diff --git a/notebooks/1.2-parametrized-path-curves.ipynb b/notebooks/1.2-parametrized-path-curves.ipynb index f7ec4c1..4f6a193 100644 --- a/notebooks/1.2-parametrized-path-curves.ipynb +++ b/notebooks/1.2-parametrized-path-curves.ipynb @@ -7,6 +7,13 @@ "# PATH WAYPOINTS AS PARAMETRIZED CURVE" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "In this notebook I try to reproduce the parmetrization of the track via curve-fitting like its done in Udacity MPC Course. " + ] + }, { "cell_type": "code", "execution_count": 10, @@ -183,6 +190,58 @@ "#plt.savefig(\"fitted_poly\")" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Error Formulation\n", + "\n", + "So, the track can be represented by fitting a curve trough its waypoints, using the vehicle position as reference!\n", + "\n", + "\n", + "\n", + "Recall A fitted cubic poly has the form:\n", + "\n", + "$\n", + "f = K_0 * x^3 + K_1 * x^2 + K_2 * x + K_3\n", + "$\n", + "\n", + "The derivative of a fitted cubic poly has the form:\n", + "\n", + "$\n", + "f' = 3.0 * K_0 * x^2 + 2.0 * K_1 * x + K_2\n", + "$\n", + "\n", + "Then we can formulate\n", + "\n", + "* **crosstrack error** cte: desired y-position - y-position of vehicle -> this is the value of the fitted polynomial\n", + "\n", + "* **heading error** epsi: desired heading - heading of vehicle -> is the inclination of tangent to the fitted polynomial\n", + "\n", + "Becouse the reference is centered on vehicle the eqation are simplified!\n", + "Then using the fitted polynomial representation in vehicle frame the errors can be easily computed as:\n", + "\n", + "$\n", + "cte = f(px) \\\\\n", + "\\psi = -atan(f`(px)) \\\\\n", + "$" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### In Practice:\n", + "I use a **convex** mpc so non-linearities are not allowed (in Udacity they use a general-purpose nonlinear solver) -> so this solution does not really work well for my case..." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Extras" + ] + }, { "cell_type": "code", "execution_count": null, diff --git a/notebooks/2.3-MPC-simplified.ipynb b/notebooks/2.3-MPC-simplified.ipynb index 386ecf3..afe8eb8 100644 --- a/notebooks/2.3-MPC-simplified.ipynb +++ b/notebooks/2.3-MPC-simplified.ipynb @@ -78,13 +78,15 @@ "\n", "class MPC():\n", " \n", - " def __init__(self):\n", + " def __init__(self, N, M, Q, R):\n", " \"\"\"\n", " \"\"\"\n", " self.state_len = N\n", " self.action_len = M\n", + " self.state_cost = Q\n", + " self.action_cost = R\n", " \n", - " def optimize_linearized_model(self, A, B, C, initial_state, Q, R, target, time_horizon=10, verbose=False):\n", + " def optimize_linearized_model(self, A, B, C, initial_state, target, time_horizon=10, Q=None, R=None, verbose=False):\n", " \"\"\"\n", " Optimisation problem defined for the linearised model,\n", " :param A: \n", @@ -100,6 +102,11 @@ " \"\"\"\n", " \n", " assert len(initial_state) == self.state_len\n", + " \n", + " if (Q == None or R==None):\n", + " Q = self.state_cost\n", + " R = self.action_cost\n", + " \n", " # Create variables\n", " x = opt.Variable((self.state_len, time_horizon + 1), name='states')\n", " u = opt.Variable((self.action_len, time_horizon), name='actions')\n", @@ -110,9 +117,7 @@ " for t in range(time_horizon):\n", "\n", " _cost = opt.quad_form(target[:, t + 1] - x[:, t + 1], Q) +\\\n", - " opt.quad_form(u[:, t], R) +\\\n", - " opt.quad_form(u[:, t] - u[:, t - 1], R * 0.1)\n", - " \n", + " opt.quad_form(u[:, t], R)\n", " \n", " _constraints = [x[:, t + 1] == A @ x[:, t] + B @ u[:, t] + C,\n", " u[0, t] >= -MAX_ACC, u[0, t] <= MAX_ACC,\n", @@ -121,10 +126,11 @@ " \n", " # Actuation rate of change\n", " if t < (time_horizon - 1):\n", - " _cost += opt.quad_form(u[:,t+1] - u[:,t], R_)\n", + " _cost += opt.quad_form(u[:,t + 1] - u[:,t], R * 1)\n", " _constraints += [opt.abs(u[0, t + 1] - u[0, t])/DT <= MAX_D_ACC]\n", - " _constraints += [opt.abs(u[1, t + 1] - u[1, t])/DT <= MAX_D_STEER] #max steer rate of change\n", - "\n", + " _constraints += [opt.abs(u[1, t + 1] - u[1, t])/DT <= MAX_D_STEER]\n", + " \n", + " \n", " if t == 0:\n", " #_constraints += [opt.norm(target[:, time_horizon] - x[:, time_horizon], 1) <= 0.01,\n", " # x[:, 0] == initial_state]\n", @@ -268,10 +274,11 @@ "\n", "def get_ref_trajectory(state, path, target_v):\n", " \"\"\"\n", + " For each step in the time horizon\n", " modified reference in robot frame\n", " \"\"\"\n", - " xref = np.zeros((N, T + 1))\n", - " dref = np.zeros((1, T + 1))\n", + " xref = np.zeros((N, T+1))\n", + " dref = np.zeros((1, T+1))\n", " \n", " #sp = np.ones((1,T +1))*target_v #speed profile\n", " \n", @@ -281,6 +288,7 @@ " dx=path[0,ind] - state[0]\n", " dy=path[1,ind] - state[1]\n", " \n", + " \n", " xref[0, 0] = dx * np.cos(-state[3]) - dy * np.sin(-state[3]) #X\n", " xref[1, 0] = dy * np.cos(-state[3]) + dx * np.sin(-state[3]) #Y\n", " xref[2, 0] = target_v #V\n", @@ -290,7 +298,7 @@ " dl = 0.05 # Waypoints spacing [m]\n", " travel = 0.0\n", " \n", - " for i in range(T + 1):\n", + " for i in range(1, T+1):\n", " travel += abs(target_v) * DT #current V or target V?\n", " dind = int(round(travel / dl))\n", " \n", @@ -325,7 +333,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "CVXPY Optimization Time: Avrg: 0.1026s Max: 0.1282s Min: 0.0958s\n" + "CVXPY Optimization Time: Avrg: 0.0908s Max: 0.1129s Min: 0.0846s\n" ] } ], @@ -355,7 +363,13 @@ "action[1] = 0.0 #delta\n", "u_sim[:,0] = action\n", "\n", - "mpc = MPC()\n", + "# Cost Matrices\n", + "Q = np.diag([20,20,10,20]) #state error cost\n", + "Qf = np.diag([30,30,30,30]) #state final error cost\n", + "R = np.diag([10,10]) #input cost\n", + "R_ = np.diag([10,10]) #input rate of change cost\n", + "\n", + "mpc = MPC(N,M,Q,R)\n", "REF_VEL = 1.0\n", "\n", "for sim_time in range(sim_duration-1):\n", @@ -364,21 +378,18 @@ " \n", " # dynamics starting state w.r.t. robot are always null except vel \n", " start_state = np.array([0, 0, x_sim[2,sim_time], 0])\n", - " action = np.array([u_sim[0,sim_time], u_sim[1,sim_time]])\n", + " \n", + " # OPTIONAL: Add time delay to starting State- y\n", + " \n", + " current_action = np.array([u_sim[0,sim_time], u_sim[1,sim_time]])\n", " \n", " # State Matrices\n", - " A,B,C = get_linear_model_matrices(start_state, action)\n", - "\n", - " # Cost Matrices\n", - " Q = np.diag([20,20,10,20]) #state error cost\n", - " Qf = np.diag([30,30,30,30]) #state final error cost\n", - " R = np.diag([10,10]) #input cost\n", - " R_ = np.diag([10,10]) #input rate of change cost\n", - "\n", - " #Get Reference_traj\n", + " A,B,C = get_linear_model_matrices(start_state, current_action)\n", + " \n", + " #Get Reference_traj -> inputs are in worldframe\n", " target, _ = get_ref_trajectory(x_sim[:,sim_time] ,track, REF_VEL)\n", " \n", - " x_mpc, u_mpc = mpc.optimize_linearized_model(A, B, C, start_state, Q, R, target, time_horizon=T, verbose=False)\n", + " x_mpc, u_mpc = mpc.optimize_linearized_model(A, B, C, start_state, target, time_horizon=T, verbose=False)\n", " \n", " #retrieved optimized U and assign to u_bar to linearize in next step\n", " u_bar = np.vstack((np.array(u_mpc.value[0,:]).flatten(),\n", @@ -423,7 +434,7 @@ "outputs": [ { "data": { - "image/png": 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N2BHjMFHdZLraBvhVAuOdd94hOTmZ0tJSX4ciIiI1PPDAwQRGWloUs2cX+jYgERERP5KRkcEDDzyAy+Vqt3OsW7eOZ599FrfbzZQpU5g+fXqt9StXruT1118HIDQ0lKuuuor+/fsDcN111xEaGorL5SIgIID58+e3XWDhkVBS1HbHa09BIc7XioqWH6NGBYbtoAoMCvKcr6XF0M0TGO33F9ZMubm5rFmzhilTpvg6FBERqZaWFlVnWXp6VJ119W0nIiLSXRx11FFs2LCh3Y7vdrtZsmQJd955J4sWLeKTTz5h165dtbbp1asX99xzDwsXLuSnP/0pTz31VK31c+fOZcGCBW2bvAAIC4fSkkY3seXlbXvOlgoKAsBWtCIeTwIjIbHDhpB4Ey/FnSRR1I78pgLjueee49JLL220+mL58uUsX74cgPnz5xMfH99R4TUoMDDQL+KQhuk18n96jfzT/fcHkJ4e4E1YJCcnedfFx8eTnh7M73/vvKHWfHz//QHcdVeV96t0DP0d+T+9Rv5Pr5H/89fXaMaMGcyZM4fevXsTHR1da921117b6uNv2bKFxMREevfuDcDEiRNZvXo1KSkp3m2GDh3qfTx48GByczvmw7UJi2h0CInN2IH7vpm47v4DJrlfh8TUIE8z1QOtqcCoHkIS3xu+/xZrLca0cytPz7Ck4s7TLLW9+EUC44svviA6OpoBAwbwzTffNLjd1KlTmTp1qvd5Tk7HjDlqTHx8vF/EIQ3Ta+T/9Br5H88wkQceSCIjI7NW8gIgJMR5I73jjvLq4SRJ3tfwgQeS+M1v9ni/1jyetB/9Hfk/vUb+T6+R//Pla5SUlNTgusceewyXy0VycnK79MDIy8sjLi7O+zwuLo7Nmzc3uP2KFSsYN25crWXz5s0D4NRTT631maqmpt4wrplIKoyLp7SspMFty7d+R77bTeS+vYSNOarBmBtSuvwtSt56idhFz9ebKGhOUqskJJhCIMi6iW1hIqwsPJwCICw5ldKNXxIXFoIr8uCwjvZIsuWFR3AAiHQZwpp5bH9L+rU2Hr9IYHz33Xd8/vnnrF27loqKCkpLS1m8eDEzZ870dWgiIt1OWloU6elRdSovZs1yEhCe5Z7H9VVoHCo93Ulg1ExkKKkhIiJdxddff82TTz5JWFhYuxzfWltnWUN3/b/++ms+/PBD7rvvPu+y+++/n9jYWAoKCnjggQdISkpixIgRdfZt6g3jmokkNy5saQl7s7Mx9fQAce91bmYUbv+B4hYkn9zffoXd/j05W7/H9OjZaCyHPVb1kI8DxUUtToS58/cBUBblxJK7ZRMmpX+L4mmqKlcAAIVZmc3+GfpbYra+eBpLDh7KL3pg/PznP+eJJ57g0Ucf5aabbmLkyJFKXoiI+EDNpEJGRqb365w5VcyeXVjvOs/jmjzJjOTkpFqJjUOTHzXPKyIi0ln169ePwsL2S8rHxcXVGhKSm5tLTExMne22b9/Ok08+ya233kpU1MH31tjYWACio6M5+uij2bJlS9sFFx4B1kJZA30wyqunlc3NbtnxPfvv3d2y/WvyNO9szRASzzCUeGc4T4f0wQh0endQrBs/fpHAEBER3/NUXtRMPniW1+xl4anEOFTNZEZjSQ01BhURka7myCOPZN68ebz22musWLGi1r+2MHDgQLKyssjOzqayspJVq1YxYcKEWtvk5OSwcOFCrr/++lp3tMvKyrx9BsvKyli/fj2pqaltEhfgJDAAGuqDUZ2AsDl7Wnb81u5fkydx4UmKtER1E09TncCwHTGVqmfqViUw/GMISU1HHnkkRx55pK/DEBHptjw9LzIyMmtUZIR413uqMGomMhpLangSIx6NDTvxDDWp+VhDTURExN999913xMbGsn79+jrrTjnllFYfPyAggBkzZjBv3jzcbjeTJ0+mb9++LFu2DIBp06bx6quvUlRUxNNPP+3dZ/78+RQUFLBw4UIAqqqqOOGEExg7dmyrY/IwYeFYaHgmEm8Fxt4WHd+WVU/y0JYVGK2ZzaOqugIjNgGMq2MqMDyJFyUw/C+BISIiHevQBEPNSonGEgc119V87ElmeL7Onl1IenpUrcRIzfMc7rw1kxqedUpqiIiIP5k7d267n2P8+PGMHz++1rJp06Z5H19zzTVcc801dfbr3bs3CxYsaL/AwppWgUFeNtbtrrdPRqM8++e0QQLjQPX0qaXF2AMHMNXTqjaLZwhJcAhEx7R8aExzVCderBIYGkIiIiK1h3xkZGQya1ZhixMEnv3qS2rUd95D1zU0jMWzrubXmutERETEB8Ijna+lDVQ1VFQnDSorYf++5h/fM4RkbxsMIfFUYFgLuS08XvUQEgIDIaE3ti0SK4fjqcDoiGoPP6cEhohIN3Zo3wtofDaRlmps2El9jUEbS2ocqr5khpIaIiLS3q6//vombdflJyeo7oFhC/fXv94zBARaNoykLSswPMkUgD1ZLTuGZwhJQCAmoQ+0RWLlcDxxZ2dh3e72P58f0xASEZFuyjMMo+bwjtZUXjTF4Yad1FxXM66aDq3OqMkz3KS+YSciIiJtKS8vj5deeumw2xUUFHRAND4Ul+AMI9m6CU6cVnd9RTm4XOB2Y3P2YAYOa97xPQmMfbktH/ZRzR6ogJ6xkJ+H3ZtJ/RPRHoYngeFyQUJvyM/FVpRjgkMa3681PAmMAxVOFUZcQvudy8+pAkNEpBtqaMYRXzlcY9CmzHByuAoNzXAiIiJt6YQTTiA3N/ew/yZOnOjrUNuVcQXAkCOx331V73pbVgq9+jhP8lpSgVF6cKrW1vabqKiAmHjneDu3tewYVZUQGIgxBuITnWVtMUNKYw5UQEp/53F23eug7kQVGCIi3Ux9lRe1Zxypy1rrXICUFENpsfO1pBhbWuN5YCCER2IiIp3xsOGR4HkcGua80R9GfRUajfXPgIabgTZlhpOaPw8REZHmuPbaa30dgt8wQ47EfvkZdn8+pkfP2isryiEqGooKIacFCYjyMhg4DDZ94wwjSUxueaAHyp3mm6kDsav+hT12EmbE2OYdo6oKApyP0SYh0ZmBJTsLktpwatpDHajApByB3bUN93v/xDV0VPOboXYRSmCIiHQjnsqLQ6cxrfkh3paVwrdfYr9eg/3uaygsILu0BNxVTTqHrW+hy+Xc7QiPhMgemLhekJAICYmYhETnDkZMrHMX5xCNzXDiUTOZ0diwk/qSFfVN16qkhoiISNOZXn2c9/99OXBoAqO8DCJ7QEIidm/z+k7YygNQVYVJ7o/d9A12TxZmZCsCraiAqGhcV8zEfcsvsF9/0fwERmUlBFRfr/RJceLM2okZe2wrAmuYrax0kia9+sCQkbBhLWzZCEOObJfz+TslMEREuokGKy8WRjLrom9wv/8F9us1sHmDUx4ZEgZDR2KGjyY8LoESDIRFYMIjnGREWCSEhVc/jnD2KSly5lav/mqLC6urNWosKyzAbtsMX3zijIf1BBgYCHG9q5MavSE+EdMrERL7OssCApo9w8mhU8TWl7ypue7QCg0lNURERJogJt75ui8H+g2qva68DOISMFE9sBvXN++4nv4XvRKd642sHa2L80AFBAdjomMgdQA2a2fzj1FVebACIzwSesZBZivjaoxnBpLgEFy/vBn3bb/EZm7HKIEhIiJdUc0pSD0f3of268GPe3/Iulv+zU0B/8N9T46zcXI/zNSzMCOPgkHDMYFOo6zI+HjKcnIaP1FQEISGQezBxlKNDRqxlZXOhc7e3di9u52vOdVfv98IpSW1kxu9kzGJKZDUF/r0xfRJgd7JjVZo1JewgYaHnRyapNCwExERkSboGQeA3Zdb972/vAwTEga9k+C/H2JLSzBh4U07bll1AiMkDJL6YTNan8AwQcEAmD59sZu/af4xagwhASA5Ffvpv7FnXYTp1Q49xQ5UN/AMDnESRaFh7Zsw8XNKYIiIdHGeD/Dp6VHs2radB0/5kNvHLHGaYpWHwYixmDMuxIwcj4ntuK7WJjDw4DCSQ9ZZa52KjT2Z2N27IHMndvcu7I7vYc0qsNZJbpjqDuB9+mL69OXm41OxO/sza2YK4CRfWluhoWEnIiIihxEV7Qyr2Jdbd115GYSEOAkDgN0ZcMTgph23vHoK1tAwTHIqdvVKrLVN6qtVr4oKJxEA0Kcv/O+j5iVUoPYQEqoTId+sxf3kAgLuWtSyuBpT7klgBDvfd5++2MwWVI50EUpgiIh0UTVn2khO7sOpvT7ih18s4vZhu/g+6HgG33AGDBzmJBL8jDEGIqJgwFDMgKG11tmKciexkbUTsnY6XzN3OsNfqiqdi6OAAKdiI7kfNw/rh/2yP/dcfyTWhmOMabRCoy2HnYiISNdXWVnJ5s2b2b59O8XFxURERNCvXz8GDx5MoB++x7YH43I5VRiHJDCsuwrKSiE0HBI9/SJ2YJqcwHAqMExIKDa5H3z0nlO92dIbLhVl3gSGSenvXDPs2gaDRzT9GFWVEHhwKldz6jnYD9+GHd87329b8wwh8VSOJPfDrvu0dYmcTqx7/EWJiHQzNT+ED4rYytwRaUxK+JTc4H78s/fD/OzuZs7B7kdMcAj0PQLT94hay21lpZPYyNgGGduxGduxP3wHq1digRmA+8ZwSErl5uT+uD/sj0kdwG9vqv1W2JbDTlShISLSde3fv5+lS5fy0UcfERkZSXJyMqGhoZSVlfHuu+9SVFTEpEmTmD59Oj169PB1uO2vZyx23yHDTbOznA/8icnQu4+TPNjxA0yc0rRjlhY7X0PDMf0HYwH7xSo46TRMSEizwrMV5VBa4lSLAPR3kijut17Cddm1mPjeTTtOVVXtCozYBMzlN2CffQT2ZEKvph2nyYr2O+eJqL650n8w/OcD+HY9dtjobpfEUAJDRKSL8XxQfnoxfPPwIiqWvU1QRCj3fjGLez86gZ910btBJjAQklMxybWnMbOlJd6EBhnbnMTG5/+Bj9/DAtcbF1V3JbHsoiG430/F9B3AnTe6gbrTkzV32IkqNEREuq65c+cyefJkFixYQGxsbJ31eXl5/Oc//2Hu3LksWtQOQwv8jImJx+7cWnthxnZnXXJ/Z6axvkc405cefSJm4OFvptj9+c6DHj0hvpez7OUlsHMrZsZNzQswP8/5GuP06zDRMc7zDWtxP7WAgDsXNu04VbWHkACY1AFOcmX7Fhg1rnlxHYbNq04KxTqNUs2AoVjAnX4X5upbMUef2Kbn83dd8ypWRKSbSkuL4pH0cDJf/hf/nvQoVR/k88qu6RSecjnR/XpiArvfB2cTFu40JB003LvMWuuUoO74AbvjB+zOHxi24yvsqyuwwDVA1W/j+fCCIbhfT8WkDmDuDaOwNrzZw04OVV+FhpIaIiKdz4IFCxodIhIbG8vZZ5/N6aef3oFR+VBMHKxfXWtog9213elXVT3dqElMxn7/Le75v8X11OtQWYl98SnMqec4jboPVSOBYWoM27D/XUFVfi6um+5tenz5zvAW07NGsmnEWNiwDrZuomr+b3H99vf1TuleyyFDSACnn0ZoGPaNFygJDIAJJzU9rsPxVLV4ZnpJOnijxj61APe+XFzTprfd+fxc3dtLIiLSKaWlRTHryq28NnEGD49+gB+K+xF4VzrZ02Zy7W0B+oBcgzHGKfkceyyusy8m4LrfEfDQElyL/oZr1v2Y86/EDD6SgVE7sW+/jPuxB/nl9xfjvvlSqtLm8NqlD+P+9N8MjvwB667y/mw9w01qSk5O8lZm1KzQALxJjprJjpq9S0RExH/VTF4888wz9W7z3HPPtVkfjHXr1nHjjTdyww03sHTp0jrrrbU888wz3HDDDdxyyy388MMPTd63TfSMg4pyZ/p0T0xZO6BXH2f4J2COOuHgupeX4L72p9iP38f94p/rP2ZBvpMsqG6y6brlQejVx1m38UvcN1xA+frPnWGkh2E9FRjVM6YAuH59G2bq2c6T7791hrccziFDSABMQAAMGgF7d1P45EKq7r4O+8Uq7J5M56ZJa+TlQHgkJjTMey7XtXce/L5eeYaqtDnYzB3YstLWnasTUAWGiEgXkJYWxbKnM7ho3W0Miihh5rr7WZp5GrNeLVLiohlMZA8YPgYzfIx3mS0vh11bsTt/8FZsHLX/NeySA/zrJHDfEAzJ/Xnr58Nwf5zC6OhjeefLCExQcKsqNNQ/Q0Sk8/joo4+YMWNGneUff/wxV1xxRauP73a7WbJkCXPmzCEuLo477riDCRMmkJJysGph7dq17N69m8WLF7N582aefvppHnzwwSbt2yY8FQL5uRARWf04zztkA8CMOgrXvX/CPfd67PI3Du77zVrcTz6M69e/rX3M/flO9UV1RYcZOhLXlTfifuh2Z31FBflzZ0JcL8wZF2CS+zkzle3cipl0Wu3+ENUVGNSowDDhEXDSad5Y7Jr/Yrdugr27McPHYEZNqPt9Vh6oPY2q51jJqdivv3CeZO3E/cT8gysHDHWmf69yO9POR8c4yZ78fdAzBqqqsLl7cc24qc6MKHZfjnf4iPdc447D/OR87LuvOgu+XY977vXO4+FjMEmp0G8QJiQUpp1V93toBVtZCd9+id28EQpynVlZQsMgLAKiekBkNCYq2nkcFQ2RPZw42ogSGCIinVxaWhSzpnzA1V+nE94rilNfX8KKb8MZkKbkRVswISHObC01xuraykrYvQu74wfY6SQ1Rpf/C/vXYt46/jHcNwRAUirzR47F/XESs342mD8sOo4du7IbbAbalBlOQMkMERF/smLFCgCqqqq8jz2ys7OJimqbqrotW7aQmJhI795Og8iJEyeyevXqWkmIzz//nJNOOgljDEOGDKG4uJh9+/axd+/ew+7bFkxMnDOrx74cSO7nLCwswPQbVHvDPn0hOhYKqisiEpNhdwb28/9gf3WLM6NJNbs/3/mwX/M8g0bgSvsL7tm/OLgwNxv7/J+oWetgBgyF1AEHF+TnOU1EwyJqH69PCq4nX8N9z8yDCQHAfvA6AX9+gzoqKyGsbgNRc/oFENED+8+/1N3nh++cxuKHYdevxhw7qfbCvL0Hk0M1z3f2xZjRR+N+6LbaKzZ+id34pXM8wH3CKYc9b1PZL1fjfnkJZGc6VSg9YiAw0JlppqTYGV5Tfd5agoOhZzyuBx5vdQxKYIiIdGJpCyMpeO0NKjc+wqai4fzy3+nsrYgnLa1QH3LbkQkMhJT+mJT+gHNhYK2FnD1Olcb2Ldhtmzmv/wfYvxZhgc2nB1M1fwBzh4/jqgf6YPoPpu9RR7ErY3eTZziBhis0fv/79v6uRUTkUCtXrgScqVQ9jz2io6O57rrr2uQ8eXl5xMUdrGSIi4tj8+bNdbaJj4+vtU1eXl6T9vVYvnw5y5cvB2D+/Pm1jldTYGBgnXVV7kHkABEHygmvXpddtJ+w3n2IOmTbgqOPp2z5m0T9ajZhP55O4RMPU7r8TWKpIqC6WSdAbkkRroTexBwaR3w8VU/+g9IP3qD41XoSBkBUyX5Ca+xXUFbCgdh44hPqn4K16ISpFL/y7CGnqfv951SUEZjcl5511sXDZb+masJxlKz6kJK3Xq73PI0J25tZ52e1t7CAkGGj6FHfa5HYh/K70yn+x1858M3aeo+595JT6XnvYkJG11NN0gwl77xK4Z/TCeh7BJG/fZCQccd6h7WAcx1kS4px78/HXbAP9/58bM3HVZX0SEio93enOZTAEBHppNIXhnNz4sPYEe/B+Ilc8ODDfL8zT8kLHzHGQEIiJCRijpoIQLi1kJ2F3baZoG2bsds2c/mAf2KXlGOB9adGUpU+kNuGjuOGhYk8tWwc9/1xAOCUvNY3w4nHoRUav/99hYadiIh0sLlz5wLw4osvctFFF7Xbeerro3Do9JkNbdOUfT2mTp3K1KlTvc9zcnLq3S4+Pr7OOusGjKFo5zZKcnKwByqwJcWUBgZTfui2Z1yIOXCA4iOPomTfPuz442H5m+R98yXGdbBBZtW+HEzfI+qPwxWEnXYe8T8+l5zFD8BXnzvf29RzsMtfZ/+mDRQNG1vjWHkQEtbg92RHHQ2HJDD2/rAF06NnrWVV+wtwBwQ1/LMZPoay+CRcZ/0c+8UnTnXCzq3YHd87FSAHKmB/AYSEOEMvysucISlbN1Gy4h3KTvhxrUaj7uIiylwBVDRwPvoOwl73O1zFhdhlS6FwPzZzB+z43rtJwfK3cCX1r3//JrBff4H76UUw9jjs1bdSFBREUVExFBXX3TgoFOL7OP8OkZOTU+/vTlJSUp1tG6IEhohIJ/THh12MWXUXNuG/PPb9L3joneuwuPSh1c8YY6B3EqZ3ElSXhLqqqiBrB3brZra/sZ3RxRu4ZuBfcT9exVXA2VPi6HX0ANJeHc+tf0qE/oNJGVZ7qrmGKjQ07EREpONUVlZ6G3Q2lrw4cOAAQUFBDa5viri4OHJzc73Pc3NziYmJqbNNzQ+Gnm0qKysPu29bMIFBToPMnD3Ogv0FztdDEgDg9Jwyl157cEFSXwBsxnZv3wnrdkNhAUTV3d97HGMIiE8gYObd2MICyNyBGTqKqi//B1m7am9cVuJtBlrvsfqk4LpzIaT0hx824V54J2zZAOMnerex1kJJEYRHNngcT1wY06wpTt3/+wj7dBp26V8xV9zonK/ygJPwOGTYS53zBQVDzzjMBb+sfcyVy5yhNSuX4Y6OxXXOz5scj4ctK8X9lz9Cn764fjUb08rf5dbSLCQiIp2Mzc3mgh03cHzcZ5jLr2f+dzewK2M3s2ap8qIzMAEBmJQjcJ04jXELfkXAXYsIeuwlXHcswFx8NTkJR0F2FjcPfgr34ntxz7qU/5x8NjvvupG//+LPHBv7BeEBJYCTpPAkM0JCgoH6ZzHxVHHUXKfZTkREWueWW27h9ddfJy8vr971+/bt4/XXX+e3v/1tveubY+DAgWRlZZGdnU1lZSWrVq1iwoTaQwImTJjAxx9/jLWWTZs2ER4eTkxMTJP2bTMJvbF7qxMYhfkAdSoY6mMioqDvEdiP3sMeqHAWFheC211vAqTeY0RFY4aOcp706Yvdta32BqUlENpwAgPAHDHESQYMHAY9Y3GvXFZ7g/JSZxaSiLZ/D3UdOwmGjcZm7qwRc/WsIoeJu8FjnjiN8LMuBMC+9WKLjmGXLYX8PFyXX++dTcaXVIEhItKJPPtgLqd9exshrnJ+sWYx/3nvWEB32Ds7ExTsdCgfMJRR1b22HnvYxfVnr8Nu20zZsm3YbRs5MfcTTjwOMC6+KRjEyDMH8P6mMfz+paP5oTgVi6tZw04O7aUhIiJNd99997F06VJuvfVWIiMj6dOnD2FhYZSWlpKVlUVJSQmTJk3i3nvvbfW5AgICmDFjBvPmzcPtdjN58mT69u3LsmXOB+xp06Yxbtw41qxZw8yZMwkODubaa69tdN/2YBISsV9X92IorK7AiIpu0r6us3+O+9F58N1XMPIoZwYSaHICo1YcI8Zh1692Kjo8DUVLS+rM8NHg/oGBmB9Nxr73T+yBCud9GqC4eshEeOMVES1lElOwn32Etdap4ihzblg0VjlyOBHn/4KS1f9xhrRWVjp9vJrIlpdh//UmjD22VjNzX1ICQ0Skk7B7MvnpjjuJ6GWZ8uYzbC4a4J2iUx9Au54bfusGRmOGjWb4ac4yuz+ffy7axbljvyT32W3Y1R8zrfQ9pk1y7l59uG0kk2f0wwwYypFnnkTBgYMXjU0ZdqIeGiIiTdejRw8uv/xyfv7zn7N582Z27NhBcXExkZGRpKamMmjQIO8Qk7Ywfvx4xo8fX2vZtGnTvI+NMVx11VVN3rddxCdCQR62vNyZQQSanMBgwBAA7J4szEi8CYymVHAcyhx9Avblp7Gf/6dWAqNZiYDEFLDWmVWlV/UNgWLnfdG0QwUGAL2TnNk8CgucxE2pkzBpauKlPq4ePTGn/RT73GJnRpNedXtTNMT+7yMoKcI17dwWn7+tKYEhItIJ2Jw95N9zNwdK3Jz94VNsLnKmBUtOTmLWLH3I7C5Mj578dG5PYCRrtkRx8s0FsCeD9x7bzjmjv6NX1gbsW//DWjdfnQr0TmZD6ZH8bdV41uaP5NvCQfVWaHiSFarQEBFpvsDAQIYPH87w4cN9HYrvJSQ6X3P2ONOWQp1pUBsU1RNCwmBvFsDBBEh0z2aHYXr0hPjesCfTOZa1h+2BUecYMfHOdKB5NRIYJUXO14jGe2C0lElMds65O6M6gVE9hKQVCQwAk9DHOW52VvMSGP9d4Ux7O8h/freVwBAR8XM2L4d9d99NdHAJP/7wKf79XSjJyajnRTfnvPYu6NOXn9zflx7x01m2o5yR1+2BbVtY+fw2jk9cz4gf/seDI50S45LKUMJHDOTznFE8+cFRrM0fRXZ5fK2kxqHqq9BQUkNEpK78/Hy2bNlCYWFhrZk/TjnlFB9G1bFMQqLzQTlnN+TnQmRUk/smGGOgVyI220lgtGYICQCxCdi8vc7j8jKnmqI5iYBYZ7pVm5eDd86W4vZNYNDXuUFlN32NGXKktwLjcE08D6uXk1iye7Oof/6ZumxuNmzZiDn3sgZnrfEFJTBERPyYLdhHzl1zCSzZz5mfPcbGwiEkJ/s6KvFXTlIhHIaN5qQHRwNnY63l6fnF/PKUL3jxdxnMGLyGCQWvMuEop5nXrtJE1u4bxdqCI1m7bxQD+g6j3O1cbDZUoaEZTkREavvss8/44x//SJ8+fdi5cyd9+/Zl586dDBs2rFslMEhw7u7bvVnYfbnOrCTN0asP7NruPC7YB4GBLf7wbmITsBvWOU9KW9BLIqY69n0HZ3axngqMw8xC0lImOgYGDcd+sQrOvBDrjTusdQeOjnV+jpk7mryLXfeZE9NRx7fu3G1MCQwRET9lC/eTfedc4s1ezvv8T7y7IYbkZNT3QprFGMOv7ogEJrH/J1EEzC7EHqjg/x7aw8XHrWHNoh2cPepLzsr9wNkhIJCsoCG8uWEcX+SP5ot9Y0hPj1eFhohII1566SWuvfZafvSjH3HllVfy8MMP8+GHH7Jz587D79yVREZBaBjs3QMtSGCYXn2w6/6HrapyKjB69Gz53f/YBKcfR2XlwWaYzZjNwwSHON9P3sEEhqcHRnslMADMqAnY1/7qJEu8TTxbV4FhjHFmedn+fZP3setXQ2KyMxW8H9E0qiIifsgWF7H7jnuJLM3iwo8e4fN9YxtswijSVJ7fGxMUzCVz+uKaeg4/nHInAfOfxrXgOX71xQLM1LPpkwKX93uFJ8ffxudTTuM/J5/NI2Pu4rLUVzh1WCEBppLk5KR6Zzmp+RU0XauIdA85OTn86Ec/qrVs0qRJfPzxxz6KyDeMMRCfiN3rDCExMc2swEjo40xTmrcXm5/rVA60VGy8M2wkP9dpjEkLmmHWHIYCULQfAoMgJLTlcR2Op4/IvoNxt3Qa1ZpM6gDI2OYkhw7DVh6Azd9gjuyAxq/NpAoMERE/Y0tLyLz9PhKrtnLZF+m8+lWSKi+k3XiTGj1jOfKSfrjOHwrAnxeEcON5X3LPLzK5+5LPSP3+U84reBeAospw1uWP5PN9o/li32iG9xvF/srGKzQ0w4mIdGU9evQgPz+fnj17kpCQwKZNm4iKisLtdvs6tI7XKxF2bnUqKJpdgZF0sNlkzh5M/8EtDsPEJVQ34dwLBw44C5ubwIhPhMztB58X7oeo6HbtCWFi4py49+VAWSkEBmGCglp/4L4DoKIC9mRAUmrj227/Hg5UYAYf2frztjElMERE/MgjC4I5d+ccepds5pdrHuKjnInenhf60Cftrebv1023lgPD6HHu0QT85hSstRw32PDfv3/Eq3N2cMVJX3DCzmfAunFbw+aiI/hi3xhuPGYM/cMrSU7uCzVahR1uhhP9fotIZzZlyhS+/fZbjjvuOM444wzuvfdejDGceeaZvg6tw5mkVOya/zpP4ns3b+fqGTLs7gwn8TDhhJYH4m3CuRcTWJ0AaGYlg+nVB/vlZ1h3FcYVgC0saPq0sC0Vc7B5KKXFrZ6BxMM7w8nePYdNYNgtG50HfjT7iIcSGCIifsJWVTF05YOkJH7FdV8+wHNrh6jyQnzOW6FhDBf8JgrXsZPIP626l0ZZCRcek8eLD/6Hod9/S+LaD/h56msA5Jb3rO6hMZpzR44hxBVb5/e4vqQGKJkhIp3P9OnTvY8nTZrEkUceSVlZGSkpKb4LykfMKWdi33oJQkIxRzczAREdA8HB2E1fO0NJmpsAqak6EUDuXqxn1pDIZg5r7NUHqiqdPhjxvaGwAKJ6tDympoiOAWNgXy62IL/ls7AcKr4XADZ3z2FnIrFbNkCvPk5TUT+jBIaIiB9IWxjJ1N0Lmdb7Y+76+lbezPoxb6ryQvyM5/fQm9QIDefYX/TGdaZzgT46OZGdn33GrT/N4uFff8qEzzcxrbcz/vuAO4CvPx3Gk1NHc0biGMYPGAPU//utCg0R6ezi4+N9HYLPmKhoXPOegNBwTFBw8/Z1uSAxBdascp5Xf+huURwhIRDZw0k+lJdCQCD0aN4HctOrz8EhLdUJDJPYvkkpE1gd574cp39Hz1b0AakpqicEBUNudqObWWthywbM6GPa5rxtTE08RUR8LC0tioC3/8rIgnf4w+Zf8pftFwIwa1Yhs2YV6kOb+LWav583zyrGJKfS52dTcV15IwmPPsrY5R/gun4OT229jHFHW64Y8A8eH387q6f8hE9OPov+K+Zz58SVjOzxLakpvWo1Bq3ZDNTzWE1BRUT8n+mVhGlh5YA54dSDT3q1cgYMTxPO3ByIiXMSJM1R3VDTZmc5zzuiAgMgJg67Lwf25WKaOxVtA4wxENcLm9N4AoPdGVBU6JfDR0AVGCIiPpWWFsXNY/8P++2zmBOnkfbONWRkZJKcnKTEhXQ6h1ZoAFxxfSBmzDE89N10Zq7IxFV5gDNGF/LW4pV8+ch2po9YzfT89wEoqQxlbf5IvsgfzaVjRxMdGNnosBNVaIiIdD3m+KmwdTMMHYlpzRASgLgE2JOJLSuBuBZUc3gqNvbvw5aXQUW5U8nQzkyvPthN3ziNUJs7k0tj4nsdvgJj22YnhgHD2u68bUgVGCIiPpKWFsXmF1ZR9cLTvLf7ZPrfeR9gSEuLYtYsfRCTrsGTVPD8TpvAIKb8sh+uqedw7dr5uB5+Ftf8JVy3dh4R06YyKGU/1w74C385+ia+mnYKZ6yewd9OW8IFKa9z0pAKDG5vFYYqNEREuh4THIJrxk24jp/a+mPFJkDuXsjdi4lt/rAeExgIEVHO7COFBc7CjqjA6JPiDB+x7mbP5NIYE98b9u52hok0JGMbBAZC71ZWv7QTVWCIiPhAWloUs37yMWUb7sc1dAQ3vD+PHbuydRdZuqyav9c1kxpOSWsCgy8egOviUSRdDINTe7Jp2cc8dPUubj3/c/p+s4KL+74OQH5FD774eBS/f300P4odgy2LwYSGeY9dX4WG/q5EpDMrKipi0aJF7N27l4SEBG6++WYiIyNrbZOTk8Ojjz5Kfn4+xhimTp3K6aefDsDLL7/Mv/71L3r0cD54X3zxxYwfP77Dvw+fSOnv9L8oL21ZBQY4CYvCAm8Cw7T3LCSASUzBk2JoqyEkAPROhpIiKNrf4GwqNmM7JPZ1kjd+yD+jEhHpwtLSoli+ZAe/+no+20uO4II//Ylyd4g+ZEm3U19SA+CaG6sww0bzx+9P4/aZpxPudjNpWCX/fuYj3n1gBxN6rmdKr08AqLgugI2Fg7lvxCiuPXoMKWFOU9zZtxR5kxma4UREOrOlS5cyatQopk+fztKlS1m6dCmXXnpprW0CAgK47LLLGDBgAKWlpdx+++2MHj3aOwvKGWecwdlnn+2L8H3KDB9zMBGQ3K9lB4mMxhbtx3grMNo/gUHNRqGtaGR6KO9Uqlm7Gv4+dm3DDBvTZudsaxpCIiLSgdLSoph1ybf8ZcKNRPSO4vLVf2TjdjXrFKmpzrATl4tzfh2H64RTue2ruxj24h9wPfJ3Ll/9B4LO+inRfcL4Wcpb/HHsHFZNPpuLv7yAN898hF8d8Tfs998S7KrwHrvmsBPPcBMNOxERf7Z69WomTZoEOFO0rl69us42MTExDBgwAICwsDCSk5PJy8vr0Dj9kalZdTHuRy07SHUFhu3IBEbvZIiOcRqaJqW23XGrEyN29656V9viQsjPg5QWJns6gCowREQ6SFpaFP/3WAnnr72XUJfhpH88QXZ5PGlpSl6I1KehYScAJiKKf+8dimv6ERwxHVJTerF91X+548LdHBWzngkx6zm9zwrc8+GbU4P430+H83n+GH7cezS2oBcmOkYVGiLSKRQUFBAT4zSTjImJYf/+/Y1un52dzdatWxk0aJB32fvvv8/HH3/MgAEDuPzyy+sMQfFYvnw5y5cvB2D+/PkNTgcbGBjoN1PFHi6Wykf+CkHBBPZuWUPQ/Qm9Kf/hO8LdlRQBcf0H4AoLb3E8TWWXvIEJCGj1cWrGY2NjyQ4OJqwgl6h6YqzYvZN9QPTw0YS00+vb2p+PEhgiIh0gLS2KWVdncMbnc0iJKeD05X/mk82BSl6INFPNv5eazW5vvLkUkzqQv+44kfn/PR6AcQOCWfPqv3nu1l0c1XM9V/Z7kWsG/BX3LbCjJJnHxw3D/XYfpvQ6CpvXA2LivckMzXAiIh3p/vvvJz8/v87yiy66qFnHKSsrIy0tjSuuuILwcOdD9rRp0zj//PMBeOmll3j++ee59tpr691/6tSpTJ16sHlmTk5OvdvFx8c3uK6jHTaWiOqKiRbG6w4Kwe4voDgzA4KCyS0qxhSXtDyeDlYnnj6plGzeSHk9Mbo3fAnA/qgYTDt9D/X9fJKSmt4wVAkMEZF2lpYWxZN/cDH50wcZGpXFz/69mK/3D1PyQqSVGqvQAMguj8eMn8i8b5PIyMjEHjjA2WMLOCpmPUfFfMnIHt9il/6LZyf8DfdtsK8imhePHYT7pWR2vDQO+7Oe0CdVjUFFpN3dddddDa6Ljo5m3759xMTEsG/fPm8zzkNVVlaSlpbGiSeeyLHHHutd3rNnT+/jKVOm8NBDD7VZ3N1CVDRYN3ZPBkRFO82nOzHTbxB29Uqs241xHdJRImO7M+tKz1jfBNcESmCIiLSzAHcFTx/1O8bEfsuVn6Xxz6/6KHkh0k7qq9DwDjsJCmJN/mje/CYeOIXk5CR2bdnCuUcXMbzHJkZEbWZ4j02UvP8+6WPewH0/EBDAshP74346BRL6kPHyIOxPgnjtyZHMusGNCVYDXhFpXxMmTOCjjz5i+vTpfPTRRxx99NF1trHW8sQTT5CcnMyZZ55Za50n+QHw2Wef0bdv3w6Ju8vo4fzs2LkVomN8G0tb6D8IPn4PsrMgMbnWKpu5E5L6+nWSRgkMEZF2kpYWxR8WhfHEuNs4PvFzZq65n39ln6jkhUgH8fydNTTsBMCEhbN63yCWft2LtLSfcHt6FC6q6B+xkxFRmxnRYxPDe2wi6t/fkhi6kgWj3bgXwUeTwH0dEBXN5J3JVD3ekzVbkzhqWk9MbAJ/e6cfl14TAOGREBbu1xeDIuLfpk+fzqJFi1ixYgXx8fHMmjULgLy8PJ588knuuOMOvvvuOz7++GNSU1O59dZbgYPTpf7tb39j27ZtGGNISEjg6quv9uW30+mY3knOzB35uc60rJ2c6T8YC9jtWzCHJDDYm4UZeZRP4moqJTBERNqLdbPtvjux//2Iu7+5hUdXj2GAkhciPtVYhYanoefOjD0kJ/dn5aZg4EiSk52xuYGmksTQbJLDskgO3e18DdtDclgWZO5geM4X2JfKscDPAfcd1SdyuSA8gpyonlSFhkF4BCYiykluhEdChPPPhIZBSCiEVH8NrfE4OKRuqW8HsNZC5QEoL6vxrxzKS6G8HFtRBhUV4K4Ca51/bjdYd/Vzd/VzC24LwcGYmDiIiYeYOOjRE+NqfZM6ka4sKiqKu+++u87y2NhY7rjD+Y9m2LBhvPzyy/Xuf8MNN7RrfF1e74Mf8k1U/cN3OpXEZDAG9mTUWmzLSqBgH/Ruej8KX1ACQ0SkHaQtjCTyvT9jj1hB2qZf89z2i3guue7dXxHxnaZUaHhkZGQCkJycxP+2QHLyIXeoVgNY7pyZwbUX/cCMc90sWbyd+24P4O7ZGVBSxHdfVjIoJgeKi8jblE1MyH7cRcW4cOPs3bgKE0pwVCiEhLJ3fzgJiS4ICCAjK5jkVNi+M4R+AwGXi83fhzBkuPP462/DGDmykm++Mhw5tAxbeYAfNsGAfmVQWUnmTktSr3L27naTEFMBVZUU7TtAZFAplJU5SYg2VOv7dLnY74qnR79YTM84vvihD0dNjeL1VQOYfvsQTGhYvQ1VG2qy2pJtay67//4AfvObNv12RaSTMyEhB58k9/dZHG3FBAVDXC/YXTuBQfZuZ32vPj6IqumUwBARaWNpaVHcPOxp7HcvYKacxR/euYpZs1R5IdIZ1NcMtLGkRlpaFOnpUdVLDA8uTuHBxSkA9L3QWRr1g/P3f8pvk7yJkDHJzuN+yYns3Pw9lBRxyvFRrHhnB5SXMePScJY8lgFlZTwwJ4g5t2bz3OIAfn1FDpSVsfZNy7QhJVBVybadgSQnl5CTUU6/hFKoqsJmGWxEOVRV0nM3WHOAyN2h2DADgYEUZ4ZBbwuBgXy/M4KkQWF88b9IfjKqEgIDefPlnvx8hhuCQ5m/KIHb5x6AkBCuvakPjz9TyvmXJPPqG8UQEsKPTurLf/+XAy4X44/qw5p1exg9Jon1X2eDMQwbnsS3m5zHY4ZG8+VH33DFOZZnF22CfXm8/1QJPxu8E5uxjWF7v8C+UsbZgHtWMBw5ju0v/QR7zRBMRGS9U98e7nFz1j/wgBIYItIwc+wkX4fQNnonYfdk1l62N8v5mqAEhohIt5GWFkXuP97BHvl3/rHrdGbNvgvQ2HeRzqa+GU6g4WEnGRmZJFcnJWonNZwPyjWf12RxYcIjIDyCTUVJmIHOtIfL9iThOs65uHxyaxJ3n5PJA9cm8ZvLnGVX3ZNExhvO44sXJpHxWibnJieR8aqzbGpyEhkvOo9/VB3XCclJZPzdWXZGchIZLzuPL0l29r/6oSQy3nSW3XZ3Epde6Dx+9Pok7pziPH4zK4knRmfyaV4S5ghn2c7SJEyc8/9cdnk8pkcFeRUxmIhSAIoqIzEh+wHIrYjFpA5keXYSrpMHOT/D65O46F3nWMOS+7Br82bOP3Y/r/zubeya/7JozD24ZwfA0NH8vO9PsPuHAu1X4qymrCJyKNeNc7G7d2H8eHaO5jC9k7FbvsVa6+3RZLOrExi9En0Y2eEZa+3hKhb9VmZm5uE3amf+Ns+v1KXXyP91ldcoLS2Km49+FfvXR2HssQz4/R/Yviu7S1wMd5XXqCvTa+Q7nr9xTwID8D729M+QljG4GR29gdMTV/CTxBX0j9iF2xo+yxvHe3sm8+quM9lfWX9yqLVUOeeffPl/XVJS9/t7bujzlj+95/hTLNA54nH/603si3/GlfY8pkdPZ9lzi7Fff0HAwr90eDzN+dvq+G5QIiJdTFpaFGlpUWx/6SOqnn+MFdkTGTR/EZU2sEskL0SkcYcbdpKRkelNbBz6+HDrm7Nte6/3RSy7MnbzZcFIrl9xPgP+/ijTVr5AwNkX0jO4gHtGpPH1z37KlF4r2zQWz3P93y0iXZXxTAe7f593md2b5ffDR0AJDBGRVktPj+Lmk95h4ej7cI0Yza/XPMzWnTm6eyfSzdQ37ESNe9uOMYZvCwfjOvvnTFv5Eq470yCqB89OuBn3kkXY4qIWHzstLapWtUxychLJyUmkpbVPdYeIiE9FVw+FyT+YwCA7y+8beIISGCIiLeapvDit9woOPJHO6ryxDH3kT5S7Q1V5ISJA7aTGnDlV3seH9tJoymNfr/enWGbNKsQcMRjX79L4NO5y7OqPcc+9nj/+6v0WHWv27EIyMjJrvUaqwhCRLqu6AsNWV2DY8jLIz4NOkMBQD4xW8rcxTlKXXiP/1xlfI0+Tvim9VvLk+FtZXzCCyz77I7++0ZlusKtd9HbG16i70Wvk//QatR+743vczy6GXVsxx52MuehXmIjmV0/Ex8cTEhIMqAeGv1IPjI6lHhjN1xniseVluK+/AHPe5bh+cj42Yzvue27A/OoWXMec1OHxqAeGiEg78lRXnBj/Kc8edysb9w/hmOfvoLgqgtmzdcErItLRTOpAXL9biDnrYuzqlbjnXo9d979mHSMtLcqbvABneKCGkYhIV2RCQiE0DAqqh5DkZDvL43r5MKqmUQJDRKQZPJUX54/KZMlRs/k6dwCXrv4j6Y8naqy7iIgPmcAgXGdfXN0boyfuR+fhfuUZmlpsPHt2IeXlFWrmKSLdQ3SsN4Fh85wEBvG9fRhQ0yiBISLSRJ7Ki6Nj1vHSSTeyvSSZ0Uvu5pc3uFR5ISLiJ0zqAFy/S8OcfDp22VLsO680ed/77w9QM08R6R56xmI//w9245dOBUZgEERF+zqqw1ICQ0SkCTyVF2cdmcNzE25kS14iF//vcdKfSlbiQkTEz5jAQMzFV2OOnYRd+jfcK5c1ab+77qoiIyOzzjS4+n9eRLoa109/AYD98jPIzYa4XhiX/6cH/D9CEREf81RejOv5FUtPuY69FXEMeeweLr8+WBe1IiJ+yrhcmCtmwpHjsH99DLv20ybvW/P/dlVfiEhXZI4YAkmp2Ny92Ly9EJfg65CaJNDXAYiI+DNP5cWKJdv52zHXszU3ngs/fYJLnglT8kJExM+ZwCBc19yOO/0u3E8twHXzvZghIxvdx/P/vkd6uvNcs5KIrxQVFbFo0SL27t1LQkICN998M5GRkXW2u+666wgNDcXlchEQEMD8+fObtb90Q3G9IHcP5Odhxh7r62iaRBUYIiIN8FRejIn+mjemXkteRQwD/3Qvl1yn5IWISGdhQsNw3XA3xPfC/ad52F1bG91+9uxCMjIy1cxT/MbSpUsZNWoUixcvZtSoUSxdurTBbefOncuCBQu8yYvm7i/di4lLgN0ZUFjgJDM6ASUwRETq4bkD95MR+/jbMdezPSeGC//3BOnPHqGLWBGRTsZE9cB1030QEor7kXuwe3c3un1aWpSaeYrfWL16NZMmTQJg0qRJrF69ukP3ly4srhccqKh+rCEkIiKd2ujoDbw19Vp25PbkiD/ex8XPRSh5ISLSSZm4BFw33Yv74dtxPzIX151pmIj6y+g9M0vVHE5SsyJDpCMVFBQQExMDQExMDPv3729w23nz5gFw6qmnMnXq1Gbvv3z5cpYvXw7A/PnziY+Pr3e7wMDABtd1NH+KBTpXPGX9B1JQ/bjngMEEd0Dcrf35KIEhIlKD52J1VI+N/N+x17EjN5oLP32CC5+LVPJCRKSTM8mpuG6Yg3vBndiXl2CuvLHR7WfPLvQmMDzDCkXaw/33309+fn6d5RdddFGzjhEbG0tBQQEPPPAASUlJjBgxollxTJ061Zv4AMjJyal3u/j4+AbXdTR/igU6Vzw2Idn7uCAwBNMBcdcXT1JSUgNb16UEhojIIXatWkne3XMpOBBF/8X3KXkhItKFmEEjMKedj33nZeyEEzCjjqp3OzXzlI501113NbguOjqaffv2ERMTw759++jRo0e928XGxnq3P/roo9myZQsjRoxo8v7S/Ziaw0Z6xvoukGZQDwwRkWppaVG89+dM8u6eS2FlBBf97wlSRo/1dVgiItLGzJkXQlIq7uf/hC0prncbNfMUfzFhwgQ++ugjAD766COOPvroOtuUlZVRWlrqfbx+/XpSU1ObvL90X67f3IGZNh3jCvB1KE2iBIaICE7yYtaFX/F/x15Lz8RgLvrfE1zwmyhdrIqIdEEmKAjXFTdCwT7sq882uJ2aeYo/mD59OuvXr2fmzJmsX7+e6dOnA5CXl8fvf/97wOlzcffdd3Prrbdy5513Mn78eMaOHdvo/iIAZvyPcP1shq/DaDINIRGRbi8tLYrXn8zlki/vocoGc+I//8zO0mRAiQsRka7KHDEYM2069v1/Yo86HnPkuDrbqJmn+IOoqCjuvvvuOstjY2O54447AOjduzcLFixo1v4inZEqMESkW0tLi2LWpd/x4rHXkJDg5qL/Pc6qzS6NcRYR6QbMOT+HxBRnKElZSYPb1Xw/UPWFiIjvKIEhIt1WWloUrzy+n12z5xJoKpn61pP8UNxfneZFRLoJExSM64qZsC8H++pz9W5z6DCS9PQoDSMREfERJTBEpFtKS4ti1hU/8MKxvyEprpiff/YYH34XpsoLEZFuxgwchpl6Nvaj96hY/3md9fU189R7hYiIbyiBISLdSlpaFGlpUfz90TJ+uGEuPYMKOPODx9hYOESVFyIi3ZQ551LolcT+xx/CVh6os15VGCIi/sFYa62vg2ipzEzfN1GKj48nJyfH12FII/Qa+b+OfI2Sk5PYtfEbvvv1XAbH7eGcDx/jrW/ilLw4DP0d+T+9Rv5Pr5F/s199gXvxvZgLr8I19ex6t1EzT9/z5d9RUlLS4TcSkXalCgwR6RY8lRcxQflsuPo+kkN3c/6/F7M2f5SSFyIiAiPHEzx6Avatl7AlRXVW10xegKZUle7t9ttv93UIXv4UCyiew2ltPEpgiEiX57noXPJHN38/5lr6h+9ixheLOOHKQRrHLCIiABhjiLzieigpwr7zap31nl4Ys2YdfM/IyMjUe4iISAdSAkNEujRPdUVUYBFfXfVrBkduJXzWHazKPZrZs5W8EBGRg4KOGII57mTsv97E5mbXu42mVBUR8R0lMESky/JUXgxJjeYvR8/kwNat/GbtQ6S/P6nWHTQREREPM/1SMAb72l/rrFMzTxHH1KlTfR2Clz/FAorncFobj5p4tpIacvk/vUb+rz1eI0/lxaDUGL674Roqv/2W4OtuJf3DH6vqogX0d+T/9Br5P71G/s/zGrn/+Rfsu//ANScd029Qvdt6Ehlq5tmx1MRTpHtTBYaIdDmeyosBfWN55qhZVH23kRu/vE/JCxERaRJz2vkQ2QP3K89y6L2+Q6sw1MxTRKTjBPo6ABGRtuSpvPjTIyFsvmUm7q/WEjDjRgb/d6KSFyIi0iQmPAJz1kXYF56Crz6H0Ud713n6J2lKVemO1q1bx7PPPovb7WbKlClMnz69w2O47rrrCA0NxeVyERAQwPz58ykqKmLRokXs3buXhIQEbr75ZiIjI9vl/I899hhr1qwhOjqatLQ0gEbP/9prr7FixQpcLhdXXnklY8eObddYXn75Zf71r3/Ro0cPAC6++GLGjx/f7rEA5OTk8Oijj5Kfn48xhqlTp3L66ae36c9HFRgi0mV4Lib7pyTw+Ljb4Os13P7V71j033OUvBARkWYxJ50GvZJwv/octqqqzno185Tuxu12s2TJEu68804WLVrEJ598wq5du3wSy9y5c1mwYAHz588HYOnSpYwaNYrFixczatQoli5d2m7nPvnkk7nzzjtrLWvo/Lt27WLVqlWkp6fzu9/9jiVLluB2u9s1FoAzzjiDBQsWsGDBAm/yor1jAQgICOCyyy5j0aJFzJs3j/fff59du3a16c9HCQwR6RI8lRcBppLvfzebU3uvxPz81yRdMEXJCxERaTYTGIjrvMsgayf2fx/VWqdmntIdbdmyhcTERHr37k1gYCATJ05k9erVvg4LgNWrVzNp0iQAJk2a1K5xjRgxok51R0PnX716NRMnTiQoKIhevXqRmJjIli1b2jWWhrR3LAAxMTEMGDAAgLCwMJKTk8nLy2vTn48SGCLS6XkqL/om92bRmLmwZhX3briZRWsuUvJCRERabtyPIHUA9q0XsZWV3sWzZxeSkZFZa+hIRkam3nOkS8vLyyMuLs77PC4ujry8PJ/EMm/ePG677TaWL18OQEFBATExMYDzIXr//v0dGk9D5z/0ZxYbG9shP7P333+fW265hccee4yioiKfxJKdnc3WrVsZNGhQm/58lMAQkS7Csv3BOUxPeh9z3uVEn3e2LiRFRKRVjMuF65xLYO9u7Kp/1VqnZp7S3dQ3eaUxpsPjuP/++3nooYe48847ef/999mwYUOHx9BUvpjwc9q0afzxj3/k4YcfJiYmhueff77DYykrKyMtLY0rrriC8PDwBrdrSUxKYIhIp+W5eExPj+Tu4enY/3zAHzb/kkUbrlTyQkRE2saoCXDEEOzbL2EPHPAu9lRhzJp18P1GVRjSlcXFxZGbm+t9npub672r3pFiY2MBiI6O5uijj2bLli1ER0ezb98+APbt2+dtYNlRGjr/oT+zvLw8b/ztpWfPnrhcLlwuF1OmTOH777/v0FgqKytJS0vjxBNP5NhjjwXa9uejBIaIdGoZGZncPPgprjriBcyUs7BnXqKLRxERaTPGGFzTL4W8HOzK9+usVzNP6S4GDhxIVlYW2dnZVFZWsmrVKiZMmNChMZSVlVFaWup9vH79elJTU5kwYQIffeT0qvnoo484+uijGztMm2vo/BMmTGDVqlUcOHCA7OxssrKyGDRoULvG4kkUAHz22Wf07du3w2Kx1vLEE0+QnJzMmWee6V3elj8fY31R19JGMjN9P2VVfHw8OTk5vg5DGqHXyP+15DXy9L34Zf+/M3fEIl7edRa3rr+Lm2cVK4HRDvR35P/0Gvk/vUb+r6HXyFqLe+HvYE8GrnlPYUJCAGpNpVrTrFmFei9qJ778O0pKSjr8Rl3cmjVr+Mtf/oLb7Wby5Mmcd955HXr+PXv2sHDhQgCqqqo44YQTOO+88ygsLGTRokXk5OQQHx/PrFmz2m0a1UceeYQNGzZQWFhIdHQ0F1xwAUcffXSD5//nP//Jhx9+iMvl4oorrmDcuHHtGss333zDtm3bMMaQkJDA1Vdf7a2Uac9YAL799lvuvvtuUlNTvcOLLr74YgYPHtxmPx8lMFpJFyP+T6+R/2vua+SZcWTWsZ+xYPQDvJN1CptPvpNZt5S0Y5Tdm/6O/J9eI/+n18j/NfYa2U3f4F5wB+ZnV+Kadm6d9Z5+GDUbe0rbUwJDpHvTEBIR6VQ8d7uumfA1D42ax4fZE5n55QNYE+Dr0EREpAszQ46EEeOw7/4DW3YwYa5mniIiHUcJDBHpNDyVF6ck/IdHJ9zF6n1jmfLyzVx/U7lKdUVEpN25pl8CRfux/3rLu0zNPEVEOo4SGCLSKXgqL84blcUT429jfd4QZny+iPQ/xesiUUREOoQ5YgiMOQa77DVsSXGtdWrmKSLS/pTAEBG/56m8GB29gVcm3cSOkmTGLvkdv5pplbwQEZEO5Tr7Yigpxq44WIVx6DCS9PQoDSMREWkHgb4OQESkIZ4Lv/T0KP7xRD6v/ehGduyL5ZLPHuWSp0KVvBARkQ5nUgc6VRgfvI6dchYmLJzZsw/OOqJmniIi7UcVGCLit9LTncqL+OBcVv7sNxgs/dPv4pLrlLwQERHfcZ15IZQUYT9827tMzTxFRNqfKjBExO/UvNgbnNqTl4/7NSVZ+Vz5+ROc8rd+Sl6IiIhPmf6DYdQE7AdLsaeciQkN81ZheHo2gaowRETamiowRMSveC780tOjCDSVPDH+NkZEbWJZ/7s55ZdKXoiIiH9wnXEBFBViP3q31nI18xQRaT9KYIiI3/A06wTYtSuDh0fdz8kJ/+X2r+/kp3NHKnkhIiJ+wwwcBiPGYd9/DVteBqiZp4hIe9MQEhHxCzUrLwAWn7KU6we9zar4K0m54BRAyQsREfEvrrMuwv3QbdiP3sNMm65mnuITjz32GGvWrCE6Opq0tLQ661euXMnrr78OQGhoKFdddRX9+/fv4ChF2oZfVGDk5ORw7733cvPNNzNr1izeeecdX4ckIh3o/vsDvBd8GRmZ/KLfS1w/6FnW9zyLEx6crsoLERHxS2bQcBg+Bvv+P7EV5YCaeUrHO/nkk7nzzjsbXN+rVy/uueceFi5cyE9/+lOeeuqpDoxOpG35RQIjICCAyy67jEWLFjFv3jzef/99du3a5euwRKQDpKVF8cADAd6LvauO2si9IxbyfeRExs6fgTHGxxGKiIg0zHXmhbA/H7tyGeD0wMjIyGTWrIPJ94yMTCXjpd2MGDGCyMjIBtcPHTrUu37w4MHk5uZ2VGgibc4vhpDExMQQExMDQFhYGMnJyeTl5ZGSkuLjyESkvc2eXUh6ehQZGZmcMzKbJ4+ZQ2bQCAbPvxkTEODr8ERERBplhoyEISOx7/4De9KPMUHBwMH3N6jd40nEl1asWMG4ceOavH1mZv1DoOLj48nJyWmrsFrFn2IB/4rHn2KBhuNJSkqqZ+v6+UUCo6bs7Gy2bt3KoEGD6qxbvnw5y5cvB2D+/PnEx8d3dHh1BAYG+kUc0jC9Rv7p/vsDeOCBgwmKcQOCeef42ygI6M2YJxbi6hHtw+jkUPo78n96jfyfXiP/19LXqPySq8mfO5OI9Z8R/uPpdd7jPD2e5syp4q67qtoy5G5Hf0ct9/XXX/Phhx9y3333NbhNUz9v+dPr4E+xgH/F40+xQNvEY6y1to3iabWysjLmzp3Leeedx7HHHnvY7RvKCHYkf8tqSV16jfxbcnISgaaSH26YwYHvfyBk7gJMcj9fhyWH0N+R/9Nr5P/0Gvm/lr5G1lrcv78Vivbjuv/xWhWEaubZtnz5d9Scu8QdLTs7m4ceeqjeJp4A27dvZ+HChdxxxx3N+j5UgdF8/hSPP8UCbVOB4Rc9MAAqKytJS0vjxBNPbFLyQkQ6P09DszuGLYYtGwj+5XVKXoiISKdjjMH1k/Nh727s5/8B1MxT/EdOTg4LFy7k+uuv9+skjEhT+MUQEmstTzzxBMnJyZx55pm+DkdE2plnylSAMxM/4FdH/B/PbruQgv+cyexjNUZYREQ6oTHHQJ++2HdfxR5zkndK1ZrvearCkPbwyCOPsGHDBgoLC7nmmmu44IILqKysBGDatGm8+uqrFBUV8fTTTwPOBArz58/3ZcgiLeYXQ0i+/fZb7r77blJTU70zDlx88cWMHz++0f00hESaQq+R/zp5aBlvTPwFPUcOourGezCBQb4OSRqgvyP/p9fI/+k18n+tfY3cq1Zgn30E1/V3YcYc7V3uqcSYNatQzTxbSUNIOlZHDCGx5eXw1Wrs12swk07DHDGk6fuWlRK9P4/8b7/GRPaA3kmQkAiBgWBcPpnNzp/+r/enWKALNfEcNmwYL7/8sq/DEJEO4LkTFRFQzBvHz6SkKoyTH32ISwjTRZ2IiHRq5piTsG/8H+53X8E1egLp6T281RdwsJmnEhkiDpuxHffzf4IfvnOer/sfrrmLMTFxje/ndmPf+wf2o3fZl+d8IK51Vz4gADN+IvzqliYlMWxZKfb/nsDmZmNSjoCecRAZhTnh1BYlQeyBCtidgf3hOyjIgyo3uKucxEpYBISEQlAwJjwCwsIhMAhCw6FXH0xQ827oWbcb1n+GzdgB+XlQXgYRkRDZg9K+/bEjxnWpm4R+kcAQke5j9uxCZs3az5tnLeaI8J0s7beQHe/09KvssIiISEuYwEDMtOnYF56Czd8we/ZIb6JCzTxFHLa8HPvsI9jvvoKi/RAYiLnsOsyAobgfvAX7yjOYq29teP+yEuz/PYn974fQ9wiizv8FxTG9oLgIu2srlJdi13+OXb0Sxv0Ic/QJjceTl4P7zwtgy0aIjsFu+ubgyj2ZmPOvaPr3VlpC0YtP4377Ved7O9z2hy7oNwjXtXdiYps2U4f7s4+xr/0VcvYcXGgMVA+y2A8QHYvrkmsw445r0jH9nRIYItKh0tKiuHnU85zR5188sPFG5i4Z6OuQRERE2ow5/lTsWy/hfvdVAoaMrNUDAzScRLo363Zj//YY9otPYPgYTGwC5qe/wERFA2Am/QT74dvYslJMaFj9x3hpCfbTjzCnX4CZfgnhCQmUVN8I8wzdstMvw33PDdi3X8JOOL7BKgprLe6/LIadWzFXzcYccxJUHoDsLOz7r2GXvYY9+gRMv0GH/952fI/7+Ucp3r4FUgdifvJTzMDhENfL2SAw0EksFO2HkmKoKIfSEmxpiVOdsTsD+/F7uBfdheveRzGuxufbcC/9G/bdV6FXEubnv8aMGAdxCeBywYFKKMglqiCPgucfw71kEa47Hu4SzfKVwBCRDpOWFsUnz23i+mOeZ9meU3hq66U8lWyYM6eK3/zG19GJiIi0ngkJwUw5C7v0b9gd3zN79kA18xSpZpe/gf30Q8zZP8d11kV11pvRE7DLX4fvvoYafWS8+3/+H+x/PsD8+Fxc517a4HmMy4U55Qzs35+A3RnQJ6X+eP7zAWxYh7noV7iOneQsDAqG5H5w0a+wq1c6yZLDJDBsYQHuR+4Bt5vo3z5I0eCRDW9cnazxxlrjsbtvf+ySRbDpaxg2uuHzrfsU+/bLmGNOwlx2LSY0vPYGIQHQK4nQEaMpjOuN+/e34v7TA7jmPYFxBdR/0E7Cb6ZRFZGuL6SqiD+OnUNgUiKz188lIyOLjIxM7rqrytehiYiItBkz+XQIDcO++w/vsprVFppKVbojW1mJXf4GDBuNOfPC+jcaNAKCQ7Dffll3/4py3H9/HAYMxZxzyWHPZ4aOcvb74dv64ykrwb60xKkEmXx63f3DI2DgMOx36w97Lrv8DSgqxHXrg4T+6OTDbt9gzOMnQlg49tN/N3yuvbtxP7sYUvpjrrypbvLi0GPGJmB+NsMZZrJ5Y4tj8xdKYIhIu0tLiyI5OYmeK54mPjiPM16dT3FVhC7gRESkSzLhkZiTT8d+sQq7J9P7PuiRnu481/ugdDU2d6/TwLI+m7+BfTm4Jp/e4JAOExQEyf2wO7fWPfbqlU6S4LxfYIKCDx9M72QIj4TvG0hgfPYxlJfiOueSBqsSzLBRsGsbtrjh4V7W7cZ++iEcObbVQzRMcAhm5FHYr79wmnPWd773/gEHKpxeGYFNG1BhRh8NwcHO0J1OTgkMEWl3s2cXsmvZ21zc93We3HoZ722M1thfERHp0sypZ0NgIPb9fzJ7diEZGZm1ho5kZGTqfVC6FJu5A/fvfo37rmux9TSwtN995fRnGD620eOYlP6QsQ1ra7e4tGs/hfjeMOTIJsVjXC7oPxi7/fv64137PyfJMWBow8c4YqjTt2LXtoZPtOlryMvBHDe5SXEd1qgJULAPdv5QZ5UtK8V++m9n6EhCYpMPaULDYPCR2E1ft02MPqQEhoi0q7S0KIakRrPj94+zuag/j2z+Va27UCIiIl2R6RGDOX4qdtUK7L7cOlUYyclJqsKQLsX9+t+hqhJys52KhEPY776CfoMwYY0PeSC5PxQVOtOPevatqoJNX2OGj2nWtKYmMRn2ZtVNhrir4PuNmKGjGj9edUWFzdje4CZ21QoIC2+zWT7MEKd/ht26ue7KLRugohxzzInNP+6g4ZC5A1tS1NoQfUoJDBFpV7NnF/Lt7+eTFLqHW9ffzXU3Veiuk4iIdAvmx+eCdWM/WOqtwpg16+D7n94Ppauw7irYuB5z4jToNwj76Ud112//HjNw2GGPZVL6Ow9qVj3s/AFKSxptbFmvXn2c/QoLai/ftc1ZPnhE4/tHx0BEFGTsqHe1tRb71WrMmGMxwSHNi60hsfEQGgaZdZMm9ruvISAQBg5v9mHNoBFONcn337VFlD6jBIaItCv73VfYf7/L01t/zpr80bpQExGRbsPE98YccxL24/e9JfVq5ildUsYOKC2GwUdixh4DO753pgf1yNkDByogKfXwx0qpW/Xg6YlhjhjSrLBMrz7Og+ysWsvt5g3O+sMMRzHGQHIqNmNb/Rtk7XSqRYY2MutIMznn7IetJ2liv/sKjhiMCQlt/oFTBzjHqCcx0pkogSEi7eYPCwLZeu9jbCtOYeEmZ55UlcuKiEh3Yk47H8rLsCveVjNP6bLsFmd2CzNo+MG+EdtqDIHIdD6MmyYkMExEFPSMq12BkbEdQkIhrlfzAktwEhj20ATGpm8grhcmNuHw8fROdhIw9fAmQgY3rS9HU5mkVMjYXmvoiy0rge1bMENGteyY4ZFORUnWrrYK0yeUwBCRdnND6hP0i8jg1q/uoswd6m1gpioMERHpLkxyKow5BrviLWZdl12nmaeaWkuXsH0LREY5TTb7DwLA1khg2MydzoM+fZt2vJT+2BoJDJuxHZJSncaczRHfC4wL9h5MYFhrYfM3mMMNH/HoGQf787GVB+qu83zfnkqPttKnLxQXOtUdHls2gtuNaU21R+9k7G4lMERE6vi/+7dT9cGbPLftZ/wv7yhA1RciItI9uX5yPhQXYlcuUxWGdEl251boOwBjjFNB0SsJu3XTwQ1274KesZjwiCYdzyT3g6xd2MpKZ0HGdkxSE5MfNY8TGARxCbWHkOzLdXpiNDL7SC2x8U5FSX5enVU2c4eTWGlGY9Gm8M4wUjPxsnkjBARAE/qINHjcxBTn53pIU9PORAkMEWlztqKcCyvmk1GayIw3zwecO0yqvhARke7IDBwGQ0dhly1l1sw8NfOULsVWVkLmdkx1jwUAc8RgqJHAsLnZTnVGU6X0c2Y02ZPpDJ0oLIDeKS0LsFcf7J6DVU8Hh7P0a9LuJibeeZCXU2u5tRaydmGaWlXSHJ6hL3t3HzxfxjboldSy/hceiclQUuRUd3RSSmCISJuz7/4Ddmdw+9e/c+adBl2YiYhIt+b6yfmQn4v99EPS0qJITz9YcaEpVaU1HnvsMa666ipmz55d73prLc888ww33HADt9xyCz/88EPbBrA3CyorwTN7CMARQyE/D7sv13meuxfTjP4VnuSCzdx+sP9EcxIgNY/Vqw9kH5xK1WZVD2dpakVHrJPAsPtqJzDYn+8kA/o0oTFpcyVUf681KjDI3OFUprSCt+dH3t5WHceXlMAQkTb1598XUvr6P1ma+WNW5hznLZPVRZmIiHRrI8ZC6kDse/9k1s35qsKQNnPyySdz5513Nrh+7dq17N69m8WLF3P11Vfz9NNPt20A1R/sazbENEcMdh5s3YStqnK2aU4Dzj4p4HI5zTurEximhQkMEvo4M6R4qg6ydkJkD0xUdNP2j4lzvh6awKjuJWH6tLAypBEmOAR6xkK2U4Fhy8tg725IbmWyxJvAyGl8Oz+mBIaItKkZUX8gNDyAeRtvAlDjThEREZypEV2nnw/ZmbDuf4CmVJW2MWLECCIjIxtc//nnn3PSSSdhjGHIkCEUFxezb9++Nju/3VfdG6Jn3MGFfY+AgEDstk1O7wi32+lF0UQmKNhpOLnjB6y3AqOZM5B4juVpsFk9jMTu3gWJTU86mNBwCAt3emfUYHOzq+NqYWLlcBISDw4hqa4aacosLo1qqJqkEwn0dQAi0nX8495vmL7rM+ZtnMmecudNKjk5SR3WRUREAMYdBwmJuJct5ZEPf1xrGEl6ujOsRO+Z0tby8vKIj4/3Po+LiyMvL4+YmJg62y5fvpzly5cDMH/+/Fr71RQYGOhdV3ygjCIgfuAQTEiId5vcIwZhdm4lsqqcfUD0EYMIaeB49dk/ajxlKz8gNDmVstAw4vsPqLdZZs1Y6lM5dAS5QGRZMWHx8eTszydoyJFENyOWnNh4AkuL6Vljn6KyEoqB+MFDnYRLE+NpqoK+/alY9xnx8fGUbf6aAqDnwKEENePYh8ZiY2PJDgwkrLSIqDaIsbna4mejBIaItAl74ADTKxZDYjLPvHsxoKnhREREajKuAMyp52D/70lm3fYZs2cPB/AOt6w5vapIW6lvxomGZs2YOnUqU6dO9T7Pyan/Tn18fLx3nTtjJ0REkVtYCIUHr/vcKQOw//2Q/FX/BmPYHxGNaeB49cY9YBh22euUvvdP6DeI3NzcererGUu9xwkMAWMo/H4TRSPG487LwR0W2eg+h6qKjKZq7+5a+7h3bYfoGHIL9jcrnqZyR/XE5uWwNzMDu2MbAPnG1ayfYb2xxMRTmrGT8jaIsbka+tkkJSXVs3X9NIRERNqEXfYaZGfxz6AbOWCDADXuFBEROZSZOAUionAve63OlKpq5intIS4urtaHxtzc3HqrL1rK5uc6/RoOYUYeBeWl2LdfhpFH1eqR0STDxxw81qTTWhyfCQqGmHinIWZJERyoqDfeRo8RHQMFtYfd2Ny9B3tKtIfqmUjYuwfycyEgECKb2LejMTHxWPXAEJHuzObupeL1V3hn92RuevIU73JdhImIiNRmQkIxJ/8E1v2PWZd+p2ae0u4mTJjAxx9/jLWWTZs2ER4e3qYJDPbVn8Bg1FFQPcWo6+yLm31YEx6Ja+4fMGdehPnR5NbF6JlKNb+efh1NUZ3AqFXNkpft7SnRHkxCovNgb5aTwIiOwbha//HdxMZ36llINIRERFrNvvIMQUGWrOOvhjXOMpXBioiI1M+ccgb2/X9il7+OueQ3zJ5d6O2HkZYWpQSGNMsjjzzChg0bKCws5JprruGCCy6gsrISgGnTpjFu3DjWrFnDzJkzCQ4O5tprr23bAPbn1zu9p3G5cN36IFg3pkfLEiYm5QhMyhGtjRDTOwn72UpvI07TzAoMomOhohzKSiEs3Elk5OVgRk5odWwNqm4+avdkONPRxjQz6dKQmHhnSmd3FcYV0DbH7EBKYIhIq9iNX2K/+IQF313DH5cO9i5X804REZH6mR4xmB+dgv3kXzy262rmLe7rXadmntJcN910U6PrjTFcddVV7XJuay0U7YeoHvWfu6lTlba31IHw0XvYzRuc581OYFQnYArynBlJysuchEZ0zzYNsyYT2cOZenbbFqdyJKVukqhFYhOcWWEK8tsuKdKBNIRERFrMVh7A/cJTkJDIbf862PBp1qxClcCKiIg0wpx6Dhyo4JrhL3unHPfQe6h0GhXlTk+JyPoTGP7C9HdustkP34bAoJb1wICDfTAKC5yvUT3bKMIGznvEEOyXn0HOHoynJ0Zrj+kZ9tJJh5EogSEiLWY/fAeydnLlu7eR0r+/d3l6epR6X4iIiDTC9OkLo4/Gfvg2jywIVjNP6ZyKqmfg8PMEBkmpThPM0mLMsSfVmva0SaoTGNbTQ6M6gWEaqDxpM0cMdhJEVZWYE05tm2NWJzA6ayNPJTBEpEVs4X7smy/CkeP4V/aJ3jtHqr4QERFpGte0c6FoPzOPeUPNPKVzKnJ+R42fJzBMYCDmZzPgyHGY085v/gGiqys2vBUY1Ymb9q7AOOYkzPFTMedfgend9KlGG+WZOWWfKjBEpBuxb/4flJfyfMkNtZbrYktERKSJhhwJ/QZhly3Fut213kNVfSGdQmepwABcU84k4KZ7MYnJzd85PMIZelKdwLCF+c7ydq7AMD3jcF0xE9ePz2u7g4ZFQFBwnWlhOwslMESk2WzmDqo+fI/nt57HnEdHA3hLX3XBJSIi0jTGGMyPz4XsTJbe91WtYSTp6VEaRiJ+z3oTGF3799QYUz2VqmcIiacCw0+alDaDMQZ69IT9+b4OpUU0C4mINJv7lWdxhYVxxT/OYc4wZ5mmTRUREWk+M34iNq4XZ4e9wLkZY4CDNwX03ip+rxNVYLRaz1is50N/YT6EhGJCQn0ZUcv16Hnwe+lkVIEhIs1iv14DX3/BA2uuImXYcO9y3SUSERFpPhMQ4MxIsmUDf39gp5p5SudStB+Myxli0dVFxzjTmYLTxLMzJ206cQWGEhgi0mS2qgr3K89AQiJ3f3iSd7kad4qIiLScOX4qhEdwUfzf1cxTOpeiQgiPwLgCfB1JuzPRMTV6YBQ4SYBOyiiBISLdgV25DDJ34Dr/CtIXH5w/WxdWIiIiLWdCwzCTfgJrPsVmZ6mZp3QeZSUQFu7rKDpGbAKUFGFLS7pGBUbhfqy7yteRNJsSGCLSJLakGPvG/7ErbAwpZ/2U9PSDF1QqbxUREWkdc8qZ4HKxZsG7auYpnYYtK4XQMF+H0SFMrz7Og+xMKNyP6dH5Gnh69egJ1u2dBrczURNPEWkS+87LULSf1N9dQcbiLDUYExERaUOmZyzmuEmMXf0Ou747HxPZQ++14v9KSyC0m1Rg9HL+Hu2eTKeJZ2TnTWCYHj2x4Awj6WRDYVSBISKHZffuxv7rTb7p8WNSJp5Yp8GY7gqJiIi0njn1XKio4D/zVqiZp3QOZaXdZwhJQnUFxo7vobISOnMFhmf4S3Hnq8BQAkNEDsv96nMQEMioORfWuguk5p0iIiJtxySnwsijmFj+D3Zt26ZmnuL/ykox3WUISUgIxMRjt2x0FkT19Gk8rRJZnQxVAkNEuhq76WtYswpz2nmkL+lfa50upERERNqWa9p0KCzAfvpvNfOUJlm3bh033ngjN9xwA0uXLq2zvqSkhPnz53Prrbcya9YsPvzww7Y7eVlJt+mBAUDqAPj+WwBMVCdu4hnu/H9iO2EPDCUwRKRB1u3G/fIzEBPPHzde5m0k5qFyVhERkTY2bDSkDiD3xTdISU70LlYzT6mP2+1myZIl3HnnnSxatIhPPvmEXbt21drmvffeIyUlhQULFnDPPffw/PPPU1lZ2TYBdKMmngBm+NiDTzpzBUaEpwKjyLdxtIASGCLSIPvph7B9C+a8y7nx1gPAwUZiGRmZKmcVERFpY8YYzKnnEFuxg53vv11r6Kbed+VQW7ZsITExkd69exMYGMjEiRNZvXp1rW2MMZSVlWGtpaysjMjISFyu1n8MtO4qKC/rPk08AXPkuINPYuJ8F0grmZAQCAqG4v2+DqXZlMAQkXrZ8jLsa39ld+gwUn96kbfywvNVd4BERETah5lwAkTHsvXpt9XMUxqVl5dHXNzBD9JxcXHk5eXV2ua0004jIyODX//618yePZsrr7yyTRIYlJU6X7tLE0/AJCbj+u18XPf8CdPJZu+oIyKyU1ZgaBpVEamXfe+fkJ9H0m2/Zdcfd9eayi0tLUp3gERERNqJCQzCTD6dfkv/xq7PPiX9xSNJT3eSFppStWv405/+1KTtAgMDueaaaxpcb62ts8wYU+v5l19+Sb9+/bj77rvZs2cP999/P8OGDSM8vG7iYfny5SxfvhyA+fPnEx8f32BcseFh5ACR8QmEN7BdRwgMDGwwznYRf1Kjqzs8nkY0FktudAwBByro2YGxtsXPRgkMEanD5uVgl/0TM+EEzKARde70KHkhIiLSvsxJP8a+/TJ2xZvMnp3qTWDoJkLXsGrVKs4999zDbvfWW281msCIi4sjNzfX+zw3N5eYmJha23z44YdMnz4dYwyJiYn06tWLzMxMBg0aVOd4U6dOZerUqd7nOTk59Z43Pj6evIwMAIoq3ZQ0sF1HiI+PbzBOX/CneBqLpSokjMp9OR0aa0PxJCUl1bN1/ZTAEJE67GvPg9uyJO867kmu/R9KcnISs2YV6uJJRESkHZmoaMxxJ3Ng5YeMv+tW7/L09CjS06P0XtzJxcXF8bOf/eyw233yySeNrh84cCBZWVlkZ2cTGxvLqlWrmDlzZq1t4uPj+eqrrxg+fDj5+flkZmbSq1evVsUPODOQQLeZRrXLiYiE7CxfR9FsSmCISC126ybsp//G/OSn/Oq8CPYHF6psVURExAfMlLMJXLmMrx77C67Tf1ZrOKd0bn/84x+btN0jjzzS6PqAgABmzJjBvHnzcLvdTJ48mb59+7Js2TIApk2bxk9/+lMee+wxZs+eDcAll1xCjx5tMAWopweGEhidkonsgf1hk6/DaDYlMETEy1qL++UlEBXNo1uuZH6N6dtA1RciIiIdySSnwoixFL75LmOuvta73JPI0Hty17Rnzx5cLhcJCQlN2n78+PGMHz++1rJp06Z5H8fGxjJnzpw2jRGAinLna0ho2x9b2l94JBQXYq2t0zfFn2kWEhHxsp9/Als2YqZfyg2/dde6wzNrVqGmbxMREelgrqlnE1mZww//eJVZsw6+B+s9uet45JFH+O677wCnX8WsWbOYNWsWK1as8HFkjbOeBEZwiG8DkZaJjILKAwcTUZ2EEhgiAoA9UIH9x3OQ0p9HPjvXO1WbR3p6lKZtExER6WhHjofEZOwHrzNr1n7vYr0ndx1ff/01AwcOBJymnXfddRcPPvggS5cu9W1gh6MERucWUf1/SHHnSoQqgSEiANjlb0JuNq4LfsmsW5ymTJ4KDFVfiIiI+IZxuTBTzoLtWzhn5MHu/enpUSQnJymR0QVUVlYSGBhIXl4eRUVFDBs2jL59+1JQUODr0BrnHUKiBEZnZCIinQdFnev6Xj0wRAS7fx/2nZdhzDGY4WM0baqIiIgfMT86BfvaX1l6wzO4rrlNzTy7mP79+/Paa6+xd+9eby+LvLw8wsL8vDmmKjA6t4jqRq6qwBCRzsa+/n9woILnCq8nOTnJO+uI5wJJd3dERER8x4SEYk78MVVf/JdjBh5stucZ7qn36c7tmmuuYceOHVRUVHDRRRcBsGnTJk444QQfR3YYFeVgDAQG+ToSaQlPBUZJkW/jaCZVYIh0c3bXNuzKDzCnnMEvL+rJL+/I1J0dERERP2NOOQPXB0v5dP4zLNoxU1OcdwH/+te/GDduHImJidx444211h133HEcd9xxPoqsiSrKITikU81gITVEOv+H2KJCOtMrqAoMkW7MO21qWDiP7biqTuNO3dURERHxDyY2AXPU8diVy5h1XbZ3ud6nO6/vv/+eOXPmcOutt/LCCy/w7bffYq31dVhNV53AkE6qkzbxVAWGSHe2/nPY+CXmol9x/RTD9b/N1NzyIiIifspMOQu7eiV3nvIF4MxakZ4eRXp6lN63O6Grr74agB07drBmzRpeeOEFMjMzGTlyJOPGjWPs2LH06NHDx1E2orwcgoJ9HYW0kAkKdhJQSmCISGdgKytxv/oM9E7GTPoJUPsuji6CRERE/IsZOAyOGMIDvf7Gg/dPJKVvCqBhJJ1damoqqampTJ8+nZKSEtatW8eaNWv4+9//Tnx8PD/72c8YO3asr8OsSxUYnV9ElGYhEZHOwX70LuzOwHX9HNL/EOMdS+uRnJykuzkiIiJ+xkw9G/vnhfziqK2Ak8BQ9WTXER4ezsSJE5k4cSIAW7Zs8XFEDbMHKpTA6OzCI7Clxb6OolmUwBDphmzRfuwbL8DwMTD6aGaPcS541LxTRETEv5nxE7Ex8Tx72XM8YseqmWcXsXHjRrZu3UpZWVmt5eedd56PImoCVWB0fuERUNK5Ehhq4inSDdnX/w5lJbguvIr09B5q3ikiItJJmMBAzOQzYOOXzLrwK+9yvW93Xs888wzp6els3LiRjIwM77/MTD9PSimB0fmFR4IqMETEn9mdW7EfvY85+SeY5H7Mnl27+kLlpyIiIv7NnDSNitde5NWr/gU4Qw3UzLPzWrlyJWlpacTGxvo6lOapKIceMb6OQlrBhEVgM7b7OoxmUQWGSDdircX94p8hIgJzzs+BundsdNEjIiLi30xEFMEnTebiI95h18YN3uUZGZl6H++E4uPjCQoK8nUYzVdRjlEFRucWHgElRb6OollUgSHSjdjPP4FNX2Mu+Q0mIoq0tCjvHRsPNe8UERHxf2bK2diP3uPhs1YBIwA18+ysrrnmGp588kmOP/54oqOja60bMWLEYfdft24dzz77LG63mylTpjB9+vQ623zzzTc899xzVFVVERUVxb333tv6wCvKIUQJjE4tPAJKS7BuN8bVOWoblMAQ6SZseTn21Wcg5QjMSdMAp9oiPT2KjIxMkpOT1ABMRESkkzB9UuDIcdwS/TLBZ/2UhYucUn69l3c+P/zwA2vXrmXjxo0EBwfXWvf44483uq/b7WbJkiXMmTOHuLg47rjjDiZMmEBKSop3m+LiYp5++ml+97vfER8fT0FBQdsErh4YnV9YBFgLZaVOMqMTUAJDpJuw7/8D8nJw/XIW6Yt61qm6AGc4ie7YiIiIdA6uKWfhXnwfN17wPgsXXQTovbwzeuGFF7jtttsYPXp0s/fdsmULiYmJ9O7dG4CJEyeyevXqWgmM//znPxx77LHEx8cD1KnyaLGKcjgk4SKdjCdpUVqsBIaI+A+bm41975+YCSdghoys07gzIyNTFzwiIiKdzZHj2ReUzPcPLQOcBIaaeXY+ISEhTRoqUp+8vDzi4uK8z+Pi4ti8eXOtbbKysqisrOSee+6htLSU008/nUmTJtV7vOXLl7N8+XIA5s+f7016HCrAGKisJDy6J5ENbNNRAgMDG4zTF/wpnsPFUta7DwVAz+Aggjog5rb42SiBIdIN2FeeBQPm/Cu9y9S8U0REpHMzLhex5/2EmJeeZteqj0mZeBKgHhidzYUXXshzzz3H+eefT48ePWqtcx2mL4G1ts4yY0yt51VVVWzdupW77rqLiooK5syZw+DBg0lKSqqz79SpU5k6dar3eU5OTr3njYuKBKDkQCVlDWzTUeLj4xuM0xf8KZ7DxWIrqwDIz8zARLX/jDINxVPf72JDlMAQ6eLsd19hv/gEc/bPMXEJ3sadNalxp4iISOdkJk6h/OW/8fo1KwAngaEqjM7F0+figw8+qLPupZdeanTfuLg4cnNzvc9zc3OJiYmps01UVBShoaGEhoYyfPhwtm/f3qwPjYeyFRXOgyANIenUwp1EFKWdZyYSJTBEujBbWYn7/56EuF6YH58LHKy08CQx1OxLRESk8zLhEYScfAo/W/keeSfPYN7iVEDv753Jn/70pxbvO3DgQLKyssjOziY2NpZVq1Yxc+bMWttMmDCBZ555hqqqKiorK9myZQtnnHFGq2K2B8qdB0pgdG7VfS9sSTHmMJv6CyUwRLowu/x1yNyB67rfYYJDVH0hIiLSBZnJZ2I/fIeCtz8AfgloStXOJCEhocX7BgQEMGPGDObNm4fb7Wby5Mn07duXZcuWATBt2jRSUlIYO3Yst9xyCy6Xi1NOOYXU1NRWxawKjC7C07izpNi3cTSDEhgiXZTN3Yt980UYcwxm7LEAdZp36qJGRESk8zN9UmDEOH7b8yVCzz5PU6p2Ai+++CIXXXTRYbd7+eWXueCCCxrdZvz48YwfP77WsmnTptV6fvbZZ3P22Wc3P9CGHHASGCYoqO2OKR0vLNz52okSGI13hRGRTsv94p8Bi+viqwGnaWdycpI3eQHOMJJDm3mKiIhI5+M65UzIz+PGSXX7KIj/eeedd8jOzmbPnj2N/nv33Xd9HWq9VIHRNRhXgJPEKO08CQxVYIh0QfbL1bDuU8x5l2PiegFO9UV6ehQZGZkaNiIiItLVjDqK/KAkNs9/H3Du2Kvi0n+Vl5dzww03HHa7ID+tcLAVnh4Y/hmfNENYRKeqwFACQ6SLseXluF94Evr0xZx6jne5pk0VERHpuozLRcy5P+Hol5ewa9VKUiaeqCEkfuxws4v4O1s9hIRAVWB0euER2E6UwNAQEpEuxr7zMuRm47rkN5jAIO/QEU/zTs/dGA0dERER6VoeWzudkspQXrxmBYB36Kje86XNVWgWki4jPAJKOs80qkpgiHQhNmsn9v3XMD+ajBk6EnAqLWregcnIyCQjI1MVGCIiIl3M9b+1REydzAX93yM2eB+A3vOlXXgrMDSEpPPrZENIlMAQ6SKstbj//gSEhGDOvxKov3Gn7sSIiIh0XWbyGVB5gIv7vgao4lLah5p4dh0mPKJTNfFUAkOki7D/XQHffYU593JMj55A3eqLWbMKdSdGRESkC0t/4UhW5hzDZan/INBUkp4epZsX0vZUgdF1hEd2qgoMNfEU6QJsbjb2xT/DoBGYk2rP+13zgkWJCxERka5t9uxC7JRTcT86jx/3/jdv756qZp6dQFlZGcXFxURERBAaGurrcA7rYAVGiG8DkdYLi4CyEqzbjXH5f32DEhginZx1u3E/8wi4La4ZNznzOeMkLjyNOz00faqIiEjXt2j5ZM4teY4r+r/E27unajpVP7Vjxw6WL1/OmjVr2Lt3r3d5r169GDt2LKeeeiqpqak+jLBh9oCmUe0ywiPAWigrcaox/JwSGCKdnF3+Omz6GnPFTExConf57NnORYrnokV3X0RERLqHWbeU4F42jdRXnmVE1HdsKByq6wA/88gjj7Br1y4mTpzIDTfcQHJyMmFhYZSWlpKRkcGGDRtYvHgxKSkp3HTTTb4Otw6rWUi6jvAI52tJcadIYPh/jYiINMhmbMe+9lcYeyxm4hTvcjXvFBER6d7M8adCcAhX9H8JUDNPf3PCCSewcOFCzjvvPIYOHUpkZCQBAQFERkYydOhQzj33XBYuXMiJJ57o61DrV1EBLhcmIMDXkUgrmbAaCYxOQAkMkU7KHjiA++l0CIvAddl1GGO869S8U0REpHtLf6IPf9tyBtOT3iMmKF/NPP3MhAkTvI83b95c7zZbtmzhqKOO6qiQmsUeqFD1RVfhqcDoJDORKIEh0knZN/4Pdm3F9YsbvLOOeBx6caLEhYiISPcye3Yhlz9zCqEBFVzcdymAbmb4qQceeKDe5fPmzevgSJrOVlSo/0VXEa4KDBFpZ3bzBuz7/8ScOA0z5pha6zzNOzV8REREpHtLf/FIPsk5msv7vUKAqfQOL9U1gX9wu9243W6stVhrvc/dbjdZWVkENHF4xrp167jxxhu54YYbWLp0aYPbbdmyhQsvvJBPP/201bHbAxUQqAqMLqG674XtJAkMNfEU6WRsaQnuJekQ3xtzwS8b3C4jI5Pk5CQ17RIREemmZs8uxJ5yKu7HHmRqr5W8v2eyrgv8yMUXX+x9fNFFF9Va53K5OPfccw97DLfbzZIlS5gzZw5xcXHccccdTJgwgZSUlDrb/f3vf2fs2LFtEjsV5arA6Cq8Q0iKfBtHEymBIdKJWHcV7mcfgbwcXL/9PSY0zLvu0GlTPRUYaWlRKhcVERHprkYfDbHxXNHvZd7fM1nXBX7kT3/6E9Za7rnnHu69917vcmMMPXr0IDj48BUOW7ZsITExkd69ewMwceJEVq9eXSeB8e6773Lsscfy/ffft0ns6oHRhYSGgzFQrAoMEWlD1lrsi0/D2k8xF/0KM2h4rfX1TZuqixQREZHuLf2RnpT/90JuG/oogyK2kp5+BOnpUcyaVahrBB9LSEgA4LHHHmvxMfLy8oiLi/M+j4uLq9MUNC8vj88++4y5c+fy+OOPN3q85cuXs3z5cgDmz59PfHx8vdvlHzhAYFg4cQ2s70iBgYENxukL/hRPU2PJDosg1FbRo53jboufjRIYIp2EXbYU++HbmGnTcU05q9a6Q6svwKnAmDVLFyYiIiLd2ezZhdirj8P92ye5rN8rzN3wWw0j8QN/+ctfOOecc+jZs2eD2+Tn5/P666/zi1/8osFtrLV1ltWcmQ7gueee45JLLsHlOnz7w6lTpzJ16lTv85ycnHq3C6gop9K4GlzfkeLj4/0iDg9/iqepsdiwcMrycqho57gbiicpKamereunBIZIJ+D+7GPsq89iJpyA+ekVddYfWn2huyoiIiLikf5UCqnbT+X85Ld5+LvrdL3gB5KSkrjjjjtISUlh+PDhJCUlERYWRmlpKVlZWWzYsIHMzEzOO++8Ro8TFxdHbm6u93lubi4xMTG1tvn+++/5wx/+AMD+/ftZu3YtLpeLY46p3Qi+Oax6YHQtYRFq4ikibcN+9xX22UdgyJGYGTdhGsie1+worosRERER8Zg9uxB77im4f/8u5yW/w193/ExVGD526qmnMnnyZD7//HPWrl3L6tWrKSkpISIigtTUVE499VSOOuqow85EMnDgQLKyssjOziY2NpZVq1Yxc+bMWts8+uijtR4fddRRrUpeQPU0qpE9WnUM8SPhEVCiJp4i0ko2YwfuRx+EhD64rr0TU0+zpMaGjyiRISIiIgAcMQT6DeIXha/w1x3nq0+WHwgMDOS4447juOOOa/ExAgICmDFjBvPmzcPtdjN58mT69u3LsmXLAJg2bVpbhVuL08RTFRhdRlQPyNjh6yiaRAkMET9l83NxL74HgoNx3TgXE1H/nO31Ne8UERERqSk9vQc73riE9DH38qPYL0hPn6Bmnn7iueee44QTTmDQoEEt2n/8+PGMHz++1rKGEhfXXXddi85RR0V5vTfWpHMyUT2xhV/5OowmOXwnFxHpcLa4EPcf7oPiYlwz78bE9ap3u7S0KJKTk7zJC3CqL2oOJxERERGZPbuQR/4zEiKi+EW/lwHnpoeSF75nrWXBggXMnDmTl19+mcxM/78ZpWlUu5ioaCguxFZW+jqSw1ICQ8TP2C0bcd93I2TtxHXNbZjUgQ1u67no8FRdzJpVqIsRERERqVf6H+N5fP25TOv9EYmhe7w3QXTjw7euvPJKHn/8ca666ipycnL43e9+x2233cZbb73l69AaZCsqIFBDSLqMHtHO16L9vo2jCZTAEPET1u3G/e4/cC+4AwICcd3+EGbk+Eb3OfSCQ4kLERERacjs2YVc99IJBLjcXNL3n4CqMPyFy+Vi9OjRXHvttaSlpREVFcVf//pXX4fVIFVgdC0mqqfzoLDAp3E0hRIYIn7A7s/Hvfhe7D//ghk/EdecRZj+gxvc3jN0xNO80zOERHdQREREpDEmIREzegI/T32NYFeFrh38RFlZGR9//DG///3vufHGGwkICGi7fhVtzFoLauLZtURVV2AU5vs0jKZQE08RH7PffYX7z2lQXIi59FrMST/GGNPoPmrcKSIiIi2RlhbF589fzt+OuYGfJK4gPf00NfP0sfT0dNauXcuAAQM4/vjjue666+jRw4+nKK2qBLdbFRhdSfUQEru/gMY/hfieEhgiPmLdVdi3Xsa+9RL07uPMNNL3iMPup2lTRUREpKVmzy7E3twX9119+EXqy7yeeZpuhPjYgAEDuPzyy4mPj/d1KE1z4IDzVQmMrkNDSESkMXb3Ltzpd2PffAFz7CRcv0tvUvICnAuPmhcaatwpIiIizZG+KJp7/30xE2LXc2SPb9XM08emT5/eeZIX4AwfASUwupLwCAgI6BRDSPwmgbFu3TpuvPFGbrjhBpYuXerrcFqk5n/6nsf1LdP67rl+0cJQ3Kv/Q9XC3+G+61rYuollibdhZtyECQ1r0fFBjTtFRESkeWbPLuTeDyZwwIRyeb9XADXzlP9n776jo6i/Po6/Z9NDQirFhCZNRVFAsIBYY2+IvaModsAEG4INQVQ2NLEB9t7ArhhR9CfyiCKCNOmQBAhpJCE9M88fm90kJIH03SSf1zmcbbMzlx1Cdu/e77214KrAUA+MlsIwDEcfjCzPr8AwLMuy3B2EaZqMGTOGCRMmEBERwSOPPMKYMWPo1KnTQZ/nCTOSIyMjSU1NBRxl/M5vxp3Xq7pPjzft4wUFhaSmprrt+IkrV2D9+j0pC3+inV86RLRn6m9XMf7rQXQ66uha7T82NrvS8hGg2S8fKf9zJJ5J58jz6Rx5Pp0jz9fazpH51gvk/ryEE378lpGjjWbxXsKd5ygqKsotx3Wnqj5vWbuTMCfehXFbHLYTT3NDVBV52s+tJ8VTm1hKnhoD4e3wundCk8dTm58tj6jA2LRpEx07dqRDhw54e3szePBgli9f7u6wROrMyyjGWrmMNweOxnz0DqzvFvBXxrHYxjyObcqrvLhlBEbbsFrv98DlI0lJyfrGRERERGrNbg/mnCkjCPAq4MrOXxAfH6xlJFIzxY4lJIYqMFqW4FDIynR3FIfkERUYy5YtY+XKldx5550A/PLLL2zcuJGRI0dW2C4hIYGEhAQApk6dSmFhYZPHeqDJk3146ilP79Uqjc8i2n83fUPW0T/0X4ZFfcdhASnsymvP+zuH8UHipezO79AoR54woYSJE0saZd9Nxdvbm+LiYneHIQehc+T5dI48n86R52uN5yh9/F1s/DON05Z8Rn6B5//d3XmOfH1bX8+HKiswtv6HOWUcttGPYfQd6IaoKvKkigfwrHhqE4s5Px5r0zq8npnb5PHUpgLDI6aQVJVDqWqMZExMDDExMa7bnvAP49FHI7njDi0h8eTHG3oJiWVZnNTLYNmHS5k1bg/3XrISdmyCnNIqCJuNn3afRPS42xh80SXsSEzhAUqIjqZB/37ll414wI9CvXjSf/RSNZ0jz6dz5Pl0jjxfaztHdnswG9+/mjn9x3Nau9/x8xsCePbSVC0h8QDOJp7eqsBoUYJDmsUUEo9IYERERJCWlua6nZaWRlhY7cvrRRqCZVmEeGdh7UrkpPBkzOWbISuT8UfkUxK/CnZsYekZ2Zgvwx3dvSC7C0a/k3jk5eOZ+l4kdOrGzd26kdQvmRKr8X7EPPWNhYiIiDQPcXHZWGOOIPvecG7u+hE/7x2ikapyaBqj2jIFh0JBPlZBPoafv7ujqZZHJDB69OjBrl27SElJITw8nKVLlzJ69Gh3h1VrsbHZla5XdZ8eb5rHLbOER8bsoiSlECs5kWl3bsNatRcrL5c3binB/DaDT24swnwrFWtfBn8Mz6bkoVTIymT1OcWYj8FHJ4H1qmOft/fwhv1dMAacTMJ/R3P2yE68/MkxjH2gAID2qcEYh2fXOL6GeFxERESkPgxvH4IuOIczvviQLgGJ2O0h+pJEDq7I8d5XCYwWpm2I4zJ7H3hwAsMjemAArFixgjfffBPTNDnjjDMYPnz4IZ/jaVNIpGFZhQWOZRn7syEnC/JysfJyIT8X8vZDXq7rj3XAbfJyoSDv0Aex2RzlUm1DoW2oo7Fm21AICSu9HQptwyAkFAKDMGwe0fe2xdHPkefTOfJ8OkeeT+fI87XGc2S3B/PunHx+P+Mi5m69nmc2OL5E9NRlJFpCUtnKlSt5/fXXMU2Ts846i2HDhlV4/Ndff+Xzzz8HwN/fn9tuu41u3brVaN9Vfd4yl/+K9erz2J6ag3FY5/qGX2+e9nPrSfHUJhZr9V+Ys57E9tCzGD2PatJ4ml0PDIABAwYwYMAAd4chjcSyLMjNcXS23ZeBlZUJ2VmOxMT+LMjJxsrJKktW5GRDYcHBd+rrCwFtICDQcekfAKERGAGBpfc57g9u14GckpKy7QICwb/0uq9vlf1WRERERFqDuLhs4uKg5KUTubr4c+I33sGWnWmHfqJ4BNM0mT9/PhMmTCAiIoJHHnmEgQMH0qlTJ9c27du354knniAoKIi///6bV199lSlTptT9oOqB0TKFRQBgZaThyZ+OPCaBIc2TVVwEmemQmYaVkQ5ZGRWTFOX/lFTTMTowCILaQlAwhIRjRHdzXC+9zwhqC22CyyUrHAkIw7tm/3wDIiPZ7yFZUBERERFPY7cHs+zNG/ngxLu4sGMC0dEXAp5bhSFlNm3aRMeOHenQwTHtbvDgwSxfvrxCAuOII45wXe/Vq1eF3oN1oh4YLVN4pOMyY6974zgEJTCkSpZlOZZpZJQmJzLTICMVMtId1zPTICOt6k61NptrSQZtQzGiu1a87VyiERziWJbh5dWkfzcRERERKRMXl40VG0XqvZ25sesnfJZ8oZp5NhPp6elERES4bkdERLBx48Zqt1+8eDH9+/ev9vGEhAQSEhIAmDp1KpGRkZW2yfX1IRuI6NgRW1DbugffQLy9vauM0108KZ7axGJZEez1DyAgP5fgRoq/IV4bJTBaIcsscVREZDiSEOUTElZGmquigoL8yk8OaguhERAWgdGtl+N6aDhGWITjekg4tFGvCBEREZHmxDAMIi47l/AP53F02/XY7dGqvmgGqmpnWN3y6H///ZeffvqJp556qtr9xcTEEBMT47pdVb8CMzMTgLSsbIz8wlpG3PA8qecEeFY8tY3FCo0gN2knBY0Uf4vqgSENwyooKE1GpJZWTZSvoCj9k5UBplnxiV7eEBruSEZ06gZ9B0JYuKOnRGnCgtBwDJWKiYiIiLQ4dnsw82Zdz/Kz3ubGLp/ycPyjxMcHaxmJh4uIiKiwJCQtLY2wsLBK223fvp1XXnmFRx55hODg4PodVD0wWq7wSEfVvQdTAqOZsCzL0dwyI62030S5qglnciIzDXL3V35yQGBZ1cRhncuuO6smwsIhKERVEyIiIiKtlLOZp/nWaQz76Vsmrx/D7aMtJS88XI8ePdi1axcpKSmEh4ezdOlSRo8eXWGb1NRUpk2bxr333tswk1SKC8HbR58dWiAjLBIr6S93h3FQSmC4kWWWOMZ9Zmc5lnRkZ1ZofOm6vi8D9qVD8QFNMA3DMeIzLALaR2EccUzpko7S5ERpgsLwD2jyv5uIiIiINC92ezCL5t3EN6cs4vLor4iPv0ZVGB7Oy8uLW2+9lcmTJ2OaJmeccQadO3dm0aJFAJxzzjl88skn5OTkMG/ePNdzpk6dWveDFhZi+Koqu0WK7OAYxlBQgOHn5+5oqqQERj1Y2zeTs2gBZu5+sAAssCzHtI2iIih2/inGys9zNMXM3e9IWuTuh4K8qndsGI5eE86mlz2PKquaCC1LTBASpgaYIiIiItIgHFUYbUm87yhu7PoJb2y/mqSkXe4OSw5hwIABDBgwoMJ955xzjuv6nXfeyZ133tlwBywq0rLylqpdR8dl6m6I7ureWKqhBEY9WIlb2f/x646EAwYYOK57eTvWhPn4OC69fcDPHwLbQIcojMA2pSNB20BgILRpWzqZI9SRtAhqi2FTYkJEREREmpbdHsz2/7ua6cc9wcnhfxEdPRDQSFUpp6gQVIHRIhntD3N8L793lxIYLZFtSAyRl17jMV1mRURERETqIy4uG2v0Mey/ty03df2Y39MHaqSqVFRchOHrmcsLpJ5KKzCslN1UPcvG/dR5RUREREREXAwfXwJjzuKcDj/TwW8vdns9p1ZIi2IVFWL4KIHRIrUJdqwS2Ou5S8eUwBARERERERe7PZhTxt+Mj62EazovJD4+mOjoKCUyxKFITTxbKsMwoGM01q5Ed4dSLSUwRERERETEJS4um6UbbXDMAK7rvAAvo5ikpGT1wBCHoiJQE88Wy4jqAsk73B1GtZTAEBERERGRCuz2YEa+cT2HBaQQ0/5XoqOjVIUhDqrAaNmiukD2Pqzsfe6OpEpKYIiIiIiISAVxcdm8/ld3srw7cFPXjwFUhSEOGqPaohlRXRxXPLQKQwkMERERERGpxLB5EXLR2QyN/IPubbap+kIcNEa1ZetyOADW9s1uDqRqSmCIiIiIiEgldnsw/e+9kULTmxu6fKpmnuKgKSQtmtE2DMLbwbaN7g6lSkpgiIiIiIhIJXFx2fyztQC/E0/myk5f4W/L1zISKU1gqAKjRTu8F9bW/9wdRZWUwBARERERkSrZ7cFcPusmQnyyuSTqezXzFCguwvBTBUZLZnQ/AlL3YGWkuTuUSpTAEBERERGRKsXFZfPZ6vak+nbjpq6fAGrm2eoVFWqMagtnHHkcANa6le4NpApKYIiIiIiISLUMw6DdFedxbMg6jg1Zo+qLVswyTSgu1hjVlq5TNwgOgTUr3R1JJUpgiIiIiIhItez2YI4acQ05xYHc1PUTNfP0MCtXrmTMmDHcd999LFy4sNLjlmXx2muvcd999zFu3Di2bNlS94MVFwGoB0YLZ9hsGH0HYq1ejlVU6O5wKlACQ0REREREqhUXl82G7VkEx5zGJYctItQnU8tIPIRpmsyfP5/x48czffp0fvvtNxITEyts8/fff7N7925mzZrFqFGjmDdvXt0PWKQERmthnHgq5OXCquXuDqUCJTBEREREROSg7PZgYibdjL9XAVd2+krNPD3Epk2b6NixIx06dMDb25vBgwezfHnFD5x//vknp556KoZh0Lt3b/bv309GRkbdDuj8Nt5XTTxbvCOOhYj2mD98jmVZtX66VZCPlZKMtXEt1j/LsVb83iBheTfIXkREREREpMWKi8smLi6QHaP7ckOXT5m39ToSk3a7O6xWLz09nYiICNftiIgINm7cWGmbyMjICtukp6cTFhZWaX8JCQkkJCQAMHXq1ArPAyguLiAN8PL3r/SYu3h7e3tMLOBZ8dQ3ltwrbiL7lWkEb/oX/5PPqHY7Kz+Pgn+WU7R+NcVb/6No60asrMwK2xj+gXhfcFm9XxslMEREREREpEY6XX8O1jw7p0T+gd1+tJaRuFlV34wbhlHrbZxiYmKIiYlx3U5NTa24L7ywTXkVn66HV3rMXSIjIz0mFvCseOobi9VvMHTpwb4XniHb2x/j8F5lj6Xswvr3L6zVf8L61Y7+KN7eEN0N49hBGO0Pg5AwjJBwCAwC/wCKi4urjCcqKqrGMSmBISIiIiIih2S3B/PCjMtZdsZr3NTlY26PP4n4+GBiY7OVyHCTiIgI0tLSXLfT0tIqVVZERERU+NBY1TY1ZXh7Q7uO2ALbQG5e3YKWZsPw9sZ250OY0x7FnPoA9DraMUJ3TxLsLa3A6hCNccYFGH0HQq8+GN4+jRqTEhgiIiIiInJIjmUk2ZifnUXMN59xmP9u/txsujusVq1Hjx7s2rWLlJQUwsPDWbp0KaNHj66wzcCBA/nuu+8YMmQIGzduJDAwsM4JDGl9jHYdsT02E+v7T7HW/gP5edCpG0bMJRhHD8DoUPPqiYagBIaIiIiIiNSI3R7Mhy/ezG9nfMp1nRcQHX0XgKow3MTLy4tbb72VyZMnY5omZ5xxBp07d2bRokUAnHPOOfTv358VK1YwevRofH19ufvuu90ctTQ3RpsgjOE3w3B3R6IEhoiIiIiI1JCjCgM2jj2Ja7ssZNam29iWuNfdYbVqAwYMYMCAARXuO+ecc1zXDcPgtttua+qwRBqFxqiKiIiIiEit9Bx5Du390jiv408apSoiTUYJDBERERERqTG7PZjO513I9v3RjOj6IfHxwURHRymRISKNTgkMERERERGpsbi4bBKTdtNt5AUMCv+HAaGrSEpKVg8MEWl0SmCIiIiIiEit2O3B9L7lJjIKQ7ij+9tER0epCkNEGp2aeIqIiIiISK04m3n+9vAlnOvzDt3bbOPX/3zdHZY0sKio6kdkHuyxpuZJsYBnxeNJsUD941EFhoiIiIiI1Mng8WdTaPoy6vB3VX3Rijz88MPuDsHFk2IBz4rHk2KBholHCQwREREREak1uz2YTkf14aPEi7k8+ivefqFAy0hEpFEpgSEiIiIiIrUWF5dNUlIyI96JwdtWwi3dPlQzTxFpVEpgiIiIiIhIndjtwXTqP5Bvd5/JjV0/pneXEFVhtAIxMTHuDsHFk2IBz4rHk2KBholHCQwREREREakTZxVG9kmXE+KTw7VdFqgKoxXwpA/GnhQLeFY8nhQLKIEhIiIiIiIe4IYJ0SxNO57bur3P9Gn+7g5HRFoojVEVEREREZE6s9uDiY8P5vR2N/HWoDFs+2gp0dMvIjY2W5UYLczKlSt5/fXXMU2Ts846i2HDhjV5DPfccw/+/v7YbDa8vLyYOnUqOTk5TJ8+nb1799KuXTvuv/9+goKCGvzYL774IitWrCAkJAS73Q5w0GMvWLCAxYsXY7PZuOWWW+jXr1+jx/PRRx/x448/0rZtWwCuvfZaBgwY0OjxpKamMmfOHDIzMzEMg5iYGC644IIGf32UwBARERERkTqLi3MkKiyrG6uv6c1dPd5gxrLjMGxe7g5NGpBpmsyfP58JEyYQERHBI488wsCBA+nUqVOTx/L444+7PqADLFy4kL59+zJs2DAWLlzIwoULueGGGxr8uKeffjrnnXcec+bMOeSxExMTWbp0KfHx8WRkZDBp0iRmzpyJzdZwiyCqigfgwgsv5JJLLqlwX2PH4+XlxY033kj37t3Jy8vj4Ycf5thjj+Xnn39u0NdHS0hERERERKRe7PZgOnWK5oVNt9IraBt3DlqvZp4tzKZNm+jYsSMdOnTA29ubwYMHs3z5cneHBcDy5cs57bTTADjttNMaLa4+ffpUquyo7tjLly9n8ODB+Pj40L59ezp27MimTZsaPZ7qNHY8YWFhdO/eHYCAgACio6NJT09v8NdHCQwREREREakXZzPPI68dyMacbtzXcz6JOxO1hKQFSU9PJyIiwnU7IiKC9PR0t8QyefJkHnroIRISEgDYt28fYWFhgOODdFZWVpPFUt2xD3y9wsPDm+z1+v777xk3bhwvvvgiOTk5TR5PSkoKW7dupWfPng3++iiBISIiIiIiDSJ2XC5zNt3CUW03sfCpf90djjQgy7Iq3WcYRpPHMWnSJJ599lnGjx/P999/z9q1a5s8hpqo6vVqCueccw6zZ8/mueeeIywsjLfeeqtJ48nPz8dutzNixAgCAwOr3a6u8dQ4gfHmm2+ybdu2Oh1ERERERERaNrs9mOjoKD7fdS47cqPpsuY9oqMP0zKSFiIiIoK0tDTX7bS0NNc3600pPDwcgJCQEAYNGsSmTZsICQkhIyMDgIyMjAr9MRpbdcc+8PVKT093xd6YQkNDsdls2Gw2zjrrLDZv3txk8RQXF2O32xk6dCgnnngi0PCvT40TGCUlJUyePJm4uDgWLlxY4WAiIiIiItK6OZeR7EhMYc7mEfQLXUviom+0jKSF6NGjB7t27SIlJYXi4mKWLl3KwIEDmzSG/Px88vLyXNdXrVpFly5dGDhwIEuWLAFgyZIlDBo0qMliqu7YAwcOZOnSpRQVFZGSksKuXbvo2bNno8fjTBYA/PHHH3Tu3LlJ4rEsi5dffpno6Gguuugi1/0N/foYVi1qN0zT5O+//+bXX39lxYoV9OrVi1NPPZUTTzwRf/+mn/ecnJzc5Mc8UGRkJKmpqe4OQw5C58jz6Rx5Pp0jz6dz5Pl0jjyfzlH9OUeq+toK+eW0y9iZF8WVy+Y22EhVd56jqKgotxzXk6xYsYI333wT0zQ544wzGD58eJMef8+ePUybNg1wfMF+yimnMHz4cLKzs5k+fTqpqalERkYSGxvbKGNUZ8yYwdq1a8nOziYkJISrrrqKQYMGVXvszz77jJ9++gmbzcaIESPo379/o8ezZs0atm3bhmEYtGvXjlGjRrkqZRoznvXr1/PYY4/RpUsX19Kia6+9ll69ejXo61OrBEZ5O3fuZNasWezYsQNfX1+GDBnCVVdd1SRlMU5KYEhN6Bx5Pp0jz6dz5Pl0jjyfzpHn0zlqOHZ7MOmffs1TR0/D9sAUjN7HNMh+lcAQad1q1cQzNzeXxYsX8+STT/L444/Ts2dPnnzySaZPn46/vz9TpkxprDhFRERERKSZiIvL5v2dw9hbEM7WOZ+5OxwRaSG8a7qh3W7nn3/+4aijjuLss89m0KBB+Pj4uB6/6aabGDFiRGPEKCIiIiIizYRzGQnA3K3XM95vNuf3ySRmZGf1wxCReqlxAqNXr16MHDmS0NDQKh+32WzMnTu3oeISEREREZFmKC6urN/FkV0vZ0zPeXz94JvYRoxxc2Qi0tzVeAnJJZdcUm3ywsnPz6++8YiIiIiISDPnHKmaXRzEguTzyfvlf/Tp1kYjVUWkXmrVA0NERERERORQnCNVY2OzeXv7Ffh7FfDvq+9qCYmI1IsSGCIiIiIi0iji4rJZl92b5enHkb7weyzTdHdIItKMKYEhIiIiIiINzrmMBOCtHVcSVpTEtf0TtYxEROpMCQwREREREWlwzmUkSUnJfLv7TPYWhPPUme9rGYmI1JkSGCIiIiIi0iicVRiFpi8f7LyUbtm/M6iHTVUYIlInSmCIiIiIiEijKN/M870dwwH4v2lvqQpDROpECQwREREREWk0dnsw8fHBJOUfxo8pp5CyIIFundqpCkNEak0JDBERERERaTTlqzA+3HkJ7fzS2frjYlVhiEitKYEhIiIiIiKNLi4um2XpAymxbCx9fYO7wxGRZsjb3QGIiIiIiEjL5lxGArBq31HYMlYRHT2a2NhsVWJ4sOTk5Crvj4yMJDU1tYmjqZonxQKK51CqiicqKqrGz1cFhoiIiIiINKryI1V/TxtI/9DVJG7ZouSFiNSKEhgiIiIiItLonCNVf0sbhI+thOtO2EN0dJSaeYpIjSmBISIiIiIijc5ZhXHyDd0pNL0ZErGcpKRkVWGISI0pgSEiIiIiIk1mzAPFrMw8hpMj/lT1RQtnrV2Jufx/7g5DWhAlMEREREREpEk4l5EsTRtE35D1zJuFlpG0YOb0x7Befc7dYUgLoikkIiIiIiLSJOLiHFNHrA2HY04zOTF8BW/83cvdYYlIM6EKDBERERERaTJ2ezDdY07HtAz6hqwnOjpKVRgtkGVZ7g5BWiAlMEREREREpMnExWWzdWcqhV5BhPpkAqiZZ0uUu9/dEUgLpCUkIiIiIiLS5Pwj2hCamAU4qjKUwKi/1NRU5syZQ2ZmJoZhEBMTwwUXXEBOTg7Tp09n7969tGvXjvvvv5+goKDGDSYjtXH3L62SKjBERERERKRJ2e3B/L0xgjCffQDExwdrGUkD8PLy4sYbb2T69OlMnjyZ77//nsTERBYuXEjfvn2ZNWsWffv2ZeHChY0fTEZa4x9DWh0lMEREREREpEnFxWXT/xR/ThtY9i29lpHUX1hYGN27dwcgICCA6Oho0tPTWb58OaeddhoAp512GsuXL2/0WKzMsgSG+mFIQ9ESEhERERERaXLrdoTRZvdu1+3o6CgAYmOzlchoACkpKWzdupWePXuyb98+wsLCAEeSIysrq8rnJCQkkJCQAMDUqVOJjIyscjtvb+9qH3PK9fbCeRYjQ0MwfHzr9hc5hJrE0pQUz8HVNx4lMEREREREpMn1GRSAtTST2Nhs4uMdS0eSkpLdHFXLkJ+fj91uZ8SIEQQGBtb4eTExMcTExLhup6ZW3cciMjKy2seczMyMsv3s3o0RUPM4aqMmsTQlxXNwVcUTFRVV4+drCYmIiIiIiDS9wCDI20/s2EzXXeqBUX/FxcXY7XaGDh3KiSeeCEBISAgZGY6EQkZGBm3btm38QAoLy64XFVa/nUgtKIEhIiIiIiJNL8iRrDi2Z9k0DDXzrB/Lsnj55ZeJjo7moosuct0/cOBAlixZAsCSJUsYNGhQ4wdTVFB2vbio8Y8nrYKWkIiIiIiIiNus+jsJIzTP1QNDy0jqbsOGDfzyyy906dKFBx54AIBrr72WYcOGMX36dBYvXkxkZCSxsbGNH0z5CgwlMKSBKIEhIiIiIiJNb3ci+AcQP68L8dPLljSomWfdHXnkkXz00UdVPvbYY481bTDll40UKYEhDUNLSEREREREpMlZuxLhsM7EjcshKSmZ2NiyZIVGqrYAqsCQRqAEhoiIiIiINL1diRgdO7lulk9YqAdG82eV74GhCgxpIEpgiIiIiIhIk7Jy98O+dDisM+BIWDiXjoCaebYI5ZMWmkIiDUQJDBERERERaVq7dgJgHOaowIiLyyYpKblCA08tI2nmigrBu7TlYnGxe2MRFysvl5KpD2Il73B3KHWiBIaIiIiIiDQpa3ei40ppBQZUrsKIjo5SFUZzVlgAAW0c19UDw3Ok7ILN67G2bXR3JHWiBIaIiIiIiDStXTsd385HdnDd5azCUDPPFqKoEAKDALC0hMRz5Oc5LgsLDr6dh1ICQ0REREREmpS1bRN0iMbw8qr0mJp5thCFhRCoCgyP40xgFCiBISIiIiIiclDW9s2wYTXGoKGVHlMzzxakqFBLSDyQlZ/ruNJMKzC83R2AiIiIiIi0HuZXH0JgG4wzLqz0WFxctqsCw5nIKN/YU5qRogKMwDZYoDGqnkRLSERERERERA7N2rkVVi7DOOsSDOfyggOomWcLUVTk6oGhCgwP4lpCku/eOOpICQwREREREWkS5tcfgn8AxlkXV7uNmnk2f5ZlVeyBoQoMz6EKDBERERERkYOzknbAit8xzrwYo03QIbdXM89mrKQYLBP8A8CwKYHhSZTAEBEREREROTjrm4/A1w/j7EsOuW11zTwnTao8tUQ8UGHp2FQfX/D1bbYflluk0iaeVjM9J0pgiIiIiIhIo7J2JWIt/xXj9AswgtoecnvnMpLyDTyTkpKZOLGkEaOUBlNUmsDw9XVUYRTkuTceKaMKDBERERERkapZ+7MxX54Kfv4Y5wyr8fOqaubp5+er5STNgfPDsY8f+AWUfWgWt7PUxFNERERERKQyq6AAc/YkSEnGdvd4jLahNX5uVc08CwoK1cyzOSituDD8A8Dfv+xDs7ifKjDq5+2332bs2LGMGzeO559/nv3797s7pFopvw6vfDa4quuHeryu2zbmMURERERE6sIqLsZ89TnYsgHbbXEYRx1Xp/2UT1g0tx4Ye/bsqdGflJSUBjneiy++yG233UZcXJzrvpycHCZNmsTo0aOZNGkSOTk5DXKsg3J+SPbz1xIST9PMKzAMy7Isdwbwzz//cMwxx+Dl5cU777wDwA033FCj5yYnJx96o0YWHR3lWpt3qOuNtW1jHqMliIyMJDU11d1hyEHoHHk+nSPPp3Pk+XSOPJ/OUcOxLAvrjVlYS3/EuP5ObKdfUKf92O3BxMdX/nItNja7ySsxoqKiDr3RAa6++uoabefr68vbb79d6/0faO3atfj7+zNnzhzsdjsA77zzDkFBQQwbNoyFCxeSk5NT789bh/pZsf5dgTnzCWwPPYv5zcewLx2viTNq/fepCU/7ufX0eErGj4K9uyEkHK9pb7g9Hqjdz5Z3QwdUW8cdV5aJ7d27N8uWLXNjNDVjbVwLufvB359jQzKxsgA/f7yMYneH1qDs9mCV6ImIiIhIrVmfvulIXlx8Tb2SF3FxjkRF+V4YzemLNj8/P956661DbnfLLbc0yPH69OlTqZpj+fLlPPHEEwCcdtppPPHEEzVOYNSZ89t9f38M/wCsParA8Bh5jikkzXUJidsTGOUtXryYwYMHV/t4QkICCQkJAEydOpXIyMimCs2l8N8VZDz3sOv2V0PALK3Q2no+5I30Jq/Enz/ODGDjdQHkFvvz2Un+/DQsgFcHBPDxBQHkl/jz6JFtmHJqWzILQ7iwYwhXHduWzKK2RPsb9O4SAliVmhbV9HpDbhsYGAjQrDs+e3t7u+XfitSczpHn0znyfDpHnk/nyPPpHDWM/Z+/T873nxFw7mUE33IfhmHUaT/x8b4884xfpWUjzvepEyaUePx71BEjRtRou5tvvrnRYti3bx9hYWEAhIWFkZWVVe22Nf28daiflTwfL7KA8MOi2R8aRsGmwkb72fK0n1tPj2ePM7lUmO+WOOv7+jRJAmPSpElkZmZWuv+aa65h0KBBAHz22Wd4eXkxdOjQavcTExNDTEyM67Y7SnOs9tEYF1yFtXMLFOSxenkJx950PPj48PwUfx4Ysxe/ggK+edOL64anYxUW8L8f4dQTM1m3Mo2jeuRAYQF56bkEeFWf9So0vfENDYI2wSxfE86gMwMwwsKZ+vLhPDzVGyM0gtOHHcXPK4shIJBOnaIbfAlJdHQUd921x3XZXHlaGZdUpnPk+XSOPJ/OkefTOfJ8Okf1Y1kW1qKFWJ+8DscPpmD4TRSmpdV6P2VVwI6pIwcqv3ykKU9XXZaQnHnmmTXa7vTTT6/1vhtDTT9vHepnxUzdC0B6bh6WZWDl7m+0ny1P+7n15His4mLHiFtvHyguYu/u3RjeTVvT0CyWkEycOPGgj//888/89ddfPPbYY3XO0DYVw+aFcVlZydWF0VEkfeT44D/r1igeGu64/tC4KG74znH9umeiSFqQzLnRUSR96LjviOgoErdtg/05nHliAIu/3Az7c4i90wv7U4m8OhXuu3UX1v4sClcXQkoy1n//8tAR32C9Dhaw+DQwxwB+AXx7SmdKXo7kgd5HYC5ti9E+ijCfQCzLqtVr6mzgeWCFhvN+LSkRERERkQNZ+3MwX58B//wBA07GNjIOw1bzhpvOpIWz50VVfS+cX7A1p/ej//77b422O+aYYxothpCQEDIyMggLCyMjI4O2bds22rFcnI0i/QNKm3jmY5kmhs3tMyRaN2cz1ZAwSEtx3PZuXgMc3L6EZOXKlXz++ec8+eST+Pn5uTucWpswoaxsrfyIp6quH3if4eMLoeFcNCoYo3cAAJ2uCsZ2bjbF/wZju9Gx/fL9wZxa+h/1zOd9GH3zdshI5+v3crlgcBJkpBKwbC/s3MY9PZdhvW5iAf+cDebYNtAhmm+u7Yn5a3eMHkcSe3+bamMs/wuh/C+O8teb0y8NEREREWlc1tb/MF95DjLTMK4eiXHWJTX+As2ZuIiPL+t3ER8fXGW1MFR8790cvPTSSxVup6enYxgGwcHBZGdnY1kWERERvPDCC40Ww8CBA1myZAnDhg1jyZIlrgr4RlWQDzab45t+/4Cy+wICG//YUj1nYimygyOBsT8b2jSvBIbbp5Dcd999FBcXExQUBECvXr0YNWpUjZ7rCVNIPK1EyCoudvxj3JOElZIMe5Kx9iTDji2Of6AAAW3g8N4YPY7A6H4kdO+NERhUaV8HLjVxXja35p6edo6kMp0jz6dz5Pl0jjyfzpHn0zmqHcuysBZ/hfXx6xAShu2OBzG6H1Gj5zrfT5Z/n1kV53IR5/buPEd1WUJS3meffUZOTg5XX301fn5+FBQU8OGHHxIcHMxll13WIDHOmDGDtWvXkp2dTUhICFdddRWDBg1i+vTppKamEhkZSWxsrOuz16HUdQqJ+cFcrN8X4zXzfcwl32G98yK2517HCIuo09/rYDzt59aT47GStmM+cR/GkLOwfvsR28PPYfQ40m3xOHncEpKDmT17trtDaFEMb2/oEAUdoiif97Ysy5HU2LwBtqzH2rIB66uPsCzTscFhnTGOOg7j5DOga08MwyA2NrvaJSVOzSmRISIiIiINw8rNwXxzNqz4HY47AdstYzAO8U1u+S/Bylf3VpW8OPBLs5bwnvPrr7/mlVdewbu054Cfnx/XXXcdd9xxR4MlMMaOHVvl/Y899liD7L/G8nPBr7TywlmBka9JJG7nnEAS2cFxmVN9Q1dP5fYEhjQNwzCgYyeMjp1gyFkAWPm5sHUj1ub1jj+/fI+1+CtHMmPwmcSOPB0j1JElPTBD7rzdEn6ZiIiIiEjNWds3Y77yLKSlYFxxC8Y5w2q0ZMS5TMT5BdmBfS6c1RbOhEZLe5/p7+/Ppk2bOPLIsm+8N2/e3CyX0R9Sfr4rcWH4B2CBEhieoPwSEsDKycKzO1BWpgRGK2b4B8JRx2EcdRzgaL5k/fk/rN8XO2Z3f/Y29DmO+4eexYznHd2I1dxTREREpHWyiouwvvsU6+uPIDgU2wPPYPQ86pDPK19JUVW1RWxsWQ8M5+2W6Oqrr2bKlCkcf/zxREREkJaWxooVKxg5cqS7Q2twVkEe+Pk7brgqMHLdF5A4lDbxNCI7OJJKqsCQ5sxoE4Rx2nlw2nlYu5Owfv8Ja9lirLnTuC/gJU6/9nTWhF7Agy+d6HqOmnuKiIiItHzW5vWYb70AyTswBp6Ccd2dGMEHn2ZRvtKiNlNFWup7ylNPPZXu3buzbNkyMjIyiI6O5vLLL6dTp07uDq3h5eeXJTCcjTvzlMBwN8tZgRESDt7ekK0EhrQQRsdojMtuwLr0OtiwGmvpYvquSKDvvq+JPH4o57xyLZ0GnlDhF09za+4pIiIiIgdn5ediffY21s/fQGgEtnsnYhxX/RSLA/tcJCUlH3SqSFWT8FqyTp06ccUVV7g7jMaXnwcR7RzXAxwTEK28/c1uuUKL4xpvGwhBbVWBIS2PYbO5lplY19+B9fO3DF3wCcWP/cakoy+n7+GOiTFq7ikiIiLSslj//IH57suO8ahnXIhx2Q2OJchVOHAcanWN4J3btbbEhdOff/7J2rVrycqq+MHx3nvvdVNEdWPm7nf0TwiqpgqnIA/D2cTTOe0wb3+jx2VZFtZPX2McPwQjJKzRj9fsOKtg/AMgKASrGSYwbO4OQJoPwz8Q23mXEzDtZbzOOI8bu37Kyosv5Y7D3yJx2zYA1y8uEREREWmerH0ZmK88h/nC0xAQiO2hZ7FdO6pS8sKZpIDKU0WqatDpbNIJrS9xAfDxxx/z6quvYpomy5YtIygoiH/++YfAwKqTQp4s/cHbMO+/ofoNCsqaeBJQepnb+AkMdmzBev9VzHdebPxjNUf5eeDtjeHjA8FtISvT3RHVmhIYUmtGcAi26+7E+6nZbLEdy6NHzWLbiNFcfNgioqMPAxy/0Mr/UhMRERERz2aZJuavizAfuxtr5TKMS6/HNnE6Ro8jK2x34BSRA6stynMuGYmLy26VSYvyfvrpJyZMmMCIESPw9vZmxIgRPPTQQ+zdu9fdodVaSdJ2AKzdSVVvkJ8H/o4eGIbNy5HMaIoeGHt3OS6LChv/WM1Rfm7ZdJgO0bA7Ccuy3BxU7SiBIXVmHNaZXjPG82nnaQSEBTCn/3g+O3kk/UNXu5o1KYkhIiIi4vms7Zswpz6I9dYLEN0V22OzsF10NYa3T6Vta1Jt4UxcOG8L7N+/ny5dugDg7e1NcXExPXv2ZO3atW6OrO6sVX9Uvs8sgcICcC4hAUcfjCaowLCSdwCOL1wbZH8lJZgvP4u1fVOD7M/drKxMCA513Ijq7FjWsy/dnSHVmnpgSL1d9VhvLHMasSevYNrQF/g87BaM086j9/hH1dxTRERExINZ+7OxFryN9cv3ENQW45axGCefgWFUbrdY/oup6qotyk8Vaa19LqrTsWNHdu7cSefOnencuTOLFi0iKCiIoKAgd4dWK1b5RMSuxMobFBQ4LksrMAAIbFPxeY3ESnIkMKyC/IbZYcourL9+w9q5Fa/JLzfMPg/BsiwoLnYs82ho+zKgtDeI0bGTY5Rq8k4IjWj4YzUSVWBIgzBsXnS66kzmdHiXV7dcT8nP3/PtKddz0dFpFSoxVJEhIiIi4n6WaWL+8j3mhDuxfl2EceZF2J5+CdvgMyskL8q/h6tqHOrBqi2UuKjo6quvJjvb8Zpcf/31fPvtt7z99tvcdNNNbo6sltJTXFettJTKjxc4J12Ur8AIbJImnuwpXdKSnYWVuBVrfz3/DTqndvj61W8/tWB98R7m3ZdjNcYymH0ZZc1NoxzVQFby9oY/TiNSAkMaTFxcNqMfKCb3gtvwfuBpfG2FfD5kJLG9XiZ2TAaAGnyKiIiIuJm1dSPmMw9gvT0HDuuMbeJ0bNfcjhFYVglwYJ8LZzLCmawo39sCVG1xKKZp4uvrS+/evQHo2bMns2fPZu7cuZx44olujq6W0kp7drTrCKl7Kj/u/NB/4BKSpkhgpKc6LnP2YT45BvOpMfXbX84+x6VfEyYwfvrGcWVfRsPu17JKKzDCHXe0DYWI9ljrVjXocRqbEhjS4OLison/ajDn/voBH++8gLG95rHyukc5rXeBaxtVYoiIiIg0LSsnC/PtOZjPjIOMVIyRsdgeeAaj0+GubQ5MXIBjuUhV41BVbVFzNpuN5557Dm/v5r+C3ypNEhi9job0VEfPi/JKl28Y5SowjMA2jd7E08rPLUuS7Clt5pmeilVcVPd9ZpcmMHx86xldLdhKP6I3cAKD3P1QXFS2hMQwMPqdCOv+abglN01ACQxpFHFx2dw+2uKab0cx6q/n6BSQzDen3MCt3d6nU3RHNfgUERERaSJWSQnmT19jTrgL638/YMRcgm3SS9hOOh3DMCqNQz3UVBHnOFQlLWrnqKOO4r///nN3GPWXleH4kH14LygphswDmkDml34Y9ivXA6MpmnhmpDku23UEyyy7f9O6uu/TmcBowiUkeJUmuRo6geFs1ulcQgIYA4dAUSHWNx837LEakRIY0micv9S+23MmkbNm4d+vL0/0sbM97nYO89/tavApIiIiIo3DWvM35pOjsd57BTofju2xmdiuGokREOja5sBxqIfqc6HERd20a9eOZ555hjlz5vDBBx/w4Ycfuv40K1mZ2IJDMNof5ridsqvi4/lV9MAIi4D92Vi5OdXu1jJLMP9vSd0rJjJKl4906V5xv9WNeq2JrH11f25deXkBYDV4AsOxPyM03HWX0bMPxslnYH3zMearzzf8MRtB869hEo8XG5uNERLGjMLn2L06gYnF01k09BpuP34C3+yOcW2nX4YiIiIiDcPanYT58Wuwajm064jtnvFw3ImVGnQ6339VVW0RG5tNfHxwpT4XUjeFhYUMGjQIgPT05jW6sjxrXwZeoeGYnbo5biduxTjy2LLHCyr3wDC69nRMvNi+GY46ruodr16BNc8Om9ZhXH9n7eMqt7TF+mtp2QN7d9d6Xy7ZmY5LdyyxaODxptbe0kRTRPsK9xs33QcdorG+/ABr1Z8Y51+Occ4wjKZcNlMLSmBIo3P+0osbl4PdOJvgG7vy592zeXnAw7y29RpuG3Mlnbp2VQJDREREpJ6s3BysLz/E+ukr8PHFuGIExpkXVxjJWL7SoqoG6weOQ3XSe7X6ufvuu90dQsPIysQWGo7VNszREHLHloqPu5p4lltC0rUHANb2TRjVJDCsTMcSEOvnb7CuvR3D5lW7uJwJjBNOw/pgruO+jtFYB1aI1IKVneW44vw7NQVnlUpDV0Mk73Sck/B2Fe42vL0xLrwKa+ApmJ++gbXwHax//sB276MYbcOq2Zn7aAmJNKm4uGzi3+7NlcvmMm/rtdx6+Af8de1jRPvvwm5XXwwRERGRurBKSjB//hbz0TuxfvwCY/BZ2Ca/jO3c4Rg+PpX6XFQ1VaSqcahKWtRPYWHNRmHWdLv6WLlyJWPGjOG+++5j4cKFdd9RaQIDgC7dsQ5MYDirFco38QxqC+06Yv27wjENoypp5SaaJO+ofVzJO6BdR4zgtmX3tY+CvXVPYJBaWr3RRBUYVlGRq9lpQy/nsHbthI6dMGxVpwCMDlF43T0e212PQNJ2zGcexKpqyoybKYEhTS4uLpv77s8n5/xR3LHiWXq02ca3p1zPyrf/UXNPERERkVqy1v2DOWks1rsvQVQXbBOmY7vpXoy2YZX6WhzYoLP8VBFQ4qKh3X777TXa7o477mjUOEzTZP78+YwfP57p06fz22+/kZiYWOv9WJZVmsCIAMDo1guSd5ZVKkDVFRiAceaFsGE11p+/Vb3z1BQoXeJkbVpf+9h2boXOjok6tkkvYXv4OYzqRr3WZH+Z6eDsn9FUS0j2l3sdD9IvpLaszeth7UqMqM6H3NYYcDK2cVMgdz/m8+Ox6rMEpxFoCYm4hWu9ZfxZzP02hFX3xvPGoLG8sOkWRo+9BLs9VL84RURERA7CSknG/Ph1WPl/ENEe250Pw4CTiY9v63ofVb7aoro+F1Buya/efzWowsJCXnjhhUNuV1JScsht6mPTpk107NiRDh06ADB48GCWL19Op06darej/DwoKnRVYBjHDsT68n2sHxbAsBsd3+7n7gdfPwyviktAjNMvxPq/X7DefgHr6H4YgUEVHrdS98CRx0LSdtiyHk4/v0YhWUVFWJvWQUoyxkmnO47VMdrx2Lp/oCAfq7gYo5YjbK0Nqx1XehwJu3bW6rmufZglsD/HMc0kJ9sxxrSkBEocl1ZxsWOSS0mJY9Sss0eNYUBBQd2OWVjgOFbiVjBNig7viTnrKceDPfvUaB/G4b2wxU3CjH8M89mHsV03CvqfXKGHTqXjWpbj3Odklf59sxyxFBc5/mBgO/XcOv2dylMCQ9wqNjab+LePYM7vr/FEHzv39nyd3678h3dWTgEc3wToF6mIiIhIGSt3P9bXH2H9+CV4+2BcdiPG2Ze6mu45kxaHGodaVZ8LaVjDhw+v0XbDhg1r1DjS09OJiIhw3Y6IiGDjxo2VtktISCAhIQGAqVOnEhkZWeHx4uSdpAE+4ZG0iYzECg8nNaId5refEtSpG4EXXE7G3mTMTt2IOOC5AIW330/Go3cTnLQN/5NPd91v5uWSmpaC/wlDKS4pxsjbT1gVz3cqSdlF3s/fUbzlP1I3rsVM3wtAyDH98Sv3vP1h4eQAEW2DsQW2qXJflmVRvGUDRf+toXDtP5iZ6ZSk7MJK2YUtLBL/YweSu20jERER1X6At0pKKPhrKcVbN5Kdsgvb7kSKd27DysmC6pbMHLiP0kuv6K54d+lO8baNlV7/CtsXFVK0eQNFa/6mOHEbxTu2UpK8Eys/t8J2zlagoeOfw2/QKTWKBYDISIomv0jW9CcofmkqtnYd8T7iaGxBIVjFRVh5uVhZmZjl/nCQRJzhH0jk8Ovx9vY+6N/rUJTAELcq+6UZzE1xt3DvoP7MPGEy3wZdR4cL7qdTzPn6xSoiIiKC49tc638JWAvfgZwsjMFnYgy70TUWsSZTReLisl2PaapI47vyyivdHQJAlX0nqvowHhMTQ0xM2ZTA1NTUivvx8cc26wN82rcve2z04zDtUbIXvMP+/oMxN67DOH5wpecCWOEdwS+ArD9+JafXMQCYSxdjvT4DgPzuR2Il7YDsrMrHLinB+u5TrJX/B9tKky/tOuLbvTdFl92A4etPVteeGOWeZxY5RrKm7U6u1JDSysrAfPdl+G+No2oAHBM62oaCv2PMsHXucPIK86GkhNTduys0w4XSn8n3X8Va8p0rUWEEBWN1iMbof5LjmEHBENTW0ZvD29cxJtXbx3Hp5Q3e3uDlhfXjl1gb/sUaMZrCxV9h5eZW/Rru2Iz54XxHhUXufsedbUOhS3eMk0/HCIuENkEYYe2w9iTRxs+X/djI6nZEhdemRtqEYD0yDWPZz5j//B8FG9Y4junj4+hx0iYYwiIxuvRw9DkJDoHgthhBjkt8/Rx/Vx8f8PYhNTWVyMjISn+vqKjK/19VRwkM8QjObwkWJF/AmoQjeKn/w4TbH+eeHruwT7sCDEOJDBEREWm1rA2rMT+Y5/jQ0vMobGMex+jaE6j9VBH1uWh9IiIiSEtLc91OS0sjLKz2EyYMw4CAQAw/f8h29Ggworpgu2Us5qwnMSfHOno3lP7brPR8b2/ofTTWesfyDMuysH743PHYkLMwBp6CtfxXyMqs9Fzr24+xPn8POh2OcdE1GH2Px+h+BGFVfCB28fVzXB6wHMOyLMzXZsB/azD6nQi9j8Ho1QcjuqvjcdN0JEkO743109eOJ+XnOT6Il9/Pn79h/fwtxgmnYhw/BI4dSGSHjhVe65oyrry1bL++flBYue+Glbsfc85kx5KTY0+AYwdidD8C44DRqK599j2eNpGR5NU2cVF+H15eGEPOgiFn1XkfDUkJDPEYZb9E23PxzDeZ2ncyDx3xIt8uWUfcqsfRkhIRERFpbay9uzE/eR1W/A7h7TBGPYgxcEilPhdJScmuy+joKNdEkaqqLfReqvXp0aMHu3btIiUlhfDwcJYuXcro0aMbbP9G3+Mdozi//gi8vTGOOrb6bbsfgbX6T6zcHFevBuOa27GddbHjcf8ArAPGllr5uVjffQYDBuN118M1j8vXz7E044ApL9aSb2HN3xjX34nt9AsqP89mg+5HOLb1K52mkp/rqCoov5+fvoH2h2GMjHVN9zhYn4ga8/N39O6wrAr7sz6YC5npjgalh/eu/3GaISUwxKOU/SKOYvhXd/P4KUfz+DEz6Bk0giOue5BOA0/QL10RERFp8azc/VjffoKV8DnYvDAuvR7jnGHEz44kblB2tX0uyk8ViYvLVrWFAODl5cWtt97K5MmTMU2TM844g86dDz2RojZsw27AOqKvY5RpZIdqtzO693YkFbZtdE0sMbofWbaBf0DZJBOnHVuhIB/bKTHUirMCo/CACozFX0PPozBOO3SjUMOvmiRISQls3YBx9rBqR5PWma8fmCYUF7uqPqycLKzfFzv63bTS5AUogSEeKjY2m/j4tszfdh1rsnrzYv9H2PfIA5zT4Uns9uMB/SIWERGRlscqLsb65TusLz9w9Lk4+QyM4TcRP78bcRdla6qI1NmAAQMYMGBAox7DOOq4Q2/UrRcA1taNjgkchg2iupQ97h9YKYFhJW13XInuVruAqkhgWMVFsCcJ47wralYtUU0ShIxUR9PKdh1rF1NNOEfQFuaXLVtJdkxCMY7q1/DHa0aUwBCPVPGX7RFc8OI7vDLgQeYdP45ZX91K/H93VLGdiIiISPNkWRas/D/MT96AlGQ4oi/vFtzLTbceBlCht4WmijQ/mZmZrFq1im3btpGbm0tgYCDdunXj2GOPJTQ01N3hNSkjMAhCwmHvbscykg6HYfj5lW3gHwAlxVhFRWVNMxO3QWAQhEVUuc9qVZV82LPLUd0QVcMKlOoSGKl7HH+fxkxgFOQ7GmUCVvIOx33lkz2tkBIY4tHKLyk5/r0nefeidxjd8zX6tl3PWXfeg92uX9QiIiLSvFlb/8P86DXYtBYO64ztvonQdyCPdIrmpkeTKzTpLE9TRTxfYmIiH374IWvWrKF79+5ER0cTGhpKXl4ev/zyC2+88QZHH300V199NZ06dXJ3uE0nLAIrIw0y06DjAX9v/3I9J3xCALCStkGnrrXvL1FVBUZpIsA4rH4JDGvvbseVgyyXqbOqmo8m73C8NuF1H0HaEiiBIc1CbGw28bMiiP93Av/s68NTRz/H1tu38+2K5wHHNxNKZIiIiEhzYu3djbXgbcfUheAQjBvuxjjlbOJnhBJ37MGXiZRfSqI+F57rxRdf5JJLLmH06NH4HDDBAqC4uJjly5fz0ksvMXnyZDdE6CZhEbAnGXL3O8ZvludKYOQ5xnICZGdhdO1R++P4+gJgFRXgSn3sSXJcdoyu4T4OUoFhs0F4u9rHdQiGn39p342ySSTWniTo2KlhmoQ2Y0pgSLNQ/hdyXNxJXHT0XD6/II6F/rcQeMq9dB5+rX5pi4iISLNg7c/B+uZjrMVfgs2GceFVvPDfzYw+rQS7PbjG41Cd9B7Ic02ZMuWgj3t7e3PyySdz8sknN1FEnsEIi3SMUjVLILBNxcf8Axwf3sv3wSjIK0ts1EZVyYe8/eDrh+HrV/VzqtmHVVguCQKQngqhERheXrWP61DKLyFxysuFoMr/L7Q2DdwuVaRxObtt/53ZlwGfvM+qfX2w5tmZeFQ806cFuEosRURERDyNVVyEmfAF5qN3YP2wEOPE05jb+R1sw27g2ZmOMnRnMsI5BjUpKdl1HVRt0Zw999xzVd4/bdq0Jo7EA4RFOBIJBfkQEFjxsfIVGE55uQ2XwCgsKLu/JlwNNQ9YQlJYRewNpaolJLWNu4VSBYY0O2W/sH25dvpLTDhyBrcf/h6/L13P3X9PBYL1S11EREQ8hmVZsGIp5qdvwt7dcNRxvJN3LzeP6MCk6CjufNiRoCi/XETjUFueNWvW1Or+Fi20XDPOgKCKj/mXJgVKExiWWeL48O5fh2RBVYmAgvyypERt9nHgEpKC/MZLKJSfQlLueDWuGmnBlMCQZqmsuWcwtydcx72D+jDzhKf5OvBGOg1/ALv9eP2CFxEREbezNq/H/Pg12LyeVL/DaT/mcTh6AOM7RZPqX32fi6SkZFfyApS4aM4+/PBDwNHvwnndac+ePbRr1/A9FDydERbpWCYClZaQOCstrPw8x5INZyVGXSowvLwdfSoKC113WQW1rGTwcfTRqJTAaMyKiNIEhlWQX7ZspbAAfGuReGmhlMCQZi021rGkZEHyBWz4sQevHv8AeZMeIWnNQ9g5C4BnnnFzkCIiItLqWCm7sD57C+uv3yAkDOOmexl4zY3sfGFPjaeKKGnRMqSlpQFgmqbrulNkZCRXXXWVO8Jyr3LjUI1qEhjk55ZeliYw6rBcwzAMR5LhwCUktajAMLy9HYmQ8v0owFHVERJW65hqxE9LSKqjBIY0axWbewZzdLe3WDXmAZ73ehqj/XJ6jH9cCQwRERFpMlZOFtbXH2H99A14eWFcfC0vbLiR0UOLMfGq1VQRaRnuvvtuAHr37k1MTIybo/EQYeWXkFSXwMireFmXCgyoIoFRh6UfB+4DoLCg8ZZ0+FZcQmJZliOZoQSGmnhKy+Bs7plZFEq3aS8zZ/MIrF++58MT78A+0ZHpVoNPERERaSxWUSHmogWOBp0/foUx+Exe7fIu0zeO4tkZ7atdJgJU6HHhvC0tw759+1zXD5a8yMzMbIJoPIfh4wvO8amBB1RW+B2QwMhzVGIYDZXAKKhdBUaV+4BaV3LU+nhQVvVRXAyW6RoL25qpAkNajPK/7J+Nv5dV+47CfuyTdPnrZi47Zip/ZFQeOyYiIiJSH5ZZgrVsCdbn70L6Xra2OZEej9+AEd2Vp6OjSEpKJj4+2DUC1Zm0cCY01JyzZXvyySfp06cPp556Kj179sRmK/v+2DRNNm3axC+//MK6deuw2+1ujNQNwiIgJ6tSE0/Dy8vxQd2ZwChwVmDUceKHjy9WUcUmnrWunPD1rSKB0XhNPA2bzXFM5xIS57EbK2HSjCiBIS1K+eae8/46itOPeIOfrxnHJ4F38fiq+7GsocTHt9WbBBEREakXy7Lg3xWYn70JidvY49+bw+6/j9POvoCkGcmuyk9nokJTRVqn5557joSEBF555RVSUlJo3749AQEB5OXlkZKSQseOHTn77LMZMWKEu0NtemGRsHNr5Sae4EhWNOgSkrImnnXqJeHrh1VlBUYjLunw9S+bQuKsxNASEiUwpGVyvinYmNOdI994i+nHPcaTR0/jkwvX8OLqRwHHmwq9aRAREZHasrZuxPz0DdiwGtp1xBj1ACcMu5LE2buBqqeKHJiw0HuQ1sHb25vzzjuP8847j9TUVHbs2EFubi5t2rSha9euhIeHuztEtzHCIrAMo+qqAv+AsjGqefVMYPhV0QOjnktILNN0JEUaM6Hg51+WuHAeWwkMJTCkZSrfBOuZZ/zYmxLLs6f34YEjX6F30GaOvWkcnfoN0JsHERERqTFrTzLWgrcdk0WCQ5i45gEm/3IS8TPDsbBV2+ciOlrLWMUxcSQyMtLdYXgMY0gMRLR3LJc4kH8A1oFTSOq6hMTXD/bnlN0uqEPlxIE9MIoKy+5vLL5+jpGv4Dp2ozUNbUaUwJAWzfFmwY/46SHM3nwbq7OOYna/CaSNe4ChkZOx248ut52IiIhIZda+DKyvPsD65Xvw8WVZxM0MfuJ83uzRkze7Vt7+wHGomioiTtu2bWPdunVkZ2c7liGVuvrqq90YlXsYh/fGOLx31Q+Wq8BwjVOtzxKSDEdTf8s0HcmHukwhycosu90UPSn8yi0hcV6qB4YSGNI6lCUojuWil9/m1QHjeHvQfTz/+d3M2TzigG1EREREwMrLxVq0AGvRQigpZmXbS/gj8kaentUV3q68/YHVFupzIeUlJCTw5ptvcuyxx7Jy5Ur69evHqlWrGDhwoLtD8zx+AbAvw3E9Pw+8vTF8fOq0K6N8/4o6Jh4MP/+KPTCaoieFlpBUSQkMaTXKGnx24ui3prBg+DweOmIOfUPWctE9d2C3d9AbDBEREcEqLsJa8j3W1x9C9j6MgadgXHYDl/QfSFJSMk/P4pBTRUCJC6no888/Z/z48Rx11FHccsstPPDAA/z999/89ttvDbL/33//nY8//pikpCSmTJlCjx49XI8tWLCAxYsXY7PZuOWWW+jXr1+DHLOxGP4BWHscP1vk59W9+gIqLv9wVjL41rKSweeAKSRNkVDw9StL4iiB4VLFgiORli02Npv4F9px38rJPLn2fs5p/wsbRjzCwlfSsNuDXV3DRUREpHWxTBPz/5ZgPnYP1gevQlQXLvrtTWx3PEj820cAVU8VAVVbyKFlZWVx1FFHAWAYBqZp0r9/f/76668G2X/nzp0ZN26c6xhOiYmJLF26lPj4eB599FHmz5+PaZoNcsxG4x9QNj41P9dRkVFXPr5lU0gK6pgIOHCMaoGzJ0XjLekwylVguHphNObUk2ZCFRjS6pR/YxEXdwZX9D2CD89+iC/9bybkrDF0unC43nyIiIi0Mtbav0n//F2sLf9Bp8O54Y/ZvPdqF1ZNjyY6uvL2mioitRUeHu4apXrYYYfx559/EhwcjLd3w3wk69SpU5X3L1++nMGDB+Pj40P79u3p2LEjmzZtonfvavpPeIKAsjGqVn6e43ZdVajAKE081DYR4OMLxUVlt10VEb51j+tQ/Py0hKQKSmBIqxUXl43dHszv6QM58fN3eXXAgxw3ZwpxvfYQP+1aLMNLb0ZERERaOGv7ZrbGv0vX3D+hXUfGrHyKw48Ywi+pIVT1eVBTRaSuLr30UpKSkmjfvj1XXHEF8fHxFBcXM2LEiEY9bnp6Or169XLdDg8PJz09vVGPWW9+AVCQj2WWNMwSkpJirOLisoRAbZthlq/igKZp4ulbvomnEhhOSmBIq1b25qMNV8yYy6Sjn2VMr/ks/nUdY1Y+DQTrDYqIiEgLZO3djbXwHaw/fqFtYQjGDSN59b8RLEgOgOkVt9VUEWkIp59+uut6//79ef311ykuLsbfv+YfgidNmkRmZmal+6+55hoGDRpU5XPKTzs5lISEBBISEgCYOnVqtWNfvb29G3Uk7P6ISHKAiDZtyCguxBYcSlgdY9kfFu7YV9tgiv39yABC2rXHtxbx54SEsr+kmIiwMAwvL/L9fNgHhHboiM8B+2mo1yY7NIzcwgIiIyPZ7+1FDhB5WHStq0ca+1zVVn3jUQJDWr2y5p5RXPftSB46+Wie6fc8X7W5kcOvfhC7/VglMURERFoIa18G1tcfYv2yiCLTC98LruSUsfeQnRBUadvY2Gzi44M1VUQaxIMPPshzzz3nuu3t7Y23tzcPP/wwU6dOrdE+Jk6cWOvjRkREkJaW5rqdnp5OeHh4ldvGxMQQExPjup2amlrldpGRkdU+1hDMEkePjrSkRMycbIzQ6o93qFjMomLHvnYlw969AOzLK8CoRfxmsWMfqbt3Yfj5Y6Y7Xs/M7JxK+2mo18Y0TSguZu/u3VjpaWCzkZqVhWEYtdpPY5+r2qoqnqioqBo/XwkMkVKONylteXfn5azL7sXLAx4iZ+JDbFw9ETuDAb1hERERaa6s3Bys7z6j8Luv8DEKWdX2QkZ+ejd7vm5XadvqlonofYDUx+7duyvdZ1kWe/bsadTjDhw4kFmzZnHRRReRkZHBrl276NmzZ6Mes96cSyWKCiGvAZaQABQWYDmXZNSlBwY4lpH4+UNJieN2A/UvqZKzQWhhvmPpi19ArZMXLZESGCKlKjb3jKTf4W/z152xzPF+FKPzpXSLfURvXERERJoZq6AAa/FX5C38DH8zm6+Tz2X465fRv30Ue95rV2EcamRkJH5+jg8qqraQhvLCCy8AUFxc7LrutHfvXjp37twgx/njjz947bXXyMrKYurUqXTr1o1HH32Uzp07c/LJJxMbG4vNZmPkyJHYbJ49jNLw8cUCRwIjPw/8697E0/Dzc+yrsKB+PTCc8QCUOCoy8GrEj9POGAsKHK9BY/bbaEaUwBA5gLO5597CYHrMns+Eo2Zwyw8f8u4Jibz47KPkeYfpzYyIiIiHs4qLsf73A9kffkRQcRq/pQzh7NlXMvrkUxjdv2y78uNQn3lGiQtpeB06dKjyumEYHHHEEZx88skNcpwTTjiBE044ocrHhg8fzvDhwxvkOE3COd2jIN8xTrU+FRjlqyfq2gyzUgKjtALDy6vucR2Ks0qkoLQCoxa9UloyJTBEqlD+Tcvj8Q/wT2YfpvadQrfVdzFqxXNAF72xERER8UCWafL1E8s5v3g+7N3NuvTj2NrvMcZ9MwSq+JyYlJSM3e7sc+Gn3+/S4K688koAevXqRb9+/dwbTHPhTBjklP48NtASEgqcCYzaJQMMX2dFSOnznRUYjbiExPD1d1WOWKVLSEQJDJFqlTX3DGb28v6ce9R8vrk0lk98byfgxDuw24frTY6IiIiHsCwLVv+JueAdzt+1FTp1Y2GnKYz+5mxYVnHd+IFTRfT7XBrLv//+67ru7e1d4XZ5xxxzTFOF1DyUJjCs7EzH7YAGSmA4e2A4KzxqGQ9FRY7L4iZYQuLjU3qsIkcVipaQAEpgiBxSbKxjScm/WVEc+8F7vNDvUU59czaRO5KYYd5Bic1Xb3xERETcyNq4FvOzt2DTWmjXkftWPs0X35yDRcV1/tVNFRFpLC+99NIhtzEMo1JvjFbPmTDI3ue4rE/1QYUERgH4+tW+GWb5ZSjQNEtIvEsTGEVFkJ8PoVVPjmltlMAQOYSKzT1z6Rw9i+2zn+OGbz+F4jUMmjuduDg3BigiItJKWTu3Yi54G1b/SY53BFP+fZgPdg6j2Kr4FldTRcRd5syZ4+4QmidnhUSWI4Fh1KOJpzOBYTmbeNalksEdTTzLH7MgH0MVGAB4dvtZEQ/ibO5p4kXn+x7hjhXPsv+/HXx9yo28P2krdnuwu0MUERFpFayUZNbEzcB8agxsXscz6++l7YyXeWfHFWxPTAEcSYukpGTXc9ScUzxBcXEx69atY+nSpQDk5+eTn5/v5qg8kKsHhrMCo5ZNN8s7sAdGbRt4lo+nfBNPm61xx5qWX0KSX89Gpi2IKjBEaqH8m574+LPYlHM4c48fx2XbYpm07n7s1gXEjctxY4QiIiItl5WZxsrJn3Fs9jd0KfDBuPgKXtx0Ey99EsVL3R3blJ8qEheXrcSFeIwdO3bw7LPP4uPjQ1paGoMHD2bt2rUsWbKE+++/393heRZnD4zc/RVu10m5BIZVmF+3BEZpRYhVWIABjgqMRmzgCYB36TGL1AOjPCUwRGqpfHPPnzf4c2TXt1jzwIM8ZZuGEfYXM59/kDEPFLk5ShERkZbD2p/NH099ycCczzgy38Q461yGPjqavYsiK217YMJCiQvxFHPnzuXqq6/m1FNP5ZZbbgGgT58+vPLKK26OzAM5l5Dkln4xWJekw4H7cvbAqM8SkuJyTTwbc/kIlFVgFNVj6UsLpASGSB05m3tmFwfR9ZkXuK/na8Rar3B6VhJzn3mSLN+OetMkIiJSD7Oe8+LePu9hLVrIgNxc1oXEcPv397Dju06Vtq2uz4WIp0hMTGTo0KEV7vP396fQ2RhSypRWH7C/NIHh/DBfF17eYLM5GnDWtwdG+SaejdnAs/wxc/eDZWmMain1wBCpo7i4bFdpamLSbmZtug3vMRPpHJjMrXtGsfytNe4OUUREpFmyCgswFy3gmn+vx/r8XTZ79ePc/73PuR88w468suRFbGx2lX0uRDxRu3bt2LJlS4X7Nm3aRMeOHd0UkecyvEuTDg2whMQwDEcFR316YDirOIoKHJclTVCB4ZxCkpPluPRXBQYogSFSb87mngCdzruEi357m3W7OvD2oPv45ZHPsUxTDT5FRERqwCouwvz5G7LG3IX18eusyTqCi397gzM+msmG7J6u7Q5cJqI+F9IcXH311UydOpWPPvqI4uJiFixYQHx8PNdcc427Q/NMPn5lS0jqU4EBZQmMwgKMuiQwnBUhRaVLSEpKmm4JiTOBoSUkgJaQiDSIis09OzPs99eZesxkLjPm8+2lm5i76kni4soaiomIiEgZq6SEb59cxrmFr0NaCuvSj+O5/ybzf+nHV9hO41ClOTv++ON55JFHWLx4MX369GHv3r2MGzeO7t27uzs0z+TjAzl5juve9WjiCeUSGHVbQuKqCCksN0a1qZaQ5Dj+f9MYVQclMEQaSPnmnpt2ZBAdPYnhsZ0495PX+SLoJqykB4mPP0lvskREREpZpsmXT67gQvM1zt2dCF17YrvhLi4/9yKSknYRHY1riYhzuoiqLaQ56969uxIWNeXrW/X1Ou3LD6s+S0gATBPrm4+wzhveJE08DS8vMGxYeQ0wiaUFUQJDpIGVrb816HzznZwQdiIvDniY7AkPcFHHx7DbTwL0xktERFovy7JY8NQaLmUuFyZvhagu3P7X83z/zenwkgFoHKq0DB9++GGNtrv66qsbOZJmyKc00WAY9U8WOCswigrrnsDw8nIsHdmwGqspmniCowolL7f0uhIYoB4YIg2u/HrcpKRkTrmlJxf+7x3WZffixQGPEPDNfGZOD1BfDBERaXXs9mCsdf9gTn2QSxPHk7mngNErJ9Ft3sd8v+cMwHBtm5SUTGxstsahSrOWlpbm+rNr1y4WLlzIv//+y+7du/n3339ZuHAhu3btcneYnsn5gd3Hx9GIsz5cCYyisuaYtWR7ZJrjSklx0zTxBMdr4KrAqGcfkBZCFRgijaT8G674+ChO+OBxXjv/A+7o/g59Q9Zxyu1jsNs76w2ZiIi0Ctbm9Qz630eY6/8k27sdT69+lI8TL6bYKns76kxYOKsv9DtSmru7777bdX3GjBmMGTOGk046yXXf//3f//H777+7IzTP5/zAXt/+F+BYgpKVCZZZ90SAv2OMqVVU5KjE8G6Cj9LePmWTWOqYeGlpVIEh0gRiY7OJnxnOY2sfYuzKJxkQ+i9Jd4/jp9e2YbcHqxpDRERaLGvHZjaOnYI59UF6B2/h8TXjGPDVQt7feZkreVHdVBGRluTvv//mhBNOqHDfoEGD+Pvvv90UkYdzLvVoiKUTvn6w3znRpI77cyYsXBUYTbSEpAFGybYkqsAQaQLlv0GKi+vP2Ue+xneXxfKx3+34DRxF5+tu0bdMIiLSoli7drL++Y/onb2E8MK2TN1yL69vv5q8kgDXNpoqIq1Jx44d+e6777jgggtc933//fd07NjRjVF5MOcH9vo28AQMXz+s/aX/r9S1AsNZAVFU5EhgNEVFhI8vFJeObtUSEkAJDJEmFReXjd0ezNrsKPq+/x6zjpvIGe+8yPN9dzLj+XsosfnpTZuIiDRrc5/JZmSHeVjLlhBV5I8x7BpOGX0H67Zn82J0gKaKSKt15513Mm3aNL744gvCw8NJT0/Hy8uLuLi4Btn/22+/zV9//YW3tzcdOnTg7rvvpk2bNgAsWLCAxYsXY7PZuOWWW+jXr1+DHLNRORMXDZEo8PWD/NKRrHWuwCiNo7h0CUlTjDUtv0ylIZbStABKYIg0sbI3aDZuiZ/O2F5zGdtrHquXb+SOFc8BwXoTJyIizc7LU/MZFf0aN276AWunF3+GXcnID28nY1EoANHRjuWSmioirdXhhx/OzJkz2bhxIxkZGYSGhtK7d2+8G6iXwrHHHst1112Hl5cX77zzDgsWLOCGG24gMTGRpUuXEh8fT0ZGBpMmTWLmzJnYbJ7dTcAIDMKChltC4lTnCowDlpA0VQWG67oqMEAJDBG3cL5Zi48PJu7nS7i5fx9eGzqRr4fcSMT5sdjtp+oNnYiIeDy7PZjY23diffspN/73LdY2k3d3DGfO5lvZU9CuwrYHJiz0e05aI29vb4466qhG2fdxxx3nut67d2+WLVsGwPLlyxk8eDA+Pj60b9+ejh07smnTJnr37t0ocTSY4LaOy4b44F4ugWHUNfFQYQlJU41RVQLjQEpgiLhRbKxjSUlCyqmc+u3bvHr8A7SNf5KC/+7Cbl0OhqE3eCIi4pGs3BxsXy3E3PoeZkEhnydfyMxNt5OYF1Vhu+r6XIhI41m8eDGDBw8GID09nV69erkecy5fqUpCQgIJCQkATJ06lcjIyCq38/b2rvaxhrK/QxQ5OD6wRhzkWDWJJSc0jNJWmLSNiMSvDrFblkWKYRDo60s+Ft6BgYRWsZ+GfG0yAgMpLL0e2TEKow7VOk1xrmqjvvEogSHiRhWbe3rTs8sb/DdhPA8ZcyDgL/o8N5UGWhYpIiLSIKz8PH59chFDcj9gdM/9fLH1bOI33sGW/d1c2xw4DlVTRUQaxqRJk8jMzKx0/zXXXMOgQYMA+Oyzz/Dy8mLo0KGA44N3TcXExBATE+O6nZqaWuV2kZGR1T7WUEyb46NqcU72QY9Vk1jMomLX9ay8PIy6xu7tQ27WPqyCAszikiqP25CvTYnz1BkGqRkZGIZR6300xbmqjariiYqKqmbrypTAEPEAzuaeeSUBdH4ynpHd3udRcyZfDr6J16c8SbpfN31zJSIibmUVFfLTE4sZlPYeQ0oyWbTnVKb9dxfrs8u+2T2w2kJ9LkQa1sSJEw/6+M8//8xff/3FY4895vqwGxERQVpammub9PR0wsPDGzXOhmAEtXX0wCjIq//OyvfAqE8zTG+fsiaeTbCExPDxLe0D4lOn5EVL5NmdW0RaEWdDs9jYHOZvu45r/3iRtj45XL7xbja893/Y7cHuDlFERFqh6dP8MZd8hzn+Dk5LeZHAI7pxyW9vcP4X41if3YukpGTXZBGoWG2hxIVI01m5ciWff/45Dz30EH5+ZR/YBw4cyNKlSykqKiIlJYVdu3bRs2dPN0ZaQ84eGPkNkMAoPzGkPk1Bvb3Lmnh6NUFPCmffDU0gcVEFhogHKd/c87PVhzGg+zssv/1+XvJ+GKPLZcRPu4fYcblujlJERFqD6dMCGHPSFwz7+1OsDckkBRzD2GVT+L9vjgcgOtqxnaaKiHiG+fPnU1xczKRJkwDo1asXo0aNonPnzpx88snExsZis9kYOXKkx08gASA4xHHZAAkMIyAQ10Ka+jTD9PZp2iaezsRLQ0xiaSGUwBDxQM7mnnsKgukx5w0e6xPPzYs+ZmDqTl4sGU+ed5jeIIqISKOInxbI2CFfc8mKj7E2JJJe2Ifx/z7CL6knAWUlzJoqIuJZZs+eXe1jw4cPZ/jw4U0YTQMICmm4fQW0Kbten/Gn3t6lS0iKwasJPkq3CXJcNkWypJlQAkPEA1Vs7plNdPRDjHgiiuPnvcyQtFFc/NU04uI8f+2iiIg0D3Z7MLH378P6839c+NfHWBu2k1Pcm1v/jCchZSjlExeaKiIiTcFwLoM57oT67yywXAKjXktIfKC42PGnKZIKQaVLyIuLGv9YzYQSGCIezNncE6DzlTdydNtBvDLgQT456Xa+n3gf/4ZcRNy4HDdHKSIizZllmqx9dzlm9hxI2k6x1YNRfz3H93tOxyptl6apIiLiDrb4d8A/oP47qpDAqF8FhuVs4lmHkaa1FliawCgoaPxjNRNKYIh4uPLfcMXHH8lFv73FrH4TifGKJ3X5JmZY9zD2Af2nJiIitWNZFgue/JdLbfN49fitbNzQjRkbp/DVrpgKiYv4+GBNFRERtzCcjTzrKyCw7Hp9KzCKisAym2QJidEm2NG7o1Dv9Z2UwBBpBso391yzLZfO0TPYPsfONV9/BAVreXXqJEY93OYQexEREQH7tCBiz1tC8isfcmn+erbt78SMjU+yMPk8TBwl0dUtE1HiQkSaJf/yCYx69sAozHdcb4olJM4eGJbZ+MdqJppB+1kRcXI29zTxovM9DzLyz2lkbdrFZevu5KOn/tOoVRERqZZ9WhDWun845fexmDOfpGObdMatmkj3t2fzWfKF7EzaU+U4VCUtRKS5M8pPXalP5YS3T9lUlCZp4qn39gdSAkOkGYmLy3aNqktKSuaHlNMJnTqNvQURXJ74IPkLP8WyrEPvSEREWg27PRjrvzWcuHQcZvxEogL28MjqR+jxzud8lHgpnbp0dm0HSlyISMtmGMahN6qOtw/k5Tqu16eSo6aClMA4kJaQiDRD5Zt7djp+EIFeb/B830k8fOQL/Bf7D4sOe4j7HlSpmYhIa2W3O/pWWJvXc/z/PsFc/wfd20Qycc0DfLBzGAWmn2vbpKRk1/agxIWISLW8vSEny3G9/LKUxhIY1PjHaGaUwBBppio29wzmnpVT+Hvf0Yw/Yjbn7L6H16Y8ya3jNWpVRKQ1Spi/k7HeM+HfvzgyOJwn197POzsup8D0BypPFVHSQkTk0AxvH6wCRw8MI6DxExhGU/TZaGa0hESkGXMuKQFIStrFvK034PvgU4T4ZHNz8l1Yf/2mvhgiIq3Im5P3UDJnMl8NuYmMFZt4Zv29nPLz58zfdj0Fpn+l5SEahyoiUgvlR6c2xHjXGjCOH4Jxw91NcqzmQBUYIi2As7knQKczz6Wjfz9e7v8QA15+Fv/NyVhjhxM/I1TfsImItFCvT0nlpNQ3uSF7CfuKgnl1y528vv0acood5ceaKiIirZ1x0TVYidvqtxPvcn0vAptmAqDtzoea5DjNhRIYIi1A+TegzpLgge8/ifXhXO7kbcwZ//DGC3bi4twYpIiINCi7PZjY69dhffkBN2z5FVuAPzM23k7sN2cwu1fv0okiWa5lImrOKSKtme3S6+q/kwoVGE3QA0Mq0RISkRak/JvSTt260vmhp4n953Hy16znmyE38M7TiVpSIiLSzNntwVgpu+iUMA3zsXspXP4HL225mWO//JL4jXfQqVdv13agxIWISIMpX4ER0DRLSKQiJTBEWiDnmNXY2Gw+SbqY4b+/RollY/iWMaR88j32aepoLCLSnDiTEVZaCh0WzcSceBcXHZbAK5uv44QfvuDZDfeSWRQKOH4HOJt0ghIXIiINRhUYbqcEhkgLdOCb1u/XteXC397G77i+TDlmKveHTWLm800wu1pEROrFmbh478VczHdfoujhOxke/TWvbb6KU37+nMnrx5JW6Jg45VgyUrHBs4iINCBnBYZhAx9f98bSSimBIdLCORt8ZhaF0vW5l4n/bxQlv//MWX/ex/xn9mlJiYiIB3v7hQLMD+byy2mXUbD4B97bfilDlyzkiXXjSCmIdFXcOWmqiIhIIwqNcFxaJoZhuDeWVkpNPEVauMoNPkcxbs5hdHx+BiN23cHIX5+CuN5ujFBERA704rMlHJ/+Af87YyFFPxSzIPkiZm8aSWKeoyHngVNF1OdCRKTxGVFdsNwdRCunBIZIKxEXV27U6rkXE+0/kJcHPMT8geNY9tC1LG03kthxuW6OUkSk9bLbg4m9I4llT3/DDXsW4O9VwIJd5zNz0+1sz+1U2tciudJUEVDiQkTggw8+4M8//8QwDEJCQrj77rsJD3csMVuwYAGLFy/GZrNxyy230K9fP/cG21xFdXZ3BK2eEhgirUj5N7jx8YdxxbK5PNFnGtfzPoX/beSlkke46yH1xhARaUp2ezCxd+2CL7/E3PYOJxTkszDlHIbPu5TYgSeUVlugagsROahLLrmEa665BoBvvvmGTz75hFGjRpGYmMjSpUuJj48nIyODSZMmMXPmTGw2dROoLSNQjfDdTf9qRVqZ8s3dtuxM45F/H8UYMYbjw1YzKvV23pu03c0Rioi0DnZ7MFZ+LkWff4j5yO2M7TWXb7aeTMyS9xm9cjKdBp7g2k7VFiJyKIGBZVMxCgoKXD0ali9fzuDBg/Hx8aF9+/Z07NiRTZs2uSvMZs84/XyMi69xdxitliowRFopZ3NPgM5X3Uif4BN4ecBDDE8fy4+P3sXKsOHEjctxc5QiIi2L3R5MXFw2Vn4eeQsXsX/jWzxwRBaLtp5K/H93sDb7CNe2SUnJru1FRGri/fff55dffiEwMJDHH38cgPT0dHr16uXaJjw8nPT09Cqfn5CQQEJCAgBTp04lMjKyyu28vb2rfaypNXksYyYe9GFPem2g5cXjMQmML774gnfeeYd58+bRtm1bd4cj0uJVbu55BN3nPcf317zE2bYX2LfyP6x7R2L4B7gxShGRluWlmd7cf8xn7F+wgEeO3MdPuwZj33gHq/YdDVDa5yLb1edCyQsRKW/SpElkZmZWuv+aa65h0KBBXHvttVx77bUsWLCA7777jquuugrLqnnbyZiYGGJiYly3U1NTq9wuMjKy2seamifFAornUKqKJyoqqsbP94gERmpqKqtXr/aozJBIa1GhuWev3hjYubvHm4zr/RJ74zbwVfRT3Do+zM1Riog0bzOf9+Hhwe/zv9PfxfokneV7TyJ+4x38ndkXcCQu4uODK/W5EBEpb+LEg3/773TKKacwdepUrrrqKiIiIkhLS3M9lp6e7mruKdLceEQPjDfffJPrr79es3RF3CQuLpvYWMcfCxtzNt/CDX+8gJWdxeUb7+KLx/9yJTlERKTmZjzvy+JHv+eq1TeQ88Zs1mf35LKl87lx+Qv8ndmXpKRkoOz/YSdVXohIbe3atct1/c8//3R9qz1w4ECWLl1KUVERKSkp7Nq1i549e7orTJF6cXsFxp9//kl4eDjdunU75LY1XZPVlDxtTZFUpnNUM88847iMj4eCgkL8/E7gyLde5/srJnJh8pPM/W0jEZPuxPBu+P82dI48n86R59M58hyTJnkx4aFc8hZ9zlWr3qGDfyq/ZQ+iz/RnuP7YARQUFAKF+Pn5EhkZyYQJJURGRpb+P+zn5uhbN/0ceT6do+q9++677Nq1C8MwiIyMZNSoUQB07tyZk08+mdjYWGw2GyNHjtQEEmm2miSBcbC1WgsWLGDChAk12k9N12Q1JU9bUySV6RzVTmxsMI88AuBLYHQnfIxXmXDUDG4//D3+vmk1X0c/zl0P+TboMXWOPJ/OkefTOXI/uz2Y2NHp7Hj7/0jZMg8y09myfwD3rpzM/6UfD8c6tnvkkYLSiotgUlOzuesu0KnzDPo58nzuPEe1WafvDuPGjav2seHDhzN8+PAmjEakcRhWbbq6NLAdO3bw1FNP4efn+LYhLS2NsLAwnnnmGUJDQw/5/OTk5EaO8ND0i87z6RzVjXPJSHy84/LSqO949pinySlpw5JeE7lmYvcGO5bOkefTOfJ8Okfu4ZoqUlTEw6cuZ8rQeZCRyv+l9yf+vzv4PX2ga9sJE0rIzc3V8hAPpp8jz6cEhkjr5tbaoS5dujBv3jzmzJnDnDlziIiI4Nlnn61R8kJEGldcXLbrTXZSUjKfJ59H0NPTyC5qw5WJsfw0/ptadbUWEWmJZk/3x/zlOzJH38WUY6by5+Yorvu/OVy57FVX8sLZ52LixBIlL0SkRXj44YfdHYKLJ8UCiudQ6huPFj+JyEHFxpabUnLCSVy89C2+STqdU/e+zIY4O7Of038jItL6TJ8WgPnrIn4+bTjW2y+ycW8Hrv/jBYYvm8//0k4kNjbHlbgATRURERFpCG5v4lnenDlz3B2CiByg/LeFcXHZREdHcdGXY3hy6LFMPHoWtr+3YSU9gBHd1Y1Riog0jenTAjhy3yKGbXkPa0MSqYVHM/7fR1iSejJgkJSUTHR0VKVxqI7batApIiJSH/rqVERqJC6uXCVGp2jmbr2BK357mWDv/RQ8+QBfPfZ/bo5QRKRx2O3BWCUlmEt/5JIVt3DO7ufJLGqL7b6JXLr0Dd77pxtJSWXjCzUOVURauvKDFdzNk2IBxXMo9Y3HrU0860tNPKUmdI4a1oHNPdv7pTKn/yOcGP43K0MvY8AzN2B4+9RqnzpHnk/nyPPpHDU8uz2Y2LGZjD5pFTPOeQVSklm97wimb7yDhJShgAE4EhbOJO/BEhY6R55P58jzqYmnSOvmUUtIRMTzOd+cx8cHu0qlT/5wIi+d+xl3dH+HpPs3EP3kOIxwzWgXkebJbg8m9v5MtnzwP8yMl5nRL4k1m3oT/980fkg5jfKJCyj7f1HVFiIiIo1LS0hEpE4qNPfs2oXJ68dy54qpBOdsI2f8/Vjr/nE9LiLi6Zz/X1lmCRvfX0rqfWOY1W8i6zYGMOqv57jgf+/wQ8rpOPtcQMVpTSIiItL4VIEhInVSVXPPuX/1YWjvt/j5mvsxpz9Owfo7se4/B8OmXKmIeLbp8W24/9RvSX3jQ+b0386GtO6M3ziVb3efiYXNtUwkOtpRQq6pIiLSGq1cuZLXX38d0zQ566yzGDZsWJPHcM899+Dv74/NZsPLy4upU6eSk5PD9OnT2bt3L+3ateP+++8nKCioUY7/4osvsmLFCkJCQrDb7QAHPf6CBQtYvHgxNpuNW265hX79+jVqLB999BE//vgjbdu2BeDaa69lwIABjR4LQGpqKnPmzCEzMxPDMIiJieGCCy5o0NdHnypEpF7KN/eMjo5iy/5uHPnGuyxMOpuHjngR84WnmfOc6eYoRUSqZp/WBuuv3/h+6LVYrz5HepqNe/6ewjm/fsA3u2O4P3Y/QDVTRUREWg/TNJk/fz7jx49n+vTp/PbbbyQmJrollscff5znn3+eqVOnArBw4UL69u3LrFmz6Nu3LwsXLmy0Y59++umMHz++wn3VHT8xMZGlS5cSHx/Po48+yvz58zHNhntfXFUsABdeeCHPP/88zz//vCt50dixAHh5eXHjjTcyffp0Jk+ezPfff09iYmKDvj5KYIhIvcXFZRMbm+0qq84tCWT0yqd59N+HKFj5DxetupN3nnbPLzgRkQPZ7cFYlsXCJ1ZyzvI7MV9+Fm+jmHv/fpqzf/2AL3edQ2LSbqDs/zcnJS5EpLXatGkTHTt2pEOHDnh7ezN48GCWL1/u7rAAWL58OaeddhoAp512WqPG1adPn0rVHdUdf/ny5QwePBgfHx/at29Px44d2bRpU6PGUp3GjgUgLCyM7t27AxAQEEB0dDTp6ekN+voogSEiDaL8m/qkpGSSknbx9o4rCXhsKpZlcG3iaBImJNCMBx+JSDPnTFysfucvzEljuTjpMfy9CjBGxhLzy0e89Oex7Eza49pe1RYiImXS09OJiIhw3Y6IiCA9Pd0tsUyePJmHHnqIhIQEAPbt20dYWBjg+BCdlZXVpPFUd/wDX7Pw8PAmec2+//57xo0bx4svvkhOTo5bYklJSWHr1q307NmzQV8f9cAQkQblfMPvavA55DRCfPox/dgniCmZxfq4VfzQ8QFGP1jizjBFpBWx24OJjc1i1Tt/Y+bOYf7AzWxb34mZm55gYfJ5lCzxdm1XvuJCiQsRkTJVfQllGEaTxzFp0iTCw8PZt28fTz/9tEePt3XHF3fnnHMOV1xxBQAffvghb731FnfffXeTxpKfn4/dbmfEiBEEBgZWu11dYlIFhog0qPLjBJ3LSvYVhXDOwjieWX8vvff/wnl/34WVuM29gYpIi+aaKmJZ/P32PySPfpDXBsayfV0+sf88zhm/fMKnSRdRYnmTlJTsatIJSlyIiFQlIiKCtLQ01+20tDTXt+pNKTw8HICQkBAGDRrEpk2bCAkJISMjA4CMjAxXA8umUt3xD3zN0tPTXfE3ltDQUGw2GzabjbPOOovNmzc3aSzFxcXY7XaGDh3KiSeeCDTs66MEhog0mvINPjt17sRLW0ZwxW8vE+y9n4KnHuDbib+5OUIRaani44Ow/v2LpNEP8+agsRSmZzNu1UTO+OVTPkm6mDH357n69oCSFiIih9KjRw927dpFSkoKxcXFLF26lIEDBzZpDPn5+eTl5bmur1q1ii5dujBw4ECWLFkCwJIlSxg0aFCTxlXd8QcOHMjSpUspKioiJSWFXbt20bNnz0aNxZkoAPjjjz/o3Llzk8ViWRYvv/wy0dHRXHTRRa77G/L1MaxmvCA9OTn50Bs1ssjISFJTU90dhhyEzpH7OZMY8fGOy3a+qczqN4EhkX/yb8j5nPnKg6Rl68ODJ9PPkefTOXKwTwsi9oJf+eOxTxkYtorEvI7M3jSSTxIvosjyITY2m/j4YFfywrlspCnoHHk+nSPP585z5MlLFZrKihUrePPNNzFNkzPOOIPhw4c36fH37NnDtGnTACgpKeGUU05h+PDhZGdnM336dFJTU4mMjCQ2NrbRxqjOmDGDtWvXkp2dTUhICFdddRWDBg2q9vifffYZP/30EzabjREjRtC/f/9GjWXNmjVs27YNwzBo164do0aNclXKNGYsAOvXr+exxx6jS5curuVF1157Lb169Wqw10cJjHrSLzrPp3PkOaKjo0hKSiY6OorEnTuZcdaXjO75GqkBvWj/aBxGB70x8FT6OfJ8rf0c2acF0Tl3BV3+eZtB4f+QnNeB2Ztu5aPESyiyfFz/9yQlJTdp0qK81n6OmgOdI8+nBIZI66YlJCLSZGJjyy8p6cy0/+7mpuUz8dqXQt5jsXz++Ao3RygizYmrz8WG1Zz8exyX7xxHp4BdGNfdyalLFvDcspPZlrjXtb2ac4qIiDRvSmCISJOJi8uu0NwT4N2Vh3P+/97Fr2snLkp+AvODuVjFRW6OVEQ8mTNx8b/XN1Iy7VHMaY/SNTCRiWse4NQlC+h8w20Umr6u7ZS4EBERaRk0RlVEmlz55p7R0Y5yzB4vvsmjR87k1h8/IPm3zUQ/EYcR0c6dYYqIBym/7OPX1zczlll8cvIqUv6JYM7mcby38zIKTD+gcsJCiQsREZGWQT0w6klrJT2fzpHnOrC5J8CFHRN4ru8kvP28aHPf/RjHHO+u8KQc/Rx5vpZ+jqKjo0hc8iNbZ39E19y/2FsQzoubb+adHZdTYPoDVOhz4Yla+jlqCXSOPJ96YIi0blpCIiJu41xSArg+cLz6Vx8uWvoWAVHhlMx8CnPhO1hmiTvDFBE3stuDsTav561B92E++xBtMrYwad1Yhvz0BfO3Xc89Y4sqJCyc1RciIiLS8mgJiYi43YQJJZWWlPSa9w6Tjn6Oa77+iO0/baTbpLEYbcPcGaaINCG7PZiOeWs5bvm7mOuX0rdtKFPW38eb268iryTAVW3hTIKqz4WIiEjLpwoMEXG7iRNLKjX33LIznQdXP4YxYjTts9diPjUWa/0qN0cqIo3JNVVkywaO/eVRrtl+D8eGrMW4/GaG/PwFE389m007Mlzbl6+2UOJCRESk5VMCQ0Q8RlXNPTtfdROXLH2D9Lwgiu2PYX75gZaUiLQwzp/7H+dvp2Tmk5jPPEC/0DU8s/5ehvz8BZ1H3kduSaCmioiIiLRyWkIiIh6l/AcSZ3PP9dm9GPzlu0w55hmGf/Ee1sY12G6L1ZISkWbOOVnkx/nbGevzAl8O+ZP0FSG8uuVe3th+FbklgYCmioiIiIiDKjBExONU1dxz445Mxv7zFMbN91G8fh3mk2Ow1v3jzjBFpA6cVRQACfN3sGnsZL4cMoKMvzYydf29DPnpC17cMoLckkDXz3/5/xNERESk9VICQ0Q8VmzsgUtKDDpffTPnLXmL9Py2lMQ/hvnFe1pSItKMxMcHY23dyMaxU/hqyM2EZqzn2Q33MLg0cXHHGFNTRURERKRKSmCIiMdyfutavrlnUlIy/+X0JNL+PJ8mXoD15QeY8Y9h7cs4xN5ExJ3s9mCsbRt57fj7MafEEZaxzpW4mLP5Fu4YYwJoqoiIiIhUSz0wRMTjVdXcs1OPHsCTtB14DGf8NwOfJ0djuy0Oo08/9wUqIhU4e1y8/XQyx/zxLub6XxkY1pZnN9zNm9uvIqc4qHQcaptKiQolLkRE3C85ObnK+yMjI0lNTW3iaKrmSbGAZ8XjSbFA9fFERUXVeB+qwBCRZsFZiXFgOfltr13J+UveIq0gFHPG45ifv6slJSJu5kw4/jAvkZIXnua67XcyMOwfjGE3MPjnLxj/y3ls2J7l2l7VFiIiIlITSmCISLNRVXNPx5KSHrSLf541bc/F+upDTPtErMw0d4Yq0io5ExeL5iVR8sLTfH3KjWQuX89zG+5i8M9f0HnUWHKKgzQOVUREROpECQwRaXYqN/eETt27c/77T/P9YQ9RtHET5lNjsdb87c4wRVqF8lNFFs1L4r/7p/LNKTew7891PL/hTob8/AUvbB7pWi4SG5utcagiIiJSJ0pgiEizU11zT4ALnhrCeUveguAQzJlPYC54B6tES0pEGkt8fDDWjs38d/+zfHPKDURmrGbaf3cy+Kcvmb35Nm4fbVWYKqKkhYhI03vxxRe57bbbiIuLc1sMVnEx1l9LMT+aj5nwBVZBgdtikeZLCQwRabaqau4ZHR3FxpzuvBD0CsaQGKxvPsK0P4qVoSUlIg3Jbg/G2rGFuQPiMCfdT2TGKlfiYtYmR+ICKk8VERGRpnf66aczfvx4tx3fys3BfGYc5stTsX76GuvDeZhzntaXTFJrmkIiIs1a+W9z4+PLStmfm9GO53iGy6KGMtNvCjmPjCXo3rEYxxzvjjBFWgy7PZh2+Zs4clk85vqfOSkiCPt/d/D6tmvIKg4unSoSpKkiIiIepE+fPqSkpLjt+NZnb0HSdozbx2EcPwTrfz9gvfMi1orfMQad4ra4pPlRAkNEmj3nB6P4eOeHpyhXyXp09AXMfjSS7WPjOWrmkxjnX45x6Q0YXl7uDFmkWXGOQ7V2bOGInz/n/I4/sS8iCOPiaxly3yjWbc/mQbKJjlZzThGR5iwhIYGEhAQApk6dSmRkZJXbeXt7V/vYgaySEvb+vQy/k88g9ILhjvuGXUvaDwux/fYD4ecPq1fMtYmlKXhSPJ4UCzRMPEpgiEiLUb5E3bmkBKDTwBPws73BZ1c/Q99vP8XauBbbbeMwItq5I0yRZsOZuPh27i7GBsyCv5cxOCKI+P9G8dq2a8n6Ibh0u7JRx6DEhYhIcxUTE0NMTIzrdmpqapXbRUZGVvvYgaxNa7GyMins07/Cc8xBp1Ly9Ufs3b4No01QnWOuTSxNwZPi8aRYoPp4oqKiqti6auqBISItRvm19s5pB04Fpj8Xvv8k9618msIt2zCfGoO1Yqm7QhXxaM7eMt/M3U3JS8/w/dDryPpjNdM33s6Qn75kxqZRZBUHExubrakiIiJyUNbWjQAYR/StcL/Rpx9YJmxY5YaopLlSAkNEWpwDP0yVn1TyefJ5+E+azm4zGvOlqZjvvIhVqC7YIuXHoX4zdzfrY6exaOi1ZP3fKlfiYvrGO1x9LqBsIpCIiEi1krZB21CMtqEV7z+8NwQEYv66CMtyNH62LAtr9Z+OKSV6fyZV0BISEWnRYmMrTyrp1H8gPsYbfHj9DAYu+dCxpGTUAxjRXd0ZqohbxccHE3v1KjbEf8qiob+Qld6GGdtuZ/7Wa9lX3La00iLZ9XOkqSIiIs3HjBkzWLt2LdnZ2dx5551cddVVnHnmmU1ybCtxO3Tq0vI9FwAANlhJREFUVul+w9sb49LrsT6YizltPMZxJ8KunVj/+6Fsm5hLmiRGaT6UwBCRFq38t8NxcdmuBp/R0VGc+Oz1XHPcUN4961HMyXEYV43EOO08DMNwY8QiTctuDyb26tW81H8m5pM/0rGoDTO23cb8bdeyryiE2Nhs4uMrj0NV5YWISPMxduxYtxzXMksgeQfG6edX+bhx5kWAgbX4K6yPX3Pcd+5wrLV/Y/38LdZZF+t9mVSgBIaItApxcZUrMRyXUbza4TXO2TWVbu++hLVuJbab7sVoE3yQvYk0b87mnG9MSaXX0pmY63/k1Mg2zNhYlrhwJPpCNA5VRETqLmsfFBVC+8OqfNgwDIyzLoKzLsLKSIPsTOjcHcIisT54FTLSINxzpmiI+6kHhoi0Gs4pCQeWvj89qyunfTyHX9rdCf/84Wjw+d8aN0Up0nicSbyvXt2D+fKz3Lj1Vk6NXIZx4VUM/vkL4n6+hLXb9ru2V7WFiIjUS2YaAEZoxCE3NcIiMLr0cCQ1uvV03Ll9U2NGJ82QEhgi0qqUbzpYvrmnhY0zplzA+51eAC9vzGmPYn75gaP0UaSZK0tcpGC+8hyLhl5L9v/9zaxNtzL45y/ofM+D7CsKcW2nxIWIiDSIzHTHZWh47Z7X+XCw2bCUwJADaAmJiLRKVTX3dC4pyRgzjzMKZnDUF+9hrf8H28g4DJUvSjPjXCYCjsTFBUkvsWjoErKXBfDatluYt/U6MotCAUcSr/z2SlyIiEhDsEorMKhBBUZ5hq8fHNYZa+fWRohKmjNVYIhIq+SsxIiNza5QiQFw34Mm534wFePW+2H7ZseSkpXL3BmuSK3FxwdjJe9gbex0Fg29hqiMP5izeQSDf/qCaf/dza33ebn+zYOSFiIi0ggy08Fmg7YhtX9uZAdI39vwMUmzpgSGiLRq1Tf3hOlLL+GN6LkQ0R5zzhTM917WTHLxeHa7I3Exu994ih+7j+iM/3MlLp7/7x5uvc8LqDxVREREpMFlpkHbMAybV62faoRHKoEhlWgJiYi0euW/eY6PDz7g+lFk3f8SY86eg/XD51j/rcE26gGMqC5uiFSkepMmeeGfkcbhv71A8bofiGnvz4ubRzB36/VkFIWWThUJ1VQRERFpMlZmeu37XziFtYPc/Vj5uRj+gQ0bmDRbqsAQEaH65p4A94/LZ/rOsdhGPw5ZmZiTYzF/+Q7LstwWrwiUNee0du2k/VePcdO2W4lp/yteFwxn8E9fMuany/h3W65rezXnFBGRJpWZXuv+Fy7O/mPpqQ0XjzR7qsAQESmn+uaeAKcT2OFYRvk8hfX2i1hrV2K78V6MNkFuilZaK2fDzc9fSeP+trMx//iFs9v7M2fTzby65QYyFoWWbufl6vUCSlyIiEgTy0zH6HV0nZ5qhLfDAkcCQ5WvUkoJDBGRcsp/wIuLyyY6Oqq09D6q9HZX7tz5JNaiBVgL38HcuhHbyPsxeh/jxqilNSg/JcSZuPjx1F/IWerPm9tv4tWtN5BeGAZUrrRQ4kJERJqaVVgA+7PrvoSktALDSt+L0YBxSfOmBIaISBUO1twzfnoIMILYh/pizp2GOe1RjPOGY1xyHYa3j7tClhYuPj6Y2OvXseb5z0g4dTH7l/ry5vYbeWXrja7ERflkm4iIiFvty3Bc1nUJSUhYxf2IoASGiEi1Dt7cE+B4Yh+bifXRfKxvP8VasxLbbXEYh3Vq4kilJbPbHYmLGce9RNGE7+la4sur229wJS5iY7OJi0t2Jdg0VURERDxCRhoARljdKjAMbx8ICoZ96Q0ZlTRzSmCIiByEM4kRHx/s+na7/Lfcdnt74uLuxeo7EPOt2ZhPj8W44laM08/HMFTwKHVntwcTWriTLr++RNG67zmvgy9zt1zPK1tvJK0wvPTfYZjr3+iECSWAlouIiIhnsJyJh5A6VmAAhIRj7ctskHikZVACQ0SkBg7e3BPgbGIf74355iys917GWrUc24jRGM7yR5EacPa5sHYn0TnhSy7v/B25HXzxPu9SBj5wF6u25nMP+URHO7YvX20xcWIJqWrULiIinsI5PaSOFRgAtA1VBYZUoDGqIiI14ByzGhubXWnMalxcNvHxwRih4dhGP45x7SjYsBrzifuwVi5zZ9jSTDiTYwteScecP53iifdwwWE/8vLm6xny8xd0HvMoaYXhru00VURERDxe0jYICccIrPu0NiMkXD0wpAJVYIiI1MLBmns674+LuwjryGMx59kx50zBGHoOxtW3Yfj5uydo8VjOiovPXs7g/rDZLD51Cbm/+fDW9ut4ZcuNpBY6ym41VURERJoba+dW6Hx4/XYSEgZZGViWpaW5AiiBISJSa4du7glxcV2wjZ+G9fl7WN9/hrXhX2y3xWIc3rtJYxXPU34c6qcvZ3JO8sssPjWB3P95V0pcaKqIiIg0R1ZREezaidF3YP12FBoGxcWQmwNtgg+9vbR4WkIiIlIHziUlQJVLSgDiZ4Zju/xmbHGTobgQc+qDmF99gFVS4p6gxSPExwdj7U5kddxsfj7tcg7P+JnXtl3DKT99zuT1Y7npXl/XvyXQVBEREfFc1n//UvL8eEoev5eS+ImYv/2IZZbAlg1QUoLRtUe99m+Et3dc2bu7AaKVlkAVGCIi9XCo5p5xcdnEf3UysY/Pwnr3FUdFxr8rsN16P0b7w9wSs7iH3R5M7HVrmXncixRNWMThpg/ztl/Hq1tuYG9hJLGx2cTHlyXA1OdCREQa0sqVK3n99dcxTZOzzjqLYcOG1Wt/1o7NmLMmQZs20LUn7E7CemMm1o9fQFEh+AXAMcfXL+iozo5jJe/E6Nar9jFaFmSmQ9tQDC+v+sUiHkEJDBGReij/4TIuLts1ZhXKEhnx8Y4lA8btcZjHDsR692XMp8ZiXHs7xuCztKazBXMuF3l9Sirdf5tN8boEzu3gV8U41MqJCiUuRESkoZimyfz585kwYQIRERE88sgjDBw4kE6dOtVpfyUpu1zJC9sjz2OERmBZFtaf/8P65A1I34tx+vn17//V7jDw8oZdO2v9VMs0MV95DlYsxbjsRowLrqxfLOIRlMAQEWkA5T9slq/AqNzg8zSsnn0wX5uO9cYsrFV/Yrvxboygtk0bsDQqZ+Li67l7uL/NbG7atpSc9gF4XTCcwXF3snprXpXjUJW0EBGRxrBp0yY6duxIhw4dABg8eDDLly+vdQLDSt+LOfUhUnOywNsH20NTMUIdfZsMw8AYNBSr30mQmQYR7esdt+HlBR2jsZJ31Pq51uKvYMVSx/Xff8I6/wp9adQCKIEhItKAYmOzXZNKqm/wCba4SViLFmItfBdz83pst4zBOLq/O0KWBuRMXHw7dxdjA2fzw9DfyVrWhte338K8rdeRuSi0dDtv11heUOJCRKQ1+vDDD2u0nZeXF1dccUW9jpWenk5ERITrdkREBBs3bqy0XUJCAgkJCQBMnTqVyMjICo+bvt5kDzgJrzZB+MdcgnfnblUf8LCGWya7r3tvCv/9m4iIiCoTEN7e3pXiLFixjH1ffYhvvxPwO/E0sl95nrCC/Xh3qibeBlRVPO7iSbFAw8SjBIaISAMqP+YyPj7YNUWi/DQJ54dc47zLsfr0w5wXjznjcYyzLsYYfhOGr5+b/xZSG+Wniiyal8TFiS/x/dDf2Pd/Qby+7Xbmb72WfcWOCpukpOQK2ytxISLSei1cuJChQ4cecrtly5bVO4FhWVal+6pKBsTExBATE+O6nZqaWnln14wiJDLS8VhVjzcw8/AjsH79gdTVf2NEdan0eKQzllLWP8sx50yGDodRfMWtFBcVAJC++m9s/kGNHu+B8biTJ8UC1ccTFRVVxdZVUwJDRKSRHKrBJ0BcXA9sE+KxPnkD68cvsdaswHbLWIzuRzR5vFI38fHBxA5fwaaZn/DNKb+zLyMY+9Y7eH3bNWQVB5dW5SS7zr2SFiIiAuDj48Pdd999yO2WL19e72NFRESQlpbmup2WlkZYWFi999sUjD79sABr1fIqExgHMr/9GDochm3CdAw/f6yiQjBsUIdlKOJ5NEZVRKSROEetxsZmVzlq1bmsxPD1w3bdHdjufwoKCzCnPoS54G3HDHXxWHZ7MNaWDbwxcDTmlDjCMtby3Ia7GPzTl8zcdDu3jXZsd+BUEREREYDXXnutRtvNnTu33sfq0aMHu3btIiUlheLiYpYuXcrAgQPrvd+mYES0hyOPxfrqI6x/lmOZZrXbWnt3w+b1GENiXA1EDR9faH8YVnLtG4GK51EFhohII3MuG4HKlRhlzT2zMfr0w/b4bKyP5mF98zHWquWOcaudD3dP4FIluz2Yw3L/pd9f72Gu/51+oSFMXX8vb26/kv0lbUqXCwVpqoiIiByUt3fNPorVdLuD8fLy4tZbb2Xy5MmYpskZZ5xB586d673fpmK7ZSzm9McwX5gEEe0xBpyM0acfdO2JVa63h7VoIXh5Y5xwWsUdHNZZFRgthBIYIiJNoPyH1+qbe2ZjBLbBGDEGq/9gzLdfwJwch3HxNRjnXa755W7k7FthbVzL8f/7jKGRf5DaNgzj8psZPGokG3dk8ij7iI5uA2iqiIiIHNrs2bNrNBXj3nvvbZDjDRgwgAEDBjTIvpqaER6J7bGZWCuWYi37Ceunr7F++ByAvQGBWKEREBAIW//DGHouRnjFRpFG+45Ya1ZgWZYmkTRzWkIiItJEnEtKgCqXlDirMQCM4wZhe2I2xoCTsRa+gzn1Qaw6zECX+nGek8Xzt1MSPxHzuYc5MngTk9aNZcjPX9B55H3klgS6tlPiQkREaso51rRDhw4EBgayfPlyTNMkPDwc0zRZvnw5gYGB7g7TYxg+PthOPA2vMU9gm/4utrinMa4aif+ZF0LHaPD1wzjzIoyrbq385NAIKCqE/fr93NypAkNEpInVrLlnNkZQW4xRD2D2PxnrvZcwnxqLcdmNGDEXY9hUjdFYyk8J+erVFMb6T+eLIctIXRnGnM338+6Oy8k3HetqD0xYKHEhIiI1deWVV7quT548mYcffpijjjrKdd/69ev59NNP3RGaxzP8A+DIYzGOPJa2kZEUHmLShhEWgQWQmQZBbZskRmkcqsAQEWliNW3u6WQbdAq2J16Ao/tjffwa5nOP/H97dx4dVXn4f/xzJ5MEQvYMW8K+ubQWsUQsQlGIthWL1bYKwlfRfg+VsFjB/vTbilbRElsBqwRQQUS0RW1B0Fq1ERFarLKWTUUQBNlCErIRss7z+2NIHEgikEzm3mTer3M4M5m53Plk7mEO9zPP81yZw18FO3aLV10qzZoVI5NzVNumZuqdwaNUuH6b/vjZXRq0eoUW7hutUm+r044XpQUAoLF27dql3r17n/ZYr169tGvXLpsStTDxp9bJOJ5nbw40GgUGANjkbIt7njalJC5Brgm/lXXnPdLhr+R95G55//FXmaqq4AdvoWbNipEpzNfvLnpCpfeNV4/jq/Xc3tEatHqFnt7zv7rr7qqa4kLiqiIAgMDp3r27/vKXv6i8vFySVF5erqVLl6pbt272BmspEnwFhsnPPcuGcDqmkACAjc51cU9JsixL1veulrn4Unn//IzMshdlNq6Ta+wkWZ24UklDzZwZo4iqYk3tPU9Fd/9Zt3Ut16tfjdCTu/9XR0rbn7qqSHyty6Ey8gIAECjp6el66qmndPvttys6OlrFxcXq2bOnJk+ebHe0liEuQbIs6TgFRnNHgQEANqs+EZ41K+bUyXJyzW31KA3/k2UrLkFh4++X2fhveV+eL++jU2T96Oeyhv9cljvcrl+jWal+T5/8Y6SKVqzQxJ6LlNC7QG8cukZPfH6Xbvxloja+U6SUFN/2/qMtKC4AAIHWrl07Pfroo8rJydHx48eVkJAgj8dz9r+Ic2K5w6WYON8aGGjWKDAAwCHOdXHPatZ3r5TrgktkXlkg8+ZSmc0fynX7ZFndT59Di69VFxezZkVrylXvaNLxF6SLjkjf6qfrnpmqdz6J1YSUZE2d6psqwmgLAEAweTweJSUlyRgjr9crSXK5mPUfELHxMoX5dqdAI1FgAIBD+J8kT51aVGskRvWtPys6VtYvpsj0HyzvS3PlnfFrWdfeIGvErbIiIoP9KzjW18VFjKb8bLNeHfA7eedv0qdFPfXIzkz9660Bp7YrYrQFACDo8vLytHDhQn3yySc6ceLEac+98sorNqVqYWLjpaICu1OgkSgwAMBhzra4Z/U2/qy+qXL1niPz10Uy7yyX2fShXLf+Uta3vxvE5M7iP/Vm1qwYtanI0RPfeViV099Ur+h4/d+2/9PSr25QlXHr4MFDtabqAAAQLM8++6wiIyP14IMP6qGHHtLDDz+s1157Tf369bM7WothxcTJHDtidww0EuORAMCBqi+zeuaVLmbNitGsWTG1rlIiSVZUG7lumyjXlOmSK0zePz2sqvkZMiG6YFX1Qqh/+mO4JvdaoFs/u003dHxbz3zxPxrywXK1//m12v9Vds32lBcAALvs2rVL48ePV7du3WRZlrp166bx48frzTfftDtayxETLzGFpNmjwAAAh5o6tajmpLr68p3Vt9XTIepiXdRXroeeknXDaGnrBnmnpcubtSJkLrn6dbFjNL7/Vt3437G6t898fZBzhdLWvqay4XeoqDK61lVFAACwi8vlUlhYmCSpTZs2KiwsVGRkpPLy8mxO1oLExkllpTJlpXYnQSMwhQQAHO6bFvesd0pJeLis62+RGTDEd8nVVxbKrFsl1+jxsnpeGMT0wVP9XsyaFaN1L3ym17/3G12WsF3bCi7Qr/77iJZt66i7/BborMbICwCA3Xr16qXNmzfr8ssvV9++fTV79mxFRESoZ8+edkdrOWLifLdFBVJkK3uzoMEoMADA4c48wfYfeeF/v64TcattB7kmPyht+lDepc/J+/h9sgZfK+um22S1qXsER3Ny5joXX334L/Vd86qubrdOh0+2kzV2svp+72p91LmzpENcVQQA4EiTJk2SMUaSNHbsWL3xxhs6efKkhg8fbnOylsOKiZeRfAWGp73dcdBATCEBgGbibFNKzlwTo5plWbK+O1Cu6Zmyho2Q+dc/fdNK1r4rU1kZnPAB5j/aQpIWzCjUU5f+Vt7pv1K/+O167JPJ+v4HyzT7PzfKcoVRXAAAHMvr9WrRokWKjPRdPSwiIkI//elPNWbMGCUkJNicrgWJjffdsg5Gs0aBAQDNTH1TSqoX95RUZ5lhtYqS65ZfyPXAbKldR5kX58j7YLq8H74v43X++hj+v1N1ceGJyNXCa5ZozO7b9YP2qzVn9x0atHqF2tx4oyb8qqKmsKC4AAA4lcvl0tatW2VZlt1RWrZEjyTJ5GSfZUM4GQUGADQz1SMxpkwpqnMkhqR6F/iUJKtzd7nue1yuCb+VIlvLPD9b3ocmybt+rYzX2/S/QANV/04zZ8Yo2l2smVet1NqrfqIxXZbpla9u0PdXv667379RhZUxp41WAQDA6YYPH65XX31Vlc10ZGSzEBvvW/vi2GG7k6ARWAMDAJop/2kjZy7uWc1/jQh/lmVJlw6Q6zup0ub/yLvyzzLP/lEm5VW5RoyS+n3PMd8E+f8O/Xu6NKrzn7V2yGtKiszXG4euUe6g2/SLhXH6TUpb+a9zAQBAc/H2228rPz9ff//73xUbG3vac/PmzbMpVctiWZbUtqNMNgVGc0aBAQDNmP8UiTPLC/+f6xuNYLlc0ncHytVvgMz6f8m8sVTeeRlSlx5yjbhV+k6qbUVGdTkze1YbbXxxm567bKbS2q+VJaP3j12pa566SRMGfl8H/+4bfcI6FwCA5mrSpEl2RwgN7TpIhw7YnQKNQIEBAM2c/wl79VSSlJRkHTx4SCkpyTUjNb7pxN5yhckaMESm/yCZjz6QeXOpvHMelVK6ykodrMq066XIqCb/XfxzvjCnUv+d95JuHJKlrm0O6lhZotzX3SRr8LW649LLdLDr6aMtKC4AAM3VxRdf3GT7/vDDD/Xaa6/p4MGD+v3vfx/Sl2a12naU2bpexlslyxVmdxw0AGtgAEALUX0y/00LfNZ3pZJqVliYXAOHyvXIXFm3TZRatZZ5/SXlThypqofvlvfvr8ocORjw7F9fVSRaZtcO7Zj6J3109XUyf1usQ6XtNWHzY7pi1d81e+8EWW07MNoCANDsvffee+e03apVqxr1Op07d9a9996riy66qFH7aRFSukqVldLhr+xOggZiBAYAtBBnXnGjelqJ/0iM6tuzsdxuWYOvlQZfK5N3TFGfbVXxB+/IvP6SzOsvSZ26y+p/paz+g2S1Tz7r/uqT+Qev0q/fqhPLc+SN2ay1Q76Q948H1bEiWi9/9VO9fOAmfV7cQ1OmFKm3SrmqCACgxXjxxRc1dOhQGWO+cbslS5Zo6NChDX6dTp06NfjvtjRWjwtkJJkvPpOV0tXuOGgACgwAaIG+aYHP6sfPtQSwEtuqzY9v0cnvDZPJOyazcZ3Mxn9/XWZ07CwlemTFxEnRcVJMrBQTJysm1vdz7KnHy0ulL7/Qv5ce0Pc6fSrt36O78o7JO1v67UXS/g866pOiCzRnzx1aefgHOlnV+lT5QmEBAGh5SktLNXLkyLNuFx4eHoQ0PllZWcrKypIkZWRkyOPx1Lmd2+2u97lgO58sJilJx6JjFXlwn+KaKH9zfW+CIRB5KDAAoIXyP+n3v6yq//3zLQasxLayrrlBuuaGr8uMT/4rFeb7ppYUFUjlZZKk+r5PGmAsyZ2szyou0V8/+ba2F16oHYV9lF8RL8k3FWb31ONKSWld8zMAAC3NnDlzzmm7c1lMe/r06crPz6/1+MiRI5WamnrOmdLS0pSWllbzc05OTp3beTyeep8LtvPOclFfla79p8q//0NZyV3sz9OEnJRFqj9PcvK5j+alwACAFqy6oJg1K6ZmKsn5LO75TfzLDH+mrEwqLvCVGUWFMkUFUnGBVn0QrWF3pOjCoQNVUlV7QdApU4o0a9bXeVjnAgDQkrVt2zZg+5o2bVrA9tXSWT+7Q+aTLfI+OkXWD26UNWCIrA71T7Pxrn1X2vOJrJ/dISs6tt7tEBwUGAAQAqZMqX9KSbVAFQVWZKQU2U5KaldTkMycGaNZL8RIL9Te3r9QaYo8AAAA1axEj1wPPiXv0udk3nxF5s1XpA4psrr3kbr2ktWpm5TYVkrwSBXlMkvmSsYrucNljUm3O37Io8AAgBDgXwY0ZnHPc1VdXFSPqKi+7z8KRPq6RGG0BQAATePjjz/W888/r8LCQmVkZKhbt2767W9/a3csW1kJSQobf79MXo7M5g9ldmyW2blF+vD9r6fAWi4pMlKSkRI8Mjs22xcYNSgwACCEBHJxz7qcWVz47//M15o6tYjiAgCAJnb55Zfr8ssvtzuGI1mJHlnDfiwN+7EkyRzPlQ4fkMnNlvJypMLjsvp9Tyb7kMxfnpXJPiyrXUebU4c2CgwACDGBXtzTfx0N/32cOUVF8k0X8d+e4gIAADiFlZAkJSSp1rKp++N9IzP275EoMGxFgQEAISiQi3tWj7aoHsHhX2JIvukh1dNU/F8bAIBQV1hYqDVr1mjTpk368ssvVVJSoqioKHXt2lWXXnqprrrqKsXGsnCk7dr7/g9jjh6qXW4gqCgwACCENWZxT/+So67RFvVdVQQAAEh//vOftXbtWvXr109Dhw5VSkqKWrdurZMnT+rgwYPauXOn7rvvPg0aNEijR4+2O25IsyJbSfFJ0tFDdkcJeRQYABDCGrK4p/9IizNHW0hcVQQAgHORkJCgp556SuHh4bWe6969uwYNGqTy8nKtWrXKhnSopX2yTDYFht0cUWD84x//0Ntvv62wsDBddtllGjNmjN2RACCknG1xz6ioMI0f79u2etoJVxUBAKDhfvSjH9Xcz8/PV3x8fK1tSkpK9MMf/jCIqVAfq32yzKYP7Y4R8mwvMLZv364NGzboiSeeUHh4uAoKCuyOBAAh6WyLe5aU1F6gk6uKAADQeHfffbcWL15c6/F77rlHixYtsiERammfLBUXypwoltUm2u40Icv2AuPdd9/VDTfcUDN0Ki4uzuZEABC6vmlxz7qmi5xZWFBcAABw/owxtR4rKSmRy+WyIQ3qYrVL9l2JJPuQ1L2P3XFClu0FxuHDh/Xpp59q6dKlCg8P1//8z/+oV69edW6blZWlrKwsSVJGRoY8Hk8wo9bJ7XY7IgfqxzFyPo6R8zzwQJXmzWsvqe4FOsvKyhUZGaEZMyJPPRJZaxsEF/+OnI9j5HwcI+dracdo/Kn5meXl5TX3qxUXF+vKK6+0Ixbq0j5FkmSOHpRFgWGboBQY06dPV35+fq3HR44cKa/Xq+LiYj322GPas2ePZs+erTlz5siyal+gJi0tTWlpaTU/5+TkNGXsc+LxeByRA/XjGDkfx8h5qv8PVVISc9rinpKv0MjJydGUKTHKyWHEhVPw78j5OEbOxzFyPjuPUXJy7UK/sSZNmiRjjGbMmKFJkyad9lx8fHyTvCYaqG17yXJJRw/bnSSkBaXAmDZtWr3PvfvuuxowYIAsy1KvXr3kcrlUVFTE9Y4BwAHqmhLCOhcAAATGxRdfLElauHChIiMZzehkljtc8rSTjh60O0pIs31SVWpqqrZv3y5JOnTokCorKxUTU3ueNQDAPg88UFVzn+ICAIDGe+utt1RRUSFJ9ZYXFRUVeuutt4IZC98kwSNTkGd3ipBm+xoYQ4cO1dy5czV16lS53W5NmDChzukjAAD7TJtWJUZVAwAQOPn5+Zo8ebL69euniy++WMnJyWrVqpVKS0t16NAh7dy5U5s3b9aQIUPsjopTrLgEmf1f2B0jpNleYLjdbk2ePNnuGAAAAAAQNLfeequuv/56rV69WqtWrdL+/ft14sQJRUdHq0uXLurXr59GjRrF6HQniY2XCo/bnSKk2V5gAAAAAEAoio2N1YgRIzRixAi7o+BcxMZLJ0tkystkRbBmiR1sXwMDAAAAAADHi0vw3Rbm2xojlDECAwAAAABsVFJSotdee007d+5UUVGRjDE1z82bN8/GZPBnxcbLSFLBccnT3u44IYkRGAAAAABgowULFmjv3r362c9+puLiYt15553yeDwaPny43dHgL/bUCIyifFtjhDIKDAAAAACw0datWzV16lSlpqbK5XIpNTVV99xzj9auXWt3NPiLjZckmYJ8W2OEMqaQAAAAAICNjDGKioqSJLVq1UonTpxQfHy8jhw50uh9L1myRBs3bpTb7Vb79u2Vnp6uNm3aNHq/ISkmzndbwJVI7EKBAQAAAAA26tq1q3bu3KlLLrlEF154oRYuXKhWrVqpY8eOjd73d77zHd16660KCwvTSy+9pOXLl2vMmDEBSB16LLdbio5lComNmEICAAAAADb65S9/qbZt20qS7rzzTkVEROjEiROaOHFio/fdt29fhYWFSZL69OmjvLy8Ru8zpMXGyzACwzaMwAAAAAAAGxUWFqp3796SpNjYWN11112SpN27dwf0dVatWqWBAwfW+3xWVpaysrIkSRkZGfJ4PHVu53a7630u2IKd5binnUxJsRJ5b85bIPJQYAAAAACAjR599FEtXry41uOPPfaYFi1adNa/P336dOXn59d6fOTIkUpNTZUkLVu2TGFhYRo8eHC9+0lLS1NaWlrNzzk5OXVu5/F46n0u2IKdxdu6jczhr3hvGqC+PMnJyee8DwoMAAAAALCB1+uV5FvEs/pPtaNHj9ZM/TibadOmfePzq1ev1saNG/Xggw/KsqyGB4bvSiQFx2WM4b20AQUGAAAAANhg1KhRNfdHjhx52nMul0s33nhjo19jy5YtWrFihR5++GFFRkY2en8hLy5BKi+Tyk5KraLsThNyKDAAAAAAwAZz5syRMUa/+93v9PDDD9d8q29ZlmJjYxUREdHo11i4cKEqKys1ffp0SVLv3r01bty4Ru83ZMUm+G4L8ykwbECBAQAAAAA2qL7yyNy5cyX5ppQUFBQoISEhYK/x9NNPB2xfkKzYeBlJKsiX2p372g0IDAoMAAAAALDRiRMntGDBAv3nP/+R2+3WkiVLtGHDBu3evbvW1BLYLC7ed1vIpVTt4LI7AAAAAACEsueee05RUVGaO3eu3G7fd8x9+vTRunXrbE6GWk5NITGF+fbmCFGMwAAAAAAAG23btk3PPPNMTXkhSbGxsSooKLAxFeoUHSNZLqmAERh2YAQGAAAAANgoKipKRUVFpz2Wk5MT0LUwEBiWK0yKjfMt4omgo8AAAAAAABsNGzZMM2fO1Pbt22WM0a5du5SZmalrrrnG7mioS2w8U0hswhQSAAAAALDRDTfcoPDwcC1cuFBVVVWaN2+e0tLSdN1119kdDXWJjZfy8+xOEZIoMAAAAADARpZlafjw4Ro+fLjdUXAOrI6dZda8LVNZKcvNKXUw8W4DAAAAgM0OHTqkffv2qbS09LTHhw4dalMi1MfqeaFM1krpwBdS9z52xwkpFBgAAAAAYKNly5bpb3/7m7p27arIyMjTnqPAcKBeF0mSzK7tsigwgooCAwAAAABs9NZbb+n3v/+9unbtancUnAMrPknqeaHMO8tl+l4uq0MnuyOFDK5CAgAAAAA2ioiIUEpKit0xcB5cY9Klqkp5H5ygqoz/J+/rL8ls26Cq3GMyxjR4v6a0RFXzM1T12FSZivIAJm4ZGIEBAAAAAEHm9Xpr7t9yyy16/vnn9fOf/1xxcXGnbedy8Z2zE1mdusn1cKbMv/4ps+UjmX/8VcbrVY4ktY6SEttK0bGyYuOl6BgpPFIKD5fCI76+dYdLEZGywsN9z0dEyqx7T9q4TpJkNv5b1hVX2/lrOg4FBgAAAAAE2ahRo2o99t5779V67JVXXglGHDSAFZ8o6/pbpOtvkSk9KX25W20KclX8+acy+blSUYHMl3ukE0VSRbnvTx2jM858xLr8+zL7Ppf5cLVEgXEaCgwAAAAACLI5c+bYHQEBZLVqLV1wiaI8HpXk5NS5jTFGqqqSKsul8nKpouLrYqOiXCorlSxL6nWx9NJcmf9+LGOMLMsK8m/jXBQYAAAAABBkbdu2rbm/cuVKjRgxotY2b775pq6//vpgxkITsixLcrt9f1pFfeO2pnMP6d9ZUkGeFJ8UpITOx4QqAAAAALDR3/72t/N6HC2f1bmb786BfXbGcBxGYAAAAACADbZv3y7Jt6Bn9f1qR48eVevWre2IBSdI8V1S1xzeL+uS79ocxjkoMAAAAADABvPmzZMklZeX19yXfFMN4uPjdeedd9oVDXaLipYiIqXjeXYncRQKDAAAAACwQWZmpiTfgp4TJ05sktdYunSpNmzYIMuyFBcXp/T0dCUmJjbJayFwLMvyrX2Rn2t3FEehwAAAAAAAGzVVeSFJI0aM0MiRIyVJb731lv76179q3LhxTfZ6CKCEJN/lWFGDRTwBAAAAoIWKivr6ahdlZWVckrMZseITpeMUGP4YgQEAAAAALdhf/vIXrVmzRlFRUXrooYfq3S4rK0tZWVmSpIyMDHk8njq3c7vd9T4XbE7KIgU2T1FyJ5VsXKekpKQGFU8t8b2hwAAAAACAZmz69OnKz8+v9fjIkSOVmpqqUaNGadSoUVq+fLnefvtt3XzzzXXuJy0tTWlpaTU/5+Tk1Lmdx+Op97lgc1IWKbB5vJFRUmWFcvbtlRUTa2uWQKgvT3Jy8jnvgwIDAAAAAJqxadOmndN2gwYNUkZGRr0FBpzFikuQkaSCXKkBBUZLRIEBAAAAAC3U4cOH1bFjR0nShg0bzuvbbtgsNt53W1gQlJczXq90okgqzJcqKyXjlYyRvF6/jYz/36jzbp3buFyS5/uNzkiBAQAAAAAt1Msvv6zDhw/Lsix5PB6uQNKcnCowTGG+mmrpVXOyRGbtOzKbP5L2fS5VVjTNC7WOkq7IavRuKDAAAAAAoIW699577Y6AhoqJ990WNc0IDLPlI3kX/UkqKZa69pJ11XWSp70UGy8r3C1ZLt/ICVmS/yKip93332M920iSKywgmSkwAAAAAABwmqg2ktvtm9IRYOazbfLOz5A6dZdr9HhZ3XsH/DWaAgUGAAAAAAAOY1mWbxRGgAsM462S9+X5UlI7uaZMlxXVJqD7b0ouuwMAAAAAAIA6xMbLBHoKybZN0uEDsn4yplmVFxIFBgAAAAAAzhQTF/gRGNvWS5GtZfW7IqD7DQYKDAAAAAAAHMhKSJKO5wR0n2bHZunCS2S5wwO632CgwAAAAAAAwInadpQK82VOlgRkd6aoUMo5KqvPtwKyv2CjwAAAAAAAwIGs9h19d7IPB2aH2YdO7bdTYPYXZBQYAAAAAAA4UTtfgWFOFQ+NZaqLkOpipJmhwAAAAAAAwInaJvtujwamwFD2IclySZ72gdlfkFFgAAAAAADgQFZkpORpL/PV3sDs8OghydOuWS7gKVFgAAAAAADgWFaPC6Q9nwVkX+arfVLHzgHZlx0oMAAAAAAAcKoeF0j5uTJ5xxq1G1NaIh35SlbXXgEKFnwUGAAAAAAAOJR1wSWSJPPPlTLGNHxH+7+QjJHVvXeAkgWf2+4AAAAAAACgblanbrKu+pFM1gqZnCNyXXez1K2XLMs6r/2YT7f67jTjERgUGAAAAAAAOJg1cpzk6SCz8mV5t3wkJbWTdeF3pG69fSMqPB2kqDb1lhqmvExmzbvSty+TFRsf3PABRIEBAAAAAICDWWFhsn5wo8ygNJktH8ts/lDmvx9J/85SzaSS8AgpPlGKiZNaRyk/LkFeV5jkcsl8vlMqPC7XD6bY+Ws0GgUGAAAAAADNgNUmRtaVw6Qrh/nWw8g5Ku3fI5OXI+XnSfl5MkX5UskJVebnyZwokiorpI6d5Rr3a9+ojWaMAgMAAAAAgGbGsiypbQepbQfVNXHE4/EoJycn6LmaElchAQAAAIAWbuXKlbr55ptVWFhodxSgwSgwAAAAAKAFy8nJ0bZt2+TxeOyOAjQKBQYAAAAAtGCLFy/W6NGjz/uym4DTsAYGAAAAALRQGzZsUGJiorp163bWbbOyspSVlSVJysjIqHfEhtvtdsxoDidlkZyVx0lZpMDkocAAAAAAgGZs+vTpys/Pr/X4yJEjtXz5cj3wwAPntJ+0tDSlpaXV/FzfApBOWhzSSVkkZ+VxUhap/jzJycnnvA/LGGPOvhkAAAAAoDnZv3+/HnnkEUVGRkqScnNzlZCQoBkzZig+Pt7ecEADsAZGI91///12R8BZcIycj2PkfBwj5+MYOR/HyPk4Rs7HMTo/Xbp00YIFC5SZmanMzEwlJSXp8ccfb3R54aTj4KQskrPyOCmLFJg8FBgAAAAAAMDxWAMDAAAAAEJAZmam3RGARmEERiP5L3IDZ+IYOR/HyPk4Rs7HMXI+jpHzcYycj2PkDE46Dk7KIjkrj5OySIHJwyKeAAAAAADA8RiBAQAAAAAAHI8CAwAAAAAAOB6LeDbCli1btGjRInm9Xg0bNkw/+clP7I4EPzk5OcrMzFR+fr4sy1JaWpquu+46u2OhDl6vV/fff78SExMdd7knSCdOnND8+fN14MABWZal8ePHq0+fPnbHgp8333xTq1atkmVZ6ty5s9LT0xUREWF3rJA2d+5cbdq0SXFxcZo5c6Ykqbi4WLNnz9axY8fUtm1b3XPPPYqOjrY5aeiq6xgtWbJEGzdulNvtVvv27ZWenq42bdrYnDR01XWMqq1cuVIvvfSSFixYoNjYWJsShh4nnP9MmDBBrVq1ksvlUlhYmDIyMoL2+Xq+n+3Lly/XqlWr5HK5dMcdd+jSSy9t8jyvvvqq3nvvvZp/F6NGjdJll13W5HnqO/cK+Ptj0CBVVVVm4sSJ5siRI6aiosLce++95sCBA3bHgp+8vDyzZ88eY4wxJSUlZvLkyRwjh3rjjTfMk08+aWbMmGF3FNTh6aefNllZWcYYYyoqKkxxcbHNieAvNzfXpKenm7KyMmOMMTNnzjTvv/++vaFgduzYYfbs2WOmTJlS89iSJUvM8uXLjTHGLF++3CxZssSmdDCm7mO0ZcsWU1lZaYzxHS+Okb3qOkbGGHPs2DHz6KOPmvHjx5uCggKb0oUep5z/pKen1zruwfp8PZ/P9gMHDph7773XlJeXm6NHj5qJEyeaqqqqJs/zyiuvmBUrVtTatqnz1HfuFej3hykkDbR792516NBB7du3l9vt1sCBA7V+/Xq7Y8FPQkKCevToIUlq3bq1UlJSlJeXZ3MqnCk3N1ebNm3SsGHD7I6COpSUlOiTTz7R0KFDJUlut5tvIx3I6/WqvLxcVVVVKi8vV0JCgt2RQt7FF19c69u/9evXa8iQIZKkIUOG8P8Gm9V1jPr27auwsDBJUp8+ffh/g83qOkaStHjxYo0ePVqWZdmQKnQ5+fwnWJ+v5/PZvn79eg0cOFDh4eFq166dOnTooN27dzd5nvo0dZ76zr0C/f4whaSB8vLylJSUVPNzUlKSPv/8cxsT4ZtkZ2dr79696tWrl91RcIYXXnhBY8aM0cmTJ+2OgjpkZ2crNjZWc+fO1ZdffqkePXpo7NixatWqld3RcEpiYqJ+/OMfa/z48YqIiFDfvn3Vt29fu2OhDgUFBTXlUkJCggoLC21OhG+yatUqDRw40O4YOMOGDRuUmJiobt262R0l5Djp/Oexxx6TJF1zzTVKS0uz9fO1vtfOy8tT7969a7ZLTEwMWin6zjvvaM2aNerRo4duu+02RUdHBzWP/7lXoN8fRmA0kKnj6rO0wM5UWlqqmTNnauzYsYqKirI7Dvxs3LhRcXFxNW0tnKeqqkp79+7Vtddeqz/84Q+KjIzU66+/bncs+CkuLtb69euVmZmpZ555RqWlpVqzZo3dsYBmbdmyZQoLC9PgwYPtjgI/ZWVlWrZsmW655Ra7o4Qkp5z/TJ8+XY8//rh+85vf6J133tHOnTuDnuFc1PV+BcO1116rp59+Wn/4wx+UkJCgF198Mah5zvXcq6F5KDAaKCkpSbm5uTU/5+bmMmTXgSorKzVz5kwNHjxYAwYMsDsOzvDZZ59pw4YNmjBhgp588klt375dTz31lN2x4CcpKUlJSUk1DfkVV1yhvXv32pwK/rZt26Z27dopNjZWbrdbAwYM0K5du+yOhTrExcXp+PHjkqTjx4+z8KBDrV69Whs3btTkyZP5csphjh49quzsbP3617/WhAkTlJubq/vuu0/5+fl2RwsJTjn/SUxMlOT7TE1NTdXu3btt/Xyt77XPfL/y8vJqsjel+Ph4uVwuuVwuDRs2THv27AlanrrOvQL9/lBgNFDPnj11+PBhZWdnq7KyUuvWrVP//v3tjgU/xhjNnz9fKSkpuv766+2Ogzrceuutmj9/vjIzM/WrX/1K3/72tzV58mS7Y8FPfHy8kpKSdOjQIUm+k+VOnTrZnAr+PB6PPv/8c5WVlckYo23btiklJcXuWKhD//799cEHH0iSPvjgA6WmptqcCGfasmWLVqxYofvuu0+RkZF2x8EZunTpogULFigzM1OZmZlKSkrS448/rvj4eLujhQQnnP+UlpbWTDsuLS3V1q1b1aVLF1s/X+t77f79+2vdunWqqKhQdna2Dh8+HJTp7NVlgSR9/PHH6ty5c1Dy1HfuFej3xzJ2jW1pATZt2qTFixfL6/Xq6quv1k033WR3JPj59NNP9eCDD6pLly4136D4X0YIzrJjxw698cYbXEbVgfbt26f58+ersrJS7dq1U3p6Opd+dJhXX31V69atU1hYmLp166a77rpL4eHhdscKaU8++aR27typoqIixcXF6eabb1Zqaqpmz56tnJwceTweTZkyhX9LNqrrGC1fvlyVlZU1x6V3794aN26czUlDV13HqHpRacl3Oc0ZM2YwmimI7D7/OXr0qJ544glJvmmugwYN0k033aSioqKgfL6e72f7smXL9P7778vlcmns2LHq169fk+fZsWOH9u3bJ8uy1LZtW40bN65mpExT5qnv3Kt3794BfX8oMAAAAAAAgOMxhQQAAAAAADgeBQYAAAAAAHA8CgwAAAAAAOB4FBgAAAAAAMDxKDAAAAAAAIDjUWAAAAAAAADHo8AAAAAAAACOR4EBAAAAAAAcjwIDANDiHTlyRHfccYe++OILSVJeXp5+8YtfaMeOHTYnAwAAwLmiwAAAtHgdOnTQ6NGj9fTTT6usrEzz5s3TkCFD9K1vfcvuaAAAADhHljHG2B0CAIBgePzxx5WdnS3LsjRjxgyFh4fbHQkAAADniBEYAICQMWzYMB04cEA//OEPKS8AAACaGQoMAEBIKC0t1eLFizV06FC99tprKi4utjsSAAAAzgMFBgAgJCxatEjdu3fXXXfdpcsuu0zPPvus3ZEAAABwHigwAAAt3vr167VlyxaNGzdOknT77bdr7969Wrt2rc3JAAAAcK5YxBMAAAAAADgeIzAAAAAAAIDjUWAAAAAAAADHo8AAAAAAAACOR4EBAAAAAAAcjwIDAAAAAAA4HgUGAAAAAABwPAoMAAAAAADgeBQYAAAAAADA8f4/LlR/NNqlNOUAAAAASUVORK5CYII=\n", + "image/png": 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\n", 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" ] @@ -464,13 +475,6 @@ "plt.tight_layout()\n", "plt.show()" ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] } ], "metadata": {