyQqPVor39j06nRavVoSgKikaDoig46ZzQ6fXodDpcNBosVhsWnLDpXLA5uaMaPMDFC1zzonHPg+Lqg/KAAT7syBoACr/UB4NXPgCuhidyNTyRxQdu4OykpX6ZPLxU3o9G5fLh7abPcI5ixYrx0Ucf8e677zJ58mQJ6EII8ZAe9Qr6m6SueL98+9/3owlQEdh9J5wDqKpqVxTlHVID+ghFUb5Vn6fCefGflmC0EBqX8tS6s9wMuM4/Sxfg6upGj1cH4Jsn7xO/BrvdzpEDe9m/ZzfJhjy4lahFaImOqWUrYQAJj+y9DDoNnpoU1IQwnG2JeBugbvUK1K9V26ESnqSkRK76X+LyxfOcOnmUwBs3iIqIIDExHicnPQZnZwwGA27uHhQsVJhKVatTtHhJSpYpS6nS5XD38Hhkn+VuZqud8PgUQmJT7y5cD0sgICKB2JTs/15ZkmKJu3oMRetEvpqtMz0mxWJj14Vwdl0IR6NAtWI+vFQ+H00r5aeQj2vacYMHD+bjjz9m48aNREREkC9fvkf6GYUQ4nnyyAK6oigVSV3d/lVV1d2KotxvQL9z/MZ7n1BV9ZqiKP5AOaAUcPWhLlaIp8xqSw1UT2vY0I3r11ix+G/88hdg6BvjcXV1e+LXcOHsabZu2Ui0zQ2nwtUILtCGRJMVwlXg4SvZXPVaSuZzw9UaT1zgRbTJkfi6O9GgURMqVmmERpP9inNkRDinjh9lz47NXL50kaiIcKxWK84urri6ulK0eAmaNG9Fjdr1qFC5Koan2NFGr9NQxNeVIr6uWK1WUoyepKSkEJOQzM3IJAJjUgiKsxKcqJJ411+5pGB/ANwLV8DJ1TPH97GrcPJGDCdvxDB5sz+Vi3jRqkpBmlXOT748eahXrx579uzh6NGjtG3b9nF9XCGE+M97JAFdURQdqZtCbwIfPOBp7vTn8s/i+cukBvRy5BDQFUXJahdohSweF+KJiTdaCIszYnsK02/uBPP8BQoyctzbuLi45vyiRyghPo61/6zgYlgSSv5KhHs3xWi2QTyA9aHOXdDbmTL5PSjqpSPq2imC/U/gFKmjUo3a1HutO27uWa9em1JSOHpoP+vX/MPli+eIjopEo9Hg5uZOydJl6dLzVRo1bkqBwkWeSk1+UlIi4SEhhAQHERYSRFhoCBaLGUVR0oZW3fmzVqvDxcUFg7MLBmcDer0BD4uZEsYU/FKSiEmyEG1zJkHxJDT4PACuBUo90HWdC4zjXGAcP2+8QD5tMgmk/qK3dt0GSpWpgF/+fLi4uKBVFHRaRTaPCiGEgx7VCvrHQE2g0UN0WvG6/e+4LJ6/87j3A55fiKfKarMTGpdC4lNonXh3MB817p0n2pFFVVWOHT7Ihl2HSHQrRoJLZZK9VEgBePANsfk89FQp6k3FQl7kN5g5tHMTgQduYHP34KWmLejdrWOWgTAxIZ7N69ey6d9V3Ay4jsmUgoeHJ+UqVmHQ8Dd48aWmePs43snkUUiIj+PG9WsEXLvCrRsBWK3///fE1c2dAgULkb9gIeq+2BC//AXRGwzY7XYiw8MIunWTwFs3CA68hdlsIikpkaSkRCA1uHv75qVggQL4+vrg4+2Nr48Pvj7ezJwWzje7oEXNklSpXYSj16MJjE5+gKtXiLC5EU7qf7NtZ0NQl2zCOSkEi9n0/79EoKDXO1G4SFGKFStGiRIlKFG8OAa9Dr1Wg06roNM+ns2wQgjxLHnogH6788oHwI+qqh54+Et6eFm1s7m9sl7rCV+OELdrzZ/8qnl4WCgL584kT968TzyYJyUmsHDpP/jHQopXaRK8Xkh9wvJg/w2ctSo1S+WjcmEvKhb2RGtJZvO61ezefZ18fvlp1qpdlptbzWYzG9asvN2h5hZWqxW/AgV5oUFjJnz4KWXKVcix5OVRsdls3Lh+lYvnznL92mVsViuKouDu7kGJUmWoXLUGrdp3Rq///82YCfFxXLtymWuXL3Fw7y7st/csaDQa8ubLT5FixalSrSbtOnbB090Vg06Lk06DXqtBr9PgpMv8s/l6p5a15DHYea9TZQCCY4wcvhrJwSuRHLoalXqHw9HPZkoCIMXJmxOWkjjpCpJHDcHPHk7V8qWoVqM2PnnyEhocRHDgTTZv3UpIUGDa5zEYnCldthwVKlakfLlyuBj0GHQaDE6pnXGEEOJ58VAB/XZpy1+klqX87yGv5c4KuVcWz995PPYh30eIJ8ZuVwmLTyHuCXdoSYiPY+HcmSiKwuCRY/DwzOrL6tG7fOUqC/7dRaS+EInacuDGA1ev5HOBFyoUpnoxb0r5uWMyGdmxeSNzlp/Cy9uH1u0780q/1zK8TlVVDu7dzaK/ZnLF/yLG5GTyFyhEk+Yt6dD1lSfWpUZVVUKDgzh1/ChX/C9gs9nQarUUL1ma8pWq0LJdR5ycnNKOt9vt3Ay4zraN67h25RLW2+Hdw8OTkmXKUbt+Azr16I1Op8PZSZsWXu/8W6u5vxKSypVTQ/nJkyfTHivk40KXOkXpUqcoJouNY9ej2X0xnD2XwolKzP7vcXLoNQBc8hUHwKJxJtRQklBKEhun4dzGfRDhD6qKm5sbVarXom2nbml7IFKMRq5fvcyJ48dZtWIZNpsNRVEoVqIUVWvUonz58rg563Fx0uKs12bb/lEIIZ5lDzWoSFEUbyDGwcN/VVV1XDbn+gL4EPhAVdWvM3n+Eqn152VUVX2gTaIyqEg8SckmKyGxRiy2J9ehxZSSwrKF84iKjKDPwCH45X8yUx1VVWXN5p3sPB9GgmtRrDxgcFLtlPDR0aRqcaoX88bX3YCqqpw4eojd27bgpHfi5ZZtqFSleobyleioKFYunc+WdWuIjAjH3d2DOi80oHOPPlSuVgOt9vGHObvdzsXzZzhyYB+xMaktIQsWKkKN2nUpXa5CumtQVZXgoFucOnaUq5cvoqpqWhitWLkqJcuUSwvvBl1qIHVxSg2lBifNI6nnDg8PJ3/+/BgMBoKCgsiTJ082n03lQnAcOy+Es+VsCKGxKemetyTHc+Lnvqg2C7UmLMbJzTvT83g5a2lRtRB1i7ly49IZTh47gjE5Gb3BQI3a9ahZt166vRF3fmk5d/oE169exmaz4ezsQvVadahRux6+Xh4467W46rW46HX3/UuKEEI8Lk9tkqiiKC7A5CyerkVqXfpe4BKwRVXVJdmcqxmwjdQ2i03uee5O55YbQMkHbbMoAV08CaqqEpFgIjrRDDyZkhZVVdmw5h/OnT5Bj1cHUrJ0mSfyvolGE7NWbOFCrI4UJ+8HO4ndRmE3G63rVaBWCR/cnVNDaXRUJGtXLiUiPIxadevTuFkrdLr/v+mnqipnT59g6fy5nD5+lKSkRAoVKUrr9l1o07ELefI+/jZ/drudK5cucPjAXqIiI9BoNJSvWJm6LzbCxzd92DWbTJw+eYxTx4+SlJjaOrJQkaJUr1WXUmXK3RXeFVxuB05XfeogJM1jDJ1t2rRh06ZNfPvtt7zzzjsOvUZVVc4GxrH5TAjbzoYSnWQmeN8ybm2bhVfpOlTo+0WO51BUO5ULGOj6YjlK5/cgxWjk1PEjnDh6mBSjETcPDxo1aUaFylUz/DKSnJzE6eNHOXX8KEajEScnHTVq16NO/YZ4ebjiatDh9gT+2wkhRHaeWkDP9sSKMgn4BBiqqurMux53BYoByaqq3rzrcS1whtRe6PcOKloC9ADeV1X1gQcVSUAXj5vZaic4JpmUJzgN9OypE6xZsZiW7TpR94WGT+Q9b4RGM2vtXgKtPtg1Tjm/4B6qaiePkkjnl6pRp3Re3Ay624+r7N+zk4N7d+Ht40uHLj3IX7BQ2uvMJhOH9u9h/ZqVnDt1EovFTJly5enWuz8NGzdF/wRaHcbGxLBv93YuXzgPikK5CpWo16ARefP5pTvOlJKSFjiNRiN6vZ5qNWtTvVade0qO7grkBh0uTk82VK5bt44OHTrg4eHB2bNnKVas2H293mZXWb//ND1aNcRsTKJ8n8/wLlvvvs7hqSbQoXZRWtQpj+Z2GI+LjWXfru34XzgHikK1mrV4oVGTTFuCmk0mTh4/wtGD+zGbTOTLn59GL7egeMnSuOi1uDvrcDfoMEhJjBDiCXrWAvrLwA5gl6qqL9/zmvrAdsAJWE5q28bmQB1gH9BcVdUHbpAsAV08TvFGC6GxRuxPaI5WeFgo82dPo0Sp0nTu0eexl3DYVZUD52+yfPc5YhQfeIASC50xkpY1S9K6blm8Xf9/E2RSYgJrViwl8GYAL770Mg0aN03btGk0JrNn+xZ2bdvM+bOnsVoslChVhu59+tPo5ebpVtUfB1VVuXDuNPt27SAxPh4vHx8aNWlG2QqV0q3s2u12Lpw9zYG9u0iMj0dvMFC9dl1q1qmXIVQ6aTW4GXS4GXS4Gp5uWYaqqnTr1o1Vq1bRoEEDtmzZgqur4+03k5OTadmyJfv376dDp850f+sH1hy+RnDi/X8d6K2JlDbEMKD9SxQs+P/lWTabjTMnj3Nw7y6SkhIpW74izVq1xd0j897t4aEh7N21jZvXr6Nz0lG/YWNq1X0BZ71Talh3dsJVr5W2j0KIx+o/E9BvP18J+BRoCniQWtayCPjmIVo43jm3BHTxyNntKuHxKcQ+oY2gZpOJhfNmkmI00u/1YVmGlEf2flY7m49f499jN0nR3H/fdDUlnvI+Kv3bNaRoXvd0z924fo21K1Mr3zp260Xxkqn9uO+E8qOHDnDuzCmSEhIoWLgwPV4dQONmrdJtrHwcbDYbJ44e4sCenVgtVipUrkrDJk3x9PJOd1x4WCj7dm4j4NpVNFoNFatU44WGjTMcBwqud1ZynZ1yXUeS0NBQ6tSpQ1BQEA0aNGDRokUOraTfvHmTPn36sH//fooUKcKRI0coUKAA0YkmTt6IZtbqXdwwumLV3N+dDa3NSB7jDV6umI+WLTP+//vypQvs2LyBhIR4ylWoRNOWbbL8OjCbzRzcu4vjhw+ColD3hQbUa/ASBr0eDxcnPJ2dcDVIWBdCPHq5MqDnRhLQxaNmstgIjjFisj6ZkpZ9u7aze/sW+g4aRrESJR/re8UbLaw9fJUdF8KxKvqcX3AX1W7DkBhIz5er06x2+XQrxKqqcuTAXnZt20yxEqXo0K0nbm7uWCwW9u3aztGD+wi4dpXQkGBcXV1p0a4DPV8d+NiHKlksFg7t283RQ6ndYmvWqceLjZqkK5u5s0q+b9d2khIT7yqlKJUh4GkUBTeDLi2U5/bNi5cuXaJFixYEBgbi4eHBRx99xODBgzPdOBoVFcWsWbP44osvSEhIoEiRImzbto1y5cqlHZNisRESYyQ4LILf/lpBgkdZom3O93VNis1EXuMNimoi6Nipc4a9FaqqcvniebZv3kBiYgJ16jfI9q6K1Wrl2KH9HNq/B7vNzguNGlOvwUs46bR4ODvh4eKUVm4lhBAPSwK6gySgi0cpLtlMaFwKT+JrKDQ4iL9n/UmNOvVo0abDY13tC4018s+hqxy+Hoeq3F/ZjJocTXF9PCN6taFQXu90z9lsNrZu+JeTxw5T78VGNGnRGkVROHPyOLu2bSI6KpKAa1dITkqiWs3aDB09Hr8CBR/hJ8vIbrdz4ugh9u7cBsCLjZpQq96L6QKeKSWF/bt3cOrEMVBVKlWtRsMmzTKdTKpRFNydnfB0SS1fedZWZUNDQxk5ciSrVq0CwGAwUK9ePWrUqIGXlxdxcXGcPHmSw4cPYzKlVht26dKFP/74gwIFMnYMuvvu0omjh/lnw1Z8a7TlTIgJ2/182VhTKGALwTven6pVq9CqXacMq+p2u51jhw+wd8c29AY9rdp3pmz5ilmf0mrl4N5dHDmwD2cXF1q170TpsuXRajR4uTrh7arPdXc6hBDPFgnoDpKALh4FVVUJi3syJS0Wi4XFf80iMSGBgcNGZbpB7lG5GZXEP4cCOHEz/v7qy1UVJfoaLaoUoHeHpmjvGfiTYjSyZuVSbly/SovW7alZtz7BQbdYv3olsTHRxMfFcuXSBVzdPHh9xBu8+NLLjzXYqqrKpfNn2bZ5PaaUFGrWqU/DJs3SDQZKTk5iz/atnDtzEoPBQIOXmlKtVp1M6/yf9VB+L1VV2bBhA5MnT2bjxo1ZHtemTRvGjBlD27Ztc/zMCUYLIbFGUkwmFs6ZjlnVkL9OBzaeDMRoczwEq5YUCtiC8Um6Rh4vd7q+8mqGzbkASUmJbFm/lquXL1G0WAnad+me6S9UaccnJqQef8WfAoUK06FLT7y8vXHR6/B2dcLD2Um6wQgh7psEdAdJQBcPy2K1E/SEurScOHKI9WtW0Kv/65QpV+Gxvc+VsARWHbnJ2aCE+3qdajHiEnOZAW3r0aBOjQzPJyUlsnzhX8RERdGpRy+KFC3Otk3rOXfmJC6urlw8d5bw0GDqvNCAEW9OfOzDlKKjIlm3ajmhIcFUqFSFZq3b4eb2/zXxSUmJ7NyykYvnz+Li4kqT5q2oVDVjv/VUCh7OOjxdUjcdPuuhPCsREREcPXqUc+fOkZycjKurK5UrV6ZOnTrky3d/bSzNt792TBYbAdeusnDudFp26Eaia1GW7btEMo5PuVUtRvxSAijuFI0pKYFW7TpRtUbmQ6IDrl1l3arUoUftOnfP8WspKPAm/65cRnJSEs3btKdqjVpoNRo8XZzwdtPLcCQhhMMkoDtIArp4GEkmK8Exydjsj/drJikxgVl//Eax4iXp3LPPYwl/qqpyITieNcducTEk8f5emxiBn+kmo/q2p2QmEzmTEhNYtmAecXGx9Hh1AInx8WxevwZVVfH1zcvmDWvQarQMHTOeBi81fUSfKHNWq5W9O7dx9NB+vH18ade5G4UKF0173mwysXvHFk4dP4qLiyvNWrWlfKUqWf43d9GnhnJPl9xfU54bqWpqyUtMkhlVVVm1dCHBwYEMGj6Gw5dCWLrvEslOvo6fLyUBn/gL1CniSuCNa9Rv2JgmzVuldQC6m9GYzPrVK7jqf4nqterSrHW7bDcbWywWtm1cx5lTxylRqgztOnfDzc0dV70Obzc9Hv/hX8yEEI+GBHQHSUAXDyoqwUREgonHPXho59ZNHN6/h0EjxpDPL/9jeY+LwfH8c/QWl0Luc8U86jqlDTGMGdQbH9+MISoxIZ6lC+aRmBBPp+69OHX8KP4Xz1OqTDkCbwawb9d2SpQqw4QPPyX/Y64tD7p1g7Url2FMTqbhy82oU79BWmiz2Wwc3LebI/v3onPS0ejlFlSvVSfLsKXTavB21ePpkvu6rzyr7m5JGhIUyJxpk2nbqTs169Rj7fb9bDgTTrKz41Nw1eRo3MOO0ax6Sa5evkj5SlVo17l7pgFcVVVOHT/K1o3/ks8vP91798uxE9L1K5dZt3o5iqLQtVdfChUuik6rwcdVj5erEzqt/L0QQmQkAd1BEtDF/bLbVYJjjSSmWB7r+0RFRjD7j9+oXf9FmrVq91jewz8knn+OBnIhON7xF6l2lLDzVPIyMeL1fpmWoSQnJ7H07zkkJMTToHEzDu7bhdViocFLTVm2cB4B167Qsl0nBg1/47H2LLfZbOzevoWjh/ZTqEhROnbtma7d4eVLF9iyfi2mlBTqN2xM/YYvZdM7PrWExdtVj5uzdPV4HO4ueVFVlX+WLiAsJITXR4xBq9Mxfd4i/M15idX4OH7S+BDcQw/T5qVaXDx3loKFi9D1lVez3LsRdOsGK5csQKPV0qN3/3RDsTKTEB/HP0sXEhEeRpsOXahcrQaKouDl4kQedwNO8gucEOIuEtAdJAFd3A+z1U5QdPJjbaGoqirrVi3n6uVLvD5izGOpw74SlsCqo4GcDYxz+DWK3YoSfIo6BTUMHNAv0w12ZpOJFYvnExIUSLGSpbh+9TLFipekao2a/PrdVyQmxDFk9HiatmzzKD9OBhHhYaxZsYTYmGgaN2tJnfoN0lbDY6KjWL9mJaHBQZQuW56W7Tqmqzu/l16nxcvVCS8XWRV9Eux2ldC4FOKNqRuugwJvMnfaFDp0fYXqteoQdOsG0+YthpKNuJl4H7XfEZdwDz1C+9bNuXTuLL5589Kzb9atOuNiY1mx+G9iY6Lp0LUn5SpUyvb0FouFTf+u4vyZU9R9oSFNWrRGo9Hi6aLD190gdepCCEACusMkoAtHPYl688iIcGZO/YWmLdtQv2HjR37+oOhklh++xYkbMQ6/RrGb0QSdoG5hJwYMHJjpyqPVauXflUs5f+YU7p5emM0mGjdtgaqqTP7hawzOzkz88DMqVqn6KD9OBudOn2TTutV4efvQpWcf8uRN3bRos9nYt2s7hw/szbTuPKPbq+VueumB/ZTEJJkJi0sBVFRVTdvD8Nqw0eh0Ojb9u5oj56+hLd8C/7Bkh86pQYXAo7hHnKJDp86cP32SvH5+dO/TP8ugbkpJYc3KpVy/4k+n7r2oUDn7v8N3evrv2LKR6rXq0qp9JzSa1CmxedwNuMrfJyGeaxLQHSQBXTji7rDwuGxY8w/+F88xZNTYbNu/PYjIBBP/HL3Ffv9Ihz+BxmZCG3SU6n4aBg56PdOVfFVV2bZpHds3b0Cn05G/QEE6de/NxfNnmDn1FwoWKsIHn33zWHuXW61Wtm9ax8ljR6hUtTqt2ndOa48YFHiTdf8sJyEhnkZNmlH3xUaZbha8Q6vR4OOmx1tqiHMFo9lKYLQRm90OwLUr/syfPZ2BQ0dRvGQp4uNimf3nFDxLVOeWUwmuRyQ5dF6Dxo7l0lbymoNp16krJ44cwq9AAbr37o+zS+adYywWC2tWLObaZX86dO1JxSrVcnyfE0cOsWXDWipXq0Gbjl3RarW4GnTk8zDgopegLsTzSAK6gySgi+yoaurt9rjH2N88OiqSmVN/oeHLzWnY+NF2MEkwWvj3RBDbzoVhdXDlX2szoQs6SiVfKwMGDc108yfA6RPHmP3nZBSgzosN6dKjN9s2refvmX9Splx5PvjiOzxy2Gj3MBIT4vln6ULCQkNo3ro9NWrXRVEULBYLOzav59SJYxQqUpT2nXvg7ZN9zbKLXoePdOHIlaw2O0ExRoxmKwBms5m506aQzy8/XV55FUVROLh3Fzu2bqJ+lyFsvhRPaGyKQ+f2VIwkn1hJYU8tLdt14uDeXZQsXYbOPfpkuTfCYrHw78qlXPG/SPuuPahUpXqO73P6xDE2rv2H8pWq0L5LD3S61P74+TyccdZL6YsQzxMJ6A6SgC6ycm8weBy2bvyXsydPMHjUm4+01txstbPpdAjrTgY73J9dazfjFHyc0i6JDBw8BL/8mXfMuBlwne8//4iUlBS6vtKX1h06s3TBXFYs/IsqNWrx3qSvcXa+v/Ht9yM8LJQVi/7GZrPStVdfChcpBqROVl2zYgmJiQk0bdk2LbBnTUmtD3YzSEjK5e5uxXjH0UP72brhX4a/OREfX1+SEhOYMfVXypSvhHu5hqw8Gki80bGN3PntYcQeWUGJYkVo9HIz9u3cTr0GjWjaMuuBS3fKui77X6TnqwMpUap0ju9z7vRJ1q5cSq16L9CybUeU2wOt8npIjboQzwsJ6A6SgC4yY7LYCIxOxmKzP5bzJyUmMG3yT9SsU/+Rbpi0qyoHL0ey/MgtohMdW/XXqhYMYacoaAuh38BBlCxdJtPjIsJCmfT+WyTExzFs9HgavtycJX/PYdmCedRr0Ii3PpiUbQ/ph3Xtij9rli/B09ubbr364e3jg91u58DeXezfvQO//AXo1D3zdo9302oUvF31+LjppYzlGROXbCYk9v9LzRLi4/jztx956eXmvNCoCQD7dm1nz46t9B8+lgM3TWw8HeLQ3SNXJw0+sWeIPrON6jVqUbZCZQ7t20W7zt2pUbtulq8zpaSwbOE8oqMi6TNwiEOtUA/v38PWjf/SvHX7tL0mni568nlI1xch/uskoDtIArq41+PeDHri6GE2rFnJsDFvZTqS/EFdCo5n8cEbDtfhalQbrlHn8Em8TLfuPalZp16mx8XHxzHp3fGEBAfy1vufUPeFhqxYPJ+Fc2ZQ54UGvP2/zx9rq8TTJ46x6d9VFC9Vhk7dXsHZxYXEhHhWr1hC8K2bNGjclBdfejnb2nIAJ60GX3cDXi4yov1Zdm9dOsDq5YsJDwtNa9uZEB/HzKm/UqVGTWo0asmyQ7c4fDXKofMX9NBiPbsWW/QtXnipCc7OLlw6f5beAwZTNJMhXHckxMexaN4sAPoMHJzjHTFVVdm68V+OHTpApx69qFQldUKtj5uePO4GGXolxH+UBHQHSUAXd7t3he5RslgszJ0+FW8fX3r06f/Iap3D4lJYcvAGxwMc68yioOIWexmPqDO0aP4yzVq1y/Ra4mJj+fmbTzl35hSjx7/Dyy3asHblUuZNn0q1WnV4b9LXaZsxH4cjB/exfdN6qlSvSesOXdDpdARcu8ralUvQaLV06tYr28B0h7OTFl93A54uj291XzxZFqudwNv90u+4evkSi+bNZOjo8Wm9y7dvXs+pY0cZ9uZbBCeoLNh3nYDInDu+aBSo6JlC+P4l6DTQvHV7Am8GYDKZ6Dd4eLZtOcPDQlk4dyYFChaix6sDcvzl1Wq1snbFEq5dvUy/QcPIX7AQWo2GvB4GvF2dZE+EEP8xEtAdJAFd3BERn0JUoumxnDvg2lX+nvUn/QYNo2SZso/knEazjbXHA9l0JtTh1X7XxBt4R5+hStkS9Ow7MNOSlKjICGZO/ZWTxw/TuXtvevUfxK5tm5ny0zdUqlKNDz779rHVmKuqyv7dO9i9fQt1XmhA89btURSFfbu2c2DPToqVKEWHbj2zDUh3uBlS+09Lm8T/JrtdJSTWSMJdA8NSjEb+/O1HatapR5PmrYDUwDxjyk906t6bytVrsudSBIv3XcdozflrJq+7nsJJ5wg+vQcPTw/ad+7Ojq2bKF+xMu279Mj2ro3/hXMsX/QXL7doS4PGL+f4XklJiSycMwOdTkefgUNwdnFBr9OS39NZBmMJ8R8iAd1BEtCFqqb+oHd0Q9n9WrNiCSFBgbw+8s1HUqNtV1X2+0ey7PBN4pIdu2aXlDDyxJwhv7uGfq+PyLROOyoygvmzp3H21Amq16rD4FFj8b9wnm8mvU+hIkX59Ntfcfd4tO0f71BVld3bt7B/9w4aNmnGS01bYDaZ+HfVMq76X6Jhk2Y0aNzUodVED2cn8simu+dGZIKJyIT0XVs2rPmH61cvM2T0OPR6PXa7nSV/z8GUYqT/kJEYLSrLDgWw60IEOPB3qlYRN+KPriApJozipUpTvWZdtm9eR8duvahWM+ufsXfakB47dIDeAwZTvGSpHN8r8GYAi+bNomqN2rTu0DltI2l+T2epTxfiP0ACuoMkoD/fbHaVoOhkkh9Dp5akxAR+/+V7GjZu5tAKmiOuhiWwYH8A18Id7PdsTSBf3FncTOG80u81Spctn+GYqMgIFv89m1sB13F2cWXo6LFYzGYmvT8BZ2dnPvv+tyw7ujwsVVXZu3Mbe3ZspXGzljRs0oyY6ChWLJ5PYnw8Hbr1pGz5ig6cScHTxYk87noMEsyfO/FGCyGxRu7+2XUz4DrzZvzO0NHjKFCoMJC6qr1k/lwGj3qTQoWLcj0ikembzxOSmPNmcA9nHXV8k/HftQytRsMLDRuTYjRy80YAg4a/gZe3d5avNZtMLPprFkmJiQwYMgJ3B9qPHj6wl60b1tL1lb5UrFINRVHI424gj7teyl6EeIZJQHeQBPTnl9Vm51ZUMiarY20I78e50ydZtWwhI8a+nTbN8mHEGy0sO3STPZciHDreCQt54s7jGneFJs1apt3uv9udYJ6cmEhSUhJNmreieq26fDTxDZITE/n4qx8pVbbcQ197ZlRVZf+enezetjltxTzg6hVWr1iCm5sbXXv1dWgDraIoeLk4kcddul887zLbPJpiNPL7L9/R4KWX07q8mFJS+PO3H6hWozZNW7XFrqpsPxvCon3XsCk5l5LUKOaFIWAH4TevoNFo6NC1Jzu3bKJM+Qp06Noz2/AcER7GvBm/U6VazbTV8ezYbDZWLPqbiPBQXhs2Gjd3D5y0Ggp4uUjZixDPKAnoDpKA/nwyWWzcik7G+ojbKKqqysJ5M1Htdl59bWiOnUVyYrer7LgQxorDt0g25/yLhBYVr/hL5DMFUDBfXl59bSh6gyHdMbExMSz+axY2mw1FUXDS6+nVbxA/fPkJl86f4e3/fU6d+g0e6rqzk7oy+C8NGjelSfNWnD5xjM3rVlO0eEk69+yd5cj1uymKgrdrajCXVoniDovVTmB0xl+6Vy6ZT0J8PP0Hj0j7mtz072quXL7I0NHj0ev1xCab+f3fE/jH5Pzzz91ZR9tyrpxYNweNRks+v/xUrl6THZvX8+rAoTnuMzm4dxfbN2+g76BhDpW9RISHMXf6VKrXqpOuf3oBL2f5+y/EM0YCuoMkoD9/kk1WAqOTsT/iv+cx0dH88cu3dOj6SrZ1qY66Fp7IX3uuExDpWDmLe3IgpZVArAlR9H19GIUKF033fFJiAov/noMxOYnylapy5MBe+gwcwvZN61i3egV9XxtK9z79H/q6s3LuzEnWrlhKrbr1adG2I3t2bOXAnp1Uq1mHVu07OdSqUYK5yInNrhIck0ySKX3Z2rnTJ1m9fDFvTHgPTy9vAG5cv8a8Gb8zeNSbaQOvDl4MZtb2S1i0Ljm+V52SvvjFnsT/9FHsNhtNW7Xl2hV/zGYzAwaPwJDNZmqzycSCOdOx2e30f314tsfesW/XdnZv38KAISMoXLQ4GkXBz9MZb7fH101JCPFoSUB3kAT050uC0ULwPbWqj8LJY0fYsGYlo996N+2H/4NKTLGw/PAtdl0Id6jZo4stkeKWq9gir9G0ZcaOESlGI8sWziMqIoI2Hbuyfs0Kyleqgl6vZ9pvP/LiSy8z/r2PH3q1PyvXrvizYtHflC1fkTadurF1w1rOnT7JS01b8uJLTRyqp5VgLu5HZpNHIfXu0e8/f0O3Xv2oULkqkBqUp03+kSrVatK0VVsgtUPSz8t24Z/gkuMmUg9nHV2q+XJ0zSz0BgM2m402HTqzZsUS2nbqnuV8gTtu3Qjg71l/0qxV27QynOykGI38PXsaBoOBV18bik6nw1Wvo4C3C3op8xIi15OA7iAJ6M+P2CQzoXHGR3pOVVVZNG8WKiqvDhzyUJu3VFVl/+VIFh+4QUJKzptWnRQbeeMvkN8ehreXF68OGpauL7nVamX18kVcv3qFHn0GcObkMa76X6Jpqzb88OUn+OUvyGff/+pQy8IHERIUyJK/5+BXoCCdur3C+rX/cOP6Vdp27EqV6jUdPEtqMM/rIcFc3L+oRBMR8ek7vNjtdmb/OZkiRYvTpmOXtMc3r1vNFf9LDBvzVtrdnMPnrjFjxxUsTjlv6mxYLi+Fki5w8vA+dFodFatUxWqxEBIcyKARY3B1dcvytaqqsmHNP1w6f5Yho8fmOOQI4PKlCyz5ezav9BtEuQqVUBSFvO4GfGUTqRC5mgR0B0lAfz5EJZiIuKcV28NKiI9j6k/f0qZj12xHgTsiNM7IvN3XuRAcn+OxCuCZeJXqXkbCbl2l3+vD0w3sUVWV7ZvXc+TAPjr16IWbmwfzZ/9Jkxat+WfJQsLDQvn0258pVebxbACNj4tlwZwZ6A0GOnXvxca1/xARHkan7r0oU66Cg2dR8HJ1Iq9s/hQPKbMOLwBbN/7LVf9LDBk9Dq02tfPP9atXWDBnGiPGvp22SdlktvLl3HXcVP1I/erLWl4PA6/Wzc+OZdNxc3cnOjKSzj16s3blUl5u0TrHFfLoqEhm/fEbdeq9mLaanx2r1cqieTOxWCz0HzwCJycnDE5aCnq7SJtRIXIpCegOkoD+3xcel0J00qMdQHT+7ClWLV3IyHHvZtpT3FEWm531J4NZeyIIqy3nrztXWxzlNYGYwgOoUbsOLdt1SrdadvzIQTauXUXTlm2p+2JDFs6dgdlswphsZOfWjQx/cwKt2nV64OvNjtlkYumCuURHRdKpe2+2b15PQnwc3Xv3o0ixEg6fx9PFibweznK7XjwyySYrQTHJGQZ6Xb50gaXz5/DGhA/S2iQmJSUy5Yevad2hS7pfvNftPMjqc4mYddnfcVIUaF+jEN4x5zhyYA8GvZ7ipcrg7OzC5YvnGTJ6bI5tFnds3sDRQ/sZPGosvnny5vj5rl+5zIK50+neuz8Vq1QDFPJ5yGq6ELmRBHQHSUD/71JVldC4FOKSzTkffB9WLV1IbEw0A4aOeqi67Ush8czbfZ3g2JzLbvSKnTzx5yjvYSEpKZ6BQ0el+yF/7Yo/yxbMo2qN2rTp2CVtimHZCpVZvmAeDZs04813PnwsdeZ2u531q1dw4expWnfsyqF9uzGlGOn56sC0keuOcDPoyOfpLCt/4rEwWWwERidjuadzU1xsLJN/+JJe/V9P67l/pxuTk5Oenq8OSAu5YRGRfDNvAzEeOU8DLpHXjd6187J63hQKFCpC0K0AurzSlzXLF9OsVVvqNXgp29fHx8Uy+4/JVKhcNV0pTlZsNhtL/p5DUlIirw0bjZOTE85OWgr5uMovu0LkIhLQHSQB/b9JVVWCY9KPAX9YZpOJ33/+jroNGtGwcdMHPk+yycrSQzfZeSHcoeM9kwJoUAiunD1G5x59qFqjVtpz0VGRzJ89jTz5/Oj56kBUu515M34HBQ7v34vB2ZmvfpqKl7fPA19vdu4MU3mpaSsunD2FxWrhlb6vkc8vv8PncNHryOdhwNUgfZ3F42W12bkVnYzJkr4No81mY/rknyhXsRLNW7dPe/zw/j3s2bmN0ePfxdkltauL3W5n6uz5XLCXIFnNvnuKXqehb4PiJFzcg//Fszg56SlUpBg6nY7AWzcYMnJsjt1b9u7cxoE9Oxn6xlt4++T8dRxw7Sp/z/qTfoOGUbJMWZTbnV58pNOLELmCBHQHSUD/77HbVQJjkkk2PbrpoCFBgcyY+ku6dmwP4kRADH/tvZ6hu0Rm3NRkStuu4m5PQG8w0HfQMJycnIDUYSuL/ppFUlIi/QYNx8vbm+NHDrJ+9QpMJhOXzp/lvUlfUavuCw98rdkJuHaVpfPnULpcBcLDQkCFV/q9dl9DmQw6Lfk8Dbg7Oz2WaxQiM3a7SlAmbRgB1q1aTmREOAOGjExbNQ8NDmL6lJ8ZMnpsutalhw4eZOGBAOJcS+T4ni+UyUPbsi4smDmZMuUqcsX/Ip2692LVsoV0692PSlWqZ/v6uNhYpk/5iRcbNaHRy81zfD+LxcK8Gb/j6eWddgfA1aCjkLeLbLYW4imTgO4gCej/LTa7SmB0MkbzowvnB/fu4sCeXYwa/45DvYozE2+0MH9fAIevRuV4rE4B79izNC2fh5NHD9B30HBKlCoNpK7ebVizkvNnTtGr/+sUK1ESozGZ2X/8RmxMDMePHKR1hy4MHT3usdSexsbEMH/2nzg56bFaLWi1Onr1H4SPbx6Hz6HTasjnYcDLVVb0xNOhqiohsSnEGzP+onzy2BG2bFjL2Lc/TBvyZUpJYfKPX9O8VTtq1q2fdmx0VCTf//EXcYUakmzJ/udmPk8DI5qV4cimZcTFxZKUmEDV6rUIDw/FYjLRb/CIHGcBbFjzD/4XzzH0jfHZdoW5+7OsX72coW+8RT6//Gg1CgW9XeSXYiGeIgnoDpKA/t+R1e3rB6WqKvNnT8PN3Z1uvfo98DkOXI5kwf4bma7Y3cvDEkltrzjiQwIoWrwEXV55NS1onzx2hH//WUq7zt3TVsaPHtrPqmWLCLh6hTx58/HFj5MdatF2vywWC0sXzCX41k2c9HoMBmd69R/k0Aa2O7QaBV93A75usnFN5A5ZbSAPDrrFzKm/Mvqtd9PuCqmqysK5M3Bz96BLzz5px1qtVn6fOpVQ7xoEpxgynOtuWo1Cj3pFKeUUzbKF86hYpToB167Qsm1HVi9fzOsjx+R4hy48NISZv//iUI91SN30OmPyz1StWSutfMfHTY+fp7N8HQrxFEhAd5AE9P8Gq83OraiMI74fVHJyEpO//4p2nbunq/m+HzFJZubuvsapm7E5HuussZM39hQNKxTk5NFDDB41Fr/8BQAICwnm79nTKFOuAp2690Kj0ZCcnMTMqb9w4expoiIjHms5y65tm9m5ZSN6ZwNeXj706j/ovkpZFEXBx1VPHg8DWo0EApG7ZNYrHVKD7a/ffkGPPv0pV7Fy2uN7dmzl9ImjDH9zYroV783r17L/aizBLuUx37MR9V7Vinoz4MXCLJz5G0WKFcf/wnkaN2vJ8SMHKVu+Eq07dM729aqqsmzhXyQmpG4Yv9MmMjtbN/7L+TOnGD5mAgZnZww6LYV8XDDIpmwhnigJ6A6SgP7ss9rs3IxKxvyIwnngzQBm/zmFkePevq/Njneoqspe/wgW7r+B0ZzzNXkl36BFaWeunDtF+UpVaNupK4qikGI0smDuDGxWK31fH5Y2UOjoof3Mm/E7t24E0KJtB0aNe+exdGe5dsWf+bOmYTKZKFi4ML36v37f/z08XfTk85Be5iJ3i0s2ExKbAvfM7rXb7cyY8jPlK1Xh5Rat0x6/fuUyC+fNSNeeEVK/ZubMX4ylfHtC47PfoO7rpmdUi7LcOr2XE0cPU6hIURIS4ilVphynjx9l+NgJOZax+F88z9L5cxg8ciwFCxfJ8XMGB91i1u+/0e/14ZQsXQZFUcjv6Yy3bCAV4omRgO4gCejPNovVzs2opAyt0x7Uwb27OLh3N6PeejfdVE5HxSSZmbP7GqcdWDV31VgonHiWOmULcfrE0bSex6qqsnndGk6fOEqfgYPTeoinGI1M+elbDuzZQd68fnz589S0YSqPUlxsLHOmTeb6lcsUL1maPgMHO/TDP91n0+vw83TGWS+rc+LZkJRiJTAmOcNAI4A1K5ZgTE6mV/9BaY/Fx8Uy+YevePW1YZQsXeb/z5OYwK8/fItL9U6cCs/++5JWo/BK/WLU8IMZU36iQeNm7Nu1/fZwoyV0792fCpWrZnuOFKOR6VN+omKVarRs2zHHz2mxWJj9R+rKffsuPYDU2QMFvFzQyB0uIR47CegOkoD+7DLfDufWRxDOVVVl0bxZ6A16evQZ8ECvd3TVXAG8Ei7TqWYBjh/cS43adWnRpgOQOjhl2YJ5NG/djvoNG6e95tTxo3z/xf9IiI9n7Dsf0qxVu/u+xpzYbDaWL5rH1g3rKVG6NAMGj0w3odQRep0WP+nMIp5RRrOVwOiMA40g9Zf3Y4cPMGLs22klJVarlak/fUODxk2p+0LDtGNVVWXe9KmYvEtyMtkvx+8JdUr6MvCl4iyZ8yfePr6EBgdSulwFIsJC0esN9Oo/KMd68e2b13P6xHGGv/kWLi6uOX7WPTu2cuTgPkaMnYirqxt6nZbCUvIixGMnAd1BEtCfTSaLjZtRydjsDx/OTSkpTPnpG15u0Zra9V6879fH3l41d6TW3F1JoYTpEjXKFObEscMMGTUOH19fEuLj+GvmH/jmyUfPvgPTalvNZjM/f/0p27ds4IWGjfnws2/TOks8SscPH2TKT9+Qzy8/w8a8Remy5e/r9VqNQl4PZ7xdnWTjmXimpVhs3Mrie8sV/4ssWzCPse9+lFZ+cueXew9PTzp2eyXd8ds2rePspevEF23C1fCkbN83v6czo1qWJfjCUfbv2UHlajW4cOY0LzRqwq5tm3hjwns5TiANCwlm+pSf6TNwMGXKVcjxs4aHhjB9yk/0HpB6vKIoFPBylg5LQjxGEtAdJAH92fMow3lEeBh//PI9Q0ePu+8yDoCDVyL5e+91kkw5rJor4BN3gZ4NynJg9zaqVK9Jq3adsNvtrFm+mIBrV+k/ZES6zZfnTp/kw7dGo9Xp+Oqn3ylfqXI27/BgwsNC+fyDiaSkGHnz7Q8fYEOsgq+bbAAV/y1mq51bWZTO3fmece8ele2b13PtymUGj3wz3S+p/hfPs2zhXxRvMZitF7Jvs+qkVRj4UinK+9iZ9tsPtGjbkS3r19Kuczc2rv3HoZIXq9XKnD8nU7BwETp07ZnjZ7Varcz6/VdKlCqTtjnV21VPfi/p8iLE4yAB3UES0J8tjzKcnztzkn9XLmPM2x841FP4bokpFv7ac53D16JzPNZdMVLWdpWa5YtzcO8uhoweh2+evJw/e4p/liygY7deVKv5/1+nNpuNLz56m13bNtOr72sMe3PCI/9BaTab+WbSB5w/c4qR496mSfNW930Od2cn/DydZYy4+E/KrjNUcnISv377BT37Dky3Un3uzEnWr1rBm29/mG5mQkx0NFN+/Jq6HQex5kISyTmUvDSvnJ9X6hXh75m/kzefHxFhoeQvWIioiHC8fXzTtV/Nyp4dWzl26AAjx73t0PyGrRv/5dKFcwwfMwGdTofBSUsRH1fZ4C3EIyYB3UES0J8djzKcb163mls3bzBo+Bv33QHl5I0Y5uy+Rlxy9l0aNAp4xZ6n78uV2LdzK2XLV6Jtp64kxMcxb8bv5C9YmO69+6VrkXb54nnGDOlHnrz5+HXG349lE+iiebNYumAuPfsOpM+Awfcd/g1OWvw8nXEzZD9URYhnnc2ucisqiZRMZivYbDb++OU76r3YiHoNXkp7PDQ4iBlTf+GNCe+lG+BlsVj445fvKF+rEQdifQmIzL7kpWwBD0a3KMvZI3s4dvgA1WrW4eTRw9Su/wJHDu5n1Ph3cqw1vzMBeeDQURQvWSrHz3v96hXmz57GyHFvkzefH1qNQiEfV/laF+IRkoDuIAnoz4ZHFc5VVWXOtCkULlIsx17D9zKabSw6EMDuixE5HuuhpFDK4k+j2pXZsn4tQ0aPI59fftauXMpV/0sMHDYq3ZAfVVX59L232LFlI2Pe/oAeffrf92fLyZED+/ju8/9RrWZt3v/06xynFt5Lq0mdACot2cTzxG5XCYxJJjmTQWOqqrJgznTy+RVI9/0kKTGBX779nAFDRmXYaL10/lw0Oj3JhV9k+/mwbN/b29WJ0S3L4WqJZtYfk+nSozerli+mfedurFu90qHgbbFYmD7lJ8qWr0irdp1y/LxJSYlM+eFrWrXvfHsQkoKfpwFf90e/90WI55EEdAdJQM/9HlU4NxqT+e27L+nQrSeVq9a4r9deDk1g+o4rRMRnnDp4N40C3nEX6PtyZY4d3Itv3rx0793/9uayubTp2DXDQKEr/hcZ0f8VChcrxtTZC3PcCHa/bt28waR3x+HkpOfrX6bi4+v49M9UCr7uevK4S525eD6pqkpQjJHElMzvmq1bvYL42Fj6DByc9pjFYuG377+kdfvOVKleM93xu7dv4fyZU1RrO4B5ewIwWbP+3qbVKPRtUJwGpbz4/faK/ekTxyheshTXrvhTvVZdGjdrmeNn2LJhLVcuXWToG+Nz/OU8s65Wni56CnpLXboQD0sCuoMkoOdujyqch4eF8uevPzBi7MS0CZ2OsNrsrD4WxL8ng8jpy8JdY6KE8QJtm9Tnn2ULGTBkFPny52fe9N/x8PSkV//X0/1gVFWVj995k51bNvG/r35waHXrfsTHxfLd5//j2uVLvPfp11Srcd/fC6TOXIjbVFUlJNZIvDHzkH5gzy5OHD3EiLET08rmVFVl5u+/Ur5i5Qwh2v/COVYuWUCPYROZsesmYZlMM71b4wp+DGhUgrXLF5GYmEDBwkW5dP4MhYsWJzoqkteGjc6xXO/q5UssmjeT0W+lL7/Jyv7dOzlycC+jxr+Lk5MTzk5aivi6otPK9wMhHpQEdAdJQM+9zFY7NyKTHjqcXzx3hlXLFjH23Y8c6g98R3CMkenbr+RYKwrgnXiFPi+Wwv/Caex2O/1eH87ends4uHcXA4aMzNAh5uoVf4b17U7xEqX5Y95ihzZxOcqUksKcaVPYtW0znbr3oveA1++/zlx3u87cWWpPhbhbcIyReKM50+cunD3Nv/8sY+y7/0s36Gz5or/QaXV0eeXVdMff6QgzcOR4Vp5NyLFVa7kCHrzRqhw3/c/y7z/L6Ni9FysXz6d5m3bs3LKJMRPfx8PTK9tzJCbE89v3X9G5Z2+H7iTeuH6Nv2b+wRsT3sfH1xetRkMRXxdc9PK9QYgHIQHdQRLQc6dHNYRo59ZN+F84x5DR4xzeDKqqKtvPh7Hk4E3M2dx6BnDVWikUd4o+nVqwaN5MevQZgI9vHubN+J26LzSkaau26Y632+18/uHbbFm/hknf/UKL1u0f+LPdy263s2bFEtauXEqJUqUZ9+7/cvxhfS+NopDXw4CPm15uZQuRhbA4IzFJmYf0oFs3mP3nFMa/97905Wo7Nm/g2tXLvD5iTLqvLaMxmV+//YIuPftw0ejDqmOB2b53Hnc9b7YujzvJ/P7zd/TqN4h/li6gYZNm7Ny6kT4Dh+Q4x8ButzNv+lTy+uXP0Ls9MwnxcUz+4St69n2NsuUrAgoFvaVfuhAPQgK6gySg5z4Wq50bDxnOVVVlyd9zcHF1pXOP3g6/Lt5oYdbOqw4NHfI23qJTVV+MibEEXL3MoOFjWL18MbEx0QwcNipD68Yr/pcYObAXBQoVZubClRge4cChfbu2s3LJAuw2G0PeGHffNfaQ2vs4r4dBbl8L4YDw+BSiEzPfkxITHc3kH75i1Ph30nViOnX8KDs2b2DM2x+k695kt9uZ9tuP1KhdD5di1Zi2/Uq200f1Og1DXi5NjaIe/PHLd9R9oRHXr/rj5KQnIjyMSlWr07Rlmxw/w65tmzl94igjxr6Nk1P2039tNhszpvxM+YqV0xYe8rgbyOf56O7+CfE8kIDuIAnouYvVllrWktmAEIfPYbXy+8/f8kLDxunan+Xk9M1YZu68mmWN6R0GrYpf1DGG9+nIonkzadCkGXny5GXF4r8zHSRis9n46uP32LxuNe9P+pp2Xbo/0OfKzMVzZ1jy9xzi42Kp36gJPfr0v++2kS56Hfk9nXHWy4hvIe5HZIKJyITMa8eTkhL5+etPeW3YaIoUK5H2+NXLl1g6fy5vvf9JhtK2xX/Nxs3dnbrNOzJ5kz9BMcZs379zrcJ0rlOEf5bMx2wyU7J0WQ7s2UnxkqVISkqk3+vDc7wTduP6Nf6e9Qej30otYcnJulXLiY6KTDu3h7MTBb1d0MgGciEcIgHdQRLQcw+rzc7NqGTMmQwGcdSd9mavvjaMkqXLOPQas9XOskM32XI2NMdjPa2RNClopWiBPOzYspEBQ0eyetlivLx9eKXfa+lWxQAuX7rI2KH98PL2ZebClbi5uz/Q57pXSFAgC+fOIC4uDncPDwaPfDPdFFJHaDUa/DwNcptaiIcQlWAiIouQbjab+eWbz+jSsw/lKv7/JOCQoEBm/v5rhjIYSO22EnTzBq+8NoIZO65y4kZMtu9fu6Qvw5qW5szxQ+zevoXuvfoxb+YfvPRyc44ePsCbEz/IcY9LQnwcv33/Jb36v55u8FJWjh85yO5tWxg94T3ZPCrEfZKA7iAJ6LnDowjnocFBTJ/yM2Mmvu9QhwKAwOhk/tx2hcDo5GyP02nAJ+oEY3q3Zv3qlRQsXIQ8efOxZ8dWXhs2OsMmUJvNxg9ffMz6NSsZ8ebEdO3XHkZCfBwL5swgMTGBpMQE2nToQv2Gje/zLKltE/O6G2TVS4hHIDrRRHgWXVjsdjtTf/qGBo2bUrvei2mP3ymDGf3Wuxl+uT5x5BC7tm1m1IT3WHsilLUngrJ9/xJ53RjbpjzG2DBm/f4bA4eNYtHcmdRr8BK7t29h1Ph3yOeXP9tz2Gw2pv32I5Wr1XBosvCdlfex73yEh6cXOq2GIr6uODvJnTghsiMB3UES0J8+m13lZlQSpkym9Tnq4rkzrF6+mHHv/s+hjih3NoIuPnADiy37v+/uJFHNKZAWjV9kwZwZdOnZm03r1lCtRi1atuuU4Ray/8ULvPPGELQ6Hb/PXUz+AgUf+HPdYbFYWL7wL0KCbqHT63F396DfoGHo77OO3c2gI7+Xi7RNFOIRi0kyExaXeUmKqqrMnTaFkmXK8XKL1mmP3ymDGTT8DQoXLZ7uNdevXGbhvBmMe+9jzoakMGvXtWw3rfu66Rnbpjz5XOG3776kS88+HNy3Gy9vHy6eO0Pnnr2pVKV6jp9j9fLFJMTH0XfQsBzLY2Kio5ny49cMHvUmhQoXRaMoFPaVyaNCZEcCuoMkoD9ddrvKrehkjOaMU/octWfHVs6dPsmwMW85VH+dmGJh1q5rnAjI/taxAnjFX2RYuzpcPHuSyPBwChQuzNVLlxg86k08vbzTHW+z2fj5m8/YuOYfOnZ/hTff/vChO6Goqsr2zes5enA/ZStW4uLZ0/QdNNyhsd13c9JqyO/ljLtz9hvBhBAPLjbJTGgWIR1S2y06O7vQoWvPtMfSymBeeZVyFSqlOz4yIpypP33LmInvE2934bdNl4jOonsMgEGnYUTzMlQv5s3Mqb9QtkIlVNXOpfPn0Gi1lClXnuYOdI46ceQQ27dsYMyE93NcBDCbTPz6/Ze07dj19kAm6fAiRHYeJqDL0pp4IlRVJfAhw/nKJfMJDwtJNxwkOxeD4/nf8jM5hnMXjZUKptN8OKANa5YtxNXVnajICPLnL8j49z/OEM6vXr5E7w7N2b97B5NnL2DsOx89dDg/c/I4X3/yPjarDSe9HoPBmfc//ea+wrmiKOTzcKaUn7uEcyEeM283PQW9XUj99T6jHn0GoNXqWLpgXtpjer2eiR99xoY1Kzlz8ni64/Pm82Pih5OY+tO3OJmi+KRbFcrkz3ofi8lq57dN/mw6E8rQN8aTEB9HSFAgzdu0JyoijOjISBbMnUFOi3A169anz8DBfPPph8RER2V7rN5gYOKHn3Jo/x62b14PpA50ikrIfuqyEOL+yQq6eOxyGp2dE7vdzsypv1ChclWHxlzb7CqrjwWy9ngQOf3t9jSF0KWqD256DTu3bqJAocIkJyXx2vDRGQYdpdaXfsv61Suo80JDPvzsG5xdXB7oM90RHHSLhXNnUrpseVRV5WbAdQYNfwMvb+/7Oo/H7SmgTlLOIsQTFZdsJiQ2BbL4brNz6yZuXL/KwKGj0h5TVZU/f/2B2vVeyNB9ymwy8dPXn9Ktdz9KlKnAnF3XOHAlMttreLmiH/0bleTk0dQNnX1fH8a0336kVr0XuHzxAm9MeC/dZOPMJCbE8+t3X9B30HBKlCqd4+detWwRNpuV7r37A6mtW/N7OctMBSHuIiUuDpKA/nQExyTn2M4wK2azmV+//Zz2XXs4VFMZlWDiz+1XuByakO1xThqVPNEneWtgV1YtW4hGoyE0JIiur/SlcrUaGY6/GXCd98eNxGIxM2zMW7Ro0+GBPs8diQnxzJ89HSe9ngaNXmbl0vm07dSNWnVfuK/z6HVa8ns5Sx2oEE9RvNFCcIyRrEL64f17OH7kEMPfnJAWYFVVZd6M3ylZumyGjZo2m40pP37NS01bULNOfdYcD+Kfo9kPNapa1ItRLcoRGXKLeTOmMvzNifw18w8qVqrKiWOHGPvORxm6yNzLarUy5cdvaPRyM+rUb5Dj5965dRNX/C8yeOSbKIqCm0FHYR9X2ZAuxG0S0B0kAf3JC4k1EpecdR1ldhLi4/j1uy8y3VSVmWPXo5m96ypJpuw3oLqpidT3jKJpw/rM/nMynl5eeHv70G/wiAwDPFRVZcaUn1m3ajmlypTj/U+/xu8hNoJarVZWLllA0M0b9Ow7kI3/rkKn0/Hqa0PTjQvPiUZRyONhwFemgAqRK+QU0k+fOMb2TeszDC5a8vccvLx9aNOxS7rjVVVlzrQplCxdlqYt23DwSiQzd17Fms1G92J5XBnftgJaazK/fvclrw0bxY4tG3F1deP82dMMHT0uQxeqe6mqysK5M/D28aV9lx45fu47A5nemPg+Op1O2jAKcZenHtAVRfkWqAOUA/ICRuAGsAqYoqpq9oVt/3+eACCrJBamqmqBh7xOCehPUHhcCtFJD1abGBocxIypvzBm4gd4+/hke6zFZmfJwZtsdaC3uVe8P2O6vIj/+TMcO3wAu93Gq68NvT3SOr2QoEDeGzcSm9VK8zYdGDh05H0PBrrbnh1b2bNjK9169SU+Po4t69fQf/BIipUoeV/n8XRJLWeRH4BC5C45hXT/i+dZvWwR4977ON1iwJoVS7BZrXTt1TfDa5Yv+gu93kCn7r24EpbAb5v8s70j6euu5622FfBz1/Hb91/Sun1nQoIDuX7lMrEx0XTs/opDdyO3bvyXG9ev8fqIMTkuAly/cpnFf89m/Hsf4+zigl6npaivq5TciedebgjoZuA4cB4IB9yAF0gN7cHAC6qq3nLgPAGAN/BLJk8nqqr6w0NepwT0JyS7gR458b94npWL5zP+vY9zbKMYGmfkj62XuRGZfW9zg8ZG8eTzjBrQnRlTfiY+Lo5yFSvRZ+CQDLWZqqoyf/Y0/lm6kGLFSzB41Diq1qj1QJ8F4PKlCyxf+BcvNGpCjdr1mDNtMuUqVKJ9lx73tfptuF3O4irlLELkWjmF9JsB15k/+08mfPBpuu9vm9evISoiItM5CpvXrSY6KoreA14nMsHELxsvEhiddQcZFyctY1qVo2JhT2b/OZmSpcuQz68AG9asxNXNnZp169OwcdMcP8uZk8fZtG41Y9/5KMPdxXuFh4Uy7bcf0xZVdFoNRX1dMUivdPEcyw0B3VlV1QxpTFGUL4EPgD9UVR2V8ZUZjg8AUFW1xENfVObnl4D+BOTUfiw7h/fv4cjBfYwc906Oq9X7L0fy155rpFiy7hcM4GaOoEslNwr5+TL7j8k4uzgzZNT4TKePRkVG8N7YEdhsNspXrMwbE97Dzd3jgT5LVGQE82dPwy9/Qbr36c/mdau5fPECg0aMyfGuwN00ikJeDwM+Us4ixDMhwWghKJuQHhIUyKw/fmXCh5+m24y+a9tmAq5dSbeh9I49O7Zy+dIFBg1/A6PZxtQtlzkXFJflNWgVhUFNStGofD7WrFiCMTmZxs1aMmPqLxQtVoK8fn507PZKjp/l1o0A5s2Yyvj3Ps7xe2FCfBy/fPsFw94YT/6ChdBqFIr6uuGsl5Aunk9PPaBneXJFqQ6cBLaqqppj+w0J6M++nFaPsrNx7SqiIsPpO2hYtseZLDYW7A9g98WIbI/TKOAbe5Z3XuvIprX/sH/PTho1bkaf14ZkGv5XLlnAgjnTKV22PI2btUzXv/h+mE0mFv01i8TEBPoNGk58XCx/z/qDlu06UfeFhvd1Lk8XPX6eBilnEeIZk1NIDw8L5c9ff2DCB5+kC777du/g4rkzmZaWHDt8gIN7dzFy3DvYVZi7+zp7/bP/Pti9blE61CzEwb27OX7kAH0HDWfyD19Rulx5LGYzA4aMzPEX/+ioSKb8+A0jx72d45RSU0oKP341iX6vD6dYiZIoikIRGWgknlO5OaB/BHwO/KSq6gQHjg8ADMDbQDEgCTgN7FZV1eHRk4qiZJXAK9SqVctVAvrjkZRi5VZ0Mg8Szhf/NRsPLy/ad+6e7XHBMUZ+3+qf7e1dAGdMVNcH0atTK776+D2sVgvj3v040/ZhCfFxvD9uJGazmQKFCjN45Nj7Hg4EqaUxm9et4dTxI7zSbxCFixZj4dwZWCwWBgwecV+TQA1OWgp4OeOilx9qQjyrcgrpMdFRTP7ha8a+81G61qqHD+zlxJFDDBvzVobwfO7MSTauXcXYdz5Cq9U61OGleeX89G1Qgiv+F1i5eD5vvPUef07+kWLFSxIaEsTot95Lt3E1M0ZjMj9//Sl9BgyhZJmy2R5rsVj45dvP6dy9F+UqVgYUCvm44Oki8xnE8yXXBHRFUSYC7oAXqfXnjUgN2C1UVc3+13yy3SR6HRikquouB69DAvoTZjRbuRmVnONQjHvZ7XamT/6JajXr0KDxy9keu88/gnl7rmc7AhvALTmIoc3KkhQXxR+/fEezVu14bdjoTFfNt29az++/fEe1mnXI55efwaPG3lc3lTvOnT7J6uWLadGmPfUavMTpE8dYu3IJvQcMpnTZ8g6fR6Mo5PN0xsdNJvMJ8V+Q013F+LhYfv7mc8ZMfB/fPHnTHj9x5BD79+xg1Ph3M4T0a1f8WfL3HCZ8MAm9wcA+/whm77qGzZ719986JX0Z1qwMUWHBzJj6C2Pf+ZDli/7GYHDm1o3raRs8s2O1Wpnyw9c0adGamnXqZXus3W5n8g9f0aR5a2rUrotMHRXPo9wU0EOBu+9/bQReU1U1zMHXfwLsAc4BCUAp4A1gGJACvKiq6qmHuD4pcXkMTBYbN6OSsv3hkJk7qyztOnejctUa2Z5//r4A9lzK/nc8raJSIPEC7wzuxtQfv+HypQt8/NWPmdaapxiNfPLuOKIiwileqgzNWrWlYZNm93X9AOGhIcyfM52SpcrQqUdvjMlJzJk2hcJFi9Gl56v31fXFy1VPPg8pZxHivyankJ6UmMCPX33KiLET8cv//83Kzp46wbZN6xgz8YMM30uCAm8y58/JaXXs5wPjmLzFH6M565vN5Qt68Gbr8liNifz63RcMH/MWB/ftJiwkmNCQYMa9+1GGycn3UlWVudOmULxUaZq1apfjsTOm/EzVGrV58aUmAOT3cpEFCPHcyDUBPe2kipIfaAB8A3gAHVRVPZ79q7I93w/ABGCVqqpdH+I8EtAfMavNTkBkElZb9qva90pKSuSXbz5jwJBRFC1eIsvjgmOMTN3if/s2cdac7ck09kvipbrVeHfMMOo1fIk3M/mhBnD00H6+++wj6jV4CbMpheFvTiRP3nz3df1GYzKL5s3CarHQd9BQ3Nw92LZpHcePHOK1YaNzrNO8m5SzCPHflzpxNOvvY0ZjMj9++QlDRo2jQKHCaY9fPHeG9WtWMu7d/2X4fnZvHXtgdDI/rb9IdFLWsycK+7gwoV0FXLV2fv7mM3r2HUh4aCgH9+0iIT6eUePfcej71z9LFqBoNHTp2SfHY+fPnkaBQoXTBrzl83Qmj7vjJX9CPKtyXUBPO7miFAf8gcuqqlZ5iPOUAS4D0aqq5nmI80hAf4RsdpWbkUmYrA5vDwBSu5tM/elb3pjwXrpbuvfafzmSebuvYcqhpMU96SbjOtfh8J5trFyygC9+mEyFylUzHGexWPhm0gdc8b9A/QaN8fL2ps/AzDeMZkVVVdavXsH5s6d59bUhFC5SjLCQYOZOn0qDxk15qWkLh8+l1Sjk83DGW1aThHgu5BTSTSkp/PDlxwwaMYZChYumPe5/8TxrVy5l3Lv/y1ArHh0VyeQfvmb8e//D08ubqEQTP66/eHvFPnO+bnomtq9Ifk992sRSFxdXVi1fhMVs5rVhbzg0n2HLhrWEhQTT7/XhOR67YvHfuLi40a5zNwDyejiT10NCuvhvy7UBHUBRlBNADSCfqqqRD3gOLyAWMKmqmn1j7OzPIwH9EbHbVW5FJ2M0W+/rdYE3A5g7fSrj3/8ENzf3TI8xW+0s3B/Azgvh2Z5Lg0oJyxXG9uvIxNGDyeuXny9+mJzpZif/ixf4+O03qfNiQ0xGI1169qFytRr3de2njh9l3apltOnYlVp1X8Bms7F84V9ERUbw2vDRuLq6OXwub1c9eaWcRYjnTk4h3Wwy8cOXHzNw6Kh0E5QvX7rA6uWLGf/exxm+x8XFxvLLt5/z5tsf4OObhySTlV83XsI/NCHL93E36HirXQVK5nNj3vSpFCtZinIVKjH7z8notDq69e6X6ULHvQ7u3cWJo4cZMXZijt1g1qxYAkCn7r0A8HUz4Of1wD/Shcj1cntADwP8AF9VVWMe8BytSa1nv6CqaqWHuBYJ6I+AqqoExRhJTMl6ml1mLp0/y+rlixn33sdZbsQMi0th6hZ/bkblMHjImkj7MhryOit889mHTPzwUxo3y9jJU1VVpvz4Nft376Rb737cDLjGiDcn3Fdv85CgQBbMnUG5CpXo0LUnGo2GS+fPsnzRX3Tr1Y+KVao5fC5nJy0FvFykL7AQz7GcZkWYzWZ+/PIT+g4alm4l+4r/Rf5ZupC33v8kQ0hPTIjnp68/S2uFaLbambbtMscCsv6xa9BpGNO6HFWKeLNyyXy0Wh0vNW3B5B++xtnFmeat21OnfoMcP8/ZUyfSBhrdO/jtXutXryQlJZluvfoBqYsVBbyz35wqxLPqqQZ0RVHKAWGqqsbd87iG1BaLHwD7VVVtePtxJ6A0YFFV9epdx1cEbqqqmnTPeUoAW4AywIeqqn71ENcqAf0RCIk1EpecdY1jZo4e2s/BvbsYNf7dLEtKjlyLYvaua9lucgLwSLrJ2z0bMOPX7wgOusXkmfNxdcu4eh0SFMi7bw6nXIWK+OTJR/GSpe6rt7nRmMyCOTNQVZW+g4bi6uqG0ZjMvOm/4+nlTa/+g3JsTXaHlLMIIe4Wk2QmLJuQbrFY+OmrSbzSb1C6je5XL19i5ZIFmYZ0ozGZH774hCGjxlKwcBHsdpX5+wLYfj7rPg1ajcLwZmWoVzoPm9evISI8jC49+/Dz15/h6upGzbr1adqyTY6f5/qVyyz6axYTPpiU4wTozevXEBMVRa/+g4DUDfIFJaSL/6CnHdDHAV8De0lthxhFaieXJqR2YQkFmquqev728SVuH3fj7oFEiqJMInUj6G7gBqldXEoD7QFnYD3QVVXV+0uG6a9VAvpDiohPISrRdF+v2bF5AzcCrjFw6KhMb4FabXaWHLzJlrOh2Z5Hg52y3KTHy9X5YPwoOnZ7hQFDRmZ67MJ5M/lnyQIGj3yTIwf3M3DoKIdqKiG1Pdi6Vcu5dOEcr742JK0WdN+u7ezZsZWBQ0dRsHARh84FCj5uTuT1cEarkSmgQoj/F5VoIiI+wxDuNFarlZ+//pRuvfula9d67Yo/Kxb9zfj3P8mwYp06KOiTtBIZVVVZeyKYlUduZfk+CtC/UQmaVS7A/t07OXPyGINGjOG3779Ep9NRoVJV2nTskuPnCQ0OYsbUX3jr/Zynju7YspGgWzfS6tclpIv/oqcd0KsAI0jteV4E8CZ1wJA/sA74TVXV6LuOL0HmAb3J7fPUBAoAbqTWnZ8E/gb+Vh/yYiWgP5ycVnwys2rZIlS7na69+mb6fFSiid+3XOZqeGK259FbE+lW2ZVb5w6zZf1afpgyg2KZDBOKi43lnTFD8fLxoUGjpoSGBPH6yDcd7m1+8tgR1q9eTtuO3ahZt37qNUZGMPvPyVSvVYeWbTvmWGd5h4teR34vZ5ydpJxFCJG5qAQTEQlZh3SbzcZPX39K11depUy5CmmPX79ymWUL5/HWB5MyhPQ7JTL9Xh+e1iVr54Uw5u25TnY/RbvWKUKnWoU5c/I42zauY8zbHzB98k+YTCmULFWGLq+8muPniYmO4rfvv2LsOx/h7eOT7bF7d27jyqULvDb8DUBCuvjvydU16LmJBPQHl5hiuT290/G/L/e21rrX2VuxTNt+hYSU7DeaeiQHMqptVX7+4kMKFCrMx1/9mGmd45b1a/nztx94fcQYLp4/ywsNGzvc2zw0OIgFc2dQtnzFtDpzVVVZtXQht24GMGj4G3h4ejl0Lq1Gg5+nQQZyCCEcEplgIjKHkP7zN5/RpWefDCF9+aK/eOuDSRnKXSwWCz9++Ql9Bg5Jm4x85FoU07ZdwZrNzIpWVQvQ58XiXLviz7IF8xj/3scs/ns2keFhFCpSjD4DB+f4eRLi4/j5m88ZNf4d8ubzy/bYg3t3ceHsaQaNGAOAp4ueQj4S0sV/gwR0B0lAfzD3OyVUVVX+/PUHatWtT/2GjTM8b7errDkexOpjgdnGfQU75XUhVMmjsmD2dIaMHkvz1u0zHGdKSeHDCW+QlJjIwGGj2L5pPcPfnOBQb/O0OnO7nVcHDU3rLHP18iUW/zWLDl1foXqtOg59blDwddOTx8Mg5SxCiPsSHp9CdDblg3dCeucevSlbvmLa41f8L7Jq2aJMu7tkVsd+PiiO3zZdIsWSdfval8rnY1DjUoSGBDL7j99464NJbFizkquX/fHzy8/AYaNzvJOYnJzET19N4vWRb6ZrGZmZA3t2cen8mbSVdAnp4r9CArqDJKDfP7PVzo3IRIenhFqtVn77/ktad+ic6XTQeKOF6duvcDYwLuOL76KzJtGlvIGDG5cQFRHBp9/9km7C3h3Hjxziq4/fpUefAVgsZrRaHX0GDs7xh4eqqqxbtZyL58+mqzM3paTw16w/cXZ2pveAwTg5OTn0uV0NOvJ7OmOQchYhxAMKj0shOun+Q7r/xfP8+8+yTIcZWa1WfvpqEj1eHUCpMuUAuB6RyE/rL2Z797JuKV+GNytDbHQkv//8HePe/YiDe3dx7PBBfHzzMPzNCTl+n01tGZnajaZ4JiWJd9u/eyf+F8/x2rDRAHi6OFHIxzXb1wiR20lAd5AE9Ptjtdm5EZmExcEpoaaUFH76+lN6DxicruvAHVfCEvh9y+Vsp9wBuKeE0qG8C8v/mkaN2vUYOe7tDCtDNpuNbya9z6Xz53h30lesWrqArr36UqlK9Ryv89Txo/z7z1LadupGrbovpD1+aN9utm/ewIAhI9L1H86Ok1aDn6czHi6OBXkhhMhOaKyR2Gy6ZN0J6Z2696Jchf/vOnzp/Fk2rPmHN9/5MENIv1PH3qVnn7RgHxxj5If1F4hOzPq9qhX1ZnTLsqQkJfDrd1/wxoT3uHDuDNs2rsPTy4s33874XveyWCz88s1ndO7ZJ931Zmbf7h1cuXSBgUNHAbKSLp59EtAdJAHdcXa7ys2oJFIsjk0JvVNzOOyN8enGVEPqavW2c2EsOnAjh5V4lXK6MJwjTnPp3BleH/Em9Ru+lOGoa1f8+WD8KJo0b0XFKtU5ceQQw8dOyHFQUGhwEPPnTKdMuQp06t4r7QdLdFQkc6dPpVKV6rTu0NmhTaCKopDH3YCvmx6NlLMIIR6h4Bgj8cbsQ/ov335Ox26vpAu9F86eZtO6NYx958MM38cye010oonv110gJDbr+vdyBTwY37Y8drORn77+jGFvjCckOIgVi/7G29c30+mm97Lb7fz23Ze0bN8x0zurd9u3aztXL19K69AlG0fFs0wCuoMkoDtGVVUCo5NJMjk2JTQqMoKpP33LmIkf4OPrm+65FIuNubuvcfBKVLbn0NpSaJwvkdM7VmIwODPhw08z1JDfqW3ftW0Tn3z1E1s2rqVchco5tv+6U2dut9no+/qwtDpzu93OqmULCbp1k9eGjXZ4E6iHsxN+ns446WQKqBDi0VNVleAYIwnZDIOz2+38/M1nGUL6uTMnUzuwTPwgQ0i32+389PWn6Upk4o0Wflx/gRuRWQ+HK5HXjQntKuCElZ++nkT/wSMxJicxd/pUvHx8mZBJJ5nMPtOUH7+mSfPWVKuZfVbZu3Mb169epv/gEYAMMxLPLgnoDpKA7picbrHeLTjoFrN+/423PvgkLfimPRdjZMoWf4Jjsm/N6GqOopJynWvnjlOtRm0GDB2Z4bZpRHgYE0cNpmyFivR89TWWLpjL4FHZbz5SVZX1a1Zy/swpXn1tCIWLFEt77vKlCyydP4eO3Xrl+MPiDoNOi5+XM26G7H8QCSHEw3JkYnNWLRjPnDzO7h1bGDXunUxX0u/tCJNssvLLxkv4hyZk+V6FfVx4u0NF3JyUtJp2jUbL9Mk/4unlzcSPPstxz46qqvz+y3c0aPRyWhvbrOzevoVbNwPo+9pQAHzc9OT3kpAuni0S0B0kAT1nOQ3OuNu1K/4snT+Xt97/BL3BkO65w1ejmL3raradAgCKqiGoV3diNZvo2Xcgteu9mOGY5Yv+YtG8Wbw/6WuuXfEnKTGBAUNHZXtb9czJ46xduYTWHbqkO6fRmMxfM/7A3cODXv1fz3HVB1In7eX1cMbb1cnhHuhCCPGwVFXlVnQyydnczbTZbPz01SS69+mftgkU4PiRgxw7dIChb4zP/DX3BHuTxcbkzf7ZbuDP7+XMOx0q4u2i49fvvqBdp254envz67df4O7hwbuffJXjzAlVVZk++Sdq1XuBui80zPbYbZvWER0VRc9XBwDg627AzzP7KaVC5CYS0B0kAT178UYLwTFZ3+a827nTJ9m0bjVvvv1hupBrtdlZdugmm87kMBXUbqac/RrJN0/ipHPijQnvZyiPSUxM4O03huLq6sbbH33GnGlTaNOxKzXr1MvyvGEhwcyfM53SZcunqzMH2LVtMwf27GTA0JE5tv1KpeDt6kReDwM6rZSzCCGePLs9teQw2Zx9SP/xy0/o2fe1dBv0D+/fw/kzp9LaF977mp++/pRuvfqmTSm12OxM23aFo9ejMxx/Rx53Pe92rERedz2Tf/iK5q3bk79gIX788mOcXVx5f9LXGJyzD9GqqjL7z8lUqlKdF19qku2xG9b8g9lsonOP3rff30A+CeniGSEB3UES0LN2P73ODx/Yy7FDBxgxdmK6FeXYJDO/b72c7W1SAIM5jvyRB3C2p1CsZElefW1ohpKWnVs38dv3XzJy3Nu4urlzYM9Oho95K8s68RSjkYXzZmK1WNLVmUPq5tC/Zv5BnRca0KxVuxw/H4CrXoefTAEVQuQCjmzav9NOsVf/19O1NNy7cxs3rl+l76BhGV6T2eq7za4yZ9c19vpHZPle3q5OvNOhEgW9nfn9529p0LgZJUuX5ZtJ76PX6/nw8+9yDOkAc6dPpUy5CjR6uXm2x61evhi93kDbTl0ByOfhTB4PQ7avESI3kIDuIAnombufXuc7tmzkZsA1BgwZmS6cXwqJ5/etl4lLzrpeEsA7JRCfiMNgtdK5Zx9q1K6b/lrMZv43cQxxsTF8+dMUFv89hxKlytC+c/dMz5dWZ376ZGqd+V3tEa1WK0vmzyEhLo4BQ0fm2OUFpG2iECJ3stlVbkYmYbJmH9LvTA8tVqJk2uM7tmwkPDSEXv0HZTzv7ZDeo88ASpYpC4BdVVmwL4Bt58KyfC8PZx3vdKhIEV9XZkz5mRp16lGpSjW+/N97aLQKH3/5o0Mhff7saRQrUYrGzVpme9yyhX/hmydP2rC6/F4u+LjJtGaRu0lAd5AE9IysNjs3o5IxZ/NN/451q1eQnJSUVg8IqQF505lQlh68QXb5XrHbyBtzkhLOCcTHxTFq/Lt4eXunO+b0iaN8+v4EXun7GrXrv8jiv2YxaPgbWfYkP33iGP/+szRDnTn8f6/znn1fy7H3LoDmTttEd73UmQshciVHvl9bLBZ++OLjDPMcNq9fQ2JCPN169ct43tvBvveAwWmr76qqsuzQTdafCsnyvVz1Wt7uUJESed2YM20K5StVoWadenz+wdsoGvjkq58eaUhfMHcGxYqX5KWmLQAo6O2Cl6uEdJF7SUB3kAT09FRV5WZUMsZsahvvWLbwL9zc3GnXuVvaY0azjdm7rnLkWtb1igBaSyL5QvdRxEdP3nz56dV/ULoQbLfb+WbSB1w8d4bvp85k19ZNJCUm0H/IyEw3cWZXZx4THc286VMpUao0nXr0znGIBqT22c0ndeZCiGeAxWrnRlQS1mwGyJnNZn744mMGDX+DgoWLpD2+bvUKVLudDl17ZjyvxcL3n/+PgUNHpgV7VVVZfSyIVccCs3wvFycNE9tXpHR+D/6a+QfFSpTihYaN+fzDidjtdiZ98/MjDelzp02hUtXq1GvwEqBQ2MdF7niKXEsCuoMkoKcXHJNMvDH7khSAeTN+p3jJ0rzcovVdrzUyefOlbAdcABgSA6mivUVcZAhdX3mVytVqpHv++tXLvDd2BE1btqV7n/7MmPIz7Tp3z1D6AqkdWBbOnYndZuPVQUPT1Znf6Wl+60YAA4eOxtvHJ8fP5arX4efpjLNe6syFEM+O1LLEJGz2bEK6ycT3X/yPoaPH41egYNrj/yxZgLunJy3bdsz4GrOZH774H4OGj0kX7NefDGbpoZtZvpezTsOE9hUpW8CDhXNnUqBQIRo1ac5nH07EajHz6be/PrKQfmceRqOXm1O1Ri1AoaivK27O0v5W5D4S0B0kAf3/RcSnEJVoyvYYVVWZ9tuP1Kpb//ZqRaoj16KYtTOHFoqqilv4CZqUdifgqj8jx72dboOnqqr88cv37Nq+me9+nca1q5c5efQww8aMx83dI92p7HY761ev4MK5Mxn6mUPq9LyVS+bTqXvv29+wsyd15kKIZ53JYuNmVFK2e4dSjEZ++PJjRox9m7z5/NIeXzRvFkWKFU8rFbnbnWA/ZNQ48hcslPb41rOhzN8XkOV76XUKb7WtSIVCniz+azb58ufnpaYt+eLDt0lJMfL597890pD+yzef07H7K5QpVwFFSQ3prjKjQuQyDxPQ5Z7+cygu2ZxjOLfZbPz67Rc0bNIsLZzb7CqLD9xg6pbL2YZzxZpCsbgj1PA1oSjw9v8+TxfOw0JD6N+9PfFxccxa9A//LFuE1Wph/PsfZwjnJ44e5ptJ71O4SDHe/uizdOE8Pi6WKT9+zZmTx3lv0tc5hnONopDP05lSfu4SzoUQzzSDk5aivm5ostkz4+ziwlsfTOKPX74nOioy7fE+Awdz5dIFDh/Ym+E1eoOBCR98yvQpPxMR/v+bRFtUKcCgJqXI6t3MVpUf11/gfFAcvQe8TlREBLu2beLjr3/ExdWVjya+gSkl5xkb/V4fzs2Aa+zeviXLYxRF4c13PmT5wr8IvBmQNv06xZzzXiohnhWygv6cSTaltlOErP//brFY+PnrT+naq2/aOOi4ZDN/bLvCxeD4bM+vSQyjeWEzAeeO0KPPAMpXqpLu+YVzZ7Bi8Xw+/fZXVNXO2pVLGDJ6PH75C6Q7LijwJgvnzqRCpSq079IjXS253W5n7cqlXL9ymf5DRpAnb74cPrWCj5sTedylzlwI8d+SbLJyKzr7FrlJiQn8+NWnvPn2h2nlf3fukDZo3DTTacpGYzLff/4xb0x4D988edMe3385khk7rpDV2+k0CuPalKdKUW+WLfwLLy8vmrfpwBcfvU1iQjxf/jg1w2C7zMyfPY0Spcpk24LRbDbz3WcfMmzMBPzyF0CrUSiWxw2DtMcVuYSUuDjoeQ/ojrRTTDEa+enrSfQfPJKixUsAcCU0galbLxOTZM72/C4xl2hX0YNLZ08xctzb6WrE42JjeGvEIAoUKsz/vvqRRXNn4OLqlmHDaFJiAvNnT0fn5MSrrw3BxcU13XvcKWdp17lHtgOL7nB3diKfh0G+YQsh/rOSUlJDenYLLwnxcfz09WeMf+9/eHp5A6khffIPX9GqXScqVK6a8bxJifz45aR0wR7g0JVIpm2/kmXnLp0GxrQuT/ViPqxY/Ddubh60bNeRzz96m6SEBL78aWqOE0chtU96+YpVsh1mdOcXiTvXqNNqKJHXTRZjRK4gAd1Bz3NAt9lVbkQmZdueKzEhnp++/ozhY94if8FCqKrK9vNhLNx/I/se6TYr5bWB+JqDKFioCJ2690r39NqVy5j956+8P+lr/AoU4q+Zf/Dqa0PSRkxDaknNmuWLuXb1Mv0GDUtX+wip5SzzZvxO/gKF6N6nP1pt9oHb4KTFz9MZN6lJFEI8BxKMFoJijGQX0uNiY/n1uy+Y8MEnaeWEdrudn77+lO69+qX1QU933tvBfsIHn+Du4Zn2+JFrUfy57UqWPxu0GhjTqjw1ivvwz5IFOLu40rpDZz77YCLJiYl89cvvmXbputfM33+lRu261KnfIMtj4uNi+fmbz5n40ae4ublj0GkpmsdVQrp46iSgO+h5DeiqqnIrKvtR0THR0Uz+4SvGTHwfH988mCw2/tp7nX3+kVm+BoCUOLpUMHBm9zr6DhqaNo0OwJiczIRRgzEYDHz965+sWbGEuJhoBg4bnW715PD+PWzd+C+duvemSvWa6U5vs9lSu7MEBDBg6Mh0t1ozo9NqyOdhkN64QojnTlyymZBYY7bHREdFMvWnb5n40adpdyitVis/fPEx/YeMyLAJH/7/58PEjz5NN/DteEA0U7dcdiikr1q2CIPBOTWkvz+BlBQjX/w4JceQfqcUp37DxtneNY2KjOCPX77jnY+/RK/X4+ykpVgeNzQamWshnh4J6A56XgN6SKyRuOSsy1PCw0L589cfeOv9j3H38CQ8PoXJm/25FZWc7XldjGG0Lalw/dJpho+ZgLOLS9pz2zdv4Lfvv+CNCR9QrUYtZv7+C+0690jXPjHg2lWWzp9Djdp1admuU4YBQSeOHmbDmhV07tEnQ3vGe2kUhTweBnzdZNCQEOL5FZNkJiwu+5AeHhbK9Mk/8vZHn6d1VjGbTHz3+UcZOr7cERkRzp+/fp/uNQAnb8QwZbM/1qxCupJa7nJnJd3VzZ2W7Try6ftvYTKZ+PLHKTneEVVVld9//pbGzVpl2wwg8GYAi+bNYsKHn6LRaHA16Cjq6yo/E8RTIwHdQc9jQI9KNBERn/XO+aBbN5g7fSpvfTAJFxdXTt+MYdr2KySZst8NX9kjEUPwYSpWrpqun67JZOLdMcMwmU38OHUWu7dvwf/iOYaMHpe28hIXG8v8OdPw9PSiV79BGTYMhYeF8vesPylbviIduvbMYdiQgq+bHl93vdzOFEIIICrBRERC9h1TQoICmTNtCm//73OcnFK7WiUnJ/HDF58w9p2PMkx6htQhcbP++JWJH32e7i7omVux/LbpEhZb1iH9jVblqVkitSbdw8OTFm078ul7b2G2mPnyxyk5DpW7Uy/fom0HKlWpnuVxF8+dYdumdYwa/y6KouDp4kQhH9csjxficZKA7qDnLaAnplgIjM56FfzaFX+Wzp/LWx9MQufkxNrjQaw6GphNBSNgNdGxggvnty/j9ZFj0t0OPbBnJ99+9hFDR4+jQeNmzJz6My80apLWa9disbBswTwiI8Lo9/rwDOUqZrOZJX/PJikxkf6Dh2douXgvT5fUCaBOOgnmQghxt/D4FKJzaKd760YAC+ZMZ+JHn6WVmsTHxfLLt18w4cNJ6Tb63xF06wZ/z5qW7jUA5wLj+GXjxSxDukaBMa3KUbOEL8sX/YWXtw/NW7fnk3fGoaLy+fe/5bjSbbfb+fXbL2jftQflKlTK8rjDB/Zy6fxZ+g8eAYCPm578Xi5ZHi/E4yIB3UHPU0BPsdi4EZmUZeut82dPsWHNP4x793+kWFWmb7/CqZux2Z7TxZ7ES3liSQy7waARY9JWXSwWCx+MH0VsTDQ//TmHowf2cfzoIYaMGoeXtzeqqrJjywYO799Lj1cHpNscCqQ9f+TAPl7pN4iSpctkex1uBh35PJ1xls4sQgiRpZzKGwGuX7nM8sV/M+GDSWmr2Hfque8tZ7kj4NpVli2cl+414FhIf6NVOWqV8GXpgnn45slDs1bt+GjCGzi7uPK/L793KKT/+OUn9Oz7GiVKlc7yuC0b1pKclETnHr0ByOfpTB73nNs7CvEoyaAikY7VZicwm764J44cYvum9Yx/72OCY1P4dOWZHMN5OR8oGb2P4gV8GTbmrbRwfuTgfl5p14wXGjbmpz9mM33yT9hVOxM+mISXtzfnz57i60/ex+DswnuTvsoQzv0vnuebSR9gMDjz7idfZhvO72z6KZrHTcK5EELkoKC3Cx7O2Q9lK1mmLJ179Oa3775M+5mRJ28+Bo8cy49fTcJqzdhcoESp0nTu0ZvJP3yV7udM5SJejG9TAX0WdzXtKkzZ7M+JgBhe6TuQ6MhIdmzZwBc/TiExIZ7vPvsox8+k0WgY//4nLJo3k6DAm1ke17JtR6xWCzu3bgJSp2fn9MuKELmJrKD/x6hqajvFFEvmNeT7d+/k3JmTDBk1lgNXopi7+xpma9ZTQVHtNCmmJfjgSka8OTFtKJDVauXDt0YTER7Gz9Pmcvbkcfbt2s7QN8bj45uHsJBgFsydQbESJen6St8Mm4BioqP4e9af+OUvSI9XB2S7k9+g05LXwyDTP4UQ4j7dmbKZZMq6ixfAudMn2bl1Y1rtNmS9Un7HmZPH2btzGyPGTky38n0+KI5fNl7K8meLVoE326T2SV80bxYFCxehcbOWTBg9mGLFSjD+/U9y/Fx3NrXeGVKUldl/TqZm7XrUrFsfUCjq64qbs7TfFU+GlLg46HkI6MExycQbLZk+t33zeoIDb9F74FAWH7zJ1rOh2Z7LoFipqgnAR5tMn4FD0r5BHzt8gC8+fIdXBw2hbceuzPrjN8pVqEzbTl1JSkpk4ZwZALz62pD/a++uw6M61gAO/2Y3m2Q3rri7lGKFtrRIKd4WihYtWtzd3d2tuBRrkULxGoXipRT3okFihLic+8cmuYTdTaAECPC9z7PP3p6ZM2fOPWTzZXbmG4t55FFRUaxbuYTAAH+atGyHh6enzesb9Dq8JWWiEEI8l7g4jRsBYYQnk2oX4PiRgxw7fJA2HbslHjt76iR7d26jY49+VqefHDm4n1MnjtOiXeckx58mSO9aNT9FsrqzcvF8cuTKw/sflaN72+bkK1iYjj36pnhfCZsUJaQHtkbTNKZPGE3NOg3IkTsPOmXebdTRXr6FFS+eBOhP6U0P0B+ERPLAxsr9bZs2EB4exqdffMXsPRe56BeSbFuZXHU4nN9Kndq1E1McxsTEMLhXZ/zu3Gba/KWc+vsv9v/2M606dMXdw5NN61fz79UrNPq6NekzZkrSnqZp7N7+I8cPH6R+k+ZJ8qU/Sa8zB+buJoOkxxJCiFQQG6dx3T+USBvfrib4c99vXDx/hmat2yceO3b4T/4+fpSWTwThCfb9socb/16jUfPWSY6fvRXM1OSCdB10r5afwpndWTp/FgUKF6Hk+2Xo3Koxxd97n9aP/aFgS+ijECaNHkaP/kNwcXWzWicmJoYJIwbSplMPfHzTodeZdxuVBAPiRZM56IKQ8Gibwfn3a1YAUKR8LYb+8E+KwXkh92g8rm6nZ6/eicH5sUMHqFetAsVKlmLGwuUsnjuT0Ech9BkyirOnTjJ++EAKFC5Cj/5DLYLzf04cZ+zQfri6utFv2Bibwblep/BxdSSXrzMeks9cCCFSjV5nnt5hb5f8yPEHH5cja/acrFu5NPFYiVIfkDtvftauWGL1nI8rfIpPunRsXLsqyfECmdzoXi2fzTnpsXEwbfs5ztwMpnnbTpw8cZwTxw4z49uVHP7zD1Yunp/ifTk5u9C1zyCmjhtJWFio1Tp2dnZ06zeEudMmEhr6iNi4OG4EhBETm8z0TiFeMRlBfwMkl7Fl5eL5pM+YGS1TcdYcvG5zxzcAvdLIFnGOElldqFGrLmAeeRjQvQP+D+4xZe4SThw7wuED+2jdsRv3/O7ww9pVfPBxecpVrGwRUN+6eZ01yxeTK3dePq/TwOZmFHqdwtPJAQ8ne9n1TQghXqDomDj+9Q9NMTjdtW0zYWFh1KrXMPHYT5t/QNPiEn8/PGnL92uxszNQvWbtJMfP3AxmajLZXex00LN6AfJndGXe9El88HF5Cr9bjNaNalOzTgO+bNA4xft6cP8ec6dNpO+QURZ7ayQI8H+QuNuowWCQ3UbFCycj6G8xWxlbNE1j4expZM6Zl0uGvKw68G+ywbm7gyLD7T20rFUh8cP3zz9+o261cnxYtjyTZi/m2znTiYqKpFnr9iyZP4u//zpG78EjKf9plSTBeXBQEHOmTmDn1s2079abWvUbWQ3O9TqFj4sjuXxd8HJxkA9JIYR4wQx2OrJ4mtCn8HlbuUZN9Ho927dsTDxWvWZtwsLC+GX3DqvnfFGnAY9CHiZmTklQMLMbXavmw05v/ZoxcTBl+1ku+IXQrmsv/vh1D+fPnGLByg1sWLOCXT9tSfG+vH18adWhi83MMwCeXt40adkuMftMRHQsd4KS33VViFdFRtBfY5qmcd3fcuGPpmnMnjKOgqUr8PMdU7KbFQGkswsle8QZ2rRtj52dHVFRUfTt0pbQRyFMnrOYP37dy7nT/9CgWUu2bVwPWF8AGhkRwbpVSwkKDKBR8zaJGV+epFMKT2fziHlKvySEEEKkvoioWK77hxKXQgywfvVyvH18qVCpauKxpfNnUejdYrz3fhmr5yxdMJuChYtQ6sOPkxw/ed2842iMjcEie72iz2cFyZXOmekTRlPt81pky5GLZnVr0KX3QD4qXzHF+7py6QKb1n9H935DbE6T/Pv4UY4eOkCr9l0A8HRywNfNMt+7EM9LRtDfUneCIiyC89jYWKaOG0HWkpVZf1GfYnDuHXKOOgUdad+xM3Z2dvyyewf1q1egUrXPGDFhOrMmj8XZxZVMWbKydvlivqjTgDaduicJzuPi4vjxh3XMmDiajytUonOvAVaDc71O4e3iSK50Lni7OEhwLoQQr4ijvZ7MnqYU1/rUa9SMWzf+5c99vyUe+/qbjhw+sI8zp/62es7XbTpw7PBB/jlxPMnxIlnd6VwlL3Y2PvujYjUmbjvD1fuhdOk9gB83ruf2rRssXf8jU8eN4PiRgyneV87ceanyWU3mTJtgcy+Qd4uXJGeuPGxatxqAgNBIAkMlR7pIWyRAf035P4rkYXjSD5SoqCgmjhqCW/Ga/HAumvAo26v17XUaWQIOMbh1LUp9UIaw0FDaf/0V369ZyarNu3j06BEb1qygaIn32P/bXoqWeI/u/YeQLkPGxDY0TeO3vbsYN2wAmbNmp/fgkVZ3dnt8KosE5kIIkTaYHOzI5GEEkv9MbtKyLadO/sVfRw8DoJSifbc+bNv0PdeuXLaor5SiXdde7Nm+lYvnzyYpezerB50q57X5eyAyRmPC1tPcCAinW9/BrF+1DP/791m6bgsj+ve0+UfB4wq9U5RSH3zEsgWzbdapULkaUdHR7P/tZwDuBkfwKMJ6imIhXgUJ0F9DoREx3H8YmeRYRHg440ePILZwHfZds57NJYEp7hHlXW8xol8X3Nzd2bRuNY1qVqZxizZ06zuIqWOHYae342FQEO4eXvQbNoa8BQolaeP4kYOMHdofnU5H/+FjKVaylMV19DpdfFYWmWMuhBBpkbOjgQzuKU/vaN2hK/t/25sYIOt0Orr1HczqpQu553fHor5Sii59BvLDmpXc+PdakrKi2TzoWCmPzSA9Ilpj/I+nuRMcRY8Bw1ixaC6PQkJYtGYz/bu258rliyn29733y5Ajd94k2WieVL/x15w4foQLZ08DGrcCw4lIZmBLiJdJAvTXTGR0LLcCw4D/f3UX+iiEUeMnE5C7JhcfJP81nXPov/SonJNGDeoSFBBA8/pf8Ocfv7Ny0w7O/PM32zZtwGDvgMHeQL9hY/jg43JJzj9/5hTjhw/E7/Zt+g0bw8cVPrX4itSg15HezUjudM54OUtgLoQQaZmbyZ50bsZk6yil6NC9Lzt+3MTli+cBMBgM9Og/lPkzpxAcFGRxjl6vp3v/oSz/do5FEF88uyftKubG1q+HsKg4xv94ivuPYug5YDiL5k5H0+JYsGoD3do0w+/2rRTvq1zFyri4urFt0wabddp37c33a1Zyz+8Ommbe0Ck6ud21hXhJZJHoayQ2TuPfB6FExfz/L/zgoCBGzlpOULrSNhfeACg0csT9S//WdTAYDCyaM51tm79n6LgpPAoJYcePmzAaHcmSLQf1GzfHwTHpiMrVy5f4fs0KsuXIRa16DTEYDBbXcLDT4+lsj6tRNhgSQojXTXKb3SWIjY1l0qghNGrehizZsgPwMDiIaeNH0XvwCIxGk8U5/9/xc4DF7tF/XnzAgp8vYeu3l4ujnoG1CuNqiGPSqKF07jWAoMAAun7TjGUbfsTDw/oOoo9bt2oZ6dJnoFzFylbLE/rXc+AwnJycsbfTk83bSaZjiucmi0TfErcDw5IE535+dxn07TYe+JRKNji3iw2nXl7FkPZfcePfazT47FMePLjPgpUb2Lbpe7asX0OGjJno0L0fTVu1SxKc3/j3GlPGDufPfb/SuWd/6jVqZhGcG+3tyOxpIoevM24m2WBICCFeR94uDng6Wc8hnuDxUfG7d24D4OrmTvtuvZk6djjR0ZbzuI1GE937DWbmpDGEhj5KUvZBHm9alc9lcxZ8SEQs47acJjRWT4/+Q5gxcTTePj6MnTaXFvVrEhZqfXOix9Vv/DUXz59NnENvrX8duvdh+viRxMbGEhVj/qb6bRrAFGmPjKC/Ju4FRxAQ+v9552cvXWPaT2eIdPBM5ixwig5gYP33Se/tzsiBvbhw9gxjps5l/297+f2X3WTPkYtmbdqTMVOWJOfdvnWDdSuW4untTb3GX1sdFXF2NODlbI/R3i51blIIIcQrdzsw3CIJwZMiwsOZMHIwnXr2w9PLG4Cb16/x3bJF9Bw4HJ3OcvzP/8F95kydYHUzoV/P3mXp71dtXs/LycCgL99BRYUyY+Joeg0azj9/HWfi6CF8t3mX1W91H6dpGtMnjKZGrTrkyVfAap3LF8+zbdMGOvcagFIKd5M96d2Tn/ojRHKeZwRdAvTXQHBYVJLNFH45eo6Vh+8Sq09+pKOAazg965fj2ME/GDtsAHUbNqXwu8WZM3U8bh4etGrXhfyF3klyzp1bN1m/ehkuLq7Ub9LcIte5Ugo3owFPZweb2zcLIYR4fWmaecFkSllNQh+FMHnMcLr3G4yLqxtgXqe0Z8dWOnTva/Xb1Nu3brBswRx6Dx6JnV3SwZ09p/xYuf+azeulc7VnQM3CRD0KZP6MSfQZPIrff97N4nkzWfHDTzZ3q04QGxvLxJGDadq6HZkyZ7Va59D+37l88QKNmrcGwMfVES/n5H/XCmGLBOhP6XUM0MOjYrjub/6qTdM0lu8+wS9XIiCZaSQqLoZGpTPwYd509O7chpiYGAaPmsjMiWN48OAe33TuwftlyiY559bN66xftRw3NzfqNf4aZxfXJOV6nQ4PJ3vcTQbs9BKYCyHEm0zTNG74hxEWZX1XzgRBgYGJI9omkxMARw8d4PTJE3zdpoPVc5LbTGjnyTt89+e/Nq+X0d2RATUL8dDfLzHQ37xhDT9t2sC3321McYplVGQk40cMomOPvokj/0/a8v1aXFzdEjdnyuxpwtkx+RF6IayROehvqJjYOG4GhKNpGmGRMYxef5hfrkYmG5w76aIYWb8Yd0/sofGXVWnQpCVFihWnZ4dWfFi2Aou+25gkOL/x7zWmjRvJnu1badOpGy3adU4SnDsY9GRwN2dk8XZxkOBcCCHeAkopMnuacDQkPyrt7uFB+269mTJmGFGR5mmYJUt/SNZsOdi4dpXVc3LmzkuVGjWZO22ixTzvKkUyUOe9LFbPA7gdFMGErWdw987AV81aMW38SL6s34iPKnxK59ZNUrwvewcHevQfwsxJYwl9FGK1zhd1GnDh7GnOnf4HQNIvildCoq00StM0bgaEERsXxw3/UPqvPsKlwOS/7Sjg60Dnsuno1bwWVy9f4ptO3ZkxcRSx0bGs3ryTWvUbJo4uXL10kaljR/Drnh1806UHX7fpgJOTc2Jbzo4Gsno5kcNHFn4KIcTbSKczB+n2dskH6T6+6WjRrjOTxwwjJsY84l6hcjV0ej17dmy1ek6hIkUp+f6HLFs4x6Ls8+KZ+Lx4JpvXu+4fzuSfzpIhaw4+/7IesyaPpfk3HcmVOx8DelgftX+ck7MLnXv1Z+q4EURFWZ9r36ZTdzauW829u37m38eBYcTESvpF8fLIFJc06k5QOMFhURy4cJ9Fv14iVksuQNaoXTITh7+byNVLF2nTqTvzZ04mS9bsDBs/NfFrR4DTJ0/w05YfyJotB7XqNUySsUWvU7iZ7PEw2WOQ+eVCCCEwf5t77UFoigHq1cuX2PDdcnoOGJa4SHTl4vnkzV+QUh9+bPWcX3Ztx9//PnUbNktyXNM01hy8zs6TlpsgJcifwYUe1Qtw9uRxDu3/nW8692BIn644u7jQZ/CoFO/r5vVrrF76Lb0GjbC6qDUh/WKfwSNxNBpxMOjJ5uUke3uIpyZTXN4wAY/MuWiX77vKgl8uJxucmwyK8p4BLO7XkJx58uHi4sKKRfOYMncxE2YuwGRyQtM0Dh/Yx/jhA7ly6QLd+w2hQdMWicG5Y+I0Fhd8XR0lOBdCCJHITq8jq1fKecFz5MqdOKKdMPjXpGVbjh76M3EH0idVqFwNBwdHdm7dnOS4Uoqv3s/KJwXT2bzeuTshzNp1nkLvFufd4iVZsWgew8dP4/bNGyycNTXF+8qcNTuf167P3OkTrZYbjSbadenJ9AmjiIuLIzI6NknCBiFeJBlBT2NCI2M48W8gs3df4Mq9R8nWzexmx/Utk/F2M+Lg4MDVyxfpO2Q0xd4rDZhXrO/duY2/jhzivQ/KUP7TqomjBEopXI0GPEz2ONon//WlEEIIEREVy3X/UOJSiBv+OnqYowf306ZTdwDi4uKYMnY49Rp9TbYcOa2es3rpt2TLmYsyZSskOR6naSz+9Qp/XLhv83olc3jS/tM8/L5nBwEBD/iyfmPaNqlLpRo1qd/46xTv69D+37l04RyNW3xjtfzMqb/Z/9svtOnYDQAvZwd8XB2t1hXicTKC/oaIjolj1z+3Gfb9yRSDc5eHl7i0egDZM/lw/doVPvy4PGt+3EOx90oTFhbKd8sWMWXscHx80tF36Gg+qVwdnU6Hg0FPejfzaHkGd6ME50IIIZ6Ko72ezJ6mFNckFStZikJFirFy8XwAdDodXfsMYtWS+dy/d9fqOY2at+bMyRP8ffxokuM6pWhZLielc9neMfTo1QCW/HaZcpWq4uDgyK5tW5izbC0/fr+Wnds22zwvQekyZfHy9mXbpg1WywsWfpecufOwdeN6APwfRfIwPPkUlEI8LxlBf8Hu3bvH0aNHOX36NOHh4RiNRgoVKkTJkiXx9fVNrBcTG8eMXedZf/C6zS2PAfTE8fDQd2S0e8jtm9f5tNrntOnYDZ1Ox4P79/hhzUoiIsL5os5XZM+ZCzB/wLkaDbjLaLkQQojn9CgimpsB4ZDsbyvYu3MbQYEB1PmqKfD/Od2P501/nKZpTB8/ihpf1rXYTCgmNo7Zey7y17VAm9f7pGA6mn6UnXUrl5IxcxaKl3qfll/Vonvfwbz/UbkU7+u7ZYvImj0HZcp9YrV8xaJ5FC5SjGLvlUYpRTYvJ/mdKpIledCf0ssK0DVN46effmLmzJns3LnTZr0qVarQuXNnypT/lIHrT3LsakDy7Yb6E3N8LTFBt3inaHF6DhyO0WjizKm/2fnjZlzd3andoDEenuaRBpODHW5GAy6OBlnUIoQQItU8uYGeLVs3rken01O9Zm3AnDd95qQx9Bk8MkmSggSxsbFMGjWEJi2/IVOWbEnKomLimL7zPKdvBtu8XvV3M1CvdFaWzp9FkeIlyZErD980qceIidMpWLhIiv2dN30SH1f4lEJFilqUaZrG5DHDaNS8NRkzZUGv05HDx0nSDwubJEB/Si8jQPfz86N9+/Zs2rQJAAcHB0qXLk3RokVxc3MjODiYEydOcOjQISLjc8amL/wRGSp3wN7Z02a7kTdOEnNyIzmzZ6XXoBF4eHqxZ/tW/jlxjAKFi1C5Rk3s7e2xt9PjZjTgajTIYk8hhBAvTGBoFHeDUw7S161aho9vusSNf/xu32LJ/Fn0GTLK6u6fUVFRTBgxkPbd+uDl7ZOkLDI6lsk/neOCn/Uc5gC138vM58UyMWfqeD6pXB0nZ2d6dmjFlLlLyJIte7J91TSNSaOH8lXTllbrRkZEMH7EoMSNmSSzi0iOBOhP6UUH6OfPn6dixYrcunULV1dXBg4cSKtWrfDyspw79+DBA3qOmMqqBdOIjQzD4OJNgaZjMXon3aBBi4sj/J9tpIu+Qe+Bw3F2cWHLhjX4+z/g06qf8W7xkuh1ChdHA24mA0Z7O4trCSGEEC/CgxBz1rGULFs4h/wFC1M6fqO8yxfP8+P36+jad5DVOe2hoY+YNGooPQcMtdjZOiwyhglbz3LtQajN6zX+MBsVC6Vj6rgR1G7QhJCHwYwe3JfZS1bj7eNr8zww/4EwfvhAOvXsl/iN9OPu37vLojnT6TNkFDqdDhdHA5k8TSn+fyDePhKgP6UXGaD7+flRsmRJbt26xYcffsiaNWvIksX6bmgRUbFM2HaGn07cJjL4Hpe+H8ejm2ewd/WmUOsZiSPpseEPcby0k+5tmxEeHsave3bi6uZOzToNSJ8hI86OBtyMBkwOetlISAghxCtxNzicwFDrG/48bt70SXxYtgJFipljlb+PH+Xwn38kZkd5UmBAALMmj7U6HeZRRDTjfjwTPxfeulblcvJBbk8mjhxMi7adOH/2NN/OnsbsJatxdXNPtq+PQh4yecxw+gwZidFoGXyfOfU3B37/ldYdugLg7eKIt4tDsm2Kt49kcXnFNE2jXbt2icH57t27bQbn1x+E0urbg/x04jYADm6+5G86BufMBYl6+IBr22ahaRpa0A2+yg+fvFeQbZu/JygwgG59B9O9Z2+KFshF7nQuZPQw4uRoJ8G5EEKIVyadmxFXo32K9dp26cnPu7Zz4dwZAN4tXpL8BQuzbtUyq/U9PD1p3aErU8YOT9yhNIGzo4FeNQqQLpl0h4t/u8xf14Pp0X8oC2dPo0ixktSq14ge7VoSHh6WbF+dXVxp37UXU8eOIDY21qK8YOF3yZo9Bzt+3ATAg5AIHkVIZheRelIlQFdKjVdK7VVK3VBKhSulApRSfymlhiqlbOdGst5WZqXUYqXUbaVUpFLqmlJqmlLKIzX6+iL89NNPbN68GRcXF9asWYPJZP2rrr2n/Wi+4E8u302aQlFvcCR3nX7o7E0Enj+A3aXdFNXO8+/ZE3xcoSIjRo2l6Vf1KJDJg8yeJlyNsuhTCCFE2pHB3RFnR0OydZRSdOk9gM3rv+P6tasAfFzhU0wmk8VGRYntZspMg6YtmDFxNE9+4+9usqfPZwXwdLb+x4GGYu7uC5y/F0H3foOZOWkMVb+oxXsffESfzt8QHZ18QO2bPgP1mzRn9pRxFtcGqFz9C27fusGpv/8C4HZgOJHRlsG8EP9Fao2gdwecgN3AdGAVEAMMA04qpawPJz9BKZULOAa0AA4DU4ErQFfgz2cN9l+WmTNnAjBo0CCrI+fRMXFM+eksA9f9TVik9R9eBzdfMn9UH4Cgf/YwYNBgRo8YxielipBJgnIhhBBpmFKKTB5GTCmsg9LpdHTrN4SVi+fhd/sWAJ99WY8HD+7x577frJ6TM3deKlX7nPkzJluUebk40OezArgarf9xEIdixo6z3HoEHXv0ZerY4bRo25GMmbIwuFdn4uLiku1v7rz5+eDj8ok53Z/Uom0nftr8Pffu+hGnadwMCCM27u2ZOixenNQK0F01TXtf07SWmqb10zSts6Zp7wFjgIxA/6dsZw7gC3TRNK1WfFufYA7U8wGjU6m/qebevXvs3LkTBwcHWrVqZVHuFxRO+yWHWXfoerLtOBHO5H7f4ODgwJlTJzGpSFwkKBdCCPGaUEqRydOEoyH53OAGg4GeA4azYNZUAvwfANC4eRv+OnqI0/+csHrOO0WLU6RYSVYtWWBRlt7NSO8a+THZyEkeoykmbzvDQ81Ii3admTpuBL0GjUApxbhh/a2Ojj/uvffL4JsuAz9t/sHqPXfuPYB50ycRFRlJdGwctwLDUmxTiJSkSoCuaZqtJdzr4t/zpNRG/Oh5ZeAaMPuJ4qFAKNBUKeX0H7v5Qhw9at71rHTp0hbZWg5eesDX8//kVDI5WwEqFU7P1oGfUbfSB5QqVSpJu0IIIcTrQq9TZPY0YW+XfJDu4OhIzwFDmTV5HCEPzb8j23XtxU+bf+Dfq1esnvNh2fL4+KZj84Y1FmVZvJzoWT0/DjbSC0fFwoQfT4OTN7W/asLsyeMYNm4qd27fZt70SSneV5XPahIY6M/hA/ssyoxGE607dmVW/FSYsMgY7j+MTLFNIZLzoheJfh7/fvIp6laIf9+laVqS75w0TQsB9gMm4P2UGlJKHbP2AvI/Q9+fyunTpwEoWrRokuPHrgbQfeUxgsNsz3Ez6BX9Pi/IiLpFEtMjJrST0K4QQgjxOrHT68jqZUpxAx8nZxe69B7I1HEjCQ8PM09/6TuYlYvncf/eXavnVK5Rk+joKH7ZvcOiLFc6F7pVzYed3vo3z+HRGuM2n8I9Qw7KV6rK8kXzGDNlFn8fP8LaFYtTvK9GX7fm4P7fuXzxvEVZxkxZKPtJJdauWAJAQGgkwWEpZ7YRwpZUDdCVUr2UUsOUUlOVUvuAkZiD83FPcXq++PcLNsovxr/nfc5upqrwcHOKJze3pNsWF83mQamctqfMZ/QwsrB1aWqVzJIkC0tCO2Fhya8wF0IIIdIqc5DuhF6XfJjh7uFBu669mDJmGFFRURgMBrr3H8rcaRMTR9afVLdhM65dvsjRQwcsygpkcqPjp3nR25geGhIZx7gtp8ie/10KFHqHbZu+Z9i4qezd+RM7t1lfqJpAKUXHHv1Yu2IJD+7fsygvWfpD7Ax2iXPp7wRFEB4VY1FPiKeR2iPovTBPR+kGfATsACprmnb/Kc5NiHBtzQdJOO6eUkOappWw9gLOPUU/nonRaDR3Ljhpt/U6xbA6RfC1kgLqo3w+LG37AfkzulmUJbRjKxOMEEII8Tqwt9ORxcuELoVUwL7p0tP8m45MGTOM2NhYTCYnOvcawLTxo4iMsD6DtnnbTvy571fOnzllUVYsuwdtKuTC1lX9Q2MY/+Mpir5fDlc3d44fOUSvQSP4/rsVHPzD+kLVBHq9nm79BjNn6gTCwiw3SqrbsBmHDuzjxr/XAI1bgeHExCa/EFUIa1I1QNc0Lb2maQpID9QGcgJ/KaWKp+Z10pJChQoBcOLECYsyDyd7Rtd/N/Eveb1O0bFSXiZ8VczmivOEdhLaFUIIIV5XjgY9mT1NKe7XkSlLNuo3ac70CaPQNC0xB/rUcdbzkCeMZm/esIab169ZlL+f25uvP85h83p3gqOYtPU0n1SvycPgIO753aF1h64sXTiH0ydPJNtXk8mJDt37MG3cSKt969C9D0sXzCY09BExsXHcCgyXRaPimb2QOeiapt3VNG0j5kWfXsDypzgtYQjaclg56fGg5+td6ipZsiQAhw4dwt/f36L8nSzudKmcDy9ne2Z+XZKmH+WwmZnF39+fw4cPJ2lXCCGEeJ2ZHOzI7GECm2PaZjlz56XKZzWZM20CmqaRIVNm6jZqxqzJY60GuAkpG5cumG11ykn5gumoXzqrzetd8w9n2vaz1G7UnLOnTuLgaOTzL+szZ9oErl25nGxfvX18adC0BXOmjrfom729PR2692HGhNHExcURHhXD3WBbuTSEsO6FLhLVNO1f4AxQSCnlnUL1hFUXtuaYJ2SCsTVH/ZXw9fWlSpUqREZGsmjRIqt16r+fldUdy1A8u2eybS1atIjIyEiqVq2Kj4/Pi+iuEEII8dI5OdqR0cOYYr1C7xTl/TJlWTJ/FmDOQ172k8qJ//0ke3t7egwYxuwp463OWa9eNCOfFc1o83rn7jxizu7ztGjflZ93/kSBwu9Q+oOPmDJ2mM2Fqgly5clH6TJlWb3sW4syL28fatb7iqULzEnpgsKiZNGoeCYvOosLmPOgA6S0vdYv8e+VlVJJ+qWUcgHKAGHAwdTt3vPr3LkzAKNGjeL6dct850op3EzJb4N8/fp1Ro0alaQ9IYQQ4k3hajSQ3i3lIL1EqQ/IV6AQq5eaA99iJUuRM3deNnxn/ct4k8mJLr0H2pyzXqdUFj4pmM7m9U5cD2bJb1fo1HsAa1csoVL1L8iWIxfjhg2wuVA1QakPPsLdw5NdP22xKCtY+F3Spc+QmHFGFo2KZ/HcAbpSKq9SymJailJKp5QajXnjoQOapgXGHzcopfLH5z1PpGnaZWAXkB3o+ERzwzHvVLpC0zTLVRmvWPXq1alVqxYhISE0bNjwmTOwhIWF0bBhQ0JCQvjyyy+pVq3aC+qpEEII8eq4O9njYyV5wpPKlPsEn3Tp2LRuNQDlP62CwWBvNRAG8PD0pE3HbkwZO5yYmKRBsFKKJh9l5/3ctjOr7b/4gHWHbtK93xC+nTOdFm074ezswthhA2wuVE1Qo2Ydbl7/l7+PW+5fUqNWXc78c4Krly4ii0bFs0iNEfTqgJ9SardSaoFSaqxSajHmtIgDAD+gzWP1MwFngb1W2uoA3ANmKKU2xbf1M9Ad89SWganQ31SnlGLu3LlkypSJAwcOUKlSJasj6dZcv36dSpUqceDAATJnzsycOXNSXEwjhBBCvK68nB3wdHZIsV6lap+j0+vZudWc/rBm3a+4e+e21c2CANJnzESDpi2YOXGMxbxwnVK0Lp+Lotk8bF5v9yk/dp7xp1vfQcyaPI6u/QYRGxvLhJGDrS4GfVyLtp3Yvf1Hbt3416KsbZderFq6gEchD2XRqHhqqRGg7wEWAT6YM7f0BuoAAZhHvgtpmnbmaRqKH0UvCSwFSgM9gVzAdOB9TdMsV2GmEenTp2fv3r1kzpyZAwcOULhwYSZMmGB14SiYF4ROmDCBwoULJwbne/fuJX369C+550IIIcTL5evqiHsKUz8BvqjTgKDAAH7buwuAJi3bcuTgfs6esr7/Yc7cealYtQYLZ021KLPT6+jwaR7yZ3S1eb2NR29y8Ho47br2Yt60ifToP5SQh0HMsBL0P04pRZfeA1k8bxYPg4OSXtfOjo49+jFz0tjERaP3HsqiUZE89Tb9FaeUOla8ePHix44de2HX8PPzo3379mzatAkABwcHSpUqRdGiRXFzcyM4OJgTJ05w+PBhIiPNWwHXqlWLuXPnSnAuhBDirXI7MIyH4bZ33E6wdP4sChYpSqkPPiIuLo7Jo4fyVbNWZMmW3Wr9/b//wvWrV2j4dSuLsvCoWCZsPcPV+7ZnzH5TIRcZ7R7y/ZoVfFm/MQtmTSFv/oK0bJf8GrGgwEBmThpDv2FjMBiSplM+c+pvDv7xe2IbGdyNKa5PE6+3EiVKcPz48ePxe/E8EwnQXwBN09i+fTszZ85kxw7L7YgTVK1alc6dO1OtWjWZ1iKEEOKto2nmedmPIpIP0jVNY970SXxUviLvFC1OdHQ0E0YMpG2XXnj7+Fo9Z/uWjcTFxVKjVl2LspDwaMZsOc2dIOsj2QqNLlXyYQj+l/2//UypDz7ih7WrKPZeKWo3aJJsX69fu8qG75bTvd8Qi9/t2zZtwOTkTIVKVVFKkc3bCUeDPtn2xOtLAvSn9LIC9Mfdv3+fo0ePcvr0acLCwjCZTBQqVIiSJUtKKkUhhBBvPU3TuOEfRlgKGU40TWP6+FFUr1WHvPkLEhYWysSRQ+g5YCjOLtanraxbuZT0GTNR9pNKFmUBjyIZvfk0/o+spz/UK41enxUk4NJxrl+9gpePDwd++4VyFStToXLyyRz+OnKIkyeO8XWbDhZls6eMo/oXdciROw8GvY7sPs6JGxqKN4sE6E/pVQToQgghhEheXJzGdf9QIqKTX4wZGxvLlDHDqN+kBdly5CQwwJ9Zk8fRd8go7B2sLzxdNHcGxd97n2IlS1mU+QWHM2bzGZvTbOx1MKBWYc4cMM+BDwz05+K5s9Ss04Bi75VOtq87ftyEUooqn9VMcjwmJoaxQ/vTo/8QnJxdcHKwI4uXU7JtidfT8wToLyMPuhBCCCGETTqdIouXEw52yU/30Ov1dOs3hFVLFnDn1k08PL1o1aELU8YOt5lppWW7zvz+8y4unj9rUZbezUivGvkx2lu/blQcjP/xNEXLViM4KJDsOXPj4enJpg3fcfnieavnJKj6eS1u37xukX7Rzs6ODt37MHOSeYfU0MgYHoREJtuWePtIgC6EEEKIV06vU2TxMmHQJx+aGAwGeg4YxrdzpvPg/j0yZspCnYZNEwPeJyml6NSzP99/t4JbNy1TIGf1cqJHtfzY21m/bni0xvgt/1C5dhNOHj/KJ5WrYzAYWLZgDnfv3E62r83bdmLXT1ssruvl7UP1mnVYuXg+AA9CIlKchy/eLhKgCyGEECJNsNPryOrlhF0KQbqDoyM9Bw5jztQJBAcFkSdfAcp9UolFc2dYra/X6+nRfyhL5s0kwP+BRXme9C50qpTX5lzw4Ig4xm05RcM2XdixdRP1GjcHpZg9ZbxFWsXHKaXo2nsgi+bM4FHIwyRlRYqVwMnZmT/3/QbA7cBwomJkEyNhJgG6EEIIIdIMg52OLJ6mFBdOmkxOdOs7iOkTRhH6KIRi75UmT74CrFu51Gp9ewcHuvcbwsxJYwl9FGJRXiSrO20q5MLWVe8/imbytrO07T6ADauX0aTlN+h0OqaOG5HsbqP2Dg507tWf6RNGWexyWrtBEw7+8Ru3bl4nTtO4FRBGXNzbszZQ2CYBuhBCCCHSFAeDnixeTuhSSEHs6uZOp579mDJ2BBHh4ZSrWBmTkxM7ftxktb6Tswtdeg9gytgRREVazvt+P7c3TT/OYfN6NwIjmLX7Ih17D+K7ZYuo3bAJ9g4OTB03grg426PfHp5eNPy6NXOnTbAo69C9D4vmzCAyIoLImFj8gmUTIyEBuhBCCCHSIEeDnixephT3CfH08uabTt2ZMnYYUVFRfPZlPfz977P/91+s1k9YWDp5zDCrC0s/KZiO2u9lsXm9C3dDWbr/Fh169GPLhjWUrfApjkYTc6aOT3a30Zy581KydBmLEX4HR0fadOzG7PjzH4ZHERRqPfWjeHtIgC6EEEKINMlob0dmz5SD9HQZMtKsdXumxmdzady8Df/8dYx/Thy3Wj9jpizUa/w1MyeOsRpUf14sI1Xesb2794nrwWw6FUyzNh048Puv5MiVGzs7O1YvXZhsPz/4uBx2Bjv2/bInyfEMmTJTpmwFvl+zAgC/4AgiopJPOSnebBKgCyGEECLNcnKwI5OHEWzODjfLnDU79Rp/nTjdpG2Xnuz6aQtXLl2wWj933vxUqFyNb2dPsyhTStHgg2yUyett83r7Lzxg/y1FjVp1uXXjOgZ7Bx49esRPm39Itp+1GzTh5IljXLpwLsnx0mXKEh4WFv9HhcbNwDBiYmXR6NtKAnQhhBBCpGnOjgYyPkWQnjN3Xj6rVZdZk8cC0LXPINYsX4zf7VtW679bvCQF33mX1Uu/tSjTKUXLcrkolt3D5vV2/uPHlRhvipUsjdFo5GFwENeuXOTgH78l2892XXqxbuUSi4wyTVq2ZdumDQQG+BMTG8edoPBk2xFvLgnQhRBCCJHmuRoNZHB3TLFe/kLvUK5iFebPmIxer6fngGEsmDWVwIAAq/XLlPsED08vtm5cb1Gm1ynaV8xD/oyuNq+34fANIrzy4+7hRf6C7xDg/4AD+37l3Ol/bJ6j1+vp2mcQsyaPS7JY1ZyzvR+zp4wjNjZWNjF6i0mALoQQQojXgpvJnnRuxhTrvVu8JMXfK82yBbNxcHSkR/8hzJg4mtDQR1brV/viS8LCwvh1z06LMns7HV2r5CW7t5PN6y3bdwXvwuV4GBzIhx9XIPRRCD+sXWV1Y6QETs4utGrfmZmTk26w5OziSoOmLVkcn9P9QUgEoRExtpoRbygJ0IUQQgjx2vBwssfHNeWR9FIffkzOPPn4btkinF1c6dSzH1PHDicqynqGlPqNv+bKpQscP3LQosxob0eP6vlJ72bruop5ey7w7qf1OXv6JGU/qYSdwY7Fc2YQHBRks4+ZsmTjk0rVEncUTZAnXwEyZcnGL7t3AHA7KIxo2cTorSIBuhBCCCFeK17ODni7pBykl/2kEt6+vny/ZgVe3j60aNspMdOLNS3admL/bz9z/swpizJXo4HeNQrg6WRv9dw4FNN2nKNyww4c/ON3ipV8H5906Zg+YVSyGxkVe680nl7e7N25Lcnx6jVrc/rkX1y/dpXYOI1bgWHJpnEUbxYJ0IUQQgjx2vF2ccDT2SHFepWqfY6jo5GtG9eTKUs2vmzQmFlPTCtJoJSiY49+bPl+LTf+vWZR7uXiQK8aBXB2tLN6rZg4mPLTGRq07c2f+34lfcZM5MqTj2njRya7kVGNWnW5cvECZ0+dTHL8m849WbZwDuHhYUREx3LvoWxi9LaQAF0IIYQQryVfV0c8bIxoP65GrbrEREez66ct5M1fkLKfVGZR/BzvJ+l0Orr1G8Lyb+dw766fRXlGDyM9q+fH0WA9hAqPgck7LtCsU1/+Pn6MqKhI8hYoyNzpE5PtY6sOXdm8YQ33791NPGZvb0/bzj2YM3UCmqYRGBrFw/DoFO9XvP4kQBdCCCHEayudmxE3U8pBeq36jQj09+fXPTspVrIU+QsW5rtli6zWNRgM9BgwjHnTJ1mdQ57Dx5kuVfJhp7Oe9jEkMo5Zv1ynabvu3L55g6uXL5M5Szar6RwT6HQ6uvQZyNxpE5NMifFNn4GPy1fkh7UrAfALCidK5qO/8SRAF0IIIcRrLYO7EVejIcV6DZq24Ma/Vznw+698VL4iHp5e/PjDOqt1jUYT3foOYvqEUYSHh1mUF8zkRruKebC1yemDR9EsPnSfLxu1AE3jnxPHMNgb2Ll1s83+mUxOtOnYjRmTku5wWurDjwl99IjTJ08Qp2ncCggjLk7mo7/JJEAXQgghxGsvg7sRF8eUg/Smrdpx9vRJjh46QNXPaxEVFckvu7Zbrevq5k67rr2YMmYY0dGWU0tK5vSkedmcNq91MzCSjeej+ahiFbx90nH21D/cuXWDIwf3276PTJmpXP0LViyal+R4k5Zt2bxhDUGBgUTGxHJX5qO/0SRAF0IIIcRrTylFRg8jzk8RpLds15kjf+7n5F/HqPNVU67/e5XDB/ZZreubLj3NWndg2rgRVhd6lsvvS/3SWW1e6+LdUA4EuJMrXwGyZc/BXb87/LnvVy5dOGfznHeLl8TL2ydJZhedTkfHHv2YM3UccXFxBIdFERxmPWWkeP1JgC6EEEKIN4JSikweRpwcrGdZebxeu669+G3vTk7/c4Jmrdtz9NCfnD55wmr9LNmyU7PuVzazv1QvmpHq72aweb0T14P41yEfJmcXMmbJioODI+tXLeOe3x2b59SoVZdL588l2ZHUzd2dWvUbsfzbuQD4BUcQEW09ZaR4vUmALoQQQog3hjlIN2GyTzlI79SzP7u3/cjFc2do3603O7dt5sqlC1br5y1QiI/Lf2oz+0u90lkpm9/H5vX+uPCA2BzlCA8Lw97egTz5CjBvxmRCH4XYPKdNp+78sHYVD+7fSzxWsPC7uLq58ee+39A0jduB4TIf/Q0kAboQQggh3ig6nSKzpwnjUwTpXfoMZMsP67h6+SJdeg9k7Yol3L51w2r9Yu+VpkChd6xmf1FK8fXHOSmR3cPm9XacvEPGMvUJCHjAXb87fPBROaaNH2l1frv5PnR07TuIOVMnEBUZmXj8y/qNObDvF+7euU1UTCx+weHJ3qd4/UiALoQQQog3TkKQ7mjQp1BPR/d+Q1i/ahm3blyn54BhLJ47I8mo9ePKlPsETy9vtny/1qJMr1O0rZiHAhldbV5vw+EbFP3iG4IC/Tl+9CDlKlZh5hNZWx7n5ORMqw5dkmR2UUrRoXsfFsyaSnR0NA/DowkKlfnobxIJ0IUQQgjxRtLrFFm8nFIM0vV6PT0GDGP10oXcv3+XHgOGMWfqBB4GB1mtX+WzmsTERCdZxJnA3k5Hlyp5ye7tZPN6K/f/S9mGXQkPC2Pvzm28934ZFs+babN+psxZqVCpKquX/T+PutFoommrdiycNRWAuw9lPvqbRAJ0IYQQQryxEoJ0hxSCdIPBQM+Bw1m2YDYPg4Lo2mcQ08aPIiws1Gr92g2acPvmDQ7+8ZtFmdHejh7V85PezdHquRqKJX9cp3LTrmiaxs+7tpMla3Y2rVtts38lSn2AyWhi3y97Eo9lz5mL3HnzsWfH1sT56LEyH/2NIAG6EEIIId5oep0i61ME6fb29vQcMJxv50wjMiKcDt37MGXMsCTzvx/XtFU7Thw7wsm/jlmUuRoN9K5RAE8n67ucxmmKJQf8+LRBW3Q6xfEjB4mOiU4SgD/pywaN+fv4kSQLWSvXqMm50/9w/dpVomJiuSvz0d8IEqALIYQQ4o2n1ymyeJpwsEs+SHdwdKTXwBHMnzkFTdNo0a4zk8cMIyYmxmr9tl16snfHNi6cO2NR5uXiQK8aBXB2tL5YNToOVv0VTJnqDdA0jYAHDzjzz9+cOfW3zf6169qb1UsXEhwUlHjsm849WbpgNpERETwMjyZQ5qO/9iRAF0IIIcRbwU6vI4tXykG6o9FIr0HDmTttIo6ORho0bcH0CaOsblSUkAlm49pVXL921aI8o4eRHtXy42BnPeQKj9bYfAkKly5PgP8DvH182bZxA7duXrd+D3Z2dOk9kJmTRif+0WBvb0+bjt2YO20iAHeDI4iIkvnorzMJ0IUQQgjx1kgI0u1TCNKNRhM9Bw5j9pTxeHh6Ue2LL5k9ZZzVbCsJi0xXLJrL3Tu3Lcpz+jrTtUo+7HTK6rWCI2L5PdCb7PmLcPb0P5T6sCyL585MMkr+OFc3dxo3/4Z50ycmHsuQKTMlSn/A1o3rAY1bgWGSH/01JgG6EEIIId4qdnodWZ8iSHdycqZH/yHMmDiGjJmy8lH5TxOzpjzJYDDQc8Bw5s+cQmCAv0V5wcxutK2YG2U9Ruf+o2jO2BXAO2NW9uz4kc9q12PGxNE257/nyJ2HoiVKsXHtqsRjH1f4lDu3bnLx/FmiY+MkP/prTAJ0IYQQQrx1njZId3ZxjQ/SR5MrT16KFCvB8m/nWq3raDQmBvSPQh5alL+X04uvP85h81o3AiIIyFQeF3cv1i5fTO0GjZk2fqTVqTUAH5WvSFhYKMePHEw81rJ9F9auWExo6CPJj/4akwBdCCGEEG+lpw3SXVzdEtMuFipSlKzZc7Ju5VKrdZ1dXOnSewBTxo4gItxyBLt8gXTUK53F5rUu+D3CUKw+DkYnVi5ZQOUaX7Bg5hSb9Rs1b8PPu7Zz59ZNwDzdpl3X3syZMh5N0yQ/+mtKAnQhhBBCvLWeNkh3c3ena59BTB03khKl3sfN3YPNG9ZYrevh6UW7Lj2ZPGYoUVGWI9jV381I1SIZbF7r7xvBpK/YhjhN48cf1lOoSFHWr15uta5Sis49+7Nw9jTCw8MA8PbxpdynVfh+zYrE/OgyH/31IgG6EEIIId5qzxKkd+k9kKnjRvJh2fIA7Nq22Wpd3/QZ+LpNB6ZYSdGolKLB+1n5OJ+PzWsduhJEvs+7EBQYwN/Hj2IwGPhl13ardR0cHWnXpSczJ45JXMRa6oOPeBQSwplTfxMVE4tfcESy9ybSFgnQhRBCCPHWe9og3d3DIzFIr1ilOkGBgfy6Z6fVupmzZqd+k+ZWUzQqpWheNifFs3vYvNbvl4J5t043Ll88R3R0FJcvXeCfE8et1vVNn4FqX9ROMj++Wev2bFq3mpCHwTwMjyI4TOajvy4kQBdCCCGE4P9Bekp50t09POjcyzzPvHrN2ty8fo39v/9itW7O3Hmp/kVtqyka9TpFu4p5KJDR1ea1fr4USvEvO7Lvlz3kzV+QXT9t4ca/16zWfadocby8ffhl9w4AdDod7bv1YXb8fHS/4AgiZT76a0ECdCGEEEKIeE+7mZGHpyede/Vn8pjhfFm/EedO/8PhP/+wWrdA4SJ8VP5Tvp09zaLM3k5Hlyr5yOHjZPNae6/FUKxGC9atXEqVGjVZtnA2gQEBVut+9mU9zp3+h0sXzsX304sqNWqydsUSmY/+GpEAXQghhBDiMYlBuiGlIN2LLr0HMHnMcOo3/prjhw/y19HDVusWK1mKd4oWt5qi0Wivp0e1/GRwd7RxJcW+eyYKV6zLnGkTaNz8G2ZOGkNkhPV55d907sHaFYsTNzoq9l5pYmNjOPnXMSJjYrn3UOajp3USoAshhBBCPME83cXpqYL0zr0GMHXcSBo1b83+3/Zy+p8TVuu+/1E5c4rGVcssylyMBnrVKICns73Vc+M0OBqWgZwlPmHquBE0afWNzRzper2eTj0HMGvymMQFqo2at2HrxvUEBQYSFBbFw/DoFP4fEK+SBOhCCCGEEFbodYqsXk44phikeyYuHG3aqh27t/3IhbOnrdYt/2kV3Nzc2bT+O4syL2cHetcogIujndVzY+LgkrEI7tkKMn/6ZD6v04D5MyZbrevm7s5XzVol5lBXStGxRz/mTI2fjx4UTlSM9Q2QxKsnAboQQgghhA16nSKLlxNGe+tBcwJ3D4/EzYyat+3I5u/XcuXSBat1q3xWE71ez0+bf7Aoy+BupGf1Ajb/KIiI0fDPXJFogwtbNqzh3eLvsXbFEqt1c+XJR4HCRdi6cT1gDto/r12f1UsXEqdp3A4Ms1i4KtIGCdCFEEIIIZKh1ymyeJowPUWQ3q3vYGZMHEOr9l3ZsHo5165ctlr389r1CQt7xJ4dWy3Ksvs40a1qPuz0yuq5oVFxaEW/4t8797l47gxGk4m9O7dZrVuhUlUe3LvLqb//AsyZXnQ6PX8dPUxEdCz3H0Yme0/i1ZAAXQghhBAiBTqdIrOnCZND8kG6m7s73foOYuakMbRs35U1yxdx/dpVq3XrNmzGPT8/9v2yx6Isf0ZXOn6aF531GJ3AsBicy7bl1337cDQa+ffqFf4+ftRq3a+/6ci2TRu4f+8uAF81a8mOHzcSGBBAQGgkjyJkPnpaIwG6EEIIIcRT0MWPpDs7GpKt5+rmTo/+Q5gzdTyt2ndh1ZIF3Lrxr9W6jZq35vLF8xza/7tFWbHsHrQun8vmde4/iiFD9Z6sWLqYkqU/ZO/ObVb/GFBK0bn3AOZOm0hUZGT8fPS+zJ02nri4OO4EhRMTK/PR0xIJ0IUQQgghnpJSikweRlxSCNJdXN3oOWAo82ZMpnnbjixbOIfbt25Yrdv8m46c/OsYfx05ZFH2YV4fGpfJbvM6tx/GkP3L/owfOZQ6DZuw/Ns5BAb4W9QzmZxo1aFL4qZFrm7u1KzbkFVLFhAbZ86PLtIOCdCFEEIIIZ6BUopMniZcjdZTIiZwcnah58BhfDt7Os1ad2Dp/FncvXPbat3WHbtx4I9f+efEcYuySoXT82XJzDavc+OhRs4v+zK4VzdadejKzEljiQi3DLgzZc5KmXIVWL96OQCFihTF3t6B40cOEhYVw4MQmY+eVkiALoQQQgjxH2T0MOJuSj5IN5mc6D1oBMsWzqZx82/4ds407t31s6inlKJDtz78sns7Z079bVH+RfFMVH4nvc3r3AgzkLlaZ4b0MQfpU8eNIDY21qJeqQ8/Ji42liMH9wNQv0lzdm3bQmCAPw9CIgmLjEnptsVLIAG6EEIIIcR/lN7diKezQ7J1HI1Geg8ayaqlC/mqaUsWzJxsM0jv1LM/u7ZuscijrpTiqw+yUSavt83r3I5xxb30V0wdN4I6XzVh3vSJVus1aNqC33/eze1bNx6bjz6BuLhYbgeFExsnqRdftecO0JVSXkqp1kqpjUqpS0qpcKVUsFLqD6VUK6XUU19DKXVNKaXZeFn+SxZCCCGEeMV8XR3xcXFMto69gwO9Bo1g/erl1Gvc3GaQrtPp6NJnID9uXM+lC+eSlilFy3K5KJ7dw+Z17ttnJjJTaTav/46SpT9k9dJvLeoopejcsz/fzp5OeHgYLq5u1KzbkJWL5xMTa140Kl6t1BhBrwcsBEoDh4BpwPdAYeBbYJ1SykaSIKuCgeFWXpNSoa9CCCGEEKnOy8WBdG7GZOvY29vTa9AItmxYQ636jZk/w3aQ3q3vYDauXcXVy5eSlOl1inYV81Awk6vN64R4FuZ8uCuXLpzHzd2dXT9tseyLgwPtuvRk5sQxaJpGoSJFcXBw5PiRgzyKiCYwNOop71y8CKkRoF8AvgAya5rWWNO0/pqmtQTyAzeAOkDtZ2gvSNO0YVZeEqALIYQQIs3ycLIng7sRsD0uaWdnR48Bw9i9bQs1vqxrcyRdr9fTvf9Q1q1cYpE60d5OR5cq+cjp62zzOjHZy7Lzr2sYTU7cvnmD40cOWtTxTZ+ByjVqsnLxfODx+egB3HsYQUS05Rx28XI8d4CuadrPmqb9qGla3BPH/YB58f9Z/nmvI4QQQgiR1rmZ7MnkkXyQrtfr6dZvMAd++5lK1b4wB+l+dyzqJQTz1vKoOxr09KiWn8yetkftdYU+Z8G67ZT68CN+27OLq5cuWtQpWuI9XFxc+ePXvUnyo8fGxnI7MJw4mY/+SrzoRaIJW1M9y5JgB6VUE6XUAKVUV6VUBaWU/kV0TgghhBAitbkYDWTxNJHcDF9zMNyPv48foVzFyiyYNcVqkG4wGOg5cDjLFs7l1s3rScqcHe3oVb0Avq62F6maSjVi6IRZ1G/agtXLFvLg/j2LOrXqN+L4kYP8e/VK4nz0VUsWEBUTy92HEc9w5yK1vLAAXSllBzSL/88dz3BqemAFMBrzfPafgYtKqXLPcO1j1l6Yp90IIYQQQrxQTo52ZPUyodclH6R/07kHly9eoHSZciyYNQW/27cs6iXMXV+2YLbFZkfuTvb0rlEAd5P1jZPiNHD9qCXd+w6hbZdezJ4ynrCwUIt67bv1YdnCOYQ+CqFQkaIYDPb8deQQwWFRPAyPttKyeJFe5Aj6OMwLRX/SNG3nU56zBKiIOUh3At4B5gPZge1KqXdfQD+FEEIIIVKd0d6OrF5O2OmTD7eaf9MR//v3KPZeaRbNnW4xUg7xQfrAESydP4s7t24mKfNxdaT3ZwVwdrSz2n6spnAt14ZuvfvTrktPpo0bQUxM0skNBoOBjj36MmPiGOLi4mjQtAU7tm4iMCAAv6BwomPirLYtXowXEqArpboAPYFzQNOnPU/TtOHxc9rvapoWpmnaKU3T2gFTACMw7CnbKWHtFd8fIYQQQoiXwsGgJ5uXE/Z2yc/W/apZS6Kjoslf6B2WLZjDjX+vWdSxd3Cg18ARLJk/02KkPZOHiZ7V8+NosH6dGE2H4wctGDZqDF81a8WsyePQtKTzy728ffiiTgOWLZiddD56XBy3g8It6osXJ9UDdKVUJ2A6cAaooGlaQCo0m7DYtGwqtCWEEEII8dIY7HRk9TLZDJ4T1KrXEBdXN7Jmz8mqJQu4duWyRR17Bwd6DhjOornTuXvndpKyHD7OdK+aD4Pe+rSaGOyILlSXRUtW8HGFiiz/dq5FnUJFiuKbPgO/7NqOq5s7X9T5ilVLFhAeFcODkMhnuGvxPFI1QFdKdQNmAqcwB+eptbnQ/fh3p1RqTwghhBDipbHT68jq5YTJwfo0lASVq39Bjly58fT2Zu3KJVy+eN6ijoOjI70GjmDh7KkWQXq+jK50rpzX5tz3GL0jd9KXZf/Bo2TImIltmzZY1KlRqy5nTp/kyqULFH63GDqdnhPHjuD/KJLQyGfJ+yH+q1QL0JVSfYGpwAnMwbnlMuH/7v349yup2KYQQgghxEuj0ymyeJpwcbS+oDNBmXKfULL0hzg6OvLD2lVcOHvaos7jQfqT012KZPWg7Se5sZVEJs7eheOxOXkYHkNQUCAH//jNok7bzj1ZvXQhIQ+Dafh1K7Zv+YGgwEBuB4YTEyvz0V+0VAnQlVKDMS8KPQZU1DTtQTJ1DUqp/EqpXE8cL6CUshghV0plB2bF/+fK1OivEEIIIcSroJQik6cJDyf7ZOsVf+99Klf/AoCtGzdw+uQJizqORiO9B41k0dzpFgtHS+XyokXZnLYvYPJiyxUdWXMX4uihAxZ/BNjZ2dGxR39mTjLvNNqhe1/mTB1PTGwsfsGSevFFe+4AXSn1NTACiAX2AV2UUsOeeDV/7JRMwFlg7xNNNQD8lFLblFJzlFLjlVIb4uvmBn4CZDdRIYQQQrz20rkZ8XF1TLZOgcJFqNuwGeHhYezZsdXqbqAOjo70HjSSJfNnWmR/KZvfl4YfZLPZvs4tA/N/v8EnNWrz/ZqVFiPxHp6e1PmqKYvmTMfN3Z0ateqyetm3PIqIJjA06hnuVjyr1BhBzxH/rge6AUOtvJo/RTu/AFuBXEAjoAdQDvgD+Br4TNM0+dcghBBCiDeCl7MDGdyT33U0R67ctGrfhaDAQA78/it/7rOcjpKQ3WXZgjkWO45WKZKBWiUy22zfzisbo9cfoXHrDiyYNZWQh8FJyvMVLEyWbDnYvf1H3i1eEoCTfx3j3sMIIqJjn+FuxbN47gBd07RhmqapFF7lH6t/Lf5Y9ifa+U3TtIaapuXXNM1d0zSDpmk+mqZV0jRtuSa5fYQQQgjxhnEz2ZPFy4QumV1H02fMRJfeA/F/cJ+/jx/hl92W+z/aOziYNzNaOJeb168lKatZIhNVi2Sw2b7BNzf9F++hdeeeTBs/iqiopOOhVT+vxeUL57l4/iyNvm7N1o3rCQoM5E5gOHFxEp69CC9yoyIhhBBCCJECJwc7sno7odfZDss8PD3pPXgE/g/ucf7MKXb8uMmiTsKOoysWzef6tauJx5VSNHg/K+UL+Nps35C+AP3m/0STVu2ZPmGURc7zNp26s3bFYh4GByfOR4+IjuHeQ5mP/iJIgC6EEEII8Yo5GvRk93bCIZkNjUwmJ/oMGU3Iw2CuXbnIpvXfWdRJCNK/W/YtVy9dTDyulKLZxzn4II+3zfZ1GQoxavVvVPv8SxbOmpqkTK/X07nXQGZNHoOLqytVP/+SNcsXExQWRUh49H+4Y5EcCdCFEEIIIdIAg52OrN5OmOxt50o3GAz0HDic2NhYbt+8weql39qss2HNCi6cO5N4XKcUrcvnokR2D5vtx/oUYO7OU+Qr+A4bvluepMzN3Z16jZvz7expFCtZitjYGE79/Rd+wZJ6MbVJgC6EEEIIkUbodYosXiZcjbbTMOp0Ojp074uziwsPHtxj4aypFlNS7Ozs6NF/KFs3rufMqb+TtN/u0zwUzuxms/1QtzxsOx2EXmfHL7u2JynLm78gOXLnYefWzTRq3oYt368hKCiI24Hh//GOhTUSoAshhBBCpCFKKTJ6GPF2sZ2GUSlFs9btyZEzNw+Dg5kxcTRxcUlHsfV6Pd36DmbP9q38c+J44nGDXkfnynnJm97FZvv3HLJwKtSNK5cv8vfxo0nKKlf/guvXrnDp/Fnad+vLnKkTCI2Mxj8k8j/esXiSBOhCCCGEEGmQt0vKaRg/r12f0mU+JuThQyaOGmKRgUWn09G51wB+/2V3kjzqDgY93avlI6evxR6RiS5He/HIuwh7d27j2pXLScpatu/Chu+Wo5SiUvXPWb96OfdDIgmPivlvNyuSkABdCCGEECKNcjPZk9XLhF5nO0j/qHxFvqzfiNBHIYwd2p+wsNAk5UopOnTrw7FDf3Jo/++Jx432dvSoVoAsXiabbf8V4Ih7kWqsWjKfB/fvJR7X6/V06tmf2VPG8m7x94gID+PMqRPcDgwnVlIvPjcJ0IUQQggh0jCTgx3ZvJ2xTybDS6EiRWnTsTtRkRGMG9qfoMDAJOVKKdp06s65M6f4dc/OxOPOjnb0rlGADO62p9P8fjOOXOUbMXvKeEJDHyUed3Vzp0HTliycNZUmLduyad1qAoOCuBssqReflwToQgghhBBpnL2djmzeTpgcbGd4yZItO70GjSBO05gwYiB3bt20qPN1mw7c87uTJI+6q9FAn88K4uvqYLPtHZciKFy1OdPGjSAm5v/TWHLnzU/ufPnZtW0L7br2Zu60iQSHRRIcJpu/Pw8J0IUQQgghXgN6nSKLpwkPJ9sZXjw8vRg4cjxGo4lp40dy8fxZizr1mzQnMjKCTetW//88J3v6fFYQT2fbbW85G0KBig2ZMXF0kqwxn1b9jBvXr3H/rh8VKlfj+zUruBscQVSMpF78ryRAF0IIIYR4TSilSOdmJJ2b7cWjRqOJASPHkzlbdhbOmsqxw39a1KlZ9ytMTk6sWb448Zi3iwN9PyuIm8lg49o6Np8NJ1OJKiyeNzNJWav2Xfh+zQpy5y3Ao5AQzpw6ye3AMIv0j+LpSIAuhBBCCPGa8XCyJ4unCZ2yHqTr9Xo69+xPiVIf8N2yRezduc2iTuUaNcmYOQtL589KDKTTuTnS57MCuDhan0qjdDq2X47FLkNBfli7MvG4TqejU8/+zJo8hsYtvuH7NSvwDwzigaRe/E8kQBdCCCGEeA05OdqR3ccZh2QWjzZo2oIaNeuwdeN6Nny3wqK87CeVKPjOu8ybPikxSM/kYaL3ZwVwcrDRrk7PL3eM3I02JdnIyNXNna+atWLRnOm069qbOdMm8iAkkrBISb34rCRAF0IIIYR4TSUsHnV2tD4tBaBC5Wq07tCN3/fuZO60iRbTTkp9+DFlP6nE1McWgGb1cqJXjQIY7W0H6YcfpePY5bucOHYk8XDCotEjf+6n3CeV2LhuJbeDJPXis5IAXQghhBDiNabTKTJ7mvBytp2FpVCRovQdNoYLZ08zalBvoiIjLcq/rNeIiSMHExlhTpOYw8eZntXy42iwHi5qSs8ZlYcffz7I1UsXE48nLBp1dXMnODCQM6f+wS8oPBXu9O0hAboQQgghxBvAx9WRTB4mlI156ZkyZ2XU5JmEh4UxoEdHgoOCkpTnyJ2H5t90ZMLIwYQ+CgEgd3oXulfNj72d9ZAxTum55lqCRWs2cv/e3cTjrdp34Ye1K/mibkPWr16Gn38gQaGSevFpSYAuhBBCCPGGcDEayObthEFvPcRzcnZh5KSZZMychf7d2nHrxr9JyjNkykynnv2YPGY4Af4PAMiX0ZVuVfJh0FsP/GPR4ef7EVPnLuZRyEPg/4tG502fQOuO3Zk7bSJ+weGSevEpSYAuhBBCCPEGcTToye7jbHNeul6vp0f/oZSvVJWhfbtz6u+/kpR7eHrRc8BQ5kwdn7jZUcHMbnSunA87nfUgPUbTcT9DecZNnUVUlHmkPGGn0Y1rV/FRuU/YtG41tyT14lORAF0IIYQQ4g2jj5+X7uPiiK186fUbN6d1h65MGj2U3dt/TFLm5OxCn8GjWLZwTuJmR0WyutOxUl70NoL0aE1xN0MFxk2eQVyceaQ8YdFoUGAg/v4POHXqFPcl9WKKJEAXQgghhHhDebk4kMXLZDOofv+jcgwdO4U1yxezYOaUJKPb9g4O9B48ku1bfkjc7KhYdg86fJrHdpAep7jpXYZJM+YmHktYNPrBR+VYt3IJN+8FECqpF5MlAboQQgghxBvMycGO7N7OOBqsp0zMkSs30+Yv5cw/Jxjcu0viFBWI3/Co1wD+OXE8cbOjEjk8aVcxNzZidKLiFJecijF30fLEY63ad2HT+tV81aw1c6dN5HZgODGxMh/dFgnQhRBCCCHecIb4fOkeTvZWy11c3Zg8dwmurm50btWYwAD/xDKlFM2/6UjIw4d8v8a82dF7Ob1o+0lubCSMISpOx/HYXKxYtwn4/6LRNcu/5f0yZflh3Wr8giNS9R7fJBKgCyGEEEK8BZRSpHMzktHDhM5KZK3X6+kzZBSVa9Skc6vGXLpwLkl5rXoN8fL2ZdHcGWiaRunc3nxTwXaQHq3p+T3Qm807fgH+v2j0nxPHuX/vLn/9fVJSL9ogAboQQgghxFvE1Wggu48zDjamvNT5qgl9hoxmUM/O7NmxNUlZ+U+rUKLUB0wbN5KYmBg+yONN6/K5bCxDhWjs+PGaHXv3HwX+v2g0Y6YsrFu5hKt+/kRGx6bm7b0RJEAXQgghhHjL2NvpyJ7MlJcixUowa/EqVi5ewIyJY5IsHi1a4j1q1W/E+OEDCH0UQpm8PrQsl9NmkB6jDKw+GcafJ8wj8p9W/YxbN6/zSeXq5vnoQeGSevEJEqALIYQQQryFEqa8ZLIx5cXbx5eFq77nnt9turRpRnh4WGJZjly5ad+tD5PHDOee3x0+zu9Li2SC9FidPQv/vMeJ8+aNkVq178Ivu7fzTtESrPtuFfcfSurFx0mALoQQQgjxFnMxGsjh44zR3s6izGAwMGryLD74uBwtG9Ti5o3riWWeXt70HjyCb+dM58K5M5RNIUiP09kzY+81Tl/zS1w0emj/b9y768eh4ycIjZDUiwkkQBdCCCGEeMslZHnxtrGxUaOvWzNgxFi6fdOMX/fsTDxuNJroO3Q0u7Zt5uAfv6UcpOsdmPzTBc7f9MfVzZ2GX7cmOiqKtSsWc/HWfUm9GE8CdCGEEEIIAYC3iwPZvE0Y9JYh4jtFS/Dt6o0sXTCLGRNHJ84b1+v1dOrZn6uXL/HjD+ueIki3Z/yPp7l4J5hcefKRt0BB8uYvxKwp47kTFP4C7+71IQG6EEIIIYRIZLS3I7uPM65GywWk7h4eLF6zmaDAANo1a5BkXnrDr1thcnJi4expfJTXO8XpLmM3neSS30M+rfoZwcFBZMuek1UrlhMoqRclQBdCCCGEEEnpdYqMHuac6fontgzV6XQMGTOZWvUa0uTLapw/eyqxrGKVGnxYtjwTRw6mVDaXFIJ0A2M3neSiXwit2nfh4vkz3Lp5g32Hjr31qRclQBdCCCGEEFa5xi8gdXKwXEBa7YsvmblwBYN7d2XV0oWJxwu9U5Tm33Rk/IhBFPDUaFk+mewuyo5xm09y8e4jOvcagP+De6xdsYSLN++/1akXJUAXQgghhBA22el1ZPFyIr2b0SIdY8YsWVm9aScnjhymR7sWxMSYM7Gky5DRnOFl9jR8Y+/RpkIumzuOxqJnwpZT3AyBxi2+wWRyYurEsdwLjnjRt5ZmSYAuhBBCCCFS5O5kTw4fZ0xPpGO0s7Nj4uyFlP6oHA2/qMT1a1cBMJmc6Dt0NL/u2Un0jb/4pkLuZIJ0HZO2nSHMMR3vliiJ0Wji28WL3trUixKgCyGEEEKIp2Kw05HV2wlfV0fUE9F2gybNGT9jPt3bNWfdyqWAeb562y49CQoM4PK+72n7SW50toJ0TTF1+1m8C5TBwdGRS+fPseePQ29l6kUJ0IUQQgghxDPxdHYgp48zpifmpufMnZd1237myMH9dG7dhKgoc0aWmnW/olCRYuxbM4M25bJbLDxNEKcpZuw8z7tVmxATE8Oqpd9y4cbdF34/aY0E6EIIIYQQ4pkZ7HRk9XIig3vSuel6vZ6JsxZSucYXNKhRkXNnzFleipUsRdOWbdm9bBKNS3onE6TDvL2X+LBeR+LiYhk/eiQBjyJfyj2lFRKgCyGEEEKI/8zNZE9OX2ecHQ1Jjn/+ZX3mrVjP0D7dWDhrKgDpM2aiz+CRHNu6lM9yKez0toP05X/epvgX3xAeFsasufPeqtSLEqALIYQQQojnYqfXkdnTRCYPE3aP7UKaLn161vy4mzt3btG8/hc8fBiMo9FIr0EjCLlyjNJOftjbWQ9HNWDL2VAylP6Cv44cZvvPf7w1qRclQBdCCCGEEKnCxWggp48znk4OEJ/9XCnFkNGT6NSzP01rV2fXti0opWjWuj15fY3keHgMBxtBOsAhfycc8pXn23mzuHjd7yXdyaslAboQQgghhEg1Op3C182R7D5OGB9LyViy9Aes2/YzW75fS7e2zYmJiaFcxco0qlUF75t7cbSztZ0RXNNlJTrLBwweNJBH4dEv4zZeKQnQhRBCCCFEqnM06Mnmbd7gKGFBqIODA7MWr6JilerUrVaOk38dI1uOnAzs3YUMd3/HQW+7vWCPQvg5FWDspKlvfOpFCdCFEEIIIcQLk7DBkbvJnoRpL5/Xrs+SdVuYNGoIIwb0wtHRyJD+vSiuu4Q9tjcnikxXhF9v6di0Y+9L6v2rIQG6EEIIIYR4oez0OtK7G8nu45S4E6mHhxfLv99Gluw5qFetAhfOnqZtyybUyQt2seE224pN9w5Ttp7m7JWbL6v7L50E6EIIIYQQ4qVwNOjJ6u1EJg8ThvhsLy2+6ci85WsZObA3Iwf2plK5D+lZORd20Y9sthPnW4BvZvxEYIjtQP51JgG6EEIIIYR4qVyMBnL6OuPj4ohOKXzSpWflxu1kypKVetUqoIsOYUyTD3CMC7PZRrRbNuqP3/JGLhqVAF0IIYQQQrx0Sim8XBzI6fv/tIwt23Vm7rI1jOjfk3njhzCuWRk87W1vUBSid6fhtD0Ehka9vI6/BHYpVxFCCCGEEOLFsNPr8HVzxMPJnvshkZA+A6s27WDlonm0qFWRHkPGsuu2IzeCrI+U34/Q0XLefua1fp90bkYA7t27x9GjRzl9+jTh4eEYjUYKFSpEyZIl8fX1fZm395+ot2VHJgCl1LHixYsXP3bs2KvuihBCCCGEsCIiOpZ7DyMIi4whJDiYXp1aY3B0ImONHly4a3vKi4+LPbUzBrB2+UJ27txps16VKlXo3Lkz1atXRynbudefV4kSJTh+/PhxTdNKPOu5EqALIYQQQog0JywyhgchkYRFxfDz7u1MnziWAl8NwS/a2aJu1KMArm2bReD5A4A533rp0qUpWrQobm5uBAcHc+LECQ4dOkRkZCQAtWrVYu7cuaRPn/6F9P95AnSZ4iKEEEIIIdIck4MdWR3sCIuM4bMan1Puk8oM6NGZOLci6DIVTawX/uAGZ1f0JzrkAXoHE9nKN2LBmD5ULJ7Hok1/f38WLVrEqFGj2LRpE0eOHGHv3r3ky5fvJd5ZymSRqBBCCCGESLNMDnZk9XYih68rM+cuYFCjssRcMY+URz0KSAzOnTMX5J128/EpXZdhW6/y8xk/i7a8vLzo06cPp06d4sMPP+TWrVt8+umn+PlZ1n2VnjtAV0p5KaVaK6U2KqUuKaXClVLBSqk/lFKtlFLPdA2lVGal1GKl1G2lVKRS6ppSappSyuN5+yqEEEIIIV5PCYH6p2XeY+O0PuS2u8e1bTMTg/P8Tcfg4OYDQHSsxsB1f/PDkRtW28qaNSu7d+/mww8/5ObNm7Rv3560NO07NUbQ6wELgdLAIWAa8D1QGPgWWKeecga+UioXcAxoARwGpgJXgK7An0opr1TorxBCCCGEeE2ZHOzI4uVE3SJuBJ7/E529idx1+qM3OCapp2kwYesZvv3lktXg22Qy8d133+Hi4sKmTZvYvn37y7qFFKVGgH4B+ALIrGlaY03T+mua1hLID9wA6gC1n7KtOYAv0EXTtFqapvXTNO0TzIF6PmB0KvRXCCGEEEK85ubNnQPA1+27YXT3sVnv218vM2nbWWLjLIP0rFmzMmjQIABmzpz5Yjr6H7zQLC5KqQGYg+pZmqZ1TqFuLuAScA3IpWla3GNlLsAdQAG+mqaF/sf+SBYXIYQQQojX3L1790iXLh0ODg7cunWLi4Ea/decIDza9qZGFQulY2jtItjbJR2f9vf3J1OmTERGRnLv3j18fGwH+8/iebK4vOhFogkZ5WOeom6F+PddjwfnAJqmhQD7ARPwfup1TwghhBBCvG6OHj0KQOnSpfHy8uL93N7Mal4SN5PB5jl7T9+lx8pjhEYkDUu9vLwoVapUknZftRcWoCul7IBm8f+54ylOSchvc8FG+cX497xPce1j1l6Yp90IIYQQQojX2OnTpwEoWrRo4rFCmd2Z37IU6d0cbZwFR68GsPOfOxbHE9pJaPdVe5Ej6OMwLxT9SdM029s5/Z9b/HuwjfKE4+7P2S8hhBBCCPEaCw8PB8DNzS3J8ew+zixoXZqcvpabGQF8WTILX5bMbHE8oZ2wMNs7lb5MLyRAV0p1AXoC54CmL+IaydE0rYS1V3x/hBBCCCHEa8xoNAIQHGw5ruvr6sjcFu/xThb3JMc/KZiOXjUKYC25YEI7JpMp9Tv7H6R6gK6U6gRMB84AFTRNC3jKUxP+H3azUZ5wPOi/904IIYQQQrzuChUqBMCJEyeslruZ7JnZrCRl8poXfJbI4cmwOkXQ66xn/k5oJ6HdV80uNRtTSnXDnBLxFFBR07R7z3D6+fh3W3PME/ZrtTVHXQghhBBCvAVKliwJwKFDh/D398fLy3KrHEd7PeO/KsryfVdp8H42i+wtCfz9/Tl8+HCSdl+1VBtBV0r1xRycn8A8cv4swTnAL/HvlZ/cfTQ+zWIZIAw4+JxdFUIIIYQQrzFfX1+qVKlCZGQkixYtslnPTq+jZflcODnaHpNetGgRkZGRVK1aNdVSLD6vVAnQlVKDMS8KPYZ55PxBMnUNSqn88XnPE2madhnYBWQHOj5x2nDACVjxX3OgCyGEEEKIN0fnzuYtdkaNGsX169f/UxvXr19n1KhRSdpLC557iotS6mtgBBAL7AO6WJl8f03TtKXx/zsTcBb4F3Mw/rgOwAFghlKqYny90phzpF8ABj5vf4UQQgghxOuvevXq1KpVi02bNtGwYUN27979TIs8w8LCaNiwISEhIXz55ZdUq1btBfb22aTGHPQc8e96oJuNOr8BS1NqSNO0y0qpkpgD/qpAdcw7iE4HhmuaFvi8nRVCCCGEEK8/pRRz587lyJEjHDhwgEqVKvHdd9+RNWvWFM+9fv06DRs25MCBA2TOnJk5c+ZYze7yqjz3FBdN04ZpmqZSeJV/rP61+GPZbbR3Q9O0FpqmZdA0zV7TtGyapnWT4FwIIYQQQjwuffr07N27l8yZM3PgwAEKFy7MhAkT8Pf3t1rf39+fCRMmULhw4cTgfO/evaRPn/4l9zx5StO0V92Hl0Ypdax48eLFjx079qq7IoQQQgghUomfnx/t27dn06ZNADg4OFCqVCmKFi2Km5sbwcHBnDhxgsOHDxMZGQlArVq1mDt37gsLzkuUKMHx48ePx+/F80xSNc2iEEIIIYQQL1v69On54Ycf2L59OzNnzmTHjh3s27ePffv2WdStWrUqnTt3plq1amlqWsvjJEAXQgghhBCvPaUU1atXp3r16ty/f5+jR49y+vRpwsLCMJlMFCpUiJIlS6aZVIrJkQBdCCGEEEK8UXx8fKhWrVqayszyLFJtoyIhhBBCCCHE83vbFon6G41GzwIFCrzqrgghhBBCiDfY2bNnCQ8PD9A0zetZz33bAvSrgCtw7RVcPn/8+7lXcG3xcsgzfjvIc347yHN+O8hzfvO9ymecHXioaVqOlCo+6a0K0F8lpdQxgP+Sake8HuQZvx3kOb8d5Dm/HeQ5v/le12csc9CFEEIIIYRIQyRAF0IIIYQQIg2RAF0IIYQQQog0RAJ0IYQQQggh0hAJ0IUQQgghhEhDJIuLEEIIIYQQaYiMoAshhBBCCJGGSIAuhBBCCCFEGiIBuhBCCCGEEGmIBOhCCCGEEEKkIRKgCyGEEEIIkYZIgC6EEEIIIUQaIgG6EEIIIYQQaYgE6EIIIYQQQqQhEqD/R0qpzEqpxUqp20qpSKXUNaXUNKWUxzO24xl/3rX4dm7Ht5v5RfVdPL3nfc5KKSelVGOl1Gql1DmlVKhSKkQpdVQp1VMpZf+i70GkLLV+np9os6xSKlYppSmlRqVmf8WzS81nrJQqHv8zfTO+rbtKqd+UUs1eRN/F00vF380fKaU2x58foZS6rpT6SSlV9UX1XTwdpVRdpdRMpdQ+pdTD+M/Ylf+xrVT/7E8tspPof6CUygUcAHyBzcA5oBRQATgPlNE0zf8p2vGKbycv8DNwBMgP1ATuAR9omnblRdyDSFlqPOf4D/PtQADwC3AJ8AC+ANLHt19R07SIF3QbIgWp9fP8RJsuwEnAG3AGRmuaNig1+y2eXmo+Y6VUJ2A6EAhsA24BnkBh4KamaV+l+g2Ip5KKv5vbA3OAUGAjcBPIDNQGTMAgTdNGv4h7EClTSp0A3gUeYX42+YFVmqY1ecZ2Uv2zP1VpmiavZ3wBOwEN6PzE8Snxx+c9ZTvz4+tPfuJ4l/jjO171vb7Nr9R4zkBRoDFg/8RxF+BYfDs9X/W9vs2v1Pp5fuLcxZj/KBsQ38aoV32fb/MrFT+zKwNx8e25WCk3vOp7fZtfqfSZbQCCgHAg3xNlBYAIIAxweNX3+7a+MAfQeQAFlI9/titfxb+XF/mSEfRnFP8X1yXgGpBL07S4x8pcgDuY/9H4apoWmkw7zphHyeOADJqmhTxWpgOuANniryGj6C9Zaj3nFK7RCFgFbNU07fPn7rR4Zi/iOSulagKbgKaAHbAEGUF/ZVLzGSul/gZyA1m1VzmyJiyk4u/mdIAfcFLTtHetlJ8E3gG85d/Aq6eUKo/52+lnGkF/Gb/jn5fMQX92FeLfdz3+QAHig+z9mL8Cez+Fdt4HjMD+x4Pz+HYSRmgev554uVLrOScnOv495jnaEM8nVZ+zUsoXWAhs0jTtP82JFKkuVZ6xUqowUATYBQQopSoopXrFryWpGD+wIl6d1PpZvgfcB/IqpfI8XqCUyot55PaEBOevvZfxO/65yAfKs8sX/37BRvnF+Pe8L6kd8WK8jOfTMv59x3O0IZ5Paj/nhZg/V9s9T6dEqkqtZ/xe/Ps94FfM64YmApOAPcAJpVTu/95N8ZxS5Tlr5mkFHTH/HB9TSi1TSo1VSi3HPC3xNFAvFforXq00H4PZvaoLv8bc4t+DbZQnHHd/Se2IF+OFPp/4hWZVgROY5yuLVyPVnrNSqiXmxb8NNE27+/xdE6kktZ6xb/x7K8wLQ2sAfwDpgCFAE2CbUuodTdOi/nNvxX+Vaj/LmqatV0rdBr4DHs/McxfzlDWZdvr6S/MxmIygC/GSKaVqA9Mwz3Oso2ladPJniLROKZUd8zNdr2naulfbG/GCJPy+1ANfaZr2k6ZpDzVNu4g5iDuKebStzqvqoEgdSqkmmL8V2Yd5Yagp/n0vMAtY8+p6J94WEqA/u4S/qtxslCccD3pJ7YgX44U8H6VULcwf7veA8rIA+JVLree8GHPWhw6p0CeRulLrGSeU+2ma9ufjBfHTIjbH/2epZ+yfSB2p8pzj55kvxjyVpammaec0TQvXNO0c5oXfx4B68YsTxesrzcdgEqA/u/Px77bmJSUsKrE1rym12xEvRqo/H6VUPWA95q9Jy2madj6FU8SLl1rPuTjmKRD34zfN0JRSGuavwwEGxh/b9Fy9Ff9Fan9mB9koD4x/Nz5dt0QqS63nXBlzqsXfrCwejAN+j//PEv+lkyLNSPMxmMxBf3a/xL9XVkrprKTmKYM5R+rBFNo5iHnErYxSysVKmsXKT1xPvFyp9ZwTzmkMLMM8d7WCjJynGan1nJdj/hr8SXmAspjXGhwD/nreDotnlpqf2aFAdqWUk5XUa4Xj36+mQp/Fs0ut5+wQ/+5jozzhuKwzeL2l6u/4F0FG0J+RpmmXMafZyo55pffjhgNOwIrHP7yVUvmVUvmfaOcRsCK+/rAn2ukU3/5OCeRejdR6zvHHv8YcwF0HysozTTtS8ee5i6ZprZ988f8R9G3xx2a/sJsRVqXiMw4DFgGOwCillHqs/jtAc8wpUzek/l2IlKTiZ/a++Pe6SqkijxcopYoCdTFvYvNzqnVevDBKKUP8c871+PH/8u/lZZONiv4DK9vDngVKY86reQH48PEcqfFfdaNpmnqiHa/4dvJi/mE/jHkhSk3Mc5Q/jP9HJF6B1HjOSqkKmBcb6TDPa7xh5VJBmqZNezF3IVKSWj/PNtpujmxU9Mql4me2K/Ab5h2CD2HOlZwO8xbwRqCbpmnTX/DtCBtS8TkvBlpgHiXfCPyLOZCrBdgD0zRN6/5i70bYEr+Wq1b8f6YHqmDOrJPwx9UDTdN6xdfNjvlbrX81Tcv+RDvP9O/lpUutLUnftheQBfMv3juYf4j/xZzFwcNKXY34dURWyjyB6fHnR8W3txjI/KrvUV7P/5wxj6ppKbyuver7fNtfqfXzbKVuwvMf9arv8W1/peJntjMwGvMv8EjMc9J3AZVf9T3KK3WeM+YdJJtjzncfiPmbkQDMWVy+etX3+La/MM86eKrfqZj/sLL5e/ZZ/r287JeMoAshhBBCCJGGyBx0IYQQQggh0hAJ0IUQQgghhEhDJEAXQgghhBAiDZEAXQghhBBCiDREAnQhhBBCCCHSEAnQhRBCCCGESEMkQBdCCCGEECINkQBdCCGEEEKINEQCdCGEEEIIIdIQCdCFEEIIIYRIQyRAF0IIIYQQIg2RAF0IIYQQQog0RAJ0IYQQQggh0hAJ0IUQQgghhEhDJEAXQgghhBAiDZEAXQghhBBCiDTkf46UKHobbOsiAAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 432x216 with 1 Axes>"
]
},
"metadata": {
"image/png": {
"height": 211,
"width": 372
},
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[GRP] ready.\n"
]
}
],
"source": [
"G = GaussianRandomPathClass(name = 'GRP',kernel = kernel_se)\n",
"G.set_data(t_anchor = np.linspace(start=0.0,stop=1.0,num=3).reshape((-1,1)),\n",
" x_anchor = np.array([[1,1,5],[3,4,2]]).T,\n",
" t_test = np.linspace(start=0.0,stop=1.0,num=100).reshape((-1,1)),\n",
" hyp_mean = {'g':1.0,'l':0.5,'w':1e-6},\n",
" hyp_var = {'g':1.0,'l':0.5,'w':1e-6},\n",
" APPLY_EPSRU = False\n",
" )\n",
"G.plot(n_sample=10)\n",
"print (\"[%s] ready.\"%(G.name))"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "9945ee43",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x216 with 1 Axes>"
]
},
"metadata": {
"image/png": {
"height": 211,
"width": 362
},
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x216 with 1 Axes>"
]
},
"metadata": {
"image/png": {
"height": 211,
"width": 372
},
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[GRP] ready.\n"
]
}
],
"source": [
"G = GaussianRandomPathClass(name = 'GRP',kernel = kernel_se)\n",
"G.set_data(t_anchor = np.linspace(start=0.0,stop=1.0,num=3).reshape((-1,1)),\n",
" x_anchor = np.array([[1,1,5],[3,4,2]]).T,\n",
" t_test = np.linspace(start=0.0,stop=1.0,num=100).reshape((-1,1)),\n",
" hyp_mean = {'g':1.0,'l':0.5,'w':1e-6},\n",
" hyp_var = {'g':1.0,'l':0.5,'w':1e-6},\n",
" APPLY_EPSRU = True,\n",
" t_eps = 1e-2\n",
" )\n",
"G.plot(n_sample=10)\n",
"print (\"[%s] ready.\"%(G.name))"
]
},
{
"cell_type": "markdown",
"id": "211d257c",
"metadata": {},
"source": [
"### Instantiate Leveraged GRP"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "35b12bdd",
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x216 with 1 Axes>"
]
},
"metadata": {
"image/png": {
"height": 211,
"width": 362
},
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x216 with 1 Axes>"
]
},
"metadata": {
"image/png": {
"height": 211,
"width": 372
},
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[LGRP] ready.\n"
]
}
],
"source": [
"G = GaussianRandomPathClass(name = 'LGRP',kernel = kernel_levse)\n",
"G.set_data(t_anchor = np.linspace(start=0.0,stop=1.0,num=3).reshape((-1,1)),\n",
" x_anchor = np.array([[1,1,5],[3,4,2]]).T,\n",
" l_anchor = np.array([[1,0.5,1]]).T,\n",
" t_test = np.linspace(start=0.0,stop=1.0,num=100).reshape((-1,1)),\n",
" l_test = np.ones((100,1)),\n",
" hyp_mean = {'g':1.0,'l':0.5,'w':1e-6},\n",
" hyp_var = {'g':1.0,'l':0.5,'w':1e-6},\n",
" APPLY_EPSRU = False\n",
" )\n",
"G.plot(n_sample=10)\n",
"print (\"[%s] ready.\"%(G.name))"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "5699c68c",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x216 with 1 Axes>"
]
},
"metadata": {
"image/png": {
"height": 211,
"width": 362
},
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x216 with 1 Axes>"
]
},
"metadata": {
"image/png": {
"height": 211,
"width": 372
},
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[LGRP] ready.\n"
]
}
],
"source": [
"G = GaussianRandomPathClass(name = 'LGRP',kernel = kernel_levse)\n",
"G.set_data(t_anchor = np.linspace(start=0.0,stop=1.0,num=3).reshape((-1,1)),\n",
" x_anchor = np.array([[1,1,5],[3,4,2]]).T,\n",
" l_anchor = np.array([[1,0.5,1]]).T,\n",
" t_test = np.linspace(start=0.0,stop=1.0,num=100).reshape((-1,1)),\n",
" l_test = np.ones((100,1)),\n",
" hyp_mean = {'g':1.0,'l':0.5,'w':1e-6},\n",
" hyp_var = {'g':1.0,'l':0.5,'w':1e-6},\n",
" APPLY_EPSRU = True,\n",
" t_eps = 1e-2\n",
" )\n",
"G.plot(n_sample=10)\n",
"print (\"[%s] ready.\"%(G.name))"
]
},
{
"cell_type": "markdown",
"id": "57be0538",
"metadata": {},
"source": [
"### GRP sampling"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "e290020f",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x432 with 1 Axes>"
]
},
"metadata": {
"image/png": {
"height": 374,
"width": 603
},
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[LGRP] ready.\n"
]
}
],
"source": [
"G = GaussianRandomPathClass(name = 'LGRP',kernel = kernel_levse)\n",
"G.set_data(t_anchor = np.linspace(start=0.0,stop=1.0,num=4).reshape((-1,1)),\n",
" x_anchor = np.array([[0,1,-1,0]]).T,\n",
" l_anchor = np.array([[1,0,0,1]]).T,\n",
" t_test = np.linspace(start=0.0,stop=1.0,num=100).reshape((-1,1)),\n",
" l_test = np.ones((100,1)),\n",
" hyp_mean = {'g':1,'l':1/2,'w':1e-8},\n",
" hyp_var = {'g':1/5,'l':1/4,'w':1e-8},\n",
" w_chol = 1e-10,\n",
" APPLY_EPSRU = True,\n",
" x_diff_start = np.array([[-4]]),\n",
" x_diff_end = np.array([[-4]]),\n",
" t_eps = 1e-2,\n",
" l_eps = 1.0\n",
" )\n",
"G.plot(n_sample = 10,\n",
" figsize = (10,6),\n",
" lw_sample = 1/2)\n",
"print (\"[%s] ready.\"%(G.name))"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "906d77a7",
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.8.13"
}
},
"nbformat": 4,
"nbformat_minor": 5
}
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