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": 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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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", 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", 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6qXnON/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..6a81af36 --- /dev/null +++ b/demo_notebooks/advanced/a02-example_Bayesian_optimization_interface/a02-example_Bayesian_optimization_interface.ipynb @@ -0,0 +1,592 @@ +{ + "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", + " init_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 = init_scans\n", + " if init_scans is not None:\n", + " self.init_scan_ct = len(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", + " else:\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", + " 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\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", + " init_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": 8, + "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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", 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", 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" + ] + }, + "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..d51b8a12 --- /dev/null +++ b/demo_notebooks/advanced/a03-example_ax_optimizer.ipynb @@ -0,0 +1,607 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "b9566b75", + "metadata": {}, + "source": [ + "# a03 Example - Bayesian Optimization using AX Client" + ] + }, + { + "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", + " 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": "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):\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": "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 API\n", + " \"\"\"\n", + "\n", + "\n", + " def __init__(self, initialization_dict, prop, optimizer_inputs, sample_function_output,\n", + " bounds_list,\n", + " dt=0., n_max=100, global_improvement_threshold=1e-1,\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.last_optim_idx = n_max - 1 # stop optimizing on second-to-last index so that last index is best discovered value\n", + " self.gi_thresh = global_improvement_threshold \n", + " self.proposed_trial_index = None\n", + " \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", + "\n", + " def step_optimizer(self, index, experiment):\n", + "\n", + " if index == 1: # load initial point into AX measurement history\n", + " parameters = {\n", + " measurement: experiment.__dict__[measurement][0]\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][index - 1]\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: # load last proposed trial results into AX measurement history\n", + " best_parameters, best_prediction, best_index, best_name = self.client.get_best_parameterization(use_model_predictions=False)\n", + " f_out = experiment.__dict__[self.sample_f_out][index - 1]\n", + " raw_data = {self.sample_f_out: f_out}\n", + " prev_trial_index = self.proposed_trial_index\n", + " self.client.complete_trial(trial_index=prev_trial_index, raw_data=raw_data)\n", + "\n", + " f_out_best = best_prediction[self.sample_f_out][0] # get mean from (mean, sem) of output\n", + " if not (index < self.last_optim_idx) or not (abs(f_out - f_out_best) > self.gi_thresh):\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", + " 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", + "\n", + " return f_in_next\n" + ] + }, + { + "cell_type": "markdown", + "id": "26e0e2e4", + "metadata": {}, + "source": [ + "# Instantiate OptimizeScan" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "0748200c", + "metadata": {}, + "outputs": [], + "source": [ + "runinfo.scan0 = AXOptimizeScan({'v1': 2., 'v2': 1.}, 'voltage', ('v1_readout', 'v2_readout'), 'vf',\n", + " ((0., 10.), (0., 10.)),\n", + " dt=1., n_max=20)" + ] + }, + { + "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 12-01 12:28:11] ax.api.client: Trial 0 marked COMPLETED.\n", + "[INFO 12-01 12:28:11] 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", + "[INFO 12-01 12:28:11] ax.api.client: Generated new trial 1 with parameters {'v1_readout': 5.0, 'v2_readout': 5.0} using GenerationNode CenterOfSearchSpace.\n", + "[INFO 12-01 12:28:12] ax.api.client: Trial 1 marked COMPLETED.\n", + "[INFO 12-01 12:28:12] ax.api.client: Generated new trial 2 with parameters {'v1_readout': 8.859677, 'v2_readout': 7.54799} using GenerationNode Sobol.\n", + "[INFO 12-01 12:28:13] ax.api.client: Trial 2 marked COMPLETED.\n", + "[INFO 12-01 12:28:13] ax.api.client: Generated new trial 3 with parameters {'v1_readout': 3.467767, 'v2_readout': 2.581944} using GenerationNode Sobol.\n", + "[INFO 12-01 12:28:15] ax.api.client: Trial 3 marked COMPLETED.\n", + "[INFO 12-01 12:28:15] ax.api.client: Generated new trial 4 with parameters {'v1_readout': 0.551369, 'v2_readout': 7.146226} using GenerationNode Sobol.\n", + "[INFO 12-01 12:28:16] ax.api.client: Trial 4 marked COMPLETED.\n", + "[INFO 12-01 12:28:19] ax.api.client: Generated new trial 5 with parameters {'v1_readout': 3.926803, 'v2_readout': 5.97017} using GenerationNode MBM.\n", + "[INFO 12-01 12:28:21] ax.api.client: Trial 5 marked COMPLETED.\n", + "[INFO 12-01 12:28:24] ax.api.client: Generated new trial 6 with parameters {'v1_readout': 3.725896, 'v2_readout': 8.759883} using GenerationNode MBM.\n", + "[INFO 12-01 12:28:25] ax.api.client: Trial 6 marked COMPLETED.\n", + "[INFO 12-01 12:28:29] ax.api.client: Generated new trial 7 with parameters {'v1_readout': 7.845641, 'v2_readout': 0.0} using GenerationNode MBM.\n", + "[INFO 12-01 12:28:30] ax.api.client: Trial 7 marked COMPLETED.\n", + "[INFO 12-01 12:28:33] ax.api.client: Generated new trial 8 with parameters {'v1_readout': 3.601047, 'v2_readout': 5.478917} using GenerationNode MBM.\n", + "[INFO 12-01 12:28:34] ax.api.client: Trial 8 marked COMPLETED.\n", + "[INFO 12-01 12:28:38] ax.api.client: Generated new trial 9 with parameters {'v1_readout': 4.276532, 'v2_readout': 5.725087} using GenerationNode MBM.\n", + "[INFO 12-01 12:28:39] ax.api.client: Trial 9 marked COMPLETED.\n", + "[INFO 12-01 12:28:43] ax.api.client: Generated new trial 10 with parameters {'v1_readout': 3.986689, 'v2_readout': 5.506972} using GenerationNode MBM.\n", + "[INFO 12-01 12:28:44] ax.api.client: Trial 10 marked COMPLETED.\n", + "[INFO 12-01 12:28:49] ax.api.client: Generated new trial 11 with parameters {'v1_readout': 4.357055, 'v2_readout': 6.081036} using GenerationNode MBM.\n", + "[INFO 12-01 12:28:50] ax.api.client: Trial 11 marked COMPLETED.\n", + "[INFO 12-01 12:28:55] ax.api.client: Generated new trial 12 with parameters {'v1_readout': 4.035773, 'v2_readout': 5.747191} using GenerationNode MBM.\n", + "[INFO 12-01 12:28:56] ax.api.client: Trial 12 marked COMPLETED.\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "best param: {'v1_readout': 3.9268025377457185, 'v2_readout': 5.970170455400635}\n", + "Stopping Experiment\n" + ] + } + ], + "source": [ + "expt = ps.Experiment(runinfo, devices)\n", + "expt.start_thread()" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "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)\n", + "except KeyboardInterrupt:\n", + " expt.stop()" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "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.]),\n", + " 'v1_readout': array([2. , 5. , 8.85967731, 3.46776747, 0.55136872,\n", + " 3.92680254, 3.72589636, 7.84564066, 3.60104746, 4.27653235,\n", + " 3.9866888 , 4.35705467, 4.03577299, 3.92680254]),\n", + " 'v2_readout': array([1. , 5. , 7.54799008, 2.58194367, 7.14622595,\n", + " 5.97017046, 8.75988291, 0. , 5.47891713, 5.72508714,\n", + " 5.50697224, 6.08103647, 5.74719098, 5.97017046]),\n", + " 'vf': array([2.90000000e+01, 2.00000000e+00, 2.60127369e+01, 1.19663805e+01,\n", + " 1.32068916e+01, 6.24767021e-03, 7.69208650e+00, 5.07889521e+01,\n", + " 4.30690485e-01, 1.52047217e-01, 2.43253557e-01, 1.34054945e-01,\n", + " 6.51921094e-02, 6.24767021e-03])}" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "expt.__dict__" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "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": 12, + "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": 13, + "id": "95389611", + "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": "056e6892", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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YBdoD0RxDgKN/tMMjyUCbLrX9/uxnP1MzElCO4rzzzusy7RCx5ZZb1jS2tAOpF3BBILRbI7nCqci2kaE5EsTZBXRanJ6V4XMv3//+99Xfc845pyb8rLPOUn/zWmMDy8FODzUWtDHDTt78HdIASRvOHkFChvmZMzfQZwY7duyAzSmJ6IeCszJc9yi9F/h7UA0Qvld4nyawgcbf6IUXXqh5X3HmE5XDUSUujoY+JhRoRkkDJDfYWeAMIZy9gPXGa9RqvPLKK9Zy6HeGPkmoZcL7pnV0fWNFvGu0fmg6Qs2G/p3xd8fZSjh9H78x2702NRpgjkF/K/yd0dRFgeQTf298j9GHDQdG3cUfBIEzY7Ie7YCoCWFszugTgR0OqpxRJYgjL9R+4FRVdDhDVTw3tRadFXGKKDrqYYeApg3sqFZcccUaWyeyf2wU0X8B89ZOpUUDHTaxQcTFpK699touqnE8UBOEHzs6rWKDjfeEHSt2CjgC1ECihmE4TRUbEBwpLrfccuqgwPvH0Tz6B2BHi2tZ4HRffM6oyseppXkAnSAxr9/85jfq98JyUX2OanTU/LimQ7uApgX0D8D8cDqmqeHCUTBOd8WRMt4fOn7qKbooxy0Lb0J6L/D3QNMJqqfxeeN7hXLUjwd/U3zfUEuDams9RRd9HrAR15oWJCA4HRcX3MPVf9Gsg1oLHI2i3w/eFyVxvkBijtNSkQCgZgQPdHTF+0BTDdYf64IOqXgPeK47IuxcsGycgomkDeuA7x/173F9Y0W8a1hvJBn4G+F7jk7IqKHCacca2Fkiucc2A+8VtSP4+2Md0en2xRdfTPVMIyJaHo2entOseOmll5JddtlFTTHs2bNnMmLECHX98ssvi9MHX331VTUdtH///sngwYOTAw88sGa6JuL1119P1l9/fTXFFtPoaZnSFF1uaiDKHXDAATVhmA7Df//733eplzktFa+5Q0+1xWmFp5xyiiobpyquvPLKapop1hPDTODU4VVXXVVNpTPz4Kagzp49OznhhBOSRRddVD3PUaNGJUcffXSX6XvSPWPd8XABp6AedthhyQILLKDKwemR+Ezwvmh+vlN06RRBvLfzzz+fjb/uuuvUM8Nnh9Njd9111+SDDz6okeGej/Re4PToPffcM5lvvvmSeeedN9liiy2ULD4nOqUXp+d+97vfVWUvtNBCyamnnpqce+65Kj+cgkun2mJeOFW2T58+yWKLLZbsscceyTPPPOM1Rff6669n4zfccMNkwIABaro7YuLEiepdxd9bf0c4nfXiiy+upsGpz3jvQ4cOVXXHuhxxxBE1UxNDvrG83zWc8r3GGmuoqc34+yy11FLJ7373OzUt28Tbb7+d7L777uoesVycvo3TTv/5z38m3WKK7v8eTpIJz6c+MH07TCn1fZ4vvTosGTd+ROrjpVeHtcXzLOF/jSZC3R1oG0YHOtQy4OyFiIhmAWqA0EyAWqy8twWoJ+I3VhxwqQHUtE1+/X4Y0H/e9PlMnQYDl9pIzZRyOe23w/N84dVh0L9/eo+HqVMrsNIyn7T884zmmIiIFgFO5zXXFUFfBjTloJmgOxOQiDpvYJclfUQVFShBJ5QypW8HRBISEdEiwOmL6LuAs0LQHwF9mHBUhutXRERERDQjIgmJiGgR4MwQdJhEp0x0REXHUyQiOJ00IqJee8dEfINK8s2RJX07IPqERERERLQxqj4hL90OA/r3S5/P1OkwcIWtW96Hwfd5PvnfETBvBp+QaVMrsOayH7f884zrhEREREREREQ0BN3aHIMrI3700UdqLYFGr0QaERERUQ+g8hpXBcb1ZMz9ejIjmmNyRWdGx9TOFGkfeughtRDls88+qxbOw1WMcX0cBC78d8wxx6hNHnGDRtTW4Aq/uJ4PvkuNQrcmIUhA6EZuEREREe2A8ePHw0ILLZRfhpGE5IpKUlJHlvShwJVlccE+XAYftz4wgfs74UKB6KiOMrhJ4yGHHKIW/8MF+BqFbk1C9GqKuL5j37lr7ZsrcOlrvQa/K0xf6zBTRsdXGHkdngjhZjk0joZx6XzizX0GQsPAEUflbOlsci55CWmclkI+33JgPmUPuZJwTtOWmHBbmBleEq5LnvFlIS8unZmWC6d5mXJlIQ9apvmXytE8qTz310xjnlflygCluQeeK6XC3L8qrPRtXEePb8/1X8zETKtlqnIl3BCQ5Dn3L86YNsN0WlW5HqSyPWrPp8wGGHVZ1128IyK23HJLcXsK1HzgztcmcGVi3L0aV0zmdpSuB7o1CdEmmN64z4BSX/Fkw0Y6KkIYJRoVgWxULOc0Lc2nw5NcmJ2wRD5sMq4wfV5OSTrKgUSjXMcNnMo5kBYf0iGRC5esL/mwhaW9DiEjXB5muI100PxtZMNGTrgyfIgILb9DxycA5eSbv/pcX6u/JSO/yrd5dZTnniMJmXvgOabpMMPmyvUgBESRlrkkhCMl1QoKJKT6HuRtgm7ABnatjLzMMVOmTKkJ7927tzryADq94ns0aNAgaBS6NQkxUSmAgEgaCx8CYiMjUl6Q4domI8nZZCR5GifJSHI2+by0IaXAcsqW/EsC6bIRM9/8yuSc/m4hYWmuufvTnW6FOdd56DqY4dwzoOE0Dy4vrixbmOuv9TngFMoKL9clH+OGdJou9Sp3zQ8JC5XHv6UK+U0rxjOnLxz9YIvaXjWaY3JFJ5TVkT79N6AuB7iBJq4gnBW4G/dRRx2l9rlq5OybliAhkgmGdqo+5hlO80BJg8vEksb0Eko+0spI8aHEw5d02NrLouaGhxIWqY4cmfAhJT6aIk6OynOdOiUjlNSA49okFbTOUodvnpvvNiUSwNSnxKSh5dG8QshJR52ICBIDqQwkGhI50eQCiDyGV++FEJUO+sPXi4RENK3vzwCDJOShBUEnVdxRHZ2ccUPLRqKlSAhHQCopCIiPWSb0nBIZGpaHKSZv8uEiHnloRKQ0RaPaSWTUgHCaBFOGdspmZy113LTD9CEalFzYrsFBFMx7kepl5udTX1qmSTBoXhy5oZoX6d6KICKaNIh1rPDp1F+DXACTF5pfKHnB+BJHQOh13oiakFyRZHRMTeamRQKSp6ZCE5D33nsP7rvvvoavQdIyJKQRBEQyudBwFwHxJRd5ko80xCML6fBpO4vSjJgoedQnrQbERki4OK5uPmTEzNdFTmzXlJjQMjiS4HPO3YtkVjLTg6D9MO/ZRqTM9JyGxIeIaK2GCRsBMbUkXfInhMN2baap1oO+cLRByRuRhHT7Kbq+BOTNN9+E+++/H4YOHQqNRkuQkCwERCIIHAGRzCfSOSULNvMNCHHcta8MjaPnEsGgbVyImUaSc8n7pC1S82EjKCGkRIqX4ri8wUFGaFrOBMKlsWlFOPMMrXsl8JyrK5e3jWyEEBEzXN+nWQ+O+NXkkTi0GowJRpVlEgvjgZnaFU0uqtGM/4hplqlqQ6QHVQTiBna5ojMpqyN9eggG7pb91ltvVa/HjRsHL7zwAgwZMgRGjhwJP/7xj9U03dtvvx06Ozvh448/VnIY36tXL2gEWoKE0NG9LwEx07u0IlzeUpn62sybhvkSjjQExUY+iiAeoYQjpA3Noh0JcVCVyEAWs4xPnMtU40tGzHIkzYktfcVRb0oAfM45Mw8lK5WCiAj9y70L5nOqxjnMMjbtiEk+aDpqlqE+JqZZxiQoXcwy5ugmIoIA1/vYaKONqteHH364+jt27FjlzHrrrbeq65VWWqkmHWpFcPPLRqAlSIj+LiWywRERShKkMDMNzbte2g+OEEgmH1q2lE5KQ8NpnE88J+OS55BHW1vOoSyaR6fHFN1KYJyZZ9mzfmlMMNK1FMfVV9eVkhdJKyHdc8Ux0JdIBVeGDxHRMh0p/UM6UUnQw5L3nG/W+6DpapxQ9d+KPFumC0GhI4yiSEg0x+SKCpSg4t0CdUUlxRAMiYRtO7hm3CquJUgICKYT2kFnISCh5pdQ7YcPGakn+QglHly7aHvd07ajUp6llOWY6nspT5cmxOWcKsX5+k3QOnEdMgRe27QkJQ9tBqeN4LQcZvnm86TaGi1nliuRCS6O3p8tLfecXUREr44u+YfQGTJmui5hhpxOW0NUiN9IzcOPJKTboBl9QpoRLUFCXJqPvAkIRwgkApKVcNhIBHePZriULg3x8NF2pDG/5MXL0+QTOj2XSxNCSCSzTBoywnW4ScpZMq447t4oEZFIiZRnHkTEhGS+sv2l8lYi4piiy5pnmHS6MG2yoWlpmhJnlimKhERENAAtQUJsBKSSMwHRoJqWLOaXtNqPUM1HVlMM1/b5aEQ4OQ71aFvLnloVri6hGhCbA6rvNFYujBvN0/ureFxzWhAuTtLs2IhIKQUR4eI451IbqZDq40tERI3aXCEuD5t2hDqj6rz0NU1rpukynbfoDyRqQprMMTWBdkBLkJC0BAQyaEB8CEjeZIQjDlIaV5hveEhcVq1IiEwIuE7eJseZQGham3aCi5fiQrQglCxoMmIjQ7SDlciHLY7KceYZKp9GI+IiDD7rgXAmH2A0NRQV7vew+IeYGXXRdsyNkxYk05lwDqw6DSUoXVReRSCSkAJ8QtKbVCrRHNN94UtAtIyNvEDBBCSr9oMjCHmQj1Di4WOu8Y3jENLulgLLop0MjeNICZWViIUtzhXuE2arl83MouNd5hlg8jCJiIskUO2Izi8LEdF5SDL0Hin54OS5utnWD+HMM9zKqdJqqrZFzDgNSnW2jNmgRUS0AFqChJikgWoxICUBMdPReEpqdH6SPHcOnnES+eDifMmHD/EIiZNkpDBXPlmR5LBwmURMXKSExtvifMiIK8xWHncvHDEJ0YK4OnSOJHCEwYeI0HykPDgZ+nxd5IbKh6wfYmo+utSRSWdqOTqYtM4l3YsiIXEDu1xRybh3TKUwlVdzoSVICEdAJLJBCYRJOmhaLt689tF4pDXFSOTDRip8SUZRZhguzPUZNetnFtLO0045NK7ikLeFSWklMsKlt3XCvnJSGRIRcN0DlyeXhzmtuUgiIq2K6tpXhktnhnF7y9SkYZZ0L4yERHNMrog+IW1EQupJQCClxiNPAuKj+UhLPmj7ZotzyfuE2/IuCuYom4Pp+EnDbR2mSyshkQSJZHQxDVhMMpyWgoZzpIJqPrg4To6aL6RVW+k5F6bTm2XTcxDyMM1GNE2SgohIVvjE4h9ic0yl+8SovIjZJdQsExHRSmgJEpKWgEBOGpC8yAiVkfKxpc+DfNi0HlwbyHXYUgfv04bm3c6WPfOXyAntcHWYrZ6+ZpmsjqkVRsYkK5LZgyMVUpwkR8vm6hhCRCSyZCtbIhEcgTHrxaEiELzqtUFENKFwOaaaYabWo8vaIERG2mm3xnk1b0RNSO7mmHovVtYd0RIkhMIkIPqaIyBJExGQtNoPjjzkQT5CiQf3udjayjTtqM8nWUpRFmcCMOM4UkIJBggdd1GOqTbCwpEVSry5/HReZhwwctKCabQcqk3h/EVsa5Nw9+fjmMqRGZ+pvraFzCi4jeeq+VscU6vlMxoScWou2VOmMG1IJCG5ojMpqSNL+nZAS5AQqvEomoBweWchIzYCEkI2bDJSmC1ckpOupbbR1mbmzfVD8svDMZUjJLSz9yUdXLgU5iIn3DUlNlm0ILZzrn60w3cREfpcaJ047ZaLiHB5hMjbVlOVFjPjTDV0n5guMpLT6tx0xWlC4gZ2eaIzo2NqZ9SEdB9QAqJBSUkeBMTMO4SMSGloGTQ/n2ubjEuOyuZBPKQ20ueTKvKzk1bZ5GQ48kHDQwgJpx3xISO2MBc5odeUiHCdLkdiQs+l+3IREfM3ofdBw7p07ESuw8gvhIjodBSJxSwTOl1XkQhBQ6L9QCRtCJ0qHBHR3dESJISSDS6MEgBbmHktEYjQc2Dy12FpyQdHNFwkw0frkQSQjkoAkfAhGEUN8hBZ2u9KxvwpAbF1sma4LUzqoKVrTntA629LF3ou3TcthyMnPvfJkYgyQz4oETHraSNG1ueayLNbOA1Il6Xd5yaiGpKqjLDBnQov1BzTkS19RBWVpKyO9OkTaAe0DAmh15SAmHE2rYZ5bSMXHCGQwoskIFlMMfS5SeTDRTxCSUdoG5qmzS0H5FO21FlySqX5cZoOU4PBmVtoHXy0IGZ9Q00yXKfuchhNMpzTRc30c+TK8SEiku+Nr3lFgwujcTZiVZUVNrmriaMmFUIqqiLMrBhKYHS+xTqmRhKSF6I5po1ICBDCQUmFjqfhLhOMDrMRDUoGzHMubzPeZc6hcWadbDIc+TDD02g9uHbPZaqxpfWJywKffDltA43jSImNkEgEQUrLaQa4DthlkpGuaT4uMw/X+XIkAzw0CJSI0OdDzTBcHbi0JYfZxYeQhBAZkNKS1VQ5swy3hghdnt1Mq+6FmUVTTV+kJiQiogHo0coExCQZEpmQCIiUxiyT6/xtRMIMc5ltQq5tMlTORpqoLHftQzykNtLVdtaD91PfAV9iwpGStE6pZlrJb4SSCi7MZrqwpZFWW6Wdr03b4VoZlZZHyYSL+FCSYsaBB/mR7slFRCRIz7fDsiqqej50/xeQ1wExw6hTao0/SVGImpBcUck4w6UC7YGWISFcp0xJAVjCfAkIRzSkczNvM8xH45EnIeHk6Tkny8lx16GkI4RsZCEmpYD8Qh1SIaNTKqdhkcgIF2/WyVcrYpuFYpvGSzt8s47lnIkIR250Xelz5+pC1wnxcUaGANJSdixiRjUbJoEQTSyGKQfDTN8QdgGzoth6JCFNtk5IGdoBLUFCaCdLG1MdLmkzOPICKQiImYeWp/WideXKAI9rXxlOPg358CEeXFjSQO2HK2+zg+JIgURKuDCJkPhoRyR52tGb8ZKmxEVWuPT6/iXtDKcFoZ20RBpc03dd5hiJNOk0pkzoX5qnTV53zVxas9uWdsatyYvZO8YkKFUn1LkZ0X1lCtWGRETUGS1BQnRnTwmIjzlGIi95mGM4gpIHAfExvXDkg0trk5XyTkM8fMhGPdrWsqdWxIeUuDpHSi7Ag2BI5EWn4UiCKc9dS1oQTrsRQkT0vXJExDV916wDVy9KXECoK9VOmNdJCiIigdO+VMsTlnSnBIQzx1BTjg7jFjAzrwtB3MCuyfaOKUM7oGVISFoCIplIKKEIPad50zApPaS4NsO4OB/Nh488dx1COHzaz6LaWM6sIsn5amd88uJgmyHjI+troqHXttkyXIduptdyFc9zm0ZEylcy0Zhxiec9lizExrw3mkcpgLTUaEcYswwlIJw5pqZORpipDVF/GeJSjDkmQ8cXzTE1qEBJHVnStwNagoRQ+BAQTp5LC01OQDhSEWJ2CSUrVM4WZmsr07SjPuSglKI82jFxcdTcwoXZOkeXtsPXTBNiorFpQXQ5Ng2JpLHwWbCMkh1qegHP/Lk4eg/cPXHlmr8xF67rxpXNeUpQc1BNGXMrJM2c4TQkdNl2nXdHXZdtjyQkL0RNSBuRkMRCPDQosah4mGDMsDwJSAjBcJlyuHBOpgjy4Us8XG2mr+bBB0kOs2QkUuJDSHxnyPiSESrL1dVFPFzXtnVBIAUR0c+Dy5Pm7SIbVFNJTTom6DMM+SulB6F8lshxS7oz/iB0HREpjbRse0REK6ElqBanvQALKeFIipQWMhCQSiABMUkRlTXjzfQ0H0nGlJNkOXkpDU1H03BhNL2Zj0sm6+FTBqS4J5peyivt78DJgkWGu/Z572gcTSe959w5921w8ZwMJ8flQevoIp9cO8DlKcVJbYmZt4ojkXRxMarJ0PE0TMuacWZ4oRvYZTkC8eGHH8Juu+0GQ4cOhb59+8Lyyy8PzzzzTDU+SRI47rjjYOTIkSp+0003hTfffBO602JlWY52QEvepdRYSA2rT8NJ86bnUoMdQkCkOHptHlIH5erIXOQjpHPl6kXzoOlDCAMHieRI8CnLh5TYwrjn5fuc6bkka/6Vnnklx/cPAokIlbPF03xtclwcR0TMa470mPVxtRFSeludVR5zyUMikA2TXFCCoq8pMTHlizPHzHVMTX2EOaZ++eWXsO6660LPnj3hzjvvhFdffRXOPPNMGDx4cFXmjDPOgHPPPRcuvPBCePLJJ6Ffv36wxRZbwIwZM6DZUUlKmY92QEuYY2yNhhnGjcBcBMOnoU1LQHwIB3ctdUqcjEtOkuWuucacQiIRLnJR0ykvNAoq8w+D0sxZUH7rf1CaNdMrrS+omp2C8/nQ4bQs03yirxMPU43LTGObquvjK5KXXwhXrimrw/U5l9bXV8Qs2yyD5k3jTCQZzTJSsy+VT++HrqTKTdlV6YSVVs00km9Is2PKlCk1171791YHxemnnw6jRo2Cyy+/vBq26KKL1mhBzjnnHDjmmGNg2223VWFXXXUVDB8+HG6++WbYeeedC72PiPqgJTQhXCdLSQkdeUpEhaY14znZehCQigcBkWRccpXAUTx3zWkPJK2Cmd48VPgCC8LMg38JMw84DGbvuCvM+r89YcZvToBZm2wBlVKpS54+BwepfFfduTDbs5HSu34HTtaUk35XSElsXe8nVzdaZ+6cy1+Kp+HSoILGmXVxEV3zHmzxZn70Lwf6m1TzYtb0MDUZkjaEk62Ja3JzDBKLgQMHVo9TTz2VLe7WW2+F1VZbDXbYYQcYNmwYrLzyynDJJZdU48eNGwcff/yxMsFoYH5rrrkmPP7449DsqGQ0xVRao3tuD00IMKRAalwlsuEiIFwjayMgvo29TxwXTuNtMpIclfGR52S5aymdJI+aj1n7HQjQs2dtRK9e0LnJ5gB9ekPHHbeCC/Sz9emYpCmzOj+ah211VJ2GXkNODqmcc6cGvQdO6wEeGhJOC+KzuipXRzNPTmNi09CYcvSvGSfdI62L718uPV2sjLs/8NSGcLNjuMXKqs9h7kU1rlASksEEMJeEjB8/HgYMGFAN5rQgiHfeeQcuuOACOPzww+HXv/41PP3003DwwQdDr169YOzYsYqAIFDzYQKvdVxr76JbhnZAS5AQk1xwIy0qo69tBEOnpZ10ngTEd9TqIiAcqbCRFDM+hHxkIR4uMjB70+8B9OhRuxWpRqkEnetuAOVHH4bSpC+t+fi0zy6iIs2cMU0QaQgJZ3YJISPUrGHmKclI5hlKKmzkg8vDNr1WPyOuo+by1vmqfViY+6f5mfmayIuISNNxpTQikUr4xchc5hhpczu9nHuzAwmISUIkVCoVpQk55ZRT1DVqQl555RXl/4EkJKI90BJUixv5U7WqRCa4MEkbAjkQEI4MgeWa1t9GUHy1JKacKWvmSQkLfX70eUhpODV1hRydvXpDstwKAB2WfSuSBDpXWrVLvq6DAy2fexeSwPu0PRua3vU70LRUjv5WVMYM93nPXARZSsPV2UbkpUEC9/2a3670rZp/XSSXlmUDfc7cgIWrDxdXyWCOoTvmVglNi8yOwRkvyyyzTE3Y0ksvDe+//746HzFihPo7ceLEGhm81nHNjE4oZT7aAS1BQrhOm20QBDKSBDSiNgJi5sGldXUEZmPGleXTAXEykhyNt3WwtFN2EY+gDn+eeXgNiAlsefv3h1D4EhRfUsLJmzI0jSlL0wKThsb7kEzuXeHuSXr/ICci4iIfvt8ifc4SCaDfPCUO9NqWp0RspPfBRpBoOnM2DCUg1ToRGW6mTPWvD5PqBiQEZ8a88cYbNWH/+9//YPTo0VUnVSQb9957b43TK86SWXvttaG7mGOyHO2AljDH0MaDhtM4Tp42Klw87XBDSYd5bpPjSIMt3ibjkgNPeU6Oi+dkbLIKX00H6Oy0a0LKZUimTBbz9oGPvwi3R4yZ1kzDrd5J4xPHiqouE42P6UXHaXl6P2Z4nqYZ83nQurhWUuXC6O9Cw7k8zLpQOfPafEYdTF7cszOReNbXvH8VZ/iGVOWNDKS9ZUxTDMJM3yo47LDDYJ111lHmmB133BGeeuopuPjii9WBKJVKcOihh8LJJ58MY8aMUaTk2GOPhQUWWAC22267Rlc/Iie0BAmhkEZ+oaMymp+O8yEdrpElVy8qz8lK8TYZSS5P8sGRA9uArUZ+1iyAl18EWH5FKxEpPf+sNU+X8rISSEx8fUOkpcRt5ELLFT1Nl+aj8/JdQRU8SQl3b5wPCTj8Ryhh4jp2Mw8uHa0/fS844iLla4bZZOlba96Tup57I/p+SsQPRFpFVW9kV7OnTFLkBnalum1gt/rqq8NNN90ERx99NJx44omKZOCU3F133bUqc+SRR8L06dNhv/32g0mTJsF6660Hd911F/Tp0weaHfg0sphUOqE90BIkhKpHTRJg/k2rDaEExKXNSEtGOIJh02yEaEg4OSk/Ks/F2fJxyXFpSvfcBcmSS6vZMCwRefA+gCmTLTnZSU8es2K4NJz2Q4oPJSO2erqcVn0cVsFCRCADEYEUWhCOiNBZOJwDrNTpU0LI5eH717wf7q92qJXKtW1uRzey00RDkxEdB4ZsseaYjOkDsfXWW6tDAmpDkKDg0d0QZ8e0EQmhBEQiJ1Sey4OmNa8ls0ZeBCQNuQiRoec+mpKQOBNSWybJlz7/DODCcyHZfkeA0d8uWARffw1w/z0AD9+fqX3kPmeus9egRIKm4cw2UmechYyEaDx0eTQf8/5snT8lIjbCYSMiHJnQz84WZj5jH7LBkQUJ5rfn0lpwoL9Rh2d6rkxFSDzMMRxxcd5oNyMhrYy4gV0bkRAKqrEwwyXNB0ceXNcc0SiagNg0GzYZTs4mGxInyUhyovwnEwEu/BPAsOEA8w8HwJVSx70NMCd74xZqirERDSrrIhy2OI5gAEMMdJkSkZDK4mRCiAhY6iXJ0GtJlsvLVq75/M3fwJYeGDIjyXN18yFDFDbfEG1iodNyxU3tjDj1+xWpCYmIaABagoSYWhD6fbq0ITbyQMmBpFHgiAYNN+uTlYDQeJuMS84mQ8Nd6SQZmyybFskIHjmDc2Ck4Do5X0LiS0bMdBzBsBEIjojQsrQs19EmKYiIj78I54dB6+ajBaF50nD6bKT05uJi5m9lIz5Uw2HC/LZdphopnc6bajRM04y0hoj2DSkUUROSKxIoQSWDT0jSJlN0W4KEUFDths3MwoVpAsLFpznXefqQiFAC4mt+8dF+ZCEfvpoRm3yeWg3fMm3ExJeQhJKREK0IlQ1xWpX8MUKICASQEhcRMZ+lrROXSIpLm0Hvkft9zfI4hJITlzakxmxjaEPMVVRNM4wmI5SYVM02RTqmRhKSK6I5po1IiKm1kLQRVEuSWMLMa6nz5oiGFC7Vh5aRloDYTDRc/WzxNnLhq/UI0Y640vnCN63LBOPSephpQsgIF8cRDChoZgw3UvdxVrWREts5vbaVY5v1YtNGcOCeNacNoc/VRkykvHy0IWa6mnAjgF0xlZIPw4zTJgPkiDZBS5AQDi4zDFjCTEJD4zni4go361NPApJF+xGiFeFkJDmbvA0hg79SRi2KTethynPmDy5eiqMdNGd2MeN9tBS+RMRGYtJM0eXOzdkt5jO2aTxs03Z9puhyxC8EUr4+aVzhFcueMibpAMFnRMcVtnR7BafoZkwfUUUlKakjS/p2QEuQEKoFocSD03xUhDCJkNA0Ok9JhjunYT4Ew6bZkNJzMlz+vuFcHI2XZDg5nzRZ4JsnRzBsREOnsRES1xTdSkC4VGZeU3RtRAQyEBFwTLP1naILHvXS4NLTNCBcVzz+lnLc3E5N6SUVohvYSWYataJqER9N1RyTIfNIQmqgd8PNkr4d0BIkxCQgNJwjJZRo6DDa6dI0NG8f0pGFgND0Nk2LD0mR8rWFu+JovE1OkuWQ52DPZv9v1BRd33BfrQhV+9eLiEgynImGEhEdT0kFpxmhz58jES6YJCAUrjqZz65mOi5HmIwXj9OGmHHUTFMXB9WIiDqiJUiICard4OI0OIJimkhoGk5zApbzJCMBqQQSEBuB4dLZZF1xNF6S4eR80uQJqQwfMwx4aD5MOSleiqt4mGh8fUAgJREBS1zozBiOXHDPSiIyNkJiIxsubYZZvo3I2NLTOum0LsLC3icz60WHSWuHaC1J1IR0D0RzTBuREIl4mCRDIhZUVrq2mTBc5zYiYCMgNA1HCkI1KKFaEVccjbfJSbJZ5Hxg67gkORchydMvxKYVoWEujQZN60tEXHG0vpK2w2ai4TpvTrtgIwC0Q9d5uZprqikKhfRMXPXlND2mtoSuiNqlXGKaKRSRhOSKCpTVkSV9O6Dl7pLTbtA4DS1X8dCWcHlLJEUiAqEEhNOe+KavBNSFC3fF0XhTRpKTfhPuyBO+ZUhx3H1JclK87bma4RBARjmSmxfRlb4Jl5aQuxfbACHtQILClOH+cnma339IerM8WzvDPYPqc57roFqTJ9lFl9tl19xdNyKiFdASmhCpsZAaEq5Bo52MrVHV8TQvek5lQwkIVxak6FhcdbGFu+JovE3OFu6TZ1qUPOtCR6tcuKmV4OSkeCnOxyeEC+O0Flom1FlVytusI60vF26eSxoTKs9pCnz9L+jzLfKd4urJxXFLulPU3H/FCGMyp+uFFAq1gV2GpxTZUQ06k5I6sqRvB7QECTFhGzVxxILKSiM0Lm/byI/mJWkkzL8cQUlDQNKMrmm4K47GSzK2cC6PIiCVQT9xiXhw4ZRQFO0TwoVRomHebwgRkfKm6UJ9QmzOp5Q80LLMe5HiTFAZ6a9UNnik435nLt51v9XnRV5Ml08InlPtSf7mmAxsp9DKdT9En5A2Mse4NB4SsaAkgdNqUAJi5k3DEwcB0WWaYWZdzDpxBISLlwgILYuTs5EVLh8zjsZz5M6WlpZvk8nr8CnLdQ80zPU8XM8y9Lfi3h/XO0TfS5qeqzMw6RLPc9u3wT0PjszS742Lo/dmytjS0LLNZyChEtDOcHEmat4zxsTCmWFoeHEkJOMRUUUydxfdtEeSYsXUhx56CLbZZhtYYIEF1A7EN998M6lTAscddxyMHDkS+vbtC5tuuim8+eab0Ei0BAmh4IiHrXGTCIYZz8nScy69i4DQNBxx4eLpfXFpXGVw9fIhJjSdLSwtCSgCPmVJ8T73m4bYcQQDPMPoe0nrZoa7iIiUzlYHn/LpuZal+XPfLO3YbfdICY2UhqsrjbORCtt9cPnQa/M3UPkbGWh/ECVv8QmJCocICdOnT4cVV1wRzjvvPDb+jDPOgHPPPRcuvPBCePLJJ6Ffv36wxRZbwIwZM6BRaAlzTJKCeNBRGTDnthENdx7SufiQExsBkTok347MN9wVZ2ugQ8J98swCyZZvQlqTwjY7hgtLBJ8QLs41U8YWRs01icWHw7XOiBQHljrQMpOAabvcNTjCaRw1Kdngs46HVCYtl8sDhLhECKt5p8h0XW7Z9rr4hERzTK7ohJI6sqRHTJkyBUz07t1bHRy23HJLdXBALcg555wDxxxzDGy77bYq7KqrroLhw4crjcnOO+8MjUBLakJsIyDuM3GRDSmenptpaN50lEbTQI4ExGd0Lcn6jN7pvVF5+uxt2ocKcxQBn3JC6u96HiFaETOcytvCOBmap+2dsBFWn3q5tB3muS1ep5fkbHFUjtNiSL+n1Ba40kOKOFomez+GlsM0w5hxNDxXRHNMrkAfX+0Xku4AhVGjRsHAgQOrx6mnnpqqPuPGjYOPP/5YmWA0ML8111wTHn/8cWgUGkpCOjs74dhjj4VFF11U2acWW2wxOOmkkxRjC4GPFoQ2pFzD5Kv50PE+RIPK+pAM7v6k9DZC40tKuHCX9sMmb4Zxz82HcFRyOmywyboIifQsuGfjirORQi4Pmta8tr0PXLyLHEuEmsvTRU44MsF1xhLp4OIkIsAhRNZVLggEiEtnC6sI03Wr8UURjohug/Hjx8PkyZOrx9FHH50qHyQgCNR8mMBrHdd25pjTTz8dLrjgArjyyith2WWXhWeeeQb23HNPxc4OPvjgVHm6GjCuAUyj+dCyppyrc6Gyrg5EKs/VEbnC0oRz19IokMKHDBSFSgD71rKceYBb8dMMo2nNa042xDzDmUZsphka7ooHIY6rP01j5m3G2cwyNJ4+LyrXIeRBYX673AwXadqx9LvpsqVybOYXMy6xTFeuybfCL1BmmmRMU00xG9hl+BoLW8q1e0I7mGZJjxgwYIA6WhUNJSGPPfaYsk1ttdVW6nqRRRaBv//97/DUU0/lQjwkVa40Qg8d0fmMYnU4zdOHgND0tjAfGTPMN9wmZwuTmjLfJi7P5qzkWQ/aEdFws05cZ8KtimrrzH3CfX1CaCceQkRo3j7EiN6j77RdqTOWlnSn9aGdPEcyJOi0IXvHcOVxMvreweETwpE1YKbrSnvHFDpNV5lUMkwLjSSkBhUoqSNL+jwxYsQI9XfixIlqdowGXq+00krQluaYddZZB+6991743//+p65ffPFFeOSRR0THmpkzZyonHfOg4LQbGjScIyg2MmIjJpKmI7HEuwgIR5bqSUAqFjmpfjSNGSa1nQlz5Anf/KV6cmFcPvQ5hrwrUrgtjJPxfa9ceVPCLKVJHFo7mpcUpq85OSkPE7p8Mx/bIESS59JLZUntDBfnamdUmDH7hVtNVctERKQBuj0gEcE+VwP7UJwls/baa0NbakJ+9atfqYew1FJLQUdHh/IR+d3vfge77rorK48OOSeccEKXcK6B9NGQ2MJ8G9WKZ7gU5uoozPrkQUBspMKn03Sl8wkPIRlZCIlLdW+TpaN9KYyO5Ok1pyWgcpy2wZS3hbmufTQiUhxXZ1c4N9Kn55LmxFcDwcUVuayTS4NiqwNNx31LooaFzIxBAlLViBSBqAnp9iumTps2Dd56660aZ9QXXngBhgwZAgsvvDAceuihcPLJJ8OYMWMUKUGfTFxTZLvttoO2JCH/+Mc/4Oqrr4ZrrrlG+YTgw8KHhA9l7NixXeTRIefwww+vXiOBQc9hEEZtJrhwiYzQdNy5eZ0EjGKlkRWXLqkTAbHdo0TEJPksxKMIDQhFyUOWm5ILFj8CnZ6aFDh/B5rWJAk63EVEaBlpiYgJLk6qh/mMJMJB09vqT+tBn61Ph23KSPck/TXLtZlqOPJjkgyzPeFIkzQ1uHo9t/LVFVPr7hMSSUgz+oSEAP0qN9poo+q17i+xP73iiivgyCOPVGuJ7LfffjBp0iRYb7314K677oI+ffpAW5KQI444QmlD9Pzk5ZdfHt577z2l8eBIiG1+NIVLVWoLc3XEPp25r8obmpSAhGo/OPJha5KyNlccOfCBSwNiynAdpE0zkkUrkkb7kYaI0Pt0xZnl03IlbYRNG+KKL2XQhtjK9EUS4KBK0/hoQcxnxWlQtLaDnqv0cxNEk0yEhA033NA6uxRXUT3xxBPV0SxoKAn56quvoEx2bUKzTCXwK9OEgyMeFYcWxGVyMRslF+GQwm3kRNdPivO5tsn41lWSqTf5SNO++qQpB2pApDhupOtDRpqBiJj5+Mbp+3DVVYdz9+ciJ3lrQ2xpOM2FD3GxESJbWk4L4ronJBslRgtSOHRhqdPnWJdWcUzNsncMFGlkbB40lITgGvfoA4K2KjTHPP/883DWWWfBXnvtlSnfEC2IlrelpfFpOnoXOZHgIxtKQNJoP1zPjUvvCpfyLQJcOeUUhMRFRnzMEXSUnQcR8YHNLOMTB57h3L3b4tNqQ0xI2hDpd5by8knPydJwmq4L0WDSu0wyWgtSWF9vNm5p00dUkWScHZNEElI8/vSnPynHmJ///OfwySefKF+Qn/70p2qDnRD4aEFsJhUuzKYlMa/NdBVLuA6jRMClBeFkuDAfGSlfKuMiYRQS4cvSTuXZntk6EUlOIiQSGdHpbVoRyTxjpuG0D1IYJ+PShkhkwxUHHuH6fs0yOU2DSxtifjuSxkGqi4Q0GhRbubY4iVyZYVoz4qqTuWYINc/kjkhCckXcRbcbkJD+/furtezxyAuaCEgjd5vJRYdJaeg36qMJscm6CIhLc2PTkuRBQCopNB9Jirap0gRaEFNO0pDYyIhrFJ2kNM/YOj1JJpSImOVRDYV5v1wa/Qzo/fpqPjhtSdrFyny1IRKRkeRdZVFTi/ndSmTD9p2UyF4yXWbG1MM0ExFRJ7TEBnYSOC2IDudkaTqfTtsV7ktObBoNWzyXf94EpAjyEUo8QlTQPuMHqsHwifMhIxIhSENEaB4cQZCIhi8RkfJ3ERTpvmzkgtaZe0amjOu+Q7UhaUDJRNZ3k3s/pPxtJplCEDUh3X52THdES5AQkzTYzAA+WhBbh5uWiPiSE4lgFEFAJJIjyXNy3DWXxhXuyi8UUh6lDITEh4xI/iJpiYiNKNi0JtK1dO82/xB9HyEEhOYtlSORB6m+XB4cpEGHqbmQtCHSc+JIj61upcBVWmveC3IDhZthqgVFEpInojmmjUhIyLfk0oKAQ3NialZCSIlJcCQiwMFmcsmDgPiaX3y0H2nIRx6kwxe0LKmjCyEjEhHRaSQiosvPi4j4wKYNofcQSjpsz8JWDq2bpCkINcWY+fiSnNrBSQk+HbIsfDBsdZjeZ37o2TkTFvj8JVj006eh7+xpXe5fyofzlTHTik64xCSjtSJoqqnnNxMRUTRagoRQk4YZLmk3XGEVzw6adtQ2TYetzjYtB5fOR74oApKVfIQ0olkaXB9nRUnWRkZsWhGbeYbmmeRIRLKYZWjHnYWA2LRAodoQ7nfRcb4ajDSolMrw38V2gs8HL1WdLzu7Zz94a4H14b3ha8A6r18Bg7+e+K28hYxwWhAzjDNXmairD0jUhLT03jHNipYxOpmdP/cthJARLl9bnG84zU+SD73m6s8REE6Ok81KQGy/gY1UJMyRBSH5SfHcvXBhvuYt7tolz+Wf1/uSpk4+4fTaR5Omw2zk1dXPURlzIKIHFra/iPEj1oPPBy3xzYXpHYpkpKM3PDVmF+iEEvstZGlnpAGF6QNS2JLtuuCsR0QXc0yWox3QMiTEt1Px1YKYkLQd+toVrvOgnQHXSKchJDatiBnHlSvdN31+9Jq2OVI7ZCMAeRIOX7jKlOJ8yIjtmXHPi8pQeZ/fN/S94eK494ELq3i877Z7NWVpvPRdmgSCy4MjEVwZvqhAGT4YvmYt+TBR6oCvew+GTwYuzt4brbtUZ51WIm7oF2KSD725nTqv18cSEVEHtIQ5RmrEbHGukZmtkQVLnK2DMMOkUQ8HH1mfzsZWV98RrfSMpfr4hvvkmRa+Tow+JgFdL8lvQaezOa36OqxyslycWQ/XqIKm5+pmxknPRfJ9yTpTRpLziXPdt/6dbE6iM3oPhNk957XmVap0wuf9R8PIyW92qRO3R4yrTOv9ci9cUciqzYiakBpEx9Q2IiEmuNGFho/61KUFkfKzyXH5ho5euXI5kiHlbauvVHcb8cqbfBTZftG8bc6EWckI53yaFxHh7oub/SIRDRuRcZVHCQpkmCmjZUOIlE9fTMmA5DNik+syNUUsLHESJW7fmA4PXxGOuChHVT091zXVJi0iCckVkYT4oaXNMTbNCCfPndPrSo5aEFovLp3vtRnmIgdFEBCXeYODfpb1brtc5druhcvLdp1VC2XG237zkPck9L6kd9mXhLveJWqmMOWk38KUT2t64dBr1mToPXOSlYwk5Q6Yf8o7zrykd8j8TazvC8lAm2cK9QuJiKgzWoKE6I9Z6nylBo6CdgxFaEFCOgdbXX1kkjoSEK7sJAPxSHI8bLDVh0vPhRVFRHw1XCGwadtsYVwe3LXt2YR8hzbiKj1DF3zICrqbLvTxY7jdKB+fdMK8X02EoVPHdakTV2+f38lK1A1fkLo2pGmOtC9liyI6prYRCQkZeVNZV4dqa/DSaEFs9XIRFNdo15ZWkqOyrk7E53nZyIeEEOIQCt+8Q8kITZsnEaGyPnGh11xeIe+0TV5KDynCpPw5mN+0RA5ouPkXscAnT8HIT56pko5vMkY2kEDvWVNhtTevqb4TPiTK57sx749tl+qhBclCQHxGFm2GxJimm+ZIoD3Qcj4hGhIxl4iHrTPgGjZOlgv31YLk0aH45Gurs2+HQmW5ay6NS94XlYxsOkm5YJnPmiBmOnqddrVUfa7jTHka57oOdVI15bh4aa0R+lxs/iBcWk7O26+D1DUE3/ymCSz+3m0w7IuXYML8q8FXarGyGTDii1dgwc9fgl6VWUyarpD8Qjh/IC5NxeYXUgSyEolIQmoQfULaSBNi0wbSUY7vKMylXfQhIjZZ26hUSm+T9R1FZyUgPloBW119NR2hg620gzObhkRK79L++GoEXBoR23OVRuAuuLRttnqFlMPJhnyHrt85DUK0bNj8D5r6Hizzzg2wxqsXwqpvXAELffoMlAkBMevle39SWrbOZKpuK+G3v/0tlEqlmmOppZaqxs+YMQMOOOAAGDp0KMw777zwox/9CCZO/HaRuIjWQEuQEN8GjFOhu9TqaToXmxbEVi9fgpJ4lOMiBmkJiFQXn47bxxRShFbXN+8QMuLqXLISERrvUt9zaVxaNFdePu+Vrf5pyExW7Zn5TXOmFi1jhpt/feBKQ8vj2iTXb93lOc9NUCghqeRwBGLZZZeFCRMmVI9HHnmkGnfYYYfBbbfdBtdffz08+OCD8NFHH8H2228P3QXRJ6TNzTESGenSUJbKMKffIDXkKE2fpFKGaAJ8RtqQwpQS0oHQsnw7tiwExFf7EdpZ1wMVj6m6tg3UTDnfJdsh0FxA05ppbHGSLFcelw+XHydHn6FUPpdeX3Nrjdj2k5GmTptmDludfUDLzJJX4vn+SDJd5M3KFYGsI4AUaXv06AEjRozoEj558mS49NJL4ZprroGNN95YhV1++eWw9NJLwxNPPAFrrbUWNDuiOaaNSIirY+ZGaJ2lMny13Ibw1TLfhco8A1R4eeoX0PuVB6Dn6492ydd3JOOrBfEhFTbQclykgJNzaSYkOZf2yJV/aFuV5hn5fL5mPVz+H2YaXwIgyVM5SZ4jEJRc2IiOdM+cr0iIb4h0H1rel5yY+YdsMmeWkZYghMK2PEdoHcy8fH6vopYFKQpTpkypue7du7c6OLz55puwwAILQJ8+fWDttdeGU089FRZeeGF49tlnYfbs2bDppptWZdFUg3GPP/54tyAhEW1mjtEaCp8OMSmVYPJGu8O0Vb8Plb79q+GVeQfB12tvD1+v/SNWWyHabQPCfQiJ77VN88AREBsqORKQELOGlNY80iA0D6luXHpO1tdM4fN+hmqUfN+XULhMM7Zw7tr1zCQ5nzS29JL5hIb7vpvSu8LlU0lR5y7PKe1HEIpKDgcAjBo1CgYOHFg9kFhwWHPNNeGKK66Au+66Cy644AIYN24cfPe734WpU6fCxx9/DL169YJBgwbVpBk+fLiK6w6I5pg20oSEmGIwbsboFWDm6OW7CszdL2L2UutAz3eeh46J76RqgKWyuXrmgTQajaRAAmKrA4d6tLG0DNsoW1oF06UV8dWISNoFTt6meQkdgdtMNL55+mpJXBoayTTB5dNh0ZiYMGU4E41Zlu139n2uiUVTQeNovtIAhXsX1L1VADq6yYqp48ePhwEDvtEuIyQtyJZbblk9X2GFFRQpGT16NPzjH/+Avn37QndHkpTUkSV9O6BlNCEczIbNxPSl1rF7eFU6YdaSa7N5qeiAcK7j99Fg+GpBbPnXk4D4agyofCgBcQzCvGErP1QrQmUgw7P20ZRxcaHaNFf+XL1933t67fsuSc/S9htxGo68oPN15R1StllXrt62d6Euzqk5AAmIeUgkhAK1HksssQS89dZbyk9k1qxZMGkS+ul9C5wdw/mQRHRftAQJMdWk4NHAzRk0/JsJ9xLKHVAZPMLasaXVgqRRlfs0cr4NYVEEhMJFPlxIQzTSEpM0ZITK2eIhxTPn8jXlsna6PqREik9bNvc8pfyzvj9S2rT9t0l6pPi0z8qVb91QyeHIgGnTpsHbb78NI0eOhFVXXRV69uwJ9957bzX+jTfegPfff1/5jnQHZFmorDL3aAe0nDnG1YAhyrNnQqfhC9JVsAKlWV8Hd840PJQYuAiKTQsiybjk6k1AbCiiwaV5+poaQp1RqYxVtZ6iHrY66Dj9VzK72Mp13aOU1gy33afvPYXW0SVDn42ui45L4+BqtjEdAffEmZnAYnriZJNuYI7xxS9/+UvYZpttlAkGp98ef/zx0NHRAbvssovyJdl7773h8MMPhyFDhiiNykEHHaQISHdxSo2zY9qUhGjYRhZ93nkOpq+wqUUbUoIe415g85K+M1e4r1kmixbENWoPHUGGEpBmIh+usmwzVkDoMGm6LESES8PJm/GUVKSFjZRwcRIZsZEUFwGRnp1tGq6vP4gtPxcoaXH1+bZ2RppxZUtrPv+a1VaLsDc1GB988IEiHJ9//jnMP//8sN5666npt3iOOPvss6FcLqtFymbOnAlbbLEFnH/++Y2udkTOaFkSYuvc+rz+GHy19LqQ9OyjTC+1iTqh9PVU6PnWs14qUptt3Lc+WbQgoWp8Gi/VuR4EpK6q5pzWCnHJ+RIRjlxI5dpG6aHakCz36qqnb362Z8TJSR26+RsWOWb0uR9f5QTVoNjSWp1Ti0AWe5VOH4Brr73WGo/Tds877zx1dEdEx9Q28wkx/7q+q46vp8LAOy+A8ldz57NXOr858IFM+RTm+dd5kMyZ6W2mcJEPG1HIa4DjIh7NREBCtL5JhsMHtrpIzy/t86CyrmdQxHtjI7s2rR2XB3dtexbct5iGvGb5ZpKC+mcpPqu2s64KkEoOR0QVcYpum2lCqKbA9TH3+HICDPrnKTBzoaVhzvBFlL6zY8Jb0PHRm0qaa5ArBRMDl29IiBYkixmGy0/Ky/ceJVnftGlA83KNZrMsWhbqD8GVX7Q2JBQ+9+BrkrHV21ZuSBxIG78JGhWqTfHRaPjcUxdTiiNPWmfuG6vLaDErkYgkpAZRE9JmJMR3VGJ+4KWkAr3G/xd6jP9vNZ1Lk5GHKSZkNOvzXacZeftoQfIiIGlG/EWg5rcXZKQGP8mRiISYZWzl+ppRaP249L6ERbon17PwMVvpsKLXCbHlZaZzkRJqWuHyoSujlhxkhd4vfQ6FOqZGRDQALUlC0ozI06rJQ2R91K4SQfEhLr7kppKhflwetvS+BKnesHXgNq1IKBGR0ts6cAk+2hAq60MuuDiprj51ceXvqzGxETEdb6YvYtzIkYWs+dmuTXQhKUnteiG5I2pCckWS0aSSRE1Ia4BqP9KmCzUlVAr+bjmbfh714eSbgYCE1D9kqmWoViS0Qw5VpYeW6dIwUNhIiUuzEmKSCSVYFFnuo94IJSqSlkPKu15dEZKbLASnMHLUTaE06xlGWgm0Bxr9/eYCTRhs34DLtCCFSaiHKYZLn0YmqxnGhRACIpm8uPTmEYLQtLY6+RIuW3zoM7e9I3m3877vax514J5z6HeYZCw/a91dxNqnnZHSpomLiOjuaDlNSKhJgTYatkbEJRtSF06Odj5SXWxaECqTV900KhkJiAtFDKYk84rvqNNHaxBilkkDHzMP1Q6E+I6kMcnQcNsz4PLPQ0vEIfFYrMy89n0/fOuRZLzPemo/TODU3yzTf5t9Ofl6A1c8xX9Z0rcDWkITQpHHSD4ULk1CkaPaNFqQNFqdIglIVnO0D3zKyKIR8SWwWbUhtjrZ4CK5rvJ84n3lpLpnIbCmJiKtGTYUIfcRomGS3q0iO3ptjslyNBtwGfhjjjlGLYr2ySefqLA777wT/vvfbyYj1GN2TJajHdCSJAQsqtM0pg3aOISYLkLV7LSDoOE+mp6QjsT3XtISEJf5pR7kI7TMPImIFJemgwwhD9L74wufDtP3fnzfHe4ebCYQ83nkSegT5m8auExNrnipHWrGzr4Z8eCDD8Lyyy8PTz75JNx4441qbxrEiy++qJaIj2gOtCwJCW0EXbZqX98CWxl5gnYyNhmXHIdQH5HQUXXajiOxHKGw1SGEiNjgO4K35Z+1g7fJm2nSaolo/UPJVtrfLm3avFH0t1Vvc0yWo5nwq1/9Ck4++WS4++67oVevXtXwjTfeWC0PXzTiYmVt5BNi0wCEdCYhDXolJ1NMXo1oGjV52sYwDUFLK59kkPX9hCWbva9t3uUfIpXlyt/mpxHqZyDVOY0vSFqfBV2Wz7Py8YGpJ3z2kOFkXOl02rTl5olWmx3z8ssvwzXXXNMlfNiwYfDZZ58VXj7OjMk0OyaBtkDLaEJcmoG8/T58EDqqzWKKseWf5+jdl4Bk0SRk0W5w+fgg5D7S/q5FaUMkGR9tGWTUpNm0Hml/vxCzoC9cphVffyGbeUjL+IRx5XPnvukjumLQoEEwYcKELuHPP/88LLjggg2pU0QLkxAfcDZWV6daRIOYNZ9QUwwHH6fJNHXj8gjJq4gG15eMZCUivvF5Dxjz6LTqZT4smszRfDnSQP090pqDsmhZmxGtZo7Zeeed4aijjoKPP/4YSqUSVCoVePTRR+GXv/wl7L777oWXHx1T25iENGLk4PIHSTu6DS07D7ks6dMSkDw0H5BDGVk0aWk60DTvjU+crSybKTCtX0hR+fjmx+Vbjz7R53flwlztgaRVKlJFX0kykpAmU9mccsopsNRSS8GoUaOUU+oyyywD66+/PqyzzjpqxkzRiCSkjXxCsnYmLjVyllkNSQN9IkLLCk3rOwLPu0PKijS+GFw6l19GFr8Nm69GPXwiXH4htI5ZfTgSy1oiPj4R+h0L2TTQVY+sfjeuuqf1ISkKreYTgs6ol1xyCRx33HHKPwSJyMorrwxjxoypS/noWFrKQCQqkYR0fxSlLvUhJXn5g0jxvvWzlUVl8/AFCalLIwdOaYmIS863Mw5xUIUM9fDpUNN0tlnq7EvmXKRLd9hFk7I8iQHNK/SbU79lk3X2zQ7UhODR2dmpyMiXX34JgwcPbnS1IlrZHAMF2Miz+BQUAZ/ZNVk0OHk4sxZBQCqWIxT18J0o+jmG+oNk8bnwdU7N8t75Iik4/xDk6fjdSLTaYmWHHnooXHrppeocCcgGG2wAq6yyiiIkDzzwQN1mx2Q52gEtQULS2M2zahSy+A6E1qMov5A0dvaQdL75ueBLNNIQEl8S5yrXN880+XN5Z22f8tBk5YE032eT9XWFmj3rOrBpMcfUf/7zn7Diiiuq89tuuw3eeecdeP311+Gwww6D3/zmN4WX/w2RyOITAk0JXHn24YcfVodehRbanYTk9TGn/YbSjCCz+nrkjSwOfXn7oph5VOqQNpSIJHVyZGyUY2VRPjxZfs+8kOUbT/NcmrQfaQvgWiAjRoxQ5//6179gxx13hCWWWAL22msvZZaJCMPUqVPh//7v/9T0ZtQq4YHnu+22G0yePBmg3UlIPdSz9XJKzVt7k+czqZcWJK/OKg8ikrWcSjd4b1z1SDM7qAhSn4UApTU30fJDSatvvlnqlQdazRwzfPhwePXVV5Up5q677oLNNttMhX/11VfQ0dHRcrNjOjs74dhjj4VFF10U+vbtC4stthicdNJJkOSkUtlnn33UEvi33347TJo0SR14/swzz8BPf/rT1Pm2tGNqkVM2864HV5bL6bUeDVcaH4Mspqoinrev46XPLBCXrG98npCcUutRhywzSIqqH+fPJe0AbNa/lNN9Z23yG6U9abVddPfcc0+l/Rg5cqRaJ2TTTTdV4diR4tTdZuhfbAhNe/rpp8MFF1wAV155JSy77LKKHOAzGDhwIBx88MGQFUg4/v3vf8N6661XDdtiiy3UDKTvfe97qfNtKxKSZjSXl2yzQXIebLJ2JDdknW6ZJ+pJUJrl+fjec96zeCQCmcf9hsyaSXLKr1W/zyLw29/+FpZbbjkYP3487LDDDtC7d28VjloQ3Femu2DKlCk113gf+l5MPPbYY7DtttvCVlttpa4XWWQR+Pvf/w5PPfVULvUYOnSoIjQUGJZltlGztMu5otLgMos2iaTNux7OjGm1IPXwF/ApI2TKdWjZrvCiZxj5aNCaQTOYBfWYmZPH+xL6nOsy4MlqimnCl+PHP/6xckRdaKGFqmFjx45VnXV3MceMGjVKdfT6OPXUU9nycBG2e++9F/73v/9Vdwt+5JFHYMstt8zlfnCBt8MPP1ytQKuB50cccYQyA6VFW2lCsths08jWMy8JRaoDu7MmKA+41rvIcy2NZtd+0LxceXPPriPj8zDLTHtvIdqNND4yjVqIrB3NMQjslPHAWRy4bLuJyy67rFvYY8aPHw8DBgyoBnNaEARqd1BrgqYm1Pagj8jvfvc72HXXXSEPoKnnrbfegoUXXlgdiPfff1/V59NPP4WLLrqoKvvcc89559uyJCTPzjdLXvWcGdOEbUBTjq6byTSTpt71JijS8/KtRxa5RhDdvMw1aU1FEfnghBNOgBNPPBFWW221ql9Id8SAAQNqSIiEf/zjH3D11VernYPRJ+SFF15Qa6UssMACSvuTFdtttx0UgZYlIa1s7ikqr0ZMca7Hsxy+aF9YcIl+MPOrTvjf05Nh9oyK07HQ10E1onj4PPeiiFnev3keJKMootJqmpALL7wQrrjiCjWttCHIuv9LEpYWzSKoDcGN+xDLL788vPfee8p8kwcJOf7446EIRBKSEXlrKnzs9nmU0w4jLyQfu520BIxZ7VtnqhnT5sB/Lv0A7rzw/YbefL2cU3U5RXSmjR5XtvK7yz3jpB6La2UgEs22uNasWbOUn0SjkHXV0yQwLU49Lpdrv3I0y1AzVBbgtFxcBO7tt99WpGfIkCHK9ILToXHNkDSIJKRJ4PuaNMtgo17OsGkxdMHecOTfV4I+89Za4fvM2wO2OXg09BvUA2449Z3C/ULqpUnJ0x+laLQiIWoFKE1IqXU0IbiuBZomsjhNZkHWnXCTwLTbbLON8gFBfw00xzz//PNw1llnqcXZ8sBLL72kpjmjc+y7774L++67ryIhN954o/INueqqq1Ll29IkJMTskPf302SDgqasf5Ft1pY/W1gRkI4eXbs7tA1vMnYhuP9vH8EX42cU2rGFOlSmiU8rW1QnHpqfVOd2MH81u7Nqd8aMGTPg4osvhnvuuQdWWGEF6NmzZ008dtCthD/96U+KcP385z9XjrjoC4KLiOEuwnkAZ8bssccecMYZZ0D//v2r4d///vfhJz/5Sep8U33j3/nOd+Dzzz9nVTUYF4IPP/xQLfuKc5BxlTe0Y+EiK90RSRvXrehB0MKLDYYz/rg6vPj0qvDf51aFy/+2JqyyNq/+6+hZgjV/MJwlIBqdcxJYa7vh0Gxo53eoXdBkCoOWXTEVR+4rrbSSMlG88sorSjOgD3TaLByoych6BACJwTnnnKP8QL7++mtlMjn55JOhV69ekAeefvppdmVUNMOY03broglBVQxO/6GYOXOmIhW+wC2V1113Xdhoo43gzjvvhPnnnx/efPPNuM1ykyxT3yzY8oeLw/V/7AG9OiZDR/mbO158WAl223ge+PUFq8DvT6qdDjZP/x7Qs7eDXycJDBqWz8fZSERTREReUEQiix9lk5GQ+++/v6Hl19snpGjgVFy6cBoC1yXBvrsuJOTWW2+tnuPyrebqaUhKcD42rtIWsswsLsRy+eWXV8Nw3fuICI3hC/aHf5zTE3p1zIEOg1f06PjmCz3t51Ph+ecWhXvuGFeN+3rqHJgzuwI9elqISAlgymezC617RHFoB1NNRH744IMP1F9z0bKIMPzgBz9QU55xKrA2a6MvyFFHHQU/+tGPIC3KofOE8cDCccqPvsYDpwXdfffdcOaZZwaRGpzDjUvqDhs2DFZeeWW1Dr0E1LQgEzOPiNbG/gctCX161BIQE3M6S3DYAcNqw2Yn8PTtn0DnHHlohqaaJ2+dmHd1I+qMZhh8N9mANfMU3SxHMwFnhWCniYPl0aNHq2PQoEFqU7c8Z4w4FyvLcjQRsG+fNm2a6qvR3IO76C6++OLKDIQOsXXRhOgfDrUVaB+ab775IAveeecdtQobOrz8+te/VnniRjtow+LmNeN8Z1yAJqJ9sNGaZbCtMYQake8u05WM/uuC92HFTeeD3n2/IRwmcFfJh66dABPHfR1H0xERLWqO+c1vfgOXXnopnHbaacrsj8BlzHFPGXRazdJxNuPsmKKBZA4VDY8++qhaEh4JySqrrFLdGDAtSkle+/ymAJIN1ITgxjsaSEKQjDz++OOsJgQPDdSEoDln27lsSm/Xbf4FJswMl8LACDf9L2yy0rmZFhxxVIbKSvGcjEvON5zG+cRLcj5pTDz0wBqw7pJfWmWmz+oBA0a/1iV8gTHzwNhTloTRy3/ryT3r606498oP4dZz31WNpo2EcE1A2UOubIkvB4Rz8dyOryWHjBlP48xrLs4lZ16b8jrcJUvrpmVoHaS4DiZ/KY3rry19h0W2HJBO/zXDOyxpaN4Y9zUAbA0AkydP9lpJ0wVsR7GDeXkpgP4ZpupM7QRY/vX86pUVODsEFyxDM4KJW265Rc0gCfFfTPM8F774OCjP0yd1PpWvZsD7+53YNM8Tp+DutNNOXZaNx/VYrr32Wth9993r55iKKi4bfKcE4VK6yyyzTE3Y0ksvDTfccAMrL+0eGNG6eOz5BNYaU6o6pFLMqZTgqTf5D/SjN7+CU3d4HkYt3Q9GLtYPZs3ohNcfnwQzpnd1qo7oXogarPzRauuEfPHFF2ofFQoMw7i6oMlMKlmw5557wve+9z1ljjExdepUFVdXEnLTTTfVXM+ePRvGjRsHPXr0gMUWW8ybhKCK7I033ujiaYu2uwg7SsbMiBZ6z7vgvHPfhEN+PBxKpQTKTAPZo5zAZ9M/gXU36gOPPTCj1qO8XIJSRxnGvzZdHa2I5lLYRnRntBoJWXHFFeHPf/4znHvuuTXhGIZxRaPVzDFJkrD776DTrzlJpS4kBOdZcyooXMjkhz/8oXc+uMUyLqt7yimnwI477ghPPfWUWlwGj+6IZiYERdcNR6ZFtEHjx02CPY4ZCVf+LlENJJIO84OYMGc2LLrcHDj3ivnh2SdmwCF7fgY9FxkBC++8Ogxd6zuKhHz90ST48Kbn4cNbX4TE4qzaDGiuZqf71K07IWpx6gNcVGurrbZSi5WtvfbaKgzN/Lgr7b/+9a9GV6/bYOWVV1ZtrVrkcZNNlLLBnBWLCgjUkKRFbiumos0KnUZx6VjfDYNWX311pVU5+uijlYkHHV5xsZW8th4O6TDz7kSbmZB0t/pfd+Vr8N9XRsAhB42G7defAvP0mQ3TKxX4rDIHpicJ9OjxTfe40uq94aTLFobbhv5Q+XsgAUH0GTEQFtt/QxiyxqLw8jE3V4lIqD9IGpTq3Gk1QwcXes/NUOeI1nNMxdkbqFk/77zz4PXXX1dh22+/vfIHQX+RwpF1hksCTQG9ey4u8LbFFlvAvPPOW+PXictyZJmim+uy7ehAg0cItt56a3V0p9F5RP1/n1ee/RgO2n8iLPXsAjCPMF+3o6MEG6xVgYfHfQ2TK/2q4aW5dpzBq46GBbdbCT74Z+3iZnminCKuiE641MQajnLOct1ZQ9NUBCzjBnbN0mmaQLJR9CwYGabrddr0jYfePRfJBi7FkbdfZioSQm1sqBqfMGEC/PWvf4Utt9wS2gkhGgNbp6vj9F8p32YhVr73nadGZfmVe8E8/ezNNvKNJfp9Ak9P5Re9W+iHK+dKQkpN3pnR2S2tdN/NUIdWul/lE5IxfVrgNFrUiB9yyCFKG47AabS/+MUv1MwLnBWJo/Dzzz9f7dgasio3TtN97bVvZs/hRAh0osSN1wpHi2hCNDbeeGP49NNPqwu+ofsEbhCIz3S//faDupKQs88+u+Ya1+bHZVtxbQ98kVodjSACIWW6ZM14kyT4kKS8EZJvh8f0QXRM7SjxXy9qRNA009GnJyQzGrtaart1oN1ZW1BqMg1Vq707uCTDRRddpDaZoz6Dd9xxB1x//fXK8fHAAw9U5hRcp8IHDz30kHIPwLS4FIQeQKPp/7bbboP111+/kPtpVfzkJz9RZAPdLXCvGFwfZLnlloOrr75aXafdKC8VCUFHlGZHlhE4TZslL66TDckvL01LPSCV77oH33r/77XZ0NmZKLOLBHTeHj9D3nsoqSS4zKq1nFKTdobcGiFFl0XPTfjWI4tc3mX45mWu21EUfNacqbtPSMb0ocAFr9AHEFfKxs3WNNCsjxoMHGnjCByB23vgEg5PPPEErLXWWs68DzjgALWuBS6I2TF3BIOOlOgTgnEvv/wyFIoW04S88sorsMYaa6hzXLodN5tFQvif//wHfvazn6UmIZm/MZyeo9fl7w4oN5HjXz06tSItkvVuML/4rAJ33/YVzJkjrBnSCfDejCHw4SyehCSdFfjy2fdymyETskhZ1ryLQJHvcjnjs3PJu+pQboJnEnqPrbJsO91aw1xgkgLJAM5goatuPvvss2rpBzMc1/dYeOGF2YUsObz11lvKnKMJCALPcYVujGu1XXSLBv4e2h8EZxzpReDwd0F3jLQod8s1+ZsQeTSiaVGv0aLPy5Jm1Fyety/0HbMQ9Bo17BtVhgU3PzsEJs/u02WHys45CUz6ohMueW4JqDAkQy0MXC7B+GufbogWxMcp1XeF1qwoZXhHmr0jNVHqxmXkSWjrDVzFGvsGfeB2GxzQ1+O5555j41G9jzMvsF8xgf4gvtvG45Li2hfEBIbVY52QVsOyyy6rVqB9+OGH1fLtelruRx99BEOHDk2db4/uuCZ/s5glmt151Be+fiF5o2PQvDB09y1g3nWWg1KPb0Yrsyd+AZ9f/wBMfeCFLvLf/fWasMz2Y+DmqbNhuc4JsFTfCTBveSbMqPSER1/uBb/f5w2YXroTVjj9R9Bv9FCozOn8ZnEdHFRUAN486z8w+YXx0Gg0avpvdyAQeZO9Ik0eITOhaJlpCWe5G5hjcB0Oc5lxbjYFyqATKnZmffqkX9rcBtwCBMtArYc236ApB6fsYt/10ksvVWWpP0oeoAOlNOmbCbjrPa4D9vvf/175f2oihxvRajNN3UjIlVdeCX/5y19q1uTHH3HBBRdU9rZGk5AQXw9w+H/Uo1MO9TlxzaAxZVx55F03W941ZGfAPLDgKftCj6EDoGSoS3sMGwwjDtweegzqD1/e/HA1fKE1RyoCgugs9YQXv15YHd8KAPQbMwm+eHwCPLPPVTB07cVg6DrfgY7ePWDaO5/BxDtfgdlffuW8V+l+fGV945tt1Fw0Qcni75F1yq7U4Wfx+ajHGjP1Rl6zY5CAuPY6QXPLJ598orQVGuivgc6kuKLpv//9b7UnyaRJk2q0IRMnToQRI0Z41WeXXXZRf4888kg2DgcoetFDLDt3tJhPyIYbbgifffaZMrENHvytyRudVeeZZ576kpCmWJNf+PCLXGQrNO+05EIiGT7EIasjrG8d0+at5Qdvvz70GDqwuqBYNX6uOWboTzaBKQ+9AJ1fTFXXy/x4jDKzlMmOuBoYt8yPloDxj09QzqefPfqWOuq11kSa9UFC6pJmlJx1em4pkKDl5QORxVyUljSEEBKraTGwbC7P7uZLkga48iZ1DMWps9iHHHXUUcqk07NnT7j33nurC2HhFh/vv/9+dfXTVphA0d2APjUmAdHrh2RBj+64Jr+ErFNM02o9QmZ/+GgxQvNvtEmGq581j3IZBmyyahcCUoMEYOCGK8OkGx9S+QxZfLBIQFSWPcowZMzgVA13aKdShMNpvfxB8ig3CxFoZIeaRfNhzpixyfiENSvqOTumf//+anqniX79+infAh2+9957KydSXNMDNSsHHXSQIiA+M2MQDd+DLKtzadKd3p46k5BmW5PfNQrtLICUpJ2OmqYeRS0eltYkk7XOHfP2hXJfx6p7SQI9hw+uljf7q9niBkrfiCdKJg+tQ9aVPX2bjnJGjV8zrVqadz3y1CzVA1nq1Cz32sjFyqT1qHANKtSEmIuVhbgNzDfffKqv0mYZ3JcMF9f6+9//XjhJweWKhCWLvNO3A8pZ1uRHJxW02eGBi8iguuy73/0uNBvSNNg+duVGNhg+a0a4Zl745F/EiDqZMRMSjxarMu3r6vk7d79nHWmhCQZl6v1euFC0KSaUABUxM4a+Z1neu3qTsTyQJ/FtZzzwwAPV1VIR6LCKTqRo4p8+fTrceOON3v4gCNwYtW/fvtVBMmrqcQCNxAQXQotoDvTonmvy5z97JW9TTKhvho6jfiE++TYCvvXg5JJZc2D6k69BvzWWqnFKNYGzZaY+8q3N+PWb3oIVdlsaes3bq4tZBv1BZk2bDa/f9Gaqe5HqnUYuTSefR6fk8gfJe7Sdp0kqzbRuM1137tRD3pdyCy5WViRQM7/44our85tvvhl+/OMfKydKnNGJTpaFo4UcU2fPnq2m5OIU3TFjvpkgUHcSYk5ncqGI6U6hyNJZu8wPIXkH+0sI6X3MLZTI+NTJlPUhST7lU3D1mXTDg9BvtSUhKVWgVK5tXlFLMv3p12HWuG8XwJk5eSbc/tN74HvnbgTzDu8HnbMxxwQ6enbA159/DXcdcj/M+FJeFInW04a0nWIIGmmKCSnLVl7eTr+SU2e9tZDmzJlSAXlz57awLjIFjURwMeEsJhVM30zA3V4///xztcAZruqJ/iVaw/L1199qWQtDC/mE9OzZM4gDFEJCVlpppZopTTWLQBmzGhCFTHfKCVxHmYeTaIhzappy09SJlpvVX8XHN8SXiMx692OYcPJVMOyQH0OPIQMgweVOcfe5UgmmPfIyfHrhLV3y+PLtSXDtD26G0esvBCNX/WYTqwnPTYT3HvwAks6k7gTEpQXxMUtInX2Ro95yAU6poaP2UHNn6OygtOShVKBPUalgc3AumpAsfWaTkZDNNtsM9tlnH1h55ZWV+8D3v/99Ff7f//4384yOdtOEIHbbbbfq+mANISHmdKfnn38efvnLX8IRRxxR45h65plnKptboxEyIk8j45ItejZLHveRRhuSFbROM/77Lrz/s7NgnpXHQK+Fh0Fl5mz46unXYfank8Q8kGy8e/94dYQg79F0UY6IIbI+ppaip776ol519PFJyUvDYdMQuUhZ2llXjgWFIwygP8kxxxyjzDI33HBDdVVPXKNEryES4Y85c+bAZZddpiakrLrqqmo2k4mzzjoLCiUhpifxDjvsoKbnamapTTA4t/vYY4+F7bbbDuoNPQsmhBhoWV8NRh4zX2z1kPxCJJNMaP6+sM2g8a0D+BLBSgW+evYNddD0Uh6+CGmvs2hAOLlQ50yXFiQkjxB/kCymAxqel3Yjb/8Val4xUTLifLQ3LtlSDgQ4iwYl8+yYUuuYY3CRM3RGpTjhhBPqU4EW3MBulbmLy6FmyYQ0a7Ewx1RcZGbRRRftEo5hr776KtQbJYepBVI6p6Yxc6QlHlnhm48p56q3b1mhJCe0LBO2e0z7GWT1AQkxRYSQExsZyWsU7yI8aTvVtBoCnzIaoQzwIShpfTxCTDqFIqM5ptk6TQTuc3LRRRfBO++8A9dff71a1fuvf/2r6qvWW2+9YgtvMRJy//33F5Jvqncct1PGTYdwWV0NPMcwjGs2+IwsXKO40MakXupt3w4v9IcO9U8IHb37jDyleklHKEJHtDpNCIrWgoSOmrMQGx9/EPpMQ+8/D7+WeqPobysiHdAEg2uL4DRd3ChP7+Y7efJkNX03Ih1wLx5cVl8792q/0LRI9Q3gNB2sxEILLaS2WsYDzzEM45oFeaihszYivkSANqpS5+IzQnQ1zGmcIX06uzRmhEY1wrZyQwhIUVqQkHrZ6pG2s3a9t1n8Wko5EW3zWynqPeK0N9AgE2H1tywXaI7JeDQTTj75ZNUfXXLJJWp2hwZO0UVSUrfZMVmOJgLONMLl9pdYYgnlijFhwoTqyra/+MUvUueb6nXGHfNQvYU/MvqC4IFrhmBYlt308kSWjsSWxmc06IoPUalnbW/y0oZkJSJFaEXSwFVW2HtT8n4+PhqXUMJatCnGljZvfxCps/cl1ra65eU/Isn71IeTDbnfenwfrUZCcPHM9ddfv0v4wIED1QKbRUOvmJrlaCbgAm9I5nD/HnPDup122gnuuuuu+i9Whp6xuPBLM0LyOeB8GcCxBoivX4hPuIRQvxAtr8vx9UNJ4xuSxmfF9/lz6RBFtGVZbPNm2gG9RsCo/qvC0D6LQrlUhumzP4cPp70IE6b/t+bu8vJp8DHF+HZYRRIbF3y1KVnraJIHiUyY4WnHmra0nH+Iz2/kdX/RfuMNXF0VTQd0Ou4jjzwC3/nOdxpWr+6K//znP1ULiAlcvOy998JWq86FhCDQCRVZkekbgvjBD34AzeScmoYY5EE6bA6ptvwlkuFDCELL5NL51NFWni0Pn3sw29ksv1lIe+1DQIb1XRKWHrI5JJAoAoKYp8cQGDNoIxjSe2F47Ys72bvz0aS5tCBpfCuy+k34mO1s2oc8yg2J89VwcHE+mg+d3qbVSksubP5k9VLKt9o6Ifvuuy8ccsghalopzt746KOP1FISuLwEzuIsHC3mmDp9+vQaDYgGLqvfu7djL7C8SQiaXXDfGJwloxcwM6fp1HuxsrLHjBefBcq4jjhEQ6C/X7pqqU1TkZYchWpDODlfLQ+nQaoI9y3lAR7yUj2KQojJoGe5Lyw1ZNNvwg2jvH7nh/ZdDEb0WxY+nv6Kt1nAZc7iVPMuX49yoCnGZSYMNUXSzpym9+1gXRqREJNmHnARIx9zm8vXI7TcvNFqJORXv/oVVCoV5cfw1VdfKdMMdpZIQnBH3ogw4L5wV111FZx00knVtg+fL64NttFGG0FdSQiyS5zidO+996q/Tz31lHJaQeeUP/zhD9AsCBml+2oCssjaOn1KKqSO34c4+Jg9Kinrx+UhyUhypjyiEW2Xj5nDxMh+yyofENt8+AXmXREmTn/Fq8w0/gtp/A98OmuX5sWnI7XB1em6OnAX+fH130gDG8FIm5/tGmyapVKxjqmtBBwIP/roo3DAAQeoRTXRLDNt2jS1gy4u5x4RDiQbSOieeeYZZf3AXYlx9VnUhOCzrisJQZXWfffdp3YjxK2W8cA51zhF9+CDD1YrqjYSpRxNJDSNj0nGVUaIecVHU+Lq6NOsBcLJZyEi4EFGiiYkPh2V1L737zm/Pe9SCfr1HFrzBLKYYWwdcFozi00LwtWBQ16mmHKgKSOtP0goTH8R3zJt+dAwW7yZn0TUiiQgrbRYWUdHB2y++ebw2muvqUXLkHzUG0rzl+GZlKC5sNxyy6lFynABuP79+ytSt/322yuiN3LkyPqSEGSZWAkEEhG0tS255JJqVVX0SG4kQv0ZXB2trRMP0Tj41DlUG2IjO3lpQ/IiIpJs0dqRkA/Z1qFUks7qM5eQqG1E3QQkTePiowWRTDWhPglZTDEh6X3DfOJs5XImIm0aMv1BfPt3My0X50uwuLTmX+5+CndhyPDhNREHqXaa6DrALaxZF7TQBnbmzKLf/OY3kCfKaX/cF198UZ2vueaaSk2D6pgTTzyxIV7HXENjxpl/fVXQkgwnG9LY+oxGKbKMyGgZPvZ+V53SPEtT1rdBpocP0qSx1Unn8fmMcTW+IBSVpAJfzHi3mp+tfma59dKCSPUo2hRD8/UxxdjMK1lML1nSmoTFFs+V6Zt3o1HJ4Wgm4BIS6P9x++23qzUtpkyZUnPUzTE1y9FEwL59zz33rC76pvHZZ59l6vdTaUJwUyD0lEUg8dh6662V0wpuEHTddddBs0CPvH00GFQmVOtB0/jI28p3ydm0IVydQ+vjMuP4akTAohWBFFOZ80SIj8VnX78NX8+ZDL07+nchI2pnaSjBh1OfdargXfUo5awF8cnLV2NS9qy/TTvChYXUtZ7+IL4IJRAS+eTQ6HvrztB7m+FsTbrzO143827vzYh3330XevToofr6W2+9VU2BRuBzrPsUXVwKV2PxxReH119/XTmnDB48ONNGNnkixCQQapIBhmxIJMIkDZLZhau3j6yUxmVqMeNtxMl235y8RCx8yAiXrgikbfRLUIFXPr0Zlp9/O+jTY6DSfHyzWBlO2E3gzS/vhWmzJoh5SdojlzaK67DSmJhcedviOFJRytkUY9NkSnH02XAml1CYphlb2Wb9bPlQWd/nQtNjs6rXCClqrZCs2oxm04QUtddJu07RLZVKalEy1C7hLro333wzrL766pnzzbROCHocv/3222rq05AhQzKvIZ8HzM4ePEfviYcMFycRHR8tRRriQUmGTaPj0sqkISJU1idv7j4lFEFIQtpr14h8RudkeObjv8J8fReDIWqxsh4wbfYnMHH6q9BZ+UrMK8TMJ9XDhzBQwiFdc3CZZXy1IL5xUp6hdeRkODLCaWvKAWTD1zTD5SOFcWm5uJq6F2i3abE+EzbYYIOGlp911dNSkz1Q7N9xZtGNN94IRx99tHq+F198MWy22Wb1JyE4HXfHHXdUTBPZ0ZtvvqlsQriGPGpDzjzzTKgnzEaF03J05mSSkWRdpguuw/fRcNjqmkbGVtd6EhHwNG1xsD2rtO1ziDkggQp89vWb6pDkSilU8aHEI6u+0aZVCdVihJTp86xsPhJUAxMCW74umIRFik/7rFz5RkQ0A0wrB86EXXbZZdWCcLvsskumfMvNtIZ83pAa7DR2amlU6BNuC6NxLpW7NOq1yfjk56qr6xlK9XB1JqEdStlyhMBVvu9zSfveuMwwPnVJowWx5e/6LXzf+zSmGAgkXFSL0UiEvsOu31uKKxVsjmkxP8rGo8UeaEIsHbvttptaquNf//pX/TUhRa0hnydCTAIhI3+XCUYKt2lDfO7DJmsz/3B1l/JyaTh8NCIg1AGaZNGykI7WlS4tAZFkOHmuQ/cxr9gQSkjSkO5QLU8p0ERBQU0qacmJmY/+66vZ4vKhshIRNdOZf6uydWBareYT0nC0mH2rwuxQuPbaa6uZsugXWlcSUtQa8llAO3vfTtZlgrEREIno2IiDjSjQe5BIgI7nyreRHqkeNtlQIiLdo5b1XbQsr2/Qd5Rqa+PzJiCu/sTWOdnk02hBbPn7kCgb2XClL8oUw2lmzHz1OSUbPv08TetTf67eHGmTyKXp6x83sItoNgwfPlwddSUhRa0hnxbm6IHr9DliwnWelHCAxddDIie+nXIabYgNLi0IJ1c0Eck6PTdUzZ0GWckHJ+c7ck5jhslbC8KNzEPJg02exoWaYjiYGoU0Zrg0kEiHGWfT5KStUz05R5JRm9FkA3eFOXPmwAMPPKAmUPzkJz9Ri2zi4poDBgwofPn2VnBMXWWVVdT2LOjrufLKK1tnvz733HP1IyFFrSGfJzgtBzgIiS/hAEGW69RtYTYTje+1y9xik5PqrM/B4axKn4MpL8lJDWw9Vbk+qn2fdD6jW+k6LzNMFi2ILY6rEw2zmWlcmiB6/xJBkeLMMjmZLCSNmmLS5mW7H7PeVIY7V/JpmVd7Wg+Ua8D3vvc95buIC2zhLA4kIaeffrq6vvDCC4utQAusmLrttttWrRvbbbddIWX0aKY15IskHzrORj7MMC5NqDZEipfqZSMpNnkXEXHVN809cs9Hy4eSETNdEaTEt832JR822TwICFdOCInIi5DYiJBP/V33Fqo58DXFcOSEdu6cKca3yfchR/TZ2d4HU07/7fKc5yaI5piwjVZXW2015bOAC2lq4A7wOKujFfHhhx/CUUcdBXfeeafaORjX8br88svVc0iD448/nj1vKAmZPXu2YpfIIvNeQz4tyhZfEK6j9ulQpfxssiH5uogGl94mm8Y/JC0RAYd5RqqPlF66HwmSH04apFGFF6kB8SULWVX/oVqQ0HI4Wa4z9unEaX5Zfuu0Y0uXVoQjOzqdCzYCZC5SVjRaTRPy8MMPw2OPPQa9evWqCV9kkUVUZ91qD/TLL7+EddddV7lEIAmZf/751fIZaErJG6h4oI6qaOKqCwnBqbkvvfQSdAdI2geug5Q6ai7eh4DkpQ1xxXP1dpGCrESEuxeOXEhaEVOepvFBHm1yHuSjSALCleET57qGnLQg0n1JZhWuzlK8rVwzLo0WIxQ+pCekbFrXkPcwrpgaBuwkuaXZP/jgg+oGrN3BJ2QK2ecGzSPcBBA0M40aNUppPjTy3Lxv3LhxcOCBByofmxkzZuS2DH6q1xnnB1966aXQrJBGLDb1KXcOgY1vaB6+oyRXmK8av5zRPOA7iuXqa2vM9Sgzy0jVBZ8yXHXk8qPp8yIgIWYY34/YpgWxlceVTWVd74YPMbERGJsWwpT1ISdWzYMRX8rYztDflj5v7n2RNF3aHFOPFVOzHM2EzTffHM4555zqNXaUOIJHs4LeV6ZQ5PRAR40apXav1QcuFMYB93NBs8sOO+wAw4YNU46kl1xySW63g/0+alsuu+wy5ayKa4TggYuW4t+6+oSgxzFW5J577lFryPfr168m/qyzzoJ6wvygJRMKHblzmgqbSSNvbYhNg+G6ttUt5B7y0oiAh1bETO8aNXGNf0gDF0pkbO16CNGS8suDgNDOyVavNFoQLszsOEOJuHTt6oh96pvm9+XMKRxpkaDjbbJc3XzIk5bjzosmHq0MXLkb9zlbZpll1MgdZ8egeWK++eaDv//979BdMH78+BpTh7QMxjvvvAMXXHABHH744fDrX/8ann76aTj44IOVOWrs2LGZ64G+Nc8++ywsueSSkCdSkZBXXnlFTd1BoIOqiWbawM5GNGx+G5TUmJ0q7URdZIQL4zr8UCLCERN6vz7EwpeImPfMEQkbGaHhZh7QgOm6adXrLvKRJwEBTwIiEQ7fawggGjTMDDfzpfmk0YK4NBIhBCILYfEhPZKMFEa1O9I7Qv1B9HlRpKTVzDG4mCZ2nNdee61yIUAtCG4tsuuuu0Lfvn2Lr0BGcwzMTYsExMffAs1PqAk55ZRT1DVqQrCvRv/NPEgIblaHhKgpSIjv7oRoe1tggQWgXEeXbolkpNWGSJ00vbbJcflCANGQ7kPSkHB5pyUi4NCK+JARWzjNqxlnx/iQDxrGjYg5OSlNiBZDKsuXkPiUR4mQq/4+5CxEC2ISHQmUlHCdfIicb1lSnC3MpYHq8vzmBhTZlLaaYyoCt55HM0JDUOcHOnLkSKX1MbH00kvDDTfcAHngL3/5C/zsZz9TTr04Qxb9Q02ssMIK9d9F1wV8IC+88ILa3K5ImA2J1NHTuJKnNkQiFuWctCES0eDqZZPlZPIgIlwacJhodBobGeHiTNSLtto6njTkoygCYiMQtrpR2DQinMbFZ4RvIyKcdsOWlyTnE2eDqdlIA1MrYtPklDOQJzauHM0xaYE+EhxQW9+nTx81fTVPx81GY91114U33nijJgwtFaNHj84l/08//VQt+rbnnnvWPMusjqk96rnhTT1h6wRtZIWe02sbObGRDTPeRoB8tSM2gpMXETGfn42E6evQ9UF8CUneKKWMDyUgts46LwKSRutB4SIanBaklFELQuOlzl3qoLNoMWzgTDFp85ZIrPmbWAlrWVgrJK+bbXFzDC6upTtJE2bHud5668HNN99cyDTWemtCDjvsMFhnnXWUOQZ3uX/qqafg4osvVkce2GuvvZSJB/1pcJn2vFwvWo5j20YethGMGSalCRkBSmG0fE4+rZpdCuPq6DM659LQdL4jP1djruOzNPpZ85bife6zlCMB4dLZiIIvAQnRgkjxWbQgNJ2PlsUlz8nQv5TISHK+jaErjaQBcv3WNeSECBTtD9KKs2Puvvtu5ceAfydPnqwOPF9zzTXh9ttvh4ceegg+//xz+OUvf1noFN0sRwjwXm+66SZFEtBcgtuq4Owg9IHJawVanAaMzw/XWkENi3mkRaGakHrB1E7YNB+2kTwNo2lc2hGt9eDytWlDOK0Iha2unPaDykiaGx+NCJXjrjktiEszAo77LmiwF1SOj+aDyyMrAeEIAaTQcIBH+hDyzKWxydNrjkj4dOJcnO0ZSciiMfEhHSH3R6+l+0DSEVdJTb9iKmoBUDuggduNoClmv/32U1uNYCeNI/xWwdZbb62OIrDxxhsrR180Y+WJliAhHCRSYiMkPqYH3chI5ISm4Tp6WxwlFdI1pCwzhIiAw0/EfA7Ss5DIiJmHRj1GUj6dUIgmzXYdomGicjbtVhatiC2NVD+pI81LCyJ14DrcpTXh0qftt2mZIRoSH7Jh0yzSNFTrEWfHhAH9F7hZJRiG01kRY8aMgc8++6wBtet+2GabbZTJ5+WXX4bll1++i2PqD37wg+YjIfWarmuORKS1MjiiYQsDD58PWh7VhpikAAiZ4EhBKBGx5S8REWDS0PRahrtnLQdCmNk+cpoRLo7mxSGEoIS+dbY23UfzEaINcJEP89ympfAhKT6EhJIes2M0iQbt8F33wN2TZBZJqwWxyZj3YpIK118JrjQ0zEaQ6LMx6ypNza3H3jGtNjsG17A64ogj1I7vuIS5dq7EDVfRdIHAdUNwMbBC0GIP9Gc/+5n6e+KJJ3aJi46pAswONI0phgtzERNfDQSQMJfGw0VEbDLS/WXRioCnZsRMR593yAgqbzobSjykOrg6l7QEhMsjiwaEIxO2/Ll6u+JtWg6uzlxeXDrpvn0JRBZQjQ+HkLI5jY2vKSZuYhcGXNUbd4HF9UI00cB1LnC25i233KKuce2QY445psE17R6ge8XkhUJJyKuvvqrWCakn8tCGSKYarjN2kRHwICg2ImK7D46ISDJpiYh5v5yWKISMmHnRulLk+br7ttlZyAdNb+t4fQgIp/GgcpKMLwFxEQ2u/jQNpzXh6uTSeLg0Bj5Eg9NGcJ28pNGgWhNbeTatDFcud7/cvaqDmZZbD8fUVjPH4KJa2Af95z//qS6qiWGbbbZZde2qoranz3PvmFZHMAlBx5TbbrsNhgwZoqYB4RK4GrjRzqGHHqqWdEcUpuYi4MhEXtoQiZzYSIWPNsRGliCAUPhoP7IQES4NpCQjZnqaB3fP9YCtnDTkoygC4tJwSHWjoOlsZXCjdprGVgfaSdtIBq1j2bPz931PsmpMbFoXnzgaRusm1YsjJEUhyUgkmrHPRLKBu77j0RA040MJwLnnnquceNGZF89twCXiCychyCjROQWdeaZOnQrHHXccXH/99WrrYMTXX38NV155ZZWENBIuLUJax1RJG8JpCTiywWk8THmX2YXTstB6SkQEmHJtRETLc/cdSkZouJlHPUdSrvbcpQnIg3yYslIH7kNAuLJcWhCubBfRkEw3NkJVykkLYiMPpvZGyjMUklZEQkgcR+q6vDMl2RRTtDak3i4MuM8JHu+++666XnbZZVWfsuWWW6pr3O/lF7/4hVp2febMmWofmPPPP1+tUeGL6dOnw4MPPgjvv/8+zJo1K5dOs518Qs4++2w1xRdJCJ5LQJ+QupCQ3/72t2pO9e9+9zvl7/H73/9eecQiEcmDaZ522mlw9NFHq6lV5u6HoaSDIx+SmSDEMVXShrjCbWTDrEcoEUmj/aD3rs+BISvcPdO8fMmILZzmBTmQk5B2OrST4fJOo/2Q5G3kgCvTl4C4OnLf8n3CaRzVYND4EC2IDVxHX/L46yItUloqY5IXmo7K0npX05CMuf1jWgHoq4FtPg5qsT/BASz6cDz//POKkOBMjDvuuEP1L7h7LG4jv/3228Ojjz7qlT/mg7vlfvXVV4qMoPYeZ8LMM888apfZwklIC2DcuHHseZ4IeqVxXrWeU43MB72ML7roIvjxj3+sFn/JAtzxD/NKs/68rWHnRhu+KlKpwaSNjC3ctyNxdRhpRrquESx9NlKHwo16uWfqq2bW4TY1NJd3yOGCrXwpzue+aTqbtiCUbJiyaQmITdPBhYUSEZcWhIZJnb+Zj0tD4kNO0sJHoxKideGej68ppmjH1CSHIwSoVUeSgCRkiSWWUIPbeeedF5544gm1sBg6luKO7Lg+Bc50ufzyy+Gxxx5T8T5AEoNl4PbzuGEdpsMFtzCvP/zhD1A06r1YWdHAWTFI6CjQAsLNmPFF0OuMWwhPmjSpJgy3R8aNbXbaaSe1WlsaoIcyqnwuueSS1Mvnmo0r1yiYIx4IUOOa8dwoS6fxJQFc42ojIlxnZbv2CePqZtZBuq8QMsJ1zL6kJISg2BCSr4t4cATCRT44sselo+G+v2NWAiK9nyF1oyN+n++GC9P5SsRY+q65PM18Sh5/qTxXD/Me6V8aT+O4doa7Tz01txGmGNMxNcuhfQPNA00pLuD0TjS7oMZi7bXXVlvGz549GzbddNOqzFJLLQULL7wwPP744173g/uWoTkH/UI6OjpUPdBP8YwzzlBb3ReOerO6gnHCCSeovpoCiQnGpUXQK73SSiuxO+juvPPOioikVW8dcMABsNVWW9W8cBzwJaIvOHiOmEz4hNlGdKZs2TNcCvPpILhw6donzEWeuLQ+ZEQiJBQhRKOU4QjJl8L3fnyeDXfuSw5dYVkJCPfOSvX3Cee+I/Pc9Z1x+fiQgSLhS36kOJqX7XnVyBIyUg8ikgewo0fziT5OPfVUURYXvkLtBw5wcR0KHMjixqcff/wx9OrVCwYNGlQjj/4gGOcDXExLz4JB8wv6hSCwTjhVNyIMer8dbrIKmrrSIsgnZP/991fr7XPYZZddVCVRmxECZL/PPfecMse4gC+zi3H5zJSxzV6hMmZ+JUHWZ7YMF6/D9F+aTv/c0nRfmg9XH1cdbeG6rZOmHnP1o2nMMBpO8zGR5yDAt5OS2naJSNnCOALjkstKQCAFAZHypiRASlMKJO1SmE37IOURqgWhZXHykjaDK8tFoFzkrMtAw9CCiJvXlZvfjxI7eHOlUiQYEnDKLGos0Pzyz3/+E8aOHascSfMAbraG/QqaezbYYAPl9Io+IX/961/V3ipFo1Wm6A4ePFiRDzzQbGYSEdRgoXZEL2RWOAn54Q9/qI599tkHdtttN9hwww27mGbw8AW+rOiEipsKofetC+i0evjhh1evUROCrNtsFKiDJEc00jipcnn7zkCxERTasXPwIRkuGXA4rNJwLQ8ez86XjJjhLqfToke3XF184lzkg6aVOlUzzkVKbGESKZDAERQfciLVh167iIlLMwCBHXzIe+IiMj5ppTrZSJTreal8S43fOyavdUKQgHDLpXNAbYfeiwR9NZA0/PGPf1TmfZzNguZ/UxsyceJEGDFihFfeuJsszuJEoL/J7rvvrgbSSErQ36RwtMDsGAROEkEFA/qDohIANUnm74eb2aEJra6LleHStzgbBpfCRVMMEpIVV1wxOB+0+33yySewyiqr1DAr1Lb8+c9/VuYXtOWZjNrGqjU4QmLrGM0OWCIzLs2Ii3RwBMVGKlzaEnpfLiJiq4t+JpRMuLQipqwU5tKC+JKSPODTludFPrJoP9ISEK5uNm0Gl7ctTsqPytD0PmTE1D7QcIkA0LqY+dpIg4t82rQoJkLizDqK5MtwROVMMTq+TpykYatyYruPhATNKffeey/86Ec/UnFvvPGGMqn4dnirrbZa9RzNMXfddVdh9W5ljB07Vv1ddNFF1WaAdM+YrEhFQnDJW/Q4xqlT11xzjfJgRqchdC5FTQgyIx/gjoZoEzSx5557qryOOuqoGgJig0QGaBzXYUraDo4MuGR1vjZzj0Q2XGYZ29Rds6ws2g9frYgvGaHhPoSj3g2srTwf4sHl4aP9KIKASETClo8rzqUdCdF8cPHS85Q0HDSu7Pl7cBoUU3sh1UXKgz43Sl587gUse8U0arGyeg7cUbONa4KgsylqLLAveeCBB+Df//63Gm3vvffeSvON/gaoWTnooIMUAVlrrbW88sdZNTfeeGMXvxLUoONKqffddx8UihbRhGigSQuVBGg2e+2111QY+u/gtOoePdIvvt4ji50IV1LD44MPPoC///3vapEytLvNmTPHK4/+/ft3sc3169cPhg4dmslm5yIknM+CJgKUsEjkg8pKGgUfsqHL8SUiwNwHJSeuMPAM5+K48mlDmzjCzTygDtoQn3Zc6ix8R9MSwbDFucJtYZwM1wnqcImA2OJoeVTTwN1HKBlxdeCuzp0jFBzxMOsjaTF80kOKOKmONc/Z0H5w03O1r4iL1DTaHOML1IKjiWTChAmKdODyDEhAcFl1BC6OhY6lqAkxFyvzBRIaukCZXgTt4YcfhqLRKj4h5hIduC4YOgajLw/i9NNPVxYRXEU9bZ+dee8YnEb1zDPPwJNPPqlWvgtZzS4vlCwaD4mQmNdmh+lDPjhZHyJiyto0Fi4iUm+fEB/NiBmm05jPloZzcfXWhjhHqEyYz8jbNlLPov3IQkBomG+cREC4Mmnn6yIjEhGQwrkyfDtkjsiY4bYyablcHlKcFOazHog+b6UFyky4/DLQT/C8885TRwheeuml6jnuHWPOpsGRPJplFlxwwRQ1bm/ss88+ahE57O/1UhpoEdljjz2UMgLXcKkrCcGpuqg+u+GGG5QdD1eywwXLUAWWBchesyKUkEiEI8QnxNW528iGmSaEiND7shERTg6YeoHlPkBIB5YwG+ngOpAiyX8pg0wo+cii/UhLQLiyzc5aIiC+GhhaB5/y6bmWpflL2gObRoKSH0pObJoKCVyZNkIk5SURLvM3UPkbGZizYhrhE9Iq1gNcSkLP5uD6I1y47E9/+lPxFWmVBzoXOIvJJCAIPEen39VXXx3SIhUJQRb5xRdfKOfUiy++WK1K5+MwWhRKngRDmr1BO12p85eIinTuSzYkouEiIrZ8XdoPF+GwaUXAEm+G0fCSxzdWlKpZgq08H+LB5RGq/ciLgKQhGTZNB0dcuHMfzQdHCswyTUjkwYzjngNXP5qG3q+pBbF17jZi4hNng+mQqtIw5KMeqLc5pijg8uI4m+M73/kOPPXUU8pcYM7mQCdVX3/DTGgxErLEEkuo2UmoDaFmNT3DqW4kBPeQ2WGHHbo4/DQLJEJixtlmdVBtA0cyJLOITeth02pkISK67rZ8OTl67y6tiI7jnplEPKRwM49m0oRI7X09yYcZ7kMgzLhQkiHVQSqXO6d5uLQkkpbA1blTcITCfA5pCC1HKEKJqlQ+JT2cQ2rJwyekqI+kVfrM0aNHq7+ooW8kWs0n5NRTT1ULkmL/r52DcSl8XLIdfUP04qEI3ynaqUnIvvvuC82EcoAJhppVaMfKaT5cDqtmp2/TTnD14chBKBExy/UhHZyjKVdHIPmAkM6MN2VMORpO4xqlCXGNfil8Rt42ctIoAkLL4bQnPsSFO7cRE6olofWWyIVNQyKRH65+lEyYWg/uWgJHTKjGiCMtZhli3swy7VJchB233nqrtyw6WUb4Y+utt1Z/d9xxx+qCZahxQqA1RF9jHPre1M0xtRkhERIap0FlaTzt7DnNiERgfMiGWUYaIgKCDM03q3MqeMSbMqacKcvFSTJ5opxBJk/yYca5SIkPgeDy8yUZIeVypIK7PxdRMMmNmRf3PG1xtC70HtP03RyhCCWqUvmcFkTaMdfmE1LUCLkVzDE49dYHoR1lW6uW5oLbsiUPtAQJ4Tp9YMJsJMFMl9YnxEVEdF0lIiJ13CYRofGcjM9MHRpGZbk4sMRLMlqOqzc47r1oWEennmlKAfFSXIhGRCIQLoKRlpyUUpxzmhGqdTDjOQLjIiU2DQZ9nr5aEBfZ4PLi4rjyJVJWM/W23F7rhBSBRptgWtkcs8EGGxSSb0uQkLRaEIkkgMdsmCSQlJjpQrQe4GF6ocRCw1crAkw4OOK4Z8URElPOlNWQ2tc8mxLfNtyXeEiyEpmwxfkSEC6OIym2+BANiI1ogKdmhBIQcGhLQrUh9J4lLQYtXyIgtr9cnbg4WmeQiIugBanOgBF8QtTfJuucItoHkyZNUlOr9WJl6KSKy7mbS7mHop4Dz8JAP3BXAyaNnrgRjBlP8w5prGm874iVxoV0KKYM12H5hEtxNF56ntxzMw8J5RwPCba6uOovyUnxNM433Pyr40GQoaNzLg8u3vYucee2b4MjI/RZSGSFhkkdfIgGw4TrfbDBVSepLiyBNTKhWpCatAYhUekKbq0TwyST5mhGboSb4aG/As7ewAP9QOqxUFmNainL0UTA6bmLLbaYWkQOZ8figaulYxhuQtvWJAQYIsDdmNQA0oZSuqZ5S42ti5SEEBEzzqdjkTonmr+L5HD52eIlGVPOh5T4EJQQ+ObvW0cqT2W4eOl5QyDZTEMwfOKlOOncrLuNmHDvMRdvykj5lB3vBU1P09BnTkmM6y+tuxTH1ZUSJ2laLmea4VZSLcpRtcX6TPjb3/4Gm266KcwzzzxqVgceuEYIbheCa1wVjhZ7oIcddpgicbgoKS6HjwdOh0aH1UMPPbS9zTFmQxgyM4aaDMww3YBws15MWds5Zz6BFDNfzHRlR3oIrAM4wmn53LMx20SXoyqVN9NQ5EVEONjacalcdlTrkAkhHzScI7B5ExBKdKU60LxsMrb7tJEVE1y9zDQuosBBKssnjY0EuQY+JmzTcn1nzdTLR6S7AxfROuOMM1TnqYFEBEfvJ510UtCO7xGgNCGXXHJJzT4xeH7kkUfWbBYYipZ5nemIjOscbKMsM4wbNdFzCAznRrQ+HUUpsKOR8jDlzHgIHMHTdDaNApWzNeLSkQUh+fpoSGyytmfDxZnpqLz0mxdBQLh66Ou05677B8e3yBEcTqNBYdOCSNeuv1z+NhlaDk1nIxjUJ6Sap+C0mjeymGKyzqwpAu+880516qgJHM3jCL5olHI4mgm49gfuYkwxfvx4tQ9cW5MQbgRna9RsjYc+N6+5BkUapZYKICK+8ZKMTc5GOMy0Ph2uTwcOgR9bOcMhwVW+q96crCTjQ0y4TtdMS38j22+d5n0KISAQSEZo/rbv0YeUcHGcTFr4EhIpDVfPmjBmQTLfHXRNk0wRaDUSMmrUKLj33nu7hN9zzz0qrnC0mDlmp512UjsbX3fddYp44HHttdeqPWV22WWX9jbHmA2YOc02ZPquadKg5glt9uDSS6YQOh3WPOemtqaZNQPMPUsynBww9yp1oLbpu5KM+TvY6gMNYv2utrzkmYbrfELjpI7eJedDgDiiycXlRUYkgsPJckSP67x1OE1nIy40DZeHRIIobGmlcrukK7m1IOo+mPMaU0yTdU7Nil/84hfK/IJ7nqyzzjoq7NFHH4UrrrgC/vjHPza6et0Of/jDH9T6Krjz8Zw5c1RYz549Yf/994fTTjutvUkIhdnQSX4fiQcRAcd1HkQkzfRdSCFj1qvkQUYgIE4iLaYcOORNFDGi8hk8SkTIh3hkJR9ZCIitrCwExJWfJEOvbVoOM16SMztyE6ZWx0VAaDqJeEgEhcIWx5VLFyeTtCDSsu3aIVWFF0RCsg6+m40bYec4YsQIOPPMM+Ef//iHClt66aXVSH7bbbctvPxWWyekV69eirzh8u1vv/22CsOZMej4mwUtQUJog2J2gLSj1vJ0ShkNo5oP2ulSsuBz7kNE6H1RkgGeZIXWUT8X6Z7MdNxzTDy1IyDIgQcp4dIWCZv2RaqDrcPPk3yYMi7thvk3TbxEQEopzqmWgt6zFGbCt/OXiAQHici4yuOIha2+3O/fhegYAdKaIKIWpEC0GglB/PCHP1RHQ9CKDxRAkY7ll18+t/zq1d4XDrPhc41+fMLMfKVGVupUzMbc1bDTupvhZsNJ6yGlp42hNAKWOruS496leEnGlJNGs9KRB3zz960jlacyXDyNk0gFJ2/+dkUQEFonH6JhppHukb773POWvkX6XG0EgEtP01ACwpEY21/uvqT6sN9giScUZc8puua0XDq1N0+0mk8I+io88MADja1Ei/iDFImWICHSiJGSBvAYzZjnJU8i4iIYWYmIbzwn45KTZCl58elwJULi6vBtHUvWg4OrfCkP231SGS5OeqYuQugimVQGAuJ93k8pDXef9PlwZET6HrlnJf0+LjIgQXonpPpQQmNLI73nNWGEUEhaEH1eT8fUVsOnn34K3/ve95QT6hFHHKF8QyKaDy3xOtsaJGk0xslLDaR5TdO7zmk+VK6cExGRZGxyLjJipjXlqKyro6ayJU9i4ENU8sjHlzBx8rbnQuVNWXruQxh9f3Of90Z690LeZTPczIOmNdPRvLnnzf0OPoSDIw302vVXgisNV66kBVH3WbavjCr5ihRpkmk1Tcgtt9wCEyZMgGOPPRaefvppWHXVVdUy46eccopacKtePiFZjnZAS5AQ2tDSEZRtBOdqHGl+XMMjnXP5mHWlcbQcWpYU75KR5Hw6Re4wZSV5KuOSl8rJm2D43E/ovVEZel0OIB/03ZV+P67OtJ5SvOv9C3mfubLMb4jr4G3fGPeMXd+pRDi4enPlSX/pb8HVn7u3Lu0PY2qRZsRIMjV/bWwpA1psRqnC4MGDYb/99lNmmffeew/22GMP+Otf/6qWcC8crfhAC0BLOKaajTN1LHVN2wUmrBQwY0ZKp+vC5QMWOXptpnE5pEoyYJHT5+azos/NlOOu85gVw42iCmpr2fJ9ypVIju26LJzTjssmz5EPXxmOcNBrLk46N9Nw9THlufxt8fQ5cPJmGRxxsYESBgkcgZHqYtaHi6Omk1KAOYYu0V6PBctaFbNnz1Yrfj755JNKCzJ8+PBGVyliLlridaYjLqmRto2kQEjLjeBonG+jDR6jS5qOC+fibTK+I3CbvClH03GdB9dxcPJcOunwQZp8bHUrp3gO5ZyeO5UFS56SDKR493zfZVqW9K2Y8dz3J9XNhIsImM/ERSJcfznY0oBUbqmrFqRaV3JOyQm3r4yOKwqtOHC///77Yd9991WkA7UguOrn7bffDh988EHhZUdzTBtpQihKFg2EGcfJA0lL481zU06SKTmm7EpTfuk1DTfjwXO9ECoHRMYmD57aETOsnGJxMtt3l7X99R0t+6blCIt0TTtoToaTlzp8KU8bAXGRXY50SHlIhFwiG+BBUGi4jRyYcRKposTILE+CRGBcsuC5R4xkjpE2qqOzadQBxSCrX0ez+YQsuOCCaqdXdE69+OKL1RLuvXv3rl8FWnSKbt5oCRLCEQMgYSAQBo44SJ0/l7cu34eImLJUzqyfjYhoORM+5hlw5EXraMqbcpSQcOSDNvwSKeHuxYco5AVXZwQZiQeVl9K6yApHVHy1H670LnIiERAIJCAcoaDaBJqnjXhIxAUc+VES5aMF4fKwkaia35PZ9damBdFpaHxEOH7729/CDjvsAIMGDWp0VSJanYQA07hwi5GB4NuRRgtCO2izE5eIiC/ZoPWl1y6tiIbNV8TMi5M1nynNW6qjRD6kcDOPIkZXIW23L+nIk3yY5y5NCUdUfLQfPtdpCAineaD3wJERLt68lvKRCItZf0mL4UtAbOm5+nD3VXasjiqtiEqdTzktCEdo8kSrDdzRDNNItNqKqUWhJUiI2QhzWhCOeIBANFxaEBcR0flKadM6qHJaEZvphSMYvs6oVLtByQklJBxBASYfLtwE983l3eb6aFryIB702pY2rfYjKwEpFUBA0mhDOA1CqOahJDzH0PfJRmCktKJGxnOPGF8tSNHrhCQZSX+b9Jnty+oKQkuQELOjt5EJ+hcc5MKHiOg8NMyPWOrkbeYYms5lEjHDTcIglc1BatMoIaHgtC9p8/ElCHnBVlY5INxGPGgaF/GQ5G0kJQ35oNdcHEd8zDLzJiBgkePykAiISWZsZELSglDYZClhKXvsEWMjItxy7dw03Xp+JxERRaNlSIhERDTSEBGdt4uISGVT7UVaLQgE+oqEml58tCNA5MxrM4wjZFzn7eOkmmZgkKaBthEpH+JBw2iaIslH0QSEK9elMUlDQGgnT+/NRRZ0HqHEw0YquPvhZKv1L7nX+KjWVSAdknakRgtSkAdoHLjnjPhA24eEpNWMcPJc2qKISCmDOUYiGWlNLyGzYzjy4SIkOq2r47e1r1lGgOWMci7ikSf5MGU4WY6kpCUcrrhQAsKRDa5Dp/lTOYksmGlspIBLQ8vjIBEVSVaK56bkumbHcHvEmOSjGgbFoJKR3xTEjbotok9IG5EQ2ni5/ELMhsMkC7a0RRMRIGWDIEvjwVMrYsqlISM0DU0H5Pn6zo4x62qTyRuucmydlC0fep2WfJjnnGwpx2spjtNUpCEgZt2pdoUjBDQf+nw4AkLTS/lx5MfMk4OkBanJx7I8uzQN14yXfD+6aEHm5lEE4sA9Z8QH6oV6tfmFgmuUXA2b7+hJalR9zs060YaapgHhmmv4OHkqQ+PoOZV1yVM585qmpeloOPfbuI4QhOZnqx8XzuUjPYcsz52TpXlBxmvpXTLLDyEgYPkmbAREIgq2Z2KCpvf9S9sB7i9XPkeAXMuzS+YYfU19QTjZuFpqhC9OO+00KJVKcOihh0IzoyU0IRSh5hhThktbynBuhkHB5hgqQ+N0+bQu4ClP02hZEMIo2Ug7Q4bmnxalDDJSx2dLSwkcd851uKYMJ0vJRBbCQeOojC0P2zlHQMy60udB5SSyYNZJIhBSubQ8DjYiwuVTZhYmU/kEmGPoVFwqb14X6ZgazTH5opQk6siSPi1ww76LLroIVlhhBWh2tASvpo0ReIyuaANjSwsZz7nRLpWTRmbgiJdGsmZD7xpxg4c8TUPTcelpZ2Ompfm4ZPI4fMqBwPvyfT5pfwcuHgLeDe5d8iUgIaTDPOe+AfPaRlCkfGic9M2b9fdtB1xkw/bdqfwJsbBpPCSnU2mPGE4LUi4Vaz3IckQ0/oFOmzYNdt11V7jkkkvUBn7NjpYhIVwjIY1qpDBbWh9SIslLnRbXYWgZEIiGT4fDPROpHvSck+fqLnXgUvos+RZFSIqoqy29RFhc8rYw33eBvk/S+07Lks7B8U3Rc6mOtm/S9e5L357P35B01m+P2R9G0nhw03S5NNJCZfo6or0wZcqUmmPmzJlW+QMOOAC22mor2HTTTaE7oGXMMWZjBcwUXdf0W2qaMJ0pJXOO2UjRfLnpuJzaMsRJlZN3Oa7qMJeZhsI1Q8Z85qEOqZV+80Gpz0BIZk6F8rRPhBp0LS8E5ZxkS55hZct1yZLW7OSojJQHRy7SXtOwsiAXck7zoaSIxpsyNB+OvNDnAAUSEI5QmQTEZnKRCIaqr+D3wWlUuuRZkMohmmOac3bMqFGjasKPP/54tSQ9h2uvvRaee+45ZY7pLmgJEiJ1AHSmi3nOhVHiAZZZLZR8uMJNwkNJQ1pfEBvx4PxFwEEszPrQuoFHOnCRksGjobTsNtBj8MLfhk3+CJJXbwf47K2a38xEXoM/n3wkUhZKPGgaqfP0JRpcmI24uIgEFERAzA6bxnHxkuaBIwvmc7ARB5pvyHsgERBWlpAGLq563wIh4bQeZnpuym5RUzcjCWnO2THjx49Xu/9qSJvwodwhhxwCd999N/Tp0we6C1qGhFDiABaiQckAF+ZDRELPbURE1xGYOnMEwod4mHU35cy0OjytUyptoEVSMmQRKK29X9cUA0ZAaa19IHnqCoBPXs+NcKQlG7Y4nw6Npk1LPrKQDZ9rM9yXuGQhILRzp2EmaOfPaVQ4AkKfkXltkgrwyMMEJSTq2hDmNB7Vsj19REKm6MYZMu2FAQMG1JAQCc8++yx88sknsMoqq1TDOjs74aGHHoI///nPyozT0dEBzYaWICFmg8VpPDoJAag3ETHrwzW65swcm3nGphUx7z2EjPjMkPElJCCEqXTL/7CrDlo15mVIkgqUMP7e05xDhyQFqbDBlk4cATvyoNdFko+0BKRskZXOaVrpPA0BkbQPNN6HLEh/XSRGku9SPrMmiEvT4bswmW0Jdy2rGrQCEJe16N6LlW2yySbw8ssv14TtueeesNRSS8FRRx3VlASkZUiICanjT3IgIpAD+ZCm0lJVpkkGXOYXF/GwkQ4XGeHkwEFIaB7JgAUgGTBS+MW+ISIwz2CAod8B+PztmnK6yEI4fNP4kg4pT4lUhJIPMzwNIfHRftD4tGSEkzE7bJq/DwGhcjQ/mocvoTCfXyhhAc/ZMD77w7iWZ7eRliLNMZGEdO8H2r9/f1huueVqwvr16wdDhw7tEt5MaAkSYjYanL8HCETCPJfCOG0FJyudU20GrQ/XeZtaB+5euPQ2MsKl8w1Pa/etyXuewV7fU2mewVD6nDfpZEE5o5yLcHDpaV4hxCOUfFAZjpyEaD9scTZNhlmOi6xwYZz2hCMDaQmIzkeSA6FMqgVRchbHU5dGQyIlkjNql/PY20e0EFqGhFAyIRERqXOnfhr6nOvUbRoOiXxIs2UkDQwQ0mOWX7RJRtJy+PiAcJqS0qzp4IW5cr6kIS1c+UsEqMuI2HFtk8+DfHBhHCkwwznthKTlsMnRcNrRu4hLUQSEe6ZcvTiUPQgI1VCodA5/EGqykcwwpgyN1+Xo8CIQHVNbb++YBx54AJodRbf3dQHXIJnh3OjMNkIDId424qQjLFtDDI44V0cijdY4GbPuXJgk6xNnkzfTlb54D+DryQC2FQBnfQXlT9+sya+ow/wNuUOKcz0DcMhLcSWP95R7b7jfVKozjZfeXRsB4TryvAiI+SxpPcCSB0f06G9Iv00fEkPB7ZBr025wGo1qXsIsGJpGx9dr2fas62qF9pmnnnoqrL766sqMMGzYMNhuu+3gjTfeqJGZMWOGWvcCTQrzzjsv/OhHP4KJEydCt0C9H2g3RUuQEKlR4WRCiIgZ5uo0bA2vWY4tjRnHleXbIdlIBKToJM00XDqzk+NISRkS6Hjtjm9acoGIlN/4N5Qrc6zEwBdSHlKetriQ+0xD5GzPOg0h4cK5903LcXmFkBGu/mY+vgSEy5NLy92HJBNKQCRCpg6BgPiuEyJpQbi0NqdXFVZQq50Y2pA0R2if+eCDDyqC8cQTT6hppbNnz4bNN98cpk//VnN62GGHwW233QbXX3+9kv/oo49g++23h+6mDUlztAtawhxDUWb8LzjThtmY2cwiNJ6mD52eW3I4sHL10OG0AbY5oUr3yqlPbSYZmsaMM6dDm6Cmm/KHL0Cp3APmLLsNQM++AEnlmxZ1zkzoeP0u6Hj38S55mgglImnSlwPCSw65kmecK9wWxslwJJqGlzLE2YgVBBJ7GwGRyAPNw5dQmJDyBCk982PbnEhtjqU2rYnLdKPO8WiRDuquu+6qub7iiiuURgSnmq6//vowefJkuPTSS+Gaa66BjTfeWMlcfvnlsPTSSyvistZaazWo5hF5oiVIiNmgcGTCRkTAkZYSCAgkImDxE/GJM0F9RUKJR+gsGVecWScfUtJj/DPQ8eELUBm+NCR9B0EJV0z9+L9Q6pxdk09WwuFCOWW8jViExudBPswwTjvAhVNy4BPHyZnvq410cOdZCIhLo0GfmXnNkQ56PxwBCZkNw2lGOI2Gec05sJrnXXxBXC9wgydz4NLiJnBxLWmBLRNIOhBDhgxRf5GMoHbEXH4cp5suvPDC8Pjjjzc/CUGtb4ZN6CBL2m6EliAhJklIQ0SSnIiIDpcIBqfp4OoiyVKSAkJdkhzIiCuOxksyXeQqc6Bjwrdz2SXCVQ/YypSIUF7Ew4zLQkhc5IOG5UFGaN55EBAzP4kwcISDpqf5u0gLJR0SQmbD2DQaZpiqo8M5tQu5KXCdkLwcU0OWGa+mrVTUlvPrrrtudTrpxx9/DL169YJBgwbVyA4fPlzFNTuawTG1O6AlSIjZqEimFK4Dl8JsaWm8vpbyNc87DLsrV76PrAkbGaFhXDk2WVecrXyXnE+aeqBUZ22IFOfSkOSl+ZCufeMoeeBkJOJCO3waZuYr5WP7a9axnJKA2LQgNrIhmVhc6XzS1BCUHqQBalL4LjNuAn1DXnnlFXjkkUcKrl1Es6ElSAhHQExtgikDnuYLqsGwaVZsGoZQk4xNS0LzpfcIFpJhm2pMZak8jZPiOU0JLYPmZyMCHPJcxAxco9+CtSF5kI+0BCSt9sNFQKBOBISiSALiIgyqfE9yYppaXGuC1JhqzAfX5OYY32XGNQ488EC4/fbb1fLiCy20UDV8xIgRMGvWLJg0aVKNNgRnx2Bc0yOu/uaFRg5EcwUlG7TBM+OkkRMNo/m5Rno0Dy4fqQMQG0OSP42XypXSSXW13YMZ5xMv1ccmzx3S7yzlycG3DFuerntzPZ9y4DP3+U3NtM4ONfD903H0myp7fBf0+6PvXl4ExEUobGnTEJDqe2IhIqpeTDrfqbyis6vvx5ERlRyOECRJogjITTfdBPfddx8suuiiNfGrrroq9OzZE+69995qGE7hff/992HttdeGZkepkv1oB7SEJqRs0WDQvzbHVB1Wcvh06HNTxqyHy/+ES19y+IO4Fikzy9VxJc+Fy8xw7j5KKTQgabUfJvnPu621lesqs+QhS2UoyUkTzsWXLXEly7UtTl/TODNMIikSOYAAQuxDQMCTgJj15n6TtOuBuBxSpdkwkiw3O0ZcX6QOJKTeQBMMzny55ZZb1Foh2s9j4MCB0LdvX/V37733hsMPP1w5q6J25aCDDlIEpOmdUiPai4RwpEMiIuDhrKrDwZLGRVBM8pDGPBNy7TNrhcpJphdKKkIICSdjk+Xq60MUssLVhpcC0vkSj0aSD9c1Fydpasw0Enmh+VASk5aAlBwEhHueXH607BpNj4WAuLQfrtkwLjOMGabPa26O/u3m1oMLLrhA/d1www1rwnEa7h577KHOzz77bCiXy2qRMtwFdosttoDzzz8fugWiOaZ9SEg5gIi4ZptwJIJOvwWBfOi8pI7b5e9hxtm0Hi4yQu/Npqng6merOwT4iXD5QIDfSNGwER6pPjZi4YqX4sxwG/lIQzZomK/2Q8vY5LhwswyJgNAwSiA4LQZHQKQ62v5SrUnNteWFsGkyuHPJzGLmReO7rAli3qB5XZCaPo1JhaYPNce40KdPHzjvvPPU0d0QZ8e0EQkJcUy1EZGSJxHhCAfN18fckUYrEkJOfIiAVMfomOqvEQkhJhIpSUs+uDDbtUuWIwm2PLjzNATERjKkOBdJCSUgNi2Ij2OqjyxHNKSywHZERLQIWoaESEREI2GIBSen4/QUWRC0E8Cca1ku3MxbQyIz4HFN68fJ0PKlekBAXaV4sz4+ZUnyza4NcRE5TiaEeKQlGj4yEqnQf8sBhMPMzwznzB1meo500Lxc5MSM77Ckz4uAuGbIdPTwJyBa3jmDpgEkJFoPckZcrMwLDeXUPhsY+UA3KtKICZg4rrGiDScwDSeXXmpMuQbPDKNprA2l0JCDhwwtX6oLfY5cPrRMSUaSs8nbjrTvg0++IXX0ufc0z5iTL2f8/blrsNSZexdpPPf+m3nR+nBpfL5FM51Ul3KdCEgW3xDJuVWaQVPmXq46kZBKDkdEPvvGlNpo/5iGkhCfDYx8YWu4uDidhgujHQfXGZjppXOubFrXkI7D1qjaZCQ5em7KhHSqEEgyOHlXO5uWsPiWE1JXTj5NftLzDw1Le83dX+j77PpOaN0hkGzYCIiNeHD3Td8JXwJiOpaq9IKWxIyTCIZEbmrKCv04ctaEZDkiDMQH2vzmGNcGRr4wGzO6BLv5FxgnVZ1Oh4Fl5gw364Wmc/l50PbDLCPLFF1JBgQ58z4pqG9IK0zRtZUJHmVy6TmiJF3TTtAlU/II49JKMiapoDJlz3TSOUcOOGLsS0AgIwEBJg0Nk5xQXVNpTULCkZfq7+FBRDjtSBd2yl37vswREd0ATeUTQjcwosApWngA2Sip5EkcEk9yQvPToJ0vLYc7N2U5okPLgBT+IS7nVElOIillT0JCy6H5hkzRtaXNEz7ERqpDCOmg8ra0RZMP85rTxnCy0rmWkzQ7EmEwz0PDQgkI7ae5fFQ4owVxEZCQKbqUnNim8HaZDWOem9fm324+O6bVEWfHdDMSwm1gxPmQnHDCCV3CyxmJCBdG8/PVKkhOppyGxDUDxZSlZXDXrkXJbIRKCrfVz4eU6HQ+2o+C2lYWtvqUA9K47p8jE6HhPoQkhHyAJ8mwyeVNQMAhl4aAmIqDkqcZJu3UXNasAvI1t1YISz64o6DOSTvvZ0kfYSA6pnYvEuKzgdHRRx+tVs8zNSG4YyMlGxrSLBiXJsTcPE5/9xVP8kAJh5m3PqczW2jbZ+bnMwtGumefMFu4zwwWn0bLdyZMPUZS5QwEJYRwUPlGaUJCyQcXx+XJkQ+dh40UhGhCaoiDIM+lLxkNWwgBKZOZLj4ERPLr0HnVmF96yLNkqhXs0TgSEhHRtiRE2sCIAndj5HZkNBsiSjAoEfHRhIAQr8O5jkLSiphlm+cmmeFIgk5vahsk8mErO6smxNaRugiUTWNC47n8i0QpB3MMF1YqUBOSF/mg11wcd27TfpjhkqYjRBNiq5eLgJRTEhCXA6qUliMgrKaD5KnjawgGNI6ExCm6+SKaY7oBCcEV83AvANzA6IEHHuiygZEvJAICHmTAl6joeJ2f1HFwWpGSxcxD85W0LL5khGpqJIIimZds9+XSBHCkhNYhlKA0m0kmhHTQeCnORUjyIB++hEOKk8wsXLhEcHxJCdW0hBIQLp+QmTA2QhKyHginJbFOx3UREn3dCYUgkpCcER9o85MQ1wZGvjAbJJsGQyIGXJgpa+ZBO2ab7wklHD7kg9NgmGmyaEZ8NThUnsZx8bYZMeUGOqK6UA6MK9VRGxJCPri4tITDjOPytJllXAQjlID4EI8iCIjvmh82AiKlU/drEh0XGZEISkREC6ChJMRnAyMfuEwxwJALH9+QksNkA0wZXLitfJ84sJAR28yYNMQjixYkZEaMjZxk8RlJ0z7b0mQlHTQ+hJDYwkLJRx7aDx0mmWV8CIiNlFAiwaWV6l4kAXGRDFWXNOl8yUadSIj2e8uSPuJbRHNMNzHH5IVSoGkmdJaMZLKR8jXDOa0IXc/DRiTMa1oe5DRNV5LPqgWBlNN1ferhQoh8KSCPUGIiEQ8zLg0hSUM+pGsaF2J+kc65/PMkIKU6EhBVZsBMGBsB6WKG0TcUchSAaD3IGZXkmyNL+jZAUzimZoX+LumME5dpxuUbYsrTc5tviQ7XMMMlZ1SXloTrjGjeEOCwytVRl+EzdTirFsQHIWRFgq+5x1ZOniYYW5yNkGTVfLiuOWJDSQItUyIaEmGg6SRTCpePD3FxEZDqM01hijHT+zqi2shJMOmoAwmJmpCcEVlde5GQ0typoJIGBDwcVunUXDONTZZOQaUdvU5jOo5K03Q5MmKbpkvvjz4XGifV1XUPtrLqtXldUeaYUmB+IeYXGh9imvEhHnlqPkLIh8+5RCbMvDlS4yIitK5FakC46bYcAaFTe6VpuiwB8ZmWax4qk9jlR7QGWoKEAGmYOAdRLo6SC3CYZ2g8NaNw+doIQVrNiHRN47jyfTUeUriUzkdb4JLPcwpvSP62fH3vKw3xMOM4eSldCNlwXdtIhkRMfM9tpKQ7ERBulovN2ZRLZ9WAmDfkPDq+OWAW5I04cM8X6t3M4hMC7YGWICElY+aaPnc5nXKdrG1qrs1UIzmtmvHULi75Y2QlI7RsCCRDtrpJ+UplSx+RL5mo5PAxlptAG+ITV3LEcyQlKxmRSIb+yxETF9EwzyWCYpIGmpeUj0RcQgmIKi+QgFRnsRhEw5U3OxMml6NHYSQkmmNyRlwxtX1ICNeQUzLhs/YHlxYsRAYc567OnsZx9dF50k7AVX8I1FS40kNAPCfjqksR/iB5aUR8tCG+mhBbnI182IhLFvKRRvthppFkJIJSQxqYvIomID6akYbMhDEfulULoklIRERroCVICDWLSOYXGqblbUQEPM0z3LmvucOULzlmzviQEU7Fz9XBhA8xovmnmRnjQyxCzTUu+JKZEM2Ni5hkIR5pyYcOk9Jw5MMnLs05JROcGYVLw4VxmpO0BIQzqZiwEQmXNkWKq7nxNIQETAIy18mkAERzTL6IU3TbjIRw5g6wkAbd6YNHWtPEAynPad5gIUpmHK2PvjbJik2Glp+GkISYZlzEpFQnDQiFL6mphzbERTxMGVtYCEGhmgTfuHLKc44wSPFlB3kxiQtkJCCcicVHk+EzE0aKg1yOHoWTkGiOyRmR1bUPCaGNl4ZLk2HzF3E5foaeS3Wj4TSO1oG7tsnY5GzkKLRuNhmbrG/aPFAuWBtiIyUhxCOUaHBhLvMKl4b7jrJqQiQCIpldOPISSkBUvo71PaRwHwJiajgk8tOFgJg/QvDRURcSEhHRCLQMCcEbmWPRENDptxVHmE7L5WcjKS7ywk2F1WXoODMfLp7Li95nSJjLKdSU49JR4qAt1kkKotGR42AgxKSTRQPCydm0RzbyIKUN1XqY4fUkH/qcIx/muS2MM910MckUNAvGRkC46bY0beqdcXtI8h0APfrUhYTEgXu+KCWJOrKkbwe0BAkp6UZp7m/GEQFujxcdJ4WBp9Oq5CtiytP6hGoYfLUjacK4cEmOg6QNCdEqFOUb4luWrZxQ0kHTlD0JSillWBbyocM5YiOdm2k4Gc6Hg0vHhXHkhWo/VFxKAqLKS0FAXCYYUQNSzlMDEs0x3QrxgbYPCVEffwkgMXaXdJkuOJ8RyY/EJz13Dg7CYspx5XB1cZGRNGG28LTfRjmHb6vcBL4gUh4uUwxHGlxx5ZRhWchHGk2ImcYM5zQYXP4+/h8gEBCXGcRFQMopCYiPCaZUFwKCq6JlpeYREc2DliAh6sNPjFGSoBHhwlz+Ib7puXNfkkLLMMO5OBrvU0ebz4wtXCrfVpc8HE/z0IKEEplSBpNMOcAc49KEmOE2TUge5ENfZ9WESL4fXP4SgSmSgNC0aQiIT1xq0gGeBEQdxZCQaI7JF9Ec02YkBKczVTvdih8R8dWEpNWKhDir+pARrgPnCIAtzzSaEFcditAkhpAHF3yb7BDzEReWF/Ewwyk54OJouhDykVUTQrUfpryvJqSGbHBhhv+HikvpA6LKL5CAVGfclLMehHSoPOtDQrJ8t+3RZQYgsrr2ISGqATB+sLJARHQcF+bShLjMO2Y6M943H1/iQMukMnSZeqmuvuFp6tJsZs6sJhkX4cjDBCOF+5APKhNCPrJoQjjth3TOERTOfNMljDigqriUTqiq/IwExEpyvLQcrsOlBYmakG6DuGJqG5GQHgA9cNfkyjeHSURwtgWSEdNHSH/vNIwSiRKzSV2FSa/lJDIibXZH42g9aF3N8Oq9G3+pjK5X6KZ1thkw0swXWi9JzkVo6g0bgfIxw3ByeWlBuPg05MRFNmxxEvnQYWnIh3nNkRpNPlQ+gvlEx+FsFJU+x1kwrOZjrj8om7dt9kvQzBiGgHSZGYOH8eNHRHRztAYJoeYYHa6vU2hFfDUk4JGHmZatX6BmhJZH7ydELq1fiK/fiI1oNENbahtTptGA5KEF4fxAyikIii+psMVx5VLthyTPkRKJwIT6f5hxKr8CCYjTBJPL4aMBKZaEmIOytOkjvkVcMbWNSIhqEOZqO0RiEUhEdJgPKdGw5SsRE5847pork5btkkvrF+JbD6kurjT1RLNoQmykwoz3ISih2g5bHFeui2iY55ymAzzNLyqdzQl0Lvkw5YogIKWmIiCRhHQbRHNM+5AQNJGqxkvQKnBExIy3dcShviJcHmbarJoQH5NJ3oSEyydqQrJrQiRyQsmAeU4Jis2PxEYqfOO4cl0ml1DzC6T0/1D5GHLdk4BAIAGJ5piI1kJLkBDVMBCSwHWoWYiIeS6RB25lUimfLvWyxNnqmYWMSLJpSUeo02ozjJzqrQlxEY+0JpciNCE2x1NfTYiP+UVaAVWlczia2jQheREQTiYT6aArojYJCYmOqfmiVPnmyJK+HdASJEQ1DBBGRNS5xTxD0+hrjpRwMjrOZaIx00hx3DUigTKUIFEHrTsITqqSHM3blOfSZNW62OpRL7jmGPgQDk5OIh1ZiYcZTwmDDnNpRnw0ITbTC5dGIiW+5hd1zXT8Ko+UmpA8CUipMA1IGgKCi5UV091HEpIzojmmfUiIqAkpz9V8UFNGGSCp5GeegQwmGimNdI1t9vswGt6CMTClNEiFDUk+hcXhfzAMJnQptyhNRR6aEFcZzaYFkdJQWR9thykXYpZxaUJchMWXfNC4EE2IRGJs2g91bXFADdGE5E1AykUSEHb2i+toj84poj3QkpqQGpJBtSJziQmdxqtJZ8XQAnAkgk7VtU3DNc9NzYjO32fqrnmNf1+ElWFcabEalvwFDIWnSuvC0skrMAZeZ+tbvV9yP6bGg06rNeXpc9AdDd3cjoZxaYvasC6r5sNGTEopzDAcIaDXLs1IiBbEJmPTgkikgUvnOpd8PyBg9ouSFUiHjwMqQm8kR8twERBukzorAekREG5OxeXIhxlG4/U1/sX1CApAdEzNGVG15AXXQLVbILSBYUc8pdp2go7czDAd3kFkbOeuvMoe1x/DyG8IiLppowua23K/VloOpsBAr7LMNlLfB3e4BnRSujR5heZXanD5afPq8JAPeU983h0pTx0uvfch77ctrJo/8f2waR1CCAL136jG9+gqj/nYdsTNTECssilNMNwqqgWRkCxHRNdl27McITj11FNh9dVXh/79+8OwYcNgu+22gzfeeAOaHS1BQnwbE+68Rt6YZWM2tK5O3eecyyeUjLwFi0EJVTwCMO5dWKwLsXCV56pTaEcukRqfTl7qoLMeNqLlql+HZ/+T5rlJMiFEw6wfdy3dm0/ePuc+71j123IQEBcZ8DGfIMEww/U1JSgmEcmVgIhxOREQzCciguDBBx+EAw44AJ544gm4++67Yfbs2bD55pvD9OnToZnRcj4hVVPM3O9eciZVbcJc04xpnkFIviLS7JdqOnLOrYbK+YtoeW6FUzPPSTAYEq2vZoBxk5JBKh9aL1pXWziFbYTDzc6xwWe0pJ9DXtDPw4VyQHjJEUbTlD3kuHD6W3JhNJ0UT8PNeK486VzLmelMmS7hFvOLDgvxA0nr/0HLt6XPTQNSlQ8gIE4/kWJ0DtF60L0dU++6666a6yuuuEJpRJ599llYf/31oVnREiREjXbwY5/zzTVHQChRsM06KVuIiJmGTZeCmJiwTe3tgE77g0gS6AGdXe7JRZ5s4RwqGTt03yY0j6a2nIOci3Bw6SVyYYsrpwxzXdvIh77m0tpIiqnl0NdmHpp8qGuL86kZH0pE0jigmuUVQkDY+I5sxKNLXCQh3QI57Qg4ZcqUmuDevXurw4XJkyerv0OGDIFmhm8b3dxAVa9DrWqqZNOaZ8qC+pkzfUgqbH1ty88MN9XrC8OHVnMMYiH4KFi9T1X41HThGuiFml6CBpAZjpD0ISYaH5ORdL/Ss3WZz2xh0rXr3XK9j9Iz4Mw9Xeo4V/uR1v/DZZJJQ0A4U03hBKRHXiaY6BPSrj4ho0aNgoEDB1YP9P1woVKpwKGHHgrrrrsuLLfcctDMaAlNiGpYSt/89TXF4H909kzVPGPIg6AV0SYDLSOF27Qf0hRfE+aHvRS8Bf+D70CCL6fpmKpe+Ar0hNnwHXi3S540X05D4iPPxelrrgGq5GBuMa3fSY6mF980Zc8wmykmxPxihtvCbJoRH82HvubiuHOq5dBhbLhj6q2Sd2g9uDCTPNA8fAhI/TUgUAwBKTk0ohEthfHjx8OAAQOq1z5aEPQNeeWVV+CRRx6BZgfXnnY70BGX1nyYhzkS4rQiZlgPnaaHkaZjLtEp1c4kMP9y4R3MuTmrpkOI6yB54vVAmA6bwqPQA+1OiilXqpqR3jALNoWHoA/MrsmD5mvTetBwLh8aZ6alGoIexkHbZi3P5ZVFg+KTDy277Flvn/umz9P3WdNwWxiXtmx5b2x5uN5LLk9TRofjd6G+j45abQOe4/dk00ravlPzezXJQ00aZrZLagJi/vi2F9iHgPTozZtWaqbbGtfcNF0uDv+2gCbkoYcegm222QYWWGABKJVKcPPNN9fE42DruOOOg5EjR0Lfvn1h0003hTfffBO6DRLDLyTVAQpIQMzDRUIOPPBAuP322+H++++HhRZaCJodLaEJUY1ISfbRMP8CF0a0Ijotl1+oZkQjjTaE044sCJ/ADnAHvAOj4RMYqlZLHZlMhNHwAXRAhU2T1jeExkn3RFFJ4cBqPvtGsu5SQLqSQ8ZHO5JGM2LKhWg99LVPXBrNhzoXtBXmeWhYiPZDy2jiYqZJpQFxHSEzYUIWJpPWCVFHGn1f8/l14KyNFVdcEfbaay/Yfvvtu8SfccYZcO6558KVV14Jiy66KBx77LGwxRZbwKuvvgp9+hRDxLqzY2qSJHDQQQfBTTfdBA888IB6Zt0BLUFCtP+GuCCZQDYo6eBm14DFcdVc5CzUzGGbMeO67gNzYBl4G5aCt6v50iXZ05pibHWneXHxnIxNNstMm1D4NN3lgLQ20kHj8zTJcHFFkA8uriZ8boRkejGvfc0wLuLAxXEyND+qRaF55U5ArCRCICQ+JAVlZje3OcbXkXLLLbdUh9ShnnPOOXDMMcfAtttuq8KuuuoqGD58uNKY7LzzzgXVvvvigAMOgGuuuQZuueUWtVbIxx9/rMLRjwQ1Sc0K18CwW4CqdjnzDNdocYsWcY5stPGqkRUcV6nanMaZYZKqnFsMjVOP07xp2ZJJwyfcdg9cvFlvH1kura95xveQzC5Z6s3J2uJDn7v0vGkaWlbIe+Sqj2Q+0gSEfhO2b8/2bUlyXDqfvOn6H1K9VN1DzC5pCUjo4UzfUejsmCxHWkdKinHjxqlOFE0wGpjXmmuuCY8//jh0C9TZvnXBBReoGTEbbrihMmHp47rrroNmRktoQlSj0tF1iq4+B2H9EDDOpTCan5lnVVZrXTym9EpxPtoQzpzCsUj67madousywYSaX3y+LdcS8D4o5cDGfTQgnFw5ME6ST6v1CLmmGg6X6UWFGR26vnZpP0LML2aeUlwa/4+a+oQeTpLisRx7GuLRJQ4KgTYrZ0mf1pGSQo/iUfNhAq91XLMjzaqnJkLTqgkL3RAtQULQGU41MHNnx3AkQkPHcaTERVT0uT7R5MPcq4Yz0XD+Ily9zLDQ67TkIHSmDJdviG+ITd4FH/KSpn22Nbw+hIPKZTXLhBCPRpEPFebh+2HKSWFmGl//Dx2f2gE1bwLCOaHmQUDYA5oa2oEyIqJtSEi1gWE0HyUkJXMJgiIEKFshfh8kzEyrJp+UhXMPMmLWqUJWRNVxJlGhWouQaxpGiYr+q8tykRJwxNF4U8Yll9ZnJCvKGUgJTVsKiLfFcXI+JCMt8dDhXqSEOJ3qv5zmI4sWxId80LIlfxL8izNyaH28CEiaxWl8CUioX4gkj6OuJtaE5IERI0aovxMnTlQmBQ28XmmllaBboM6Oqd0VLUNC8KAOqHNPq+HcOiAux1QfWRsZsZlpdF6uOJc2xCZjhpn3EEpKuDiuzlnMMO3imCqRExvxyEpGJK2HGJdC82Gehzimhjif0jxcZIV1QNWtXhqNiO9CZEUREPV3NrT6iqk4swOJyL333lslHejw+uSTT8L+++8P3QKRhLQPCQGj8dFkwEYgEKJWhPiImKSEmzlj8xfxJSNUM+Ka9uvyDZFkqFxa04mLmEj5hZCMvEZVIZprXw0IJ+ur6aCyElGRSEVarYcrPoR8mGEhRISmk8wqWo5zPqV5BJlfzJvNRD7wr0BA0vqEBBGW1uicpk2bBm+99VaNM+oLL7yglhlfeOGF1YqfJ598MowZM6Y6RRfXFMHdYSNaBy1BQqqe7oaZhGoyXFNvTQ2KqT0x8+Lypelovi4zjU0zovMxNRUu7QgX5kNIJC0JB66ORTmmIpIGOaVK+fiQEh9thynnqwWpN/nQYTZCIZ37aD9ovI/zKS0jd/8PkXjoowACEkRUkpbQhDzzzDOw0UYbVa8PP/xw9Xfs2LFq87UjjzxSrSWy3377waRJk2C99dZTm7R1izVCEFET0j4kpLoCI0MYumgjGFOK1XG1whMUk9RI+XJ5qzBDMxJCRiCQaLjCpPpxMOVMUsTlaau3lkc0wyeWh1OqSyviIhNSeKhmxId8dIkLIB9pNR6mLKf9oPE+zqe6DPz2aV1yJyB5LkIWSkDYuKQlfEJwKqltRgeuonriiSeqo1uimZxsmhgtQUJ0o2NqKagPiFMrQvxIEJJfCEtyhPNQMuKaUUPjfUwzaabp+phObMTEN59GfmehGpBQwkHlQ7QgZrgtLETrEUI+aFzIuURKbGYVeh1qfqHl142AZCUdqQhMpeV9QloB9Z6i213RMiSkiyaEmEhcTqtAfEXMqb4s0eDytpAUXSCmM/NXcozPiI1smPEmsmpDQp1SOXDNo0RQdL6Ien5upRx9Q2ykoygtiG02TQj5UNekE3eRDJ0mhJTkof3g5G0yUI9l2NNoOFwExMs51UafIyK6F1qChKCTOs5aUx28djSVdsgl5hVTHgmDOZ0XPDQdOp3tHMvS5eh66PIxrMY0ZJneSwmJGS/JmHHStNuQcB2nno0RRn1WTDkONM5Ha+lDVNJoP8tNtk4IR0QkUpGWeLgcTrlzLZeFfEh+IT6aDR8NSf7aj7kExKWxkOJ9wkNm0qjzWVAEovUgZ0SfkPYhIWZjJvloUM2FKaPPQSAt4DEzxmaakcrSF7qMmnpYtCPgqSGRpt6mMcf4aEVsmhkKSqAaAdd4Mq1TahZCYiMenBzNoyZ/T61HGsJhpnGRD042D+0HQvuEFEpAsvh0ZJXnZEvF7B0TzTE5o5KgTSVb+jZAS5CQasM091ry/bD5itSYSBhTTrUsGi+ZfTyJiZmxaarx1Y6Ax1RfirzMMb6kQyIbjXRQDXVIldJQ2axaEB9TS1qtR97kgzun2hVf7Yd5TYmIt/OpfhB5HdIiZHn5g3hpPThzTBZ9RUREc6ElHVOpFsMkIBxpoOQALKSF+ov4EhPWaZWZ2qvlTbi0I7Y0VOPAEQJfbYhPPFdGCNmoNFDzUeRaIVKcayqvt0nGg3xwZINehxAOScMikRhKIMx4H+0HK88dYPh2QCjx8NR+pDHDhDikWslKMSQkmmNyRjTHtKkmRNBi0DhNBkwfEFOGS2OSEfAxuTi0JFRO50f9RjQk7QiF6RtSLYOBy2xD5XziJRlJth7aEd+GtSgNCI33WUNE8vPIqvXIg3ykNb2Y51ZiAQU5n4LP0uw5mF98Vke1pXNO2Z0JRSCaY/JGRhIC7fFEW4KE4Hbc6JjKOaT6zHipNvDMaqtzg7uaULhl2iWTC6MlkUwzPn4jNfK6DgwhcZEMSUtCZ7O4NDWhq6am+bwqOWs88l4rhCMQaUhHKPFoFPmg8S7fEJvphaaRtCQ15EM/lFyPgGXY02g/0hKbLnFztwuPiGgBtAQJ0Y2IXozJ1GrQDezAsYMuMA6tXBpWSxDomGrzE2HJiEkUBN8RlSaxkwz66CRIpCQPx1RbnTgUsWVXuSCzTOhqqU6TjCEgaT10HEdOQvw/bHGSicdFPqisS2NilaOajbz2gcmyBkgWx9S0s24KQJLRpNIe4/YARHNMm5EQvJM53zRUHR7TdIHZLZcz0ZhkRDWwwpReTjOiSZB5jpCm8Oo4BCerbtUkHIwzq5mHNtkA49Sq4o0OUM+00ef6sWo5m+3Y1LLQMA7UvCMhaQJTTN6rpGYlHWk1Hq5rF2HhyrTJuLQkmclHWrIBnkuw52WK8Q3znbKL5wW12tEckzPU7JY4O6Y9SEiHQUR0J060IXSarkkaqDZE9BcRZt5Iu+my5hiqebH5sAhaGjPeZrLhtCSm2UbSlLg0HzSdmdZ3gbIsn5fkhJs3SfHVhkgajhDNSFrikQfZSEM+6HmI34eZt830Uq2fRCbqqf3Ie52Q1KYYnKJbhF4wIqIxaA0SYjZMBlQDRrQhUqfu3CGX8evIg4zQOBc5ofF0eXiu7Jp0EE5K0hITLh8zP41QQtJRBw2JRGxCCEco6VDhFnKRl9aDXktxLm0GlZH8PsxzzplV1JKYmgv9AHMjJTktwR5qjglxWhWn6BazgVvW2S1xdgwBNrhdGufA9G2A1iUhRq9o+op47RsjbFZnytJOV/IZoSYTjnBY/UEYsiE5yboIia5DTVqDkKjwxE4sXMSEIxX0viTU45Mrp4zPbJIhwjZth6/GgwsL1XTQuCyaD1PGplmRHFSp9iMpA/x3wILwSe/+MGzOVFh2+oeyZoSSEesU3YwOqGk1ID4ERJohU3PdGrvotjyiT0h7+oRUe07So5U4omD6bHjMohGdV0lVJFLQRU4wzYjriAjxZn5c2doXxqyDSUgkLYmKI9+Ci5hk2cyuhhhBfUhHmk3ruHy7aEgETUejiIfrOoR8hPh9cPn7+H48NHgMnDDmB/D2PMOr973Y1xPhuPG3wQZT/pfO/AKeS7DnbT7J2yekwF10G5m+5RB9QnJvowvDeeedB4sssgj06dMH1lxzTXjqqafCMuhhmf9P4nSDh6sw0lFYjx61KmOUMeMl2Ro5I18aX1Nuj65paTpaVylekuHCdL27xBvnZn2VXMc3nao+Okr8IzYPJBwl5tDxJcfRYTm4/kWSdZVj5iHVQXqlqmWXyPPBgTbzW9mes/m7cPE0zOed4K5pevq+0m/DLIf7duh3QU0qZjq8R/rdme+/fqAPDF0C9lhhb3in7/w1n/k7feaHPcfsBfcPXioFCUHy0Ts9AVEOoXMPW3wazUooqcF7iYhoETRcE3LdddfB4YcfDhdeeKEiIOeccw5sscUW8MYbb8CwYcP8MqGq2Ao5tMPq3Dg188TQFoib2JEZMQjb7BhzJkyXzemM+KpmwjDVSLNhuJk0uh46HsHJ2MJ0Wj0a1fXR5+YInZt5Y8KchQNkNk4XWb9f1CpXKohpS3LUlKJkGWFJw0HlOa1GHhoQHcaZeiRtBo2jabOYXbz8PlTgt0elXIJjx/zwG9MAeYjqOqnAsaO2g4f+dzqUUSPgQz6w41blpDS5FKENCTHF0LgexegcoiYkZ0RzTPcgIWeddRbsu+++sOeee6prJCN33HEHXHbZZfCrX/3KL5MOg2hwUydMM40Zjp2tEUXNNZosMMmcDqllT38QrgzJ7MOZXySHVVPGDJOcZyXzjVkGosSQEdYXhZh1qrKe31daApNGtceRDF+ywV3TNCGkwwy3haUxz1BiIMlyZhiXmYaSHFoGR1q6DB7KAM8OHA3j+wwFCUhEPug1BJ6ZdzSsMeNdPwKSx9Go2TFSfAGIPiFFPNAsJATaAg0lIbNmzYJnn30Wjj766GpYuVyGTTfdFB5//PEu8jNnzlSHxuTJk9XfKXPIajsmGaFakYosq7UOpnbBXLAMTXSmw7MON2XAlEfZxDDvleamN8P0e1qam874y/qTULLBOKx2kQEiZ3a6HXL4twyn9n51GL3uQkQ6LE7eJTtZKRocubARizSE45sAPq6GYJSEcFuYi5zMdcxR4agwIH/15p5lQ6YqOzdOLfRnljuXgeOfEnOuCH1pbvrOb8pQ5elzXe7csGqvhwnnvq9vl+aFytczwIW3k/6wlJlHJyEgivF0GAexHylWhJU1D4bI6Ir3mPsXVZ/mgTva9ugJMLuTz6Nj9tx0RvoeWP6suWkxzUyAMqafM5d0YLnad0Wn09cVmDLtK/UMkjYZKUe0NhpKQj777DPo7OyE4cO/dT5D4PXrr7/eRf7UU0+FE044oUv4qL8UWs2IVkQzTNWJYPDK3MOOnzgl8AecNfdoTUydOhUGDhyYW35RE5Izojmme5hjQoAaE/Qf0Zg0aRKMHj0a3n///Vw/xu6CKVOmwKhRo2D8+PEwYMAAaCe08723+/23871rDQgSkAUWWCDXfKNPSM5QKt4MT6XSHk+0oSRkvvnmg46ODpg4cWJNOF6PGDGii3zv3r3VQYEEpB0bIw2893a9/3a+93a//3a+93YcdEW0JtL48eWGXr16waqrrgr33ntvNaxSqajrtddeu5FVi4iIiGgrVHI4IhhzTJajDdBwcwyaV8aOHQurrbYarLHGGmqK7vTp06uzZSIiIiIiikf0CckZ0Seke5CQnXbaCT799FM47rjj4OOPP4aVVloJ7rrrri7OqhzQNHP88cezJpp2QDvffzvfe7vffzvfe0REq6GUxHleEREREW0LdPRFH5MhGe3zaI75Yu7SCe3qq2M+z02H7Ak9yr1S5zOnMgvu+eLyln+eDdeEREREREQ0HnrppCzpI75FklTUkSV9OyCSkIiIiIiIbzbwzJA+khACNDJk2YQuaY8n2tDZMRERERERERHti6gJiYiIiIjIrMloj3F7qCYjakJaWhNy3nnnwSKLLAJ9+vRRO/A+9dRT0A7A5etXX3116N+/v9ppeLvttlO7DrcjTjvtNCiVSnDooYdCO+DDDz+E3XbbDYYOHQp9+/aF5ZdfHp555hloB+AWD8ceeywsuuii6t4XW2wxOOmkk+IeKjkhyeGIMKC3Ys9ytAG6LQm57rrr1BojOFXvueeegxVXXBG22GIL+OSTT6DV8eCDD8IBBxwATzzxBNx9990we/Zs2HzzzdX6Ku2Ep59+Gi666CJYYYUVoB3w5Zdfwrrrrgs9e/aEO++8E1599VU488wzYfDgwdAOOP300+GCCy6AP//5z/Daa6+p6zPOOAP+9Kc/NbpqERER7TZFFzUfqA3ABkmvtIr7SRx00EHwq1/9CtoJuM4KakSQnKy//vrQDpg2bRqsssoqcP7558PJJ5+s1pfBhe5aGfheP/roo/Dwww9DO2LrrbdW6wddeuml1bAf/ehHSivyt7/9raF1a4Uppf1ycEzFYVCrTyn1fZ6bzPsT6FHKMEU3mQX3Trum5Z9nt9SEzJo1C5599lnYdNNNq2HlclldP/7449BuwJcUMWQIzvRvD6AmaKuttqp5B1odt956q1pZeIcddlCkc+WVV4ZLLrkE2gXrrLOO2tLhf//7n7p+8cUX4ZFHHoEtt9yy0VVrCURzTL5IKpXMRzugWzqmfvbZZ8o+TFdVxevXX38d2gmoAUJ/CFTTL7fcctAOuPbaa5UJDs0x7YR33nlHmSPQDPnrX/9a3f/BBx+s9mDCrQ9aHagJwlHmUkstpTa+xDbgd7/7Hey6666NrlpEREQ7kZCIWo3AK6+8okaE7QDcvv2QQw5RvjDokNxuhBM1Iaeccoq6Rk0I/vYXXnhhW5CQf/zjH3D11VfDNddcA8suuyy88MILioDjlvbtcP9FI64TkjPi7JjWJSHzzTefGglNnDixJhyvR4wYAe2CAw88EG6//XZ46KGHYKGFFoJ2AJrh0PkY/UE0cESMzwD9g2bOnKnejVbEyJEjYZlllqkJW3rppeGGG26AdsARRxyhtCE777yzusaZQe+9956aLRZJSHbEKbo5AxcqK0US0pI+Iah+XnXVVZV92Bwl4vXaa68NrQ70JUYCctNNN8F9992npiy2CzbZZBN4+eWX1ShYH6gdQJU8nrcqAUGgyY1OxUb/iNGjR0M74KuvvlK+Xybw98ZvPyIionuiW2pCEGgXx9EPdkBrrLGGmhmBU1T33HNPaAcTDKqkb7nlFrVWCO4+jECPbJwp0MrA+6W+L/369VPrZrS6T8xhhx2mnDPRHLPjjjuqdXEuvvhidbQDttlmG+UDsvDCCytzzPPPPw9nnXUW7LXXXo2uWksgmmNyhtJkZCDISXs80W5LQnbaaSc1NfW4445TnTBO0bzrrru6OKu2ItA5EbHhhhvWhF9++eWwxx57NKhWEUUDp6Sj9uvoo4+GE088UWnAkHy3i2MmrgeCi5X9/Oc/VyY59AX56U9/qtqAiOyI5ph8kVQSSDKYY5I2ISHddp2QiIiIiIj81rUo56AJwXF/q69r4fs8N+rYHnqUeqbOZ04yG+7vvLHln2e39AmJiIiIiGgNtOv2G0XhvG72PCMJiYiIiIhoyGJlrbz9hjLHZDza4XlGEhIRERERUTWnpD3SkBB0LN53333VhAKcfo5r3swzzzxw2WWXQbdHUsl+tMHz7LaOqRERERERzekTYaJ3797qkLbfQEfrVtx+Yw7MzuStOwfTt8HzjCQkIiIioo2B6y7hIo96qn8WzDvvvGojURNoGvjtb3/bNttv6Of5yMf/ypzXvG3wPCMJiYiIiGhjoAPjuHHj1Eg6K3CyZalUO8eGG7W3MuLzDEMkIRERERFtDuw4670XUytvvxGfpz+iY2pERERERN3R7ttv5I1e3fR5RhISEVFHoGr15ptvbnQ1IiKaAjid9JJLLoErr7wSXnvtNdh///3bZvuNInB4N3yekYREdGtMmDABfvKTn8ASSyyhPMFxa/d2Ay5MhMu3R0R0x+03/vCHP6il93HrDdyEsl223ygCO3XD5xl9QiK6NWbOnAnzzz8/HHPMMXD22Wdnzg+dyVCtGRERUR/gjuB4RLTn84yakIimBu4QixuV0e3at912W7V7KmoB/vjHP8Luu++u9msIBW74t91226ndWbGcJZdcUoWPHz9e7VQ7aNAgGDJkiCrv3XffraZ7+umnYbPNNlPOYFjuBhtsoFYoNPHmm2/C+uuvrxzUcOGgu+++u0v5L7/8Mmy88cZq92PcCXi//faDadOmVeNxk0Kq3cH66o0KMf69995TO+yiqYd60kdEREQ0MyIJiWhq7LDDDvD555/D/fffXw374osvlIoxr91j0XHrjTfeUCTh9ttvh9mzZ6uljvv37w8PP/wwPProo2q+/ve+973qtLupU6fC2LFj4ZFHHoEnnngCxowZA9///vdVOAJJ0/bbb6+0Kk8++aRaufCoo46qKRdttVjO4MGDFam5/vrr4Z577gkaxdx4442w0EILqV110TSFR0RERER3QTTHRDQ1sIPecsst4ZprroFNNtlEhf3zn/9UGoiNNtoolzL69esHf/nLX6pmmL/97W+KRGCY1ixcfvnlSivywAMPwOabb660F1Rjg/EPPvggbL311opM4AJB//73v5WGBXHKKaeoe9HAe5oxYwZcddVVqg6IP//5z7DNNtvA6aef7mXHRS0NTstDwtTM0/AiIiIiOERNSETTAzUeN9xwg/L/QFx99dWw8847K0fUPLD88svX+IG8+OKL8NZbb6mOHTUgeGBnj4Th7bffrs69xz0aUAOC5hjcahvNKO+//76KR890XOlQExAEnSaHMrjBlCYgiHXXXVcRINTMRERERLQ6oiYkoumBmgFcOfCOO+6A1VdfXZlI8nBC1TBJAALJBM63R7JDgU6wCDTFoJkI/VFGjx6tVjFEkpHHKokmkGjhvZtAc1FEREREKyCSkIimBzp2on8FkgLUUKDz6CqrrFJYeZg3bok9bNgwpeHggH4i559/vvID0Y6suHeDxtJLL63C0Edj5MiRKgx9R0ygzBVXXKF8QzQRwnyReGgHWSQ9pp8H7g3xyiuv1JiiUIuD4RERERHdDdEcE9FtTDKoCcEtqalDKs6FxwM1GJ9++qk6f/XVVzOVhT4nOCMGtS64DwT6ghx88MHwwQcfKBk0w/z1r39VJhV0PMU0OMNFA3euxLVLUGOC5h3M5ze/+U2XcpBgoQwSC3S+Peigg+D//u//qv4g6HuC940H+pjg4kOTJk2qyQdnCD300EPw4Ycf1hChiIiIiKZHEhHRDdDZ2ZmMHDkS7RLJ22+/XROHYfQYPXq0V75jx45Ntt122y7hEyZMSHbfffdkvvnmS3r37p185zvfSfbdd99k8uTJKv65555LVltttaRPnz7JmDFjkuuvv16VefbZZ1fzeOONN5L11lsv6dWrV7LEEkskd911l6rbTTfdVJV56aWXko022kjlM2TIEFXG1KlTq/GzZs1K9t9/fxU3bNiw5NRTT1X1xXprPP7448kKK6yg6hk/6YiIiO6EEv7XaCIUERERERER0X6I5piIiIiIiIiIhiCSkIiWhp5iyx3opxERERER0ThEc0xESwNn00hYcMEFa5xJIyIiIiLqi0hCIiIiIiIiIhqCaI6JiIiIiIiIaAgiCYmIiIiIiIhoCCIJiYiIiIiIiGgIIgmJiIiIiIiIaAgiCYmIiIiIiIhoCCIJiYiIiIiIiGgIIgmJiIiIiIiIaAgiCYmIiIiIiIhoCCIJiYiIiIiIiGgIIgmJiIiIiIiIaAgiCYmIiIiIiIhoCCIJiYiIiIiIiGgIIgmJiIiIiIiIaAgiCYmIiIiIiIhoCCIJiYiIiIiIiGgIIgmJiIiIiIiIaAh6NKbY9kJnZyfMnj270dWIiIgg6NmzJ3R0dDS6GhERbYtIQgpEkiTw8ccfw6RJkxpdlYiICAGDBg2CESNGQKlUanRVIiLaDpGEFAhNQIYNGwbzzDNPbOQiIppskPDVV1/BJ598oq5HjhzZ6CpFRLQdIgkp0ASjCcjQoUMbXZ2IiAgGffv2VX+RiOC3Gk0zERH1RXRMLQjaBwQ1IBEREc0L/Y1Gv62IiPojkpCCEU0wERHNjfiNRkQ0DpGERERERERERDQEkYRE1A2LLLIInHPOOZny+O1vfwsrrbQSNAP22GMP2G677RqSX95lR0RERDQCpQRdxCNyx4wZM2DcuHGw6KKLQp8+fTI7uc78ahb06dcbyuXm541XXHEFHHrooV2mJn/66afQr1+/TH4y06ZNg5kzZzaFsy8SAbzHm2++OZf8Jk+erGZs4JTRPGUj6vetRkREhCHOjmlifPjWBLj2tJvhvmsehlkzZkO/gfPAlntvAjseuS0MHjYQuhvmn3/+zHnMO++86igKs2bNgl69ekEjMHDgwEJk6wkkRkiae/SITUtERIQbzT+sblO89fw42H/VI+Huqx5QBAQxffJXcOMf74ADVj8KPvvw80LKRS3DwQcfrKYr4qhwvfXWg6effroa/8ADDyhHvjvuuANWWGEFJbPWWmvBK6+8Uo3fc8891Ugd5fBAEwpnjsG4iy66CLbeemulHVl66aXh8ccfh7feegs23HBDpTVZZ5114O233xbNMboM88ByNLBeW265pSIuw4cPh//7v/+Dzz77rBqP5Rx44IFKczPffPPBFltswT4X7FgPP/xwpXlALcyRRx6pOlwTlUoFTj31VDWixqmfK664Ivzzn/+skfnvf/+r7nfAgAHQv39/+O53v1u9P2piwbTLL7+8ygvL3HTTTWH69OmsrO/vdu+998Jqq62mnjc+2zfeeEN8F959912V5tprr1WymO9yyy0HDz74YJd877zzTlh11VWhd+/e8Mgjjzjr43oWiL/85S/qncD0Sy21FJx//vk1ZBF/N1zbA+NHjx6tnj0Cfxd8TxZeeGFVnwUWWEDVJSIiovkQSUgTAhvRU3b9ozLBdM6p1MRVOivw+YQv4c8HXVZI2di53nDDDXDllVfCc889B4svvrjqmL/44osauSOOOALOPPNM1bGghmObbbZRUxyxs0KigR3LhAkT1PHLX/5SLO+kk06C3XffHV544QXV0fzkJz+Bn/70p3D00UfDM888o54FdjYSdBl4IHnB+q6//voqDk0lG2+8May88soqr7vuugsmTpwIO+64Y00eeK+o/Xj00UfhwgsvZMvBe0Uz02WXXaY6WXweN910U40MdoJXXXWVygM72MMOOwx22223aqf94Ycfqrphx3jffffBs88+C3vttRfMmTOHva9ddtlFxb/22muqs99+++27EJ/Q3+03v/mNuhd8HqitwPxdwN/6F7/4BTz//POw9tprq9/6889rSfCvfvUrOO2001RdkZy66uN6FldffTUcd9xx8Lvf/U7lecopp8Cxxx6r8kOce+65cOutt8I//vEPRaRQXpNPLPfss89WBPfNN99U5jIkcxEREU0I9AmJyB9ff/118uqrr6q/oXj54VeTTUs/th6bdeyQfPrh57nWedq0aUnPnj2Tq6++uho2a9asZIEFFkjOOOMMdX3//fdjL5hce+21VZnPP/886du3b3Ldddep68svvzwZOHBgl/xHjx6dnH322dVrzOeYY46pXj/++OMq7NJLL62G/f3vf0/69OlTvT7++OOTFVdcsUvelUol+eEPf5isuuqqyVdffaXCTjrppGTzzTevkRs/frwq44033lDXG2ywQbLyyis7n83IkSOrzwAxe/bsZKGFFkq23XZbdT1jxoxknnnmSR577LGadHvvvXeyyy67qPOjjz46WXTRRdUz5TB27Nhqfs8++6yq57vvvuuUDfnd7rnnnqrMHXfcocKkd3TcuHEq/rTTTuty36effnpNvjfffHNVxqc+rmex2GKLJddcc01NGP6ea6+9tjo/6KCDko033lj97hRnnnlmssQSS4h55/mtRkREZEPUhDQh3n7xPXAtXZBUEnj/1Q/yLfftt5U2Y911163Z4GuNNdZQo1ETOCLWGDJkCCy55JJdZHyAo2YNNJcgzFErhqHj4JQpU6z5/PrXv1amnFtuuaW6CuaLL74I999/f9WPBA/Utuh71UAzgg1oWkLNxJprrlkNQy0CmjU0UAuDS4BvttlmNeWhZkSXhdoeNDngM3UBTTmbbLKJehY77LADXHLJJfDll19m/t3M562XKdfLlkswf2t93zRf81n41Mf2LNDkhHnsvffeNc/y5JNPrjFdYR743qGp5T//+U81PT6vr7/+Gr7zne/AvvvuqzRWnLYpIiKi8YjeY02I3n17gc+cpV593J1Zs8PshPSiUVwY+ltI+Nvf/qbU72iyWHDBBWtm0qDp4PTTT++SxtwnBH1PsgLLQqCvjFkHBJocEJoc+QCXD7/77rvhscceUx3sn/70J2VKefLJJ5XPSVqEPltfhD5D27PQzxKJl0n8EHpZ9VVWWUXNaEFflHvuuUeZ2NBnBv1oRo0apUw0GI7P8Oc//zn8/ve/V2YxHwIYERFRP0RNSBNi9S1XhnKH/acZMLQ/LLnG4rmWu9hii1V9IzRwRIt+H8sss0yN7BNPPFE9xxH6//73P+VEiMA80JGzHkDtxz777KPs/+ggawI7KvTNQF8B9Ekwj5BOE2eiIGlBAqCBI2v0Y9DA54Nk4/333+9SFnaKWgvx8MMPey8PjiQBtQknnHCC8sfA50r9UEJ/tzQwf2t93/q35uBTH9uzQO0XOpO+8847XZ6lScDQ72innXZSZOW6665TviDa5wRJDhJQ9B1Bcorvycsvv5z5WUREROSLqAlpQgwdORi22GNDuOvy+5XZhcPOR20HPXvlO6rDjnn//fdXjohoYsHZBWeccYYyM6Bq3MSJJ56oZmxgh4EjdJxZomdrYKePo1mciYFmBZyJUcQeOrhL8Q9/+EPYeeedldMjXuvRMjrLHnDAAaqDQgdPdJTEe0KzCc72wJkXIZuVHXLIIcrxcsyYMcqkc9ZZZ9Wsg4KzO9ABF51RUbOAs0HQjIMdMXaWY8eOVQ62qNHA+qLjLZIb7ODRTIFmBRNIePD5bb755mqGCV7jOitc5x/yu6XBeeedp+4by0aNE5JOm0OrT31czwKJF5pZMPx73/uemm2DzrRYNs5SwuePxBCdjnHtnOuvvx5GjBihZi+hAzGSYNSi4HuHmjIkJTiDJiIiorkQSUiT4sA/7Q1Tv5wOj9z4JHT06FCzIlB7jrNlfnTY1vDjX2xTSLnY0WInilNZp06dqmz9//73v2Hw4MFd5LBjxtkHOGX2tttuq66vgTNkfvazn6lRKs6iOP7446vTdPPE66+/rma74IwJPWsCgZ0NTi/F0TSSgKOOOkp15tiRYRx2aqGLvuHsEPQLQTKBabETRgKERMOc6YPkB2fJ4CgeO0TUxqC/CgJJG84Ewc55gw02UCQIn53pO6GBxOWhhx5SM43QHwbrjbNacLpxlt8tDTBvPNAHA7UROCsFSacrja0+rmeB2i0kEGhGQRkkNugfg1OpNelDYoPvH6ZdffXV4V//+pf6bfC5Y/lIVpCMYDp8P5thgbuIiIhaxBVTm3wVxjeefgvuvfphmPzZFBg2aj7YYs+NYKElFoBGAVXbG220kRqRxtU6WxtI5PD9RVNQsyyVXwTiiqkREY1D1IQ0OZZcfXF1REREREREtBqiY2pEREREREREQxA1IRFBwGXOowWvPYAOxvG3joiIKBJRExIRERERERHREEQSUjDiSDIiorkRv9GIiMYhkpCCoFdmxLURIiIimhf6G42rqUZE1B/RJ6Qg4NoFOIVV78uBax7oZbIjIiKaQwOCBAS/UfxWQxavi4iIyAdxnZACgY8WV/E0V9aMiIhoLiABwdVW4yAhIqL+iCSkDsBVG333C4mIiKgf0AQTNSAREY1DJCERERERERERDUF0TI2IiIiIiIhoCCIJiYiIiIiIiGgIIgmJiIiIiIiIaAgiCYmIiIiIiIhoCCIJiYiIiIiIiGgIIgmJiIiIiIiIaAgiCYmIiIiIiIiARuD/AWzf3pdgAczqAAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot_optim_pcm()" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "f38edf4a", + "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": "4f99e9d2", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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", 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot_optim_3d(30, 120)" + ] + }, + { + "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/demo_notebooks/advanced/a04-example_ax_Townsend.ipynb b/demo_notebooks/advanced/a04-example_ax_Townsend.ipynb new file mode 100644 index 00000000..c8fd16e2 --- /dev/null +++ b/demo_notebooks/advanced/a04-example_ax_Townsend.ipynb @@ -0,0 +1,832 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "b9566b75", + "metadata": {}, + "source": [ + "# a04 Example - Bayesian Optimization using AX Client on 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": 24, + "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 API\n", + " \"\"\"\n", + "\n", + "\n", + " def __init__(self, initialization_dict, prop, optimizer_inputs, sample_function_output,\n", + " bounds_list,\n", + " dt=0., n_max=100, global_improvement_threshold=1e-1,\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.last_optim_idx = n_max - 1 # stop optimizing on second-to-last index so that last index is best discovered value\n", + " self.gi_thresh = global_improvement_threshold \n", + " self.proposed_trial_index = None\n", + " \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", + "\n", + " def step_optimizer(self, index, experiment):\n", + "\n", + " if index == 1: # load initial point into AX measurement history\n", + " parameters = {\n", + " measurement: experiment.__dict__[measurement][0]\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][index - 1]\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: # load last proposed trial results into AX measurement history\n", + " best_parameters, best_prediction, best_index, best_name = self.client.get_best_parameterization(use_model_predictions=False)\n", + " f_out = experiment.__dict__[self.sample_f_out][index - 1]\n", + " raw_data = {self.sample_f_out: f_out}\n", + " prev_trial_index = self.proposed_trial_index\n", + " self.client.complete_trial(trial_index=prev_trial_index, raw_data=raw_data)\n", + "\n", + " f_out_best = best_prediction[self.sample_f_out][0] # get mean from (mean, sem) of output\n", + " if not (index < self.last_optim_idx) or not (abs(f_out - f_out_best) > self.gi_thresh):\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", + " 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", + "\n", + " return f_in_next\n" + ] + }, + { + "cell_type": "markdown", + "id": "26e0e2e4", + "metadata": {}, + "source": [ + "# Instantiate OptimizeScan" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "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": 40, + "id": "0748200c", + "metadata": {}, + "outputs": [], + "source": [ + "runinfo.scan0 = AXOptimizeScan({'v1': 0., 'v2': 0.}, 'voltage', ('v1_readout', 'v2_readout'), 'vf',\n", + " ((x0, xf), (y0, yf)),\n", + " dt=1., global_improvement_threshold=1e-4, n_max=100, extremum='max')" + ] + }, + { + "cell_type": "markdown", + "id": "d6ccc59b", + "metadata": {}, + "source": [ + "# Run Experiments" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "id": "d92e7ed1", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "[INFO 12-06 18:16:09] ax.api.client: Trial 0 marked COMPLETED.\n", + "[INFO 12-06 18:16:09] 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 12-06 18:16:09] 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 12-06 18:16:09] ax.api.client: Generated new trial 1 with parameters {'v1_readout': -0.666265, 'v2_readout': 1.307467} using GenerationNode CenterOfSearchSpace.\n", + "[INFO 12-06 18:16:10] ax.api.client: Trial 1 marked COMPLETED.\n", + "[INFO 12-06 18:16:10] ax.api.client: Generated new trial 2 with parameters {'v1_readout': -2.322528, 'v2_readout': 0.448893} using GenerationNode Sobol.\n", + "[INFO 12-06 18:16:11] ax.api.client: Trial 2 marked COMPLETED.\n", + "[INFO 12-06 18:16:11] ax.api.client: Generated new trial 3 with parameters {'v1_readout': 2.374766, 'v2_readout': -0.963675} using GenerationNode Sobol.\n", + "[INFO 12-06 18:16:12] ax.api.client: Trial 3 marked COMPLETED.\n", + "[INFO 12-06 18:16:12] ax.api.client: Generated new trial 4 with parameters {'v1_readout': 0.983854, 'v2_readout': 0.968991} using GenerationNode Sobol.\n", + "[INFO 12-06 18:16:13] ax.api.client: Trial 4 marked COMPLETED.\n", + "[INFO 12-06 18:16:14] ax.api.client: Generated new trial 5 with parameters {'v1_readout': 1.35386, 'v2_readout': 0.845649} using GenerationNode MBM.\n", + "[INFO 12-06 18:16:15] ax.api.client: Trial 5 marked COMPLETED.\n", + "[INFO 12-06 18:16:16] ax.api.client: Generated new trial 6 with parameters {'v1_readout': 1.643299, 'v2_readout': 0.9193} using GenerationNode MBM.\n", + "[INFO 12-06 18:16:17] ax.api.client: Trial 6 marked COMPLETED.\n", + "[INFO 12-06 18:16:18] ax.api.client: Generated new trial 7 with parameters {'v1_readout': 1.380288, 'v2_readout': 0.177654} using GenerationNode MBM.\n", + "[INFO 12-06 18:16:19] ax.api.client: Trial 7 marked COMPLETED.\n", + "[INFO 12-06 18:16:20] ax.api.client: Generated new trial 8 with parameters {'v1_readout': 1.376589, 'v2_readout': 1.212501} using GenerationNode MBM.\n", + "[INFO 12-06 18:16:21] ax.api.client: Trial 8 marked COMPLETED.\n", + "[INFO 12-06 18:16:23] ax.api.client: Generated new trial 9 with parameters {'v1_readout': 1.373746, 'v2_readout': 1.036236} using GenerationNode MBM.\n", + "[INFO 12-06 18:16:24] ax.api.client: Trial 9 marked COMPLETED.\n", + "[INFO 12-06 18:16:25] ax.api.client: Generated new trial 10 with parameters {'v1_readout': -1.296893, 'v2_readout': -1.5} using GenerationNode MBM.\n", + "[INFO 12-06 18:16:26] ax.api.client: Trial 10 marked COMPLETED.\n", + "[INFO 12-06 18:16:27] ax.api.client: Generated new trial 11 with parameters {'v1_readout': -1.679257, 'v2_readout': -1.5} using GenerationNode MBM.\n", + "[INFO 12-06 18:16:28] ax.api.client: Trial 11 marked COMPLETED.\n", + "[INFO 12-06 18:16:29] ax.api.client: Generated new trial 12 with parameters {'v1_readout': -1.059829, 'v2_readout': -1.5} using GenerationNode MBM.\n", + "[INFO 12-06 18:16:30] ax.api.client: Trial 12 marked COMPLETED.\n", + "[INFO 12-06 18:16:32] ax.api.client: Generated new trial 13 with parameters {'v1_readout': -1.131306, 'v2_readout': -0.852734} using GenerationNode MBM.\n", + "[INFO 12-06 18:16:33] ax.api.client: Trial 13 marked COMPLETED.\n", + "[INFO 12-06 18:16:34] ax.api.client: Generated new trial 14 with parameters {'v1_readout': 2.464579, 'v2_readout': 0.915968} using GenerationNode MBM.\n", + "[INFO 12-06 18:16:35] ax.api.client: Trial 14 marked COMPLETED.\n", + "[INFO 12-06 18:16:37] ax.api.client: Generated new trial 15 with parameters {'v1_readout': 1.944789, 'v2_readout': -1.5} using GenerationNode MBM.\n", + "[INFO 12-06 18:16:38] ax.api.client: Trial 15 marked COMPLETED.\n", + "[INFO 12-06 18:16:39] ax.api.client: Generated new trial 16 with parameters {'v1_readout': 1.638048, 'v2_readout': -1.5} using GenerationNode MBM.\n", + "[INFO 12-06 18:16:40] ax.api.client: Trial 16 marked COMPLETED.\n", + "[INFO 12-06 18:16:41] ax.api.client: Generated new trial 17 with parameters {'v1_readout': 1.96233, 'v2_readout': -0.8375} using GenerationNode MBM.\n", + "[INFO 12-06 18:16:42] ax.api.client: Trial 17 marked COMPLETED.\n", + "[INFO 12-06 18:16:44] ax.api.client: Generated new trial 18 with parameters {'v1_readout': 1.924765, 'v2_readout': -0.509428} using GenerationNode MBM.\n", + "[INFO 12-06 18:16:45] ax.api.client: Trial 18 marked COMPLETED.\n", + "[INFO 12-06 18:16:46] ax.api.client: Generated new trial 19 with parameters {'v1_readout': 1.915465, 'v2_readout': -0.940733} using GenerationNode MBM.\n", + "[INFO 12-06 18:16:48] ax.api.client: Trial 19 marked COMPLETED.\n", + "[INFO 12-06 18:16:49] ax.api.client: Generated new trial 20 with parameters {'v1_readout': 1.976521, 'v2_readout': -0.954992} using GenerationNode MBM.\n", + "[INFO 12-06 18:16:50] ax.api.client: Trial 20 marked COMPLETED.\n", + "[INFO 12-06 18:16:52] ax.api.client: Generated new trial 21 with parameters {'v1_readout': -1.413031, 'v2_readout': 0.535757} using GenerationNode MBM.\n", + "[INFO 12-06 18:16:53] ax.api.client: Trial 21 marked COMPLETED.\n", + "[INFO 12-06 18:16:55] ax.api.client: Generated new trial 22 with parameters {'v1_readout': -1.679567, 'v2_readout': 1.5} using GenerationNode MBM.\n", + "[INFO 12-06 18:16:56] ax.api.client: Trial 22 marked COMPLETED.\n", + "[INFO 12-06 18:16:57] ax.api.client: Generated new trial 23 with parameters {'v1_readout': -0.423428, 'v2_readout': -1.5} using GenerationNode MBM.\n", + "[INFO 12-06 18:16:58] ax.api.client: Trial 23 marked COMPLETED.\n", + "[INFO 12-06 18:17:00] ax.api.client: Generated new trial 24 with parameters {'v1_readout': 0.579608, 'v2_readout': -1.5} using GenerationNode MBM.\n", + "[INFO 12-06 18:17:01] ax.api.client: Trial 24 marked COMPLETED.\n", + "[INFO 12-06 18:17:03] ax.api.client: Generated new trial 25 with parameters {'v1_readout': 0.244676, 'v2_readout': 1.5} using GenerationNode MBM.\n", + "[INFO 12-06 18:17:04] ax.api.client: Trial 25 marked COMPLETED.\n", + "[INFO 12-06 18:17:06] ax.api.client: Generated new trial 26 with parameters {'v1_readout': 1.870343, 'v2_readout': -0.895109} using GenerationNode MBM.\n", + "[INFO 12-06 18:17:07] ax.api.client: Trial 26 marked COMPLETED.\n", + "[INFO 12-06 18:17:08] ax.api.client: Generated new trial 27 with parameters {'v1_readout': -0.855282, 'v2_readout': 0.081248} using GenerationNode MBM.\n", + "[INFO 12-06 18:17:10] ax.api.client: Trial 27 marked COMPLETED.\n", + "[INFO 12-06 18:17:12] ax.api.client: Generated new trial 28 with parameters {'v1_readout': -1.705107, 'v2_readout': -0.104142} using GenerationNode MBM.\n", + "[INFO 12-06 18:17:13] ax.api.client: Trial 28 marked COMPLETED.\n", + "[INFO 12-06 18:17:15] ax.api.client: Generated new trial 29 with parameters {'v1_readout': 1.938733, 'v2_readout': -0.938212} using GenerationNode MBM.\n", + "[INFO 12-06 18:17:16] ax.api.client: Trial 29 marked COMPLETED.\n", + "[INFO 12-06 18:17:18] ax.api.client: Generated new trial 30 with parameters {'v1_readout': -2.5, 'v2_readout': -1.051254} using GenerationNode MBM.\n", + "[INFO 12-06 18:17:19] ax.api.client: Trial 30 marked COMPLETED.\n", + "[INFO 12-06 18:17:21] ax.api.client: Generated new trial 31 with parameters {'v1_readout': -2.5, 'v2_readout': 1.5} using GenerationNode MBM.\n", + "[INFO 12-06 18:17:22] ax.api.client: Trial 31 marked COMPLETED.\n", + "[INFO 12-06 18:17:24] ax.api.client: Generated new trial 32 with parameters {'v1_readout': 0.657615, 'v2_readout': -0.271798} using GenerationNode MBM.\n", + "[INFO 12-06 18:17:25] ax.api.client: Trial 32 marked COMPLETED.\n", + "[INFO 12-06 18:17:27] ax.api.client: Generated new trial 33 with parameters {'v1_readout': -1.843836, 'v2_readout': 0.716984} using GenerationNode MBM.\n", + "[INFO 12-06 18:17:29] ax.api.client: Trial 33 marked COMPLETED.\n", + "[INFO 12-06 18:17:31] ax.api.client: Generated new trial 34 with parameters {'v1_readout': -1.996113, 'v2_readout': 1.033909} using GenerationNode MBM.\n", + "[INFO 12-06 18:17:32] ax.api.client: Trial 34 marked COMPLETED.\n", + "[INFO 12-06 18:17:34] ax.api.client: Generated new trial 35 with parameters {'v1_readout': -1.830189, 'v2_readout': 0.845871} using GenerationNode MBM.\n", + "[INFO 12-06 18:17:35] ax.api.client: Trial 35 marked COMPLETED.\n", + "[INFO 12-06 18:17:38] ax.api.client: Generated new trial 36 with parameters {'v1_readout': 1.911826, 'v2_readout': -0.903686} using GenerationNode MBM.\n", + "[INFO 12-06 18:17:39] ax.api.client: Trial 36 marked COMPLETED.\n", + "[INFO 12-06 18:17:42] ax.api.client: Generated new trial 37 with parameters {'v1_readout': 1.929264, 'v2_readout': -0.974329} using GenerationNode MBM.\n", + "[INFO 12-06 18:17:43] ax.api.client: Trial 37 marked COMPLETED.\n", + "[INFO 12-06 18:17:45] ax.api.client: Generated new trial 38 with parameters {'v1_readout': 0.108429, 'v2_readout': -1.132857} using GenerationNode MBM.\n", + "[INFO 12-06 18:17:46] ax.api.client: Trial 38 marked COMPLETED.\n", + "[INFO 12-06 18:17:49] ax.api.client: Generated new trial 39 with parameters {'v1_readout': 1.928103, 'v2_readout': -0.945318} using GenerationNode MBM.\n", + "[INFO 12-06 18:17:50] ax.api.client: Trial 39 marked COMPLETED.\n", + "[INFO 12-06 18:17:53] ax.api.client: Generated new trial 40 with parameters {'v1_readout': 1.92868, 'v2_readout': -0.908455} using GenerationNode MBM.\n", + "[INFO 12-06 18:17:54] ax.api.client: Trial 40 marked COMPLETED.\n", + "[INFO 12-06 18:17:57] ax.api.client: Generated new trial 41 with parameters {'v1_readout': 1.78266, 'v2_readout': 1.5} using GenerationNode MBM.\n", + "[INFO 12-06 18:17:58] ax.api.client: Trial 41 marked COMPLETED.\n", + "[INFO 12-06 18:18:01] ax.api.client: Generated new trial 42 with parameters {'v1_readout': 1.017658, 'v2_readout': 1.5} using GenerationNode MBM.\n", + "[INFO 12-06 18:18:02] 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", + "[INFO 12-06 18:18:05] ax.api.client: Generated new trial 43 with parameters {'v1_readout': 1.479049, 'v2_readout': -0.768927} using GenerationNode MBM.\n", + "[INFO 12-06 18:18:06] ax.api.client: Trial 43 marked COMPLETED.\n", + "[INFO 12-06 18:18:09] ax.api.client: Generated new trial 44 with parameters {'v1_readout': 1.903592, 'v2_readout': -0.880868} using GenerationNode MBM.\n", + "[INFO 12-06 18:18:10] ax.api.client: Trial 44 marked COMPLETED.\n", + "[INFO 12-06 18:18:13] ax.api.client: Generated new trial 45 with parameters {'v1_readout': 1.921329, 'v2_readout': -0.921104} using GenerationNode MBM.\n", + "[INFO 12-06 18:18:14] ax.api.client: Trial 45 marked COMPLETED.\n", + "[INFO 12-06 18:18:18] ax.api.client: Generated new trial 46 with parameters {'v1_readout': 1.921221, 'v2_readout': -0.892285} using GenerationNode MBM.\n", + "[INFO 12-06 18:18:19] 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", + "[NumericalWarning('A not p.d., added jitter of 1.0e-08 to the diagonal'), 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 12-06 18:18:23] ax.api.client: Generated new trial 47 with parameters {'v1_readout': 1.927989, 'v2_readout': -0.928684} using GenerationNode MBM.\n", + "[INFO 12-06 18:18:24] ax.api.client: Trial 47 marked COMPLETED.\n", + "[INFO 12-06 18:18:27] ax.api.client: Generated new trial 48 with parameters {'v1_readout': -0.539985, 'v2_readout': -0.752936} using GenerationNode MBM.\n", + "[INFO 12-06 18:18:28] 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 12-06 18:18:33] ax.api.client: Generated new trial 49 with parameters {'v1_readout': 1.920773, 'v2_readout': -0.90668} using GenerationNode MBM.\n", + "[INFO 12-06 18:18:34] ax.api.client: Trial 49 marked COMPLETED.\n", + "c:\\Users\\djbasil\\AppData\\Local\\miniconda3\\envs\\pstapc\\Lib\\site-packages\\linear_operator\\utils\\cholesky.py:40: NumericalWarning:\n", + "\n", + "A not p.d., added jitter of 1.0e-08 to the diagonal\n", + "\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 12-06 18:18:39] ax.api.client: Generated new trial 50 with parameters {'v1_readout': 1.913571, 'v2_readout': -0.920861} using GenerationNode MBM.\n", + "[INFO 12-06 18:18:40] ax.api.client: Trial 50 marked COMPLETED.\n", + "c:\\Users\\djbasil\\AppData\\Local\\miniconda3\\envs\\pstapc\\Lib\\site-packages\\linear_operator\\utils\\cholesky.py:40: NumericalWarning:\n", + "\n", + "A not p.d., added jitter of 1.0e-08 to the diagonal\n", + "\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", + "[NumericalWarning('A not p.d., added jitter of 1.0e-08 to the diagonal'), 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 12-06 18:18:45] ax.api.client: Generated new trial 51 with parameters {'v1_readout': 1.932962, 'v2_readout': -0.918909} using GenerationNode MBM.\n", + "[INFO 12-06 18:18:46] ax.api.client: Trial 51 marked COMPLETED.\n", + "c:\\Users\\djbasil\\AppData\\Local\\miniconda3\\envs\\pstapc\\Lib\\site-packages\\linear_operator\\utils\\cholesky.py:40: NumericalWarning:\n", + "\n", + "A not p.d., added jitter of 1.0e-08 to the diagonal\n", + "\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", + "[NumericalWarning('A not p.d., added jitter of 1.0e-08 to the diagonal'), 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: .'), NumericalWarning('A not p.d., added jitter of 1.0e-08 to the diagonal')]\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", + "c:\\Users\\djbasil\\AppData\\Local\\miniconda3\\envs\\pstapc\\Lib\\site-packages\\linear_operator\\utils\\cholesky.py:40: NumericalWarning:\n", + "\n", + "A not p.d., added jitter of 1.0e-08 to the diagonal\n", + "\n", + "[INFO 12-06 18:18:52] ax.api.client: Generated new trial 52 with parameters {'v1_readout': -0.222669, 'v2_readout': 0.884861} using GenerationNode MBM.\n", + "[INFO 12-06 18:18:53] ax.api.client: Trial 52 marked COMPLETED.\n", + "c:\\Users\\djbasil\\AppData\\Local\\miniconda3\\envs\\pstapc\\Lib\\site-packages\\linear_operator\\utils\\cholesky.py:40: NumericalWarning:\n", + "\n", + "A not p.d., added jitter of 1.0e-08 to the diagonal\n", + "\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", + "[NumericalWarning('A not p.d., added jitter of 1.0e-08 to the diagonal'), 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: .'), 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\\linear_operator\\utils\\cholesky.py:40: NumericalWarning:\n", + "\n", + "A not p.d., added jitter of 1.0e-08 to the diagonal\n", + "\n", + "[INFO 12-06 18:18:58] ax.api.client: Generated new trial 53 with parameters {'v1_readout': 1.913467, 'v2_readout': -0.892858} using GenerationNode MBM.\n", + "[INFO 12-06 18:18:59] ax.api.client: Trial 53 marked COMPLETED.\n", + "c:\\Users\\djbasil\\AppData\\Local\\miniconda3\\envs\\pstapc\\Lib\\site-packages\\linear_operator\\utils\\cholesky.py:40: NumericalWarning:\n", + "\n", + "A not p.d., added jitter of 1.0e-08 to the diagonal\n", + "\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", + "[NumericalWarning('A not p.d., added jitter of 1.0e-08 to the diagonal'), 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: .'), OptimizationWarning('Optimization failed within `scipy.optimize.minimize` with status 2 and message ABNORMAL: .'), NumericalWarning('A not p.d., added jitter of 1.0e-08 to the diagonal')]\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", + "c:\\Users\\djbasil\\AppData\\Local\\miniconda3\\envs\\pstapc\\Lib\\site-packages\\linear_operator\\utils\\cholesky.py:40: NumericalWarning:\n", + "\n", + "A not p.d., added jitter of 1.0e-08 to the diagonal\n", + "\n", + "[INFO 12-06 18:19:05] ax.api.client: Generated new trial 54 with parameters {'v1_readout': 1.928779, 'v2_readout': -0.894047} using GenerationNode MBM.\n", + "[INFO 12-06 18:19:06] ax.api.client: Trial 54 marked COMPLETED.\n", + "c:\\Users\\djbasil\\AppData\\Local\\miniconda3\\envs\\pstapc\\Lib\\site-packages\\linear_operator\\utils\\cholesky.py:40: NumericalWarning:\n", + "\n", + "A not p.d., added jitter of 1.0e-08 to the diagonal\n", + "\n", + "[INFO 12-06 18:19:09] ax.api.client: Generated new trial 55 with parameters {'v1_readout': -1.912054, 'v2_readout': 0.818538} using GenerationNode MBM.\n", + "[INFO 12-06 18:19:10] ax.api.client: Trial 55 marked COMPLETED.\n", + "c:\\Users\\djbasil\\AppData\\Local\\miniconda3\\envs\\pstapc\\Lib\\site-packages\\linear_operator\\utils\\cholesky.py:40: NumericalWarning:\n", + "\n", + "A not p.d., added jitter of 1.0e-08 to the diagonal\n", + "\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", + "[NumericalWarning('A not p.d., added jitter of 1.0e-08 to the diagonal'), OptimizationWarning('Optimization failed within `scipy.optimize.minimize` with status 2 and message ABNORMAL: .'), NumericalWarning('A not p.d., added jitter of 1.0e-08 to the diagonal')]\n", + "Trying again with a new set of initial conditions.\n", + "\n", + "c:\\Users\\djbasil\\AppData\\Local\\miniconda3\\envs\\pstapc\\Lib\\site-packages\\linear_operator\\utils\\cholesky.py:40: NumericalWarning:\n", + "\n", + "A not p.d., added jitter of 1.0e-08 to the diagonal\n", + "\n", + "[INFO 12-06 18:19:15] ax.api.client: Generated new trial 56 with parameters {'v1_readout': 1.915148, 'v2_readout': -0.877195} using GenerationNode MBM.\n", + "[INFO 12-06 18:19:16] ax.api.client: Trial 56 marked COMPLETED.\n", + "c:\\Users\\djbasil\\AppData\\Local\\miniconda3\\envs\\pstapc\\Lib\\site-packages\\linear_operator\\utils\\cholesky.py:40: NumericalWarning:\n", + "\n", + "A not p.d., added jitter of 1.0e-08 to the diagonal\n", + "\n", + "[INFO 12-06 18:19:20] ax.api.client: Generated new trial 57 with parameters {'v1_readout': 1.924673, 'v2_readout': -0.915354} using GenerationNode MBM.\n", + "[INFO 12-06 18:19:21] ax.api.client: Trial 57 marked COMPLETED.\n", + "c:\\Users\\djbasil\\AppData\\Local\\miniconda3\\envs\\pstapc\\Lib\\site-packages\\linear_operator\\utils\\cholesky.py:40: NumericalWarning:\n", + "\n", + "A not p.d., added jitter of 1.0e-08 to the diagonal\n", + "\n", + "[INFO 12-06 18:19:25] ax.api.client: Generated new trial 58 with parameters {'v1_readout': -1.458632, 'v2_readout': -0.828693} using GenerationNode MBM.\n", + "[INFO 12-06 18:19:26] ax.api.client: Trial 58 marked COMPLETED.\n", + "c:\\Users\\djbasil\\AppData\\Local\\miniconda3\\envs\\pstapc\\Lib\\site-packages\\linear_operator\\utils\\cholesky.py:40: NumericalWarning:\n", + "\n", + "A not p.d., added jitter of 1.0e-08 to the diagonal\n", + "\n", + "[INFO 12-06 18:19:30] ax.api.client: Generated new trial 59 with parameters {'v1_readout': 1.91677, 'v2_readout': -0.911615} using GenerationNode MBM.\n", + "[INFO 12-06 18:19:31] ax.api.client: Trial 59 marked COMPLETED.\n", + "c:\\Users\\djbasil\\AppData\\Local\\miniconda3\\envs\\pstapc\\Lib\\site-packages\\linear_operator\\utils\\cholesky.py:40: NumericalWarning:\n", + "\n", + "A not p.d., added jitter of 1.0e-08 to the diagonal\n", + "\n", + "[INFO 12-06 18:19:35] ax.api.client: Generated new trial 60 with parameters {'v1_readout': 1.920394, 'v2_readout': -0.929395} using GenerationNode MBM.\n", + "[INFO 12-06 18:19:36] ax.api.client: Trial 60 marked COMPLETED.\n", + "c:\\Users\\djbasil\\AppData\\Local\\miniconda3\\envs\\pstapc\\Lib\\site-packages\\linear_operator\\utils\\cholesky.py:40: NumericalWarning:\n", + "\n", + "A not p.d., added jitter of 1.0e-08 to the diagonal\n", + "\n", + "[INFO 12-06 18:19:40] ax.api.client: Generated new trial 61 with parameters {'v1_readout': -1.383117, 'v2_readout': -0.40606} using GenerationNode MBM.\n", + "[INFO 12-06 18:19:41] ax.api.client: Trial 61 marked COMPLETED.\n", + "c:\\Users\\djbasil\\AppData\\Local\\miniconda3\\envs\\pstapc\\Lib\\site-packages\\linear_operator\\utils\\cholesky.py:40: NumericalWarning:\n", + "\n", + "A not p.d., added jitter of 1.0e-08 to the diagonal\n", + "\n", + "[INFO 12-06 18:19:45] ax.api.client: Generated new trial 62 with parameters {'v1_readout': 1.891907, 'v2_readout': -0.952528} using GenerationNode MBM.\n", + "[INFO 12-06 18:19:46] ax.api.client: Trial 62 marked COMPLETED.\n", + "c:\\Users\\djbasil\\AppData\\Local\\miniconda3\\envs\\pstapc\\Lib\\site-packages\\linear_operator\\utils\\cholesky.py:40: NumericalWarning:\n", + "\n", + "A not p.d., added jitter of 1.0e-08 to the diagonal\n", + "\n", + "[INFO 12-06 18:19:49] ax.api.client: Generated new trial 63 with parameters {'v1_readout': 1.90694, 'v2_readout': -0.905761} using GenerationNode MBM.\n", + "[INFO 12-06 18:19:50] ax.api.client: Trial 63 marked COMPLETED.\n", + "c:\\Users\\djbasil\\AppData\\Local\\miniconda3\\envs\\pstapc\\Lib\\site-packages\\linear_operator\\utils\\cholesky.py:40: NumericalWarning:\n", + "\n", + "A not p.d., added jitter of 1.0e-08 to the diagonal\n", + "\n", + "[INFO 12-06 18:19:54] ax.api.client: Generated new trial 64 with parameters {'v1_readout': 1.92232, 'v2_readout': -0.903043} using GenerationNode MBM.\n", + "[INFO 12-06 18:19:55] ax.api.client: Trial 64 marked COMPLETED.\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "best param: {'v1_readout': 1.9207725286221555, 'v2_readout': -0.9066803603014353}\n", + "Stopping Experiment\n" + ] + } + ], + "source": [ + "expt = ps.Experiment(runinfo, devices)\n", + "expt.start_thread()" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "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": 43, + "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., 51.,\n", + " 52., 53., 54., 55., 56., 57., 58., 59., 60., 61., 62., 63., 64.,\n", + " 65.]),\n", + " 'v1_readout': array([ 0. , -0.66626474, -2.32252823, 2.37476592, 0.98385359,\n", + " 1.35386029, 1.64329872, 1.38028772, 1.37658862, 1.37374575,\n", + " -1.2968932 , -1.67925678, -1.05982855, -1.13130605, 2.46457918,\n", + " 1.94478885, 1.638048 , 1.96233012, 1.92476542, 1.91546456,\n", + " 1.97652145, -1.41303094, -1.67956712, -0.42342766, 0.57960789,\n", + " 0.24467639, 1.87034334, -0.85528168, -1.70510697, 1.93873309,\n", + " -2.5 , -2.5 , 0.6576154 , -1.84383602, -1.99611286,\n", + " -1.83018885, 1.91182555, 1.92926404, 0.10842901, 1.92810271,\n", + " 1.92868015, 1.78265952, 1.01765848, 1.47904899, 1.90359228,\n", + " 1.92132898, 1.92122066, 1.92798925, -0.53998515, 1.92077253,\n", + " 1.91357125, 1.93296172, -0.22266898, 1.91346655, 1.9287792 ,\n", + " -1.91205398, 1.91514823, 1.92467335, -1.45863193, 1.91677008,\n", + " 1.92039366, -1.38311676, 1.89190714, 1.90693971, 1.92231977,\n", + " 1.92077253]),\n", + " 'v2_readout': array([ 0. , 1.30746746, 0.44889253, -0.96367469, 0.96899079,\n", + " 0.84564903, 0.91930042, 0.17765365, 1.21250111, 1.03623597,\n", + " -1.5 , -1.5 , -1.5 , -0.85273422, 0.91596793,\n", + " -1.5 , -1.5 , -0.83749992, -0.50942817, -0.94073324,\n", + " -0.95499194, 0.53575716, 1.5 , -1.5 , -1.5 ,\n", + " 1.5 , -0.89510866, 0.0812477 , -0.10414243, -0.93821229,\n", + " -1.05125426, 1.5 , -0.27179778, 0.71698421, 1.03390874,\n", + " 0.84587107, -0.90368562, -0.97432857, -1.13285744, -0.9453182 ,\n", + " -0.90845458, 1.5 , 1.5 , -0.76892675, -0.88086765,\n", + " -0.92110358, -0.89228549, -0.92868416, -0.75293616, -0.90668036,\n", + " -0.92086107, -0.91890917, 0.88486068, -0.89285817, -0.89404701,\n", + " 0.81853779, -0.87719482, -0.91535377, -0.82869326, -0.9116152 ,\n", + " -0.92939454, -0.40606022, -0.95252757, -0.90576068, -0.90304256,\n", + " -0.90668036]),\n", + " 'vf': array([-1. , -0.71501476, -0.75791288, -0.04853942, 0.2620044 ,\n", + " 1.08952507, 0.66805684, 0.32544561, 1.11189466, 1.17826916,\n", + " 0.75900267, -1.21561374, 1.03098251, 0.76321482, -2.5272974 ,\n", + " 0.94123287, -0.0100112 , 1.85176185, 1.28060912, 1.88846751,\n", + " 1.86081142, 0.27787642, -0.14350178, -0.65389155, -0.70290691,\n", + " -1.14644583, 1.87013977, -1.51634316, 0.52547689, 1.8885832 ,\n", + " -2.75881947, 0.17156104, -1.62925018, 1.80319067, 1.62246377,\n", + " 1.82217107, 1.89379446, 1.87534522, -0.92155695, 1.88811869,\n", + " 1.8942594 , -1.61881574, 0.96747207, 0.50473532, 1.8901407 ,\n", + " 1.8936226 , 1.89404995, 1.89233968, -1.16062661, 1.89470272,\n", + " 1.89271407, 1.89304763, -0.87276218, 1.89367922, 1.8935329 ,\n", + " 1.86613887, 1.8914736 , 1.89426602, 1.20955411, 1.89422581,\n", + " 1.89213569, 0.68701595, 1.87340247, 1.8925669 , 1.89470312,\n", + " 1.89470272])}" + ] + }, + "execution_count": 43, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "expt.__dict__" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "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": 45, + "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": 46, + "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": 47, + "id": "056e6892", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "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..9556c7b8 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 +307,119 @@ 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=100): + + self.init_dict = initialization_dict + + self.scan_dict = {} + self.scan_dict['iteration'] = np.ndarray((0)) + + # TODO: add iteration as a device name? + 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 # TODO: why need this and index argument in iterate() + self.n = 1 # TODO: starts at 1 like in continuous_scan? start at zero when starting empty? + self.n_max = n_max # TODO: should n_max default be None like ContinuousScan? + + 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 + + # TODO: is this needed? + if d == 0: + return 0 + + self.scan_dict['iteration'] = np.append(self.scan_dict['iteration'], i) + expt.iteration = self.scan_dict['iteration'] # TODO: is this used? + + 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/optimizers/__init__.py b/pyscan/optimizers/__init__.py new file mode 100644 index 00000000..e7911dc0 --- /dev/null +++ b/pyscan/optimizers/__init__.py @@ -0,0 +1,2 @@ +# AbstractOptimizeScan implementations +from .gradient_descent_optimizer import GradientDescentOptimizeScan diff --git a/pyscan/optimizers/gradient_descent_optimizer.py b/pyscan/optimizers/gradient_descent_optimizer.py new file mode 100644 index 00000000..d69bf87a --- /dev/null +++ b/pyscan/optimizers/gradient_descent_optimizer.py @@ -0,0 +1,52 @@ +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. + """ + + 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): + + def gd_f(f_in_prev, f_out, f_out_prev, input_epsilon, learning_rate): + 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