diff --git a/.gitignore b/.gitignore index 1d0fdd30..70559e44 100644 --- a/.gitignore +++ b/.gitignore @@ -121,4 +121,5 @@ backup *.backup test.ipynb -.vscode \ No newline at end of file +# VS Code +.vscode diff --git a/demo_notebooks/07-example_GradientDescentOptimizeScan.ipynb b/demo_notebooks/07-example_GradientDescentOptimizeScan.ipynb new file mode 100644 index 00000000..11c87ad2 --- /dev/null +++ b/demo_notebooks/07-example_GradientDescentOptimizeScan.ipynb @@ -0,0 +1,575 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "a19da796", + "metadata": {}, + "source": [ + "# 07 Example - Gradient Descent Optimization Scan Using `GradientDescentOptimizeScan` Implementation of `AbstractOptimizeScan`" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "454a5e23", + "metadata": {}, + "outputs": [], + "source": [ + "import pyscan as ps\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt" + ] + }, + { + "cell_type": "markdown", + "id": "c3ed0472", + "metadata": {}, + "source": [ + "## Setup devices" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "433ff5a4", + "metadata": {}, + "outputs": [], + "source": [ + "devices = ps.ItemAttribute()\n", + "\n", + "devices.v1 = ps.TestVoltage() # Device 1\n", + "devices.v2 = ps.TestVoltage() # Device 2" + ] + }, + { + "cell_type": "markdown", + "id": "5588897a", + "metadata": {}, + "source": [ + "## Define a measure function" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "f8a0523a", + "metadata": {}, + "outputs": [], + "source": [ + "def voltage_response(v1, v2):\n", + " \"\"\"\n", + " Paraboloid function to optimize.\n", + " \"\"\"\n", + " return (v1 - 4)**2 + (v2 - 6)**2\n", + "\n", + "def get_voltage_data(expt):\n", + " \"\"\"\n", + " Reads the voltage from v1 and v2. Also adds a calculated voltage response to optimize.\n", + " \"\"\"\n", + "\n", + " runinfo = expt.runinfo\n", + " devices = expt.devices\n", + "\n", + " d = ps.ItemAttribute()\n", + "\n", + " d.v1_readout = devices.v1.voltage\n", + " d.v2_readout = devices.v2.voltage\n", + "\n", + " d.vf = voltage_response(d.v1_readout, d.v2_readout)\n", + "\n", + " return d" + ] + }, + { + "cell_type": "markdown", + "id": "33adce00", + "metadata": {}, + "source": [ + "# Define live plot" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "0351d814", + "metadata": {}, + "outputs": [], + "source": [ + "@ps.live_plot\n", + "def plot_optim_live(expt):\n", + " global fig, ax, cb0, cb1\n", + " x, y = np.mgrid[0:10:.01, 0:10:.01]\n", + " z = np.array(voltage_response(np.ravel(x), np.ravel(y)))\n", + " z = z.reshape(x.shape)\n", + " pcm = ax.pcolormesh(x, y, z, cmap='gist_heat')\n", + " scatter = ax.scatter(expt.v1_readout, expt.v2_readout, c=range(len(expt.v1_readout)),\n", + " cmap='viridis')\n", + " ax.set_box_aspect(1)\n", + " if cb0 is None and cb1 is None:\n", + " cb0 = fig.colorbar(scatter, label=\"optimizer step\")\n", + " cb1 = fig.colorbar(pcm, label=\"voltage response\")\n", + " else:\n", + " cb0.update_normal(scatter)\n", + " ax.legend([\"optimizer decision process\",], loc='lower left', bbox_to_anchor=(.1, -.3))\n", + " ax.set_xlabel(\"v1_readout\")\n", + " ax.set_ylabel(\"v2_readout\")\n", + " ax.set_title(\"Optimization of Voltage Response\")" + ] + }, + { + "cell_type": "markdown", + "id": "1b43d3db", + "metadata": {}, + "source": [ + "# Define runinfo" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "4cf7e377", + "metadata": {}, + "outputs": [], + "source": [ + "runinfo = ps.RunInfo()\n", + "runinfo.measure_function = get_voltage_data" + ] + }, + { + "cell_type": "markdown", + "id": "2e4261c8", + "metadata": {}, + "source": [ + "# Implement `AbstractOptimizeScan` with `GradientDescentOptimizeScan`" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "7f415001", + "metadata": {}, + "outputs": [], + "source": [ + "class GradientDescentOptimizeScan(ps.AbstractOptimizeScan):\n", + " \"\"\"\n", + " Minimizes objective function using gradient descent.\n", + " Gradients are approximated using forward finite differences.\n", + " Gradient descent is performed over one dimension at a time.\n", + " \"\"\"\n", + "\n", + " def __init__(self, initialization_dict, prop, optimizer_inputs, sample_function_output,\n", + " input_epsilon, learning_rate, update_epsilon,\n", + " dt=0, n_max=100):\n", + " super().__init__(initialization_dict, prop, optimizer_inputs, sample_function_output,\n", + " dt=dt, n_max=n_max)\n", + " self.dim = 0\n", + " self.fd_step = True\n", + " self.input_epsilon = input_epsilon\n", + " self.learning_rate = learning_rate\n", + " self.update_epsilon = update_epsilon\n", + " self.dim_ct = len(optimizer_inputs)\n", + " self.keep_running = np.full(self.dim_ct, True)\n", + " \n", + " def step_optimizer(self, index, experiment):\n", + " \n", + " def gd_f(f_in_prev, f_out, f_out_prev, input_epsilon, learning_rate):\n", + " grad = (f_out - f_out_prev) / input_epsilon\n", + " grad_update = learning_rate * grad\n", + " f_in_dim_next = f_in_prev - grad_update\n", + " return grad, f_in_dim_next\n", + "\n", + " if self.fd_step:\n", + " f_in = [experiment.__dict__[measurement][index - 1] for measurement in self.opt_in]\n", + " f_in[self.dim] += self.input_epsilon[self.dim]\n", + " self.fd_step = False\n", + " return f_in\n", + " else:\n", + " f_in_prev = [experiment.__dict__[measurement][index - 2] for measurement in self.opt_in]\n", + " f_out = experiment.__dict__[self.sample_f_out][index - 1]\n", + " f_out_prev = experiment.__dict__[self.sample_f_out][index - 2]\n", + " grad_dim, f_in_next_dim = gd_f(f_in_prev[self.dim], f_out, f_out_prev, self.input_epsilon[self.dim], self.learning_rate[self.dim])\n", + " f_in_next = f_in_prev.copy()\n", + " f_in_next[self.dim] = f_in_next_dim\n", + " self.keep_running[self.dim] = abs(grad_dim) > self.update_epsilon[self.dim]\n", + " if not self.keep_running.any():\n", + " self.running = False\n", + " self.fd_step = True\n", + " self.dim += 1\n", + " self.dim %= self.dim_ct\n", + " return f_in_next\n" + ] + }, + { + "cell_type": "markdown", + "id": "092c1db2", + "metadata": {}, + "source": [ + "# Instantiate OptimizeScan" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "0b2c251b", + "metadata": {}, + "outputs": [], + "source": [ + "runinfo.scan0 = GradientDescentOptimizeScan({'v1': 2., 'v2': 1.}, 'voltage', ('v1_readout', 'v2_readout'), 'vf',\n", + " (1e-1, 1e-1), (1e-1, 1e-1), (1e-1, 1e-1),\n", + " dt=1., n_max=100)" + ] + }, + { + "cell_type": "markdown", + "id": "f51e1e4d", + "metadata": {}, + "source": [ + "# Run Experiments" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "81e0c3d4", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Stopping Experiment\n" + ] + } + ], + "source": [ + "expt = ps.Experiment(runinfo, devices)\n", + "expt.start_thread()" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "d65e653a", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots()\n", + "cb0 = cb1 = None\n", + "try:\n", + " plot_optim_live(expt)\n", + "except KeyboardInterrupt:\n", + " expt.stop()" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "22ba2d90", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'runinfo': ,\n", + " 'devices': ,\n", + " 'expt_thread': ,\n", + " 'iteration': array([ 0., 1., 2., 3., 4., 5., 6., 7., 8., 9., 10., 11., 12.,\n", + " 13., 14., 15., 16., 17., 18., 19., 20., 21., 22., 23., 24., 25.,\n", + " 26., 27., 28., 29., 30., 31., 32., 33., 34., 35., 36., 37., 38.,\n", + " 39., 40., 41., 42., 43., 44., 45., 46., 47., 48., 49., 50., 51.,\n", + " 52., 53., 54., 55., 56., 57., 58., 59., 60., 61., 62., 63., 64.,\n", + " 65., 66., 67., 68., 69., 70., 71., 72., 73., 74., 75., 76., 77.,\n", + " 78., 79., 80., 81., 82., 83., 84., 85., 86., 87., 88.]),\n", + " 'v1_readout': array([2. , 2.1 , 2.39 , 2.39 , 2.39 ,\n", + " 2.49 , 2.702 , 2.702 , 2.702 , 2.802 ,\n", + " 2.9516 , 2.9516 , 2.9516 , 3.0516 , 3.15128 ,\n", + " 3.15128 , 3.15128 , 3.25128 , 3.311024 , 3.311024 ,\n", + " 3.311024 , 3.411024 , 3.4388192 , 3.4388192 , 3.4388192 ,\n", + " 3.5388192 , 3.54105536, 3.54105536, 3.54105536, 3.64105536,\n", + " 3.62284429, 3.62284429, 3.62284429, 3.72284429, 3.68827543,\n", + " 3.68827543, 3.68827543, 3.78827543, 3.74062034, 3.74062034,\n", + " 3.74062034, 3.84062034, 3.78249628, 3.78249628, 3.78249628,\n", + " 3.88249628, 3.81599702, 3.81599702, 3.81599702, 3.91599702,\n", + " 3.84279762, 3.84279762, 3.84279762, 3.94279762, 3.86423809,\n", + " 3.86423809, 3.86423809, 3.96423809, 3.88139047, 3.88139047,\n", + " 3.88139047, 3.98139047, 3.89511238, 3.89511238, 3.89511238,\n", + " 3.99511238, 3.9060899 , 3.9060899 , 3.9060899 , 4.0060899 ,\n", + " 3.91487192, 3.91487192, 3.91487192, 4.01487192, 3.92189754,\n", + " 3.92189754, 3.92189754, 4.02189754, 3.92751803, 3.92751803,\n", + " 3.92751803, 4.02751803, 3.93201442, 3.93201442, 3.93201442,\n", + " 4.03201442, 3.93561154, 3.93561154, 3.93561154]),\n", + " 'v2_readout': array([1. , 1. , 1. , 1.1 , 1.99 ,\n", + " 1.99 , 1.99 , 2.09 , 2.782 , 2.782 ,\n", + " 2.782 , 2.882 , 3.4156 , 3.4156 , 3.4156 ,\n", + " 3.5156 , 3.92248 , 3.92248 , 3.92248 , 4.02248 ,\n", + " 4.327984 , 4.327984 , 4.327984 , 4.427984 , 4.6523872 ,\n", + " 4.6523872 , 4.6523872 , 4.7523872 , 4.91190976, 4.91190976,\n", + " 4.91190976, 5.01190976, 5.11952781, 5.11952781, 5.11952781,\n", + " 5.21952781, 5.28562225, 5.28562225, 5.28562225, 5.38562225,\n", + " 5.4184978 , 5.4184978 , 5.4184978 , 5.5184978 , 5.52479824,\n", + " 5.52479824, 5.52479824, 5.62479824, 5.60983859, 5.60983859,\n", + " 5.60983859, 5.70983859, 5.67787087, 5.67787087, 5.67787087,\n", + " 5.77787087, 5.7322967 , 5.7322967 , 5.7322967 , 5.8322967 ,\n", + " 5.77583736, 5.77583736, 5.77583736, 5.87583736, 5.81066989,\n", + " 5.81066989, 5.81066989, 5.91066989, 5.83853591, 5.83853591,\n", + " 5.83853591, 5.93853591, 5.86082873, 5.86082873, 5.86082873,\n", + " 5.96082873, 5.87866298, 5.87866298, 5.87866298, 5.97866298,\n", + " 5.89293039, 5.89293039, 5.89293039, 5.99293039, 5.90434431,\n", + " 5.90434431, 5.90434431, 6.00434431, 5.91347545]),\n", + " 'vf': array([2.90000000e+01, 2.86100000e+01, 2.75921000e+01, 2.66021000e+01,\n", + " 1.86722000e+01, 1.83602000e+01, 1.77649040e+01, 1.69729040e+01,\n", + " 1.20403280e+01, 1.17907280e+01, 1.14546666e+01, 1.08210666e+01,\n", + " 7.77826592e+00, 7.57858592e+00, 7.39944900e+00, 6.89256900e+00,\n", + " 5.03641499e+00, 4.87667099e+00, 4.79077728e+00, 4.38527328e+00,\n", + " 3.27032543e+00, 3.14253023e+00, 3.11056139e+00, 2.78615819e+00,\n", + " 2.13098415e+00, 2.02874799e+00, 2.02669044e+00, 1.76716788e+00,\n", + " 1.39457055e+00, 1.31278162e+00, 1.32618680e+00, 1.11856875e+00,\n", + " 9.17477712e-01, 8.52046570e-01, 8.72403488e-01, 7.06309050e-01,\n", + " 6.07507782e-01, 5.55162868e-01, 5.77613381e-01, 4.44737830e-01,\n", + " 4.05422618e-01, 3.63546687e-01, 3.85452682e-01, 2.79152242e-01,\n", + " 2.73124585e-01, 2.39623840e-01, 2.59673811e-01, 1.74633459e-01,\n", + " 1.86083022e-01, 1.59282426e-01, 1.76938515e-01, 1.08906233e-01,\n", + " 1.28479764e-01, 1.07039288e-01, 1.22198470e-01, 6.77726448e-02,\n", + " 9.00963534e-02, 7.29439721e-02, 8.57332776e-02, 4.21926172e-02,\n", + " 6.43171096e-02, 5.05952044e-02, 6.12503029e-02, 2.64177746e-02,\n", + " 4.68473048e-02, 3.58697807e-02, 4.46649981e-02, 1.67989754e-02,\n", + " 3.48897588e-02, 2.61077395e-02, 3.33174421e-02, 1.10246240e-02,\n", + " 2.66154326e-02, 1.95898172e-02, 2.54686376e-02, 7.63438312e-03,\n", + " 2.08226665e-02, 1.52021741e-02, 1.99763078e-02, 5.70890422e-03,\n", + " 1.67175382e-02, 1.22211444e-02, 1.60859408e-02, 4.67201792e-03,\n", + " 1.37720498e-02, 1.01749347e-02, 1.32958852e-02, 4.16474685e-03,\n", + " 1.16323721e-02])}" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "expt.__dict__" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "5f34b90d", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(list(zip(expt.v1_readout, expt.v2_readout)))\n", + "plt.legend(['v1', 'v2'])\n", + "plt.xlabel(\"optimizer step\")\n", + "plt.ylabel(\"voltage input readout\")\n", + "plt.title(\"Voltage Input Readouts as a Function of Optimizer Step\");" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "8fd47c07", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAjIAAAHHCAYAAACle7JuAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjYsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvq6yFwwAAAAlwSFlzAAAPYQAAD2EBqD+naQAAWh1JREFUeJzt3Qd4FGXXBuCT3gshQAiErvTepAgo1YJSRFQUUARFVIroJ4oFUUD87fqJ+ClYUOwgKCAgTaT33nsJoaSTuvNfz5vMulmSkN2U2fLc1zXZzezu7LszW86ct3lomqYJERERkRPyNLoARERERPZiIENEREROi4EMEREROS0GMkREROS0GMgQERGR02IgQ0RERE6LgQwRERE5LQYyRERE5LQYyBAREZHTYiDjwo4fPy4eHh4ye/Zso4tC5LJq1KghQ4cOFUd26NAh6dGjh4SFhanvhHnz5omrf1etXLlSbROX5NoYyDiIu+66SwIDAyUpKanA+wwaNEh8fX3l0qVLdj/PH3/8Ia+++qo4yw8Evoj0JSgoSNq0aSNfffWV0UWjUvwxy2+56aabDC3bP//8oz438fHx4oyGDBkiu3btkjfeeEO+/vpradWqVaH3x3fMs88+K3Xr1hV/f3+JiIiQnj17ysKFC4tVjm+//Vbee+89cVd///233HbbbVKlShW1X6tVqya9e/dW+0WXmpqq3msMwGyAuZbIeHPnzsWcV9qXX36Z7+0pKSlaUFCQ1rt37yJv89ixY2qbs2bNMq8bNWqUWucMqlevrjVr1kz7+uuv1TJ9+nTtxhtvVOWfOXOm0cWjEqa/X++//37zMdeXxYsXG1q2t956S5UNZbSWlpamZWRkaI4qNTVVlf3FF18s0v3379+vValSRfP19dUee+wx7bPPPlOvH59FbGf8+PF2l+WOO+5Qn2trJpNJu3r1qpaVlaWVlOzsbLVNXDqCH374QfPw8NCaN2+uvfnmm+o7bMKECVqHDh20Ll26mO8XFxen9vMrr7xiaHmdibctQQ+VbkYmJCREReaDBw++5vb58+dLSkqKysq4E5y5PPjgg+b/kcKvVauWvPvuuzJ8+HBDy0alo0WLFnmOuaPz8/MTRxYXF6cuw8PDr3vfzMxMueeee+TKlSuyevVqadu2rfm2sWPHqu+f//u//1MZnYEDB5ZYGZF1Q4aiJHl6epb4Nq8H2RRk1vODLEuDBg1k/fr1KrNu6cKFC2VUQhdldCRF/xoyZIjm7e2txcbGXnPbnXfeqYWEhKizKzhy5Ih2zz33aOXKldMCAgK0tm3bagsXLiw0I4Pt43/rRYezrnbt2mkRERGav7+/1qJFC+3HH3+8piwow1NPPaWVL19eCw4OVlmi06dP53sWgfUPP/ywVrFiRXWG16BBA+3zzz8v0v7AmRvO4Ky1atVKbcsSzrreffddtX0/Pz/1fCNGjNAuX76c536bNm3SevToocqO11ijRg1VPut9hn3xzjvvaNWqVVP369Spk7Zr165ryrJ8+XKtY8eOWmBgoBYWFqbddddd2t69e/PcB/sE2zx06JA6BrhfaGioNnToUJVps/Tnn3+qMzTcBxk4ZKBw1madAXj55Ze12rVrq/1QtWpV7dlnn1Xrr2f16tXqfRMTE2N+7JgxY8zvK925c+dU+fQz86ioKPXa8stIWNqxY4d6jTVr1lTHoVKlSmr/Xrx48bpls9z3BencubNarOE5Lc/0Lbf16aefarVq1VKvA++djRs3XvP4ffv2aQMGDNAiIyPV8cZ+f+GFF/IcP+tF3xd4Xjy/paJ8PlesWKG28/3332uvv/662tfYZ7feeqt6rxTF1q1btV69eqnvBrxf8Nh169aZb8+v7PllRHTfffedus9rr72W7+3x8fFaeHi4Vq9evWteB7LKeK/imOPzgO+FkydPmu+H41ZQWfLLHmOf4jWdOHFCfQ/genR0tPbRRx+p23fu3Kndcsst6rnwOZ0zZ06++xeXgG3ndxyxWL+nkAXE9x/eCziGAwcOzPNa9NfTsGFDbfPmzdrNN9+sjvPo0aML3Lc4tvhMFUbfD9aL5fcq3qv9+/dX5cI2W7Zsqc2fPz/PdvTXumrVKvU9iO90vEceeuiha74TXQEzMg4EZztffvml/PDDD/Lkk0+a11++fFmWLFki999/vwQEBEhsbKy0b99eRf9PP/20lC9fXj0OWZ2ffvpJ+vbtm+/2H3vsMTl79qwsXbpU1ZNbe//999U2UI6MjAyZO3euDBgwQNWL33HHHXmyIijjQw89pNourFq1Ks/tOpQTt+NsC6+nQoUKsmjRIhk2bJgkJibKmDFjbN5HWVlZcvr0aSlXrtw1rw0NBR9++GG1T44dOyYfffSRbNu2TdauXSs+Pj7qrAcNHlGO559/Xp2hol3GL7/8cs3zoB0O2iuNGjVK0tLS1L659dZbVTuDSpUqqfssW7ZM1XcjQ4SzratXr8qHH34oHTp0kK1bt6o2PpbuvfdeqVmzpkydOlXd/r///U8qVqwob775prp9z549cuedd0qTJk3ktddeU2f6hw8fVuXXmUwmdYxQ1z5ixAipX7++KhMyVAcPHrxuI84ff/xRvW9Gjhyp3jcbN25UZcY+xW26/v37q/I89dRT6nVg3+F9c/LkyWtelyXc5+jRo+o4REVFqW3MnDlTXeJMFO+F60H5Ll68mGcdGqniGNoKGU4cR7w/8NzTp0+Xfv36qTLq29u5c6fcfPPN6n/sU7y+I0eOyIIFC1SbEtwf+/a7775T+zkyMlI9Du+j/Nj6+Zw2bZrKHowfP14SEhJUGfEZ3LBhQ6GvDfsU5Q4NDZXnnntOlf/TTz+VLl26qM8ksikoO97nyKbg++P222+X4ODgAreJ1wz5ZYX143D33Xer14P3Zp06dcy3YV9hH//nP/9R7xe0henWrZts375dfW+9+OKL6vXhvYb9CIWVBbKzs9VnrFOnTmq/zJkzR32XoL0ctof9hNc4Y8YMVeZ27dqpz1h+sA3r770TJ07IxIkT1efQ8nW89NJL6vP66KOPqowWPiN4PL5PLDNbaEuE8t13330qi6h/N+SnevXqsnz5cvX6q1atmu998J765JNP1OcT7xO8NsB3gn7M8f2CTDW+w7AffvjhB+nTp4/8/PPP17y3sK9QXnw/HThwQG0br1lvCO0yjI6k6F+oH65cubLKiliaMWOGiq6XLFmi/scZNP5fs2aN+T5JSUnqLBgZBr1O2NY2MtZn5aj3b9SokTrL023ZskU9HmWwhDMN6zOHYcOGqddjfTZ+3333qYyD9fNZw9kasieoM8aCjAjOKPA8eB067Aessz4jQ7sKy/W//vqr+h9ZmYLo+wxnV8gm6TZs2KDWjx071rwObQaQ+bl06VKejISnp6c2ePDga86KH3nkkTzP1bdvX5UZ0iGjhPvhtRYEZ4rYvuWxt3yPrF27VitMfvt86tSpqu4eZ75w5cqV62ZGbNm+fpaPbJA9Z6OWZ9W2ZmSwfy3PQHHmivULFiwwr0O2DWer+uu3bLdRlDYy1hmZon4+9YxB/fr1tfT0dPN933//fbU+vwygpT59+qgsE7I/urNnz6rXgtdkvS+KcjzxnsZnszDIVGJ7v/32W57XgYxSYmJinjYhWI/Xc702MgVlZLBuypQp5nV4b+KzifcrMkCW7Xqsv3+sMzLW0H4G2QxkeZCBhOPHj2teXl7aG2+8kee+OBbIlluu1zNM+OwVBTLRuD+OGTJJL730knqPWLfhKayNTNeuXbXGjRvnyb6aTCatffv22g033HBNRgavz7L9FtoZYr11BsfZsdeSA/Hy8lKR/bp161SmwPKsEpF+165dzT2P0HunY8eO5vvgzAZnk3jc3r177Xp+nDXpUEeOsyec8SF7oFu8eLG6fOKJJ/I8FmfuljRNU2cIaJGP6zjD1hf0fsC2LbdbkD///FOdpWBp3LixOqPC2f5bb71lvg8yCThT7N69e57nadmypdovK1asUPfTz6SQYUJbgMLgDAdnPTrsb5zhYt/DuXPn1JkmslPo0aHDmRPKod/P0uOPP57nf+xbnNEhO2VZPrSHQuYlP3ityMLUq1cvz2tFtgj011qUY4w2V3gssgc4Rjjb1O+DOnycteF9YAvL7SOThe3rPY6KcrwB72NkdiyXpk2bij3QjsMye4d9DsjIAM620RbkkUceUT1ILNl7xmrr5xPvZ8s2E9ZlLChTgc8G3qfICOoqV64sDzzwgMrY6e8rWyB7hbZ6hdFvt94+MiKWj0VbG5Qnv8+CLZAV0eEzgp5UyEQgY6LDOtxW2D6zhu8wZDPxPYXsISA7i88etm35+cLtN9xwwzWfL2RNcfyKAu8xfH8iY4bjM3nyZHWssV30irseZOb/+usvVTYcJ71sly5dUt+p6GJ/5syZPI/Be84yk4lMj7e3d7GPiaNhIONg9Ma8enc8pCHXrFmjAhwEOoDUID641vADp99uD/zA40dH726ppzkRdOiwbaTBrdO3lilm/QcCXVVRraAHIvqif/CL0sANwQN+yPAFgEaG+LLCj6vlFz8+wCgj0sPWz5WcnGx+ns6dO6sqk0mTJqnqAaTIZ82aJenp6dc8L75crN14443mAFPfxwUdB3zBIFCwZP1Dqf/A6sECfnSRNsYXNwJXHHOkjS2DGrxWpJetXyfKVpR9iqohPfjCjysei/0C+nHGlzOqu1ANiHLoaf3z589LUb5sR48erR6HoAbb198rlu+jwmDfo0rCcrGuSiyq6+1z/YevUaNGUlJs/Xxer4z5wecLVVcFPQ/eM6dOnbK57AhEChsCAvTbrQMe688MAkF8L1ielNkK30XWVXg4aUHVjHWgifVFDbxRBYfPPqqMLLv24/OFoB6vxfoztm/fvms+XzjZsW64WxgEHGgmgO9GBNCousb7AVXK1/vsoioPZUO1l3XZXnnlFXUf621YHxN85hFcFueYOCK2kXEwyCLgbBv18S+88IK6xJu3tHsrIVhCHT5+tP773/+qNzsieXzYLcc4KCr9xxf1xhjDIj96vW9hEHDgh0z/EsC+wYcebVbGjRtnfi4EMag/z4/+RYgvPrRRQFsNtAXAFwrOkt5++2217nr19cWlB6LWcHwBP/z4csNZ3++//66Ct++//15lW3D2jcfjtSIz9c477+S7rZiYmELP4pEtQrCBdgzYlzizxVkcghvLgAntl5BNQ5sb7Cd8eaJtD84ImzdvXuBz4GwRZ5cYg6RZs2Zqn2K7vXr1KjDLZAscQ31/Wb82e/a5I3CkMiIIQqYRAa91gKVDmyJADxyj9k1x9hnahSHYxgkDMhaW8B7FewxBfH7PYf0dYZmBtAV6NiEbgwXfcTi5wnMW9F2plw3QlgrfhfmpY3VC6S4YyDggBC344cAXBoIIRNWtW7fO02gMDbes7d+/33x7QQpKlyO9irMf/GhZdidFIGMJ28YHCo1pLaN9nC1YBw84Y8MPjB6IlAQ0KkYGYcqUKaoBJ36Ia9eurRreIptRlC8WnIFhQaM+7F/sbzRstkxh48zMGhp86g1d9X1c0HHAlxPKZitku1CFiAXBCl4nGjUiuMF+xGvdsWOHut3Wqg+k0fEa0FDTsjEnMl75wXM988wzasH+QGCCoO+bb77J9/44G0ZjRnwpv/zyy4XuS3shW5Ff9YG9WUi9Wmb37t2F3s+WfV2cz2dR4fOFH8OCngfvo8KC2oLgJAEnT2jsjkaw1lCdhKpPBMHWP5rWxxlBBb4XLE9YjG5gikwWqrzwXv7444/zfc+j3Mgi6lnO0qYPTojq6sL2kf5exQlmUb9TDx06JLfccov5f2So8Txo9O1KWLXkgPTsC34McHZknY3BmxBnFWhLo0M1Bqpx8ENb2JmS/uNqPUIpzj7wAbI8s0X60boXjH4mgKyNJaRorbeHahwESPn9SOhjW9gD2QTUC3/22WfmLADKjTrn/Ho56a8VP7TWZ2z4QgPr6iW8bsv6Zuxv9CJBDwVAxgqPRVBguS/xWpE9seeLApkSa9blw2tFufTXbgm9pqyrsyzpZ5iW+wDXkd2yhCoLtG+x/oJHYJpfNVxh24eSHMkV5cAPteX7B4GdZc8uWwMCZCG/+OILlYWwZPk6Cvrc5Kc4n8+iwr5GDzwEFZbVBOgxheAc7XPQm8lW+JFH+dCTavPmzXluwwkM2ljgc6RXZeTX00+H7Cd+NPXPjL4fi1rFWNLwHYHqWvTIxPdSflVC6CWEfYtg3Pp9jP+LM6o6gvz86O1V9GpCfRwa6/cass5oX4NqMT3oud536syZM/O0B0RTAXwnWh4TV8CMjAPC2QAaYOJLCqwDGXS7w1kT3ozo3on2DvhBRZYEH1CcjRVWdQV4HIISvYExMh3IAKAKAI0FUdeKMxacdempZP3xCFDw44QPtd79Gmf61mcT+DJEJgHtXDB4Hb4g8WONRp/IoOT3w10UeN1o04Dyoo4ZGRpkZ1D1gcAPX/A4a8HZCBrH4ocaX9DYRwjA0EURP4j40kVAgC9868ADrxs/Bvjixo83Xi+60aKbqw4NjlEWdPlEl3K9+zXq6u2ZBgJdrlG1hGOBs3YcA5QX7QH0hqPo8o52M2g4jH2LLBS+oPHjjvXIqBU0/DzOovG6kZpGMITXjfeLdbsCHEtkfBA04ZihceCvv/6qfiTxXikItqe3p8GXJ9oPIKjD+7KkoCoQxx3vXexz7CN0vW3YsKFdjVvhgw8+UPsXA/GhqgGfPwQHqN7D+8nyc4PsGPYB3l+oessv61acz6ctXn/9dZVNQ9nRcBXHCT9yeL/iGNgDP+4IQHD8sV20Z8P7CT+qCJDw2UWGLr/3AV6n/hi8V/CZwefIcuBK7EdUl6JaGFlmVNVgP5YFvE9QNap/diyhTReqXfH5wH6dMGGCeg+gMTUCeBw7fAbw/sDnxx5ok4f3Fl4vngfBLb4HUc2NfaHvB2SV8bnDfkJWCPsV33dY8J2MfYzqZexXZGliY2NV0Iz2lAjqLSFo0z/LyN7h+wSPRzMCl2J0tynK38cff6y6ybVp0ybf2/UBtzA4FQZtwv2uNyCe3sUbg9lVqFBBdWG0fAugeyC68GGQJQx4hcfpXYctYRA3dH/GIEsYEA/dQA8cOKDuN23atDz3xeB+uC8GYPPx8VEDq6ELYVGmGChoQDyYPXv2Na8N20R3Q3TPRBdUdFN87rnnVJdUffAwDH+PwbP0QfMw0CAGtMqvq+rbb7+tyo37YsArdK22tmzZMjWAHZ4Tg9xhELCCBsSz7latd5HUu/RicL27775bdQdFF01corwHDx7M8zh0p8QQ5xiMC2XDwFh43ZMmTdISEhIK3acoW7du3dRxw+Bvw4cPV6/Lcl+iuzyOGd4DGIQM3XExoBu6014PuqyjWznel3gcBpnD/i/KkOtF7Sb8zTffmAe4Q3dhDEtQ2IB41vIry+7du83lxuepbt26qnuspcmTJ6suxuj+XtQB8Qr7fOrdg60Hnczvc1sQvKd79uypjicGhkO33n/++Sff7dnSnf7ChQvauHHjtDp16qj3GF4H3jd6l+v8Xge62WNAPHyu8HnAZ9e6S3tycrL2wAMPqO0VdUA8a/pAdNf7vrDufl3QwIb5DYj3888/q4Eu8fxY8FnAZwLfc9crR0GwfzD0BAayxP7B+wIDeGLqCMtu64BjiM803uPW71e8tzC8A75L8Z1apUoV9T32008/FTggHr4j8B4ZNGhQnuEiXIUH/hgdTJHzw5krGoGi/YQzT6OAszCcNSHbYu+ZF5E7QTd9tMNA9hOZTzLe7NzBQTdt2nTdCUJdAdvIkM1QhWINaWSkzFG1QEREVFbYRoZshvr3LVu2qLMw1Muj2yAW1B/b01OCiIjIXgxkyGZoiIxGhuglhO58GG8CjVvREJKIiKgssY0MEREROS22kSEiIiKnxUCGiIiInJbLt5HBaJRnz55VgxoZPTw2ERERFQ1avmDg0ujo6EIHknT5QAZBDHvSEBEROSfM5I4Rzh0ykMG8D1j0uUIwzDjmF9LngcB8LxgOGxP6YdhtDEuOIZYxnHRR6VPNY0fYM/cIERERlT1MO4JEhP477pC9ljDHBOb6wSzKKAbmI8GIqtu2bVNBDea5wXwnGKUQ89c8+eSTKr1kywRx2BF4LCYqYyBDRETkHIr6++1w3a8xQRaCGQx1jZlpMVGZPuw1JsarX7++miALkxUWBQMZIiIi51PU32+H6bWEGXxRhYQZQTGbMEaOxQy63bp1yzN7LwZfQyBTEFRB4cVbLkREROSaDA9kdu3apaZy9/PzU9OrY6p0TGF+/vx5NaV8eHh4nvujfQxuK8jUqVNVBKcvbOhLRETkugwPZOrWratmTt6wYYNqEzNkyBDZu3ev3dubMGGCSkPpCxr5EhERkWsyvPs1si516tRR11u2bKmmHX///fdl4MCBkpGRIfHx8XmyMrGxsRIVFVXg9pDZwUJERESuz/CMTH4D2KGdC4IaHx8fWb58ufm2AwcOyMmTJ1UbGiIiIiJDMzKoBsKYMWjAi9H70ENp5cqVsmTJEtW+ZdiwYTJu3DjVkwktlp966ikVxBS1xxIRERG5NkMDmQsXLsjgwYPl3LlzKnBp0qSJCmK6d++ubn/33XfVuDH9+/fPMyAeERERkUOOI1PSOI4MERGR83G6cWSIiIiIbMVAhoiIiJwWAxkiIiJyWgxk7JRt0uSv/bFGF4OIiMitMZCxA9pHv7Zgjzwye7NM/WOfmEwu3V6aiIjIYTGQsVPFUH91+enqozL6++2SnpVtdJGIiIjcDgMZO3h4eMioW+rIO/c2FW9PD1mw46wM/nyjJFzNNLpoREREboWBTDH0a1FVZj/cRoL9vGXDsctyzyf/yJn4q0YXi4iIyG0wkCmmjjdEyg+PtZNKoX5y6EKy9P14rRyKTTK6WERERG6BgUwJaBAdKr8+0UFurBQsF5LS5dUFe4wuEhERkVtgIFNCosMD5IuhrcXTQ2Tt4Uty4DyzMkRERKWNgUwJqlouUHo2jFLXZ/9zzOjiEBERuTwGMiXs4Q411eUvW8/IlZQMo4tDRETk0hjIlLDWNcpJw+hQSc8yyXebThpdHCIiIpfGQKYUxph5JDcr8/W6E5KZbTK6SERERC6LgUwpuLNpZYkM9pNzCWmyePd5o4tDRETkshjIlAI/by8Z1Laauj5rLRv9EhERlRYGMqVk0E3VxMfLQ7aejJcdp+KNLg4REZFLYiBTSiqG+EvvJtHqOrMyREREpYOBTBl0xV6485zEJqYZXRwiIiKXw0CmFDWuGqa6Y2eZNPlm/Qmji0NERORyGMiUUVZmzoaTkpaZbXRxiIiIXAoDmVLWo0ElqVouQC6nZKjRfomIiKjkMJApZd5enuaszOd/HxWTSTO6SERERC6DgUwZuLdVVQnx85YjcSmy8uAFo4tDRETkMhjIlIEQfx+5P3eAvP+tYVdsIiKiksJApowMaV9DvDw95J8jl2TP2QSji0NEROQSGMiUkSrhAXJ748rq+ufMyhAREZUIBjJlaPjNOY1+f9txVs4ncIA8IiKi4mIgU4aaVA2XNjUi1AB5X607bnRxiIiInB4DmTI27OZ/B8hLzcgyujhEREROjYFMGetWv5LUKB8oCVcz5actp40uDhERkVNjIFPG0HPpkY45WZnvN50yujhEREROjYGMAVpVj1CXsYnpRheFiIjIqTGQMUCIv7e6TE7PNLooRERETo2BjIGBTFqmSTKzTUYXh4iIyGkxkDFAkF9OIAPJaey5REREZC8GMgbw8fIUf5+cXZ+czkCGiIjIXgxkDBLs56Muk5iRISIishsDGYOEmhv8MpAhIiKyFwMZgwTnBjJJaey5REREZC8GMgYJzm3wy4wMERGR/RjIGNwFm21kiIiI7MdAxiBs7EtERFR8DGQMwtF9iYiIio+BjNFtZJiRISIishsDGaPbyLCxLxERkXMGMlOnTpXWrVtLSEiIVKxYUfr06SMHDhzIc58uXbqIh4dHnuXxxx8X1+l+zUCGiIjIKQOZVatWyahRo2T9+vWydOlSyczMlB49ekhKSkqe+w0fPlzOnTtnXqZPny7OjlVLRERExffv7IUGWLx4cZ7/Z8+erTIzW7ZskU6dOpnXBwYGSlRUlLiSUP+cXkscR4aIiMhF2sgkJCSoy4iIiDzr58yZI5GRkdKoUSOZMGGCpKamFriN9PR0SUxMzLM4Io7sS0RE5OQZGUsmk0nGjBkjHTp0UAGL7oEHHpDq1atLdHS07Ny5U/7zn/+odjS//PJLge1uJk2aJI6OI/sSEREVn4emaZo4gJEjR8qiRYvk77//lqpVqxZ4v7/++ku6du0qhw8fltq1a+ebkcGiQ0YmJiZGZXtCQ0PFUZy6nCo3T18hft6ecuD124wuDhERkUPB73dYWNh1f78dIiPz5JNPysKFC2X16tWFBjHQtm1bdVlQIOPn56cWZ2kjk55lkowsk/h6O1QtHxERkVMw9NcTySAEMb/++qvKtNSsWfO6j9m+fbu6rFy5sjizID8v83VWLxEREdnH0IwMul5/++23Mn/+fDWWzPnz59V6pJICAgLkyJEj6vbbb79dypcvr9rIjB07VvVoatKkiTgzby9PCfDxkquZ2aoLdkSQr9FFIiIicjqGBjKffPKJedA7S7NmzZKhQ4eKr6+vLFu2TN577z01tgzauvTv318mTpworgA9lxDIJHG+JSIiIucLZK7XzhiBCwbNc+VpCuKS0jkoHhERkZ3YwtRAIbldsDlNARERkX0YyDjAoHhs7EtERGQfBjIGCvHL6YLNGbCJiIjsw0DGQJymgIiIqHgYyBiIM2ATEREVDwMZg3stAdvIEBER2YeBjCMEMszIEBER2YWBjIGCcxv7JjKQISIisgsDGYfofs3GvkRERPZgIOMAA+KxjQwREZF9GMg4QBsZjuxLRERkHwYyjlC1xECGiIjILgxkHGAcGY7sS0REZB8GMgYK8c/ptZSRZZL0rGyji0NEROR0GMg4QEYGWL1ERERkOwYyBvLy9JBAXy91nT2XiIiIbMdAxlHayTAjQ0REZDMGMgZjF2wiIiL7MZAxWHBug19WLREREdmOgYzDjO7LaQqIiIhsxUDGQdrIsNcSERGR7RjIOEgbGc6ATUREZDsGMg4zAzYDGSIiIlsxkHGUNjLMyBAREdmMgYyDTFPAjAwREZHtGMg4SNVSUhp7LREREdmKgYzBOLIvERGR/RjIGIyNfYmIiOzHQMZgoZyigIiIyG4MZAwW7MfGvkRERPZiIOMoVUvMyBAREdmMgYyDjOybkW2S9Kxso4tDRETkVBjIGCzINyeQAbaTISIisg0DGYN5eXpIkK+Xus7qJSIiItswkHEA7IJNRERkHwYyDjRNQSJH9yUiIrIJAxkHGt2XVUtERES2YSDjQD2XWLVERERkGwYyjpSRYSBDRERkEwYyDpSRYfdrIiIi2zCQcaBpChjIEBER2YaBjEN1v2avJSIiIlswkHEAnAGbiIjIPgxkHAC7XxMREdmHgYwDVS0lsdcSERGRTRjIOABmZIiIiOzDQMaBpihIYmNfIiIi5wlkpk6dKq1bt5aQkBCpWLGi9OnTRw4cOJDnPmlpaTJq1CgpX768BAcHS//+/SU2NlZccmRfZmSIiIicJ5BZtWqVClLWr18vS5culczMTOnRo4ekpKSY7zN27FhZsGCB/Pjjj+r+Z8+elX79+omrjuyraZrRxSEiInIaOb+gBlm8eHGe/2fPnq0yM1u2bJFOnTpJQkKCfP755/Ltt9/Krbfequ4za9YsqV+/vgp+brrpJnGlxr6Z2ZqkZ5nE38fL6CIRERE5BYdqI4PABSIiItQlAhpkabp162a+T7169aRatWqybt26fLeRnp4uiYmJeRZHF+z7bzzJsWSIiIicMJAxmUwyZswY6dChgzRq1EitO3/+vPj6+kp4eHie+1aqVEndVlC7m7CwMPMSExMjjs7T04MTRxIRETlzIIO2Mrt375a5c+cWazsTJkxQmR19OXXqlDgDdsEmIiJysjYyuieffFIWLlwoq1evlqpVq5rXR0VFSUZGhsTHx+fJyqDXEm7Lj5+fn1qcsefS+URULbELNhERkVNkZNBDB0HMr7/+Kn/99ZfUrFkzz+0tW7YUHx8fWb58uXkdumefPHlS2rVrJ66Eo/sSERE5WUYG1UnokTR//nw1loze7gVtWwICAtTlsGHDZNy4caoBcGhoqDz11FMqiHGVHks6Vi0RERE5WSDzySefqMsuXbrkWY8u1kOHDlXX3333XfH09FQD4aFHUs+ePeW///2vuBrzoHjMyBAREZVuIHPkyBEVbODy/fffV2O/LFq0SHWLbtiwYZG3U5TB3/z9/eXjjz9WiysL8cudpoBtZIiIiEqvjQxG123cuLFs2LBBfvnlF0lOTlbrd+zYIa+88oqtm6NcbCNDRERUBoHM888/L6+//rqaUgBjvOgw8i5G2yX7sI0MERFRGQQyu3btkr59+16zHtVLFy9etKMIZNlGhiP7EhERlWIgg/Fczp07d836bdu2SZUqVWzdHOViY18iIqIyCGTuu+8++c9//qO6Snt4eKipBdauXSvjx4+XwYMH21EEguDcxr6sWiIiIirFQGbKlClq4kbMYYSGvg0aNFAzVbdv314mTpxo6+YoFxv7EhERlUH3azTw/eyzz+Tll19W7WUQzDRv3lxuuOEGO56erm0jw+7XREREpT4gHjIyWLKzs1VAc+XKFSlXrpy9m3N7IZz9moiIqPSrlsaMGSOff/65uo4gpnPnztKiRQsV1KxcudL2EpBSLiinK3t8aqa8NG+3XM3INrpIRERErhfI/PTTT9K0aVN1fcGCBXL06FHZv3+/jB07Vl588cXSKKNbiAz2k6dvraOuf73+hPT+6G/ZfSbB6GIRERG5ViCDsWKioqLU9T/++EPuvfdeufHGG+WRRx5RVUxkv3E96spXj7SRiiF+cvhCsvT971r5ZOURyTZdfyoHIiIid2RzIFOpUiXZu3evqlZavHixdO/eXa1PTU0VLy+v0iijW+l0YwVZPKaT9GxYSTKzNXlz8X4Z8sVGSctkVRMREVGxA5mHH35YZWEaNWqkxpHp1q2bWo+5l9Atm4ovIshXZjzYUqb3byKBvl7y9+GLMvWPfUYXi4iIyPl7Lb366qsqiDl16pQMGDBA/Pz81HpkYzAPE5UMBIn3to6RiqF+MnTWJvly3QlpV7u89GpU2eiiEREROQwPTdNcugFGYmKihIWFSUJCgoSGhoozmrZov8xYdUSNNfPH0zdLTESg0UUiIiJyiN9vu8aRWb58uVouXLigpiiw9MUXX9izSSrEMz1ulI3HLsnWk/Hy5Hfb5MfH2omvt821gkRERC7H5l/DSZMmSY8ePVQggx5MGAjPcqGS5+PlKR/c31zCAnxkx6l4eWvJfqOLRERE5JxVS5UrV5bp06fLQw89JM7AFaqWdH/uOS8jvt6irn8+pJV0rV/J6CIREREZ+vttc0YmIyNDTRBJZa9Hwyh5uEMNdf2ZH3fIhaQ0o4tERERkKJsDmUcffVS+/fbb0ikNXdfzt9WThtGhaiqDd5ceNLo4REREhrK5sW9aWprMnDlTli1bJk2aNBEfH588t7/zzjslWT6y4uftJZPuaij3zFgn3286JUPb15S6USFGF4uIiMg5ApmdO3dKs2bN1PXdu3dfM/YJlb5WNSLktkZRsmj3eXnjj31qWgMiIiJ3ZHMgs2LFitIpCdlcxbRsX6ysPhgnqw7GSecbKxhdJCIiojJXrMFITp8+rRYqe9XLB8ngdjkNf6f8vo8TSxIRkVuyOZDBAHivvfaa6hJVvXp1tYSHh8vkyZOvGRyPStdTt9ZRY8sciE2SHzafMro4REREjh/IvPjii/LRRx/JtGnTZNu2bWqZMmWKfPjhh/LSSy+VTikpX+GBviqYgbf/PCjJ6VlGF4mIiMixB8SLjo6WGTNmyF133ZVn/fz58+WJJ56QM2fOiCNxpQHx8pORZZLu766SE5dSVVDzTI+6RheJiIjIcQfEu3z5stSrV++a9ViH26hsYc6l53vlHI/P1hyV8wkcJI+IiNyHzYFM06ZNVdWSNazDbVT2ejWKkkZVQiUt0yRrDsUZXRwiIiLH7X6NeZbuuOMONSBeu3bt1Lp169bJqVOn5I8//iiNMtJ1YPyeupVCZfeZRIlLTje6OERERI6bkencubMcPHhQ+vbtK/Hx8Wrp16+fHDhwQG6++ebSKSVdV2SIr7q8mJRhdFGIiIgcNyOjN/h94403Sr40ZLfIID91eZEZGSIiciN2BTJXrlyRzz//XPbt26f+b9CggTz88MMSERFR0uUjWzMyDGSIiMiN2Fy1tHr1aqlRo4Z88MEHKqDBgus1a9ZUt5ExIoOZkSEiIvdjc0Zm1KhRMnDgQPnkk0/Ey8tLrcvOzlZjyOC2Xbt2lUY5qciBDNvIEBGR+7A5I3P48GF55plnzEEM4Pq4cePUbWRsIHMlNUOysjlVBBERuQebA5kWLVqY28ZYwjqOI2OciCBf8fQQwTjNl1OYlSEiIvdgc9XS008/LaNHj1bZl5tuukmtW79+vXz88cdq/qWdO3ea79ukSZOSLS0VyMvTQwUzqFrCWDIVQ/2NLhIREZHjBTL333+/unzuuefyvQ2Ds2H6Jlyi7QyVbfUSAhm2kyEiIndhcyBz7Nix0ikJlVA7mSS5xJ5LRETkJmwOZKpXr146JaFiiwzmWDJERORebG7s++WXX8rvv/9u/h9VTOHh4dK+fXs5ceJESZePbMAu2ERE5G5sDmSmTJkiAQEB5skiMes1JpKMjIyUsWPHlkYZqYgiQ3IDmSRmZIiIyD3YXLWEWa7r1Kmjrs+bN0/uueceGTFihHTo0EG6dOlSGmUkGzMynAGbiIjchc0ZmeDgYLl06ZK6/ueff0r37t3VdX9/f7l69WrJl5DsaCPDqiUiInIPNmdkELg8+uij0rx5czl48KDcfvvtav2ePXvUHExkHM63RERE7sbmjAwGvmvXrp3ExcXJzz//LOXLl1frt2zZYh5jhoxRIbeNDEb2NZk0o4tDRETkeIEMeiihge/8+fOlV69e5vWTJk2SF1980aZtYbbs3r17S3R0tBpAD21uLA0dOlStt1wsn5Pywsi+kG3S1JxLRERErs7mQAbWrFkjDz74oOpyfebMGbXu66+/lr///tum7aSkpKj5mZDlKQgCl3PnzpmX7777zp4iuwUfL08pF+ijrrOdDBERuQObAxlUJ/Xs2VN1wd66daukp+e0x0hISFBds21x2223yeuvvy59+/Yt8D5+fn4SFRVlXsqVK2drkd0K28kQEZE7sTmQQeAxY8YM+eyzz8THJ+fsH9D9GoFNSVu5cqVUrFhR6tatKyNHjjT3mCoIAqvExMQ8izthIENERO7E5kDmwIED0qlTp2vWh4WFSXx8vJQkVCt99dVXsnz5cnnzzTdl1apVKotT2GSUU6dOVWXRl5iYGHHHQfHiOCgeERG5AZu7X6N65/Dhw9d0tUb7mFq1apVk2eS+++4zX2/cuLE0adJEateurbI0Xbt2zfcxEyZMkHHjxpn/R0bGnYIZjiVDRETuxOaMzPDhw2X06NGyYcMG1Yvo7NmzMmfOHBk/fryq+ilNCJQwFQICqcLa1ISGhuZZ3AmrloiIyJ3YnJF5/vnnxWQyqYxIamqqqmZC8IBA5qmnnpLSdPr0adVGpnLlyqX6PM6MM2ATEZE7sSmQQduUtWvXyqhRo+TZZ59VmZHk5GRp0KCBmrrAVnisZXbl2LFjsn37domIiFALxqbp37+/qs46cuSImmkb8zyh1xTljxkZIiJyJzYFMl5eXtKjRw/Zt2+fGhgPAUxxbN68WW655Rbz/3rbliFDhsgnn3wiO3fulC+//FI1IsageXjuyZMnqwwQXSeQSWIbGSIicn02Vy01atRIjh49KjVr1iz2k2O2bE0reCj9JUuWFPs53I3ea+lSSrrat2jHRERE5KrsGkcG7WEWLlyoRtp15zFbHFH53GkKMrM1SbiaaXRxiIiIHCsjo892fdddd+U529fP/gsb44VKn7+Pl4T4e0tSWpZqJxMemBPYEBERuSKbA5kVK1aUTkmoxFQI9lOBTFxShtSpaHRpiIiIHCiQ6dy5c+mUhEq0we/RiynsuURERC7PrtmvybFFhnAsGSIicg8MZFwQx5IhIiJ3wUDGBXEsGSIichcMZFwQMzJEROQu7ApksrKyZNmyZfLpp59KUlKSWofJIzHlADnQfEspzMgQEZFrs7nX0okTJ6RXr15y8uRJSU9Pl+7du0tISIi8+eab6v8ZM2aUTknJ5tF9LyYxI0NERK7N5ozM6NGjpVWrVnLlyhUJCAgwr+/bt68sX768pMtHdo4jo1ctFTYFBBERkdtlZNasWSP//POP+PrmHTG2Ro0acubMmZIsGxWzjUx6lkmS07MkxN/H6CIRERE5RkbGZDLlOw3B6dOnVRUTGS/A10uCfL3U9YvJbCdDRESuy+ZApkePHvLee++Z/8f8Smjk+8orr5jnYSIHaifDnktEROTCbA5k3n77bVm7dq00aNBA0tLS5IEHHjBXK6HBLznaWDIMZIiIyHXZ3EamatWqsmPHDpk7d67s3LlTZWOGDRsmgwYNytP4lxykCzYzMkRE5MK87XqQt7c8+OCDJV8aKvGMTBzbyBARkQuzOZD57bff8l2PtjL+/v5Sp04dqVmzZkmUjYqhPEf3JSIiN2BzINOnTx8VtFiPT6Kvw2XHjh1l3rx5Uq5cuZIsK9mggl61xDYyRETkwmxu7Lt06VJp3bq1ukxISFALrrdt21YWLlwoq1evlkuXLsn48eNLp8RUJJxviYiI3IG3PSP7zpw5U9q3b29e17VrV1WtNGLECNmzZ4/qnv3II4+UdFnJru7XbCNDRESuy+aMzJEjRyQ0NPSa9Vh39OhRdf2GG26QixcvlkwJyS7MyBARkTuwOZBp2bKlPPvssxIXF2deh+vPPfecqnKCQ4cOSUxMTMmWlOzqfp2akS2pGVlGF4eIiMgxApnPP/9cjh07psaTQQ8lLLh+/Phx+d///qfug7FlJk6cWBrlpSIK9vMWP++cw3sxidVLRETkmmxuI1O3bl3Zu3ev/Pnnn3Lw4EHzuu7du4unp6e5ZxMZC73HUL10Jv6qxCWnS7XygUYXiYiIyDEGxEPA0qtXL7WQYzf4RSDDdjJEROSq7ApkUlJSZNWqVXLy5EnJyMhbbfH000+XVNmohMaSOXPlqtFFISIicoxAZtu2bWqW69TUVBXQREREqB5KgYGBUrFiRQYyDiQ6PGfuqzf+2CdHLybL2G43mkf8JSIicsvGvmPHjpXevXvLlStX1CSR69evlxMnTqjeTP/3f/9XOqUkuzx5ax3p2bCSZJs0+Wb9Seny1kr5dNURSc/KNrpoREREJcJDs55r4DrCw8Nlw4YNqoEvrq9bt07q16+v1g0ZMkT2798vjiQxMVHCwsLUCMT5jX/jDtYduSSv/75X9pxNVP/HRATI1L5NpOMNkUYXjYiIqFi/3zZnZHx8fMy9k1CVhHYygCc7deqUrZujMtCudnlZ8GRHeeueJlIxxE9OXb4qD32xQd5bdlBla4iIiJyVzYFM8+bNZdOmTep6586d5eWXX5Y5c+bImDFjpFGjRqVRRioBnp4eMqBVjKwY30Xuax0jyMO9t+yQDJ21kb2aiIjIfQKZKVOmSOXKldX1N954Q81wPXLkSDW676effloaZaQSFOTnLdP6N5G3BzSVAB8vWXPootzxwRrZdPyy0UUjIiIq/TYyzoZtZAp2MDZJRn6zRY7EpYiXp4dM7dtY7m3NqSWIiMiF28jceuutEh8fn+8T4jZyHjdWCpHfnuwodzeLVm1lJs7bLQfOJxldLCIioiKzOZBZuXLlNYPgQVpamqxZs8bWzZEDVDW9N7CZ3FqvomRkm2T03G3snk1ERK43IN7OnTvN1zHX0vnz583/Z2dny+LFi6VKlSolX0Iqk3mZpvVvLL3eWyP7zyfJO38elAm31ze6WERERCUXyDRr1kz94GHJrwoJg+N9+OGHRd0cOZiKIf4yrV9jGfH1Fpm55qjcUq+i3FSrvNHFIiIiKplA5tixY4J2wbVq1ZKNGzdKhQoVzLf5+vqqMWW8vLyKujlyQD0aRsnAVjHy/eZT8swPO2TRmJsl1N/H6GIREREVP5CpXr26ujSZTEV9CDmhl3o3kHVHL8nJy6ny6vw98s7AZkYXiYiIqHiBzG+//SZFdddddxX5vuR4gv285d2BTWXAjHXyy7Yz0rV+JbmjSc64QURERE45jow+JcF1N+bhoRr+OhKOI2Of/1tyQD5acVhuqBgsS8d1Nro4RETkZhJLchwZVCcVZXG0IIbsN+imaury6MUUycxmdSIREbnIODLkHiqF+Iu/j6caKO/0latGF4eIiKjkAplVq1ZJ7969pU6dOmpBuxgOhud6k0zWKB+krh+/mGJ0cYiIiEomkPnmm2+kW7duEhgYKE8//bRaMIZM165d5dtvv7V1c+TA9EDmGAMZIiJy9u7XOsx4PX36dBk7dqx5HYKZd955RyZPniwPPPBASZeRDFKzAgMZIiJysYzM0aNHVbWSNVQvYdA8W6xevVptKzo6WvV4mjdvXp7b0aHq5ZdflsqVK6usDzJBhw4dsrXIZKeaetXSJQYyRETkIoFMTEyMLF++/Jr1y5YtU7fZIiUlRZo2bSoff/xxvrcj8/PBBx/IjBkzZMOGDRIUFCQ9e/ZUE1RS6asRyYwMERG5WNXSM888o6qStm/fLu3bt1fr1q5dK7Nnz5b333/fpm3ddtttaskPsjHvvfeeTJw4Ue6++2617quvvpJKlSqpzM19991na9HJRjUiA9Xl2firakZsP29OQUFERE4eyIwcOVKioqLk7bfflh9++EGtq1+/vnz//ffmgKMkoJoKM2yjOkmHgXHatm0r69atKzCQSU9PV4vlgDpknwrBfhLk6yUpGdly6nKq1KkYYnSRiIiIihfIQN++fdVSmhDEADIwlvC/flt+pk6dKpMmTSrVsrkLtFtCg9/dZxLl2EUGMkRE5AJtZB599FFZuXKlOKoJEyao4Yz15dSpU0YXyUW6YCcbXRQiIqLiBzJxcXHSq1cv1bD32WefVW1lSgOqryA2NjbPevyv35YfPz8/NSeD5UL2q2lu8JtqdFGIiIiKH8jMnz9fzp07Jy+99JJs2rRJWrZsKQ0bNpQpU6bI8ePHpaTUrFlTBSyWPaTQ3gW9l9q1a1diz0OF4+i+RETkclMUlCtXTkaMGKGqmE6cOCFDhw6Vr7/+Wk1XYIvk5GSV0dGzOmjgi+snT55U7TPGjBkjr7/+uvz222+ya9cuGTx4sBpzpk+fPvYUm4rRBZtjyRARkcs09tVlZmbK5s2bVZYE2RjrhrnXg8fecsst5v/HjRunLocMGaK6cz/33HNqrBkETfHx8dKxY0dZvHix+Pv7F6fYZINauYHMuYQ0uZqRLQG+7IJNRESOw0PDgC02WrFihZpX6eeffxaTyST9+vWTQYMGya233qoyKY4E1VHoto2Gv2wvY5+mk/6UhKuZsmj0zVK/MvchERE5zu+3zRmZKlWqyOXLl1WD35kzZ6opBtDAlly7emnHqXjVToaBDBERORKbA5lXX31VBgwYIOHh4aVTInI4NcsHqkDmGNvJEBGRswcyw4cPL52SkMOqGRmsLtlziYiIXKLXErnnnEvHOZYMERE5GAYyVPRB8Vi1REREDoaBDBV5LJm4pHRJSss0ujhERERmDGToukL9faR8kK+6fuISq5eIiMhxMJAhG+dcYvUSERE5DgYyZNtUBQxkiIjIgTCQoSJhg18iInJEDGTIplmwWbVERESOhIEM2TiWDAMZIiJyHAxkyKaMzJXUTElIZRdsIiJyDAxkqEiC/LylUmjO5KBsJ0NERI6CgQzZnJVh9RIRETkKBjJUZBxLhoiIHA0DGSoyBjJERORoGMiQ7YPisY0MERE5CAYyZHNGZs/ZRJnwy045fCHZ6CIREZGbYyBDRVa7QrB0rBMp2SZNvtt4Srq9s0qGzd4k649eEk3TjC4eERG5IQ/NxX+BEhMTJSwsTBISEiQ0NNTo4jg9vF02n7giM1cflWX7YkV/9zSqEioPtq0uvZtGq67aREREZfH7zUCG7HY0Llk+//uY/LTltKRnmdS6YD9v6du8igy6qZrUi+L+JiIi+zCQycVApvRdTsmQn7ackm83nJTjl1LN69vVKi8fD2ohEUG+hpaPiIicDwOZXAxkyo7JpMm6o5dkzoYT8ueeWMkyadKiWrh8O/wm8ffxMrp4RETkgr/fbOxLJcbT00M61ImU/w5qKYtG3yyh/t6y9WS8jP1+uwpyiIiIShoDGSoVN1QKkZmDW4mvl6cs2n1epvyxz+giERGRC2IgQ6Xmplrl5a0BTdT1//19TGavPWZ0kYiIyMUwkKFSdXezKvJsz7rq+qSFe+XPPeeNLhIREbkQBjJU6p7oUlvub1NNjTnz9Nxtqts2ERFRSWAgQ6XOw8NDJt/dUFrXKCdpmSbVZoaIiKgkMJChMuHt5Sm3N66srm86ftno4hARkYtgIENlpnWNCHW55fgVNV8TERFRcTGQoTJTv3KomsIgKT1L9p9PNLo4RETkAhjIUJnx8vSQFtXLqeubjrF6iYiIio+BDJWpNjVyA5njV4wuChERuQAGMmRIO5mNxy+Li0/zRUREZYCBDJWppjHhatqCuKR0OWExUzYREZE9GMhQmcIs2E2qhpmzMkRERMXBQIbKXOuaOdVLbPBLRETFxUCGylyb3HYyHBiPiIiKi4EMlTl0wfbwEDl+KVUuJKUZXRwiInJiDGSozIUF+Ei9qFB1fdMxdsMmIiL7MZAhg8eTYfUSERHZj4EMGdrgdyMb/BIRUTEwkCFDG/zuO58oiWmZRheHiIicFAMZMkTFUH+pXj5QMLjvlhNsJ0NERPZhIEOGT1fA8WSIiMglA5lXX31VPDw88iz16tUzulhUQjieDBERFZe3OLiGDRvKsmXLzP97ezt8kcnGBr87TiVIWma2mr6AiIjIFg4fFSBwiYqKMroYVApqlA+UyGA/uZicLuuPXpIudSsaXSQiInIyDl21BIcOHZLo6GipVauWDBo0SE6ePFno/dPT0yUxMTHPQo4JVYVtc7MyQ2dtkns/XSffbTwpCVfZi4mIiIrGQ9PQb8QxLVq0SJKTk6Vu3bpy7tw5mTRpkpw5c0Z2794tISEhBbarwf2sJSQkSGhozmiy5DgOnE+SV3/bI+uPXVI9mMDX21O61qso7WqXl4bRoVK/cqgE+jp88pCIiEoQEhFhYWHX/f126EDGWnx8vFSvXl3eeecdGTZsWIEZGSyWOyImJoaBjIM7G39V5m8/K79uOy0HY5Pz3ObpIVKrQrA0ig6VoR1qSrOYcMPKSUREjhXIONVpbnh4uNx4441y+PDhAu/j5+enFnIu0eEBMrJLbXm8cy3Zey5Rluw+L7vOJMies4lyISldDl9IVsui3eflowdaSPcGlYwuMhEROQCnCmRQzXTkyBF56KGHjC4KlWK7mYbRYWrRYYZsBDRf/XNcVhyIk8e/2SLT+jWWAa1iDC0rEREZz6Eb+44fP15WrVolx48fl3/++Uf69u0rXl5ecv/99xtdNCpDFUP85Za6FeWzwa3knpZVJdukybM/7ZRPVx0xumhERGQwh87InD59WgUtly5dkgoVKkjHjh1l/fr16jq5H28vT3nrniYSEeQrM1cflamL9svllAx5/rZ6KpNDRETux6EDmblz5xpdBHIwCFheuL2+lA/yVYHMp6uPqgzNxDsbGF00IiIygENXLREV5LHOteXN/o3V9S/XHVeD6hERkfthIENOa2DratK0aphkZmvy85bTRheHiIgMwECGnNr9baqpy7mbTokTDYlEREQlhIEMObXeTaMlyNdLjl1MkfVHOYs2EZG7YSBDTi3Iz1vualZFXcc8TURE5F4YyJDTeyC3emnx7vNyJSXD6OIQEVEZYiBDTq9xVYwEHCoZ2Sb5eSsb/RIRuRMGMuQS2OiXiMg9MZAhl3B3s2gJ8PFSE0tuPnHF6OIQEVEZYSBDLiHE30d6N62srrPRLxGR+2AgQy5XvfT7znOSkJppdHGIiKgMMJAhl9EsJlzqRYVIepZJ5m0/Y3RxiIioDDCQIZeaUFLPyry//JC8tmCvrDkUJ+lZ2UYXjYiISomH5uJdPBITEyUsLEwSEhIkNDTU6OJQKUu4mil3ffS3nLiUal4X6Osl7WtHSsvq5SQiyEfCAnylXKCPhAf6SpVyARLs59CTwBMRuaXEIv5+M5Ahl5OcniV/H4qTFfvjZMWBC3IhqeCZsdHT6eXeDeS+1jEqo0NERI6BgUwuBjLuDW/vvecSZeWBODkSlyzxqZkSn5qhLi+lZKgMDtzRpLJM7ddYQv19jC4yERFJ0X+/mVMnl4YsS8NojPwbds1tJpMm//v7qExffED1dNpxKl4+vL+5NK9WzpCyEhGR7djYl9yWp6eHjOhUW34a2V5iIgLk9JWrMmDGOpmx6ghHByYichIMZMjtodv270/fLHc2qSxZJk2mLdovs9YeN7pYRERUBAxkiERU2xhUKz3Xq676f/qS/XI0LtnoYhER0XUwkCGyaE8zsnNt6VgnUtIyTTL+xx2SbWIVExGRI2MgQ2QVzLx5TxM1tszWk/HyvzVHjS4SEREVgoEMkZUq4QHy0p311fW3lx6UQ7FJRheJiIgKwECGKB/3toqRW+pWkIwskzzz4w7JyjYZXSQiIsoHAxmiAqqYpvZrIqH+3rLzdILqkk1ERI6HgQxRAaLC/OXVuxqaJ6F84/e9smTPebmYXPCUB0REVLY4RQFRIfDxePybLbJkT2ye9TUjg6R5TLgE+3uLR24GB1M1+Xh5SvcGlaR1jQjDykxE5Ao411IuBjJUXJnZJlm486xsPHZFtpy4LAdjrz++TO+m0fLC7fWkclhAmZSRiMjVMJDJxUCGSlpCaqZsPXlFdp9JUEEOPkAmTRN8ks7GX5X5O86q65hZ+8lb68iwjjXF38fL6GITETkVBjK5GMhQWUOA8+pve2TziSvq/2oRgfJG30Zy8w0VjC4aEZHL/X6zsS9RCWtUJUx+fLydvDewmVQM8ZOTl1NlyBcb5Yu/j3EySiKiEsZAhqgUoPFvn+ZV5K/xXeTeVlUFMx28tnCvTJy3W1VHERFRyWAgQ1SKMNXBm/2byIu311e9muZsOClDZ21U7WyIiKj4GMgQlUF2ZninWjLzoVYS6Oslaw9fkr6frFVtaUyclJKIqFjY2JeoDO09myiPfrlJziakqf8R2NSLCpH6lUOlQXSoVArxl4xsk6RnZUt6Ji5NUi7IV3o2rCR+3uz5RETuI5G9lnIwkCFHcyEpTZ7/eZesPXxRBSpFgUbDj95cUx5oW11VVxERubpEBjI5GMiQo8JElMcupsjec4my71yS7DuXKPGpGeLn4yV+3p5q8fX2lK0n4uV8Yk4GB3M/DW5XQx7uUEPKB/sZ/RKIiEoNA5lcDGTI2WEG7nnbz6iJK4/Gpah1CHLuaVlVHr25lpougYjI1TCQycVAhlwFGgb/uTdWPll5WHacTlDr0BOqR4NKMqJTLWlZnfM7EZHrYCCTi4EMuRp8ZDccuyyfrT4qy/dfMK9vGhMuLauVk5oVgqRWZJDK1ESF+qtgJy3TJCkZWZKani0Z2dlSLSJIVVsRETkqBjK5GMiQKzsUmyT/W3NMft12RvV2subj5SFZppx5oCxFBPnK3c2iVfVUw+iwsiswEVERMZDJxUCG3MGFxDRZui9WjsWlqAbEWDA1AoIYS+juDakZ2eZ16PqNgAZVVFXLBahxb4iIjMZAJhcDGXJXmAohNjFNVSEF+Xqr2bg9PT1Ub6k1hy/KT5tPy9K9sXkyORVC/KRFtXBpUa2ctKxeTupVDmV3byIyBAOZXAxkiAqG7t4LdpyVedvPyo5T8ddkcPQu31XKBUqVcH+JDg+QAF8v1dYmJT1LktOzVNubQF9v6XRjBelar6K6DxFRcTGQycVAhqho0jKzZdeZBNly4opsxXIyXi4mp9u8nQaVQ6Vb/YrS8YYKUjnMX2V5/H04KjER2YaBTC4GMkT2Q8blXPxVOR1/Vc7GX5UzV66qHlDBfl4S5OetFlQ9nU24Ksv3XZCtJ69c07AYcJ/ywb4SGeynRilGcFMB10P9pFygr6reQoYnJTfTk5aVLbUig6VNzQi22yFyU4kMZHIwkCEqO5eS02XFgThZvi9WVVVdTM7ItzeVLZDVQUDTukaE6k7u5eUh3p4e4uXhIV6eHiqYCg/0UQERGjNbBz3ZJk1SM7LE29NTVYsRkXNwqUDm448/lrfeekvOnz8vTZs2lQ8//FDatGlTpMcykCEyDr5ektKz5GJSulxKyZC4pHRVXXUhMV1dj0tOl8spGWqk4n8zPF4q6Nh9NkF2nU7It91OQXy9PKVckI96/NXMnOyOPp8V4huMrYPu5o2iQ9UlxtzBQIO4DxpHYxTlbE2TED9vCfH3kdCAnEbSenCk3xfbxsSe5YP8OB4PUSlxmUDm+++/l8GDB8uMGTOkbdu28t5778mPP/4oBw4ckIoVK1738QxkiJwXMinbT8arAQBRbZWYliXZJpMgyYNLBDkIVq6kZBY781MQlfXx9VLbR7Wa9W3VIgKlNgYhrBCsBiL08fJU5UYX95SMbLmakaV6iwX7eksggjXfnGo5Tw8P1S4J1WjYLq4jEENjaVSnVSkXIOWDfPNkmBBo6cEZgj9kmHBpnYVCwIXyIjgL8vVWz0/kbFwmkEHw0rp1a/noo4/U/yaTSWJiYuSpp56S559//rqPZyBD5PrwNYbAAdmd+NRMyTKZVLCAbAouUeWUlJYle84myJ6zibL3bKK6fvrKVRV4IKuiFi8EBaKChZygqeCvRwQxhd1eEvx9PFXWB4ER2g8VFKzhfn7eXqprfU4A82+5UA2HtkmVQtE2KafxtYgmybntkdSSkaXui23oE5biOvaFylRla5KRla22iyo9ZL0wqCKWnCo9b5WlSlXbygneEJx5e3mY9yv2M/7HPsN2UFYEoupY+XpLaAAyYD6ql1yov4+6H7Z5FdvDtjOyRRNNfDxztuONbXp6qDJiO7h/VnbOJdahXRYCR9Wey9dblQMBoAoeM00qo4bAEMcRC7J4+nWTlrMdfcH/eDzeR2i4jvcVgkiTSdR2sF1sC5d4L6J8CFT17QHui2yfKXebnp7/7m9sE5e4L/YN9rmeJcRrwiYQjOJ2dd0DZcx532er8uVcxz5BOTEQJraHfY7bsK/17WJ/A4JfbEffHiAawGvNWXLeP9gWtoNLfR/l7O/c44djadJU8I33WUlyiUAmIyNDAgMD5aeffpI+ffqY1w8ZMkTi4+Nl/vz51zwmPT1dLZY7AoEPAxkisgW+GvEDmng1p5u5ngHBjxh+ePADEJuYLkfjkuWIWlLk+KUU9QMQ6OMlgX5e6ocPP/L48UKwoDdmxnX8nvj55PyIqSX3h/YMGldfSZULSen5NpzWgxNbqtyIStvUfo3l/jbVDAlkHHqkq4sXL0p2drZUqlQpz3r8v3///nwfM3XqVJk0aVIZlZCIXBXOWBGEYClIVJi/WtrXiSzx58eZ/rn4NLmSmvFv+yFfXHqpM2+cZaflZhiQtcD99ewSzvRxiYAHj0ebJARGF5LS1HW9kbRezaUGPfQQSc/NVCCgUm2LcjMROWfkOQvO6K+kZMjllEy1bWTBkC1B0IayYX9hu34+XioDoLc9QkYA2SKUCWf26gzfK6fRNh6fmJapgkZ1mZYpXmic7YMlZ5sI+pA5UNkFlQnIyVYgnFPbxLawXWTKNO3fcY5yg0e8Hn/LwNHn34yFyi7kZnMQICJIRRmRNcnJgniYszkoK/Y3riNLYpnBwr5CcgOBq54l0jNEOdmPf7MqeN6cLE7O/sb28Bg9e6VnVlAOyyyJfl3fnoeHqH2oMlO5+xjbVZm5LJO6D/aNfvxwHfkXfVsIlvXMIsqlMjWeeDt4qAwYtmnO5mTntCFDViyn0X3OewyvCcfJKA4dyNhjwoQJMm7cuGsyMkREzgQ/jDUig6SGBOV7O4KZYCzXGXm5cliAWohclUMHMpGRkeLl5SWxsbF51uP/qKiofB/j5+enFiIiInJ9Dt1v0NfXV1q2bCnLly83r0NjX/zfrl07Q8tGRERExnPojAygmgiNe1u1aqXGjkH365SUFHn44YeNLhoREREZzOEDmYEDB0pcXJy8/PLLakC8Zs2ayeLFi69pAExERETux6G7X5cEjiNDRETkur/fDt1GhoiIiKgwDGSIiIjIaTGQISIiIqfFQIaIiIicFgMZIiIicloMZIiIiMhpMZAhIiIip8VAhoiIiJwWAxkiIiJyWg4/RUFx6QMXY4RAIiIicg767/b1JiBw+UAmKSlJXcbExBhdFCIiIrLjdxxTFbjtXEsmk0nOnj0rISEh4uHhUaKRIoKjU6dOcQ4nB8Nj45h4XBwXj41jcvfjommaCmKio6PF09PTfTMyePFVq1Ytte3jzeWObzBnwGPjmHhcHBePjWNy5+MSVkgmRsfGvkREROS0GMgQERGR02IgYyc/Pz955ZVX1CU5Fh4bx8Tj4rh4bBwTj0vRuHxjXyIiInJdzMgQERGR02IgQ0RERE6LgQwRERE5LQYyRERE5LQYyNjp448/lho1aoi/v7+0bdtWNm7caHSR3MrUqVOldevWasTmihUrSp8+feTAgQN57pOWliajRo2S8uXLS3BwsPTv319iY2MNK7M7mjZtmhpRe8yYMeZ1PC7GOXPmjDz44INq3wcEBEjjxo1l8+bN5tvR9+Pll1+WypUrq9u7desmhw4dMrTM7iA7O1teeuklqVmzptrvtWvXlsmTJ+eZY4jHphDotUS2mTt3rubr66t98cUX2p49e7Thw4dr4eHhWmxsrNFFcxs9e/bUZs2ape3evVvbvn27dvvtt2vVqlXTkpOTzfd5/PHHtZiYGG358uXa5s2btZtuuklr3769oeV2Jxs3btRq1KihNWnSRBs9erR5PY+LMS5fvqxVr15dGzp0qLZhwwbt6NGj2pIlS7TDhw+b7zNt2jQtLCxMmzdvnrZjxw7trrvu0mrWrKldvXrV0LK7ujfeeEMrX768tnDhQu3YsWPajz/+qAUHB2vvv/+++T48NgVjIGOHNm3aaKNGjTL/n52drUVHR2tTp041tFzu7MKFCzh10VatWqX+j4+P13x8fNQXgm7fvn3qPuvWrTOwpO4hKSlJu+GGG7SlS5dqnTt3NgcyPC7G+c9//qN17NixwNtNJpMWFRWlvfXWW+Z1OF5+fn7ad999V0aldE933HGH9sgjj+RZ169fP23QoEHqOo9N4Vi1ZKOMjAzZsmWLSutZzueE/9etW2do2dxZQkKCuoyIiFCXOEaZmZl5jlO9evWkWrVqPE5lAFVHd9xxR579Dzwuxvntt9+kVatWMmDAAFUd27x5c/nss8/Mtx87dkzOnz+f59hgnhtUnfPYlK727dvL8uXL5eDBg+r/HTt2yN9//y233Xab+p/HpnAuP2lkSbt48aKqz6xUqVKe9fh///79hpXLnWGGc7TB6NChgzRq1Eitw4fe19dXwsPDrzlOuI1Kz9y5c2Xr1q2yadOma27jcTHO0aNH5ZNPPpFx48bJCy+8oI7P008/rY7HkCFDzPs/v+82HpvS9fzzz6uZrhHUe3l5qd+YN954QwYNGqRu57EpHAMZcomz/927d6szGDLWqVOnZPTo0bJ06VLVEJ4cK+BHRmbKlCnqf2Rk8LmZMWOGCmTIOD/88IPMmTNHvv32W2nYsKFs375dnZxFR0fz2BQBq5ZsFBkZqSJm614W+D8qKsqwcrmrJ598UhYuXCgrVqyQqlWrmtfjWKAaMD4+Ps/9eZxKF6qOLly4IC1atBBvb2+1rFq1Sj744AN1HWeQPC7GQG+XBg0a5FlXv359OXnypLqu739+t5W9Z599VmVl7rvvPtWT7KGHHpKxY8eq3pnAY1M4BjI2Qhq2ZcuWqj7T8kwH/7dr187QsrkTNFRHEPPrr7/KX3/9pbotWsIx8vHxyXOc0D0bX9o8TqWna9eusmvXLnVGqS/IAiBFrl/ncTEGql6thyhAm4zq1aur6/gM4UfR8tigumPDhg08NqUsNTVVtbW0hBNm/LYAj811XKcxMBXQ/RqtxWfPnq3t3btXGzFihOp+ff78eaOL5jZGjhypuiKuXLlSO3funHlJTU3N080XXbL/+usv1c23Xbt2aqGyZdlrCXhcjOsO7+3trbr6Hjp0SJszZ44WGBioffPNN3m6+OK7bP78+drOnTu1u+++m118y8CQIUO0KlWqmLtf//LLL1pkZKT23HPPme/DY1MwBjJ2+vDDD9WXMcaTQXfs9evXG10kt4IYPL8FY8vo8AF/4okntHLlyqkv7L59+6pgh4wNZHhcjLNgwQKtUaNG6kSsXr162syZM/Pcjm6+L730klapUiV1n65du2oHDhwwrLzuIjExUX1G8Jvi7++v1apVS3vxxRe19PR08314bArmgT/Xy9oQEREROSK2kSEiIiKnxUCGiIiInBYDGSIiInJaDGSIiIjIaTGQISIiIqfFQIaIiIicFgMZIiIicloMZIioVNSoUUPee++9Ym3j1VdflWbNmpVYmYjI9XBAPCIqltmzZ6uZeq0ngoyLi5OgoCAJDAy0e9vJycmSnp4u5cuXF0eB4GrevHlq7igiMp630QUgItdUoUKFYm8jODhYLaUFM3FjIlgicl6sWiJyY8h2PP3001KxYkXx9/eXjh07yqZNm8y3r1y5Ujw8POT333+XJk2aqPvcdNNNsnv3bvPtDz/8sCQkJKj7YUHGIr+qJdz26aefyp133qmyNPXr15d169bJ4cOHpUuXLip70759ezly5EiBVUv6c1gueB4dynXbbbep4KdSpUry0EMPycWLF82343kwazoySJGRkdKzZ8989wteV5s2bVSZwsPD1czRJ06cUNmnSZMmyY4dO8zPj3WAjNSjjz6qArjQ0FC59dZb1f2sXwv2QUxMjNoH9957r9p3RGQ/BjJEbuy5556Tn3/+Wb788kvZunWr1KlTR/24X758Oc/9nn32WXn77bdVkIMf6t69e0tmZqYKPBCs4If73Llzahk/fnyBzzd58mQZPHiwqpapV6+ePPDAA/LYY4/JhAkTZPPmzZjEVgUaBdGfAwsCIJS3U6dO5kACwUPz5s3VthYvXiyxsbEqWLCE14oszNq1a2XGjBnXPEdWVpb06dNHOnfuLDt37lTB1ogRI1TQMnDgQHnmmWekYcOG5nJgHQwYMEAuXLggixYtki1btkiLFi2ka9euefYlyvzDDz/IggULVPm2bdsmTzzxhA1HjIiuUciEkkTkwpKTkzUfHx9tzpw55nUZGRladHS0Nn36dPX/ihUr1Kzic+fONd/n0qVLWkBAgPb999+r/zHjeFhY2DXbr169uvbuu++a/8d2Jk6caP5/3bp1at3nn39uXvfdd9+p2X91r7zyita0adNrto2ZgDFrdsuWLbXU1FS1bvLkyVqPHj3y3O/UqVPqOfRZgjETd/PmzQvdL3h9eMzKlSvzvT2/Mq1Zs0YLDQ3V0tLS8qyvXbu29umnn5of5+XlpZ0+fdp8+6JFizRPT0/O/k1UDGwjQ+SmUIWDrAqqTXQ+Pj6qSmXfvn157tuuXTvz9YiICKlbt+419ykKVE/pUPUDjRs3zrMuLS1NEhMTVZanIC+88ILKlCDzEhAQoNahGmfFihX5tqnBa73xxhvV9ZYtWxZaRry+oUOHqsxU9+7dpVu3biqrU7ly5QIfg+dGw2TrRslXr17NU1VWrVo1qVKlSp79ajKZ5MCBAxIVFVVouYgofwxkiKjMIFDSoaqmoHX4cS/IN998I++++65qx2IZFCCQQJXXm2++ec1jLIMQtHu5nlmzZqm2Q6j++f7772XixImydOlS1T4oP3huPAfKZA1tbIio9DCQIXJTtWvXNrcVqV69ulqHDA3awaAxrKX169erbAJcuXJFDh48qBrrAraRnZ1dJmVGFgYNatFg1jqoQJsUtPdB419v7+J/taGtDRa030Hm5Ntvv1XPmd/rxXOfP39ePa9l42NrJ0+elLNnz0p0dLR5v3p6eqoMFxHZh419idwUMhMjR45UDXmRedi7d68MHz5cUlNTZdiwYXnu+9prr8ny5ctVryBUu6DHDxrEAn64kZHA7eghhMeXBgQKffv2lfvuu09V++B/LBivBkaNGqUa1t5///0qGEOVzpIlS1SvKlsCrWPHjqngBUETeir9+eefcujQIXPghteL+6DBMl4ven6h+gnBDvYJ7n/8+HH5559/5MUXX1TVXzr0+hoyZIiqilqzZo3K+qDaitVKRPZjIEPkxqZNmyb9+/dX3ZSRVUCvGvz4lytX7pr7jR49WrUvQfCAXjf6+CvoufT444+r3jvo0TR9+vRSKev+/ftVLyT0OkI1jr60bt1a3Y4sB7JLCFp69Oih2t4gs4SqHWQ9igrdovFc2C9oV4MeSwiS0LsKsL5Xr15yyy23qNf73XffqSqxP/74Q/WgQuCExyHgQiCktwUC9LLq16+f3H777aqMaDP03//+txT2FpH74Mi+RFQgtPnADzaqk9jWo3g4IjBR6WBGhoiIiJwWAxkiIiJyWqxaIiIiIqfFjAwRERE5LQYyRERE5LQYyBAREZHTYiBDRERETouBDBERETktBjJERETktBjIEBERkdNiIENEREROi4EMERERibP6fyi3w3OeRvpYAAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(expt.vf)\n", + "plt.xlabel(\"optimizer step\")\n", + "plt.ylabel(\"voltage response\")\n", + "plt.title(\"Voltage Response as a Function of Optimizer Step\");" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "30322c4b", + "metadata": {}, + "outputs": [], + "source": [ + "def plot_optim_pcm():\n", + " fig, ax = plt.subplots()\n", + " x, y = np.mgrid[0:10:.01, 0:10:.01]\n", + " z = np.array(voltage_response(np.ravel(x), np.ravel(y)))\n", + " z = z.reshape(x.shape)\n", + " pcm = ax.pcolormesh(x, y, z, cmap='gist_heat')\n", + " scatter = ax.scatter(expt.v1_readout, expt.v2_readout, c=range(len(expt.v1_readout)),\n", + " cmap='viridis')\n", + " ax.set_box_aspect(1)\n", + " fig.colorbar(scatter, label=\"optimizer step\")\n", + " fig.colorbar(pcm, label=\"voltage response\")\n", + " ax.legend([\"optimizer decision process\",], loc='lower left', bbox_to_anchor=(.1, -.3))\n", + " ax.set_xlabel(\"v1_readout\")\n", + " ax.set_ylabel(\"v2_readout\")\n", + " ax.set_title(\"Optimization of Voltage Response\")" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "429cde13", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot_optim_pcm()" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "dd8aef20", + "metadata": {}, + "outputs": [], + "source": [ + "def plot_optim_3d(elevation, azimuth):\n", + " fig = plt.figure()\n", + " ax = fig.add_subplot(projection='3d')\n", + " x, y = np.mgrid[0:10:.01, 0:10:.01]\n", + " z = np.array(voltage_response(np.ravel(x), np.ravel(y)))\n", + " z = z.reshape(x.shape)\n", + " ax.plot_surface(x, y, z, color='C1', alpha=.5)\n", + " scatter = ax.scatter(expt.v1_readout, expt.v2_readout, expt.vf, c=range(len(expt.v1_readout)))\n", + " ax.view_init(elev=elevation, azim=azimuth)\n", + " fig.colorbar(scatter, label=\"optimizer step\", pad=.1)\n", + " ax.legend([\"voltage response function\", \"optimizer decision process\",], loc='lower left', bbox_to_anchor=(.2, -.2))\n", + " ax.set_xlabel(\"v1_readout\")\n", + " ax.set_ylabel(\"v2_readout\")\n", + " ax.set_zlabel(\"voltage response\")\n", + " ax.set_title(\"Optimization of Voltage Response\")" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "c8af72db", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot_optim_3d(0, 180)" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "255e3431", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot_optim_3d(90, 270)" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "37230b6a", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAfgAAAHeCAYAAAB33RlUAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjYsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvq6yFwwAAAAlwSFlzAAAPYQAAD2EBqD+naQABAABJREFUeJzsnQWcrGd1/8+4rl63uEBISnAohABFilsp7vYvVpzS4i7FrS1OsQKFQIHiNEACRCEJEM9Nrq7ruLz/z/c87zP7zNyV2dnZe3f3vofPcLOzs++8+vyO/M7vhDzP8ySwwAILLLDAAttQFj7WOxBYYIEFFlhggXXfAoAPLLDAAgsssA1oAcAHFlhggQUW2Aa0AOADCyywwAILbANaAPCBBRZYYIEFtgEtAPjAAgsssMAC24AWAHxggQUWWGCBbUALAD6wwAILLLDANqAFAB9YYIEFFlhgG9ACgF8l+8IXviChUEj27t3btW2+5S1v0W0ebTtW37scq1ar8trXvlb27Nkj4XBYHvOYxxy1714P5yewwAI7/uy4Afg//elP8rSnPU127doliURCdu7cKU996lP1/ZXYu971LrngggtkvVs+n1eg+r//+z9Zj/a5z31O3v/+98vf/d3fyRe/+EV5xSteccRnhoeHJRqN6n2wkM3MzEgqlZLHPe5xx8V9wfXGObGvSCQiW7du1fP4l7/85VjvXmCBBbYS844D++///m8vHo9727dv9/7lX/7F+8xnPuO94Q1v8Hbs2KHvf/vb3+5425lMxnvmM595xPvVatUrFApevV73umWVSkW3uRo2MjLCTALvzW9+81H93m7ZE5/4RG/Xrl1Lfu5v//ZvvWw26+VyuXl//4UvfEHPA/dMu8Y5a32UFrov1pr98pe/1H1/2cte5v3nf/6n97nPfc57+ctf7iWTSW/Tpk3eoUOHjvUuBhZYYB1aVDa43XTTTfL0pz9dTjnlFPnVr34lW7ZsafzuH//xH+W8887T31911VX6mW4ZkRCvbhrRJ6+jbcfqe5djROf9/f1Lfo6szY9+9CP53ve+J0960pOO+P1Xv/pV6evrk4c//OFyPBnPAVG7tTPPPFP+4R/+Qb70pS9p6SOwwAJbh+ZtcHvhC1+oEcqvfvWreX9/4YUX6u/5XGtE9pe//MV7whOe4PX09HiDg4Ma5biRLJ9pfdmo7fOf/7z+fMsttzQ+f+KJJ3oPf/jDNWq6y13uolHS2WefrT9jRI38nEgkvDvf+c7eFVdcsWikyHfNtw9uJF4qlbw3vvGNur3e3l4vnU5797nPfbxf/OIXje2wj4ttY74Ilaj+bW97m3fKKadoFoRje/3rX+8Vi8Wmz9lj/vWvf+3d7W5302M7+eSTvS9+8YttXb/Z2Vnvla98pbd79279njPOOMN7//vf38iMLLTv9pzOtz2i60c+8pFH/G5oaMiLRCLec5/73MZ73/jGN/Tc2Yj2qU99qrd///5Fr8ti98XevXu9f/iHf9DjYJvcV3/3d3/XdJ9Y++Mf/+jd97731c+RnXj729+uEXbrfYX98Ic/1OvK9SVD8bCHPcy75ppr2o7gv/nNbza9z9/y/gte8IKm9zn2Zz/72d7WrVv1epx11lneZz/72SO2+9GPflR/l0qlvP7+fr3fv/KVryz7GVuNe61cLntvectbvNNOO00/w/fe+9739n7yk580fY59e/zjH+8NDAzo5ziG7373u0ue08ACWyu24QF+586d3kknnbToZ/g9ANK6+JxzzjkKBB//+Me9pz3tafre05/+9MbnSGny4J933nn637wuvvjiRQH+zDPP1NIAC8yHPvQhXbhZkL/85S97J5xwgvee97xHX319fboA1Wq1I/bLGt9lv9e+ACA+84lPfKKReuf7AMlPfepT3vve9z7dh1gs5l155ZUN0ON3/N1jH/vYxrYAmPm+13UuACe+6xnPeIb+/JjHPKbpc/aYt23b5v3zP/+znksAMxQKLQlAgPgDHvAA/ezznvc8/VuuB99DGtnuO/t6u9vdTq+h3ffDhw8vuN2nPOUpChRjY2NHgBLbts6PvYaABdfqn/7pnxSwuF8mJiYWvC6L3RcA6R3veEfvTW96k/cf//Efek4AEM6TWzYASAEenIq3vvWt3r/+67/qMfK3rffVl770JT1HlB8+9rGPee9973t1HwHW+RyHdgD++9//vr7/ute9rvEe55RzvGfPHgVc7plHPepR+jnOjzWOy94b//7v/+595CMfUacJ8F7uM7Ya9xq/473nP//53qc//WnvAx/4gPfkJz9ZnztrfJ5nECeF88m2cLb4u5WU9AIL7Gjahgb4yclJXQge/ehHL/o5u0hNT083LT6879qLXvQifd8C32K11oUAnvfsYo/9+Mc/1vcAjltvvbXxPgtjayQ6H9C6dsMNN+ii9KAHPUg5ABj/EsW7BjixCD7nOc9pqwbf+r1/+MMf9GdA17VXv/rVTQDpHrObQRkeHlYAfNWrXuUtZhdccIH+7Tve8Y6m91noWWhvvPHGxnvnn3++d4c73MFrx37wgx/odjnHrt3znvdUhwuniiiPKJWMihtRWuADoBc6P4vdF/l8/oj3fvvb3+rfA9TWXvrSl+oxWicMwyEB9N37amZmRoEcsHINMOZeaH1/IYAnM8A9cPDgQe9HP/qROpd8/yWXXNL4LCCNszg6Otq0jSc96Un6XfbYeN6WuhbtPmOrca/hJBHpL2Z/8zd/o86HmyXA4fzrv/5r7/TTT1/0bwMLbK3YhmbRw4jGenp6Fv2c/f309HTT+y9+8Yubfn7pS1+q//7whz/seJ/OOussude97tX4+R73uIf++4AHPEBOOOGEI96/+eab29puLpeTxz72sTIwMCBf+9rXGvV//o3H4/rf9XpdxsfHtaXsrne9q1xxxRUdHYM9/le+8pVN77/qVa/Sf3/wgx8ccczUeK3Bg6DGu9Sx8T3s/8te9rIjvgfn9H//93872v8HP/jBug/U263dcsst8rvf/U6e/OQna5vdZZddpnX9F73oRZJMJhufozZ/u9vd7ohjbNdg6FurVCoyNjYmp512mvIH3OsBT4D75Nxzz228Nzg4qBwC137605/K5OSk7vfo6GjjxXnjHvrlL3/Z1n495znP0XNCd8nf/u3fytTUlPznf/6n3O1ud9Pfc77/+7//Wx75yEfqf7vf9ZCHPEQ/b/efY9m/f79ceumlS37vUs/Yatxr7B/dMzfccMO8+8Qz8otf/EL+/u//XtcQe5xcK46Vvztw4MCSxxZYYMfaNjTAW+C2QL9cR+D0009v+vnUU0/VxX8lve0uiGMQujD6t+d7f2Jioq3tPv/5z1dC4Xe+8x3ZtGlT0+9oG/urv/orBSp+x6LHwsii3Indeuuteh4AJte2b9+uiye/X+yYMRyRpY6N7QA4rdfl9re/feP3nRiEwSc+8Yny61//urFQW7C3AGq3DTi0GgDf6XcXCgV505vepNebds3Nmzfr9QCk3evB9lvPL9b6ngUpHES2475+8pOfqJPSjrFPOAvcP894xjN0X7jG1kZGRnQf/+M//uOI73n2s5+tn7Hf9brXvU6y2azc/e5312cIEL/ooovm/d6lnrHVuNfe9ra36bGcccYZcs4558hrXvMaJdlau/HGG9WJeeMb33jEsb75zW9uOtbAAlvLtrap0Ss0QHLHjh1ND+98xu/pj+/t7V30c90QM1mIWb/Q+4aztbh95CMf0aj9y1/+clPEh/Hes571LBV+YSGjx5nveve7360OwUqs3fOxkmNbLaMX/uMf/7iet1e/+tX6L9Ff6/nrthGhfv7zn5eXv/zlGqFzj3IeYfSTYVmu2b8h2gb0Wq3d7geA7oEPfKD+N/cKugg4jfe5z33UGbHfw3l75jOfOe82cCKtA3bdddfJ97//fc1EEPl/8pOfVCfirW99a0f3VDfvtfve975673/3u99VJ+gzn/mMfOhDH5J/+7d/k+c973mNY+W+IGKfz+ZzvgILbK3ZhgZ47BGPeIR8+tOflt/85je6WLUaURzRwgtf+MIjfkd0dPLJJzd59jz8J510UuO9Y61gxv6zEAEYrelb7Fvf+pa2/337299u2lcbiXRyHCeeeKKeB86PjaaxoaEhjYz4fTeM7fzsZz/TDIsbxV977bWN33dqpK+JFoncH/SgB2nK9p3vfGfTd2MAFdGxa7y31HcvdD65HgDkBz7wgcZ7xWJRz5trbJ/7rdVa3+MYMBw3C9DdsPe85z0azXNOAD6iV65BrVZr63symYxmSXiVy2UVDmJbr3/965tKHks9Y6t1r1HuIPPAa3Z2VkEfoScA3rbLxmKxrp7TwAI72rahU/QYUSt1TwCcGlprre3//b//J+l0Wj/Xap/4xCeafv7Yxz6m/z70oQ9tWshaF+ejZYcOHdI6IY4LKm6LRTRuBPP73/9efvvb3zZ9jnOAtXMsD3vYw/TfD3/4w03vf/CDH9R/u9VDzvcAKETarhFtAaDudejEcIiuvPJKdXbY3lOe8pTG7+AoAJqAW6lUarxP3R+Ft6WOcaH7guvRmrngvuI4XSNy5Br94Q9/aLpfv/KVrxzxOTJPKOdR0281UuudGI7D4x//eJVcPnz4sO43PxONX3PNNYt+T+tzBgeE7AjH3bqPSz1jq3Gvte4f5QQicnudue73u9/95N///d/1GVvsWAMLbC3bho/gqfFRg2YxJw353Oc+VyMGovbPfvazSp4hPWsjIdcgXj3qUY9S0hGLLeluQOCOd7xj4zN3uctdNMpkwaFezLYtQW61DfIZiw1CJF//+tePSJfyIoNB9A4Bj8WQYwK0WHCJXKzhBPHef/3Xf2ltkgjn7LPP1lercfxEodRjAbHzzz9fLrnkEj3PpHfvf//7d+X4IHSxrX/5l3/R68X3klIltUrGYr5rthwj3Uw9lu3d+973bsrMEL29973v1QiP44PERtRIOYTPzSeF69pC9wXXg3Q6qXnON/cVn2vlTXBNud/ILpDWx2EglUyNGaC3GQLA/VOf+pSKNd35znfWVD/R9m233aY8C46r1UFq13B6v/GNbyi4EtHzgrTHcZC+Z//ZF8h1HAP/bUmMlAv47m3btqlDxD5w/7XyKZZ6xlbjXmO/AXCuEfc5hEoyKy95yUuaHA8cZ9YMjpWonuvPPkIg/OMf/9jROQ0ssKNq3nFiV111lfa60uZDDziytfx89dVXL9jC8+c//1lbshDhoFf5JS95yREiHNdee632x9Lm1q7QTavxuRe/+MVN71kBF0RdWvfLbQ1bSuiG1p53vetd+t20C93pTnfSVi/2k/dco30PMQ96xNsRuqE/GyERzie90YuJj7Qa+85rKaMN7BWveIXqGfA9tCi5QjedtMm5Ro87x/bJT35y3t//13/9l54zK4jSjtDNYvcFLYoIxWzevFn1Dx7ykIfoZzlPrW11tMjRS89303/+7ne/u9Gr39rnT7sb26JdDWGcU0891XvWs57lXXbZZR31wVu73/3upwJJtJxaMSDuVa63fY5oKaP33Rrthxw7PfzsO/vymte8xpuamuroGev2vUbb5d3vfndtL+T6oC/wzne+U1sjXbvpppu0555j5HtpoXzEIx7hfetb31r0nAYW2FqxEP93dF2KtW/U4iADER3Dcg4ssLViZC5IHZN96bYU8tG04BkLLLDVtw1fgw8ssPVqtNS11o5J75M6Xs/gHlhggR0d2/A1+MACW69GGx21Ytjj1H/hjCDGRH92YIEFFthSFgB8YIGtUYNBDvkLghmkOkh0gDwtXYEFFlhgS1lQgw8ssMACCyywDWhBDT6wwAILLLDANqAFKfrAAgsssMDWjaH8iDpiNywejzcpK240CwA+sMACCyywdQPuJ5+YlcPDzcqPndr27dtVbGmjgnwA8IEFFlhgga0LI3IH3G+9/CTp7VlZhXl6pi4n3mWvbjMA+MACCyywwAJbA5btCelrJVaXYzso7GhYAPCBBRZYYIGtK6t5dal5K9/GRreARR9YYIEFFlhgG9CCCD6wwAILLLB1ZXXx9LXSbWx0CwA+sMACCyywdWV1/d/Kt7HRLUjRBxZYYIEFFtgGtCCCDyywwAILbF1ZzfP0tdJtbHQLAD6wwAILLLB1ZUENvj0LUvSBBRZYYIEFtgEtiOADCyywwAJbV0b0XQsi+CUtAPjAAgsssMDWlQUp+vYsAPjAAgsssMDWlQUku/YsqMEHFlhggQUW2Aa0IIIPLLDAAgtsXRkSNSsXutn4FgB8YIEFFlhg68pqXSDZ1Y6DGnyQog8ssMACCyywDWhBBB9YYIEFFti6MkbFrnxcrGx4CwA+sMACCyywdWVBDb49C1L0gQUWWGCBBbYBLYjgAwsssMACW1dWl5DUJLTibWx0CwA+sMACCyywdWV1z7xWuo2NbkGKPrDAAgsssMA2oAURfGCBBRZYYOvKal1I0deCFH1ggQUWWGCBrS0LAL49CwA+sMACCyywdWV1L6SvlW5jo1tQgw8ssMACCyywDWhBBB/YUbdarSaVSkUikYi+wuHAzwwssMDatyBF354FAB/YUTPP86RarUqxWJRyuSyhUEjBPRqNKtDbfwPADyywwBazmoT1tbJtbHwLVtLAjhq4E7UD8NYAdECe9wuFgszMzMj09LTMzs6qE8D79frxICgZWGCBrfWs4xvf+EY5+eSTJZVKyamnnipvf/vbdV2zxn+/6U1vkh07duhnHvjAB8oNN9xwTPc7iOADO2opecCa6JwXwG5fNmLnAeEzfJYXxu9xBNwon/cCCyyw49e8LpDsvGX8/Xvf+1751Kc+JV/84hflDne4g1x22WXy7Gc/W/r6+uRlL3uZfuZ973uffPSjH9XP4AjgEDzkIQ+RP//5z5JMJuVYWADwga16St5G7RbY7e94uWDNfwPi7t8D+ETzl19+udz5zneWWCzWAHwL+gHgBxbY8WVHuwZ/8cUXy6Mf/Wh5+MMfrj+fdNJJ8rWvfU0uueSSxlr14Q9/WN7whjfo57AvfelLsm3bNrngggvkSU96khwLC1L0ga2KAczU2S2422h9OWYBHyAH5G2kT3Sfz+ebUvqlUkm/y02ZBRZYYIEtZawh7ou1pNX++q//Wn7+85/L9ddfrz//8Y9/lN/85jfy0Ic+VH++5ZZb5PDhw5qWt0Z0f4973EN++9vfyrGyIIIPrKtmo25u+N7eXn11M8KeL8IH8FtJeza6DyL8wALbeFbzwvpa2TZEbc+ePU3vv/nNb5a3vOUtTe/90z/9k4L/7W53O11TKDu+853vlKc+9an6e8AdI2J3jZ/t746FBQAfWNeJdNz8Bw4c0AcBL3althBAuyl9G7nbzAFeeAD4gQW2MY1JcPUVJqDrYtaMffv2aSBiLZFIHPHZb3zjG/KVr3xFvvrVr2oN/g9/+IO8/OUvl507d8ozn/lMWasWAHxgXTEbSQPuttberXS5W7df6jMB4AcWWGDLsV4/07iYveY1r9Eo3tbSzznnHLn11lvl3e9+twL89u3b9f2hoSFl0Vvj53PPPVeOlQU1+MC6ErUDoi64dxPgOzG7D7aGbwGdfQLs3Rp+LpcLaviBBbYOSXYrfbVrrBet+hysJ7aNF9Y8IE+d3hpry+9//3u5173uJcfKggg+sK6k5FtZ8osB/HIJd+1E8O1uw0btlsVvAd+N8GHqW8fAPabAAgtsI9XgvbY/+8hHPlJr7ieccIKm6K+88kr54Ac/KM95znP096wRpOzf8Y53yOmnn95okyOF/5jHPEaOlQUAH1hXettbQXA1Ivhubs91MloBH8a+/YwFfFdlLwD8wAJbCzX4FQ6bkfb//mMf+5gC9ote9CIZHh5W4H7hC1+owjbWXvva12o28AUveIFMTk7Kfe5zH/nRj350zHrgsZAX5CQD67C3nf9eCPDoW9+8ebOceOKJ8zoHgOhyRGt++ctfyj3veU9ViDoa5gK+TcOxr+w7gM9+BIAfWGBH10h7Q9z97z+eIZmeuY6aTiw3U5PH3/F6mZqaWrIGv14tiOADa9sAOoB9vpR8qy0WwfM+ves9PT0K8u3a0fRFF4rwb7rpJn3vlFNOmbfGHwB+YIGtvtW7oEVf91n0G9kCgA9sSXP7za363FIgthDAU+u+6qqrZHx8XH/GGx8YGNAXXvRCg2aONWi60rpWPtdV2sOsDG8A+IEFtrFq8OvVAoAPbFlEunYJcvN9ZmxsTMG9v79f0+2AI7WqiYkJ2b9/v34Hv7OAn81mmwB/LVWTForwOQZeC7XlBYAfWGCBHS0LAD6wZfW2t2t81tau+ZfU9t69e1UJij5RABDQy2QysmvXLgVHCCqAPS96THnPgv1aAvj5zsN8g3Ms4FPWWKhtrxMJ38ACO96NFH23hG42sgUAH9gR5gLTQiz5pcx+nvQ1us30yRO1U3e32YDWzxOx80I60tbpAXvS+ezHFVdc0QB8Xul0es2C40KAzznFaQoAP7DAOreaF9LXSrex0S0A+MDa7m1fjvE3APRFF10kW7dulbvc5S7LItTx9zgDvOg9vfDCC7W/lMh/ZGREbrzxRt2eC/hHi2F/NAF/IU5CYIEFFthSFgB8YA2zsq6dRu3udmg9IeWOpCM9o/NZ67jYSm5KYpn5tetthE96n1GNOCC0zBDhHzp0SK677jrVkHYBfz5N6fUC+Jit31vQDwA/sMCM1brAoq8FKfrAjgdrt7e9XUlHUvJE2tTW5wP3+bZdr5Zl30X/JSec/zSJJtJL/g1g59bn2XecCgCf4RF//vOfNYVvPwN5Lx6Py3oDfCsDjAWAH1hgxupeWF8r24YnG90CgD/OzUbbgAUCLisBdyLpP/3pTwrqtLwtJyU/O3SzlHNTMnz1L2XnXR9+xO+XUsbjuzZt2qQvDGC0DH1G15JNIAPgAv5y9m8tAH7raFz7L+faSvAGgB9YYIFZW7srXGCrai5gXH311Rpt7969u6NtkS6/9tprFeBJyTMD+S9/+cuyWO8zB67Tf6f3/Vl6d99OsttPlZUYzsqWLVv0hQGGFvCp3xcKhSMA3501v9bMHY2LcW6ZM03GhM4E+xm3fr8cpcDAAltPFqTo27MA4I/zlDy2kqgPIh2zkQGUe9/73g2i23K06EnP5w7f3Ph56A8/ldQDdkkknuyatj3pech+vDBKCLYlj/o9PxMJW8BHgGe+87KWWvXcPvv5Inx+ZzMzwWjcwDaS1bvAgq/LxrcA4I/j3nYLAm7PersGoBw4cEAjdVjuMNxdQFzONmcP3Sj1mnE2sEphRkb+9CvZfqcHy2oZBDzGO9o5zkT0FvAPHjyozo+rsgebf62lv12S4nwRfgD4gW1U604ffFg2ugUAf5zYYr3t/PdyIlO2AYltdHRUzj333EYa3LXlRNwzh4y+u2u5wzdKbuh0yWw7ednb68TIPPCCP8D3kPq2gA9pj3NGGh/AhLzX2gFwLGyxfXAB3563+QDfTekHgB9YYBvLAoA/Dmyp3vblRNu0ppGSZwTiX//1Xy84CrFdQK6Vi5IbullC4ah4dRPFh8JhqRbzMnTlj+XEBzyrkao/Wulx9h2FPV7wElzRHSR1Z2Zm1LlZC6I7y5ENng/wAfuFZHUDwA9sY2vRh2WjWwDwG9za6W1vB4z5/W233SbXX3+9nHzyyXLqqacuuvi3C/Canq+WJZrMSLVoAJ42uWph1qTqr/6FbL/Lw44p0LiiO6TyAT5q+SjsuaI7ro4+2YDV3udOHZ7FAB+wb23LCwA/sON9Hvx6tQDgN6gtp7d9qRQ90f8111yjLHQU6QYHB5f8/nYBfnr/teY7CrMSS2WlWsyJ52QTpm77k2R3ntE4prVgtjWNF6I7AKMV3RkaGlInCFKfG+EvlOlYiXWrTOACvjs4h1cr4Nv6PaAfDM4JLLC1bQHAb0BbrtzsYil6QJ2UPNErLPl2xWIWA3i7L9VSXvIjtzbeq5VLEo7GpVbON33+8JU/Fi97lqxV4/wSvfMiu8F5t6I7EBFpIQTgXcDvlujOagDsQpPyeNnRuDalD+AHk/ICO9oWpOjbswDgN5gBLoD7cuRm54vg+Znpb6SfTzvtNI1UlztNbqmIe/bA9eJ5c44FNfhIsk9qeRMxOr+Qyr4rpH7WObIeDLAjy2EzHWRRbA8+U/IQA6K+7/bgA5TLtaNF9GsX8In2LVkxAPzA1n4ffFg2ugUAv4F729tdXFsjeFKyzG1H/e1ud7ubAtByrS2AHzqSPe/VKhJJZqRWzDXeC0djUpu4UfKHrhfZvFnWmxHhbt68WV8YDphl6DNGF8Y+GRK3B78dlT1bejnathDg0zJJFwJdFQsNzgkAP7DAjp4FAL8BzLY/WZBe7shRF4zHxsYU3AEaWPKdRJat22w1GOlXX3GJ5P90mWR6eiURNWSuUDgitVJewhHz316dEoMntUpJ/27yLxfKjlPPlli6V9azcU4XEt2hfk9U3Ar486nsrYVWPfd+Y38soNs+fBvhA+6tpL0A8APr1OpeSF8r3cZGtwDg17G5YiYrmQDH3xH533DDDZqWP/PMM3Um+0oW34UAHhEZUtQ9pcMSDodkampairlprUln+jdLIlyTZDIl8Uyv1AqzEomnpF4pmixDtSxDV/yv7Lr3328oYJhPdMem9ImKub6uyh7/bcsqa+k8uGTO+SJ8yke8AP0A8ANbqUjNSlPs9SBFH9hGn9uOsQ3Y30SW97znPTV6XKm1AjzfAVjxPX/1V38lo5fcIImBAQmHwhJOnCCzEyNSqlZlfHJSqtVhBfxs3yZJexGJ+qKSKkAzeptM3ny5DJx6VzkWdjSY/LaOzWhcvs9V2aMPn3NpRXfsPq0FYMTJXKgNc75JeRbwbR++OyXP6uivheMKLLD1agHAr3O52ZVGPfRxAxqwvO91r3t1bcKaC/BWr55tk/b3ilNyYGa0sd/1ckF6B7ZItZSTwb6sZhOKxYIUijmZmpoQz0/Rwwlg8R+/8VJJbz5BEn0mxb2RjXOEiA4vBgJxTjkPgD26BDhMXEO3Bx8C37EAxnYdjYUAn+vOfW1/31rDDwA/sO6Oiw3LRrcA4NeR2UUQYF9JSh7j76n3IsMKKcqmS7tlFuBtSt7Vqz943cXNHwYYojEJlc2xsB/ZbI/0DRqxmMLMhAwPD+uxDw2PiBw+LEPDY7L7vKfK4OYtxwzQjoVxnEzB40XvPcDPiFwAH/7EzTffrOfYZegfLZU9e08u1zoF/LU2GyCwo2c1CelrpdvY6BYA/DoxFjwWcWRSIWetBNxhbf/xj3/UBZmonQiQvu1u7y+RO2n5O97xjg1CGSI2ueG9R0R79UpJYqkeVa+zBtmuWpiRTN8miYyNKdmsb9M2yU+Padr64B9+Kjf3n6ELvttjbifaHQ/miu6ceOKJek25R1DZI7qHV3G0zk83hXfaAXw3nR8A/vFlQQTfngUAv45621m0iYgtGasTY4Y4qnS0M0GmY2FEV72btWVSyPTPs9/3uc99mgBldvhWKU4NK5jXSqYVLhxLSK1cUJBH6AYyHcZ7GLr0oYhhZtM3n4gn9CUyJdvP2CXV1GZ1fphHz+jX1RKVsbZWsgXzASogp45QX19DdMeq7NnzA6nPPT/83K39WQ2QXQjw7eAczGagAsAPLLA5CwB+HcnN2vajToyFHkU1Fvmzzz67yUnoZFzsQsb2SckDHFb4xDWkZ4X0WrmoA2YQsYnE4uJVqbN72h6HRRMpqZUMwKsYTihCQ7y20bmQNvLHn8ie858hA6ecsqCoDOlsN2XdzVLEsbR2ImaAzh67PT9WZY/yDFMBSeG7gN9pa+RCJLujDfhuhO/q6AeAv3EMavHKU/Qb3zbGSrcBjcXS1tsx21bUCRCTKiclz99DcmNBd22542LnM/aT6JAMwznnnKPbox7c9JlqWaYOXKf/TY97VLXnZxXsG58pFzS6B+xd86pliSQ2S6jlfQmFZPjKH8rOez1Bp9C1isqw4FsGOulqWrTcljMi3fW68HeSEuf8ULPnhQGK1iG65ZZbNLvTqUN0rIV3XMDnOcHBw5m5/e1vfwTgW5Z+YOvTghR9exYA/BrubbcLuF2IOgF4tNCJ0lySW6utNIKnpg9Lnu1YBwJSXKvTML3/OqlXTWsXBrjHs4NSy082fa5SzEkkemRavV6pSDiZ1b54Z+e1dW7ixktk8Ix7HvE3pOe3bdumL8xtOcMZwYlyGei0CK6nhX+l+0q0DsmS10IOUTuiO2upXc8S8tz/ts+UjfB5DuZj6QcW2EayAODXcG97a1vQcgAe4ALYIdCde+65jQV8PltJBG9r+rRwUdN3HYjWbdrovcm8mqNaJ430vKfngGM326AGzxAaz0srqMO859+6X8cfv/YiSW3ara92eszhIGhffT6v3Aab0scWm/O+Vibarda+tDpEALwFfAiTAOR8GRCbJl9LIOl2mrhOietEtwK+nZYXAP7atmDYTHsWAPw66m1vF+BhURNRQ55iAtxSo0o7ieD5PDV9m5K3gOBu0wWgcm5KZof2SghlM9+BAcAZDwugM/997phDUqsUJZbukWp+pkHEs2p2UQh6hRmJJjJSLc026vSHL/u+nHC/Z0gk0VyCWOy4abHjhXIfx0Q5w53zzoLvAv5asqMBqNw7CO5Y0R0X8G0GBJC38wrWEigu1LbXLuC31vDX0rEd7+Z1YR68F7TJBbbaZhW9WCiX6m1faoALv4M4RS0cBvWpp57atvDIcqJB22bH38xX059vm5O3XiP1WlViyaxUa4C5SDSZkXopL9VCTuvupOwlFG6w6yv5mTmyHU5BzNyulfz0vHX6anFGRq/5hWy988M7lux157zPN/aVz3C8tk7dKSGtG3a0I2a+a74MCOcHpwj73e9+11Ty4DwdK2C0zvJS5gK+vWd5FgF7q7IXAH5gJ510UiPL59qLXvQi+cQnPqHO76te9Sr5+te/rvfNQx7yEPnkJz95RPBzNC0A+HUkN7tYBM92SJVDmLrzne/cIFG1Y8tJ0dNbffXVV+sCf7vb3W7BBdQFeO3hv/Uas5/FWYmlslKZnjBpdt+qpYKy6iPxpAF633AKwvGE1KtF8bxMY9uGhd98rkISkpkD10q8d6sMnH53WY2xrxw7/1pCmlufBtgWqk9vRHMzICxiv/71r7UcZJ0izhGfWazksZrGs7Lc6+Fq6GMB4K9NOxYp+ksvvbSxVmM8/w960IPkCU94gv78ile8Qn7wgx/IN7/5Tc1qveQlL5HHPe5xctFFF8mxsgDgj5HZBWO5c9vnA3hAnYiahZaU/HL7vttJ0fN7MgNEsq1tdgtt0y6O+dF9UpqdaPwOcA7H4ipNixY9Rg2eMbGt+wEpL5bpO+L84AhQv6/V5kh7pOaJ/sev/bUkB3cuWY9frrGYk7Km9HHKKafo9bP1e84Niz/RPw6BOxRmtWwt1bzttcbhYXGD1GlFdzg/tuRhRXdslE82YLWOge9faYZlPsC3L66324dv6/ccYzA4Z+NNk9vSwmN6z3veo1nS888/X53az372s/LVr35VHvCAB+jvP//5z2sHB1ktZnwcCwsA/hj3ti9nIWgFeP6e6W8snKeddpqmkDpNTS8WwcM8p6Zvle9wJJYyF+DH917d9Dui8kg8I1Vf0MYaY2EB/mbzpF4qSDjOd7r76Gnqnno8qXn/S81v6nUZuux/ZPf5z9AywGoZjlTrFDgL+Oj7c75WM129lgDeHVU8n+gO9yafsdE95EykkjmHboS/FF9kufvUbQdroUl5lp9gP2MBP5iUtzpW68I0uZr/9whBuYYDv5T4E47dl7/8ZXnlK1+p1/Xyyy/XLOoDH/jAxmfIcOLo/va3vw0A/njtbV/OQ++ylbmZSBdDCrvb3e7WIDl1YotF8LS78T2AGDdsuylPC/CANup1R0jTlosSSWTE89XqMCXbFXMSjsYa7XQ6LrZc1BR9SEGeMn1Yo3+2VilM+7X8QqN2j5HmH77iB7Ljnn+nnz8aRjRKN4E7FMYCPulqVyO+G9HrWgL41pbO+cw9fmw+jkM3VQhXA+BbLQD89W979uxp+vnNb36zvOUtb1n0by644ALNnD7rWc/Sn3FYuVdb12FKV/zuWFkA8Me4t305ZhcrpGWp/3AzQXLrRhqyNYJ3h9GQkodF3ck2J/ddK+XctMTSvaorj0ViCSnmZiQcMSlNy6pXUPfqEgrjPRuA5zN1KUoINbswSn44Ahll0ev3wKatlCWizPpmT7w8Mybj1/5GNp113xWdn/mObTlDYdx0tdWIt9GrTed3Khm7VkCiExW7+TgOrSqEZItcjsNy7vWjAfDLBXwcGjI9u3fvPmJwzlq5lsdbin7fvn1aTrPWznNIOv6hD32ocpHWsgUAfxRT8thKRl7av7vyyis1msbz7Mai0JqiZwGipk+EhQPRTkp+vn1Vct3eq/RnjcwjcanXyqo3T3TL73sHt4h4FYnGU6piZwh0pN5xCKYbevRYvVKQ2OCmpp55zKtVG+n5Vpu84feSHNghmR2ny7G0+TTiWewBfFcy1gJ+O2C21nryVwqm86kQWsC/6aablLHfKrqzmMpeJyS71QZ87nuuO8DgRvjzTcoLAH9hq0tYXyvdBmY7Z9o1nM+f/exn8u1vf7vxHhlOe7+6UTzO/Epmh6zUAoA/Sr3trpRmJ8ZiAOhid7nLXZbFkl9Oih4y1FVXXaWpJQginS6QCtT5KckVDzTq4qF4TAH78C03SbGQ08UMgIuneiSdSUsiXNe0Nd8JuGvUn7dROQ6DP4CmZZ9CtNblp0w93kb2Trvd8JX/K7uygxLv6d45W6m1Rq9WMpbz4YKZBfz5FOTWYoq+m0aGgymEdhIhpDbbg++SGq1D1HqOjkUEv5SxTy7z3kb3vM/x8JxbWeoA8Nemff7zn9d78uEPf3jjPdZkHPKf//zn8vjHP17f4x697bbblLd0rCwA+GPc296OAbrUwYlsWNw6iajbIe/ZG/IOd7jDilNPHG9p5EYR2tV9y02Ny/DEjMS8qm7fLr6lckWK5YpGNhwrCztAn/WiEkeOwjl3kURKpWo9/tZ3SiLJtNbctW8+mVFgV0a9327HlLrDl14gu897mgrmrEVrlYxlsbf1exTkcABchj7gj62VRf9oDJohddpKamwV3XFV9trtgz+a1ppVaM3oWcBn33nZtrx3v/vdCij3vW93y03r1WpeSF8r3UYn1w+Af+Yzn9mUPcK5fO5zn6ukO55R7sOXvvSlCu7HimCHBQDfZbNz0PmXRXsl4M7NhB44oHvWWWcpeYtpbd2a/GbNtusBrtyQ1I1XaqTRa9PDIj0AlifT0zMyOjoim3fsloGejJSLJvXO+enpHxQSZNVe0ybHwk0kM3Rgr9RDMY3s67TRRcJSq5TFq1a0pa7mq981UtUhmPhFCUVirSNppDIzLiNX/0y23ulhKya2HQ0DzFwFOZehz/1g94NrBjENp+9Ygv2xGDTTKrrjAj5dDDhFdJmQDVkrcwYA7cWyYvMNzuFFZAiZNrBj1yaHkZrn+XvOc54jrfahD31IrxsRvCt0cywtAPhVSMlDgGNBodbaqVm1ONuaZkG304lyC5lNyWN8T7dqlrOHb9IhMuH4CXJ4/17J5fKyY+duSScTWoMXmautQ5QjArdEPI61f/N2bX/jfFbqYRkfPiiz+aLM3nhdY2HvGdgiIa/SxJ7HsQjHk6qQ5xqgP7vvTxLP9MvAmfeW9WQs+NTneUHOsk4krYv8e9lllzXGwtoIv3VM72rb0RoV2845sl0MF198sUZSZIasApnbtngsnCIAfjnjii3gsx50w/EObGX24Ac/eEEnH0cbRTtea8UCgF+F3nY7vapTs2pxRG+trWndAni2Qf88Cx9T5qwMa7dscu/Vynvbe/NNEg7VlRCY7h2QSmFGqqW8gjmSs9TKrZ58pTCr4M9oWE9j8JDEYnGJRyKST2clke6RZMRE+LYFDfZ8OlKXpA/6qigWYXBIplGPt+12tWJFJq67WJXujjXpbiXGgk80ClAgtAFo0cvL+SDDQ6mFDIAL+CtpN1vLo2IXMgvcpPNJn7J/VnRnbGxMeQ7WKepW22I3IviFjPu926W59WxeF8bFesGwmcA6kZvtFODdmeoLqcV1A+AtYY/9JmqnlADAd4t1XCIdfutf9L9TiZjs2HOyRuOk160RsRNVR6mfWyCGqBWOiDA5ruhE5ZAUI4agl+jvVfAC1FRXIByX3OSITNv6fSwmmb5BSUREsv2bxSubSN6rzynejVzxQ4me9xRJ9C48YW89mCW2cU9wPix7F0fTMvTddjOXob+cKHI5+7KWzCXZsW+WLX3iiSfq73CKAHy3bbFVZW819qlTgA8i+DmrMZBqhcNiasGwmcCWAmRAspVI1wkI8wCTcuVvFxrg0slgmFajh56UPIQ9mJ8s9BxDt+rLHPeV//c9GR0d0583b96kUXs806fMeGua6YhGpdaqZlcqSCzbL9Vc84z4kB+FuxaJxSVcq0pm+x6pFGcME7lckUJuRsYKRRkeHpFkJiupZEKSxaIkk/5EulpZQX7Hvf5OxXY2mnFN6bKwnRa2fQfAb53xbglBK3XsjnWKfj5bjEXvOkVu26Il7LlZkJXoFHQrgqcUEwB8YMu1AOC70NveSqTjZ3cowVLGgkKURRr7jDPOWDTV2WkEzz6Tkod0RPsbtVxrdt+7kRm48orLZWLf9bJr104lOuEzcDhGTW5uvrvZp7pEoglVu2u8hzQtKnd+X3zDIhFlxYf7d+jv9S0+Q8pfB9j0apagd7BfMikjd1qtws6vSrFSl+nhYT0HqVRSksmU9IQTMnTpd2X7vf5ewpH1+Ri0GzW3tpvZka8APvedHflqAb8TMtpaS9Evt01uPtEdC/iuToEL+J0ITHXC7GdfIG0FKfo5q3udkeRat7HRbX2ubGuASOdqbx8xCIU+bh/8FzM+QwsUcrB3vOMdGwvwYtYJwLOgE7WzSNCyYVus3G1iK80MkPbPetOyfSArkbiNdki7R6WSmzJT5Jy6OPV2wBllO1rZMBW8qRRVrhanQPvnVZO2qGI2qnrHgBqvLp4zaAZwj8SSIoje+BaNxiQbjclAuk+qfRmNZKnf64jTqRslErpRDo/Pyo67PVIX9nYjtLUSqXaaFm+d8e6OfIUhjBHZ2pR+OxPg1loEz/6sxOlozYJYnQIrOwyR1o4MXk7Zo5MInuweFkTwc1bvQg2+HtTgA5tPbnap3vZ2QBjCDyl5oismwLU7ZGO5AA+hCOAlJc8Y2fkWIXscnQA8fwNhiUWPzEDhul9Kzh/j6vniNPSm06NeZo57MqMku5A/ItavkDaie6RpAXhka6OprLbCaRrdG1VgN+9nVJ6WdH7jGngmN1BvSfnjRFTykxJLM5FuWhKJuAxu3aHM+1KxKIWJvXLrpT+Wv2RPaMiiAmyrUadeDVspqLojXy1D30rqtk6As4A/37261mrw9hnpVlahVacAZ9G25LWWPRYSJlopwAcR/JzVkaheYQ29HtTgA+v23Ha2ReoaUhsTtmBBL2cRahfgW4GX1qGF9rnTFD2LHJkBIsB73OMeEqsX5brR/fo70u6hWMo4Rg1yXUjq1aqR5gToC7OavwfQUaGrQcTzSXEYv48ls7gJTd9bLeQkrnX6SvO5icYQr29qm0PYxquVVRHPfkc4HBEvFGq024mMyOCpd5VSamvTgn00R7+ulZ58l4zG/ck9bxn6rQNhrCOEk7rWUvTdBvhW45hRe+Tllj2sMBHPhi17WJU9++x2AvC2QySwwJZjAcAvQ262XdEaHsT5avBsh5oniwDRdCdys+0APKl4gJd09Hwp+YW2uxzAIF1JBoKFyzLxb7v0osbvNR4vF7QdzgVtSHXxdI9Uy3N1d6yan1HQJto+YoSsnnOTDXBHxWq/u1+P13erFVW5cyVrabmzO2TKAUnVtHcNhv7ENT/VevzWM8/U96xoCsDmjn5l4SaiXQsR69HYB7eVzB0Iw3nBebTsbs6JnZa4FjIfqw3wS5U9WkV3WA94VlgDbE97u/sWtMitHSW79WbH/klc40Q6Hszlys3OB8IQdgBEHlRY8p0ychcb7WpT8oA70dWd7nSnthfbpbbrnhfqtLCM6Z+3M+ir5aLMjtzmbtCnzB15zvgsBJcmhyLEooxmP47G3H5E4km/1m764vW9RFrq5YIRzPEla5kjb4fV0F9Pep96vCrbNa4bjL8IA+mb9sf0yE/L8KXfkR33forEsoNHqKTBYrYqckSy8CZsFLuc+n037Vg4GfMNhLFENM7Rr3/964ZcrGXoH4vIvhsS0d0U3QGkXR19Xq7oDoC/0L4GLXJHWlCDb88CgO9CSn4xgGdb9CKT9iUdT0vOShadhSJt3rv55pv1hTgO9dROZs0vZjg8kItYpJDNtFEdNrH3Gu1/j8bTGrHrN4cjGpGnezcp6FqDSFfKz5ied99CkahG3ZaI1+AF1CpSg1Wf7JG6L4gTRmfAr7dT3yeVr6l4P1pXZ6VUkAjp/WpzpiCMA8HYWUDedyR0Gp3OqC/I0CXflh33fnJT+5wVluFFfZqFm8XZpq1JybqT4HgdrSj2WGcRbKqaiBWH6JRTTmlkPjg3PEMWyDg/iwFZN20tDZqxo4M5P6wDZNXcGj6ZED7jMvRdYiOOUxDBB9aJBQDfZm/7csym6HmIUaQDFO5617s2AWKnNl92wE3JUwtfzujDdvvrLSmQSLU1A8Hfjdx4uf/f7JuJ3kOArucpuS4aTypQY9VyQeq1ikTiROJ5U5O3LW+FuZa3CCx7n0in6fVE2qTaHRlaxtBG073iOal6TLXrPRj3ERDcHqXUSnnxvJpEk1l1KEzkn2tc52puQkau+L5svdtjfUnd+c+Vm7ZunQTHdWidBLcaYLPWxsVyXlozHzZy5dzQoumeO87PaqnHrSWAt2afW5w/nh/ukRNOOEHftyp7LrGR5/jCCy9sZAS6ZWTdrHSvay960YtUZhU+wate9Sr5+te/3qSpbvkG3TKOGeVFtsszspypm0qyW2mbnAQp+uNWbnYl6T3+lkUfLWxuXFjynfTMtgPwLJyw5Fkwl5OSX06K3vbpszCcdtppR5yXmcO3aPSOkRK3MrTasqYYZAZmqPSsTn4zJLhKcVaSmX6pFKbFcyLtaimn4BqmXu5G5Ww7tbVJghaDWR+hl91pm4smzPcQidch3YXMe5aAh8MQTfeZv3f+TvdrdlxGL/8f2XK3xzRlGdplWLt95kSxtn5vQa1bGuhrgQewGKDayJUXGg8WyDgvlDiIZq16nD033Sp1rEWAdzOCrvEz6wQvl9gI0AOyPHvcYww4uf/97y8PeMADNPXfqV166aVNHCGycg960IPkCU94gv78ile8Qn7wgx/IN7/5Td2nl7zkJfK4xz1OLrpojmOzUvvhD38o//M//6MOzD/+4z/KC1/4QrniiisU8M8//3z93sWM0t9KAdoLAP74MEsO6jQl37roHj58WKM42Ot46N1chC3Auyn5M888UxfQbqf+OR+wpjmec889twFgrTZ8w2VNP9MSl8j0S6h+s68pb4A/nu5tjHh1wTym7HaTflfjM1HY9c0DYzStTg98675ra11B0/w23c5/6/eWcg32PPX9pu8ms8A+uUYrXikvheGbZeyPP5ZN5z502ee1lXBldfNtOtYlrgFq7bZIzmdrBeDbcTZcIGtVj4OIZksdLkO/U8d4rQJ8O2uLvT8ogwGqH/nIRxRw0cn42Mc+Js961rMUlFlfOrHW5/g973mPlg8BVq7HZz/7WfnqV7+qjgTGeFS+63e/+92KRp/ae+QXv/iFvPa1r9Xjw5FBKhjjOeFYyVzc7373W1MO7Hq14xrg3d52ezOt5IYiciMlz43KwoTmdbfNZgcuv/xy/Z673/3uS3q7nUTwMH1JyfM+KfmFdLmLM+NSmBhuedeTOs5Cs3Cd6Vv3gbdcKkuxVNQFHYCfo9DZ44xIKByTatVE64ZIT00fwZw5lrxuF5Y+U+QSKSOEwzxtRwUPiVwD8nPtc/odlAD4nZL2jDOhUb7vbOT2/0lLB/1n3a/j+8KNYm061radWUlUzm0noLbWUvTLBVRXPQ6AccVkKHVwD7qSugv1lq8ngO+k1Y3gA24DQIxxjjopw81nlBG//OUv6xxz7lXWFa7DAx/4wMZn4PRw7/72t79dEcDbFsEPf/jD8jd/8zcK5o94xCMaWRu6cTg2XthiAH+sxsWuNztuAb6VSLdScLca77S+kcYm3bQaxgPJd8FiBni7mfq3gEH6lGOhjsrDvdhCOXL9ZVJGaz6V1bS3bisaUyAOx9ONCB6jhg7wTk5Ny9joiMTiMZmYmJTo4SHJDmzSue+pZKrxfcqGT2bn+tqjCXUY3Pch2VngxoEAyCHPub3w2mJX9zkBToscbXZeoayp/1AUkl7piDnyU7dcJuF4SvpO73xhW0gDnUWbxduSrdz6vQtq851/e63WSoTTjUFFraUO6r+21NHaW24ldRe6NzcSwLe2ydmhQt2wCy64QAGVrABGto6ySet3UCfnd90wsjWPfvSj9b9xcm0bL0DPtbaAv9i9HbDo27PjEuB5+AExHrZOdLdbt0UtkfYpKyjDA9nNme12QSe9y37z8JEy7+bibiN4IkqO5Q53uIMC/GIGAW7slqs18jbtaBFDYIunpExPOq1sMbZhiHeMgz186KCU6iHZvmO7LugQ6mYnhqVQyMlk1dPjSybTkkzGJU3WIByZ04pvyNCG1FFQYZsWo54fzw6INJPnNbNfr1S1591K3FrWPXK4Eq5LKBI39XrHovGMTF33a2Xp95x0p8a56pbBmWgFNZvOtzrxrmysZaGvNYBfjXQqCz0TFXnN11u+GLehE8331ba1OEmOdPxDH/rQJZ/1bpi9NpQUSfc/97nP1etqyXuk7nEuKG0F1h07rgCem4kHn0UTsLQKZZ0aCw4EN7ZHesk+hN2a2W7NsvFpl+Hm15nnXV5MOTc4KvzrHstiNnbzHxskOBTqYgjYFGal4kfUCkT0tkfCUgvF5MBeM4N717ZtGvGXctMS8qoNqVRS5uViQSpeSGYnR+Xw9LSm25kjDzk/XCf6xttnu3WRWFJZ8a5RZ6+0sPbRtK8V+ZynxD3S+Xb8bKMdD6JeqkfqZVL8cwQkMyRHZOKany3Iqu82qLXW720Uyz3LvWXV0ew5Xgu22hHzfL3lVpvAchvsueHFM7PWAL5Tp4N7YCH+y0oMJv3PfvYz+fa3v914D2fKTh90o3jq5PONr16O2WOHxPfSl75UU/V0VkAmhHAHcx/GPhnQpSP4IEXfjkWP15R8pzPb3RseogveJ5G765nz37a+v9JFhsULJwJHhJQ8DyWORTcN8GARIf1JO187TPx6rabRu2vl/IwkewakPDvRpERXkKQcPrhXeukV37RJH1zeJ71OeryxzWpZEpleSdTKko5vVXAv+QNicpWQVPN52bdvf6MVqyeR1l532uusmZT9rNRrVY38+RcmPSQ7sz9F/Rngbu2R1zpyNKGZByus4zoQY3/4X6n23l4ke7YcDZuPhW5nmNt06WWXXaZloZVMOOuGHW1ClKtN4HIb7LmBLMazR2q/m+Nej0WK3irfddsgz0Hce/jDH954jxHS3EM///nP5fGPf7y+Z7N6OP7dMHhDb3jDG+Rtb3ubfv+73/1uDZL4Pv67nWMNtOjbs+MC4Hn48Urd3vaF5GTb2RY3PO1PpLHnSydZUF8JwLNgWu8WxTgIe7ZHtFvZAZv2p/YLYCKO026b3eT+a6XsMt8dKVpay5Tx7iv45YsjsmPHTkkn5ratwBtLqWxsEzB4qNIlTetaKKSLMq/Q1JRU45skm4wq4E9OTsjI+KTEIyLZ/s2SiNQlmUiqU6CbAeDjKQmxHy3KddTsmU/fdBbDET8970kkQX1/1iffuSl7T6r7LpdqtkdkFQiUy6nfA/i/+tWvlJzGObYTzlr774+Wfvmx1qJvne/O+cBxVQnl227Tca92mNDRFiPqRoq+20I37AsA/8xnPrPpPHDPkDqHdGeVCIm2AfeVEOxa7ZGPfKS+WN8gJ7O+tSOp3dj/IIJvy6LHa297JwDPg0Y0jRFNLyQ+4QJ8J0amgZQ8EQmtJG6qrFsA734HHvX111/f9t9yLoeuvURT4LS+WZU62+MeT/VIcXZSzy8P70mnnCGxsKegr6l1/ziq+SlJZPuaGPGqaOf3wdv0PwNnBGZtvSZplZFNq0BNuZDT7Rfy0zJdqUm9OiqpRKwR4cc8T9vgaIcL+RPuMJjxkACVWe9/t8rf2ii/NKvKeS5B0N87kUpOCtf+TAq7d0tq6ylyrMzW4InebQ3TJaUBaHbOu2Wqr6aK3FobF4txD9h0L/e7TedbUGln+ttaiOApRXQ7gic1j+NDb32rfehDH9Lnk4jaFbrpllnBLGrxXB/24/vf/74SehmbvdZKK+vZoser3CwPGr9v16zYC1EuN+ZiN6H9XScZAjvEhcUHJwLSSeu2VwrwVhefRcN+R7ta9NjM8K2SnzjcSMs36t1+n/nU+LCMjE/rNrds2SoRqUqtWpN4qrcxDz6ayEi1OqnEuwhp8WpJ6+dV5GgRqo+yLV/P3kbl9aqEojH9l6ExsWpZIzQlSoajUpWw5CdHGmQszlW6b5NkMxmJe3OLK9uQSkEdi6gfrVvZWmuk+aOp3iaID6OkpxoEdRm7/Luy6S6PkdTWk+VYmntPt5LS3DnvZIPcGrVVkdsoEfxS0TL3CelgXq3T31xnyGXod9thWUkNvtsA/+AHP3jBNkt0GVC047UaRg3+Gc94hpY2mZ1x3nnnmUxfPi/f+ta35FGPetSS2wgi+OMU4Nvtbefh5yFv56GkjkfNHe/SLhCLWSepdFezHq/WDnGZb9udArw7qpYWLV72O5aSqnVt6C+/d7eqilDUrgHr6akpfWg3bdkq03Uzu92m63UePO10hVmp2fq39subaXFmhKwfRZdRrevRGj0tb/ZUaCscMrMt5DpAP5nqlagvpMI5IvooVeoyPnRAyl5Y4rThpVKSzlQkGY/6Q3JotcsewZ5nX2oFovxeHURjztHc4kwJwID8o45JJL/UtWqd8+6qyHEvk7HBIbDR/Urr92stgl+qPNYqRmSdITtQCHOHwXRDfXAlNfiNokXPmkuv/X/+53/q+fja176mZQDKnh/96EflHe94RwDwXbToRk3JL9Xb3k6KngWRlDwL32JiL/PZcgAeZ4T6KV7sUpr1nUbwHCsZCHro5xtV2+642PzksBSmR5u3zVjYTL8cOnibFPIFbblJppIykytIrVQUSflZiJD/2XSvlGbnxsIC5qTLYbK3trwlsgNSyU02j4v1PInEElIr2bY50Yh+TtCGme9hyfT2S6pclIHejNQA/EpdCsWijA4f1vPBIs81zQ7EJU5mwI6WtTvr7wPbrEPca6rHm1nz45dfIIN3frSktp0qR9OW2ybXqiLHM8L9ZqN7W7/vRFTG7s9aA/jlTFJ0nSGOxWrD87zAUWFbbv2+k+xHpzX41UjRHyuzLcQESpwLJGvpwedZJKtgxXzW2v20Xm3DALyN2tudA70YULqRLpE0RKZOVLraSdHPly5far+Xq2DGQ3XllVc2HJX5pFHbzQwc/vNvTVoegK2YKLxSrclt114tsXhCdu+ZI+ppJqOltUxHwkLCa6lv6/CZI3TfDYu9td+dejptb26d3qTdiwrIVvqW33v+PkYA/HRcevsHpNaf1XuFVD6vqX23Ssgjuk+aGn46IyE/omeJ0Sl36X6pF4xT4i47ZCfGr/iuDN7pEZLafoYcLVtpHzzXCCfPOnqQUG3/PRkrzs9yUtZrMUXf6f5wnESVvCB/sS0rqWvVB3mGXMBf6rnFWA86yZJspHGx3CdnnHGGvPe979V19fe//70q2mE4mpZotxTABxH8cQLwbkp+ORPgFgJgOxKVxW6+SLddWyrStnPVSZUuZ4zsciN4WoYg08G65sFaaNFrx3Eg6p7Yd62fVg8rROdzORmZmJFsKiVbd+xqACrG4TA5LpzsbQx0QTe+lJuUWLpPSk47XUT70gHtqPbUN1reSjmNzkN2Ql0kItWCYbt79ku4B0qmdZDP6eS5WKpJrtam8e3MeRXZicWkb2CTRu6lckmKlbpMz07LyFROElJtkPXUIUIKF7KfDM9p1vsRPSA/dsX/yOAdHybpXZ3pgy/Xui10A0C1ispYwLcpawv2NoJ1v3u9peiXYy53waoPWkldympkxgBg+xlS+/NlD1aiZLdRAJ7zQw3+zW9+s5aIGHBDlxBkX1L37TL1uftXPmxm41v0eJ3bPh/A46WTkmfxYgLcSvpmFwNim5JnkVjuGNl2Ad5t5/urv/qrJUc9thPBH7729w0WfKVUkOlcScaGh2Tb9p2STSelXilJPGNY9aTQ6Sf36kmNpLV9LhTS1jN+D9kO4GYCHBE942H1+GIpvCyzT/730rseTmbEKxbMlLi8+Wy9YubBq/a9W5PnyeVe8EJND7H2wyNvy7+AM1y+eEqq9YqCODi+adNmqdU9KUyNajp/bHxcF3QF+kRCauGEblNZ9/58evOddZn6yy9U7jZz4rlyNGy1ANUVlbH1e9LErfV7F/A3UgS/lAHeSEXzwtzZ7pwbuB9E/y5Dn33phGTHtnltlBo86+7Tn/50DZ64Ruecc46+j7N99tlny2Mf+1j9eS3dS+vZ1i3A26i93QlNiwG8S3BbTjS91PbnA0zrRLB44kS0k9pbLsATfZH253P0r7azOCxFsiMtP7nPtNJx3g4PDSkz/pQz7iCh6lykXM7Bqk9JJBZrZAVQtoun+xTUaYFT8ww7ntMcpb3Okusg0aV7NCJvfNZntYfi9M27dXIzDz6e7ZN6qzQtNXtIcX6Eb9/Vv1EN+x5tlavXmrcH+S8aS0o6a2qyWD2SkNzkqJ/Sz0sxmpSKd0iSEdOKFYtFjTJeKS+T1/xUOwJ6Tr2HrKYdzUEzXEebsrbjTFsjWD7DqE/uIyLYo9V/v5AdTS16nmEcaOtEu5K6pPSt3LAdnrOc+jLRO7ZRInhrZBORpWYapuXCPOYxj2mbNxGk6DcowHdrbrv1qPGOiaZJES03mm5n++5+79u3T6PqVgZ7NwEeUhAOxHwKe0ttdzHQGLruUqnVqzoB7vChw5JIJmX77u0Sj8ek4gC8hsWw01smtwHuMb8n3Ro1/ASCM05aH6vmZiSW7Zdqfo6IxzZ1UlzLOSNlX85NalRuo3hS8CZC9xpRO9PptB3OfkdxRjXrYcq7Fo0zTW5GHQA+E/Kji97eHn0NDQ1LJBaXWCwuuZlxGR8b00Up1bdZUpGaJFMpmb72V+qo9N3+/FWLso8lCYl7qrV+Ty2V+537mwjW9t9bOeijva/HctiMLe1ANnXlhlljKHfA73Hr9zj7C50fC/ALaW6sN2Pd/tGPfiRf+MIXNNix9xMZIRwgRtS+/vWvX/L6BQC/AQF+JSn5VuOm4ma7+OKLGzKwy42m2wViW9fnIUcKkoWvU1so0uY92L4oeAHspFaXu90FSwqlvAzfcIVMjI/JxEy+oRiGnjytb67YDYZEbChq2tAaPez6rx0K6+w/QAVBronBTvq9pL3t1M11/3wRHHrQkZm1pYKID8gqQRuLa4SvLW4N0RozD17Jcv57ja+G1Zw0rHvnTf2Hz/J3tPS57Hlut3g6K32pmEQ2na7MfVp/itWaXt/qyIjeR6nZX+sQnR33eKxE5hmK0w1bKzVvjpfniegeYLcRLCl9t37v9t+v9r6vlWEzrtww0TyOPeeL80MEi+gODqQL+C4JFtAD3NfCsazELGDjCL761a9W55CRsVYMCyeR87EcNbvANhDAcyMsl0i3kAE2pBPZHj3naFl3e8GxETxeO+lyFjWciJXqYc8XwfNwELWzsN7jHvfoaIBOa8bBtUN//p0cOnhA8vmckrB6+gakWi7O1eO1nm5Y9aa3PC9etWoGu/imtffctIniXeW60NyceHrL9bP0w2utPGVa4UJzpLZ6pcf8vjBrsu/WMUCAhjVQwX+ufU73Dyck09d8UJ6IR499reKPnp1Vh8IdM6tCOJkBqeXGm+6PEM4Kg4tUDKdPMrGEpOES9CLeU9XrUKzVZf9Vv5Zbb7pOsuc8VAY3b1NwWyxaW46tpVnwLsluvqEwtv9+ZGSkAWg2uuffbjrW7v6sNVDk+SLbY9sVbbnDMvThy9DBwLnj3NDFQ5mo2+l5vud1r3ud/O///q86EKyByNaSwcS4ZpDgPv3pT2sphlLipz71KSXDrfR+ZaY8wcFFF1206OeXunZBBL9BAL61t32l4E76kFnnNvVFG8xqGPuJ4MtKU/JLAbxVvmPBoN7eqVjJQhH81MSoXP7L79Osrkx8FiiEbWI+CDceXl8EBiEbVasDfJGmDZnFW1PkvthNPJWRWm7GzI0v5hS/6Sm3AG/ZdYyjNRPqUJxLi+RMip30fyzTq04EWvbWaJmL+kI6jjKtOh+V3JQR2fH3OZJMN1L66kygWw/At0T5HHc03aeyupqRoHugnBdJ9TUi/VhmQOp50xHA+cn29Egfg2760up8lW77tYyU76YZFgtuFuA6Bbe11ie8EMnObTlzAQ3Ap2RlNeLtOeE+7oZG/FoF+NaSGT/bY8cIOnimcYYAWTJy3DOvfe1rNeJF9W0l6XocCQD7/ve/vwI8U+rgHrmlyfe9730qOvPFL35R+UhvfOMbVa6WazVfi207Zu9VInckaVnPV3KdA4Bvz9bWE7DAkJh2hGvaMerTeI4sqmi82+/otrG/RO5WVAbiXrcWYwvwdhjNpZdeqgsn8+FXokQ2X+qfRebC735Z+8KJxuwDqbPYY83ARDscrW91R6xGB77EEpqyL/tRu6bKyyXtnZ+eNaS1ulc35LpUj7bRufV7ZeQnMj74e03vs+15jkSdgqZzFkuYzAI99XEjUAJzf25HPc0+eM3jZ/QzEOdUQCfdZ0A12rzAcTw4GeHUXNYEhr3K6oaQj41Lb6wqeyo3yT3veKYublwnyGm/+c1v9PoR1QJ4y5E2XosA3257KmBG1MgzeJ/73EdBxNbvf/3rX8sVV1yhwIYj0OnzuRYBvh2hG+4NQPess85Sx/1jH/uYisKwlrzgBS/Q6PfCCy/seB/oP8dRJ2JnBgXnHoEZ1ih7HRnjyrS3Rz/60dqB86UvfUnLCxdccEHH32vvDVjzrI3vf//7G3wE1hmutRXBacc8OmS68Fpu5uNpT3uaOilkZDkWpjla49y96U1vUnVEfv/ABz5QnadjadG13NsOuK+ESGeNbbGIsqhSnwas7GLa7YWAdCSiMuw3D1KnffRLkeF4+Dtps1tquxj/cr5uvvE66alPSro3baJff3ocw1qK0xMSTyY1VW9NQdhNZftku+imLb4anbEpJsFNTEs6FpWZMmnymiSSCUklJ6Vv83YJC2n3kAuhR4JvyLTWuWI34H+9XFRmfEwlZmca7/kHpmp5OhK2hQQYDsekXi6Z3/kyugC1jeiNSl6fyPh0k1usYjocg6rxUX6Y8oV8nH2NxKQyPSyTl35D+s99hGzyB6BYcRl3OAwLuI3olpJHXUsA32kfPM62qxHv9t+z+LNdt37fboljrQE8z1QnvACrrve5z31OtwHrfCVz2b/3ve9pNE7/OY4Ca+GLXvQief7zn6+/x7FCOwNwskZWhdIf6fUnPelJK3IA4SIxBfGnP/2pOgwcC04NgMja+ZKXvES/e605sBPHKPOx4QDeEum4kTmpd7rTnVZ0oVkwSMmzTUQULInDHQjTjZSgq37HxaUUsBo3KDUzjOPpRk2/NUUP6HC++J6T+yMyOWG2r6p1oQgorul2232m7WgNOGNiXL25NU0HyJjpcGyDSGRmdlZ2n3CKJJPIzeakWqlKvpCXQqEoU3tvkkhIJJmIz02FC/F9OCBz59PU4Wd0zKuWBzwIczDpSfnjWMwoQPPfrs68ZhX8CNtF4RB9+8VpTcHrQBsyEa1jZuEWqCM0934olhTPb7WrFqclnOzx58nPGb39jMdlmxOXXyA9Z5wnmVPudoS4jGVbA3Dc/1Ye1QK+e63XWg2+W33wXG9Ax9bvbf+9lYy1hDRb4ljo/l9rAG8j0+W2D7oiNzyjNtLu1LivqKczDvaf//mfNYP0spe9TO9FRscC7lirbgY/2991YvZa0FnA+FmuI9eVdYaXnfbnti4vqmR3lOfBv9fJfFhjnbfWmvnAyHxw3nBkOnWMNhTAu73tto98JSAJKxMVt/laxmxWoJOJb61G5IWX5uq8A/TdTv+TIuJ7MByflaTkW43zAbjjpeME3eXcc+QvP567mUm9x+lPr1U03W7IdEVJZHrNEBlGsFJPD4UaYjc8PzrzHbCMxOXAgYOajiciSSZiup14MiMhKUpfrE82bdul9ftKPSS56XGZnp6SkdFRScQPS5T7IRJvLNxWGa/mi92QKWieK+9r3CeO1AAIcc2R0CUt75lyB4Q7Pc5aWaN4QJn0vLsGkLkIVQ5KpG/z3ALUwv5vzLP3Z8v7J8/5vSe5W6+Q2uyo9J79YCUXtrKtWUisPCqLII4j5Cu3Vr3SclU3Tc/fKkRcbI97kRdcGZeQ5tbvLeC7CnKd6r6vltl1Zrn71G0des4LWb93vetdjXWEqPrf/u3fFOBX2ygH8FrKjibJbnp6rgMIw2lsdRyPVeZjQwC8JdLxENgFnAe1U/B1VdzucIc7aE1kPutkJnyrkVay841dnXeOYTnjaNudaEdNzJYAumkWTBCgwDPdd+UvjRqd06Neys9IMttvRsPa92DGEylH5sooZd5T4A5p+1qhUJPDh/dKdmCzbO7LaHsdQM4hIB0L811Z8CojG5J4RCSz80SN0KmZz0yMyMz0tJQLU7IPVblEVJLRsKZrcXK0DJBmtrujLOcbynIuQ98I0uSM8+Er2mkPPcQ530jRx1L9Uq+XG5Pw/F+Yf0qzEu3frcfGtDvXCVAyIdkDRHlQ76M7oZz3pXaNkfMoHPyzVHPj0n+nR0nEqd/PJ49K1GYjHK6R7TXnXMHDWK3xpu2avRdXO2J2CWnuOeFFupR2K6sgtxrcmpWY29q7HCO67SbAsxZS33eN4Oe///u/9b9t+p+1xl03+RmeTzeMQOiSSy5Rx5VrCh+DdZrA6Fjcw3v27Gn6GXLjW97yljWR+Vj3AL9QbzsAb8l1y30gAFxsKRW3lQK8jawguXGTts6bb2ccbbvHw7ZdB6JbC5h1Hsh2sDjC9iciH7rhck0rE5lDoMOY+65ROjVmF/hCYSn7bPjGdqtlTYUXcrMyPlqQTZtgSGcllnRrqJDbqJdnFYAhwdnfkQGgfU28qi5wId8J2by5XypeVHITQzIxMSmRSNifCEd7VgqafmMfVJKWOn3caMmr8E08JbWiH/37inbzckCqtO7FTAyO40GJwUm9a00+Myj16njT31pHQYmI0YSE+O6CEyFQCvE/U5k6LGMXf1n6zn24JDYt3s3hzjNn/1g0ADWiD7gl1iGwAHg0a37d1sVv11pnvLv99xiLsOU0dGvka6dmMwrL/X5S9N2UqaWOjIPoGvK6tpsI5x6Q//nPf94AdO4x+tf/4R/+YcXfT3syaWzq2NbZoduIte2Tn/yknHnmmW1tpxOSXKvZvycb5LYWz1f2OdaZj3UJ8Iv1tncCvtw8yGaSPuFGaWeiXCcA76bkudBWk7p12ysFYUCXejh1K9jX9nhWMhPeNRZEsgG2tseDhh245iIFd6zuzYnTINhSLhQlnuoxrXCu+AvSrw6QwZQvFMtSyedl166dTeM1aX9zDfKetprZGfH+RjXt26jlh/TFw5eKxqUvfYLKyuJE5fMFGRsZksPFvCQzPZKKhSWVTknaZ9lDsjOz5mc1om/9bh1V66SYcQJI2aukPZG4lCUSTarT0pSWLs+amnvJnAsyAm69n+PhnIVibM8cc5iOAEdRj+h+6vLvSOa0e0n65Lu3BQAh/zwAcGR03FnvPAMs4Jxvt1bdDZ7JQmbvxWNdMrCcDQCfZ+eOd7yjghP3tTvydT5Ow2pbp8I73U7RM+gFMAWo/v7v/14j6f/4j//Ql72GL3/5y3UuO33vlizGGoSUbKdm1/i3v/3tyjz/+Mc/Ln/7t3+r7+Fg0CHwj//4jzonHgLbktvrYoq+12/jXOuZj3UD8O3IzS4H4FtT2Naj71QvfqkHjoh6sdGrKwV4/o7ojDYSBjC0lhi64TxYSVtuTG5UgIFtFqbHZeSmqxufIw1NTd2rlKWUn9brhC49am6VAlPbEvovFkuZWjjXdXhsUlPsA1tNy0hj3yNR3f9Sbg4sddgM7XDxZFP6PxwJi1c1wK7meRrVs10+G64Tvaelp3+TRsx8b7FU1iExM6MTUj90SNP4uvBXKionW8tPNjuSqN4xYpZed99BiSgh0K/JlwtNRLrG3zFsBtCuln1gp17fvIArwx8BnVBYJ9ExU96lJNrteKW8zF73a6lMHJDec/5WwvGl+5xdh2S+We82kqUbwqauLbCRzu9mOv1opejbNftscMxE8AhZuZwGV1DGOkCr7QStZJLcQiXGTozWxO985zsqB/u2t71N7xfIYU996lMbn6Hnnu8FdOnUoZURedluZIX+53/+R1v/rLPAdWHN/uY3v6n7xvVpB+CPtt37GGc+1hXAc1GXEq6xUrLtAi4PJ4DrgslSttwsgSW5cVFJyS+2oHWaHWAxBnjJbFBimM97XwnA21YbXnikZDvsNlUv/48XSjSVaZKeZYBMIpWVUMgHX+WWFVUYxsjDmqiYdHuxWJZDhw5I78BmiYXq2kIWjvb79eiIcQa8uira1WZ8cZhERjMC9ZoZ5QrxDUdA2/I8I54jM/4EOUuuKxeNqE5+ptHTriIz0aj09vUruBamxzRLwWJFFBcfn5Z0JiOpSF0XK733fHDieK1WfisL3tydIcPYt9eAWr4flavWPWRCR3RH/0Idg4ppkaJUoHPqm0sZerz+f5eGb5aJS74hPWf9jcQH9yx5HReKmDkPLJJ2oXRT16QjMbcdb6XSsWslgl9sf1xOgysowzkhuucc4fhYwLcT4I41wFOi6/YkuUc84hH6Wsg4b4A/r26Z64xaDXr7s71neU7bXb+7maJfy5mPdQnw9mIvxgS2JLuFFjLet554O4C7EoDnMwA7aT+8s3Y8zE6yA4AQ4A7ZBM36hSKKTgGeRY2UP05Rq6Qt57g0NSzjo9cqmEUTc9E00XIVgHbiT1L4iXSvlHNG4Q0bHx2RidmCbNm2Q3pSCRkdLfra8bTX+a1tvuNgon9q45UGUMK2N4z4WU2TW0lb/WyqRyRXnOtp999XlTk/RW4NZwKVvEQiqWlYwIzzVSqVJZ+blbFaWKpDw5JEUtVvx4snEr6k7YDUfFW6xvmOxTXKhx2vSnbaW98C5hHuPRZwhuL45Er7r/mEhDxS9GlTgyfF79TsrVEamLrkG5I+9Z6SPvVeStJbyNoF1NbhJzadz/1Mpohz5KrrLbc7wz6jawngl9LOsIIy9lnGsbb996wrbIP7xqb0V1q/75TVv1Fmwdtz96xnPUve/e5369qDUIy916jLE8m3qxvidSFF7y3j74915mPdkuwWMvswzPdgENlTawcQF6qBdwvg3QwBaZp2L9ZyQJgFkjYLIgm4A7A6lxI4WS6L3mris1DhibYu4mxz8uYrZFsvdUm/7u7/ox0BxUKjJc7db9L3sOYBC6KgHdu3q1iNCtuwnw3J2V7Tdjb3xypfQ+3eCug0xr+m+7Q27RqRr4SPBB6+QQfOOLVv1ZbX2rpJ53NsfH8kPCvplLl+XnSHFPIFyU2NmogiFJJUMinZAU8ymbSEfKfDgLDvgChjPuL30Td3SJiOARj7MSO7y/HpNprZ8xrtRxOmnY5+e+ec6DieSkGdqNxNv5Xy2F7pOfthEs0eKWTUaRfFfNKxNpLlHoQ4ZCNZKx27lOO81kRJOumB57nGAXInwFnA57ywVriCO8tdtNdKDf5YG3V2Wohho3P/wUIn9c2a/q1vfWtNz71/xDHIfGx4gG9Nbdl56kQkAO5KiDJLgTDyjDgS1PBIuyznAW0X4G1UTVSFdCQLare23VpaWEwTf+bwLRrBS69JDQPKWnuvVaWsg11CpiWO2e2lvJLHiKB5MJkNT6IZxySeTKsTQNQbagEi6vXVht58yKT2k+kjAILWOergjc9qnR4NeJjpmx05XNjuZR04o73nft28MRFOI/xeqQHy/nsNq5akt69XsglTmiiVTe1+avSwDB+Ad9AnqahIpm9QEl5Zwlbcnlo8wjsw7P0IHVU962DwXt0LSyTZJ/VCpSkVbwl4kO+0Lh/JiCf55nq849hUJg/J5O+/LJkzzpPk7js2naNugWrr6Ffa76y6Hvc+z5+bzp9PSW6lehXdtpWK3LiaBLZ+j4PMOWFNaCUxcn6WynqsJEW/kQCe8/Vf//Vf8uMf/1g1Sji+pzzlKfLkJz95WXMZ1BleYaewJxvfjmmKfjGzKTYAhAvPggbpDGJDt4a3LBTBu6Q9mLjtkvba2bZrOCtE1TzAyxlX2y7A8xmOg5aqxUoL1L4P/ek3WjN2jdo7ZLpW8AWcSa/PTA3pOerftEUGe00KU2vy1ZL2g7uTYXmPee4uMGrtXcfNwsB3eti9mtRQnItGpe7zMFSwxhtVIpvNYDCABg17/RPtpzcEPlf0xtTWDYHOvVu0XQ5HBZZ8uSDJREIy/ZulzujZWl2KTISrh2RkZFSJcqT7acOr1Q17XjKDDZlcV9LWns9wpSARP5Og14zUvMOep3RRK05r6UEdkJZ6vPmbjHjlnMz++WdSHrpBsnd4sET8ITfYaoAqDjOkLl5uJGuZ6K6SnJ0E1y0Vu7U6KpZt2RHJrDuWxMjLrd/b8zJf1mMlJLu1HNV2aqx3tJ1x/2gb7DLvZVToXG2JTqy+wr9fD7ZmI3gFCx8kiXLx9vCiu6W9vhAI80ABuvxuuaS9dkFYyWz79nU8aa4dgKemaAVxIOstNoHq8PWXa9QNMEYSJzRAE1a8bZezViuXNLIf2r9X+9BxGnp7szoTnogc0puS8EoAXM/cFDerY0+N3Ua+YZPCJ0NAjz01/wgjYv2UOOArOoOurtE5nyUN3iDXIZ3rG1E9XAFEbUJOO5suAvS/I2Pr6M9D4qP2T+tbQ9DH7+2ntz6TzUhGwhLZukVKM5O6iPNiem11fFzKxaKkMj2SRvq4JTvAZDqvWpRqxejTG0385s/YljrAXcEfVb1Wkp5f4sDKY7fK9OXfkuQJd5bknnOPilRtayTrToLD2SYrxO8AIKu1vhbU41ZbpraVxGizHgA+WQ93pgBrFeeo0xr8RkvR4yiiq48WPcqZnEtagF/84hdrN0+7drRJduvVjinAL5Vm5IGgPoiXjIe8nCi3E4CnVYwaJKlmFN1WskgsBMLzydp2a9utZD0yD60Sva0GuO6/+jeNYNtG6Fojr0GAKxkynV9753sP7N8vxXxZGfjoyet2aJ3L9Db1sitjXMfA1lpq7L3qAJQgz+m+oWFvGPRE/vbIAPpYqkfT68XiaGMbRPtmrnyzch1OQCTSY6kDanpMOAe1qtbqldSGRLGt2ddr6skTLfOeezvSTQAAJ3uJVGekr69XhsenJOrF9L6dmhiT4eERSWYyko6F1BkkAkYUB4DXWffo0yfQp28ebuPW5mmx4/uVwugq6h1BwCtJ7i8/l/Khv0htc3PK/mhY62hTFmhAjQwR9zWT4Ihe7Wc6icy6YUdbh36+rIftWqB+z76Q+eBzOInLCRo2CsnOHgvM8q9+9avyxCc+UZ1G1vef/OQn8vWvf13lYFnjA9sAAL8UUcxOlCPFDNjClO/2YsGChfcNyEP8YKHqNCXfTnag3R76TgHeJesB7Gi+L2X7rvqNYbr714NWN8h0ML7Lfl84ErWxREryM1MyNDImzErbs3u3hNUR8BUISaeXS+LBpm4omxF70y7Y3EOu2vWpXgkV5wCMSFojc+0VnzPa5+KZfnuAc8dqB844BD3taS/OqHANwIxFnbnv9WrRjK+Nxhqpc90WErThjJkM5+yrVeuDqIejocS/Cu15qbkOhHhachMjUqyJjAwP63VJZXskFY9pSj+K0A0HFI2ro2Lb/OqVZvDmXLJPyNZSJrDpeWtkKxoKeJMHpbT/eommThCveo46FMfCcLaR4uR+ZvHm2bH1eyR0uU8t2B9NYZljOWhmvpkCZB7pVqDe/Lvf/U6fe7f/fqH6vXUWNkqKHsVFhGy+//3vy/nnn994n9GxjGH9p3/6J5001871g0EfCubBr88aPKAL8YyoAHCHbbkaZgesIEbAPi2Vyl4JCNvsQCeEvVabT8mOMgbbJ4XaLllvduyQDN34ByXOeQ6AlvOzCuhz5sn09IwcPrhfNm3ZIX3ZlIJVzFG0Iy1t6um9jqKdGfWqv/PZ7PpuOKoT5qiZ8/u54wofoZIH2a6cm/DT9Y3d0XYy7g9kaN1xsBiteCbCp7btENPqdamHkKxtXlD5M9LjWgf3OQJGsx4NeXMU7BNqeyIHm/4WZydLOt8TiWzbLuVCTvLTE7qYT0yMq6OX7hkw6nqZjPIGDOGuJfuAXj3XtTijM+ePqMeTfXDaAUORuERH/iSTF31O0mecL/HttzumWvTczwARLxfY5hOWaR0M021bS5PkbP2e80K3D+dmoa4F239vM26sTdzj6z2Ct5la1ibKGve9732PuE4PfehDG+zzdspP+syulGTnyYa3NRfBk14G3O3NvppeP97xyMiIgm470rbLMSscQxQPMZBFjj7P1mEEK9l26wx6FtB2yxgqeHPpT/RfQAmim90mw2BUyU1DcE8XIxalXSedJslwrQGZRPYJJsxp7d1G+9P699rLnkhKaXpSywCJdF8D+Im8y7lJZdoD1JZgVi3kNJvAoBp1ALQOz3z2smHO+0IzVjFPjwOQj8QIgefIdaGQ1ugjHAeRuoN7Cvj09DsDaABdAFZT+0TDkZgh4bkseI26CyJx6s0msqf8QBnB/0oF52RmQAV++vv7pF6HnV+VQm5GJnMFGRkZlng8IenBbZIKlZW4x/4SrYsTrZPeZ9CNyuDi7Gj9pDkbhAOC4SjMXv0DiR/8k6RO/WuJ9u+Uo23zkexaiWnusByeB5x4N53fzWE5x2ySnCobFkVSAwvuE04NQG9bezkP9rxQugPQOS+U2Oxa0S2AZ4DKW9/61qb3WPfIXlrezqte9SpNl7NfTE9DH36la5a9rmRhAXKGtjz3uc9trO3wkThepGvdzwe2gUh2PACklkntQbogvXz55Zd3NHCmne+yKXkenuWQO9o1u+CRHcAA3tXIDthWvvkG3ixmwzdfLTOjc9GoitqEI77ePKQwT4lg+/feoIsz1yObIYr2pOqn1jWyLeYlDhnPJ7bxHsNpANCwznH3J8ypvCya7CUFf8PO3iepngFJRjzpHdzaSEGjkgdokyK37Hr+uy4Rv/Vu7jjq9aoy+rWn3B3dSv8+Ve2EYclbMwI602YAjSrW1BpKePo9bIPvbrTi+ec8mtBMAWnzcP8Ww+KPJlQP3/1SZsqHk+jNFyQcrku2f5Okk8bh4l4ulIpSnBmXqUpdQrURSSUTkunbLMlIvZGqDSeyqlcPuKOFr3wIpx6vOvg1M02ucf1mR2Tmkq9KfPuZkjztPhJJd4eI2o610ybXOhjGZDgmGoQ9zGXnd0puPSYRPPfAwSsldOAy8c6dEz5xbSECIiCHxCkvrqs9Lwik/OIXv9DPPPvZz9YxpLzcGeSdGFPbfvaznzV+drMoqLX94Ac/UNlYnIyXvOQl8rjHPU4uuuiirkTwXGukXAF4RqiyznOtGDxDdE+qnvfZJ85H65S35m0GJLs1H8HPJ896z3veU735bo1zXWzaHOl/2rxWw3hIMRwIHqpuRhRWBpe0J5mB5fIGAOVbLv+FRsKVgh8J4zCEY37rV0U9+EN790oq2yt7tm2XRKZHI3Ha4NxpcrDRaWVrIrbValoHr5ZGmkGpTnSelaGDt+r5YRGhLj5VEhkdv07i0Ygu7NSuU5k+iSaTDTU7vV1qJWXmk4KHgW+NDAL70WRgd7Wo+6ngTJueT9zTv4Gxj8MRqkqtJV0eIbqvN7f0qXhNrdSImsO9OxsKfM3M+FnxikjXmgl2DVU7fzHtz26XenbWZE5qng7kmZkYlrFiUaKxmB5/pi8kibA/9x5nKQk/oEczBPo97Peso95HNsx3AMqHr5PS0PXaN588+R6aBVht66RNDmeXF0RNd1gOTjcRvq1Tt9tnfkwAHmA/fJWE9l+qwkheZvO80Xu7rXusibbMQRRNJvNBD3qQzqP48pe/rExzpFFRg+vULHi2GgD72c9+VglwD3jAA/S9z3/+8xr8wBtgXV6pcX1x4h796Efr2kXwA+mQ4wYDHvvYx5o5FaWSkvC+9rWvLbitAODXSQSPAhotcJbx7XqUK5kJP58B5nyXnc7Gd3fbgWCxY8AHmQjrRHQ7XWjb7CxZb7mZgb1X/lKjbKL1MPXgBsmu3pAy5dywsG7Zus2kh/0oDfB36+Sk2flvmPaufj0IG0v3NI3MJTI/PDwq+alJvQZ2fKb2wZfykp+Z1slwQ0PT4nmHtS89Ga43js8OtotlTH3dmlWsU6eCfnfGDSfpkTeg54UA66hESak7rXKAfTSDIA3bmksL8FnAOxyJa627XisfoTOv9EGcIR1D6/MInPUC5n4ojsZ768Wb00lPREOSHNwkkc1bpJKf1HNVLJZk9PA+qVUrmsJXwO+PSEzgG6Sa0vNz0++aJ9ThXJT3/0HKB6+RxK6/ksRJd1tVoF+p0M18w3IW0onnBcFxMbBcdYDHmTp4hYQO/UGd4obq4eYzFvyTTloIqcFzTmCe84Kku1KD7MezhwMF5wjZWEqUZEsJsMgSWGON5HdE1SsBeHtvUHtnW/MZoM79zzGT3etWtvN4t2MG8DZNTgRKhMtN12rdiuD5LnrO+S68YevBdqIXv5hxc5KJYEHigbj44ou7un3MaojzAPAdy100pg7fKkM3XaX/rSCS7tEWN30GmTN+cJ/MzMzqOSKSgPWd7OmX8uxkYxvU3rVmX6s0gN4w7Q2oQqojJU9NXWVZfRLg8NiUhOolOfXMszVqtuUXouVYLKGLeDYLEHlSC8VkdmJE8pWwjO/fp1E1o2tnx0eUY4BDUQXUNF1dmWO7++Q6F1np5dd6fwvlQ7MKRP8qdmP04RHSabDua9TqYzoz3hLc7DZo59MBMoyC5XMa2Te3wkUg6hVnNOug0TfHoFPn5j5DIoLPQFikH793MKlZgEq1Ynrvi2WZuvUmZdlrG14yKT2btovX1GvQfGDKL+CU1KtS2neFVMZultjACRI/6W6rkrrvtlRta53a6sRbwh7PVGs6v1mMaZUAPj9uInaA3baTuh0iiwB8J7yA1ha5ldbimT/xhS98QevukH6px5933nlK9CNzwnOFU+8a9Xd+1w2DdMnaBdEOxwVQh2jIuaHEaInB7Y6LDVj0axzgWcCIQBdqA+kGwJOSB3RZhFqj3W6WAEg5k/rnAeF7WKS6uX32n6wA2QEeBKKY5S4YAPpNl/20MbENQ34WtTqpVLX+nJv15KRTTpOQXbiUsDarqXVa2Py3VK4Wpv1cBpq+eRa9sIT8yFwj/lpVCsWSHD50UPpYlHW0q1GQq1ZnjBqdnzZXVr46GyFJxKIS7TdgFN6+VSZGhmQqV1KiGkpzGtn2wk62fz+nXMcAGobDNJ/AulmUqbf75YUo9Xlf3taOfIUA6KrSKaOeSDyaVPKbf1LmZGeJ9KNxCUeTWn93r5fdtgF5FueQeHU3tU4K3mxHGfvsm19qiEVjEuuJSf9WiHbTuhjyvMwWyjJx/Z8kTMo6mpJ8oShpUuQ+wClR0hnIo+9VilI+cJWUD14tsa2nS/yEO0ukb1fXQHm1lexadeKJZAF7CLI8D2Sy3GE5XQV4zufELQbUx28RL9HTuH8klpaQf/289CYRXl2M4Fm7uhnJQnCzBuEXwIf49o1vfGNFnIelzF4Pau1MYaPUwBpGCv7Nb36zOhuve93r5E1velPbpZiARb/GAR5vkUExiz2IgCQLWzdS8nitrQ9YNwCYBYf+TlJftL+5/frdmNuOEelyHNTJmGqER93JdvddfZH2bGs9HcU5LBTSCWsH9+/XHzlXoVpFRWsAW43wc9NSUeJbtKFsp5K0dZPSt8cL4SyR6ZPS7ETjupZKBTk8XJWtO0+QbNKefzQODLnNBRltRUv3auRp1fT009WKgvnM7EEl3pTLJrqdnZmSsYkpidZLpm6fSkkymVKoV/lYZ5CLnU6HUp5Hv74/7KUBwiVU/DIm5e4Y/edMqwtB2YuZRVCHzTjKdDoKF5C3Qjq+w+Aq05nhN73aGqh993amvNOPr5mL/KQ6Axrp8x21qp4jQI7XpmSPfoZuk1IxLyOTnJ9xSdOGx9S43gG9fo3TGp3rVGBFq4zcIpWh6yXat11iu8+V2LYzGyn/Tu1oatHzPWR6ePGsucNyeA4hnAISnAvew+HuCOwB7qE/iQz/RUJ5uCRG/Cnk8zD8nZnTRd98Ztflc1dbxY5zQwkRJ4laPxlIzqUbxbOGzlez7wTgIffxHXRVQA7+zGc+o/V4SgXve9/7VPiLOvxaanM8FkaWw86eB7dWostyzGvwi1mnAMwNAlFn//79mv5HYaqb258PeOeT0O0GwPOQ0wLH4m5b4DrhDsyOHZb9f/79XNSuojI506s8nZPNW7bK8IF9WpPHaJ2L+al2jJayMG1nVX423eFE8QxlcWvvACQgj1MwPTMt1UpVdu3aJn0Dg1IpzM2BVg33eFpBPayjVh1hm3RzvRhyHrVwzwMYQ3oOeA0Q7YYiUshNSV5Z+RNSqQ5LKjUqqVRCenr7JRqqm8E2fpYAxwFde4DdnUBnvqdi2PuOiL5xFGaAXkOqgjzX4voD7gC1trwBzsVZCXNvOUR8ovxaYcp0F1hHoOXeoF1OtfDZFscWwwGY0w/Q6LxS1PJALGaY+dt275HS7KQUayHJz87I2MFDEquX/BGxackMpCUsc2lkyhFeqSK16cNS+/OPpHzrpRIbPFGiO8+WSE9nC8mx1KKfb1gOKWc74tmVjV1y7CuO1/gtIqPXiYzeoFoPGrHbcgidF0gaWyvnxItndeSxbD590f3sJIJfbRU71hY4Dk9/+tN1PDWOESz3xz/+8fp7QIYOBwC4G4Z651lnnaX/jVQt1+x5z3ueZhMgDwL67ZqJ4FdKspM1ZXCfXvSiFynB0q7v3DMQDj/xiU+0pW2y5qRqF7NOAJjIjlQ5wMqNuZgKlAXgTmqItvechXSh3vOVOhBE6jgQRCpkBzrNDJA6v/nyX+i/ZhshqZZJd49KvliSrYP92so1wrxze03wouMJ0/Lmb4eWNVTuvLrXSNcT5VNz53M4BPxcq9dlaHhEj502oN7BLUa9LmE+Z42BsQyCAUAb5ywak2oRglusofqGhSD6heNNA2yIxonKs33UYQFefVNmJ0ckXyjI1NRtRoClp0+SUTMXnWtCj30s0y+1whyvQM9rNGkGwKiKXMFE6epU+PvLgk8Go+VWiWi7XNnoHgDuqN65o3F9Fj6KfvANNFuQ6pNacap5YIaTPVBp3ZhIKIXMbUF/p+BsJ+Y57Hl1eESkJzko4VSvFKfHpZCblqmpSRken5RU1NTvk4B+zGQ4GlYpSHnfFfqKZLdIdMdZEt12poSTvlJfG7aWpslxv/Eiwocg5o59vfnmmzUraFP5qq4Xj4lM7RcZuVZBnU4NrKHG6F6TMBMSS4b3kexXPkmoMiteanDR9LxV5VwuwHc7gn/1q18tj3zkI3U9AUxJj7NPTHIDPOhNZ4yrJTK+9KUv1TV0pQx6e2+QCSDDwnWArc+aduqpp+rvCDSWo9i3EVn0z3ve8xRTUPqzThWkREbsvvCFL1TgX1cAv9SioIvxMvrgLSOfGwkG6FIPFL9XotUyAd6OX12q97zTCN7NQMwnjrPc7d521W9k8vCtJt1uR7zu369s6z2790iEKNevN1MXtvXp4syEJP1UvTUb2TctXpquNmovEKJwTHr7ByXRk9HshumR96RWraqKHSlqCGWlfE5qyqLPNqJpgFA15hkcU6+ol80QmfLslEbdEN4qfpucTeMrH4D3C9MSi4alp7dXX9qKVq1JsVyV6ekxrdkmEnEFu2w9JKm0GfiihlCNn15XAI6n/fnthWZSHNE6U+j6d6szoPdPUy+8AQfq9oCvvb+aPmMYjRrJE+YD5qTJW7XniSi1hBBmBr1Z6JvEeqPN9dkw6oOlaUkmYpLuPVE1AugQ4Jrg+A6PjElo6LABel6ZHomp/r45wHphSso3XCjlGy+USN9OiW49UyJbTpVwqpl4tV7mwc839lWH5YwcltHrfi8jozdIf31MUumsZGOeZslCyZ65uno4KiErKazp+bJG7NyXIalJyHIyINctcvz2We2kBt9NgGc9Acwp70Bku8997qMtcJbU9qEPfUjPGxG8K3SzUrPH/ZznPEde//rXa0TKdUBUB1CnLk/2wCqWtnMvaVlkhfvlydoygJ0xulwXa1yDT3/60w0RoHXXB7/Y4tBumxwPEDVw0kkLMfKXmjnfTorRHSO72PjVlQA8DxYZCFjnC2UglrPd6ZEDcts1pjWlzICXckUOHdyv6dvdJ52kINZQhWMOO2lIJdiZ64JsrZ30hkG2cyNrO2Euke2T0YO36eJB6k1ZsgTdeTOwBuPvlMRWqqoErYgZ7gKIRiIJqUutMUCG79P2tzwp/Ojc+Fdbpwd8nfp1BSZ6tl9qucnGYsvfpFNpSWdCIr0ZqVbKUijkpViuy6H9e/UJT/dtUqGdnoHN4tWdQTnlvInyORd+FKfZDRb3UEzb8aipc0ytLXScUxwHlZwFyBmg09pmB7AreIc1rW9kaivNjoSq5OF51IxOPZ+jH5/Jc0r4b16iwuGoL/zL989oFB7JDkg0UZJstqzgVZoe01G4+VxeRqcKkpByI7rPDGQkVDfp/NrUQfGKM1K+4ZcSzmySyKaT9RWGnNeiObDWxsW21nD1uuVGJDx5mwxM3ioDsOEj01Lf7Em+mNZ7Ymw6r45vLDsg2ZhIKp2SGMNyGA2McmQsK6FqQcLlWQMMpOXt9tuov2PLPUfd1qFfKgLEwSEVzGs1DP7QO9/5Tu1/px3PputZtx/1qEc1fl5LzuLRNLtuthrvdTpBdc1Pk1sK4IlMYMnzcAKIy/F47QPHdyzF3rQCOexvu2NkrSDNcpn4pMioiS2k1d0uwDM45qbLfm5SiuLJFKnKmZwM9PfLpi3b/DY26thhJXRxbLS79W3epnVdTP9S0cSw4qvlvBLt3Alz/P7AbbdKvlhs9NjalD5/7xrOBGn5CkDspr5DpLpTUqvNgTZgr7PcHXY6xvdS5z/ygGs6rMVlwWtGABZ7PCkRr65teAPaL98npbJhpufKImO33CLxSF0dAkPWI10/I6FwzGe/V81M+towbo6/f9OqT18jkrMpXdsK50vOwhEgUncJdyq8o9r3gDdz4enh75MQQOJf1xDthU4LFhkF2+uuPe3hGT+CnLvfm9L3ej7KjfdCCeNExONMNYtLX3+fOiCFmQkp5PMyOTGhbYwpfyoex5+ycri5MannJ6S673IlRoZ7d0h44AQJ9+2QcM/2NZWib/A7CiPi7T8kMn1AZPogF2uu6ErdXEWaIpId2Co9GSSSB6VSrUmhWJAi52NqUmqxGUknk5KJi6T6EhK3ji2T/1z2PAI3qwDwpOhb29bWu8HcJ1Inm0BanlIAGYPl3j8bMUX/hje8QUskDOSxxEayoa95zWtUB+G4I9mRckXtiRT2UmNR5zObxlsKhC0bH9Wt5WjWt9tn7zLxYbWSTlzshp9v2Mx8duOlP9MInnT4oQO3adTGjdO3aYuJCqXc6IW3w2BocUPpTqNBn+1d9UfGsktlR3Mezfji7JSMjE9pq9runTu1TxvHAoMsV5tEc96ft96wukbnlZk5kEdAR+VmW5w+HASifjIa1hCxYX+RqLUseICH1LpKyGqWwKSea7YNjYwA/e7VsikHhObqtUTLsNvpMGCBhwxUj8Q1srftePFYrEnS1lyHsBLnqN1T3tDSA9/httl5Nf2ZXnidcIeErqoFzp0PSiVKwEN4KIFjkTOEPve7ImHT2865Ks6IF02IF5p7fJXZ76T4lZRo2fP+qFklEdIJAJGQ81Yt+mS8lH6eUkexaObeT8wWJDo81Ejnp/u3SLSOMmBVapP7xCtMSfUWI2GayFWlltkm1eSkhDKbJZQelFDSOCyraep4wt/Ij4lXmJDQ7LBIbli23nSVpDdtE4n73x/PNGrqak2T/OayPbFMn8TiUendjGysSHlqVArFouSm8zI6NimJiOFxJPpCko7g1ISXjN5dgt1yQYygYjG51vVmOCxvf/vbtc7MaOEf/vCHcv/7319V+jg3T3jCE9qfPbIBc/Sf+tSntKOB9Z+XzW5wTsC6f//3f2989oorrlj7Kfqlbngi2Plq8J2m5JcLwu73IJCzEBt/IWsn0ub4YP0Svc/HxO90u8N7/yKHbzTyvwcODakYC4uFyQqEpUZE4xtgnWDuOgpwDFmplFVfnmEr9hpVmbWu0eyc5Wam5ODBA5LN9Mj2Xbu0F9tTvXj+JYtJetvU5+0YWUC8miftGdL/VuayVaNzpsA1ALQ4q3V6TU37i7RR36Pv3tSuAVf66e3fQaLjZ86TO05WiYBE3Plmch2OAtE4C3sGcCYTH45JbmpMF1miW0A4k03r9WrUVJOG9a7ROKp3kBRbyhfRBC1vOQV3QFgH57RE2jrgBkCvVdXhCqf7xXOIh3ouHXKiWr0q4UpeQtE+v82t+VliX9wMAJwAKVVMVoFZ9QmuN5+p6LZxwqL1smRjPZLt6ZFtiR4pTo+adsTZWRmZzEkyXG04BCmO1267NCPx8oxUbx7zvyutx6Mgn+w1gE9GIp7BO9NOBBVAwgnBydapgrZkV1f2usr8sg1S4UgOkwHhvJWmFdS94rSEyjO6/2qJnsY5U94Gx8l+mBtp7sTEMiKVXDPYk+HC8aHmHorQZiKSyKpzw0u2bFfSJc4fWarxw/vkkBfVkcCVLUnpn5pSUt9Cjn+nw2820qhYW+P/7ne/K6997WtVBMyeE46RNjn69I/WSOG1aI95zGO6vs11EcG7UZ2rW7/clPxi39Fq3fiepYCYBxhvFhY0af92b+7WaXKtRtp17x9+reBkB+rsPvUsM2EtnpBycUbiRLm+qAyLq/a5x5PaQscCDpmOCXB2JnwkEtcJczayJ702OjIq2/ecJOlYqCG0QiTPyFh+LOQP+/rvRY3mif51dGx1Wpn4htDnl0n8ATZ8BilcgFnnvfuDb3RDpIejcW3vMwPWqhJCGz/UUuP2wJeC/v2RynUFv/WtWbIWU7lbOAakeGtlTR/2WrKeF5HC9LhUvLBMjI/ruc30FjWlzYQ4wDQUTmpKfiEjdU8rHINgLY/Btr5Z01Y7LVmEDVHP78/n38ZncLQ4XhwqnbRX1mOiFGCPSwlhTV/e7HjQHcBAnAb4o0kQZsAPxEZOYLGR4egfGNTSQbGQV8AfmZgWb2jIpPHTaalIVBLibJ/MQr0gXn5C6rlxCZMit0AcTUioWpobEky5wToz3BLU932nTyNvZ8qetihaYhvOgutMOc5MFba7C+ouoPsk0sY2iML5W4b3wKC3pRZH5wBHJBwuSQY+x+AO/S7KR7OSln3VmNz6xz/qx+x8d0psrkBNJz3wR6NN7mgbhD2i9b/5m79RYRt7jhhvTeS6rPHBXUjRyxpL0dPVcNwBvOsB25Q8jf8QMrqh8T4fwEMUA9yRylysFt7JtlvT/kTVy50Pv5jjQCvcn3/1XTl4280yMTnVIG4gbANZThc+HRFLyxugOzetTRnujuOgE+BiCT0O/lsj/ERahvcflNxsTnbu2iXpZExT9W4vvG47xeJpvkvfQ94209/0uZqT+reEOZ1QRwSuxL450FZApJ6N5KwzNY4sAVG/qyKn55458b7KnJ1056rm2TQ+EbY7bAbHQqN8RsXaxZ4hIMmEpCL9Ui6VJDW4SyJSk8LslEwVikaIBmb+wGYdEpOA7MfEOpwhF6AUX0JSY2iPzxUAmN36vJ1Nj/Oi2gPU/X0nqLENrmPTsZr0vPpAgBbfSwueJRuS5fDH2pobyP/Zbq9el7qf1aAVj2yE1qztx3X7s5LOQFhMy5Zkr5RnDFnPcBg8KdWLUqvW9DykvZBE/Y2r89BQADSlA1t+UMfd+Z1G3POkz/WzEV/z3R6Te050m8W5z7ucAJwEC/A8M7Rb0tuuDkFIsw+6fc6bvVZkFGy5gwtSK831u5NhqBYlFotK34l3l749ZzfmN1gZabJ+OEa2934lEfxGAniOx6aeEbyxPCbOD1kiy905npXsJicn5Vvf+pbqE1B75/4hHU8ZmhLxumPRL2YWWLkZGK5CnRpg7+RA2wFhnZF+8836siNrVzpEoxWIbdqf43F18Ve6XWvX/e7HcsM1V2o6cc+JpxihF98ATSXP+YdUod88aqbBEWHXS3slnqIlz+di+9Nd+L0S7KpV2b//egWB3Xt2S7Zvk0bc6jwgW+tHhLS9EWXDlG9+hjwFXhe46adHLKflJJm2MbcP3ie6aRTuTq7TFrSyAqE7SEbT8+UaHHajWEfqGza7Q/YD5O1sd+eLVAs+EjMytqSMcXI4NnMrGFDq23Gi9KSTjc4H+u4nR4elzPjc+GFJ922WbCYucQbd2HsIf0e16EO+jn3SSNM6gWikpZZer+Q1OwKxTkl/5s2mc6DkPHs+KnmJJHvFS6S1xKGiOzrZzmHoo59fcs5tLEENwP97xtxG9Zxqmp9sAdwDop2Q/y3VspJSefX09UtoeEjCoaxEohGZypdkbHRUs1Kayu/fIsmQYbUroLtlAy0jzHENmsb2AuFO5A0hsCkL4UblDiGRYw5XuVa9cxE74G0dAtL6jY0231+N744lJYTTR3SPg1ArKpvea9We32Lq71xfm+2BQGaH5VB2Q2sdYOP4WbRZsHG423HoN1KKnmsPwY4Jde94xzv0+DkXPDuQylgLj+f0PEbwSncB9wey5M9//vP1HH3729/WMvGXvvQl2VARvF0YYZbz0LijZLtlFixxIoio8SRJGXWiGjTftt0InpuZzADfxbF06p0vBPB7/3SZXHHRzzXy03p7yFNhGgvAxdlJ/+fphupcXIEgIuWcIYCVC3mJ9/YoIGI6HpbFZnZa0/142du2DEoStbpGfzwDX+qNBVpH0KowDex8f59jCankpo2GuqsHn8xKNTcl0VQzQAOuGn3Xin7u1jDLDbO+1xDWfMKdOgwV6vhmlCyOBXV43U6tIuEQ9fGEGU7jmOrMq5rMHOHG1MxnpcbfUZcl9e6nlecsJF7Rj8ILM3pOmOlu/q5mhsQUpuXQzLRei3Q8om1XTMezbWiNY6SWrgQ8MwXPBWs9/3EzglbBPcp0OybiTZnwwwcJ1yEwDk9RAVqdAAVptmmZEUem613egE3P639TOgj5+xuGB5EWj+gfULadF1rn9iQWj+szM5jgnEya6D6fl5FD+7WWrlK72T7JJio6FlcBFe6BBXh2zclk6Hbd7Ie7z7GWSN/uP/uOOmI4YaJ00gguoMedtSM2F9krP8R1GDhTcBTKqBNS7qg4f+NnvLLbRZL9bQ3LITBBb52yH3wbnl1XXY9U9XyBxEaK4Dk+WOJEpayx9MEjdgOQoYW/3H77jciif+UrX6mjgOEjuDj3sIc9TJ7ylKd0tM1jDvCLtcqRKseIBuih7DRVvlQET3oNWUYeJmrhy5k9vdS2Lfsbj556OzU6NJdXcizzAfzeG/4sv/jWZySbzcj2XSc3AJpaOmNS7fx2lalNJqVSMos4gJ7K9kupUvLZ+TWjIletqKocID4zPS1jk9PS39enC5NeL53HPoeM6NBTO8doS8NgzpNO1nMRi0uV2mvV9MITQePweJ4Rp6FOb+e2xyDcKZO84g+gmTaA4IMsP1Pnp2ZOxGbNTpPTYTik2H0jRc+IWY5NlejseVRRHZwfK7TTTM3VFL8y9ZsZ7aooV6toGl/167WG7kvb0nqVzUrvwCb9O65/oSpK2BufymlEb5npAD4Rt0bz1NnrtSPFblxpGzIVkOGSWfEiOQl7FRXAIX3elK5v6rn3pJ6fMrr//I7vgJzn/xanQdn2jZR6S0ufn55nN7xyTnvr7e/VeYD/gOAOnRKhqIThOIQjkslkJdO3SZ2FKucAsl6pIlOjQxKJhCUF4PeU1fmhXU1I5bsAH1okPa88B/oq4yIQNTVQN8Q+7dCoFiRSyUko3t+UIWiK+vX+9Q1ngg4Mv30uRLnHlpfcEoJ/LeBHeFtuL+0a9wQgDiHYDsshuqdbg6ie9cadjmdVMVdbi/5oGwIu//Iv/yIf+9jHNMD54Ac/qOVWfrbyuG0b4LzBavCXXnppE1PeGhnrTif6HXMW/XxkMXemOkDIjOjVAHclT5XLmpKnDs73dLOf10bwpFdwIFqH0XRq7nnj3+v+fI389oLPyKZNA4bNG40pE94CdiTRq6p0DcUyJbiZBSyZ7pVSbkpr2ybGQ4Y2r61zgMHw4UNKqNuxa5dk0iklW8WSaSnOTBqVO2cuO+10lAGcPZUqKetMv5Tzk02StxMzBZmenpF6aUivLcNiMj39koybkoE1K2xTA5idWeoqkauRPIvx3DeybebQN58wWsvy2gKojGn4BqTJ/X51Int63BW0IfA529P6NQBIW5rvYLjXT9vxSKs7joN+RqP+sq+b78ngpjOllp9qENXGx8ZkeHxaUlFPiWqpVFnH8mrWwneQ4ES4I2gNIa+kY2wVuJCTbb2VlJHu/gizv6wZFVjmqtQWMvyIhhiPmzZv+fsjzPmspvFhugP80bpEon0GEEmZsx3IadG4xJKeRNN16UU5srJJisW85AslmRwfk2FEkhJxSfZskmw8JHGGBWlJoOZnBwyQh5AMVlVAnLSiIcFBjCMLYEl6OHu+eqBeo3bY83wHpEBIjaThifwb9fv03Kx3tl0tiEcWgGNcZDTsEafMIdm5w3KoR/M7VdcbH9d1AoXMH/zgB7ou8X63gg3X3vOe96iiHBKoH/7wh/U9sgsoyyGG46rYtapodmpI45KaZ5sMmMF54Tp1OyO7ni2RSOha22qomrYzQndNRvCtZtPY/IuXR9Tb7ZnqGCl/dJFhQ1NrZ8LRahgPLpkIyHp4590wG8FzDH+48gq5/qLvyQkn7Gmkf8vFnCSzvZp2B4QVjLN9Gr1j6NDzPvrpCNtoxZNFVTHfOA7MIz90YL+CPfX2eCwu0XhayXZW017b67SH3kSQZAoAZG21c0hdsO5NTbugCxreaLVWk917ThGp5k0NO1+QkaGD4kWSSlSz0+FY4LTn3W95mlu8jWIc8qxuC5lG//kpjfxtixwRr5L4dD/8jAKEO6dfXVvrMgPaqmY5CGbnARTIVWEjLRuOmJS4DiHxrwfz16sl0wZXypvgoimKNq4T/INMPCnpDNmSsFQqJU1jA/jaipeYlAxCM72DKrASSTCC1hHtYRKeZdxrdFnQmn6YFjGfmOdGnPPJ6DYU9HS3fNBh+I3v7DSR3ohUnTS5Ojku41+Jaf79o+UFn6RZJTNT1GyDOhfqKCUkxEhcEUnHkdIdFCkxvKhqzkEpJ8PjM/r38Z5BoybnX/9QjJY5X++A9LwSLv2by62JxzPiUb7QD4Za2PP+59k/H8S9kN8y6AoVWQa/nnCzPNLK5yV6tS5Pa57Xd4K20bVriw2a4X0buWMAO0S9733ve41x2ve9733lwQ9+sAIjQUI3okQksF17xSteoY7FN7/5TS21vOQlL5HHPe5xctFFRuugU7PPK8880+M+8IEPGKloPzNhnZ/lC91sPJLdox71KHnb296mJQuMc4LTR8fBsjMca0WL3o3gLXsd5rdNY7crV7scw3ukrs/igWe0GuQOHAeIdADxve9972UxRNvNDNBLOnHTZbK5B5JRRWKJpLa7YaX8rCTSWf1Xf87BiKfVzSyIgDMp9ZqYz5u2sqxmISvVqhzad6MkU0nZvWdPowUOdnyyZ1DHwRoLKaksqrXhiG7TZg1Mu1hIIyzD4E9IpVKTAwf26/k+5ZQzpEjtPZ6WtJ/CRE2sLlEpVSoyOzGiaUxNefdvlnhoVgfJWMMhAcC1rcwX0lFdfAW0kInkNdUPsM/dP9rqR9q9pV/d1NXhCCRMhEypgiEyZQNKZC5wWjzVf6+3tN4V/SEyea3Lo6hH6t39DPulEa9PmGN1iTFsp69PeuF7hMKqzZ8v5GVy5JAMV6oKdJko6npJI8hjBWr8ZLGOr/XqxgkAYNP9pofb3ictDHYia1f8RhntpWmzLdLgKLSpNr45N1o2cPrx3SyGOWN1U9TwyZiuU3MEe57pdzWXPW/+OxKNSnbTNunhbzcNKMDlqyHJz4zJ+PiYZhiyqdicII/ThhhqZc8T3VugBoBr/v7oez6w8704h5Y9z+csN0PbD/Nz26tWTERPSQMuhj94yNtyO1mOLWeSHBmfJz3pSQrmRM+//OUvFZSZvsbxrwTgWfee+tSnqrY50bQ1MgWf/exntSb+gAc8QN+DDId4GFr1Kxk2Y4GbzCUZAhjiTK+z1nEn1AYUuvnABz4gf/d3f6dlC5y7888/Xx0j2rSR+F23ETwPJbUoGKet7PVuzGx3DbILRBfSYzwsaMt324HAA4cRaYl63QR3mxXQKXiT+6U3WpF6jYfEF4X16dXqPPnAZB0pl6UMa76KM+CTpWwvejnaI2OHR6Q3m5bBgQEl5dlhMzDuIejRS4/+vH4d+xELmwGythee1rVUVryCHxWGQjI9OSEj45PS19OjDpwChU2X+6Q7G3Wn42HpP/k0HTnLjV6uVmVielK/a2hkTCff9QxuUYIa4bLhDUTNxDaHqKe99DaN75hGmyq/y7ChWkNjn4i+VjN1d23EijUDmp5LIr7sYCMyQezGJbnxXbF0v9Src86rzqC3wKwT52b82fCm79x8JiMpr95oHapJWPIzk0Y3f3Rah55ksj2SShp2ug4/cTMN/Ey2AdIeEX2tbBwCB2RxWNzjIX1OulsNjX0Akohde/BNtsIKCdnIfO4k+pkMi584G070q+RFS9ZTQF+MPe8vQ0jpJpKS4PRndugQo0ItKqVp4+wND4+oUmKalkVVlOuZKy9wD/npebPNiEikp/FAqCiOXdMdwp7b727Y87A1E+JRuighplM0ioG+w+bhYGw6TZZjPKvLLTFCsMPudKc76QL/spe9TFZqL37xi+XhD3+4MrVdgL/88suVK8L71liHWSOZZrYSgLfPCdePUbTo3JM5Ze2Fd8AaybVErMwOmzleSXZ9fX3qyJE1IdDFISPQda/Luovg7fxmFnLaKGg1WclEucUesmuvvVZrQXe84x3VS7Lb71YJgJuZFjhYs7R9sF0mz3XL3O3PHLpJojKlKXIbOUOcI/WuMrLMcs/PNqXmaYtLZHsUTIuz5m/ohQfA2TZp+fJMTrZt6m205/C3Ng1PfZ0oPuyZ4S8NANPhI6R7nfY3P9qvH9ivDzcvzvngtp2m190y+ck8wKCnxc6JtPkenASVuy3mpL8no8dNpA9De/KWG5UnpdrxWr/vk5bZKyaNRw+yCtvMgTDtcoC/GaxjNAAAxiZ2O1G+A0qYCufUhkwbXe9O04KGRK7zGcCqqvK1ccHtIXJHvMXKzDZJ0/pT4lDRQ1jHNZQEaXHstVyRcEIK0xMyMzOl5CwAtFYdl0R4wDiQYUbH5hqDZtR/oT4N892m2Y9I3zs/KxvfRrx1H7xNHtRuR+vi9vwkUcaz5D6vaQBNa3+7ArrrHEQWZs8r4c3fXxQLM6m4ZGJmFGslFJfy9JiuFdQq6yPjkklEDdj3b5VEAsGjilR1CpwlTc5pz5v/dnTkcWBcUiPgTd2d36tSn/37VCPil4GTjTOzDCOAmG+c9GJmW+u6lV2ktk4/NdmAViNKZP9ade/JIHRK7pov6CGribPwne98R4+Pur/lIJCx4H3W+tXgW60How2OSXtkfHlZI6vF9XvGM56x7G0e0zPJg0oKCE8OT3W+C9uNFL2dEc/CQ03LVZkC4HEyVmpcBLwublqrfMfD0a3sANsnK8BDctLWPvnFhVdI/ymnSIk2LQV1swAVczOGFZ8ztUjed1PzgLy2KfnRNgCOAMz+vTcp+W6wPy0Dm7drrV2NiXIl1OnmHAnIdPyMY2AG0Bh2fDyTlYpfEjDfxUKZ0AcYJiiLFb+PpZt7e5WIl+2XyuwcERBgUWnZZPNI1Ew6KZu37ZRKfkqngKlu+viEjIxNakkhEyedm9ShKmHU96ibSkg14pUXEIk12uVg7tPjTjuc+dycoQsP4BkWfXPNWv9WB9hkNOXvmqntT5tSAT3ZmuZumQ1PlwJ/h8AMwjpI07opfR9EG/vCVDwlomUkvGWbOiuHRsbFq+RU/IlefZyptFO3Vva7D0pKpENG12kZgy/gAqsK5Lj1dgR2+Hv4BGQDIOvZ7QGMEmnwEKoSM8p5UXNfHZGet1K8Fvxt1gBrZc8750m357Dn49GYxPsGJDu4VbMfSljMzcjM7KQMT8xKMlzTe0yV/nAWba95UwucYzgttBRyfsh8FCcassrzteF5OEtb22fPd5Kib22R6wbpl1IhhDqiw25nE5cyu/8AOyVFzTySxarVNGsAoLOmWbLd8tTsZEPZs5/9bB0La4NPa3R58bt1B/DcbNR58BQXupFXmqK36ncLzYjvRgkAAIMMSIoFcLc3aafz4FuNaIXt8xCcsWerXPV/3zHpY7+7uYxgDVPMdMpbVipEYn6q3qbmfc69EuG0Ru63uJXLFblt3/WSiCck2wfweg3yHFG0+TOfve4sv9TV+Yx+vx+NV/J5JbHZOvdtN12vhLxTTj2lEQ1pXRwlt3iyaYBMXeVs+3SmuzUd3EI3AClcz5EiLeWV9Z72I3iBnxRNyMzEiBSrnkwcOiiRcFjb0OzAGAHM4yk9T24LHWp6sXjSpLNd+ViU5Bis4tX1u6jxu4x2PR86/S3UcAK01u4CvlfXKL7RhuWfgyNa4XQMbV3HxhrNehjfbmQZNlK1vggPejPRaEySiV7p6+V6m1a8/PS4jI+N6/2X6tskaX/GeVhKpgbOvUDNmevZMjindZ456nbeAtG+EtTQhG+IHIQl7DEXAOEeon0z0Eajfb6Tj3EOrAQv2RJ/Up3WvaN2yC2A7O+jHnZMQlHKMDWRWt2fCIdOfVVCRO5o4/ekRPrQbSipc23Z2WR7OPZ472bJRusmggbwK3klzUnU3Ouqc8B1V2cldGSPPMfD3RtL6357RPBHAeC72SJHCp4ImnSvu0+/+tWv5OMf/7jOICeAoJXXjeJR2+xEiGs+Yy1szc6uxI52iv4tb3mLvPWtb216j8FjZIW71YWwUMs4k/c61WU5pgDPRYfkttKRsfOZ22q3mPrdSkCY7+Dkc5FPO+00rSG5x9INgKekQM2KFr7+ZEj++Iv/NsQqZXvbtreqDovh3xKgTPubz6LHKqWCJDNmAQO8MdrjxkcOytDQsN48u048WW698TqRlKk/w55HMAamfTyVNYDuiORg1XJZwk4/MZGkOgjMnL/1NkklE1Ipzxingp54dAHUaahr6pz0Nn9jyXBE1KTr7Xx6nfleLSsrvzGUhh7wSkGqmtonY2AyFNSWVU2M8759u+SnJqRYKsrkzKyMjAxrZJdKZ6Snf5PEHB04nUJHZoKZ82ynYnTdG9r2Xl0dCp0Nn7fkQh/0iFprZanVkfDNkhxvqsebD9akjgoeKXsdrBJp0pXX1Dig4zE2dtZo1TuKe3of0YbniPSE4wkJV4YkFE1rX3o8WpIEIJUxo1uLRQN249M5jZAAunR2VrMAMVujjiaV7OcxPIfedXe/YcNrLd5+X2u0P5cdMOdCt6hOigeHgWsFGNr0vE/81L+lTc/Ws20N3C/NUK6YS/v7Cns2ta/a8/Um+diGxVISqVclk86odkNx6LDs3L3byOgWCjIzO67nPdazWXrSCXV8IpST9J4KHbk9v4VU5WtxMkomG+ZtO3vOMVmGdSJVS1TbLYBH+x0RL9eICAl4YGgjikXWhxq5ZWvT1guDm4AlMGPoGPzsZz/zf2rONqykC4HstW0b51q52wX74KYR2a/LGvxSKahOavB4UETtPOBLqd916kDwN/SskiHAM4Y4ttJ58K2LAg8ZNfxzzz1XSULXXPi9hpcHwEcdIEJoJhpLSdUzP1Njp6e46gva6H5YWVbPk4P7bpGZfFHTQbC4EcRRYpxfLNZFKR6RWDipaf6QFclJZUzqXSfDRc3AFyJMP8ofHx3RHveBvl5doGZnZtTBwDnQ2rvf9gVws4ATzTaU1FTLpqAkPqJ2OziFVL0KyviytG4/PSQ6CHMozzXOXbkgPZu2SZqWqYF+qVaN0EqxGpIDt96s2Y9ULKyteD2D2zQ1bVrhIgpIRPkuyV5TitTdEXnxDul7Jqqf0ys3GvaDUhOn1h+xLHwzFAZAi0DQo//c/4wOknFS43o9faY90bpG3US+zr2ho2CpsXM+ULhDdU2BNC9hqUp2YItkEKfZNKBZkmJVpDg9LlOw0tHNpw0tnlPBHURnGGWrj2HNiOAooGuE7n8fgO98vxVNshdNpVzprfeZ9272Qcl2DsEw7JYeWhXp3AEvlvHfWB9CC9f0Xf5ENCURRr8ipZtIS6+26m2X0uy45CqezIwdktFSWSLpfsnGTHaH2QERp4RgIvaUqcUjkWt3bxniNt1I0bulxJUY6x+cINfg2LBm2fef+9znqpIa7Xo4yi996UsV3FdCsFtVOwYs+mg0Om9GY6VdCHaKHGVkIn/XsSPzROC4Ltvk2j2py6mRQ+biRC1W118pwONd8x0AODX9hepanRL4XElbHrLc6H75w/9dIF6t1iDRsfAVc9OS7e3TSJqbtUwE6KfqMf1uwAJSWaUkEZ0E58nQ0GEdmrJrzwkSj0XNhLfCrGmVc+rjhpTXr0xia9Tb0SqP0pLnp/CJ8AF/2hxzhaJs27JZBjZv06l2mE6UY+JZi2gHxLpEdkAqiOD4CzmOQr1Wl2iLVDcAqoQ0onxnO9SjcXSOyHiXed9kBkhnZ7NR6WfW+kBWz2+xUpeJiXEZHZuQRMwQtQD8ZDor9Vqz08koW8CWrIEZQRoyojlupx2ZgMKEiW5pr9LZ637LXeOGiJrpamQkaKUjPdyyzqgjY6VpIzHTGYCMraNdbtrR5v6K9i2vyHshI2Tj/JZzlchmpS8VU/AqlkpSqIRkcmpUyjaz0Us6XyQRp93REChtS5mq+LkkOACbaN8q3wHo7nAXV08e56Spb56at7Mtd/Ie/AYX7CG5NaLqlp52Z2CN7o9tbcPRlJDUELVRsR2ib8OtSKYzksIx6dmlz3u+4mm7Jw56eXRasvGwJHoHJJ3JSgJBIIJ4QL4xva5HpK+z2eydTJM72ip2jHJlHwESN8V8tFRLl29WSXOl25AjxGXsFMVWg+AM25/1nnX53e9+t3YarLQLwU6RA8hpkexm2/YxB/jFxp4uB4Bt3Y2LcMYZZ+jJbedmWi7A25o+s+G5iIs9uJ2k6G09n1oYmQHmul9/+YWNgS8FZbVnGiz2GqluZGB9IlcCsHXIb0TORNmANwNRRiemtb5KfzvRWzLbL4UpE9nZfm+7bf6W4TTxZLqxfZwHbSnz2+Qwpqqx3XKhICedcpoSrpTcZ4GXyC0Sk0o+p6Q5uy2uPOn41tq7tm/peePc2rSsETVB1c4FHMCdv43509kwMhGku1UW1/9vfY/ImQiWMafJkGzdvlNK/sxzhHY490SgqMv19G+WRMRPrbr3KN+d3XzETHfNpjAbHjEXWvYQXWkSu/E5BXwGjgQtdilngMw80bFmFcgo6EQ5A+yNyXG2yoDyXUNUyNPsgNa9+RscHfbBT7+bqXdp0cCwd5dUqzUp4OzkpmXIb2nEgcwkJrUzAecYh8GICpGlQWCGca5uesP+n2FZ2PS7fl9Lat9VydPPVh1SH+nwxthYiHiOU68EQMsHceRjdca8qY0zAEdT/cUpidH/jgMQcxwIeAF++p/r0BMpSU9is3jbklKueVKcHpXi1KiMMyhHKn4b3mbJRuoSjiBNe7sjeApHg2S3WvZ///d/TT/zTNDCxms1zAV3AgEyCEeb8LeQUaJoBVxq7q7R4fWFL3xB6+60WlOPP++887QDrFtdCET/4Att4tgll1yiWQFKzC94wQvkuE3R4z1xolmg0axvPdGLWbtpdLdXn1oMnly3tm2Nej59+dTzEYa45erfyY2XmwfRDo3RTGq50ojoiM41Qve3QQ2eQTC21m5UxsK6YECaIV2388TTDVEtnpT89ESj190y5AHwer3SaK9T2VtkRv1j0Vpygja8inr73PCJRFJOOfMsM79drynp9IrWc+kDR43OOB3lRm3fEu68HACdMQNiTPO+YdD7vzc8NXq7K8oBSPcO+O+HDWirsA3b6NHvd1vedDgNpYemtLJRDaANLpHpVyDjvACM1WpdB+uMDR+UiheVJKn8xISmS61nTSaE/USdr4aCnF86aGybskXUsPOrNXPNjlCVsy2G6NpTu6adDsdGo+NQ06x47UNHCQ8hokbUawiWEPysWpxeGxwL2uT88gY1+lDIMy1wMMUb6nNkxyLSm9kmvZkZPe1kdfK1sMxOjeoiTPSf7N2kqWz6z/V51Ql4SQkxhZA9oHxNpByJ+LX6/CKA7oJ/M2u/UT7CdMhP0TnKUGN2ux4/v1NQp1OBuo4TZXt+NsjpXdfvcx0n0u5ICZNBCUUkWctLsrdXvP5B2Vrjni6qMzyF4FC1JglmJwykpW9yUtPXy43GO63Bb6RJclwT6tG0wiG9Sl8/ES8BGes3ffHLkuXtYop+3759TQTA+SLohz70oY3/RgUQwGeNRnXOales1BgoA5AjBIRjwPmhhPKVr3xFf37Tm960/iL4pVI3S7XJkV4hXc5JJl2+3H7TdiJ4t0VtORPt2LYu7EukplgAAHYuIlH7QH+//PniH8no/psbn4H0pu1V6KVrujvp96WbRZL560jUYiUd1UoNMqXRGZrvLNhbt2wxQAaRDNa4T4pjGxDVbG4XJ4H+eGnU76sST6WlUjURuHEePCnXRA7s368OlXIQYI2zXR9gIf2pIIqTwtWRrxC8wrHGwJtG7Z2WNdrYfIlZSgDanpebagJo+vuZQa8jYf12PkBAwTzTp6S5pvPLXHX6tJ0Zqzq2lmhXQjqFjkg6luyRSGlWEgz+GBhQOd1KKCG5MciIhxuSs4XclCQjjEfFeekx+ugt5DrdH4bIaDq+qvMBWqe+aQrcdwxU3U5xbg6sacOz7XNsTyN1siEQ+kIm5e5Kx5qDbdHEV5If90XInxXPPYlj7ZPt2Hf/tPDsJNEGyMSkVoOsV5RCMS8jUznthuCe0L7zdFpi0ZjZ5/KshOFF4KSEIurYKAjTl68pfP9Z4T1A3I6cDaGcZ1jzgLhVmtNpCOoY0INfNYJETnufbs8eM9/ltNEhNtB41pzedSbgoZzHMBmOVx0NOzvAlZyly6JU1bUk2bNZBsMhqecnZTaUldskJbddfbU+q3YwDPd8O4t7pyz6jaDTbq8HqWpa9eD8/OhHP5IHPehBCmC/+c1vdFzsRz/6UQWzttP4XQT4Xn/U73KMNY9MMURujqUbXQgEqUwyxXAczjnnHHWKfvKTn8j/+3//b30C/FIXdDEAthEvDPNTTz21o/rOUnVyt0WNustyvEzr6S/mwbOI4qDwGRwUFqBLf/RVmTi8T++/RDKlJDVa2xIpwJW2MX+7c1OupVqB0c6xINpS01R2bmpURkdG9DtOOvV0CfupVUhnaIEXZsb9dLwZ9WojTSts4/bPM3UukekTTyerecp1mJyalu07GEKTlDgZBp1Ul5FKqdpQtgtFwr4ampFpxWDLJ5C8HR/y12azD2YITjNAKXs/u0mqWqefe18jfMCz1eq1xrS6xnWgNY5avJ+uN9cG4pjZoEb/6b4jwJHafTzsSc8JpyhIlopFGZmYlsLstMxMjkuc+nUqJT2bd4hppjKms+xtW5umz5lJT23dlAgac9+d9DXtcWQ6iIJtGx3nrkkgB0KelgFmjQJeqmUAhU6Gc1LiCOw0omSTQSCFHmL0K86DchXmCH9ujZzyTXZgq2SVrDeoC1ihFpH81IiMj09o9E90n4nZVsywGaVqWfpOpsDse7aRZtfxrE55TkHbT59b2dxGGUB/Z504f0jMfHV65QaYbIqeY7IeRPwQ+XAYSlM6TIaSRwPc+ZybRYAIiRSxPymRz+PE9Z58T7nDrrlJcDjLtJ0RfZJmtlryAH8r50dbJ7VjZHlR/0aZBW/Xvne9611KFkaPHm19SyB87GMfqxKt8w1ZWcs2OzurGV2ibeaMdKMLgUyGzR7A1kebHqMUTJZ0w6boWwGenwF2PCSIdHbucifWjgPBIBpey3UglgJ4SwgkEiDtPzVyUP7wywsarWe2j9iG1ipqk+0zIz+rJa2xx5JJo4Nerfi96zM64316ckRGx6c0ra568nX7e6NuBwHOFcjBidCpbZWyasSrDGss0pgw19gfHRwxpE7Dzh07JNvbr8BoZ8OTRUikmTIHETCsESpp9UzfYEO9DsAtU9vX0oDT904WQXXs5+RzTW95QcHZ/Gw+a0GcSJweev17eusLRp8eljsRumYEfPAgwmfuPBkMWPHWLMtdAdFxOPkOla/1Ve+SkajEckXJ9qQknUppGrdQLMuhW67XfukMMrLJuAKjtoo1viAk9cKUptiNwE3tiFa4SJLWs7yqu0eI0OnDb+m7b6L28zm2wH6TuteyAO2CjiQs9XpGnzo/KzueyB/ymdbXDdib4SuqWuPsttdM1ksnRNLbxat7UihXpJiblfEZA7iHx2ekJxHS88Js+KZxr1qbb623z53/ppp+i/BNU+reTetra5ursw+zvqzlgiokO2XJ1U0UD6jb6YtE8/78BS+WkTAT5KwjQX99lWFBkTkJW2c0rDsJDkIUpUOiNqSjWezhchAJ2uiez9m1pZMIvtMJYmvRaPUlCsXoDLL8AlrKqDsve2reUR4X++pXv1oe+chHalqe1mXq9FzTJz/5yXoM3ehCAAP+7d/+TeWEESV6+9vfru/zffN1aa2LCH4pwyN2a/B4toAiJ5eId6X1Dwvw7sLeLQfCAjzbc29gvgvvjloUaR5IFXuv/r3ccMWv/LR5SGLxhAI4bW70tFMPNxF6vTEKljnb8f7BBkjzb6qnXyZGh+TwwYOS7emRHSed0phnzmAYy3g3n2+O0rWljkjePw/aP5+20rdJmZ0ck6HhEYmEQ7Jnz26VqK2U8jr9rOYz5s12pySR6tVIUZrm0Js6u2Htz2jET92cKJJjrlUqGmU2hsRYzXx65Omjj9prbdLV2jvO3Hqnz97uu/auJ9NmKI0jbFMt5CROGr/gTx2zW0T61deIrwIKdfrcHUEc5tVT79bjieh905PNysAW5tJPKxehUCzJdK4kY2PXSSIWMQNS0mnJ9G3Wmeoa1YejGombY27aA////TGuiaySJxutcrR7KfA5bWM4C9TwiejhBJA2x7Hxh/A0TVrD/GmDTfrwtODx977CHv3xRMPowJtszZHKd1zXbN9mySQTOiDo1r17JZtJSyk3KVOTkyooQ4TGRDzOAa2MTSp5btsfjHjnuJrG1VJW8e8N88vmGe5K6PP31/Qgon8/JRFA3I55dZnwrSRAMEK7BZjJQPLIdyyI+q12/cBJfufE/GsTa4NdH3QM8Pi4vqjrYjZlS3S2HBDbKDV4+zxCSqbMCXhhVq3t97//vZ4XC2DtBlFHe5rc/v37FczJ3uB4MdueFjjrhHWjC+G9732vZjTe//73yzOf+UyVVMeYLGhT9xsO4N0IG8BFsAHRGtiMy017LbR9zAI8Dykpef57pQ6EHYPolgA4FrxZbpS73vWuEgvV5ZIffkUmhvZLKturNXNdrahd+0sbKWHTvlXRCJx6u91npDpTTI3zU+ojhw/J6MiwbNq8ST1JTcH7w1XCeqxzd7U5Zs6hiXaY+FbM02rXpzVXjGie2mtuZkbr7Sw6O/ecqLKvGFmBwvS4CulQGzcW0r70UEOXxHyntrghmgPhTj+GoM6s9tazb1WbTfBnuhPdz81ZNxPZANl4Gua8vwCTzfCHvhChzy0QSN0yn76ZMKOOETKzMV9DgHNA37vvUOjvfNZ6KwhDDtSIOT7QJCnLVyaTCX1tIo1e9yQ3OSyFfEGGYdGOjksqbibmcT/FGWqi9XVDFtM+85ZoPezVpFYs+AI8KZNHcQffRHmv3iyGUzRkOZwBav+uOI5OgiubfdWfjxCvMfPSNfVfRWvej2g5ZkBYtdkpc+Mk1Jyo29NUeG8qJpHsNtOKVzcDYiC9Ep1FM33Sg4xuOq1OXtjhImjN3joifIF7znHo7PX31QUbZDva8UjP15qJdjp7wO1fdIbeNDIAmrZnOI0lQDad+kbWgHS9t/UO0q5xbVmbePHMIzHKmmWBjOtv0/kA/2JR/Wqz6I+W2TWaCJgaMplQ7glq16wlRLqIuCxbMe8o98F//etfX/T33ehCuN/97qdzJihXUO6xBvGuU02EdQPwqMXhRUHE6JZ8YmuUjedN/znbR6SgGw6E2ypnnQfeu8fd7y4Hb/yj3HLNJVItmgUIsLaRO5GxptA18oVp7WmdHSsRhaooDQANCRBN9bgcPnRYGeAnnHSqCp5gjI9lO5WCqf8StZuMgE3Nm9+zncnJW5WQFonSv+0vwqGQTE3NyNCB22Rg0Ex/ghCnzPtiTv/byNXmnClznsk2kDZ2+qLNGNmw/q5cKsqhw4d1QU73IIrTIwlG0tvsgdbeSevPZQYAOSUZtox6taI/Zjra3O94D+AmXa8Mfb+nHWJetZzXtDtMf9WPd9r0SO1r1Akxjk4A/zzUGsNcZiXSt8sMqWlxAhQwqnnpGdgiPX1wG8JKEiQiY8EfIx2ZHpd0PCqpbFYyPYMmkmwBYyOiEzKp+poh6xHVNz6nIBRrls21PxCZA5yQHvkbv0Y+7wS3xs+N0Sr+SfBHo7ItW77g+oGGaLLjNCZQT6xJNZIy7Hql1FcknUpIOkJNWqTmmfuaAUHDQ0NSiaSkJ24EZtJJWvHcdji6HWjFIxMDYz5sBsXwHg6Go56nAG3T6Mjd+mn3WiQhYT8SN6UB34lBHIgMBS+UA329APO9rjStkgqMNC2ZhsFTpBPjGedZYf2ifkqwQEmONYb6LJwGfm/T+YCdG71uFIC3RmRKVvQjH/mIHveHP/xhBXrW2fe85z1dE/VZ7xaJRJrAHVvOlL01V4Nfymx6Hs+Gmka301bWi7755ps1bc4NZ/sQu2G2VY6IndICzsOmnrj84Rfflokhk8Yj+lXA9SNqG7mTck/29Elplulg9Uaq3kbDoYzJLtDPPDw6pENb2Pew1Jpa5RhAkyY7MGvS0sVZGOOo3PkqeETbTmsWqXztgc9NyeT0rEyOjcjuE06SRHQuA0Bkn84OaFrW/p2y5SNhicWJsA0QaV3YD5E0es9PS9ULy/79+1RaFM+34kVkiEi3XpVkIq6RHqIzEYA2OZeu1+ulbWHVRkeBnuNoTKr5af3XjjfV4/LHh1Z0O6Ymb+v15vfo0yf1X9fYZ5WvJeXt68wjmsOUNv8TmpaPpvsM49uvt/N3DXKdsrvDEkv2S7xSUPIMD64Xjkt+Zlyj+5HDh2X44AFJabo7Jql4VNO+mpp3wFj74FHb88Gf7wlVmFKYcrTqm4fVaHQOf8E6BLGUI02bl4gTvROBNw3EaaTN/c3r9885fDo5jlY89TNqEvEqhuymnBqIfUYLgP2KRJPSk0iJwinRfaWq9+N0PidDE3lJRsckk0KXIC5J9rEhYJPw0+RzksIN889H42CrzccStutKLCsehELuB0iexSnDyteL7ziJyvnwpWlxAFBAZFs7zjUEvRWYZdCThiYtzUszb046HzltPgPYk8on5d9NqdpPfepT+uJ7bK2XaNq2fnVDR70d++d//mcVcoEtDriThSXV3ZEd5Rr8erU1EcEvxKQHFImoMdrHluPlTYwc1uh1y84TF3UkrAOBlz3fuNpuADykEl67tg5Kbv+f5JZ9NxoSW5SRnxVNwSNeUynkdXCMSdWbYS6VUknroTZVD5OeljnN4oeiUq5U5dDBw5JKxeXUM2/fSJPjHKABb8RueqRUyDu97ETCRmIWEQ9q30rais5FQvTHj05MqROgWtXRsMRJw/sOBmn1IrPhASM/s8B2tH7u1G6pjUeJlryyRoOkn0ZHRmX77hMlETZtdZC5BnpSUpOI5KbGlGA0MZOXqDekQN87sElHpypZrVKUOvKqgByp7XpVorGkdgYgbAM4Ai7U+W0Lnc4UKeYkmhlo0pM31wdHoejXuM1+68Ac1ZmvaISqKXuXCNZwAqZMRBhj3nuh8XdzHwrp92kUDXCxr/G4ZDNZfUFhq0hUhYZmpmZkpBaWeKgumUxadfxxfhoCRP4m2Q6Zijrf6+vfKyPfcYKUbe9kFuzPlvcXTvRJKIxDVjUT83REq/P3Lb31KnJjv59SDxPY7C8jMYnUSg4TH0GZmUYGQIHZiaKTobLEkzHpSfRJON0rxakRmZ2Zlb37R6Qwdb2EvZCksxnp3bFTtm6OSyQWNdmGpjbE5lp8g1nPdD5U42I9OtudjAJKdrrfiR4J27Y5nCTKI+pzqIqPOkB2TKy15aTnl9Mip9MB1YlNq0NOho9yBmD/uc99TpnmOATf+ta3FGSJ/leibsZ3ECXTa871++IXv6jjWckmAvYr0VFv18hecJyQ1EjTW8OhoD1zuQRmkkW247JTC22waXRrFuBbjZuQiJoXLQLUrJdr/Zu3yYXf+7LUa/8np559F9l9yu215cU1Uqa23o54QbfBHecBj/zGP10p2XBRbtp7qSRZ2K3ISSymaXet01fnNN0RHAHcTT1eJJUxtXllseOQMJErFJLZ2RkplsrS398jfb2oweUbpDn9jlDYZAf8SD6eok5uZG75DGBMqrfm96NripsIvlxW5ibM9917djeiHjIAOAtkCgBTJQRqKtUf2OGnipVE56e2tayan5a+Ldvl4N4bZGZ6Rgk3qUREwjEiFHTeTdTLZPVN23dLXzGvm8zNzuhI2IP7bjMRIRPjpqekt9f0B0Ouw2mhbm4NZwOQRyvANVrwIObhbDQ+T5sY/dG0VHmRxvS6RtSr9yLte3V1fhrz0q0TQFsVf1uvqk69reNbi8YzvrpdzrQhJkyb3hxNLmQU00L9WpPFmaAVrVhwxsCmM5JJTjfGwCq5iLo/31uelVC8z0SZts/cB5Cmtatl8QyH6g2HQAGYfSM9ruei3Nxbzz3pgr86Cy3RvgrL+N/hOkJ+73+j7FILy+S+cclN5rXklOydklQ6ItMH8jJ0a0Eq05MqUxyOj0v4xiE5sCUle263SzKbt6minJYZeLllEQRt7Lx3MgZjYxIJwSNINI//dbsaSNdTbtAJdyIhX3efCL5BwstsEcmuPIJtR+SGIIDsDq9//dd/VTY2kS2O7lOf+lQFf96zrOrlGuxv1975zndqRA9JDPBfiY56O0a2gpYvgJ21BUAnE8vx2vIEZGZey2bTB7a2U/RWFtUaNwBEOm5uG1FTs1quXjzbvev9Hi4//eZn5JpL/k+uuvhncvJZd5JdJ99OwR8AY1gMPfSk5runkWxsYmxELvzx/8ihm6+R3lRcUtuN8h2tRbY9jaja1sMB+iTjV0PU2PNSq5I2NAiptflEUlnufA7wr3khKc5My47t26W3r1+qRLYQ5XRQigE3BSVnnyC32e/zLAlQq/XFRtrfiySU67B5+y7pTcdVLIeMge1rp5ZPGxxMefs3yOPSJgdrXafNqcwtJDnU5iD5RWTv9X+RmhfWBSUWNw8x2Qtl2jsG6S6ZHZTy7Jhksxl9qaBbrS6Hhg5LPp+TqalJXSRSqbT0bd4uMVfS1ifD0Z7npvGtVC2pc2RtAXnVmLegTKshI2sz/VJtjfLhgdCnTopbhhRoGn+HkYGiqx4HAUIXtfkW5ToAhdQx6W6ta1MWgafgRt7hiPSm0tJDELlpUCrVmkro5qZHZXxsTKKxmHYsZGLmmdHY3hdjwTmk7Y3MTBNhj9p808+RI3+mo8D30XBC9FnQSW4Vv7/c4Qf45E9z2H5vvX12dECM4WSYC5E06XHN7lRlaO9+yU1MSTIdl3o8LTMjk7J/DIcTQmNd0r1piUTDMjPjyUBfXGrFmsyMzgqK/WOlnOoOJPq2SBZVQQYS0RWgRDm/BU57+z0Ja/87ffe+I+fX3VU7R7UT+I+aAju19rmDs0Aclvq2czqWpl2pDj0qmfwNgA4RlwAHkOyGsT9E6tT4KXmuVEe9HVNtjURCBW04Hp5d1nc6DYjsyRrwMyQzGONtEZuPwbCZ1TSuAWRD2uTItGzICN7qsAPqpKWsN9fJRDks2zco59zj/vKHi34q8URSbvjjJXLtlb+VfLGiD/Y97vMAJTAA9t2Y256fnZLhfTfLzX+5Sq6+9DfaB0vkEAonpVwq6PQ1InBVpfNFaUqQ0zQ17g+H8cGAFrUmVr2CvWmNO7R3r0akvT09ktLxrjI3372Y14if9C8a8Sy+jbQ+DgYqcPGERr9maA0RN6n8ooJnbnZWTjjlDEmqmBgqd4bsZ8fEoiDHvrkT5GDw09Pe6MEOhVQdL5owD+rI2LhEvLrs2rVDQUrV27RRIKwlAK4NM+T1TyHg5SdVeIY6t785yfT0S/jwIdm6Y4fCuU6HK1dk/y3Xa7o8k4hJirYsavfVsgF4RrSihEgJojGpzMjaKlg3GPrGOGek8onGqwVz7jQd7oOwRuhh04pmj31udGzFRNYMiEENTolzzcp1JjouqYNglOtMP7q0COQoYDId0PNkcHBApL9XnROOuVAzfBTUBScnJ6QWTkgqYtowYdGHdbJcygB3OdeQrrUWBtCcn7Utzk/H87WAo/t5AN1tndPzCOjXKprap0wxt625ITAKtA6PIFcQmR1nrgFOF2UFMhpRyU8XtCsi4hXVmcSYYjg7W5PsQK8Ui2k5/cRTVNgI7YZcIS9DIwf0HMV7jIwuqW6uk3YB+OU+BKMa5x42vh4nPIGIEbxRQl1cQnZwDu9Dvov3qIStbD5TumGdqNi5bXIcS+skuE6MoAlAp95ObR/JWDTO4QV1Q0d9qXNAduD+97+/jqe1YkCXXnppI2PBZxhhi8Y75YTjrQYfi8W0jbDbdswB3raREUUTqc83V30pudrF7NSz7yoHbrlOJseGVGN6bGJKQfDkU0+XP138I7n1T5fIvoOHJFQYkxNOPk2dgmzvgDLXF4rq2V/q4fmZSZmZHJOJ4QMyMXRAKuWSHD64XxXetm3bKtl0Rg4Pk2plnGlN063FCixwSHBZrbOzyMOIL8xMakSLepqmIfU7EK1JSaVcUD4B8qSHR4YkGvYkmYg1Sg78TtP4PggD/qSNGz3hlUqjXg1ok15GNMdNQTMXHgBBU74ng8Z6uTGVDieD1jx60VloVbaUfnpfX16vo6+cxmfMdj2ZnZnWRTQqNdmxc4cdR6KgAcmvMDtpiGBEOX60TRYABj0OhfbA8x1MagMINTJGxCYuWUhJKRT3TA96serJ1PSkjE7O6pAYMx0ure2FMOLtIBr/rlOGtJLzAGX/XaRq+Vy9UNZ+eP5bSXauzjxpbJj32f5GSh4Cn01bA/Q6qz49IF7IRI2NsbB2Dnq9rs4LGgCIsNiUOI6BV6wcMVlOr1kSmdisZCGU9aY1+onF4spZGMeZikbVwcn01SQRpVPBTFcDuAB1VcfTGk+lpRd+Lh2veQi3X92Cpt+GplwCV6AGQmM0KXVY9cjA8gVWblaJa7UGSW1idFSGh4sSjdbUUYjFKxJLRKVUT0i1xATEuMTqiNDUJRmrGEXCUFHCobQCMi5wrH+T9OIkberVa54r12UarsjoqITTfZr5qJLBUAekJB7ZiBrStIVGJsFLOFLWtkWPrESiV1n6jGX2Np2xYO/70QB4nsdus+ghtAHmBFHU9umzvvDCC2U1zTpb6H3Amkf9D+Pacb8yN4S+cQRwCOyQsqU8cLza0572NC2XtOXgrBeA5wHAuyRVg+QfTNJuzWzHuMHufP7D5H+/9u8yNDImsbDIaaefqSBPxDA7NSHF2Um56epLZPLgXikj3ILiW7kovQObDegqq7mq/03kPTs1rlEx6XbWNEAEwGf0aKGQk107d0j/4GYFcOq08aQRcSjmc5LK9GgUze+ocRPpQmhLZg2THrKYfsYHf5UECYVkZnpaxqZmZAs1q1RCa7RhUqL+Q5TXXnmjz15Ugh0ktLCCiarc+f3nTIbj9+wzETyZEQWLZEYGBzdJoVTVqB2gtQBvnQgLvq1DbdDEJx3P99lBMtNTUzJKPTSGlOfAnIiQDrPJNNXIAXYyClaJzho9/3w2Eg6b74U7oMptSYnouFrzHoNQoCCx/2QC8jNT6qzYCKRnYLOklaVtWvTsfYHzQP88E+B04IvDrOZ32lvewrDX96pFX/q214xy9TsfGp9RAt6kjnpVTXY6HlpkZ+fAWySsYj/5php/U+sbTjDROICldWNIl570DG6VVAQHbZMUikXJl2syOnTQOJBkM7J9kqbsoMTDmOn/rpu59CHb++4MgFE52Zbo3j0nTfPa9QLNKoEuWitKmN/5Do+WfxCQ8Z2FcrEis4cPSqRWlJ7+qFR90K7kZiURLko8HpV6qKbbqseMIxRPwiWpyfYtzsQxiHP1ij/+tUdSibI6OxxvrlLXUla+GpHcxKwUZ6fN+N/eTRL3T7ynve9+O5yKGFSNgh3v4eh4fmvg9pVHzCsBeO5dnutuAjxROsETxjpL9EzL2hOf+MSu6KgvlX7mPNiavksYBPxtdpZ7llR9W7bBUvQY5wGSJTK1XKPWjrEPfvCDsu4AnpvL6rAvxBTtNEWP8aCMjE1KNd4vgwMl6R8c0Fq2EnYs2U3T5SRoDTENcGcxg4kPeBCl02YGiAOcLI8K1lmAeFbyuVk5sP+ARGNROf3M22s6HMAFqEl5Kphv3aqM9nLRKNPx32zPAp+rKqd/q+I1OZ3JPp0vyeTklGzdNGiGxRCd+wCY3LrVT7WbemrJCrb4Nf2Gyl1hVlKZfm0Z49j4bha8fftu0Rtpy6YBqYcTMrOPATeb9Bjs7HkMoDU94XOcbiJ72PQaWfM/6syRqIyOjikZ7sRTTpcDt95kZqRT87TRPqQu6tj5uWgR4I9n+zWF3XjuiO657i0LJJ8Nx/slFIZM6Ii9MNEslJCe3l49T1z7qheS2clxmRid1jp+IhaSdM+ApMuGvasp+QTZmkgTuU6352c9VCTG1tOd7yMKR1YWol7T3xH1w8D33yflD9muedthwxqg/qyp9axG3dT69TS17I86ckSvvmNEv7e2BEpJt5VJp6VnsEfqxR5dUCEn5ktVmRob0ucHvkJmYIskw+YamTS+iXQb5DxHYe6IQTYtTHbTOmdS4uaaOk4O++9I0+YKZrhNujcl5UJZIqm4ROMRKeYY6ZqRVCok5XBMCtMFyY1XJJ2sSyIVl+zWrbJ5uz9wxR/O0zBVFaz47X9x6a0WpTeJYNEBSUPCrFVkdta04qXCZoBMvG+LZMI11JnEiyQlXKK8gARg0vTLs9+JXpH+E6Vb1okOPel5bDX74NkvIulu6ajPZ/Z5x7F48IMfLM95znPkNa95jXIMWHMuvvhiBbQXvvCF+jkmdULuO14B/pprrtFuMev4uNYpR+yYAzxpVCT5FvNyO03R4xSQHSAt9bDHPVmuvuhHMnZ4vy7c8RST1mZVbKR68ID09Q+o6Es62yP52ZlGFG214AFEiG58BmAnfV5ijnihKIcOHZBtO3ZJNpXQiNxMdsvrZwEdUpLIusYycX3P1NhRFQtpe1yJGnHdkKxwY3i/XKY9DhG0KSnkZ+Skk07R6IUIFma8ZUoD3ESM1LGpuVtQ5vfsv2HRz2idv1wp6n4Qmc/MkHEYky1bGReaVqCeGB8x8qC+6dQ0xrSiNe9nFCD42e1j7LMVnoFTcNutt0g9HJUTTzlNWfFa8y7OSmbzdlWmY1/JJBAxx/wUO9c2nsxKaWZCt9/c9850OSNKY0aemxJDJTepQjZE09ZRoyWPdDq1f5WulbqkUxmJ++sr31Osmilph8bGdOG1qfyewW2m3t7gEZj561pbh6dApI+kMaCXmkvzqqNSpaZMn7wZYduqSqdXSqf12Wg+eoQzAbjWIDPqRD1Y8aGmdLjOgXc12smulKYlxL1AmlwzANTvidZiEov3ST/iNINZKRQLUigU9d7HgdToPp3RCDcWJYWfkjpODMxyv69fe++blO5SWuOf21+jU68AD7i7qf2WUbB6fqIR6d/SKxNjRXViqvxZNCzbdm2TnbvTMn5oUqYnCjIoVUn3pGXTzn7p27lTYj4BFFDWKBvHBDKc8lVCCsyqRaDgH5JqJCnxCE5cv/QPDuo1K+LsILQzMqrbSMfCkuzbJJmop9kNhvSorj3HtPVsU9roknU6SY41b7mTMRey17/+9drzDnGOziEY88yD//GPf9w1HfXFjL5+CIP03vMvx8V+cO+g0kZdnowk5DImsx2v9stf/rLr2zzmAN+OZ9JJit62wLF42zGydzn/YfLTb3xao3BS86lMVmpVauNZKZUKks1uVnBXsMwRRZt0ugI6zHOTL9XPMOXt0IH9kiuUVLyCtHnCj7pVOMZXBgOwIhEb8fdqCl7T8H6vOyQ7+99zPfDTmtkYGoGcVpE9u3ZpdEcrF5Gw1ua1D31WPfFUNiOF6QlfqW5mTuQGlbtCzpCXvLpyBACa0dFxmZ6e0hRc3wAlEcRgTC3atNcZSrWOPK2U1Cmw7i7bt7Pp2S7COyjY4UwdPHhAOQQ7t26StArlmAlwbBPRHGrqRuyspNezWqXX32yLrASgTyueDr2B5Q7/QJn4gIRhdBuxl6iEqijLFbQlr1Ytmil2fnpfR8/Gk5raN86CP8EtEpFsMq2pyFp/VoGeaGlyOicjw1cr6GV6+iRJlN87OAfCnDsctx7O1dz9qsN0ADLU3EjZp3sV+FrBWx0F5T+YdLyeZzcVHomb7QDqDBFCWCeJFj2Oiq//joaB24pP/dhXmuOl6Xulo1cV7O0oV+5DnoHMwFbtCTfRfUFyFZHJA/s1ewUxMd2/RVJE90SbpPMhoOnc+7oRAqKd0343mQ2/pq+RfoT7yw2HHDnkcFQSUTOxLp6IyuY923TwjpFZLsvWnWnp39anL9rdlACnwvoAL9KGhozYaMXkfNCzbrXm+ZXjiOiMeivaFE1LOFKVdLJX0n012VzJ67OXK5akOD0uU8WCOqjJVEZSvQOSTiUltH3lve+utc6haMe6XX+n9v2MZzxDtT4AdFqCAXcLpt3QUV/KiOJxLIjS2Q+yteyHPTdourOPbdsGjOCtIePL8CKm7hGAtD1Cdy0CfDu23BQ9rHhaSyDrcWPZk0Oa/U7nPUR+/7Pvar0auVSMyKVcRs0trLXwMOlRqUuZVHAk0gB0mPBsA+dg3223qVOwfdt26aN2PWsWbLarzOOQaC0YsOZvMECcoS3Us3EErNANfc9EqrC9FejrIvtu3aszyXfsOknT90RetJ4Bhsp5YsGNRDVbYGr4cyp3fF5FbiC8wQSPxBTwcQYO3rpXAWX37l0mRV2tqLOgyng68KWsP6uyHr3pyKbqXPe5Xne2D6BaFvrM1ISMjE1JJpXSBzWR7pPCLNPqepqHoyC3C5fBmbAFSGcHtkhxZlwXGb6B2jrysizXtbpJ7ZtUMJPWmjXnIf2RYretgU0qdQBueG4+PRaNxrVFjla5VMj0oQOmpdlJBXuIk+NVkejouKQTMVPHTab0WlVzEyrJalXVtH7vR7V6TfJTWpdvEs2BmGbbzJj/gtY9c8e1J96QFMPxhNSLzhx4CHk6q97MfjfT33JHpOtd07nufg2fiF7BWY/d1yOwaoKxmL76aOkrZXUELt0T48OH9VokGYGbIbovSDzG8sBUwZQfPSfMdgF/HDKekjL96SUT+bMPtOs5qXyclExvSbL9aZkenZZYj8n6FPNVifVtkp6tm5mJPLfY6jjXsv4L4a1x4pqa2p1ly9fQN18WljBgH+1XYZsQ946WGYpGmrZqjr8vOyj9PTiVnuS9uBRnJmR65KDcFhmUfOKGpmlwK22ftXyIYwnwELdWW0e9XbNqfsoV8h1s0vWtY3aPNxa9FXb7+7//e43kue8YR4x2ABkWNAMYq7vuAL7TkbHzGQBG/QjVONL+dmKRayecfrYcvOUGOXTbjRoxQparVsuSzvZJqZhXMGaRJ1Wfm5nW6D2MCE0kqkx1JEYPj01IMh6XE08+TVO4lXJZFcpsXZ7oX3vB09RVR9WRiPRmnWMwnQPa2w4wUaeLm9TsyNCQlhSIrqmrsk9hWst88E/ZlDtp3pCnYKtDclC50xa2XEOABmDn3MGuh5C376brFdS3bRnUFCY1fJjkJrXfI8UCCmWeIeGpPj0ZAeM06KhZxHZ8oGdfK5WSTE1PKYt5y+YtsmXHbq07m2Ey/C1tWhABDQJyLDoMJIZmvGH5a1ucAnqqIRkLgDGP3DhKBtwRRsEBUsCP+bXxRpmA2e52PJhBCkP8m1LyHr+nlq+seT9y1hnwqV7dX9WrZ+53b68Z0BNLqsM3OzEsY2PjUqtWJdU3KOmoL3+bSWnPuzuaVe9TJewZeVUEdQxzv/m+xZkgwq9Zoh2g2JrS98svOsaWkbdE/WGiZNE2unAyIyHIZpbTwDQ9nTvfuLvEK0zOjYwlReyoC5rBM0SvIY3eU32btEUMJ7qQz8tsJSRTBw6oyqFOxOvbIuloXWVk6x5zD9Dw97eHOh9zC3yCmtb2bTaCN2inQ6b15K0SZUzx2KiW/DdtSUn/rs2SiFREShXzd01jYt0RsqT8rZPEFD23L98P49mnaEpqdA1wbpCmtS17msrKO7X8ilG2q5YlE45INpIV6c/KplMeIqMy2DQNzoI9/3aiJteO0M1GnQXvGgS7r3zlK5pNUKGtWk3PKeeHzAE94MuJVDeikt0rXvEKdUCtZLo1iJCUUNYlwGOu0M18xuJLanExwxukDYQbh5T8YrK2RPGzPxhXxbj8zISmxQHITYODfq09pSpqybRhygOqpOgrNU/23XqzbNm6XXp7MtrmRXpP5WBTGal4hjinqf3CrIK3gosOQ0lKNTerYI/zwPYQtOG7qV1TKjg8NKRgi9Jb38AmBXQFRPTSaXXTmnteI2RvalrK+bwkd+7UyJ3fKcOc/mfdXlXr+3QIsGAMHb5ZtmzbIb1Z02tMBgEHREFbCXsMi4k3IikePHdamab+s336+Xg6q+dtajonUxNjsnPHTgUC9oP0vRk4YxZTr1rTqI8o0NbuQyFY3SZzEkv4k+FwGqxADVEgCnvlkiSz/VJCX2BkWMExAg9BoiY9jiY9aXj6zVVSFtAtGU18f+wt29Pe9BiypwlndCz98DMqbEMWw83X4VwkwjVJ7zpBtesrlbIUiwUlU+LMjY0MS7FSV0W9mPIrwi0Kcp5Ui/Ta94rn9IL7J7bxnzgLgLy2o+E44LwQdbdE69SXLTcAFn8YJTZnk/qzQ0BT6VzbFqbpevajbKbSkX6nxqztcdZBMpkTnjMIihrdl4nuS1q7nhw+IKN+7T6R7ZdswqiRmRTPnMyo6X33zyWLNZkEvw0PqePtJ22R+jbT+REBLF0dAlfznfID2Qi72LvsfdTm/PG2Om2Oe0VFeYzgDr33OqiGFL89J5xj5r6jk59gml1OhOwdAjjcq1o/yEp8++1lZziiJDA7DY6oioCBQSlE1RbwSXW3Q57rROhmowC8BezLLrtMte65ZwAv1mra9n7yk59oScDq0XfiDG0k+8lPfqKlk9ZZKHATbr311o62uSYAfinTKNSfuDaf4XED7pA50FZe6iYhakcA51ff/5pkegdktnB4jiymtW6t5CnosliQQh+fmJDJiXE54cSTJUZk44M+Pc98BsBkKhqpelj4OmRG099pzQgQzSoTn1YeUv6ptNY/+Y5iMS/7b7tVH4CTTzlN683a9kZrWzHXEK+BUKf96LCpAU+Gd+T8XvlSwbTDoXKnOtshTd3ni2UZPjyk2YzeXjIKfGdZv79WLjda6XgpQUw8X8Pe1CeVJNgYHYtmPu11s3L40CGp1mpyyum3b7CttTZfMLV5O8hGx7lqlD5rlNz0vJS1VBGKQbjDwQiZXnj9vqiS5yDkKd9helJGxieVqLZn5zajn070DlAp+WxOc76Ok5IgnW5q7w3ggSgX9ksNjpkhNZOGwKaOQU23VysZ5T4Y9rS6pZJZicempLcnq+WfZALCnyfD+/dKLRSVVCIqmUxWUtXmmd86/a5a1h52Uvk6Jc6PbhvgzfnROfFh01oGdJWae+Ft/7w9FvT4ASuAWwTJWldQxx804xp94PxLG1qlYFj0qqGfVCKnTqyzAjHal2+EjJJE7/1bNHqu2tp9uSoz42PqhOHUqXMi84+g1Wtk++wB3UpOswJzo2BteYOo3B0TGzfDa/QEoKTHOUOdDgGhiFGfo72P47BcBpwCuA46OS80tx9apI9qnz7bgcxosw1G/AYRJE88lOucgTZ2Ghwv0qQEGKwzAD7lP4CbtKkd/7pQQNEpyW4jTJKzgP2lL31JjwfwAuh5733ve59q7kOCpuaPLes8bcAafC6Xm/c+4r7rdBZB9+iixyBFz8MMaQO5RWrt55xzTts3ybY9p8jpf3V3TUcDdF6YKWgJTdUrUz7D0BRS7wnZv+82KZUrsnv3Hp35zQKiZDwmslUAVeNtE+3HtK5d1X5znWTGkBNfoYsUPv3oRO0KzjgOY8Ny2759ku3Jalpe+7R1wIghuGk7nz4sVRWHAWRpnSOlbuvSOobV+ZxqwZdKKl4zOjwse048SbfP5wBsHT6Dc6K97UbeE6OOrdEfi77fP09q3z4I7FOxWJJ9+42SmA7KqJYkke3TDAURvIr66N8Z5TPO1fjosMzkCyYL43+Xdhgw/c0prqIDr0NcfAU4hIkOHNgv0ZAnJ5x2lpEXJUpDYtcj+k/qv/qzRs9Eznmp46gQ4eO42FZInfRW1DR6475Ccc6PpFWPPUqZJNJU7q0RPdN94M+IV/34bK8M9mVk9549snPbZq3Rz5Zr2ip5YP9+GR8bl2KxbFL0kApxQFDVQybVudd1SIxtReN883mi+CRDZHxrif50MAxJ53pFWe0h5sLH0/51o2YPN2LOQdBed/dnavo4OjhKJeN0qYgNYMln2RZgCKERsPSjZxQIe3r7ZMfmXjnhhBOVaxFKksWa0ijs0MGDMoGIVIm2O3/vXdDW/n1v/pY3vtdVkuScAL44PLGMYc5rfaImoeKklhNC9WYeAoJKdtOhuOF+kIbX2jt/Q4qfaN/dp3JBPPrucfC2LU6uw3FD3Q31t3vf+97aXgb4w/5m1juyrpQHKVe5fKFOAH6jjIq1zx5Ru2Xk8992LX/e856nAP/9739ff+6Gmuh6tvPOO0+doVYROJwhVADXbQRvo9GFgJ7UYSvJjp/pG0SgAUWkVqnFdowo/v+z9x5glq1Vmf86OZ9Tubqr842AgCBRRDCgoojoiAGfmRFnRkcHnXFm1L9pTGPWx5wd85jGgIoIgoIgghJUEBBu7Nupcjg5n/1/fu+3v1O7iw7V1dW3q/v2x3O4XemcffbZ+1trvetd77ty7lFrNtvWXF9V1dKEXa8A7NjNDz30gLzKJytlMaypwPNh9S6DmLjrf7txNFjL7mZuawSvbPVG0wZDrF4rqsRBB9oScwis0e7JI5uNA/icalyqdMzXNxDJGYg8B0TpCXpeIlYkPaBJP/MOoS1wUHt70NBIEBv9kSMLli8Ux1K19OWji0BPgPb9dSppEp1uCAnzd44172xezzz0UZuYnrXpiXA+WWYyDUuT5IQ9dGRUBbePAjty/C6rbawIkdjkI+y3BT/iBxDUtnRe+jvG7oJkypr1qq0sr0gkZ2JyWn1y+bZH5F9ljgPjHCEiAlYQWDKdF4mOz0467SAsjAji/EboJuHKFh2T37vNqZXcc6NgO8Rcxup2uOLlkQC+oJaDv1LTqZSmLibgb8/PW6u6JtLa6mZdlS/BXyx1xtnoRzNORwBjFE1kzu2VILADP2OJThVLxd/dNqdxJ3ubPS4peqOHHyHXYbOacCY4l/J5d2mQW0oISBRCpIU2QWzIGKc7Kpc0jJwRTciXUF87GFoW9nkqaw0bOEiZa7a1ZYstZy6TKSMjyxhsTp9p1OwloFVAFU0Q5/OGa0EwpznPvzF/GVGFOxh9rL7nleekO5/fZs/Dweu3xKDHm16VOA6BPXrt5W2CHpU/xD0S2GzZ9elR6sPzPVux3S7eHwGYB+5o7EXsQ1T3EKNAG9mPqOz52V7m4G8HiH5Mbs7nxwI2R44ckdcFbQ9aPvz7jhe8WwTyT//0T1dLgymqb/qmbxJaRAW/V2e/AxHgr7Z2VvBcLIzAcYH4Ebg9PW8yac99ySvsT37tpywlKL2mzZpAXA1tTeXyJIIN8GDMcqWKKuF8qeIg8VRBJD0uZuRndfNPTKkvT7+WpXG24UCBWH+TLdhjjz6oD/Gue+/X5tci0KIUh0hOHVW6ouBMAjZogJTX+t2xd7wjqkA0c5r2olYxQtdu2eLSkqqtmelD2tDl755nOoBxPQiAwOlFN4IWBnlgdeDoUf+MkhehE2HgYHStO4rbhdMftVlB/aXQ290dR4q5f+RSUxknqYsUa7+pxGDQaY7Ja6ruYymrb23Y8oUz1u/1paVfmZ6zdHwk9IREgs2y1my78cNCwSnoMTtP8hEeF31nQfMEqVTa4jEmEuA8uOslCJxnPDAu/6UnjqYBsWuAK1552oZNx9z3i+qd42U+H3951rgaptBt1zR6pX64BI/cgvE/7NQ0C04SWIC0NuxZr1PWZo2+/3qtbdkY7zdv+UJBxLYhkHH0gozq20tL34nZuEBfd3B91AZW8+/b5Dr+PmhvOCU5qlLIhxF4HxRB/f3w95Gwjc7WgxxYVBsf2eTQ910rtMUNT5YkYAnOBN7S7IJVaB9A0lTvvmubjZotbXBP5ayUT2sMLTO2fyUZpNUC/4AkJrZdzfs3FLWCtR2tB9+zJ+FlRJB7AMGgoG+JPvLG8Y8l15EEwq7n8yPhCNsHwaGPt+tZFCC0B3mw+My91zvBHlMr+vaerHe1sbnbBaL399bLXvYyBXISQVjir3nNa+wbvuEbhH7Q5vFa+9cysSAtqOsl2dnBWpwHBG5+5md+RhMcXAfY9nK+4GXdkgH+WiF65EeBdcicIR9c7xjLxPS8PenZn2zv+9s3CV4nCCwtLVq3N7C52RmbnjsUysa6sTd618yrSwc+hNkh1REUGZGjBy8jDPrQqKVlsjbacj14Kvra5rqdeeyM5fJ5OzY/b3hzSWtdxDjm5+OWlajKQL18Kmp6737sTSS+QskazeZ4pI3qFegetIAqYnJiwioTE04vXvPwzs5zDIGpOGpfZC0LhN2rb41hf8HsaMsP+rZZa9jW5rqdOHW3JRPbynti2osH4CrwgSDxkKDHBjscuOq/6YxbBK8HfTt87IT1GluC7NkMq+sr1kE1NLUhOJnPmnZFaWJazyESXmgGA7RPC0LBuN3btohF7CeiOS/Inio5lbV4LAiDPgE+0EQEbnXJTNEGIUwNGjJkjl7tW5zmyiIZqj8eWdJ4py0AGz6csfez6joWeu4Z4Pi8pYORkk8+C5AX8S9aLaE2I8YKsykRLrOJwDK5Uhi8I9dzOD8vgpz65mkLYu0wEYDElnKB7SIxGkfGFLkuV3Z8BZHrnKWs3N/C1+B7vh3tTvDF6IVEZPwX6nETLMO/JfjS/+Ycj/oi1zknOXSA0pZPjMyKM0pCm4O4dWtrtry5poBMUsdIJZs7ZLsx1E7QjkLo0Xsbch3nB7SPyp9XoiIXXD/QaJ58FWKp7T1Bf9OwAOJiumBxkhe0/KMmM5mK2eRJ288V9XpH750ePvwFiFJUZCS7nqynqY0de9jtAtH794XlLdwVAj4FGYxwNOe5J+nDMw8f/f0n6pgci7bPt33bt9l+rZse4HezuBAIBh/5yEeUCXJBAGvv1zr5pGfYh//p3TYMAlu8sMj0sR2am7Xy5JSqaWfkUh9L02qUTmz5gqB4qlYCjhezcQp4jqgH+Y0KlLW+smyra+tWKuTt0OEjCq7OhKao2W6SATa1dt0FRJnToHcv0S6yYYIkBOC25rmpuJnNB1Kn91er1e3o8ROWSUFRZ4QOIZmKZELpj3OMXiueqp8AzxNqRK7hRspYvo/O10srKzboDyS245CS0Zh0B0KRoiILR9lIGhR8ZRfrYH2g8EzBwfAskgLmjiHrmTXHRKZYOmsXzp0XL4CFGAb+BJOzhy1tA8kA+2NzkPLFwYj3xKw6VW9UOjaRSKlSFizPiBkVfpZZ+roEYRyJraPgAjlR7AeUBFtVy+QnnBzsGO5Gy7xlQTapzyvJ+FooNeuXWk2jgSYAQA4EtYeqdKARPDh+oFtQm/r6iq0OaQU0rZQaKTBAqJHbXVQwJxa3YQsxo7jgbJAQBdyQtKZzEkk0FJi9GAyBGv4ox0Nw4xyRLoVkTSVfYvJvJxj044NIsFU75CKnOKdpr89DNrGR4B+B0kmEK+mEWXbO8U6ClHWqKxqvXFldtUx2zQrZtNoYmfLs9uw7s+5hQFdywedApa7+fGrs4e6CtTtuJapBOD7IcYVe8fo5iZDPZhLeQS9mo8Mfv6/KdTsXyS4oINA0C76CJ+uxl7E8UY8HqCRJ4H7ubzdr+WvrT//0T+3FL36xEjrOx7/7d/9ODxbnYa+Oe7fbuuuuu3SesIyNkurY25/73OfaI48gI36LkeyuRTeZN4qE4n5f/EBsx57yXFXWaM8T3CtTMwpsELmY30ahjRE1BGkI7vxeOwzoItXhBMYGJpGZtKp3D9nTL6e6BhmgMp2ZntEMOTA5kDPVrhvVq1s7nL1n+YSBRaLA82lRGUqopyV1ukcfftA6XUiARy2djAuOH6ufBcOxJzqB2XEE3EYsS9rSpLVrW+Ov6XOzaB/wvIl0QeY5wIpj0l0YBClme23QjLRuUiUG/Y5lShMaz/OL5AJIHwU6SHB6fiD9rCMfDkeBnXn4QVX3d9/3FKEz0quuTNnG8nk7u7SquWQ2Ru+L7QVu/JLzHOIwEAlhW4uAnVU/Xi2DbktB01uyUolr1n7YFWtfZL1woyc5Q6Cl19x0PdTQM9wR7ULtdQ/Zq0WQu3jOPQyEnHe1EYCxIxLA9NoRkZmYmLTDCwt24uiCTeZT1o+lbWl1Q9fh0uIFa9TrY+RKcL0+tpGNOjUlJOq5QySzmCPPRch0Slw+hlyHJDKse1ALRuW6Ctx4wBsP4HFgfRFQLsY/o0x9wf+RYO8mGi5GHrY/GOdVoHOm6j5pk5NTtrBwxI7f82SrlPJK3pcXl+z0gx/R+691hjaAZc95l4BOYLH2lsbjQAxi0fG68HrUmUnmHecgUxZrPj4m18XGFrEOonG2sBqlm9tf5bro8iTPaPBi4wZuBY6FVIVeB0kfFS6Oa3z9lre8RQkue971rh/4gR8QRwnIl5bX53/+54sMGF20EYCBQRRADphLx2xmvxbPzZjh2INhNBqPPeND7zUHrmkF+/Q4QOv06dPqtXNdRK162QP2OiZ30wP81WAZqjggeRZMzP0mn8iMZnXVhoHZiz/3S6xSKgiGb6Mex3w0Dph5tNrDTR5YUyfdMcSZd4dpTzCmsteGzw0d4A/PTD0bWM82q1sKwLls2vKVSUm5Epy54IHdCe4w0VmdVis0tXH9e0RbWEINihWxz1Vxp3Pjm+MYlXuY9TnSX0XHSiAFlvZsbIK4TwCyeVT51i1bCgmKMXTjW1LSo7ogyZmu5PWafvFz2gKw70ligGB7zOhj9CI3uZRG5Zhfjy6vfuf4Au68w/TvDAZ2fnHZCoW8EjeOD913OA+T5aIqn2OHMR05qqRjZaNqD3/0X215adk219fcDLTc1lxQketfv6/RN30Okc/ZQe/FjyHSuXbLSBK5bMZ6cL6ovIcD2eJCDPOtAr8zIGYj0RpY9kjD7hBc21a7qyrJkGuc2OAXE0ZT+ZKVigWbmyja8SOH7dCJey2diFutVpNiIpv/xsp5bfiacOAag1w3aKs3rwqc6lwkwfHIw84L/aJzAQtf/wZax4MeFIIgTgDlebi+6VfzyFVcEA/73uqhR85E1PfdBfTt9+cV9NwbzSmhciN6eUumslaaXrC5Y3fZ8fufZocPzVomGbPG2qI99uCH7cLpB21zfdXaA0fCDU96ZPSOC7KliQkCNphZgkkLqntNo4THyDFJ7hZb2Ir7nLCFhVy3T7awl1q+JXa56pTPDfTq1KlT9uxnP1uscsROCLh//Md/rIqe/vXVlOiutGgREGARmnnzm9+swIrxC20Av3jN173udfYHf/AH+n2uN3q/17t8ckphFt232ScoGBD0omWxpxGw2zDAx2Ixe+Mb36g44R3/bluInhuakQpIB9wA6PPuN4zDBcgFRoDnuZ/5vBdaYtSzhz/4HkG1UqdronKWtmYDdbuKgnKxMqlAkom7IBdPMitOIGiHRLOe5csTgmDXlpcUiO+6+x5LpXHMqkrqNouCHv1vNv7IrLmgRjYGNig28/B/BHwgdfq4VPxsAlhizh0+YpViXhC1V7ljbA9ineaBVe2CFkDOc71ylPaY/2/VNsamNJDqRm03/3329KN27MRdlgmvDl4TqV6CrztEnPhGOn/qt49GIgJSuUqXvtNUXx7oHyIey5nUNJxoTwjD16pbtlFr2tz0hBXzvgoOQrSibP1mdbxB8smXTt6jYMrxSkN+c8NWVpatWJm2XDIQvI15SEDw2xa1Gy+q1X5ja+z17r8nvXqc5zoNBXkFPXTuk66a1WcUi9vAEtbHdZApLzQSUv0QhiTmQIIrXWyvGnVZ43yRYIAiUIVHpkairm18jyQwYwWbnpu3Qa9n7W7P2tVVW9ra1HVJQhYfORdG3RPxlI2A74VspxW0dsLv3ohG73mHcQ3OcBeZxSRCch0GLH40T+0L2paY67RdkI4lbJgCOei5ETuNqyUlLOMuXiY+hg6yD8JrGpcZL4YTIdCBImQzaT0m5xbEbwCtEWfh/GlxDejdZyqzVkyihpjViFuM3gOJCax5JTuOXOdge0+uGzmXODgDvKcwAQkOP8Nu5BqjL7tk0UPSe/WrX22vfe1r1bd+3vOep9lxD+XvZREwouvXf/3XVckzWozWOUGWBAKd+E/7tE/T79AfR0nN27vudaF1z/XJ+8doBuQChAA0gf9+4AMfEI+KJOfOsrFFMMkdBkHA9b/0S790XQY8BybAR8fkgEX9eACZLW+aAM8Nc82axZdZbByI43DxPfOZz9QFz3rqc19sW2tLGu2iv14oTVizUZV9K5Ux5DkF6GzOWm1HeKP69i50VINsvCtLF2x9c9PSuHXR020jWGPOBrbVlOmFxHBIFNB+bzXGTnWMyNHP5t/qaxO0QvifjbHZbElClb9nfE8V7KCvQFycmLZmdV2bcYpeY9iPhCnPSBqBF04B4jsSyFGwDTTPv76xoXNw/OQ9liW6I8KiijuwvljdKVXooAd8H3QiQBQGgh3jfeVJ69Zd0iCugK/akfOV5zrtAiehu7a6bPV6Qzc9Y3xAz17b3qEAIBfI10YCEYx9ScT2df7l/x64kcROf2ib586H1qg5KQHiKpbB4CesvKVkN+yFWvd5jb7pexHJWbgC6eKk5t8FDas6hl3fsAvnz+lYS5OzTic/MrLH7zH0RgLCOJ0sYCHFdbZZ6+GFvt37pxUg45Zorz3hKmo+Uwh+IxTzJiSyQ1ICitEKcwhm7kE6MIpBShaOhEbxYNNDeAN+l3a+k/b1JDp9ffHdd3lyHe9BbP8IuS483sCQhO1bfNBxCQJBP9K31+jbOCmMXTQqh9BNLBS6UeDfcQ5kDFQsWmFqXvB6t9uzRmdo1WrNViG2kkeUJq2Yjkl4SAz/IBy3ZI6/W9MoncXTYb/ekfO8sl5QPGRWXrAbudivvG7Dte5NvHdgfM8w369FQGeBDrDY96jqgcr9etKTniTnOWb7ryfAU4WiBkjLATSK14YZzvujQCEhp4WwlzG521GqNhZBszkviLZ95Vd+pb3qVa+6tQP8tpmIY5AyAgeE4z3iPdS1XwEeyOj973+/ggsXM9Cn7yFTTX/Ciz/b3vLHv2GFyqT1kIYNA2FcwZv55ZhMU5jvFaPe9+UJ1Myh9wau3354QWNBCNkAc8slTgIvELr66qk7yVrgfWbsayF5r6SKXE6cqYx+x2vbnz39iEbhjp+6286eftglCFTPMoZJW7O2qXl5Ai7H7MfqWFS+eKG365sRr2oIjD3NpSKTCtkNedVhf+QY+gQoscMHgpKHKOapMiEp6Kpyd4I5eevUNh2hrh0SoBjRU0uAkTz3PVCLtY1N8RpO3H2vGNS8V5APiwdOfjaR1O8Ngq7aE1T8jMI5t7jA0mLmu82cBCsVN4OpkFxYsPrmqnUHZsuL53ScuWzWytPz6v3G1A93R0ZPnvE2GPjRpTn65qbOu4Jsv2u9UdyWzj6q2WbpLeBeV5y0waivRMepp6GK594jVrb6e3mWbz8/AVdz7WopkPAEFqeVQcUcVv4Sv4k4zdGvH4WEMrgF2fyEpds1q68zU3xUga/d3LJayyUFTGcUil3LZVIWR+WOUUoJA6HXzugcvAynWkjAV3UdJdftHMVLRWbPI3Pz7uDSFh+sOWnYcA7fehEEI4oSKOhuvy+x2f3yjHz3JAr22g7gUuBZny5aJta2dDlv010cFEvW7A5lELSy1RYaQuKclAol4gCJseNcAMHPHzHPhfFMMmvB4WfajV57lV69UWNyHM/Xf/3XS6jHJw70ekkMd+qI0C6L9oH3sn70R39U/4VT863f+q22r+s2VLILdkCO//bf/lu7++677Qu+4Atu3QAfzVogdtBvpwdx3333jTNfr1S2F0/4nScQIgNoABCU1/z1N6G/IYvlSfuET/4s+/s3vVbQtWOfO7gWb3bHonf/Vb87XVDABr5HYIa557sIXiJrIcISCtWEfvLeA9750TvWPcEdwp16/IK+nQytXjuRdKpuDz2ggIyiHlCwU5lzY3YkPkD2eh8iSbkN3HnC4xGPPG5RKAAVtAhgBLdEys6dPWfpDOY5p+yBBx4cF5ygDt6lTmNp6HZzfEFb50lSrKORgrACpXRkgObL4yDPa0Kskw98p6VNg8/z1N33j/vmLJIFniedyY8rbpHjQjY/599X2rKqzZdFGON1fHWJ73xpet5K/a5NlfNqlWgMb23JVi1pqaBrBfmg5y0jRcK4jfoD9cmRpdX1qLYGgd1pG9TbQ1tfOWNzMzNWLDnuAi2XfpgEJOWF7hTyhm0X7DWONxhYv7+pcTrppAckp2kbRdTXEiRmbVdRYe+q87FDZnZb355+eU/QNJ8vgi6w+NOlpJURxwmmrdPtWrsfs62NNVslgcxkLFuZsWIqsFQqLTEYydtq9M/J0hL0Y6OMI98Bw4dTCuMVIdfFpLwXCdqw58NLzX2IO8h1F8HkF5vHXAShg5ZIoCfs83OOeC7g/Q7JaGhfHCZB3AOliQkr52jHBNa1tLUaDas1GtYfmV146ENi5XMd5gKSOpruodsdr817nL3PbvTaKzv8Ro3J0YtHHOwd73iH3ehFW4E9iUKN4E4lL5SLfSMyGs3v7Kn1ehsG+NEllPwglVOMMkF2SwZ4FhsivXYIY8jNwjTfjZrdtayo8h0jB9G+j7/Aojfk0bufbHd93GP22AP/IsZ7NgvxrmnF8rSqeIRuGGfzARo52kcfekAEvWPHjjoDksAx6BGRoWpybYi406Xn7xs1Bc1coaJeJZVsV0IxQdjT7qs3P4rFdG5wlzty7Lirbvv0f2HToyDmKnz52rebIYN/u+eupIKvwwRAzz10M+gE3NnDRxTASDLksZ5zQWmbsIfrWk+QO/dEvjhp/bCHDRExRUUdVsIOmgfNgMw2VGKhar/nRhCpqOfmD4mFzTkbEEC8wU2IikRd4Uh2FFh29LYZwcsWJ2UG45cT+I0JhaDypjLhMT2/IFi+N4xZo7ZhS8tLquYKmRXLF/KWz+UtW5rUazBK56rZQC2iWqtnR46fsmxiW/bWG9nIi50pLvr23fo4IRVzGgU8WPYSlgE2zluvXXXQYrjBjfvzvHf18Iuenu+MWBgNiwjTiJ+h8zWyBAQ7oP5EyWIE7UHHoGIWynkLypmxM1y73bQLq1vO953581LfsmnXF+X4JXnrNxbgeJzYqKhh/vMgMBMYOR5G9KIfAgQ31/G+2Lb1EuQ69b1D5ToFckiJ8j+IbcPzXHOMwHmjHK8Vr4s2onOvv2laEFb4mdHAsqWMpWN924wnbKKYcq6Pa1uW6DUsVZrSfVpK0O5KWXDs+Reb29ygtRejmShEv5/ra7/2ayUJ+/a3v/0iMxP2Wto+7IvRKp5i61L78G4WjnHAy0zCEOBBYdlv/Zio78MzEgiKyrHdWZdfoCl7nRw7EAGe3gxEN7KVy13Yu7WMvdTysD+b/aWU7/xNuPP5P/4FLxF7GUY90DlBGQicqh74GwhbRi3xpD36yCNWrjDLOqHetoxZEMXp9RRwNQ5nMZHvCK5U6BDPZC0LOhEGbDeTXgsNZkq2snRe52bh6AnLpRNCCeihk2QM+qcVFLXo81NJhnPuspYtVpQk8L76nc7YaQ54nDbCMsF9dlZWr5rbV9DB5rVupfKEGPNuJp7e+TZhiABO0Ictz3voNBEAwhhnW1aVpAjhIMcZaOqmn8GFr5Bz56/t1P0Ynxu0mwoUzPODGgD3q/eu8pBq2qnjQdDzAZ3EptfckoqegrIqybj+LZe6UPSGZIl4oN58wqx4+IjT2R8FgvP9tZdOL1pl5pDlE1S7SVtdXbN2p21Hjx63VGyoClPhLRaMfdzdeef/glAal2reGbUQjLyxihMSor3jvOSHwPTJjPVJwOIRoafRwMnYqqIvhgG2un0P4C0fUZZDqEeBLixGCPRKPCChBYFaExUSgSmskDvW7Ae2ubZsfSSQs1nLVWasoOrejbkJjhcRLZz7J4B6AiBJjYh6nIOEjVJ5R/SLZ5yqH+8d6Ju2Awp4VOFA4syeR5TrnHmMG11zH2RkKobqOkwSQNpBHPySnC3/oNfOyCDHQu8/GXOStTGMeeOWHHWsUJiwQqFkU+miEjtaUq2tVauGjont6ZJNbWwo6NzI+eu9VvBA9Ps1LcS193Vf93Ui7v3N3/yNCMs7++R8/n/913+t8TgWY3QQnNmP97LYw7//+79fvX0SB+4x/suDfeDhhx8WgZIZeJINArxrF8afcD34T/iET9C5RysBLtiVpsr+8R//8dYM8BA+uJiu1F/fa4DngoKtuRP2jy5PhNn5/GzKz/uML7B3/PnvKVhC5kplMup7a4RqNLTl1WXbqtZtcqKi4M73JPWayVqn3ZJ0qTNucVWQd4aj6qaakIhPtxuK6NTDwOyg/zP027t9O3zosGXTSSUMQOVCBdJutITZ/EKZ/n5dQTiZZSY9FPoIBcsJ+CxP5ltbXZUS3sm77xMqgGEIx8HYkjzIR/TXnc0qWusayUsmHRQfbv4cfz4y7y6nuzziNi4g0VNnRr7eaMledW4W2dmcxudQtvOLQJ/OORc1gru+12mFQb6lQO7798M+WvM55+Eewvt95ukhzA2ccY4fZXNEuoLm3dGx9wvhHRCKxGhok1PIEEOoG1pnGFhza902ehixuDG02YVjltAu4HrxKlTpvUdZ78D8wPsgNEw7SAEPgpznIYQV/6DtRtuGffnQwzYPsK4Fzqe3LRe7MIDq71uabFQ1zdedhqrri67byKXMX4EHOD96NzePlK0zWGkLsi4gXlNxc+dU90x5VJs1l/zQuy90xGLXPSLxGpTpQo+AUMe9VWvb1lrdmi2zTHJgDYSeBkl7pPGw9Tu4J6atcviQHTqcseJEIUx2Iup0XGP+fcC4j/T7L9px1bNvKElQQNdpiTsFutBsJ3yj2+NwkEoTHZnU0IuP92qWSZil547aRI/e/bTVsketZinNZXMe2Fi9hOx+a6LvJcDzN/tZwQPLw5BHbIaq2ffVSW5ERq1U7D/+x/8odTnOAcp6JATsx3sl2HEeed1rWdeMdNwmSnaveMUrxmOCaBTs9zoQAX43HzA3yrVA9AQ3MkXc5iCUXE3Ll+e/VA+kVJmyp3/ip9l73vp6yxWdw5wqz0xOAXgYxGx+dsYmZ+bGcrX01p1cqxtBo4cM2axUmRyT6iSGg0kM7Hx68Jpxd3A/Ritr6+uahz+i2fmc85MXNO9U6FCzg4wmXgAwegjPQ/qDsMfv6LWTTotdkHyjZhtbdZEKjx07Znmq31BHX8dLFY84TsiqF/wfysy6Xn/cYiNndgM7HpRCEq8EP826u/l7bhv+DjJju9OzI0ePWzrlVPTQwudv+9Fqv9seu+/5DFbz9gT3iCGMevKM/BXLGnfzC8Ic+vHjMb7o97OFi9TonEXrSMQ9ethU41TalUJezGwERmKphGWLU6p2V7sdy+ay2rTgZsTr9NWdQxvPSVU9CvkGshhuMwqYkfUr+vS8HyptH/D1/kY9iw87Fs9XBJNrjj7ujGekWYCWYrpgIzTahy7oJ0gcNJffp99kIwIf5jDjCxg2ftRHfmRBh3PkIHTZpYLQpAuWinUk61uhAp6ZsE67Y82B2fra6piYmGUcLTWSwJNSnGHHmrW2nX941TqDuBXSI1tfa9nqhXXrDjNWSLp7s9WklXPOOhs5O/lxC1aaPxQh0F3c049axqraB32BV8KonzzdQyQglh3bwspkJuz1QxgUIY8vUgUbNTYtAUrAeffiQ6ElrxTv0hkrP/lTrVw6pOsAZIkqEgQHkxhQDa8ZD1x9vdX9tValOn8td372K8D//M//vP77KZ/yKRd9n1E4RvJYP/7jP67jpIJnb8C+9ed+7ueu63U9adn33OnJ47rH9zm3uH+CJlyv1Pitvr7zO7/zkv++7QL8Tgbh9VTwZOZU7UBdZKFkrldbV3r+I3c9ydaWztkjH/4n51iWydljj52WDOr0RNnKBG5pxJcdCS/srwOxt8KRMjZZwfzh7yRDRTlIb95HHrEc9nf67SQKd997vzZYac03atrI5OMOgiAmtOsV8zyw8xkvg0HPc2ZyoUrcgDG8vDVaTQUvyHR33fskSyj5oDJPKVFwAjHIvUIEGykwtutbblQvrKylrZ8juA1cMA15BdE5fshlwP1Li0s6nwuHD+m9iBTI7w16GoGLVuagHerbR9jxuiYIoCk/KueuD0iLvUZVFb5XxdO1IytZgkJaZDQ9L0G/DUEwJQY68DeJABC5rhOR9UrqF7frG5p8wAxmdnZGEH/MDlm3sWGtZsuaraZt1lqWsoGCPRBwIXS5i25RiRwa9XVB2xqFg2UfJZ+FKnOo0cGo520lCxMWwxpYyoNOSU+ubmMUxsH3cnuT8lLBya1GloxjIqiBZtfHXwdCMrCX3T4IZGudzDAk0Tw5XCmr66XZ6WrufkuSyCnLlqfkDLd6fsua9baSDdj73RYchJjF+23LlAuWyiSt3qTlMLRep2dr5zasNDO5/ZqSjY0oynENh4mH2hHdoaYqmLV3QdyhGX60zf1ZGHQ1FVB0zyGIPmbxgRvZFJEuhPeZlRcUwjVUnDcrHbqsIxyiWgR8CE3sIQQiH/Cpdq81GO2lgvcBfj8h+qstEpuf/dmf1WO/VvR9v+ENbxCjnr4+54RzjSwrjP7P/uzP3tsL3IYku+gidu0sOEFXbjklO9Zubhzg+90EeE4M85tc2PTbdxPcd5NAYC2LxSnWrx/98AcVCOZmpm1iek6bCxU9qnYpxtqYl0fKVmNpFQUfqdQFJnMaGM29iPQs9rHq27fbdv7Csk3OztmhuTkF31azpmo9G8rXAsmTOPjZ9xQWowTZeEJ9fiB4Ve8tYHwXBFADW1rb0Lk4euy4Nkep9IUkOYK674lq5I0kpFFVVq8xwVAu1/0+tqoZZy8aeshL45z+ZzJt7XbDTj/ykGRkF44sOHIkz5krOxZ+uMSEL1TcyJvG35ykLV/zfiAFatQPidnQR12pjMCEUPceMuBYprYVjhaise963UjXskAv3HFfLN/qVEvr1my37cLSsm4g+ZzDVeh1xOZPZ4tCZ44eP2WnjhzSZs/rr6ws2cMPPWRLa5tWa7Y0NinEL6KDz5y8tN85Hh+YEGK5CJZ2hDRIhzDpea/p/IRaAwk0FOJx9cYDQfQjfbbo4CdGTdcXR7M+lbNR9Dk5kIt06eMXV85eyAb2PQhGOPtOAkZiMzF/zA6fvNeO3/tUm5g/akNsgs9v2AP/et5Wlqq2sbhoa4ubVttsWi9Ih8kVyQiz+HHrdJ1+/EYtbsMg4WRwmYnnHHj5WURq6KMT8KnOe/Wx97wbZ4sYxnj0hb8PnCOcKn0Cuv7OJbzbCFDMAhKe0JnOJxXBwrMue39znfLZMzbLvoG8K5A1KNROv/fdFhp7CfDsX3CEruY4d9CXTyzQGvnu7/5uwdAgBb/1W78ltzSS5K/5mq+xv/3bv73o96+1B3+9j72uH/zBH9S1RpKyX5K/oM0oF5Lc0TqRk+nkpBJN/ntLV/BXW7up4L3T3MmTJwUBXUvGfTmI3i82v6NPfq7903t+2haOHtd8eyqbFQzOxkaQpBJOplPq07vXTqi/S++aPntpAvY55jD4djt3s3x5ShD3+vqqSG9zs7M2NzN3UT9eym31bc95PyvvdO4bNjE1Z836pg3qPVXcJBgs7GOxvQV6ZfM6dOSEY8oPnBSuJ905O9mixG8gz5195EGrTM1aJhEokQE94PsEUTZMfR16yLPc6F/RmvWaXTh3RuNkM9NT4gmgGZ9mPK+xqep/qKrb3VkK/MyKR6B5grz69GEv3z1/y9nZErTDfjp/gw89FTj9d79AEuAQwAfot7ZhfKcYyLglLYXO+PWQQV0595DNzh+yialpMdNJmvyontoPIolPaIzMM4H5JiN8jUbdqtUtW13HQTAt4RU2L6oi9wQ9G3a7OteMqKFiFzWRkegMX4Pca8Y7sFQh68xecLpLxEO5W8xS3FhiozvUeJ7MikBdck7siIrWpUH0vberdbUUItU72vnRWXvnT+CqYt4jXAFDiAmoOJvWmN1oM2MZ+CKprKVTXet2+yKQSszFT7sFGcH/o0QgXwGEkKiqDU4ISU5YabuDiNzL6dLYZAbYPdaPiN6gHKgEj62KYF3TxAAth3HgRsCm1xL6NUwWXcAn0Yqn1Q7Ryk2ZIU27i8W14T9nBF94j766Z9qH980G7Kt7Pu9L7TV7CfC3i5OcHzlGW53z8Gd/9mcXcayQy/2yL/sy+43f+A1pr+9VM+BmrPe85z32i7/4i2MXvKjk7+tf/3pJ/nJ9QB5E8ne3Xu7MvbOv/eqv/qpY8/vRvjgQAX63lrGX68FHx+z26jR3KZKdX1x8kHJIID73y77KHvynvxUUzQYPnKrqG6gdcpxXimtU1RfvoPlMxUkPvF4Vg7ypfrtTrGPDY+Oo16p21z33qber5yCwA9uL2Ofm5+mv+949bHogaPUSEbfJZPQ7QP1qFTRrduH8eesNhjL2oApt1rZkkgN6wHNAuhOxLQhcAlGctGkCZz6jMaPqcGTLyyvheFXTpqZmxjKzVPgkHHjKE1JgyuIONkHGyQhi4GbYFSy7zkYUqD+N6E3bib0QsH3fvut7/WFQBUpnFG78vQG2p7FxUjK+dkIBGAKd/12SrW5zy1X2YaB27HVnv+qlajc3Nq3eaGgcCBIakD/oha/8x9cepjXNTSeMA/Ix6gs9QL/dZ9kkcr0gpiSH64QjyU/AUm8oABAs6cnLbY+ePIkKmiyMUEaCLzr8rnfu3tdYSS5EMNY31mVlDKfEG3cY7oAEtL7Tqpd5DhWykoCOJUKOxPiM7fRVj6jIxYH/o7K1cCx6bWvWOlaazFuzMZKKYDafs243baPalsUSvG9Yd3FpDeSLWesP43ZkHuQiFiHDhf+GNAeE7schkZv1i945/AamEtgXkJ9Fi94/h19RP4F42oIMM/FbFsfO2KMonL9uT+N5oyPPvth+9hoWe4/3exfnJWSA88DhS6OYIVGPa8EHsr0ErRsxInczF/sCyOFOAjXXBYgZiMVeKvibBdE3Gg3JCP/yL/+yfe/3fu/4+/sh+cu8O8qC999/v+3XOhABfjcf8OUgerJpTgzwCCdxrzfH5RACSCfATPwM6I5eHBXEB9/9NunJc9hUvvkyc/E+uNckXSuIvgiL/oylZQTCrDtKbc5ghqoUxzaC9rHjx9Rn9f37aGBnFtxt5kNL53J6rg52p5phdlr1VK6+Fw5Jb3VtQ0nA8RMnLQ8XoO6ChiRyQ9IdpLwso3qNqloI7caW5UplS7Zbriph9CmYt3q1ap1Ozx584F/d5p5JhYxjqtasbVWrtrZ8QYnV1MwhBWZ9piEiIoevcD+m6gZ+d3wrr7BXG1vKOpvZuqp7x8p3z8U56neaMvbxJjBo83sSXpoWAKYwkMpCYhPPA5kM1zeZ44RkOF5nfatu7e7QFg7Nq/J2BxpeC+rXd8eJBIkIdSoIBs+NupwXxvErU6xYCkvYqQmLLxy1Vm1dVS6jQasrK0qsipOzlu/1FBCkdBdPSo42djlhG7T9YbPrDRZs6dwZG4wSduTw9HjDhCjIrLxXqJMnfL81Hh93LnI95xhHe4DHRb363MUKc5FdLxC83Rwb3GQrU5aIb1m7iYyvSSwo6CStUMZxMbCg3bBhMma9QddSUyVLZAPdlySS2713F5AtFrrR8frw/zG1AeonOA/77r9U9n5fyESqfKYDpFIXtt+6JIIuoCaln881QiI4cD1+Lr65J9t+LD4f7/cOUZV9gc+YYI+AFu8XSJVgz7+1X9ykEbmbuXxixxjYb//2b9v3fM/32Fd/9Vc7K+REwt70pjdpdJlgGf39Xa99GJOz8O+R0Y0ujvFyBjhA8MDoSPtGA/x+SP7SFqJIvS0D/G494aOLD4aLhEzwamN2ewnwZGU8P1k5THyfjd/79OfaxsoFWzn3qPW6XcHsbCYwwZmZJ+i1m64H3mpWFcgJ9jPzhxW82fCqW+t2+rHHrFSq2NRkZSxV6/r3OVXrjonvqjTEcBjPcrr3ZR0rs/MQ/oLAoQki021t2uLSoiPp3fdkVeiN2qbIfYy2ydoWYxl6xsFI4j2aKW85oRbm5RlxQ1mOAE1AZX6912naaGpCCnytZkNubgRTUASqR43yiXdQVZIjqB3FPgiFsMrjbMAOgYHER9DcCc3ndkDzzjjHwdAE/50AANkKSURBVNpRoh8VesyTA726Hf3yXFEWtk7S1i0ShDTnLgxinEv6YoNRoNFJTHScuA0xIelG6iC5xVOhdS6a8zxfSPzjM4nFVXnz2urpy14wvDZDqL1QmbYy+gaVopAn/AP4fDcbbixNrPzJOctnkhZLp1XRK7HQqFx48ARjgvWgb0tnz+hcHTt1ryWB9QlwiNKIoOYRsLhm0IORO7cuacbCt2cWChFJCpf3IHQAhrxj1msGH2nkiO68koMu45wJK5SytrbWt8nZkhVKOesNzQq4AZbLdvTUvCWyUzZqbloml7ZMASY83gnoHyxbP56zUhZL5IqSzSSFOyRAAjk2Qn72PbPdb1e17tsMoRIexyrBG3rxGNzgCEfg9zICiazFg67rv8dTFu9U3edx4pNumLANn6WH6n0F7v3eeXjk0fu9X22PAqK/HQK8nx741E/9VPvSL/1S+7//9/8KqsbohsSHoEcwBKZn3Ux4/tixYxd9DZv9u77ruz7m937v935Ps+iXcnnbD8nf//N//o+SIGTDiTc7eRg7WwK3HUTPheEXloYY0sDG5HG9/YqdED0n+cMf/rB6+fT0o8/Pv5/9KS+zt7z2N0SEa9Y2RHyT4l2B2Wt6vYybORcyqmWqax+811aWbKveEJQ9Mzuvn0snXhB/fWxAw98QTKi+FaRLblTKIQPu3wTtqdlDqoI31lZtc6tmUzNzNjnpZvJ1vCFbn0QD9jvJgyRkB06ER0Y0oQMdAVDjPSFHgCBDL99rBeQyGSuXK9adaNrq+pYCKwnBhaUVzeqjDNfv9UVI7ISa9xL6wbu9T3WNqE/X+rzHAn18B83zPvu9tht3i4zGcbwYzEQXhDmSEs+Wv7hXn5eBi08mtLBATaRtOOrZ+QvndC2dvPteBVMSB2D5YcvB595ljuDZa/csV54KyYFezzyuAK4gqWq+FBrINHbYsQ5tAHEtifxuQj18jXTNTAnipQWyunhGkD9VHgleaapkyXhvDD8zgtdrbNgS0w/ptM0fPWlxes3OOsUp2IWJiTTnIUv2YZJz/YVSsiQCQmICBUc4BlrM2cMJ6BMEfUCnYu672fNwykOGMWY2cSxl9dairW/1JGAEBI87YqGSs4mjh61QoP/vgpyTm+1baWKkcy9hpWbdGhsrtry6boXE0PEUimXLpnrbRjZRDgxa8hABOTac4FSyIWHbc58nZ4CpifD9wOZHTwDCIdV9LO6sngX1H/p4e7yWr+5JHkEWfcUKlM9+RW+WQO+JWDv3rRulQ38zFvsI7/9//a//JZ97LGlJrrneYdW/8pWv3HtRto8Q/dmzZy9iqF+qeud3/tt/+2+y3B3za/Z5Ma7JaPdXfMVXfIxPy16l2g9EgGf5iuNygdpnwlw0sFkJ8M94xjNEHtuP5Sv46POjLETf7VILyPgFn/WF9td/9OuC1YG7BeX2B9bB5CVX0HgVvXYCICpsENUgvG3WGpJxJFCKgZzAcc29NyBzgjYjeED+bFJO+76mHj7kOtj6bJiQ9/wcfKvdsbX1DZs/dFibiBeN8cp4LBIHVemo26HAJ716d86B870KntCAfFGtAfrnLAhyvorWnH61YWkbCILSeFosbo16zZqNum3VW7qRcXTD35sbQoGa3nAsGD+nqvyw/54pFIQiEPylnR8S+JxgTn1M0COwyYwmVK8DwRj6YwyFbtC9j8fTqrAFzXeaauUsLa9IFGh+ZloueNtM+ppzgIsyzcXOL24bx0jsxonpYPs6nstv15WU0OcNQrIfvAPPaocAGPQDtQoIWqN+WwGgPH1Io3Jyh2u1JBizsboo1KcwMW35TMJSw5otXrggMaLpmRldo/DH3GEzt2AhWS7Q3DcSvbE+Vb87DrnJRb3aSQSUuJHEwUjrbhNLIQF2wll9kheq6QiUD3HyrnvKVt1oWqvRs3Q2YZWJgm3VcS50vfLt8TVc28LXxQY23bNsOuQqBDFdr+pjL69betTWhi9nOC/tSmISyvvKUpZ7xFf5kOv8cTECN+g6NAAsoL9kCWbr07Ouuuf3Ce5+Jv5xXpxbAgf3OraovndPhf/YY49dVP1zbqjYuBZuhwreTfbE7Z3vfKfe3+d93ufpsX8vsH8BvlwuX3UEDQge0TRaDn4RL5D+ZSoAW9/rlfz9D//hPyjm/O7v/u7tRbLbzSLTA6IHHiHQA8nvp/KUbwG8973v1Qe1m+cvVqbs+Z/xBfbev3m9c0ODTIcOfNjXLpYqCsyMO7VqW1arVkV0O3nX3QrozkwmLlEZgjiQJs50koPttCxfcla0kPJIGEgi+L4n2qlCj8VtY6tqzVbbFg4vWCqZ0Gib7997yVoqfLzFmR+Hgc3XVNMgDz3m79XDT4qMhjjOsIf5C2YiLgGQ8UyhZBsrS7ZRrVkxl7XDR+8eO9VRdU5Nz9r07Jx+l42q1W5ZrT+wUc9l7VT1+dy2hS1L9rWlKWczG/rXqydPQMSQNITbxxK2coHLbEP2HSSDi2qRMPImSBbxHgx4NIc+0MaqhKNSsYlyUXPo/aaztfUrjpUtELUEZlzfWVrp/CckqTHq5yv88XUZiuXwuni9e4g/ukgAmI3nOeUOB4ksJLp5vfyZXMkGrarOW7tVtcVNlPFGlknn1fIBcpYTne/Yi33vj8UJ4MTakOxC9xcEYcJ+NYmHr+6Zh2e6I4GeAUiEr+41Rx/K4EL+o1oIP3vJxPbQVkjb3JG0grbvqW/W1iweUFmEx0Vi4BMlQesRJCVdtGSv4fzAS2WbDcc+G72hbdRattJtWy4V1xRFKV13ktJiyDs9flexQ+qElV9wrRRQnGFX75OkRUfB+aU/j9rdwo13jdut0A33AJU9D35GMCDYMx7FuNiP/diP6dyw7+xFJGfnIvj8yI/8iIITGhjI1UbV0vjcgaMhjHEsuMwhjEMycr3LEwx5zb/6q7+yl7/85SKfIY2729HlgyRV++mf/uma0IouKm367P/f//f/Cea/Xslfkj6mDUCN92vdMhA98DwXIdkQRgb75QvvF0kDQYCKnSxtt88/f+yU3fO0Z9uH3vN29cCB4PGLl269xtmK1jl33trAuRbYPfc/yanN4SMvlbuUxWKD0G4WQ5KWk5TtNMVs92NyaN/7wJ4ALsdlLp22rVpT5C+qhFyhYIOu2+Qdmc8J2DBLD9Nf57EFsQ6GdTccs3PJwKDbccY3pQn1vkkeqOSlOR+S4ZYvnLN6u2dTlZIgWYiAwKy9MMgD5SdijAjGx2NG/HsIytDp2OriOVnTInGbS9GHzun8wKRPa+xum0kPyY5j3qluB5nNj8qx5CbWbliuVBHb2wdAjj+WiFu91tH4IZ8rGwva9zjBaS5fKMBIzHWqfCUHnYEge8hdEqK5aAWCvXkFacYTdPyIHmNitCsYSRMy4k3QqJRdkBMRrNsQrC8qHTwERvYgPXYa2tA9PNvobNlUiSAds2q9YSvVtuVTZoWQ4JirQK6LjL7BF/DJB2Q7AnP4c2fAk5edq2sfOMvX7fuOA+2T5WoqxOIZNyPvoXvMiVDVC8/uuE9OLKXvPSIBugRsSWXtRX7C8xBEXONio55l4zHLFuM2g9DS0KFezU7TFteram+lKzNWSgVS14vlKsALDpanBeEDv0bmmmpdDLPMCw8thmnT/NPc/P1NWlcak+Oz9n15r+pGMICJTTDmfn7pS18qIRig7L260gGNUxkyrrVz/fAP/7D91E/9lEbVeH2gdFTsaE1eLwztj/eLvuiL9F9IdcDbHA/viT12Z+/7IK9SqTS22PWL/Q10wn//eiV/SYBo69x2Af5qi/4HPSwyJIgG+y1vyA3Fg80V2P9an/++j3+eVTdWbOmxh6zd7VihXLZgGAier25uWH8wtEw6LkY7JDYqMs2yh8GbyhjYkh4+PX0qdc2zMwtP75w5egX4jGUx9sCPfjC0RnVL/aJ77n+y5uOp2D0kv02mG0rzfjgcqXIEIocw56t64FpB98mErFpRr0OAh+NSj5/Eo1CyxbOnrd0b2uz0hFUmZ7YZ8KGCHxA8e7gjxrlROBbPn8kWtGGU887ljCq1OxjZxoULlslk1bvHxrUyPefsX0NbSZnYSK7WPRdJDf928peO28Ci2u82qmLSA9E7YbSUrVw4a1ubm3b01D2WwTAGmD0k5QnKF/Qu1t+2YxtTVhADYX4n05KSda+duqh6p3LX3HgkCXAyuJAfm2Kni7cgYZtoQuLEcLCNdRU9XIuUDVub+n2Io2vVlh2emRpDtVOoGXbb1gQV6Q1tfXnTkqvrVsqmpCHPg978+DXkthZpN1AJtqtKhtzBu7lxJGEhE+q/4muMhGSAFqAq59QJmY1vu3l0Ehz0/cMRN8f4DzMZFsGbz0Rz63EnWEM/ngo/rL6FKgxR7UOGth8h19GWSlpp5pCVey0Lpies3e1Zsze01XrPhqsbls1uWCGbFgqUkhiOf8OOhR+MFi3BxMCQVDpmwdHn2M1c1zIHD/mMOWpgYM4rVeAb3/hGBd8v/uIv3tPrE0gvpxTHtfoTP/ET9u3f/u3SQ2f95m/+pqDhP/mTPxExbj8Wzp08IJr90R/9kf3xH/+x0Ar2cdjovM9rnTQ4qOvHr1PyF5SDawCkAFfVnSS7vbQ4YsE1DyDu/wLO4YTsrOT5PtkkFz1EOiCMF7/4xfv2utH5eS5sbkgC/F4WAfVtf/Z/Q0jdzcCvLi/Z+uamxGKAh2fn5jSDTh0ElM87JWgTvH2fXU5r3Y5+li2xaaFDBpN+IJtZgi8kPdjJVNdFzD0wjoAlH/at/b8JiATb+saaE2vJYtsJzwD41fXnuwqIcbH06YX7y8ElHzXHOl9aVsCamSjKaY2VyeZFymPBPXAz/9sMeG9XC+rgm11s4Mxl+0U1Xl1ZlAwsQV89y8lZKxULlo5vzxDTCx+I7Y+GvYPmQSf0c4KsAoV7DV+Nb9Ua1that8OHD1k6nbEkrYlEygah/7pfzMSjGucTC5ac6PR13D0ffXYEdSLIAQEOXkUChCJk4SeB33cEfBj8EMN8pU/1frHITBIFeyEDECS3Vs7bAva0UM3Hx+ggfr9wmmttrijYN9s96w0GVk4OLF8oKNhnS9MXjb6hdnfR11S1XtsdvXACskciVFm7wK6fQ7yDqBcqywYEZt9fjyft7OmHbOHQIcukkyLD+VE2pyMf9YDPj6F7Scn6WXsPQ3sugHeXC1GQWMik78Wz1tlatXa7ZfXuyNJB3zLYwJYmrJDoS3r5scU1m604klsw+2QL7v8cu5kL33U26qg19dUWRC6q9+gI1n4sru0oRE/BdPfdd2tKKLrnsb/y9U/+5E/uy+vS9gQNje7r9Jh5f2iLULFyjq7Ev4ouEmDO593f8v2WuE6UYdjp2MM/8K2altqLDOx+ryu1ZG5pkt2lPlggeS4+FjAHfXEuyv1aXHhcXPRngVD8WMteF33rT/ysL7S/ff3vWy4Y2dnHHtXs+Injx20tNPFobG2ESnNUuRDrgEVjguQ5HlXCmv8uCJ7n9zSyhlIcM/cW2IXzZ63Z6tjc3Lwu9nTWETqA4XNhnx4SXqEyafWtTettrjsYnRllidvkrd9uacMG2iYQDyF61TfHhjV8Ggj1wCo/+/AD2kSnKkXB6TDVWV0MYvBzB3VIpTQeNxbOUR8dZKJsI9TWIvKtzHXztaruetXK07jM0fMOrAujn8p+a9O6dYdOUMUyO16emhvPsbNEShwOdfyD9jabHmRhbauhoHvkyJFt0RGEiUZDBTPvREefnn77EHtZ+utdiJK4w22jD1T6qXxF5LjoUjDv1K2PN0E2VNPb4famwIwnvAJ7MTSKiYrOOKEbnmdt8Zwg1SOn7pew0AhoG3EfJgKifX+nGBSytc1mJsyGaDE0m9bo9G1lc9Uy6U0rZdwoHp934qJqnuo8ImyDLW1U2AZYPSTbiSglP/iB61cyfz5o6zrkZ9VmV8kAdTzkuVin6iB8EnW08n2AR65XrxGaFkU4CkEyr6+DFMkasHvdVfmCYcINLwgsBa2gXLLSxITNJAtSRuzUq7axtmTrnYYQInSw+paSla0dubnV+16Fbh4vJTs/urVTFOxaxrqutrhGqEL577vf/W774Ac/KI4ThRr32bOf/ewxAe2JbjrDupKS6l7XgQjwOxfEE8RlgK1QAvIM9736we9cjKIwz0jwILhzEdLfv97nh7D29Be8xP7g//yEoPaTpxacx3uuIKid9wMUPzajCZXv+DmVvfTSYxDgGlYoTehn9JKpxOmdV+tNq8JDOHzYJqZmJJOKTn25VFJiQGWOhCzBtra5YXGC25DKv6HEgv96LXvgfxHs2u1tchu/F1b/ICrciNNzh62US4dM++0ZeenZDwdit3u4nuces+3lUEdAhTfgpGG9d30q6+bu2cllPEOV3Gup+qTrXCnkLL5wxOoby5ofx44XfkSxPGGFXNqyaaDluCp7UALp1rfrgv+XlpbVkuAcIcoDY18GQamUKvsRvgEitO0QvwnZ90n+JjKL73voTBQQyHkdJQZ+dp7Mmr46lS7e7oO+PnP9DLJXGJPVY5fHe9iMH3TD4N2wleVlJbCHFxYsm9kO6KjKMe8ftLfGjF9e56Lee7Zo8W7DKqWCVegaLCxYZ2vFmt2+LW42bLjetFI+ZQVGGPM5p/UftbKN4HcyeYkGe+bgo1avqt7dZ1mtNay26RESgiqkPZfMjCy+I9gD3TP+FwiOl5Qu54txNxIZJQmhGY1/LYh8Ywe5Yqgvz3+HlujWrJBOWH5+wab7Hev3y1YfJqy5smwbS+dssZ20YGLDpqdjYqffrBlr9pNrJcrdLlK1Fn72P/RDPyQmvZf6JaBDWIP895SnPGXvz32b+MHf6JU8aBkMcDnWjaj5QMLwmZ1XststlHO5RaDAaW6nXv1e/eajC6jnXx981D7u+Z9m66c/JEiaR8zwPC+4vrsc5hz57iLFOxTwIN1lgDaH44occxoU285fOC2I9J77nyJ9d8h4UnXDgxwhmWRS0rbJ4Uj9fz8Sx8+cal1LFbdkagcDJRCt0HI1GUeIBi1+vOxrNghitrS8bHOHFqyQyzgOQNcJ71DtkrxINS2REGGQr515jTOBkW48P2s3jO9eJEVLQERNTyN5rpqFEwBDnk8ClryuhV7bJmYOW6nUtmQ6bfWqc3VbaUAAHDn/8lxD/ViN1CWzdu7caStNztp02T0X71Ve88jmeuU5Jh1QuMPXPTJvzwKSh+jnIXqWc58LferbdSEAfB6ji6D+GHifDXp99ZZxdlN3+iLJ25hG1sSgD9n0QTxmy48+oPMKLEsbIAjRBZ2Dfjfsd8cdu1/OdJ0dycc2aiC43YZWKBYNH6NZSSQzRlm1er1qK+tbls5tWbGAi1rB0ijRwTFgs+SjAR6PQvmRo6cvHwsr/82NDdtoDez4wmFLa2Y4bkkEZsKWyYiADLM9BmmP981sfdri6MLDLQy15kWO87LDJA9eW14nuyPBGueHNdoekyPIj/kSSQsyRUsm+zYZT1h95ZzNLxy25v2fZ6ttG+vGR13h9tvz/XKLz9TbpR7EAO8rZ/bDqJU2X++1TXmpBYOe5/+cz/kcCdvQFvDruicFboMA/VM/9VP2VV/1VUKg+PeV1n/9r//11g3wfNgIQVC9A93sdM/xNwpBeC8Mem42pCRPnz6tns/O2cTrDfBeeMcL43z0n2ftX9/3DhfMEglr1LekCQ+snKOXjJa8FO8a6md70p3zlHckNyxgYaCffvABzZRXSvnxnDhkufhmVcHOadyj8BXTGJ281TvOeYxRI0RQNPuM3CjoQb2q4EeyASmOitz11Nu2ublh9UbLjp44ZUmMUUZ4w/fGlTtcA0asuC3H/XA275CxL2tceu2RwAMiQJCHICfDmF7H9dAjXvIJqlkqfDmGuc+B58+VJxWQvYAIN3V/ONKjtr4iGVh4ASQtE7MLNlVC/9x/6A4hgKgXHc3jWqB1QAUdj6fEC/Bzu7wyc/EEckHJ0T6yCGIDIRKC32X3GoiZPxbIwbluONCIHhW47GTp1xO8/Zy51Paatrx4TspyR7gupCB38Z6V8Dr1YvTXHQLQH7me+lj7t3lZuB0hm0yvbhn8ASYnbZTMW3trxVrNLVtcX7QgmbOMQQqMy5Y3keRzidmgTwaStGK+aeWpgiWAz0PxGvgwjdbQjh87bhmSUWRsEcWBOKf/Di0Jqx7Xt1HfBXsqe95DPG2xTk2yv46NHxEqAv4PhhKqcclEXXr1gvAxrBGcn9F4HjwAjp2gT4IQMHev0cbAgun7bPLYfcbuwbgX3A4qR1zguP/32/P9csvvJXsJ8I/HHDysefZAxrp8QKflh3MeLm/7tSDWRfvbnuPjhbOe6OvHf/zHJdfLdcm/L7c4X7dsgOfguQHph9Nvv9SIxvUEeDZ/qvZ6vX5Zf/grmc3slqgXFd65/xnP17jc+Uc/opE3BfH6lkhn7nVCMhu67LGY5TimwInaEIzpode2tmxxyVXSk1OTlkwkJTJDxQtETSUPvO995dP012Hjd9thG4DfdYFcLnCtkI0eGrbINz4ky4EUMHLX7vTt0PysxTHRAX4H1sYxjCoymbR4DIc8SE2opTFDPVICgHMcAikI1jAbrzn0NEYlLoBzLMi3duob+trD9Yj1wF/oYCwjHxLmttGuH1gqV7B2bVO/w/y2jF5iJqieZGHynvttY/m8ra2tS+u9trlqzRqM/Kzls2mxc7N5p3EPIY6ADYte+vRhQCbYSISGaYJIb5o+PX15JQvIvI516jM27PZV/ctnnve4w5wGIxpgdkKwPOH5tCOVOXyLxbWq5VMpm53Bpa5lCVTpaJUkXFtFI3RRwp47KMHZBH1Vh6AeVN1cu72OJSImPK5/3oskDHFLjLpjD3SC6NqFZTv78Ka1mh2rNhCKaSlvYMSuH2RtaiJmU3NlO37fgpUrWVtdWbZup2PHT91nqVHHgpAMikqgjm0HgU+aCmjDh6qIqsi7IBiBIH0FZQJ1MmUxtAu4zkZNN4oYJnn+vEsPP46IDeY44e/498t1mMpZP5ax4NjzLusKdynPd68qx3/3k83t+6l7sYvdrwqe5yKp8Yt5e1qfvFfOB1ankN1IhPyYHEhSdFb+etdO8tq+9dpvEz/4Rx999JL/3q91IAI8i2yS4HiluVEuDm7SyxkBXC4jpt9O0kDyIPGMPdjFXmpxLBD1eI2dRjcc6yd88mdZt9uyWqNpW2urlj50SJU7K5lMSceeQE0QBganQuZr/pbNtNnu2lSlLDQDBr2mjUMiXQoNcwRxgKHnnFMcpLxieVJKeHKkK01of4RMBwGO3VskvoiLnNj88aQtXTgvePnEqZNyVePq70lUxs3IE9RlGduDK9BXpQsrn2qc5wFtyJcnxxayJBDiEFL5o+xXKFuzuq7xPA/XSw8fuDu0HNU57Xb0N/TMgajZD6iwgfTl847ojnr+ga2cP6u5fJnczDqTm3anbe1219a3GjZa37JcatkR9fIDS6XosUMqjCrWBa7Kxx0O8ZhQmMX32ZkL18gbg1e0FyRq444WuJ3EQa5lQLL0p/nNSDDntUgUNLedTFmrtmlLK6tWKeRtenpmPCuPWMxI5z2myp/3O2J0zl+fVOeRgM94HaNwfo9KwFJHtS4M+JJKDhEDFs8Z7d2PLGUr52q4wup+SjZANOLWbvcsiCctn21bqxk3WwmsO8zY4SP06Ee2AHGRWXS/MtvH5URmIiRCqnfsXb2q3qhrsWwl5GeMHKQ/xF42OX4vo0wxbEuEznIkNBKtGVisu+VQDhKKED0Botd/ey1rZ6YtVpq/quc7D7kwNpsK9sDSJOkgRL66h6l9PRWm779fa0DbT4geQhta8H4xo8368i//cvv1X/91+6Zv+ia9HhAxHKQXvvCFGs27UVKs+7luxx7893zP99g3fMM3fEwbicIXzsJ3fMd33JpjcixIXVfryQAn4biz25EGtH0JwChH3XfffVd8buApVPIggFxL4kDWj3jDzplFvwh8f/xrPyVzGSlYDVBMG8kfPpsHmneOc1S4EOH4emNzS5KvEJhK5Yr1cKXiZ3VnVEJyQGCuNpoK/FNTk4L3IdGpailPKGg6JjtCMs7S1RnOhKN0qO01nVTqRrVhqUTMpqcmVSlHR+6A0mkxUKHzfPTxPaTNUrLQabnXCX8OhO3hcAKlRubCfj/LSdFWJccrxzpY7JDxQslZudTlnAqdBGXChZEKTnoEchCfVqup/l5l+pDEay5aCqhZq60turn7blfJXWkyFLxB8zW8w73jHMiGWPZd0JBQlS5cvF/kVOm9+/dOBS/tdk+AI0mgmowEVvnAi2U31I26tLZp03OHbCLr9OL1d3i/R8hsBOe4drCExdLO1CZOH9rPjUMaxDQmZParmt/5tWRe27J7lfGKRwaAzYORLT6yZP/6/jO6J2pNs2QIgzPvPkjkbboSWLvVtVSW6tvs8ImSHTt1yApThywVeHEfJ5HrR+xEyiMB4rViKTPUHYXhMwefEDzvAncoQas/ctK5JEi0d0aC6gn+ThkyAQzPvH2awO/lah1qpakF2gLygg/sHe177Pmf9rLL3otXS9ajJjEEaF/d87iWooIFWsgU0Ite9KJr+jvGgZE9jUqi3lkfOyZ37zd9vyUy1zkm1+3Ygz98cMbk2NvRY4GMHV1cj3zvlh2TY+0m091tn5wNDrgD4X5U74Cd9uu5WQQXEgfGsCADXunY6bM/+9M+z970B7+ijRI4G8iSgE0FSzCmhw6kXq9u2sZmVX30u++5T4Fy0B8ooFOdF0LpWzZoV/m3RIhrtBx7vTQ5ba1aNezJIwlrgt4RsGG8TcQ9jcI1rI1aXSJjK2tLItLNH1pQZY6lrSf/EdAVfGHGh8GX3r1G7Tp8HSjByFcmrFPbcqx4EIVsXpU+b1iqfK3GRf12Zw9btgAkIPSXJ+HxuvGw4iHOEXAxmuG5FNTSGU0IYPVK0sP5T6ezCvgENOxVvcGOE72p2czh4wrU9MW7g0Cz8VurSxK5AcovFTFYqYoBrwADq79Q+RjYXcz75paqcEb9gPgTEBg7EVU3uAU20qy7dO0hJBJ4O3VrNJviC+AoWMkmlKzg6OZG8i5GjsbVNn3sTt2ZwAw76r1rqiIWXIQS6Pd9wPSe7mEVzDmJY4cLEz9co0TeFi/UrTNIWGmiYMleT+em13LGL7l8YMNY3kbxhHWGcUsnRpbKT1mjO7LlR0/LLhglwzxkPnrzwPJU2jLgSTjhIHwHuiERke9JQtcfQeR+YSYe17d03hLJrCWYue+3bUQCxr853lhSo3vqvafyFidxIWkAOYFzgL7Q7JOtv5jbc9VNdc8myoNrDXibjZUNF8lRr1rGg2Bwtde5FpGb29Vs5oau2wSij67LEciJNSSbe1kHJsDvZnnDmSstfs68JZATCkq7FZnwEP2VWPr8jNExWP6MeBBgdrPoq9//nE+z2pkPhqx22Op1BVugdWB1qtGVtU3LZjN27MSTFQy9hSyGKvGRg8Gp1Nnkg2TMZucO29bWpnW6PXvgIx+WKlxlYsoyqbgSAC9ti2sczG/m4EXCy5WsVtuy82c+YsdOnrJMwo3AqYffaYvAB/mPSp7RPfnFw9QP/eZh5CN3i3QswRydfTdD75TKeuH3E/K9D9nzqipdT173phzrUjYI2qFj0kh/ly9NbffpR0O9Zwefx61d35SzGv8+ec/96sPTQoCMN+q2xOaPS8s/pr67G8NDDjhjqVTG0jayQjapzxGdBfT7SRao/nP5nNT0YOenUJlDWz7DGJ2TkPXsdZISJHyT+YoU2aKLz2nUrsuMhmOE5AZ0XK3VbIMsfH7eKtMzCupS1KMyz/LeYhYLMrLdVZtgh0SuoHfY92LgB258TuNmsbAtsL1XObh/x84Vnb2PJ625ti72fDkfs0FvZOUsinEQLYdWa8atlItZKtaxTr8lo5tiPm2HZwtWOTQvdAKPAYh6S9UNSwy7lofrUJmxYirSc46em3CEzp2knAvKSX6ZKn3kGPQ+QSGRicf0mSGfC8lzCKkQsSAIdqA6obogGhIxevkW2GDhOWaLH9wX4hbXIygPDwiz9Op9dY/KGOc4Wt1fqu23lxl4kgKuyzsB/okF0U9OTo5F3kCao/FH+imNhmxkb/kAf7VuwdWqbKBYYDGy8Re84AWX7bdfavmN4XI3pmf5U73TJtjp+3u146b3/NSXvtLe97Y3OLc2ke7cTDxs6o2tmpWKeTs0P2ddmPUSu6mOZ+UFhbda0nLHDpVKuVAq629KpYItLBy2zbVVjdptdNj0AytXJiyXzVgmE1g8nbVUlgonYYuI5TSbbjQrAcmsaL1Ww+ngSxs+nJtvN8NRvNDyNeu04QnO/Z4jqwG1syDsCYpvOaESOb5JqMU51mnEK+zJ0wvn91jZvJOXZTFeRxBHBIeqnCVdfTQQ+n1Z+KJJTg/VMeynrdfahuZBIEYxHPkKNoxF+uCI8RTKCnwyooHUmMtJGhey3Cg+b83qhjUaNduotyy9sqTAJs/2iWlnPxuB3f14Gs/r2PRNJSsE9/HvUM1aYOsb61ZtdGzhyFGRHS9Sw5PJTd9GJD0yuslZPJV1EH94L3xM7z2cTR/fKTjUDXuq8qWVz9mn+g/3iCjpTV+DdIy2ZHJUKmdtYwtlQ1oJMesNzHLpvjiFnU7XRvGCZVMJm5gpWanCVIHT9xdRb3LO5vqu9dFqNGxrc8PW23VB2dnKrJXStEQyrqJn/A3oHZEdqnGqb4I0wd4H/kxkAoDfpZ2AMh4TCWEffyQP+Y4McobpUGGv17PhoadbN+b4Gdc7RnupBeQPz4MHzw/8TrDnekSNjUQgWt171bG9zMCz7gT4J1YF/xM/8RO6rvAM+O7v/u6LilJiGEnmbg1rDmyA381N6WfhL7W44WCI0pPF4edab64oS39ngGcTI3EgyF+O5X+lJXW00cjmj56ypz3vU+w9b/lzi2cSYsqfOf2wNdsdm5lC433KmcmkU6pmMYFxs/NFx3jPF61R2zKGCNQTb21rykPQm56b19/R227iv10HGnbErXw+q6BW3drQvPbR48ctRcKEBC4wfpbqvaUgCVmuVXNua/T6vY881b3G8aQM11d1jnMeVTILSJ9jJMj4yj0K19OSQJfezcy7BSGQ5AUpXgKmqmuN1W336VvNhp0/d8ZmDx2xcj6t2EWvHDUzGPaS3w3706AQ0rCHEBiK6WBT2w8TEZIH2gAEOOxn9fmMelaZmLCp2cM26tUVsEgWpei1ui7nvPLUrGXiQ00PRGVr3WvELJlzvXK/a9ACWDn3iJ7nyOHD4hgwigZS4X3sE7lt0Rpd/iRBgtId0U7+5lT14blS8LLhRdU6xkNUtXKC8713BGvUe084NTh63sOeni/RA5nJWDqdtGE8Y4fmu9ZuxS2TS9owYZZPdZVMZZIZq8yU7dBC0Q4dn7I4egJR0ZtwKaCXJm2q17LBYFLSuY1uzzY2mzpXuWLRyqlAegVx8QLC5EPa9NvaBMoyIM+FPXglBTDwIdj5+whInvfVwxUPu2NG5DI2Ov58W7mwos3QI3zcc/6xn4tr2tuLwjyHw+L79ufOndPPqe53yrNeS4C/Hexi76zdL0iPLK4nCtO9cEhuiQB/tRviUhV8FDZH9Q4i216W3wh2Pj8EDII7MAquQXvpq/kAzzp2z1MUmP/lH96q/t5gGNjx4yctm8GIxdmcOgUwN7YHzA5cTiVNcAfuV08bdCL0gve68RpXC8fwYJVPTs/qtdhM0a9furCh50km41arbgnOT0iMZChkANY9M/IEdWnTt5ySHogD8DoMd0blgOmlZx8GaCpTT8pTBenV2jxcL2Ie8/vM9zuNd3m3h3P0aO/DIYBv4Jf69LmS1WtVWzp/xqZnpqW7L4lYkfg4n4GSB9AC4HHxEhi3C5n2fM/1hgfja4tkhGqb3vgwIlZD8pFMO9nZUjypKkrCPpa0RnXNVi+cYQTdcoW8VXINISP+RtRztbY0hQDTv9faUr8dYyEvl+teb9MJvUi2duSc5CLXCejGqOsEg0AF6OVLOU5McYcpBtE594/pvW8rz9HHpnpXf9v/PEtF3LVcJWfTRwM78+im9WIpS8rCt2cLJ5OWKw1sdp65+XlLxnoyIdJrM7aXCpMHScgGqrBFiON7qADGUCGcsAmg9KBgrY7zut+oNWxl0LdUYcrKWZLNvKWK004SF5JeMuNc50iQeO7QqU8QPhW+JgOQ2OUaw9qW99nQeF7s6HPt3MqW7iXGVLk/hTIFwTjY+5nrGzF7TVJBUcGD64XqHpSP5JDCACa7r+6p9K+0xwHFUjzcLOW9W2rdRhV81AeAvfsP//APhQyxaAVjBrRX99QDE+D30oPnZACbkz1fK2y+c3kHs2iAZ9Ogn4/6EtnVXqG/nc977L6n2T+97z3yr56fmxbsTBXNPLhjciMNi0881VtMBDQFQVXtsO4J6A7Gx0uegIsFK7CwXgclPFzhcgSGkeRse4NA6mUTE5OSEt1YXdZ5g1lfLJcsm3IGNOjKkyjQFnCvU1PwI4iSAHQaYSWcK4ZmM/TrnSMeFqscHysK19NO4PikOBdqvPO3VPOgBiQxMqZhVn20LWm7gV/22qpkZ9FnZ/GcudLkRSQ4fn9gMbU9ogtWPtKsmpf2fVtV/xn16MWeD3v1qbDfLi90EoZsSfa+yW7TMlPTNj01rV5sdxTTRry2vm6pRNzyhbyVK0PLJOOC7bu9ji1v1C1ugYSN4CEIbY/MdSOQIze64chi6awF3ZbEgYQKjFXapIbjKn6sW0NTGFj1jLE5BTraAJHe+0VkPaec5xfVfFyBl9/p2sLxCSukera53rBed2AT08zjr9j8oRmrTJQslhw4mJz7DWW+iLyteuphIhETIz5sIYgR55AUTXNMzFohVzObnrTuKG6d6obGGpc3+cy3rJRNWiHbkpiRjtUN1W//V0p2nIdWaEJD4A6Pgco+GNpDnYpdWD4ncawotK3kLFS+9P/260ZV9zwf8CoPAr9nP/NfrGDZB6jusS6mYNhZqd1OMrU3et1OPXi/iGU4xpEcQt5mIfVLS/J1r3vdx9jV3nY9+ChEz8gRlTU31V5g80stL3bDcYAIcFNGxWuu53l9BQ8iwHjdfc98gd177z22+NjD1qhuCIYf9HrWNzbVmGbjmTNH2IbeNz+T/no2r4BNNez15GHY8zPEXviZfNT7XZnODEYx9QrZWA4fPSYYnXX3fU9SslSrOpLe2tKiyGmM5RUKecukUiFHoKxqndcX/B/K0mq2Xr375ph8hyyv74F2vCIfCUmhovlvoH6pm4XnuBMy8DGWYTEvDxkwkUzbxlbVttZXNCrI9ICH4SV726CHnJQZDoI0MnNJpV3VT08fFTQKPRKIMTRf0ShcDARCDHRY4xAY82GV70R0fMLA1AEoA2QwiHXuOYqWGXatnJ2w0XTFeqO4NZsNWzp/Vj/nGuxi2Zsr2qHZaSUSQPVuTnu7j64Z9ZBlTxVP1ZogiBLkkepF74YqP2Iyo2q+1xiHcKRrpeM+nnuP73CMo3cf0ayXDG1kLj5mNjlb1KPV7trK8pLNzM5ZiR4yfXvvCqe2QOS+VECPQOvRnBf9+PH7dONr6rMnkpaxuGWSCauM+jZMFq1TXVZ1v7jRt/jKsuVzecuUJ61QQBqZxHRoBuLhx+q6TYnZqKrvuOvlTPpeW1xZV3DfCWtHA7gnz3Jv82//8L/n0cP9DPi8FgEcngsPXo97n2DPhA+bOTA/lT0Bn+PnfNxoeP5nf/ZnNVNNEGG896d/+qdFRr6zbv76T//pP2nqC9THK7kizPTqV79aWgVo+t/SAX63EH3UjAYIY79uTJ6fnhoB+FLiNdcb4LmpYOF6RIBNh6Apk5l4XMETA44eMrbZvIK7d3ijmm7Th0fpjaq81bJMJqdKHqIehDyIbykgYkbZsgVbXjwvlv3xU/dInKRZr0kFzgdXyGhAzTwOHzpsm+srSpxQhqOKh1FeGQytVCyO++Ze9x53NpHxShUbdDpKSFgw7z2BjgSkUIEVzwidN6shgMf1fJlC0VrVzYvEb/id9U0nnwu8LRnaUNo2HSHfKQiPhgroBKux4Q3QPOp4iXg4Q++uKdoNBFyp60Vc6QbdlrTneQ7ka33Aom8vIxpvTgMbn+svBJBQe8unE1bKTljs8CGrrS7KNRASG4nG0rDn5HWLuPAVBI8jR6vROUkJR4Nv1kYEM6puZsgJZDt9FyKyrvo+sq7qVTuJVpIdEfuSGQu4jgj4MO0RE+L70QQjMofebDRtcaNuh2mB+Gv9IrGacORu/Mfb92hs/DNgD6rReAjb04eIOwheiFtOaIQ7t6jbtZ3CXL5gM8mcdft9jRHWqnVbXzxnmUzaMuVpK6XjlqEVFU+bpdAoxpjGfQDLtZ6dqUwouF9NX97vDx769hW9D/w+2O8nlL+Ty8PzsWnzQM4atrzv3eOSiQgN+xlJNzD/pdQ2r3f9/u//vl7nF37hF+x5z3ueyF14ljMGuHP2+sCv2xCi/+d//ueLgjuLf3/f932fEOq9rAMT4P1GdiUWLDcJGQ2ysDvNaPbrGMis2XxABfaL7OBZtQR3smZ/M/H953zqy+2df/lHtrW2LFU6AnliNNL8uoO5t53lZEgjYhtqds40BiOWqEMdlTyV9Lkzp20wMjt8eMH1izNZBeFmzQnqUJV7/XsCEtU+fXuR4yxmiWzOttZXbX1lyS6c6VpxYlLjdApawPHs5TmIbjX1z72cq9PSd25xPDeVu+xwqUzpi0IiTCRVics/PhZzjnq8t9qGra1vaROHscy56IdkNgIWcD7B1rPu3eY8dBWss3fR9yEExgtFi4thHmGgJ9P623SW53C9ekhpwPTDWKgGJxOduObcY2NzmpqSAN/bHRsgpbMSxelu1m11Y8sqs4dttgyp0PWeGX3cqHcsE1sMz1tBsDV69hcHa448vP6HA3HNqPDVY0a9j2CjZCN8H8zDRwL2+GumEYddqeD1GxtW3YTl3rd+kLNiLrBUNiv9+Fw2ZbFEyWrVmi2v1W3hyIIVC5DbAt6USyaQhZUrTsqCGAI+ztxFlbWC+ND13gnsoB+p9DaMD7we3YG5WPxtStJBZQ/Ejvd8t2rZ+MiyzPmWMjYcTlijZ2oxna06tK6cXtX5y03OW3zQtuWtlp3PPsme/Zzn7Ule9krV/aWgfP/va1lXm4MH7SGB5UHr53//7/9tP//zP6+AT1X/yZ/8yTJo+cqv/Mp9E2H5sR/7MT3fV3zFV+hrAv3rX/96+9Vf/VX75m/+Zrul1m0Y4O+77z6pKlLFRxf+DySFt3SAv1pw5+bj4qf/Sda+18H/yy2em+oVOP6Zz3zmvqEC3OhkyKxLzeUDbz//M77A3vEXv68NFSKdr+YhtRUrUwpi9LCpZJmN94I1MOtjGL0kkwr8JADI3y6vrqlPe3ThkNy+CNpA94jXUCH7GXz+vh1h6fMcpYkpVffDbtumpmetUq6IgEfAGowCwf3IyE5MzVqWdkAqqSREcH3b9eSB73PlinVqBHAbs/QRgqHqBKrn9SDBefW6+ua6rW3VLJOI28zcIQfza/TOsd6VJA0GIanPVfKa7e91VMnznPTaYfdnSQwQ8rEgZM03XGsBmHeEOE9dBjHMlcfwOh8Xyc65LQM5rbc9XR6jBdFFpx3hmoJLAmjndOq6ZrgpybSBWpk5R/GO5HBiekatkjZz462WbGFtbcuK6ZjlJ6atUCyL8Bh1nUMAZwytj/oW9Bg1dH1przt/peqeX2xsbtojHz1vW5vM4Pdt1MX8ZWTJZEK9/2MLOZuay1pv0LKjx++xfGLggq76ksPt5/MiNCyCfaSa17F4GJ8V4Tjo93ywF1oQthLYbkAHqML5W2Uyo1BonumAmJAOiHjlnCPLdfojET/Xt2rWWW9YOtazTnrGTn3Sp+9bW+5K1f1eiXo8x27V77hWXv7ylwvCp3f/y7/8y/aGN7xBinb/+T//Z9uPBTL5vve9z77lW75l/D3eBw5v73rXu/blNe6s61s/8AM/IEOZ7/qu7xJ6zPr7v/97SdjSi0fFz6/dJn0HKsBfbgFnAV9wkbKR7mdwj7LwqRJgw+5XcOe4gfv9Rny5/hoB8/mf+YX292/+YxuMHAGNPjWKcY3apgJBs7Y5ruAJ8lTcBD805aXbPhrZ1ua6etcEuqPHTwgGbze641E6ZuSRqCVIEsSlMtduWrvVtGJpUtA+BjlU3ojiUAnDAyBQlstAhjE7cuSobW2sid2+1esLckacp5Bv2MT0rIIf7xdFPfnce1172PRA5ymMZVxgEHEwW7D65potr63ZRLlis8waD3p6/zqHIBflCesKWXCFIN9jdl8GMWFgUdUeT1imWBn33anqQRKctn1GVbtfuLkR/BH1IQj7zyidK+rvUatTK6LbtBRVfogkeDtbxvDqra6tLi8pKWSm3vm4O1Mcx9RHbnc4NjwBIeg0Nqzdalt1bclWLpxVcoXQEap6yWCg6jvgvEaZ8d4Xvde0uJj1jIkB5WedxjvWrCAZBOd0wR563wdtdaVm3XbfWr2UZY3zxOdiNmx17PzZpq2uxuwZz7/f8klHrtT52tl794517g2PkwAXkKM/K42921W9kyBovM2XSK6VoMofwSBOdTp8LZ6K78srGOlZMsIQtcmULZsiYZuwySCw5TMPWadr1j/2Qvvn979fwZBz781i9oN9vrO6j5L1roWotxcrVO8kh1zta17zGj32a8Hs5/hBxqKLrzHeudXW7Uiy+9zP/Vz994u/+IsvQrRZJID+a48I3xZjcijSQabjJoasQrW0X4ub8MMf/rA060EFcF66VsOZyy1PpqOqY3wPX+TLOeHpNWMxe+aLPsfe9cY/GP8OFSxBnV68q9ypXvGR52unJS8hnEbNhqPALixesHKxZIdPnHCiNbm89drti0bpVBWHPvO8bqE8pefBztY50wGPbjPoHdkvrzl11OB4Lqxrs8ifsiePAunmb25tqcrK5xFHiUvdrGMkEflxlU4lDE8AqJzAzMUKm3+z1rTZGRjXqNK1NUWQkK1sV9V4u77lCHpScxuML3p4AIyloY3vVkwJTzpfcvPp4aLvTtXuNedZIuCNPd+LSiokzhOy6vGqZ7QvU5ywYbQHHWrXry+esY3NTTty8h69Xxjs25x2WtJpGzY3Q0W7UjjPPlLVyQN3QMbOWhvL1qqt2eZyW2NvpWLbioWcZRK+mo8I44TMehaSwgRcLFdFEOSUpLJ29rFVe+hM20YDpIzNkkHHsAZKpRPWHWQtn+kCAFjc8latxWxqwu9ysbGmvJaCvWfHE4W3d0NV71TiCcRrCKpxF7CpzFGlU/XeGY+zhSdkG5nwT5WhtdBxzyXUgGMIHfAg2vF8fLaJkS1fOGu94ciOPPfz7NSTPn3MxSFwEaBI/j1Dncd+OMP5AM79GO3X76a634tU7R0W/RMbon/rW9+67895YAL8pRbCEcwDYmd44sQJkdSuJlW723Up8Zrr9YTfOV7nveH9ulTywPfYnNgw8oWivfjlX2Zv//PfFaQuW9fQOnbQ7YZQOuQ4GPQN/RdyHb32s489agtHj1k2nR4z8JGUZZQOpruH4nUM6oG7AO596b1lrHerkx59qWydBuQyJ9rBz6VvT5KQd2NwiTjCHjN26Mhxq206A5h2t6+WRyqZVN+ZefxcLqPnZfF8VNRrq8tWrdY0BjcxOT0m2g05H4mE5ctTErMZV+jJlGB9tPn9yB2/j987vXUC+aDbtG6zL5IcVS2bcy/s9UO04/ua3Y7It1LNE9xTWZzvthXwCM6C7Yd9Qdto2nMMqxdOW71Ws4XDhy0dG1mCQBYLnDe5+uuywAud4kaC8sWC53cSBQtoOVDhDztj0ZThaGj9oVmrumErW6s2xDq4Mm2lQt7y6bgl4k7FLuoIJ//3ceWM21vSlh49b2lrWyoTt2o/YdnYQPSIbl+CrtYZpiyTzNogwYQGs/JUdIFaOgqoMQ97x1yQd3OD7v0AtwehroCg/KFZsrytOS+XN29Eo2H87Qtdf+u0C9STHyvYlcf/lmucBH80eO+Sg9HIzq+t2SBI2ZHjJyx19wvDayjxMc5wfv7ca8f7YH+9znC7gfJ3Vvd7CfA3Uoee88Dx7CyQ+BonzzvrYMzBPyECPDcNWTmBElclqverKdldy7qceM31BnhudFAAIP8omW7nqJxfvBYEG7GgNQPPGFzOXvS5r7K/ff3vWscCqYoBnTN61WzUrFSesOFopMqe3nyj3bWNtRU7dfe9mr0W6z5UaMtipIJ5SHlCrHR6wTk81uvV8WuRDETV6jokBfKIb6tfDbzfCp3g+D49fDZqzGoY0UNbnsqc4A1bHNa73u+heTnjtdodO/PYYxrBKxbyqvyprlZWtqzT69mRo0ctiWY9RDvIeQS/IBB0T1sCQqBnyMsPHi1/BYDtc85IHslAPyJbC6lPeuYkSRF7E56fhCAeT9kwFMVhpXjPzS3Zv0LZG/bbqvJlD8vzqbJP2MZmzVr1upP5TacFxTOnPiB4oWiXLYlhH0RG0iRe1G+NxYEI7lKGo0IOpxNS+Yqluw0rELBoaYwwZtuy2toFWyUJK0xasdizYj5n6XjIUo+I3lA5N9bXrN+n95u0di9huWRTqD2od7Mfs4lcX+OPudxAx1LKDBRcA5zeRDkYRuRtI3PvEqLpfiyMzyhcVN2OETbfvw+lcw2khw8AhT4OhEQihPd5XVXo6VI4EYAF7Mi9Hsp88bSdW9u0WKduRw8ftuTdn+Lc63YsPkPvc++140kwvSkU1wh7iIfzr0XC+lqJer6yh5uh66bf33XvHp7GjQrwvOdnPetZcuT0fu8cN19/7dd+rd1q63aE6D1i/Su/8itjoRsId0jY7tZT5cAG+LHSWK+nfjs3CZV1dARmPyrsK4nXXM/z83cf+MAHRIRgBGXnmEvUb95n/35D8MHdLwLvJ33Ol9g/vPlPZEbD7kvPXb34elWwd7PVtPXNLQXREyfvEnwtOFuBsqiROl6Tatkp0+FEhse3V56rW7/bk9Mcvu+o6BHk6dsTtNK5hMh4LI3oNWtKHDLhTL4gYkjWwN/h74EM4P7W7wER921yet7KAyfSAx+h3elKc7+3tKTgi80tPABm2VkgA8zwJ1IJx7CX5K1j2EOakxlO6GOP41y/Bfzr/t2ub1hKwRl4nSSETTihYyOg0zsniOi52nXUBiRuQ1DTOVKwd45wVM+yht2hP7+6uWXDVtWOHD/lkp12zdLZ9LboDhCuVPYg40HiG8gMRk530Rl1koKmM9RhrI4kJI7c7PjFTK2OXDKmJBRyYXsYt/bWil1YBdmJW25iXj4EebVVwoAf4MBHsMtYtwrLPSbnweEwsEwcsaKENOcHlrZKbmgzc46oI+OabkSJcCdU7+V0P+ZnBbNO1QKY98mM+znQuox0Oo5dL3Je0QV3VhKNhmb4PVziqmbdnnsdkBUx+WHwx23x7COq5MWLmTxuduipuyatUZXy4Pm4J2nDkXj7+XMqWgI+AfV6J3Gi1b2floFgJ9LlDnXMK/XuQSF8MXMjFiNyyKLSjoTwy5gcr+lZ9bfUug0h+ve+970aW6QA8toETD4wJvemN71pTxbCBybAs7gRCe4o0pFt7uxXX08AjorX7Kyur/f5PZmOvycpuVSF4GE7gjvJC/9mY9kZ3P0CKv/Ez/w39rev/z2zdkuwNJKxwOz16paCO0S4k6fuEhQtV7cIO94J4NS06ap3TpVbwG++ptn5rA/yqt6zzvc93Ojo8TOW5kl4zj7WB3nY+BXNoUcTAOB+LFnROwcG533B3odUx/NLl56RvnbL8pVJyyYTeh+Q1MoTU6pKC8WigjFWsMlUVqgDYUWiOcWyjRS43V1J4HZwfUKuchw5UwY67ryTUIV9r99tAa0n5aLne/C+yhfsn/a64duseeB4XiqVhbG/Zcsra5awoSp3+u2M76UKKCduM9pdspbWvLv/e1znnB3s9vPz97jV6brstyypGfmOzGY0OkYNHxmDS+aKVu63rUzAYoRyALN8y9bOr+g6ypYqVs6m9JknCyVrNEc2PRuzejVl9a26kT5VUj1LJROWRT1usmj33IWCYVYWrGOCHCtavUs2tu1Y/CL1Oelfwfi8AY3TJVxAp8fu++0R2N2byOBJr569Z80D+SsxCixIZkNpXZdwBK0N146L5+zIkcNKOGP3fNqeAjF/49XlovPnVPenT5/WdeqhfK8hv9fFZ8H+xXXA/hV1qNyNyM6N7sF/yZd8iRKd7/iO79D5RcTrjW9848cQ726JdRsG+P/+3/+7lOyYovDXIbECAZyv//qvt7e//e23doCneme2HRbppW7m3djFXmrxN1TX9LiuJF7jg/C1LE8CpBq4kugO3+c4fL/dk3eutKjkP/lzX6UROhdMGaOr2er6pmVzOZs/dkxENGbhCdQSvlF/HM13J2lLcIarhcCMEoDQgpaqkN4+FTtSuAQg5vCp8jxcr4o9EuTxrufvQBHo23tVu3ECQEBHC3xMHKSaRmglUH/4/PkzEtqZnCiLb0Dg5ZwATaLzvrS6LjtYsc6LRZH5CNJ6f51WKE+e0wgfi8Sm32NEDh95F1yo0kkyxALnWPznSWKFqE22qD69rxbR7qdHD6JAJT/ogiLAmndBr1XfsMXlVaEnc5Wczg+LoAervY9rWMqdi1goQztejLYNu0pMsIElgOvvQiU2/UoiM67upbDHPD4BTcYrmdDfHjzS28NRoVeskElaMM1IYtc6Q7N6naC1aqVszNr1vo3aA0vH+zYxkbaTJ3J28tSMoPsgXbSJYlKJl44v7sSVwqvUVd3e8IWqPBr8CdqePU+/3FfzUrALUQxm5ZHE5bkwhwGG5/l4bxDw4DQoc0oyUKnjETYw6DrDnFjCFheXbJTM25GFeYtjH3v4aRYv7U8Qis6fc42iq0GwJ/kHVgcx4V4m4F9NQCe62DdoB/CcjNn6tt+1iOxAGryW19zLAo6/FSH5J8J673vfe1FwZ/Hvb/qmbxLqspd1YAI8F7i/sS6XqUfZrLvN5gkeVNdAZgT3K/XfvJLdbteFCxcE+XkS4JWOiRvdB/fLVe2XWgTST37Zl9o//NWf2OLZx+z8hQtWLhVFTCOIA1tjXIKiHMEshzgPEG+xIhi9SBAP0QLfQ2eOnCqdIE4yIJvV0WgM11sAdJ9T71/e78Wy+uLe7IYXcKp0mXGQJ+gXJ2esXduUmA3Igdejh3jHpn1o4ZjlM3S4A7UWEOcJmL0vlZR4kKSQLDTqNVteWlI7ZXJ6zvKZjmXSqRBhGYxn4wkMMN1BMtz36kILqOg5Rkecgy0fztx3mtalBZHEnCYvtzNf0fM8g37HssUpG4XVM58Xx1CenLWZSt7ZuZIEdpvOQCdMKka44GFWk0pZgmqcIM+8f6487sXLxxxjnNhIAjxOe76pQBsAUftrEDIegU4H1ZPkLCp06j1DdkQhv9+01eWaPfrYui1vDi0TtC2bTdn0VMFyExU7lt60jfW+pfoJy01O24nDOZucdjamjOGJtU7vn8BLG2IsQsNrhxMPVOzRHj8kOd97pxK/aAa+7yp0euf8Hf16gj/Vva/kRQh0NrcBY3XcK3AT+K9PcFJFEWuTibQtULkP2hZkKxY/+QK7EYvP0hvBIJzliXpUuQ888ICgUl/dE/gvd8/64E6yCox6pcT9cr179CWQImUvubOuvvzI7PU+x0FatI5AmHFDjS6E3faqbHhgAvy1WrruBkrzFrLAqtzAVwuqu4Xor1Wr3ntDI0lJX1AqbdeQqVN9H77vWfahD37QFo4dsxLwe0hyIyDClAeOJ8BgBct/6XtnCwUXlPm9elXfB8LuhUYygutDH3eSBSeR64h3kqr1UHzD6cpzQ7iRO4cCAKET4JkdJ6A1t9b1XL0mlRhOd3UbWjwM7kctm04oWcCwho3d282KmR+y4qnsy4jrYE87HIVuZG0R7XDco7ofDIZWnJiygXrwbmk2Hu34CHbHsfP+CpVpG7S2q2bG60YJ7GmSFotozTP77gI+fPOUnT9/2qamZ2yq4p4XrgBXB6Nzzhp2e+EXgFkMSYLUBLMVZ3caWRD4IOQ5LXxm3Ok7B043nvE3rs8dY3GxsEoGwrZezOKplF04u2rv/9CirVdBR8yCwZABQVtcbFi5vGmlQszuuXfGJufmrNPYsmazZrX6pqVL01bO0N/PW5J+fFRhTsS2yGuTUPjqnZ+JAAeSkHSJAbCQgwBcsAdpwG/WtxZEoHNkT9dVSbixODQHRvToe47c1+9YkMzYMJayC4981NLJhM0dv9uN/2XKFr/3Mxya8Tgsr1dAsk6wpqIm2MPZ4R72uvE8vIgNQRp0cDfBfefy+xFJxRd+4Rfav/k3/0Y91zvriQnRf8mXfIn9x//4H+1Hf/RHZRvL+ru/+zv7xm/8RnvVq1516wd438e8WoCXROsVbiSeg+BLFn4tFrK7CfC8NiQa+AJX06qPkulg6/u53YcfflibLDwAkgMytysp+DH2g1zhF/2nr7ePvPuttrW+PB5dAzZv1bbcOJx6184NjkDdaTbd3LygeXrodZ03vOTVkw+/50xrgPWbgpBRzeN7BH0qYjnGyTTGJQKO+MZoGpB3TjP39J7HnvCSpm1LB79ab9qxk3dbIjbcThAwjCGgx528LAiEN6wRmoBvfKFsyX5XG/6ElWxkM+qfNrY2bavWsMTiBStVJqxUKlsqHui4mdUfdF0132u5JAKFvXZtXbP3yWxWHvBA9wQkUAiZ9OTcfLw+/1BmlvGhmdl5mz18WMQ6v0AFkKdlRAwLWD42kfMkbes+QxnvBH1NGCB2w/tUB757seFMbNQZO+fRxkgVJzQrr3n/XluM/IvG4nJF62xt2Ac+dM7qtY71hmkrxZgT57hi1h6mrdvp2yiWtY16xo7eOy0Ehwjb7XSt1W5ZFXRkY1k8iXK+rTFGYGtaBaq+dR0yj7FtB6tEgwPQqFzWrBsmS975TSI7IdEvvH0CZuWdjZ5LAkLCovrsIXM/AK3od23Urtv51U3LpJI2c+io6/n3BxafOG7xqVN2Mxb3CfcnD/YTbwNLpQ3DmfueQM89zT16Kc7QbhbPiYgJEOxv/MZv3LGKfQKvH/3RH9We9e///b8ft6IhjH7N13yN/eAP/uCenjMWXM3C7XFczKZfTQEK+cYXvvCFl1WF8+I1BER6YVHh/qst4EEg2csJ+9OjA+7npFO5Xwnu30mm48b178uP8XCM/NfP9LKZRKFAfo/qAKiY1wMy5Hn/8e1vsOWzj7qRNYsJxqfXLY/4kUsokJdNJdnwWwrebU+8I8gnkpZIMmOPnnxef8uD5IAAzIbO97stJxHr+vCONMZsPGIyfI9joTdO31vkNs3eOxi2WmtYq9226YmylO6wl3V69K7nqMqdcTDB6VTPQPDOWAbEgufm+fyInFYsboVyxZqbq/osmq2W/kuwQhwml0roHMEUp5qHUS6J2YjqGiS+hMjgkWpVCHJFveittSVtunwWU7OHbdBBEte1ImDakzygbrd9SAlLZjJuDLLb0OgNM/MXseZjcb0nCH0Ebyp4xuKiv6NEIAKJYwvLFIBG7iRmM7R4MLL3f+Axe+DhFesNYpaJMc+PxKuJGZ+J90Q6nJzIq7f9oucvWDrtgk4shP79tdnq9KX3jqreMJmzcjZuBfTeCfYKvFFJWt9fhyCQikjZupE5bSEhQW68/Huj+g7Z9AH/Rl8fdj+z9P22DQdDO7u8KY38+UOHXXDnb9NFSzzn1Zcci7vZi/uRyp5EnT2L/cBX9lT5u/WwIDlAvQwN8t/5nd+5LoLfE2VRWEGY/Liv/n5LqPjY+xp2O/ahX/hWjU3vl97/fiwKDK4tFtNe18PLOFBX1G766leahedmA5Ln57DZr1XN6koVPGQ6gvtuHOwU+PBpD5OVnTdudIzHE30I9vTzPRTIRUzCwYdLwuGfg+d71os/xz70nrfZuYc/oiBM71okutqWgjnwPKIv6reXyhLJKRQn9HUeqVqCcD+Q9zvStMDvvS6OcC317sWWp/ceVuy8Bv+G0MdmjrkMPXfX188JMSAAaYY+V7ALF85bt9Oxw4cOyf0O2JoEATTAic+kxMbnfNPHB+r3lTuypIzEMadNMiKp3GHfaXvnctasblqmNKFjL5aYnw7UBmjh0b65acPlZcvlc1YqVaxUKrr3FgrosPgvPAMY9W40LibZW2bg+Yxrra4tHD0uZMC5ybn+vFO1Y4TJ6RZ4tAkEI+g0VLgC9xOQZAEb/byzBRt16258j+ss52ZacX5jrA4UQXKz4e/L+53DjdrDZnAV7NriFm7CWRvwOcRCUZ5YYKMhpMKYeAVu7A653/AZw7lyv+K5CSvFa1bKz0f03rdsfWPDOqOEldIrquy59lL4wvtFQKenDvkvngmtXFG167ue+9CPxYUbkoI6hMGUdOZ13uRJj6NdzgbDkZ1Z3pQr39xUWeeBqQKq/Ph9LzmQwZ3FvUgSSILPSCwbMl/TggPOZwrIB3wKkUvtawSVV7ziFRrV/e3f/u07wf1a120I0fvFffe0pz3N9mPdclfV5YIwmR0BmJuLk7MXqOtyz30tZLpocHdz6IldE30gV/A+IFXQXmABn4IqUOF7cw1e/6nP/RTNfT/0L+9xlZXEb0rbc+4YwOTQPneQebO+6eRugddh2SvI9xSg/e/Se5cMbmg/60frHBt+qKRhezQuTAQ6bUH+wLMgFmfPntPxzM1ClqSl0Vc1jcAMSQSJBjKwBHMeVKn8vN9pqpdPoPF9fF6XY4IU533gWd1mQ8x6qlsSG6r8SqlgExUcyhK2tbZq9WbDVlcW1SutTM5YIZ+xvPzra+PROyr/ONa13ebYyIiZa5IS0AKIcJDjdG0gidveYihO/9ZYIaPnESQAu1mSF6Rj6a9L7S0wp1E/vmRirr8cCsfE0bzP5h0xLYTrE14Ex/8FAbPbsF6zY5mgZfl82tKjqoTk+gGiNklLJQJrD7OWyKat0U/bwgzciLSr/KVE5y+41MXWsdmK5WI1y0nPfdp6QcxazYbVWh1b3NqwbKqqiYZCoWg55HZJbCROk0C44GPH4rKh3jz9dtoQIfM+Blu+76xtgyzGSV1bPH/e8sUpm58s2EjjgbD4RxabOmnx6bvtIC7ua1p0BHVgeYI81xjIG/uDs1teG7fivF4+wZ69iUAO3I/YDNfa7/3e7+2ba+WddWcd+AB/tY7BpUblvM8643WXG7HbS4DnWAi0BFzgfi9ccbl1KWW6a1kyaQn7vwR7gj5QoJffhEnp+/ZUBvc/4/mq2P/lH95qvT5QYcZyxaKD0sWUB1IuaO7dEfKcpr3zmS9Yr9dW0PWjcFTLoAHA9cWJaSEBju1edjKz9PwR22lUx452VPcw2wlUFxbPWyIW6Bjp7zOrTiUOGuAIe4zUbel9KsloNcJKvWGlypSSEN+nl/49vWhV/Glr1h2Dn949v8NoH4Q9AqZXqmNGHJnTQ8dOCoIf9KbE4K9XN219PbB0OmX5dEw+5CRLIgmOkra+jitcJ/SfTylIy5JWan/MqLckFesrYrTvR0HaUiRw2ZKqcw4CjfrxyJuCetxpDMCm77eFRGB3G/WClxVsa8sVEyQVuNUJ58eKtmmPntu0R85u2aDTsVQybt3u0NKptKXyjD12LW5DKySHlowHGoNLJ5NWyfbt7pOzrpOeK4cEvlQIsWeZx3MvrsCPpjyTFyMZ1aQ7NUuTLE04ImG72bRWq2oXtrYsOWyrushOzFkxwMkw7qr5QUsBXMp00pV3JkTwDDSOSL+dwA2pcDiyQWPDFi+ct2xpymZnp8PZfzgKNbPcpMXv/hQ7qMGdCj0a3HcuUENGfXlE9fLp2+MURiLA/Q0v6A//8A937Th3Z906FfhBWrc0RH8ladjrDfC7nZ33i9/nsdfgzt8B8XkhHp9MgBjw8H0/HvweG4ML9kfsWS9+mX3w799q9eqG+vGMbLX7uMiVnDBNZVLM8UJ5UhstxCuIYBqlIyiqtz4hiB4yGpC7793ziThdelfV+5l3kAFY9zi9bW2s2/mHHxb7feHIUedQJ7JdXkE0ky24hAA1PfdmVSXyPDKHyebkmkfQp0/PMXEszOMLYWjWLwr8sN7xNvcKeoz/UWljYEPiAnOcCpu+eiIRlxY+ynqY4nR6A1vZ2JKwDHP2TjHPbGHhiGWB/mNDG4YCOVSTVPwSzuHjhG0vW1MK2KSN+u0QYk9YMl+Qat1OaJ6A71NGQfMiozndd2BrSHXbF8FIQZlqnevhfR+8YP/yaF0a9/HRyJLWtV6QtHKqbmn4BvmkBZmspQm8maSVi1krz8zYiYWsVSbyIsHFQQaEJAwdnN6NjsWhOhdq8kOSjM68gywM+6rei1PzNovvfbdrjVbb1tfXbKk3sFwua4VCXva3qdTABXB/Dgj4zP9nyo5rB7GuF1gPtvyF85arzNrM1IT7fap7koJM2RJP/hy1Lg5icAfFY5TucsF959qpl/8zP/MzYkkDz1M00Hp72cteprn03RKB76ybI1X78z//83ogjuQlZBEM+uzP/mx9DQH4f/7P/ylEhvsERbqf+7mfu+kiQgcuwF8tyPsgHA3Al5KG3cvyylNRMt3VZuc9U57juZIy3ZUWf8/mwY3PTX+pZIJj8AId/D6QMsGe+VtW6ch9Vq2+W1VnIubehzOdyVpza0MBulHdsEJpQn13qvJWdUsEMb2Hft+NzjVret+JeFqVdSbPbDzQPeNxQP8E4MByYtrXbPnCOVvf2BTjHKJbu90UeqCxN/RMJF1LkGFsrhZK03ZUuQu+x1I2NKGhogfujyUdaxsiFoYosselX06cUOJRlgSrX3wPIhsJTKe+4Uhc4YgcwTkeDG0UdMMxKA6lLPW05bMPWxAmZcvLSzbRH1k+i0FOSTP1cjX16neaCEtI2Y7+uKr2cClJwn0Op7xcUZoBcfriXfcc+h0AaInecC4ciS6Bcp160q6nj5scCQH/Pn12w/719KblDFg8NFqzpGXjA2uPUtbqQq7M2LG5oh07fMROHZ9wrP4o/I6xzvg4YxaD7OYPSME+4hZHhc/on/d9l+5/QVW/RGsyRcskM5apzNp0t26Dft/qg7h1tlZss92WY14ps2658rRl0E2AiCeFu+RY3KYXzyqwVfJFmybodes2SuWUO9GySBx7jsXLC3bQFp8P9yfQOmz3vWjZs+n/8A//sJJ1vN5B+t785jfb61//+n0z0Lqzbtw6evSomOy0YbgemHiAQ4HIGcEeFTo+yz/4gz8Qf4qkjbFHxtxu5jpQLHoudG/OcLn1vve9T4xHYC6qWKrd/TCPYJGdv+Md71CAI/NixO56yHS7vfF9kL4aM/9yx0BiAEnv/NnH7CPvfoul4malcsXyBSfMQvCTfC3uc0DuReB6ZtuB5ltu5C4edyS8koPweS9A1YLw84WxjC1XCwGVoIaRzNrqis1MT1upXFZwpvJGZhZCHKQ/Cc4QGOVY5wI5xLpMNmvtek3jWGKY03oJRVZkBhO6v/kl1j4Qt6xfXVBk9A/xGtAI/i1LWLTZhz1V7EDETAaosofFH4raxNNZO/PwAzqG4yfvlmNdrzeQ7n+bpAgCX2XSJiYnLWM8z8VVOapsspiFGDfoKQmIBnzeL68rb3eJvnQtCQoQgeY5BmbAlThAREP8hjRggOFP2978dx/VnDsBPVBrILB+kLZswlnDlktZKei96NlHrVzOhYYxfNZufA19eDgA6muHTnMkOvoMw2NQc0PBPfRw5+eMvHn52Z39dUhvoV0tgVtbBzyFWMIajaa1axvigIxiKStmU9I0yJWndB64ZhbPPCKRpsn5o2pHIMwkYl2vabHpuy351M93sP8BDO5wY6jc9wKpg74xxwyZFk3xg8TYvlVZ9E/9yu+XrsT1rGGvYx/85b2z6JE2/pEf+RF75StfKZSGSQj+zcIsjfjxrne9S0XizVoHqoJnXS3fIAl49NFH1ePajXjNtSwqYl6f0QQy7SutayXTXWqBPpAB0u+Emb+X5+D909fjwbjNM575CfbON73Wzj76oC0uXZCgyURlQqxoFpA61S0BzPXGS9bvOCa3KuPh0EqVaRuq/z3Sz/GHxzmNAOIZ+2sbq5pzP3r0mJ6bfr2CbnnSWtVNJQskEPyX54TUB0KAUQ1jbMDlcr5rUQ32LDaIKQhLAKflKl83aw8xa6Tnl5hMeH3IvrZZ1/harlweE/BAA5yOPpX0cJw0gDYkEZqxmJ1+6CNWLBRsemZGr4/iXKGSsnIxp2Olx0ryggUvn0m5VLZc0qzAJiBIO1CPnveL6A1jYBfp0eNd322oV8/RJgXNj8IRMyeqw8jbWI9+2NcoHkJBD59bt9Va31bbKSbirTeKWTLoWSfIWiHBFANj9TEbJYuWsfY4WMdFxPMJRN95u3iRnETGYkPkY8NzFw3a8nMPZ9k/JqBnI3a0Sj/c2FwMNf24QwsGXYtnylbKxKxEP/3ISWs3tqzRHdhKrWnB8oeVtHaGMasUKza5cNyNE/J6cpyjcT1hyfs/60AGd0ZuCQBU7nsJ7uwRGLywt/zVX/3VneB+ACH6Wi3inMgtkMlc8bMGQaVSpyBkWouik8/5JS95yfh34FAdP378ToDfLUTPzQa8xygT/Wmyo/1aUTIdCxj8RpLpWBBvIAZyEVwPMTC6eA6U1172pf/JPvSet9ujH/5nqzebtrG+Ihgd2JhWRrFYtkSCvmla/vLynQfS71LlFwTlZ2HVd4HSR45936yNK/Gzj522wXBop+66x2LBSBU538felUpNDHup5DUd5I44jKBwCr+khHEI2l5sB+KcBGRAQtALoLoLRgrgMPdTyZSqd1XuxINQqpZj5udqORTLMoDRaJYFLhEgpqZz2251nY6dO3va5g4t2EQpHO+KxdX37qAEmM5aKpOwQjxh03OHRNSDfAdRb7net3i1aaVUIKhfI2RSpqtbn+OmZ53KWDwRtwCHNP+ZMLI2aNsonB1HphY9fSphnxQwA/+BDz5gH3pkWSp93WHSMrGBRON4w/1h0pI2sNYobUEQs1QyaUUA+3TGCrl0CLdHiHsw2b1ErmTsBYK7H6JCF+21I0E7Vqxz7ycG8gBkD+M+7rQVglB2Vs+SLljMS9Wm8q4VkcxrJA6SXTaVkF7AdDFjrVbWzq02LJ2MWW1rXfbGBar7iTnLdptKRJIf/0XO0e4ABnf2m71W7hQj9NzhCL3lLW9RIn9nHbwxuWPHjl307e/8zu+07/qu7/qYX2e/JqCzj9BGfe1rX6vCjNFsktidny8oMATpm7kOVID3a6fWPEEGFiqwPMQyPy62H4ubEIicbIxePj2TK0nhXi+ZjuXH4Lg4GJXZ7+XG6F5sE9Nz9sF/eKsVchlViI1G3TbX161aPacKGQIVgSqHnv1oIH11IFb14us1EdxU0TaqYsFDhDt37oylMwU7dnJBlSTvn59zrxTCv5PSHSNpnbZ6+9lCUeQ9qmgWgZHoSzUvDfvKlNO9D8euSAoSsZhEbwj8jumPjn5Xx01/HxQBv/tOOI/fDqv5VCal4/J9fRbkPpzrVhbP2fTUlBWyaX2G9OcTsZENwt/l9frdQOqAQeD6ovl8TmSyI4gEVTes1e3ZVqtvK2tnhQIU6NnnC5YOWxGQ97CKFQ+gW9c5vUjBDki6hVVsTNA8sPcjF9btvQ+uWNxCy1gE4sLNR8lKMmY5jesBaeM0mLJMrG93H5+3hPzWh25mnMqaoExm44VnCMxUy8yih3C8l34NeDIEZ1KFsf2vMoIBGvjo1DtUBL6CIVIUPp/kZjULH3q9k5AB3fMcmMbQLsDqd5S0C6tVm6vkbaJSsWHmLukVNKsbtnTuURtBAjz+PKt0Ujbd6+1bq+16F+eJ/QZIncp9L/sNe8hXf/VXC6p961vfKjj3zjqY6+zZsxchK5dL5kCMCeYgOkxAgMy87W1vs4O8kgc9uNO/Asb24jV8GNdiCLNbIxqe2wd17/C032Q63hvjbmR1VAU3OqM/eveTFTz/6R1/afXNNSsVC1YsFqRXPxjhk121tfV1GwWrVsjlLZNNW2ViUuQ6FOPoBafTGRH1ev2era1vKWBNTZSkhkdVT0DYZtg7W1fm1OnFU8XR/4agRxzwlrPA9gRDT5aj8ieQA6sjiCNSnsXURiAYaHwQgl44OieSWiJhjSrCPtuVu8b1RlSeMT2fl4FdX121tfU1O3rspGXio4uMPrpKHiDSOYMaevkI47AwpKEiT2Iw0yFYp/VwMPyCEAoSlM3z58RXqFTKls+mLStlv5hG4tTnxhuePjMBbeTeG6vbbtvSWsPe/f6PGC7tgyBprVHGUgnn5Z4eDqwbZKyU7FosiFkCg7d8xY5MJuz4sSk7cnjC4mEFvg3Vb/fJUY6TU1xISBQ03wlH8gxv+NA9Lgrb06+PuMiNFMATFkvldUySp4UYiJUvG2EvRApIajinzL+PAutU12xxaclmZg/ZxNSskolYu2q5RGDFY3dJza+bm7e1yU8Y+7TTW/U+7ZcTiLnRi8+WoMx4216DO9fWa17zGu0tBICreVXcWTcXoi+Xy7tqnZCAYjnMYv9+z3veYz/5kz8pDXliEmhPdE+nIEXM7GauAw3RX0q8Rj7j7ZDocx2L7JznpoKmXxK1ddwpdrOTTBd1hNrt8hr2HDtIwbWq7O11TczM2wte+kp771v/3OqbG7qqqaqZ6z40f8ha+Zwg2fXVJavXB7Z44YLGyqpbWzY1MyvVN4l3rG9ZJp2ww4cWtAk6wRwEbEKGPeI69MtHEN5KGqFjdh243c+8i0WfL8j9zaMF/B1LpjYtNzpHJU01DvQO4Q5Nd0H0nZbG5Aim9Hld5V5zhjfZjMbakM4lZBG86OmvrS7b1saGzc/N4MOmSjcRpz2RCkVvXH8ehIHjjJrS0L+PadSvJ114zGRIAiRX22lIgS0/PWmxQ4ed7e3msq0sb6oIxoq3kmtZPpfVtUKAc6Y8+Me37X0ffczef75uqWHT2cVjvR7EbSLubHH5v+4oaelY37qWtXIpZ5/4zLtsYSrrdP2pvNNXgeZhsHtZ2R1qdlGGvSp05GipyukLgCxIYhbv96QTq9HfFLfbD+mCBT1U5/AJSFisV3OSwJmSmPVoy08fOmmVHNU9XISYRHDwEhw2NywxcczKz/gCqyRSdnfo0+6d3PwYqA/2V3Jy28/lE3COY6/BnefAu5veK8H9Zo9J3bbrACjZjUYjkaQJ9uwnf/3Xfy3TIBbXESPPFI43cx2oAL8b8ZrdOr5daSEBCwQH5EIPPLp2Pr/GzUKb172S6QiQvk/DGNzjrVxF5fuJn/VK+8g/vsMe++i/uICInsAAaVgHpR89flLw+sKRBVtfWbLuMLAHH/iIPOb7g4GVCnk7euKUKnUsTqWS18I2FVU3x+AGekfxDslazhOvS1B2vfaKm2enkos7sSKfKKgVwNhcKIVLYKIaZ9F35/mpskGU+Rp0gGofIRYkbrk2+r2+OAVSn5NK3tAunL+g/vnxEyfHDHLIenEC+cD5uDPHzqLih01PoIdQSABPpDMKTnADkKrluTPM8kdG0eQFAE9g1LXczKwlj5ywdqcj6dvNjXVb6feVzJWm5i02XBO7/v0PX7B3Pbal3n/P0pY2nO0CS8Wh1bmNh8qZJKyYNEunRnb/8aKdmM06IRnI70DvvCeCM7A5wTy4BDTPHLoOE2U+Bz0y9hYEfVeVe3IdwjRA/VTl3q8+ydhdmDDEcd3rXixowyx/v61j53mCVM5ajaYtr2zY7OEjcq7zNrJqU+gziFmsOGupp77ctSjCRTBlFIlHVCCGyp5rBdEnrwh3I6B8H9xJMAjue0nAeQ6cv9jo3/72t8vF8s66Pda3fMu3aOadeMG4JIz5v/mbv5E3CsgTXIv/8T/+h1oxoAFf93Vfp+B+Mwl2BzLAc5Mg8YigwNOf/vSPyYCvJ8D7mxhHKKwd2TR2rujz7weZjn4NwR3uwH6z/q9l8bpPefaLbGruiH3oPX8r1ThpqaczqoiBzIHEB8O+LRw7ad12x2qFgq2sLFsGnftu1x5+6EGNjuXD36dXTZWtAJx1Ure8jsRmpHAH4Q49ewxoAkvl89bHijYM3oLsG6HcbTZnhcqUCH4eycnlgfSrgnwFMg9HSg4I4IjpkCzkihPqt0NiQ1SH4yL4L547K0Th0Py8EpkUSMGwpySkCwQfJoyY3uDRTqDnfPAcPJCxTUPui3i1g0aM2jUFfMbkSBpUnauqBduGXd+wIq9Fp2BuQc/VrNetvrFo/7xatcVm3+q9oVTwFNh5Y7HAWkHOkqPAupY0+PPDIGblWM/SIAuppB05tuCCangdC4oPEw2x26nQvcgMELsq9whr3vfT6cHbpaH5qEXsMOB6Tzqme0hcxM+dpEr2tgNHwMThTolFvGetesNWLpy12YWj8gJAslfjdAj3gDZoLDBumY9/pXuOXQjEgK4xbULgpT0H8Y0N1Ff3kJ2uF8r3JNvrDe7f9m3fZn/+53+uyn0ncevOurUr+JWVFbm8IRtOQCc2Edw/4zM+Qz//8R//ce0FVPBRoZubvQ7UHLyXgqR6JwBfSryGnzEmd63QhyfT0XfnuS/nRsccPIEYWPB6yXT0YKhAGLsj87sZPcVLLYLq+972F5r7plJWC6LXcVK1XYJkUoEdUh6JSbk8IU9x4Fog726XUbe4ZdMpm5qZkzwt//PsedfLLjmHuoQb9wI6V0AgsKWzCr4sYHQ2dN/Ph5BHouAry3xxQoGChIGVSCaFKiB84yxwG0IRNBXWa+s11jfQaR/a8WNHnbBMuAHz+xLQ6bXGzw9ZjwDFe5d16bBn8VjCUumUqnZp5TNbP2hbOhEfP5/726wlUWuloiRBGPZF3JPkarjiiZR1B33764+cscfW65YcQUJLWcG2EwdG4EoxKmKzGP3rIG0F61oikbVyoWhPfdIJu/coVrJ4rg+cgUsoiPMxo22xHcGeHv3Ylx3veadzz11Pxa2xeZImPwZHJc57TGa3RXNAATz0L419Jw4skl6nqudt9mO2uHjB5g8fsWIGpb6++12J2ITvNZWz9JM+0xJTVx5BvdJi8/Ra74g9eSc3D+VfK8LGsT/44IPaVwjue3Hu4jm++7u/W6YxBHffp72zbtwc/Md/+f7Mwb//Nw6em9xtW8GzYZH5njx58rJMxr1U8FEyHZDJlSByAjmQPJX79ZDpSEJAIeAOHDSSDYHuBZ/9xfav73uHnXngA671QG98OFJF/9ijD6uvOjc3a5WJKUHspfKkCGXA3fjOtzst6w1GGjsDUpdsabtj07PzOm/M2HPuur2Oev6gBCLrAdnTay/hqBZYt9VS9chYHkEc3XyCOL12YHNaAkomYLE3akoa2oOG5ctTIuRJIY2EIGxFLJ0/pwA1P39IBDrkdhG9QfWNFgGLzxN0YCSYeehU7/SzmPrrCAVBqmNJS78VthEYeUsnpBGfSKQsKbvWvvVhjpOclKYssIHEXwjE7cHA3vfYkp1eXrT+cGSZuFk7mbVc0LdGkFUwJ1iW4qAHoBYmol0+MbSjUxN239EZm5udkAzteEQNARuU4WCuU2Gn865aD1XnpEgHsS7tHNxU36eolsH803JrcyI1JBMDjQrqeQnG4167s5aVMQwysjwHTnIaYXCEPgxwBLun81ard2z1wmk7NDtthYJj81u8YEGraiNMeXDY6zYt/eQXX1dw12FmMmNFR5K5qNY79y2onA/4Vxtt81LX1xPcWSic/eZv/qYg2zvB/c46SOtABXjW1Ygt1xrg2QBg4dMPuxpEzoZBcOJvyOg4lmsN7t6Pnueg374fEro3YvG+Pu45L7L5oyftQ+9+m6B2POSXl1cUGE6cPCGm/DAYCopHmrQ4MWm9bk/VOWQ59vtDhxbU565ublit0bKlxX/W+B1VfzIZkzObJ9khTYtELgGDQO480vGA74616Z1cbVabdZoAhqf7iFG9umXyRcma8vkzsieIvuDm6Dm+pZWzqqiPn7rXep1GOFLXUN98CIrMGBsBXbwKN3IHFG9i4VM+85+hRiZBEpBzGXZbUgBk7t5fdcl0zrJ5gtY2ac09T9WGwch6w6H962bD/u78kgxa0oy3JWLWHaWsaB3F4ZQNbYis8Ii6PG49w7kuJpQgnzV78kLeinnc8sKArRVzGgER/XpV2b6PTjBub4bTbpFqXQedcZU8QZufyR/eV+iQ5+oWS2VsBDrAiWB0TjawPVeNA+3Te0clj4DttHutVq3b2oXH7NCRE5avTImfoDE5CmnEd/R6I0s/+aWWnLtv369hb8vKvc3nBsyO+yNMeO49H+z5dxRB861Afvd6gvuP/uiP2i/8wi9oFI52wp31xCHZ3QrrwAX4q61LucldbtGz40bnxrtaT8yT6fg92I/vfOc7BQUBUfPYTV+Ov6cNwHPBlL8VnKJmDh+3T3zpF9n73vYG++f3vMtSqYTOgUbZ0FwfDGwouVaqcuf3zbQ2s+kw4Blxg3A3NT3tetdHj9j66rJtbqxJ7Yz5em20c4dkrwoKgPmMn29Xr13Od1VV5yLPBSON17UHPfm+A5/3QkEeL7k7QDnPRiLpUZGubKwbhe701LQQAlj6jLiREOys3AlcQPEQ8RjJo22QzZbkyKaRu5jTxWcVShUbCjt3PXbFvlTCuo1NBVyka4WABF0bjgb2wdVVe+/iBavFElYKnI58J5a0QSxtySSjfHFLDh2ZbhhPWsZ6GtfJWc9GibwdLcbtOfcvSDmv3ovZ+mNnLJFKW7FYsmK5bCi3x5JZHbukcBm/00hcSjK3fsWzEWc7xHxAFfyYW8iQB0KHvu+IcnzWfR2Lt7KNhUz5AJifOfpBT5+nKv9+x6qtri2vV+3I0ROWL02KmChr22HfhqjV5SY0spc69cmWPPyUG3odcx3Rj+eBxzr3oofyGcMDTfLBHiIUCBtcHIL75dp1V1s//dM/bT/xEz+h4P7Upz5139/TnXX5BfLlWkXX9xy3+zpQAd6Tq65EC9hNBU+AhUxHdn45Ml10Rcl0kPoYnWNsh2oAcgU9OjYOH+wvNaNL9QBSQDDjZt8L2/5mrXana73MlD31eZ9iva0lpyefTIttD6tcevXJpPW7VLa4tVFtlxSsCfKM0vGR8e92o27zhxZkejMajqxRr9vW1oY9+JEPq1dOdZ9pdyyHwA4JQp1++UCQPWS7YYcgFYTVfDMc6Uu4+XqN4bmgnspk9P1Wu23nTqNxXraFo8c0YgeznmuAB60BFOr4Pl9D8FMiwUw9wXwEA3xkwxHs/7Yb2+tjmduVcI8IeaG+fDqXt1wqaaOxUl2gvn88lbS3Lz5s76tuWB9HuJRZxRzsjl5OPD6SME2O6zYWWCeWsp6lLGMj6wYpywR9S2ZK9sJjE3bi0KSEeCChVeQqV7R2u2V1XPBOf1SvSrWZn5y3/JAEwo3gSfYOG1jY88mMjRT4uZfwYncmNlpJxuOYhQ/cbDqJAf70MpnJWwDcDwEuho5AyDcASWk7XkOiMKXn3GrWpC9wZG7KsvAkRMRzjngB3gYxlAIHlr7v0yx1+PEPfjDtQe148LkzFkuwZ1/g3mbRCtzrffqLv/iLguaRn8UP4866sw7iOlABfjeLTNyLlFyKtEagpopmNI1++9Wy88sx5YHnva8zP/fBnsyfn/lgD5TP5sFrMuJDD+6gkOl2s3hfjCN6IiDB/V/+/q22vnRWsLcbgXPQNex4BXJg9iCwYrniBFniBcH5JAJA8FS/PuCnEjGbn5uz9LETtr62rM+l1TZbXl21iclpJU5U8kEbhnxcgZ2gDyRPH57eOcz6bgdVu8S4F89serMf2NLSBZuZmbVCPieuAAdbLE2qaidxcKI5kPVKlojHJUlLKOLv9Xy5kubKvfIdr0ukKk5M2QAzmfA6k4hOLK7Zfmxs8WTvdqv2D9V/tI3munUHccsSLGIZCd20AOFHMOKHlrSEFYJB2AWI2QB/gIGrmrna8oWK/ZvnPskKwMQkuKPA4oygUXnHRlaozFhh2DGbLOg8NPpmm0tnbGXgRvBy+LOnerp+A2bShwNJCG/Pxofz7sy0A7fzBRU5lbk08hk7S1jASFz4ddBBZ8BcDz70cod8OOpsWXWraqv1nh05ftKyuZwF6PID26dy4ifoNUc9yz75Myw1f7/d7MU9TZLPg3MEQkfg576FJ8M16Kt77uer3b+/+qu/KilTWNTMQN9ZN2HdgehvzQC/mwqedSk5Wch0CP+z6V2NTHctynQ8j68G+BsvyAFxj8VzYE5DkLyVgjt6AIwHYXfoxxFxbXv2p36unX/0o/aRf/w7zY3jDEdg4WzzNRroVMlUtQPc1DI59fAdq73uxu4SCSdZWyiqx07Qn0UkZ4hO/MjarZbVa1W7cO4xG44Cq1QmLREn8PbV8wdeZy5finj5kvWpqvt9BWB+vrG+Zovnz+m4qWgJ/B6+r1U35JAHYa7TImAT0mN6PQI9wjm0AAjYJAC0ArCIRZ2N78MxaNc2w3571tLplOWSMRu2McGJWbt93i5svtYmCl07QaWYSVm9m7WVYcVGo761OylLDUc2GPWsl85bYjCy+ggbXLP4wKwcdAX1x4OY3XfkkD3r1CER61Rlh71ur10vVziuKWbS44jlTNg08+Szc9YL/dnrtZotd9qWSWWUdBXzWctkS65CV2VeciI0VPSw60lakjnHgOdFQsEcVfXJnKR+GZ8b8fud6jjQB8O2bTX6tlpt27G5CcskmcWPOeW70LQG5IF/Z5/2cktOXx+hbr8XyTltO2B5z40hefdQPvez7+t7KH/nHvNbv/VbmonG8vVmzzg/kdfj7Qd/q64DGeCvtHyAJ6hGbz5GZpg3JwjTc7/S8wiqpbeMXSVmHxic7JJMx+8SVKjeCY708dgQmI/k32wM/Ixq4aDC9J497PUALiWZe+TU/Ta7cMI++o9/Z+cf+ajgcIK2oHEUBVNpBUcIdMDybt69Ieibap/zivf8KBiKNEfiwFgepDGY+hjfoE9+aOGIVTfXrYm87SBhi8trFltekr47fXtG1QjcONBR3dPnPnP6EavX6nbyrnuVFPheOsF4GI5wOQ39mubrEaJp1bdUMZMg8BslXPUG/bGFbbPOGGBMAXIYcYcjoeHvEbfgvQajR23Y+R07VIjbZpvXi1s7SFjLknY8V7f10dB6VrRhy2xYKFip25WwTDIYiSGfNVoHkOfy9vnPeprNlgsOIhejP5BpjfzTtWIucIZjbtJulw6AC/7pVM4mcwmbzOEQWLbmIGbtrRW7sNJSFQ4iUMw7a95ErrIN02eKNurUtvXkCegEeT43SIi4C0oUJ4T36Tn0m7a5umzrrb4dO3bU2fe23eQBrzXstSxOtZ9MWu5pL7dE8WBNjlCp04un4o4SX0neacnxYF9AbpRgT1sOtIkg/973vtc+5VM+RS24//k//6e97nWvsxe+8IU39f084dedCv7WDPBXW14mNtqH92Q6HOaAya+0osp0e/Vw57WBtb1BDW0Ans/7shP4mdcl8BPs+e/jrV53pffPbD7HCsv/Si0MeuZP+8RPt4VT99tH3vcOq9c2LBl3HvEEeMbLhgjYpDBv6Vs8RUITKNgCzxNUk+GMuqpr7F97HZHg+DeQPhXz5PScVSanVf0Ph5DsYra2umQPfOTDGp+rVCa0KTdqVdusVq3bH9jhhcNOSc3iVihPKXkIqIzFaEe8B1Y6iVzfGp22jhe4HyW8XK5oDbzoscMVWz6wfret98vz6DnSGcugUIf0+ljStm7tzh9ZuRCTEMzhHCxzeGtdGyTq9nC7bPlhwnpBzFbzExbvD60RZ5zOQfHp2MgSQWBPm5+xZ504aoVC2kZt18+nwk7kEYcZjMVlpPRGspHM6fsEf0h1Sj6A0WU9GyrL5ytWbNesRFIUj1m37wiNSxsN642aVso3xX8oFEsW11x6TIJB6qVwP+BwA1oQGuDw2cpUJpWwUbdjG9WGbTSHdmx+0lI45skHN+Og/pCQFy/NCZbHHe+gBXceO4P7zsV+QEDngfUy9zcjdMy3E9g571/8xV8s8qz4CAc0gb+z7iy/DpYBc7iupr3jiXZ+JI2Ays17LcGdALCX4A5BB5MBEIDnPve54wBJtUclzMbwSZ/0SfoZvT2qBsQvaB2QiBD4b9YCjgSGpJURPfarrelDR+35L/0iu+/pz7NEOiWpWqf1nh8HVOBzBGiQpiVottt1S2nkkeDZcbaw7abg/WJ5QnGJoMuDkTd65vwOn0kqGbfjJ+6yJ3/c02xu/pA16lWduzPnzllta9NKVKalCUHpsMPrqN8l4nKX48rpY0YUSwj6R4zGKdShtMaonfsdp/BiSjZ6EPkYc6NalrWqqVXA9VKvo8JWdA5x1rRyoW/xbkKcgWbLjGG7VCpmpVTc7s7W1M8fpNNWGvYsO+xZZtCz0WBkQ0tYPMjYy57+THvBk5/iWOfdbcc7KmzNmPfaGlnTnHtrU0TAUbflmPPdhmxwR5aUToGIhAzzpdwYH20Ifh5P5iybGNn0RMlOnDxlJ+Yqlo0PrLq+Yo8+8CG7cOa0bW1tiugnGVkgfGR7e7j/dWzU7yqh0PctbuurK7ZZrdvxowuWKc1awBSAXtshJTrPhz7O8k//vAMX3Ln/gOYvJ5x1pcX9QdsN+VmCOv8lUX/5y18uExGKisd7/ezP/qzIgfCAKC7e/e532xMZor/ex+2+brkK3gd4Ai2MWAImqnZXm2P1ZDrWXpXpUFGiDQD8Dlpwuecg2LOZ8GCDAOqjsqca4Jgh8niS3l7nb691cQxAjLzeM5/5zGuuPvj9uz7uWXbkrifZR//pXbZy9hHrofRGQFRQcXr0+MnT/84xPpZMq3eeLmcdEx8UA9WzWlWjdQRe4P0scK9m3WsaiUMLHkU9qn7OIUQ9+AKJmFlpZs5q9YZtVR+2VDJhU7Nzlk7GnQAOrYJCWbPzCOT4hUgNEwHwBgTFh6x4xvOonJHP7fcb29/Pl/WanYa3okUPP265TAJiuGUyMQt6gTxZslT4HTTlA4tjMlNoWa5btNVETmqwSM5yPj4+nbEX3XOvJRCYjyeckI5c2jKCwwOm7IG40YNH971d82q6Fhe8HirVBTGL40Pfd8mBYPY+BjWM3gXb43FSqsuKbJcuTVm6PG2VIGaDfkeVfbPZsfWHPqx7ITcxI+Z+Ns+5SzgVPBKMQcdW17es1g7s6LzrRyuww7wXcz9mls5Z8b4XW+qA9dtZkOkwriG471Wp7I1vfKN9xVd8hf3u7/6uveIVrxjvJZjJcG8/nuv3f//3pXfO3D3BnRE9JFHZU9hLnlDrDkR/60nVsgjCPK4UgDBy4CbjpmVE5UqVuCfT8bge2VkCNDK6GN9AqNsrmY6ExDPyEcOhSvDBfj90tS+XmBDc4Q4gCLIfr7G5tmwP/fO7bGNt0UHGhuELErb4uPekWiczmmzo4w7XIZlyUL2q+VYIkZfEUCcIEjCAwfk+CQCfWbvVtOWlJY3Rzc/PqfBGkAfWNzB+q9nU9VKZmtH5Qx/e9/n5L8EZAh3SuPKLT6VDlj82t04Ln946gZDfgUPAbBuIBJA9yQYa9um4k8Ltd37e0ijvZWNWzMYshRZ9f6TNIpuP27lWwj7cPmSrnaJVOzkrxyv2mZV5O3n8mCVsoJn2GM5t4YojMqPeuPtM4llEZ5xrnfrvKMzRn9cMOx7yHI/TJZDozFgEB693euWhL7vG5pBaDg1eQDL0M5j1WLoOlHy02h1rbq1LhyBIZKyQy0glEBe8taVz1uiZHT16xJKpjOv9k4wM+sA2lpw+aYV7XqiE46AtEB94JgR39Cz2sjCNedWrXmW/9mu/Zl/0RV9kN3sR1Gmr/czP/Mx4b2PKB2OTb/7mb7YnklTtJ3zp9+2LVO0//t633ZGqvZmWsTsXZDqqUfra3LzXQqbbq+wsMB+VAPPt15spA/V51yzP4CXgA/szu+tJesD9+xGIef4PfOAD152Y7FyTM/P2nJd8vq2cP22PfPC9VttY0bklwMthDiZ1AVgbRnZO8Qn4GEMbzin9cCr6Vg13OsxrYM3XFZTT+YLIcATyja26lSambLJSDiVnaQMwKz+0ufl5S6Uy6rOvra7IBQ9VOHrqSOdOTExZLmxD8JokGjxIPqSWF4rZbIvaTFosNrIBgj4IF4VCPLisDeNpebEPB8csmzpn6L11BdG7cbRSBS33kdUTWWsPk9YZZu0zSydsKm42Pzdpg27T4oWyoHTgdloLuNPR68bCVtAAwjWoy4V+sZKDlX+7myxJ5MoWhHa2kqkFDQh13hljC9pbYRLg+uLOZQ6EAA973N4Kbma+DRoQs3i2ZMV03IoLxyyw47LghZW/ipvgAHDebLKMDzwtMYxjUiJQJsrzlr/r+ZaeunJL7FYO7hQRBPdf+qVfOhDBndYibT4Y/H5xz7zkJS8RmvBEW3dY9LdogGddDlQAcgOOAmamGr1acL9eMh3Pgca194fe7ywvyuD1FplU9szU8958sIf0sxfUAVib88UYHD3DG7HmjpwU237psQft0Q/9ozXqm+rLut57dxvWJUghqTpCwa6l+fN2rSbjmRgtFxHvgOpdfzeRytjS8oplUgmbKBWcPS0kt2ZdrHZ6+bwGFTp9fNj4/JvzCErSHwX22NnHFKQKhbzczSqTU06Rr9WwPkxx9A4KMONHgs7bdQKke1+0DUi4Bu262gedUD2xUHylWfcnLJYyiw3p1Y+sXErasDU0uO5nmyU7lnmGfYKlLZNJ2/zCIUY+LJXNuN46R41yXKI4DtaseAYxmpYTnqFyT+FvD2zvpH3Rt+c4RMCTTCyxvWOD3tAy5WmLEYCZa6cnj748c/MkO5mUjdoQEJ26nfoGyNTSw+9j6jMSc56VKU5ZOgtK0QJrkEVwo9u3lYcesnQmb/mpOZu+/wU2ec+zbpor4m6ueRjw1xPcUbEkqFMpf9mXfZkdhMUexLW9012Tr28GF+CmrzsQ/a0b4HcuNn0uYkbRCLRU01dSs9tJptvLZuQFc0AAgMauppF/vStqkenHdQj2JBgcg2fke7GOKy2vs00lw0aHy9aNXATNwyfvs0Mn7rXF0w/YYx99v9U2Vx1hDob9aGAJDE6ocQcjyzM+N0C9znmVC6ovEnxG1u22bBTE7ezZ01Ypl23+sFMiA0oHLgfyl4xto6pqPpvPW7vR0Kw942CpNII3NSUZlUJeiYWmG1ZXbXVtzbLppE1Oz1o2m5FpjnzMpXDX1zEoaA766u+36+jdxyTwQy7J3PewXbPu6LOs3/hLfa9cjAuZGKRjdqZzj33SzEttfem8pVJDm5koWa/Vkha+pHZTyOcmLZEEWh862JzKnYo7hO1hxssNDqOW8LOkch+FyQAz8qjxbV14xGrrywr8kB3LU/NWxHNerY5wtj2s3EepvHrmAzH2Cfq0IbqOnR/0RezTrPxoaIsrG9btBxI9glQwiaJdPGvtyimrBmX7l3Mbllx6x/ha3WvyeSN1HeCYXGr0czcLJA3LTzTmX/3qV+/7Md5Zd9YTOsDvhOgJtBDbomQ6AsflAvx+eLjDMqdnTX/8Gc94xp6q/+tZ0XEdeub0nYDxCdrwAPg+wZ4NliozuvxkASpd18KU34/F58ZIHYF+9dwjdvqj77fq6pKl4kkFTYK5gmc8Yz3G0ujPd1oWRxgnFrd2u2n9YWDnz522mekpmz10WMQ49dTDuXuN3iVTsqZtoVzXDcTaB+aHZAdjH1ldIQSw9mNxO3L0qKBwbG5R07tw7oykaSenZnVMyYTsVXRsoAMFWgtoy6QcMU9TADl85CEB5i2RfKYFg/ssbf9gre55C2Lzlk49347mUnb27BkrlSs2d/iwoP0M0rZtR9bDuCZeqNiguV25J3P04JuC3HHlizF+CNGO3nwQGuQgUpNBZ6ButdUz1txYVFJCoHZa+w3xHTZXLgiRKEzOWrYyJ0laqHfJPJa7Q4tlKwr4HIeSCH4KWpAu2aDTsJX1qpz5Dh87YX2Ie7lJK516tuWPPX18T3rZV65Hkk/uNZJOrkWS0J3X4+O10HTwwX2vCS33/Od//ufb937v99p//s//2Q7S4txSBGBBHV18faPQuYO+nggQ+20X4FnStYZt3WxqrIsghWqUD7SX06Nns7leMp2XnUUw5957773pynS8PlAjD2RwOSdU9lQrbLBUKp6kx3nh2DkHBPebZXbDeZ8/fo8eBJ0zH32/7EQh0+WyOdnSojhHRS9b2BhV8Ej2s+sbG+IKFEuOiAcsjS4+I3a8L4I5I2x8XSxVFIhh3yM1q0QgV9CIHv3zfB6rU6DsnjPPAdKcm3ea+a2Gba6t2srSBSnClSYmrVKuWGzUGputsBjpw+9eo2OypqW9kEcQ1obB8yxdgl9A+6FvS6c/auVSySbLBet3W5ZOpazTrAlyhylP8iDSG9arwUCkvxEubkI2epbM58Zz8axktmSD1pa1qutWXV9WggFsH0+hr5/X2BzVfDKbt9iYIT+Udr2de8gyhYqlcyVLITCULVqqMCGPAMtW9LyWRDc/a7123RbPXbBBp2ZTE2UbjQIrP/kzrXji6VeUfSX5bDQauh5pn5FYcp366v7xSi7xnKAVRTK+1+AOT+XzPu/z7Nu//dtFWjtoi8SJUWCIfyQhPtni66/92q+1J9wi+71efnhw+2cIBzLA+54TwQqWKLPl0UC701FuP8h0fqMgaLJxXW2m/mYtNk3csngwKsjm6sV1BCdns/KgPyhOdpNzC3rA0j770X+x5bMPKfhSLROdgdupJhfPnbFWt29z05N6j84wZmC5PII4TUHbMoIRjD2UgI5U7hi/A6YOmflUv9lcUXKrVN5I6UqtNZtTokB/Wr12rG4Xjkidr9fBrramIMo5ZR4/XyjYVKVsvebW+Npj7I/qPm4DGyE8NxoKgUAT4MJjD9nExKRNzB0WuzcVH4nt7nReQQniLqiGK5UDtkf73Zm5EKQ5JzH66JDaBj3bOv+INTZXlFiMeh3N6iOFSwAmgeB44knm/NGE6MtdDmYwr0vg7tS3rNuo6dwN2jVLZnKC9GmXoDmPdsBoMLRqdctGiYwdfeZn2uxzXuGq/12sneOg3qCJByQ3JKN9sN8v0ujORduO9h3BHWRrL4vEhNn2b/iGb5CgzUFdjMh9+Zd/udqUJPCMyZHwM8Z3Z91Zt0SAZxOgdwxR5ilPeYodOXLkY36HAO4FYwjuVO78d69kumjPmo3iau5zB2URzOmVUrXAsGVMjOSHPqLfXL0hzs1GIoDU73/WC+2eZ3yiXXjow3b+0Q9ZbWNdAWd5edH6w6GdOHFcVS9Bkc8ykeD9xAWfoyrHvDoBm7G2QY9xyo6rppOoBAb63QRoADP1beemxu/iOU8F3m1VBXlL8nYwUJ+ewIsBy/T0jE3PzIjJj9wt7P7TDy9pbK5YKVsxm7V8LmG9ptOoJzB7Zb6l8+dsevawlfNZS1GVt7cMgVoWZEGU3wbDwGJpoP+4XpOKX+x5WOnA8h3HG+i0G9baXJHkrJCoTEEjfGjT8xHGIeElsNPle5ARkyHLPuzXJ1MWSzJKh/IdrHd18pVESaWO5yK4kzSMAqv202anPs0+4eVfZZnr1GSIGjSRcDPxQrAnUWd5jffd8Eh2G9xJyBmV3WtwJzH+3M/9XHvNa15zEUP9IK4v+ZIv0fn8ju/4DmlqsFcxp7+TePdEWHdY9LfoHDyBmmBLsLrcTQvJDm1wKlUf3OXJvQfpSKp++to8HzcMr3srLT8GR0WPwhWB3G+uVPb8nPPiYXwqqYNCilo+/5i9881/bmvLj9nRwwsaX2OWniAsU5tMRnC8m6FPWBeb2UIxdBMcuaQlQI3OGdz4ETpU65ibd2YybRHwqGJh4vN8/C2Qp0bmMll9D+gdQRyhP5owi+sY6tUtjZYxBkhwBsrnGpkol6y5CXqyrMBVmZiwDOOBDOoRSAnuJClBX9U3B5pM4+Y+0Liffp7OKHi3q2vW3FqV092ojw48RLykjtkZ3DB+nnM8gW5LUwMJRuj6tDBGlswWHFlw2LcEMrODjgI4f0NikEAMR0gJlXvMEtmCFY4+3c7FDlly8tgN55mwxXiNdwIUY64kpb663wuBlQBH5U1w32tCzj7z0pe+VFXx933f9930JPjO2v0c/LO/8HulUnk9a9Dv2Hv/6Ntv6zn4Axngqc6vNA/PXDobBXPp19Nv53Ug8PG3bBQ3iyB0PcQi4EmQDkbtLnc+/fgd54zzFR2/u1l62kw5+HPP8S89+mFbeewB21pbFNQsQRbNzjuWPb836Hdl1QoRjCSAypeKl3/L353+NP1wKtYgnG+PxSyTL9hoSIUv31tV7wR25uydBr1Tz4v7CYwO/vYjCeRAlEtSJY8CKcB1uiABdWcvizzx1IwdOnRY43wE0eGgo2PNZAtOrS5s9WWLFaKzWgI8V7/TsPbmsrWqqyGMP1JCwtGrbYFVrJJWAi8cgJ7+TTtg2GuH1XzaIQEgHujIcw9IGB4XuYEbtwtNc+LpjGVn77LKvS+w/Knn2Af+5V/02RPcH+9rAFjZQ/lsriRM/prcjdgTxDKScu5Zkqu9LPaQz/zMz5S2PIz5O8H91grwz/mC/Qnw73nt7R3gDyREv5vfYZOgKtjrmA4VOwGGSoIAc1Cq2mttKcAavhI86e0veUQNcSAlEWSpfh5vQxwvm0uvnSTNyeA+Ww+Y8Y9+4O9t5dyj1qyuOL92EfMGlk06Ux+gZGRhCWijdHosdtNrt0JxHZMqHbPyBP5YLLB2p2bBMBZ+HRMjncCf0Zy5m9Gnn09yAPSejJNggnQH+l0QgnKlYsV+zxrZtK2tMSKXF6z+yEf+RZyHXD5nUzOHBMEDnyMkQ6BOoO7XqVunum6t6poU4dTbD+1oZbuLiUw8paqewG79nnThY9mCZGiB02OJmCXgmKgXLyX4MJ4nUOcNvycvPYuhZBdLWO7QKSueerZNPfnFctbzfgR81gTIm5Hg8bnzAHHiGvSVPUGX4/KM/Evd2z64P/3pT99zcIeg+tmf/dkiq90J7nfW7bwOXAXP4UDWuVQF72VnCRDA9HuFn9lMcINjgwHavpVu8OgYHMF9ry0FzrNnQPMgYYqO390okh6vSYDhNa5m69uobtkj//QOWwnJZkDN2XJlLPRClT5ARjaTFwyPnKr6zRDseh1HqsO+FZnalGOxMx6H9S3ZO3K2PBEVOxW0+vXuqVVFA9EznpfO5SQGQyBeX1+1tbUVu+vUXZbCSy8gyMatN8TjvimxnVQiYdl03PLpuA2bG1Kx67cblkgwDugSVBIWJgio+llStpN8Zkv/JogbEyHDrjgEwP5A/fEUCUBcFT3/RjaWhAAFQbrtyUTG8vOnrHzqmVZ50ieLRe8XwZRzDyROgDxoSa1Hm3x1T6spOoJHQs99y7Hzvb327dFv//RP/3Rput9K9/6dFangP3+fKvg/ub0r+AMb4FnRDWgnmc7/jEBHVu/hZx/sL5X983MvY0nVfqvNj/L+6bfzX4L7fgZhZv99sPc3kT+XEPb2Y/FZgZpADEQ691o2126nY499+N124YEP2ObyGfXqgevTuYIq8XjcKb1BMiMwA1MjRzsK+pagmmUFI+t2mgrU/K0noJEk0r9mzI6KnBYA/XgCKb1sB6sPbGV50dqdnh2emVSQJGkg+Mb6Xeu1tqzXrFqntqEpgS6COIjbEOzzRcuk03pIQl4B3Vnr0o+nAqdyVWsB1T8IcgkkdznkoY4BMqJ683FA/ChJKGbZiRnLzZ6y0sln2MTdz7XkJVpNXuoUHQm4KwctuO9c3KugbD7Y828WrSiS8r2M4LFPULmjp/Erv/IrB/4c3Fkfu/ze9NxX7E+Af/ef3gnwNz3AR5XpLkem80QebmKCFJW+7+tRBRBMgKX5GX3HvcpY3qzFOQHW9mNwN5IUBTfB9+z3yxDHoyaMPO7HCOLahcfszL++15ZPf9i2Fs9qpI6KncANNE8VnM4VJYOL+hvVutjjBPRQWAfVOgnuQI6DfS4WesIGXXr8cf0ed8do0LX15WWrbS7Z3My04PsAQ5p2QwIxQ6ppRt1SvBZY+VBBfKR/o2nfsl7fea+jkJdJJzX+F0+6IM5om9jvsqoduTFAjpfgr157MiQUjtSWQOCmMHfSigv32cS9z7f85KX5F9HPk+DOOBuyxbdaYPNMfLQpuA+4JklUPEmPe/lq1yTP8Tmf8zlKjH/jN37jjpf7LbruBPhbPMCzuIm9hvxelOn4XS4EH+zZ4PhbNgGkW281pjzVC8EdmBJY+/HcoL0hjmfkgxr4YL+bjdWTAb0m/o0Y6eHzXl981M595J9t7dwj1lg/r1l3YHaY7FT20kcAwleQZ3wtraCMuYyM2LBHtZENmGsH6s64UTNY69WNdRuORjY1M6sqX5W1SIBObEM9clnnxiyRorJ3THwCNZW/gjIz6oOeElWIgbwmpE7OZzqVkCa/7F4TSQe7YxRDMhJPWLoybfmpo1acv0viM6X5k9d0LxHc+aw4/7caJO31MOBq+GsnOoLHz1lR6dydyS8Jwcte9jLpW/zO7/zO465MeWfdgAD/ef97fwL8n/2vOwH+8V4EZKp2L2BzvbKzbHC+p8+G54llbAiPF7Fsr4uNDFgevoAfg7tZi2QrOn7HsfhgD1nxUi2R06dP63E9s8p7WRDulh79V1s984DV1s5Zc2PF2rV1KcaJmKbzOLJgMArhcYRphvKSZ3SNap7/VWuMqcWsUsprzh5oXbPo6vU77fhRH5GZlNj2GMsgIKOEIRaMmfG6/nRSnG97LIhbW3P9fev1+s6XPV+w8uxhq8wes/zscSscvscmjj1ZrYC9LLgqXPuc9yc/+cm3ZHDn2r9SO80jdx7K5/7m/RIImMfn34jY0Bb6f//v/x34+/3O2l2Af97L9yfA/8Prbu8AfyBTWW7a/VCm48an58vmADTMc+yU1vTEMh4HbUzOK+tdaQzu8VxRQmNUk/xDH/qQPitviMN/OddU7aAoKG8BDz+eK53L2/GnPEuPi5CdtUVbv/CINTYWrYFyXW3Djb21ajbsddXzpnrm/TQadSM8T05NKkgLxg974sqL6afHU5bKZxTkhTohuiNk3rHwtRjdUx89bsk0nIGKpQoVmy9NWbYya5mJw9aOF6zWDVRt9mCST89acWLOidPsYfnE1qM+t1pw94kticmVuDK8L5JLHtzjfgTv537u5+z3fu/3hJAQ6L/1W7/1TuV+Zz3h1oGs4H/oh35IweMVr3jFeIxqL2xZAjh68nLG2gWxLKrrfqPd4660+EiYEiAJebwr370s3xLx55IqSlVxEKjneatkxxDsmhKdWbN//Ie/s8Swa0ePHrZhp22jYVc9cVm2IpMMHV7wvOb1nIpePGVx4Pl0Xn39dKHstOBzZcuWpyxTdoYhV1reNthXpCRSHn7erQIcQY7gDqS9U+b5Vli8fxJzgvteE1vOAT13/gs0/+Y3v1n3EVrzX/VVX2WP5/qBH/gB++M//mNpVkBYfcELXqA9juO6s/ZYwX/uPlXwf357V/AHMsD/2Z/9mf3ar/2a/eVf/qWkagn0zKxCjrtaJR8NjpDRdjsrG9V1p/LnAyfQs0nuF4v8Wjzo2eSuZwzuZi169vAFfJBng6W68i2Rm5k47bY9xCjZQWCbe90CAr1PnAhSPuBfaooChIrgDiENc6JbNbiDOvAe9rJI3F/5ylfqs3v961+v+5dz9zd/8ze6n174whfa47lQy/vSL/1Se85zniNkEjSBWX4KkMfT7fF2CvDPf9n+BPi/f/2dAH9TyWV/8Rd/YX/0R39kb3jDGxSscXwi2HOz7Nx8qX64aQjQ1xMcIUL5YM+Gw/MQ6AlSN/KG5OaHUESQJJk56MFw5/Jz1l5EhWqTPrAPUHwuQPUeJTlom5vvWYPkHETxI+8kyPn0G13UuY37heMHkr7WMcSDsEDtSA6pbC/lQbGbRSBHs51EjT3joF1jLD4/rv+3ve1t9qIXvehmH84tte4E+NsowO/MyjFWINiTlRMoIM8Q7JlrRZv6R37kR+xVr3qVguN+zYgTbLkh6SUT7KkGfLDf68jYlcbgOG6EPG61fiGfD8Hds7UvFRxJAHywp8dKleyDPZ/nzQxIXoCHYyHAHPTgSADz55LrkuuG8wukfSsS6vYjuPP+uf9JJN/0pjc97ryP3S50OGgdMjZKC/LO2kOA/5zv2Z8A/xffcSfAH7RFMKSnRl/rT//0TxVMqL6A9Qj+N+rDosKG2Uuw9yNjPthfj2ObH4Ojx8rmfNAqx90cP8HRkxl3cx78ufSMfKp+D+MD6T+eAYpNg+NnPh/b01stOBLgvfQv9wHXT9Rv4KBfTwRkzv/1aCSQiP+7f/fvxL1hbwCFOYiLFhwoJO/5He94x80+nFs2wH/iZ+9PgH/XG3YX4HfDoyAuYTcMuZMEHMVEyJ430+3vlgzw0UVAB5Kj38i8NW8H+8cv+IIvsBe/+MU3jBnvR8Z8sKfijkrm7jZIsDkDy584ceKWk82NHv/1jPGx6fm5ZgI+6/EyxPHqet6N71ZbBAqCO4kJZNLodAPnkkTK27Q+nn4D13r83L+0FvayeI//4T/8B/kz/PVf//WBJqV+zdd8jVoHBPf9EHx6wgb4l+5TgH/j7gL8bngUfLbEo1//9V/XMX7t136tkuu/+7u/s5u1bukA/7rXvU4n/Rd/8Rft3/7bf6sT/7d/+7f2B3/wB/Ynf/InqmYQuICkh/b0jepp+wDl+6NXmw/fOQZH1b5XQtHNXCQ3jMhdD6x6ublmz4GgMouO3+1n68LPWe+Xut7NIqRd7vi93Ku/Lg8a4ZGNlcr9eoI7iTaseOBuSHR7NaB5PBYbPojj29/+diWUd9atE+CvxqPgObinEFKC4Mmi2mdvf9e73mXPf/7z7WasWzrAEwg4iZc6edz473znO+0P//APFez5XbIwgj02kfR/b8TyFZQPUFF7ViB4gj3fe/TRR+WeRb99r37WN3Oh6f/ggw+Kab5X44+rrWiA4kGf35uPXK9ugXclgy9wq3kSsEgoQU6uJbki4fXBnvsBDokP9vvJJ7mW4O6Rh73ea//lv/wXe8973qPgfjOh0Ktdx1/3dV9nr33ta3Wc9N/vrOsL8C/4rP0J8O/8y+/QXhYN8LRer8bh2smjeMtb3qIikr0/2h4Cmf36r/96++///b/bzVi3dIC/lo3g3e9+t4I9Nxmb+2d8xmeIoEfQv1FknJ3VqHfHoiqF1IVs7kElAu1mDJFJhcez1+lFTK7XEMdL597I5ORGLo88XM+cuLdp9YRHNjSfOF1Li2kvi88Otj9MfzbAvV6H/+2//TdVUDwOMgJGEkJlR/Ue7dly/T6eI7i3VYD/jO/enwD/5u/8mO9/53d+p33Xd33XNfEo+Hy/4iu+Qr336Hruc59rn/qpn6p+/c1YT4gAv/PDoedHsIc0QaB6yUteosoeYYzd6qtf6+I0k90BaXMR8BoeemZjvRVY87wHWgoEhput6Q+hxQd7zquvRv343eU+Q1ATEhQmLYCrb7XF+6Vq2E/kwfNJvLgOKyqus58cCD/K5zkbe70Ov/Ebv1FTNQT3vcL7j9e63LWI1serX/3qx/14buV1IwL82Wus4C/FozioAf7gR5V9XkDkz3rWs/T4/u//fsG0BPuf/MmftNe85jX6MKjs6d1D1tmvYM8H/8ADD6g1QEvBC+ug0+4lc4EYD6o+PkGAc0UVzUV7s/u3vD4bOw8/ysj5pPXBz3yw99MNHnngZiY5udXcBKNtBZAH3tuNkCCOartzvXLdeu8GEtLraYv44E7Vfj3BHYLTn//5n6uXfdCDO+sJVkM9PotTer2nNXD/YY/YbQ8eHoW/9qK8F5JtUDHunSiqyT17M1uAT7gK/nKL0wBsy5w9D6okyBMEe+btCbx7DfbA8aAG3vRjJ+nOC5hwMfC7VJY+2O+n5/teFwGUfi/oB5XvQdPsv5whDkGK4MV5JFDR9yWxu9XUAVmMf4GePJ5tBe6JaFuEAO3bIhzDtfBYuK7f+973jqdF9no8QKdUS1TukPPurCdmBf9JL/luSyavs4IfdOzv/uo7d0WyuxqPwpPsfvd3f9e+8Au/UN8jnvz/7Z0J3FXz9v+3DBkyZLqoRKJkDJVKNGi6eKE0GYqGixClKIVKSGkuUykqKhWuIaGESoNZxqhQt1w3cs3Rr/1/vdf9r2M/p/M8zxn2OWfvfdbn9dqv5znTPvt8997fz3et9VlrVa9e3UR2QQNDQsoNRI8bHzEQxXQge2IvxD1TTYNDSJRMdTEVQkH2ejFrrn0+rGYt3cp3IwgMUx9tzW7AEkWgRxjEK3gMy28h2wIxKeOfT5W4hkXYuK4Jhagrv6Q6EErueg+kCzxukyZNEnK3Ou6FiXwRfPckdBS47qm8Spoc+2NBABB75wtG8KWA4SFOD9mzemM1hotaS+biIixuYlOrK9262jqhQvbe+vhs2coC8ALrDXLHoxDE0q3JEDyeGH4HgkAWKyp45H/NDw9qWARs2LBBFih4ToKU341Xx9s62Lt48qaGam18LSKULqhSOX78eLGe0B8YCpzgmwz0h+AXDkyK4JPRUWihG6x4b6Ebc9GHBAwV1hRWPRsiC2quQ/SI9NRCh1iWL18uJ9mvNLhE9fGV7LPhcuaiJ6xAClYYm5bgqte6/pC7N6ygrmcWTiygNCyi4xmEsIg3FZHjD7IgkOvd2wFPWwczaaKJyLRC4NixY4XgSUXifjMULpTgz2jsD8EveSU5gg8rjODTBMMG2ZJjj3WPZUF8nXj9ihUrJE8S10w2xFxeURlWFC4i7XznRz6z5lgzKaebxhSEjnZYkVi+pWUoaFiETW/2XHpKSlL75zoV0a/WwaQishjmsdYuSKe4zgMPPODccccdzoIFC0Q/YShsGMGnBiN4H8AQYsHMmjVLRECQL+TYtm1bse6z6d6Or+mOpapkn059fMIKqPo55nRzrIPQ0U6b9qQaZ49v4kKc2espyYUnA6uX7Iqwqv3ROxBz5/ohNKWWvU6k3g54JY3n5MmTnf79+0vjmDp16uT0NxgCTvCNfCL4RUbwhiRANztS63ClPvzww5JGgWXP5ISLUnva42LMFtknUpB7S+aWRk5oDfA85FvMlS6IgRHvpXgQ1aUyHefiGuJksxiMFhHCWg1bESQvuRN3RGnsHSNvN0EWT1jzGrePrz8xbdo0p3fv3pJvnOv+7YbgE3yDhrf7QvCLXx1kBG8oHagnn3jiCeehhx4qEu8ltYgGBJA9hTm0pz3NcE477bSskb3GRdX1zOTJZIplH18fn0sAYsetiks4jFajCgK1I5/f5MviScdT+w342bFNMzc4B2FN5SPUAbkzJqV1FfQuRlk88d4XX3xRFpcs1G666SbJN27YsGFOf0NQwXipN4prJWyaGN8J/kyfCP51I3iDjyQEySPQ07a22tOePMlspW1B9t6SuUwWSvZYoqi0IS9cwtoZKYztanEH50IQ6B1PyF47tmn6XapVCbkFEdMRHmHRF8ZzoOTOdUUaUSrnQPs3DBgwQNKQmHCx2mkiowWn8o2hQ4c6/fr1k/K4o0ePzvr3eUkcrwhaEP4SvinkLAIj+NRgBJ/HCVF72j/zzDMSM4bssezr16+ftdK1nG4uaM21J+bMwgJihCDDkhse326Uymj56NClojJ1PXNeISQtBlNaUSAtsMRnsdwLjdzju0NS7pOynhA+ZE/NffKP27Rp4+QLNLNBTwMJUOkyFwSvuPLKK50GDRrIQofwHq2wSb0qdII/s8FtvhD864sHG8Ebsgtik4sWLZKSuUxq2tMeyz5bPe1RmmP1Yj1BSLhJcY16W7MGNTc8Xu1PrDcoJUu1KqFWfsNDonH7eAU555kCNow9lnsYG49wzUDueC6o95AuuePZuuyyy4TM0aso0CMQrsiXFa9NoSDVIUOGSFZGrgn+0Ucfld9P+AzPXyEjRvBn+ETwS4zgDTkE7l4EevS0h+yxjiB7Jr3GjRv7Us2OSRlyx+1H6VOsdm9uOOTE/1qDPBlLNF9NV4Ks9td+A1j3WKSI5nQ8sdTJVuB5LPcwk7uWYE6X3EmBu/jii6UCmPbSDgo6deokv2/UqFGiB8gVwbPwVl0HhMb9OGHCBPFwBO1ezCWM4FNDwTWbCTpwzUPkbFTuWrp0qVj2vXr1kguxZcuWQva0u00nR1vr4qvFpZMIkzOWEhspfsT7IHsqqVGNL0iFYMiv1rrsfjZd8RssxijPyuZtz4pSnvFmQ+2f78Y9mWQscF1kQu6UnYXcEacGjdxnzpwpC2Fc9PkQ1EHy/E/sH40MzbC4jqicxmKxkMV2DnZpprapG33b1gg+wOAmp+ENG1YDBXQge8RI3bp1c5o1axbraZ+M6pp49XvvvZdUZTEWD8S02bQQDKmAxIvT7cPuZ3U3LCk/KgTmClhdaBxIHyOujCWC1UB3OG86Iy79oJcERrcBuXOseFDSJRkWr8S2sUwh+SCB6wxBHTqZXC/AVAdDX3IW+n379pXHhMxuuOEGIf4uXbrIPU/7ae7LJk2aOIWEndz/bZnuI+owF30IwQ2OZaHNcJiMuMEhe3raJypwg5sYl3am8WpvPXev21n7sGcLXKYUf2ELW3W3+Nr4eEdwy0P63nRGzhG/M1u92P0kd64x1NzpkvvKlSvFE0UJWtTyQQMVKhG8escfa5rfywJMxanZAtc55M4C6qqrrpIwHaCq3+DBg50+ffqI5wSrnpRCFv2F5KI/q96tvrjoX3vjjki76I3gQw5OH1YgMXvIHuuWiYHJk0kBF+r9998vbnUekxrnF7yFSxC8adU3vqO0KmWpQPP0cc0jeApjARjIAcsdYoDcEwkYvRkObIyvtxd7vkWPHA8xdy0klO75JUSEKhzRGv21gwgEkpQL9oL4N2Gtm2++WX5/tmLuCjQaeOoYbzqVqfhw5MiRUsKXBWKrVq2E8AsFMYKvO8Afgl82xAjeEA6oKhs3Pp3vsBax1imeQjwfN2i2Ynao8r1V33BrKtkzQaX7vfwm4u0sIMKap6+NbxBQ4n1Ihqj53egllOwRWXnT73Ktg4DcsdwZ/0yqBLLIgdwpQYuuJEzIhciORYW3/wMhMdzx3E89evSQIllq4XMO0HcUt0CIMsE3rOMPwb+6wgjeEEJAKrg+qa4HyWPZ16tXT6yAVHvap/PdSvZY+FriFbKPL0laEpi0iDFyU2P1hlGMxlhgsXKbQe7p1jfAra9kr5OcVtLLdkMcv8idc0kICWJHOBY2ZJvgKc2L1Y5ng8WsAu8V44Y3h3ak8WLEQhLbxQi+dn9/CH7lnZEm+EAs+UgLo8gLIiQuVOJf8RfwbbfdJqSEqOvss88WwjIUj65du0qHO0R1TKyMF+SOGx83Iyr8cePGSZ6x32s8YpOQOSp38vj5PqxXiG7x4sXiZSDuDIGXZvViudaqVSuU5M5vRisBMiF3AIlTzKd27dpS+IR7gTGkY+GyZcukzC1uZb/PpdZL4PszIXcsUe5xXPJhJHfA/ZRN6x3RLON07733FlHuU4SKmDseOYoA4QXxolDI3RBSC56GEihqsdKIKeFeRjCm4KK+++67peADqu5bb71VLnZWu2Gc+HMBcugpfxsfc/f2tEekx7hjlWhPe8Y3WxOGliTVPuwciwr0vPXcIUYWJrzOseU79pxJy1oWO/yGbAmy4kMjuO51TFPxlhS3byx3FtUs1tIldxYfzZs3l/SuO++80wgpgUtdrXCMnc6dO8s1g0XPPQxoYEWoCpEsxW8KFTELvpZPFvyb0bbgA0HwXnCRewmew8OyxzXFBQ84IRAXhTHat2+f5yMOLxhbyFZ72pOTjGpXyb60hiGZfjdpe1pYR+vjQ/R4FRAQUZozaCryVKxefkM6LWvThTZw0fasmTTEUXJnAc1vSJfciRVD7u3atRPFvJF70cYx6GW4BxhntAmkUZIO27FjR7kXserxYF1yySXixeRvIcXciyP4Rqfd4gvBL3rrLiP4XCKe4CkKQs421hCrWgWuXx6PGTMmj0cbvZ72SvYLFy4Ua0Hb3JKSk60JReu541lAEAi0GQ7q8WzV5c9mP/pMiTEbDYa8ZYhLWnR4FyiZtDcmfRNyR/PBfWrkvmMY7ZVXXpFrRT1rZMNA6sx3pL7hqeQ1auBPnTrVKXQYwaeGwM+cFHEA8a5mHutrhszB5IuIB8UuLkIueprg4MonLQe1rra59Zu4+G7IBOsTCwZRIBYoizv0A96SuUF212uOOAVI/OhHnwn4bqx2NhrAMDFC9Ai2SKssbkxVK5EpuUNWCMMowmTkviMmTZok7XCJ61eoUEHOz6BBg+T+orgOglg8lDzPQo3wZbz1X9CwSnbRIHhD7sFkTCEZ3IRsTDI0uYDssS4gBiV7Jp5MiYx0MCxG9qvdyFilIy7SVDHc9mguNFWMLUg1ubW+PymBFIAJkvtUx5MNr0z8mGoZYsaWBRUek0wWcSy8cTfjZaNJS6GTOxojSkzHp8NRoRIBKuC6oaIf54acd4hfCx55vTJG7v8fcPN2H/YRcQRnFioGWHSAOJUXPNbXDNkF7qsOHTqI+5BxJ5YKQUDyxAmppIWaG+siVeApoHgKVkyiVqNYw1WqVBGxEVYNJIR1iBiJz0FSkGsQmq5AoPm23JOBd0xpTQyJQMqcQ7IW+B3pjimeF9TyqP0nTpwY+LHINl588UVZ7KCM90ZDCeV4lfLcO3hSCIdxT1AeOh6FPpaG1BH4KwZVN0ROTFiBRYkQpW7dunk9tkIEudCtW7eWtp6QAgV0SM+ipjgE3bNnTyFfXL2lgZg/Vi/nuLTa+PGpYmeccYZYnSw0lixZIqVPEXQlmhhz0QudhUcmddnzBRTyLK4AXhu8Jtxfy5cvF8LHpc/jZKQ6nE8WfSxypkyZYtam44gGgXuE1EAygdA3AIichfPAgQNlfHWsOBfcY1jyhuKxE1kHPmxRRyBc9FzMTCSKdevWSZoUkyaxXxosUPwB96KmyaGs96bSGfJDDkzobFgkLMIQ6NHXG6LTnva4IuPd6Vobn0WBEky6ndqIfWvJXK4jLFQ0Gtmuj0/xGWLuWMCJvA9hKsSDdajpfGggWKBp+h0LGKxLVeTj0o//rcSJEWSyUJs+fXqohJHZgirdu3fvLtcrojruGeaz0047TcifVrl4xagPgNeEMriMIRkshhIAN2ccg3cij0Co6Ik3oRJN1IsZoQmHSGclWkoykWC9EduzmyCYgBxIudOe9hCwt6f9tGnTxAPDos3P2vgACwmyZ9LEomRCVbKH+P0iYVzZkDveJRaeYSV3rTdAIZ7iLG5vQxw2ANnjvSC7gv1wbhljFnhB0kbkC97qcsxbCEipAcCi8JZbbpFrn2t12LBhom/BY4Lng2sVkV0hp8Ilo6JvfHJfZ5edMyvXvO3/tjqvvDc00ir6QBC8Ibpg8seFzsRP+iNWIRMbVg15vdkss6pWKGSvRWCU7BN13EvF4wS543lIJrQQZHKHRCiLmqw7XesXQPScQ/aBdYrVjzXK2Br+woMPPij1O/jL9UhFSVz1hLLQsnhLAeMZUdEd7zUvSAkEf9LN/hD8+/dEmuBteVjKJEg4gLAAliCTOe0abU2UPCAO1NRjx46V/to8plohKUKMK+58yD8bMUcmSCxs0r2oI47HR9XuLDooC0plvVTOJ3oDXNYVK1YMNblTBhhyL8lyTwR+L0RESALvDH+ZHNkXJE9q3Lx585x8gToKl156qaQBagU+zlc+AHGzqGUhRKMnMlKYP6hKN2rUKOnzjkWPxwM9kZI7Y2nkXgq2+7RFHHYVlQBK5NJqlRK5pD4xUdAykhUknZ0MyYOQytChQ8V1T2qd9rSnkheTHuU36TFAzJ6Uokws7ESAxDS9ju/GZYoVCtHxPfoa5FWcWxTrgWOm2xeLkzCC366d7bDc0yUSFkqQFueJcsdoHdA/QGiQVj7AYo2sAMJ9pKYRRsBi5pzma6wRopJyCFhI8hyLWu4D3PMcM4tfb3dAc8uXDj9EcjsVgKFmLvoSoP3TWXErUJBjGSAkMiSPTZs2iWuXmG08mPQQ3GmbW4hCe9qTYpRI1OV3fXyNL3M7qJgMK1AnW44dMRrpZd52nmEkd0IkmZA7mgrSJlnwkAZGDncQgEXMYoOGRkEBvdrJKMBL5e0Qx6KWKnZY+ZC9WeypueibHH+TLy76hR8OMxd9oYK8a5Thq1evlsdMjrh244tWGEoH3c8SkTuARHGjM+lB9FjJ5Gg/8MADQqhY9ZMnT441qPETfDdEzrGh9uc4mGzpeMfEy/FQUY9jwiUfdnKHUDLpbMfiAFczHhCs5KCQO6DyIur0Nm3ayAKN30kufi6g1yXjwxgrWKCSPkmoT/PeeQ+NY2i+w2KEc1FSZ0VDCZXsMt0iDrPgSwA3HYpXXGm4eIldooQNa7vLsIFLE2se64cqeljQuGC1pz3x9Ww2w8FaoJAOblZv4xb+hsni4jqmxShudcIj6Zb7xa1PiIoFDwtf0liDBO0sSb95SB5CRffBQpGMnGwr5vFmoJjHE0Q8HTEddf/RJCCyoz4Eiw4sRkSfCBTxThVSP3ffLPgavf2x4D++N9IWvBF8CZg5c6b0YUbtSgyeG5IcVmqzZ3PCMOwILlPKeyrZk2ZXp04dIXs2RG9+T5JYqVi9KiRTNz4xZsiN8E3Q6+Nr+IOUtkzIncVtt27dpJTtokWLhLiCBsRqWPAU6FGglYHoly1bltXvJtUNTQICP65LjAC8QRgEkDpFmDgGLHaum2uuuUbG0GrLpwYj+NRgBF8CUAUT1+NmVJC/SvwdF64hP+CSRS2tPe2Z0JlEtc0t1e4yJXstxIPrnvBCfA48RE/6Hep/rDAle69YKijkzoIEck83P539UB8dkSk1K/yuXeAXCJ80bdpUGrkoEMlyz2qXwmwALxMeJYSieAwgISx4iINrkVoemorotdaN3DMg+GNv9IfgPxmRNMHjgcHYI6URTZG36ynQei2EhdDs4G3k+qNORr5gMfgSwMQYr2jlhrR4WX7BBInFjnUG4dCWFNcxoiWqsVEIiRsR7UQ661fIG5c2Xpt4cgcoxlHRay13LDHq42OdYS0GoT4+1yhd4zIld8YP0qIQC275oJI74FyQ+ugF10C2dRNM5pRqZhHEoo/FJiGCDRs2yAIQIwE9B+fEu/A0cg9Xmtwvv/wiXhmaAiUCoVwyIggJ4WFknqBaYT7nArPgSwAiGIp3ED9jsicG/I9//EPaqZJCZwgWuJRxq5OfrT3tyX339rQvzbJngoYYyZ9OtWgLN7JW0WPSxyrQ9LtsFvSJB0SCKx1yyZTcKdJCbBmCwqMVZLC4QhhL21UIl/4EhBWIi19yySVZ+17OOwsJ0uGYG1hUkXnDBE/jHdz35LmzAA2ShyfUFnw1nyz4z5K34L1gHvFa8NwrlE+/8cYb5Z4B7JcFMR6c9u3bO/lAeJRCecC4ceNE/UqhCqw6TiBuOCqwGYIHbjqsae1pD8k+++yzQvYjRowQS07b3ELg8d4Z3G6om5movW06k4VWdGNDSa0xe62Pr2TP/9kCEw3kTkEe4tGZkDtxZARiYSB3UKtWLZl0OW7S0/CyjB492ldyV7c6kzd/GWe8PJrrjjeJokraAwH3LIZB0MI3YYefefA//vhjkec5T6meK/qnIMalloeChQh6DLQX+SJ4s+ANBQHtaQ/Zz58/X1bWSvbER3G74WZn9U3aXDbq40P2eBioowDRcwx+1sdXcue3YrmnSyjshy5ndAwk7kh6oOEvckd4SdgCDwnnFdc8ISJInDAB5xclPwsj0jvRQWAcWG15/yz4s4/u6YsFv+DzUTs8Txyd6z8VCx4dEOeeOcQb1sOTxHtnzZrl5ANmwRsKqqc9G7E0crghe1yoTLpM1nhraJnqN1CuM8Gzebu04VLGwlayz6R6H6T88ccfi2WJ5Z6JtUh6Fw2BICgj978AueOKp1IeoTri7NRHwKtHm92LLrrImTFjhhRpItuGc8likvPO+TFyDybWr19fxEUfJU+LXXEhQ5BqbYcVuE91Mma1jjudSRt3LilxWF/J9rRPtz4+Ll1q9KMR4PshCkR6ZGfQuS0Vx5qSOyGJTCx3gDgRzQn6BcbC8D/o+SC23qJFCym7jC6HMtYsEtF5AFTzCP1eeuklcc0SNsDytzx3n7Hd9Wdz/rf4927p3D/c0wD9jRc81tfyAbPgQ4Sg1doOO1C7aslQYmUQLaJKb097Jm/tae93vnt8fXxtyYqCXwvrYNmXVB8f4kE3wLWB5a7FXtLBmDFjRAXMeEBehr/c8gjpWFBzvzHOAOEc1jkLRa4NxFQ8btasmVRg1PNjavkswI9KdK5/0Wn0HhA5C2MyeTScgJqeEE6+YAQfIqDcR+xEbWtFWJueBAFY0BA6Vi/AXU43NDbi5rioqY+PEpvH2tOeBZbfbjwIHIEgGznU2pKVmDoko2RPgR0lDMhDLf5MyZ18XdJ8mKBIBTL8Rc6kPSLcRJNACiYLIK4ZzgfPaYYEnjQWaiwG9VyY5Z4t+FFq1k3p3YTxEMx6hXUUP+OePPzwwyUsQ80FhJXMy4T8WPB5c+VzDRPZhQjUtCavkvxayId+5Cj8ISBD9nvaQ/ZPP/20KKfpR8CNi2oWyy5b4PYkrq6FdVhosAjA6ofYEe1B7pkcA27nAQMGiFsZT4bhL8udCoCo8FlgEcLB7X7zzTfLuFNoSa01UvGY0Lk+sOwNWRbZVenh7FImQ5Hd9q3OgrVjk06To+YGi/t4UNUU740WuuFaYIHOYpAumoTh8gUj+BAhX7W2DX8BC42iL0r2qKhZdEH2uGaznQLH4gKiZ5GHRgAtBqpdSD+dEMLUqVOdm266SUI+hH8MRS02vGVM7HfddVdMk8CkzaIIPQUET947jW6Y5MnKsNryOSD4I6/zh+DXjbNStYZgIJ+1tg2JyZ6yldrmFtKlVCpufNz82Zg0uF1RckPyeHTUuiczALLXZjjJ5L8TO8atSK0AcrcNO4bEEB0C2tB6RYcQOvFVPDsU1+G8o543cs8RwVe+1h+C/2q8EbyhsGttG5Lv2KbNcNasWeM0adJEcu2J3ZN+l+nEz62KyIuCGiz0vNXxsCIhfcgeKx9hngr4EukFOE7EP3ghvMU5DEXBvUXBK84jxXPiSxdbbntuYQSfGuzKDBHyVWvbUDqY5HHXosqn1C1pb8SzWYAhuMF1i7s33Z722jo3EbkDHvM9fKfWx+e9Wh+f64TFgVqfkPvs2bON3EuIwQO0CeS5I6CD6BlToOfQyD1PcLf7s0UcdnWGCD179pT4L/FAJnsUvAg6vN3uDPkHljruc0oaU6YUJTziHGK0FETBoue8QRbJkD3vwSNAlSzU26XVtUdwx6KPHOwGDRpI+g4uZj6L4Kdjx45SuhehYBCIFHEaixOOm8I6LJLy7Vj0NpXCcseCp2gNaYSEYswNH5A0uUy3iMNc9CHDc889J7W2scaYFBHcmYo+HOBWoy+4uvGxrL097cmKSEQcLOYIwWC5a43zdIDFTgW2448/XrwMpOO1bt1adBzZqOCXDFisjhw5UgrGkHuPpUzZV/qoc1z5htcFzzGxqCbWTnw+lw2EDHEu+kpX++OiX39/pF30RvAGQx7AbYclCNGzIZykJr72tMcCh+ypkY+4i9a0mSj0UYJTFxvPwcUXXyyTGrX56bxH6CBfZIU3g3xyVOkKFh1Y89OnT3eCAC/JkwZFnYBWrVrl+7AKm+ArXOUPwf/rASN4g8GQPXAL4q5HiQ/ZU+OAEsSkRWJpv/zyy/I4XeCeh5DGjx8fuHRKLHgWHeTgEz6gkQvphlj1frd49SrcyTqgOl2yjYVMTBcwgj/sSn8IfuODkSZ4u2INvoH63EygpF4ZkgdjhjqbokWQOW1rCb/grqbQCiEYiJB686mux0nlwiIm5h40cgd9+/aVVpqEC8jjr1mzplw/2SR3lPHt2rVzjj32WAlx0Te+NEDulDI2GMIEI3iDLyCeTJMS7YttSA+QEC1GseIhHtLebrzxRknBQzBHHH7QoEHyWEVgxQElP+p9FgfE3oOIJ554wnnsscckts3xEou/99575a+fUHKnqA8eA0RzFIl68cUXpR4AKGnxhBhQawtQZArPiiGP4FRlLLJzIg+rRe8TCrnABRW/sLgmTpwo1pEhfUAk6pbXMqhY3my4JxFZItIjxx6rX3vaY/l6Xci4unkNJf+1117rBBV9+vSJWfGAUMRXX30lLWv99jggMiTvn0UFmgaApwQPCRkq1BMvqWwtIPOA40MQacgjAtZsJqgwCz5DYEWR2wy5x1sAiSwC3h812QNpeuecc47lVPsAiITysRB2PIgTIpCD4ClqAwmSOsfYo4ynRjoVDVetWiVd8LBWcUEHGRToiY9te1PU/ALxdlINEfXhmtf90xiGNEJq/MeD+9RL7ozz5s2bpZWwdXDMMzh/fmwRh1nwGYIYKdYULtB4S0ktetys69ev38HKigJmzpwprlVc9IbcAUU9rmI2rkFczQj0ENPhUendu7dYxkEHCxHSz7CeSZOjbgACu86dO/v2HZA5gkXInPrxiLQU+j9jpmA8UfFz/yq5k92ANoKa/RQRMhjCgGixTR5AXjKuU+3mpZYAbQTXrl0r/zPxUg0Ll+qll14qudBRAIsW4pjEUDNpVWrIDFx7EBCWP5Y9gjoEj2EA1eEuuugiERhiWbMw4V6h2I1f0EU1iwc68AH1onG/0vlLn6feAAI8xIkKmgnhlqdmPyl9hgDACt0kBSP4DMHEQP9fUi2AdvQiJn3dddfJhEtFMSZd4n5MMrhVQdhd9TRawTtB/jaWERviMKp98b+W+zTkDiy0UKGHRQ+y9957SxtWCBTLGTc6Oo5kmuWkAtIQKRuMe90L8v/p502DHu5lCg8xhto2l0Us1zKLdIu7BwhG8EnBCD5DEBdlAvj666/lMTE6Sm9iFdDGlRU/JULPOussZ+vWrdIjWJXmYZmEiwOhCeK9eCt0Q+XN4ob/1b1pMOQbxNn79+8vHgPCSXrvscgmFx5vG13hateuLSI8wAK1UqVKUgwIMZ7BEDYYwWcAJgfInYpk2mWKXtEU7SCuyOQAqQPET1i7qISz2TM819YX4i7vRsiCCZP/DYZ8IN4zpp4kCujQEwAlvYrsyG3HSifEQcVALHX9jC5QuccNAcN2158t4jCCzwBYAVTEqlKliqiBKUSCspla2sTxgE4SCxYsEGLHnQ2SVQkzWfmtKDYYogy1zllsL1q0KKaLYeFZt25dKYvLYlvfy/17+eWXi6UeT+6GYMJ1t/uyRR1WqjZDbNu2TYRmWOjkLeOqh8zjQf4sbsIxY8akXRaRiYcJKWpKfIPBb5C62qVLF6m3j7AVHYxmubRo0UJCZxQUgshpwYz1rvezWezBL1XbpHwnZ5cymek0tm3/w1m45VErVWso2UW/bt06iTkzOeCaVzJWy5s0MsR2NKlI5kLSz9Fsgypk7B8wGXnJ3Sx7gyExEM3R955wGWEj7iNErlRbZCFOWhyueaDkzv1k5B4SuD64593o27Z2NfvgCiSlhxg8KT6k+igZY0Uw0WDRo9ZFgJZM4wp9jd7vc+bMEQEQ1c2YfGbNmhVT8+r72B/HEnbRnsGQDSEo4jkq+lH4h1S3hQsXijaGojeE0xTmGQsRhJytkl1pMIL3Aajkve0uAbF5RHb0joagUc5TyKO0iURL3pI2REod6UII1iinOX/+fCH3LVu2iNIXy4QypZn0CI8a0EAglPr0008lP5zJnd7daqUZCg+kvXEtUCcAdzz3Ee1zveRuMEQRtmT1AbjjvVIG/od0qXpFhS4EeFjiCO9UpVscdD/0ByfVDsuDvGbyculFzecR6lFXm2ImpO8UV9QEy77QctHJw6d0Lt4P6rkjsEI9zYLLUJjwlpFmoYdmhta8gLCaIYSwUrVJwQjeB+CO97rH9X9ScsiFR3hH68+KFSuK0r6k+Lla91TSQghEFS0FrkVi/LgacfvjtqdICNa8loplIqOkJmIU9lVoamCsMxTReEvQPDzyyCMy/hTlMRQuvHnv3r8Wcw8prNBNUjCCzyIgcbUQsLpR7Q4YMKBYy0EnHdzzquzFza+gk9jnn38ugiFaiC5dulSaj0DiqPj1s3R1I2zANn78ePEgJEL8ZBdFaIVBqpUZDEr0plcJN1yadvmwRR1G8FkEFrRaCF5VPdBSnOpGh2SVaBcvXizuefp/e0ttrl69WoRBEyZMEGU9xTlYAGCdai18QgN0vUKB37FjRykbC8knApMcCw3+Uh+fWCXZAFEBY0t4o379+lZ4x2AwFByM4HNI9mx0/apataoU4aD2tbrRvRYF6nvInqIcABImhx7Sr1y5svT5JhaPNU9ePSU4Vb2Pah9FPzF7Yo2QOxY/bnsvWBRg7esC5PHHH5fv2G+//ZyogFg8YQw63hnSA7Xb6fh22GGHyTVKFTgvuE7RiXDNscikZTDXpcGQVZiLPikYwecISuCUqm3fvr0zbdo0IWvc6KNGjRILXePvPXv2lPxdrX+tJEyxjnnz5sUmUMiY9qCk6VHjnhg9RT2w4FlE0MIWS58FhIYEcNdTK542ozVq1JDvJ2UIi5+JXEvuhr2KHkVNCGlQyQztgyE9IE5Ey4DXKBGGDRsmXiK0JuhG8CChG6H/usGQNVip2qRglezyiC+++EIsIkpkEk8nnQuXMoSeKEZIPJnFAWU227ZtK3n17IP/y5cvL6l4WFpU8KKrHUI8OmjR6ObRRx+VPtY9evQQIRo9txs2bOhMmjRJ0vjQB1AYhMVBIoSlfCeXM138UEmTCkWnP4M/4JpkXAkN6VhzvaEHoQaEXqOIQxE3cq0aDNmoZNe4bFtnl50yrGTn/uG8svWJSFeyMwlpHoGVzcTIptXqtN1sPJhMubApdAMZ83fGjBlSyANLHg8AanHc8ljngImYkABeAyxz3K1YtMOHD4+9h5g+RI93QMmQBhx4CSBIqn9h5ceTu+brB9EtT7iBRRPNcBgXwNipTsHgD7hmGV/c8grGmfAQok8jeEPWIHZpht5FN/q2rRF8QFBaO0rN5WWliZXPhrsdFyqv8fz5558vxTworsPEixWFdY7IDK/ABx98IO8lhg9wv0P+TMqo/I844gh5ngUHngXi+cT3STmjxKdXqJYMuedjEYDHArBo8WLKlCmSPmfwD7p4wmL3gsf6msGQDbjbXcfdKTOCdguA4C0GHyIoWaoin/K3kDDgf9zvqPMhbQrr4E6F3I855hh5D6I63PS8l30Q86ceNwp6GnDwWWKp6AMonoPFz2t8FwsHLZqD0l7z+b3gfd6bJh8WvmYjxG9G7gaDodBgBB9CxDedUeBKp3ob6nzy7SE14vSaSw+xU+YW60pd7li8lL+tXbu2NMTh85A9+fUIpnD/k27HggEVP0CVj4AP74AXHJOSOoIrCvBYpbDogqwLwHXjBY/1NYMhK6DVqx9bikBsiqeTlGJCUStXrnSCDCP4CAELmw1LHNEdCmfEdPTBBt27d5cYP6IoFPddu3Z1RowYIep53KpY+Gy4+AHqeoD7/7vvvpP98JcFAqp9+mgr+vTpI/vS3tvU5ucxugAQVjW+3wjbBFFaWAki51ryiqBY3GmKp8GQNRe9D1sqQPfUq1cvKRlOh1CyS8gYQfQcVBjBRwhY5WqZJ0pxw1InLx4Ln6YsuO4hZCV0hHhU0MOa96bnEY9HbKdFeGi1ycWtgPCZ1D/66CNZQHDRY71DZPGd7woZYZwgONeEZLQAkrZGZuGGtwYtyJAhQyQDY9WqVeLtQVmvSnuDISoYOXKkNP2iSREpxoQz8Yoieg4qTGQXURTXPpaUOTawceNGIWcEdry3XLlyzsEHHyyNbCAfFgsUxJk7d67kyQNS77D2a9asGdvnkiVLZKGg+23durU0y0GFj3IdUV98gZRCnyAAE8Tzzz8vE0Tfvn2dIIIeCvRUULBAAZ06dRIRJ30REHoSsiGEg2eHNEw8FAZDtrDN3ZqWi92Lbc6fMa+TF2XLlpXNCzKLmAv79esXew6jhQwSLRMeRBjBFxhUKAd5Y2lBOgrc+oMHDxZ3+4YNGyT+TsW8li1bSkwea45yuajqVbinVj0paWr5Y+HhooXAUPrTujVMufTZQFgnCLIRSlIbszDkmmEzGLINwo+EhZZ8M8+X/ZUrV65Ivw+Ah23gwIFFntu8ebPMX4kyRnR+CyKM4AsMXoJNRLhUucO1Tloc7li612lHO0roQthekR9FIiB0Uui0XC6WOyl7XPwI9TS9rlDJPcwThMEQJOAZYl5iwewH3ASpvPHWe5hhBF/AKI5wSa1j84J4PqIq4vRY8ZQixcVPTB+ConqekvtPP/0khXMgd4PBYPCb5HMdAjrwwANlvgxbxogpnww7QDvceaEW+9VXXy3pcYcffriky9HIBXc9inBABTke48YvlGISUZ4gDAaDI6EB0pC9GSPMkzwOcsaIWfCGHVCS4h3FPR3asOKJybOSRqRC73qA+4ze66VV5ivkCUIV5jpB0BjHYDAEG7169RJxKbVF0BuNHj1aBKYqmg0ijOANKUHj9iqyQ4GPS14Ji9r2xO0pjIN6HhGLIbwThMFg+B/atWsnOiTaI5N9dPLJJ0vGSLyuJkiwbnKGtAGhx1v7kD297gcNGiQNbehiZ/gLaBZo9qMTBK1WNbxhMBgMfsII3pA1IMTDhR/UznMGg8EQZRjBG3wFl5O68Y3UDQaDIX8wgjcYDAaDIYKwNDmDwWAwGCIII3iDwWAwGCIII3iDwWAwGCIII3iDwWAwGCIII3iDwWAwGCIII3iDwWAwGCIII3iDwWAwGCIII3iDwWAwGCIII3iDwWAwGCIII3iDwWAwGCIIaxebB1Cr/c8//8z3YRgMhjjsuuuu0kfBYIgCjOBzCMr+0yb0hx9+yPehGAyGYrDffvs5hxxyiDVLMoQeRvA5hJL7wQcf7Oy55542gRgMAVuA//rrr863334rjw899NB8H5LBkBGM4HPolldyP+CAA/J9OAaDIQH22GMP+QvJc6+au94QZpjILkfQmDuWu8FgCC70HjWdjCHsMILPMcwtbzAEG3aPGqICI3iDwWAwGCIII3hDTiyip59+Ot+HYUhSCNq0aVNnr732EjV5PvHII4/k/RgMhjDDRHZ5xmdz7szp91W7qL+TT3z55ZfOkUce6bz77rvOySefnNdjMeyIUaNGOZs2bXLee+89Z999983Z9x5xxBHODTfcIJuiXbt2zt///vecHYPBEDUYwRsMcalSZDzsskth3hpr1qxxTj31VOfoo48OhKJdVe0GgyF1mIveUCweeugh57DDDnO2b99e5Pnzzz/f6dy5c+zx/fff7xx11FHObrvt5lSrVs2ZNm1asfvEegc1a9YU133Dhg3l8Ztvvimu4QMPPFAsx7POOst55513inz2008/dc444wxn9913d2rUqOEsWLBgB/f/+vXrnbZt24prd//995djxWtQHF599VXZxwsvvCDEVrZsWWfJkiXym++++245XkjmpJNOcubMmRP73JYtW5xLLrnEOeigg+R1CHHKlCnyGt/HPmfOnOnUq1dPjvf44493XnvttSLfzePatWvLd5Jz3bdvX2fbtm2x1xmbHj16ODfddJP8FoqvDBw4sMhihMeHH3647INzxfsVW7dudXr37u1UqFBBXO516tSR31uSFT137lxn6tSpcvyXX3557Ldg0StI9+Q53ZeO4cKFC53TTjtNVOj87s8++6zI/p999lmnVq1aMh6c5wsvvDD2O7/66iunZ8+esh8VuSVy0Zd2rfHZSZMmyb45Ds7LM888U+xvNhiiDCN4Q7Fo06aN89133zmLFi2KPff999878+fPF3IDTz31lHP99dc7N954o/Phhx86V155pXPFFVcU+YwXK1eulL+QM67gJ598Uh7/9NNPTqdOnYRcly9fLhMz7lmeB1jVF1xwgUzaK1askMVH//5Fww2kNTVv3tzZe++9ncWLFztLly51ypUr57Ro0cL5448/SvytkOvQoUOdTz75xDnxxBOF3CG6Bx54wPnoo4+EfC699NIYSd96663Oxx9/LAsDPgPxQFpe9OnTR8aFcETdunWd8847T8YT/Otf/5LfB+G9//778vmHH37YGTJkSJF9PProo0LO/OZhw4Y5gwcPdl5++WV5DTLGpf7ggw86n3/+uSx0TjjhhNhnr732WmfZsmWy0Pjggw/kfDIWvDcRWGTxOgskzs2YMWOcVMD5GDFihPPWW2+JB8S7CHz++eeFdPnNjAeLARY3gGugYsWK8tv4XrZESPZaGzRokPwGfjPfx7XKdWswFBoK0w9pSArly5d3WrZs6Tz++ONOkyZN5DmsWIisUaNG8vjee+8VS6979+7yuFevXkLQPK/v8QKLF1DsB4tU0bhx4yLvg8Cx3iDUc889V0gN9zHWon7uzjvvFKtfMWvWLLG8seDUCsSqZj98rlmzZsX+VshF94Xle9ddd8kiBGIGVapUkcUHZIp34euvvxYvBBarWr/xgGBbt24t/0PgLIwgcSzy++67z6lUqZIzfvx4Odbq1as7GzdudG6++Wbntttuc8qU+d/am8XG7bffLv+z6OH9kCPHyjEwFmeffbbUUMeSV9LkNX47f7HsAdY8x8Dz/L5E5wZPAB4JHWM8FcmC88HY6ILpnHPOcX7//Xex2Hmtffv2Qr4KvCIA7wQFZViYea+JeCR7rfGeDh06yP/8zrFjx8rCksWLwVBIMAveUCKwfrAUIT3w2GOPyUStBIT1Wr9+/SKf4THPp4J///vfTrdu3YTEcNHvs88+zs8//ywEBXD3QoheAlAyU2AJf/HFF0IUWO5skAckw+KgJChRA/ZByVJIVPfDhkWv+7n66qvFMkYoCGG/8cYbO+xTFwcAi5bv0HHhL697c64ZN37zhg0bYs9B8F7gytdSqljkv/32myw+GDssXHXxr1q1SrwexxxzTJHfwIKptLFIF95j1TKveqy4+HWRmC6Svda8x4H3g2tJj8NgKCSYBW8oEbiVifXiYsWdjOsbt7DfwD2P+xq3cOXKlcWShABLc617ATkSR2cRUpznoDhABN79AH4z8WsvOC6AZ4O48bx588S7AHldc801Yk36CSxzL1gQqCaCBQ8LHzwNHAOW7fDhw4XE+Q1YxW+//fYO5VYh+mShCzmuAUVxFd68x6oLFz3WXIrlShozg6GQYBa8oUTgXm3VqpWQ5owZM0TYdMopp8ReP/bYYyXW7QWPEcElAuIogHUZ/xkEYsRMjzvuOCHSzZs3x17nexHQYel7Y8ZecFzEl6khXrVq1SJbKilfHDvfj/cgfj+QqnfRwMJk+vTpzujRoyWs4AXuYwWWNWTLeOm4ER/3EidjgPeBeHSygDhZhOGGJgzBPrHeCR8wxliu8b+hJDd4cQsjb1zcK7hLFljVhBaKA9dF/DURj1SvNYOh0GEWvCEpNz1xcMRmCM3ihWQImiAUYsEopRFNYVUmAuQLKRELhshYQEC+uOZRROPG/vHHH2W/XqsPdznqaQgVsRniuwEDBhSxFjlOLFiU88TU2T9WNseDGz1Z4oRkiVcjrMPyQ7n/3//+V8gEdy/HQJwcbwGLEcIXzz33XIy8FRMmTJDfxfN4PYhnq/AMa5tFwXXXXSexeixxYu3EldVqLg2ozCFF1PGID1loMGZ4QNA4MB4dO3YU4Rvn5z//+Y+QLGRLfDwZsL/TTz9dBIhkFLBg0HFPBfw2vBycQ0I8LHjwfqA5UA3D66+/Lq+xuIoXLKZzrRkMhQ6z4A2lAgEcsWxI6OKLLy7yGsp23Oq4piE7RGiIuDT9LR7EorE2eR/iL8gYID6DALHCL7vsMrHmWQwocDOjEsf1TKiga9euMRU9iwQAyUESiM3wOkCsXbp0kRg8xJwK7rjjDlHKo6ZnPwi0cNlrmh8WZ79+/YQszzzzTDk+YvJeQIpsiMkQ6JGupcSF6x+CQ/zF61dddZUcayrkiXhw4sSJEofmOCA6SE+7FXIeIHhU53hAOFd4PRifVDB58mQhZBY0FKKJV/onA66H2bNnyxigW+Ca0owKwIKMlDwWAMWFU1K91gyGQsdOrtdHaMgaIJl169YJQSghGTIDFjXWNaI4iCEosGp94Ybdq4aowFz0htAAlTgCMdzekDo50VivQSJ3g8FgCAqM4A2hAXF3YraI33B1E4clvmwwGAyGHWEu+hzB3H4GQzhg96ohKjCRncFgMBgMEYQRvMFgMBgMEYQRvMFgMBgMEYQRvMFgMBgMEYQRvMFgMBgMEYQRvMFgMBgMEYQRvCFvoP449dgzwcCBAwNTLY4+5JRTzcf+/P5ug8EQflgefI5QyLm1NEWhhvkPP/xQ5Hman9CmlRry6YLa9DR70frr+QQky2+kZr4foMENtyc15/18r6FkFPK9aogWrJKdIW8orUd7MqB0bSr9zVMF/ei1xW2ukUqL21Tem0uw6KDjHU2GDAZDbmEu+hDhj9//cKYMmOFc9LcuTrNd2jrX1O7rrHj+7ax+J9axdnbDmqG5i7cPOz3IaddKpzU6mvEe2ot++OGHsdevuOIKsTB5Hxtu9UQuel6jQxitabHqtWc6defpGIa1X69ePWfNmjXFuuj1O7wb36PguFq2bCmLgr/97W/Suc7bd57voX0rHgfK4TZv3jzhuEBatHbFYsZ7QDvaeGcYrWbpRoclSNtVusbNmTOnyHtowcvvpdsdbWobNGgQ+33xbnc+e8IJJ8i++E5K9f7yyy8J35vseaN9LC16GW/Glo6BJTXR4TN0zeO97Pf44493XnvttR32+8ILL0j3OVq/0kmvtOMpbSzApEmT5Jrg89WrV3fuu+++Igsxztuhhx4qr9Myl7EHnBeuE7rocTx0MeRYDIbIAxe9Ifv47bff3I8//lj+poPt27e7t5xzl9t05zbu2TtdJJv+//rc5W620KNHD/ewww5z582b53700Udup06d3PLly7vfffedvL5o0SJYzT322GPdl156yf3ggw/cc8891z3iiCPcP/74w926das7evRod5999nE3bdok208//SSfrVy5sjtq1KjYd7GfChUquLNmzXI/++wz94ILLpD9NG7c2J0/f76M3+mnn+62aNEi9pnbb7/dPemkk2KP9TvYvvjiC7dq1aruZZddJq9t2bLFPeigg9x+/fq5n3zyifvOO++4TZs2dRs1ahT7/FlnneWWK1fO7dOnj/vpp5/Klgj33HOPjMPcuXPluLp06eLuvffe7vnnnx97z5AhQ9zq1avLsa9Zs8adMmWKW7ZsWffVV1+V1zds2ODuv//+bqtWrdw333xTfvPkyZNj38lY6/42btzo7rLLLu7IkSPddevWyThPmDAhNpbe96Zy3urUqSPHw3saNGjg1qtXr9hrge/lMxUrVnTnzJkjv7tr167yuzdv3lxkvyeeeKJcD5wDvrO04yltLKZPn+4eeuihMt5r166Vv7z/kUcekdeHDx/uVqpUyX399dfdL7/80l28eLH7+OOPy2uzZ8+W64/v/uqrr9wVK1a4Dz30UNbuVYMhKDCCzxEynTQ+XPppjNiLbGUucjsefa0sAPzGzz//7O66667uY489FnsO0maiHjZsWJEJfebMmbH3MGnvscceQtQAYtt333132H8igh8wYEDs8bJly+S5hx9+OPbcjBkz3N13371YglcwHhdeeKF76qmnur/++qs8d8cdd7jNmjUr8r7169fLd0AoSvA1a9YsdWwgGx0D8OeffwrxKcn+/vvv7p577um+8cYbRT7HQqBDhw7yPwuNI488UsY0Ebyk/fbbb8txQl6lvTeV87ZgwYLYe55//nl5rrhrVAl+6NChO/xuFjze/T799NOx9yRzPKWNxVFHHRUjbAXns27duvL/ddddJwvBRPfBiBEj3GOOOabYfcfDCN4QFZiLPiRY9frHTpmdE5wu13E2fvGN88O3//X9O3GP/vnnn9KSVbHrrrs6tWvXdj755JMi761bt27s//3339+pVq3aDu9JBrj5FbjQAW5p73OIoH788ccS93PLLbeIe/+f//ynuLTB+++/7yxatCgWt2fD1au/VYFruSQQbti0aZNTp06d2HPEmHF1Kwgr/Prrr07Tpk2LfN/UqVNj3/Xee++JG5oxLQ2495s0aSJj0aZNG2fixInOli1bMj5v3vHGvQ2+/fbbEo/Fe671d8fv1zsWyRxPSWNBGIJ9dOnSpchYDhkypEg4g31w3eF+f+mll2KfZ7x+++03p0qVKk63bt2k7fC2bdtK/I0GQxRgypeQYM999nTc7YkTHsqU2ckpu2dZJwrwTvDEcot7jvh2cZg+fbozatQoiQdXqFChiOL+vPPOc+65554dPqPkBoj1Zwq+C6BN8B4DIA4MdOGRDHbeeWfn5Zdfdt544w0hr3Hjxjn9+/d3VqxYITH+dJHq2CaLVMewpLHQsWRR411U6biAU045RZTvxP4XLFjgtG3bVjQK6BYqVaok2gKeZwy7d+/uDB8+XLQDySyuDIawwiz4kKDBRac7O++y4+nCqq97fi1nz72TJ4tkcdRRR4mCfOnSpbHnsMQQR9WoUaPIe5cvXx77H8ty9erVIogC7ANRWi6A1d61a1cR6yH28wISQMiF6K5q1apFtlQICcU6CwLIVYFF+PbbfwkeGR+InN718d8F4aj1vHjxYhnTZAABYwUPGjTIeffdd2VcsUYzOW/pwHuu9XfruU6EZI6npLHAa4Mwbu3atTuMpXdxgzivXbt2shCYNWuWM3fuXOf777+PLSBY3I0dO1YWflwnq1atyngsDIYgwyz4kKD8wfs6faZc49zTabw83qnMTs7//fl/zt8qH+RcO7ZzVr4T0rv66qudPn36iNsdFfKwYcPE9Yy71IvBgweLspvJGMsSBbqquiFUrDAU27iaUWxnkvteHL755hvnwgsvdNq3by/qdx6rlUdK3jXXXCOTf4cOHUT1zm/ClY4qHIW2WoPJ4Prrr3eGDh3qHH300eLmHzlyZJE8f1TgvXv3dnr27CkWMapxXPuQHETUqVMnUX1jiXO8/fr1k4UD5InrGlezFywmGL9mzZqJEp3H1BFIRKypnLd0MGHCBPndfDeeEhZ0nTsXfw0mczyljQWLGlzvPN+iRQtR5b/11lvy3WQzMP4sumrWrOmUKVPGmT17tnPIIYdIlgN1GFhgYv1z3eHhgfBR2hsMkUa+RQCFAr+EOxvXfuNOHfiEO6b7RHf+lFfc33/93c0mOF4ETAceeKAowOvXr++uXLky9rqKqp599ln3uOOOc3fbbTe3du3a7vvvv19kP1dddZV7wAEHyHsRxhUnsnvqqad2EHW9++67O3wfivh4kZ2+Fr/xPYrVq1eL+G6//fYTISAq9xtuuCEmzkJkd/3115c6LojLeB/qbPbVq1cvt2PHjkWU7OyTDIJq1aqJyAwFf/Pmzd3XXnst9h7GCeEfgjzU6CjZUdzHC+e4dvgs++A8IBobN25cbD/xKvpkz5uOI2CceY5xTwQ9H4jdOMec6xo1arivvPJKiftN5nhKGwuASO/kk0+W70WBf+aZZ7pPPvmkvIYqntf22msvOSdNmjSRLAnANUW2AM/zOpkYXnFhPExkZ4gKrJJdjhDV6li4Oxs1aiSWlFVRizbIg+f6JTwQlPLA2UBU71VD4cFi8AaDwWAwRBBG8AaDwWAwRBAmsjNkBEq7WpSnMIBY0s61wRAemAVvMBgMBkMEYQSfY5gFZDAEG3aPGqICI/gcQStmkftrMBiCC71HrcqdIeywGHyOQBEV0si0zjcFN7Q0qMFgCIblDrlzj3KvplL4yGAIIiwPPodgqKmu5q14ZjAYggXInSp4tgA3hB1G8HkAZTOTrT9uMBhyB9zyZrkbogIjeIPBYDAYIggT2RkMBoPBEEEYwRsMBoPBEEEYwRsMBoPBEEEYwRsMBoPBEEEYwRsMBoPBEEEYwRsMBoPBEEEYwRsMBoPB4EQP/w8mYfzAohlTQwAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot_optim_3d(30, 120)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "bab071da", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "pstapc", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.12.8" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/demo_notebooks/advanced/a02-example_Bayesian_optimization_interface/a02-example_Bayesian_optimization_interface.ipynb b/demo_notebooks/advanced/a02-example_Bayesian_optimization_interface/a02-example_Bayesian_optimization_interface.ipynb new file mode 100644 index 00000000..73c036be --- /dev/null +++ b/demo_notebooks/advanced/a02-example_Bayesian_optimization_interface/a02-example_Bayesian_optimization_interface.ipynb @@ -0,0 +1,595 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "a19da796", + "metadata": {}, + "source": [ + "# a02 Example - Gaussian Process Bayesian Optimization Using `GPBayesianOptimizeScan` implementation of `AbstractOptimizeScan`" + ] + }, + { + "cell_type": "markdown", + "id": "3800b12e", + "metadata": {}, + "source": [ + "# Install External Libraries for Optimizer Implementation" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "d3b3d421", + "metadata": {}, + "outputs": [], + "source": [ + "!python -m pip install torch gpytorch" + ] + }, + { + "cell_type": "markdown", + "id": "f9359cc2", + "metadata": {}, + "source": [ + "# Imports" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "454a5e23", + "metadata": {}, + "outputs": [], + "source": [ + "import pyscan as ps\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "\n", + "from gaussian_process_bayesian_optimization.gp_bayes_opt import bayes_opt_main" + ] + }, + { + "cell_type": "markdown", + "id": "c3ed0472", + "metadata": {}, + "source": [ + "## Setup devices" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "433ff5a4", + "metadata": {}, + "outputs": [], + "source": [ + "devices = ps.ItemAttribute()\n", + "\n", + "devices.v1 = ps.TestVoltage() # Device 1\n", + "devices.v2 = ps.TestVoltage() # Device 2" + ] + }, + { + "cell_type": "markdown", + "id": "5588897a", + "metadata": {}, + "source": [ + "## Define a measure function" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "f8a0523a", + "metadata": {}, + "outputs": [], + "source": [ + "def voltage_response(v1, v2):\n", + " \"\"\"\n", + " Paraboloid function to optimize.\n", + " \"\"\"\n", + " return (v1 - 4)**2 + (v2 - 6)**2\n", + "\n", + "def get_voltage_data(expt):\n", + " \"\"\"\n", + " Reads the voltage from v1 and v2. Also adds a calculated voltage response to optimize.\n", + " \"\"\"\n", + "\n", + " runinfo = expt.runinfo\n", + " devices = expt.devices\n", + "\n", + " d = ps.ItemAttribute()\n", + "\n", + " d.v1_readout = devices.v1.voltage\n", + " d.v2_readout = devices.v2.voltage\n", + "\n", + " d.vf = voltage_response(d.v1_readout, d.v2_readout)\n", + "\n", + " return d" + ] + }, + { + "cell_type": "markdown", + "id": "33adce00", + "metadata": {}, + "source": [ + "# Define live plot" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "0351d814", + "metadata": {}, + "outputs": [], + "source": [ + "@ps.live_plot\n", + "def plot_optim_live(expt):\n", + " global fig, ax, cb0, cb1\n", + " x, y = np.mgrid[0:10:.01, 0:10:.01]\n", + " z = np.array(voltage_response(np.ravel(x), np.ravel(y)))\n", + " z = z.reshape(x.shape)\n", + " pcm = ax.pcolormesh(x, y, z, cmap='gist_heat')\n", + " scatter = ax.scatter(expt.v1_readout, expt.v2_readout, c=range(len(expt.v1_readout)),\n", + " cmap='viridis')\n", + " ax.set_box_aspect(1)\n", + " if cb0 is None and cb1 is None:\n", + " cb0 = fig.colorbar(scatter, label=\"optimizer step\")\n", + " cb1 = fig.colorbar(pcm, label=\"voltage response\")\n", + " else:\n", + " cb0.update_normal(scatter)\n", + " ax.legend([\"optimizer decision process\",], loc='lower left', bbox_to_anchor=(.1, -.3))\n", + " ax.set_xlabel(\"v1_readout\")\n", + " ax.set_ylabel(\"v2_readout\")\n", + " ax.set_title(\"Optimization of Voltage Response\")" + ] + }, + { + "cell_type": "markdown", + "id": "1b43d3db", + "metadata": {}, + "source": [ + "# Define runinfo" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "4cf7e377", + "metadata": {}, + "outputs": [], + "source": [ + "runinfo = ps.RunInfo()\n", + "runinfo.measure_function = get_voltage_data" + ] + }, + { + "cell_type": "markdown", + "id": "2e4261c8", + "metadata": {}, + "source": [ + "# Implement `AbstractOptimizeScan` with `GPBayesianOptimizeScan`" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "7f415001", + "metadata": {}, + "outputs": [], + "source": [ + "class GPBayesianOptimizeScan(ps.AbstractOptimizeScan):\n", + " \"\"\"\n", + " Optimizes objective function using Gaussian process for Bayesian optimization.\n", + " Bayesian optimization method `bayes_opt_main` predicts optimal next measurement from observed data.\n", + " \"\"\"\n", + "\n", + " def __init__(self, initialization_dict, prop, optimizer_inputs, sample_function_output,\n", + " domain_info_list,\n", + " dt=0., n_max=100,\n", + " initialization_scans=None, extremum='min', ei_threshold=1e-1):\n", + " super().__init__(initialization_dict, prop, optimizer_inputs, sample_function_output,\n", + " dt=dt, n_max=n_max)\n", + " self.last_optim_idx = n_max - 2 # stop optimizing on second-to-last index so that last index is best discovered value\n", + " self.domain = domain_info_list\n", + " self.X_train = np.empty((1, len(initialization_dict)))\n", + " self.X_train[0] = np.array(list(initialization_dict.values()))\n", + " self.y_train = None # TODO: multidim output? np.empty((1, 1))\n", + " self.init_scans = initialization_scans\n", + " if self.init_scans is not None:\n", + " self.init_scan_ct = len(self.init_scans)\n", + " else:\n", + " self.init_scan_ct = None\n", + " self.extremum = extremum\n", + " self.ei_threshold = ei_threshold\n", + " self.set_final_opt = False\n", + " \n", + " def step_optimizer(self, index, experiment):\n", + "\n", + " def postproc_extremum(y, extremum):\n", + " match extremum:\n", + " case 'max':\n", + " return y\n", + " case 'min':\n", + " return -y\n", + " case _:\n", + " raise ValueError('Extremum must be max or min')\n", + " \n", + " def get_arg_opt(y, extremum):\n", + " match extremum:\n", + " case 'max':\n", + " return np.argmax(y)\n", + " case 'min':\n", + " return np.argmin(y)\n", + " case _:\n", + " raise ValueError('Extremum must be max or min')\n", + " \n", + " if self.set_final_opt: # set final output to best observed output\n", + " arg_opt = get_arg_opt(experiment.__dict__[self.sample_f_out][:index], self.extremum)\n", + " opt_in_opt = [experiment.__dict__[measurement][arg_opt] for measurement in self.opt_in]\n", + " self.running = False\n", + " return opt_in_opt\n", + " \n", + " else:\n", + " \n", + " if index == 1: # first optim step after init\n", + " self.y_train = np.empty(1)\n", + " self.y_train[0] = postproc_extremum(experiment.__dict__[self.sample_f_out][0], self.extremum)\n", + " else: # update observed data with latest optimized measurement\n", + " i_prev = index - 1\n", + " self.X_train = np.append(self.X_train, [[experiment.__dict__[measurement][i_prev] for measurement in self.opt_in]], axis=0)\n", + " self.y_train = np.append(self.y_train, [postproc_extremum(experiment.__dict__[self.sample_f_out][i_prev], self.extremum)], axis=0)\n", + " \n", + " if self.init_scan_ct is not None and index <= self.init_scan_ct: # non-optimized measurement points to intialize Gaussian process\n", + " i_prev = index - 1 # init_scans are indexed 1 behind expt because 1st init from init_dict\n", + " f_in_next = self.init_scans[i_prev]\n", + " return f_in_next\n", + " else: # optimize next measurement\n", + " f_in_next, keep_running = bayes_opt_main(self.domain, self.X_train, self.y_train, ei_threshold=self.ei_threshold)\n", + " self.set_final_opt = not keep_running or not (index < self.last_optim_idx)\n", + " return f_in_next.numpy().astype(np.float64)\n", + " " + ] + }, + { + "cell_type": "markdown", + "id": "092c1db2", + "metadata": {}, + "source": [ + "# Instantiate OptimizeScan" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "0b2c251b", + "metadata": {}, + "outputs": [], + "source": [ + "runinfo.scan0 = GPBayesianOptimizeScan({'v1': 1., 'v2': 1.}, 'voltage', ('v1_readout', 'v2_readout'), 'vf',\n", + " [(0, 10, .1), (0, 10, .1)],\n", + " dt=1., n_max=100,\n", + " initialization_scans=[[9., 1.], [9., 9.], [1., 9.]],\n", + " extremum='min', ei_threshold=1e-2)" + ] + }, + { + "cell_type": "markdown", + "id": "f51e1e4d", + "metadata": {}, + "source": [ + "# Run Experiments" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "81e0c3d4", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "PyTorch version: 2.8.0+cpu\n", + "Computation successful on: cpu\n", + "PyTorch version: 2.8.0+cpu\n", + "Computation successful on: cpu\n", + "PyTorch version: 2.8.0+cpu\n", + "Computation successful on: cpu\n", + "PyTorch version: 2.8.0+cpu\n", + "Computation successful on: cpu\n", + "PyTorch version: 2.8.0+cpu\n", + "Computation successful on: cpu\n", + "PyTorch version: 2.8.0+cpu\n", + "Computation successful on: cpu\n", + "PyTorch version: 2.8.0+cpu\n", + "Computation successful on: cpu\n", + "PyTorch version: 2.8.0+cpu\n", + "Computation successful on: cpu\n", + "PyTorch version: 2.8.0+cpu\n", + "Computation successful on: cpu\n", + "PyTorch version: 2.8.0+cpu\n", + "Computation successful on: cpu\n", + "Stopping Experiment\n" + ] + } + ], + "source": [ + "expt = ps.Experiment(runinfo, devices)\n", + "expt.start_thread()" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "d65e653a", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots()\n", + "cb0 = cb1 = None\n", + "try:\n", + " plot_optim_live(expt)\n", + "except KeyboardInterrupt:\n", + " expt.stop()" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "22ba2d90", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'runinfo': ,\n", + " 'devices': ,\n", + " 'expt_thread': ,\n", + " 'iteration': array([ 0., 1., 2., 3., 4., 5., 6., 7., 8., 9., 10., 11., 12.,\n", + " 13., 14.]),\n", + " 'v1_readout': array([1. , 9. , 9. , 1. , 1. ,\n", + " 1.29999995, 1.5 , 2.70000005, 3.4000001 , 4. ,\n", + " 4.0999999 , 4.0999999 , 4. , 4. , 4. ]),\n", + " 'v2_readout': array([1. , 1. , 9. , 9. , 9. ,\n", + " 8.60000038, 7.69999981, 7.19999981, 7. , 6.80000019,\n", + " 6.19999981, 6.0999999 , 6. , 6. , 6. ]),\n", + " 'vf': array([3.40000000e+01, 5.00000000e+01, 3.40000000e+01, 1.80000000e+01,\n", + " 1.80000000e+01, 1.40500022e+01, 9.13999935e+00, 3.12999942e+00,\n", + " 1.35999989e+00, 6.40000305e-01, 4.99999046e-02, 1.99999619e-02,\n", + " 0.00000000e+00, 0.00000000e+00, 0.00000000e+00])}" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "expt.__dict__" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "5f34b90d", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(list(zip(expt.v1_readout, expt.v2_readout)))\n", + "plt.legend(['v1', 'v2'])\n", + "plt.xlabel(\"optimizer step\")\n", + "plt.ylabel(\"voltage input readout\")\n", + "plt.title(\"Voltage Input Readouts as a Function of Optimizer Step\");" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "8fd47c07", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(expt.vf)\n", + "plt.xlabel(\"optimizer step\")\n", + "plt.ylabel(\"voltage response\")\n", + "plt.title(\"Voltage Response as a Function of Optimizer Step\");" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "30322c4b", + "metadata": {}, + "outputs": [], + "source": [ + "def plot_optim_pcm():\n", + " fig, ax = plt.subplots()\n", + " x, y = np.mgrid[0:10:.01, 0:10:.01]\n", + " z = np.array(voltage_response(np.ravel(x), np.ravel(y)))\n", + " z = z.reshape(x.shape)\n", + " pcm = ax.pcolormesh(x, y, z, cmap='gist_heat')\n", + " scatter = ax.scatter(expt.v1_readout, expt.v2_readout, c=range(len(expt.v1_readout)),\n", + " cmap='viridis')\n", + " ax.set_box_aspect(1)\n", + " fig.colorbar(scatter, label=\"optimizer step\")\n", + " fig.colorbar(pcm, label=\"voltage response\")\n", + " ax.legend([\"optimizer decision process\",], loc='lower left', bbox_to_anchor=(.1, -.3))\n", + " ax.set_xlabel(\"v1_readout\")\n", + " ax.set_ylabel(\"v2_readout\")\n", + " ax.set_title(\"Optimization of Voltage Response\")" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "429cde13", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot_optim_pcm()" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "dd8aef20", + "metadata": {}, + "outputs": [], + "source": [ + "def plot_optim_3d(elevation, azimuth):\n", + " fig = plt.figure()\n", + " ax = fig.add_subplot(projection='3d')\n", + " x, y = np.mgrid[0:10:.01, 0:10:.01]\n", + " z = np.array(voltage_response(np.ravel(x), np.ravel(y)))\n", + " z = z.reshape(x.shape)\n", + " ax.plot_surface(x, y, z, color='C1', alpha=.5)\n", + " scatter = ax.scatter(expt.v1_readout, expt.v2_readout, expt.vf, c=range(len(expt.v1_readout)))\n", + " ax.view_init(elev=elevation, azim=azimuth)\n", + " fig.colorbar(scatter, label=\"optimizer step\", pad=.1)\n", + " ax.legend([\"voltage response function\", \"optimizer decision process\",], loc='lower left', bbox_to_anchor=(.2, -.2))\n", + " ax.set_xlabel(\"v1_readout\")\n", + " ax.set_ylabel(\"v2_readout\")\n", + " ax.set_zlabel(\"voltage response\")\n", + " ax.set_title(\"Optimization of Voltage Response\")" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "c8af72db", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot_optim_3d(0, 180)" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "255e3431", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAfgAAAHeCAYAAAB33RlUAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjYsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvq6yFwwAAAAlwSFlzAAAPYQAAD2EBqD+naQABAABJREFUeJzsfQe8JEW1/ukw6YZdcl6SkgQUUEygYHqYEDMoKqBifoqoGJ4BMYMBFUXFAKjoM6E+/opZUUEFJIpIzmEJu+xNE7v/v+9UVXdVdd/bM/fO7p07tz4d9laH6jA9farOd853vDiOY3JwcHBwcHAYKviLfQIODg4ODg4O/Ycz8A4ODg4ODkMIZ+AdHBwcHByG1cA7Gt7BwcHBwWEIDbzneYt9Hg4ODg4ODg59hP/FL36xn/05ODg4ODg4DAD8IAgW+xwcHBwcHBwc+gzvoYceilesWME8vHLV6387ODg4ODg4LD14ELpRBr1er1O1Wl3sc3JwcHBwcHDoR5Bdo9GgK664gl74whfSWWedtdA+HYjozDPP5EHTLbfc0rc+TzzxxEXxrCzWcXtBu92mE044gVatWkW+79Pzn//8DXbspXB/HBwclh/873znO/SWt7yFDjzwQArDkNauXUvDmDr3r3/9i17xilfQtttuS5VKhbbZZhs68sgjeflC8PGPf5x++tOf0lLH9PQ0G6o//vGPtBTxzW9+k0455RR68YtfzIPUt7/97ZltVq9ezc84noPZMDExQbVajQe7y+G5wPeNwYn6ICZniy224Pv473//e7FPz8HBYSEYHx+PX/3qV8ff/e53Yx3tdjv5u9PpxEsZP/7xj+NyuRxvtdVW8f/8z//EX//61+P3v//98dZbb83Lf/KTn8y779HR0fioo47KLMf9m5mZiaMoivuFVqvFfa4P3HfffRjRxR/60Ic26HH7hcMPPzzedtttC7d75jOfGY+NjcVTU1O5688880y+D3hmugXumRgTFz8Xg4Y//OEPfO5vfetb429/+9vxN7/5zfi4446Lq9VqvOmmm8Z33333Yp+ig4PDPBFiBP/whz+cEGgHfOUrX6F//vOf7OZ89KMfTcceeyz/HUUR/7vUcOONN9IrX/lK2nnnnemCCy6gzTffPFn3tre9jZ70pCfx+iuvvJK36RcwE+p3hgJmn/hsaCzWcXsBZucbbbRR4Xbw2px//vn085//nI444ojM+nPOOYdWrlxJz3nOc2g5Ab8DzNoVdtttN3rjG99IZ599NlMfDg4OSxC6tX/GM54R77777vFBBx0Uv+51r+MR/Lve9a54KeP1r389z1AuuOCC3PV/+tOfeD22s2dk//73v+OXvOQlMbwcm2yyCc9y9JkstrE/atb2rW99i9s333xzsv0OO+wQP+c5z+FZ06Mf/WieJe21117cBjBrRLtSqcT77bdf/M9//nPOmSKOlXcO+ky80WjEH/jAB7i/FStWxCMjI/GBBx4Y//73v0/6wTnO1UfeDBWz+pNOOineeeed2QuCa3vve98b1+t1Yzt1zX/+85/j/fffn69tp512is8666yuvr/Jycn4+OOPj7fbbjs+zq677hqfcsopiWdktnNX9zSvP8yuDz300My6e++9Nw6CIH7Na16TLPvBD37A907NaI888sj4jjvumPN7meu5uOWWW+I3vvGNfB3oE8/Vi1/8YuM5UbjiiiviJz/5ybwdvBMf+chHeIZtP1fAL37xC/5e8f3CQ/HsZz87vvrqq7uewf/whz80lmNfLMd7QAeu/Zhjjom32GIL/j4e8YhHxN/4xjcy/X7hC1/gdbVaLd5oo434ede9hN3+xtbHs9ZsNuMTTzwxfvjDH87b4LgHHHBA/Otf/9rYDuf2ohe9KN544415O1zDz372s8J76uAwKEjeSs9//vP5B3neeefxD0oZv+233z7+29/+luyg1i0VbLPNNvGOO+445zZYDwNiv3z23ntvNgSnnXZa/IpXvIKXvfKVr0y2g0sTP/wnPelJ/Dc+F1544ZwGfrfddmNqAC+Yz33uc/zixgv5O9/5Dt/rT37yk/xZuXIlv4B0esQ2JDiWOq76wABhmy996UuJ6x3Hg5E8/fTT45NPPpnPoVQqxZdddlli9LAO+73gBS9I+oKByTuuPriAccKxXvWqV3Ebz5EOdc1bbrll/L73vY/vJQym53mFBghG/KlPfSpv+9rXvpb3xfeB48CNrM4d54qBKb5Dde733HPPrP2+/OUvZ0PxwAMPZIwS+laDH/Udwljgu3rPe97DBgvPy5o1a2b9XuZ6LmBIH/WoR8Uf/OAH46997Wt8T2BAcJ902gCGFIYHg4oPf/jD8ac//Wm+RuxrP1dnn3023yPQD1/84hfjT33qU3yOMKx5A4duDDzeA1j+7ne/O1mGe4p7vGrVKja4eGae97zn8Xa4Pwq4LvVsfPWrX40///nP86AJxrvX39j6eNawDsuOPfbY+Iwzzog/85nPxC972cv4d6eA7fEbxDsR9xN9YbCF/RZC6Tk4bEjwW+mSSy7hmeM555xjjIpXr17NPxY1alXGHS9+GJJBx9q1a/lFcNhhh825nXpJrVu3znj5YLmON73pTbxcGb65uNbZDDyWqZc98Ktf/YqXwXDceuutyXK8GO2ZaJ6h1XH99dfzSwmeGBVDgX8xi9cB44TvFbEX3XDw9nEvv/xybsPo6njnO99pGEj9mnUPCp4rGMB3vOMd8Vz46U9/yvt+9KMfNZbjRY8X7Q033JAsg9dpzz33jLvB//t//4/7xT3W8fjHP54HXBhUYZaHWSp+F/qMUhk+GOjZ7s9cz8X09HRm2UUXXcT7w1Ar/Pd//zdfoxqEARiQwOjrz9XExAQbchgrHTDGeBbs5bMZeHgG8Azcdddd8fnnn8+DSxz/H//4R7ItjDQGi/fff7/RxxFHHMHHUteG31vRd9Htb2x9PGsYJGGmPxee9rSn8eBDfx9iwPnEJz4x3mWXXebc18FhUMCk+g033MDpXIikR4S5woUXXkhjY2MJNw0eFpG1Bx10EG8P3nOQgYhoYHx8fM7t1Pp169YZy9/85jcb7f/+7//mf3/xi1/M+5we8YhH0BOe8ISk/bjHPY7/fepTn0rbb799ZvlNN93UVb9TU1P0ghe8gDbeeGP63ve+l/D/+LdcLvPfiKN48MEHOaXsMY95DMdazAfq+o8//nhj+Tve8Q7+9//9v/+XuWZwvAqIgwDHW3RtOA7O/61vfWvmOBic/vKXv5zX+f/Xf/0XnwP4doWbb76Z/va3v9HLXvYyjjW55JJL+Pl+05veZGhDgJvffffdM9fYLRChr9BqteiBBx7gGBjED+jfB+IE8Jzss88+ybJNNtmEYwh0/OY3v+HMF5z3/fffn3xw3/AM/eEPf+jqvF796lfzPUF2yTOf+Ux66KGH6Nvf/jbtv//+vB73+8c//jEdeuih/Ld+rEMOOYS3V+ePa7njjjvo4osvLjxu0W9sfTxrOD9kz1x//fW554TfyO9//3t66Utfyu8QdZ34rnCt2O/OO+8svDYHh8UGG/jR0VF+yegvMrzgkG6EH/ymm27Ky2DcH//4x9PBBx/M65BOM8hQhlsZ+l4HArvssovRftjDHsYv/4XktutGHEBAF4D87bzla9as6apfBEMioPDcc89Nvi8FfFePfOQj+fvFOrz08GLES3k+uPXWW/k+4JnRsdVWW/HLE+vnumYAA5Gia0M/eP7s72WPPfZI1s8HGKgefvjh9Oc//zl5UStjrwyo6hvGwQYM/HyPPTMzQx/84Af5+8ZgerPNNuPvA0Za/z7Qv31/AXuZMlIYIKIf/fPrX/+660E4zgmDBTw/r3rVq/hc9KDa++67j8/xa1/7WuY4xxxzDG+jjvXud7+bJwaPfexj+TcEI/7Xv/4197hFv7H18ayddNJJfC277ror7b333vSud72Lg2wVMOHBIOYDH/hA5lo/9KEPGdfq4DDI4NDoZz3rWfwwv/zlL+cR9OWXX86zd4x68eLbeuut6eqrr6YDDjiAP1/+8pd5GXDppZdytP0gAkYS56n/ePOA9ciPV5kEs6EfYiazRdbPtrwbPYLPf/7zPGuHpoE+4wOw7Oijj2bhF7zIMCjDsT7xiU/wgGAh6PZ+LOTa1heQC3/aaafxfXvnO9/J/2L2Z9+/fgO/r29961t03HHH8QwdzyjuIyL64WHpFWofzLZh9Gx0m/0AQ/f0pz+d/8azAl0EDBrh1cNgRB0H9+2oo47K7QODSDUA+89//kPnnXceeyIw88c7A4OID3/4w/N6pvr5rD35yU/mZ/9nP/sZD4K+/vWv0+c+9znOIHrta1+bXCueC8zY85A3+HJwGDSEnU6HfxT/+Mc/WNwDo1u4quHmghHYd9996aqrrmLD/pSnPIW+8IUvsNH86le/ym7Nk08+mUfbeSPnQcBzn/tcOuOMM+gvf/kLv6xsYBaH83/961+fWYfZ0U477WSM7PHj33HHHZNli61ghvPHiwgGw3bfAj/60Y+YYvnJT35inKuaicznOnbYYQe+D7g/ajYN3HvvvTwzwvp+AP389re/ZQ+LPou/9tprk/XzBdzXmC1iAPuMZzyDXbYf+9jHjGMDMFSYHevAsqJjz3Y/8X3AQH7mM59JlkEiWglM6cfH82bDXoZrADBwUwa6H/jkJz/Js3ncExg+zF7xHeB90c1x4BWElwSfZrPJ7xb09d73vtfwFBb9xtbXswa6A54HfCYnJ9noQ+gJBl5RkqVSqa/31MFhUarJgZPFw4zcYHBel112Gc9ubOOOUS5+ULfffjvnyGIb8KAw7vOZfWwIYNYK3hMGHByazbW94Q1voJGREd7Oxpe+9CWjrUrrwuOhv8jsl/OGwt133808IQYuUHGba0ajz2D+/ve/00UXXWRsh3sAdHMtz372s/nfU0891Vj+2c9+lv/tVw45jgODgudMB55DGFD9e5gPMCDCs47BDvqDB0sBMQowmjBukHJWwPMOqqroGmd7LvB92J4LPFe4Th2YOeI7gjdNf16/+93vZraD5wnKeeD0bcC1Ph9g4PCiF72IJZfvuecePm+0MRuHN2+u49i/M8SAwDuC67bPseg3tj6eNfv8QCdgRq6+Z3zvoCExicFvbK5rdXAYZITKjacKzui8+jXXXMMzeRh3/KDUyBY/SvxowY3hhYeXzKCK4IDjAweNlznckK95zWt4xoBZ+ze+8Q0OnoF7Vs2EdMBD8bznPY+DjvCyhbsbRuBRj3pUsg3oCcwycX/AF6NvFSC3voHgM7xsIETy/e9/P+MuxQceDMzeEYCHlyGuCUYLL1zMXBQwCMKy//3f/2VuEjOcvfbaiz82cP2YhYKPhRFD0CU8QLjPcO/ieekHENCFvv7nf/6Hvy8cFy5VuFbhscj7znoB3M3wWKE/DGJ1zwwGvJ/61Kd4hofrQxAbZo2gQ7BdnhSujtmeC3wfcKfDNY/7jecK29lxE/hO8bzBuwC3PgYMcCVjMA1DrzwEMO6nn346izXtt99+7OrHbPu2227jOAtclz1A6hYY9P7gBz9g44oZPT4I2sN1wH2P88e5ILgO14C/VRAj6AIce8stt+QBEc4Bz58dT1H0G1sfzxrOGwYc3xGec8QbwbMCyW4FvOMwcMY7A9eKdx++f5wjAghRu8PBYeAxW3g90nCQJoO8aD0d6W1vexunnSBd6Morr+S0nVNPPTUedOBckeuKNB/kgEO2Fu2rrrpq1hSea665hlOyIMKBXOW3vOUtGRGOa6+9lvNjkebWrdCNDWz35je/2VimBFwg6mKfl54aViR0g9Sej3/843xsfG/77rsvf3c4TyzTgfQ9iHkgR7wboRvkZ0NIBPcTudFziY/YwLnjUwSkgb397W9nPQMcBylKutDNfNLkdCDHHdf25S9/OXf9//7v//I9U4Io3QjdzPVcIEURQjGbbbYZ6x8ccsghvC3uk51WhxQ55NLj2Mg//8QnPpHk6tt5/kh3Q19IV4MwzsMe9rD46KOP5hTY+eTBKxx88MEskISUUyUGhGcV37f6HSGlDLnvCkg/xLUjhx/njnOBYBZKU8/nN9bvZw1pl4997GM5vRDfD/QFPvaxj3FqpI4bb7yRc+5xjTguUiif+9znxj/60Y/mvKcODoOCWQ08flQQuYCakwLERfCD1V8GyL1GrqqOpa5dr14+yAt2cBgkYIANA67XiliKcL8xB4f1j9wQW3DycNvDJaeAgDvwYz/84Q/Z3asA7gquM0TLIvIWwTRLWbvewWFQgJQ6PW8e3DHc+3Ad97vOgYODw/Ah18DbqTUw4BB+gLgEjLuKvNdfRIh+BT+JtDlEy8K4K17fwcGhdyCNDlwxosfB/yJmBBkuSGl1cHBwKEJXSbIQlEDwHXLjAWXcETyDGQYCZxCgAmGLww47jIUlkLrljLuDw/yBCHIEfyHADL8lBNHByCOly8HBwaEQRT58FcyEAJQ99tiDNaBVEBn0zFGM4QlPeAIHbgGoeIUiEEutKI2Dg4ODg8NsQPE1BFkiUBum89xzzy2sYqoXYVoMFM7gMXNQefJQfMOsHekwSF2CpCVmE0inQ8rR7373O07/gRAIxC0GvYa4g4ODg4NDt/U+kLaJug2INZsNEIhCXQukxy42urLAMNTg3fEv8kKh/wy3PHTpkdeLD+QsIQ6CfN2PfOQjiXCKzsM7Tt7BwcHBYSGA8iMmkP1AnGOTUCNCL7qmAPGlInEt1LaAbsWvfvWrvgl+LQRdT7H1oDoYc3Dy4AMR0QtjD6EOcO9QVoM8pQKKMmBfFNXAjXTR9Q4ODg4O8zXuO+0wRvesNpUf54uxsTFD8AuAsiVki3sFbBsEpyAQteeee9IgoGcfujLQcMdDsQpKYJC3hdIYDDvKOkK96k9/+hOn1kHjG2pbkLnEts64Ozg4ODjMB5i5w7jfeumOtGJ8YbZk3UREOzz6FpZe1wuN5c3euwGUL+HltstbLykDDwOtOHmkzkEOE5WiIOcI+U5Iw0L6FTn0GB2hqAZKNaLIBDgJaL8Dbibv4ODg4DAfjI17/FkIIkrlnosqiRYB6eFIE4ds8yDR0POKgtO168FJIO8dFbdQJxv58Ggjdxe65sqIw30PIRzUnIa+tjPuDg4ODg7zQSeOqBMvvI9+VvUEHa1XVUXcGrRjUMsBHu7FwLzD3GHcleANZucKULuD8A0U75RLBYVpHnrooaQkK6Lx84qYODg4ODg4LDW88pWvzJQWRhE2LEfBqsXCgvLYVOlL3SWBgAUocAFw5cO4A+DsUUcernu9apeDg4ODg0MviCjmz0L76AWwbfBQ65UQUc4ZFQkxc7crQoLGRlXF3XbbjRYLC05UV8YdLggYbnAZCLADx67WgXdHSU7UV37JS15C1Wo104/j5B0cHBwcukHE/1t4H70AZYX18sQIKAdQzvjMM8+kQYQHtZuFdnL99dcz3478P0jXog45BAFgyLEOoxzUrMaNQMGMq6++mm8I6o4j5Q4iOYAz8g4ODg4OswG1GCCmdtd/tutLFP02u93B9PFCg+wGFX2RmsMN//GPf8zG+3Of+xwr2yE9DmlzExMTPHMHFwFj/4UvfIHOO+88DrSDYA44e3DyJ598sjPuDg4ODg6F6MQxfxbax7CjLwYeojff+ta36GlPexobeaTDYdaO/EIUyoDSXaPRYGOOKHoY9te+9rVcnObNb34zF9WAKt5c8n8ODg4ODg6LxcEvRfRtyrzPPvtwqgAC6/7+97+zQQcXj1k8lO7uv/9+zo9H1Tko4CHi8JxzzmHpW+yLgYGDg4ODg4NDf9DXajCPeMQj6KyzzuLoQTu6HjN6pNVBqB869ZAcfOMb30ibb745B+hhAODg4ODg4NDN7LvjZvCF6Hu5N1VBztadRxrBdtttR9dddx3P2GHcVa7gTjvtxC57BwcHBweHIjgX/SIZeH3WrgfNQXwfBWfe9773sQgOqs7ByO+www6scAelOwcHBwcHhyK4ILsNmCZXBDWTb7Va9LjHPY4FbyBti/x4GPpu0uNcCp2Dg4PD8oZKk7vu31vS+ALT5CYmItp1j3uHOk1ug1hMvUDNP/7xD1b2QRsftT4PUAr6/ve/P+c2Dg4ODg7LC1GfPsOODTKDV1Da9YAdhGcDqXTvec97WEDn7rvv5hK0gJvJOzg4OCzvGfy//r1FX2bwe+6xeqhn8H3n4OeCMu7AXMYd+fPIjz///PPpYQ97GJ1yyik8+0d9eWfcHRwcHBwcBszAdwMYd9SWv+yyy+iXv/wlC/gjR/7lL385586Dux+kersODg4ODhsWKBW78HKxNPQIB824v+51r6MrrriCRXOgVa9w1VVXsWCObtydu97BwcFh+aEfHHpEw4+BMfCrV69mqVrw7RdccAHtsssuBk+P2Tx4efD4e+yxB8/oYdydkXdwcHBwcMhiYCwjcuSRPvfb3/6WjTsi7GHc77vvPjrhhBPoNa95DYvoYJb/rne9i5cBzrg7ODg4LC9E5FFngZ+Ihp/qHYgZvJqF//znP+c2ZulKEQ/COGeffTa3kUP//ve/ny666CJ66UtfSgcddBA95znPWeSzd3BwcHDYkIhi8VloH8OOgTDw9ixcRdujaA3S5H72s5/Rvffeyy58aN3j37322os17B0cHBwcHBwG1MDPBkjY1mo12nnnnemZz3wmF6g5+uij6a677qLJyUkOurPhOHkHBweH4YZysy+0j2HHQBv4sbExWrVqFRtt4PWvfz3/+7a3vY123HFHdtGvWbOGpqam2ODvvvvuLvDOwcHBYcjhDPwQGPhHP/rRrFUPg/6jH/2I/4aR32STTZinR1Dey172Mrrxxhup2WzSi1/8YjrppJOckXdwcHAYYkSxx5+F9jHsGFgDrww0ouof//jHM+8O9/zzn/98eslLXpJw9ODh3/rWt/JM/8gjj+To+49//OPOuDs4ODg4LGsMrBXUC9TAkO+33350zz33sG6wjssvv5xd8894xjPonHPOod/85je8vYODg4PDcGKhKXKdPrj4lwI2aLGZhRaowd8w8Kgwh9n8yMgIu+/Bv5988slUqVQ41e4JT3gC7bTTTkkfzl3v4ODgMDzFZn5/9SoaW2CxmcmJiJ661+1DXWxm4K2eXqAGf//xj3/ktDko3gGHHHIIl6CFAA6C8g499FA27nDdn3766bwNjPuAj2McHBwcHByWl4G3cdhhh1Gj0aC3vOUt3H7iE5/Iine///3vuY3UORj7ww8/nE488UR26wPYRkXjOzg4ODgsXcQyyG4hn9gF2Q2mux48O1Tt4IrHrP3aa6/lsrIAjDvU7a6++mp65CMfSW94wxtYFOejH/2oc9M7ODg4DAFcmtwQGngYdxV4B7f8aaedxuI3Rx11FM/sYdwRbAdu/te//jVtv/32dP/999OznvUs2mqrrZJZv4ODg4ODw7BjSRl4AJr0Sqv+uOOOS5bDuIN/xyAA8rYoWAOg5CyM/3XXXbeIZ+3g4ODg0C90Yp8/C+uDhh5L0metAu9U4ByM+/Oe9zy68sor6dWvfjUbd51vRy35tWvXLtr5Ojg4ODj0D6gEF5G/wI9Hw44laeAVEDh3xx13sFsewXXHHnssu+UBxbd/9rOfpYmJCTrmmGNy+3CBdw4ODg4Ow4glbeDvvPNOlrNFLXmI3Gy88cZcWhZGH5H2kK39yU9+whw8ou0ffPBB5u6x7M9//jP3oWRtHRwcHByWBpzQzZBy8DoQYAfhg7/+9a8sVatw3nnncSDetttuSy960Yt4m80335yr0wGY5c/MzNArX/lKFshx0fUODg4Oy42Dj2nYsaQtG1Ljbr75Zha9wawd/55//vm87l3vehddfPHFrHIHYRxUnzv44IM56G6LLbagH/7wh3TmmWfSt771rcW+DAcHBweHnjn4hX+GHUvawANIf8MHs3VUlIN0LWbkn/nMZ+jJT34yfeMb3+B8+E033ZRz4WHkoVX/tKc9zRDIcXBwcHBwGCYMvBZ9t0BdeMzS4Y63ATGcU045hXPiP/KRj1Cr1eJIfAwEoF+/evVqqlaryfZOu97BwcFhcLXof3jF7jQynsqYzwfTEx16yaOudVr0SwGf+tSnmHcHLrvsMnbXf+lLX+JlqDa33Xbb0Sc+8Qmq1WrspsfsHjN+RNj/9Kc/5f3UbN4ZdwcHB4fB5+AX+hl2DM0VooocVO4ggPNf//VfHDn/z3/+k0VxLrnkEk6hQ5Ad/oVhR9EaNSB45zvfSccffzy9/vWvp7/97W9Jny663sHBwcFhqWJoXPRwtcNwY/a9ySabcJT81NRUsl6lwyGlDq76crlMz3zmM3lgAICPB0//8pe/nB71qEexYA6A24N1Dg4ODg6D4aI/5/K9+uKif/k+VzsX/VIAZu/g1b/73e/S7373O3rrW9+aGOadd96ZttxyS/77ZS97Gf8LIw5XPgw9Zv0w5KOjo+y6P+GEE+jDH/4wb+eMu4ODg8NgoRN7ffkMO4bCwGNmDkO855570hFHHMFR8xDBOfDAA3n9TTfdlJSN/epXv8r/wrjvt99+PDDArB7c/K233kqveMUraIcdduCZ/b333ruo1+Xg4ODg4LCsDfxvf/tb5toVp/7973+f+XfM0lWkvJqJw40PwLDfcsstPDhA9Tm1P7bHvpdffjkr3zk4ODg4DBY65PflM+wYiitEUB0kaK+44gp697vfTW9+85vpyCOPpK9//etswCFbCwOPD9zxCsqAw9BDyx5GH+I5cOljP+TKQy1Phwu8c3BwcFhcRLHfl8+wY2iC7IAXvOAFdOGFF3Je+2wA565m8QisgITtjTfemKzHLP65z30uR9PDRX/00UezCx/u/1e96lW8jcuTd3BwcFi8ILtv/nPfvgTZvXq/y1yQ3VIBXPEwvDDSkKNFlPwvfvELesxjHsPc+v7775+48QEE1OGjgCA9FKyByx9BeRDI+d73vsdyuPAMQP4WwDGGaFzk4ODgsKSwGC76Cy64gA499FDaZptt2Bus9FMAiKfBRuy9994crI1tMCG86667aDExVAYe3DsEbjBDx+z7l7/8JefD44YjBQ6Bdzpg+H/9618nbfDwp59+Orvr4QVAP/iifvCDH3DQHSL0v/jFL/K2LrrewcHBYXEAonShEfRRj8dE2jXiuiCgZgMaK4jd+sAHPsD/omLpf/7zH3re855Hi4klXU1uLrz3ve9l447KcfhiUE72vvvuo7POOouOOuoorj6HcrI6p47R10EHHcQfjM4wKEDO/L/+9S+e/SN17vrrr2dOH94CBwcHB4cNj4h8/iy0D8CWN8e7Pe/9DnuCTx5AG/zmN78xlp122mn02Mc+lm677Ta2Q4uBoZrB68AMHC6S3XbbjQ00eBZUjlM8+qc//WkuF6sDevVf+cpXePYPoRzM5MHRQ/UOQNAd3DDqy1dueueud3BwcFiaWLVqFRto9YGkeT8AmwNP70YbbUSLhaE18Kgih+j417zmNRxYB1c8OHmVDw+j/PGPf5z/fv7zn8+8OmbtiMT/y1/+wqlz4N733XffJHd+p5124lk9Bg+Y2St+BV+ii653cHBwWHpa9LfffjsbY/WB93ehQPYVJoMQVlvMAL6hddErgFMHUCZWB4w50uFg2PElgLuHIUcQHow1UuZgzFGGFuVlYfShWf+Sl7yEXS/40jCTf8YznsFfZJGsLdbBM4DgvaXA309OTnLQIQSABh0IcIHHZalEwqLyIc4V93fQAfflbC7LQQN+s0h9RYDtfIDfKH7/GNw7DDb6Uc89kvvjt9jPdwfeRy996Uv5eVL2Z7Ew9AZeuc/hZn/KU55iBOThgxS4P//5z3TRRRdxgARy52GI8SNHgB2+oM9//vO0yy678HJE0iNwAnz8VVddRW9/+9v5C4W8bdHLBx4BjBDhCRh0YFSLIMM99tiDloLBhFrhox/9aBp04DmAiBJiOuBZGmRgoHv11VdzJcatttqKBv1cr7nmGh48w83a6yAa3wsG+0th0OUwuGhJ4w5VVFQnXexJx1Dlwc8H//u//8tBd5i9IyDis5/9LP3oRz+if//731xKFqVlZwMGA3ipIFr/fe97H3P2Dg4OSxMw8JgEID3WYbDz4D93yROpNraw+enMZJve/pgL55UHjwHkueeey/SubdwRiP2HP/yB47cWG0M/gy/C4YcfztH1H/zgB5mf32effTh3HjMWuNPx5T/wwAPszrfx2te+lv+tVqucJuEMvIPD0oSLo1la6IfUbKfH/UFb3nDDDUkbHll441C9dOutt6YXv/jFnCJ33nnnccq1ivfC+sXy1i37GXw3wC1CERvkw88GpOE57s7BYWkad/UaRKaMm8EP/gz+05cc2JcZ/Dsf85euZ/A2zasAD/CJJ544K/WK2bwdA7ahsOxn8EVQgXOQqn3Sk57ELn2MzsBPP/vZz+ZR3Bve8AZ272MG3y33hwh88NwQToAHYFCBc1y7di3ttddeAx0cCLlh8Kc77rgjDTLAaSPuY5A5bfDRl156KdNTUHYcVOC5BEX2iEc8oudUJLhTAdSmQPyNw9JCBKGaBZZ7jXrcH0Z6rvnwIM6V3Qy+h5ceUuYQVf+rX/1qVk4es3hEng+yMXRwcBCcOwbtf/rTn5Jlbga/NGbwn7z4IKoucAZfn2zTe/b/k9OiX+7AjB0jffAr4Ol0/Xqbk3/5y1/OnL0bNzk4DD7n7gbiDsMMZ+C7AFy/mMEjR1ZFzCt1u9kMPfKyHRwcBptzd1iacOViu4Pj4LsEZvAY8cPYH3LIIfyCAAeIVDoAnDwMOyLyv/zlL3MOfbecPPa98sorOa1ihx12oEEEIkIRN4Asg0EtlXvxxRezNPGguttw/+AOHFRtAdRYAPeOuBAUaBo04PeH9FX8pnbfffeenkPHuQ8XOuTxZ6F9DDucge8B+gsFLxl8oGNsQ7nwzzjjDA6o6tYNiGp3dsW7QcPf/vY3GvQgtkHHhRdeSIMMyDUPOubzHCrO3WHpox8z8GgZzOCH/wrXIzBDx4wMkeZ5OPbYY52r3sFhAOA4d4flCDeDXwDwsoA7WBl6BUjaIsUIs0m46rt9qaBAAXTvUa52EIEiO3fccQftt99+NKipcqBOHv7wh9Mg4rLLLuMsjPlqpa9vIJr8cY973ECmbSJ6Gr+nJz7xiT3th+cBFNige54cekOnDy72Dg0/nIHvo6G3gWI1vRTpUEpag6pRjiBDuDkH9fwUhTKo54fnBBzwoJ6f+o4H8fxwXrh/vZ4bDDyyYByGC85F3x2G/wodHBwcHByWIdwM3sHBwcFhSUGv576QPoYdw3+FDg4ODl1CFQhxGGzEsh78Qj7xMkiTcwbewcHBQQKVvxwchgXORe/g4LBsMTU1ZbQHMcDQIQvnou8OzsA7ODgsCcRRRI2ZaWo2G9RuNajVqFOr2aCVm2xOYyvnN/NGfQmHpYfFqCa3FOEMvIODw3pF1OlQu9WkZrNOnVaL/261GtRuNtlAcxv/NhvU6bSpWZ/hNj6e79P0urU0se4huvOO2+mB6/5GQRhSp91O+t//qYfO28CjhvcNN9zQx6t12BDokM+fhfYx7HAGfpHRaTWQrEt+WHIFMBwWFXj+YGxn4g512i02omjj77Y0zPx3u0VRu02tZj1ZHsURG2b8DUON5VHcocbMDEUdYYxrYytoZnJdcrxSpcqzcB3lSpWa2rLa6DjNTE/ycZPzlHoRCkFY6ukadWy33XbOwDsMLZyBX2Q8cN3f6f5rRfGLDlyQd62m/zT/Q35Q4o8XhOSFZRZx8eQyv1SBagp5fkh+EHCbtfH9kLf3sY8fiL/lMrR9uQyzIrUv74O2k/AcGMAIYdYbRTC0bf4XRhJCSJgB83K0MTPGev67nSzDv9iO/5Uz3WZjRhjsdosLJtWnJnlfGM6gFNL0xDq6/rr/0IPX/Y3K5Qob7LkM78joCpqZSo11pTbC7nMdeN5wrtqFmetznjnbAHs5kc5ZA9/9a+z666/veluHwYVz0XcHZ+AXGTDYxour06J23Qz8IS+kOEpdkmFtnFozE2Z7Om0HmBnVzZlRFMeGEcegADMthdLoSuo0ZsTAwA+oNDJO7UZdDgYCKlVG6MEHH6AHH3yQrp26mfeP8fL2sN7ngQS/jqEmh2U4FvbVl/k4vtieX9xSeU6cF7YLhBGQhXywT3oP0PZ4fXIdWK8ZhAfvvJUNxF1hO2sw5L+4D0iyUYt4fRwn2wk1QdHmTxTJv/Gv+DuK1D4RRR21PEqUCGFIsR+MpOf5fJ9h6G684QZaff2WVKuUhdGOOjyLxaxWGfRKbZSm1q1Nzr82MsYz2NkMLe5pjPOxZrQw5ArV2ijVp9NnamRsBU1rM2kcQ3d58/21nEkZ71Lm3Zh9War7kfSR2SLPwJv72Ht5uPX8KIjnCoPUsIcZ/Jo1a7re1mFwEZHPn4X2MexwBn6RAde8gRw3PV5kmfeevt5q2y983iYzW7LamPm1mvpBqaHN0Mq1MZp+8B5qrF1LD90dUlip8awwuY4g5BlhehL4AVlHDEJ27Sb7lKrUbqbGKqyOUFObBZZHxnimqVAZHaf6VDqQqYyYs8h1kzPUqE/Ruls3k+vHrVnmGNVn0v5K1vFK5So1NOMZ4Jqke5nP34M8pnlVWKbPKINSmd3UyTVUatSoi/s0seY+qlVK1AzSew+3tW58y5UiWdW87zGe2xhb7bigy1xvTkGfdid8DjDE1j7omz1Jvk9BqUQVb4TvoTikMNqlSiwMOVNXIXsH8Ejjt+KXSsLljwEWeys6FJbmjnyHFr3CvvvuO/DV/Bwc+gVn4PsAvIhUXXgAs1zgt7/9LY2MjPBnNhd4674bqHnbbUk/ePveduttZv+Y5XfSGRmVahQ1U+PqldFODZXn4yXYskarYvabIKxQDP4/6WOEOlofPtoNrV2qUas+xbOyW2+7jWkDfUCAFzNms+YxLWtiuWy9oEyddsM4Rke7LpxDWzuHoDJCrXraDiujfE5Jf6UKteozSeoTBiFoJ9uXzdlviO21exCEpnGGITJ0zD0vZyZrLvOtQUwAT4k8BgZAKNij2moA0NSusVwdpebMlDkI0a+5bA6KxODPGnRYy+x9ylaf8M605DnceeddPCvGTFoYXmF02QvDzhV4V3CMB+UxhCH3/Qf52eAZOAZ3EUqB4N5ID0cUsyHWz6OE70cbJOade6kmvnOlKX/LLTcLz5GGiy++hKpjK6kbA+/S4IYDndjjz0L7GHY4A98HwLivXJl9wbzyla/kf//9739zxbk8TN4Z0v0zt8Lasfv47ntX09bbbpe6pGFAvJA86Q7H1CaGO5wNDwwLtgkojlrClrKxAT8Vpa5n/It+ok7yAoZxbTdnkhkW3PxN3e1ftWiAyiitW3M/TU5O0mabb84z1VazwMDj/DVvgheWjGCpoFw1XvClyig1NYNdqo1TQ6MeyrVxqmttzND1Gf1Uo01Nn5LvAu5uY3ZcHaG6PmO3vBChdU0w1rrr2h4j5Rn4wNon1ALJ7rvvPtpoo5XETIVEFV4K7Zqq2jWh12ptjAcAbGDJo1K5Iu6hpDFghMWpqemy6Fz3sjMXLp+XWJ1jqymoBxKGFwFyd9x+B2222WZUrlZNbw57msyBizjvSfO8tevIG3iAKmhogxd8f/r3m9xkbVRYhddmeoKazRZTRFttvRXHF+jYc++9qTaaLfbE9zCOqdVq0ZVXXpm73mFpwnHw3cEZ+D7ALheL0parVq2i6667jtfhM9sMPpzelKZqtWSG53VaVA7VtoIvDsohpxSpAochZlzTqes5rJRTzp1nVyF1OuolKfntoESRblwxU5yWfLbnUalao5KPNgYRHgWVGrXLgTQcHscKtNptqrdjWrHxZuQxB4YXuJjRCeeDeY3J612OQ0CeChMjl/GgYDzx48Lz0BkdZfesOMmQqrVq0gbvj7aCH5apWq0lfbYeeJDCIKSNNtlcrOf9R5LtcV9qI6Pp/rhP0ZjlghdeFHXrxKBJnTKuENeQmiGObVDGlWe4PsVxJx17efACwDDGtG5yiirVERqpVcQ5xzGVShUKYQyZ94+oWh0hL+7wjBf/q42OkKcVtkR1wgb6T25RwBHryT3l6/IoSr5/DFxK1JReA5xmdWSEpluNxC1eq1Ypbrf4vCuVMnucms3A+C4DDBJK6XGrtRqfZ9IeQVujXwI1qEhRwXepETc1ax/Fr+vANhS15WDGo5HaKLWD1AMCbLrZ5nxfZzPwMzOml8DBYblgWRr4Cy64gE455RS69NJL6e6776Zzzz2Xnv/85xsvhQ996EN0xhln0Nq1a+mAAw6g008/nXbZZZeeysXCsOctN/bNRADnpMoVRLjbbuNsoFI2GpmD31S/zI2Cu+9QLI0JjGlHC8ILKx677KNWnd3iwp1tvmgz1L8XUhTNzrljxg7OXOf5G9qsEDO8pt72/cx6fdYIg9JsTFF9WgyYKszhazN+zOhn5pjRl6qcqz0nB2/NSuFV0e93YHkp2EsgaQLM5MEfN+v69mVqt/XYB52/zokht5+F3Ej0ggVFJHxXwW8Fzxd7FjpdR8hz+GWIjA6PfA8cvfBO4DsYGRvnAWqpOsGURqlUFkNfGQApAjwdlhPiPpSLjZeBkt3wX2EOwNE+6lGPoi996Uu5608++WT6whe+QF/5ylfo73//O42OjtIhhxxCdSsyvd9R9AJW9Dgvso1zAfLy6TOGwdolcxZzB27ZL/w4b5vMZcx9DplzykQPzr190X0psnvzqj1RoF3Qq7ZB4dZdnGORMS7yTOZ5m9R14F+eTZPHngEEJparNU69g9seH+SuV2o1DiDE33Cfw4WPaHe46SvwFpVFaif2S5+2mN3vyK/HoAjufAyWZiYneCCHgSXn6U9N8MAN6xFLgPNwWF5AhEc/PsOOZTn0fdaznsWfPOAFduqpp9L73/9+Ouyww3jZ2WefTVtuuSX99Kc/pSOOOKKv54LI8rA6KmYznTYHzJVqY4kLmN3TyFWvjacvWKQGVUak+1gEQ8FdLfj1NLXLeFEX5rkXWPxs3lRmb9swIBnOmsMVHMIayBRZO/uUBuD32rtYUTYNrJdRD898QerjGYCrH9HmgUxPlPQL8sR5diyJeXgZYHxFTyJSvTY2zsF28HqI6HYVICeeJw6OVKmDSBWMoU4HT4XwVoRhaHDyYdlMwwRKVlAj2mYQYxezfvsZg66D03BwcMjFsjTwc+Hmm2/mkpFPf/rTk2UI2nrc4x5HF110Ud8NPAdyNYTbmIOzWjMUN2eoo0XBB9VxamsBbzD2RsQ7ctI1Ny8bW0Q+s6vXJx8vTj9gd7C0xMxHI8qcbQBz9H4ysBAHDak8ogIDhbFA0FtYb3F6GscGJO9e8Qdi7Phdq3LKcWyI8sj1HoIFERAo2xiUlCpitskDkhApUuDYYUQw+EEqFfaXczzf4+A+dUh24ZbKyTl7XoOvUaVN4brE9jLwzPc5cj699wHPQJN2WKKS5jjmPOtY9pUE2AmjqUdJMC+PxdxIfR/qe1Au5XJtLc82ayMjSYf4/msj4/KeqLSwUXE/wPlj/3JFxjigLfoEH6K0DTgvnyCGg0BMjzpt0yji+C0taM7OrUdePGbJiKQHBVIKAmpoUfbyCuV98Gbx6FiGN88LYCVO2gMyPKeZLPiC/PtecuAdhgd45BceZEdDD2fgZ6kHjRm7DrTXR61ocIvZhbZv21ofFz+pAUflI19YCK4EVKZOR4sQR5qblpJW8gNqazni8Cq0NL6a073qE8zDN6fX8YseynvWxRhpcLaYDgcHailhIYvApOeAmaPO0eOYLOVrtJvGLNGI9malt2aS6sZ8uJ72FoSsb66fL9zBSX+IuNbWd8PBi8BCM01Oj6LX5ViR/tZqjtO0EZxmRqPXxgIj0rwWhFxcJemP88CjOembDBVR5DmxYfeJxzFrea19Mp1kurX1GTIMTV76fSQGOfguefAGgz4ymogjVbWgSYflg6gPHHy0DDh4Z+AXGTAIGWRe2oUWPqePXvu0D2EbhQIxlZyDegskyXsdnxcZroV6crtyBRcpwC0Yc1MpOMfs7Dpr8uc8Qs6zkv3+rR7lAiFiA1qgRPBbJLn0ujKh7J6pgVF4iYTbH/uKtEOpEKhUBDFwk7K6nahDDS31EdSAw/IDdD1Y22OBfQw73K/DwlZbbcX/3nvvvbT11lsny9HeZ599+n48dpXXJB/aapFXqlJQqkqxEZFKhRdjAGEaEoIh9ks314hYXgDb2NovbBtZfjxnXmjx/PZMz06bywwAioO3ewsOy5xh0fYLN74ida63PXpa3WtAnCkdl6Q5godXefN4thAYpwyvHwZUGxtjDh4BcTDO0JrX8huNIDsYXNAnYVyW/Hz6pbMHB6EgJWQ01OccfMC4m1kO8PDYgayzR973WmjGwWG5wRn4nPKRMPK/+93vEoOOvHZE07/xjW/s+/HA+3ZmRE47u3bbdaKoaajIhUGJ4k6ax+xxlLQ0LKzHjpc0vkql9w5psZBdzMqKQmQGHLvow5Mcu3qJixx00QbAd4O3H1evdz4G3PZBucHqanzueNGrgQaL6Qgde/EORzCgcK3yOuniTvTm5WFSA1KczVUYdGdvT73OpnX+XP4tI8ZT4yhy3lXuuy9jAdJl4P3B5OOWQT8glMVQhNYA3MwJBy9pABZpkb51RJUL0RahyR8EMLbjyT3lSPSRUXFuETh81Amo8OYqvY4IWvjynsp0Mj0nHfuo1D2g5gc0MzXJ9AmkfcMwMAPmLG17XgY6RROcKUzn68qT0Ht6Xq4HzGHo4ZTsusOy/HVAjU0vEYnAussvv5w22WQT2n777em4446jj370o5z3DoP/gQ98gLbZZhsjV75vkMIypnXrIaWNX4ARRW0xm1b0rhdCjUzjl33P5NhHVhhiOSVw7lpOOlTmUGwmPc2AOpCqbdUT+ViRGqedpsV5sziKIZmL2Z8p/ZoG4KXXlhpyFbUn10mpVLG9iAhPlNwQbMbOjkBTdxNt5a0Q8YVYJ4MA1QyVByemAUq8I1JwRtwDFJrJKOwb3wiOpxvToAzFQHFPYFQ77SbNTEezc/Cj4zStzWoxk56enDBnvZqLWsx6tTgHKM5ZioLFOvI2usm173+EUjca+PoMHlkDCCB0WH5wHHx3WJYG/pJLLqGnPOUpSfv444/nf4866ig688wz6YQTTuBc+de97nUsdHPggQfS+eefT9VqGnHdL7CLlFXmdLETy52emfhExbxpr/5vG90YBfYeRHPw+nPn72fDBGQPcgXU8swRhJmPLdoqCl+Ok5Qcr2QLbN1yfUYojqYVRZnHgF7QFPoCe4M5m10YWwuFYQ3FxrhI8yD76HTRZyadLRshrzTtxd/Cu1EdReaG8DrB04GIfuGskF4ffI+lDkdMw5vB2QoBFBCxLJISvg4ODnlYlgb+4IMPnnMGAkNz0kkn8WdDALKxXhMpQi1OZ0vEbmTOcYYr7sLYFhnXwpz0eQTV9SzIU7C9HSfg9ZxT3mP0+AZArzRDcWBB8Ww7f7CWBsBhH7jcQacg6h/BbvAMKE8IDDHPlO2+Veldme4HuViVO490SMywO+2IVt+zhh5aU+dHe8utN6IVK4XSIIyzHjDHuvOa90Ln7ZHdAG+Qp2IAFMXhguyWb5DdQtPkyLnoHTYEoja7vuNOm3xU4eKcamms+RkUL1DpcxaBeZDyVEKE7J5GbrvYYWqmSdMTLVoxOkrlMjhvkdde0jh29CHy3FUEc4ni6mj60vZ8Csu+MWNGvABc0BztzByzLJ8qc7QzKIo6X88WtzgdbOEu5IzNUx2rmuXsoQFtIGaoFHgs8CIMKxkBb7ynH3CeuuocnDykWtXJQnses1x1x7H/SACOXl6tL4y1CtBMiw4Jzw/aam6c1LxHpbZWi6PUWU6Xi8JMz1qDPi+yHlSDnjvPuffNFl36t5to9d0Pieczjuj6a+6mPfbelnbaZctcsaSiQaW9xHHwyxOY9izUQMfOwDtsCMDYzrpOsbyapjsUZvTCMWJZSFPrZuiyq++g1avXUT0q0UipQ9uv2pT22m1rKo+upLYM5gMgWqOL51BlhDraC9qzK6mRPCZc4MrtHaQudBH8p85XVcLDQEIUrPGwksV2ZNQz1rMxUkI0ciZZVkI0okwpSp0qIypqhYvZn2jDOGrFZKYaLN6jlokZqVyPuEIMcrT9oWFeKqfFatBfqQTRGlGP3Avwt04TwFirYAHw8TILXg6KIDzjs/qPiG4TxjMNcMP9jDuRoebGs1g94G1UBLwlbSlCY7bXzcrhQxTHyPXPQcYmFgS/5UrXZrxKtiaCRzffsJruuWstVSq4z4i4b1N9pkX/vupO2nSLcdqsmn4XciejBVd+duBott0M3sFhdrhfxwDAnoXYL9RsDnKWg4eS2N//eQutXj1BpVJApTDgOtjXXX8vG8h99zXL2WYnRxklE6utFadJl1gXItoqqp49DFzARjoRYOy0gUlYMsuSioA0vT67KXzDFe208q4iGjwdlKAaWrsxkyzj2up6rXWr/nholYtl46gL60TmIIcD6DROX5Rb1dIEc93jVrPQrVAgBlPg88/lz3sMsst6JeznUdIfegBkppeY7rj1AVa0Q1S+ULrzqFor0fRkk+65cy1tusWmgpMHNw+XfuBTuTYiVPBk9kKaBVKnUnUdPwO10TEeT+B3oFQLHZYXXLnY7uAM/CCg12pYOS/oex+YpAcenJKzpYBaXsjpTdPTLbr19gdo7707vUV/5fL8c7cLxXOK0KvLvlC/pcCQ2Vv3HPCmFV2fJ4pOOUd9wDyFuDiuIfvVzh2bwJ4JmRaoDDAkfUWFNxEREqjsDxUcCbU5HqgKOgB/R1GJPRpIweSMfEk3xR5Ea+ABgTcokoqIbUEFaNQABr7Kc1WvN6hVn+ZgVN1jwTLMDssOLoq+OzgDPwAAp41ZC+eISzUv1mBXQU4w1hUlz5nOqJBnLVzERA/dcTfVO2Uar1WoDU6efGr7VfIrJZpudmhiuk0bjULWUzKwyM+GDjvPQtkfzctU0BT3nQiTyHhmWzynoDpcN9HYGxZ2dsL6CAIoHHUkxxZBbJ6cwUpyQ6V+cYyFWIfqa0r/PuCa9mNJTQFElkPeVl0d+glReEiK3Ih69anuAF+zLwywCIgTAzMRJyCMtvreua591JF8up4y6VHTkp3FORq59WMraJNNy3TbzQ9RXIYwjnDRdzoR+V5MG22KOvdzRxDiN2EPS+3b6Th4B4fZ4X4dAwAEr7GtQXRw3GH3p542x7rvmqsZUIVGFEYqPtX8BvntDoWhT02/RmFU5+CpWuDTaDVIitoAIQYBWp68F3oc7Je0YxFEJQ4hxV5k5TI2BrxYCtlI48McdrkqUpl4QAARFhgn0QeMFdzmAG8ThlwDPrkPiMRWAWZyEFLBei8dCKHsqHrHQ9ynyqIwMghwukGl2ihVZTAhDBEKuYiGON8qAtKSHkKqypgAVYUNGv1CpEbc94DlUtM0OlHYJRWQScuwyEA2VhuUW+A7wgxYqRKqGWxip2QgnJa3jjx7vTAMXNA6Rz8SBEahGLirdc4ehlbfHtdk58UjV76jaewjcA9xAqoaYVHN+Xzp2uxA5mG7bUn33fsQTU01qFT2KOo0+f5tvuVKjqa3efuMMwKUj2Xh7eOKcrMOyw3ORd8dnIEfAPDMfQ7kvTx1wRZg1VYb0zVjVVq3boaq1RCVU6jZEDOmbbfZmKrlkJpazFy2y7ygKZ1jlUI6nKYkePUAwX6akA0U99q6uE4tNIrJoKBNUxPTKXsBNTXxnfLoCmpqxgtR/g19fc0MKLPbMFqYRdalgA8U9/TCLQi4MyK9wcFrxhDGVDeumOW2NA4eA5BIM4wqEt2AJccaEPaRVkpP6Z/Fm5FNo8vGQsyJLEmf2aTQc1Gog9NF0B0RrVg5Qo970q5043/uoQfuq1NQ9Wjb7TelnXfdkgeKGKTOBvZqIFukJDwK8EghhQ/eCW9UlMPlwEnHwS9LOC367uAM/BIw8LPnvWuKaWFA+++7A1182a00OVmnmUaDan5MW265gvbZa9tC13GeoSrKuS5KMymsbd6jYSmW7snNWZv9cAt10c9j/6z9XmiufoG4UBfGOHMZs31N0iMRsFiNrEGvidZgQKSoBkS3w02Pz1bbbcWqhp2oLdP1BC3EOe1xSaTucW67ynuH1wSv3zgJemyCg2/UmSrQAyNdLfjlCTeD7w7OwA8AUFYVEd0UdFCnlV3TQjc+yQ8jX5+pqBQsWYOc389+QFtstTk98782ozvvWUNTjZg2Hgtp803H5LZwP6f50YpXT5XYcrwElis2q5ZXcGEFHH3R5jknZKAohSp7vMKpacH6LsxvJkhuvoMIwaEzdSArtDF8j6P99Tx6FqXh04dhLfPsN61ZLz09SbSdkvxL9Q3A46N/pCQiJx9GW9Sgl6IyMo0xqTlAqDkvPDdqiAn9fdBB3abz8enimvTRRQylSI16ytXssV307hXmsGFwwQUX0CmnnEKXXnop3X333XTuueca8uV4Nj/0oQ/RGWecwQqoBxxwAJ1++ukseb5YcL+OAQC7IJszFLXb5HfqRJ0WdeqTRs14O+89hsa6zqNWxhKOfdvNKhRWV1BzZl3Cs7e9kO55YA1N1psU+B5ttvHGNJrWohFqZCoyWnLo7MJKDIVHQTNml6jIJUdAWIm8quCgeSsUrNEGJh5EXGrjiRQsrgOceWJnwLFzuVB5DG6vMFzi1by2NFDwfFRHhYgMMDHTovKIKtYijKHnSz5enBCnWaX33U9dvFLXXuXhy7BC8QORJyyMi7wYHliBs1bXn/LynC6YFH9h4p6NI47FxWFKqAwoRmaKo1f9pxUCUwOnKrTx8siuWV8yRGmQ9m+UUy2Vqa3LICd3OzbSBzErRkoiKItqtWbm0ssBYCLGk295525nNpfXry+jbrIyrEA8x8EvSyzGDH5qaooe9ahH0atf/Wp64QtfmFl/8skn0xe+8AU666yzkhomhxxyCF1zzTXrRea8GzgDPwAo0tPOy3uHMTJedXM8q612h6658266/4H7RX8U021rZminTUdpu01FfjzMlFKlE9sIzwG7S5PzaFPcblJH8up+eYRTlxTgdWjpnHdtnFqamA6U9BpagZtyDZx7uh7V7BpT60wOXpMutTn3Sm3UKLyCnHoYqpkpYaQxENEDzsKymfeOPPymFh0Oftfg4MOQ2nYevFZIxubb86DnzrdbTR7E6cYTBsros4ijL1jQBQWfKXHbs5ehC/veTa2EQgdLLr0gZu3s1ZAqgQ7LD4th4J/1rGfxJw94D5x66qn0/ve/nw477DBedvbZZ9OWW25JP/3pT+mII46gxYAz8IOoZFdYVjM3B23W5t1rJujeh6Zo45EK86fAZCumW1evpY3HajRaKXepbz83eqXce3ehFx1vfaS99RmFwY1z0wx5RMpcbduMitoG1vNTGPswN68vBoNisMIFZWT+fJLex2V2URZ3PNkXT5Wf+j0EFREia2I0oZHQRpaG4ueZHog6HOiogh2di95hoVi3Lp1UAJVKhT+9ABVJ77nnHnr605+eLFu5ciU97nGPo4suusgZeFruHDxc2XDDl0bIC8sUqlm9rvOu+HakYnliFqPy1NnVi/xn+XJkDy/PwGNavXaSykGJAj811iOVEq2p12ntVJ0NfH6k/ty6agsWtqGicc1CDXZ/z6+7gK48aZk50GMgYKKEwIViUk+DqlnPanCVapLPDqPL6xMNBUnFKKqBmYyA9esh8QsjzAFyI2O8LY7uhwEb68TwYgbNefRCipcpCPkh6Y1Afw3NWyLK3KbeGCjXcZ69hmptzMh6qLFcsqSmVKlg636ouggOywv9nMGvWrXKWA4e/cQTT+ypLxh3ADN2HWirdYsBZ+AHBJ36BMuieq1pitt16mgvR6FzbhoYr1Rj3l4B3DLc50mbX+EyMhn8rx68hJx0vORZWCdk3lmlaQseXmwTE/Lc05rsfmeagnJNBgAKBb6yj1mZfO/6JaogB12VdVWcOuwCB12XkjYfgfPeJV/O61MOXnDygeTo5eH8EufBizui8uZTegN58JWayJXnPjg4TQgHSdKfg8GUjeA8dyvNKoRx1FCypqmmOzvl4NVoSC8fK7ZEQ1AfoAxwr6sjKOojjG0QYLYL4ymNL6vGyTgADnBL8+jTj+hdfWe6nC4Mq047oC9d/jdvAMI8favJdAuquZVKoZFrH4z5Rjph2UduvUZdcJxBJrrQgjU49D09CSQ/uj/HI2MPeDDLd1h+YNmQBRebEbj99ttpxYo01qfX2fsgw/06BgCqLOecL8dCrtVeknay6YoxWvPAFI1GMr2JYk6jq/gxrawGFMlUJOiFiwx3iaBs1qlHDe7mDLVlbnpQHUv+BuCFaOqcO9oa514C525w7CvM9SPY3uTcG5qIS9ni3NHWA8pUNbT6tDDSYTkn793g4CvUNLTvhaFL2zl58EYBnhzBF6MlBkwQrwFa9RlO89JOiXO7cc7J9rURg6MvVSoGR68q1M16ROs5EN+3ubpIA6E4DT7r9i+iW4pTHLMemzwPUcbAu3rwDgvEihUrDAM/H2y11Vb877333ktbb711shztffbZhxYLzsAPAIRErI48d7n1Zs6vU5qLbTYZpwfrHVr70EPMwbPAiB/Qqk1XsLStMavSZmJFh+h7FmnRJDCzfUGAmz0DLNy+KE+/mzS5HCW4BWChJEU+Z19wowuDKezRZr4hVrQB8/JcGRDpfUKWlyv5wb3PAxbRp1ASBN2ggumQETEmUxrgfSkLpURWF5S5885FvywxaHnwO+20Exv53/3ud4lBB7f/97//nd74xjfSYsEZ+AEAXNOY7RLyiEs11qHHMpGGlbrok4A3NOB+RgSxctvO8dKGit0+O21Nd64uMeceBj5tvnKcNhmtZlh168ysljVz6/X30WNQXa8xcxtatiJ/NtwrCkRn5tw6u5Yle6UIjTCkPrvglQCNEKdRTiGRBsl575UqK/8hDRGlXX2ZXqgC2WqoSS8PDkPs0ajg6JmWUDXno5SXT4LnYi6RC55epwrgPWlrlfsA5ODDy6FQHVtBdenBaTQaFIFGMKgrqCe6V9hyxGIY+MnJSbrhhhuMwLrLL7+cNtlkE9p+++3puOOOo49+9KOc967S5LbZZhsjV35Dw/06BgCY3YCD5zz49gxFLXys3GUYfI33hGiNSr9i7hyzJOnuT3h3vPz4GRYFTHbaektJFYsXe8oRU+Ki5/WqiA2JWZNCPZqmoDLK6Wu8fRBSGRy5EJ9nTj7h1NE71qMtXbjIg8e+aoaGuIGypT2va9MLLXoYEnXNoi1WiuI8Stue10OLnjx23XObzyed4WH7imYQeGap6tPLwC+O2k7y+n0KZZogDzakhyPh2EXgQXILVZ68nJCmyfTSauPcQRMIYynvCZThknMQ35nny2tiEZqQDZ8k+FniFQabjSu7/j1Rt55tLIItZepeLMmWGPLBWmxGEFDLSstjbXqk7zWmWeYXtQx06mPEqknPojVaMBynedrZFgVOgm5y6TNbKLEffRuXJuewgXDJJZfQU57ylKR9/PHH879HHXUUnXnmmXTCCSdwrvzrXvc6Fro58MAD6fzzz1+0HHjAGfhBzIPPTVkrml2rIDoZhAUDrhWPiaH93TaDrTJa4NYgwitXqaPxw/AcxM0pakuenTl3jTMHx96aMTn3lr5+xMyLhwiOqT2PPPq0jWA+Xbu+hPruep59dcSoBw8xIPDZyjiVyjUjkhtKbU3tejIcvAw2S9qBmQePiO2OVg+eBYq0e6jc0jp02gMR4s1ahWY01wTc1vrM1i4WgwGbrZevnyMfV/afzNKNEyjOfMiUj+1RPlfIy1JP++QZ60JNgRwqwEXRL08sxgz+4IMPnvMZxfN50kkn8WdQ4Az8ACDLI3bh9y18Not41rxjdJ9bn9flQvPYi93dc5PFGZpiQ/vsc9DvirRd68b3cPz8VLw5kFtdrssDy2wQzmBgb4XMm2eZXU3PnlP8UApXZlWEdQrLE+xNEJSVyBmFR8Nh+WHQOPhBhTPwAwB2DVdGKPJbFAdldmUjNzmp1S615EU9dsFzFtv3AuOnZpx66l3itpftAove75+Ht0DriBK3PfXfK/LKqGrnKAIhe+20aLbcm/HNDNGk2p4yqiLqHIZVzPZV7jwOAw8HaARVsU31FobC0Kq+YXhhaAUDIf+r1TiA8RUaDSJuRBSOEVx/xBI3okY9p9ppbEEUza5nDw6+02zQjJaFIc6lv6+wer1OY2MpTeQwmACdiM9C+xh2OAM/AGA50wby39vkR02iViMjTwuxEfFyTAFNecGXi4IiyPFWL23UWg+jmljPdsfngYN4pGWhko6YAUmPvvjRlFO+CIOKkvYC9SdnyK+MsOSsOG9w7GnwFefFSw6d+wyhRa9x6BZnrjh0JZ3KwYbVkTSDPAi4CI8adnDktcpTZ8OktfllP8MBikIrX/Yv69Groi0Qc1FGGfcUPHu6P7TqtZ8Ea9XLsrkyKC3Rl08uMt2cV0kdenWbxT/iCsq1NVSujDAHn1D0HlEZOgSqNAxz8mESXMkBbjKSnPPkZXEZdUDMfnl/Nqa4SCFukxpc/fzEMM82rGqgAqoAuvalIDBpAg520wvHmKI1iCFIBGkkSlYQHXLahaHXjtmz3i313UVvey9g4B0chgXOwA8CMrm8efKw5kw7DabCSxvVsj2K5Us2VnyxVptd1DK3CtbEHrW1GaIXVqijvZT98ii1ZQEb3h6BXM1pakuePaytSPh40R63OPRxamscuoe21l8JefRG2ze17as+tTUOndfrHDqirrU26sHj/FWkdYZzL1epobejMrWaGudeMtuhlQePtK2OnpOOuIZOkVFKZ/nNmWlqVqs048ezcuqlapVampGp1kaorhWTweBAz+2HcTXy5qOqpZdvCSTlnWOv/HmGucnh0wvz4Hvn4PMGBQvVor/sssuM9kYbbbSg/hw2DFw9+O7gDPwAcvD5MXY9PoxduOizeV69JM11kS/d6ykXbtCrJertCAv9uedkmHdBM/R4TUWBaHY744bMN8benJx874Y36z2Y+zRURocojSt4eXgzkEHANANorGAdew9UJojIVliY0A1SnGwtcofBh+Pgu4Mz8IMAWaudg6s98YKLOnJ82eUzWPgSni0yf67deiV8M8csWJ/prs8RaQOIIuW77PYFKAp8nMO+C6++TM1jfl5o0gcYcFaqCW+PGJEKqBdJUzAnr5XxZZpAyntKZoEPw/SJjCOB9wP0iPA6RRxjwimJUrBG5NB3xPbSAxFHlcQb06w3OCtEpwYA9NsLrrrqKqO944470i233NJTHw4OSwXOwPcBeGlNTKQvnoceeoj/vf/++zk4aHw8raKVB7iB21wPvkM+dajTboowpFQ0ncVComTe4ot0LRTsYM6dqINUqUDmrEMaHMtLev4l8qXt8+Yu0ppeiGZGsRtp99nxj7ZcD5laaODzBy5x5ISHOIbkdsEJh3jRi/PucFvkleM/Ha6Vnuad8zmzoI/eliepttdmaGI9CuioNoruiPx/uYvUnhd9RCo4UbqEWc8/oUNkkI48nkpXT7XrxT0UnLxoI57BD9P+cDzEp6mBmKDntVQ1xf3LRTB4SM0rcV67+mr9pCKa+C49ESegoOIG5Ba4Hi4mwxr4QgAJfap5OGRxheEUAW+4R6K0sBCdAaWAZydRl42J2oj7YIPaoWa9zmqHOlWBwjN6mV4UjpnRyviy3K6mf59HZ9Qs3r7ieQZ9wsfvpKWJk99FW/SBvrCuI9t873yfmtp55gHXPD09PZQ648sZLsiuOzgD3wfAuKM0oI29996b/z3nnHNoZER7aVvw6muofOutSfu2W29l95E+o43CCnlaHnsUjnBhGoW4VAPJm7aDMsUd/eWXrV0ewRBqed28j6Y9H4dVijUeH8eImzN083/WyvYIRc30HLxyjToNXWh9xGhjvc6pY3CgGwZU1Ws10mv00NbXh2hrMQJh2XjB+7Ke+5o1D4p2AJGXNO4Agw29HVhtCOm0tWAxjmMwOPeAjWDSRlS4FgwJD0zmnWEF4k1OrDMCKBE4GGl6BYhgxwAvaZer1NaLx1QQd6AVfqmOWHELIyxYY25fN64ZegGznd+dd96ZCZqDAW8bsQ8j1NbjAErmOYt7Yz5vmT7wLOjPa1Kkx5v1WqEZcKv2O8H3ccEFF1Av2HXXXemuu+7qaR+HwYNz0XcHZ+D7AMzQ1awdwN+QLrz22mt5XeEMft1qWk03U7vTpttvu4122mln5hz1clteeYQj7RX82jh1tAA3vzJKHT2gDYZCF0TJkVWN/ZCFXjDrK4cBBQiq0wx2UBmjVj2duc20PXrgnjtpm2234XZYXUFNTdgGQXYNbWYXoliMNvNDUJ0+E4RwTV0vVlNBO72GsDLCUd1pu0r1Gc1IVKrU0ALS1qyb4AHCpptumhtUhwj7llVcBgOCpD8ErBkDAEvoBrNSbQYJjlgVkhH3OHuTdft551130sYbbWwM9nAMvRocisvogxxEzOtBdUWzaaSvTcvUsrzty1bBHZEaKc755ptuplXbr6JabcQI/KtafdjHQJ+2hCxm10JpT/YxOpbIzibnrZePtQYa4rji2pDp0Wy26L7719DOu+2Y5M0jQPFpT3sazQUMHBAZf+GFF865nYPDMMIZ+D4AL5u8akSY1XdTpYiLzShtcBVQB1ey9oLkvGIrZ10fNEB/PJqjrdzoap9mu0O3P7iG7p9Yx67s0XKZttksoI1Ksx9DaJenfSCK3M6jN9t+wfq523Btz73ePj9hZJNl1v6Z7Xs9Hxh0L5q9slvuIC5Vt1Pa7ws5h+w9sO+xdc+s7wg31VyflZkVAW6IBRHcAgY2ZaRPJrn0IVVro4kgTYCSw5yiKa/SuA2C4EEfo+Mid54rCfuBqDkvBWvYE5LUlxd0Aqw+PwO8D+ia2PA+pHn9s8PWenAYDjgXfXdwBl7yeyeeeCJ95zvfoXvuuYcLBBx99NH0/ve/f4O8HPhlqr2ckf/teUKMRNbkEi9izlGXRtYPyatgJigFS8IShVVl2MSyEvPhaXg3c+LSrXz9Xavp7skGjZZHKfQ9WtNs0dr71tDeW21Gm4yI3HHw5Zh1K0GTetwkv1SjUkXktuMcUJJVeAeggx7wrFkBbS6coxhi5Hgn2vYinxxudSWQonLbtQ6SNCil+86iLJJuEJy15MTlNbMmPxfhERHkaZ60Wi/b8oYr/js53zCdgeNcAsPAB1Ti46m8eMFtpx1ogzTJ2YtcdbGMC7pUqjwj1nPkSd0yvgUoDiPumTgHmRcv1wdhQCOj47JvkcuP2bC8SeT7JdG/bAfQ+1ccPrcDTLk1ESXpqmTxpFjMpKU4jXIgYSau57RzzXnNq4D+9Xb6fcSzegHAyUO6d7YZv7o3c6X4LTRFzmHpAsZ5oS722Bn45YFPfepTdPrpp9NZZ51Fe+65JxcVOOaYY3gG/ta3vnX9nwAMvC6eEnXEC0/mrQvRmJLBh8O4Gi57Mvlu8M+2+Ih4hce0ZnqG1q29nzatjVKZWnyAkRLR6kaT7r3/Xtpoy81EH9UxihqT6TlEHlF7hjpN8WIOA9SS1zj2MKRIO0e4vON2I33Nc7tp0AhGG6IyGh/txSWT804KrGhtOfsUnvGYXeZJFDbOR9sfxlLn1MOy6YJHoVK9HSAATW+HseFOZ5e9Vat9LtlXcOGollbnQcosLvpyhVotU5te16LPusvHqa656KH+ptMiHIimG2Mf7nctjsGIK7BrzXeH/Cy5tCiPaFvrMxmVvedQuJm5g8PccAaeiPm5ww47jJ7znOckqTPf+9736B//+McGOb6ahZoL53Y9FpYuz91JrKi32hyRX4Kh0QxUNQxpogEVPTXrXGAie1HmXs/a9T0fYL2i6PwHwT2czYu3F+TkxfcoEWwLJ3PJ2oxGfEEifFfnkW7D/hxXKnbZQlE9C+1j2OF+IUT0xCc+kb72ta/Rddddx1G2V1xxBf3lL3+hz372sxvmBPKMQGaR/RK1VmfaOWp4chtIkQqXvfkAtKKIxkLNm7DQn4DX4+qF6tgUImuIekFhtbN5nXOvg5YCAZkizGO8oSRumfNGyh2ojRJkj0VpYpHjjtRJ4QHA4FGVL1acPDxK7FKX55sUklE5lDLtT5XF5dz5MKQSUz4xtVFTnvuBx0HkznPde4dlCVHdYIFR9DT8z48z8ET0nve8h9Wsdt999yR/92Mf+xgdeeSRG+YEkAvN+eI+u7HBwUZ+iV+SKkSLA/Gqo4krEy56qo2lrk3ww3j5JfyvTwGClTwxv4Ih4Dxwj2jT8giNTrXowXqTNq5V+UU502xRx4tpy80242h2nuqBk8bfSmcsanCeO1KcmAHnF714ASfXITl2lRMOjlusFWeW1O8WSedSxU9wwaIPjapgCJ19tSyexbixEUqke3UOOI0S5zx9Q9zHDkATAWvqxcHa9LIUKxYllc6Sr80nH/dJ4945msLTZ7J+KhBTxr2rMGetumEXeVnWdZf14REdrpLrEcCWxgmIimsjnKsvlrBWvSwEw3n5WI9CMDLRHc8VOHrFt/M11FIqgZ8f/o5iThMMSrhGn4PgVO684OfFDY/iDvn4V6N/WC7XiKLPDnUqVSsbAPr2WiR+np499lFpkmqdkuEVcs0LU7FzWLpwQXbdwRl4IvrBD35A3/3udzlfHRz85ZdfTscddxwH2x111FHr/fgsRNJpcS12v9Piuu1e6CV8NrsjuSBNGpQUVMcp0lLYfOSga3nFHExnBS3Fkm+FSd1t4yrduCaiycm1LCAD9/wum29JW1QgaCOO41fHWXs+6RM2v9OguDWjceh6jnWZSObec4welZlTTwLGMNjQOXEUH9FzwmHgNKstIqj1qHVzAmr8nVAKYqkyYJncf736mxoUqPsDw8UGXSnpdAwOXyyaPU2uiINHMRcYrGZdK+CDOAbtGCVLmx6iNrogDDj4RkGanF5xDesNgZnaqBHcBoPPxWdkERrEA4R41ox8/x4VinPuQ4GDPpfKKN7HGXgHh7ngDDwRvetd7+JZ/BFHHJEI1EBQ4xOf+MSGMfA5FbGy7qeFjzb1QKbxSoUetd0KWruuxkZvpFyikdGVZnGYBR4vYwgK3cm2+zkebFZtPbiIi+MS+uuTzzesxVTE3KeUny445y65iOceSLgZ/LIFC4E5oZtCOANPxFKWdj4tXPX2DHi9Ie8lm4kyttYXWM/84jJmE3zqyppeHtbiqGmBKAwUKNh8PaPvP+/c+vB9Diwo6q7ni/LmfcxUmld4IlSeP54r8koyb14MLMHZqxRFQd1oHDzv5hulf8V2SItEboMQZaJ1k0mp3DiKBZXhsCyRUw15Xn0MO5yBJ6JDDz2UOXeoz8FFjxKSCLB79atfvUGOD4YzKNco8jsUhxXBe/vqhSj5zCCksDqeCp8jT76G/Oc0991jLfp8vlrwp+K9y+9UrEcuvdQpZ4DvRW695LFx/KBcldsjKq/JeveQlJVvd/K1Y/J24ItV4JTkSQ0OXhqEhN9N1mVRZHqKXLjZIOxurF8SDJB2kOwH4yWMmFquNAwEO+AnpX/ZW4KgsISTF0YOaXCsJS/3T4VmxHYBvo8QojHSWOI7UBy8DFarBn7K+QeSc1e0iC85eXCUXkwh15NXYksQnAnFYFZ+R6y1EAmRGsR+VCo1LpOrHiCUIvYCFJiRsRRShEZpG4jLQK0EoRUvTip1+yuUY1NBr2ZRCSVLkpeXaQp5KDYD4Scj396iTxwcHEw4A09EX/ziF+kDH/gAvelNb6LVq1cz9/7617+ePvjBD26Q43MwHfj2dosCcNzNKS7youu8B7UV1GlMGDKyHZ2DR2Celt+cMfBsfEtJTXg2CAiW03h7v+IbUrXIa1e592zwYeCiFshksT1VyJOFSoDQq1JHy2NHUZMHpiZpqtWk0Pdpo/GAqlqeFrL0REq4jLcGJy8HBsk5qH9hDI20M2FibBczez7UIEIZ3YRfl8FsKigvQgEf7f5wVbN0VgqPhrCD6UCEOXzZRs8GB+8LFTYdev+dVotz0FvNtOAOx1ZohirM0YHXteSZQ9doFObYrTz4GV2qFsFsmiGtWBx+WE4ljTutBhthYfBjS5Nfy/+X90VXDCx20M9jujRHPINYMPwuVod8uCC77uAMvNSSP/XUU/mzaLD5xII04ozzOy7Ow84TF5nzmAXInmJ6Es1Oh26eeIDWrFvDLlsYxnuaEW1TCWmL0bHclz6nVlmyq0lEOht+09hiwJHh6bUEWfZS6MVg9HknT3c98rRJYEZ6NnPBvd2gboLNevfZF6XRWedQsPlCU43EMebmyvPOq5vzKCqt6zj45Qtn4LuDM/ADAjsi2H7hFZmBjA6YlrqVdlL0QM8dLm0fY65zum96itbU27SyItLwgCny6O6pSVoBuVYlv7oAFM4KN/AMTwQxalH58+qlx70KbGsRjZHfpSldU8Tz67EbKgdB6NTLtEOmciBjDAlepWcfcBqcyn7wdEleSWlgYFgCHYR2UCd/3ZSkG4R7SuTIOzg4zAZn4AcE7HKngKKwSkFlnFPaUJ1NvWrBbXu1lGtleVvm4NULWGiYp2/jtBZ4kpUMfle5X/F/8LGVWprGjuAncO4q7xlBTkh9U0dpQ0I3ZB5XsvSZDADm9OOY1tYbVAVfD0FzSRfUSiE9ON1hlz0M/Ho3v0Uu3vn2aRfgSbwNglNXRXlwF3VBNxgwcOaiMIuqMaDl5XONIejhI0BNbCE4c4gPiQ1Ye96XWvP4vmSeu+oA28MIqrgAFcwmCQ2W6wVnz5ciz6JULvNlgQ5AEFspLIl4QXm9flgS3hIpQoMBG9L5VI48nyvz+mgLARpm5GNRd56Nvu8zBTCrnn1lhJp6qWEp24vUQqDBCosdg24Y72zej2/UYQnCRdF3B2fgBwTILY8bkxR06hQ1Jrj8q573DuMe1cXLjU1rZczIg7d13XkZP8DanDKssDa8gu+NmrnzCOZq1xNDCNGaSOPY8Q73qU1eLHLbAw8cduoCR2GWDnTMPKIQKrgwQNyxvEa0vZi3U1XCVDEXFuRB9TDklscxrWs1qN5qshb8eKlCI2FZKKKxcIyXW02MhyXs5pcFatiAqkBFEtX1Ek+JctWnBlaMB1I/hSxoljg+hHiMTiFg21QLn/PqweOnG7CqmwICzyAQY9Sgt4qsgIPXa9IjIE+JvSTlY2fmKB9rce5229ayxyxY9Y967Y3pKYrLaYxAXhwAggWNXH2+AeIaZpM47tkD1UWa5GLLADssHlwUfXdwBn5gUaAukuGeZ0mL0xf3+D60Nca72UMdZqNqlW6baRIK3CUu+naTKmGJS9OqWLhk+CEpdgTm3TH1ED1Yn6EoQL36FpV8n7YeGaetVmwiOHV1TRygpoWxsVxflAStcaqjXlwGBlnfPkBbu0H6+cjrQH2dpD0PDr7oLWIXWcnyzhs6dzDnGoso9vnwAHYXs5Tanfs4zsA7DB9Wr15N//nPf/jv3XbbjbbYYot59+UM/KCgMGBoPi96y8IXJNcXvi97OIXNaiM0Efu0Zt1aUZsepUorI7TN2DhVZynzie7XNup0f32aVpQqFJaq1PSaNNNp0T3TE7SiNsaR691i0V//XUwRejbgPW7u9XhX+nHPcsVzVOAjc/LiW0ykf2VZYHgKEqlgHhgGaelcpI0qDl52zzXqHZbxDH6hQXY0UJiYmOBMru9///uJYiYmKYcffjh96Utf4uqmvcIZ+AHi4INOTHFY45Q48gLxb+KTD1meNgHaLCiinlSPc+j53Sh5T7jP4aZPynh4gajypQLS8dLk2uDyMJJzV7rlgtMVnL14QaPgB1zgfu4cVP/BlIOAdtlkU7rP92i61ZJpchtRpSB3eW1zhkLWQk+PUQtKtKY9Q5OtJq3wTffxXOhdCW9+SPLB5X013fipFr3gzFNted4M/Lr8/hQHr6qkMYUB/pvvueTQwxK76ZM8+FI5rf8u9fJTTh6PiZYHL/sXWvWy7QXMwQOl6ghVR0a5rQ8NOTYjCYpETfkwEZxhTh7GmWM3ooR24GtEaqLk7ZPSHiwP3OHr0XPlUeceFIEOLqUrt2nUGyyzXJ9O6QZbu95h+WAYo+hf+9rXsgbLeeedR094whN42UUXXURve9vbOG0bhr9XOAM/KGAOfoKCzgzF9XXkV8aZi1fwoAuvt8sjFGtBScyfy5dh+mJG9a5UgMQvVY167VxYR+fkwwp1Ok1NOx5Vu1qpsUHeOkXkS945wEvaymuPZVQZjGsY+LTl6Ehi4LxShdpSuEQFoGGbJA/eF0FgYRzw8jgQbeba25jlScOhevBheAI+Ftz/a6I6teOIxiimkaDEgV+pSIzk53XvAc5Lq82uIrfTmAAtbY7tlCpWowY0kZGKiMGTYAB0sRxBKQiRmIgpA92w+QEoBY02QA17rT48Bk8tGWjG29dqXFM+We971JjR9BBGVxja8xkO3sqbZzEZGYfRbkxzjj1qIehAJLteo94bNWvMYxCii9R4fjUjdJPJCsm4/Xvn7Z2LfvlCZWsstI9BAgz7r371KzrwwAOTZYcccgidccYZ9MxnPnNefToDPyjIvKx6y3fO8zfZFHxxmtxCfxEaf82BdEKqVK0TnoQ0j138o+WpxyGtDEu0rjFNESq58ew2ogYKoBDRKKrlaYYDAxgErN1dX0cPNqdosjVDzVaH6uti2qIyTluObmwItHDQoMbJc0EelCGV8H0I2cg2B9eZxWhY4MWQosXgY/abkhS0W5CXYWHfWT/y3Ht9Eebfkv5nNLg8eIdhwqabbprrhseyjTfeeF59ul/IwKCAHy/YvJsui+L2+k5aFxmvnNUbV2q0slylh5p1Wtdq8r/1Tps2r43QaJKyl+6/rlWnBxqTPGMfDyo07pc5Mn91Y4K5+w2JvuTlFwZTWl12eW6z9WefUlcDgj5MffK64PK7kqJgaoJTCivs/ucces/jdDqU2y3XRjnjwGF5u+gX+hkkvP/976fjjz+e7rnnnmQZ/kYxNCitzgduBj8gQFpc0GpRXNI4eLjlkw1KkoNX6V1YP6aSmRMXckLAy7QwX7p/eRFy2EvQlpfbsMtaN5pIK1MypTJLWs2SeBdwp2JWzlsYWvLdSagUoeQHtMPYRrS2WafJOKI2+WzwV7BIShbr2jM8s0aJU4VqUGIuf7LToBVU0Q6/gTh5fZbP/5G0BdT32IiZtESyrUz74zgJpUUfhFRSOfbSHc7fmNwN/LeoLy9pgiBIOXnVlpw8U/6lEtX8tMgLKAnkpHMevOLgVT16bRvkpCuuAXEAtRGzxnxlZFQlznNqosrvV7nzovAMXqqC2oBnhq8zEjy9oD5kUqF6POM0I6LTRB58bOTKR5osssMywxD66E8//XS64YYbuCYKPsBtt91GlUqF7rvvPvrqV7+abPvPf/5z+Az8zjvvTBdffDG7MnSsXbuW9ttvP7rppptoaefBT1DQBgc/QR7y3DXOHbXZDU6+VKNIy2HnKHyr+p3Oy7ONgL69luful8rU0fPcvQrFsZajDRe1ynPn3HaVx64OydVUBFPMXHQsteUl5479OeFdvNixfUnjwDlEQAveAj8elUIqUUAjlTIPahotzSUPfr6TPrLMn0MQCJXK0A9c5mHAf/sRxHiEgUy2ZxGZ1ABzMBj2UxHeuD55fqzmhtmkun62UYgDENci7o8sPCMDHb0MRYFCO9hfLA8STl77nqLU7c/2FBy8TkOAG9f5b99LCrCIawiopfPhQUBNjZMP/BXU0Dh5m4PHjLgljSZz8DNT1LGKvqBqm573bufS+8EKamo15kvllNdPt7EK0KDIjRLJ6dIPkXVIDdYMzMFhIXj+859P/caSMvC33HJLkj6gAypXd955Jy1lZFKLeqTk1wt6eH8qzj01XZoOvlTG8zKcO5qaMUM1PT0Azbc4d/LMyGvPpzE/pLWNCarGPs8K43aHms0GeZ0O1awiKTDGusgM2h09oA1qa9rz5Xs4H80Y+1Embz6NoFPCN9kCOH1Fv2ct8+J+eu2zmGrI7bbI4+KC7JYv+uFijwfr+fnQhz60PA38z3/+8+RvRBnqgQh4If/ud7+jHXfckZY2vLkDlQqeRc0z3/1LtNeXbp8HGT3E7M2KlaUa8/Bw1TeiJtWjNkWdEm1WHqXRsMpCOUsLfZbn6lmcJ7fTBZ3SgnpQ7A+cH1A61OvOz6Kn4DD8GFYlu7Vr19KPfvQjuvHGG5l732STTdgdv+WWW9K22247nAZeuS4wMzrqqKOMdaVSiY37Zz7zGVrK8Cojwg0f1vhfuJ6RG2/w57LNucRwH1c0HXN2IZv56DyjjGS9cs57D2Seu+zD5tzh4mYuW/L8qnRqklef9j+/yVO/Rwgxc++rRjamh1pVuqu5hvPttx3ZhFaE1UWIIM1RDtK4wiQIz5K7Ffy6kt9FkJkuxRuIYDIpAQsXfMx8uIiFYA4e9QRsTl4eh4u61MRzIzj8kF3sysvAtIU0mkiZ4wA2xcFr51iqaNkEsua8Mr7Qu1c8v6IymOqQD5HKuU+oCNa3F7nzMniE6Rv0o9pczld2qO4O17jX684P4hvawWGeuPLKK+npT386T2DhrT722GPZwP/kJz9hLv7ss88eTgOv8oR32mkn5uA322wzGjq06ikHDy366hhFzZTX5Lx4vR2aOe3CmEguWS5CMRlPiyTHyz+O0jx3z69QZHHuRJqLmi2kUm8R+vKgvUO8uyXnnKaRi5cweHpl2PgfbCD358Ar7KwAPlty8Gxw4JIvaZx5GFAUp5HSEOIpc7EcaZwCtKGFXqKRSpWCRkSNIKLNRlYkxivkCDV1ixBQlh4eefUUp8fncrXyfFRAHM5BLJDBY6m15gIsIvlf3QGhrQ/PnxCvUfdOuO0h3iMoez0IT/LyOmRgGfcA2kP7DnE/9aItMNhtje8uheGcnHzVHzfaGBygBjwAjQLw+8ZzJQP7dFEZm4OHkE5Dz62vjhjnoL4LCNUohAHOu27w/Pp18j4qxsHBYRkI3Rx//PF09NFH08knn8wlzBWe/exn08tf/vJ59bkkDLzCzTffTMsGvT58XeTB8wwos8VcffbKucud9HPRtOO9AMVYtAEEIt40Y8ZBaTonHwVcnCXZPjSNgE+m4cGxwKmrZT5q52icu22oiPdPj4dgvU6G89cHPB3j/Lk6n5FHH0rlNnU9cgY/l5HKVLzLK7uy/pCvAV+wz/yOZDb78m4drBe0wwZ+Pw4ZB3/xxRcbkfIKcM3rqXNDa+BPOumkOdd/8IMfpKWLHh+2QXg2i+ICioxHYZ58JincPgAtLcR9l9ft9Q4M6h3LK2yUVbuzc/gH9WocHHoH0uHWrUtVJxWuu+462nzzzYffwJ977rlGu9Vq8aw+DEN62MMetqQNvF+uiRKw4OAro+wf98uj2gY+eeWa+JunhyH55aQct+Q5zdlzxLXgE4e9cB37JaVML8urCs5dbpHkKqvDzIV8n4G+QY9zvYW+rzcwJ1tkjLspJGNH3YsAsrQkLmcSaNr0iPRPBV5E4RaIwHBL1qNHidmkpC7a1VqaJx+GLBIj17ILPxiBuK+QrS1Va1SW9ejTY5hV8TgNUePg4Vmpjq1M8+QDlX4orlCW6UsjR1m/XsQCqHuI86hUhb496x0aD2FMbXhKQHPwvTAVBh2WH4YxyO55z3seT2J/8IMfcBu/O3Dv7373u+lFL3rR8Bt4CPHbwIgHvMULXvACWtJo14makxR2ZoiaU+RVxiluafXg/XEivXa71JVP+PScLrlQjNSST1zcspY77+Np0qzSpcwtLc+9o3Ru8FKW+vMiBkw4k5lXT4wJ3PAyj1zVbleRzqyyEpCncey8Dhx4kpjvk4cAr/QCKIasiwrOgmhLhACwhNSndqWc/FARpBWFbZqkBndZ8wKqyEIqYvM04JDbkMPVFrCKmmdWPUMev543H3uhxsn7XKxFtGVKPLTzZX96RAQ4edwvX36SILekFFD6nXBJ24TX7xBJ2kLYyJLJVcclg5MvWbrwEK1R+v/iHgXU0nLWEVSndOU7zRlq12co9mcv+gJUa2OG/n2VOfh05oFBQqtu9iEGjul1VkbQR3oeMPYqFiAPTNVwNWBdatjN4JcthlDo5jOf+Qy9+MUv5vKwMzMzdNBBB7FrHoVnPvaxjw2/gc/DihUr6MMf/jAdeuih9MpXvpKWLoq0aefXY0+c+1x98exQ70EZqXQozYFlsXgBs50MYKg6qQEMkEeu550HifFSx1DFbZJ2JxVY4YmkZtwg5NORHDuM5JrOGrqvOUm1KWE4SmGFRmmUNi6Np0VRNA4eD7/OycN264Ve2LDpefIejKu2HsZZ5+RxPUqNTVxg6h3hcZCYDfdimOyZaq+zDtuLsH6M4oYxtM6eOwxzkN3KlSvpN7/5Df31r3+lK664giYnJ1nADZH188WSN/DAQw89xJ/hRgEfPa8+bMw/6C6/uw33A5psz9BEDNnamEJpTCPq0APNh6gWVKiq+IxBQ3YUNo8O+ofuBgDzOKbl5p8PMtIQzuI7DBHOPvtsrv1+wAEH8Eeh2WxyqdhXvepVw23gv/CFL2RmN3fffTd9+9vfpmc961m0lOGFZS4BGwUVlqHlOuLg3FUusQf3NvKGRRsyrl6YvvKE+1Zvy3381JeFEWtay12GeuvlT3Uufr4v8Z7QP4M72Z6mFs1Qw2sms3w/KFO9QzTTWSkM/FKA0h4wKtalnDw4BVAJSpte1GrXOHnI75ZQmCXdvwROXq7n3ANw8lrmgOeJWA9w+fjAzS8kZNVuyFdIvyvOpfdQL0G2We9+hZGOGXJOuzqmVmpXPl/Yx9dy58HrV0dErQW1DDK/4irxLPvkr5tinl7p27tqcsscG3C83ul06MQTT6TvfOc77DbfZpttmBpGgZh+DTSPOeYYLgsLF72OiYkJXjf0Bv5zn/uc0QYniuhCiN+8973vpaUMD3XYm9MURg3yWjPsfo41zj1AChZ4erU9+5c197Xdn0pcjzWpVniQ23palxTHSSltSKOLeGWZx82pXrJHz+sI/XbJuzPnrBdOkby2iohG3yKPXDNOSnue894RKIjzkXnzQUmK08hpLRsyXXQl7ZsvrzxCM1P3sJu82byFgs79VI48qkUbke+NUnN6kuJqmfxSTNVKRdaTT4IKOOcdt0idD+fNazaDA9qEFU3S+CLJwauANg5hSJSFRE68pj1EfuxrBk7EOei8v9ITUC8J3NtIk8OFH4IjI+QiP46po9WYZwbfqL1epaidPhflcoXaWj15CEO1G3rt9lTLHlw+8/na/nlURXkE91bjz8fMPPhybYSaM9NzcvB2Ln11dIwaWju9g+K+tBp18T1r+fUcq+CwLLGhXfSf+tSnuBjMWWedRXvuuSddcsklbHThVn/rW9+6oPNIzydf5vqOO+7ILSM7dAZ+WeXB28hYcG/Wl2FfDpeT5w4Dlwq9CFOrBgLJOaJSWHLKCPLrWGInJueuiuEwYPl0jh3/MTh3c1BDcZnCkk8TzUuoHdxPUQXFZ9rUCppU8lZSqbyxMFbtBkUBBH5gqLS8eD58y8yD19dbwWVQyVHnz8abzAIqot6Pfr0+V07TLy8TFSGrrg0yevasr7frWf8u+bxaFw4OF154IR122GH0nOc8h9tQT/3e975H//jHPxbc97777pvE5jztaU/jrDD9eYTdw8x+6A28PaoBtttuu8U+laWLIeAw650baSa6h6pBlaptj9bGISsfNmgdBZ2QRkpjVNEqyi07bIDveH50Th+O24drg+a3rQU+39mSw9KMol9n5Z4jHx0fHU984hPpa1/7Guek77rrrhwE95e//IU++9nP9k2K/fLLL6dDDjmExsbScs/lcpkHE8siTQ4v7o9+9KOcToAIQwCSfu94xzvof/7nf2Sd7Q0PzGLBk+gvCQAjL3xZ+BS9jOLpOrWbHYr8Mk012kTtaWP2yu3EdRpT3OyQp80eeaaootqTrVrkYcYpK9HEjY5Ix1Nooh/hauXza3sU17XUPLQbaXsmEtXWpmSUusf7a67YZsRlbxOEbUP21ON26i6moEUdzR3sBS2jLCkFJWpqSnRw4c800vVBm2iqcQerx1VQYtZvURsV4+DK9xpUpWnyoo2oXY9oypvi3OuWPkMPzKh6W+kOOdf6DB70glHdzg8NjwS48Uwalzb97XQirnxocuym6xrcNPpIUv9ClRYn9gmbHb5HqotWJ5IueLGgHaGcbD0pw9qJJ6nVFPLE6LIdTyWZB1xNL5pKrjEIy9RotCjU5YS9rFelPdOguJN6baLpaaYVVORGu97IqIR5YBVk3AD2nJ6pCxepvH7V5t2UzHEkMjc4PQ45C/hutX7XTUzQ6tWraS6gb9xzBXvGBS0NHXYpaodBBXNnfeiDaNWqVZmqbuDbdbznPe/hgcDuu+/Ov1G8B5G6duSRR/atihwM+RFHHJEZXCwES8rAw4h/4xvfoE9+8pNJlCFGUfgy6vX6vHMFFwoY97xRP0Z9qhre6KgmWpOD8XvvpqD+AAVxkx66/x7qhCMUwKhLoO1r7Sgok6+7q3Nc9MjZ9jQOPkIBFs3Ad8JGegxwu2Gd/PaMzHHzKArq5HfE9mwcPLioI1qHAQzc98EMxw4kx/NnDBd6HJSkFr44rwjrNYOIIMAkjU62dWnYyDMNJl7yrbZmQJttKlOdQgQSRm3ySiL4CjXrI69FUQxDFBI129SkSQ7U6qj+mFeHFK1eDhZpb1piGawM8+E6x66OLwVpkBaXVvdJs98TLl4LGos6VJ+Zpiby1JWhUkpFahth2VJhGquOOoywPigKy1Uz712r787t6ii1tEGbrROv7x+3m7Tmwfsz2vj2wCVzTOsYCPLTc/Pz8v0hqqPXtc+rIa9XNWK+PSjTvXfdnqxuBSMUj99ERdAHUDvvvDNdffXVSRsv7PnKgDoMB26//XZOt1bIM7AQn/nud79L55xzDnPwmG0fd9xxHGxnF0CbL5761KfSfffdl3ilMRjF8R7xiEfQ6173uuE38Ahw+PrXv86KPwqPfOQjWav3TW9606IZeHgR9DQ9jPQwKoQ7B+vwKZrBz/jXUePBMt1226207XbbkVcdp7ieegW8yhjFjTQICRH1sTY7zot894KymUdeHjUK1rCYTkM7RuaY5vrJFtFD995J28iyhV5l1JjhcxaANqP3QvMcPevFj/PTA8IIxstYXzJmWNi+0dRm8NUxuueB7WmidR2V/SoFzRZ1OjF1kF5PAW00vopGKg8nT4buYQbebGoz7lKJWlo5Wc6T147nW8FlmRk9ZtuGVr1pCO3UsDvvvJMHgroLzs6Ts/uwvQqIiOcZukSlNmoKxoyOU10LeEMhmBlNhMZeX6mOUkMa55tuvJG22XprFjjSYV935phjK6k+mT7/5coINbVBxqxCN1pQnd22DXyjXqf7107QtlttlazefvfdaI/HP57mAo4J0RDkFgNDWahqOaKPLvoVK1YYBj4PKN2KWTxm2MDee+9Nt956K33iE5/om4FHQRkYcui5YNCJ/Pe99tqLBxZoz0epdUnlmTz44IM84raBZVi3EODl+4pXvIJddLVajb9AREp2A7y81EOiPyww7Ph7cPN1Byy6ax550tVwZyoHG1EzWkuRN00lf4pGghnavLQ5rQwflhj35Ypu5HIXfpD1UUimi+M4LF/Effp0ienp6QwFLOi0/mVywLP02Mc+NvEYwAYhuA8G/swzzxz+GfyjHvUoOu200zL58FiGdfPFmjVr2OX/lKc8hX75y19y6t31119PG2+8MW0wIP0KUrJwqyMoDDnrRnCY0o0X4GdT5bSzvKlMXFbFt5VrMnmIpQTqQrDB36/FliLwx2ll+fFUb99IE+07KYg9Gi/tQLXg4UaA/jAA3ydeKOprEKUHxPetxpAsKSzpB96GfPY0iJXCVY4ZecIQoIIv59EjhbHElIDg4LnmrajFzjXqRe499xmEQu9eHgMvPszaVe48PB/wDCTa8wlfmtY6QIYCZu0iK9OT2vTjiUNDsSMqyQDeHO+hKfZIKAhdegeH9Y9DDz2UPcTbb789u+ghm44Au1e/+tV9Owa8lYoe+O1vf5t4qjGBhd7LfLCkfiGok4s0BVw89HmBiy66iDmUX/ziF/PuFzmOcKl/61vfSpah9vyGBLhycOohtOLBJzMVq6eUocCGnsITshAIAy/MZEO5QFHGKaFMHuqvtzWuPvWAasfRA8DAq6fa6tBFh9Z6GLCaOqd4xVZAFpeAVTtjO9aal29tiJuoNowTa8Gn9d0xgEnry4tBT5qHj5MNTS15P6YVKxD7gM92FNz/IFWCNm2xuRCKAOc+OZm6kpHHVuIDqDx9j9p8jkp/3qcO5/irPPlAtBW9DqOjGxUYKz8NHGPtes7PzRsJQdzF43uHT7LU3hSZfirSTKbWiabg6kPWw0+/a+TNK/18sb00pEncQGSmKvJAT6MZkCcvg+hYIChqU6TFOfA2ITQY2rPXcmf9e433p7TGfHpevjHbqXhjrFOg58VnXPQae9EALRF3qK7RDUYKo8PywgYuF/vFL36RPvCBDzAVjMBOcO+vf/3r+1rgDAOHr3zlK2zjIFn7kY98hJffdddd8w7+XFIGHuL74LW/9KUv0bXXXsvLXvjCF/JNxw2fLxAEh/SEl7zkJfSnP/0p4fSPPfZYWjysp+mybsCFLou2ygyEUnntyTwMBpyDytTAIjaNh6U1T1zv3Yw6j2zteSNCu2S0RaK6HlVv5sHjXNsahx41JqnTaFNrWgbJIMpd15JHwJodNW/Vizfrzcdmnjvv3z0Hz3K5mmgNYfYtP9pGhpWHGmGuW71fNI/VTVdV2TKb9O6St4/T1dUUnZpz2S9bbOhqcuPj43TqqafyZ30BE00UTTvllFOY11deadgn5bofagMPwJD3O5jupptuYpWi448/nt73vvfRxRdfzOpEyEHsVwDFwp82K4AuUx27GxS9Vq0eC0+pSLu+oIMNHZswiLEQfdZnt2EHXhYdTrn8HRyWS5DdoODggw+m+++/n4O0dXoYgXcjI6KU8tAZ+CuvvLLrbRFRPx/AdfiYxzyGPv7xjyfKQgh4gLtkQxl4uMKRJsZFWeHOTJKB5frEHZ/qecs/knah4Ei/Zzw9lzaLC2aCeep8c2H4DVEmQLOLQUqsp5exB0anGaz689wWZQJZ9z5A/QIpGCxli+GpEI6GVNMY6XoJIOlbkl4TLybfD6kka9RrB06pI6aLQlGnHgNVDi8Bbz+S5MpzXImMGWAlY5T6fWiKKiNIN5U6/I6DdxgyBEGQif1Cfvx8MfC/kH322SdJsdFfTClv6i1YZnLrrbfmXEMde+yxB/34xz+mDQU/7pBPHeZTIRArAqW0HGlVq1XxrSwEr9s4qQii2UShn67dMyk/KzuQwVlaDVgE9iWRomI9c+qqHrrXYblZPIRJf8lLFnx0QJ4qfCKirVje1dCe18VvWYteNWLeH2VN9PWmgQsI5eEz9eIlSmFIMBm1ilzG+2ukPs7duB/Q1dcCFZTOvroiD5y5dnwMwgzOHloAqbY9BmkQ809Dy1JNfz578O9hQKUkbkEYMSuwINWq54A5wbMnp5DUB5DfidxGXQO21bfH9UEXIN3f9P14zGUKbXvWvcffklbQwjcMagJfgp7e6EVVI73RrwTU0fTvxWVBtz/97vEMGXXqR3wjf984vtSiBwff1NLzDDrHYXlhA3PwSxXhUtKfR+TiO9/5Ts5J1IPsoGyHALz5AhH0//nPf4xl4Pp32GEHWizMe66tPbPClmkvc8OvJYqfsGdA13HRRE7sQD9eFneSGuh2wBZz6Ho9d99qIwitY7V1Q8HCM5YWvcaZQ9nOUPfjl7yuTd/h9eoYHGVuiAGVDA4eUeNGm9c3Z+XcEUOgB3YF9npLm549MTrfjtl01DFz5Xk5Wfc86trzkQzIkhn7wmgRffa/6J5Ou8SszSA5Dn7ZgmtkLfDr95bB4zPwBl43sgiCQ4rcs5/9bMMtjwh4RDgqTd9e8fa3v51V5+Cif+lLX8oKQtAdxmdDofeX1SCMPnvk9HvufhCucSGYx/n3alx7jN2YH02Tjf/YEDAlgHLgDLyDw5xYUiogV111VW76GpZdc8018+53//33p3PPPZerA0E5COkJiJbsh85wLy9qkbfex5dWYRRyj9sXHm99v/iH0eD3+5qsoLouHwL1/CUehzzuX3443oPL5YqPqs2uPkKyITA+4Mt9+UEOPEoDwoMSyA9nVZbK6acs/gW3H/LfFT42uH31AV3ksEyxgYVu1jeQA49KctBfWVYzeJsXhzQg5GoR4Q40m01ehnULwXOf+1z+LBY4I0y9NGd1y+r+d/mfJKXdZ35WB7RvkH+c9MDy6ZpYDtbrL0msD+x2+oh4Xpt5bRRpEfsLcRR1euCgfbmODQH45FDn1APySuVZOXTBmWtX7IXslU/bAQX69l5AJW19iFr0JVGBSd7VJKxLHU+/H+DUlSwrx3hwu2zWg7fuR6ejF4wHx102XNuxn8Yg2DWr0RfiBPBJrintLcPBq5rzyXfC35fKoxfzW5w/17hP4gLEsuQStdx4dUQtCkEK44hzB3cfcl69PDN121iCP5trr7pklkCndpi6MWkIsSzSnuQOUynJWcWWbLG4mOS6UKQIfehcv30Mh2WEIePgS6VSTwHlQ2ngEdUORSGI8auIedwUvAj/7//+j5Y2rDxhninNXqxDvGLTlyxe7JkiIQhK0+uR8wtdz9Nmkto8DUMUxRLb4aCudsKre1QxOfW4bHHwgRkIheIyOifOlcr0tpnnjs2NYC6bgwfHr2+Pwjo4f7VPYObVe3Ep01+kVxNDvXeD8w+p09KunwVfNM4e6w2O3tKiR0ih/p2Af++0LZ7eyoPHPZN9YGnAPL6Wax+aefS64VS30BgcWnEYqWyRWAmj3tFNfj9okdyZkd1v8XHsZz57nAGagjk4LBCQSlfF1JalgUeyP3LWoc2rhG4OP/xwFukvqtY28CgMjlp4n/psUizotUOvv+cYL/R4gzMC7xvW8zXNzyQWpV8Wb17Mp89y2Lns+yD5WB02LIYwD77dbtM3v/lNVmp99KMfnbFp86k9v6QMPICLnm/pvEHGBnnWFj1stMh4eQvMkx9Cg2+h5wC3QmEbq/8+zIpzA/8Ko/ftsrvq3FMPB8cJ6N4GXSXQYXlhCA381VdfTfvtt1+SxaVjvgXLlpyBBxBQd9tttzH/rkMvI7vUwFnnHKCEQCXBHSd8ObtxPYMvF3w3vj758vMCTmHTX44sGoIiNrIPbuukNmC1kdqWHAN58GirIiPMwaMgieLgNc5dtTUBFJyTH2ht5pO1NgqI6L8yuLi19Zw3b3DwIafWJy98HwFa+rkHFIYeB2Wp4xtX54VU1n8ouGcaJx9UatSeuTdpd+rrqDKWakDj+0GcRHo+4L+174QZE9Aioi1EftMTBFdeLpfSGIHEYOkudZ/17RNOPYT+vnLB4/tALn3apx/4VJJxDugN/Di04uXmIo9eO0deH2raBuDwZV4++sY1MqevnRfiFpD/r84ZfWI/3YWe8P5cIAbPndLoT6Mg7PA//bvH/rpmg7gVkDKOpAiP3MZ4K/evkpeDw2LjD3/4Q9/7XFIGHu55aPUiml6vL61GN/MVuhkIsNiIFBqB6I1eXEalJuv8OevA67ru5npehgGBzt9Cm93Qeq8YnDZqzJORt45jaNtz7ikKkqQcvLE9AuB0ThzWOGpanHzTyovXB2k2J++lfDrb49jkyAEjbx4iLa00tz4oG9uLYjsWB6+1OWpbU2DjimaGNr2dFx8YzxwPAKy2nQcPDl8/Jps5nYNHpTdd/x6DHlsPX+fwI+jl6/cEkfCmdoEZjGbp62PmLM+ZNRBYK9+aLXCNgWxufmK8NaEddQzbgZ5f1GjuWYlLk3NYTjN4hRtuuIFuvPFGevKTn8yly22Rt6FNk3vb297GKXGo5gNt3n/96190wQUXsMzsH//4R1rSsALken74uvn+Mx5vWzlk7u3ndcxekOlvoS74DfsLLv4RFp9PNhTNtoy99jD3ObCSnb42l8ax595zH7Ibu5s9jDc/UR6H5R1Fv9DPAOGBBx7gVLldd92VtV5UidjXvOY19I53vGP4DTxU60466STabLPN2J2Iz4EHHshpcigOs6SRIUOLdugiKtm23xmD3mPQXIYCX9gPZNhfz10ZoCIjtqEHKd2csr0gs08XHHzmWermOvsh2uMwTEp2C/0MEiC4hnQ50M96cRkEkp9//vnD76KH+xNl+wAYedTJ3W233VjtzpaaXWqAaxb8NOuz41/ktet8NRfoMAt8kMV3pzryah9OhNLaPnl6kZAMZ+4Z63l/re3BPe2X0vNgdRKzP6ON8zE4eGjVm3nwc68PQZsb12jm1Yfk6/S1jAmAq10sCCksaZy5jyx6PWYAgivp/mGpTC3fqs1etu6Xdo9ZR6Bj5skbugJWmhfqpoelEpW0Prm4kO69YQ4+PQYLxOhcNfh1TUsAvHRotUtzrUcuvnZ8P/CSNs4P8rv69uocSvo5eCguox8jMNoBvjcr1AN0hs6xs8aAdh52m5dp9zuMIn7cjH2GMYvCYdni17/+Nf3qV7/iNHAdu+yyC916663Db+ChMnfFFVewm/5xj3sc688jYAmSsjvvvDMtabQbzD9znnmnKYy9zleDHzdqoyMnXOe3SyZfLkKyjEAkL/StPHOLMw8rc7Y5gArHUMvs7TnvvGnxyXNz8NFcefGwmAZnjnuiX6NVTx4xCOCfEw5+bi16wcm3Zi1ewhywcXyLg/fMevDMuSMoTOvAoK6RB5/h4FG8RvuOfJNjR3Gcjn4O0MO34gYMgZhy1Vgflqvm+lKZOi3zO1BtlaOvU/zcB2ILjGNWjD5wDL2NMZTRludp7mP2wZoC1j56rQBeF5v92rEGDssIQ8jBT01N5ZaFffDBB6lS0aozDquL/v3vf38StARXPQrRPOlJT6Jf/OIXrFG/tFGUz2S1u5q8FJDqvRYmKZoxZdYXuZ8Lth/0CVrB/egupa3Hi+xdL6av0gP5nc7jTRkX95G9f5augx345+CwhPGkJz2Jzj777KTN1SqjiCeyT3nKU4Z/Bn/IIYckfz/84Q9nsRuMblA/d8m764pqpWeMs7U67/otddueBwnxUhsRD1YQXnd2ryjXv78DgEwYRqYt1RHnOGxxLGGOsS7i4HMPVLDAcfAOQ4STTz6Zg+wuueQSTgE/4YQTOJAcNu6vf/3r8Bv4vDSCTTbZZCiiacE9e6UOxX6Z/HKNInCWcMvrtdFLtTTvHZw9Yb3UUrdyuoV7WOqSJ3njSutd7QMOPnX9RL5sq5Rm5Dpr61G6FXnqahnntSfrRT10g8M34gREPXi9P8G5o63OD0VJzLgCPc6Ac/C1e2Zz8OD0sYufcPABhYbWPfQF9Dx4sNu60YioNraRXMfC/dSYntS/JbPACbT4VX64tDeccq5Kt0axJv0aJ/w7CqUk+7CQi34IL805Vxy8nz4HXLilItsyx72k2lLatlyppTnrvk+lclU735DK2vZw+fu+2D4Iy1Sp1rgYDBtkeV5cJIYF6WXOO/qo1pJUVZyDavNhcV6yj0S7Bs8zbo7WZ6WaKnV5AXLwtbZMfkdcgEiAxBc7SeXaaPKN6fEYDssLnGS5wNe+R4NHQUPg5rTTTuNYs8nJSXrhC19Ib37zm2nrrbcefgOPNAKUc4UgAF4eqLwD7h1pBJjFoy78kkVrhrx2nfyoSXFrhvwy+OF6spoNX3vGzDFvaethKMHja+BceT2wCcank27DL21tHw7q09Z7nCevtSG2g7x2uYyNubF9OcvJ6/yxF1CsHc8rIQ++MTsnb+XFs7CKzifj6dX7jzrkaXnwzNnr21ttETOg5/nH1G5Pzs65+zltnbDmPHhdF96jjjb45OIqGCRpPDIGWYaWPHLztWsO0EdT+54rAXW07525a209jHS7OWO1tf39wGiDT2/LAi64N+1GnSgyXwthuUatRtonAhnbWhuBeXrbD02NftFH1Tgutmk1pmY9hr1Pu9Hg57k1k+6j9+ewzDBkxWYUVq5cSf/zP/9D/cKS4uDXRxrBoObB98MpkaUtCtz8/cZC09gLfcFzxwhs8N/voniS5nZ926mR2SeiOO+9aHWmj3g93bssnzCPAzk4DCYwWT3mmGOo0TAnavfff/+8g8jD5Z5GMAgQtbh7DRiaVzRUQRd9fmF6G5pDH6wXfr4mO81ZNTBrPOfeP3vQuXfIjLnmkX5efMy8Pua+sPmNCVyQ3bLFEEbR33LLLSwjjWC7n//857TVVlsl6eHLIk1ufaQRDAJYirA8SuS3KQoq/Ddz6lgmtmB+2i+PWLXVZZvpUmwvNcSlxrl4p2ouYuaQU51yPgbz+rrWu+JnRT13T2+3GhwjoJZhPfHfSg9fcfJaXIDOuTOnrn1POBebkw+0GIDM/uDwde36kpEnD/czDgG3c349+RIhciHdIRDXoLV1Q4R1JeY1pBa/zcEjZiFK1zMfrZ1eZAmuIlc8LFUMzpw5+FJa9hdxBRDYTzTeg5BLupocfE3j1AX/LeoVYNeAKtWR5FtHjnqlpp4baCn45Gk8NuIMAsllB+UqlWsjMo9e9SCeGX9E07MPAqqMjGntktEGRI/avfYDduUrgKOvjAhNC7kBxyhoX4bIjVfxFMEMeQ9NUnV0RbIF7qXDMsUQGnjP89gT/c53vpOryf30pz+l/ffff0F9hksxjeAjH/lI39IIBgE8h2tOsZBMEDXE3zC8LY3XrAQUN6fTfSoBUUtrY3udo89R8rZz5TP7wHgZvH9otH3FwctlgmPX1vvguDVOHcZK59ihha/HCcC46tuH4OC19SE4d329ybnj6TXy3KHlzzy3ytM389jt/piT13OvM5x9aNSLtzn3DAfvmdr0MLoIdExOr92kqNWgTlMzZL7NwZeNnHMqmdx1WPUNjr0MTt3gx8Ftp89F2Q+pVU/bpeootespj41AtY7MNY9bdWrXp8mL2sbsOKyMGH2UR1dQayaNVSjVxqiptTnWwqqLEFZq1Kqn51kZWUHN6YlZ8+STfeS1NesN1hFoTK9Lj6sGOg4OQ4A4jmlsbIx+8pOf0Hvf+1466KCDWOPlGc94xvIw8OsjjWAgkOtqXGiIaBo9n3ZZ5BddHwL4c23ubeDMw/U8ZO+GI+71HhQpvBad03xusRZBP78uu+D1uzivIh0B56JfvuiH1Kw3gDN4Bciv77nnnnTsscfSy172suURZKfSCKA/f9hhh7HLHmkEl112GT3sYQ+jJQtrttPVLoVb5L0ci3LriwjgPqMw5btog0WOgl2EIK+Fxi1mO+wHCW91OZ8HJ+c8isafTuhmGSPu02eAY3Ze8YpX0O9//3sWchv6GXyr1aJnPvOZ9JWvfKWvaQSDAJTz9CrjFAct6gRV8TfmL5X064mZex0z+GpSHL3k06ERnrSxf5KErHH9+nGZg9fyuJE2x5y8cO+L3Hvwt7KfVpNjBMQ2ORw+zsng8MGhm+10vfS5J20MycE/6xy9vr/k4EuV9Idga9fLvHmlr4/zNwPYoOuu5ZjDPW7Vh085eJGHbXDurOVfSo0RdARgZKS3BP8LMEiS+eF8nhrHD3lWpH6Vq+k9ifTvSV4T+OnkFMB/ow95WqBFvKqWC4588lr6XHjgx7U2c/A6X858uvYckccvAfQXVGq8Leu9g1pIjgn+XPDlOFNw9hWNC8c9qo6sSJ8zXFUsFPSVM8DXOXh5XeDTlaYOvofQesHxcbl2Pb5LycHjOHIQoZf2dVhmGEIOPsoZsD7hCU9geXaIug21gUd63JVXXknDCH7BNSeYgw87dSL8beeUV8aJminP6VdWUNxKuVQ2xDonz7XYLa1uGApd99zKneegvpada5/2yaVrwJHLbZjTt7Y3OXnkves52L7R5mIzepu18nXO3qfIWF+1OHxLqz5u53DwOqdvtuMMB18yOfdMHnyQ0aLvaLXWWddd+5GykdeGVDg2Pp2mNnADX633EZaNPHkEvnFuenILRqmtcewlP6CWxqmXR8bNdm3M4MvBp+v7cxyBfE6i5ozg0qOqEVsA3l7v02P+fN2s6+Ocl2epNmrksIOD1/l0DDxsbXm931YOB68Xr3FwGFZsueWW/BlqA69cFt/4xjfok5/8JA0VuuESC12pXbivi/qI+z3i7dHlX5BK1fPxClVhe40hKOo/XjDdneXYi/TuC04ps31RqmTeOfZ43dwuqkNgt+Oej+s4+OWLYeHg99tvP/rd737HQm377rvvnM/8P//5z+E28O12m775zW/Sb3/7W04jGB1NpS2Bz372s7Qkoc3g+sbv5j0omcB6+2XfdwtffE5zbl+0wBvsYjOaVGvfDmm1ex32ZeMO8wxrb6E5ce512w9bkehSNzfK3MZx8MsYQ6Jkd9hhhyUp3s9//vP73v+SMvBXX301j3gABNvpWMrFZthFW1lB5LeoHdT4b7x4fc/in+GmV23wz2ir/GnwmwkHj/mQ1IVP05lF7VLeRstbh5s9QSjc9KpPbMttuT1SvIIqkcq/Tzh77RxDlaMtOXnF6cNdzbn7kr/n/QNrf5OjR966UQ8e+vuxxuFzjICu1z9FcVhJl4H31V3kXsDlV1Nj41NQ1nO1Q8nDq3aQ6gZwDIGX3K/ktoYlzZDzXU9WYnm7gzrmIJ3BAFQpLFWpVB1JpXfxSWainpGXzkB9e0ObvkyVNImdaQQzJz2kqswv53l0UDJyx3G8AOmN4pSkgfcS9z1y01kvP64m/Djugc65+6pPcOMccuBrOe5ir8Reazy+540nY0zOnUesgFwQiagR0QMrLENHP2Q3PTboIHbCW6elxsUsw+vgsJTxoQ99KPfvZWngoUHfDe644w7aZptthNb6EgBCreLGOsnBzxDhbxg/fWZfHjM4eDbujTSPmAPw9PV52vT2cS2en42tzql7YxQ3tZzpGBx8PeXlcY4GB18y8+q9kHX10/WB0ebBhr6+NGJy9iWPIq0/opq5Hpy8rsePYMV2M9lG8Nk6B1/hQUqCAg4eefC6pjqMaadlas/r9eDJ0p4HeJKpgs/adcHBNwLjnkV6TXvUWm+m5xhYnDm+Vp3vLtXGzZz0kXFqzqTPRalq5qgjyK+la9Pj6ZMDjKg5Ta2ZCfJpxMhJt/PcRQ77ullz3OWFGS50OxYA59mqa4V8Uq0fbZ/xJGcfWvTINtE1ANwMfhljCIPsdKDQjB10t2JFOsjuFkvDAvaIRzziESz7t2SQ556M+p0g1U3aXFGucryBpWoLzifTtmRZ++2CGwTt815r0BeENdha9bk72ftQF+n+BWVvjcyB2VLrirz6edSWw7Li4Bf6GSTcfPPN9JznPIepZxSdAS+Pz0YbbcT/Dv0Mvlts6PKxON7ERDprWrt2Lf+LqH98WfjMRSEE0/fR+AMPJiO2Bx94MHHgKnTCaTF7Vu1SgwItij4K6+S305keS8pCdU61rf54GdLYtBz8OJgiX4ti74Qz5Gsz6Jk45DgICAvxMUsN8rVz4HNqmm1zfZ18LSo/CmfI02bwaOsz+iicNirmRWL6qp1v1Yiyn2l0OIL+wQcekOvLFGlR9nFQoo4xQ7fU0/wSdXSPhm9VRfMtpTryqaMHesHVbD16ervdatPE5CQ16nomQWjO4ENTyc4vTVNHm7X65Tp1tCpsQbVBbW0mHExZ7cqM4QFACqF+zfYvZc2aNRRO1437FlaEwl3SnmoYXgQ/R4WO1ew0AxxW64YaHvepnVcewun0OPgeoqgjfxvJQbiiZNFvE8+sgv63g8OgBZHjeUWcGaLm+0E7D6WB39CAcceIy8YhhxzC//7pT39iCcJZ0W5RJ6xxilU7FH/zDJ41yMUrOCKfIvDz0lBHyDPmdmrAsV7twfw666ir9eCH1d/pPpL1lP9Fze70oeJj+lq9+HZMHb9KbbkMxivQ1nc4X7mSVnqFtC3y2uWAK4o9HnioY/MMW7ZZ1pX1x7V68NgeNIKKAcAVaOsjcN9GuyGMuqopDzexFmMQsVA9GVr7er157t/D+apNPPJK2j1ECIPKUVdcssY1R4ibSKadIu4A90jdd7/cYgPL9eqTnHGfeXO1VwQ+W8u9x/qgrMU1eB4FqiaBIMjZja/HTfiVkaQ/aAHwesVt+x4FSVwBKIQ4jREoNymsjIr8c7kNDwqh6S+5b/SBY6hzEjNvnwKppyCrIEgdhkjj2H3yMUDDtIn/7wlNATmb5+eBV0hfPd9PSeNgPb5LJrPEOfEjEUXUajZFnfkuDfxf/vIXY/0999wz674OA4whdNFfccUVdOmll9Juu+3Wtz6dge8DxsfH6aGHHkra69ato1WrVnEgINbhM9doLF47QvHkP3iWMrNmhrZYubWKNJqVH6fKOHkaB08WJ8/b6/w1jJutmGcvQ4CbnndeGmVdfIWJJtG6xkO0xUYyewGBgY2Ui7XbsX1O5XGKjXMeo7ih8bDlUYq02SmC+cAL69eEXO3k9MOqURud1ohc8003ksGIYcVcH5r8NkR1OpY2vT4TBeeuGweupd6eQ2seBtiawvOgRr5JZibX0vjIChodqRlxEPps2be05zMcvMWpl8CHT60zOXhN4x1583r+uT3bTr1dHq1ZfRetHN2MA+30cyiPjBl9lmomB+8jbkCPbZCeAv26ECtg9mGel9jJnPXrufL1eoOazQdoi802MXbZbbddzaBEC7i+mZkZuvfee7n9xCc+kS688MJk/Z133mlsD+/bnINxh8FAP1zsMQ0UUFjm9ttv76uBH0oOfiFAjj2M8XHHHdf1PtgeARD6B4Bhx9+FrpZMsJBQQ1v/6C1VaR5Z3j0dPnsAi7fN1lqlJY+FXkK8sO7Fs9nj9zSPFLfMb6B3yj33ML3y8GWo9GlAuq2OWs0VsHFYHHz961+nT33qU3TWWWfxTB4Ur/6ZD4ZyBj9f7uLiiy+mr371q/TIRz6SNigyM+ucQjG9Zjzb94BdndZxio5R+OLu8Rx7lZZfqPFbsHBOpsO5V+cZoIUeoihYrQ/aOyLNb44NC39PObn0hSJHvQvbZER6eGzc30C7pVx2ellhCF309913H9144410zDHHZH6b+NeM/1nGBn4+QXZISzjyyCPpjDPOoI9+9KO0QcFa9GMU+22ZBz+WjTJWOeueetX5RFWRiyy42ICoKvPi+UXpE2la9jkqNyIND6mEyWIvowXPH4XWNMcHKE185reRvid35Tx41WaKQdPLV1r0SZt97IIGSK6xRJ7eRp47b6/y9pU2fnrNnuKjgQBuZZ98uQz7+xXppFJ8rqUtTwZ/i3ry0JpX5+NRGGo56jIITv3N75hkW/XcmU4xX3HczADUKCzXOP0rvWZoCVQ0TXbEQSC3XvaNezDiC3ckc+XIe9fSZfyAyqPjcj02KbFcrfq2QSv4AXQVZOgxtOfl8dRFyMx18vncxng94gLECuSjB5xup24M1oXI5Ze5//w9KF6fv3eRQuhTWVU14HgS5soVZaF0+qWGf9Kea0afV5DGRdIvTwyhgX/1q1/Nanbf+973XJDdXLjmmms4D74XvPnNb+YUhac//ekb3sBjZt2Y5Dz4UmeGPPDOli4357XrOu0wsjp/XVlhcvIwlFoEO9k578nLWROCserFk61vH8cUgNeXx+WiOEZu/gojF5+Nqcbhi+21cyqPW+vHKNLP2Rs1todxj/TzKdUo1jl5nDv03hVvb+XJg4OP9HaAdmNWPjxT792KqodWfqejac/nzJhBySsOHhoAUWvGCHPwcA56PYBSzYiaD6A9P2Pnvetc9ji1dc4d/Lm2njl8LXodgW2RrP+uXQjnlOP8kJseBIGpd19bYdSQL9V86ug16KHRbz2vEPVBRkPC8FcQaSeMsRoeccicFNzBfxFTysV/5CAWLzgloBOGHb7fqBvP3gH53Eba/XdYPhgWqVodt956K/385z+nhz/84bTsOHhEGMLwfvnLX6b777/fWIegNox+FBDghpdUt/j+97/POr+owbsosDW180Zu9jaFHvuinPIueP7C+vF9xoD94Hqu9z6f0quZr6U3WqHI8227tW3PUD+Q3+M8ZIn52lUkPZ73mAdY6uNFbS7Eg4C+TrPOHzeDdxgWPPWpT2U7108siRn8r3/9azr00ENpl1124ZS0D37wg/TDH/6QnvKUp/B6RMkiMAH5g70CUYtve9vb6De/+Q1VkzKeGxiZl1Q3ojS9ru/ihVvEyS84IKxH4ZqCoLs85nfO/hYDdjzFAsV/iuWObAEZe/9cVZq5O836yq12dhadGTt2GQswF/oRZOfgMKiAjXv7299OV111Fe29995cQVXH8573vOE08CeeeCK9853vpI997GPMw51yyil8sTDyqBG/ECBacfXq1YnGPYBghgsuuIBOO+00ajQaPXkD5gW8IOFu9trURl433PHggg0xb2sfrIeLW+ezlTY9c6Al0dZ01/Wcb3lgq2OLpwcnqnLKwZU2wcGPivQ37lIeU/XGnPi4xaGrtqgvb3D2isP3NA5erZeUgZdoxYPHVZy8DD7h46XfTeQ3UD+VPOaLxflDzzzJo1dtdXzkb2v3GVvp+uZcK123KlpOu7glqZJAcg5pGXXRlvnwQFAepaCkcfDyHBQHn5yzVjcdcQcVxaGzSx+cvPa9goNHW311Qcj9q0K1uEelEcR0aPoHiieXnII4hw7nqUN21vdLLGmr1Adwr8NSOd0f/DpS03imjerv2AYpbtJvGuUOI0zkVYIrNPCOg3dYPA7+zjvvpHe/+930y1/+kqanp9mV/q1vfYse85jHUD/whje8gf896aSTMuuGOsjuX//6F337299OLvSEE06g7bbbjl784hezex35g/PF0572NB4x6UAU4+67785f5no37oqDb88ILXqoz0Ut8nSiNqeWu82Pixx0M+ccdeUThMV58R6rwOjKdhbvH0UUtKfS41hxAIJj1/Txy5ZefnWFxdmPU6Rz9hanD+NvbF9OOXn+bUK7XsuTRy14ENxJbn2pSpFWSx1FaHTOXnDyjVn58DwlO0N7HmI+lp3ivHg9rkErJhO3pihuValdj43YCj2HHAGCHY3/DqpWPXfw4RrHnmlb2yOwT9dvB49t89Zc9x6xBu0GReDWy9AL0GrQWznt4MU7mvoexH6SoaIMBgxwHHUfIBiEYQT/lsCtiwI1GDSk61E4p0S8SHHwGLzURhORoqBcYV18fabvDLzDhsCaNWvogAMOYK8xDPzmm2/OKorzlZDNg6093w8sCQOP1BUl/6rw8pe/nIvJHH744fSZz3xm3n0jV32vvfYylkFadtNNN80sX2+wApRy/bgL5X/z0q8yu0QF7t45VxcftM+UflGYwSCiSKN94Qewm108Jz1H69rPRRJKl38iUrRJGWM1GIgs2diS7xuDkVIQJFK17XqDCwW1IYSkXYNZ7MdhuWBDB9l96lOf4tguzNgVdtppJxp0LAkDv88++3AlOVuU4ogjjmC33VFHHUVLGvYsJJe/jOZ+ERfajW4MS9xjHnKPg4reDtfF5gsV0rFXL/B68jbKHUj1gqLc8F7jIotz1jM57AXIrXtfqFqT25O1TV6uPKrUaV4mN4NfvuhTvOi6desyE0pbDwHR7ZAef8lLXsLS49tuuy296U1vomOPPXZBx/7CF75Ar3vd6zj+C3/Phbe+9a3DaeDf+MY3Mieeh5e97GVs5JG/3i/88Y9/pA0KuHDBBUcedcCl46Py0W2lMWXkuXa5vg455prEJvpQ/DZrvgdprXOVU61qq+vUuz6IwN9cn12ysc1paocjgg5QHHtF000HJy7XAZHF0ZucvcjpNmrcBzanr3P46niae5b3167Zb1BcCtI8fS9MOXeVYx7qnHxAgYoxkBw9pyPK8wO3rKugYjdN2t7QmVe3D3r0uoGEVK2aKviVtZxrDjdzqkXvceqXmtYqbfoE4NRpPK3fjpx0LY8eqXzoL3GRqxrqinT3AwoNlzZU4UUuepKjDq152Rdz6+wuRyEiaL6rYU+avx53I5aTMfhdWPhuPAnWNkYao4PDPLBq1SqjjbrsiPvScdNNN9Hpp59Oxx9/PL3vfe9jUTQYXCgjLmSC+bnPfY71V2Dg8fdswO9raA38C17wAv689rWv5Yo7Bx98cMZdj89SBdJ/qNPif4O4LfKDNe47w78DFj8uOHczL95oF+XF5wnhwDhq9IHX6VCIinVSb54D3vS8dnDoRo16S3u+amvRr7DaFmdfBkevxxWY2vWepV3PefAtcPC1hHOP9NrnYc3Io8/kwXP9eL0+fAEHz7XUzXvGBl27jygek0gRN6cpbtWoU49m1dP3y6PCDa1OoYqa6HNw7pyjrnHu1VGj2hy05/VrEkY4FeoR23gU4VmI2xTjOUTNHS1nHfnpnpfG48Pw44Xj6emWUrRG5agjNz4so7iM2M5HsB+K3qj9VO+Sb+f/BiXyRzCYQaEatINE1Cf26xRU1lEZg5ek+JCbwS9b9DHI7vbbbzdqreepGYIfRzDdxz/+cW5DkObqq6+mr3zlKwsy8CgRm/f3ssuDV1J+iJrHiOtd73pX33MGFw1FHHxXHGmRe7kffRb4f3ttr3fMI1drwbDyzueTD97T9naee8Hmed97oR6Cva2cyeMDgRwMeqKIZ9MIvhPlbqMkXx2Fa2CI2w2I/Exz2VjxmeKCMwgKxAeDi+bMBLWm11FzZh0PTFDUBh+I+6DwEPpLlk2v67tUrcPyqwe/wqojkmfgt956a3rEIx5hLNtjjz3otttu69s1IXoe0fk2kAaeF1k/dAb+Zz/7Gd199930gQ98gF0kSG3bc889eVR1yy230JJFYfSk30WaUa/WtAuDXxhVt8BjFmGBOeODiYL73qv0QBHnnu9PL+q14JjduNeLNAu6OEwXbnznonfYEDjggAPoP//5j7EM1UJ32GGHvh3jwx/+MEum24DRx7r5YEm46HUgLQFBCfjccccdrNsLgRuI3+ilPZfsDF7VwxbSXtKNCU14UQk7CdrKcPC+5MtVGzrvmk47OHi46ZVLFPuzLnvieJ39/OSkLWpMUjsclZr3op56okHO2wUJPy/y3kvJtiLvHZz5CpNDh56+2Jw5e4PD96ztffDrOqcfkI+24rP9JsVln3ypyc/52gYHD34bHHOaFx+Ac9fqzXM7uQLULFcJ6OK+g5dPvypmzLUbFXPanG6D9Dx46OYH5SqXSk1yyll7PkyqAzPH7uMa5XMQgFMHxy77gOtbuqnZ2c6u8Jrk4BEUINLJRI6+uEcelSQlr1Ti8H1Ewl0fd1O/oSCbIsczYGsazcq593Bc3sUeOLgZ/PLEBs6Df/vb386lhjGZfOlLX0r/+Mc/6Gtf+xp/+gVVVMYGPNWbbGKWSR5aA6/QarXokksuob///e88e4c4/5JF3E55SEV6Gk8wuHC7Elxk5rHDWOu58zBkOt/sjZscvF1f3tahFzsZvwI/alKIPHjJCXPhF/0YCOqz8txjjT+GsY6t+vFxfZ253miPU2Rw8mM8yEjboxTr9ePjFvnNmfSYdv145uT1evI2B2+2MQjSU7ninDx42/mCu2WUhNf3YQ4e2vLaPS1Dez69h35llDp1i4PXrjmsBSbHHgSsb6+OHXh+cg08DsQAp9O2vOyIRI/SsR44c/5X/I3/IQU1fdl4sua6zGFHMB6KFInOxHIMLOQ23CcEeZCzzsYeC3yuM58cVI4ztOhOzscve2rAF3Of3gj0Gog6GAihCE5YplAN6CRF4LD8sKHT5Pbff38699xz6b3vfS+7y5Eid+qpp3KAXD8mrRzT4nm06667GkYe4jaY1SsRnKE38EiXO+ecc+jHP/4xBz688IUvpPPOO491fJcs2HjrucTduM+Lcr4W5i4Xu9vT0aJc/IJDFrj0c8L8NqgHvlhKoPgEVGz6/NHjRRam/hWntZk14TGLwL3ADF8sCaAJrxWo8QPBt+uA8dUFe8q1wBToqdSopRWoSYvUpAOm8sgKammFc5Bd0JEBgp1GnWKIEMVtQ4Qn0gR3HJYRNvAMHnjuc5/Ln34DAwUMVlFPBa74lStXJusQpb/jjjvSE57whOE38Mg9fPDBBznQDq4RaPcORf3mTJBdNy99e+rYY5Bd0SBCi26e/TR6DMLLnlRvm2f9vmZvmfUFxnLB5RiLjbmtBT+/Y8zWyjtedtBU0GUhMt9y7rNW8F3m7gIvwOwu9vw7ax3HcfAOSxxHySh8eAVAA9ga9AvBkjLwyE2E0MBGG21EQ4UiAz/bDF7NvBJJUMmpJ7Q86ser2Rl05UXakvTdCvlao/Z7aBou3lYlYCNPnbgePEvU8iJZPz05T+TZp7rokV8SHLm6zEQfXx5Dce7yfCFHyjXuRefMP4v1KmNbcvCJFgDcyFr/QYs8b5Q8cPCK306uKZbtknF9AbT/1Rac9y8GjOCz4cQOSqlnxdCel3y8Ef4IV7KVhMZpc1L7HaVgkYoHOdnknFACFecs94CbGiVexe6ijjpKr6aHQFtw7OoasI9uDT2tzrqdxidvnGVYe1Sl6aa4TIa3z+HTiyrSdOF+d0p2yxSLMINf3zjooIPYJf+jH/2I/v3vf/MyRO4fdthhFEK/Y9gN/EJVgwYWeCGjdjm1qKOC55CnnrzEfWm8ZZCUSlVSkEU/khevSnXWOXWrnjyMp6FNH1SJOnqhci1/Wy1qz5j14NGnrt1u14+389btvHiLk7c5+Oz6LCev948YAcQVJBx8eYRiTdcd2vSx5t4lm5MPKsINrO6uXQ/eC6ijx0KwkTfBVc51o+qXOP1L3T+KmkYcga0971cRZ6Bp0QclirXYCnDQ6hy5zxK+V02rgEKzzrqHgY1mgeWAgAPypJfGD3wKy2UerKHIDPj1UkUGbPL2qSa8iBnEVeKZ1Aw0c/BlLdgvFEVwuA/xDDNHbwjliKI1oj9OfKcQx+ViNWIfQdODNvDToZMWjOSi6JcnhrEe/L/+9S8uonbPPffQbrvtlkjkQvf+//7v/+Ylnb6kDPzQAkIn7QYXm4HQDRtrm1vUZ0250cdFLvuF58lnaokX/UD6/QOy+/N6dWevb5e9OsZcF15Ee8y9uugMs4JxcfZfv0OxkbmB4EJR5AiiO3E8YhabqdSoXU8HQnlXF5ZHqKUNTJhP1wR5fKtgDYCMgrZWDKgUlIzjGveSgwJjHnxwIKAU2HFR9A7Dgte+9rWc9o3gcVXEBkVujj76aM4au/DCC3vu0xn4JcHB28BspigP3kYRB1+0PRUfszCwj3obhMydIr7oLjqZqLawPgry3ntVGojnkWpWFMuQd46aIJ5caHPw3Twb879akeIXuyC75YohdNFffvnlhnEH8DfKpM+3Yqoz8AOTJrdAFbrZjGWSYM3Eu8nRs+69zFHHo8C67Irfltr1mls0DjrUCepJfj0HkGm8PeepsytVtaElD911mWeu6sErGptr2I+lx8jRrk/z3j2KoY9OWr141I+XfDsQTbSISmMpB488+eR8ZJvPV92rQFAVSX9ID0PcgsgPZ85e0RQqpUvKEaguMlK1vHlab52dz+oYYYXd4365asQZQE5WGE24030Z1yDC8/jW4btQnLwqPavc1Nbx7YJAQkveMukFAyfbOM8uONPDG7Kb+u9dDRDNfZyLfpliCA38rrvuSvfeey/P4nWsXr2aa8/PB87ADwIQ6AU+2W9R268Kw1rWAq3QRqCV3k6sjFaMG4FziSGQfSfcK/5jcfRMB2jnYGjTl4k0lypnR3fqFIDHlzy750GgRXvBQmhH01WHsAtyv5N2xbPqvUN7XufoV5gcezVPq96qJ6/l2fusRT9Ncb2a5MnrOeNeuSbqnas258lr55epD2/mwXuemdbFd9SeqNqxC4HGwXca5CEnXdee932K2810yFGqUKTr/2u68KKt6qmLYEkhmyC5cvkv6rXrwZds4DUOHnEByDFXbYj/eLVR8ks1FtVBQZ6yKmgjC+CkRXnEQWM5yxfiOUJwp4wiOsmFSe15uT7yYgqitNAPF+VhoSTk5M9exCZDR9ljAmfgHYYEn/jEJ7igDILJH//4x/Oyv/3tb5x3Dy5er3qna+fPBWfgBwEIJEORj3abwqguguM0w8OzZM0osCE1jHEO9VvIlxeyuV1s3ltefM+n0Ct6Jax7HsIXb997Ln9vNyF/Jq604WHsfepkjJ6ojKcAJ0VHDy6s+dSuT/HAA/+WSmWTP7dy3MXCQGjQS6CiXUsreoN2W+Pk88JGvDICSVPBHcR42IMVDBwwAAi54GJFBABWR5IBCwZdDssPwxhk91yZYw+lPPV8q5RUpISrNtYh2r4bOAO/2MAXmAkUKgqIy3QiXcf6ih6f3l7z5POOUUSS2y94zdGwXuxvrzEB6wGcerfg2Ic5jzBHa7ZZcI/nlFeX3SIDMvn+mYw3mSpoEvc5p2nO5v3QY5EdBP9F7QYr1+kDB73ynsMywhC66P/whz/0vU9n4BcbLDmbo3faS/GZXE6+1yA8LXIK0cn8b5qaBFoAnDTXeJe57zFe2sodLNOaYi+tYx+B82ZqQfL8cMlCIle5d9G/ppfP7bLeDkRJ2jnaVNHbTe7PU8tQD95Yj7ZvatOXUwqD24gLkPeK6e8kT17OkNXARPH0LPaX3lu2Y754+3CmIs4R94v5dUGtiFlnWpFN+rzzue5+FYLppevMuCyvT/MZzD6BVmxAXlaGLVqTN5Cw9rNjDFyQncOw4KCDDup7n87ALzbgjpfFUShoUysYEcFuiiOVOcVKXMYsNKPx7ypnXm2TvIATMl74ZvWhrxRESTdTAXipXGmC2Ccv7iS16xXVb7xv2ferSZqCStByuL2ST6S7hv0xinUte1yzTk1UQ4qNevMrrDY4eY1jp7bg4OUyGHpdqx4xATrnznnxmh4/arNHOhXihxbHKzTcDROD8ZkxKQ0SjwxvB+F0eU983D/+zlKPDbTjRc53OqwQNs1L/hWculzGcXnlZFDHGvAyaE+4tX3yYy1YUg2c5IPCjwr2CcRgg5cGJU5rgy4+cteRm462/uxEyLdPxg84x4Ai7kMsBJcOaVnxTMjAPo4JSSVvmW+fS7ymiyp19iYuyG55Yhhd9MDatWvpG9/4RiJ0g4A7SNjq8rW9wBn4xUbUIU8Vb2m3qdSZZgEaTxMziatmcBlhFqsbOhh8O9UORkGf3QQ5xWTs3Po50p7sNhuKLly51ga0XtFrTllm8yJqpMeZ8Gx9GMfUVunBcInHAAVVrMA+LfhRFJeZa1CSFewJKqOGazusQQN+HYsEtWcmKAwCg09H5oHN69u8POe5S9147jMMyZPPV3JJskCNKKyBbAEI7FTEsAP/R3CfP5IORCQHjwENVBCD8gQHAHLRGh6cxMzLOyxDDKGL/pJLLqFDDjmEarUaPfaxj+Vln/3sZzlN7te//jWXR+8VzsAvNrpxMRZFp3Xjos8EwNmEeMExMqvzxHZ6C7rrud0r+h3E10W6mB1kZ3PV2f0Xeg5xF+loNqXT2zGiblLc7B7ybhUvFzP6mDoURDF1mukgIYiipLhMsqwywpx7q16nqDnFLvnWdDr4iLUiOA7LCENo4N/+9rezkt0ZZ5yRSNOiBDoEcI477ji64IILeu7TGfhBFLnRy8CKBWYzEyPVRV58Pwx6ZnvFIUtDxhHRaXpWZEU5Rzwjk48ceH72KKda9sxaJ+lY8pisn698vFIrXtVvR39wVyfq73Xen+VbeZsAEmvJ+XLAm+qf88sCTo1LuF9QBJq2PmvfyzCE1M1szeLhcmZXtEr/Su91Hu+cua0F7aI9snGN3by1vAUHKxbqyHfB2xcHaeYcx8pL1FMKHRyWMi655BLDuAP4+4QTTqDHPOYx8+rTGfjFBvhsGVgW+x1qQxM+qFLM30wa4GYLwBhtvDh1wwjIqOWUb4dwTer+5TYXm9FC2RFQpqh9rNc4e7RFaRWWX0mippV7lf9WxHxi9E2+2cfsTc/xhva7Rht4VKVYT/8r2fr5pva9H1aoo+fq4wQ6TYql65gFY7T+OPdbb8O9reu6Y8CgeVQQLKcMiKDDsxyy74uBTXKKnNctue3Ezaz4cnHvUCZV3EYxGPK5epQKOQOXjUGNUJRjF3WllgakBUFarEZx7tC7V+JBIsrPGI+x2I7i6SUnX6qNp94Gbo+RV6pSWBnh/H9IzwrSQgziuN8k6EDmvmtxmRnkFqSZO1rfiPmYFeY20CnQtekdlgfEL2nhfQwSkNt+22230e67724sv/3222l8XHvf9wBn4BcbcZs8GfjFefAo+NKaMnTf4/IoeRrnHnNwmSYAg0h1nYfljaxa7lbAG89W9WIzmOnqxi+0jG8QS05VRojD2MF4G7+Sub0GWY577nbW3d1rWl03qX7rB+pIzBRrOvCC2eik464wTtzM7HOwxHZQoEUviIPKc7p4D7hvnQtPlOu0S7UFfILqOHPtOgffBufeqnPhmzAMjDx5cW7m3fcRMKnfUhbYEQVohIANVAtVTIH8F5XyEBuSBAiKgjSKxsCZixeS4Nd5qyCkEvJ+UZimVOV9UBAn8R5FojY9F7JxWD4YQhf94YcfTq95zWvo05/+NJeNBf7617/Su971LnrZy142rz6dgV9s2AFRmovXXNhr2pzXIyffB7duUumu207jha3u0b8dD+IP3v6a7DFJZsxkDZpsqdrku9fiAgoHNgV0juxDP5ad4oYBqfJugF/3A+jEm892UK5RW1MSLI2MG4I6wtCbxw5rGIxMclEaVNVDgKEtusNKgc7AOyxxfPrTn+bf2ate9Srm3gHUhn/jG99In/zkJ+fVpzPwiw07sh0zoF4NTx4nX8SjZqxj0TEKZsPziQPowr6nRsUTYilJE5XErEGL3eSUNuW7lgaIu0jjBnrDfEYAXm9fXY9fU3dX0AfPhf1MFQ2mukh5s58HfF865ZN/mGy/LCfsgumXFYYxTa5cLtPnP/95lqy98cYbednDHvYwGhlJtUF6hTPwi412S+Qpw2D5RG3ou4NPT32fzLvG3oiWzx4YRVuYK68obXFlFZQPS39F1rQANbhQFa+DfCzw/GPpenaxjmrtgCLkiftlilG7HoVgtJe+oN/VL0bug9d1ci6yrRd/EQSw1U5hc6ucR500BU1g2HRpG1KvMdYrX7jgyzuampoeIJjePOk+ZuEbKfYj++Xzl/S5uh54T1LGXd43X9YxRx9+SIEn6gjAVa7y1hNDhvWQXlVxDeC/wYeruwbOXenCS7d2oiMvj8xiQip2ghA3oDlx2KsSJNchctbh5q5JHXnB2SP3nYMO8T3zwEkGTSaSsHY2QFEUfQ4HXzTYyfE+ZI6Tk0fvxG6WIYbQRa8Ag7733ntTP+AM/CBw8Kxmh6Iibc579iydeTZ0WrAZc/B60RYYZj1PHgMEPThNLAQfkDYRYKdz8JlCLoEhKuN5Y+S16+RHTebyIQqjB7whWt7O15bZzGmbq6JFRlCc7pLNTBIzRqUAPXLsHFSnGRCxuxyMJAGDatavTtB2IgvxGwWOP0Ogn+qz5FOkapzjfkUdk1OvBRRp0qtBVfLhSXuMOjNaTrrl5hYG2aJ5rKI4viXwE9RCijSBH/D4iAOAkBGCIjlRwJM16KQuPA8sxAFFYKCPHPZqMmBDTnupNpoGYWJwwHnvcviDGxMgzz1V8UMQJIrbqLaKH8A5CMlaGfOhJGxnGTg4A+/gkA9n4PsAvHwmJlIucc2aNfzvX/7yFx6N4TMbDzq29lpa+cCdST/AnXeJtgLkYX3tJd4ORiiEIM4s7Y5fpsAaJHCKmjZF7gQVURku6aNGYSd96bfDtRS0tT6DGg8qwA3ddeddFAUV8vVBB2aJVnpfIsOanAPET9rGefraeXbCKvlaICCO6betc2qlg452OEK+do71uER+a4YaDXFenXCEPE0prxPWyNMMW4yofO0a4J3QAw3jzKDF5KF5Hz2HTn5XelwFvDGxPEaz2aQHHniA1sbaMUqjpjpfaa3VHqFIV/tD5oE2sKKcgRW8LcYyeFyMKn9rjUEFV9WT9wXlKhFFrxeSsaviqUEDAvLSPqvpQEadhz0UwkDDOK6lHMgbhUamhToOvAqgWO648w4RxKc8QZ5PM5deQpWVW5r96OcxADUJHNYD3NdaCGfg+wAY9zwpwZe85CX872WXXTZrmkM5vJcqLVH6L+pENL3moUwpwNgyjFFplPxW+tVFpTGzDeOrGwGpiqbPcKMAxjUlLjulEQpaaaBSpzxGflPrMxyl5mSHpqen+fzgpseMPjkCK+dpM8k455iYBWovb5ynodgHnfpWmu4XQVe+mZ5ThGyChpZXD4pBO8d4Bi7lDo2PizSyuDRGsb6+NEKx1h9pho0BY6yl3cFlHWmGDi77NF1M3VnTwMdIWdNnlGzExDHWPLiGaiMjVEEqpIRXGaNOPb0mvzJutLnkrXYNkP9F4ZV0g5xzmsVIJpdZGaN2Pe0zKI9Qu1mier1OY2NjFJRwDeZMGXoDhoKe1YdfqVGnYaVqcmBe2k9o71OuUadZnvs41TFqz4TUarXooYceohVjY5nB8lZbbE6jm29nHlvdizimmZkZ3lfV1nZY+hhGDn59wBl4WYf3Jz/5CV177bUsE4gUBdTf3W233braH8ZbvUAA1O1dtWoVXXfddbwOn1kjmesryZsQxp8jJx+coPExbTDARUokf6pEZOBeZ+MsOUtwsB3ktKtcaRhbGCZOphYjXeF3TTYROe2Ca+U254hjkOJp8rdqoBGz0ZjwfZrqPEjjm25NEXhmzBLlJF0YOtNVnSZKiz877G3VjGGi2y6XYQYdieIw7K4N1HXJTXgmihxx6frndmogpqMJ8kKPxjfaVOyittdEcuJWzZxdt0e1WAZVAlXeE04F1K4pJ3gxgkY/vynUPtLgq/viSWPrebRupk218RW0YlTGU8j1uM9icxFfEXV0zQOckxg8Cs16tGG8xT0Qrmw1W5ZtntW3kwI2PCholsW1oCRrZZQ62jgH0rWtus/Gb3R0lMKS3FYDeP6ONkMvjawgbTwoBgnloKCk7Dg1S+nvALEI7Yb5CsIy/TghIu1Djwcf+F3x4NfSI9hsk41oo623No9tGfibbrqJ29dff33udg4Owwhn4InoT3/6E735zW+m/fffn43s+973Pvqv//ovuuaaa/iFVwQYb3vWDcCw5y03AL5RqrNBIAWudDa2bBijRDwmFZHB/yNT4hY57PpMlEY5lz49QVH0wwAC8/Q8d9tVXFkh6tSr9ZVx8puTFLanKW5O8Pa6Hj7nzRucvGUc2SRZbnyOFdCFbXzTlQxXse6JsLdnd7WWu4/7Bf5bbsOzQUPoBv2ZwjeG0A0PALTZMbuqNXd7joueBwF64FdgzkA9uNiVzkFzmrxOmzqy9kBeTrpfHaeO1sZMuaPFRrC4j50mZg06cN3GfcPzFbWTcQzEePiMZRAhliOPHJrzENkJoCMvuXY9Zz3QVP44P50L0qiDBlTiojgqoFKdmxhUiFi+QIj4cFvGnXiilKwezGdcS27KHiJVIjOKvks8/vGPpz//+c9GcQ+HJYghDrLrJ5yBJ6Lzzz/faJ955pm0xRZb0KWXXkpPfvKT1+/B243ETY2XP8/JNf6UldDsfYo4xUzulRnclttHxkrYx5hbhSx3feY0C9LkMu0ej9kz1oPwTVFufs9pbzYlkJcHX5SKl7NeBRTygCtmWgGzfgjiRHFbZAxom/sV080fjqyg9sy6WWf4icCONtBABTtdcEfx6ELgTwXziap0ojKeUPIrVUegXM959KzAx4NHJRqErIHug+xEFb0UV1xxRdf7OgwOnIu+O9ji0A5Eibt9k002Wf8Hy7ycrJexrMBloDBoaB456l3ogvd2jHkcszAxvmj7BSaNF11DN+OBosT1HrV9iq4wl/opkoTNHCMrlpOtw17QiRUHkH9udh9y0CkpF1XLQInZYMCAgUe7Ps3V7xDLAG8HBg2tmXXUnF7HQjlRa/5R9E94whOMNmJMHJbQDH6hnyGHm8FbQLQuKvcccMABtNdee63/A1opPln7oLhyY6v8psxpZiQJ277UlNfVQ+AXRdpSxQgO431kh5znzrn2ilsOOcitHTY5pY7Xw42vOH3Ww8fjJHhqMQPU3LWYaYH/Va5YGYHuUxpwFnFxFy2wD3nZSAGUeyAKn3PzFQfP55BSKLHf4qhzBKapawLfLPOsKPZK5Csdd3nOCOJSk2DEBMBNrWIDuVwr4hvUenu2zO5lWeo0uQafwlJF+4YC8mrymsprhFwr573LIERkSFRGUxU3zGArQgdenEAgz0Fy7LgnQUkoxyUyuHJd4uouGokUeG/UM6IvLywuU1xxLjOw6EJ7Pv8dbParUyLzERfRgWA+B4dhgTPwFsDFX3311ZzitkEAdyMXjokpCloUIUBKGiglUhLH8qXDAVWSuIQx1V7usrOE7WbXKy/uCBEbPaWNd0FhFm92Dr3sWbn2K8hvTjEHDx18rzxOsaaHD6451tK5PE4P0168XNvcaJKHADQtO4CL7Oh6+Xaf5TErTsCnWNNlR4Q+0uKSbSo+Rfr68hhFeq6/lbalR7zzrfNLmRzrrCCgnZJmuqVxDOXa5pQ9uMHrJueunyM4+Y6Ws458czMuAAV0WsY3rrusRRymKmgjhXgU961m5n7ARWUSA+yJQYNfggt8jEqlshZ+qU5EF9wROewhBk9yoMERFhAWUvnrYvRiiBXZqgZ29L/YaJZZ/hzbLMTA28jLhnEYPDgXfXdwBl7DW97yFjrvvPO47u522+Wn3fQdzUnypKH0223y445ZWMYuEiMWWmVm5ZOaSrjNQ1Z2IRdR7Bbuqn78+vaZrQfKPe8Q8RwumZ5Pwdaaz7tHybguVeETanQABnqRyYX7oZnDjmDEVpPi9gyL7HjtMJP3HtjBf7Vxo+gND1TtyHuO05Pcuqy7iwh9bSSS/JsUpQlLVEbwHlc0hB/I58FExwvFAKQ6KqoEyiBUDBJszXuHZQAXZNcVnIGXgUr//d//Teeeey798Y9/pJ122mnDHdyaIWa4zlxjXFAvvrAYjZ/TR0EQnn2MAko2l6Pv0cBnS48UYWH89+KgwPWd8abnXUQXz8zcneZ0WTQwsYP98mfaIpYPVAKet8go7yu2MbMQOP1uWsveQDW9Nnj4OsXg4BtTXC5Xr3bXzxm8g8MwwRl46ZY/55xz6Gc/+xmntt1zzz2Juw558esVhTKbOQYgS2b2dkyeTUk5UKW3zh7VIJlRcY9JjXkpP4rSpMhVh0AM3Lqyjj2fQgDOftTMq2deX51yjonQOHnRBvUgaqFj5hsj116lZqEyKPj5KmZ3ymMRsIs7OeZEi+LyGHnYhnOwwnS9vD5frWNlPfDjyDCQJ4D1SSpYbHDwaTqX+b1wXAHPNuX3gD4SrXghOoOZp7hHmL36bLSSi2J9+5RuiQuNeTdubWt1Ti/m9nnDM9NXkPn+Mp4FtU0862A17iLlLSs00CkM3sMAwGGZwc3gu4Iz8ER0+umn878HH3ywsfxb3/oWHX300ev34BADkYFjsd+mDt0vOPnE7QpDqaX2sFFOItfEMmyDvHQVmMUBb6JmNhsNtDl4TWp+J65R1adkXLVZPQe76bKtYZm8dlNo0bdmyPdKFGtcMQfkGXnxNXb5pv1ZCm/y9A0Ptmfn5td41pYeY9Tg3KHBH2m67VD7A70R16tJ7n6s8d2evX15lCKd00cxHUPZrmTUalehCwZYC96UhdXlV30cQ/YJWV7O6zby5CODbuHxVtLAf0TBF5E2JtzcFAaJTrwYewmXemLoUdQmEUcSs2DBn6c57Uhz078HH1x5qca8elgKKUIAYqLHgAI1HhekgUuc/4d/rWJA2cA8KoZWfChvp1yevo9Bdg5LE46D7w7OwM86U9pAaKzj/HfAa7cpQKqQFrwW24Vk8NK1ZzUQMtF5ejbOemCWEDqZq+52oYu+KE++iIO3kMbX6xsWuPCXoqZ4j/dFF3YRM2CZASA5Z0Vc6HfCQ+11Xd7V8w1xHMGfT1o57drARgn4tGZ4uR+FUkY2HeyEEM+RAzQO3ZPBfCp3nQ01njtVgQ4V6jCQqCFDQBakgTcDHhPpUMEjBGEnDgCUV8V58JUaZ3nA7Y8ARpW9MNvvtONm8A4OuXAGfjGBl2EmQCjuyr2+cBe9haTGaJd9FtaTn5sXtut+y07nbC5YRWY+ee2FKMr1tlYXjWEKXOG9RiXkwVaHY1nguNd7BUMuz4gHnELi11AKDELq1LUMgVKV2pYYDsvVasv8GrIKdFVGkUkAOWCU+xV/kwjW47K8WLYBoicdBgvORd8VnIFfTOTw79lXVTdBdwV58oUR7j3k2idNPVGL45m5ZKxaJGiBkljL9EMJU0upje+l4wNLH98P5NyeZ3k+p8olR4T3QvLZYhvfiAOIqEk+KsapZZ61PXLIy7XUlQwOHhy7ApdErQrnBDh3DhLT69dL85vQI6z0Lsvg6u+cJPAgO+vMfH1zG6dM1HwSf6ClOBYZuIIxh+hq7oGKfRk5Zdmz5X3tU89Ni/O74Om1mAZUlaPYCNaD2I3D8gIGqXkyxr32MexwBn6xDTxmT0Krk4PK8A6MOdBLcqhspJCzjB1gDAPBtyoLmbzoYcjidBuI0CirAwOEymuqpjbkOku+ZqRQSla9sdUyGSSXtGU1NRXQpv0F+JzzLD0LqqiMNoDxQj8pmypOO5tWZddWZ419nV9FoRKdk0fdcz1nnDrktWeS2ACvGpga/Yh30NzOXsXSvkdKYquRDl0CRHDrufwy2k4HYhH02usYGOhpi9KVLfzaQt8dtdOT75e5bZU6RqmLWnWAHHZ+HlJBHXGHdO474FQ3GenH31uI4EIpzuMFAUee87eINu6DGthIXXi98l+SU29cp9XOiZrPKNdlBhad3rMI1E01NjG3cUF2Dg75cAZ+MYHcZDmpZedsFJHvdcjTDCNHXuv1wLmkaoGcJgYE+jZlFI6ZMIPVtGI0HKluexOs+u5egMI3XG6F23COzj3+7SIXvygbYKHZAkWbb4ARPLIEOsn0PrJc2vjuo2yJWn0Qghxwy4DZJWptvpw5d6ugjV2wJrYK1nCNdfbCkKEDr/h0+DLgYpfC8WJIBzc51qjBJzIIMNBIzh0cvBpYSo5d5rCLKngdwd8ng4p8nj2p/T4LXJDdMoRz0XcFZ+AXExwxbnHThYVk8qKOewxG60r4pijILuc0jGbBACAvlqBn4ZuMs3nuc8ycQx+42167KPpqujqkGSRZfNeKefyMEWVjiwA30fRjVLHTvB2ssGh+f1x3XvOohJY4Tp6yARIneMjA3Dr8QEQxF5sRgXscxIfKddUx7r88As9EKP5VVXk9FJyJmJ93WB5wUfTdwRn4xUReDnyhGEw/FOIK+Fb+D4Lu9GUFBr/XQUUex5vnAjf2SM+CA8PsVC1JDKtZYG4q15znWHQJRV6LLg5RNAbpxmuBWXSnF1GaLvos6iOzT7GLPnspMh3TSI1M+8eAAYbanpEjda9dn2J6BXw7157XJYaxO35LflpbwWHI4WbwXcEZ+MWErtWu1TSfFclLFvy4nAWzK10ZRsmhqrx49cKFkArr3ctuwK0zR88t3t7TCs8kqU7JD0BsE5VGqBM0uG8UfuFgNmVM0QaHLbdHHrXghdUSxenL/piDDozcfp3Tl6dBnuKVk2jvWEvPQgEaL8PVJoZG5HIlR+RRf3qjNZulovxEylfCwXM4gxD/4Vkzn4qV9417l+gUQKinRNACUlkCEAAKKqPCrQ5tAC+ksFpVEjcc2AfZ17TPQOSfS88M9gsN4yplYVSgH+4JH1MI8qiCNUIgSPDrkeTYk1vVhYEv4saFFK5yz8/WR5wdILGokv6M2/x6F0VrcrbBoECk2zk4OCg4A7+YQNEQrbBM7DXZcMbIa1d5z0q4Rs2o+WXXkROojohM7zSp047o7hvvpfvueIA6XkBbb78Jbb3zFiLCGiI0epGVygqKG5ocqMXZ5wbA+WXyW9MUQLymOSVU63ShG1Rh03LxPb9spUwhGE0PujOLtIjZsWUQ+CKtvHAjlW/u28sB+/q+bPC19ckYRgXFwSuQXjcPlOQ5Jp4DuwpLRsDH45lmctwKctJFvAMCAL2oQx1NbIeLzejFZ0omnw5jHXes78LSiUc1ukhLNUOhH+UdEmw5BkIy+NGHkfWEYp/wjcsCNCUuOITBSAkV1vyQa6+ra8IgsSSzBdSNjZKsAjnwwmAlrMqgPfmxbpdnXU9mSJCRUM4J3ssx8J1WU0+YcBhyOBd9d3AGfjHRaRiFZagTU4DKcVphEJ4OJi+0dJaeAKIm7Q5d8qsr6N5b7mO3dDvy6K5/307b7LIV7fu0vVhKdW50EwBXkEaX6bLXnPVsLIES7ZvtmJlU/C747Xgu3f/5IMe1bZyGbZsKfPIZMiVHmTh7p4piKtKofjbEqGhnpaz5qB7YbnBlu3bU5OA41F5XYLe4NqAT/ZmDtDAIKNIHeVSWY1IxMHvogWmqN2LaeLNRqo5WZUZBOpAQgzwMCvwk8DRWwXqVGnuEIB0sMhzF4EvIB4sa8g7LCM5F3xWcgR8kF31ePnNRzWzPo9uvvYuNe7lWprCE4CeP2q0W3XX9PbT1TlvQNnuMFfZhnUixmM6CfxxdDCqKgsMKc8yLYO/fRQeqFn3XsAcARfEQ9iAnJ2Su4DyL7lO+/GsRcgLzMBs3VBWt85La/RNrpuii86+itfdPUKsTUKkU0S57r6JHHrgLlUcCamseDKVap6NUWyG8Gp2mSGvU3PzIUgBFkili4+CwHvHJT36S3vve99Lb3vY2OvXUU2lQ4Qz8YiKTmub3buDJp3tuXs3vcBh3MeWJKCyH1Jhu0N233kdb77GTUUiGARpA8vaCs1eCMUrzXKRAiUWeKMtZ7lCn1GQ+X/D28vHhXP6QXf/JaXtmYRisN+IAdH18eR3ptSri3nrZw52c8PiykAv47SQOoMlphELoRqRtiQI4yvmhtfmQ4K7T9Thnv6K+A+HK5jgCxb1rtl2dVScWUqtxshQFa8J0U+Sxc4EbRIev4Wv2azU5Mxc56QHSFpNr9Djtja89jpk/V27wNN0MFIpWzt0eK3U1ULIGHkWDhi5EarLu9pg6nYj++NN/Un1aeaXEs3TdFbdRuVqiRz75kdnzsCrMZWl6oZqnHFoc7e8M/LLCYrroL774YvrqV79Kj3yk+ewOIpyBX0xEbaE1z4DMZ4dafs0whGRUdZN8PBeWAT8v1NcwK+pEPn+4oJmvRGiguiJy142ZFteY10RnyqGZNw8eVXO1qgh3rzlNQWua4sYE87VGH5UxinXNfBj7esrz86BAz8UvjRjFali8J6cYjXkfLL4bVe30nPGoQ15LE7rBMfUCOFWrDcOqUySlqsFli+M1cyfDyakFZWP2iMGFIb5TSTl2D/cY2uozExpHj9KnU7PnqGPwZBlgX48WlOJDcFmz6h7z6Rg0CBc4ExFwcWOwk0QyIgUu3V8M0ITKH1LbSqWQB3CIXlfiOFyZHYMdKMlJcZyMoyBHDOfOG++jmUntWdKs9X8uv5X2OmCvLirM2etFcKPO14ODd1hG6KOLft067T2FV1Wlwp88TE5O0pFHHklnnHEGffSjH6VBh0scXUy0ZshrTMrPBHOjpWhGiNKoD17+zQn5mRRBXxCpgUIbAt7iiLbZYSMKfLxw21KoBDOnNgdUbbFqUzbycyJDh2dnd5kUqF4z84oPmum/MIUs02Wvv/j5cPA9pqT1yLlnHPg5996uGcDegk6Hok6LuWgO5GvV2a2NvPSo3WBN+HZ9ktoz+EzwoAKu8fbMOuEiRzEiLjYzwdtBhAbbYLDC1fCiJs+SY2wHgRr4EXwUlPEpQKaAzF0PMEiojFBYHeXI/ol1MXWiCjXbZf4gPqQl/56a8qjZ7FBYHuH9/LDKFeuEZ0gTvckTv7Fy3h0H7zBfrFq1ikuDq88nPvGJOUuLP+c5z6GnP/3ptBTgZvAD5aLP4WNh0I3F2Zfdqj22pbtuvJcevGcNtaOAwkDMrjZftSlt8/CtiivFFarW5OTa29RBUbW5ImQOmadqNnd74VGxCw+6y9ZAL9qji5FR5v4XuNPtG5GbFpdXf2COfWZJrVPR8ujKL1XMDADPp/FxotBvUCjtsdcpUSkQzz1opBJXJTaD9/wSFPTA3wvxG1AlAQLswjIPHoSXIuTKi0kaZKZok8Owo19R8LfffjutWJHSi7PN3r///e/TP//5T3bRLxU4A7+Y0LTZc12ceS9h27B6HnOZj3vufnTrNXfQnTetoVLQoa123oK232M7CsDL51UGmRPSuMr648hh5/QqH3XCUXu8LDj4pOa4RxFyr5M8JbmP4sIVB490Pby4WXe/lMndV7n4khFQlyevW9Lghp0LiKopJ9+ZaJJfGmW3OBCB74Ymu+oCqWBoJ7R/SF5VC0AEB6/loHNRHFARiWQaETK84CKPtdgDlEVNThKubki6qhQyGCm4+pleEQGQKlCPI9q7EgwyA/sy5r0gmyBX/rVQatham/MMZdPX7C4i2nbnzak6UqZGvWXy+B7RLo9cxZXgMolxyexciN94EMCB96DdTARuMOPXBxMdveaAw/AjiUlZYB9EbNx1Az/bIAABdb/5zW+oWtUKVA04nIFfTEh+N05machXRjEZVXwkNaBJUBGMiS6swsFrK6hcIdrlCZvSw58Ig65mM5I/VaIoKuubRWhSw8UDC85xVnyrenmLfUSOe4cpBD9u83l7EK7RXs28vV4IpozCLlqefAVtwdHzWZRNzh5G0Sj8IgOtzJQzuxiNuY8ftZnnjiTXDw5ezzFnDl5vI25Ay0kHBx9bHHxkZzrgO9LPCpy5Ec/gE8lzEileWh31uCP4cxWSJ6Ln5L2Whh9yrYhHkJrv+B9Eg1RUHT8mfkmK4aTnyZrvyW2SGvDqlLn+TEU+B1JbAd8fD+BUrXkZcDnLOxPBfoXpeDk7h6WQDnr+o+mvv7iCJtdOJwOcnR+xDe352J27U8SLiqV1I8fBO6xHXHrppbR69Wrab7/9kmWdTocuuOACOu2006jRaFDAoliDBWfgFxNI+2E7qqq+eeQjcEgZFRh6PSeel1XMmT+C2TTRGg7A0wPHOMzYrPUO/W+jXxh7oyJaquaW9JFBkdt/7hS2rOxrUZ680nUz272hYMbZbRdz7mdfaEF3ifs9EVYXPLe8vbzGyjdnzXdNqhVKeHpxGWQW6HXYWSzHmoF7JXtgUtWKzYgjY6ChotqTiPkkJgAZBlifznyQEVAaGZfxE2LgANu88VYVes4xB9P9d62hesOjjTYKaGRcemvyPAPdqNtZKaUuyG55YUNH0T/taU+jq666ylh2zDHH0O67707vfve7B9K4A87ALybwghXT9/z13aTNZbhvqy+uXzoPRZi5+lTnYQV7zYWevWnzKYBTaLGLrrsLDr5PvN+s3c1STc0stTr3YCgzdJJeGXObgvha7NNpm/tZee+oUmeI4VSyGvGi5K7wYGy6xSiFIyuoNbVO+CbgikeQHiRmZbEZThMMylL8Rl6X71NY7TAFhOA9pj+8QHglkJUQR0YhHIdlgD5G0XeD8fFx2msvM+NjdHSUNt1008zyQYIz8IuJjPu3wFjzNkV8ur0PRpbWPgVR9XmMrX1ePYejyR2Yd4bbWXf5QolMnatKN1eyqPq+UrUs5fXB26f69mJZKVkmXORyvUz1gvs6uU5FTej+AQyIZI66SgXjNf2oPDf7bUmR89XkRdbPtUVWkygvQK5gQW5MnTnQyGZWdJErn+Tvy9RNqNFZNYa82gpj4IDvjD0SHOU/lYjfKA8EPy8uin5ZwcP8Ilp4H8MOZ+AXC3gZFr2U8mbwHFUv+XlQs1imCsXIHGgWrUlEbNCHFhTC9gvuVS1SFAFuKvcegfsIPkNAnOTu2ZDi5d7oUCeoUBxCqCXViee8aEOERhQ3Sc9fVH7jODNpwUEDJFw2z8ik8VDSrLEeSyCNrHRha5diZSJAhrWVct5hlVPH0u1RVjTtkw2D7vrGemmk+O7xjFUWmhF3TYjf8OBAFaDBdYdpzjmL41SkMJ/k1CFcg78RfIdiMhVNNB1tFQhoF8BJYv3ghVG67iKwL6yOSYMqAvuCUk3kjiuuHqlmiHCHQFGnowVEGnfPuHfWg9a7hyPX+2ANAvKGjwXqgHnFZTJn6wy8wwbGH//4Rxp0OAO/WEDhlURVTQa7QUceJS8Rja6i2MHD64VnkgIssuAMXn46J4/t9cIxlmgNL7MC5HAepgAMeH0tAE6u99p1CqCfjyI5WuEYBgYWevEYX6ZPqbaIIUxgsumzKNUa52yVGVX3zWj2NsvObj37/spnobhlFYxIuE5t0EAhiuw00kB9uKhV8CG+B0SEG8GFVnGZvJrpYYUiTfzGr45RR+sDkf/JMWRbDY54zMcFZnyWdRV8uhDGQSS6CuLkQQpc4LUxCksI8hTVAA0tfLjPcX0qgpnbCN7rJKp7mfK8eYPUQslbE3nr7LGGM/DLDBvYRb9U4Qz8YgEvJE3ZDfC8EoUw1spAYxamu/F1t/WCeOUCnfkiDr4bfnyBAXDd1V7vMbag7/tnzzPr+c7jx81QwQWfg92DHVDHhl0ZSvHdw3jrgwJE5aPaHSrd+e0SP3t2brlnKQdC4CbWBpco7QvhG/YWyH85UE/mrouqdYjwX5HcFpXhoUoBq4EtDyRwHZChFfKM1kWa98lx8MsLrppcd3AGfkBy4LsSoOH66Z2eteqzfRYEqxWeR46BZyJV62LBw+MuxHYWGlTXDxSdUuEp2vy5HAB43Vfmi7t4cxUPmOxnoIu897x92FALbl3FQOhCNihH29Yj/FnYxvRQICJZlwhmxTwMFFgxr8LR+viAplAxGdD/d3BwMOF+FYMSYNdVSdaFRtVDYEYVpFF515JHZpEaJToDDh70gZz5cSEZ6Lh71A5bFGNbxfurPGXPPhZmcYKTF5y16ENNYJnXT3T4ZXCcVgiGhXFs927GwAsRmfTy6hRD7hTnx9cl9NXT9b4U30kD+byKPCanhmN7wVWLK/EpwnUmbQQHotSL3IUXBkJeVd1f5tRXpHx5EJDPxWZiiqG/DzGd6khaOAbyrtAZ0IrJdKJIxPoly8xCN8VUxWzBbrO7wQuVCnOPa+9SnPKWx6fbOe3ZIFC4/REc0k4GAtiHJXWN43fY8DssA/RR6GaY4Qz8YgEuRTZOMIQiaA564m0YFBg+FgQRIjaJVcQMPiwlwW8Mdl+GhsEweHsVbMest+RHwZ/rz3YQGwMOiNToufSoEscFZlpTFLTBxTco1kVtzOiwTL5+ImwjhW5UnzoXzcVo9GMiaEznpi2OX2xk5XfHLfL1c4OQjV6MphIm4jt8RysIHNRjD9ICOCJ4sUSxTPFSV4eAN1Nsp8bHM4rHaIYHxj2SRXf81rSoxa6L7YBft7QOOHhPu5/MhYsVIlAxFiVSk3x0T8xsE+VBDBpQGCYZdoiCNDGC/FQnEMvh4D6lwRBSHFS43roXYgYNPh3BecJwJ/nwOqzvPAks1JfbFEUXVenyQ/jtY2cHCp1WQ0jZOgw9nIu+OzgDv1iAQVUR3tJu+e2O4OCV4cOMV+fpIWKDQjNzuNyRH2xXQDND2rpJvbPlcO1D2u5zhPMXUQf/v73zAJOa3Pr42QosHemI9KpSBEFQQToqfmJFbIjAvSpNUa6iCBZUyhVQRLEAXkV0L2BXuAoioCIoIIo0KSK9SC9bJ9/zPzOZzZTdmWWXnUz2/+PJwyaTSd68yeS8p7zn5NU/HqzdIfYI4WkIecCzIOQR3FMBQnwjh6hyzxQz0wSumyyarYKgO7/BkH+gnn9ynLjEJInJxOAoRQzDtLy4hbU5TNAESJrcxp34JtZjJjctDDr90ecyMeCM885dd1t6MMsgXrV0M3gucLpdaC3fPc0ySKAdBTwhXijgbeWDDxX8FsT36p9wJoAgwtgff60qZCBfsGNm5ph1LmCudpA8djkKx6Dy3f8cgXvkP7mcD+8/vTzA+hx0wrlP0wOyDoTjCw84ZKhodiP76HZzGhuEdEZ61sAiJsYno56igXdZMyziipXyyaqn0fpmhL/nHO6gOvjWYY2ABSpB93NfpvtaM1PT1aqTUMw9PRApb2G10IGMy6X/ZyLNcJaXhzgZRtGHBQV8PoAXzokTWdrQ4cOH9f8vv/xSkpKSpFixYgFaSukTf8h5x7ZlHQP+YY+A37bNvT0jtqjEu7KigzPiikl8ZpbJWc3xfi9zTLNTK4CH9Pgkic/IegljHjumuvm2Hy9Ww+cY1n0y4pMkDsfwJIvZvPkPiTPSvLIJ+fNjzWljnmAuw8CL25PBxDAkU6t/ZVq+k+DOa+/5nblQnMYzBRACLRO+bcnIesFDg/QRhp4c+95uhX/c7Yw4fGqP+xxq1nd5d8k09ktsDKZ0uY3WmfDRWwQYcr7HWEz+biUUWmiWIPbMDvNOk0O79To89W0zYxIkRnP1u/eHDx/TC5E3AFd2Zt8+XTfR4j2efvBuQ19YBnuu+KK+30EeAouLxH0Ov3vqsxa4jyvB9xgG3DooqvHXzqxtfm4R5D+w1hsw4Abwm56msROWKZSIOxBLkF3QdypiE6wV5SyDAOtxsM/m9b+61+Gu8rFSxMjubxdJXMlKwc5AHAZN9OFBAZ8PQLijjrA//fr18wpspDq0ErszRuJ2HfUJMsMUpD179mh9YuCKKyYxEOiqfcXqSw5mVLcQ9fjkzQQs+IJnuylcVNCaQsyb6Q3rEEiePWAqVfNqVpCXVnozhQEEGcy3qSfk9OnTeq0Vq9eSGIs/Hb5b/5z5nirlvr5q1K83SSypfn0fH7yfO8Lqk9e4Aj/Xg1/gvhw+fkqFa5myZd1tQNCexccecI7EEn5z0pPEZc0hgOp5/mVIs/HBez8u4ndMT8Eb9MSB/fulRNnykoQYBy2F6skzbyan8STSMYvAeHRcr6B1f+42wSNew4yscMcieO6x3kaXd7DjHogY7ngCxH0gYQ4CBWGit2SLw7S0P7dtkSpVq+j0N+9UOosAj/dLTYt89j6uAd1W1HdOflHf82RVKTSyTXmrU+L8AvYyYhJl367tUq1aNfNMAZnzqjS5WEpUqeuzDfscPXpU1q9fn3V+QgoJFPAWpk6dKhMmTJB9+/ZJ06ZNZcqUKdKqVauQ34PwPnbsmHf9+PHjKqQ3b96sn2EJmGKUGC9SvExWoZGYOEmPjVWtMiGxqDdDmRmJDozEBJFUi5BEgQOrBmWYiVYs29SPbxWUJXx99HEWK4A5NznOmpUGGdgSoPJJfDzMpjGSmIhkJ1ntUkHgl/cxIOFJfLwYWuXGQ0K8GC7LMRISxWVdT0wUl2EJ/ItHwFvWy9ltpvX13+ocbCNWEtBePUeC7zkSE3zOIX7r+rkk+OVRDzSP+yTwScB3MnK4DlSk8/i0Y2IkIT5Ol6xGx4hLhZnVJp9VgU53SSghmRYrTGxCScm0DH5iE4tKpn9RIjPWzdP82IQEyXSlue+3Z93lcgfmmWZxDKKKJJWShER3gJ6h/WkOFt2Bfe6+9QwakI0wE4WKNEuTu18wLc7I8HoR4hISJAPz6q1ggGLRvuMTEyXGbx939kT/V1VM1r31XKRVYCfGx6jFLKfn8Pfff/dtC4lOGEUfFhTwHpKTk2XYsGEybdo0ad26tUyePFm6desmmzZtkooVK+b4XbxAgtUThmDPts4wTJJWDRUm08xUdzU50zwbao57UH96qO8EmVuf64A4P+96kHnagZVEQ8zC9rOXGSETxoSR2S6//elBzhDYTr9Vv+x6oaIGws7ql2MjAJ4N63317z9zWps7BW6s4VLrhyvttGQa7sEFphtmWBPbFCspGdYZAEEsHHEY4Jg+fwwe1PhS1DOQcPvY3emTPQM0PVG8Fpdx5/73ZMRD22BtsPjrA/pBLRlZ5/e3JgQDZT1J9EMTfXiEziNZSJg4caIMGDBASwA2btxYBT20gRkzZpybEwZoXGHMcQ8IGw9nXnwuBX7QQUIuC9wEDfoLEcjnJwgDZbf/OUKfItQpC4SzmbMe0J8hjhHsymJzd4xgUemBgyq/I/gHhbpP7LFyuKPk1V2QnuIeOKSe0gEC1jNOH5fMM8cl48xxTXuM7fgcSXHgStCYBW+6XU/9AtS9Tywm8UWKa/Q+ovMTYHHwLGbVupxo1qxZyH1IFAXZ5XVxONTgoUynpcmqVatkxIgRPubezp07y/LlywtGwAfTyvAC9dmcc1S97uEJGtNoZcxtRmCU/g1zf5z6nWOQeAXBXVhHoJSqcPALYx+8oGGKx/x8t6/YiItXrTH9yFE5nnhAqtdq6jk/PvfEApg1w1VD80RDe/KeZ9USzyoJqiZf83OPb9kd6e1JvmOa373z+K3meLcA0QhsC6kbN+r+xRs0cPeFd4qXu++y1j1mZwxkvAF0EEgIyHPHDqg2qY5sw5KhzV28xe3b9pikzf81rar5vUzLZ54pbYjydq2ThEoVpTjiNRBwqNtxTLfVxl1dza1Raz57z/dQxAfatHs9Q6e8xWak6d/wxQe3joRIbBP44ARuC5ToQWZf+E37C7DcBDtuqARGbu1cPNq5DhbwLzPdJ28/ivhY131z+gfHv2433GmEOBUKeBE5dOiQZGZmSqVKvhG4WN8IoXEuQLa1EpXcvk8I4MTi4ipeWY4fihWp1sLte0ewU6znc90vzrLuFuAqXM1jQIDibwTWeYRh7o3Q2ZOZuF/OpOyQ2Mp5r38ck8/rihkc5slmdlbHOIe4DmRKwvkXSInKlfPtmCr8IAgh7DEAQA33zHTP9DH33zoIyMwQV2aa+3PMm8e+6VhP14p70H6N/aelSPkLJF7TGmS4k+lgdgIGE1obPljigZyn9Jk+fJ9tYQj4wDKzoY9zNvno16xZk+vvkMhDE314UMBHisb/F7DJlZIih/YVF6nTMehXClogEfvjLk+LwDO/QLazwDhSTCq0ukKndQYfSLhL8epgQP9PE1d6mg4QENipAwUMJNJS3IOJDPc6zO74DjL2aWZArX6X4g20CyexTXBLgO8vIhwfvD+NGjXyRtiTKALWo2BZEXN7DIdDAS8i5cuXV9Pd/v37fbZjvXI+aluERPdAIlFdOpYyBHlCBwMZqZpi1jAHC+mpnm3pOt0uU7enyskTxyXuaIoUK1dN98cAwacOgSdVbW5BAK1VwHMaHXESFPCYXpOYKC1atJBFixZJz549dRumLmF90KBBkW4eIY4EFeCwIGguFJiGutuoKDXat/fZrrENKvBTg2v5uQR5KBp4YjiIjWEmu7CggPeAKXJ9+vSRli1b6tx3TJM7deqURtUTQuyJlo1F/vl8ykFfpUqVfDkOObdo6G1effDifCjgPfTq1UsOHjwoo0aN0kQ3mE6zYMGCgMA7QohzwewZQpwCBbwFmOMjaZKH/w/pYAOywNkEtAtWDbYvbzULMGi0c/uKFi1qu/bZ/bdBChhmsgsLDldtBF6ut99+u0/hGjtx8uRJ6dGjh23bB+Herl0727YPAgqWIbu278yZM1KrVi1btg/P3s0332zLtpHITZPL6+J0qMGfA8xIXCTRyE1Urvnyyu33Cgq7tw8C3s7tg4AHbF/BPXvYF+lpcW3Bpv8R4mQo4M/hy+hso3HtHsXL9uUNti8ybZs9e3a+toVEEEbRhwUF/DmgatWq8tdff0mJEiVy5S+EdlKjRg3ZsWNH9kVqIgjblzfYvsi0DVkqUdnRP88FiV6Q2TBYdsPcHsPpUMCfo0hcs6Z7br8HypQpY7sXLGD78gbbF7m2YeorhDyj5B2CuxBi3o/hcPi0E0IcDzJVIi0t/PC1a9eOdHMIKRCowRNCCg3x8fEq6MG2bdsi3RxyltBEHx7U4G1EyZIlNSUn/rcjbF/eYPvs0TYIeTsHEpIwYD34sKAGbyMQkGc336cVti9vsH32aRtM9vXr16dPnjgaPt2EkEIHffIOyWSX18XhUIMnhBRa6JOPTvIjE12M8+U7NXhCSOGGPnniVKjBE0IKPTDZ16tXT/8nUQCLzYQFBTwhpNADwd64ceNIN4OESYzLveT1GE6HAp4QQkh0QQ0+LOiDJ4QQQhwINXhCCCHRBavJhQUFPCGEkKiCqWrDgyZ6QgghxIFQgyeEEBJdMMguLCjgCSGERBeQzXmd5maI46GJnhBCCHEgFPA2Y+rUqVKzZk0pWrSotG7dWlauXBnpJskLL7wgl156qZbqrFixovTs2VM2bdokdmTs2LFaeezBBx8Uu7B7926588475bzzztPiJhdffLH8/PPPYgcyMzPlySeflFq1amnb6tSpI88++6wYETBfLl26VK677jqpWrWq3sOPP/7Y53O0adSoUVKlShVta+fOneWPP/4o8HYS+wTZ5XVx4jvQCgW8jUhOTpZhw4bJ6NGjZfXq1dK0aVPp1q2bHDhwIKLtWrJkiQwcOFB+/PFH+frrryU9PV26du0qp06dEjvx008/yeuvvy5NmjQRu3DkyBG5/PLLJSEhQebPny/r16+XF198UcqWLSt2YNy4cfLaa6/JK6+8Ihs2bND18ePHy5QpUwq8LXie8MxjkBsMtOvll1+WadOmyYoVK6R48eL6+0hJSSnwthI7TJPLazU5cdw70J8YIxJDdRIUaOwYJeJlC1wul1SvXl0GDx4sjz32mNiFgwcP6igWD327du3EDpw8eVIuueQSefXVV2XMmDHSrFkzmTx5cqSbpfft+++/l2XLlokd6dGjh1SqVEmmT5/u3XbTTTephjxr1qyItQsa/EcffaSaEsBrCpr9ww8/LI888ohuO3bsmLb97bfflttuuy1ibSUFx/Hjx6V06dLSsdljEh9XJE/HyshMlW9+GSs7d+6UUqVKebcXKVJEl2h7BwaDGrxNSEtLk1WrVqnZ0SQ2NlbXly9fLnYCL1ZQrlw5sQsYXV977bU+/WcHPv30U2nZsqXccsst+kJo3ry5vPnmm2IX2rZtK4sWLZLNmzfr+tq1a+W7776Tq6++WuzE9u3bZd++fT73Fy96DIrt9vsg0VUPvnr16vosmQvM8dH4DgwGo+htwqFDh9QfCo3ECtY3btwodgFWBfi3YXa+6KKLxA588MEH6tKAid5uoMY4TOBwvTz++OPaxiFDhkhiYqL06dPHFhYGaEUNGzbUgit4Bp977jm54447xE5AuINgvw/zM1KIQAR9TD4cQySoBh9t78DsoIAnudaU161bp1qeHcCPc+jQoeoXQ2Ci3cDLABr8888/r+vQ4NF/8CPbQcD/97//lffee09mz54tF154ofzyyy/68oI53A7tI+RcZ7IrVaqUj4CPtndgTtBEbxPKly+vGtT+/ft9tmO9cuXKYgcGDRokn3/+uSxevFjOP/98sQNwayAIEf73+Ph4XeAXQzAW/oZGGkkQ8e1fhrRRo0by119/iR0YPny4avHwYSO6/6677pKHHnooLDNlQWL+Buz8+yDOZ5AN34E5QQFvE2CybdGihfpDrdof1tu0aRPRtiHACQ82gp6++eYbnVJlFzp16iS//fabap7mAo0ZJmb8jUFTJIEZz386DfzdNWrUEDtw+vRpjfWwgj7Ds2cn8MxBkFt/H3AtIJo+0r8PEt0++Gh/B+YETfQ2An5amEUhoFq1aqVR4JiG0bdv34i2CyYpmHA/+eQTnQdq+jwRkIJo60iC9vj7wTB9CnPO7eAfgzaMQDaY6G+99VbNa/DGG2/oYgcw7xw+9wsuuEBN9GvWrJGJEyfKvffeG5GZEFu2bPEJrMMgDYFMaB9cB5ghUa9ePX3BYv4+XAlmpD0pRBRwqtqBNn4H5gSnydkMTJGbMGGCPkCY6gVTMyKFIwmmLAVj5syZcs8994jduOqqq2wzTQ7ApDdixAhNygLBhIHcgAEDxA6cOHFCBSU0E7g6IDB79+6tCWVgVSpIvv32W+nQoUPAdgx6MRUOryrkiMDg6OjRo3LFFVfotMj69esXaDtJ5KfJdWr8SL5Mk1u0/t8aER/KBx9t70ATCnhCCCHRJeAbPZw/An7Di2EJ+GiFJnpCCCGFdpqck2GQHSGEEOJAKOAJyWeCFUohhERvsZlohQKe2J69e/fK7bffrsFUmNJlp0pxBQUqDNolaJCQwjZNLlqhgCe2JzU1VSpUqCAjR47UamP5kfefEEKcDgU8iTiY9oTpWf7JVa6//nqdjw3t9aWXXpK7775bI2hzC6axYK405nvjPA0aNPCmucXc9DJlyuhca5zvzz//9H4PeeO7dOmiWQZx3vbt22vOeyuY+oZqUkiTi4x1SJnrDxLxdOzYUefLYn7+P/7xD53zbZ3W52+VQHvN6Tf4fMeOHTqnHub/7KbsEFJocBn5szgcCngScVBp7e+//9b0jyaHDx+WBQsW5FvRE2RAQ0Y5CGDMS0c9Z9QSR9IKlHJFSdcSJUpI9+7dvRo+5ohjDjZyTqMONBKsXHPNNbodYEBy44036nxxZFRDfvlHH33U57xIVITzoP47Bgxz5syRhQsXalascPnwww81LeYzzzyj7goshBRqaKIPC06TIxEHwg/lSZEpCqlnwdy5c1VzDpb45GxAdru33nrLm7wFtc4hoLHN1IiRtALaPBKudO3aVbVuf0sDPkeue9RRh6BGpb///e9/ahkAyFhnLbWKa0pJSZF33nlH22AmM0IGuXHjxgVURwsGrAtIH4vBCPOuEwLyQ0Ab4nSowRNbAE193rx56m8HqHCGAij+edLPFhRSsWZmQ91zpEWF0ITmjgWCFMJ469at3kImyDgHzR0meiTDgGndLBSzYcMGrSVtCnfgnxcd+yBuwBTuZn56DC78c9QTQkh+Qg2e2AJotEiq+MUXX8ill16qZvNJkybl2/GtAhZAUKO4DwYS/iCgD8A8D9cB/P8oDoM60RDg+R2kh0GMf0JJuBAIIfbIRR+tUMATW4AgNfizIXChWSMQDiVgzxU4dnJyslSsWDHbNJXwyyPXOfzuZlDeoUOHfMq+Yht84igLC+Crt4J9kEcdvnhzkIHjQqibwX4YUFj96ihxi3rTVvcErA+RLn1LiG3QALk8CmiX8wU8TfTEVmZ6aPAzZswICK4zS8FC8z548KD+vX79+jydCz5+RM7DWoDKZfC9DxkyRHbt2qX7wDT/7rvvqpkdQXT4jrVyVOfOnXVuPjR9mPxxnCeeeCLgPBi8YB8IbQQSDh48WOuum/53+Ppx3Vjg07///vu1mIoVzCRYunSp7N6922eQQQgh2UEBT2wDBB384PBNI7GNlebNm+uyatUqDVzD36ZmfTYkJSWpwEQZUlgOoGn369dPffCmRj99+nQ5cuSIavsQyBD+0PhNoIWjCtuZM2e0vG///v11Kp7/eRCEh1kBcD3cfPPNGkiIQDsTTAXEAADTADEVr3bt2gHBhYigxxS+OnXqeF0IhBRaDFf+LA6H1eQIIYREVTW5ztXvl/jYPFaTc6XKwp2vObqaHDV4QgghxIEwyI5EPZjilh3z58+XK6+8skDbQwg5xzDILiwo4EnUg4C77KhWrVqBtoUQUgBwmlxYUMCTqKdu3bqRbgIhhNgOCnhCCCHRhVro86rBi+OhgCeEEBJd0EQfFhTwhBBCogstLZ3Heewu58+D5zQ5QgghxIFQgyeEEBJd0EQfFhTwhBBCogsK+LCgiZ4QQghxINTgCSGERBfMZBcWFPCEEEKiCsNw6ZLXYzgdmugJIYQQB0INnhBCSHSBALm8mtgNmugJIYQQe6HCmQI+FDTRE0IIIQ6EGjwhhJDoAmlmY/IYJGc4P8iOAp4QQkh0QRN9WFDAE0IIiSoMl0uMPGrwRiHQ4OmDJ4QQQhwINXhCCCHRBU30YUEBTwghJLrAHPgYCvhQ0ERPCCGEOBBq8IQQQqIL1b7zOk3OEKdDAU8IISSqMFyGGHk00RuFQMDTRE8IIYQ4EAp4Qggh0QXmsOfHkkumTp0qNWvWlKJFi0rr1q1l5cqVYmco4AkhhESfiT4fltyQnJwsw4YNk9GjR8vq1auladOm0q1bNzlw4IDYFQp4QgghJAQTJ06UAQMGSN++faVx48Yybdo0SUpKkhkzZohdYZAdIYSQqCLDSM1zsZgMSdf/jx8/7rO9SJEiulhJS0uTVatWyYgRI7zbYmNjpXPnzrJ8+XKxKxTwhBBCooLExESpXLmyfLfvy3w5XokSJaR69eo+22CCf+qpp3y2HTp0SDIzM6VSpUo+27G+ceNGsSsU8IQQQqICBLdt375dNer8wDAMiYmJ8dnmr71HMxTwhBBCokrIYylIypcvL3FxcbJ//36f7ViHRcGuMMiOEEIICeEaaNGihSxatMi7zeVy6XqbNm3ErlCDJ4QQQkKAKXJ9+vSRli1bSqtWrWTy5Mly6tQpjaq3KxTwhBBCSAh69eolBw8elFGjRsm+ffukWbNmsmDBgoDAOzsRYxSGhLyEEEJIIYM+eEIIIcSBUMATQgghDoQCnhBCCHEgFPCEEEKIA6GAJ4QQQhwIBTwhhBDiQCjgCSGEEAdCAU8IIYQ4EAp4QgghxIFQwBNCCCEOhAKeEEIIcSAU8IQQQogDoYAnhBBCHAjLxUaAzMxMSU9Pj3QzCCF+JCQkSFxcXKSbQUi+QAFfgKAyL+oIHz16NNJNIYRkQ5kyZaRy5coSExMT6aYQkico4AsQU7hXrFhRkpKS+AIhxGYD8NOnT8uBAwd0vUqVKpFuEiF5ggK+AM3ypnA/77zzIt0cQkgQihUrpv9DyOO3SnM9iWYYZFdAmD53aO6EEPti/kYZJ0OiHQr4AoZmeULsDX+jxClQwBNCCCEOhAKeFIhG9PHHH0e6GSTMQNAuXbpI8eLFNZo8krz99tsRbwMh0QyD7CLMr8ljCvR8TXqNlEjy559/Sq1atWTNmjXSrFmziLaFBDJp0iTZu3ev/PLLL1K6dOkCO2/NmjXlwQcf1MWkV69ecs011xRYGwhxGhTwhPhNlcKMh/j4wvnT2Lp1q7Ro0ULq1atni4h2M6qdEJJ7aKIn2fLGG29I1apVxeVy+Wy//vrr5d577/Wuv/baa1KnTh1JTEyUBg0ayLvvvpvtMaG9g+bNm6vp/qqrrtL1n376SU3D5cuXV82xffv2snr1ap/vbty4Ua644gopWrSoNG7cWBYuXBhg/t+5c6fceuutatotV66cthVWg+z49ttv9Rjz589XwVakSBH57rvv9JpfeOEFbS+ETNOmTWXu3Lne7x05ckTuuOMOqVChgn4OgThz5kz9DOfDMT/44ANp27attveiiy6SJUuW+Jwb661atdJzYs71Y489JhkZGd7P0TdDhgyRf/3rX3otSL7y1FNP+QxGsH7BBRfoMXCvsL9JamqqPPLII1KtWjU1ubdu3VqvNyctet68efLOO+9o+++55x7vtUCjN8F0T2wzj2X24aJFi6Rly5YahY7r3rRpk8/xP/vsM7n00ku1P3Cfb7jhBu917tixQx566CE9jhnkFsxEH+pZw3ffeustPTbagfvy6aefZnvNhDgZCniSLbfccov8/fffsnjxYu+2w4cPy4IFC1S4gY8++kiGDh0qDz/8sKxbt07++c9/St++fX2+Y2XlypX6P4QzTMEffvihrp84cUL69OmjwvXHH3/UFzPMs9gOoFX37NlTX9orVqzQwccTTzzhc2xMa+rWrZuULFlSli1bJt9//72UKFFCunfvLmlpaTleK4Tr2LFjZcOGDdKkSRMV7hB006ZNk99//12Fz5133ukV0k8++aSsX79eBwb4DgQPhJaV4cOHa7/AHdGmTRu57rrrtD/B7t279fog8NauXavfnz59uowZ4+uy+c9//qPCGdc8fvx4eeaZZ+Trr7/WzyCMYVJ//fXX5Y8//tCBzsUXX+z97qBBg2T58uU60Pj111/1fqIvsG8wMMjC5xgg4d689NJLkhtwP1588UX5+eef1QJiHQR+8cUXKnRxzegPDAYwuAF4Bs4//3y9NpwXSzDCfdaefvppvQZcM86HZxXPLSGFjcJphyRhUbZsWbn66qtl9uzZ0qlTJ90GLRaCrEOHDrr+73//WzW9Bx54QNeHDRumAhrbzX2sQOMFSPYDjdSkY8eOPvtBgEN7g0Dt0aOHCjWYj6Etmt977rnnVOs3SU5OVs0bGpypBUKrxnHwva5du2Z7rRAu5rGg+T7//PM6CIFgBrVr19bBB4QprAt//fWXWiGgsZrarz8QsDfddJP+DQGOgRGEODTyV199VapXry6vvPKKtrVhw4ayZ88eefTRR2XUqFESG+see2OwMXr0aP0bgx7sD+GItqIN6IvOnTtrDnVo8qbQxGe4dvwPzR5Am0cbsB3XF+zewBIAi4TZx7BUhAvuB/rGHDBde+21kpKSoho7PrvttttU+JrAKgJgnUBCGQzMrM+EP+E+a9ind+/e+jeu8+WXX9aBJQYvhBQmqMGTHIH2A00RQg+89957+qI2BRC018svv9znO1jH9tywf/9+GTBggAoxmOhLlSolJ0+eVAEFYO6FQLQKAFOYmUAT3rJliwoKaO5YIDwgZDA4yAlTUAMcAylLIUTN42CBRm8e5/7771fNGIGCENg//PBDwDHNwQGARotzmP2C//G5dc41+g3XvGvXLu82CHgrMOWbqVShkZ85c0YHH+g7aLimif+3335Tq0f9+vV9rgEDplB9cbZY22qmeTXbChO/OUg8W8J91qztgPUDz5LZDkIKE9TgSY7ArAxfL0ysMCfD9A2zcH4D8zzM1zAL16hRQzVJCMBQpnUrEI7wo2MQkp3lIDsgCKzHAbhm+K+toF0Alg34jb/88ku1LkB4DRw4ULXJ/ASauRUMCMyYCAx4MPCBpQFtgGY7YcIEFeK4BmjFq1atCki3CkEfLuZADs+ASXYZ3qxtNQcuZlsLMlgupz4jpDBBDZ7kCMyrN954owrN999/XwObLrnkEu/njRo1Ul+3FawjCC4YCI4C0C79v4MAMfhML7zwQhWkhw4d8n6O8yKADpq+1WdsBe2Cfxk5xOvWreuz5GbKF9qO88N64H8cCFXroAEDk1mzZsnkyZPVrWAF5mMTaNYQtugvs9/gH7cKTvQBrA/wR4cLBCcGYTBDww2BY0J7h/sAfQzN1f8acjKDZzcwsvrFrQF34QKtGq6F7MBz4f9M+JPbZ42Qwg41eBKWmR5+cASbIdDMP5AMAU0QKPAFI1IaQVPQKoMB4QuhBF8wBBkGEBC+MM0jIhpm7OPHj+txrVofzOWInoZARbAZgu9Gjhzpoy2indBgETkPnzqODy0b7YEZPVzBCSELfzUC66D5IXL/2LFjKkxg7kUb4CeHtQCDEbgvPv/8c6/wNpk6dapeF7bD6gF/thl4Bm0bg4LBgwerrx6aOHzt8CubWnMoEGUOoYjoeAQfYqCBPoMFBDEO6I+7775bA99wfw4ePKhCFsIW/vFwwPEuu+wyDUDEjAIMGMx+zw24Nlg5cA/h4sGAB9YPxByYMeW01uwAAAxLSURBVAxLly7VzzC48g9YPJtnjZDCDjV4EhIEwMGXDSF0++23+3yGyHaY1WGahrBDEBqCuMzpb/7AFw1tE/sh+AvCGCD4DAIQWvhdd92l2jwGAyYwMyNKHKZnuAr69+/vjaLHIAFAyEFIINgMVgcI1n79+qkPHoI5Nzz77LMaKY9oehwHAVow2ZvT/KBxjhgxQoVlu3bttH3wyVuBUMSCYDIE6GG6lim4YPqHgEPwFz6/7777tK25EZ4IHnzzzTfVD412QNBB6JnVCnEfIOARdQ4LCO4VrB7on9wwY8YMFcgY0CARjX+kfzjgeZgzZ472AeIW8EyZMyoABmSYkocBQHbulNw+a4QUdmIMq42QnDMgZLZv364CwhRIJG9Ao4Z2jaA4CAa7wGx90Q1/q8Qp0ERPogZEiSNADGZvCHXMiYb2aifhTgghdoECnkQN8LvDZ4vgN5i64YeFf5kQQkggNNEXEDT7ERId8LdKnAKD7AghhBAHQgFPCCGEOBAKeEIIIcSBUMATQgghDoQCnhBCCHEgFPCEEEKIA6GAJxED+ceRjz0vPPXUU7bJFoc65EinGonj5fe5CSHRD+fBFxCFeW4tiqIgh/nRo0d9tqP4Ccq0Iof82YLc9Cj2YuZfjyQQsrhG5MzPD1DgBj9P5JzPz31JzhTm3ypxFsxkRyJGqBrt4YDUtbmpb55bUI/eLHFb0OSmxG1u9i1IMOhAxTsUGSKEFCw00UcRaSlpMnPk+3JzpX7SNf5WGdjqMVnxxapzek5ox2ZlN2gzKO5ircOOGuQo14pKa6hohn1QXnTdunXez/v27asaJvbDArN6MBM9PkOFMJSmhVZv1kxH3nlUDIO237ZtW9m6dWu2JnrzHNYF5zFBu66++modFFSqVEkr11nrzuM8KN8KiwPS4Xbr1i1ov0BoobQrNGZYD1CO1t8YhlKzqEYHTRBlV1E1bu7cuT77oAQvrhfV7lCm9sorr/Ren7/ZHd+9+OKL9Vg4J1L1njp1Kui+4d43lI9FiV70N/oWFQNzKqKD76BqHvbFcS+66CJZsmRJwHHnz5+v1edQ+hWV9EK1J1RfgLfeekufCXy/YcOG8uqrr/oMxHDfqlSpop+jZC76HuC+4DlBFT20B1UM0RZCHA9M9OTcc+bMGWP9+vX6/9ngcrmMx6993ugSd4vROeZmXcy/l8770ThXDBkyxKhatarx5ZdfGr///rvRp08fo2zZssbff/+tny9evBhSzWjUqJHx1VdfGb/++qvRo0cPo2bNmkZaWpqRmppqTJ482ShVqpSxd+9eXU6cOKHfrVGjhjFp0iTvuXCcatWqGcnJycamTZuMnj176nE6duxoLFiwQPvvsssuM7p37+79zujRo42mTZt6181zYNmyZYtRt25d46677tLPjhw5YlSoUMEYMWKEsWHDBmP16tVGly5djA4dOni/3759e6NEiRLG8OHDjY0bN+oSjHHjxmk/zJs3T9vVr18/o2TJksb111/v3WfMmDFGw4YNte1bt241Zs6caRQpUsT49ttv9fNdu3YZ5cqVM2688Ubjp59+0mueMWOG95zoa/N4e/bsMeLj442JEyca27dv136eOnWqty+t++bmvrVu3Vrbg32uvPJKo23bttk+CzgvvnP++ecbc+fO1evu37+/XvehQ4d8jtukSRN9HnAPcM5Q7QnVF7NmzTKqVKmi/b1t2zb9H/u//fbb+vmECROM6tWrG0uXLjX+/PNPY9myZcbs2bP1szlz5ujzh3Pv2LHDWLFihfHGG2+cs98qIXaBAr6AyOtLY933G72C3WeJvdm4u94gHQDkNydPnjQSEhKM9957z7sNQhsv6vHjx/u80D/44APvPnhpFytWTAU1gGArXbp0wPGDCfiRI0d615cvX67bpk+f7t32/vvvG0WLFs1WwJugP2644QajRYsWxunTp3Xbs88+a3Tt2tVnv507d+o5IFBMAd+8efOQfQNhY/YBSE9PV8FnCtmUlBQjKSnJ+OGHH3y+h4FA79699W8MNGrVqqV9Ggyr0F61apW2E8Ir1L65uW8LFy707vPFF1/otuyeUVPAjx07NuC6MeCxHvfjjz/27hNOe0L1RZ06dbwC2wT3s02bNvr34MGDdSAY7Hfw4osvGvXr18/22P5QwBOnQBN9lPDb0vUSGxfkdhkie7bsk6MHjuX7OWEeTU9P15KsJgkJCdKqVSvZsGGDz75t2rTx/l2uXDlp0KBBwD7hADO/CUzoAGZp6zYEQR0/fjzH4zz++ONq3v/kk0/UpA3Wrl0rixcv9vrtscDUa16rCUzLOQF3w969e6V169bebfAxw9RtArfC6dOnpUuXLj7ne+edd7zn+uWXX9QMjT4NBcz7nTp10r645ZZb5M0335QjR47k+b5Z+xvmbXDgwIEc22K91+Z1+x/X2hfhtCenvoAbAsfo16+fT1+OGTPGx52BY+C5g/n9q6++8n4f/XXmzBmpXbu2DBgwQMsOZ2Rk5HiNhDgBRr5ECUmlksRwBZ/wEBsbI0WSiogTsL7g4cvNbhv829kxa9YsmTRpkvqDq1Wr5hNxf91118m4ceMCvmMKNwBff17BuQBiE6xtAPADA3PgEQ5xcXHy9ddfyw8//KDCa8qUKfLEE0/IihUr1Md/tuS2b8Mlt32YU1+YfYlBjXVQZfYLuOSSSzTyHb7/hQsXyq233qoxCohbqF69usYWYDv68IEHHpAJEyZo7EA4gytCohVq8FHClTdfJnHxgbcLWn2b6y+VpJLhC4twqVOnjkaQf//9995t0MQQHNW4cWOffX/88Ufv39AsN2/erAFRAMdAUFpBAK29f//+GqyHYD8rEAII5ELQXd26dX2W3AgkRKxjQADhagKNcNWqrIBH9A8EOWrX+58LAsfUnpctW6Z9Gg4QwNCCn376aVmzZo32K7TRvNy3s8F6r83rNu91MMJpT059AasNAuO2bdsW0JfWwQ2C83r16qUDgeTkZJk3b54cPnzYO4DA4O7ll1/WgR+ek99++y3PfUGInaEGHyWUrVhahs8cKOP6vKLrMbExkpmeKZVqVJBBL997Ts4JoXf//ffL8OHD1eyOKOTx48er6RnmUivPPPOMRnbjZQzNEhHoZlQ3BCq0MERsw9SMiO28zH3Pjn379skNN9wgt912m0a/Y93U8jAlb+DAgfry7927t0a945pgSkdUOCK0TW0wHIYOHSpjx46VevXqqZl/4sSJPvP8EQX+yCOPyEMPPaQaMaLGYdqHkIMg6tOnj0Z9QxNHe0eMGKEDBwhPmK5haraCwQT6r2vXrhqJjnXkEQgmWHNz386GqVOn6nXj3LCUYEB3773ZP4PhtCdUX2BQA9M7tnfv3l2j8n/++Wc9N2YzoP8x6GrevLnExsbKnDlzpHLlyjrLAXkYMMCE9o/nDhYeCHxE2hPiaCIdBFBYyK/AnT3b9hnvPPVf46UH3jQWzPzGSDmdYpxL0F4EMJUvX14jwC+//HJj5cqV3s/NoKrPPvvMuPDCC43ExESjVatWxtq1a32Oc9999xnnnXee7ovAuOyC7D766KOAoK41a9YEnA8R8f5BduZn/gvOY7J582YNvitTpowGAiLK/cEHH/QGZyHIbujQoSH7BcFl2A/R2TjWsGHDjLvvvtsnkh3HxAyCBg0aaJAZIvi7detmLFmyxLsP+gmBfwjIQzQ6ItkRce8fOIdnB9/FMXAfEDQ2ZcoU73H8o+jDvW9mPwL0M7ah34Nh3g8Eu+Ee4143btzY+Oabb3I8bjjtCdUXAEF6zZo10/MiAr9du3bGhx9+qJ8hKh6fFS9eXO9Jp06ddJYEwDOF2QLYjs8xE8MaXOgPg+yIU2AmuwLCqdmxYO7s0KGDalLMouZsMA8ezy/cA3ZJD3wucOpvlRQ+6IMnhBBCHAgFPCGEEOJAGGRH8gRSu9LLUzhAsCTvNSHRAzV4QgghxIFQwBcw1IAIsTf8jRKnQAFfQJgZszD3lxBiX8zfKLPckWiHPvgCAklUMI3MzPONhBtmalBCiD00dwh3/EbxW81N4iNC7AjnwRcg6GpkV7NmPCOE2AsId2TB4wCcRDsU8BEAaTPDzT9OCCk4YJan5k6cAgU8IYQQ4kAYZEcIIYQ4EAp4QgghxIFQwBNCCCEOhAKeEEIIcSAU8IQQQogDoYAnhBBCHAgFPCGEECLO4/8BDaMXACOIRiIAAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot_optim_3d(90, 270)" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "37230b6a", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot_optim_3d(40,-20)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "bab071da", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "pstapc", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.12.8" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/demo_notebooks/advanced/a02-example_Bayesian_optimization_interface/gaussian_process_bayesian_optimization/gp_bayes_opt.py b/demo_notebooks/advanced/a02-example_Bayesian_optimization_interface/gaussian_process_bayesian_optimization/gp_bayes_opt.py new file mode 100644 index 00000000..e0e34b4c --- /dev/null +++ b/demo_notebooks/advanced/a02-example_Bayesian_optimization_interface/gaussian_process_bayesian_optimization/gp_bayes_opt.py @@ -0,0 +1,410 @@ +from typing import Type +import os + +import numpy as np + +# import h5py +import torch +from torch.distributions import Normal +from torch.optim import LBFGS +import gpytorch +from gpytorch.means import ConstantMean +from gpytorch.kernels import ScaleKernel, RBFKernel +from gpytorch.mlls import ExactMarginalLogLikelihood +from gpytorch.likelihoods import GaussianLikelihood +from gpytorch.distributions import MultivariateNormal + +from .gp_bayes_opt_helpers import assign_pytorch_device, T_Optim, make_optimizer + + +# === Initial Conditions and File Path information === +# DATA_FILEPATH: str = "paraboloid_example.hdf5" +# DATASET_NAME: str = "paraboloid_example_data" + +# MAX_TRAINING_ITER: int = 1 +# LOSS_THRESHOLD: float = 1e-6 # determines an early stop in training if a plateau is hit early +# to minimize computational waste + + +# ***** would need to implement these in collect_initial_data() +# NUM_INITIAL_SEARCH_RUNS: int = 10 +# INITIAL_RUN_STRATEGY: str = "grid" # random or grid + + +class GPModel(gpytorch.models.ExactGP): + def __init__( + self, + train_x: torch.Tensor, + train_y: torch.Tensor, + mean_module: gpytorch.means = ConstantMean(), + covar_module: gpytorch.kernels = ScaleKernel(RBFKernel()), + likelihood: gpytorch.likelihoods = GaussianLikelihood(), + ): + super(GPModel, self).__init__( + train_x, + train_y, + likelihood, + ) + self.mean_module = mean_module + self.covar_module = covar_module + + def forward(self, x): + mean_x = self.mean_module(x) + covar_x = self.covar_module(x) + return MultivariateNormal(mean_x, covar_x) + + +def train_GP( + model: GPModel, + X_train: torch.Tensor, + y_train: torch.Tensor, + max_epoch: int, + min_loss_threshold: float, + optimizer: torch.optim.Optimizer, # assume to be already fitted with the model parameters + percent_cpu_usage: float = 0.75, + debug: bool = False, +) -> None: + """ + Train a Gaussian Process model with the collected data set + + Ensure that that optimizer has already been fit with the model parameters. + """ + + device = assign_pytorch_device() + if device == "cpu": + num_cores = os.cpu_count() + cores_to_use = np.floor(percent_cpu_usage * num_cores) + torch.set_num_threads(cores_to_use) # number of cores that can be used + + # assign all training objects to the same device; errors otherwise + model.to(device) + model.likelihood.to(device) + X_train.to(device) + y_train.to(device) + + model.train() + model.likelihood.train() + + mll = ExactMarginalLogLikelihood(model.likelihood, model) + + # training loop + def closure(): + optimizer.zero_grad() + output = model(X_train) + loss = -mll(output, y_train) + loss.backward() + return loss + + last_loss = 0.0 + + # iterate training + for epoch in range(max_epoch): + loss = optimizer.step(closure) + delta_loss = torch.abs((last_loss - loss)).item() + if delta_loss <= min_loss_threshold: + break # reduce wasted computation when training plateau is reached + last_loss = loss.item() + + if debug is True: + # help find issues with training + print(f"Epoch {epoch} | loss: {last_loss}") + + model.eval() + model.likelihood.eval() + + return None + + +def acquisition( + mean: torch.Tensor, + stdev: torch.Tensor, + target_max: float, + acquisition_type: str = "EI", + ei_threshold: float = 1e-3, + pi_threshold: float = 1e-2, +) -> torch.Tensor: + """ + Acquisition function -- can either choose the next parameters based on the maximum + Probability of Improvement (PI) or + the maximum Expected Improvement (EI). Expected improvement is generally considered superior. + + Thresholds should be tuned based on the problem at hand. + + Returns the indices of the domain grid being used for the GP model which contains the next points to evaluate. + """ + OFFSET_ZERO: float = 1E-9 + + difference = mean - target_max + score = difference / (stdev + OFFSET_ZERO) + + if (acquisition_type == "PI"): + probability_of_improvement = Normal(0, 1).cdf(score) + max_probability_improvement = np.max(np.asarray(probability_of_improvement)) + next_index_improve = np.argmax(np.asarray(probability_of_improvement)) + # stop threshold + if max_probability_improvement <= pi_threshold: + return next_index_improve, False + + elif (acquisition_type == "EI"): + expected_improvement = ( + difference * Normal(0, 1).cdf(score) + + stdev * Normal(0, 1).log_prob(score).exp() + ) + expected_improvement[stdev <= 0.0] = 0.0 # filter negatives + max_expected_improvement = np.max(np.asarray(expected_improvement)) + next_index_improve = np.argmax(np.asarray(expected_improvement)) + # stop threshold + if max_expected_improvement <= ei_threshold: + return next_index_improve, False + + return next_index_improve, True + + +def run_optimization( + model: GPModel, + X_train: torch.Tensor, + y_train: torch.Tensor, + domain_tensor: torch.Tensor, + # save_filepath: str, + # dataset_name: str, + optimizer: torch.optim.Optimizer, + # max_data_acquisitions: int=30, + max_epoch: int = 30, + acquisition_type: str = "EI", + ei_threshold: float = 1e-3, + pi_threshold: float = 1e-2, + min_loss_threshold: float = 1e-6, + # save_filepath: str=DATA_FILEPATH, + # dataset_name: str=DATASET_NAME, + percent_cpu_usage: float = 0.75, + debug: bool = False, +) -> None: + + # gp_info_dict = { + # "max_epoch": max_epoch, + # "loss_threshold": min_loss_threshold, + # "percent_cpu_usage": percent_cpu_usage, + # "debug": debug, + # } + + # TODO: retain model info for online learning like between for loop iter + + # for i in np.arange(max_data_acquisitions): + + # train Gaussian process model on collected data set + train_GP( + model=model, + X_train=X_train, + y_train=y_train, + max_epoch=max_epoch, + min_loss_threshold=min_loss_threshold, + percent_cpu_usage=percent_cpu_usage, + optimizer=optimizer, + debug=debug + ) + + # gather statistics on the set search domain + with torch.no_grad(): + predictions = model.likelihood(model(domain_tensor)) + mean = predictions.mean + stdev = predictions.stddev + + y_train_array = y_train.numpy() + + # acquire next data points to train on + next_input_index, running = acquisition( + mean=mean, + stdev=stdev, + target_max=y_train_array.max(), + acquisition_type=acquisition_type, + ei_threshold=ei_threshold, + pi_threshold=pi_threshold, + ) + + next_domain_values = domain_tensor[next_input_index] + return next_domain_values, running + + # *** pass either the domain index / domain values to your function that can gather more data + + # call run_experiment on next_domain_values + + # add next_domain_values to x_data + + # add result of run_experiment to y_data + + # *** logic for saving data as it runs, as well as saving the GP model weights? + + # if improvement threshold is met + # if next_input_index is None: + # break + + +def create_domain_tensor( + domain_info_list: list[tuple[float]] +) -> tuple[torch.Tensor, tuple[torch.Tensor]]: + """ + Creates and returns a data_tensor_array that sets the domain for all the combinations of the varied input + conditions to be passed to the Gaussian Process model. + Also returns the grid_tuple that contains domain combinations for graphing convenience, if desired. + + nested_domain_list structure expected to be: + [ + (variable1_min, variable1_max, variable1_step_size), + (variable2_min, variable2_max, variable2_step_size), + ... + ] + + """ + + tensor_list: list[torch.Tensor] = [] + + # create range for each variable + for domain_tuple in domain_info_list: + domain = torch.arange(*domain_tuple) + tensor_list.append(domain) + + # create grid from all variable ranges + grid_tuple = torch.meshgrid(tensor_list, indexing="ij") + + flattened_tensors = [] + + for tensor in grid_tuple: + flat_tensor = tensor.reshape(-1) + flattened_tensors.append(flat_tensor) + + # stack along the new dimension (dim=1) to get (N, D); N data points with D dimensions + data_tensor_array = torch.stack(flattened_tensors, dim=1) + + return data_tensor_array, grid_tuple + + +# def collect_initial_data( +# file_path: str, +# data_set_name: str, +# data_tensor_array: torch.Tensor, +# num_search_runs: int = NUM_INITIAL_SEARCH_RUNS, +# run_strategy: str =INITIAL_RUN_STRATEGY, +# ) -> None: + + +# # need to implement function *** + +# # collect data points on the provided/created data_tensor_array +# # run_experiment() + +# # needs to generate the following initial data set +# X_data: np.ndarray = [] +# y_data: np.ndarray = [] + +# return X_data, y_data + + +# def run_experiment(): + +# # *** implement logic for data collection +# # returns new y_data + +# return None + + +def bayes_opt_main( + domain_info_list: list[tuple[float]], # (min, max, step_size) for each variable + # max_data_acquisitions: int, + X_init, + y_init, + # save_filepath: str, + # dataset_name: str, + optimizer_class: Type[T_Optim] = LBFGS, + # learning_rate: Optional[float]=None, + optimizer_kwargs: dict = {"line_search_fn": "strong_wolfe", "lr": 1e-3}, + max_num_epochs: int = 30, + min_loss_threshold: float = 1e-6, + acquisition_type: str = "EI", + ei_threshold: float = 1e-3, + pi_threshold: float = 1e-2, + percent_cpu_usage: float = 0.75, + # initialize: bool=True, + debug: bool = False, +): + + data_tensor_array, _ = create_domain_tensor(domain_info_list) + + # if learning_rate is not None: + # optimizer_kwargs["lr"] = learning_rate + + gp_info_dict = { + "max_epoch": max_num_epochs, + "min_loss_threshold": min_loss_threshold, + "percent_cpu_usage": percent_cpu_usage, + "debug": debug, + } + + optimization_info_dict = { + "domain_tensor": data_tensor_array, + # "max_data_aqcuisitions": max_data_acquisitions, + "acquisition_type": acquisition_type, + "ei_threshold": ei_threshold, + "pi_threshold": pi_threshold, + # "save_filepath": save_filepath, + # "dataset_name": dataset_name, + } + + # # Create a fresh data set + # if initialize is True: + + # # need to implement this function *** + # X_train, y_train = collect_initial_data( + # DATA_FILEPATH, + # DATASET_NAME, + # data_tensor_array, + # ) + # # Load existing data set + # else: + + # # *** implement data loading logic/function + # input_data = [] + # output_data = [] + + # X_data_tensor = torch.tensor(input_data) + # y_data_tensor = torch.tensor(output_data) + + X_data_tensor = torch.tensor(X_init) + y_data_tensor = torch.tensor(y_init) + + # create Gaussian process model and perform initial training + # *** depending on information on noise from instruments, the likelihood can be further tuned with noise parameters + # likelihood = GaussianLikelihood() + model = GPModel(X_data_tensor, y_data_tensor, + # likelihood + ) + optimizer_fit = make_optimizer( + optim_class=optimizer_class, + params=model.parameters(), + **optimizer_kwargs + ) + gp_info_dict["optimizer"] = optimizer_fit + + # train_GP( + # model=model, + # X_train=X_data_tensor, + # y_train=y_data_tensor, + # **gp_info_dict, + # ) + + # next_data_point, mean, sigma | None + improvement_data, running = run_optimization( + model=model, + X_train=X_data_tensor, + y_train=y_data_tensor, + **gp_info_dict, + **optimization_info_dict + ) + + # deconstruct if able + # if improvement_data is not None: + # next_data_point, mean, sigma = improvement_data + # return next_data_point, mean.numpy(), sigma.numpy() + # else: + # return improvement_data + + return improvement_data, running diff --git a/demo_notebooks/advanced/a02-example_Bayesian_optimization_interface/gaussian_process_bayesian_optimization/gp_bayes_opt_helpers.py b/demo_notebooks/advanced/a02-example_Bayesian_optimization_interface/gaussian_process_bayesian_optimization/gp_bayes_opt_helpers.py new file mode 100644 index 00000000..43c09ee4 --- /dev/null +++ b/demo_notebooks/advanced/a02-example_Bayesian_optimization_interface/gaussian_process_bayesian_optimization/gp_bayes_opt_helpers.py @@ -0,0 +1,128 @@ +from typing import Optional, Type, TypeVar +import inspect + +import torch +import gpytorch + + +def assign_pytorch_device( + do_device_check: bool = True, +) -> torch.DeviceObjType: + """ + Dynamically assign which hardware to use for model training. + Supports CPU, Nvidia GPUs with CUDA, Intel GPUs with XPU, and AMD GPUs with ROCm. + Intel and AMD GPUs require a special version of pytorch and specific drivers, described in the links provided. + + * Not possible to have all types of GPUs simultaneously available in the same environment; each requires a distinct + Pytorch version + that is incompatible with the others. + + CPU / Nvidia GPU: + https://pytorch.org/get-started/locally/ + + Intel GPU: + https://docs.pytorch.org/docs/stable/notes/get_start_xpu.html + https://intel.github.io/intel-extension-for-pytorch/ + https://www.intel.com/content/www/us/en/developer/articles/technical/introducing-intel-extension-for-pytorch-for-gpus.html + + AMD GPU: + https://pytorch.org/blog/pytorch-for-amd-rocm-platform-now-available-as-python-package/ + https://rocm.docs.amd.com/projects/install-on-linux/en/latest/install/3rd-party/pytorch-install.html + https://rocm.docs.amd.com/projects/radeon/en/latest/docs/install/wsl/install-pytorch.html + + """ + if torch.xpu.is_available(): + device_count = list(range(torch.xpu.device_count())) + for device in device_count: + print(f'Device name [{device}]:', torch.xpu.get_device_name(device)) + device_str: str = "xpu" + # gpu_package = torch.xpu + elif torch.cuda.is_available(): # this checks for both Nvidia and AMD cards + device_count = list(range(torch.cuda.device_count())) + for device in device_count: + print(f'Device name [{device}]:', torch.cuda.get_device_name(device)) + device_str: str = "cuda" + # gpu_package = torch.xpu + else: + device_str: str = "cpu" + + device = torch.device(device_str) + + if do_device_check: + device_check(device) + + return device + + +D = TypeVar("D", torch.xpu, torch.cuda) + + +def device_check( + device: torch.DeviceObjType, + gpu_package: Optional[Type[D]] = None +): + print(f"PyTorch version: {torch.__version__}") + + # test CPU/GPU computation + x = torch.randn(1000, 1000, device=device) + y = torch.randn(1000, 1000, device=device) + result = torch.mm(x, y) # matrix multiplication test + + if gpu_package is not None: + print(f"GPU memory allocated by Pytorch: {gpu_package.memory_allocated()}") + print(f"Computation successful on: {result.device}") + + return None + + +# For more on optimizers see https://docs.pytorch.org/docs/stable/optim.html +T_Optim = TypeVar("T_Optim", bound=torch.optim.Optimizer) +# LBFGS, Adam; LBFGS generally converges faster, but uses +# more memory; The reverse is true of Adam +DEFAULT_OPTIMIZERS = { + torch.optim.Adam: {"lr": 1e-3}, + torch.optim.LBFGS: {"line_search_fn": "strong_wolfe"}, +} + + +def get_optimizer_with_defaults(optim_class: Type[T_Optim], params, **kwargs) -> T_Optim: + defaults = DEFAULT_OPTIMIZERS.get(optim_class, {}) + merged_kwargs = {**defaults, **kwargs} + return make_optimizer(optim_class, params, **merged_kwargs) + + +def make_optimizer( + optim_class: Type[T_Optim], + params, + **kwargs +) -> T_Optim: + signature = inspect.signature(optim_class.__init__) # init signature of the optimizer + filtered_kwargs = {key: value for key, value in kwargs.items() if key in signature.parameters} + # only pass kwargs that are in the signature + return optim_class(params, **filtered_kwargs) + + +### custom mean function, although using the ConstantMean() is considered best practice if little to no information is +# known about the surface being probed + + +# *** only expects 2 independent variables and 1 dependent variable output; can make more generalized to handle +# arbitrary dimension inputs/outputs later +class PolynomialMean(gpytorch.means.Mean): + def __init__(self, input_size, batch_shape=torch.Size()): + super().__init__() + # coefficients for the quadratic terms + self.register_parameter( + name='quadratic_coeffs', + parameter=torch.nn.Parameter(torch.randn(*batch_shape, input_size)), + ) + # bias term + self.register_parameter( + name='bias', + parameter=torch.nn.Parameter(torch.randn(*batch_shape, 1)), + ) + + def forward(self, x): + quadratic_terms = (x.pow(2) * self.quadratic_coeffs) # element-wise squaring and multiplication by coefficients + tensor_sum = quadratic_terms.sum(dim=-1) + self.bias # sum over feature dimension and add bias + return tensor_sum diff --git a/demo_notebooks/advanced/a03-example_Ax_optimizer.ipynb b/demo_notebooks/advanced/a03-example_Ax_optimizer.ipynb new file mode 100644 index 00000000..c10c24b2 --- /dev/null +++ b/demo_notebooks/advanced/a03-example_Ax_optimizer.ipynb @@ -0,0 +1,720 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "b9566b75", + "metadata": {}, + "source": [ + "# a03 Example - Bayesian Optimization using AX over Townsend Function" + ] + }, + { + "cell_type": "markdown", + "id": "d5405b4a", + "metadata": {}, + "source": [ + "# Install External Libraries for Optimizer Implementation" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "331cf8fe", + "metadata": {}, + "outputs": [], + "source": [ + "!python -m pip install ax-platform" + ] + }, + { + "cell_type": "markdown", + "id": "e53b5469", + "metadata": {}, + "source": [ + "# Imports" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "e56d150f", + "metadata": {}, + "outputs": [], + "source": [ + "import pyscan as ps\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "\n", + "from ax.api.client import Client\n", + "from ax.api.configs import RangeParameterConfig" + ] + }, + { + "cell_type": "markdown", + "id": "e8fb5c59", + "metadata": {}, + "source": [ + "## Setup devices" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "50416afe", + "metadata": {}, + "outputs": [], + "source": [ + "devices = ps.ItemAttribute()\n", + "\n", + "devices.v1 = ps.TestVoltage() # Device 1\n", + "devices.v2 = ps.TestVoltage() # Device 2" + ] + }, + { + "cell_type": "markdown", + "id": "23ba26a2", + "metadata": {}, + "source": [ + "## Define a measure function" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "37112f4e", + "metadata": {}, + "outputs": [], + "source": [ + "def voltage_response(v1, v2):\n", + " \"\"\"\n", + " Townsend function to optimize.\n", + " \"\"\"\n", + " return -np.cos((v1 - 0.1) * v2) ** 2 - v1 * np.sin(3 * v1 + v2)\n", + "\n", + "def get_voltage_data(expt):\n", + " \"\"\"\n", + " Reads the voltage from v1 and v2. Also adds a calculated voltage response to optimize.\n", + " \"\"\"\n", + "\n", + " runinfo = expt.runinfo\n", + " devices = expt.devices\n", + "\n", + " d = ps.ItemAttribute()\n", + "\n", + " d.v1_readout = devices.v1.voltage\n", + " d.v2_readout = devices.v2.voltage\n", + "\n", + " d.vf = voltage_response(d.v1_readout, d.v2_readout)\n", + "\n", + " return d" + ] + }, + { + "cell_type": "markdown", + "id": "79b2d418", + "metadata": {}, + "source": [ + "# Define live plot" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "b246e91f", + "metadata": {}, + "outputs": [], + "source": [ + "@ps.live_plot\n", + "def plot_optim_live(expt, x0, xf, y0, yf):\n", + " global fig, ax, cb0, cb1\n", + " x, y = np.mgrid[x0:xf:.01, y0:yf:.01]\n", + " z = np.array(voltage_response(np.ravel(x), np.ravel(y)))\n", + " z = z.reshape(x.shape)\n", + " opt_arg = np.unravel_index(np.argmax(z, axis=None), z.shape)\n", + " ax.set_xlim([x0, xf])\n", + " ax.set_ylim([y0, yf])\n", + " pcm = ax.pcolormesh(x, y, z, cmap='gist_heat')\n", + " scatter = ax.scatter(expt.v1_readout, expt.v2_readout, c=range(len(expt.v1_readout)),\n", + " cmap='viridis')\n", + " ax.scatter(x[opt_arg], y[opt_arg], marker='o', facecolors='none', color='r')\n", + " ax.set_box_aspect(1)\n", + " if cb0 is None and cb1 is None:\n", + " cb0 = fig.colorbar(scatter, label=\"optimizer step\")\n", + " cb1 = fig.colorbar(pcm, label=\"voltage response\")\n", + " else:\n", + " cb0.update_normal(scatter)\n", + " ax.legend([\"optimizer decision process\", \"optimum\"], loc='lower left', bbox_to_anchor=(.1, -.35))\n", + " ax.set_xlabel(\"v1_readout\")\n", + " ax.set_ylabel(\"v2_readout\")\n", + " ax.set_title(\"Optimization of Voltage Response\")" + ] + }, + { + "cell_type": "markdown", + "id": "634ffafe", + "metadata": {}, + "source": [ + "# Define runinfo" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "5cd4b96d", + "metadata": {}, + "outputs": [], + "source": [ + "runinfo = ps.RunInfo()\n", + "runinfo.measure_function = get_voltage_data" + ] + }, + { + "cell_type": "markdown", + "id": "d467f42e", + "metadata": {}, + "source": [ + "# Implement `AbstractOptimizeScan` with `AXOptimizeScan`" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "06f3a967", + "metadata": {}, + "outputs": [], + "source": [ + "class AXOptimizeScan(ps.AbstractOptimizeScan):\n", + " \"\"\"\n", + " AX Client API\n", + " \"\"\"\n", + "\n", + "\n", + " def __init__(self, initialization_dict, prop, optimizer_inputs, sample_function_output,\n", + " bounds_list,\n", + " initialization_scans=None,\n", + " dt=0., n_max=100,\n", + " global_improvement_threshold=1e-2,\n", + " global_improvement_index_window=10,\n", + " global_improvement_start_index=10,\n", + " extremum='min'):\n", + " \n", + " super().__init__(initialization_dict, prop, optimizer_inputs, sample_function_output,\n", + " dt=dt, n_max=n_max)\n", + "\n", + " self.init_scans = initialization_scans\n", + " if self.init_scans is not None: # additional non-optimized init pts after init_dict\n", + " self.init_scan_ct = len(self.init_scans) # idx to expt 1 after len for init_dict\n", + " self.complete_last_init_idx = self.init_scan_ct + 1 # 2 after len to complete last\n", + " else:\n", + " self.init_scan_ct = None\n", + " self.complete_last_init_idx = None\n", + " self.last_optim_idx = n_max - 1\n", + " self.gi_t = global_improvement_threshold\n", + " self.gi_i_w = global_improvement_index_window\n", + " self.gi_st_i = global_improvement_start_index\n", + " self.extremum = extremum\n", + " parameters = [\n", + " RangeParameterConfig(name=self.opt_in[i], parameter_type=\"float\", bounds=bounds_list[i])\n", + " for i in range(len(self.opt_in))\n", + " ]\n", + " self.client = Client()\n", + " self.client.configure_experiment(parameters=parameters)\n", + " match extremum:\n", + " case 'max':\n", + " self.objective = f\"{self.sample_f_out}\"\n", + " case 'min':\n", + " self.objective = f\"-{self.sample_f_out}\"\n", + " case _:\n", + " raise ValueError('Extremum must be max or min')\n", + " self.client.configure_optimization(objective=self.objective)\n", + "\n", + " self.proposed_trial_index = None\n", + " self.gi_latest_i = None\n", + "\n", + " def step_optimizer(self, index, experiment):\n", + " \n", + " def early_stop(f_out, f_out_best, index):\n", + " es = False\n", + " gi_d = f_out - f_out_best\n", + " if self.extremum == 'min':\n", + " gi_d *= -1\n", + " delta_over_threshold = gi_d > self.gi_t\n", + " if delta_over_threshold:\n", + " self.gi_latest_i = index\n", + " if self.gi_latest_i != None:\n", + " gi_i_d = index - self.gi_latest_i\n", + " index_delta_out_window = gi_i_d >= self.gi_i_w\n", + " stop_checking_started = index >= self.gi_st_i\n", + " es = index_delta_out_window and stop_checking_started\n", + " return es\n", + "\n", + " i_prev = index - 1\n", + "\n", + " if index == 1 \\\n", + " or (self.init_scan_ct is not None \\\n", + " and index <= self.complete_last_init_idx):\n", + " # load init pts into Client\n", + " parameters = {\n", + " measurement: experiment.__dict__[measurement][i_prev]\n", + " for measurement in self.opt_in\n", + " }\n", + " prev_trial_index = self.client.attach_trial(parameters=parameters)\n", + " f_out = experiment.__dict__[self.sample_f_out][i_prev]\n", + " raw_data = {self.sample_f_out: f_out}\n", + " self.client.complete_trial(trial_index=prev_trial_index, raw_data=raw_data)\n", + " else:\n", + " # load last proposed trial results into Client\n", + " best_parameters, best_prediction, best_index, best_name \\\n", + " = self.client.get_best_parameterization(use_model_predictions=False) # best before prev\n", + " prev_trial_index = self.proposed_trial_index\n", + " f_out = experiment.__dict__[self.sample_f_out][i_prev]\n", + " raw_data = {self.sample_f_out: f_out}\n", + " self.client.complete_trial(trial_index=prev_trial_index, raw_data=raw_data)\n", + " f_out_best = best_prediction[self.sample_f_out][0] # get mean from (mean, sem) of output\n", + " if index >= self.last_optim_idx or early_stop(f_out, f_out_best, index):\n", + " # if last optim: return best param and stop optim\n", + " f_in_next = [\n", + " best_parameters[measurement]\n", + " for measurement in self.opt_in\n", + " ]\n", + " self.running = False\n", + " print(f\"best param: {best_parameters}\")\n", + " return f_in_next\n", + "\n", + " if self.init_scan_ct is not None \\\n", + " and index <= self.init_scan_ct:\n", + " # get next point from init_scans\n", + " f_in_next = self.init_scans[i_prev] # init_scans idx 1 behind expt for init_dict\n", + " return f_in_next\n", + " else:\n", + " # get next point from Client\n", + " trials = self.client.get_next_trials(max_trials=1) # only 1 trial\n", + " for trial_index, parameters in trials.items(): # only 1 item\n", + " f_in_next = [\n", + " parameters[measurement]\n", + " for measurement in self.opt_in\n", + " ]\n", + " self.proposed_trial_index = trial_index\n", + " return f_in_next\n" + ] + }, + { + "cell_type": "markdown", + "id": "26e0e2e4", + "metadata": {}, + "source": [ + "# Instantiate OptimizeScan" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "f94525d2", + "metadata": {}, + "outputs": [], + "source": [ + "x0 = -2.5\n", + "xf = 2.5\n", + "y0 = -1.5\n", + "yf = 1.5" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "0748200c", + "metadata": {}, + "outputs": [], + "source": [ + "runinfo.scan0 = AXOptimizeScan({'v1': 0., 'v2': 0.}, 'voltage', ('v1_readout', 'v2_readout'), 'vf',\n", + " ((x0, xf), (y0, yf)),\n", + " initialization_scans=[[1, 1], [1, -1], [-1, 1], [-1, -1]],\n", + " dt=1., n_max=100,\n", + " global_improvement_threshold=1e-2,\n", + " global_improvement_index_window=20,\n", + " global_improvement_start_index=50,\n", + " extremum='max')" + ] + }, + { + "cell_type": "markdown", + "id": "d6ccc59b", + "metadata": {}, + "source": [ + "# Run Experiments" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "d92e7ed1", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "[INFO 01-12 18:50:38] ax.api.client: Trial 0 marked COMPLETED.\n", + "[INFO 01-12 18:50:40] ax.api.client: Trial 1 marked COMPLETED.\n", + "[INFO 01-12 18:50:41] ax.api.client: Trial 2 marked COMPLETED.\n", + "[INFO 01-12 18:50:42] ax.api.client: Trial 3 marked COMPLETED.\n", + "[INFO 01-12 18:50:43] ax.api.client: Trial 4 marked COMPLETED.\n", + "[INFO 01-12 18:50:43] ax.api.client: GenerationStrategy(name='Center+Sobol+MBM:fast', nodes=[CenterGenerationNode(next_node_name='Sobol'), GenerationNode(node_name='Sobol', generator_specs=[GeneratorSpec(generator_enum=Sobol, model_key_override=None)], transition_criteria=[MinTrials(transition_to='MBM'), MinTrials(transition_to='MBM')]), GenerationNode(node_name='MBM', generator_specs=[GeneratorSpec(generator_enum=BoTorch, model_key_override=None)], transition_criteria=[])]) chosen based on user input and problem structure.\n", + "[WARNING 01-12 18:50:43] ax.generation_strategy.generation_node: gen failed with error GenerationStrategy exceeded `MAX_GEN_ATTEMPTS` of 5 while trying to generate a unique parameterization. This indicates that the search space has likely been fully explored, or that the sweep has converged., switching to fallback model with generator_enum Generators.SOBOL\n", + "[INFO 01-12 18:50:43] ax.api.client: Generated new trial 5 with parameters {'v1_readout': -0.157125, 'v2_readout': -1.272515} using GenerationNode CenterOfSearchSpace.\n", + "[INFO 01-12 18:50:44] ax.api.client: Trial 5 marked COMPLETED.\n", + "[INFO 01-12 18:50:44] ax.api.client: Generated new trial 6 with parameters {'v1_readout': 2.106328, 'v2_readout': -0.487156} using GenerationNode Sobol.\n", + "[INFO 01-12 18:50:45] ax.api.client: Trial 6 marked COMPLETED.\n", + "[INFO 01-12 18:50:46] ax.api.client: Generated new trial 7 with parameters {'v1_readout': -1.315352, 'v2_readout': -1.304169} using GenerationNode MBM.\n", + "[INFO 01-12 18:50:47] ax.api.client: Trial 7 marked COMPLETED.\n", + "[INFO 01-12 18:50:48] ax.api.client: Generated new trial 8 with parameters {'v1_readout': -1.893328, 'v2_readout': -1.253974} using GenerationNode MBM.\n", + "[INFO 01-12 18:50:49] ax.api.client: Trial 8 marked COMPLETED.\n", + "[INFO 01-12 18:50:52] ax.api.client: Generated new trial 9 with parameters {'v1_readout': -1.1897, 'v2_readout': -1.5} using GenerationNode MBM.\n", + "[INFO 01-12 18:50:53] ax.api.client: Trial 9 marked COMPLETED.\n", + "[INFO 01-12 18:50:55] ax.api.client: Generated new trial 10 with parameters {'v1_readout': -1.25019, 'v2_readout': -0.889913} using GenerationNode MBM.\n", + "[INFO 01-12 18:50:56] ax.api.client: Trial 10 marked COMPLETED.\n", + "[INFO 01-12 18:50:57] ax.api.client: Generated new trial 11 with parameters {'v1_readout': 1.766486, 'v2_readout': 0.6518} using GenerationNode MBM.\n", + "[INFO 01-12 18:50:58] ax.api.client: Trial 11 marked COMPLETED.\n", + "[INFO 01-12 18:51:00] ax.api.client: Generated new trial 12 with parameters {'v1_readout': 2.262499, 'v2_readout': 0.897931} using GenerationNode MBM.\n", + "[INFO 01-12 18:51:01] ax.api.client: Trial 12 marked COMPLETED.\n", + "[INFO 01-12 18:51:02] ax.api.client: Generated new trial 13 with parameters {'v1_readout': 1.787326, 'v2_readout': -0.539207} using GenerationNode MBM.\n", + "[INFO 01-12 18:51:03] ax.api.client: Trial 13 marked COMPLETED.\n", + "[INFO 01-12 18:51:04] ax.api.client: Generated new trial 14 with parameters {'v1_readout': 1.912736, 'v2_readout': -1.301717} using GenerationNode MBM.\n", + "[INFO 01-12 18:51:05] ax.api.client: Trial 14 marked COMPLETED.\n", + "[INFO 01-12 18:51:07] ax.api.client: Generated new trial 15 with parameters {'v1_readout': 1.86636, 'v2_readout': -0.859038} using GenerationNode MBM.\n", + "[INFO 01-12 18:51:08] ax.api.client: Trial 15 marked COMPLETED.\n", + "[INFO 01-12 18:51:09] ax.api.client: Generated new trial 16 with parameters {'v1_readout': 1.904667, 'v2_readout': -0.661368} using GenerationNode MBM.\n", + "[INFO 01-12 18:51:10] ax.api.client: Trial 16 marked COMPLETED.\n", + "[INFO 01-12 18:51:12] ax.api.client: Generated new trial 17 with parameters {'v1_readout': 0.613594, 'v2_readout': 1.5} using GenerationNode MBM.\n", + "[INFO 01-12 18:51:13] ax.api.client: Trial 17 marked COMPLETED.\n", + "[INFO 01-12 18:51:14] ax.api.client: Generated new trial 18 with parameters {'v1_readout': 1.428157, 'v2_readout': 1.5} using GenerationNode MBM.\n", + "[INFO 01-12 18:51:15] ax.api.client: Trial 18 marked COMPLETED.\n", + "[INFO 01-12 18:51:17] ax.api.client: Generated new trial 19 with parameters {'v1_readout': -2.5, 'v2_readout': 1.5} using GenerationNode MBM.\n", + "[INFO 01-12 18:51:18] ax.api.client: Trial 19 marked COMPLETED.\n", + "[INFO 01-12 18:51:20] ax.api.client: Generated new trial 20 with parameters {'v1_readout': 1.787423, 'v2_readout': -1.011018} using GenerationNode MBM.\n", + "[INFO 01-12 18:51:21] ax.api.client: Trial 20 marked COMPLETED.\n", + "[INFO 01-12 18:51:22] ax.api.client: Generated new trial 21 with parameters {'v1_readout': -1.948788, 'v2_readout': 1.5} using GenerationNode MBM.\n", + "[INFO 01-12 18:51:24] ax.api.client: Trial 21 marked COMPLETED.\n", + "[INFO 01-12 18:51:25] ax.api.client: Generated new trial 22 with parameters {'v1_readout': -2.128526, 'v2_readout': 0.676007} using GenerationNode MBM.\n", + "[INFO 01-12 18:51:26] ax.api.client: Trial 22 marked COMPLETED.\n", + "[INFO 01-12 18:51:28] ax.api.client: Generated new trial 23 with parameters {'v1_readout': 1.547866, 'v2_readout': -1.5} using GenerationNode MBM.\n", + "[INFO 01-12 18:51:29] ax.api.client: Trial 23 marked COMPLETED.\n", + "[INFO 01-12 18:51:31] ax.api.client: Generated new trial 24 with parameters {'v1_readout': -1.75798, 'v2_readout': 0.617607} using GenerationNode MBM.\n", + "[INFO 01-12 18:51:32] ax.api.client: Trial 24 marked COMPLETED.\n", + "[INFO 01-12 18:51:34] ax.api.client: Generated new trial 25 with parameters {'v1_readout': -1.584801, 'v2_readout': 0.071434} using GenerationNode MBM.\n", + "[INFO 01-12 18:51:36] ax.api.client: Trial 25 marked COMPLETED.\n", + "[INFO 01-12 18:51:38] ax.api.client: Generated new trial 26 with parameters {'v1_readout': -1.659267, 'v2_readout': 1.058013} using GenerationNode MBM.\n", + "[INFO 01-12 18:51:39] ax.api.client: Trial 26 marked COMPLETED.\n", + "[INFO 01-12 18:51:41] ax.api.client: Generated new trial 27 with parameters {'v1_readout': -1.890052, 'v2_readout': 0.822765} using GenerationNode MBM.\n", + "[INFO 01-12 18:51:42] ax.api.client: Trial 27 marked COMPLETED.\n", + "[INFO 01-12 18:51:44] ax.api.client: Generated new trial 28 with parameters {'v1_readout': 1.386052, 'v2_readout': 0.591642} using GenerationNode MBM.\n", + "[INFO 01-12 18:51:45] ax.api.client: Trial 28 marked COMPLETED.\n", + "[INFO 01-12 18:51:47] ax.api.client: Generated new trial 29 with parameters {'v1_readout': 1.914102, 'v2_readout': -0.921635} using GenerationNode MBM.\n", + "[INFO 01-12 18:51:48] ax.api.client: Trial 29 marked COMPLETED.\n", + "[INFO 01-12 18:51:50] ax.api.client: Generated new trial 30 with parameters {'v1_readout': 2.5, 'v2_readout': -1.465166} using GenerationNode MBM.\n", + "[INFO 01-12 18:51:51] ax.api.client: Trial 30 marked COMPLETED.\n", + "[INFO 01-12 18:51:53] ax.api.client: Generated new trial 31 with parameters {'v1_readout': -0.206352, 'v2_readout': 1.5} using GenerationNode MBM.\n", + "[INFO 01-12 18:51:54] ax.api.client: Trial 31 marked COMPLETED.\n", + "[INFO 01-12 18:51:56] ax.api.client: Generated new trial 32 with parameters {'v1_readout': -1.912667, 'v2_readout': 0.90659} using GenerationNode MBM.\n", + "[INFO 01-12 18:51:57] ax.api.client: Trial 32 marked COMPLETED.\n", + "[INFO 01-12 18:52:00] ax.api.client: Generated new trial 33 with parameters {'v1_readout': -1.895912, 'v2_readout': 0.710071} using GenerationNode MBM.\n", + "[INFO 01-12 18:52:01] ax.api.client: Trial 33 marked COMPLETED.\n", + "[INFO 01-12 18:52:03] ax.api.client: Generated new trial 34 with parameters {'v1_readout': 0.657428, 'v2_readout': 0.233307} using GenerationNode MBM.\n", + "[INFO 01-12 18:52:04] ax.api.client: Trial 34 marked COMPLETED.\n", + "[INFO 01-12 18:52:07] ax.api.client: Generated new trial 35 with parameters {'v1_readout': 1.952113, 'v2_readout': -0.948352} using GenerationNode MBM.\n", + "[INFO 01-12 18:52:08] ax.api.client: Trial 35 marked COMPLETED.\n", + "[INFO 01-12 18:52:10] ax.api.client: Generated new trial 36 with parameters {'v1_readout': 0.444754, 'v2_readout': -1.5} using GenerationNode MBM.\n", + "[INFO 01-12 18:52:11] ax.api.client: Trial 36 marked COMPLETED.\n", + "[INFO 01-12 18:52:14] ax.api.client: Generated new trial 37 with parameters {'v1_readout': 1.897798, 'v2_readout': -0.907845} using GenerationNode MBM.\n", + "[INFO 01-12 18:52:15] ax.api.client: Trial 37 marked COMPLETED.\n", + "[INFO 01-12 18:52:18] ax.api.client: Generated new trial 38 with parameters {'v1_readout': 1.927576, 'v2_readout': -0.928971} using GenerationNode MBM.\n", + "[INFO 01-12 18:52:19] ax.api.client: Trial 38 marked COMPLETED.\n", + "[INFO 01-12 18:52:21] ax.api.client: Generated new trial 39 with parameters {'v1_readout': -0.606521, 'v2_readout': 0.105659} using GenerationNode MBM.\n", + "[INFO 01-12 18:52:23] ax.api.client: Trial 39 marked COMPLETED.\n", + "[INFO 01-12 18:52:25] ax.api.client: Generated new trial 40 with parameters {'v1_readout': 1.911572, 'v2_readout': -0.904339} using GenerationNode MBM.\n", + "[INFO 01-12 18:52:26] ax.api.client: Trial 40 marked COMPLETED.\n", + "[INFO 01-12 18:52:29] ax.api.client: Generated new trial 41 with parameters {'v1_readout': -2.5, 'v2_readout': -1.5} using GenerationNode MBM.\n", + "[INFO 01-12 18:52:30] ax.api.client: Trial 41 marked COMPLETED.\n", + "[INFO 01-12 18:52:33] ax.api.client: Generated new trial 42 with parameters {'v1_readout': 1.907266, 'v2_readout': -0.926731} using GenerationNode MBM.\n", + "[INFO 01-12 18:52:34] ax.api.client: Trial 42 marked COMPLETED.\n", + "c:\\Users\\djbasil\\AppData\\Local\\miniconda3\\envs\\pstapc\\Lib\\site-packages\\botorch\\optim\\optimize.py:789: RuntimeWarning:\n", + "\n", + "Optimization failed in `gen_candidates_scipy` with the following warning(s):\n", + "[OptimizationWarning('Optimization failed within `scipy.optimize.minimize` with status 2 and message ABNORMAL: .')]\n", + "Trying again with a new set of initial conditions.\n", + "\n", + "c:\\Users\\djbasil\\AppData\\Local\\miniconda3\\envs\\pstapc\\Lib\\site-packages\\botorch\\optim\\optimize.py:789: RuntimeWarning:\n", + "\n", + "Optimization failed on the second try, after generating a new set of initial conditions.\n", + "\n", + "[INFO 01-12 18:52:38] ax.api.client: Generated new trial 43 with parameters {'v1_readout': 1.841845, 'v2_readout': 1.5} using GenerationNode MBM.\n", + "[INFO 01-12 18:52:39] ax.api.client: Trial 43 marked COMPLETED.\n", + "[INFO 01-12 18:52:42] ax.api.client: Generated new trial 44 with parameters {'v1_readout': 1.090133, 'v2_readout': 1.5} using GenerationNode MBM.\n", + "[INFO 01-12 18:52:43] ax.api.client: Trial 44 marked COMPLETED.\n", + "[INFO 01-12 18:52:46] ax.api.client: Generated new trial 45 with parameters {'v1_readout': 1.91864, 'v2_readout': -0.939483} using GenerationNode MBM.\n", + "[INFO 01-12 18:52:47] ax.api.client: Trial 45 marked COMPLETED.\n", + "c:\\Users\\djbasil\\AppData\\Local\\miniconda3\\envs\\pstapc\\Lib\\site-packages\\botorch\\optim\\optimize.py:789: RuntimeWarning:\n", + "\n", + "Optimization failed in `gen_candidates_scipy` with the following warning(s):\n", + "[OptimizationWarning('Optimization failed within `scipy.optimize.minimize` with status 2 and message ABNORMAL: .')]\n", + "Trying again with a new set of initial conditions.\n", + "\n", + "[INFO 01-12 18:52:52] ax.api.client: Generated new trial 46 with parameters {'v1_readout': 1.906982, 'v2_readout': -0.914677} using GenerationNode MBM.\n", + "[INFO 01-12 18:52:53] ax.api.client: Trial 46 marked COMPLETED.\n", + "c:\\Users\\djbasil\\AppData\\Local\\miniconda3\\envs\\pstapc\\Lib\\site-packages\\botorch\\optim\\optimize.py:789: RuntimeWarning:\n", + "\n", + "Optimization failed in `gen_candidates_scipy` with the following warning(s):\n", + "[OptimizationWarning('Optimization failed within `scipy.optimize.minimize` with status 2 and message ABNORMAL: .')]\n", + "Trying again with a new set of initial conditions.\n", + "\n", + "c:\\Users\\djbasil\\AppData\\Local\\miniconda3\\envs\\pstapc\\Lib\\site-packages\\botorch\\optim\\optimize.py:789: RuntimeWarning:\n", + "\n", + "Optimization failed on the second try, after generating a new set of initial conditions.\n", + "\n", + "[INFO 01-12 18:52:57] ax.api.client: Generated new trial 47 with parameters {'v1_readout': 1.92128, 'v2_readout': -0.916441} using GenerationNode MBM.\n", + "[INFO 01-12 18:52:58] ax.api.client: Trial 47 marked COMPLETED.\n", + "[INFO 01-12 18:53:01] ax.api.client: Generated new trial 48 with parameters {'v1_readout': -2.5, 'v2_readout': -0.354564} using GenerationNode MBM.\n", + "[INFO 01-12 18:53:02] ax.api.client: Trial 48 marked COMPLETED.\n", + "c:\\Users\\djbasil\\AppData\\Local\\miniconda3\\envs\\pstapc\\Lib\\site-packages\\botorch\\optim\\optimize.py:789: RuntimeWarning:\n", + "\n", + "Optimization failed in `gen_candidates_scipy` with the following warning(s):\n", + "[OptimizationWarning('Optimization failed within `scipy.optimize.minimize` with status 2 and message ABNORMAL: .'), OptimizationWarning('Optimization failed within `scipy.optimize.minimize` with status 2 and message ABNORMAL: .')]\n", + "Trying again with a new set of initial conditions.\n", + "\n", + "c:\\Users\\djbasil\\AppData\\Local\\miniconda3\\envs\\pstapc\\Lib\\site-packages\\botorch\\optim\\optimize.py:789: RuntimeWarning:\n", + "\n", + "Optimization failed on the second try, after generating a new set of initial conditions.\n", + "\n", + "[INFO 01-12 18:53:07] ax.api.client: Generated new trial 49 with parameters {'v1_readout': 1.912228, 'v2_readout': -0.935063} using GenerationNode MBM.\n", + "[INFO 01-12 18:53:08] ax.api.client: Trial 49 marked COMPLETED.\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "best param: {'v1_readout': 1.9212798636015878, 'v2_readout': -0.9164412275856197}\n", + "Stopping Experiment\n" + ] + } + ], + "source": [ + "expt = ps.Experiment(runinfo, devices)\n", + "expt.start_thread()" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "31839c1b", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots()\n", + "cb0 = cb1 = None\n", + "try:\n", + " plot_optim_live(expt, x0, xf, y0, yf)\n", + "except KeyboardInterrupt:\n", + " expt.stop()" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "c78f8189", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'runinfo': ,\n", + " 'devices': ,\n", + " 'expt_thread': ,\n", + " 'iteration': array([ 0., 1., 2., 3., 4., 5., 6., 7., 8., 9., 10., 11., 12.,\n", + " 13., 14., 15., 16., 17., 18., 19., 20., 21., 22., 23., 24., 25.,\n", + " 26., 27., 28., 29., 30., 31., 32., 33., 34., 35., 36., 37., 38.,\n", + " 39., 40., 41., 42., 43., 44., 45., 46., 47., 48., 49., 50.]),\n", + " 'v1_readout': array([ 0. , 1. , 1. , -1. , -1. ,\n", + " -0.15712455, 2.10632771, -1.31535154, -1.89332775, -1.18970046,\n", + " -1.25018995, 1.76648618, 2.26249892, 1.78732559, 1.91273609,\n", + " 1.86636041, 1.90466681, 0.61359419, 1.42815659, -2.5 ,\n", + " 1.78742319, -1.94878752, -2.12852639, 1.54786572, -1.75797988,\n", + " -1.58480127, -1.6592673 , -1.89005216, 1.38605216, 1.91410188,\n", + " 2.5 , -0.2063524 , -1.91266671, -1.89591182, 0.65742822,\n", + " 1.95211251, 0.44475392, 1.89779772, 1.92757648, -0.60652139,\n", + " 1.91157237, -2.5 , 1.90726644, 1.84184483, 1.0901326 ,\n", + " 1.91863953, 1.90698211, 1.92127986, -2.5 , 1.91222778,\n", + " 1.92127986]),\n", + " 'v2_readout': array([ 0. , 1. , -1. , 1. , -1. ,\n", + " -1.27251457, -0.48715603, -1.30416892, -1.25397413, -1.5 ,\n", + " -0.88991326, 0.65180044, 0.89793072, -0.53920663, -1.3017167 ,\n", + " -0.85903764, -0.66136828, 1.5 , 1.5 , 1.5 ,\n", + " -1.01101824, 1.5 , 0.67600724, -1.5 , 0.61760677,\n", + " 0.07143427, 1.05801302, 0.82276499, 0.59164232, -0.92163519,\n", + " -1.46516612, 1.5 , 0.90659044, 0.71007063, 0.23330733,\n", + " -0.94835151, -1.5 , -0.90784467, -0.92897088, 0.10565948,\n", + " -0.90433897, -1.5 , -0.92673142, 1.5 , 1.5 ,\n", + " -0.93948322, -0.91467689, -0.91644123, -0.35456409, -0.93506263,\n", + " -0.91644123]),\n", + " 'vf': array([-1. , 0.37040354, -1.29569638, -1.11504687, 0.55105305,\n", + " -1.05148648, 0.60606795, 1.0558805 , -1.78840925, 0.98822542,\n", + " 1.11670267, 0.3586319 , -2.36186138, 1.39958719, 1.33692423,\n", + " 1.86279513, 1.65978816, -0.39358949, 0.51574316, 0.17156104,\n", + " 1.65395317, 0.8243666 , 1.15096042, -0.31665291, 1.58648886,\n", + " 0.59853043, 1.08273882, 1.86843234, 0.86057693, 1.8926963 ,\n", + " -0.25146087, -0.64411729, 1.83605906, 1.80619794, -1.51253812,\n", + " 1.88081481, -0.68220456, 1.88896517, 1.8923122 , -1.59475882,\n", + " 1.89373535, -1.55727392, 1.88996303, -1.9905855 , 1.08098991,\n", + " 1.88939877, 1.89187433, 1.89416461, -2.86521918, 1.88938388,\n", + " 1.89416461])}" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "expt.__dict__" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "6821149d", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(list(zip(expt.v1_readout, expt.v2_readout)))\n", + "plt.legend(['v1', 'v2'])\n", + "plt.xlabel(\"optimizer step\")\n", + "plt.ylabel(\"voltage input readout\")\n", + "plt.title(\"Voltage Input Readouts as a Function of Optimizer Step\");" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "d1ca3a00", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(expt.vf)\n", + "plt.xlabel(\"optimizer step\")\n", + "plt.ylabel(\"voltage response\")\n", + "plt.title(\"Voltage Response as a Function of Optimizer Step\");" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "95389611", + "metadata": {}, + "outputs": [], + "source": [ + "def plot_optim_pcm(x0, xf, y0, yf):\n", + " fig, ax = plt.subplots()\n", + " x, y = np.mgrid[x0:xf:.01, y0:yf:.01]\n", + " z = np.array(voltage_response(np.ravel(x), np.ravel(y)))\n", + " z = z.reshape(x.shape)\n", + " opt_arg = np.unravel_index(np.argmax(z, axis=None), z.shape)\n", + " ax.set_xlim([x0, xf])\n", + " ax.set_ylim([y0, yf])\n", + " pcm = ax.pcolormesh(x, y, z, cmap='gist_heat')\n", + " scatter = ax.scatter(expt.v1_readout, expt.v2_readout, c=range(len(expt.v1_readout)),\n", + " cmap='viridis')\n", + " ax.scatter(x[opt_arg], y[opt_arg], marker='o', facecolors='none', color='r')\n", + " ax.set_box_aspect(1)\n", + " fig.colorbar(scatter, label=\"optimizer step\")\n", + " fig.colorbar(pcm, label=\"voltage response\")\n", + " ax.legend([\"optimizer decision process\", \"optimum\"], loc='lower left', bbox_to_anchor=(.1, -.35))\n", + " ax.set_xlabel(\"v1_readout\")\n", + " ax.set_ylabel(\"v2_readout\")\n", + " ax.set_title(\"Optimization of Voltage Response\")" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "056e6892", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAjoAAAHZCAYAAACPcJFxAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjYsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvq6yFwwAAAAlwSFlzAAAPYQAAD2EBqD+naQABAABJREFUeJzsfQe0JFXxfk14b3NmAwvLskvOIEHJQaJKBkVRUAH/KKISVDCgmDBiRJIKYvipIKKCgqDknHNa4i67LLtsTi/M9P/UfVO91TV1b9+e6Zk3b15/5/Tp7tu340zf/m7VV3VzQRAEkCFDhgwZMmTI0IbI9/cFZMiQIUOGDBkyNAoZ0cmQIUOGDBkytC0yopMhQ4YMGTJkaFtkRCdDhgwZMmTI0LbIiE6GDBkyZMiQoW2REZ0MGTJkyJAhQ9siIzoZMmTIkCFDhrZFRnQyZMiQIUOGDG2LjOhkyJAhQ4YMGdoWGdHJkCFDhgwZMrQtMqKTIUOGDBkyZIjF17/+dcjlcpFp8803D7evWbMGTjvtNJgwYQKMHDkSjj76aJg/fz70NzKikyFDhgwZMmTwwlZbbQXz5s0Lp7vuuivcdsYZZ8A///lPuPrqq+H222+HuXPnwlFHHQX9jWJ/X0CGDBkyZMiQYWCgWCzClClTqsqXLl0Kv/71r+GPf/wj7LfffqbsiiuugC222ALuu+8+eNe73gX9hYzoZMiQIUOGhgJdGt3d3akcq7OzE4YOHQqDHWk90yAIjAuKY8iQIWbS8OKLL8LUqVPNb7DrrrvCBRdcABtssAE8/PDD0NPTA/vvv39YF91auO3ee+/NiE6GDBkyZGjfD/KMGTPgzTffTOV4aE145ZVXBjXZMc90+kh4861S3ccaOXIkrFixIlL2ta99zehxJN75znfClVdeCZtttplxW51//vmw5557wlNPPWV+XyShY8eOjewzefLk1H77WpERnQwZMmTI0DCg1QE/dLNnz4bRo0fXdaxly5bBtGnTzDEHM9Exz/StErz28IYwelTtUttly8swfcdXq34bmzXnkEMOCZe33XZbQ3ymT58Of/nLX2DYsGHQqsiIToYMGTJkaDhGjxxuprpQ7k3rctoCI0flzFQrytC3L5KcWkgoWm823XRTmDVrFhxwwAGGgC1ZsiRi1cGoK03T00xkUVcZMmTIkKHxQJKSxpQhRCko1z3VA3R5vfTSS7DuuuvCjjvuCB0dHfDf//433P7888/D66+/brQ8/YmM6AwioG8VRWevvvpq6nkVmo3+Om8S9Pb2whe+8AVjas/n83DEEUc07dwD4flkyJBhYOHss882YeP4DbnnnnvgyCOPhEKhAB/84AdhzJgxcNJJJ8GZZ54Jt956qxEnf+xjHzMkpz+FyIiM6PQjnn76afjwhz8M6623nvGJopL9+OOPN+X14Dvf+Q5cd911MNCxatUq88G+7bbbYCDiN7/5DfzgBz+AY445Bn7729+aHBMSb731lgnXxP+BDcuXLzf+73rzUQyU/wX+3jwhGTakkyZNMs/x2Wef7e/Ly1ArMotO6ihDUPeUBHPmzDGkBsXI73//+01iQAwdnzhxotn+4x//GN73vveZRIF77bWXcVlde+210N/IBRhblqHpwB8f/zDjx483LBijEpAlYx6Ct99+G/70pz8Ztlyrih4/CmjB4SiVSib8D0lVWr19tFrg1Ahh4MKFC80LpEUANPK8aeG4444zybSwcXABBX5YD33Zw4dXaxiQJH30ox+Fv/71r95kB58XRkTw19v2v2hForPvvvvCZz7zGdh5553Nf/aJJ56ASy65BEaMGGEiPPrb558hmYAYe/tL57+Wihh5zOTpJmdLvcdqh2c69/n16xYjT91sTts/z0yM3A9An+ZHPvIRmDlzJtxxxx0hG0Z89rOfNeF6uB0bd6yTFrBnjFOaQGsETs1Gf503CdBaI0MtNaAV78Ybb4R//OMfhhxJYAIubNTe+973wmACvgdIzAjYi/zkJz8JV111lXEJZsiQIYMPMtdVPwDdGeiWueyyyyIkB7HOOuvApZdeCitXroTvf//7VZqL5557zpgMkX2j2RCJEeZUIGAd3BetAGT6R2uATaOz4YYbGlMj9qJ32mkn4yLZZpttQncRWp5wHS0nKDZ79NFHnVoQPJccC4UmssqgMv+8884zx8MPOPbS8aOGfl0CXiM9G7RMyGNoGhS08Hzzm9+EjTbayFit8N6+9KUvQVdXV6Qe3TNaUXbZZRdzb0go8QPqA3y+Z511ltHe4HnwA/zDH/4wtJ7gteO14f2gG5Ku3eaCQ8sdPgMkNBpZQnEffvAp5BPTq+Ozw98K/y/o9nrjjTec1+z6X7z22mvwqU99ytwHHhP/V8cee6yq5ULyvffee5t666+/PnzrW98y2U817de///1v87vivY0aNcoQtXrcsngs6ihw4L1//OMfN/k68Blhinp0G0r8/Oc/N9vQajZu3Djzf+fP3Pcda8R/Da1W+D/fZJNNTB087x577AE333xzpB5eG/4X0BKM9fAekCAPCJRLKbiu6s8b004oBUHd02BAa3eJ2xQ4Fgg2gNRwS6BvE7ffcMMNVduwAcZtmI0SfaM/+9nPYPHixWHD+bvf/Q5OPvlk06h+4hOfMGXYGLuAoYEf+tCH4P/9v/9nPpr40T700EONqwAbb/wIIvCceH5U0qO4VgMeg2fGRKC14g9/+IPRWZDZ9Ve/+pVx3Z1yyilGg4Iuu4MOOggeeOAB2H777Q3Jufjii00PHokAuWwwd4MNeN/4IccPARKR+++/31wz6jr+9re/Vd0z1kO34Yknnmg+jPjhRwKBH0MbkMwcdthhhsTgvnitN910E3z+8583H1z0UeO14+/w7W9/20Ql4DUgMBW6BiQChx9+OFxzzTWwaNEi8xEj/PnPfzYuR7T6EFlFgR+6dPC46O766U9/CnfffbchoTYLkut/8eCDDxphIVqTkLwgYcFnv88++8AzzzwTutPw/tClhGTg3HPPNdeNv6OWcwPPh88Vf9Pvfe97htjjMfHjjdeJ/+GkICKFJIWA949CR7ymT3/60+bZI8HC3wb/Z5/73OdMvcsvv9y4wvA3J+KCpA3/I/jfT/KONeK/hiQL96ffCK/9oYcegkceecSE7SKQJO6+++5G03fOOeeY54/5S1Dkjm7NWl3dTUMaGptMoxNBLTobjnr2HVBAjU6G5mHJkiX4zwoOP/xwZ73DDjvM1Fu2bJlZ/9rXvmbWsZzjU5/6lCl//PHHw7IRI0YEJ554YtUxr7jiClP3lVdeCcumT59uyu65556w7KabbjJlw4YNC1577bWw/NJLLzXlt956a1hG12XDiy++GIwZMyY44IADgt7eXlOG866urki9xYsXB5MnTw4+/vGPh2ULFiwwx8ZzSMjzPvbYY2b95JNPjtQ7++yzTfn//ve/qnu+4447wrK33norGDJkSHDWWWcFLlx33XVm329961uR8mOOOSbI5XLBrFmzwrK999472GqrrQIf3HDDDea4+Iw53vWudwXrrbdeUCqVgu7u7mDSpEnB1ltvHaxevTqsc/3115t9zzvvPOvzcf0vVq1aVVV27733mv2vuuqqsOz000839/joo4+GZW+//XYwfvz4yP9q+fLlwdixY4NTTjklcsw333zT/BdkuQT+v/B4v/nNb8x/YO7cucGNN94YbLzxxub8DzzwQFj3pJNOCtZdd91g4cKFkWMcd9xx5lx0b/i+xf0Wvu9YI/5r2223XfDe977XeX3vfve7g2222SZYs2ZNWFYul4Pddtst2GSTTYJWxdKlS80zWDr7mSBYOruuCY9hjrV0aTCYQc/0lefWDRa+sV7N0yvPrTsonmfmumoy0HqBQFO+C7Qde3Ycp512WmT99NNPN/N//etfNV/TlltuGclzgNkuETgwG45TIstffvllr+OiqwR7mdgD/7//+79QH4RzTBWOKJfLxoqBrgA0w2MPthbQ/WNoIwf2thHSOob3zC1qaAlA103cveF58PrROiDPg9YetCbUggMPPNBcA3elYJp7tCig5QstaNjDR1cWWti4CBtdQjimjGYB9AHPaIouFBTDb7zxxsY6xH8PtMzh/wStWAS0PpG1iYDuFkwahteNgnKa8Lnhf4i7KF1AdxQ+E4xGPPjgg41gEi1FaM1C4PNGSwZaH3GZnwstSVifrh/vBUXhaL2KQ9w71oj/Gl4fWmxwHCEN+I7873//M9YmbEPoPvG3wnvF/eLclxkyDFZkrqsmgwgMEZ6khAh9+BzofsCPYD25cTiZQaBuBoEaFK0czfg+QLcU6inQLYKaAw40+//oRz8ymgP8uBIw+qwWoM4EnwN+oDkwOgc/Irjddc8IJGRx94bHwQ+v/F3ILSXP4wsUVn/gAx+AX/7yl+aDhe4JIj1EJOjY+JGUQKKDOpBasHr1auM2Qa0NnptHaiFZIOD5tcRf8pnTx5pGMJbwje5AHRcSBHT/oTsIIxG5y3TBggWGUKHWDScNSAwRX/ziF+GWW24xbiG8XiSW6LJCV5BE3DvWiP/aN77xDeO+xCyzW2+9tSF2GJBArlp0f+Hv8tWvftVMtnvF/03LInNdpY7MdeWHjOg0GUgWMIsk6gNcwO3YaMV9FNIIE7dFYtnKfTISoG4ErTi///3vIxYABJahRgG1BahtQe0Ongs/tlJomhS+z6Oee2sUUB/1i1/8wjw3TMyFc7QGyOeXNtBigSQH9SxIZPA/is8RNTtocUsK2getL1oYuG+0HIrgSe+F/xXU+SB5Rp0PknA6Dz431L5oIKKARBS1Zddff72xTKElCEklkikUAdfyn0rzv4a6PPzv//3vf4f//Oc/RvuEei/UyaFuh+4V/xdowdEgiVfLISM6qaNeQXEpEyNnaBQwCgPFkdgDx0Zb4s477zS9RxT2SmBvmVs9sKeHjSAXd/Z3Rly8fmyQ8cMp3RoIFN1i5AlGdPFrxXw5HEnuAweWw+eAz4eLflGsir1+3J4G8DhoGUCLG7fqoGWKttcKdOug9QAtOShARVcGCpr5uRH4wZbWEiyLO7fteeLvgUQBLWwEFOvic+PA4+P/TUKWkcgZCawUpteD7373u8ayg88ECQC6gPA3QLG2z3lQvItWM5ww8g8F7ngsFFZzV2DcO9ao/xq6AVFojhNasZD8oEgZiQ6lmcAU+2k+0wwZBgMyjU4/AK0YqItAIoM+dumLP/XUU02kC9aTuOiii6pCZuWostigy49UszBv3jyjI0ACh2H0rh4u79Fi1Mq9994bqUfRPj738p73vMfMf/KTn0TKL7zwQjNPKwcNngc/rGh54cDeNxIJ/jvUAiSGGJWEpA+PxyOCUMOE5AE/8jyMGXVBGO0Td4+2/wX+HtKShf8rvE8OtCTgb/TYY49F/q8YUSfroSUSMzFztyR3OdUCJFCYcRUjz3A0bLxuXEfrDCYRdJ1HvmeoEUNrGd63vMa4d6wR/zV5fZjcES009Dvj745RcJh6At8x1722LIIUwsvxGBlClFOYBgMyi04/ADUAqFHBjxqa52VmZBQZottCCwtHgSqGN6MPHz866AbCj+F2220X1sGwVbQ6YMOLehI8NgmJGw0U6WKjiwndUFMh3Qg4oUULrTkoVMaPAt4Tfrzxw4M9WQKSQSzDEGvULmCPF/ULOEng/aNVArUa+DHHXC8Yqo7PGd0eGBadBlD4isf68pe/bH4vPC+6GtDlgBasuFD+OKAbBvUaeDzUj3BLHfbmMVQbe/x4fyj2pfByrKcNMcFh+1/g74FuJnRZ4fPG/xXWk7oq/E3x/4bWJnR3UXg5alCQ8JDFCEkOhpKjxuQd73iHcYGh9QUH90OhLt6XJIq+QPKPIdVIMtDCgxOKm/E+0K2F14/XgiJkvAdcRqAmB91oeG7Mt4PEEK8B/39SbxX3jjXiv4bXjUQGfyP8n6PwHC1tGDLPCRh2ILDNwHtFKw/+/niNKLR+/PHHoaWRua5SRwkCM9Wz/6BAf4d9DWY88cQTwQc/+EETHtvR0RFMmTLFrD/55JPW0NdnnnnGhDKPGjUqGDduXPDpT386EmqMeO6554K99trLhIfjPhRSbAsv18Jasd5pp50WKcP9sPwHP/hB1XXxkGpc1yYKE8eQ2O985zvm3Bhmu8MOO5gQabxOLOPAsPcdd9wx6OzsjBxDC5/u6ekJzj///GDGjBnmeU6bNi0499xzI+G4rnvGa8cpDhg+fcYZZwRTp04158HQXnwmeF/yeL7h5Rw777yzubdf/vKX6vY///nP5pnhs8PQ7uOPPz6YM2dOpI72fGz/Cwzt/9jHPhass846wciRI4ODDjrI1MXnJMPRMbR8zz33NOdef/31gwsuuCD42c9+Zo6H4eMyTByPhWHeQ4cODTbaaKPgox/9aPDQQw95hZdfffXV6vZ99tknGD16tEnVgJg/f775r+LvTe8RhmJfdtll4T4Yto/3PmHCBHPteC2f//znI2G1Sd6xtP9rmK5gl112MWH5+Ptsvvnmwbe//W2TUoDjpZdeCk444QRzj3heTD3wvve9L7jmmmuClg8vn3VvEMx/sq4JjzEYwqF9n+nTz04KXp8zpebp6WcnDYrnmY11NUBAYxehtQSz4WbI0CpASxa6VNAal/YQI81E9o41eKyrF+6E0aNG1nes5StgzKZ7tv3YTL7P9IlnJsGoOsa6Wr68DNtu+VbbP8/MdZUhQ4ZEoeg87w5qS9DthS6VgUxyMjQBmesqddSrsynD4EBGdDJkyOANDD9HLQlGG6E+BDVl2Lu05XbJkCFDhv5GRnQyZMjgDYw4QpEsCnFRfIxiYyQ7GAqdIYPXoJ71HiNDiDLkoAS5uvYfDBhQGp077rjDhCw//PDDJsQSc2pglIMNOFq0FgGB+2qJzDJkyJAhQ4M0Ok/dCKNHjajvWMtXwpitD257TYnvM33o6ckwsg6NzorlZdhpq/lt/zwHlEUHx07C0E4cA4dGs/YBJlPjPyKNop0hQ4YMGZqETKOTOkp1WnRKg8SiM6CIDibsqiUhGxIbHIMmQ4YMGTJkyDC4MKCITq3AsYIwwygmmsMQUm0gPwLW41lnaXRtTJ7W30MrZMiQIUOjgWoGHOIEk0ryQVTrRmbRSR2ZRccPbU10cPBMzLiLqfORvGAWV4wYweEGUESpAQeWjBvkL0OGDBnaHbNnz4b1118/vQNmRCd1lIOcmerZfzCgrYnOZpttZibCbrvtZkYIxnGJMPeHBhzg78wzzwzXUaSFKe43/cR5UOgcCrmgDFvlZsOvRl4KUOgEGDoGIF8EGFKZd44A6BwJkCsAFIf2lRWH9M1pimsEevssSme+sgHcvWIslCxDkuUBr+UNuCJ3MQDuuqaSGKEruhz0AnSvAegtAfR2A/SsAShVlku9AD1daLmq1Oleuw3LTP1KauNSZd7L1suVZTnnCndN7Z4Ty7Seryzb5pSpJS/KcLlQeUzmMecrU+VxU4qXXKWc5lRm9hPrGgKWeIIG9sYyXKb58hHD4DPf/CwEeUcjEgRw3K/+BTvd8UTV84OYZ0t15HOWz1o+Y3A8U/P8KutFVt6RB+gZ2gHnfeCrUCrYmwt8Lz42719w1NJ7oGMoDlcBgNULQysH6qwceAhbxjm+Q/TOFIb0vTP4vlTenXu2Wg6LR3ZHbyZyXoCJq8bCznMrg2vSO4RzfI/MfE3fvNS3fs+iUXD2nPgosT8uvBDWX7UQ1qwGWLMCAIfEWr0CoFSZ9/b0la8s9/1eqwGgu/Lq4Tuzenge1rl1e8h12P8H+J955Puvw3N/WWBe297KMXAqsam38rv3Wv4H/DemdwPRUVkuViZcHlqZD6ksFytzrDuscry/AFQNjZEhw0BFWxMdDbvssosZNdyGIUOGmEkCSU5hSN8Ixx8sPwKjsfEudlemPEBHD0CxUGnEewGKSHByAPixw+3YLOGcm4LpK2wa506AcmVbb18Tdvy6S+Du16eGH3cNH+58GkaXC30sBlu6MvuKUecHN+f6SE13pRE2ywFAKQfQE/RdQk9n3y6G/OA2/DZ09DXovJElwkONsPYhlo2wDbxxTkJ0CsqHGj96hsQEfRM+/rCsQmRCUgPVZaZckBzcxskN7kgEB5cNuaH7xG04eObK1bDLC6/AI9ttBmUtiV4QQEd3D+z2wHPm48KfWRKiE57X8aw5waH7jiM6tI7/TvxG53p6YNc5T8P9G+0E5bz+byyUS3DoisdhZB6gEyciOuY9YeQGb3gIL8tVdsB3IwDoLPSdvLOvU7DVqtHwyNTF4MKWy9aH0cM7Kw8lv3ZuJiQ6ubXz3jWw/6QlMGlRGRaVhkGgMKg8dmZKs2HbwkIIhgGsKgHg4OY9eYChPQA9eMmVdwVf+UK5753Ks1vD9yy/qgzBnUth2HsmQA7vU0Gpuwxv3rTIPBb8PSsthfkt+V+RXmuaaySXfmc+0W9O21zvGf0HQuKUtqueBvWs9xgZQmSuKz8MutHLceRldGnVAmwA39H7Mryv95G+lgzfWewtyon3IuUyt9xoply2vveoxbDvyIWQU5o0tObsWJgN7+14lgrWdtn4VOnK5ciKwawd5kNE65U51qGyAu2HfE18JPlkazRlXQ6tIfb5M/InwT/44bJiceHWlghpYduonO9vzqfUt23j+OBfb4Gha7ohL0YAhzKysBx84Dc3mu39Af7cYutWKr330ZtgRPcqyMs8JpXsFCe+fj2M7lm5tlg+68iPxCfxToT1+9bXe3s4TFg2VP+qBwCTV4yDKSvGry3TLKbckpovQjEXwFcn321Wc+Ip4HtVhBKc03tt+N4U2TsTvkfsXckxksDJIs6X/3g2lJf1QtAbvYEA/wcA8NT3XofepaWqd4e/W3nLO2J7X3gnQ3Y+ykpnhUgTlTeMStQ7cnkarq82A/5z6p0GAwbUXeJYOkhUcKJRhnEZR0Umt9MJJ5wQ1scRjnEU6FmzZsFTTz1lxuT53//+B6eddlricw8pd8Nxq+6GS5ZcCh3GB0REp8tNdjSS4/kCozHoJ9OegVMmvAYjcmu3D4VeOH7Y03D5yGuhM1euNOSVnrCF8HBSQ8vUaGvltIyNPPXMJYHhvUAX2eE9Skl68o5epwvaR5pnhKKPrEZGJOnhLihat03y+JJYUfm689+G87/9K9jqmZcjFzZp/iI45cK/wJ63PAzQhNTtdGaXi4t/CKXFyGwvA4xfuQS+eMNPYdt5zxo3FWHimsXwmef/D46ad7tOGmWOehfLku9BuRfyQQ52fXEqzFwwDgpofqygWMrDxovWh13mbAE5SaO5m5gTH1a27+i5cNF6N8HGHW9Hdt0+9wpcWfo5bA2zwz8vf08i70TlvSkqFsbQ+vhGN8w/9mlYeeeSkNwg1sztgsfOngWv/m5+FcHR3hvapkEr54+XW3/4KLv0exsrrrDQZsjQThhQrquHHnookgCQtDQnnngiXHnllSYRIJEeRHd3N5x11lnwxhtvwPDhw2HbbbeFW265RU0iGIe/vfwd2HBUd5+5nUhO6B7q6tMUIKnBOZGciGuKzbEcl216HUK+CJ3lXjhj4ktw6phn4bk1I6Dc2wObFxfCiPKKPqtSwHurpSjZQRj7et+cyAy6pKiniuAfpnylvimr1AvdPZWuHjXq9Eni3jLN/E5ljUDATPp0Drx2vGYiIfK6uHuK18VyehY+Oh2p0SHQB3/qmwvh8z/4PSwYOxreWmccDFuxBtZ7dX4fGWiRD4rNtUjPi5PHdVYsgk/f8RtYNnI0vD1uIozMrYGZq+bCkM7A/A3DfSvPgzRTVX45/mNQtlz+PgiyUygVYZvXJ8Dmb06BZcN7DKkf0zUaijnmYtb2ldv4e5cvwu4j3oDdpj4PL68ZAYtWl2FKsACm9bzd97Vn7xG9N/Rf4VYd6gRg36fA3gVu3Qlmd8Gb/+8FKE/ugGCDodC9ogRvP7cK1gRRtyHtLy2hvDNAjy28NYXU5BR3F7mkyqyctD8dlbnLJZYKMjFy6gjqFCMHmRi59YARU65Ezkh2OL7whS+YKQ0M6ek2BME03lVEp+LCIrJjBMgVwoOQcxvZkUSIllEkWOyFHYYvr1iISARQITnhebt011XlWnNYHe+hckq8HyQ7OOfuLCI4uEwf7V7crwCABiTqmJoPIZuHtyEaYKk1kEhKgnhjztfNeSsXQh8lDvr4GlIjri9CjKQuR4F0cbnqTFi0DMYtXBYSnP5MRe4inTarDxEXIohjVy2DdXqXQefQ6DPmhM/Ur/x3wjqS7PC5WWaER+kIdJQLMGEVCfvxz+hxw/xdonU25QpF2GjIUtgoWNL3DuHXv8geFHfhMsIjiU9R9DECZbk0vwdWz+8xryORICJFvLMgLTslRWtlbsVBluXvHAjCY5vIldUQZEQndWQanTZ0XfUnKEKpRCERoetKuLC4KyrObZXkxZXmeHXCSC9BcsQymdtDfQGVKW4rrkUosnWKytH0Otx0L/UG5jYsbi1E3CsnG2BrIy8sLdylxAmMbTmOxNh0OtKyY4PG1eu17gR1uK+4qNnmvjLLQncjXX1anSr3lUp2ql1WkTmHy2LDl4Uup8qVZX2Hqt8Z+v/zd0e6s8i1KwkMX+brXNejuYE1qw637Ph+nqQ+R1vvVVxYGTK0EwaURac/YUhOpY0taBadMiM73LIjXVjSgiN7nBy8Zyvr2BpqBHYvK64n6cLKMYuOOWTFooNzXCfXlum9V3qt+LEy1ixye2EAWbA20kT2FEF8LKlOzjPc3IXQpaKY5Wm76SFz1wmdt1ztwqIyuk5zLTyyygH+oXeJlqUGyOceGwlfV2L4WwaVa6/sZNM3cYtZFemLIztmWbiwqIwvSxeVTXxss47yY6jvUJeqc5PuKiQ+eI9cpFwo9ZEE+j/mxDK38EhXFREczQ0cKKRHe7f4u6e9TzL9A63nmAurof+9bFDP1FEK8maqfX8YFMiIjieMgaYSJIN5aXKc6NDcmLwrlhyb60qa0W2QJIc3zjSXU0iwSnYXFiM75lBEfCqnwFBZc49Mo8NJDyc/BebCorviJnbZcJtHEENquACzVp0OfpgxUiz8GNOx2Ydakh2p00maSyfJdn5N/QVO+AqeBEhqbyKuwMpzk/dOZeHvWdYuQtHoaBaeOE2bhHx3mD7H/h4p742IVMT7khYdU9azlsAQ4ckrhEcKjonw2FxYtC41b0RWNLLDHy93W3GNTlk5VkNpROa6Sh04+ni5DsdMuV8d6c1DRnQ8gVHCJOI12hYiOGQ5kVodm3vKocOxQogowzJJcsI6rFfaWz0nywz2Ss1tMMuO+WCxRjzsvRPpocvtraTFoEsUH0pqXGUj7NIVuKB9hIMYshNuqxQSweEkRpIbKUp2XpOw1NhcO7KO7R76E5zwaCH8nPzxqDXtvkJyU3meaAEs1GrRUS/WT8ivWkG17dL9q3QUOMHh4mTu4uV6nIJFYEyEh29zRStKiw6vV67hd+VWVRltV8nmlWl0BhAyjY4fMo1OhgwZMmTIkKFtkVl0Emp0QouOtOSECr+KH5osO2Ybs+zY9DoIm/7A5sKS0V18vYx6oXirDo+0ol6rOWVFl8OFy7zMaHrQ+hFUW3K4JoFvk1oYW5mE1BzwHjLfX1p1uAWHRw1xrY7msuLRVxo0d5SPpqc/Qc9Ghh9zl0qcFS204CjaJyyTUVdoyYkcTLPq5Nk7I11XLv2aL2xRjU4XVrVFR1pypCDZlFUyccswc4pW524tKUiWliCb6woUFxW37vgI+rmejU/07mQWncGk0QlgMCAjOp5AfQ6GWNOH0Oh0wCZKVjQ61Gj7uKt8BZeabifc1mUlOZzsmNMIcmM0CSyfjiQ45K4w5KDi1JduKU5yZOPJG+pGmRQjJnuLVoe22fQ5ceTF5t7SxMk+SKvJ4adO+nz5B5pfE9fjIIGh/wVfNvWVxIpqhmT6Y0jXVeRiLOkZfN8dLbRczqVbWLp+LWHmMrN4SHh6osJjepb8UNytxd1SnCBJN5VMtsk7EnEu4SqhvpKeoaSEsqeOjOg0SKNT+y9WzlxXGTiQ5JBVJ4zAooa6atkzdXncS2uLqrJFXNEgoqHWgEWP8DkTWPKGmq/LcrWsuHZ4CNk4ywZZhsi6Xi/bNkmYpJaE6w7MdrQ2WXQyMvRcW3fBNrhnXN1mg59ai4iTGXN5XSmjiQvRlyHm1gzJVQTHQWrS+rBp1lOfEHP27kiCUxViXnkf5FAQPIRcrtvCzDlZ0nQ7/B3hqRvioGVIlpmSW9w4mSFDYmQWnYTj0ZXyUTdWgVt0tGyvBC1/jk8UiSaalMtaokJyn6EZXlp08noCwYBZdCicnKxY5LqSLqzQBSZcWLzTDpbepzTB1/S7KC4Wfn5QXFjho7VkQK5XkMy3aWHmVceA/oX2/KpcXkH02YRWK2Hl4c8hZ8uQzE8cIUAJSE7c+2OLuHJachRBMu8gsP8/kX+tM1DocUdd0eFktBUXKuP2HotFhx4nzcka4/s/kgY1HoHV0P9iNqhn6ijXOV5VuWXCIRqLjOjUqNEJc8twiw637EidQRK9gdQVyGgRmvNlqdUJy1ZWu61Yz9o0nILcyMgsIkDmA0euH3Jr5XUXFl/mlhhJbmRunVyN5IbW+XFMWSXU3OxXue+qbL70aGlfD52OOWeCr0LE8sHuo7+JjATv3fPfMRKW7xgnTC5XZUjWrDtmbs+IrLq0tHfEh/jIMppXTUqKBkFoiPjzCCzTMRA6G58wc43YSCsPvU9a9BV/72x/S63T0VRrTua6Sh2ZRscPGdHxBH7oybpBpCdfZcnhE7Pq+LzgUj8gy229Ul5HHW8LsyWzOPBytXVHkhtqsPm4WNSY8zBznmOHC5M1k3rZkVeH103ykebbuAgZxMeaXFhSjAweeXSSJg4Mj9/fZhoP0CXa8uhI16D5SLNKZK2Rlh2zr5JTh3I0hQeUZj/tfaknn45Lo6O9bxGi01tNdljmcG7F4dmSsWNQ7Fr7vKhfoYWZcwsOvRc8ezInONKiI7U0cbo3GVrOfwYZcj44Pn0ZBhMyouMJ/OBzLQcRgE5s3Hmm5AjZEQ12HOGxkZ24Hqxm2eHLMokgt+5gQydITphjp7JOY13J6KuQ/FQIgxaFxXubSU3sHDKiygb+MeHrZrmGPDpJEwfGansa/BWJe7auCKuCpTwkj8x9JUkdJzhSq8PrmnrSd2Iq4/+zmMxN5ZtPh+rKMlrWOhAWqw7950PNGg2fwse/Qt1aJfqKa3Bk9BUnL5L4kIVHdg6kHk6KiH3fL+mmaopVJ7PoNMR1lSUMjEdGdDzByQ0nPYYUqBYdQW58e6EaNCsPaXJoGx9qgkhORLezsnIjil6HZUvmlhwa8JP3Xsl1FbDEgqF1h7nQee+Sh5xLF1a9xIevq+4Wug7FhcXPq5EdXpeA213DPchym7C52QYfzVrDe/KcGMpwZr6/TBzID8pJIrf2cD1PeDBuYdTeF+nu9fnAud4z6ULWLDm26Cum0QlFyYpWR4u+ksNB8OgrSjAo63CrD++XcI0PRUpJ95W5nQT/L+m+4sdJHRnRSR2lIGemevYfDMiITsLMyOZjz/Q61IiHPVWpQUj6gtu0BlrjLK03CO66ki4sLrDk42CR9UJYcshqYy6dcuwIyw6RH/r45YRVpxzjwkpCdqqyH1ssOHSu8NEpLixpsfHNpeOy2NiyH7cK+HPTmjetXOo6yH0lw8t5GdfmhMfhGZJtrquwsoXcaGHmSToRUthvteSI6CsR+kTRhzwCiwv1jRsLo68CuxiZZ0ambWTFIYJD7wZ/R6RFh343/hi1d8r2e/OfguelypChnZARHU+QFYfM9ry3HiYQlCTHFnmlNbJ8TogTV8plTn60SCzA0dRLem4dFkGFZAerByyM3IyFVbHicMtOOCwEKyMXlhZhRWb2JIhzV2liZr5PJLGgQ68TPk5BgMJyYb1wkRyN7LSa7i+iY/Koi4hEUVnum5dZEwdWua4q7itNwF9vL16LXOTWG5/oK0F46L3Qoq/CAT8rY1+VPcTI3IXFc+pwgkPWoJIgTfQ+cRcWFydrv2XO4rK0keBUkA3qmTpKdUZdlTLXVQaOshJ1VWbalWqSI17sJGJkl4ZA1pf7IlSLDrmzVuoJBEFkTK6U8fGvIgkDmUuLCA7C1KNIUro8QXZyKVp1wCFC5vtE6hDZYa6oKt1OZVmWq9fkceGtauXRnh89L54PCYRFR4aXk5uKWzlxG7f2hM+pyuIp5xY9m02rpiEuytEVyejS6Ygwc3JjRTQ6rAMgtTkuMTJfl5FbNlFy2fI+xUHmTJJTQ2B+00L9x8gQohzkzVT7/gEMBmRExxNcgMvzyIQNeJzryse8rjW+cplAFhtapgZAanekKLlYAOi15NZhGZGNBati5eGuLCIHRHKkRgfDzeWHn15D2ReT5MZFduTHmJMduUz1wcOtRR8mGYml5dKRwmSbVidOmKx941sBNssZ7/XLdlHqkGQeHV4vdO/SQeW6+QMoQ0FoZYgkQmS5LI+RJPpKSbBZpdHB/09XtTaHkxrphuJkSA4LIUkN7zBw9xY9Sl8LjfaZa9h/MiM6qSOz6Pih9ic0yGDe0QrB4XqEUJeguq4cL6arJ+rsYbqyIbN1OY+UCVN8kWV/FfoDCpnlYbURkmOZ84zJBKkt4OVev4FHHa1HKsvKzKrDXS1x7ifVOgHx+0SSBnrcA7/ueqA9C67jsME8H0uv32xn7tvIfuI5cldveBwb2XG5fKksjY+f9m7ZyqVWh1l1ZKbw0LLDh4QQWZJtVh0+8XdE7svdXPw4nDCZW2DLrndL8yi2EvHOkCEtZBadGiw6kuxYBcnhzo7QctngynIXuBiZ9uHlmgsrtP4IrQ4TKROpIV2OJDLclSUtOkYjYEkiyB9JvVmRXVYd2i4tOJoLi0dicTcWzwAc/iSWboGqx0n4xWhkv0r26jXLjbQ22K6rarsiStZcVxFxss11BTEWHe39sUVSuSCPFdux6Kq26CDpr/xXQk2Okkww74i+sml0uFA5b7H28Igr7rri75mMcrShaeQms+ikjnKdkVNlGBzIiI4njADQMS6SNSFaEsgGlsp890NE9DgVYiPLSHugaHR4bh3qpUp3Fml1ZLZkqdWRvipqhJNkQfZxYfFl6cLi+2guLBmJpZGd8DjldHU4zTQaay4MHnXD3SEaJEEMrVpM1G3qCWtOeC72zphPnWr9FIk2pR5HLidxCWtkSYqRqYxvI4sOjwtngmTNyindurbMyDaNjrTUcNcV38b1P/RbShdWztN8L7VZDUFGdFowj04eBgMyouOJMrPqSIKj6nSSRAloAmSt3AYtzNxl0TFzJDZdqkUHl2n8Kz4sBFl6SKsjdTtVlp1K4jT5/ZeNb1I+KC0S2odafsR5GZXT+c26g+yYejHtQZV7Rlh1DKFqIsnRju8bUSPFyNqzDtcVUbItmWBYl5seJNkxcyXJZlKrjYRGcrRILFrn5TI1Q+X6uYUTrTrckoP3WWTGIFtmZK674cSHLxN5kcJkKVD2fbcGR+aUDBnWIiM6njCNv9DlyNwhBrLRdsHlrkpq1eH14rQHIdnpUkkOLWvp7VGYzHPnaBadyDZmwuGiZB9XlvaxluHjrtw6BH4e1dpTOVFIalg0ljmncGG5YNP7uGDz4jQTmjtLbo9Y5cgdRduVQT2J9ETGuqKDadbPiP/FYtGp133F3WJ8nZallcc19hXTroURWOKdQZ1OGV2kigtKEhxOgqRWh8+5MJmLkzlBtf2Wcf33hkZdZYN6tuBYV3kYDMiIjifw9TK5ZSqNmhRkhjods2LpoSYhJ75EB7fJ6CtuxZHh5dKyw11YgvBQI07kJmzIpX6HIpLYwI1EeGwuq6BGq07gQXb4NnBYduS3NXIeRnJk+Ln12iw30YoRnDadTt5D2B3WZzomyq3DCQ9/HmTZCYmf1XXFrKA2i460+EhC5OvOovo16nTI8skjsPCeIxod3FaqtsyQTkdabYjk8G3yf0rbyzEh51Ibl4+x6jScZJvfq84Pa+a6iqAMOTPVs/9gwOCgcxkyZMiQIUOGQYnMolOj60rmDlEFybW4sFx6HbkP79Fqlh2qpyYOrFh1MFsy5tWR7isyzYuEgXIux78ybqnKnI9/Ja07tFyLIdrHqhOXW4eOE+ktMxcWz5ycS5hPJ2nEVTMhdTqaMFyzhsnt5LaqEuSLZ8Vdu/y9sSbZDE+SwHVlq297Z2SZhioLT/S9IJMKz51D7qrIyOaVZIK5ivuKC4+5FUa6triVRkZh8agr6bri1krzzOtwY6WOzKKTOjLXlR8youOJQMm9YssnYhD3sXNpaGzrNJcvuxZmbou6qnJdYXmFbnD3ldDpUJQVb8x5BljewIdaHfbR440xiCzJtbix4iK3NGGyJEd0bukaoN/ZXI/iuvIZ78qcR6nHXXiNQtzxNVefDyLPrRJ5RQeQOXS4qyonBMvWCMW8xwCftjDzJNCOZXMhhx0JMRxEZSLtWo8gPfSfCcXKpbWuKCIp0mUlyUwgBvPUNDqS9HB9Dic74Jlbp/GZkTOi01oJA/MwGDA47jIF0AdRCpB5wx6JvPKBy1qTxsSTBmqJA8Nl0VsVDbnM/iozwRIJoHUEn1OumvD2PJ83h+ux0jYuyKRj8H1ondfnx+DzsFxYI5zX7CA5Schbf0BaArTnKuuaOpZ3gSdi1OpVvSuaZccWUs7LkiYXjNO92QICzLo+hcJjmTCQ1isGIZkIUEsGqImVtYSB9KpKAsQtmLTMo7L4rQwG3HHHHXDooYfC1KlTIZfLwXXXXdffl5ShHzBY/u91I2z0ZUZkVw/fVq41srUQGG1ZkhrbfpH1QiQ7shZZIs3ynNzQnPdg+TazbGlwfZ89X5bkxWcfnmeEg5v8+XfWWCxENJapL1yXtkzJYX12wkZ7tOo9vo0gEqqySysuKklwpIu3KkLRSnaE4FiWpdXbl++IVqa5r9hkI/+R8srrRQSHkxoeVcXHuZLLWj1ObrhFhyYQ2/pVespzJNU8JXN2r1y5Erbbbju46KKLoB1RDnJ1T4MBmevKE+HH0NJwW11Yvi4rvmzb5jom1+jYXFcIZyJBMVIzgml0bEM+oDU61Fyw0HLS6dhQT+QH19tIa4Sm0dHcVXx/6dYCkT25lnw6Se+pmXAlWJT1SFOiPh9L4kDZIeCZksmdVXC6rpSPoo0A0Tp3NfnApdlRSY8Y96rSOcg5oq8oAouTEU5yyAUlLT4y9Fzuq+3Hfy8t6iq8xcq86Z8485vVedaEZPaQQw4xU7sCE/7V434qDxJbR0Z0kvZ2lV6+s5fqQsQs7nBfadvjNDpck2MTI8tlCjWHqCiZ91C5GFn2XKkM753n0ZH5dGx5c2ohPjadSdKsyVzHwM9Jmh1yv7kIT9U4Vw5fFHejNRryfuLq8o+mVk7rPFeO1OFUjfHFEgfW7LrSyIyWDycpqlxUSrbkcKrW6YSDeCqi5JD8FPq4m5b9WIaZS/0OJzzSkiNJEBcn294Nc0uVuSvnTisTnWXLlkWKhwwZYqbBhvpHL8/DYMDguMsUEIlosERexcLlskpsRre4ompyXdG6XYcgzfLSNC/LwttT3FfyT2dr+qSLSk6yHndBEa/S9DiynuYKk99c7soy5UKMnoTk+CAtAuQ6jvZMaB+XSzDyvIQFR9PmVGUQlweTE79wzXLD52kM7mkrV99B/f2g4VKqXFZStK+4o2RyQHoNpf5Gc2Xx7ZzsaPqe8BZh4GPatGkwZsyYcLrgggv6+5IytDAyi04C2HrgsVodCUlmqExus4kifY6f1HWFkO4r0ZCr1hvmniJSE9HxkHUHFf6e7nVfjiCtMD6WHWmxsLms+DEj+zDrjvW6HLqc/s4d6Orla3VtFgIZhcjD8c2+YqDP8JhiWIiqlypCelgmXVv0Fd/OrTwuN5bLZcWXa9TphO4qbViISvQVJyfcekPPnLu1tEE++W8jSY78vYi4yv+3/B/kB5BFZ/bs2TB69OiweDBacxAlyJmpnv0HAzKi4wneLtt6r16wuaj4Npdmx3VcrtHxdV1VTSVnYy5dVpzMRPKj0GVVtDrg0AuUUwyXpmNKtxT/SGt6nSpCo5AdOjYnMpz0uKw4mtWov6C5oTR3VZxmJ6LdUVxXMiKR69kiw0LYrDnhBSquqrh8Or7DQdjCzHkdmseEmUtBvlw3700paqnRhoOwaXQ0ETJ3g4FCguT/t+oRNFOknCLRQZLDic5gRea68kNGdDxhi0Txgo81Js5lJY8TJ6R0kSZOhBAR0qOnuudWnfB0ipVHCpdLIuGeD7FxwSaslInweP28Y1ladCQJktYiSRJ8yA13rTUTPs9Ze260H31k+YeT7weWfDrSglOl4wElnw4nO7Xm09HITRzhiXuPNK0OUnfL+yFHM5fDQuR6ql1KnDTS7Ws5djjhMZdTmZdYrk/NokNjy0lo74umncuQYaAjIzoJQZFXZlmKK+O+LnG6G59tcZYcfgxZ5rTkuE3z0qLDSQ51CqQrq6qsYtrhvU0fC4LrsWrWCJ/oK3l87ViS7NAxpeXIdl21IuhHq04u5jpszyskLvnqhIFovTH7KhFYxqrj0u2E5Y7oK5once8m0ezQFFp9lKlYnTGc59Shd4ULj7WoKwpB524t/tvQNu6KkhYhSiDIrTvyt/NJHpg6TIr0XFMH9VyxYgXMmjUrXH/llVfgscceg/Hjx8MGG2wAAx34NOpzXQ0OZETHE/KjnGR0aoM4siLnrjJX1JU08TNyg73vB3rHwnUrJsOiUg6mwgr4QO5l2Dy/ItY0zy06nNwgeIQVH9RTurEaBRfxcEVfcddWTjmWJDugWHfkeZtwu/2i17GFmZMr19SxCI81cmONVLQRHP6/dmVITisKi+b8eLYwc/F+aJadkPDk+oaD4LuStQbP2iMEy3LOXU38PypJEbfo2DoLnChJ91dDYH67FI6RAA899BDsu+++4fqZZ55p5ieeeCJceeWVMNCRua78kBGdGuBNblxwWXJkHVrmc9sxLdab1VCEU+eNhttXdUIRyqYXkIfxcAVsCB+B5+H8/J2Qp4gtHP/KQnbC8a00wXHlnZFRV6ELK4FdnBNL+U2sum2xTbqZZN6cuPByWe4iO7Zr8tlGkFFkzYYPGXRa0IQlJ6yr5M/Rhocw5KmK4FhGMrdpdSTBiSM8ksRo9Z2WT3uYOR8CgmdIDkXJivuKyArX4vCQc5vrishnyeJiJesO1edoamh5P2GfffaBoN4QyAwDHu3+P08NWlizRGLrjraexJ2laW4s5V+aPwruXNVhDtcLeQiMWr/v5/8dbAqXFt7h5cKSQmRbODknPrRutkPtcLmvNDLECY4MpSYiJbVXfF3uq4W0+16v/N+0suUnzl0I2jMSmcJ9lqvy6dgsO1o+HVnugk897X2Ty3xdmkMUq45xVQnLDll1uPaGTzSsA22XbikZbu7ICFGVZJCLjjnZty2njrqzIivDfQxy0KCe9Uz14Lvf/a4ZWuNzn/tcWLZmzRo47bTTYMKECTBy5Eg4+uijYf78+dCfyIhOHYglNtTChOsOC04txMaT+MzrLcB1S/NQtjZjObg02Aq6853eWh1bZIk5Wo3/KieJVOpq+XQ0qZSN+Mg6QQ1kR5IseR1yn/7qW/rkIIojkpIYckFyeB7FdSWtOVKQrFpy+LL2kXNlSNbq2eBjIbVaV93vhnRfRSKyHGSESIy08EiXVs6xvyyjywWxzolPwz8GGdFJHdhhLdcxBXVQ2wcffBAuvfRS2HbbbSPlZ5xxBvzzn/+Eq6++Gm6//XaYO3cuHHXUUdCfyIhOjbBmRtYQpxdIQna0+jHTbcv6XggXlsAQeCK/bjzRcUAO8Ell0qWV5NWyERxXGf9OalYbG8EBx3H4Nu0abKTHhVqsOo0Wj7qIHYfcriVO1Aby5KkZwmNVWXCUhx/30YsjOL4fSKsFR76DdounLcxcDvKpWXS08HJOXMji40oUqJEgTm6q+l9iOfsoZPAReR9//PFw+eWXw7hx48LypUuXwq9//Wu48MILYb/99oMdd9wRrrjiCrjnnnvgvvvug/5C9p/2BG+LE+fOQcjGk+Y28mLbrwarTzfkvT6Q3fkOd0NeKXcN8mmqKJaduDGiODQLCXhGaLncLpL4aO4s23FsLrA4aPWb7baKi56ybdNcelI7FT5LCjO3uKg00hMJRXeSnRhCYyM19fT+XdqeULTvdu/KMHM5yKfmVqJl6abiVh6+LjMp05y7wFxEiHvgGh6BlVl0WtZ1tWzZssjU1dXlPC+6pt773vfC/vvvHyl/+OGHoaenJ1K++eabmwi3e++9F/oLmRh5EGCrEYXYjzI6tjaBJdAqWFwYB68NnQk9uQ4Y1bsYpq95CQomU0iGdscri8bC3W9MgzWlIkyfvBT23HoODM1aqoEPk+k6hWNkCFHvCOTlyr44pAbH1772Nfj617+u7vOnP/0JHnnkEeO6knjzzTehs7MTxo4dGymfPHmy2dZfGFDNxx133AE/+MEPDGucN28e/O1vf4MjjjjCuc9tt91mQgqffvpp82N+5StfgY9+9KONv1ibBUNacGjZZa3hZV7nju634+ghsOnQlfDSmkDNm1CAMhxSmAcTAx5Ky8LM+T0pQ0DIEc3DjLeKJScu8qoHinDbmHfD60NnQs509wMIIA8PjdoD3rXsVtig62VTTzuEFjnEL92WR0eLVpHHybO5jFLi54Y6LD7Nhrw/W/LAfILrlpYbOZindFmF+XcAYFVXEb57z+5w/xvTIJ8rQz4XQG85D7/8Xw98/rAHYbdtlq39X7s0O0neE34MbZ3m6lR5mxw6HXJZVY0HZ7GukIWmW4SM24aA4BPl6KHfh35T/t/1TRrYEJjfrM5/fEZ0IijVOXp5qbKv75AaWO+zn/0s3HzzzTB0aCXh7ADAgHJdrVy5Erbbbju46KKLvOpjcig0r2EeBUwShcrwk08+GW666ab+eaJaAyzL4iI/NBKklbMpV+iAn208FEYUsMGMNjQYf7Vevgu+NuR55TjxOh3NJaXpdHwf021j9ofZQzY0y0EuD0GuYNhRb64Id405AN7smOrUjVRpR8R2KrOJkaVbyxYtZdMJ2aLzWj3AVdNCSUi9U9nh0tVGL+flcrBPPMC3798THpy7Xl/9IA+95T5nzeruDvjmX3eFp18dVR11ZXNnaGJlm9vD9i5p9SJ1mPsKdJ2OLZ8OjmZOyQGJ3GgDfNrcWTa3lqwvy7QIK+k6yzD4MLoypAZNNqKDRoa33noL3vGOd0CxWDQTCo5/9rOfmWW03HR3d8OSJVHvAEZdTZkyBfoLA8qic8ghh5jJF5dccgnMmDEDfvSjH5n1LbbYAu666y748Y9/DAcddBA0DRqZsZEXWd+1TYInDRT1Nx85BG7YsgSXz10Df10MsLKcgwn5XvjQsIVwUmEWjC13KyQJPwwiXwgTHcteasBy5tSCt4sT4PWhM/SNubyx8Dw1YkeYvGRu3+3yR8qWZe4bzbITPrIYaw8dh44ht5tLi7mvtEkO9dBd5/L9CaQVh1u4+LHkR1BavsL9GYHB3DpShGz2ZdmSaf35RRPgofnrWa4xZ+JD/njHpvDtDR+uJi/cEiNz48j3Jc7iw4/FjyGXw/q6RacqUSAjPpRYk8a9kkSDiAs9Y54NOWex6EiLI63T0BB0qfTb8cuHZuhzzIkzi06ruq588e53vxuefPLJSNnHPvYxo8P54he/aLwmHR0d8N///teElSOef/55eP3112HXXXeF/sKAIjpJgeInKZZCgsNj/iVQhMWFWCjM8kVo3Yj08CrpvXyICm2Ps9rYGm1JnPj2fBGmDeuEb0zrhm9MXgG9PWug2LWkL6kgjiDR6zDPK73WOHGxtOZomZLlB/vlIRsZMoOWHA1Y/taQ9WF1bggMCaJiOUlEJNmJHMdCcOLcVHHn8kG5CWQnTdhcHvw50kfZEBiwu6542Lkcxfz2N6ZDIVe25vVAC89DL02EVV0FGN7paamJHMBCeuLger+k+wrckVdk3QnJD/vfSYExt+rI/yTfBixhIH9NpQvL1ing/9uGC5IzopM6ykZdWbsdrpxw31GjRsHWW28dKRsxYoTJmUPlJ510kpGL4DAbaB06/fTTDcl517veBf2FtrZUovgJTWkcuI7kZfXq1eo+F1xwAYwZMyacpEirYZYdlwbHtt1m7YlzeSHDDeNcHWHsZr9qkhNuUnqtPAIraT6dnnyH6bnHoTfXl/hQAw/WkXlxtPBv6c6Sx6I6Wpi6PE6S6KZmR165oFmBtOfEo660aDItnw4ta0OmcGvPaiTascjBGuS3rnw60p3lcmv5wvaOOdy7MvJKkhyeS4e7pGyuK5pkaLmctEgrvq3vKVYnD1S80hky1AT0mLzvfe8zFp299trLuKyuvfZa6E+0tUWnFpx77rnheCgIJEWpkh2EL6nRyEecRQghLDlOF1ns1KUSniQkRrqzbNaIMb1LYnsYhXIPDC2vthIIarylRYZbXXgPma6Hi4td7izb/gQXTYsjN82y0BDyCcXK2nZw5NMh1xWI0cvlEBA4nzp8eawZffiQbhg9ZBX+U/wsOtytlcSaY3vXrB0O3X2lTdzKU8j1GTgkIbG5rviyljQQy3oV/Q1Zdcxti99LPvGG6nTMoJ51WnRqyu3RvigFOTPVs3+9wIAfDhQpo47WV0vbDLQ1iUcmKVNP4zqa04YNG6bugyIsKcxqKFwkxtcC5EOOkpRXXZdu1ZG5QsJdHUTI5fLaeM2LUEAjvGVsGnRrzVzzrIkzsEHLgSMtO7wuX/ax9vhYP1oJvsTLZtmS5Zp1TBN3a8JjOfhneB1lgP3Wfdm4rmxXjFFYh2z3EhQLQW35VurNwWJ9F+0WHRmNqEViaVYXabHREgRKTY/LmiPrgmP/hiLLo9MwjU4902BAWxMd9AuiKIoDw+LSFkWpH++8B5mJ8/9r61XnSZgtWV6Pdh2S5PB7YoRH3rdGcJIkChwSdMOuy+7oi0EXPTckOcNLy2HLFQ+HZTLqx/bh5ut8P3BEX2nkxebaksfU0ArESDtvnKg5DlXRZZXEgdJ1Zc6lRFvRNKrYBZ/cEvNyoPC4XEVy1h27HD6465PxUVZx5T6WHFu5+h6RUqa6MyAF+6qIX7HK+JCYPEsK6HJn8f3YpVX1XeT2DBnaCcWBlnZ61qxZkfBxDBtH0RNmXkS30xtvvAFXXXWV2X7qqafCL37xC/jCF74AH//4x+F///sf/OUvf4EbbriheRftIjOuuq59fcz00mQvt8VZd+Ly6VQgrTk2l5Wvq2vTNc/DkPJqeGzkTvB2R5++qhD0wIarX4BtVjwAncEa5weau5O0PDHmWhS3E3dX8WNJFxb/sGtuHe24Nmgh7I0KQ/chV1JUrd0bfTg1y1lIHi2uK1yXIec8x87B68+CCSPWwO9f2AZmLZlgyocUe+HALV6CE3Z7HEYN7QbAkHOfYSBo2ea6qhd0XLOsT5ogmWdJDgf4rLivaIRy6aaSJIfcWjzknEYpJ9olI7HMM6ZLt9xScyw6ddIo75GTBweCIG+E+vXsPxgwoIjOQw89ZHLiEEhLc+KJJ8KVV15pkghiGBsBQ8uR1OAgYz/96U9h/fXXh1/96lfNDS2Pg826opAizCnzwKLZcOP8F2FFqQc2GDYGjpy6Baw/bEz0mDw8NtIge7i7tOtS3FaytcSGuyzCzAkUbUXJBOOwfvfrMHXR67AiP8JkRh5WWgF56HXmxjHn4Y/AQnbAotexaXR8tCo2Hc9AgUZobLokbV/+nDi4HkeGmZM2B8PM+X9i18lzYNf15sDC8jBYHXTAxHErYejICtHmF8GJjovMJCU78n1xlYfvDesIsLm05GiWHTOxwEZuoeFkhlttuFWHEyP6n2r5cujxRX4fIUimy29YzqeM6KSOEuTMVM/+gwEDiujss88+EFj0GwgkO9o+jz76KPQLkrzTNldSBct7u+D0J26Eh5fMhQIm0qs8h8tfeRBO3+hdcMqMnfU8OnQ8V6PtcpWZuW7Roca6UU3PsPJKGFbprbpcUQSbtcVGVCT5kdtlThlJfDTCFIdWbaa1+yTIe6cPMLcgyDDzqkE7wR6FxUPNTVbtMsA6Q1cDFFdHCY45eKmatNiSA2r1NNKjubNcxEbm7gn3qbbo2CITI+Lkkq7VcZEaTYxsplweSpM3h5713wHBkBEAKxcBvP4A5Ba9FrEy2kjO4PjsZRhsGFBEpy3gIjRWwWMRvvDkf+CxJfNMcUmYRX720n0wZegoOHTyxkrjG+O6kinvVeuS26KTNIzcBk3n4tO7tEU/+ZIdvi//psoyjfgkITutSnI0yOegEUFgLiz+LMIBPhXXlbTyUB2ZRLBK7RyZPMPIw2MxYiPJTi3i1qpOQZf6bvA0C5zc0PApXKcjCQ4t45l6RBQW1/DwJIKl4lBYvutJUBo/vY8Qott5/IYA03cGeP0hyD96NZQrb5QkNPzyG0Z2MotO6sAgtvoSBsKgwOBw0A3Ep8oIx/Mr3oa73n4NSpbPPv7NL33lwT4rj80VRce0CY9tYmWbKLnirnJpdagh94FNLMwhrTmynq8gmUcQ8X01sXGQ8rXb9h1IzTfPK8TL+Fxaa6RAmW83+/ERzm0T8LmF6DQqn47mUqa5JDlsXeaVUnU7igBZRkzZ8uLw8mXv+ACUxq5fOXEhOp+2I+Q23c8mJ2o8yQFmjatryhIGcqA+p95pMGBw3GWrw+VmwsFMF74KeUcThB+X11YtgdldK6uP4ePKktdiIzlKr9VGbtKy8tRCDPh3Mc7lpYWcS4LD68hleV3yGmzEpxkdqSAhWbE9I+3e+TZ6XpG5cF1xUiMjrrTyyMGrli2RVHGRV771XO+GNg+3V78rWpg5IhKBlbMTGRupkVFZpRHrQNe6W0WjwDjwJBvtCbl8IXKZdKmmilhPHVl4eeoomxjF+qbBgIzo9Ads1hZLva5yCfJm2G83sF6sNsfHosOvR7PoCDSa1NjCvWmbnAgusiPJjM1tJi1GtmPLZZ/76i9oZA9inpGNyGn7kk5HCzOPIzcRqw4/EV9OahlIKyuyLI8Z3JN0OqYoLoGghchoYeaatadr4ibW/FMhOocDjFlPDSVvOMnJkKEfkWl0+hsekSCbjZoEvTHhSkPzRVhv+Hj7OWzRV7a6/NqkLkdoEMJQcsf1Jcmnw+HjipKQYeQujQ6vG6fRsUVhaULlVoL2DCV8r5uOxe0GgeW52cLMzXFIeFwpk6Hmbo2OsA5oguPIRQsdmq2eD+J0PYLwaJYcbcgUFCS73Fc2YTLN+16w+F8xny9EIuU4mmPRqfPtGCyikgGUGXkgICM6AwD7TJwB4zuHw5Lu1aGYkAOtPUesvw0ML3ZEBcdVFVOw6MSQnVqQpOnSSI6kgOGHNobsRD7KCgnSCE4cceLnHaiwkUFJ6Oh5FJR62rhXPMycCA6FmXNrT/jjODU6jFbb8unYXFFa9JXm1tIir6xWHWXw2wq0xIFVI5uzfDqaRUdqdYis0DR08ex402qpF2DZm2o6AE5yGqYXy4hO6qhXZ1PONDoZWgUd+QL8cNv3QjGfh4JwYaF2Z6MR68BnNtmz364vQ4YM/Yshi1+HjqVz7WLdchlycx6BXI8+mHGGDO2MjOg0Aml0iUQPcud1NoQ/7foROHjdLU0eHVMlyMMEGA8Hj98BglzMeFlJxMiWa7Bequi9urbHQdPPULm2XK5TjGzT6tjEyK7rlus+Za0El1A7TpAcWHQ6MrLKbJMWHFGXttvFyDS3RFdpuhybELkWHY/m3o1sj2p0tEgrLaeOS6djEynThFa1iQ/9AfJIZJQh4nPL34TiU9dX6XLksam8ITCmvVJ9UzaoZwRGUFzPWFcwkG3P/shcV/2BGiMHNh65DqxTmghL3nzVWHZKQQDLoAsumH8PXPbkY/Cngw6DjUePqt7R2Sg73FbheiXJvMV9VXXIlKOu5PdNLtvM8DY3E3dBSTN+3Gvvcl9pLqu4yKdWg8sll8TFBY58OpLg8ME+I/l0ONlR3VlCo6O5r2y6nFo1OlbXFR6vOrEmfw+4TsdsllFYDp2OXKffiU9DViyASbf+GFbM3A1WTtsJgs7hkF+1GIqv3Q/5V++Dcgkz8uju2fAaoYHQFP+1HCNDiKDOyKkgIzoZ6obrpfRJdCbwj1dmwS+eeMg0RyXzNcmFH5XFXavhhFuuh9uP+AB0+FhsbAkDtXpmDvo8xpITaPVK8WQFPCw72notYmSbVkdu05YluWllfU6txIrzjIJFm8PXOTcx6zJJICuj8a9k8kDapguRFUGyK4ScEx65nJTsuN6ZsKxaoyPDyqVFB/Po2UiNTa/Dxci03NG1HEY/exMMe/Yms97DMotzi6LUqDWN7GTI0A/IXFcDCJc+/Zi1EULrztyVK+CW2a/5ua5sSOi6inNbpQXNmhP34ba5rYhAyWPaXGIa4XJdXytaajRI7xB4hMy7XHraM+QuKk5i5AjmtvKqC1XNexbXlSZSrnoIMdttUJNxihZVuK9oMpsE8WHV+8odoeScCNkmaQ2Sx+Hna9pHoJzSlCFEXW6roG8aDMiITgpQs5JzHUGk3NLYxtRb1t0Fzyxa6PyIFnN5uPPNudUb4ghLXE6fmFw6tUZbgeW7BQmsNhDTHibV6AQx2zQ9ily3XbPr+psNTWcTVyeOCGpEUmZCNscRriraxuUXapZkkMuVfDpxkVc+Fp96SU5kXTeVaCOZmyqODMkaYZGEhoMTGlqXl6aVU1lTXFcZ0UkNWWZkP2SuqzohG2cVKSQvi8sFVqkFZVdFtReqDPug7SN7qrIsRdhEuzYhrA1JNTo2l5UWeu6jZbG5sVrV4iPvWXs22nPTjhHZX+TT4W4szarDw9CrCE6VOytGiBy5OGWcK1cnIIko2azr7wkRHIqHsg0JYcoEuWGHiZCfksV1xY8RVOrx9XJlnX4fTZvWsE9fGkQlIzoR1GuVKWcWnQxJEJIcn5c5rjFWMLqzE6aPGu3scfUGAew0aYr73L6aBKvGR8zl5jr/UT5WEZsFReoQeB3Xsaz81GK5KHtek+u8rQpfIsmfQ2i9Yes0R94t3VJxVp3IaOca2dGIjm+G5DjyUoN2zsBGeBxanSoxcuXl5taYOJeUrCe1NrZ1eQ5eliFDuyEjOjUioiHQEDbEIq+Fj2hS2ZYLSnDylttZP5yYT2ds5xB434Yb+91AiuHljYTL5UTlPq4tKqOfRdOX0Nw3DNxWRyM7GgmTdRtJipK4yuKeuXxuGuFUn7FivdHITlVIus2FFR7Y01rqo+OpBR6dgji3VbjssOZwcHLCLT1ShyNdWfxYvIzrdhqGzHWVOrKxrvyQEZ0UEOmB1uK6cjW2bNvxm20FR8zczCzzxIG4PLRYgMv3OwSGFlMgJz7jcDVRlCxJiKuejTi4rDYyLFrur51Xkiff8w1EaM8ocBAckNsozJy2MRIj3VeyzDmauexI2HLq2Cw6SXU6cZ0AyTioTLwfXIhc5cKq1HFFXEntDodGkuQ+cptNx5M6MqKTOjIxsh/6v8s+AGFrtPsKLK09Rxyx4XMx1MOFex0AB02fCVc99xQ8t2gBDCt2wPtmbAwf2XxbmDZieDrj9Vj3qy5KSmo0K1jc47LVt7mLaF3qFsqssefL/FhSv0PL2jaf66zlo9HstlzTabiuXSOEMrycS2lMHRFZxbU6fLvZX7i5IFarYxEba0TGJ8S81kgsCYXsaGHmkXIxFIQpU4TIdFjS4EjCwvVUMlcybcuQYbAgIzoJIU3xsRV5Q+wTGSLFkpFj9ppG8ZANNzaTOk5PTQQmaS4RaDhk501zB2nl8hjapUqhbVx9Tpz4MXh9Wm7lPDqu58iXbXmB4kTa2rbI8aX+RhCgnCJarnJd5S1WHde7w8mMtlxLPh2fZJymvPJMLRZPzRLK+ZHN5aSFiAeW/yAnO1zILP8PDX+t07DIZAwtgkyM7IeM6CRA5KPIXjgurDQDFtZj0eF15FxroNNCbILBSnbkyDaxmk/3gyuXtf1s9YBZZMy1sf3lsutjTcdx3Ye0/vAPjcsy0uptNr8feR+aBcf1m5mMx7ReWY5kTRaZkTnxWXsQixvDZdWRc9tAnT7vkqzDSU54TOG6skRf0TJeutTvYAVJZKTLSWpxOHhdKTqW0Vby/99Qa09GdFJHRnT8kBGdOkkON7enYtHhlh2Jci+sKJfgH3Mfh+vffBqWdK+C9YaNg6PW3wEOmLiZGfQzNcQJLBkaMdwDh01DI11Y2n7aa6y5n2SZRng0YuQDn/r9EZ1Vy3MrsLnNhcU/pOG8ssCzIFeFkjNLTnhMNtq5leSEF6joczQyIy2hlnctMbAzwDVDlh+dC5DlsBBmWSEpvFy6pWRkFtX1/U9lQs0M7Y6M6CRE2HAr4/WE+UK0BpkQF+6qCSkr6292r4ZTHv8LzFuzLLyOBV3L4ZElr8Hfx02Hn25zFAwppGzpaUHYBMC2ujZrCzi0OnFWC20/m8uH6qfdY6Zj8WtO8oFzwZYnSFoEgN1PTjwvTopMmSVXjnRdadsi7xRo7iyL1Ya/QzaCYyNEabxHFWZCw6FIt1VJzGnMK1BcTaUao6RkHh1+7KYaSFy5HJIcI0OIzKLjh4zMJ0D4cQ1iEgZWzR3RILZ1Pq/gnGeuh/lrlouPTN/aw4tfh4teuVNvnH1Cb1OGr3HJt92yWXUINq8G36fs0o+In007n9UTaVnWrrXcIi9zku+F9qy0ctpmi9Di0VdSq6MN7imjs8KTqu4sGkDNEXVls6jKuvVCuq4EZD4ds4u08CgCZBlp5Qox5+XqNUA/oJzSlCFE37tVe2h5AIMDGdHxRJXbRIkgMfU0smNpbGevBrh3UQDPLu2BAEcW1hrkyvKzy+bBk8vfhJLlr4mE59o3HofVlRGKYxv2yM7pRGClCRmuDDUIkl1kh5fHtZ3842376PtcT6vD9ny1dfls6blIMqkSTyUCKyI+FqHnkeEg6OTquidp0d4L60PxJD+2cHOHe1eSHSlGlmREy3tjIyyKRMi6niFDuyNzXdXx8ZUjMdvzfkQJzHNdI+Hbb06HB1aODI+9wfAuOHvr1XDQtKLawD66bG6sW2J1uQdeWLEAths1KblVpx/cXa68NRzaulZX1uOmee62somQCzFRRfJabdtkvVY3DmvP0CWgls+noNThI5vzcjkcBGl1zHbHUBBq4sAqsiPGvqK5LNNcWNpyLdBYBSMykvBISw4fCoLvzl1YMrxcEx1ry/2ONCwyA7UX0SBkris/ZESnyXihexQc99aO0B1EPw+zVwXwmQeWwHfLeThys7HKnn5/yMHxt82QIcOAQ0Z0UkdGdPyQER1PVOk8hMaAlvWe51r9wPeWbAndQR5KgpLQ8b/12GI4eMZEGNYZ7Y3uNGpyrD91eKEDNhk+ru3FyBIu11WcxYXq8NBb274uK44s9zl3K4OuXxMla1YcV04d7tYqKyHkPLJKJhFUx72Slhx+Ii5GdgmUEbbcOuFDqGG8q3IJFveOgH8t3BmeWTENCuUAdup4AfYPHoMh0N1XjYWSSzEyz3FTdXhlmZdpCQM5cpYEgk1DRnRSR0Z0/JARnQSIWMmFuyqi1ZHaAbPcC/N7h8DdXUhY7H+uFb0B3Pz6Ejhs40mRxnbTYWNg+1FT4Mnl81WdTg5ycOy628CwQodbgOl9s739ogVxiY3lvj5tHndTQUyklDy/dGdpJKjseUxXc+IjeKZrT7ud9zmeJDsyfFyLONMEyZEoNKFp06KtTJ4Z4eqK5KhSiY9juAdbHqp6kwYy3LV4S/j6rA9Bb1Aw7znKPW9fszX8KncQfL/j1zA9P1d95lK8z/Pn2FxTvG6GDBnsyN4RT3CRJQ8xl+nq7WPz9MK8YJST5CAKOYC5K7tVsvLdjfeG9YaONvXW+un7lnYbtwF8cvq7/ESYaYbPWuDMGq3V96gTF8VEvw3/jXwFyD5RV3HXy/8j2rUNNMT9JvL+VNmMqCMjr6Qo2eynjHflNe5VeGEx+aqojG+Pq+fxrry0chKcN+vD0BMUIajQE5ovD4bB57tPhhUwNLKPHBbCN1pR5oHSoq5azmBSTmnKECIb68oPmUUnASIfQ0fUSNjzFERnXGlJ7DnKAcC4DtHoVnqaE4ud8Mdtj4R/LZwF1y94ERb3rIH1h42Bo6ZsBXtPmAmFSKx7L6zsWgM9vT0wpojXEzO2VguCEw4foqLVk1YY6VLyERXbSE9SoXGcBWkguLCkCLlsCWPmz5Q/Y/Ob8vw4LEkg5dEx9di6jGo075aWQNAVZi7z5NgyJKsPwY/sXDNv18oPWv2vKEMBlsNwuAV2hEPzd0cIjoQZrzeITxion2ktbNFb/YbMdZU6giBnpnr2HwzIiI4nZOisDH+VPc9CL3uxcTlfgumwELYsLIRnSxOslh206By4bqfufsoXYVguB0dP3gKOXncbcYHUHe6FW197Ay5+/AV4+K3FpmjKsE44ceOJ8LGNxgNyKKpnhY9OocENThJrSOCxTYu2ShJ1pbmrZB1XFmZ+Pf3dtNiel0w8qJEdee+cSNoSDPJjhO+QJTUDuay4hScSei4JDoh5WMeRWkG6qni9pMNCMNy9aHMoVamXos/iPtgCDoW7q7ZpIeY8UaCmraGytP9PGZfI0G7IXFcJrQthzhBFm1PCttQZCtsLZw+7r+Jn1z83n5hZhHEdZffwEI58O1c9/RKcfPP98OiCPpKDeHN1N3z/yTfgE/e8bCw8amh5bO6R5kkYbdYZuU1afKTrysdaYnNTJXHb8PNL95WGJNfXX0hybXFWt6q5Jau42c/ScYgkEYydmFWH5o53JoI6dG2oy3EjB91ruxpV7io5dx/Jb7tvA98Ur1Dmukod9SQLLFemwYCM6HiiKgGaSGamJj5TiM7uhdfg56NugXH5SgRG5TPRmQvg0zPKcPpGlobZJTCuLM9Zugy+ce/jfUXi64Ord761Ev48e0XVfonQwIbGl1xo7V2clcJXN6ORHT73IUM+ZKcVkORZyP14kkBen78nvC6vXzXuFXufNAsPLVfl0+E3wW+m8q71Levvy6zyEPhXMAluLY+H1SXWsai6WY+8PBVsOmIuYDylDQUoweYw25pTR8I2kGfa7in56BqGjOikjkyj44fMdZUAvNEmUaUkN1Xuq2KU6EDvGti/82XYe8pyuKN3Q5idnwhjh3bCfhNKMHr0BIBSAFAeVlPk1J+efw3yub5D2HDVq8vhw+uO9tMdNCHyKo12y8e1xcPH6Zw2rQ53Rcl9+fF8Id05/QXbsw7qGCsMYpIqyqgres45EVnF36Mc0+9og4CGJ3V9CC3Wmpdyo+CLhXfBQ7BOeIEjoBdOhTlwWn425KV+h45V9TCry45e9z54dNlM67MsQx7em7tPJTjSmqPpc8K6lhDxpJ8sG2/IuESGdkNGdDwhe7HcfUVuKxxPE8t6K8umEraHRHh6u8IGuCPogXcPmwcwvAdg6FiA/FBDgqA4NN6CY8ELi5c6SQ5uenllrxluItIoxjXkTRQsBwkaXZ+6PpmL6yEikhzF1fNFK1mDNLKjDtqpaKBso51TR4F3DGT+HI38YP4dI0imE2pTXs+SPDsYCkd1HgArhPtoJRThR6XpsLhcgPM6XnW4b93vwR7jn4MjJt0D1721G+ShbIgNWXJQu/PZIdfBtJ6FpjkgcDdVnIXHB1r4uQ+4lq1h0KIIajlGhhCZGNkPGdHxBNdVcPdVUCE51CgjyaGyIm98e6NWnXBOy3LCcuxZ4kTLMRhWyBuLjnRbcXSiyRzDOkoeIbgSFncBD/ZKE5q7yeaycrmR6ONMsFl1bMMX8Dn/aEvywi1B/PratSmRVhpNoaKRn8jvqQ3eyaw3Wug5WXuqfJmaVYdZZ37euZ0hOSWVUeTgimB9OLE0B6YbU2xygo+v1eem/x22HfYqXP3WHvD86vWNFm/nzhfgAx13wDtyL0NXj7JfXlkvVbul5FhXSXU45pZYZ42guR8bgjRcT5m5KYIsYaAfMqLjCd6GlqixQC8T63USyQm1BVWuK1hLWmjOSQ0nOdyyg6A6WG7BgdMmwPWvvmndjhFdB00a0jBrTdLcObbGVlu3ERxtWy2RT9JdpX2gtWgj33PayvoLLmLIIe/ZdQ+hW8ryzOn4IXFkJ9MIDlpvZDJBsqRGUjjwi7e4sLrznXBdcSMLyaF7DeCv5XXhzNwr4qH4555CsvPucY/Du0c9DkEXAKwByGGDsaqvPeCnN24723EgPdjSI2j1BsdnL8NgQ0Z0PFGqNAQ0Jx5DLiuakxsLGzTTGJPrKk9WHWG1kdYdhHRfITwa2gPXGwcbjhoGs1esrnJhUQ/wlA2HA8BaF1p4zBrN9b7gwtOqbZ7HiLPeaNtkSLhszDUrTBLQ+bg1w0UKXETBdV9xA7rWijjCqBE8FwnUjs9dWPz30PLo2HRvocuKkaFCxFUlLpqspxUsCwrQnXNHReG9zQcceyUGnu+EyYdj+WPZIquqBv0UIeRJiXLcu6JZLTOLzsBB5rryQ6t0MFseUp8TLjPXFXmDuEurqpeJOh2Xy4qTID73iL7qgDL8bp8tYcaoPqtPMddnxcG/8tBCDi7ZYTxsOTJnt+horqxwvfZnJ8cDi63veVwfjY7N7SXlAtI9BY65du52lg74/h70TsgIRblNCvqlGFmOZk7LMroxPLA8UThVdDrlXhhVWgUdgTtFAl7TxEB53xKKklUIS45EEn2OdGElhe2/mwYPcaKc0pQhQlTqibgKBgnRySw6npAhsuEcSU7FksPz6YTRJGjdiVh0GIkgwkOWHOm6km4uqiPBtAhThxXgXwduA3fMWwS3zVsC3aUSbDW6Ew6f0gmjsAvcvcJtjvcUPofPRWl4GqXZ0aCRkCSuK2llkNYLbW6zDmnnkuez1Un6yGR2XF+iVS8h0+5FipK1fTSdk9lfDp/CXVMi6kqKk60fQvmDlnthSL4Ih3W/ANd1bmZ1X5UgD0fl5lVvsERwpWHtlK4sY71pQPdTWm7KCXRwqV2Dw6qb5BgZ1oKna6h1/8GAjOh4gtxWBabRMbylos0hckNJAznhCUXJoRurq1qXQwTHx3WFk6bVqdTBa9x38gjYd2JFj8MtQ/xY8rg2eFh2kupzakWc1SYugiSpOykJXBoHH7JTD+p1bcX9fJIEcpdfVei44uLiZCji8mI5dQx5rGyM6HKYbkdGZjkJD0STB56+8l74T8dMWKUJkoMAPgyvwUxY1ncjto5FPS5eT3dVTPVY2NxPtvdEGkoyLpGh3ZC5rjxBxhgiOaFmp2J+J4KDc5rC3ioRnMiysOhoeh1bma9Ly+XqsvVSfUmOZ2tYLwGyNdpBQoGzbMzlcaWLhe/vEnNqEbP8GHGWprg6GpphbNaeu+s6tcgd+XylWzC0KjhcVHy7HDIi/G+pbis+9f3XN+x9G65Zfg1sUX47cu1Dg174dPA8nB88yS7Y8X6kKOD3Qa1pCWz/L+nps+2fNmSS1VqnDGuRZUb2Q2bRqdGiE3DSwzQ6piFGopNfO4+KkYnwWKKutFw6NteVy6VlIzS2dVk/JdO87Vlq0BpkbR8fkiPLbNaUwHMQUM06wUXMtVpoWrHd1p617T61CDUOrb50Y2liZNugnjIxp/rFrrLqrP0fb9bzFly//Bp4qnMqzCpMgKG5AHaHhTBKXrgc88rH4pni+yL11VRWL7R3ihNzXp42BoPr6qWXXoIrrrjCzH/605/CpEmT4N///jdssMEGsNVWW6V+vkyM3KYWnYsuugg23HBDGDp0KLzzne+EBx54wFr3yiuvNDlj+IT7ZciQYXBj6/IiOKL0ChxcngOjIin8MmSoDbfffjtss802cP/998O1114LK1b06SEff/xx+NrXvtbflzeoMaCIzp///Gc488wzzZ/mkUcege222w4OOuggeOutt6z7jB49GubNmxdOr732Wk3npp4ot+aEFp0g6rLS3FhQNYnoK82Nxd1TabqqbBYbZ6/VsiyrNbDH5Wvxqfe4cahV+Nuqwr9yjfdi24+MKbyObdnUZS4qEOuuMbDCAT75TcTodGLfk/Am4pJnNocc1dvf1qw2tmXN5dgOrqskneN6cM4558C3vvUtuPnmm6Gzc22agv322w/uu+++hpwzG+uqDYnOhRdeCKeccgp87GMfgy233BIuueQSGD58OPzmN7+x7oNWnClTpoTT5MmTazp3r0JyAi694SHm5L6qTJGBCCNkx0JqOLFx6XR8CBDCVia38XKfkctjGp1aGqVyCvW1BltqZqS53vYR1uaua2lVMuML1/W7InRcz0jjI1UaHmWAXFNPkJuI24q2a+Sm6gI9NWounVqcGzghXGNeNQOaHk17hGlBaq1qnRrdOa4VTz75JBx55JFV5ei+WrhwITQCJkVDndNgwIAhOt3d3fDwww/D/vvvH5bl83mzfu+991r3Q/Ph9OnTYdq0aXD44YfD008/7TxPV1cXLFu2LDLxD2DEksPKObGhiZOfKquOIT2leMGxa4iIWi08cZoCZ08XmoIkp3HpC1xkx3XOOEGy7AW7kJblqdFIem0usXYkBQMrk+UUHiuJjY30yFw6oVUndmJkPYlGTXtXGmDNSYPgxGnXJLGR5N7GFQcyaukc14qxY8car4HEo48+Cuutt17q58vQhkQHGXGpVKqyyOD6m2/qwx5sttlm5g/997//HX7/+99DuVyG3XbbDebMmWM9zwUXXABjxowJJyRIwAgOJzk0yTBzIjlyuTryCvzdVrZIrCTEhhBn7bHB0gI2MxLCRVaSiJT5tlrJh82b53LrDLQXu+z5/OOIn/ywynLujtISCErXRRUR8ppiSEzaBMbxJ0iaK6eWjMiuZ86Xm0Vw0nRdyc4odlDT6hzXiuOOOw6++MUvmu8RehLwe3P33XfD2WefDSeccAI0AiRGrmcaDBgwRKcW7LrrruYPtv3228Pee+9tBGITJ06ESy+91LrPueeeC0uXLg2n2bNnm/KyQnJ6eRmOe8W0ObhMg3yStUcNM3dZb3wyKNdi3SEkMt/HrA8QaO6qpLdVi7WpPABfWJs7SvtQynqhtcYR8iw/sNJSIyOtbOHlzjDzSLmHdTOujo0UheXNfTds6Q1s69KaJgl6Q8PLK2MD1jVVLhA7oLxDih3UNDrH9eA73/kObL755uba0JOAFqS99trLdK6/8pWvQCOQEZ02Cy9fZ511oFAowPz58yPluI7aGx90dHTADjvsALNmzbLWGTJkiJkkpOuKh5rTeDT50lorDiUPzIm5GRg5EnJecV8hOLlB0CCefCRzCnvlYejayOZxDbfNqsP3Dyd5bLZYZ6PeLFcODx3nIdGglMW5q2yQx5Tr2rW0Kmw/ue3+ItmOlSzJsq4cUZ4SBtIywkZuZLnZz4fsoPtKviuSsGjvkqznem/qAFl5anFj+bhlbW5dTkp5eSsDO6AYaELQ2uxmAwXIl19+OZx33nlGr4NkB783m2yySX9f2qDHgLHo4J9oxx13hP/+979hGZoGcR0tNz5Ado9/wHXXXTfx+TWXlZyMhUdGX/XGRV8pomTNPWUTJ9dq1dF6qbTe4jkuNDO8tBpo5vjA8wNA5Unmcr9WQByZsn3QfO7Bxz1Fz18uy9+KdDqS5PB1LkDW9DvOHyRCeDxcuim+E/0F7Vnb+B/XTg0UMTKSHD5pRCeNznEtQIvOe97zHjj66KNh5cqVsHjx4oadK4u6ajOig0D1PDLm3/72t/Dss8/CJz/5SfNHQqEZAt1U6HoifOMb34D//Oc/8PLLLxvF/Yc//GETXn7yyScnPrckNTz6KqLdsYiS3USHhZr7kJ60CI1t3dVLbcKXXGucfS+lVndUkrq1CJJtxxhokB9Cl6XAtj/fL/KRFZFVmvVGRl3xen46nbUDfTpJjzm4h6s3Ut89aGh/gT9jXiZJDgwgotOsznESfO5zn4Nf//rXYaca5RLveMc7DPG57bbboBFo16irt956C+68804zpREhN2BcV4gPfOADsGDBAmMaRB8ram9uvPHG0Af7+uuvG7EZAZk0Ku6x7rhx48yf/p577jG+06QgPU6OEZuccF2ZdYvritaN+0pmSzbLbKwrbqXhriu+jOCuK8qsLGHTIPBlW++Vu660FrDcPOtOOSUdDHcbcXeKLJdjM8UNXCmvlWdNpmPbXFlpZ9CtBUEK7kA+5+6pMrt/1/N0jWaO74ym4TGuK6qjERuZ1loDvUMuN5ZNk2NDCj9K0r42t6bZIEmNfHcaqdNJYwiHpPtj5/jEE0+EnXbaCXbZZRf4yU9+Eukcp4lrrrnGdKYR//znP00H+7nnnoPf/e538OUvf9kIk9NGH1mpJzMytBSWL18On/rUp+BPf/qTIYsItMrhtx/zIaEeq+2JDuLTn/60mTRI1vzjH//YTGmg7CA6nPD0BACdFWLT210ZxbwyFAQnQZERzc1yKTpaOYKIDREaOeQDX7deuGfeHJfQsg1Ss0tSg8jFfLj5gJWtiLRIDkccl9V0NhqfcI1kLudVViLhtpLDQtA2qd/B5ZzNdxk5gfivE8mJ0+/I8hTcW9gRMm0EpAOXC1da0Xi9eqyTA7lznCZQ/EwusX/961/w/ve/HzbddFP4+Mc/boaDyBAP9LZgOP71118fWt0wQu6zn/0s/L//9/8MARoURKe/4CI6oRiZua/IgtPT3Ud8yLITjmheRXSgmuhwIsPFyNyiE15gjCiZlm1uLVk/1kwPTYF0k9R7LG0sJvCwtHDiA8pcLtvOabMiyXPVgloImeuZ2tyArmdFJIdbcrjwmD6qfB750CJZyUdHM+cEJ2AWHqnfMee2aXT4DZH7yixX5r4WHZuux/VA+gE2DRXB9vyb4bqq9xhpdo7TBJKnZ555xmhAkUxdfPHFpnzVqlXGKtEItNtYV9dffz3cdNNNsMcee4RlmOARJSsHH3xwzcfNiI4n8P3qZeSm10J0SJDMo616BdFBFDs1ooNRISzqyua6khYeTn6qLtwjskpblvvLh9HCkI18klfZh2S4LBg2ItMsyxD9FxsJef+8jJNBEIRHRmVxUsR1OjS4Jx5QDvuAnQSp2SBiZFzC/OKqCI7thnqTWXRc25r4bkirmHYJ0oIjrTec8PD67eK6aibQHYZWHCQ6mEeH8vfg2FcYdt4I1Pt7BdBamDBhguqewjKUn9SKjOh4QsuhwwlOD2tf0X2FkpuQ6HT3HQMtO7Qc0erQwcpMmIwgIbIkNty1xeFqrF2kxkdvYNPp1IlmfPyT6HJ4nSTh5bUSmVZ1jfn+zJoeiZdzBILc8Pq0zHU6kdHMGdmR4ea8XqxGJyRBiutKwvUu8XmLwiUSl64s2k5tXIbk+PrXvw5bb721CX0/9thjw0gwtObgOFgZ4oH5hlBXhbomcgOiy/Hzn/88fPWrX4VakREdT0h3FU8YGBIcJDO0XIq6rEizU+qMlhmtDndjISTRseXUIZLCRcmS7GgWHVtElk8kSov0suK0JLUQDI0QxblqbNeWH4A9rHId9yi1OhpplMtyHu7DrDi0TmJksgoguZE6HSI8OZdGpyxy6kjXlZzzbWZ/DzdVvX/OGiEtM9rpq1yFlt+iIUjBddXq1uRjjjmmqgzF0I1Cu7mu0N2Hee422GADM1GQEZJG1FrxZL8YSe2LjOjUQXTUqCvm1uIuK9LsyLKiSnS61jaunOjwOS93iZJ9yYzVFF8aUCLkoAarjg8xkR9xObfV973mNJsb6T7yOT9HOQVXoCQvWjmfVz1fob+xaXVkWXgDLrIT3ijrFGgkh2+zIaFVx7QDkB7iXj/5SGQZr8fJTiPQ7q4rBIau44Qh0RjKztGI8bXazXd1xBFHNOS4GdGpg+hwlxVtI6uOITyVqKvQoiNCz61EpyzcVlKro1l0ODRzvMtKE6vTSfdZxn0oG9XH8CEU9ZAO276S9NjcOq0Im6g159DqRELGhShZHldzp+RpkE9mxeFkhm+jMk6MuCvN6sIy9UvxFh2XdZSXp+zGcmmt4v4rrnQLMrqKu6+kKytDMpx//vkmdxuGspNOp91w8cUXm+nVV18161tttZWJaDvkkEPM+po1a+Css84y0VE4/hgKiX/5y196R7nhKPONQEZ06iQ63GVVZe0JKu6qCqmh9pBCzUmUHBkWAmjORjaXJIfWEZzwcFGyFh1SS+RVWFbdcjbDmtMMca3rQ6HmexGh51Jnwpu3/hAkNwM2sqNFprncK/JDi+B6HBliTgJl7roKSQ+bV5kwtGUCf39s7iteV1vuZ9ischGht4PgZBad+oEjo1955ZXwkY98pHknrXe8qiDZvuuvvz5897vfNcNaBEFgkvcefvjhJiQcSc8ZZ5wBN9xwA1x99dVGQIzRbkcddVSiHEJLliwxOYleeuklo80ZP368cVMhWap1FPiM6HiibCE65KbqYdv4skmPwyw7UqBcNf4VCK2O1OhwUTI1tDK/Ti1jX/Ft8sbluvax6Ce4wrvj3EfSnQWeodNJQtdtx0vi2uov1PLBk2Jkqcvhlh1OJDlpDD/SZTvBwSSB5hhMm8NdWWHyQH4y6auJSxZoe5d8UcM7knRU81p+My3MvBkaHRKa13uMVgWOlo4DeDYT9WY3DhLue+ihh0bWv/3tbxsLz3333WdIEGaG/uMf/wj77bef2X7FFVfAFltsYba/613vij3+E088YaLVkCSh1QgT/iLRwQG5Uatz1VVXQS1o9bY2Q4YMGTJkGBDJ7vAjPxCxbNmyyIRupzhg5mJ0UWGmaUzu9/DDD0NPT08YVo/AsHoUFWPSPx9gxNVHP/pRePHFF2Ho0LWSDBw77I477qjx7mq06MycORMefPBBE/MuTU44tgemvh5MrisZhcWXQ1FyN0CxG6BDya0TVJarLTpsZHMtcSCtS42OBpemoAmaA0K+Ab4oVydRWmqky8W1Xz7GTZX0Gvu7V5H2o7c9yzihthZmTuXhMcVo5jyEXIaZ0xAQzjBzEPNwuWQPJXcNq2IT8duEz02APKXMnSPdg+X+cF3l2td1hfqUyy67DG655RbYdtttoaOjI7L9wgsvbNmoq2nTplVpZTBcXgMOjI3EBu935MiR8Le//c0Mq/TYY4+Z8cXGjh0bqY8uJwwR9wHyCh5ZRUCXle8xUiM6aFKicSg4kAW+8cYb0I6QSQKpeePaHPqQVGVLZrocclmhNoe7s4oq0WHRVa4xr2pJHCiXbetmnsYT7CNzLtN1PsWPse8lU6OetKmI06G49ktbp0OEu5FWfVvkFSc7dC28HITLShIb/oGl+zCEMnBHXdmGgKBtECdGltBcVxp8wsshXZdV3P9F8y67BMlSdNw01xX+XnX++VstylO6XXCICcRTTz0V2dYwYTI+0BQ0OrNnzzajwBO00eAJm222mSE1S5cuNVoaDJ+//fbbIQ3gedGiJPHCCy/AxIkTm0N0/vGPf4TLmKaZZzBE4oNhdRtuuCG0I3qZ9YZbayJ6HJFbJyRDpb58OXwICE5+SLdjtDp0svCkQpTMNTqc+HBo2gIt2ZktZ46PVicFrUGuidYHbnVwkQ2XDkc7lm3fVrDgIHINjryKe862fEVyH40AkR7H1BGiZMqGTNu4jody7uSkRsc6r+TUiVwU+/97dR78/61s3OGmQBMe822adacRaHeic+uttzb9nGlpdEaPHh0hOi6g1WbjjTc2yzhQNlphcCwvHFcMdUro2eFWnfnz54fJ/+Jw2GGHmci1v/zlLyFBRG3OF7/4RTj66KOhKUSHYtzx5DIJEprpkOT86Ec/gsGWR4cTH2n5Ma4rqCY6XJTc22khOuXKclG4sKRFR5IUXzGy3K4SHl4n2TMz6frza+fWenHHSUh6yim7ZGzWG24gaMxINv0Hl8VKq5vzIDxkraHhIDSXV2Q/ZtUh8sJFyXLcq5xrNHM6AdjKHBadBrpxS8o6J0L1EH7XeyDdVLSO52phve+AwZw5c8wcBbrtjnK5bLw5SHqQB6DBg0jJ888/b4gKDdAZB+QPmHRx0qRJsHr1ath7772Nywr3R+FzU4gOJUCaMWOGYXHrrLMODBYQueHL0pLDXVeS6GDrgZmSeU4d0uqQdcdodapcV5VlTLgjQ83loJ8urY5P1JUPUupRJW3Aqe2vx8rjsrJw90kSLQ/UMdp5PVafevRCaf283O0nn1/cPfL62nK4bsl+zHPoyCm08CRxXZm6St4cW6ehQS6sRup0pGVHzmnfTKNTG/D7+K1vfct8rFesWGHKRo0aZfLKfPnLX4Z8I0x59SY+CpJVP/fcc03OHBQYL1++3Iivb7vtttDDc9JJJxlBMUZKoYXo9NNPNyTFJ+IKgce4+eabTTj6448/bp4j6n65wLlpGp1XXnkFBhuotwOKBYc+2jxZYE6rE+O6MqHmFetPeCKeLRl/LUl2zMUpYebqTXi6r6osO9Bw9Ed+mSREoxbrDdettEr+nEYRJHnPMvMx1+hITY4UJUc+whaCQ6HkMlkgn7stOHKO7quCf9JA23o/QdPpEGy/t9TkSMFy2mh31xWSGQyvxjwzu+++uym76667jKgXhbv1WCRaZQiIt956C0444QSYN2+eISUoukaSc8ABB5jtP/7xjw2hQ4sOTxjoCwwfRxcYPj96hgh0iWGEF567aUQHfWguYKbEdgORG056JJnhmZGlfsdYdnqiritER2eU6CBMtmQ+4CddAFSGhkCQRYd0Ozhxi45LpyOXrXUwcyy76bAcBnRCwDREwfwjnoT49Idup1ECb2n90pIjup4ztyTwfDr8fJrQmLuraFtEm1PZRstrDyaWq8xPJb+kgSmSHGwLbMNC5FISJ/NyIjOaJorqtDCXaGlg8rxf/epXRmdCQCKAEUOf+tSnGkJ0mo1f//rXzu0YEn7RRReZqdYR4A8++GDjuuJA6xFuayrRwXAyDoydRytPsViEjTbaqC2JTrlCXKQbi7usNP0OER/iLT0UdcUSBnI3VhXR4ToDo9dhYmQ+krlrSIjIjTjGvLKFzNoeSI3Ip/CB5hE6zSY9cfXr3Z4G0j6+9nP3dBRg4S4zYc34ETB00UqY/MDLUMTRbCtQBcaW4SCcFh7U3QihMXdTEemRYeYRnQ4orit1W4xFJ0WC44IJ0lFMMUn/p1o/RdsuXVqNQLu7rhYtWmTyxkhgGW5rGNpIVBUEgRqhhponHvzUFKKD6Z4lMCQME/0ceeSR0I7g0VREYECQGTUzssi5w11WcvwrE1BV4TIFzaJTZC4sir4ii46vCyuO0CQhOzUg52Av+SZYeTQBrG09yVAQvD7fZlsf6ELk2QdtDU//v32hdxT+/wKAfA46lq+BrS69FTa8qS+0Vo6DZTuPthwSnko2XdfgnlKbI0POndFXmp/RpdXR3o8EEVf1ECCfcdpc5dyCxgmO1OtkRKc2bLfddvCLX/wCfvazn0XKsQy3NQLtMnr5DjvsYAgOTu9+97uN0YRHdKMhBS09tSK1ISBQeISDmmGK6KaO9dEkkLvKJjjm5IZHYnGhsiljoeba+FeUa8YIk8mKA1yUzEY3l4LkOI2OuRFLKLlLYOnqFiaAMdGzY9Arxl81+dr5vIYufWktSOKOSuNcrRCGngRz9t8SHj/7kLVhUfm+X6ln5BB47OxDIF8KYMNbno7sw8XG3LojtTzSyhD+9YT+xpZbR9ZRh4DQ3LB5xX1lyj1GMJfHrAFx6RgaQf6lYavRRKfd8f3vfx/e+973moSBFGWEGYExR82//vWv/r68lgZFdGN+HtT1YCJCHs6OEd1NCy+PAyYQwqkdIQXInPRIN5UWkZWrbOOh5nL8K1WrI0PNybLDiYktn44LcWHmdM6UGIRsyOPISa7J5MJmgeEfaNc1ca9IkozLtcD27KS3g9erN6tzuJzPwTOn7NNHcqSJGdeDAJ4+ZW/Y4H/PGEtPnIDbZjWLiGnL9jBz2s5dWDSPjHtFJwlNq+LmbBYdW+SVz8Oq8R3h74p089UK/pw5mZGi5UZqdNpdjIyh0JjYDvUpzz33nCnDAS1RnzN16tTGnLTJUVeNAo1ajoTmuOOOcyYsbBrRkaY59KuhCvt3v/tdOFx7uyFwZD+OzYzMys1yECU6XKNTpdWJ6HMY8clXrDqa6yoOruirsE46/Ue8H9NwWxqonEePtRYrTy3wIR9J8sukDY2spG3NisPC7aZB9/gR9gq5HHSNHwFvbbcBTHn0NadGR4qR+bONhEULbY7U4Zg8TUqYuTmWFB5L0iPBtToIV+SVb3SihamQCNlmzUlKcCRRlwhiXFrQYI0OHrhuotIiH2YbkNA0V3RMb1Q9+7cOcDDQBQsWhPmHHnjgARPCjkNMfOITn2gu0cEQMg4MJ8P0zJhEEOPs2xG9lXeMLDvSWqO5tTShclifER2p2zHtJ4Wba66r0NbMhMm1EJ1E+4h5DPIOglNLD5W7uVqprXNdS9AP7qtGi5C7xwz32q9r7PCI9coFmxA2tD4E7jw6tjBzU8YPFidGBtpeCTU35TGRV7USf7Yut5vLwPc/hb6GFi4ub5tHYmWuq/qwePFiE5n07LPPmnX8QGO0EOaVyRCPD33oQ4bQoPwFEwVi/pytt94a/vCHP5j1WgOdsjw6ngiEUaWoWGvySpRVQRCdsD5zU9GyptWJuK74er5i1aHcOnGJAzUxZWw+neTPKS4LsgtSs5NrsPWiVvdREmIiJSBpotmkD+9l6ILlXnWHvbVMdelJjQ43tPCcO/K+ZJg5lUnhMbf+RELO6SRxhN33x62F+DgITmwUFnteNHFraC0aHo1YNhLGnZjCMVoVOLo2alQxOminnXYKvR+YjuWf//wn7LXXXumftE1cVwQcI2yXXXYxyzgMxDbbbGOSB/7nP/+BU089tblEZzCmuiaSQt4km+uKb+MkqCr0HANV2LAQlPvDWHjKbLBPSXAiFh2FsPA5QfZIa7HopCGoxHvM61FW4TEShpg3MgePptPh4B9xqS/pzyEhGunOGvf0GzD8jcWwat0x+te5XIbh85bC+Kf9B/eV7sBI1BV/rizMnCw7pr4lzFxu67s+KTpyiJLNuiXEvAE/ijYERJxjIp/Cd40TnoYnDEzhGK2K0047zSS7u/jii6FQKIQRQ6jRwW046nfqaDOi09PTE+pzUNRNOYkwRB/lMbUiX2uqa2SpyFynT59uJhzE65vf/GY4TES7gdxOxDlKHhNph2UkVjiV1hIabaLQ80g+nar1UnxuHJ+8OVWiZDFPgeRE6lO5WA/r+53WeUxfSEFmGmix9qNucFHzVj+/pfJFFH+Oyvq2v7glMiyE9BRxd4n8m2lh5mVLmDk7ZVWYOW2LWIK0C3HdbBodAVe4OHNTJdw1MTR9TlVyxgZrdOj3qHdqVcyaNcsM90AkB4HLOCQCbmvo6OX1TC2ErbbaCi655BK48847zVAQFFI+d+5cmDBhQs3Hzdea6hpzA2Cqa8ypg9N3vvMd+PnPfw5f/epXoZ0tOjT5EB1ZV+5n+Aqz3uCEDTLN+XI1weHrnkQmzvpjjcSqP/Mrh5IPyn0Mj7I0Pwoa8Sk3UbPT6pj48Kuw87nXwMjX3o6U4/o7z7kG1nnoVavwVYMkO/SxVQ0vgsRopEeWR6wANsGKJD9V9WoYG87jTynfDVqP6zjEQXvFXGSSl7cwl2hp4JhMpM3hwLJG5dFpN3zve9+DSy+9FPbZZx/44Ac/GD63f/zjH6FLqxbUZI8dDKmuM2TIYMc6j74Ge3ziSlgxc6KJshqyaCWMenlB243iniE9tLvr6jOf+Qx89rOfNdYbGsTyvvvuM+HmaBR44oknIt/LNGAsnXU81KDFel9IcBYuXGgSEI8bNy4sR4Hy8OF+gRCpEZ1+S3XdjyiLaCrKiROn0dHy75Duw4SsVzQ5ZL3BnlyRzak8HBaCDloU7ivKrWMu1tLjtGl1GpQFWSYIpLJwWdYXwkquwbHpcRo5irct+lj7mPvm2UmyT6NR67kDtj+Sm9EvL3DeJy+ziZG5m0rqnkL9CBvHKsynw6w7Mo8O31aVT8f1wSwr0VcpgcT6mhhZy6OTVwTI9Nwa8d9p5Hev3cXIaIFAfOELX1C3YdZfGuIAtTupoM00OuTu4ySH8uvUg+JASXXd36CGmIuSOyyDe2oJAwsivDx0Y4nkgZQThOt0wjDtSMJAVkaNsou4xJEcdTgIv2dT5ZpS3FVUTsfkBMW3waYGPk0dQT2RV7UKj+PIQC1oVj4dV36WnKPcdX+BY5kTI9so5lyELF1WRBrUfDraQ5MXykXJEkldWJYHoLmpTBi6B4vPWSKyfCA9df2ZI6odMBijkQcKaiI6gzHVNQ8h59obLqwMPBMGBiL6ihMc0uyEQ0EwnY5Jdc8JDv16IeFJIXFguM3vEDJXjpY7R+YOiWyzWGxsIea2YwRiuVkf/laA614bHZlWi0VMJgysGsTTldwugUYnEp2lRV1p2h1JhJIib/lBlDItFYPWSZBEJgl83p9mhZi3u+sKg3KajnoFxUFriZEbhXw9qa5xAM8lS5aYCVNdP//887DnnntCO0ITEscJkflyr7IcTpZoK5oT+cHxryIiZC5ONpMlAsvcgGNZzmvMimy14njUM3UhWXk9FpDSlOGw6rPbwZIbDoVF/zsSlly2H6w+YJrXe+/bWPtkp02KNJqlpMdIKsSW9eNEri7uERHLBnpOHSI2ssxWJ3IizY2lXkxvqtFWPlZQI+S3HDop8UkyIGijuES7R12hdvWGG24I19GFhdHIu+22G7z22tos4WkiF9Q/DQYUB06q6/5FSVhsuAVH5tOJs+xQGfVkqfcZEhqRyt5wD64zcEaKMBcWh5Y9uR5tTj5ejyOtO7wHy/PS8EPlEwz2Wes72rv1eFhx8b4AQwoAxb6z9+ywDvTsNAm6b3oNxnz5vr4RuT3dXloeGF7H1zhQr/sqTYITpOAKpPuRuYikRseWR4f/fcJ9aNgH4bri7xAf2RwPYs2jYyM+VX7FilZHjoEl4WHJibhvNU0OCzmn3bgmR/sNNf1OLRqeNF3CgxEYeYw5dMjDgVKOn/zkJ3D99dfDGWecAddee21/X2JLA3PoYDg5hpdvsskm/UN0uGI8DmkpylsJ3N3ElztZ28l1PNS483Xp/ipZRjTnomSeQdk0grFEp9II80RnLkKjWXdSgG/mV3qetkSBUpBMDbG0Ofk26kFHHlb+ZC+AoQX29YNwuevADWDVk2/DqD++sHafyrwWPU5/kRr+3NIyTtu0NNo5+P3JxIuuY3NCxI8FilXHFUbOSQ9PIhghPC6fH98e0ewkSB6oqe0duXQk8TEuX8W4mtSao71LLjSK7LS76wqlGxtvvLFZvu666+CYY44x0UK77767iSZqCNpIjNzR0ZGIZzSE6Gy//fYR1TgB1xG8LDVFeQuBZ0TmOXLkWFeS6FB9EiNzMsR5C2lx5ACFMltyJFMyFyUDn5fsJEcZnHANFOHR3BToKQBsHrwBk2AJq2N/Jja3FNcdUB4dbu0x+yG5k/tCckgiFNcO9rx7GgTjHaO8BwCrPrQZjPy/F4xRp9CiRCYtpKXh4WRVI66apYdbdkjYrUVcVZGgyoIWdaUO6ilcWbk4i46N5NTjxmJ/TplbKmK9YcSH/69t5IaLkW2nbhXg+1Sv68nD0NpvGDlyJLz99tuwwQYbmCELMFEgYujQobB69erGnLTNNDof/vCHzVhhGI7fL0SHK8oxQeDZZ58Nn//85yNi5B/96EdGqNyOkOZ0bsWRbqqyxQKkWXtC0lOqFiMTwaFoEtpW0IaCqGqsWWOsjbxszpuDnxd3h98UdoEVub602/mgDAd1PwlfX/Y3mAgrvJ6N1VrDPka0Hjbk7HKpEadnwwXFrp6obaBPlyC5d7sJAD1lgA7LRedzUJ46Asrjh0Lh7TXgi7hvY3+g2WNhSYJDzz5iELFYxaich5nzetxiKrMfc4JDZSAJEZv36w8mCA91CiLvRmXZTJZDaARHc2ElRQsbTFoeBxxwAJx88smwww47GA3re97zHlP+9NNP1x0ePVjQ29sLv/nNb0yg04477ggjRoyIbL/wwgsbS3S4ovzYY481oeX0Q5K7atq0aSYz8hFHHAHthkg6esUtJcuoPSOSQz1UucytPBRKzqNGpDuLGvScLfqK5jZBMSM95xYPgmsK20dSFZdzefhP59bw9Lj14O9v/xTGwOrY3ilZazStAcE2YrMPiaF6ZY+PeKxVB8PcfCDqSZdKC3csneDf9riPWsRlZFmW0Kw5nMSAsOS4nmlIbCwWCy3qSsuj48ynI2+UX3SEodWYU4c/aMs7IN8bWx4dGUrO67j65ZwQ9Wf/3fxWdV5AqyW448DEgF/5yleMC+uvf/1rOGTBww8/HObYSR1t5LqiQT0xwzQCySIH9xo1RYyMg5PNmDGjqhzLnnnmGWhHBBZyQg0xd2FphCcc8kFYgPi+3OwuEwlaRclgs+jgQinqvmLLj+fXhWuKO6j3WsoVYE5hPFw5fA/4bNfNXs9HE1nSMt+mJQzkjXA+xp3Cc+nUgo4H5kP3hzazVygHUHhlGeSXdHnl2fFtJzTrhs/xbXDpXmsigClD3lecToeTGrDMtXw6BJlPh5dV5dMxGy2sj7uuaB0SmkfyypydK6LBYcvchSXdW5qFRpZpYmRN0N9fZMeQzVz7uq4wwgoFyBLnn39+407aZkTn1ltvbchxazLabrHFFnDBBRdAd3d3WIbLWIbb2hHSmiMJDc+lw8t4Xe7CUvcVmhzkJDyaJNKDdU2RC9ejrNCSUwjs6gy07PxxeF8a8ySQ2gPbNiLnkuyE2z0bZtf+fDuheNc8yM9eAdBr+eznczDiymf7tefbypDtovaXk5Yb17Fc2zn3qCI+wlLDLTu0XYadR0iONrddQC3kxlXH8p6QNYevS2sNj8DKJxAnx5EkjoYRYhFNWsvU6r41HIwSdSYYUv7GG2+Yst/97ndw1113NeaEQQpTCwKH0bjppptCbRNpgZtKdDD8Cy9i/fXXh/33399MuIxluK0dwUmMnMtlSWJcy9zaQ6OZS9eVFCeX40hO1Xp1ZNW8/GhjuXFhYX60/T1gLas2CrM0x6sNu3JI7TQQY663kR3tuLlyACNOvx1yi9ZU1JGVO6wQn+G/fRaG3vAquODb1jajTdbuOSlJq5XU8fvzISxcVCyjqrT3Slp5ykrklVl3EBxeTy5bb8Z6IzXItm3WHWbFMcXCyhNaenLV5Ia/C9y1BR5h5q2iH2tHoLvqoIMOgmHDhsEjjzwCXV19VuGlS5ea0PMM8UAx97vf/W7YdNNNjTRm3rx5pvykk04yI8PXipr+9ziK6Msvvwzf+ta3jDYHJ8ypg2X1jDDayoiYzi3LMseOtNjIZc0SJLMhc9KjWnUQTgsPa5wZ2RlfXuG06CDGBKtiP4JxuUBUNxZv2EVDLRtxPqflWl09hI7Xl8PYo/4Fw7//MBQfeQsKzy6Czn+9CmNP+A+M/Onj3sdvBJFptQ5rkuvhf0nN8qOV29arDJNsO7mvNMsOiG38fYnso1lAXZZRH+Q9lkEnOTJ7OH93OLnR3gVu+bRZarSOgeXSGkaG2j1hIH4PsaN/+eWXm1BpAoaXI/FpaNRVPVMLAfMN4bN7/fXXI4N4fuADH4Abb7yx+QkDUQ2NOQIGC6jtk/lxOHEhzY0UKMtwcx46S7od3oCT8Fi+4Dz6yugPyhZNQVVXm43XUwk7P6L3Cbimo0/0pQFJ0DGrHkysZCU9jo3gmMN4tKR0ipynaJmv830Dm2VnVS8M/cssM8kPQFIjqRz3iuY+odY+aLa+xge+12MTJ4MQI0sLD9cb8efKf0MtQSAf+DOVm5En9QF/T/iPJ80vCvmniYiQEftX/vg5R9SVJDlSuMwvgR+DH7fRaHeNDo4MsNdee1WVjxkzxowe0AjUm90412LPE8PyyVvEgQkE68kuXTPRQaDwGJkX1+ogDjvsMGg3UIPLG2bNncWtPJHsxxbXFSdJZlsl14Tmn+bWHatOhyBbNlO2NrfOrvAK7Nn7Itxd2MjocSTJGVNeDR9fcYdXI8/N7rZtajht5QFIa46tLeQNO+1TqjMfTC7F75sNPoJmvn0xjIRnYSa8DWOgCL0wE96AGTAHii1Hd3Tw90SGm7ucpZIguiyq+aDaZYUn5cSHJwysShzI2RSf1wKTNZk6EwpxkoSHkZqysHDKxIGG8LCcU9ItJSeqI8tlB0CC7zMw/mWthylTphhtiQwlR33OzJkz++26BhJWrlwZseQQFi1aBEOG9KVAqQU1vdroosJRyrfeemszuCeGk+OEY1/h1OgQPvwjYRKmd77znfDAAw8461999dWw+eabm/rbbLNNzYOOatoBKpcER+pvOKHR3FhV+h7hpuJjXnGy46XR0VxYRqvSC5es+gMc0fOYyZ3DxQ9b9M6Fvyy6CKbAMrutu9IqSo0B1+PYrDgRa4+Y89O4tmnrraRFsHWUNC7K8RhsCn/KHQxPwMYwJzcZXoWp8L/cLvAXOBCWQXUDEIdWMEzz94U/F/m/B/au0DJfpzI+1/LnUDmfq5AHs/nLaoH0M/EyUc6tONySE5bldOKikR8t6kpup31qdQPXinqFyFJw3mo45ZRT4LOf/Szcf//9JhR67ty58Ic//MHknPvkJz/ZmJO2mRh5zz33hKuuuipcx+dYLpdNfr599923uRYd/DExlPy///2vmSPZQBERioV++MMfQqPw5z//2WSbRD8okhwcRwTFX2gynDRpUlX9e+65x+QvwGiw973vffDHP/7REDL0lyJJSwL+n5CkJ06cHCdarjqeCDGXpnk+RbK8SquORNjr7PvZh0EP/HDNX+HsrpvhrsIM6IYibN3zOmzbM6faPJKQOUhLDuba0cJpeYZk3lBLS40sj8un47s9CVydfrJeJHVLcbwCU+H+XN/wKQFXowLAChgO/4I94f1wk5pbKO2eeK7Bz0rbLkmQtAbxZ2zqsBvWEgfyRIHSKmq9QP4OcXdw3P/f5NjBjOQOXxEr46RGCpARVe6synuiWXSkrk2GlXNo71GzOgXtnkfnnHPOMR9lFNOuWrXKuLHQCoFE5/TTT+/vyxsQQEKDz++hhx4yniIcGBUTLqJF5+677675uDX9xzEL8je+8Q1YZ511IJ/Pm2mPPfYwhOIzn/kMNAqYFRFZ88c+9jHYcsstDeFBMxdmUtTw05/+1AwShhmcMez9m9/8pklGpOU6GMyYEiyDY7ofhg913w/blub09+UMWjwGm0HO0mVF4rM0Nwpmw5SmX1eGDBncwGGPMLT8tNNOMx9lTHx33333wYIFC8x3J4Mf0ACBiQKRTxx++OHGlXXUUUeZ0Rg22mgjaKpFB3/UUaNGmWUkO2ii22yzzUz2ZLSuNALI7jDD5LnnnhuWIcHC0HYkXhqwnMYbIaAFCAdcswFDAiksELFsWcV9U4HVCqNYdmSZtOzICK3wOCJaRIaW5zRBshQjS3N8mt02YT7QBiPUNDnh7nxZiLfDY7IyaeEhnYFm0aAOozyW1hFsJVdXFxThrVxfJlUbkAQh0dkA3ow9ntZxpuco5/UicJybW2ZsVhzNncW1bZp2J/x7y9HKWTmfW1GrRscyrIp7n+i56P2gca2kEDli8alYdFwuKS2sXFp+QNmHttNv1Sh3VjuLkQuFAhx44IHw7LPPmsSB2BFvBszvVY8YGVoPKN7+8pe/nOox87Wyrscff9wsowsJzU1oVkIrT6NEVwsXLjQEa/LkyZFyXH/zTb3hx/Ik9RFolcIHTRMOa+HSC2jkJs6lFVeuhVNK4hOBjdzIOraGWWuotX+GojmoChdXiI00w9OyachjdANaSKyErU5/k5ckKHtebQnyaqSZC418Dq42lutyJEHhuh1tveyh8+Hh4lqYuS30PCQ/cRqdWiA0bC7VsHV8K82tZSEv2qRFZ+UdBIdfdiNh/gdBnRO0LvC7iPrVpqLNwstnzpxpPDbc2EDf/3q4RU3/bxzPA32RCCQ3OOAniohQ6ItjYA1koMUIEzzRhOOWSGikBiyWm1o0O+aFduQCUbPBanONAJFOJ+kIzARHy2hLfsbLqNx2WL5OZVJ06dovPEfMen9DNthDoRtGBiudIoQAcjAJFnufo7+IXlAnOQo1OErngm8z9TUCY7HkVEVppQWy7tBYWHGdBP7nFu8JFyNHhMkWMbI22aw5NmIjOxoDqYPQanl0UI9z/fXXm0R36A3gU4Z4vPrqq8ZognyCGyTQyNH08HJ0/xA23nhjeO6554xfcty4cXUNvOUCusjQPDh//vxIOa5jWJ8GLE9SH4HiMS2MTYrUpWWHW8DLSl2XK0uK4E2ZElJOLitj1peDFOY9LDqyBaNw8zoRhsSW1wqPJbGh/Cac+JQpoiSodkmRS0WLvCIzO79N3ot1jZPlA5965E7hbpV6gOfcGmbBfdAnRq5CEEAH9MLG8Dr0N6RlxReB5Tj8A+06J+9QmHcg0KOtuCVHurUiBEe6fflFJQUfU86sK6zB4rrihCawuK9sLitJYmhbRRptrUtuKvneNRK8z1XPMVoVNMg1plfh30EcvgDX8WOdOuqNnAqgpYDPCRMDImHE0ctRZrLzzjvXfdy6vnKYM+Cll14y6vLx48fXPR6FC52dnebGMdKLRkdHqxKuf/rTn1b32XXXXc32z33uc2HZzTffbMrrgbTgyGVZ14fkVFl4lKzIRHCq3FfcckOtla/mIM6yo3XxuKaBESzNfeUKNXclDuSNMJEXG4nhWh5qtOm34PzPdYsuSJ1JLcTGFmnEgURnHkyE14J1+woqjSVqc3IQwIFwL3TUqKrhEWEyeomDP2OfZ2cDnUPjEfxDq+1Hc/63LlhIloysCo8jrDuGWLPIrCr4vi8IV+eAR19Fytm8MnEXFRGcsk2jg0NBVDoEnLQUlGWbO4uTHnqfZEeioRqdNic6jRqQcjARnSAIYOTIkXDttdca78ree+8Nl112GRxwwAHNJzoYSv7+97/f/LDIwF588UXjP8PxKNCq86Mf/QgaARQWn3jiibDTTjuZoSYwvBxV2ejTQ5xwwgmw3nrrGZ0NhcHjg8LrwXw/f/rTn0zYGj64emEzp7u0N7yO5mGKkJ+K+0rT5mjahBDawSGl7prsnVZADTKFkJNlR26rEidTGRNa8sYXLGSH90ClZSe8psqcE6BmI2kbUqiQmRdgOjwNG8GiYDQUoQQbwRzYFl6EsbDcuT/9JEmokGYxSwuS7NhEybKt1sgkFyVXGTAFqZHpGGQdWkfSE57QNc97WnJsVh1alsdjlhxOcFSLjggxlxYaTZhciNHoaO6sRrqu6v0m0zFaFfitaTbaLTNyjlnC8Du+1VZbmUhrTBPTdKLDx6Pgo5XjeBRIRhpFdPD4GK533nnnGf/d9ttvb8xcJDjG68FILAKOIIu5c1BT9KUvfcmkkUZTWNIcOgT6wPL10IxeKbNZanh9TdOjmfVl5IgWdWUadc2iY7sB0+CW1uoJXLAxBItFR+pxOMGhDLCyF2vKKuYFyaO03qbrMuslNa2g48lDAJvDq7AlVA8s6ntfNmtNq0Fauej94i5B+W5UiZrZkA9hTilNj5PXy3OpaHOKiiuY5dQJ61ezCpkkMHAIktFFXQiibqm8sOTgcq+F/HByhFfZ0+SoqwwZ4iC9QjgSPIaV15uIuNhK41H4AN1UNlfVbbfdVlV27LHHmilNaEYUrZxDEhpuweHHidSRyc9sWgPXRfF1TlBckGxBqy8acD7GFX181OgrRb9j9hO6AS1hICiWHBmhJckOL9Mei+sR+ELqtgYCyfCFL3GM+7uAh9VG1pP1q4TIoJMXTaMT1pPjYCVxWXH4aNssVpxIJ8FBcLhFp1Dsu3606nByo2lyiuw94cuc8PB3jbuJG4l2t+j0C9rMdVVWoghQaoJR3qgFbirRadR4FAMZNm2BzbKjkR65r9kmdDrmHKwhp4E+iTBUOcJrdV3xBtl1DLZdDTEvV/dYaRtv1ClDsiQ0nMxwAqRdhsz2yj+OrtusFTadCXh+0NsVnDtoz0hyC+6KtL1PUqNTdmREpnK+zMe/MseVpiT5X69JnyO3VViJheBQuabVMVNxLcnR8ulIwiOXifiQZYyTIu5O1OaNgGyaaj1GhvYlOjag10amimk40aHxKCjjY1rjUQwkUEPh+p9o+hH58bWJkU250jjbNAdNRb56zt1UNOfERgsv1xIHmu0WrY7U6FA5f84a8ZDi5FaED2mqBS5yyOvw73xS15evxUc+e5d4XxsFnruz+DVKgmNzYUV0OWnBljjQ6HXYQJ9yzsiOZtHRhoew5dORrquSUs4JT7dCbvjxMjKRoZnA0QowaAj1vTvssIMzchuHb2oa0WnUeBQDDZquhso1s7skOD49HM1VxYlPJEMyv4iaTfKWkZhtrSArywlhJS/jY13lFYEymuR5h5e7riS5sX3ENddVGsjVaMlxWTXSQqt+mNK8fxdJ4i59TXBMZNqWNTlMzUAnckHq2qQFh8TI4bwQ/WODmFusm8UiQG/FVRW6rCrlxa541xWJkKmeLRSdthWYZkd2MNKELXAg6TFaGb29vUZCgdHIH/rQh8wIAjhywOjRo000UdpoBzHy4YcfHnqCKKI6bRTrGY8Cx4zCH3LFihVmPAoc52PddSuhsYMIXFQZ9yLbvEvcshPqeRRdjmm8NY0OKBfhLUhhYkp1u4XwCPO7dGFRSK+WOFAmSaNDE6RWR9PoSAuQphOh5xlnpWimAFN+WxttZbKJuht9z5qLij6k2jOQLirNeyotO5q1Rg01F4SnLuuO8SmxplOKkSNzqqPMhUUUiUxPWbfqIOEx7xLLO8VdUHlP11Vembhbi19W2mh3jQ7qU3FsRQyKwcy+GBKN38fvfe97Zh3HZkwd9WY3Dvpfev61r31NXe5XotPT02N+TPzR0h6PotWRtAHgrijNeqNZeiLbWf4cmmvEh5Zj/7K+X1XbSMyROmzOCI4UHMshH7hQOQytLUcjr6TAmLutJMHRQtHN8xDH8CE7aSDuEddDbPj9+RC3Vv0o2MLO456Pdj/G0ucgNTKZYOpfcUl4JNnRtDo0Fx0FIjT0XuAylXFLaKFUHXWlubIKCvkhiycvk9KhRhPvdgWmM8HUJyicnTBh7bh1GDGEIdIZkgENKFKcjJaxphAdDCt/4oknYLCBa0LqMdE6w8mFZSfcxnqhmkanSlgpD5xP2FBX1VHm0hyvWHRkJJYUW5I7K9TziDwhUkMAHgQnDhoBSKNP0wzLTC331apkJw6BhxtYviMozOfrHFXvS2RjetddRXLCHDuWd4Yta1qdgnRhIekprSUxgYXE8DBzTXwsCZIUMzcC7W7RwdHL77nnHpPclmPDDTeEN954ozEnbTMx8iuvvGKiqtH9t2bNmtSyS9fkusLY9l//+tfw3e9+FwYjqH3KNdhnLce8Cst9/WOc/NTyJXYxCIX0SD0OJzZyFHNXPh3NdUWQBIdbeKiM93bp9vlH3/W79b8htzGQbqAk5LCe9pHO5dLpcNevLQS97IhgkzodbuGhzoE2vlpVdnEff6LmsrJFYkUIT8Wq4yA6UqdDnQNtOAhplSFXFZEaCjOXeh16hnSLRJCke6sR0KzatRyjVYHWB+1DPGfOHOPCagTaQaMjuQWSmt/85jcmyiqtIaWKtQqu8EJuueUWMyzDiBEjItsvvPBCaDfIno5vYxDR3DjM79LFxV9oW+4c2agnJjNaA82FlNQ4c9u2rXdamfPeKEKKkkmzY6oL0mOsP4LgaNEg9EHkbhxeJi0ZtO9AtnA0ChqZTBuSQ3B9jUZeZBknSXw/fmzppjJ1BcGpGvtK/o9tyDs0Os53iJMiJQKryMwuvGMgXFZ8bqYcQLmSOLCsuKpKFmuPTaMjrTqN/j+0Kr797W/DDTfcAI899pixyixZsiTR/gceeKDJ1k+Z9/Ejje4X1J3QOFgZ3EC338MPPwybbbYZpImaiM5TTz1lQsIQKErmaNSgnq0CW/iyBqv2hpGbOEiNDp/zOmZwT0gJWip72ZWSDv0Y1xXNwxwhYsiIcBvjVlpOHXkpWiRWraRmIPxzbT9FuUUIj8tqxnVSUpAsUXZkSObbaD1yHmVolLpHKzcRVJbmUpZrg+Xme6u1OnxCMoOTSM1Q5bqisp5qNxS30mjuKG694a4sHn3VSI1Oq7uuMIIYk8tigjr0WCQFjgiAA15vueWWxu2CUVc4PBIOSP1///d/DbnmdnNd7bzzzjB79uzWIDq+g5ehyW7q1KmRYRkyZMiQIcPgQ6u7rs4//3wzv/LKK2vaH0cKQIsEjqmIOla05uD4j8cffzwMGzYMGoI6XVfQYkTnV7/6FZx66qlG04TR3agJ5th2222bP3p5HJDZohkQB/wc6OC+aymMrQcuy47tpfZOFliuN+mZGIlZuqpomW3XEgbatDqajodb+KUGJ29xV0mXFbfqSEuQdIGoj0O5zUag3vwymtWKu4hqga9FjLZHXKx13BsdR7qs4iDryMgqcmnxUPJE1p18gjBzXi6tO6GrS/zBhQuLoq7CcHJRRm4sNJzjuFdBjA6noFjG5LZmaXRa3aKTBorFotGZNA1tZtFZsGCByUFEA3WTl6hfxMi1DtDVDpDuFEK9jYNLyyMH90zNHK9BhsiaMnaRkbpsrhAYvuwc1FPO2Sm0CCyXm0X7uGpuL19xcjPRCOIzEO6H19PcWVKUrL0jUqMTpmYQB7MNExEePA6aNkcjO3xE88hcITpikpocirYy94NJA8md1bOWlHLCIjMjS1eV1ORoJKjVsWzZssg6Jpzr7+GH/vGPf6jl+IEeOnQobLzxxjBjxoymX9dAwsc//nGTHRldff0uRh6M4GLkpiaXE9obuV5TqCzP8OojprSlsrewiDCfDtPr8Bw7MvIKy3g+HTTF8ucto6mk1UaKkTkva5UkgbVYONLoWedSIEhp6Hfk/cTpdAJlbou6KrsE+mIb/R8jJEgK+uPAyYsrcWB4TLbOtTqKIJkE/VKTQ+RGGw5CCzUvCqsNj8iiusXKcBA053Vb3XU1bdq0SDkKfr/+9a9X1T/nnHNMwj4Xnn32Wdh8883rvLK+rL5kfeDgFok99tgDrrvuOjPcQSpoM4vOa6+9ZggjksI0kYlnasyjw9fzDXrZtcgr23rVDhI+F2oVW1r2lcRH1LNFXkkiFAmdZVYd3vOkMr7Ndqmu3y3pHz5NMiRDp7XlRiAfM4d+smzFtbFlj23SqqOeRxEne8H3z6IRHueEwmbFfVWZwqSB3FXFCBARHwof54kBaVkmEyxYJhrdXI5y3ggEKU0IFKwuXbo0nM4991z1nGeddZYhMq4pLWnFzTffbMS0OKfrwuV3vvOdcP3118Mdd9wBb7/9Npx99tmQdnh5PVMrYb/99jM6p7SRWXQ8wd0mtg+FpuHhkHoGl8XB9f/TSE/ihtwWIqu5rsJtylwpk6OVaxodmRwtsk3R4rjCzLWwcs1Npbmwqh6LmNcDmwWi1SH1TPW4xaQlS1rdtHItvBwSDAHB3wntvZDJA7UcO1WwWW9kHVfkFa9D4YWgW3VIoyPHvsJ5GIlVyQAhB/XkmptCTLSVRoZaxZXrAmbI9cmSO3HiRDM1KzMyhpbvtttuYRmOCYluq0984hNmPEgMP0f3TAYdhx56KJxxxhnw5JNPwjbbbFMlRj7ssMOg5YhOO4Waa5ocTZTM6/jePdcdkMXH6Z6qB76NelVDLUTJclmUyQE+pVXHNf4VHweRi4pLHmQlpxAb7QOt7d9O5k157zysu95OnPbz+8DmptIIoRTUlj3cXD6k31vIz5F3dBB8BMlaeb6rmuDQLkKjg5CiZNLt4KCkKEqOExyXFf0OWXKovjlPA8l5q0dd4RhVODA1zlH0ioE0CHSj+AzIiSJajXxh2csvv2yWN9lkE1i4cGEDrr49cOqpp5r5N77xjapt9YiRG9q2t5sYmVsWIMaN4vL01IqGiY/jls06M7ebdYeFh7mgqjQ6oLutIrodHLjQww1FZZrJXZJQbV/pPYhDnMVuIKHZ+qS095OJA01ZDMFxvj+1WETlupxs5TgVh1S7roRFh9xXkfGuKuW5iqXH1BPuKK7TsS3zujKXTmEAuK4agfPOO88IYVHvg6HhuIzTQw895LU/Js/9/Oc/byKHCLj8hS98wbi0EJhXR+qL6kIrP9Aas0vbplpJTsMtOs8884zJo9MOoAbB9WFtBrlJRWvgNKm7BJXieDayU7lGLjSmkHNyYUVIj9hGh+HP2RZ9pQ0BoYmSQbH0+D4u323NQhIrSr2EJ81zcWjup7i6tKySHOVAJEy2jVRufZd8f2SN1FRdhMyQzAlQxapTrnZdcbLDxchEbij03JAfxYJjc11p1p6gcnqat8J/vD+A+XNqzaGDwCSDhx9+uMmnQ2QGtUSoAfr73/9u1pFAfeUrX0ntmjM0iOigUOif//wnjB8/Ht7//vebrI885O9zn/ucGR4CkSpz7WfkPcXILqFsPZDRVrayRPBJYx9ZVxi1hfxw3Y0MM+djYml1KAILW15OakpK9BWdUtPolPrhAy4/zM3qMNV7P/1hpeL6HU5e+PvEo6589WwUWu4Cj8Dygmatkdv5cqxGpyJKlhFYsFaUbCwsIp8OzSnU3JCfrmqrTlKiw8vyg9R1VS8wmy927v/zn/+EIwZg2QEHHBAmzcXIrDTRDmNd/exnPzMaJtQy4bILn/nMZxpPdPAHRLEQ+hmXL19uTH1XX3017Lvvvmb76tWr4be//W1IdNoJtiggrdyFpvaWnKaJhGJKGv9KS2OvaHSI7Mi8OtyVJfU7VUNHWAik7flLUTIno2QJ8Aml5ufk81ZE2rlz+uNebeLkuH20fW3Wm8ixk3wtbceyuan4dtt+NC8OBehd0ydK43od5sYqMBEywlh5SJvDRMnF0lprZa1Ehyw6jTLz0/tZ7zFaGUhoDj74YDM1Da3+UGLw4x//2GSPRqKDyzagRqcpRAfzFGBoHA5+hvqbH/zgB0YFjWSnqT9sP4C7ply6Dv5xrFfTkcr/t0qUUvCz6sjoKz7YpzZAYXj8aBmPvqJ1ab0hl5UhKXxbaa31BhzRVxokyaEyTnba1USv3TOH/D9qzzLOIlYPZCSWDWp0laPclj/HJ8eOE/KdqdoeM4q5rS6RnfLKKMNgyzwjciATBjJRMr4rtizIGsGRRIe3aa1M7FsdK1euhNtvv90ImnHsLI5aP9LtjldeeUVdThOJiA6Gx/3ud78L2RWKrNAfecwxx5jxPUhw1Y7QNCJgaSDirAL98oFVBUQya6ti0dHm2nEVjQ6RF0ToulLIj0wcyIeDKCuGIxl9xS05UqNDdc0tJXhcGhmoFbZooWZbeHI1EB7fY/uSm0Y8C+2aeXi5cVOl4fNwWXF8yY4hNr0ie3LFJMMtOhXtDg70aQgJIzcya7LJqdNVTWY40XFFZPGoK+5BSxtpaF9b2Xjx6KOPmlHKV61aZQgPyjswwmr48OEwadKkxhCdeh9qAC0FjLZCYwo+Mw70FqFhBb1ItSBRm4MptuXQ9ThCKw7E9YEPfAD+9re/Qbsib3FV2T6IcQ+2X3tNms7Atq5GjShmLVkmrDZa1JV0W6mRWUovU1p4JGzWNOl29EE79G6T3oP872rEPS1oOXLKFhdV4KnPqSs6UbNO+gr44yKtqiKvhkaTCBLB4ZodirZiCQTl2FdmKtiTAspIq7h6+UEadVUvMP8LSjsWL15sBvG87777TKZfjMb64Q9/2JBztlvCwPPPP98ItiWQPNKgq7UgEXnffvvtzcjl+MNxHHfcccaVdeKJJ0K7gmcb1YTJOUt5o6wEqUFLhMbH6VGXY7Q6fKKEbErUlSEeyrhYoVYHw8zxZWSnkZa1kmLJsbkRNRcWeLh2Wh0+0WRSShVnveHHbQaqtDYxYc4q6Wma8tti0fEVJPP6ZOEhrQ636Jh6a7MlIyIJA9mcdDvFQHdPcYsO1/FoyQQb1S61uxgZ8+5ceumlRqdTKBSgq6vLRFx9//vfN9/Go446Kv2TtplFJ6gMlaEFQaGFrClE55Of/KRJY63hgx/8oLnIyy+/HNoRMtTZJkLWesP97qpyCSp9Q8zlsus8ilVHRlbhnMby0UY2D8PSK0IRTnZk9JX8aPN12zb+ER9oxAY8iIqvu66RWhwJF7m01dei2LTw8rpcYklyDUgyU4sgme9Ly6FLi7mwmB+JiA4f2VzV7fRECQzmle2uLFNyQJ4kUOp2yPKTITkwiy9FV6GrCnU6W2yxBYwZM8aEmWewA8f+QoKD06abbhohO5g/B608lEyw4UTnyCOPNNPJJ59shqLfZ599qtxYOLUjhg4BKHdFCY90hdgsPEmsPA2FuegEmVylRceVxj7vJjta9FUoQlbqhMQILUJBlKC4LDX8wy1JURJrBh0vbcgcP60CG+HxzT1UC7jGqt7jpCo+lojT39isOi4gsUGgJSeMvqoMYIV6HR5qXtHq4L2Q+4qIDs3D5Z4oueGkp+gZXt7ohIH1HqNVgckFH3zwQROVvPfeexs9CWp0UNe69dZbN+Sc7RBejsChMdBQgsNjoIsKySGhs7MTNtxwQ9h1112hVtSkO8NsjxhlhWOIoNsKSc92220H7Yxr7poIN1+7Bq68cHlIeGyWnn6DZj6yiYa0xtnVSMucOgmIjs1qw4mN2UW4sXj0lbTSuFxXcpstrNxlXfBJpNeOaKaFxwc8j47mzpIRXCQ+luNZkXZH6nd8wtFj9Te8nNfVjkGEJiQ2FUsOd2FxosNcWcY1Jca9CiTRyQGUg2o3lXRZ9QfRaXfX1Xe+8x2TdgWBkcknnHCC8YIg8cFkgg1Bk11XF1xwAVx77bXw3HPPGR0SjuuFo8NjviDCmjVrzGCqGKCE7ruDDjoIfvnLX8LkyZOtxyXZy4wZM8wx5RhX9aImooNZHlFwhWHlf/zjH+HCCy80w9xjLDxadJB9tRuGj8zDB08dAZtv2wHnfmRRn3k5Q4YMGTJkAICddtopXEbX1Y033gjthttvvx1OO+00E2Hd29sLX/rSl+DAAw80iRJHjBgRirJvuOEGww/QMvPpT3/a6JPuvvvu2OOjJQxdVddcc40ZWR6x5ZZbmozTRWT5NSJfj08NsxnedtttRln+0Y9+1JjocAC0dkWhkIOd9hwC+x0+LOK2culyNJGyK6olCXhmV3UE5rgD+yY4s06s78f9eeIaNLeVNklBckS0LCxncq5BSzCo/Qa+1ht5a679mmERTsuqlEt47EYmUvRNKleuo7dP1p3YAT59H3CSaKtIpJVSZpaFRodCoXiUlWPiEVa2ZTlxa0+jrJXtHnW13377VUUl04gBuK0haPIDvfHGG823fquttjJeHBwyA7VIDz/8sNm+dOlSY71C4wfeMwYuXXHFFXDPPfeYKDSfFDao0UELD0Zx44TLaBV76qmnan1K9f+ne3p6zKBn999/P7z66qtO81Q7oFQK4NAPD7d+eLUwaLmsIdWPhutX1aJD4szycps8Fyc4fJ2Vy8E9ZSi5mh2ZtlUejtREybn8TfijiNNmc4H5QBQn+yCOcCe5b9szrAeRsas8iJAMTW/4+2N7T1zbfEkPLtM6DvhJBEdMktTQ7jLUvIMRF75sIzx0ima4ruqdWhXY6ZdJAsmVc+edd7Z0ePmyZcsiE7qcfIDEBkERUUh4kBPsv//+YR309mywwQZw7733xh4P9b9IoubMmQOPPPKImVDIve222xrDSq2o2RaEYebotvrrX/9qRhZF09T111/fOObaQladqRsWIgTHJkYGh8UhzV6Tas3RThaxwHj+9GqkFW/UmaJDIzuVdfNMKtYZSXbMM5JWHWmxYvM4kTHX7Gj16KOYryHoZiCA65Fq0dzYwsptx2qEUBksGZA1NLSXn/fQ38RFX2kgATJPIEiEx5RXPjRclIy/jSJG5gN90pxGlSALDS3TMyXBskwY2Eii06544oknwmV04bz55pvhOrph0Aqy3nrrQStjmhiXEkdwx5EQXMDvPo5tufvuu4dia7x3FA+PHTs2UhcNIPy5uEL00XCCHiMCLqPmqZ6ExDURHfzRFi1aZATJl112mUmShMkEBwNQGb5iadlqAfCxHGjL/WLlsVl2OGJzgVRCYm1iZBZixId54JFVtI0Ey7xemC25MhyEjLbiUTvax1YTI2sh6XHgJLYV4cp5I+/dJs6W4ILuRsMnEk273rh8Ow15X1yCZG2uHYfEyAgiO6EYmchOha1Q3LepGx3/qkqMzAb6JAKjRVvZMiNnUVfJgfnlKDRa6+ijaPfnP/95S4uRZ8+eDaNHjw6Lfb7nqNVBd9Jdd90FaQHdVvPnzzdWHY633nqrLllMTUQHmd6xxx5bxdoGA7AR+e81q6u+6TLsXNPhxGkbGkJsaiE43IpDIea8Dq3TVHYQHUZ4wsE6mVuKj2IeGeRTjGzOh4PgVhtJHIn4UB0q59tljh3NsjMQLTngIHA2YpNUbyOPU0tSQfnMXR9W+WGOdW2JCKu6siRriHP78jouqw6PuJIWHYrC4gN+MsIjEwbmLQN94mvJo6zoELYcO+YSsqirxMDxmbADjMkBH3jgARONTEDrBgqTMYFgKxOd0aNHR4hOHFBgjB4czKuHw0ARpkyZYtx3qFXi/ADJC27zierCoTKQY7zrXe8yZajtwaEhMLoL3WqEJNdbE9E55ZRTYDCitzeApW+X4aY/rKoSxGouKi2fjoRGiJrWK5XlNsKD4I0xkZ+wnmWgTzHZMiNrImSeYJB0OpglmR+e3FGcwPB3npMejeDI/DC+z36gkiAf5OrMo9PMbMoStuvzEh5ryHu+Gz5h5vKdISKjWXSI8JhtKytzxlYkqbEM9EmZkqUFR7qwQOTayVxXyTB9+vTQldPuCIIATj/9dCMSRk0ShoNzoPgYQ8P/+9//wtFHH23Knn/+eSNY9smD8773vc/M3//+94dJA/GcCPQc0TpuQ7egL2qP1xqEmP1iL3zrlMWwfHEQGQSPI07Q2i8fSd5gR8qLyQgOrauNujC5KERHEhpTzZFjR7qzgpLu+uMf4ZxH4sBaH99As+D4khOtXlLrYqN0OjargDyfzKdTE2K1bgmEx7yePIZ8p/hcWnmKSIbY0BD0LhXtGh0a6JNnSpbaHJ5Xh1t5mhF1Ve8xWgn/+Mc/vOsedthhAz5h4GmnnWa0uZhiZtSoUaHuBsPI0UWH85NOOgnOPPNMI1BGqwsSIyQ5ZKGJ0/42AhnR8cSXP/w2zHq4t2roBzl3uavy9XxI6jU3xAmRXZYe67l4o44EqNIgOyZNcOzMjCzGvqIsyVqkmyZKlpoUTa/iEiU3muSk8oFOaE2xuauaRVbShm9b7XRj2Vy9/L0x6zEkxlVHs+rwkcz5FLHsVPQ6Zp/osBChRaezr6y3MueZkqXLSlpv5LbMdeWPI444wqteUgtEqyYMvPjii81cjoqAIeQYdo748Y9/bIbCQIsOTxjoA8yj0whkRMcTzz/cG/Fj8w+s/NhKjY72QeHlubQirFy6nLCOh6ZA0+PYBvqMmOeVm1esOnysK5lfRyM8dN/mEKUoOeDWGi0Hi7T20JyTIVsUlmatq3qcMHDg+z+LIzxpu6f478mF5YVGC45t8NG10dwlSI4TI8vjRYaCYENEmHU30QmjrZhbizIlFyruKyI1HTEWnUyM7I/+dlc126ITeIycO3ToULjooovMVAtQ34O5eChhIAqTcWgIPixEUgykdrpfwV1SNiuO2j42+rpize1x2z16oTSPI0nU+42x6tiSB8p1uj+eZ8eUCbLIfwepm5KPQXscGhH1ITmtgnyD9pGEXJL3Zli7OLRPSmIhtK/ZLvLn8dDfuNxX2hTmzKnkz9HWI5M9r06eJwukeSfLq8OsNzxXDnnCtKSBGTL0BzC0fKONNjJWIYzsxgmTD2IZ5tSpFRnR8YQtGZ1GfOLCzjVoH+WG9UptvU2X5sC7MY8nOtqYVgibVUdmSZa/g7TUyN9AkhyNDCWxdkho+7YKMbIRPrmeZkOQ6yfSkyjrcV1uYMt7lPTdkVmSbVmTzaQnEcxxciMSB3YQ2VGSBNqIT6MtOvUmC2w1i442RAKKZjEUGifU5TQqWaBBm6WaPuOMM8wzw+TDOKYWThjVhiJlzNlTKzKi4wn5geUfCP4xcXUOG9kLVjU8kYu09ERlGdRotk9AdKwkRtkmh4+gLMnhbYllG+nwcRMmCfu3uSNbAb5kzGdfl1Un6bEbjSoylAbhiXPv+riv4siMSmyUKV+ARb0j4OXVE2FxeYSaLZlbd8IJIxYdwz1oQ0K06je5xb7LEfz+9783GYGHDx9uQqRxQoHuu9/9biPgbQja7IE+9NBD8MUvfjEyrhUuf+ELXzDbakWm0fGE5qbSQnFpG69nO55re3jMRn9BtUZZgkdaydw6VY07NpNMlByeJ8pMNMExRWEhZD6dnBJ9xUmnzIHDkwm6NDoydDqNj3ajfjKpY0nzuIFyDz7SSf7s5O+QRtLAwLHOlxuq44lz68o6SXQ6/L1CyGzJlTovLp4CVzy8Ezwyb3p49zuNfRk+tt6tMLP4VlVuHanfCSqiZBIha8kE6V1oJdI+kIDZe7///e8bqwQByQ66Xr75zW+aAa8zuIFRWhiKjsNGcGBCQ4zyqhXZf7oOjY782IKDCNmWWwIuNxZf9nZjYV4di9lLWHVclh1Nu0NWHc09xd1R0opmI5YuS4UNteyjoVZSUO//J+5ZtNz/U6DfO6E2MuP7znA9joc765mF68KZ/z4cHnuTp+nPwSNLZsAZz54IL3SvG1pzrO6rgntQT+m+agTqdVulEbXVSLz88sthrhcOdMWg+6URyKUwtRI+8IEPmPD0P//5z4bc4PSnP/3JjIH1wQ9+sP2JDoqSjj/+eMP4MOMiPowVK1Y498EQOErNTdOpp55a13VoPR6p2ZHo1z+TS1Tpapj5PjYdgtweWVYmVq6NWo6wua1oW7g9ejgvcqlpdGyPKu5RtirSJNS2/X3cV838z8d9/FzuK2vahqo/R4zrt57JIUgOCkPhJ7e+A0rlPJQpBDG87zz0lgvw07nvUTU63I3FvcpxZCcjOrWPF4WJ8iRuueWWqrGkUkObua5++MMfmnEzTzjhBNhwww3NhGHrxxxzjMmM3PauKyQ58+bNg5tvvtmMjvqxj33MjGYa5/vELM6YPpqA/tM0NDoy2kd+YLTypB9WRENT2PvWcw0BoSU/M5PIqQPRecRlpWRNlkNAkBAZwYeEMOvKM+fuq7LDTcO3uzIAtxrJcd2Hti73oWUfQkJuLI1EaS4v/rvw7a3Se4x9p8L/acHPPWXb7nJdaaHmRHLo/SoOhedfL8Lri0Zad0ey8/LqyfBKz2TYsDi/KnFg6LqqjH9FLj6eKZmW6Tdutf/6QMFZZ51lXFU4MOVuu+1myu6++2648sor4ac//Wl/X96AAA6Zgc8Kh4J46aWXTBlGXNX63R5QRAfj6XEE2AcffBB22mknU4aDpL3nPe8xDHDq1KnWffEB+YyxEQeb5EQLdeZ1JBrR2Ff1SrV1V4OrWWnkdqnNsWl0wuOJBIKgW3Vc+XNsmZRN/hs2JEQpJp+OptXhGp2qxwHNh6ZPaQQ0PQ6V8zmBnhPtV6sOp1Ekx1eb491h0H4Ejczw5TiXlfVcynvENTq9a+CNZX4N/NzSONhoyPw+K46F6KD7Cl9JIjdk3aHft1li5HqP0ar45Cc/ab41P/rRj+Avf/mLKdtiiy2MG+bwww9vizw6zQJ+t7fZZpvUjjcgiM69995r3FVEchCobsfsi/fffz8ceeSR1n3/8Ic/GDU8/gHRf/rVr37VyQ4xkyNOBD6ImEvD0HK9INcFuRpijbjYBvfU6kc+BHaLDll15BAQGumRwmR+eG7J0awavHHVSBAnPTYSAC1olYAE10uPzPatt1l/0kAa70pLtMUJtTi9ZYB7XinA7S8F0NUDMHOdHLxv2wJMGlV5ItwaKqw44aCeADDSsyM7orMrDDUnghMmEGTjX2HewbzQ45SFKDkjOrUDv0Wu71HLPdQABgUGBNHB8TRwBFgODDnDsTRorA0NqHLHAdfQ4vPEE0+YsDUcYAxj821Ak9n555+f6vVnyJBh8GDBCoDP/a0Iry4qm9DucgBw+4sAV9xbgjPfXYQjd/CnEtvPWAnDh/TCqi57Uz2quBq2Gfk6ABtdIkPzgYLZD3/4w1XDI2Tof/SrIeKcc86pEgvL6bnnnqv5+KjhwXE20ASGGp+rrrrKjLpKvj8N5557LixdujScUPUNiv5DRvk0+qGSoFIzwVvFljZBZVW9Yvy6zb3lElnSNTiirxCaBYcLks2uyjpFX2m6Kamnkr+fLQ9OrflmWgH5BkVjuVCLqLtWyHBytU5Qh64t6YUrQv1yrghn/b0Isxf3FZXwevB6g77ph7f0wr0YgBMnTq7MhwwpwPF7LnRexodn3AmdnaWqnDpSoFy0RF9JgXKjfr92FyMvWLAADj74YCM8/vznP2+0Ok1BmwiR29aig+ItGgjMhpkzZxq301tvvRUp7+3tNZFYSfQ373znO8181qxZRuCkYciQIWaS8AnF4x/Qehr/unKCxIYOFWvT6WjuK25+l8c3x6q4AC2RV6H7ikVbSXcWCZU1/Y45RMUUXxY6HdkguspsolkfIW3ariybQDjN8/iGkdPz1MrLNbrSGolIjp1UMiNbohD5nNcDgAdn5+GlhfYnm88B/O7+Euy6ydCoGJmOR4N60rhXxaFw1G5LYc2aHvjjPetBuZyDfL4M5XIeCrkyfHjzO+Cw9R4CWLk2eaBNjBxGX1XyUBWENofehUbqqer9WVqZ6OCI3osXL4arr77aBMlg/hzMB4OdbPQuYARR2mhXjU5bEZ2JEyeaKQ44xDsO9PXwww/DjjvuaMr+97//mQHViLz4gBj2uuuum/ha5XdaNgguLUIr9v4NbGJJW5mWONCm0THbRPJAzkiYIJlExi6NjhQo06Cg4eUpDbUmOraRIk3LkiS82lW/2eLjJITDRmbiCKHcr1aRclpI/Xlq1lCbNZMt3/1qEQp5gJLlYaBV5/HZvbCypwAjcHRNqdHh6xWyk+sYCsfvvQjeu8NbcMeTw2DR0gAmDFkKe095EEYXVgKsqrTkOEiuECPje8KX0arDo6/4YJ6lBufRGQwanXHjxhlPAk5z5syB//u//4Pf/OY3cN5555nOeerINDrto9FB5TqaBDFU/JJLLjHh5Z/+9KfhuOOOCyOu3njjDZNqG91Tu+yyi3FPIavGyKwJEyYYjQ5mrNxrr71g2223Te3aNDeI3N7U/6DP18bVS7VZdFzHkvMqEiTIjmLRIetNnEC5apuSJZlHX9EzDJSPc70WiLQSB/YHqdGE2zx6TR5fIzvaueuNzkqCuOMnsurwH9HnB7W8Pz0lv39DT4A+pI6oRZQIjrDo0Hzs6DVw2I4LAFYt7CtDgtOLx+lzW5Gq2Bp1RYSnErEoLTncjZWhPuA3CocswGAZHLdp8uTJ/X1Jgxota2zQoqfQDIhkBsnLHnvsAZdddlnkj4VC41WrVoXx+Jio6cADDzT7oZvs6KOPhn/+8581nZ9/n23m3aQmX94O1/pR8A+brWE8K586Lq1BOOkkh5MdLUNyznPsK5np00U+tfxHUp/jDFgbQC+Udi2+/9tWuo+Wclm4oq8AYJNJ8eNrTRhZgNFoztF0OUKjE0kkyLdHytlAn8xSStYcbQysIiM3XLOjaQ5bKbddqxsgbr31VtMhR2KDsgxMcHv99dcb604jQK6reqbBgAFh0UFghJUrOSD6PwNUIlaAgjAcSbaR0DqBcRYeCdkmam0kNZxynvgiveo7LDo+Y17RvpGPQJeb7DDXlcyG7MqxExKjUtQaoQmUZUg5iHJpsZBurFoeZbPgsqzUcpwk+9oSB7p0Uc0E7wiYcOs0Xbx8e2V+4JYFuOjOMqzp0asiMT/mXWMg3zFs7bvDEwbSnCw5nNwgiOCQ1cfMuyIWHZxzrQ5OpV5lHKyKoZUIT6lJYuR6j9GqWG+99YxuFL0P2AnHdCaa3jNVZK6r9iI6/Q2XFSdf5/+Ku1cIYbZezzfbNGqQEHECZK2+zKUjBcmyt2vqVzKVOYiOjcyYQ7EyqkvlWpZkUPLmcG2OptGRwmOuRfFBq+TX0ciFRvZ89DlStMyJpOvc8vm5/sJJOwaaYDtoWO/FMRyKZtHEvDfDOuDrhxXgy9euMhdJWh263h1mDIPj9pwQTQjFNTr8HZODe8phIkLrzoq+l6CoEx1u2SHCY+ZK8sBGEp12x9e//nU49thjTc63DK2FjOjUgDTSpLvEkyoZEuHl2IjVRG5siIssMSe1ZEe27RP5MPhZdBDaiOYRIlQpMx/VfDRLsvzgSnAdj9SbJNGVtAqxqZX48Pvm87j9bRYvlxXI14WWb3REYlqwvR+V9T037YBLPzoG/nB/F9zx3BpDdtYd1wFH7zoWjtp1HegsWu5UWmromNLCw607VAd1OuVqUTK+J2HCwMoyzXM9ay05+SZodNpdjIwuq2Yji7ryQ0Z0mgD50fX9b9X8H3R2oWOsN67tvEyz7Mh5lcVIGRKi8iWVWhweQi4tO0RwpOtQEyXTMj1LsmBokVl0HP57uYZLoPoDETZiYiM+viSwGSLklkCMRm2L9YvwrQ3HQpArQAmKUOzo8Bf5a8SGW3SqXFdD14ZSsQ6EeV9YtmSj02HWHq7TidMfpgGZlbzWY2RgyFxXXsiIjie0BsC3B6otyxef/m9V6xXLjSmztBJO91aSuFtLDzV6PDGIpxZmLi09tugrUBrmvN2ig+BDQWBPOSQ/SJYqydm41YGesWax0QiOjBiShCfJRyAtEuRzTh9djaY7onLNvVcPXNczIKxh8seTpJ3K1H3X1s3li1D0cQ9LrQ53XfHoK5tgOb804rrCeQ7JTMV1RaHlZe66KvS5r0ibQ/N+t5hlyJAyMqLTAHDS4tNoUD3+kZH7cTcVFyNHhMly2fa18tHixFl8zDmYC4tvs2l/pCjZlK2dtCgrQ2CUfDtVeXYqPIoTnLiwf02jE2fpkMdoZ/BnVIrR4AQ1kK80nl9TOqRxHQDNeinr+ujg+P78nYqz6Jg6QwDK1aJkmUcHq1IZ6du4y6oWzZQv2t111S/ILDpeyIhOyogjN7Td5/9li8AyH/Jy1JJTe9p7j5HLIxdgGeDTacnh9exEh1t1eGRVSHSEi4sTHrp/6XrhritOJLXoImnhMbcLAweunDe2+r7H1Mpd+p2B9NxiBclqHcf7YiM+bJ9n566Aax9+E15ZuBpGDcnDAVuOg/03HQmdeRp9szqPjtOiE5KeqNVUFSGzeb4ni7oayMg0On7IiE4/kG7unuLWH7kux+7xCitPFHqeILdOLRmSq9xZIlOy2VZt1eFDP/CEgZIEyTJs4+mQNJe6ANqmiZD5RzouaijvIAxxGbP7A7asxprVxidxoOv4srxW119aqKsT4LtdIzWKhRNTYPz4plfhD/fNCzMo47AQd7y4DH49YQhc8sEZMHGYcF258u1UbY+KknnUFc25KBl/T67VaaRGJ0OG/kK7W9/7DVJrI5fBUS7JjiljOh1uzcF5orw6LthIisvqE1evairEWnQiCQEdCQOr6mL0lUVQKyPl4iLnpOBYXq76+KA1ERf1FBd5lQSuRI2t8AFNxfLpS3DkfgBw7SMLDclBUOg5DguBmL2oC8766+tGwKySmypdjrDomLLqdwq1OTLiKkwoKAbGbUbUVTsnDGw6sgfqhVZtmwfEg5KSmMDH9WSJPpC5dCKWHosYuUqrU26CfddFbGQ9JwnSJ5khWcuULAmPORxb1hIGynVejy5HZkauRXzeKrDdgw9yMXMZ7aY9l/56VuY1aIZ/w9OCw8vKUIAr755j/U1wpPOn562CJ+Z1Vx9DZke2lkHVRNocisKKZEzG90iJWGwEyilNGdYiFwR1T4MBA6ntblmUPda1l1SSHjmPuLuY+0pme1VPXlXuOaBcnLUmbt1m/YlssxMdKUqWOh0egRUSG2HVMWV0Cx5CYperKY4oaB///oTremv5iOUtc81Ck4QYSiJWDzFLDfmUXFiW7XOX9cLcxWucnWh0Z93zyio7mZFDQlQlESxYdW/cksPfmaJwWzVajJwZIFJE9kC90Crtc8ujnNDtpLmfqJxbf8oepEcb+oGHnVt7sBrDSkp4ZMNtW7eRnQTWHNkw5zzm2jLvmUpRsiyT28Pb8nTH2Mpsx2oluNxXST92tuflY+3xOVfSZ9gUq46vu7cylTzuIgc5KCHtiHuPNAKkWXWE9caMcyUID40XJ+MEMmRoF2Ri5AwZMmRoAqaOHQajhxVh2Wp7Z6O3HMDW642EdkQWdZU+sqgrP2TkvUbYLDW0LOealVDW43WrymPEx0ESjU6cVcfHVB8nPrbVM1O1eV12J7mlhtbjXFnhfhYBsdTshLcjljWrjLT+5Pr5xUur513vffi4+tKwlPmg3AgRsoRLl6bVZcsdxTwc+67pJspKrZ4DmDS6E/bYbKKfJsdah71fpNGxWT8dVtC0kWl0GoDMdeWFjOikgIiWxjLndbWXV7qtIiSpsiLz5sgILOeJ4+DQFqikRtbTXFrOSbGVK4Jk2SBXCY810TLT6bhIiSQ/PkkBWyFyqJYX2CUgztcwj3PNaXqd/EBvjFxuW16mkf3K8knv3gzeMXNC1TMq5HMwrLMIPzp++77hIuIIjbY9Uq9a98bfJ3JnhYkDxfuQIUM7IXNd1UhocoxLyAaaJwWkejQvV+prEVqS7PAyyoxMYmRp1aHySCOVVJDsIjuuMtvgnjhp2ZPN1OUmO8Kqw3PrmOdp6aGahIqYV6eS2j7Pnj89d1rXIPPq0CWVW+gDLc9nuz5+77V23GhfOefb+DXx89Vz3n5H+H/0GLohjuyz5SHFIvzi5D3gHw++Btfc+zK8vnAlDB9ShEN2WB+O221DmDq2M5oYkPaXCQM1khPJqcPeL1ylTb0WC08TLDppGBAG7P+pQchcV37IiE6NoIacIAmM64MqXVq0L99PZk/WxMdUVmXR0dZlJuOk4PtKwsQJjY3wVDX6BffYV6AnDKSxrmRjzTMpm+eOAkv2ADXCIwXhkjDID/lAMZu7CEYc+bAlDPSF73PKpShutoEPm9I02Kw8DB2dnXD07puYqeqdkpnHtfdISxQotxdXrm1YHLmpwrmSfiFtZESnBR9qAIMCGdGp4//ALTC8QdU0N3LiPV/+wSWCI11c0k1lIz3hdVgjsViD6iI/joY60hDTsbjVxnaMKhJE29gXki3LRpmTGU6CEFV1YC2Pkr9JrdYQbrXg64T+NPnH3YdWh1uuOLHhFhlwzPmyi1jJ7a5wfm1fGKguLVmmvQMckrzwenF6nSoSJKyllUgr6eblGp0s4ipDuyIjOglga6xpG30YaYBOTmC464oTnLJjTvtKy45GesIGSoqSfc0QvmHnBOmOsvVAaVnOw2U2boOY5HAPnMyQKyssr1wWH/uKCyzJSsF/J/odNDLAy6UVpFU/Bvw+kriNkriaOB8FC3HSzu8iLa4PbK5VO6YuN5Usi9P2aOPG8Tou6411qraYavmpEM3S6GRRV+kjc135ISM6KQqQeePPP5LcraVZbzRRMi2HE3NTkRVHCpJVUTItkwXHrHtaclzbbBYdm0aHyqpGOrcTHS37sTYsBNftmF0rZAjZjbRORG4nQcMZRwJqda/0B7gOCRIQG1d9zc2X5Jm5yloOLquMbZvLoqO9V7YOQ6Kp5D28SjOSX2auqwYgc115odXb5JYBJyiyZ2ILD5fbaB9OZuR+sk54ToXgmG2sLNTrJIm8cllyXKZ2rQfqMtnLejb3lWLVsUVg8R6pOYQy9pXZzk5jCy/nvVkuyLRpRXzQSh9t32vxSRgon52L5PX3M7AlDlTDzcspuql8LTq1Ehmv+tUdBy2CEUHvSvZByNCOyCw6CVAVxMQaem6yL8S4oqTrSoqRtTQHNIo5j77CKSe0OWaZs7FwKlVbdXxJT5z1h++n9US1clf0lcXcTtYadFmZZ63od+hBhw16KfrbcGsDd2tp0FxbmpWimdacuONrlhebTkfel7TeSGGy1PH4XoevG8vXotDf5KkmuCw6tK5ZRvm+fL+k7iv2TkgXVtg5qFhAGxl1Va/raZAYIBJhsLif6kFGdDyhme81vYL8WHD3lCZIloRHC0eXgmSu06my5mgXXlVmaVD5Nhtc5Ibvb2ucae7QEkRMLqxxNuHz3LrDyI4mRjZz5hmzPQ5u8bEJd2X9gQCNYMg2kWuSXMfQdDySzIAghtp2iSTEsGWfe5w7yqc+QUvHUJdWh71bTLRvDimtpeJdSRuZ66oBMD3gOp5KMDieaEZ0EoC7lXIKoSFoJEaKkel40vLjitLi4eRyucp1pYmSuUUncmOeoeeyIbflyLFFX1l7o9HGWJIdKUIOrTesseaiZVwvlZlJHgV7zPrG9VKuHqYUJtOj9EGc1aK/4RtmHgdJCJOIoPnP3QxId68zBD0t1Wsc6dfq2+Y+Lqyq41S7rrgLC8Ezizfyt8jEyOkjEyP7IXPJeoITEVAsMdq6KiquTCVL5JU2hfsx95W5JkZ4IuHmPjodlwvLF5qbKq5BlvuHVh2L+8picq/SGFgEy6aMnZLnC+F6HblcCzlplZcpTleUT7ivNs8nOJ7Pc6n1mbcMbO+CrQ6vayMqrv1d+0Tq0ba1ZEd7byKRi/U8hwwZWhCt0jYPGNg0NJomJ/AgMGUL+bGFnMvwctV9ZbXoOHQ69Y5/Jeu4erLWbfqkRVlpGgObYJlGZ/YV2Lr0IrYXJq681T8e/PlomiPN+iLryXUbGXKRH18ClYYguWkjnGtwWXRs75GN/Dg7GnrHASEtO6YMGocgpakRePXVV+Gkk06CGTNmwLBhw2CjjTaCr33ta9Dd3Q0tjVZ9oC2GzHXlCUlqgLlAeJl0aWk5c/h6qTLlRJlcD7lKnNuKQxKetMB1OtKF5dLwOEPPu9Y+VGUKQ8YVV5baKxVaHhIlc/0IdyuSO1IT0fIy7sZqZdj0ZNy1pGmTksJmidHaz3wN1iefbUmQeHDPeiyeGmw6Hh9tTi0aHXMMdkrFKhqWJ/E7tpnr6rnnnoNyuQyXXnopbLzxxvDUU0/BKaecAitXroQf/vCH0KrAYBSc6tl/MCAjOp7Q9Bz8g8nX+UdRfky5Xsfm6pJWHq4V4ZYcTnqM6JkRnlycTkfLkOzTqMfpdPg2rbHm2yKEhz1AsFt1KLKKJwwkTQ7NpVCZkgfyw2skQK7X2uY3ytXVDIJls+rI6CvX84ME2+LKfV1fdaERnQEC+58vWbEG/nHfc3DLQy/Dqq5e2GTaOnDUvtvATpuvD7laOgoujU64L5sLYoPgLl6zPkCIfNo4+OCDzUSYOXMmPP/883DxxRe3NNHJ4IeM6CREXKOtCY9trqlS5Qfw0fqE+1XITKnXTnrCEHO6IFtDbmtYte02aL1Q7Xic1PD1iE7HIkqG6iEgpE6nbBEjI0xDXjk0t2bI8HL5UdYiiRrc6W0IXBmgCdpz4IQvLupKEkhbPdv1Ndq113Q3lXhvXpq7GD75k//A0pVdYaDLGwuWwn8fmgXH7LcNfP74fdaSHb6/zWJqOU+c64oTm4gImd6nWgY480QanpJmvntLly6F8ePHQ0uj3ocawKBARnQ8Ubb8N7Sebd5h0aHPv7TycPJTVpa5Rke6r9QMyZog2WbRidyoI3uyS1cgj2UTZTr1BIzolO06HRl9Jce/kmXmWecA8kHUIsHJi/zQ88eWS0B2mq3Fkefj12UjGLbrr4XESeuXRo6ofMCgnK4rq7dUhs9d9F9Ytqo7Es1bKvetXPO/J2HT6VPgiD23SMei42HhkVGLzUCarqtly5ZFyocMGWKmtDBr1iz4+c9/3vLWnCzqyg8Dqv3JMHAwe3ERrnpgHPzizklwzRMTYemajFNnGJy448m5MH/xKihXiI0EEsI//PshCAZJTpM0MG3aNBgzZkw4XXDBBWq9c845B3K5nHNCfQ7HG2+8YdxYxx57rNHpZBj4yL4+nqCePMLWHHG3lez9lyzJA7n1xrbOp1IAkGduqzJzZUXGwrJOzKKjiYnrQb4IvT29cOF/xsKNTw2FfC6AfA57ruPg0vvWhf+386twzBavO6w6vfbkgdxC42HJ4W4ucxp0Z1Uyv9qgWXbisibLMlvdVoS0bMltpZjwch8dU5yVSD4bLbqrEYgMhOtjckgSoSjw8Ky3oJjPQa8gOkN6e2Df15+A9VcsgOXPDIelz70Lxm6xiX4QH9eVGpVV7RLW8ueE1RucGTkt19Xs2bNh9OjRYbnNmnPWWWfBRz/6UecxUY9DmDt3Luy7776w2267wWWXXQYtjyxhoBcyopMQUnisRWJJj1GB1ZWRVTjvZcs5tm4TJbtcV2qIeZxOh899YdH2XHTrKLjpqc6+TUEOqG0vBTn45QMzYXRnFxw4fY09woTENHKC+EE+qYzqhhFZFYEyCrS5+4rcUVJoLoeK4G4YGZXlfEQ1DnHgi5wHsZD34aOXAXbP8jgud5hWR7qwXNdve15xZQ2Lwkor4ko+zFwAx+Rvg9P+9h8Ysawblq8zBIYu7YHCdv+E4P99AnI//D5AwZFt2eaq4vVsrisLwneoNDBcV0hyONGxYeLEiWbyAVpykOTsuOOOcMUVV0C+WT69OpC5rvzQ+r9kC4FbWMASJSUFxERqZF0ql+HmMsUBEaHI9iBKbHor1hxrhmTgc5ZLp5Z8Oo7G9+0VOfjnY50QWD9HAVz52Iw+8mPVFYgIEbFuG5RQSygo84TwUZq1P76tN6tFIsU+ImhtaCTD9kxcZb7JA2Wixsh3P+baanm+WrqFSFLNWJKTsDNg07oBwPYbTYReNMVip2dYLxy3xY1w9pXXw5o9O+HtO9eH3OPrwYonp8PsL0yG4LLLIDjzbPt5fMTIcl38QDIrsmbZGWxAkrPPPvvABhtsYHQ5CxYsgDfffNNMGQY+MouOJ3ivXzPzS0sP7QOCtFCHSZIbbBY7hctKy54sRck8+kqNvPJxX5kLdxAfz8iru1/sjLGE5uDNFUPhlaVjYaORb9rDzPlkESVLQmNCyEWYeXhWbvEpVbsibS6rvOP31sqbiTgXnEtsHGfVkcfnz4MLjbUoNSlK9hU4uwhSXJ1U8ub4uKxkuUu4z7DPtlNhnTHDYNHy1TDtsJfhxHPvgd6dh8C4y6ZAgMksczkIRgcw+vQRUOocB8VvXg5w9hkA601ZexAf17LrPVWYbLMNFq0cdXXzzTcbATJO66+/fvScrezeyaKuvJBx+QSQ1hsZCi6tOdwSI/cLNTeM0JDlp1dYgaR1x+zTW01yrJFX0gRVdWOW0PKElp7VPZWkYzFYVRriSHJWGXkoRqeTc8xdVh26PvpQ8zm3Ttiy/raq3qYWgsDvXasrLTcuaPtpz9J1na46SRoq13dJCzNXE236wmHJIXQUC/DjT+0HYzfsggPyT8GEx1dB8aRxgAI2JDkIEsbmjx9jejzlv17riJxyuK7k+2TK+L7QbyinNDUCqONBQqNNA8F1Vc80GJARHU9wzYE28VBwSXo09xUnOJIgSQsQTZHtFisOurGcWh1QLDrapD4EB9nJF2Ha+MDoclzI5QJYb/Rqu6aAm9odWh0XuZFkKDw3WXU8P77yA+vj7rG5gAYSXG4lWSafpUuQLetJzVKjCGUiq06cZadG3c5m0ybAkcdMgq17Zvdd03q69SU3qgAwrgBrFty8tlBL0yC32WDZLt1VPIt4o6AFVySdBsl3ObkYuZ5pEGCgt8lNQ5XrKMZSQ+XSMiPdUbyckx+yBmkWIe66igiRBcmxR18lJDWejfs7Ny7DhJGBITMaCrkAdp++BMaPKNtFlKCTG+66MqvKCOZyHCy5zMe+4qchQsM/tK4Xw0Z4tH360wKURMzrsppoxE8jODarjiSLaT2TRFaecvxI5hHQewKOedU+bs1bsSOAkdN6ISgC5B5aox/j9R6AN3th+dRXoawxNKd7ys91FcmErOTRyT4KGdoN2X86AfjnWyM3kthISw13Ucllae3hOh11Cta6r2hyCpIjU0WQjHBZc1xESEGhWIRzDuuBAibnE2QHSc6ooSX41G5z7W4rhJLNVXNfaVYdhIy+ouWq7ZYPruRWsmygurA0y1PcfpLY2OpJgpMkukw7vs85tWWEj/GGD4SbikbHVY9tmz50KgwfVwB4z0jIXboEYIF0ewWQ++7bAKPysPTg4fDr15hVx4Uao66aLUIOUpoyrEXmuvJDRnQ8YXNJSUuLzTyrlUtCI+dqZmTFqiMtO5z0OB3dmhCZl9vg2L7jjDL89IRu2HEG3R1AMR/A/puvgEuOfRWmjKm8WU7XFeb+oG26VUeLvtJIjy36SlombJFALq1LI8hOIwmUppnRiIqtUbBZc3zPrfyULYGIVSdOCKJpcjw1bruN2RbyuTyUvjwBoDeA3CGzAX61BODxNQD/WgG5978BcN1yCL4zEeZ1DoGr594NC7ujGYBDuPQ7VWWW5SYjIzoNQPZAvZBFXXkiYBEk0ldcZm1ImeXA4bqe3sp2GXXVW/kRaF8iOXlm8aH9cmKbNtYVTxzozKfjsuBoER628XaUfDpbrBfA9z6wBpatLMGK1SUYN2Q1DCv0VOLghebAmhuEPRRtmUVT8UE8KfoqMrJ5WQmltSQPzMUkyKN1+v1dUUU+2hUbmvE94vdEy9q98P+tFlkl95fLILiDzbqkuc/SfA40+K29gliupSPg2Da8OBR6g6HQvX4XDPnn+pD/1tuQO38B5Cq7BNsOgfJv14Vg/xHw0MLx5nn87+2n4f2Td44eKElyT0+NToYM7YyM6CSAJDm8kaf1vLKdsiJz6wx9OGhQz5JCcCjkXLMcUeQVNlh8bjIHV0gO8opOTJbXq1lzRD6dOPeVb/Ix1giPHhbA6CHIwArGLF9FkCSp4qQHr8/hvuKJAHlYORGcspYluWLNMWSUfbE5h5Ifbl7Gy+PITisRG98Qbw5+35zk0/FkPe1Z2EiRPI88Ji9PG1ybYzKVx/m6bARHs+RonQHx7hQ73wk9pVuhOK0DcpetC8HCXsjN7QUYnYdgeoeps7TUDfO7R0M+l4PFPSvd1+f9XkK/I85Y5nuMDGuRJQz0Q0Z0POFy52sWHd6w8w8mt/iQhYasNZzE0DrPmswtO2WWOJBbcGiZyE+YT4dMSj6iZJc5PkG2VWvvU0aRRPLoFOGtlWPgn09sBre/tAms7u2ADUYtgvdt8ATsNekFKGBqYzG4p8ytUxVSLsiQSf+PZcj12DcgsFjS+LycssupUcJc23XGETUtPw54EhyNKEqyE4dV+ZHwWueWMLdzBpSgA0aXFsPG3c/CtJ6XE4eZ4++M2bBd29euWJbDMscguDbSo+wzbeR5sHzprbC63AMduRJ0TChCfsKQyrtegp6gBK/0dsJTK9aDUhDAOp2j/G84NgKrMusn0pOGp2SQfJf9gR1Iyxhq3vsPAgwYovPtb38bbrjhBnjsscegs7MTlixZErsP5kD42te+Bpdffrmpv/vuu8PFF18Mm2xiGU/GA/S30P4e3KITISSK64q7sLgmh/bhgmWbRseQoIoQOS8sO5zwGDIQ577iE28weYMtyzULjVaP14khO8+/NRG+9Nc9YU1vEcrIZADgubenwDNvT4W7Jm8MX9riX4bsyGEf+IjmVIbgbi1enxMc20edWzLqSYaXtu7GN3Mwvy/btbrIG9/XZuHKebiw4p4T3c/SwiS4f+TBUIYCBJUf6+3cJHi7Ywq80T0ddlt1G+Rr+NRJwiMjrUKrTsTiWbF6Jo26qkyrS3n496w34T8vL4FVPSXYbPJ4OPYdm8CmU6dAedhnILf6Z9ATlKEXuvuuAXvmOYD5pQJc/fZW0BMUoQA52G/CVonvN0OGDC1n0PRDd3e3GU32k5/8pPc+3//+9+FnP/sZXHLJJXD//ffDiBEj4KCDDoI1ayyhnQ4kERxzQTGRHrkvd2HZBvQsySSBmkiZWXWqws19w8wRvvl0XAnSbD1KWxi5WO4JOuD8f+weITnmFJW/6b3zN4K/zdmhsl91OLkMl5Whs5pg2dRziJI5tCikVnBR5Wss9xEl2yLTkt637blSWQkK8NCI/c2cSE5fhb7lOR0z4MXOLb3Pp7mkvPPp+PzfHe/K68u64dC/PANf/e+LcNcrC+DhOYvgz4++BEde/m+4+PbHYMLwk6F35DdhYTASugP83wMsC/LwdNcwuGz+DvDI8hnmOB9Zf28Y1zEy/poGCMopTRkYMjFye1l0zj//fDO/8sorveqjNecnP/kJfOUrX4HDDz/clF111VUwefJkuO666+C4445LdH5p2XZZdDTLDpWT+JgsOmVFlEz7dFrIkbQAoRaHhLgkSKYyNcw8dGMxnQ63yNhEyTZBsgs24aQSdXXvC+Nh8aqh1kPhvV83ewc4ctqjqlWH3FI2V5b5XSouLFOOYfCB/ntK8XGc26pV2wubiDquvsv6U48Y2UaQ5ndsCN35Yc5re2HIVrB599NQD+Q4V6FA2WbVMXPH2HCRg/dCqbcHTr3pTXhrZU/feSqbShUXwS9uexRmrjMGDtrmaJgw/Bh4dvkt8K+5/4aXVi6DV1avY4je6OJw+Mi0feHwSTsClLpqFj+3GjLXVfowHYh6NDowODBgiE5SvPLKK2ZAtv333z8sGzNmDLzzne+Ee++910p0urq6zERYtiwa3qlFWxGkeZ8+kFxrQ6Jkm0aHu6tkqLmMvgrJj6LL4WX4cS8SwVGFyRbXlWzYbeTGh/hoEVaCOD07dxwU8mUooZJYRQ7e7hoJi3pGwERYEVp1fMLJZfQVlZdKunuGj3sV9zs3siHJNchCpJGUuGtohBiZti0uToZcUIIgZ4mLyuVgZWEUdOWGwvAguUVWQ1XSQE2nk9Cic8fcLnhtWR/J0ZDPAfzq7ifhoG02gVyuAFuOPgi2HPteeG3lfJizegEMz3fA1qOnQ0ec9TQlgiOtmxkytCPa9i9Oo86iBYcD110j0l5wwQWGENE0bdq0cJt0P1GZ5taSZXyS+htOZmzLtrw6FH1FI5gHtuEgJMEJrTuVHqPWgNN6LY2tJDa2Omyex0yDHiigulpxT2nDP7iWzf5o1VEIheam0upxN5B2DK1us8HPa7tGeW90/7Z9bfXlOV15iKL1/JwSuRT69NyF5SY5vMzPonP33NVQdPyN0bDzzLy3YdmqlZHjTR82AXYfvznsMHYjneTw69CWXfu0CDLXVQOQDQHR+kTnnHPOCQezs03PPfdcU6/p3HPPhaVLl4bT7Nl9Y9NkaDx2mLHEYc3p+8itP2IRjOtc1dTrytB4rNMz127NQQRlGFNaBJ3BWmtrKwIzlnvVGyTRLmnLSQbfU2utzMh33HEHHHrooTB16lTzfUYZiJSMnHfeebDuuuvCsGHDjEflxRdfhEFNdM466yx49tlnndPMmTNrOvaUKVPMfP78+ZFyXKdtGoYMGQKjR4+OTJrLSkZCgWLVkeJi8h7RvlxkrAmZtYFCVQtPRZAcDgVRmeSgn1U6nXA9Jp+OLQQ9KaxDPvRN75i5BNYfvwLylpjgAHJwzMyHwXwP87ogWQ71YBvXRxv0UxPg2oZ8sDvX3ILmuP2bAdcQDXFJ+/I1DAEhrTp8IkzpnQ3DS8sgZ1MM5/KwxZonvIaX4Efg4nzVkuOKugIxXIqH62qb8UVMeuzEuqNHwNhhQ6LHU28kfVeVDc1wX2UWnQagycxx5cqVsN1228FFF13U8ACgttHoTJw40UyNwIwZMwyh+e9//wvbb799qLfBh58kcotDijQ1a7cUI5MWBywaHU6GtNwtPH+LXC8rYeYFlLyITMkm7LrivooNM7c15q7QcluZbz4dWi0U4fxjH4dz/rgDLFg+rKLxyEEhV4ZSkIejNnkEDtzgmbUPweK+4skEI7odEWYeZlKunJ8LaaWIl+aaWNdHq9PfqFdMreltbGJkXp/r1cBynr5tAeyy8ia4b+R7YA0Mr2zIGeKDUVhbrHkcpve8FJ5Lg7w/Q2BEZU5wnAN6RuYW4l+1Xy8cMm0IfP/RHKzsCdTnjff64V02NXok6HNSxZOdJrmk+iu/ToaBg0MOOcRMzQgAGpRi5Ndffx0WLVpk5qVSyeTTQWy88cYwcmRfCObmm29uNDZHHnmkMat97nOfg29961smbw4Sn69+9avG5HbEEUckPn+klxjTu7BF7BChATHnyzkWfUX180zMLDU9VE9adTjBIcKDH/ZCHNGx5Qyx5dOJPKTe5ARH6HSmTlgDl37sdrj1qUlwx/NTYVVXATYcuwAO2fAp2GLsm2DSjtAXVGQ/1jIky23mVILsGPJn+dK7hMcDgeBwxN2DtqwRPkny6P9LdTi54WSHtvP9ubVndHkZ7LfsrzCncyOY2zEDenMdMLa0CDbqfg7WKS00nYQ0okS4ZYcP8Bl2Amxkh+Y2qw4ADMuX4Gf7rAOn/m8h9JaD0JWFImT0Vu276VT48M6bRo+pdRo0guOjm2thYpNFXaWPXBCYqZ79taAb9Gzg1IwAoGZgwBAd9Pv99re/Ddd32KEvn8qtt94K++yzj1l+/vnnja6G8IUvfMGY2j7xiU+YhIF77LEH3HjjjTB0qD2E2RfcXaWVyw8Ft8Jwaw+RFk5ipGCZu8p41BUnPVqYOQmSI2HmFHkVMQspUVda9FV4k27LTBVi0uJLDOsswXu2nw3v2fzJvrprVvYRHLpurg7mhIWHkksyw7YRGaKQc/570XKgfMQ55Ec8jvQ085visp6Ag3DI0HCCFiLOn41GaCQ0wiS3IzqgB2Z0P2fIDSIpuQk8c+aY7Nhli2XHRXLCOvZkm7tMKsK1h64Hv39hFfz75WXQ1VuGjSaMhA/tsCG8b5uZUMADc5LjY9FxdUDktbUo0nA9DaSOxYB4qOW+GQ+6QWCi3a9//etNCQBqBgYM0cH8OXE5dNB0xoFWnW984xtmSgOaJofPCfLjqQ3kma88fE52OImhOR8Cgs8l6TEfZz56OVp1yGXFrDomzLxqSjDulbmxFP82McNB9M0tBKesj3slXVn0IZPJBflwEKaOwgz4Rz2O1LjKXetpQtMX2dxsLpeV5qazuaf4Mn9GIN4V3+ej3Us9oMzI2pAQznw6kblDrxaeaO22DUcV4Su7Toav7L1R3/+4OLRvwn9SOecm/b7uKts11IHBklclQxQYdEN6VERSa06rY8AQnVaDJDncUkProLigSKcjLTqcFBG5kSSIXFgFUS+07IghILhVx7Sd3IrDLTtm7iA6tgbV00ITmymZyvh5IsLlyh0LggMxQ0DIca8015Vm1dE+yBop0CwZ8gPfSPgSJnnt8v6kqykJ4pIpJrnmXAOIoabDCa2bso42J4unWXeI9F36tvBEipXUZdFxWZDi6rcg2clcV63ruhrNAm9qBQ8AwqgrAq6TTra/kMnPUrTwlC0RWWWLC0rLlyO3a/vLiKzwWGw4CFv0FZZDrVYdW6PuA1tOHUsEVnUZ1a+ebENAyLw60uKjWYCqLtsSeZWP+ShII1S9yNf5gXINayGPHxdZRVFlch8tJw9/TkmuL42PrVVsrGwPo7Ik2THLjoFvXWSHL7veLc01rGmCZB1tWVtvEcg2sZYpIzr9G3XlGwBEoACgXXfdFfoTmUWnBthc+hy8Z89N/rznr2l1yE3CsybLMp4ZmULUyQIkxcjcykPi5IhGp5fPPXunsjfqOyyEq/fKjyGPyx+YRaNjGwICkbNkSObDQdiir2yRRkGLCZN9iIFPpmKX9kizViVxZ8nt2rVrJMv3/lxwhZlH3Fna19WHqPh0EGjZ3KiwhrrIkSzn63GdjhYlPRkGJlasWAGzZs2KCJAxMGj8+PGwwQYbpBoAlCYyolOHy0rT6xDhiCM7sndjGwBUIzrczSWPS1YdbaDPiE6nt8boKw5JciTZcY1zxS02svHndcKpy6rRoWXupiIXFtfvhIe25NvBDx6OfaVFEWmiZJsLqJWhkZ04MbGN9Mn/vSRF8tjAynxQqzXMN8xcjmies417xXPpxLmOXGSHk5s4AuIiSj7kxbdeE5G5rhqAerMbB8n2feihh2DfffcN188880wzP/HEE42GtpEBQPUgIzopgP9VNI0OLRMxIY0NeFhtiMC4wsu5fsfMe6stOZHoq8pybPSVuREH6Ymz5PjoEGg7X5bkJyRFCsFh7itJcOSQDxRtZXZnuXW4Tsfsy76LPLLIZplIom2RLqD+gEtvFLcsyZCN4HDi5GNJqve5BGI/OXindT9h4dFdVzSvwYqjubvk/1u+Q7bj2Kw7LqtPC4F3DOs5Roa1qCW7MUfSfTHCWQb9NDIAKC1kRCclaKG6/KPIrTq0nU98VPMwXFxEWbnCyyNuMJY8MBzrikdkYc9VFSULnY7WOMe5p3zqaLBpd8IPQqGvZx3jwgpdViyEPJAh58J15Yq+soVCa0SW1s1jgMYiTe2PZpWyERh+bs3KY3NbSbJTa9bmJKDfVIu+kgQnsu5yXYUHq9FlZbNw2lxXVTflsO64SE7MHzLUsrmrZcgwIJERnToRxJRxqzl3R9GoPsQxOhS3lCQ2cs6XyUpkSBVzU3HLDs47yzVkSXY13prryUV2JGGKJTjcfVWxrygEh6w63IWlaXSI+Gjb+Idci6by1aY0mpz4QH6wXBYcn2PZ7lOGsLsSBtYS1SXvJZfQsoPQwsrltkh4uUp4atTjyHeEk5G4iCvbOeRxarDqSME+R6PITmbRGfiuq4GKjOik8MJx6w2BC1u5NYeWZW6dkrDsUB2bVoeTIB55ZeoEUTEyWXZ45mSTJVkVJa+pbpj/f3vnASVFlfXx2z2BIacBhpGcFBQQSSKuCEjQ1cWwYFqCIiqfYFZEEUyo6Cqurjm7giIi7C4oriCC4mBCRAQRkCBIhkEGmNDd9Z37pl/N7devqqsTPd19f+fUVE3lqq7wr5ueVbwBfZDT8XI4HOyyscxxGeVih55Q4s7SpZkHxOj4f6QAIUSmSVcWVuf32sSnqPE6dlYL1QoSD5xkLOlq6lgJESdWHfV/p/NaFTO0ymgL57yFemTTWDXal5jtwYl/1OEwsqdC3TtOCwXSPh1v5x6rxHCMTuxx2Yh4p8unAyx0HEJFhsTuGlEtOapLS3VdSa2RpUk/D3BLEUGkKyJoxu+Qdq+ouKHWngxtULK3XOxghwXO7L4odTVBHJ3MENlXugBnXfFAxbKjSzNXxY/qusJx4hz7XVvyxWflsqLnmv6mlocKsSXar21XmGLHynpFdaaVC0sNWlaFkQ4qcnTjw33xOYnVkaJHVkrWWnUgTKuObn51mop6P9kJmlBurUoIC504wBYdR7DQieFLxirIUrXq0JeKLPyXqQgcaqlRA5WpdcjKvUWtNzQYmY4LLBhIRY+NSV5n7QnV4KcduuwrdXzAsD9OR55ct32aOY3NUWvpiN9UaQpC1/aV/A2pW8SqUF6k7plEpZmHM69dcUCdC8tOUEVDKPEofit/9iHOrGZdSWGjq5Yc0OaV+gEQD6GjK6VgJXCs1qUO6/7XnUdyTsx7I4FB8gwTL1joOET3hRnqga0L3qRfuGqqeUA9HIv2rHTp5UExOjjsLW/RXA1GlsMofLLpQ90T4qEuDoD8b1Xh1WnQMl2G/q9bl3ZexWxGXFjUmiMmKX0r15XTKsmhxiVa7DjBrt6NUxeW7hypMTr02ldTzY83drE6tByDsHSKBdQuzhadgJ21mN9qG3bLUojIl6j/xwuO0amEZjID0gIWOmFCnwk0XoMKGNBkW6miRs6vNgdBBYwqfqg4opYf+b9MQZe6BR/YajCyGqCcSS06dg91cZAWFh75fzhp5nY1dtS+rp6O2vms08yBFgWkYkZxXXnpeH8okPydrR6wVq6aUNgVyQsHV5zFDkV1U4EDF5bdNkMdk7Qu6M6P6kKWwf1WritdFWTqsgqK2aH3AoRh1Ym10FHXY7eOCNxWqsihHuFYw0Kn8jYBkeok6uOKYRiGYRgm7rBFxyHSKkOtLaEwNFYdqZ+pFYdmYNFgY9m6uVVRQbVgoJrBhe4rar2R2Vc0MDkoJsG07tgEIessPKGKoNmeXE1Kueq6kuPlj6H2lVgdGo9Dg5Fp/I6cjxYRFIel/OaqBUOtSK2jMrmv6NeMk5giK5cVXcbq+GmsjurughCZV3T5UFYcK6h1R1zb/t87w2/RU7OsqMvK3KY2Rseh+yoSi47OumnlmgrlyooQXZp5rOFg5DjAwciOYKHjEBqEGgrVHUDdVGpsg4yvocHEavYVfbnSeTzuLHD7POAFQyuCxHyKwJEFA+X/+HAzm4QwU8wjMLvr3FhOTOuWVZA1riuxXlI4UI3R8ffVZh+s6uno0stlX20Ogr7YnYoYq/niFezpJFOJCg66HA20tqshpAof1bUUKk5JjeeJF6o7SxU4UvxQpOjRu62iEDqyZIM6LeRBhFg/nU83bLMdXZ0pMeyKrtKuHSx04oCutkm4y6cBLHTCQI0dCAV9eahBm2pQspo+rqaXy2mlmdVhX35vKGzQFXyZOeD2lkL+vtVw4s7PoUpJYVCgslo7h2ZdyQe+NkYHqyS7QwgdO4tONNhZdGjmlSZGRwYVGyFq5ZirVGJ0aKyOkxo1qnVDJwQq47NEFTx2oszK4mMXlC2vfXU7TmKZIrHmBFhyyHjTiiMteSRmB2Nz5Di10U995lUIoSNLMqilGSK1wOisp1b/h8LCWkMD9I9XUDLDHG9Y6DjEzo3h1LojzfZqUDIN/tQFIJsiJ7sW7OpwDXizawC4yh/rvoxs2NGwC+yqfzL0Xfsa5B7bYwokkYmluK6kuBEdih751pEWHSp6PCWBD3CrgoF0nBwWJyiKy8vKoiPG+XPMQriuxCSN60q2WE5dVrIpiIBpxDcjN0WFp5Wo0Y2n10OxOwcyDC9kGWUQL6INcLbKulKFj5W1J5Rw0lmB1H0O1+LjVFDqmn6g6eb2mVcO08xDWUPDcTVZuYvV6Q7Xrbqo6P/i4yDUQy1COBg59nAwsjNY6DjEpel0l4jVZUNr6dD5qEWHChwamyPHFbX4c4DIMdftygBPRjZ81eYSGPzj8wHNR2CVZGGYke1ceSoETkDxQGrRoanmVl+nVrEDiJNMLDmfKorsWj9XCwfKE0pTRZS2rtQigmonn5xWdXVCxeI4xePKhJ/qdId1tbtAcWZ1MS7v6FY49eAKyD+2Lcq1R57FpXMlWbnndMJHN48ai6Mbr4olq+NRpzk9NnH5EveU2r6V6abyo5ZfqFhJmFadWAsdO5eY3Tq0buKKQbWeFHXnypZWYg0LnTggi0ZFs3wawMZKh1AzvOxT0UPHqTe17lpSrTW0Zo6uX5ZdC0rrnBgkcip2MAP+qJYHe6ufEOD2kg986bJSO3weyravwn6oiwOxeOCG81DWNf9Ah9XmIMT/isChP4zFQ1ytpyOH1ZbOxenUBGdSl6U7RAq0WxE5/8sfCt/XO8MUOcjuqk1hYf4w2FDzZIg3utOlTrNazs66Io9ddeeGerDYWWtCuQvDeRGqgkbMo2kKQkWIHctOY9XBD4JQbi3d/7IKue7Dwe6+o/PZ/a+i+WHoNc8wqQhf2g7RxLw6Qo3F0bmtdHV0pGFFWmY8VRuWRwraYRhwsFpeQIyPj7R9Rd1W9AtWTgsOSLZ44IoDc/AVGw06S1CQ4CF9pbMKRNZ+wSoCKEAIaV7idoHpupf92jpdYU9OftCbxPD/v7zhIDjmrgrxQifC7MSNenxU7NDzYWWJUUWg7oNAzqvrosW858gXBs2ussu8osPWQke5/qlQUQWMblo0FqFwXVWa+0i1cKrj4vlSMKLsGIusq2i6NIBdVw5RH9pAHtyhLL3UZaVzE8jpuqBkWQTQcCIeXC5wG56AGB2ziKBi1aHNQgS0fUVFjkfz9SoOIlDslHpc8PmaKvDFuupwrCwDWuQZcF5PLzRr5CDFPFS7V9L9FZSdhfFD9gpU19aVLlDZThCpP67d762LY8E+uqssX+EuF/gMF2ysdQp0KvwGjjdqjA0ox2AVd2S1vG5Yt4zcTqh9ixR5/s3Ucf/KpMhRg5Bp4UDTxeVE6FDXri6WTY6X94F/+Of9WTDzuyJYuqEEyrwArRpkwdBuNeH8LnUgw+2yFziUUJZVh80/UKtnvLLhOOsqDqg+4kiWTwNY6DjERaoYy69aKlos3osm8p2sq+hqWAQl09idrKLtAJ5jAJnWX/4uwwu5hRsrLDnUYuSPy0FBQy05soVzs+0rXQaW7qEuDsADuw9lwYSZLWBnYTa4XAYYhgt+2GzA3OUuGDWoFC7vVxZ+PR2rDK6gaXI8OcE+51YdsSht48e/vJpui2nmvgjLDXhd2XAss6btPC4w4GB2LsSCSGJarISHldixGgbNeNCs23AgeNT9jvbla1pySP0oNSiZWjyts67kR0BJ+YK6hm9DZF0t3WTA3R+VL4/WVmTTnjJ45MMD8OWmY/DwxQ2CxU60llPV6qm4dGndKfEs8FW+d7JcB1MBByM7g11XDrEyw9u5AHSoIkb3vxq7I4YND2TtXG5tajR8kL9nJWR6jpjLUReYLB5I083Vtq8CvmLtaur4O5/XA5NmNYM9h7DqD+5a+WPM5yvvv/FxNixbneHs4ewkTocOi8wrvdtKfZhbiR36cDc3RZbTxSzYxenowOwqJ+bhTBEkFYgrQTd3qGta58azcu9ZLa+6+DQ/XdB67PZJdQsHuLA0rio5rHZq23DBAsfCreswRufQUQ/c+7G33J1MXWv+/tL1x+CDbw+FFjbhWHI0J85O9HOsDpNq8CXtEPkAzlAeyKobyypbRIU+jHWdtORQEeT+/QvI3v1V+YLiBYpP5XIbUr2D66Dt1o/KRQ1p+8oUSkpNHbWT04JFjv/rVfMg/25zTdi2Pwe8foGjghaeWZ9lRXHSNUHIAf3QrivVLK925r5qYnbMdaBVx4Hw0AWlZ4AXmhzdDC76tlXArLlmRzZAvAkVD6MTOFYxNrpj1Y1XBYxTMRQOdtmPUmOacTeaNrDUTKygOB1aeiHgRvWGHaPz4c+GcFXZMeubIjC8/tIDFu7igHHhoFzzsq8G5ccDX4w6hsAxOo5g15VDqLtK9/B3kpFJXVXqV6j8X9dVpJkbkLP1I6i651vw5nYBqFILssqOQMN9P0DtI7+b65AZXHJY7h+mjdLKyLKjTULoXVear9fMHPh2C8YT+MDr0z8Z0cKzcUcG/HEUoFa1aH8ATevofpEXynVlZdWRw9qigv557OJSDIvfXo3V6XRwBWyv1qL8oaIElKMAqleyF044ugXiiV3WFFjUxgknLoemnKvz2G1Tt32IsSCSTUHIYfX6N8WNJs1c1p+ydmFpYnRU1xWJ0fl5jyEuAbv3y/ZCL5SUeiAni7ivQokcJ6KHfAyowsZK6McSjtGJA9wEhCNY6DhEZ16Xlwj9Opbj7erpyLo4dH4ao0P7anAy9rOO7YWqv/0PMFoH7SVVyDSaWk7jfcx6PD59MHKQRUcKHo91Si0WT3aCV3zCZkRmxZHj1L7oPPoqyYrrShYBxOOgbV2ZRQHlfKSvVlJGA5r8/XQxLHYv9rziHXD27vmwrOF54IMMcPnnREtOvZI9MHDnnJgHgFq5f6xQBYcqdpzE60CI8RI5jgZtR3r8ch+tpoH8uFDEjM6qI+8FGaMTWuTgEzS8rKkst8/RsWbgytEFHMqS4zj7KnBYl30YEKPDMCkECx2H0HaqZNtU9AWnftk7fXDbWXPkszSLiBXVpUXdXFTc0HavXEqlZLMJCBKgLF/6AcUDg0z1gQ/wdg0OwnxfU9ujq1/TB7WrGxGa2W2KB5rTiVWH9v3DaiyO7itWWyGZiB7trjm04klaFa2HE45uhY01O8DB7AaQYXig+ZEN0PjYtrDTqnUuo1jhCkPs0Pl1AscqW4uOo+uy2h+n0A8MKoBk4UC1gKAQsETsyMrIarVkyzgdIYK85RYbhFpzpBUHOzL+jPximL/BOqEAY5C7NnVDFpYnNv3bNiLHckX0o0CO07t26X0gBBBbdJIHtug4goVOmFlX1ExPM0vUl4JdSi616qgNfVKLDnU/yWcsrZSsihm5XY8mvdwUQyQIOagjxQNdAU1B+HdcETp9Wv4GLy7vAEfLMs1A5IBz5gIYckYxuM23goJT8aNacuSwcGFZu66sApJ1BQPlD+XSWYKgopFP1aWjBsuqvz19kVfxFcPJh1Y6O2Zlveq2KLpYGzt061EtVXKcndjRHaOdCJL7ZnUOo3nk6iw78kNAWnTEOFpLR9OyudochEw5NwWPKXA0Vp1QritPMZzVpAhOqFETdh3J0Ma2+QyAv53mD+A3R9rE6ThFFTuaeDUpeIQVKw7IayXadTAxPKk+SAvYSOmQTCXgWLXqWJ1MqxOsxunQ8VYZWKoLy2cRy0NFkWrxQQGvVkYWlh2PUjyQfrn69EHJORklMPncVZDp9kEGafIYY4lwq93alMIlvYrKR0Zi0QmFVfFA0rcqBqia6HXBmKHiFSLJOIonul1V98VOLFnNq55aXSaUk0BldRnVeGAXLB3Ng4oGJIv/LQpn0nHqB4E2GNmuqKZFl+krhn/02wkNqpXbA93+e8XtKu/u7GNAz6b+rw7VkqPLvHJk1dGfeNXSaf6fqAuYYeIEW3Qc4vafLMPf9/jFjr95yQARRL9WnX6lymenHJYWGnWYBhvTQGNp2ZHbpsOqhUfG5tA6OvL/oOKBQV3gg/vU/D3w3GVfw9zVLWHZL7lQ4nFD0/ql8JeeR2Bgl2LIoJ+HMohYDoc86Uo9naBgZBuLji/4YY4x0y6LDl9q0oqDqFYe6dpDq46dtU69ZlSLx/EkEvFlta86yw7YWGzoMBU+dnE9TggleNTLwBzvd1UJC47cdwvrDXVr+axidahlRwSrFTtyXeE126R6McwashM+3V4bPt+WAyVeN7TJNWBIB4D8WhYnw07gOBU7VFlqLDkB7qs4wK6r2MN1dJzBQschLsWSQ11XNHuEPtS9Dh7k6ksDNNYcuQ3VXaVaedSA5AyN+BHzar5kaeq5WTyQKiW3dVByszp/wE3nbIKbBm4tf5jLh7sLxQjYx9noHtJqo6C6YGTZpy2Z6zobq44cltWSxe8nWziHivG6tpDo7+okoDYcsZNoM6tVVpSV28lpQDJdv1Wwsi9CcWMX6i722agIRtZlWenavlKrJwv3lbxcTZGjxOqEcF3Ja7dKpgfObXkEzm1dohTKtDuQGDSvQu4LXewaCrp4BSOz6yoOcIyOI1joMAzDMHGHLTpxAIO6SNhARMunAYn+eEwapJvKTfpqLR1qzdGlnavQS4y6rXTxOLo0cxp7QwsEqpadoGH8yNS1ZK5WSdY28hlGTII4oHDK1GdG2NinZljpq4HIqolerQirtn4e0LK5jVsoWW4oGwOYie4Y6WlVY2mslqfzqrE76jLqfoRzPtVYN2ptAxvrjTpM7wXaGK5hGaNDKojbFQxUiwvq/reLxbG7v+wso2j1VNxW0nUlr3u05GAnhxkmlUolxH8AACpSSURBVOBL2iG0TSq3IngMYjpX43TUdF07VFeBGoxMs61oCjl9qNMsLTofdWVh6XksQaNrxZzG62Sa7iryMEdoOq3uwau6nmhfnAiLy85JrIEcpuulritNkIaucKA6TOvpqAKIvkFVV4yMkXLiuqkMsTqhrsGAuBaNG8upO0qNyVG34QuxvnAFI90/1ZUl1y3H0awrNdNKLaSJL315b+DTMqDhW9V9hcH6oq+4rmhGlhwO1aitOl43T6j7JcD1G+zeVdPKpciJZ2Vkdl3FGHZdOYKFTphCRz6YZVq4fHhKUaF+4YYKRlWDJtVaIFTgqLE6hk3NHKt0dHOa0qinDMilVZLFg17b0KfX2ReoLoBYTo8FNNBSDfagfRJoTIULDT6WD3xZR0cWCpSxOhjIrLbiEE4QrUR3LcQiyUU97FigE2lUnIAiZqyuc7tgZHV9dudTPTZ5T1idP7rv4n9/kLEcRmEj7mMbS48IVEYLZyaxcoJO5MhxFu1cKTE62owqFEJ26O61cK2eitjR1ZaKl0WHXVfxINpmHAxIB1joRCB08KSVkuebmhKrftVSy4sdUjjRF4Bq2VHTzdX2sKgQopYFKo7EsGGddSUFj9mKcZDryuKBLg5CeXirX6ZOWzKn8+oKBwat18KiQ75erdJpdXV0zNUqmVi0no5VvRhdTRkrohU5TmvrWIkg3TifQ7Gjbk9O01m37OrrqFbPSL/aA9xUyjmQAck+iwwrmn2lZmLRFHNh8VAFDxU7wnLit9jQrCt5rYZo2dwxTrMWQ1QRp24rPMbMOAYjM0yiYKEToUWHppgDsbZQV7jOLB/qxUczr0B5EdBKyTS9nLqnpEVHFTy0L8WZWjuEChxp0clUm4Nw21h17Iqaqe6sSB7a6rD5EC8JfLOqQSca15Uu60pacUx3FiiZWJo3sBOrnXoNxKJAnlPsYmGsUK0rVmJHZ2HRCRZ6jqzcVjoXbySCh35gUFczaIoHqtlX0lVFhz3+vnRdCfGDHwZBWVc2HwE01Zxadqj4sXJhiRNiM02dx85VrN4bfpEjSyuYHwAOW2sJF/l7RLsOhsCuK0ewdneIdFfJh7Xs5P80WFl9CbhDFGazC0ym46ysO9TYQt1ZagFB1eXlU4KR8aFOqySbsQx0IwEBmCECKe2GzQOL0I0V1B6WvckiVMFANRjZqgFQsVwIl4lOBFjNV5lvelUrymFaSkFFdd3qhJbV9tX16TSr0xeoz+69oLio1EY8raZpC2rKfsD94bUORqbix2663f3i1AKklmbQCB0pbkRaeSbA2ubN4IXzzoN4YMSoY5SsqWi7NIAtOg6RHzlS0KjFA3UVXdWHvC4wk6ILZqXChsbo6GJ1pMDxaOZR6+kIy4+3vKkHMyZBVkkmFh1RYC3ga5Wa7UNYdHRWHJ3bKRx0QcmYVUJbMtd0usKB4jfSuK7Utq7s2rySm5TnVMUu4DZe2AkRnWBQGlQP+tCzc0Wpoo4GnNq59nTrpPOGQnVNUUzLDfk/YBukVg616FDLjrDe+PtmwUA1VicgNkcdRyye0mKjq7EjdtBCuNjdJ7plVEsnDUaWlk95T+CsJMuqLDMDJvQfBktanQxw+AgAfOjgV2CY5ICFjkPQXUSFjiweKJ8bVAhJK4ruwa7GKoRCdV3JcaoQkqnlcl5V2KiiR8YCqQHINMVWxu9kaF1XGveVKmTsskkicV/ZQWN05P/qLBbWHTmsBiebDXz6+4goLOjVu6PsXuDhHAbE2BpkaUGxWYmcJgUPFes6saNzWemCkK3ETCRiR0Xum7o8XS91X4lLmMToyH5QMDIRP2j1RESsTkBsjiZeB2N1ZICxLijZaYwOvVfCuU+CXLyajwAc7QN48vTB8FnL9uWbyIiP7yoWQv94fSwkDTLmIJrl0wAWOg6RwiDLH4hMY3NomjkVPTRWQBU7di8h+iVKl5f6wqUMq416qvP7NPOYVh5vYDCyFDi0vR9L15WMR5BfqWKnNVYe/wNXuA28HnCHm9ZBTfB0HP1iVS068q1HO5J1RRvzlBlnqgtL574S/7uS07XtDmXFkdNCCB6fQ8uOLmDZSbyOnNfJKaYxOFbTXBbuKyuLDk01F/cDWnV8LnD7jKBmIUyxo7XykGrJdjFsaj+U9dNO7AQ1ekstOhnagOTCalVhdrseYMQrr9xPLFxPSXjbxReO0XEECx2HNHy5GxTN3g4H/7fLtOrIr0PErVh0rDJQECcaWjW/0/Fui3gdNTZHiiBqWaKixxRDmno6sj0s7KOHClt4DnBdmf9bPMDJg3zD7myYtSoflm+uA2VeNzSpUwoXdimEP3cshKxwPx6t6vHIh7jOoqMIFrUYoAxGNtuzUkSQ7EsXVdAuWbyw7awWlYlfz2wB31zaBXZ0bCzavslfswu6z/oe2ny5xXTxUMFjJXZUXA6OXR0fjdihLjN5/9APA3r/iew5G4sO3gPfNG0PH5xyNqxu1Fqs85SDW2HE9qXQf/9q05WVaWvR8bt3da4rNdVc1w84URE8qoNidLDzVggzv/uqILcVeOJkxWGYykB8JXwMmTp1KpxxxhlQrVo1qFOnjqNlRo0aBS6XK6AbPHhwRNvPOrk25E/vAo1vPzEgToe6r2iMDnVx0WngMMCSorqqqFVGFTA+i/nV4GTq7gpqzVxpwVl0NOBSih3RldgGUhZsrQfj5nSAzzeVixxkR2EWPLukAUyadwKU2QW/WKGz7pjD5MSqwxp3lYTG8KjT1fmEEHJZB9uqhLLgJdKaU3B1D5j38J/h91PyRLPVRoZbDOO45aN6BAdt+5dVTmtQeQU6nu4Dna4LWlb3NRzUoGSawajGtqFgU7MOaf+9Tv1h8jljYHXDVuBzuYW146e6zeGOTqPgqVbnVwQtq/eEavWk9wetmkz7TgKR1fEqAZYbu85fJTmz4ocoE2ot/vhi1MWLv/zlL9CsWTPIycmBxo0bw/Dhw+H333+HSg0HI6eW0CktLYWhQ4fC2LFjw1oOhc3OnTvN7p133olo+66M8kdxvataQe0zck0hQ5uFyLAQOFbv3nAe3FYuqaAHuMayQ2N0qOiRw2r5e9okBB3Wu640Vhx/d6TYgKmftgef4QKvbDVT7ItLdCu3VYMPVtatOOBwvmS1DXzS6ZqTrtbO0WRbqc09WDUZQQlw9ai7CYlF3T4VOb93bgwFo7qLYRQ4EjmM03agACKWr1BiR7dtq0xDdRmrYG4rrB7R1JqmxuqoYodaMaW4/6VuE3ir55/LlxGNxvqX918AbzXvBwW12lbcF0FZVxqxY5d9FU7WlbkzDosGasVORXwOdicfPj4v88oudPr27QvvvfcerF+/HubMmQObNm2Cv/71r5AUrqtoujQgaVxX999/v+i/8cYbYS1XpUoVyMsrf1jHAsPjgwZXNIMDX+4TD0zpXvIQt4V0Lbn8J7hMMcnL+awe6GpGifqwpuuiD24qZOg4uX/SlaU+OGT2FU2tpRadgDRzbafEIvgfwos2NoJijy5KouK45q6qA8NO22sbGOs4HkEMa/yFytMxoJ6OTx+MbBWjY7q5cP/91igro5SuSN5xs9qEmtcN8P2Fp4DL4wNDtPURDE77/qKO0GTtLjOmRbr3ZJySzo2l7gt1RVG3nt3PFK6bT+4DvXfoflG3VcC96B+QcTnYfdSxN7h93gCRQ8nweeGdxmdCz8INFRlZUtxo3Vd+YUJdWHYxOmpsjpPmU0LVm5J9TfZVm5K90G3/Fvi+blPwWhxzOsTo3HLLLeZw8+bN4a677oILL7wQysrKICtLpqNUMsRJjSZGB9KCpBE6kfLZZ59Bw4YNoW7dutCvXz946KGHoH79+pbzl5SUiE5y6NCh8vFFFV9Q7pbVg9711KJCUes/qP+DEtBJl5MxIYZfLNEXiXxpZJIYBNmXyGllihiTAk0WH8TpVVCreNFyVj4OT0GmAVBaDFAFn81egCq4smyycrky8VAvA8jMAPCUljeSVVYCa3ZWAcN7LMCao7KrEGDHQQ/UyjGsgzVl0BDIL2UXQKnX3wKpG6AUTbAZ5Qfi8UeL+zTDuIg/+BpdZh4Ucz5/33/8aMktw6rROLuP9PHF7gLw4DT/h5Daphj94lQtbXKcxBeGWFEtJlQ6qtcDWLhJzXllULEBsK1ZXSgt8QBUXO5BbG1WF46Qi1MIA1dFejY9VnlchgOLJD0fPpthug0rdG4v1aIq3cnUtYz9LIzNRcGGrkgDINMFsK5OI/CU4sWEXTC4X6uqNILCYoBsXMbwix2azihvXhkkh/cHbkDeH6VHAbJwo97y84/iJ8PwCxH/SpHMKuUXsSlgSjU7hBexf1+xL2pE+PcDZy91+e8ZVKnZAJ5jFRe33/I05Zv3YUTPUXAwqxr4SsrXZVTir/0//vgj6IMWu1hx4MABmDFjhgiXqLQih3GMy6jMV7MGtOjcfPPNUFhYGHLed999V8T0tGzZUpgh7777bqhRowYUFBRAhkXw3X333WdajxiGYdKV3377DZo0aRITUVK7dm3Ii4ErF7XbLs34KVOmiGd3tEyYMAH++c9/wtGjR+H000+H+fPn234YJwp5Ts/JuxYy3fLrM3w8vlJYtOsl8UFfq1YtSFUSKnTQNDht2jTbedatWwcnnXRSREJH5ddff4XWrVvDokWLoH///o4sOj6fT6h7vNgxmDkRF3TTpk3FQyeVL0Qd6Xzs6X786XzsiT5+fCUcPnwY8vPzwR2Dhq/kS7lhjITOHr8Io+fFyqIT7jtm37594nm/detW8cGL+41iJxHPfkdCp+E10QudPa+kvNBJqOvqtttuE5lRdrRq1Spm28N15ebmwsaNGy2Fju6GcZrlFU/wIkzlC9GOdD72dD/+dD72RB4/vkRT4byE+47B9wN27dq1g/bt2wuxuWLFCujVq1dM9ptJQ6HToEED0R0vtm/fDvv37xepgwzDMMzxw5eAdUTzjkFrPkIt/JUOLhjoiERnvzpm27ZtsGrVKtH3er1iGLuioiJzHjQ/zp07Vwzj+DvuuEOo8S1btsDixYthyJAh0KZNGxg0aFACj4RhGCb9MGLUxYOvvvpKxObgOwXdVp9++ilcfvnlItShUltzOL08tbKuJk+eDG+++ab5f5cuXUR/yZIlcPbZZ4thrH8gs6Qw2Hj16tViGYznQX/zwIED4cEHH4xpdH68wX3FQLtk2udYkc7Hnu7Hn87HjqT78R9vMGnlgw8+EOf8yJEjwuqPNdgmTZrEv0EKkHRZVwzDMEzyIANn68UoGPmAv+xHOsdumcHI9a6KPhj5wOspfz6TxqLDMAzDJC9qEx2RroOpwDB8ootm+XQgaWJ0GIZhGIZhwoUtOgzDMEzcoZXdI4UtOgqidVrOugoFCx2GYRgm7sTilZoer+VwhQoLnVCw6ypJwBT50aNHi+YsqlatKtIeMUMAW3VPB6ZOnSrancHsiMpQwDHePPvss9CiRQvIycmBnj17wtdffw3pwLJly+CCCy4QWZJYjXbevHmQLjzyyCPQvXt3qFmzpmifDxuUxEzSVKEyp5cnLVjrJ9ouDWChkyT8/PPPooDViy++CD/99BNMnz4dXnjhBdF+VzqAgm7o0KEwduxYSHVmzZoFt956qxCyK1euhM6dO4vaT3v2YPH71AZTe/F4UeilG0uXLoUbbrhB1P765JNPRKvZWBIDzwnDMJHD6eVJzOOPPw7PP/+8aMMrXYimrbNkAS04+GWPBcwQFLhYin78+PGi7Z50AS06WAAULRvpyN69e4VlBwXQWWedBcmeCl09RjE6KPtSPR3a6TntX+MKyHRFkV5ulMLiopkpfz7ZopPE4MVZrx5Wp2BSBbRcfffdd3DOOeeY47BhRfy/oKAgofvGHF9k8dNUucfZdRV7DJ8v6i4dYKGTpGDDpM888wxcd911id4VJoZg68nYxEmjRo0CxuP/u3btSth+MccXtOKh5bJ3795wyimnJHp3GCapYaGTYNAVgSZ6uw7jcyg7duwQ5ckxZmXMmDGQTsfOMOkAxuqsWbMG3n33XUgVfDHqGAK3deUITi9PMLfddhuMGjXKdp5WrVqZw7///jv07dtXZCC99NJLkE7Hng7k5uaKdtp2794dMB7/z8vLS9h+McePcePGwfz580UGWpMmTSBV4PTyOIA1dFycXh4KFjoJpkGDBqJzAlpyUOR07doVXn/9dRG7kS7Hni5kZ2eL33fx4sVmEC66MfB/fAEyqQvmhWDAOQZgf/bZZ6KUBMMw0cNCJ0lAkYOttDdv3hz+/ve/i4wMSTp86W/btg0OHDgg+hjDsmrVKjG+TZs2UKNGDUglMLV85MiR0K1bN+jRowc89dRTIsX4qquuglSnqKhIxJ9JNm/eLH5rDMht1qwZpLq7aubMmfDvf/9b1NKRMVmYXYO1s5IdrowcB4RFJgqHnpEeZ5TTy5MordrqRZcOPyG6uN58882g8UuWLBECMNXA1HIsH4Avu1NPPRWefvppkXae6qAlA62WKij88B5IZTAmTQdab0O5eJMhFTozRkLHw+nl5jntm/lXyHRlRbwej1EGSzzvp/z5ZKHDMAzDxA0WOrGHhU54JHeQB8MwDJMUcNZVHDB80Xdp0EQNCx2GYRgm7nDBwNhj+Iyou3RoooaFDsMwDBN3ZNhsNB0LncRbdJ588klRvw1jRjt06CDaXMTGll977TWorHDWFcMwDMMkIR4oi0r9eXB5f8wPpUqVKqKzaqJm4sSJSdVEDQsdhmEYJq61obAERqyaMMF14TrTGXlOv9j1YdTrqlGjhmg0mIJuqfvuuy+sJmoqcxV7FjoMwzBM3MCAVayHhNaAWL3kcZ3pTCzPqWEYQaUNdNacZIaFDsMwDBP3F3O6i5NUOKe5SdpEDQcjM0yKgV9n8+bNS/RuMAyTwk3USGQTNb169YLKCgsdhgnBzp074YorroB27dqJwLubb74Z0g2smYFNUTAMk97ceuut8PLLL4tK9evWrYOxY8dW+iZq2HXFMCEoKSkRjY9OmjQJpk+fHvX60K+e7sGUDMMkJ5deeqloa3Hy5MlmEzULFy4MClCuTLBFh0l7XnrpJcjPzxcmWMqQIUPg6quvFtaMf/zjHzBixAhRdj1csJ0ibIl86tSpYjsnnniiGP/bb7/BsGHDoE6dOqLRStzeli1bzOW++eYbGDBggPCL43b79OkjCnRRNmzYAGeddZbw1WNNi08++SRo+z/++CP069dPNAxZv359uPbaa0XjmRJsK0y1UuH+yvaVcPrWrVvhlltuEW4xqzaZGIZJD8aNGyeeCfgR+NVXX1X6dvhY6DBpz9ChQ2H//v2igVAJtpSOXylXXnllTLaBPuz169cLITJ//nwoKysT1USxlerPP/8cli9fLtI8Bw8ebGZSHD58WDRm+cUXX8CKFSugbdu2cN5554nxCAqziy++WFiH8GGDhbsmTJgQsF00KeN26tatK4TT7NmzYdGiReJB5ZQPPvgAmjRpAg888IBw42HHMAyTLLDrikl7UASce+65MHPmTOjfv78Y9/777wtLiq4l7UioXr06vPLKK6bL6u233xZCBcdJCwm2Uo3WHWzBe+DAgcIKo1qecPrSpUvh/PPPF4IFa1d8/PHHwlKEPPzww+JYJHhMxcXF8NZbb4l9kC2jX3DBBTBt2jRH5ma0NmGmBYqyypxZwTAMo4MtOgwDICw3c+bMEaZYZMaMGXDZZZeJ4ONY0LFjx4C4nB9++AE2btwoxANacrBDQYGiZNOmTWbKJpZaR0sOuq6wdWF0OW3btk1Mx0BALPQlRQ6iZj7gPNgWjRQ5SO/evYXIQgsTwzBMqsMWHYYBEBYOLJy1YMEC6N69u3AnxSLwWEKFBoKCBdM0UVCpYOAzgm4rdKlhfFDz5s1FES8UMrEqvCZBMYfHTkHXGsMwTCrAQodh/MW3MN4FhQdaWjBg+LTTTovb9nDd2Apww4YNhaVGB8btPPfccyIuRwYvYwl2Sfv27cU4jJlp3LixGIexPBSc54033hCxOlJs4XpR3MigaBRWNO4GS7yvWbMmwG2H1igczzAMk2yw64phiPsKLTrYCq8ahLxq1SrRoSUGUytxeO3atVFtC2OAMNMKrUdYzh1jc2688UbYvn27mAddVv/617+E+wmDjXEZzJySYEN6WNsHLT/oCsP13HPPPUHbQRGH86B4wYDr8ePHw/Dhw834HIwFwuPGDmN+sC5GYWFhwHow82zZsmWwY8eOALHFMAxT6TEYhhF4vV6jcePG6MMxNm3aFDANx6ld8+bNHa135MiRxpAhQ4LG79y50xgxYoSRm5trVKlSxWjVqpUxZswY49ChQ2L6ypUrjW7duhk5OTlG27ZtjdmzZ4ttTp8+3VzH+vXrjTPPPNPIzs422rVrZyxcuFDs29y5c815Vq9ebfTt21esp169emIbhw8fNqeXlpYaY8eOFdMaNmxoPPLII2J/cb8lBQUFRqdOncR+8mODYZhkwoV/Ei22GIZhGIZh4gG7rhiGYRiGSVlY6DBMlMj0cF2HcTMMwzBM4mDXFcNECWZpWXHCCScEBBAzDMMwxxcWOgzDMAzDpCzsumIYhmEYJmVhocMwDMMwTMrCQodhGIZhmJSFhQ7DMAzDMCkLCx2GYRiGYVIWFjoMwzAMw6QsLHQYhmEYhklZWOgwDMMwDJOysNBhGIZhGCZlYaHDMAzDMEzKwkKHYRiGYZiUhYUOwzAMwzApS2aid4CJDV6vF8rKyhK9GwzDKGRlZUFGRkaid4Nh0hYWOkkONj6/a9cuKCwsTPSuMAxjQZ06dSAvLw9cLleid4Vh0g4WOkmOFDkNGzaEatWq8YOUYSrZh8jRo0dhz5494v/GjRsnepcYJu1goZPk7iopcurXr5/o3WEYRkPVqlVFH8UO3qvsxmKY4wsHIycxMiYHLTkMw1Re5D3KcXQMc/xhoZMCsLuKYSo3fI8yTOJgocMwDMMwTMrCQodJKVq0aAFPPfVUVOu477774NRTT4XKwKhRo+DCCy9MyPpivW2GYZhE4DIwLYBJSoqLi2Hz5s3QsmVLyMnJiXp9eCkki4n9jTfegJtvvjkorX7v3r1QvXr1qOKWioqKoKSkpFIEeKPYwGOcN29eTNZ36NAh8TtjunMs52WO773KMIxzOOsqzVn/zUaY/cR/4Mv/fAveUg+06NgMLhp/HgwY2Scps0MaNGgQ9Tpq1KghunhRWloK2dnZkAhq164dl3mPJyi+MOMwM5MfXwzDhIZdV2nM0ve+hBvPuAe++OArKCsuA5/PgM0/boMnrnkeHr7iH+JlEg/QWnLjjTeKVFv8uj3zzDPhm2++Mad/9tlnwrK0YMEC6NSpk5jn9NNPhzVr1pjTr7rqKmFxwPmwQ3eTznWF01588UU4//zzhZWnffv2UFBQABs3boSzzz5bWH/OOOMM2LRpk6XrSm6DdrgdCe7XueeeK8RRo0aNYPjw4bBv3z5zOm5n3LhxwgKVm5sLgwYN0p4XPN+33nqrsKCgNenOO+8UL3WKz+eDRx55RFgGMG25c+fO8P777wfM89NPP4njrVWrFtSsWRP+9Kc/mcenuqNw2Y4dO4p14TbPOeccOHLkiHZep7/b4sWLoVu3buJ847ldv3695bWwZcsWscy7774r5sX1nnLKKbB06dKg9X700UfQtWtXqFKlCnzxxRch9yfUuUBeeeUVcU3g8ieddBI899xzAYIUfzesfYPTmzdvLs49gr8LXifNmjUT+5Ofny/2hWGYygcLnTTl4J5D8OiIZ8SL0+vxmeMNX/mLddnsAvjolU/jsm18gc+ZMwfefPNNWLlyJbRp00a8/A8cOBAw3x133AFPPPGEeHmhpeaCCy4Q6bn4QkQxgy+vnTt3iu7222+33N6DDz4II0aMgFWrVomX2RVXXAHXXXcdTJw4Eb799lvx0sIXmhVyG9ihQML9Peuss8Q0dCv169cPunTpIta1cOFC2L17NwwbNixgHXisaMVZvnw5vPDCC9rt4LGiS+61114TL3I8H3Pnzg2YB1+0b731llgHvsRvueUW+Nvf/mYKgx07doh9w5fvp59+Ct999x1cffXV4PF4tMd1+eWXi+nr1q0TguLiiy8OElfh/m733HOPOBY8H2h1wfWHAn/r2267Db7//nvo1auX+K33798fMM9dd90Fjz76qNhXFMCh9ifUuZgxYwZMnjwZpk6dKtb58MMPw7333ivWhzz99NPwn//8B9577z0h1nB+KXBxu9OnTxciesOGDcK1iIKRYZhKCMboMMnJsWPHjLVr14p+uLzz6FxjQMZQ4xzXX7XdAPdQY/TJN8d8n4uKioysrCxjxowZ5rjS0lIjPz/feOyxx8T/S5YswTet8e6775rz7N+/36hataoxa9Ys8f/rr79u1K5dO2j9zZs3N6ZPn27+j+uZNGmS+X9BQYEY9+qrr1aci3feMXJycsz/p0yZYnTu3Dlo3T6fz7jooouMrl27GkePHhXjHnzwQWPgwIEB8/32229iG+vXrxf/9+nTx+jSpUvIc9O4cWPzHCBlZWVGkyZNjCFDhoj/i4uLjWrVqhlffvllwHKjR482Lr/8cjE8ceJEo2XLluKc6hg5cqS5vu+++07s55YtW0LOG87vtmjRInOeBQsWiHFW1+jmzZvF9EcffTTouKdNmxaw3nnz5pnzONmfUOeidevWxsyZMwPG4e/Zq1cvMTx+/HijX79+4ndXeeKJJ4x27dpZrjuW9yrDMNHBFp00ZcPKX22no0bYunY7eD2xdV+h2wCtMr179w5o9LBHjx7iq5qCX/aSevXqwYknnhg0jxPw61+CriWEfn3jOAwW/eOPP2zXc/fddwu317///W+z2u0PP/wAS5YsMeN6sEOrkTxWCbpc7EA3HFpYevbsaY5Dawi6gCRoTcLmBAYMGBCwPbTwyG2h1QrdM3hOQ4Fur/79+4tzMXToUHj55Zfh4MGDUf9u9HzLJg9kEwhW0N9aHre6XnounOyP3blA9xyuY/To0QHn8qGHHgpw8+E68LpDt9T//vc/c3k8X8eOHYNWrVrBmDFjhOVNZzVjGCbxcDRfmpKVnSniHgywTrpzu13gcidHFpYd9EUns8p049CNZ8Xbb78tXBXo3jnhhBMCMrTQzTJt2rSgZWi7RhgLFC24LQRjl+g+IOieQaQAcwIGm3/yySfw5Zdfipf4M888I9xOX331lYgBipRwz61Twj2HdudCnksUd1RcIjII/7TTThOZUhgbtGjRIuGOxBgmjGtq2rSpcGfheDyH//d//wePP/64cCE6EZkMwxw/2KKTpvQ47zTwea1fPu4MN3QbfCq43bG9RFq3bm3GqkjwyxzjcDp06BAw74oVK8xhtDT88ssvInAUwXXEK1haBa0411xzjYjHwKBoCr4MMVYGYzcwRoR24byYMcMJhRGKDAlaCDCuRILnBwXNtm3bgraFL15pTfn8888dNzWAQgStIvfff7+Ij8HzqsYFhfu7RQL9reVxy99ah5P9sTsXaMXDAOJff/016FxSkYdxYJdeeqkQRLNmzRKxOTIGCIUUilyM5UEBjNfJjz/+GPW5YBgmtrBFJ0350yU94dWJubBvxwGt4MEv8GF3DIn5dvHlP3bsWBF8iu4ozFp57LHHhEsG3QiUBx54QGQC4UsJLQ2YsSSzgFBY4Fc5ZvigCwYzfOLR5he2Dn/RRRfBZZddJgJd8X/51Y8B0jfccIN4CWJQLwbH4jGhiwmziDCjJ5wU/ZtuukkE27Zt21a4v5588smAOkGYNYRB1xiAjL8PZhmhywtf9vhCHjlypAiqRssM7i8GW6OAQhGBLh10wVBQVOH5GzhwoMhcwv+xDpFOYITzu0XCs88+K44bt42WMxS2dkHMTvYn1LlAcYcuKRw/ePBgkcWFAdS4bcx+w/OP4hMDzVHwz549G/Ly8kRWHAaNo9BGaxBed2jxQ+GDmVkMw1QuWOikKVnZWTDtk8lw5zn3w97f9gs3FaaXoyUHueXF66Bzn5Pjsm18meOLGtOwDx8+LGIvPv74Y6hbt27QfPjyx6wWTPf+73//a9afwcyr66+/XnxtY3bOlClTzBTzWPLzzz+LLCrMxJHZOAi+0DA1Gq0CKDQmTJggBAO+LHEavjjDtYZh1hHG6aBgwWXxRY8iC8UMzSBDgYXZV2iNwJcuWpUwfghBYYgZRigA+vQpr4WE547GskhQHC1btkxksGF8Eu43Zkthqnw0v1sk4Lqxw5gYtKpgthMK21DL2O1PqHOBVjoUKehywnlQPGG8EpYBkMISxRNef7hs9+7d4cMPPxS/DZ533D4KIhQ8uBxen5WhyCTDMIFwZeQ0r7ZaWlwKS2cXwIr530HpsVJofWoL+PO1A6BBk8Q9sNEN0LdvX/FlzVV5UxsUi3j9otussjS7EQ+4MjLDJA626KQ52TnZMGB4H9ExDMMwTKrBwcgMwzAMw6QsbNFhKh3YZAJ7VNMDDCrn35phmHjCFh2GYRiGYVIWFjoMwzAMw6QsLHQYhmEYhklZWOgwDMMwDJOysNBhGIZhGCZlYaHDMAzDMEzKwkKHSbl0ZWzSgGEYhmEQFjpMOaWlAEeOACRJTRNsVFHXPAS2Xn3ttdcmZJ8YhmGYygcLnXRnyRKA884DwPZ3atQAwBaup08HKCuDZAQbvIxHK+YMwzBMcsJCJ515/XWA/v0B9uwBeOYZgLffBujeHeDOOwEuuiiuYgdb+b7xxhuhYcOGopHDM888U1hjZKOeLpcLFixYAJ06dRLTTz/9dFizZo05/aqrrhKteuN82MmWy1XXFU578cUX4fzzzxcCqH379lBQUAAbN24UFZixxWpsCX3Tpk3mMqNGjYILL7wwYH+xRWucX4LD48ePF+OxtexGjRrByy+/DEeOHBH7hi1fYyvcH330UdzOIcMwDBMaFjrpys6dANddB3DNNQBffw1www0AV14JMGMGwPz5AAsXArzwQtw2f+edd8KcOXPgzTffhJUrVwpRMGjQIDhw4IA5zx133AFPPPGEEEBoqbngggugrKxMCBMUM7Vq1YKdO3eK7vbbb7fc1oMPPggjRoyAVatWwUknnQRXXHEFXHfddTBx4kT49ttvRRME48aNC/sYcN9zc3Ph66+/FqJn7NixMHToULF/eEwDBw6E4cOHw9GjRyM+TwzDMEx0sNBJV159FSArC+DxxwHcymUwaBDAxRcDPP98XDaNVo/nn38eHn/8cTj33HOhQ4cOwhpStWpVeBX3y8+UKVNgwIAB0LFjRyEqdu/eDXPnzoXs7GyoXbu2sNbk5eWJrga63SxAC8uwYcOgXbt2MGHCBNiyZQtceeWVQlihheemm24SVqJw6dy5M0yaNAnatm0rRBNanlD4jBkzRoybPHky7N+/H1avXh3xuWIYhmGig4VOuvLDDwC9egHUrq2fPngwwLp1cXFfoZsILTO9e/c2x2VlZUGPHj1gHW7TTy/cPz/16tWDE088MWC6U9D9JUEXE4LiiY4rLi6GP/74I+L1ZmRkQP369YPWi+xB1yDDMAyTEFjopCtVqwIQN1EQOC0zE9/gkOygiJKgFchqnM/nE3232x3UojYKM7v1yvXYrZdhGIY5/rDQSVeGDAH4/nuAlSuDp3k85YHKf/lLsFsrBrRu3Vq4n5YvXx4gJDAWB91YkhUrVpjDBw8ehF9++UW4mhBc3uv1QjzAeCCM+6FgfA/DMAyTfLDQSVdQxKBouOQSLD5TMX7vXoCRIwHWrwewCfCNBsx0wsBdDDZeuHAhrF27VsS1YNDu6NGjzfkeeOABWLx4sci2wkwojH+R2VCYXVVUVCSm79u3L6YBv/369RNBym+99RZs2LBBxArJjC+GYRgmuWChk66giwUzq6pXB+jRA4NWAP70J4AmTQDmzgWYObM8hidOPProo3DJJZeIrKTTTjtNpHt//PHHIlWbzoOBwl27doVdu3bBf//7X2HJQTCz6frrr4dLL71UWGAee+yxmO0bBinfe++9IjOse/fucPjwYZG1xTAMwyQfLkMNRmCSBgyg3bx5M7Rs2VJk/EQEuqkWLChPKS8uBjj1VCwkA1C/PiQKzIDq27evcFfpqh8zTFreqwzDRERmZIsxKQMGHGO8DnYMwzAMk2Kw64phGIZhmJSFLTpMpQObV2CPKsMwDBML2KLDMAzDMEzKwkInBWDrB8NUbvgeZZjEwUIniZFVeLnRSIap3Mh7VK2mzTBM/OEYnSQG21fC9GvZllK1atXMZgcYhqkclhwUOXiP4r2K9yzDMMcXrqOT5ODPh8X0CgsLE70rDMNYgCInLy+PP0QYJgGw0EkRsN0nXcOTDMMkFnRXsSWHYRIHCx2GYRiGYVIWDkZmGIZhGCZlYaHDMAzDMEzKwkKHYRiGYZiUhYUOwzAMwzApCwsdhmEYhmFSFhY6DMMwDMOkLCx0GIZhGIaBVOX/AfZ/Gru4OedQAAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot_optim_pcm(x0, xf, y0, yf)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "26d8cd64", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "pstapc", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.12.8" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/pyscan/measurement/__init__.py b/pyscan/measurement/__init__.py index 5dc702ec..cdde855e 100644 --- a/pyscan/measurement/__init__.py +++ b/pyscan/measurement/__init__.py @@ -4,7 +4,7 @@ # Scans/Experiments from .experiment import Experiment -from .scans import PropertyScan, RepeatScan, ContinuousScan, FunctionScan, AverageScan +from .scans import PropertyScan, RepeatScan, ContinuousScan, FunctionScan, AverageScan, AbstractOptimizeScan # Other objects from .run_info import RunInfo diff --git a/pyscan/measurement/experiment.py b/pyscan/measurement/experiment.py index 4cc6581d..b8a1b501 100644 --- a/pyscan/measurement/experiment.py +++ b/pyscan/measurement/experiment.py @@ -84,7 +84,7 @@ def run(self): if np.all(np.array(indicies) == 0): self.preallocate(data) - elif (self.runinfo.has_continuous_scan) and (deltas[-1] == 1): + elif (self.runinfo.has_resizing_data) and (deltas[-1] == 1): self.reallocate(data) # early terminate here if not self.runinfo.running: @@ -176,6 +176,7 @@ def preallocate(self, data): with h5py.File(save_name, 'a') as f: for s in self.runinfo.scans: for key, values in s.scan_dict.items(): + values = np.array(values) # TODO: values.shape requires np.array self[key] = values if key == 'iteration': f.create_dataset(key, shape=values.shape, maxshape=(None,), chunks=(100, ),) @@ -223,7 +224,8 @@ def preallocate(self, data): def reallocate(self, data): ''' - Reallocates memory for continuous experiments save files and measurement attribute arrays. + Reallocates memory for resizing (continuous or optimize) experiments + save files and measurement attribute arrays. Parameters ---------- diff --git a/pyscan/measurement/run_info.py b/pyscan/measurement/run_info.py index 64432c66..e6c7542d 100644 --- a/pyscan/measurement/run_info.py +++ b/pyscan/measurement/run_info.py @@ -1,6 +1,6 @@ from itemattribute import ItemAttribute from .get_pyscan_version import get_pyscan_version -from .scans import PropertyScan, AverageScan, ContinuousScan +from .scans import PropertyScan, AverageScan, ContinuousScan, AbstractOptimizeScan import pyscan as ps import re import numpy as np @@ -53,6 +53,7 @@ class RunInfo(ItemAttribute): check_repeat_scan() check_average_scan() check_continuous_scan() + check_optimize_scan() ''' def __init__(self): @@ -85,6 +86,8 @@ def check(self): self.check_continuous_scan() + self.check_optimize_scan() + def check_sequential_scans(self): scan_indicies = [] @@ -166,6 +169,20 @@ def stop_continuous(self, plus_one=False): return stop + def check_optimize_scan(self): + # find the scans set to optimize scan (if any) and determine the index + n_optimize_scans = 0 + for scan in self.scans: + if isinstance(scan, AbstractOptimizeScan): + n_optimize_scans += 1 + + # throw an error if more than one optimize scan is found + assert n_optimize_scans <= 1, "More than one optimize scan detected. Only one optimize scan is allowed." + + # if there is a optimize scan, ensure it is the highest level scan + if self.has_optimize_scan: + assert self.optimize_index == (self.ndim - 1), 'Error, optimize scan must be the last scan' + # Regular properties @property def scans(self): @@ -304,6 +321,45 @@ def continuous_index(self): self._continuous_index = -1 return self._continuous_index + # Properties based on the presence of an optimize scan + @property + def has_optimize_scan(self): + ''' + Returns a boolean of whether or not an optimize scan is present. + ''' + num_op_scans = 0 + for scan in self.scans: + if isinstance(scan, AbstractOptimizeScan): + num_op_scans += 1 + + if num_op_scans > 0: + self._has_optimize_scan = True + else: + self._has_optimize_scan = False + + return self._has_optimize_scan + + @property + def optimize_index(self): + ''' + Returns the index of the optimize scan. + ''' + if self.has_optimize_scan: + i = 0 + for i in range(self.ndim): + if isinstance(self.scans[i], AbstractOptimizeScan): + return i + self._optimize_index = i + else: + self._optimize_index = -1 + return self._optimize_index + + # for reallocate in Experiment.run() + @property + def has_resizing_data(self): + return self.has_continuous_scan or self.has_optimize_scan + + # collect scan iterators for Experiment.run() @property def iterators(self): return [scan.iterator() for scan in self.scans] diff --git a/pyscan/measurement/scans.py b/pyscan/measurement/scans.py index 4b58e455..d45c5cad 100644 --- a/pyscan/measurement/scans.py +++ b/pyscan/measurement/scans.py @@ -43,7 +43,7 @@ def __init__(self, input_dict, prop, dt=0): ''' Constructor method ''' - self.prop = prop + self.prop = prop # TODO: property not vector, same for each device? self.scan_dict = {} for device, array in input_dict.items(): self.scan_dict['{}_{}'.format(device, prop)] = array @@ -307,3 +307,118 @@ def iterator(self): The following iterates over n ''' return range(self.n) + + +class AbstractOptimizeScan(AbstractScan): + ''' + Abstract class providing polymorphic interface for optimization routines to determine next measurement. + Implementation overrides `__init__` to store variables between measurement optimizations and `step_optimizer` to + call optimizer and return optimal next measurement. + + Parameters + ---------- + initialization_dict : dict{string:float} + key:value pairs of device name strings and initialization values at which to begin the optimization routine. + prop : str + String that indicates the property of the device(s) to be changed. + optimizer_inputs : iterable object of str + Instrument inputs provided by the measure_function as ItemAttributes of the Experiment. + Inputs for the optimizer to optimize over. + sample_function_output : str + Measurement output provided by the measure_function as ItemAttributes of the Experiment. + Output for the optimizer to optimize. + dt : float, optional + Wait time in seconds after each iteration. Used by Experiment classes, defaults to 0. + n_max : int, optional + Maximum number of iterations to run. + ''' + + def __init__(self, initialization_dict, prop, optimizer_inputs, sample_function_output, + dt=0., n_max=None): + + self.init_dict = initialization_dict + + self.scan_dict = {} + self.scan_dict['iteration'] = np.ndarray((0)) + + self.device_names = list(initialization_dict.keys()) + + # TODO: make prop multidimensional: different property for each device + self.prop = prop + + self.opt_in = optimizer_inputs + + # TODO: make output multidimensional: allow optimization over multiple outputs? + self.sample_f_out = sample_function_output + + self.dt = dt + + self.i = 0 + self.n = 1 + self.n_max = n_max + + self.running = True + + def step_optimizer(self, i, experiment): + ''' + Abstract method to be implemented by AbstractOptimizeScan implementations. + + Parameters + ---------- + i : int + The index of the data array. + experiment : AbstractExperiment + Experiment class specifying configuration of runinfo and devices. + + Returns + ------- + ndarray + Array with element containing next input value for each device. + ''' + pass + + def iterate(self, expt, i, d): + ''' + Changes `prop` of the listed `devices` to the initial value at step 0 or optimizer recommendation at later + steps. These new device values are also appended to `scan_dict`. + + Parameters + ---------- + i : int + The index of the data array. + expt : AbstractExperiment + Experiment class specifying configuration of runinfo and devices. + d : int + Delta change to be applied to index of data array. + ''' + + self.i = i + self.n = i + 1 + + if d == 0: + return 0 + + self.scan_dict['iteration'] = np.append(self.scan_dict['iteration'], i) + expt.iteration = self.scan_dict['iteration'] + + if i == 0: + for dev in self.device_names: + # TODO: must be int or float, not np.array + expt.devices[dev][self.prop] = self.init_dict[dev] + else: + opt_res = self.step_optimizer(i, expt) + for dev_idx, dev in enumerate(self.device_names): + expt.devices[dev][self.prop] = opt_res[dev_idx] + if not self.running: + expt.stop() + + sleep(self.dt) + + def iterator(self): + ''' + The following iterates over n_max if n_max is specified, otherwise it iterates indefinitely. + ''' + if self.n_max is None: + return range(1) + else: + return range(self.n_max) diff --git a/pyscan/optimization/__init__.py b/pyscan/optimization/__init__.py new file mode 100644 index 00000000..716383d5 --- /dev/null +++ b/pyscan/optimization/__init__.py @@ -0,0 +1,3 @@ +# Utilities for optimization experiments +from .optimizers import * +from .functions import * diff --git a/pyscan/optimization/functions/__init__.py b/pyscan/optimization/functions/__init__.py new file mode 100644 index 00000000..612d1a0a --- /dev/null +++ b/pyscan/optimization/functions/__init__.py @@ -0,0 +1,2 @@ +# Global optimization example function implementations +from .global_optimization_examples import townsend diff --git a/pyscan/optimization/functions/global_optimization_examples.py b/pyscan/optimization/functions/global_optimization_examples.py new file mode 100644 index 00000000..bd036905 --- /dev/null +++ b/pyscan/optimization/functions/global_optimization_examples.py @@ -0,0 +1,15 @@ +import numpy as np + + +def townsend(x0, x1): + """ + Townsend function to demonstrate global optimization with multiple minima. + https://en.wikipedia.org/wiki/Test_functions_for_optimization + https://botorch.org/docs/notebooks_community/clf_constrained_bo/ + From article: + Townsend, Alex (January 2014). "Constrained optimization in Chebfun". chebfun.org. + https://www.chebfun.org/examples/opt/ConstrainedOptimization.html + Two local minima on domain [-2.5, 2.5], [-2.5, 2.5] subject to heart-shaped constraint. + Four local maxima on domain [-2.5, 2.5], [-1.5, 1.5]. + """ + return -np.cos((x0 - 0.1) * x1) ** 2 - x0 * np.sin(3 * x0 + x1) diff --git a/pyscan/optimization/optimizers/__init__.py b/pyscan/optimization/optimizers/__init__.py new file mode 100644 index 00000000..e7911dc0 --- /dev/null +++ b/pyscan/optimization/optimizers/__init__.py @@ -0,0 +1,2 @@ +# AbstractOptimizeScan implementations +from .gradient_descent_optimizer import GradientDescentOptimizeScan diff --git a/pyscan/optimization/optimizers/gradient_descent_optimizer.py b/pyscan/optimization/optimizers/gradient_descent_optimizer.py new file mode 100644 index 00000000..94ad0648 --- /dev/null +++ b/pyscan/optimization/optimizers/gradient_descent_optimizer.py @@ -0,0 +1,97 @@ +import numpy as np +from pyscan.measurement.scans import AbstractOptimizeScan + + +class GradientDescentOptimizeScan(AbstractOptimizeScan): + """ + Minimizes objective function using gradient descent. + Gradients are approximated using forward finite differences. + Gradient descent is performed over one dimension at a time. + + Parameters + ---------- + initialization_dict : dict{string:float} + key:value pairs of device name strings and initialization values at which to begin the optimization routine. + prop : str + String that indicates the property of the device(s) to be changed. + optimizer_inputs : iterable object of str + Instrument inputs provided by the measure_function as ItemAttributes of the Experiment. + Inputs for the optimizer to optimize over. + sample_function_output : str + Measurement output provided by the measure_function as ItemAttributes of the Experiment. + Output for the optimizer to optimize. + input_epsilon : iterable object of float + Infinintesimal approximation on each input used in finite-differencing to compute the gradient. + learning_rate: iterable object of float + Scaler multiplier applied to computed gradients on each input to control the update magnitude. + update_epsilon: iterable object of float + Gradient update threshold for each input. + Optimization stops early if updates for all inputs are below thresholds. + dt : float, optional + Wait time in seconds after each iteration. Used by Experiment classes, defaults to 0. + n_max : int, optional + Maximum number of iterations to run. + """ + + def __init__(self, initialization_dict, prop, optimizer_inputs, sample_function_output, + input_epsilon, learning_rate, update_epsilon, + dt=0, n_max=100): + super().__init__(initialization_dict, prop, optimizer_inputs, sample_function_output, + dt=dt, n_max=n_max) + self.dim = 0 + self.fd_step = True + self.input_epsilon = input_epsilon + self.learning_rate = learning_rate + self.update_epsilon = update_epsilon + self.dim_ct = len(optimizer_inputs) + self.keep_running = np.full(self.dim_ct, True) + + def step_optimizer(self, index, experiment): + ''' + Performs gradient descent using finite differencing. + Iterates over all input dimensions. + Returns next measurement first based on finite different approximation + and then based on the resulting gradient update. + + Parameters + ---------- + i : int + The index of the data array. + experiment : AbstractExperiment + Experiment class specifying configuration of runinfo and devices. + + Returns + ------- + ndarray + Array with element containing next input value for each device. + ''' + + def gd_f(f_in_prev, f_out, f_out_prev, input_epsilon, learning_rate): + """ + Compute gradient update from forward finite difference + """ + grad = (f_out - f_out_prev) / input_epsilon + grad_update = learning_rate * grad + f_in_dim_next = f_in_prev - grad_update + return grad, f_in_dim_next + + if self.fd_step: + f_in = [experiment.__dict__[measurement][index - 1] for measurement in self.opt_in] + f_in[self.dim] += self.input_epsilon[self.dim] + self.fd_step = False + return f_in + else: + f_in_prev = [experiment.__dict__[measurement][index - 2] for measurement in self.opt_in] + f_out = experiment.__dict__[self.sample_f_out][index - 1] + f_out_prev = experiment.__dict__[self.sample_f_out][index - 2] + grad_dim, f_in_next_dim = gd_f(f_in_prev[self.dim], f_out, f_out_prev, + self.input_epsilon[self.dim], self.learning_rate[self.dim]) + f_in_next = f_in_prev.copy() + f_in_next[self.dim] = f_in_next_dim + self.keep_running[self.dim] = abs(grad_dim) > self.update_epsilon[self.dim] + if not self.keep_running.any(): + self.running = False + self.fd_step = True + self.dim += 1 + self.dim %= self.dim_ct + return f_in_next diff --git a/test/test_measurement/test_scans/test_optimize_scan.py b/test/test_measurement/test_scans/test_optimize_scan.py new file mode 100644 index 00000000..b2702860 --- /dev/null +++ b/test/test_measurement/test_scans/test_optimize_scan.py @@ -0,0 +1,87 @@ +import pyscan as ps +import numpy as np +import pytest + + +@pytest.fixture() +def runinfo(): + runinfo = ps.RunInfo() + runinfo.measure_function = measure_up_to_3D + return runinfo + + +@pytest.fixture() +def devices(): + devices = ps.ItemAttribute() + devices.v1 = ps.TestVoltage() + return devices + + +def measure_up_to_3D(expt): + d = ps.ItemAttribute() + + d.x1 = expt.runinfo.scan0.i + d.x2 = [d.x1 for _ in range(2)] + d.x3 = [[expt.runinfo.scan0.i, expt.runinfo.scan0.i] for _ in range(2)] + + return d + + +class TestOptimizeScan(ps.AbstractOptimizeScan): + + def __init__(self, init_dict, prop, opt_in, sample_f_out, n_max=100): + super().__init__(init_dict, prop, opt_in, sample_f_out, n_max=n_max) + + def step_optimizer(self, i, experiment): + return [0] * len(self.opt_in) + + +@pytest.fixture +def optimize_scan(): + return TestOptimizeScan({'v1': 2.}, 'voltage', ('v1_readout',), 'vf', n_max=10) + + +@pytest.mark.parametrize('key,value', [ + ('init_dict', {'v1': 2.}), + ('prop', 'voltage'), + ('opt_in', ('v1_readout',)), + ('scan_dict', {'iteration': np.array([])}), + ('sample_f_out', 'vf'), + ('dt', 0), + ('i', 0), + ('n', 1), + ('n_max', 10) +]) +def test_optimize_scan_init(optimize_scan, key, value): + if key == 'scan_dict': + for key1, value1 in value.items(): + assert np.all(optimize_scan.scan_dict[key1] == value[key1]), f"Optimize scan attribute {key} != {value}" + else: + assert optimize_scan[key] == value, f"Optimize scan attribute {key} != {value}" + + +def test_optimize_scan_iterate_m1(optimize_scan, runinfo, devices): + runinfo.scan0 = optimize_scan + expt = ps.Experiment(runinfo, devices) + + runinfo.scan0.iterate(expt, 0, -1) + assert expt.runinfo.scan0.i == 0 + assert expt.runinfo.scan0.n == 1 + + +def test_optimize_scan_no_iterate(optimize_scan, runinfo, devices): + runinfo.scan0 = optimize_scan + expt = ps.Experiment(runinfo, devices) + + runinfo.scan0.iterate(expt, 0, 0) + assert expt.runinfo.scan0.i == 0 + assert expt.runinfo.scan0.n == 1 + + +def test_optimize_scan_iterate_one(optimize_scan, runinfo, devices): + runinfo.scan0 = optimize_scan + expt = ps.Experiment(runinfo, devices) + + runinfo.scan0.iterate(expt, 1, 1) + assert expt.runinfo.scan0.i == 1 + assert expt.runinfo.scan0.n == 2