{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Miconi network\n", "\n", "[![Download JupyterNotebook](https://img.shields.io/badge/Download-Notebook-orange?style=for-the-badge&logo=Jupyter)](https://raw.githubusercontent.com/ANNarchy/ANNarchy.github.io/master/notebooks/Miconi.ipynb) [![Download JupyterNotebook](https://img.shields.io/badge/Open_in-Colab-blue?style=for-the-badge&logo=Jupyter)](https://colab.research.google.com/github/ANNarchy/ANNarchy.github.io/blob/master/notebooks/Miconi.ipynb)" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "#!pip install ANNarchy" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "\n", "Reward-modulated recurrent network based on:\n", "\n", "> Miconi T. (2017). Biologically plausible learning in recurrent neural networks reproduces neural dynamics observed during cognitive tasks. eLife 6:e20899. doi:10.7554/eLife.20899" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "ANNarchy 5.0 (5.0.0) on linux (posix).\n" ] } ], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", "#Less \"spamy\" progress bar but requires additionally ipywidgets\n", "from tqdm.notebook import tqdm \n", "#from tqdm import tqdm\n", "\n", "import ANNarchy as ann" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Each neuron in the reservoir follows the following equations:\n", "\n", "$$\n", " \\tau \\frac{dx(t)}{dt} + x(t) = \\sum_\\text{input} W^\\text{IN} \\, r^\\text{IN}(t) + \\sum_\\text{rec} W^\\text{REC} \\, r(t) + \\xi(t)\n", "$$\n", "\n", "$$\n", " r(t) = \\tanh(x(t))\n", "$$\n", "\n", "where $\\xi(t)$ is a random perturbation at 3 Hz, with an amplitude randomly sampled between $-A$ and $+A$.\n", "\n", "We additionally keep track of the mean firing rate with a sliding average:\n", "\n", "$$\n", " \\tilde{x}(t) = \\alpha \\, \\tilde{x}(t) + (1 - \\alpha) \\, x(t)\n", "$$\n", "\n", "The three first neurons keep a constant rate throughout learning (1 or -1) to provide some bias to the other neurons." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "neuron = ann.Neuron(\n", " parameters = dict(\n", " tau = 30.0, # Time constant\n", " constant = ann.Parameter(0.0), # The four first neurons have constant rates\n", " alpha = 0.05, # To compute the sliding mean\n", " f = 3.0, # Frequency of the perturbation\n", " A = 16., # Perturbation amplitude. dt*A/tau should be 0.5...\n", " ),\n", " equations = [\n", " # Perturbation\n", " 'perturbation = if Uniform(0.0, 1.0) < f/1000.: 1.0 else: 0.0',\n", " 'noise = if perturbation > 0.5: A * Uniform(-1.0, 1.0) else: 0.0',\n", "\n", " # ODE for x\n", " 'x += dt*(sum(in) + sum(exc) - x + noise)/tau',\n", "\n", " # Output r\n", " 'rprev = r', # store r at previous time step\n", " 'r = if constant == 0.0: tanh(x) else: tanh(constant)',\n", "\n", " # Sliding mean\n", " 'delta_x = x - x_mean',\n", " 'x_mean = alpha * x_mean + (1 - alpha) * x',\n", " ]\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The learning rule is defined by a trace $e_{i, j}(t)$ for each synapse $i \\rightarrow j$ incremented at each time step with:\n", "\n", "$$\n", " e_{i, j}(t) = e_{i, j}(t-1) + (r_i (t) \\, x_j(t))^3\n", "$$\n", "\n", "At the end $T$ of a trial, the reward $R$ is delivered and all weights are updated using:\n", "\n", "$$\n", " \\Delta w_{i, j} = \\eta \\, e_{i, j}(T) \\, |R_\\text{mean}| \\, (R - R_\\text{mean})\n", "$$\n", "\n", "where $R_\\text{mean}$ is the mean reward for the task. Here the reward is defined as the opposite of the prediction error.\n", "\n", "All traces are then reset to 0 for the next trial. Weight changes are clamped between -0.0003 and 0.0003.\n", "\n", "As ANNarchy applies the synaptic equations at each time step, we need to introduce a global boolean `learning_phase` which performs trace integration when false, and allows weight update when true." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "synapse = ann.Synapse(\n", " parameters=dict(\n", " eta = 0.5, # Learning rate\n", " max_weight_change = 0.0003, # Clip the weight changes\n", "\n", " # Flag to allow learning only at the end of a trial\n", " learning_phase = ann.Parameter(False, 'global', 'bool'), \n", " reward = 0.0, # Reward received\n", " mean_reward = 0.0, # Mean Reward received\n", " ),\n", " equations = [\n", " # Trace\n", " \"\"\"\n", " trace += if not(learning_phase):\n", " power(pre.rprev * (post.delta_x), 3)\n", " else:\n", " 0.0\n", " \"\"\",\n", "\n", " # Weight update only at the end of the trial\n", " ann.Variable(\"\"\"\n", " delta_w = if learning_phase:\n", " eta * trace * fabs(mean_reward) * (reward - mean_reward)\n", " else:\n", " 0.0 \n", " \"\"\", \n", " min='-max_weight_change', max='max_weight_change'),\n", "\n", " # Weight update\n", " \"w += delta_w\",\n", " \n", " ]\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We implement the network as a class deriving from `ann.Network`. The network has two inputs A and B, so we create the corresponding static population. The reservoir has 200 neurons, 3 of which having constant rates to serve as biases for the other neurons. \n", "\n", "Input weights are uniformly distributed between -1 and 1.\n", "\n", "The recurrent weights are normally distributed, with a coupling strength of $g=1.5$ (edge of chaos). In the original paper, the projection is fully connected (but self-connections are avoided). Using a sparse (0.1) connectivity matrix leads to similar results and is much faster." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "class MiconiNetwork (ann.Network):\n", "\n", " def __init__(self, N, g, sparseness):\n", "\n", " # Input population\n", " self.inp = self.create(2, ann.Neuron(\"r=0.0\"))\n", "\n", " # Recurrent population\n", " self.pop = self.create(N, neuron)\n", "\n", " # Biases\n", " self.pop[0].constant = 1.0\n", " self.pop[1].constant = 1.0\n", " self.pop[2].constant = -1.0\n", "\n", " # Input weights\n", " self.Wi = self.connect(self.inp, self.pop, 'in')\n", " self.Wi.all_to_all(weights=ann.Uniform(-1.0, 1.0))\n", "\n", " # Recurrent weights\n", " self.Wrec = self.connect(self.pop, self.pop, 'exc', synapse)\n", " if sparseness == 1.0:\n", " self.Wrec.all_to_all(weights=ann.Normal(0., g/np.sqrt(N)))\n", " else:\n", " self.Wrec.fixed_probability(\n", " probability=sparseness, \n", " weights=ann.Normal(0., g/np.sqrt(sparseness*N))\n", " )\n", "\n", " # Monitor\n", " self.m = self.monitor(self.pop, ['r'], start=False)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "net = MiconiNetwork(N=200, g=1.5, sparseness=0.1)\n", "net.compile()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The output of the reservoir is chosen to be the neuron of index 100." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "OUTPUT_NEURON = 100" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Parameters defining the task:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "# Durations\n", "d_stim = 200\n", "d_delay= 200\n", "d_response = 200" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Definition of a DNMS trial (AA, AB, BA, BB):" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "def dnms_trial(trial_number, input, target, R_mean, record=False, perturbation=True):\n", "\n", " # Switch off perturbations if needed\n", " if not perturbation:\n", " old_A = net.pop.A\n", " net.pop.A = 0.0\n", "\n", " # Reinitialize network\n", " net.pop.x = ann.Uniform(-0.1, 0.1).get_values(net.pop.size)\n", " net.pop.r = np.tanh(net.pop.x)\n", " net.pop[0].r = np.tanh(1.0)\n", " net.pop[1].r = np.tanh(1.0)\n", " net.pop[2].r = np.tanh(-1.0)\n", "\n", " if record: net.m.resume()\n", "\n", " # First input\n", " net.inp[input[0]].r = 1.0\n", " net.simulate(d_stim)\n", " \n", " # Delay\n", " net.inp.r = 0.0\n", " net.simulate(d_delay)\n", " \n", " # Second input\n", " net.inp[input[1]].r = 1.0\n", " net.simulate(d_stim)\n", " \n", " # Delay\n", " net.inp.r = 0.0\n", " net.simulate(d_delay)\n", " \n", " # Response\n", " if not record: net.m.resume()\n", " net.inp.r = 0.0\n", " net.simulate(d_response)\n", " \n", " # Read the output\n", " net.m.pause()\n", " recordings = net.m.get('r')\n", " \n", " # Response is over the last 200 ms\n", " output = recordings[-int(d_response):, OUTPUT_NEURON] # neuron 100 over the last 200 ms\n", " \n", " # Compute the reward as the opposite of the absolute error\n", " reward = - np.mean(np.abs(target - output))\n", " \n", " # The first 25 trial do not learn, to let R_mean get realistic values\n", " if trial_number > 25:\n", "\n", " # Apply the learning rule\n", " net.Wrec.learning_phase = True\n", " net.Wrec.reward = reward\n", " net.Wrec.mean_reward = R_mean\n", "\n", " # Learn for one step\n", " net.step()\n", " \n", " # Reset the traces\n", " net.Wrec.learning_phase = False\n", " net.Wrec.trace = 0.0\n", " #_ = m.get() # to flush the recording of the last step\n", "\n", " # Switch back on perturbations if needed\n", " if not perturbation:\n", " net.pop.A = old_A\n", "\n", " return recordings, reward" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's visualize the activity of the output neuron during the first four trials." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Perform the four different trials successively\n", "initialAA, errorAA = dnms_trial(0, [0, 0], -0.98, 0.0, record=True)\n", "initialAB, errorAB = dnms_trial(0, [0, 1], +0.98, 0.0, record=True)\n", "initialBA, errorBA = dnms_trial(0, [1, 0], +0.98, 0.0, record=True)\n", "initialBB, errorBB = dnms_trial(0, [1, 1], -0.98, 0.0, record=True)\n", "\n", "plt.figure(figsize=(12, 10))\n", "ax = plt.subplot(221)\n", "ax.plot(initialAA[:, OUTPUT_NEURON])\n", "ax.set_ylim((-1., 1.))\n", "ax.set_title('Output AA -1')\n", "ax = plt.subplot(222)\n", "ax.plot(initialBA[:, OUTPUT_NEURON])\n", "ax.set_ylim((-1., 1.))\n", "ax.set_title('Output BA +1')\n", "ax = plt.subplot(223)\n", "ax.plot(initialAB[:, OUTPUT_NEURON])\n", "ax.set_ylim((-1., 1.))\n", "ax.set_title('Output AB +1')\n", "ax = plt.subplot(224)\n", "ax.plot(initialBB[:, OUTPUT_NEURON])\n", "ax.set_ylim((-1., 1.))\n", "ax.set_title('Output BB -1')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can now run the simulation for 1500 trials. Beware, this can take 15 to 20 minutes." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "65aa260e64804793a684a7078bc49142", "version_major": 2, "version_minor": 0 }, "text/plain": [ " 0%| | 0/10000 [00:00" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "record_rewards = np.array(record_rewards)\n", "\n", "plt.figure(figsize=(10, 6))\n", "plt.plot(record_rewards[:, 0, 0], label='AA')\n", "plt.plot(record_rewards[:, 0, 1], label='AB')\n", "plt.plot(record_rewards[:, 1, 0], label='BA')\n", "plt.plot(record_rewards[:, 1, 1], label='BB')\n", "plt.plot(record_rewards.mean(axis=(1,2)), label='mean')\n", "\n", "plt.xlabel(\"Trials\")\n", "plt.ylabel(\"Mean reward\")\n", "plt.legend()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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sXr261nMrV65k4MCBALi5udGnT59axxgMBlavXm0+RgghhBD2S671QgghxOVZNVEvKSkhMTGRxMREQFmSJTExkZSUFEApU5s0aZL5+AcffJATJ07w1FNPkZSUxKeffsoPP/zA448/bj5m2rRpfPnll8yZM4dDhw7x0EMPUVpayuTJk635UYQQQghRB7nWCyGEEJZn1dL3nTt3MmLECPPPprljd911F9988w3p6enmCzlATEwMy5Yt4/HHH+fDDz+kdevWfPXVV4wePdp8zPjx48nOzmb69OlkZGTQs2dPli9ffkHTGSGEEEJYn1zrhRBCCMuz2Trq9qSoqAg/Pz8KCwtl3poQwqnp9XqqqqrUDsMpuLq6otPpLvp7uTZZlvx5CiGEsDcNuTbZVTM5IYQQtmE0GsnIyKCgoEDtUJyKv78/oaGhDt8wTgghhBBNI4m6EEI4IVOSHhwcjJeXlySOVmY0GikrKyMrKwuAsLAwlSMSQgghhD2TRF0IIZyMXq83J+mBgYFqh+M0PD09AcjKyiI4OPiSZfBCCCGEcG52tTybEEII6zPNSffy8lI5Eudj+jOXvgBCCCGEuBRJ1IUQwklJubvtyZ+5EEIIIepDEnUhhBBCCCGEEMKOSKIuhBCi2Rg+fDiPPfZYk86xZMkS2rVrh06na/K5hBBCCCGsQZrJCSGEcCoPPPAAkydP5tFHH8XHx0ftcIQQQgghLiCJuhBCCKdRUlJCVlYWo0ePJjw8vNHnqaysxM3NzYKRCSGEEMKqDAYw6sGgB50baO27uFwSdSGEEM1KdXU1U6dO5bvvvsPV1ZWHHnqIV155BY1GQ0VFBf/973/5/vvvKSgooGvXrrz11lsMHz6ctWvXMmLECACuvPJKANasWcPw4cP56aefmD59OseOHSMsLIxHHnmEJ554wvye0dHR3HvvvRw9epQlS5Zw8803880337Bx40aeffZZdu7cSVBQEDfddBNvvPEG3t7eqvzZCCGEEA5NXwVFZ6A4E0oyoCQLSjKhOAPK8qCiqOZRDOVFUFmivMaov/BcOndw9QAXT3DzBu8g8G5Vsw2Glm2gZQwExECLUJsn9pKoCyGEwGg0craqjouYlXm66hrcCX3OnDnce++9bN++nZ07d3L//fcTFRXFlClTmDp1KgcPHmTBggWEh4ezePFixowZw759+xg0aBCHDx+mY8eO/PTTTwwaNIiAgAASEhK4/fbbeemllxg/fjybN2/m4YcfJjAwkLvvvtv8vu+++y7Tp0/nxRdfBOD48eOMGTOG1157jVmzZpGdnc3UqVOZOnUqs2fPtuQfkxBCCOE8Kssg5zDknYD85NqPwtNgNFjmffQVyoNC5ee84xc/1s0HnjkFWp1l3rseNEaj0Wizd7MTRUVF+Pn5UVhYiK+vr9rhCCGETZWXl3Py5EliYmLw8PAAoKyymrjpf9o8loOvjMbLrf73jIcPH05WVhYHDhwwJ/jPPPMMS5cuZfny5cTGxpKSklKrrH3UqFH079+f119/nYKCAlq2bGkeSQe44447yM7OZsWKFebXPPXUUyxbtowDBw4Ayoh6r169WLx4sfmY++67D51Ox+eff25+buPGjQwbNozS0lLzn+356vqzN5Frk2XJn6cQQti56grIToKsJMg+dG6bfwq4RIqqcwefUGgRAj4hyrZFKHgHgruv8vDwBXcfcGtRU+auA42uZqsFfSVUnYXqcuVRXgRlOVBa8yhOr7k5cBIKUsE/Ev69p8kfuSHXJhlRF0II0awMGDCg1ij8wIEDee+999i3bx96vZ4OHTrUOr6iooLAwMCLnu/QoUPceOONtZ4bPHgwH3zwAXq9Hp1OuXvet2/fWsfs2bOHvXv3Mm/ePPNzRqMRg8HAyZMn6dy5c6M/oxBCCOFQqish6yCkJ0LabuWReRAMVXUf7xUIge2VsvOW0bUfLUKggdV4TaKvgrJc271fDUnUhRBC4Omq4+Aro1V5X0spKSlBp9ORkJBgTq5NWrRo0eTz/33eeUlJCQ888ACPPvroBcdGRUU1+f2EEEKIZqs4A1K2QMpWSN0OmfuVUey/82wJwXHQqhMEd1a2rTpBi1a2j/lidK7KCL6NSaIuhBACjUbToBJ0NW3btq3Wz1u3bqV9+/b06tULvV5PVlYWQ4cOrff5OnfuzKZNm2o9t2nTJjp06HBBwn++3r17c/DgQdq1a9ewDyCEEEI4mrwTcHKDkpinbFFKxv/Owx/Ce0F4T2Ub1hP8o2w7Ot6MNI9vZUIIIUSNlJQUpk2bxgMPPMCuXbv4+OOPee+99+jQoQN33HEHkyZN4r333qNXr15kZ2ezevVqunfvznXXXVfn+Z544gn69evHq6++yvjx49myZQuffPIJn3766SXjePrppxkwYABTp07lvvvuw9vbm4MHD7Jy5Uo++eQTa3x0IYQQwj6UFyqJ+fHVcPwvZT53LRoI7QpRAyEyHiL6KGXrkpTXmyTqQgghmpVJkyZx9uxZ+vfvj06n49///jf3338/ALNnz+a1117jiSee4MyZMwQFBTFgwACuv/76i56vd+/e/PDDD0yfPp1XX32VsLAwXnnllVod3+vSvXt31q1bx3//+1+GDh2K0Wikbdu2jB8/3pIfVwghhLAP+clw6DdIWgap22oveaZ1gdb9oc2gmuS8H3j4qRaqI5Cu79IJVgjhZC7VeVxYl3R9tx358xRCCAvIPwX7foCDSyFjb+3fBbaHtlcqj+jBSpd1cUnS9V0IIYQQQgghRMNVlsGhpZA4D06uP/e8RgttBkPnsdDxGmV+ubAaSdSFEEIIIYQQwtkVpML2zyHhW6goPPd8zBXQ7TboeC14B6kXn5ORRF0IIYQQQgghnFX2YVj3NhxYfG7euX8b6HkH9JwoI+cqkURdCCGEEEIIIZxN/ilY+ybsXQBGg/JczBUwcCq0uwq0WnXjc3KSqAshhBBCCCGEs6g6C+vfhU0fgqFKea7T9TDsKQjroW5swkwSdSGEEEIIIYRwBsdWw7Jp59Y9jxkGI1+E1n1UDUtcSBJ1IYQQQgghhHBkVeWwcrrSLA7AJxyufVsZSddo1I1N1EkSdSGEEEIIIYRwVNlH4MfJkLlf+bn/AzDyBVn33M5Joi6EEEIIIYQQjujoKiVJrygCryAY9xl0uFrtqEQ9SCs/IYQQDiMpKYkBAwbg4eFBz5491Q5HCCGEUM+2L2D+bUqSHjUIHtosSXozIom6EEIIh/Hiiy/i7e3N4cOHWb16Nd988w3+/v5qhyWEEELYjtGorIv+x5PKsms974RJv4BPiNqRiQaQ0nchhBAO4/jx41x33XW0adPGoufV6/VoNBq0sqasEEIIe2Y0wupXYOP7ys8j/gtXPCkN45oh+cYhhBCi2Vi+fDlDhgzB39+fwMBArr/+eo4fPw6ARqMhISGBV155BY1Gw/Dhw5k8eTKFhYVoNBo0Gg0vvfQSABUVFfznP/8hIiICb29v4uPjWbt2rfl9TCPxS5cuJS4uDnd3d1JSUlT4xEIIIUQDrH3zXJJ+9f+UtdElSW+WZERdCCGEcge+qsz27+vq1aAvEKWlpUybNo3u3btTUlLC9OnTuemmm0hMTCQ9PZ1Ro0YxZswY/vOf/+Dl5cXs2bOZPn06hw8fBqBFixYATJ06lYMHD7JgwQLCw8NZvHgxY8aMYd++fbRv3x6AsrIy3nrrLb766isCAwMJDg62/OcXQgghLGXH17DuTWX/mrch/gF14xFNIom6EEIIJUl/Pdz27/tcGrh51/vwW265pdbPs2bNolWrVhw8eJCuXbvi4uJCixYtCA0NBcDPzw+NRmP+GSAlJYXZs2eTkpJCeLjymf/zn/+wfPlyZs+ezeuvvw5AVVUVn376KT169GjqpxRCCCGsK2kZ/P4fZX/Y05KkOwCblL7PmDGD6OhoPDw8iI+PZ/v27Rc9dvjw4eYSxfMf1113nfmYu++++4LfjxkzxhYfRQghhIqOHj3KxIkTiY2NxdfXl+joaIAGlaXv27cPvV5Phw4daNGihfmxbt06cxk9gJubG927d7f0R3BYcq0XQgiVZCXBT1OUxnG974Lhz6odkbAAq4+oL1y4kGnTpjFz5kzi4+P54IMPGD16NIcPH66zjPDnn3+msrLS/HNubi49evTgtttuq3XcmDFjmD17tvlnd3d3630IIYRwdK5eyui2Gu/bAGPHjqVNmzZ8+eWXhIeHYzAY6Nq1a63rxuWUlJSg0+lISEhAp9PV+p2pNB7A09MTjczrqxe51gshhErKC2HhHVBVCtFD4br3ZU66g7B6ov7+++8zZcoUJk+eDMDMmTNZtmwZs2bN4plnnrng+ICAgFo/L1iwAC8vrwsu3u7u7rVKGYUQQjSBRtOgEnQ15ObmcvjwYb788kuGDh0KwMaNGy/5Gjc3N/R6fa3nevXqhV6vJysry3we0TRyrRdCCBUYjbDkYcg9Br6t4bZvQCczmx2FVUvfKysrSUhIYNSoUefeUKtl1KhRbNmypV7n+Prrr5kwYQLe3rW/QK5du5bg4GA6duzIQw89RG5u7kXPUVFRQVFRUa2HEEKI5qVly5YEBgbyxRdfcOzYMf766y+mTZt2yddER0dTUlLC6tWrycnJoaysjA4dOnDHHXcwadIkfv75Z06ePMn27dt54403WLZsmY0+jeOQa70QQqgk4RtI+g10bjD+W/AOUjsiYUFWTdRzcnLQ6/WEhITUej4kJISMjIzLvn779u3s37+f++67r9bzY8aM4dtvv2X16tW89dZbrFu3jmuuueaCUROTN954Az8/P/MjMjKy8R9KCCGEKrRaLQsWLCAhIYGuXbvy+OOP884771zyNYMGDeLBBx9k/PjxtGrVirfffhuA2bNnM2nSJJ544gk6duzIuHHj2LFjB1FRUbb4KA5FrvVCCKGC3OPw53PK/sgXIaKPuvEIi9MYjUajtU6elpZGREQEmzdvZuDAgebnn3rqKdatW8e2bdsu+foHHniALVu2sHfv3ksed+LECdq2bcuqVasYOXLkBb+vqKigoqLC/HNRURGRkZEUFhbi6+vbwE8lhJ0zGqEsV+ni7d0KXD3VjkjYmfLyck6ePElMTAweHh5qh+NULvVnX1RUhJ+fX7O7Nsm1XgghbExfDbPHwOkdyrz0SUtBa5Me4aKJGnKtt+okhqCgIHQ6HZmZmbWez8zMvOycs9LSUhYsWMArr7xy2feJjY0lKCiIY8eO1Xnxdnd3lwY0wvGV5sKmD2Dfj1B8XlOw0G7QfjT0uQv8ZbRQCGFZcq0XQggb2zZTSdLdfWHcZ5KkOyir/ld1c3OjT58+rF692vycwWBg9erVte6612XRokVUVFRw5513XvZ9Tp8+TW5uLmFhYU2OWYhm6dQWmNEfNn90LknXuSnbjH2w4V34sAf8MAmyj6gXpxDC4ci1XgghbKjwDKx9Q9m/+jXwl2k+jsrqt1+mTZvGl19+yZw5czh06BAPPfQQpaWl5s6wkyZN4tlnL1zr7+uvv2bcuHEEBgbWer6kpIQnn3ySrVu3kpyczOrVq7nxxhtp164do0ePtvbHEcL+pGyDb2+AshwIjoMJ8+G/GfB8FjxxGG76AmKHK2trHvwFPh0Av02Dsjy1IxdCOAi51gshhI0sfwYqSyAyHnr9U+1ohBVZvX//+PHjyc7OZvr06WRkZNCzZ0+WL19ubjqTkpKC9m/lGocPH2bjxo2sWLHigvPpdDr27t3LnDlzKCgoIDw8nKuvvppXX31VSt6E8ynOUNbO1FdC+6uVZTnOX2LLJxR6jFcemQfhr1fh8O+w82s4uARGvwHdb5f1NoUQTSLXeiGEsIGjK+HQUtDolPXSpeTdoVm1mZy9aq4Ne4S4wE/3wb5FENIV7vkT3Ftc/jXJG+H3JyHroPJz7Ai4/n0IiLVurMJuSDM59ThiMzl7JX+eQgiHoq+GzwZCzhEYOBVG/0/tiEQjNOTaJLdhhGiuTm1WknQ0cOOM+iXpANFD4P51MHI66NzhxBr4dCBseA+qK60asrAvBoNB7RCcjvyZCyGEaJTd3ylJulcgDHtK7WiEDVi99F0IYSUb3lO2vSdBeM+GvdbFDYY+AXHj4LfH4OR6WP0K7F0EYz+AqAGWjVXYFTc3N7RaLWlpabRq1Qo3Nzc0Mv3BqoxGI5WVlWRnZ6PVanFzc1M7JCGEEM1FZem5BnJXPAUefurGI2xCEnUhmqPsw3BsFaCBIY83/jyBbZW1N/cuhD+fg+xDMGs09L4LRr0EXgGWiljYEa1WS0xMDOnp6aSlpV3+BcJivLy8iIqKumC+thBCCHFRW2ZASSa0jIa+96gdjbARSdSFaI62f6FsO10HATFNO5dGAz0mKM3oVr0Iu76FXXMgaRkMfwb63A061yaHLOyLm5sbUVFRVFdXo9fr1Q7HKeh0OlxcXKR6QQghRP2V5cGmj5T9kdOVqkjhFCRRF6K50VfDgSXKft/JljuvVwDc8DH0mAi/PQ7ZSfD7f2Drp8qFIW6cdId3MBqNBldXV1xd5UaMEEIIYZe2zYTKYqVxcNxNakcjbEhq74Robk5tVNZM9wyAmGGWP3+bQfDgRrj2XfBuBXknYNHdMHMI7P0B9FWWf08hhBBCCFFbeSFsnansX/EfWY7Nych/bSGamwOLlW3nsdYrSde5Qv8p8GgiDH8O3FpA5n74eQp81Bs2fwylOdZ5byGEEEIIoUx1rCiEVp2g841qRyNsTBJ1IZoToxGOrFD2426w/vu5t4DhT8Pj++HKF5QR9sIUWPE8vNcJfrgLjv8FsuSUEEIIIYTlVJQoTeQAhspoujOS/+JCNCe5x6E4DXRu0Gaw7d7Xs6VScvXYfhj7EYT3BkMVHFwC390EH/aANa9DfrLtYhJCCCGEcFS758LZfAiIha43qx2NUIEk6kI0JyfXKdvIeHD1tP37u3pAn7vg/jXKPPZ+U8DdTxllX/eWkrB/cz3sWQCVZbaPTwghhBCiuTPoYdtnyv7Af4FWp248QhWSqAvRnJxcr2xjrlA3DoDQbnDdu/Cfw3DL1xA7AtBA8gZY/AC82wGWPgIp25SSfSGEEEIIcXmH/1CqFD38ldV4hFOS5dmEaC6MRkjeqOxHD1U3lvO5ekK3W5VHQaoymp44D/JP1qzJ/i0EdYSh06DrraCTf3aEEEIIIS5qa81oet/J4OatbixCNTKiLkRzUZiqLMumdYWI3mpHUzf/SBj2JDy6G+7+HXreAa7ekHNYGWX/pK+SyEvzOSGEEEKIC6XvUZbi1booUwyF05JEXYjmIi1R2QZ3Bhd3VUO5LI0GogfDuE/hiSQY+SJ4BSqj7IsfgFlXw5ldakcphBBCCGFftn2hbOPGgV+EqqEIdUmiLkRzkbZb2Yb3VDWMBvPwVcreH9unJOxuLeD0DvhqJKx6Gaor1Y5QCCGEEEJ95YWw/ydlv//96sYiVCeJuhDNRXqisg3vpWoYjebmrSTsU3cqc9WNBtj4Pnx1JeQcUzs6IYQQQgh17f0Bqs9Cq84Q2V/taITKJFEXojkwGs+NqIf1VDWUJvMNg1u/htvmKOuzZ+yDL6+Eo6vUjkwIIYQQQh1GIyR8o+z3uVuZRiicmiTqQjQHRWfgbL7SWCSki9rRWEaXcfDQFmjdHyoKYf5t57qcCiGEEEI4kzO7IHM/uHhA99vVjkbYAUnUhWgOco4o24BY+28k1xC+YXD3b9Drn0op/PJnYO2bsu66EEIIIZxLwmxlGzcOvAJUDUXYB0nUhWgOco4q26AO6sZhDS7ucMPHcOXzys9r34AVz0uyLoQQQgjnUFkK+39W9vvcrWoown5Ioi5Ec2AaUXfERB2UeVhXPAlj3lJ+3vIJrHld3ZiEEEIIIWwhaRlUlULLGIgaoHY0wk5Ioi5Ec+DoibrJgAfhuveU/fVvy5x1IYQQQji+PQuUbffx0kROmEmiLkRzkO0kiTpAv/tgRE0Z/PJnzpWCCSGEEEI4muIMOLFG2ZcmcuI8kqgLYe/KC6EkQ9kPaqduLLZyxX8g/kFlf8nDkL5H3XiEEEIIIaxh3yKloW7r/hDYVu1ohB2RRF0Ie5e8Udm2CAUPP3VjsRWNBka/Du1GQfVZ+P4fUJKldlRCCCGEEJa1Z6Gy7TFe3TiE3ZFEXQh7drYAlv1H2e96i6qh2JxWB7d8DYHtoeg0LJoMBr3aUQkhhBBCWEbWIcjcB1pX6HKz2tEIOyOJuhD2bOULUJwGAW3PLV/mTDz9YeL34NYCTm2E9e+qHZEQQgghhGUcWKJs242UtdPFBSRRF8JenVgLu75V9m/8BNy8VA1HNUHt4fr/U/bXvXluKoAQQgghRHN28BdlGzdO1TCEfZJEXQh7VFkKSx9V9vtNgTaD1I1Hbd1vh553KM1WfpqiTAkQQgghhGiusg9D9iGl7L3jNWpHI+yQJOpC2KM1r0PBKfCLhFEvqh2NfbjmbWUKQHEarPiv2tEIIYQQQjSeaTS97Qhlqp8QfyOJuhD2JvMgbP1M2b/+A3D3UTUcu+HeAm6cAWhg91w4ukrtiIQQQgghGsdc9n6junEIuyWJuhD2xGiEP54Cox46XQ/tR6kdkX1pMxAGPKTs//qossa8EEIIIURzknMMMveD1gU6Xqt2NMJO2SRRnzFjBtHR0Xh4eBAfH8/27dsveuw333yDRqOp9fDw8Kh1jNFoZPr06YSFheHp6cmoUaM4evSotT+GENZ3YDEkbwAXD2UdcXGhK1+AljFQdAZWTlc7GiFEDbnWCyFEPR1comxjhkm3d3FRVk/UFy5cyLRp03jxxRfZtWsXPXr0YPTo0WRlZV30Nb6+vqSnp5sfp06dqvX7t99+m48++oiZM2eybds2vL29GT16NOXl5db+OEJYT2UprKhZgm3INGjZRt147JWbV00JPJAwB07vVDceIYRc64UQoiEOLVW2UvYuLsHqifr777/PlClTmDx5MnFxccycORMvLy9mzZp10ddoNBpCQ0PNj5CQEPPvjEYjH3zwAc8//zw33ngj3bt359tvvyUtLY0lS5ZY++MIYT2bP1ZGif2jYPCjakdj36IHQ49/AEZYNg0MerUjEsKpybVeCCHqqSgN0vcAGil7F5dk1US9srKShIQERo06N89Wq9UyatQotmzZctHXlZSU0KZNGyIjI7nxxhs5cOCA+XcnT54kIyOj1jn9/PyIj4+/5DmFsGslWUqiDnDVK+DqqW48zcFVL4O7n3Kx23nxZEAIYV1yrRdCiAY48qeybd0PWrRSNxZh16yaqOfk5KDX62vdJQcICQkhIyOjztd07NiRWbNm8csvvzB37lwMBgODBg3i9OnTAObXNeScFRUVFBUV1XoIYVfWvwOVJRDRB+LGqR1N89AiGEa+oOz/9SqUZKsbjxBOSq71QgjRAEeWK9sOo9WNQ9g9u+v6PnDgQCZNmkTPnj0ZNmwYP//8M61ateLzzz9v9DnfeOMN/Pz8zI/IyEgLRixEE+WdODciPOpl0GjUjac56XsPhHZXur+vleZ7QjQXcq0XQjilyjI4sVbZ7zBG1VCE/bNqoh4UFIROpyMzM7PW85mZmYSGhtbrHK6urvTq1Ytjx44BmF/XkHM+++yzFBYWmh+pqakN/ShCWM/qV8FQDe2ugpihakfTvGh1MOZNZT9hDmQlqRuPEE5IrvVCCFFPyRuguhx8W0NIF7WjEXbOqom6m5sbffr0YfXq1ebnDAYDq1evZuDAgfU6h16vZ9++fYSFhQEQExNDaGhorXMWFRWxbdu2i57T3d0dX1/fWg8h7ELGfjjwM6CBUS+qHU3zFD1YWXPeqIdV8mcohK3JtV4IIerp/LJ3qaAUl+Fi7TeYNm0ad911F3379qV///588MEHlJaWMnnyZAAmTZpEREQEb7zxBgCvvPIKAwYMoF27dhQUFPDOO+9w6tQp7rvvPkDpEvvYY4/x2muv0b59e2JiYnjhhRcIDw9n3Lhx1v44QljWureUbZebILSburE0Z6NeVi5+R5bDiXUQO0ztiIRwKnKtF0KIyzAazzWSk7J3UQ9WT9THjx9PdnY206dPJyMjg549e7J8+XJzg5iUlBS02nMD+/n5+UyZMoWMjAxatmxJnz592Lx5M3FxceZjnnrqKUpLS7n//vspKChgyJAhLF++HA8PD2t/HCEsJ/PAuXU0hz2lbizNXVA7Zb769i+UtejvXwdau2vBIYTDkmu9EEJcRuZ+ZRleF0+Z6ijqRWM0Go1qB2FrRUVF+Pn5UVhYKKVxQj2L7oYDiyHuRrj9W7Wjaf5Kc+CjXlBRBDd9AT3Gqx2REA0i1ybLkj9PIYRdWf8O/PUadLgG/rFA7WiEShpybZIhJyHUkJUEB5Yo+1fIaLpFeAfBkMeU/bWvg75K1XCEEEIIIcyOr1G27a9SNw7RbEiiLoQaNrwLGJUmaKFd1Y7GccQ/CN6tID8ZEuepHY0QQgghBFSUQOp2Zb/tCHVjEc2GJOpC2Fr+Kdj/s7J/xZPqxuJo3Lxh6BPK/rq3oapc3XiEEEIIIU5tAkMV+LeBgFi1oxHNhCTqQtjatpnKUmIxwyC8p9rROJ4+k8E3QmnYkvCN2tEIIYQQwtmdWKtsY4erGYVoZiRRF8KWzuZDwhxlf9Cj6sbiqFw9YOg0ZX/fD+rGIoQQQghhmp8uZe+iASRRF8KWEr6BqlIIjoN2I9WOxnFFxivb/FPqxiGEEEII51aUDtmHAI1STSlEPUmiLoStVFfC1pnK/qBHQKNRNx5H5tda2ZblQGWZurEIIYQQwnmZyt7De4JXgJqRiGZGEnUhbGX/j1CSAT5h0PVWtaNxbB7+4Oaj7BedUTUUIYQQQjixEzVl7zI/XTSQJOpC2ILRCFtmKPvxD4CLm7rxODqNBvwjlf2CFHVjEUIIIYRzMhrPayQn89NFw0iiLoQtpGyBzP3g4gl97lY7GudgKn8vTFU3DiGEEEI4p6xDUJKpfP8z9c8Rop4kURfCFrZ/qWy73waeLdWNxVn4mUbUJVEXQgghhAqSNyrbqHhlVRohGkASdSGsrTgDDi1V9vtNUTcWZ2IqfS88rW4cQgghhHBOpzYp2zZD1I1DNEuSqAthbQlzwFCtlDyFdVc7GudhGlGX0nchhBBC2JrRCKc2K/vRg9WNRTRJwqk8Kqr1Nn9fSdSFsCZ9FSTMVvZlNN22pPRdCCGEEGrJPQalWaBzh/DeakcjGimrqJw7vtrGle+uI7Oo3KbvLYm6ENaUtAyK08G7FcTdoHY0zsVU+l50BvTV6sYihBBCCOdiKntv3Vfmpzdjn6w5RnmVgRBfd4J93G363pKoC2FNO75Str3vAhfb/s/t9FqEgtYVjHpl/XohhBBCCFsxlb23kbL35iqruJwF25XKzCdHd0Kj0dj0/SVRF8Jaco9D8gbQaKHvZLWjcT5aLfiGK/tS/i6EEEIIWzEaIdnUSG6QurGIRpu75RSVegO9o/wZ2DbQ5u8viboQ1rL7O2XbbtS5Nb2FbflHKduCU+rGIYQQQgjnUZACRadB6wKR/dWORjRCeZWe77Yq3x+nDI1VJQZJ1IWwBn01JM5X9ntPUjcWZxYQo2zzTqobhxBCCCGch6nsPbwXuHmrG4tolMW7z5BfVkVkgCdXdwlVJQZJ1IWwhqMroCRTaSLXYYza0TivljWJer4k6kIIIYSwkVMbla2UvTdLRqORuTWj6XcNjEante3cdBNJ1IWwhl3fKtseE0Hnqm4szkxG1IUQQghha9JIrlnbe7qQA2lFuLloubWPetNXJVEXwtKK0pURdYBe/1Q3FmcnI+pCCCGEsKWSbMg7oexHxqsbi2iU+dtSALi+Wxj+Xm6qxSGJuhCWtme+siRY1EBo1UHtaJybaUS9NBsqitWNRQghhBCO7/QOZduqE3j6qxqKaLii8iqW7kkD4B/xUarGIom6EJZkNMKumm7vMpquPg8/8KpZTkPK34UQQghhbae3K9vW/dSNQzTKkt1nOFulp0NIC/q0aalqLJKoC2FJyRuVMms3H+gyTu1oBEj5uxBCCCFsJ7VmRF0S9WbHaDQyb6tS9n5HfBs0GnWayJlIoi6EJe35Xtl2vVmW47AXATVrX8qIuhBCCCGsSV8NabuUfVk/vdnZlZLP4cxiPFy1jOsVoXY4kqgLYTGVZXDwF2W/x0R1YxHnmDu/n1A3DiGEEEI4tqwDUFUG7n4Q1FHtaEQDmUbTx3YPx89T/VWbJFEXwlIO/w6VJeDfBqIGqB2NMJHSdyGEEELYQqppfnof0Eqa1ZwUnq1i2b50QP0mcibyN0gIS9mzQNl2Hw8qz2kR5zGVvufKiLoQQgghrOj0TmXbWsrem5uliWeoqDbQKdSHnpH+aocDSKIuhGWUZMHxv5T9HhPUjUXUFtRe2RadhooSdWMRQgghhOOSju/N1sKdqQDc3jdS9SZyJi5qByCEQ9j3o7J2ekRfCGyrdjTifF4B4N1KWUs95whE9FY7IiGEEKLBEk7l88bvhziRU0rPSH+evaYT7UN81A5LmJTmnOuH07qPurGIBjmQVsj+M0W46jR20UTOREbUhbAEU7d3GU23T6aGLjlH1I1DCCGEaITtJ/OY8MUWdp7KJ6+0kr+Ssrj5080kphaoHZowMZW9B3UET3XX3xYN88MOZTT96rhQArzdVI7mHEnUhWiqrEOQsRe0LtDlZrWjAUBvMLLiQAaPfr+bGz7ZyIQvtjBjzTGyisrVDk0drToo2+zD6sYhhBBCNNDZSj3/XrCbKr2RKzsFs+D+AfSLbklxRTUPfLeT3JIKtUMUcK7sPVLK3puT8io9SxLTALi9X6TK0dRmk0R9xowZREdH4+HhQXx8PNu3b7/osV9++SVDhw6lZcuWtGzZklGjRl1w/N13341Go6n1GDNmjLU/hhB1MzWRa381eAeqGwuQklvG7Z9v4f7vEli6J429pwvZeiKPd/48zNC31/DOn0lUVOvVDtO2ZERdCKuTa70Q1jFnSzLpheVE+Hvy8cReDIgN5JvJ/WnbypvMogreXi43oe3CmQRlG9FX3ThEg6w4mEnh2SrC/TwY0i5I7XBqsXqivnDhQqZNm8aLL77Irl276NGjB6NHjyYrK6vO49euXcvEiRNZs2YNW7ZsITIykquvvpozZ87UOm7MmDGkp6ebH99//721P4oQFzIYYN8iZd8Oyt5PZJdw68zNJJzKp4W7C/dfEcsX/+zD/27qSs9IfyqqDcxYc5ybZmwmvfCs2uHajoyoC2FVcq0Xwjqq9Aa+3qgsL/r4VR3wdlfaS3m7u/D2rT0A+CEhlX2nC1WLUQBGI6TtVvalF06zYip7v7VvJDqtfTSRM7F6ov7+++8zZcoUJk+eTFxcHDNnzsTLy4tZs2bVefy8efN4+OGH6dmzJ506deKrr77CYDCwevXqWse5u7sTGhpqfrRsKXNBhAqSN0DRGfDwgw7qjvQUnq3irtnbySquoGOID8sfG8pz13bm6i6h3BHfhsUPD2Lmnb0J9HbjYHoRN3+6mdS8MlVjthnTiHreCaiuVDcWIRyQXOuFsI41SVlkF1cQ1MKNG3qE1/pdnzYtGdczHKMR3l8pN6JVlX8SygtB5w6tOqsdjain1LwyNh7LAeC2Pq1VjuZCVk3UKysrSUhIYNSoUefeUKtl1KhRbNmypV7nKCsro6qqioCAgFrPr127luDgYDp27MhDDz1Ebm6uRWMXol72/qBsu9wELu6qhvLc4n2k5p2ldUtP5k2Jp3VLr1q/12g0jOkaxi9TB9O2lTfpheXcPXs7hWVVKkVsQ77h4OajdObPk/XUhbAkudYLYT2/7FHmzt7UKwI3lwu/tj82qgNaDaw5nM2h9CJbhydMTKPpoV3BxX6akYlLW5RwGoDB7QKJDPC6zNG2Z9VEPScnB71eT0hISK3nQ0JCyMjIqNc5nn76acLDw2t9ARgzZgzffvstq1ev5q233mLdunVcc8016PV1z7utqKigqKio1kOIJquugEO/KvvdblM1lDWHs1i2Nx0XrYZP/tGboBYXv2nQuqUX8+4bQJifB8ezS3l28V6MRqMNo1WBRnNuPfUcGXUQwpLkWi+EdVRWG1h3OBuAa7uF1XlMdJA319T8bua64zaLTfyNKVEP76VuHKLe9AYjP563dro9suuu72+++SYLFixg8eLFeHh4mJ+fMGECN9xwA926dWPcuHH89ttv7Nixg7Vr19Z5njfeeAM/Pz/zIzLSPv9jiGbm2CqoKASfcIgapFoYVXoDr/12EIC7B0XTM9L/sq8J9fPg83/2wUWr4fd9GfxYc0fRoQXHKdvMg+rGIYSoRa71QtRt+8k8SiqqaeXjTo/W/hc97qFhbQH4bW86aQVO1H/GnqQlKltJ1JuNTcdySCssx8/TldFdQtUOp05WTdSDgoLQ6XRkZmbWej4zM5PQ0Ev/gbz77ru8+eabrFixgu7du1/y2NjYWIKCgjh27Fidv3/22WcpLCw0P1JTUxv2QYSoy/6flG3Xm0Gr3j2vZXvTOZ5dSoC3G4+MbF/v13Vv7c+0q5Uma6//foj8Ugefux3aTdlm7FU3DiEcjFzrhbCOrSeUqR5D2wehvUSTq64RfsTHBKA3GPlhp/y9tzmDQRL1Zmhhzf8r43qG4+GqUzmaulk1u3Bzc6NPnz61msOYmsUMHDjwoq97++23efXVV1m+fDl9+15+iYPTp0+Tm5tLWFjdZUHu7u74+vrWegjRJJWlcPgPZb+remunG41Gc6nbvUNi8PN0bdDrpwyNpVOoD/llVbzn6I1ozIn6PnXjEMLByLVeCOvYkZwHQP/ogMscCf+IjwKUDtZ6g4NPZ7M3ucegshhcPM81rxV2Lb+0kpUHlJvLt9lp2TvYoPR92rRpfPnll8yZM4dDhw7x0EMPUVpayuTJkwGYNGkSzz77rPn4t956ixdeeIFZs2YRHR1NRkYGGRkZlJSUAFBSUsKTTz7J1q1bSU5OZvXq1dx44420a9eO0aNHW/vjCKE4/AdUlUHLaAhXbxmOTcdyScooxstNx53xbRr8eledlpdu6ALAwh2pnHHkkrnQrsq2MBXK8tSNRQgHI9d6ISyrstrAntMFAPStR6I+ukso/l6upBWWs/5ItpWjE7WY5qeH9QCdi7qxiHpZkniGSr2BLuG+dI3wUzuci7J6oj5+/Hjeffddpk+fTs+ePUlMTGT58uXmpjMpKSmkp6ebj//ss8+orKzk1ltvJSwszPx49913AdDpdOzdu5cbbriBDh06cO+999KnTx82bNiAu7u6XbeFE9n/s7LteovSqEwlPyYoZTs3947Az6tho+kmA2IDGdQ2kCq9kU/X1F1S6hA8/JQbKyCj6kJYmFzrhbCsA2mFlFcZaOnlSttW3pc93sNVx829lOWlFu6Q8nebkkZyzYrRaDT/PzK+n/2OpgPY5LbP1KlTmTp1ap2/+3tTmOTk5Euey9PTkz///NNCkQnRCGcL4NhKZb/rraqFUVxexfIDSkflW/s07R+af49sz+bjufywM5V/jWhHuL+nJUK0P6HdID9ZSdRjh6kdjRAORa71QlhOwql8QBlN19RzQODWPq2Ztekkfx3Ooqi8Cl+Pxt3AFw0kiXqzsu9MIUkZxbi5aLmxR4Ta4VySXXd9F8IuJS0DfSW06gwhcaqF8eeBTMqrDMS28qZH66aV7cTHBjIgNoAqvZHP1jrw8i6hNc2qZERdCCGEHTuQpiwv2JDre+cwH9oFt6Cy2sCKA5mXf4FoOn31uSa1kqg3C6bR9DFdQhtdjWorkqgL0VD7f1S2XW9RNQzT3fbRXULrfbf9Uv49UukAv3BHKumFDjpXXTq/CyGEaAYOpSuJeqfQ+jdF1Gg03NgjHIBfEs9YJS7xNzlHlJ5Fbi0gsJ3a0YjLOFupZ2liGmD/Ze8giboQDVOSDSfWKfsqdnsHOJhWqIQRbpkmGAPbBtI/JoBKvYHZm5Itck67E9ZD2WYnQUWJurEIIYQQdaisNnA8W7lGdQrzadBrx9Yk6puO5ZBTUmHx2MTfpO9RtqHdVV2qV9TP8gPpFFdUExngycDYQLXDuSz5GyVEQxz6BYx6pbwpsK1qYVTrDSRlFAMQF265JYgeHBYLwPfbUiipqLbYee2Gbzj4RoDRcG5OmRBCCGFHTuSUUKU34uPuQkQDe8ZEB3nTLcIPgxH+OpRlpQiFWeZ+ZWuq2BN2zVT2flufSLRa9ZpB15ck6jZkMBjJL62kWm9QOxTRWOd3e1fRiZxSKqoNeLvpaBPgZbHzDu8QTGwrb4orqlm000G7xrbup2xPb1c3DiGEEKIOh2tuxHcM9WnU1LZRnZXVFlYdknnqVpd5QNmGdFE3DnFZiakFbD2Rh1ajNF5sDiRRtwGj0cjsTSfp//pqer26km4vreDJRXvIKi5XOzTREIVn4NRmZb/LTaqGcrCmyUznMF+L3hHUajXcMzgGgNmbktEbjBY7t92I7K9sU3eoG4cQQghRh0PpSqLe0LJ3k5GdgwHYcDSH8iq9xeISdTAn6l3VjUNc1nsrDgNwU6/WzWZ1I0nUbeDN5Um8/OtB81yhs1V6FiWc5toPN7AzOU/l6ES9HVgMGCFqIPipeyfuYE2TmS4WLHs3uaV3a/y9XEnJK2PlQQe8G9+6JlE/vR2MDngjQgghRLN2NLNmRD2kcYl6l3Bfwvw8OFulZ8uJXEuGJs5Xkg2lWYAGgjupHY24hC3Hc9lwNAdXnYbHRrVXO5x6k0TdylYezOTzdScA+O+1nUl6dQw/PjiQTqE+5JRUMmnWdknWm4v9PylblcveAY6YLuIN6AZbX55uOu6IjwJgzuZki59fdWHdQecGZbmQd0LtaIQQQohaknNLAYgJatGo12s0Gq7spIyqr5byd+vJqhlND4gBN291YxEXZTQaeefPJAAm9o8i0oJTRq1NEnUrKq/SM/0XpcnElKExTLkiFg9XHX2jA1jyr8EMbR9EWaWeB75LIK3AQZfDchS5xyFtF2i0EDdO7Wg4ka1cxNu2ss6F4R/xbdBoYMuJXE7VfGFwGC7uENZT2T8t5e9CCCHsh95gJDVP+U7YJrDxCYVpnvpfh7IwSvWYdcj89GZhSeIZdqUU4OmqY+qI5rWEniTqVrRgewrpheWE+3nwxNUda/3Ow1XHF//sS5dwX3JLK3lo3i4qqmUekd06sFjZxlwBLVqpGkp5lZ7U/DIAYls17m775UT4e3JFe+Vz/uCITeWiBijb5A3qxiGEEEKcJ63gLJV6A246bZPm0Q5sG4inq460wnLzdDlhYTI/3e6VVFTzxu/KaPrUK9sR7OuhckQNI4m6lRgMRr7edBKAh0e0w8NVd8Exnm46Zt7ZBz9PV/akFvDBqqO2DlPU18ElyraLumunA5zKLcNoBB8PF4JauFntfSb0iwRg0c7TjrdSQewwZXtincxTF0IIYTdO5So34iMDPNE1oVmsh6uOIe2DAFgty7RZh2lpNhlRt1sfrz5KVnEF0YFe3Dc0Ru1wGkwSdSvZdjKP1Lyz+Li7cEvvizceiwzw4q1bugMwc91xdsh8dfuTexwy9oFGB53Hqh0Nx7NLAGjbqkWjlm2pr5GdQwj0diOruIK1h7Ot9j6qiBoIWlcoTJV56kIIIezGSfP89KZPbRvVWeapW42+GrKUkVpJ1O3TsawSZtUMmk4fG4e7y4WDpvZOEnUrWZSglAtf3yMMT7dL/8UY0zWUW3q3xmiEaT8kUlJRbYsQRX2Zyt5jh4FXgLqxACdqEvVYK81PN3Fz0XJz7wgAfkw4bdX3sjk3b4iMV/ZPrFU1FCGEEMLkVI6SqLcJbPo1fkRNQ7k9pwvNKw8JC8k7DvoKcPUG/2i1oxF/YzQaefnXA1TpjYzsFMyVnULUDqlRJFG3gopqPcv3ZwBccjT9fC/eEEeEvyepeWd57beD1gxPNJSp7N0OmsjB+Y3krDM//Xw39VL+/v51OIvi8iqrv59NxQ5XtifXqRqGEEIIYWLq+B7dhEZyJsE+HuZlXNcfcbDKOLWZ5qcHdwatpFP2ZlHCaTYczcFNp+WF6+PUDqfR5G+WFexMzqesUk8rH3f6tGlZr9f4erjy3u090GhgwY5Utsq6l/bBzsreAU7U3G2PtUBZ3OV0DvOhbStvKqsNrDjgYKVzpkT9xDqlhE0IIYRQWUqeMkfdEiPqAMM7Ko1hHW4Km9qk47vdSis4y6u/KoOe067uQLQNvi9biyTqlpZ9GM8VT/KQbikj2vo1aA7xgNhAJvZX1q9+Ycl+KqsdrIFXc2RnZe8Ap/NNjWasvw6kRqNhbI9wAH7dm2b197Op8F7g2RLKCyB1m9rRCCGEcHJGo5Ez+crSbBEtG9/x/XzDOyrl7+uPZqM3SPNUi5GO73bJaDTy9E97Ka6opleUP1OGxqodUpNIom5JRWkwazS9s37madcFPFLyYYNP8fToTgR6u3E0q4RvtyRbPkbRMHZW9l5WWU1OSSVgm0QdMCfqG4/mkFdaaZP3tAmdC3S4RtlP+k3dWIQQQji9ovJqSiuVpXrD/SyTqPeK9MfXw4WCsioSUwssck6BjKjbqfnbU9hwNAd3Fy3v3tajSSsn2ANJ1C1pw3twNp90YwB6o4bI07/CyYat0+zn5cqTo5U112euO05ZpZTkqsYOy95Nd9p9PFzw83S1yXu2bdWCLuG+VBuM/LE/3SbvaTOdrlO2Sb/JMm1CCCFUlVagXOMDvN0u24i4vlx0WoZ2UMrf1x2WZdosorwQClOU/ZDmO//Z0aTmlfG/ZYcAeGpMJ5v0crI2SdQtpbwQdn0HwONVD/O7+xjl+S0zGnyqW/q0JirAi5ySSuZtTbFklKIh7LDsPdVU9t7SNqPpJtd3V0bV/3S0eeptrwQXTyhIUW7KCCGEECoxJerh/h4WPe/wmkR9rTSUs4zMmqbPvq2VKXRCdQaDkf8s2kNZpZ7+0QFMHhStdkgWIYm6pRxdCfoKcjyi2WqI40ibO2qe/xOKGjYK6arTMvXKdoAyql5epbd0tKI+TGXvXW5SNYzzna4ZUW9toblr9XVVnLKsxZbjOY7V/d3NC9qNVPYPLVU3FiGEEE7NnKhbqOzdZFhNQ7m9skybZWSZyt5lNN1efLslmW0n8/B01fHObd3RNvOSdxNJ1C2lZo7rBpcBALTu0ANa9wejAQ4va/DpbuoVQYS/J7mllSzZfcaioYp6OL/svdP1akdjllrTDba1jUfU2wW3IDbImyq9kXWOdkfedCNmz0IwSANHIYQQ6jhTUA5AuL9lE3VZps3CZH66XTmZU8qby5MAeO7aThZbMcEeSKJuCUYjnFwPwKIi5e5az8iW0LGmUdWRFQ0+patOy901ZRuzNp3EKPNnbcsOy97h3Ih6ZIBtR9Th3Kj6qoMOVv7e6Tpw91Xmm53apHY0QgghnJRpRD3Cwok6yDJtFiUd3+2GwWDkyUV7KK8yMLhdIHfEt1E7JIuSRN0Sco9DWS4GnTs7KqNp4e5Cu+AW0GG08vuT66CqvMGnHd8/Em83HUcyS9h4LMfCQYtLssOydzg3R93WI+pwLlH/KymLKr0DjTy7ekLXm5X9xPnqxiKEEMJpnZujbo1EXZZpswiD4dwcdRlRV93OU/nsPJWPl5uOt25xnJJ3E0nULSF1KwB5fl2owoW4cF9lOYDgOPAOhupySE9s8Gl9PVy5rW8kAF9vPGnJiMWl2GnZO5zr+m7rOeoAvaJaEujtRlF5NTtO5tn8/a2qxz+U7cElUF6kaihCCCGcT7XeYL4Zb+lmciDLtFlMYQpUFoPODQLbqR2N01tbs5LBVXEhqgxiWZsk6pZwJgGAo+5K2XunUB/leY0GouKV/ZQtjTr13YOi0WiUUqXknNImhyrqwU7L3sur9OSXKY3cLN1opj50Wg0jOyt35Fc4Wvl7ZH8I6ghVZbD7O7WjEUII4URKK6p54LsEMosqcHfREhNk+Tm2LjotQ9vLMm1NZip7D+oIOtsskyvqZjAYWXVI+T5qmtrhaCRRt4QsZc2+PVXK6HeHEJ9zv4saqGxTtjbq1NFB3gyrWVZj3rZTjY9R1J+dlr1nFCrTJzxctfh6uqgSw6jOSvn76qRMx+qboNHAgIeU/W0zwSArLQghhLC+zKJybv98C6uTsnB30fLhhJ74e7lZ5b3M89SloVzjSdm73fhywwmOZJbg5aZjeIdgtcOxCknUm8pohCzlf9rNRcpfko6h5yXqkUoXeFK3Nbqj9D8HKI0RFiWclqXarM2Oy94zipREPczPE41GnTk4g9sF4arTkJp3luTcMlVisJoeE8AzQFlTvWYVByGEEMJakjKKuGnGJg6kFRHo7caC+wcwpmuY1d5PlmmzgMz9ylYSdVXtO13IuysOA/DC9XG09LbOzS21SaLeVMUZUF6IUaNja5FSJt0h+LxEPaw7uHjC2XzIPdqotxjeMZgIf08Kyqr4bW/D1mQXDWQuex9uV2XvoNx1BwjxdVctBm93F/pFK38uDrfEi6sn9LtX2V//rizVJoQQwmrWH8nm1s+2kFZYTmwrbxY/PJheUS2t+p6yTJsFyNJsqiutqObRBbup0hsZ0yWUCf0i1Q7JaiRRb6qa0fQK3zZU4kqorwd+XufNWdG5QlgPZT8tsVFvodNq+Ed8FADfbZXyd6syl72PUzOKOplK30N9Ld9kpiGuqJmK4XDrqQPEPwRuPpCxFw4tVTsaIYQQDmjB9hQmf7ODkopq4mMC+PmhQUQF2qYR1jBHvoZbW2UZ5B1X9mVpNlUYjUaeW7yPkzmlhPp68OYt3VSrMrUFSdSbKjtJ2Xi2BaB9SIsLjwnrrmwz9jb6bcb3i8RVp2FPagH7Thc2+jziEuy47B3Olb6H+KmcqNc0o9lyPJeKagebiuEdCAMfVvbXvC5z1YUQQliMwWDknT+TeObnfegNRm7qFcG39/a32pz0upiXaTsiy7Q1WHYSGA3gFQQtHHNOtDUYjUZO55fxx750fkk806Tvjp+uPc4viWnotBo+sGI/B3uhTkcqR1Izon5Kp4x4t21VR6IeWpOop+9p9NsEtXDn2m5h/JKYxtytp3jr1u6NPpe4CDsuewf7GVHvHOZDKx93sosr2Jmcz+B2QarGY3ED/wXbv4Ccw7BzFvSfonZEQgghmrnyKj1P/riXX/ekAfDoyPY8Pqq9zUcDe0X54+PuQn5ZFfvOFNIz0t+m79+smcve45QmtOKi9AYja5KyWH4gg7WHs8gpqTT/rk+blnz+zz4EtWjYVM4/9qXzzp/KvPSXbujCgNhAi8Zsj2REvamylBH1Q/oIAKIC6ihdMpW+Z+xVms810p01TeV+2XOGwppluoQF2XHZO5zfTE7dRF2j0TC0vZKcO+QcNw8/uPJ5ZX/1q1DsYEvRCSGEsKnMonL++fU2ft2ThotWw7u39WDaVR1UKdl11WkZUnMNXyvLtDVMlqnju5S9X8qO5Dyu/r913PftTn5MOE1OSSUuWg3tglug0UDCqXyu+XADKxuw1O/aw1k8umA3AJMGtjE32nZ0kqg31bVvw9iPWF+ulL63qWuOUatOoHWF8kIoaPwc875tWtIp1IfyKgM/7Trd6POIOth52TtAZqGpmZy6iTo4wRy3PpMhvBdUFMKK59WORgghRDO14kAG1364gR3J+fh4uDDnnv7c2qe1qjE5/DXcWqTj+2X9vOs0E7/YyvHsUnw9XLh7UDTzp8Sz/+XRrJo2jFXThtG2lTfZxRXc/91Olu/PuOw5t57I5YHvEqjSG7muexgvjnWeP3+bJOozZswgOjoaDw8P4uPj2b59+yWPX7RoEZ06dcLDw4Nu3brx+++/1/q90Whk+vTphIWF4enpyahRozh6tHEd1Zssog/G3pNIzPcELjKi7uIGwZ2V/fTGz1PXaDTmUfW5W0851jrWarPzsneDwUhWsbKUSqjKI+oAQ9u3QqOBpIxiczd6h6LVwXXvAxrY9wMk/X7Zlwjh7Bz6Wi9EA53OL2PKtzu5/7sEcksr6Rzmy5J/DbaL6WKmZdoSUwvIL628zNECUCpiMyRRv5S1h7N48se9VBuMXN89jI3PXMlLN3RhUNsgPFx1gDJFeNmjQ7mtT2uMRvj3gt0knMq/6DkTUwu495sdVFQbGNkpmP+7vSc6rfNMO7B6or5w4UKmTZvGiy++yK5du+jRowejR48mK6vucpvNmzczceJE7r33Xnbv3s24ceMYN24c+/fvNx/z9ttv89FHHzFz5ky2bduGt7c3o0ePprxcnYQhv6yK4opqACLrStThXJlM1qEmvde4XhF4u+k4kVPK5uO5TTqXOI+dl73nlFZQbTCi1UCrBs7psYYAbze6hvsBsPFojsrRWElEb2W+OsDSqVICL8QlOMO1Xoj6OJpZzDM/7eXKd9ex8mAmLloNDw5ry+KHB9Xdx0gFYX6edAzxwWiEDccc9BpuaSWZcDYPNFqlUlbUklNSweMLE9EbjNzcO4KPJ/bC18O1zmM9XHW8cXM3ruwUTEW1gXu+2cHe0wUXHHcwrYi7Zm2ntFLPoLaBzLijN24uzlUMbvVP+/777zNlyhQmT55MXFwcM2fOxMvLi1mzZtV5/IcffsiYMWN48skn6dy5M6+++iq9e/fmk08+AZQ77B988AHPP/88N954I927d+fbb78lLS2NJUuWWPvj1OlUbimgNPky3TG6QHDN/9TZTUvUW7i7cHNvpWTquy2yVJtFNIuyd2U0PaiFOy46+/hHyjTHbZMjX+RHToeQblCWC7883KQeE0I4Mme41gtxMUajkR8TTnPNhxu46v/Ws2BHKpV6AwNiA/j930N55ppOF/9+qJLhNaPqMk+9nkxl74HtwNVT3Vjs0EtLD5BfVkWnUB/evLn7ZfsvuOi0fDyxFz0j/Sk8W8WEL7by1YYTVOkNgHLD686vt1F4toreUf58Oamv3f0/ZAtW/cZfWVlJQkICo0aNOveGWi2jRo1iy5Ytdb5my5YttY4HGD16tPn4kydPkpGRUesYPz8/4uPjL3rOiooKioqKaj0sKSWvDODSa2C2qil9r2k+1xSm8veVhzLNncBFExz8RdnGDrPLsneA9MKzgPqN5M43pKZ8b+OxHMedhuHiDrd8CS4ecGwVbJmhdkRC2B1nudYLUZei8ioeX5jIfxbt4VB6ES5aDVfFhfDjgwNZcP9AOoT4qB1inUzz1NcfycYgy7Rdnqnje3CcunHYoS3Hc/ltbzpaDbx7W496j3p7u7vw3b39GdQ2kLJKPa8tO8TgN//i0e93c9Onm8krraRbhB/f3NMfb3fnXKjMqol6Tk4Oer2ekJCQWs+HhISQkVF384CMjIxLHm/aNuScb7zxBn5+fuZHZGRkoz7PxaTk1iTqFyt7h3Mj6rnHQN+0ju0dQ33oHx2A3mDk++0pTTqXAA4tVbadb1A3jkswzQO3h0ZyJn3atMTdRUtWcQVHs0rUDsd6gjvD1a8p+yunQ/ImdeMRws44y7VeiL9LOJXHtR9uYEliGloNPD6qAzufH8WXk/rSN9o+b/yb9I0OwNtNR05JJQfT5abWZWVKx/e6GAxGXlum/Nn8Iz6KrhF+DXq9j4crc++N561buhHUwp2s4gqW7kmjpKKaTqE+fHtP/4uW0DsD+6ihtbJnn32WwsJC8yM1NdWi5z+dr4x2XjJR94sEtxZgqFJKrZvozoHKqPr321PMZSKiEQpSIW23MufITsve4dzSbPbQSM7Ew1VH/xjli8gGR52nbtLvPug+Hox6WHQ3FKWrHZEQ4m+sfa0XwqS0oprXfjvI7Z9v5XT+WVq39GTRgwP596j2+Hu5qR1evbi5aBnUTpZpqzfzGurSSA6U/wfmbj3FqPfXcSCtCB93Fx4f1aFR59JqNYzvF8XmZ67ky0l9uf+KWB64Ipa598XT0rt5/P9kLVZN1IOCgtDpdGRm1m7ClJmZSWhoaJ2vCQ0NveTxpm1Dzunu7o6vr2+thyWl12d9a40GWnVU9ps4Tx1gTJdQglq4kVVcwaoGrEMo/ubQr8o2ahC0aKVuLJeQUTNH3Z5G1OG88vejDr7Ei0YD13+g3EkvzYJFd0G1dMoVApznWi8EwF9JmYx6fx1fbTyJ3mBkXM9wfv/3UPq0se8R9LrIMm31pK+C7Jqpq06eqBsMRuZuPcWwd9bw/JL9nMgpRafVMH1sHIFNbHbs5qLlqrgQnru2M89e25kgO2ierDarJupubm706dOH1atXm58zGAysXr2agQMH1vmagQMH1joeYOXKlebjY2JiCA0NrXVMUVER27Ztu+g5rS3DPH/4Ms0lzPPUm56ou7lomdAvCoDvtkpTuUYzl72PVTeOyzCVvofaW6Je01Bu28k8KqsdvLLDzQtu/xbc/SB1m6yvLkQNp7jWny2AtETIOWb79xZ2Y9nedO6ds5P0wnIiAzyZPbkfH0y4eHdre2dK1HelFFB4tmnTMh1azlGlItbNB/yj1I5GNdnFFdw1ezvPL9lPTkklbQK9eOH6OLY/N5Lb+spUI2uweun7tGnT+PLLL5kzZw6HDh3ioYceorS0lMmTJwMwadIknn32WfPx//73v1m+fDnvvfceSUlJvPTSS+zcuZOpU6cCylrijz32GK+99hpLly5l3759TJo0ifDwcMaNG2ftj1On9MJ6liUHWy5RB5gYH4VWA5uP53LMkecIW0txJqRsVfbtPFG3x2ZyAJ1DfQn0dqOsUs/ulIuvg+kwAtvCzZ8r+9s/h70/qBuPEHbC4a/1W2bAF8Ngyye2f29hF/akFjDth0SMRritT2tWPDaMER2D1Q6rSSIDvGjbyhu9wejYK7g01fll75fpZu6oUvPKGDdjExuO5uDpquOlsXGsmjaMe4fENHkkXVyc1VvojR8/nuzsbKZPn05GRgY9e/Zk+fLl5gYxKSkpaLXn7hcMGjSI+fPn8/zzz/Pcc8/Rvn17lixZQteu55o3PPXUU5SWlnL//fdTUFDAkCFDWL58OR4etk9iSiqqKS5X1lC/fKJuWqKt6Z3fASL8PbmyUwirDmUyb9spXhzr3OU4DZb0K2CEiL7gF6F2NJeUWVRT+m5nibpWq2FQuyB+3ZPGxmM5xMcGqh2S9XW8Bq54Eta/A7/+G8J6nJvWIoSTcvRrPX7KsqgUnrb9ewvVZRaVM+XbnVRUGxjZKZg3b+mOTusYCdvwjsEczz7J2sNZXNstTO1w7JNpabYQ5+z4fqbgLBO+2MqZgrNEB3rx5aS+tLfT1QwcjcbosOsqXVxRURF+fn4UFhY2eQ7bsaxiRr2/Hh8PF/a9NPrSBxekwgddQesC/80AXdNLpdYdyeauWdvx8XBh23Mj8XJzzuULGuXbG+HEWrjqFRj8b7WjuaiSimq6vvgnAAdeHm13S1T8sCOVp37aS68ofxY/PFjtcGzDoIe5Nyt/f0K6wn2rwdW+bqKI5seS1yZh4T/PY6uV/+eD4+DhupeHE46pvErP+M+3sOd0IR1CWvDTQ4Pwaaal7nVZfySbSbO2E+LrztZnR152/WunNO82OLoCrntPaS7rRMqr9Nw2cwv7zhQS28qb76cMsLt+Sc1NQ65NTtH13ZpMZe/hl5ufDuAbAa5eYKiGfMvMKx/aLog2gV4Ul1fzS2KaRc7pFMry4OQGZd/Oy94zav6O+bi72F2SDjC4Zp76nlQnmuOm1cFNX4B3K+VOu8xXF8Kx+dXMv5QRdadiNBp55qe97DldiL+XK19O6utQSTpA/5gAPFy1ZBZVkJRRrHY49slc+u58S7O9/OsB9p0ppKWXK9/e01+SdBuTRL2J6j0/HUCrVea4AuQcscj7a7Ua7oxXlmr7dsspnLBAonEO/64stRXSDQJi1Y7mkpbvV5YCiwq8xPJ/Korw9yQ2yBuDEbYcz1U7HNvxCYGbZir7O748t4KAEMLxmKZHVRRBeaG6sQibmbnuBEsS09BpNXz6j960CfRWOySL83DVMbBm2pp0f69DWR4UnVH2Tb2mnMSGo9l8vz0VjQY+mtiL1i3t83uoI5NEvYlMo531bvIV2F7Z5h61WAy39W2Nh6uWQ+lF7Eh2goZelnCwptt73A3qxnEZGYXlzFhzHID7r7DfGwqm7u9O14ym3SgY9Kiy/+tjUOpENyqEcCZu3uBZs/yWjKo7hVUHM3n7T6Wn0Etj48xrjjui4TVN8WQ99TpkHVS2/lHg4aduLDZUUa3nv4uVufl3DYxmaHv7XcLYkUmi3kQNGlEHCOqgbHMsl6j7e7kxrqdyt3/OlmSLnddhlRfBiTXKfmf7TtQ/+usoZ6v09I7y54Ye4WqHc1Hm9dSdLVEHuPIFZd5qWQ78+ezljxdCNE+mUXVJ1B3ekcxi/r1gN0Yj3BEfxT8HRqsdklWZlmnbmZxPcbmTTGGrLycte5+/LYWUvDKCfdx54uoOaofjtCRRb6IGL5sVZBpRt+xarJNqLiJ/7s8wj/KLizi6AvSVyk0TUyd+O5SaV8YPO1IBeOaaznbd4GVA20B0Wg0nc0o5nV+mdji25eIGN3wCGi3sXQhHVqgdkRDCGmSeulOo0ht4cG4CpZV64mMCeOkGx19RJzrIm+hAL6oNRjY70xS2+jB1fA92no7vZZXVzFij5Cn/HtXe4foyNCeSqDdRVIAXnUJ9iAyo57yNwHbK1kJz1E3iwn3pHx1AtcHI/G2WaVTnsA7+omztfDT947+OUm0wMrR9EP1jAtQO55J8PVzp0VopCXO68neA1n1gwMPK/m+PQWWpquEIIaxAlmhzCksT0ziRXUqgtxuf3dkHV51zfFU2jaqvPSzz1GvJrCl9D3H8GzYmi3aeJqekkqgAL27vG6l2OE7NOf71saJXbuzK8seuYFDbes5dMiXqZblKgwoLumtQNADzt6dQUa236LkdRmUZHFul7Ntxt/dTuaX8tEtpXvL4Vc2j5GhIzfylDUedMFEHGPFfZQ5b0RnY+IHa0QghLE0SdYenNxj5dK0yknjf0FgCvN1Ujsh2TPPU1x/JlsbEJgbDuTnqTlL6bjAYmb3pJABThsY4zY0qeyV/+rbm3kJZpg0sXv5+dZcQQnzdySmpZPn+DIue22EcWwVVZUpCFdZD7Wgu6qsNJ9EbjAzr0IreUS3VDqdeTPPUNx/PxWBwwou8mxdc/Zqyv/kjKEhRNx4hhMX8kniGj3YqU90kUXdcy/dncDy7FF8PF+4cEKV2ODY1IDYQNxctZwrOciyrRO1w7EP+SeU7o4uH3a8Q1FRGo5FtJ3K5Z84OknPL8PVw4eberdUOy+lJoq4GK5W/u+q03FGzVNs3m5Mtem6Hcaim23vnG8BO53wXlFXyY4LyRfABO+70/ne9ovzxdtORV1rJwfQitcNRR+cboM0QqC6HlS+qHY0QwkKyiytYm+Gu/CCJukMyGo18UjMv9+7BMU43L9fTTUd8zTQ7WaathqmRXKtOoHNRNxYrOJhWxNcbT/LMT3u54p01jP9iq3nqw79HdcDb3fE+c3MjiboarND53WRi/yhcdRp2pxSw93SBxc/frFVXwJE/lf24G9WN5RLmb0/hbJWezmG+DGwbqHY49eaq0xJfsxarU3Z/B+Xmz5g3AA0c+BlStqkdkRDCAtqH+JBmrPn3uDgNDDK9zNGsOZzFofQivN10TK6ZSuhsZJ763zhwx/cdyXmM/WQjr/52kAU7UknNO4uXm46J/SNZ9ugQ7h0So3aIAknU1WGlzu8ArXzcua5bGADfbpGmcrWcWAcVReATBhF91Y6mTpXVBubUVEPcNyTGrju918VU/u6UDeVMwrpDrzuV/TX/UzcWIYRFtA9uQRYtqTZqwVANJZlqhyQsyGg08vFfyneyOwe0oaUTzU0/n2me+vaTeZRVVqscjR0wdXwPcayO73qDkReW7EdvMNIj0p+Hhrdl1t192fHfUbxxc3e6hDvPevH2ThJ1NVip9N1kUs2d4KV70sgtqbDKezRLh2q6vXe6HrT2+Vd/2b40MosqCPZxZ6wdr5t+MUPbK4n69pN5lFc58YjTsKdA6won10HyRrWjEUI0UZifB55urmRQswKHlL87lC3Hc9mdUoC7i5Z7hzrvSGLbVt60bulJpd7AFlmm7bxGco7V8X3x7jMkZRTj6+HCN3f34+kxnbiyU4iUutsh+8xWHJ2p9D3vJOgtf8eyV6Q/3Vv7UVltYOHOVIufv1nSV0PS78p+nH0uy2Y0Gvl6o9Jpc9LANri5NL//PdsFtyDE152KagM7k/PVDkc9/lHQe5Kyv+Z1kA66QjRrGo2GdsEtOGOsWeGlUK6tjmRGTaf3Cf0iCfbxUDka9Wg0GnP5+19JWSpHo7KKEuV7OjhU6Xt5lZ73VxwG4F8j2jlt9Uhz0fwyAUfgGwEunmCoggLLl6drNBomDYwGYN7WFKr1Bou/R7NzaiOczQOvQIgapHY0ddp6Io/9Z4rwcNXyj5qmgM2NRqNhcE35u9POUzcZ+gTo3ODUJji5Xu1ohBBN1C74vHnqMqLuMA6kFbLpWC46rYb7h7VVOxzVjYoLAWDFwUznXMHFJDsJMEKLEPCu5xLMzcAnfx0jrbCccD8P87LOwn5Joq4Grdbq5e/Xdw8jwNuNMwVnWXXIye+KAhz6Vdl2us5uO3fOXHccgFt6t27Wa7eayt83HnPyZjR+EdBnsrK//h11YxFCNFm74BbnJepn1A1GWMzXG5RR0+u6hRHh76lyNOob3DYIHw8XsosrSEhx4so48/x0xyl735mcZ64eee66zni46lSOSFyOJOpqMTWUs0LndwAPVx0T+kUCmJuTOS2DAQ79pux3ts9u7wfSCll3JButBu5vRkuy1WVwWyVRP5BWRF5ppcrRqGzwo6B1geQNkLZb7WiEEE3QPrgF6TKi7lAyCstZuicNgPuceG76+dxctFzVWRlV/3zdcaqctSrT3PHdMRL1sspqnli0B6NRGRC6vnvz64PkjCRRV4u587t1EnWAOwa0QafVsOVELgfTnHRda4DT26EkA9z9IOYKtaOp06drldH067qH0ybQW+VomibY14OOIT4YjbD5uJOXv/u1hi43K/ubP1E3FiFEk7QPOTdH3Shz1B3Ct1uSqTYY6R8dQPfW/mqHYzdu6dMagFWHsvjXvF1UVjthsm5K1IMdI1H/5K9jnMotI8zPg+ljHauLvSOTRF0tgdYdUQeI8Pfkmq6hAHy18YTV3sfuHVyqbDuOARf7Kyk/nl3C7/vSAXh4uGPMjxtiKn8/6uSJOsCgR5TtgcVQkKJuLEKIRmvd0otsrdJoy1AgiXpzV1ZZzbxtyr/JztzpvS6D2wXx0cReuLloWXEwk6d/2ovRmZqiGo0ONaKemlfGVzXNil+6oQt+nq4qRyTqSxJ1tVi59N1kylCljHppYhoZheVWfS+7ZDSem5/e2T67vX+29jhGI4zqHEznMF+1w7EI03rqG47mONfFvS5h3SF2OBj1sPUztaMRQjSSTqvBPUhp9Kkrz4fKMpUjEk3xU8JpCs9WER3oxaiaUm9xzg09wvlyUl90Wg2Ld59h7lbLNz+2W0VnoLwANDpo1VHtaJrsreVJVFYbGBgbyNVx8ne9OZFEXS2mZnJlOVCWZ7W36RHpT//oAKoNRr5xxrnq6YlQmAKuXtBupNrRXOB0fhlLditNif41op3K0VhOfGwArjoNZwrOcipXvswy6FFlu+tbqChWNxYhRKNFhIRQZKxpOFYkDeWaK6PRyNytymj6XYOi0Wk1Kkdkn4Z1aMWz13QC4H+/HyI5p1TliGwko6aRXKuO4OKubixNlJRRxG9709Fo4PnrO6PRyN/15kQSdbW4twCfmkYOuces+lamBinzt52itMLy67bbNdNoevurwNX+url+sf4E1QYjg9sF0iuqpdrhWIyXmwu9az7PBmdfpg2g7ZUQ1AEqS2DvQrWjEUI0UoeQFqTJWurN3q6UfA5nFuPhquXm3q3VDseu3TskhsHtAimvMvDMz05SAp+5T9k6wPrpn65ReiBd0zWULuF+KkcjGkoSdTWZy9+ts0SbyajOIcQEeVNUXs3CHU70xcJoPDc/3Q7L3rOKy1lQ89/jX8MdZzTdxFT+vknmqYNGA33vVfZ3fK383RRCNDudw3xJNwYoP0jn92bLNDf9+u7hMl/3MjQaDW/c1B0PVy1bT+TxY4IT/L03jaiHNu9E/UR2Cb/tVVY1cKSqTWciibqagjoo2+zDVn0brVbDvUOUUfWvN550nqU2sg8rXfV1btD+arWjucCsjclUVhvoFeXPwLaBaodjcaaGcpuP56A3SGJKjwnKFIysg5CyVe1ohBCNEBfuax5Rr86T5pDNUWFZFcv2Kg1c/xEfpXI0zUNUoBf/Hql8Z33nz8OOX51pXkO9eSfqn609jsEIIzsFy2h6MyWJuppMDSqsPKIOcGuf1gS1cONMwVl+SUyz+vvZBVPZe+wI8LCvJm1lldXM36Y0ZnloWFuHnDPUvbU/Ph4uFJVXs/d0gdrhqM/TH7reouzv+ErVUIQQjRPq60GeazAARZnJ6gYjGuWnXaepqDbQKdSHXpH+aofTbNwzJJqoAC+yiiv4fN1xtcOxnspSyK35fKHd1I2lCU7nl7HY1APpShlNb64kUVeTKVG38og6gIerjntqRtVnrjuOwRlGOA/9omzj7K/sfcnuNIrKq4kK8GKkg3ab1Wk1DKqpFNgk89QV/e5Ttgd/gZJsdWMRQjSYRqNB6x8JQFWeE3XBdhBGo5F5NTfJ74iPcsib5Nbi7qIzN5b7fP0JzhScVTkiK8k6BBjBOxhaBKsdTaOZeiANaRdk7hkkmh9J1NUUVJOoF5yCKusvnXbngDb4uLtwLKuEFQczrf5+qso7CRn7lKU1Ol6rdjS1GI1GvtmsrGc5aWAbh+42O6S9subwBpmnrgjvCRF9wFAFu79VOxohRCO0CFaWPXUrdoK5ug4m4VQ+x7NL8XTVcWOvCLXDaXbGdA2lf0wAFdUG3l6epHY41pGxV9k249H0grJKFu1U/n16aHhblaMRTSGJuppaBIOHHxgNVu/8DuDr4co/ByprwH629phjd+40lb1HDwGvAHVj+ZvNx3M5klmCl5uO2/tFqh2OVQ2taSi3KyXf8ee01Vffe5Tt7rnSVE6IZigoUpmr61OZCXr5d605+WmXkrxc2y0MXw9pItdQGo2G6dfHAfBLYhp7UgvUDcgaHKCR3PfbUzlbpadTqI+5slE0T5Koq0mjOTeqnmP98neAe4bE4O6iZc/pQjYfz7XJe6rClKh3HqtuHHWYvSkZUPoGOPoXhTaBXkQGeFKlN0r5u0ncOHD1hrwTkLJF7WiEEA0UG9uWSqMOF/QYi52k54sDKK/S89sepYncLX1kNL2xukb4cXNNNcL/fj/keIM+5kZyzXNEvUpvYM7mZEBZWk+mdzRvkqirrZWp87v1G8oBBLVwZ0LNKO6na60/iq+KojQ4vV3Z73S9urH8TVrBWf5KUqYdTBoYrW4wNqDRaBjZSZmDv9LRp1vUl3sL6HKTsr97nrqxCCEarG2wL2ko03qyU2xz7RZNt/JgJsUV1UT4ezIgRkYZm+I/ozvi7qJl+8k8x7q2GwyQeUDZb6Yj6r/vSyejqJygFu7c0DNc7XBEE0mirjYbj6gDTLkiFhethk3Hch2zbClpmbKNjAffMHVj+ZsfE05jMEJ8TADtgluoHY5NXB2nJOp/JWXJMm0mve5UtgcWQ0WJurGIBqmo1vPHvnTeWp7E28uT+CspU/5eOxk3Fy15rsq1JTP1qMrRiPoylb3f1CsCrQP3hrGFcH9P7huqNCh+848kx1n2tyAZKktA5w6B7dWOpsGMRiOzNio9kP45oA3uLjqVIxJNJYm62mzY+d2kdUsv8122z9Y64BIbB2u6vdtZ2bvBYOSHnakAjHfwuenn6xcTgI+HC7mllSSm5qsdjn2IGgABbaGq9NzfV2EzeoORDUezOVupb9DrdibncfX/reehebv4bO1xPl17nHu+2cnEL7daKVJhryp9WgNQnOGA11AHlFVUzvojykobN/eWsndLeHBYW4JauHEip5T521LUDscyTPPTgzuDzkXdWBoh4VQ+e04X4uai5Y4BUWqHIyxAEnW1mRL13GM2bUrz4DClC+TKQ5nkllTY7H2trjQXTm1S9u0sUd98PJfT+Wfx8XDhmq72NdJvTa46LSM6KkucOPxqA/Wl0UDPfyj7iVL+bmtP/JDIP7/ezqxNJ+v9mtWHMpn45VZO5ZYR1MKdOwdEMbF/JH6erua/38J5uAdFA6DPTVY1DlE/vySmYTBC7yh/Yls5RzWbtfl4uPLYKGX65gerjlB4tkrliCwgs3k3kptZs779TT0jCGrhrnI0whIkUVebXxS4eIK+UlmmzUY6hPjQo7UfeoOR3/el2+x9re7wMqWLfmh3aBmtdjS1LKwZTb+xZziebs5VjnRVTfn7KknUz+kxETRa5cZS3gm1o3EaeoORJYlKA7BvahruXM7+M4U8NHcXVXojY7qE8td/hvHauG68cXN3Nj9zJXcNamPFiIU9CmqtJCgeZWcwyNQHu2Y0Gs1l7zf3bq1yNI5lQr9I2rbyJr+syjH6HmU030ZyW0/ksupQFjqthilXxKodjrAQqybqeXl53HHHHfj6+uLv78+9995LScnF52Pm5eXxyCOP0LFjRzw9PYmKiuLRRx+lsLCw1nEajeaCx4IFC6z5UaxHq4Wgdsq+DcvfAcb2UMrff0l0oK61pm7vcTeoG8ff5JdW8uf+DAAm9HO+cqRhHVvhotVwPLuUE9kyJxsAvwiIHaHsJ85XNxYncv7qAyM6trrs8WWV1Tz6/W4q9QZGdgrm43/0qrVag7e7C15uza9E0pKc8VofFq0k6mHGLE7kyL9p9uxAWhFJGcW4uWgZ212aa1mSi07Lc9d2BpQVbVLzylSOqIma6RrqBoOR15YdBGBi/0in6YHkDKyaqN9xxx0cOHCAlStX8ttvv7F+/Xruv//+ix6flpZGWloa7777Lvv37+ebb75h+fLl3HvvvRccO3v2bNLT082PcePGWfGTWJkKDeVASdQ1Gth5Kr/5/+MKUF4IJ9Yq+53tK1FfkniGSr2BLuG+dI3wUzscm/P1cGVArNJld9UhGVU363WHst27UNZUt5EfE06b9110l78Ezlx7nBM5pYT6evDe7T1wrcdrnI0zXutdAqIBCCOXxORsdYMRl/TzrjMAXNU5BD8vx14SVQ1XdgpmUNtAKqsNvPOnbb/HWlRJNhSmAhoI6652NA2yJPEM+88U4ePuYp6OIByD1b5xHDp0iOXLl/PVV18RHx/PkCFD+Pjjj1mwYAFpaXWP4Hbt2pWffvqJsWPH0rZtW6688kr+97//8euvv1JdXXv+tr+/P6GhoeaHh4eHtT6K9Zkbytl2mZcQXw8G1iRPv+51gFH1pGXKFIKgjuf+TO2A0WhkwXbnayL3d6by9xUHJFE363gtuPlAQQqkblM7GodXVF7FnwcyzD9fbv3fjMJyvtigTEt46YY4/L3crBpfc+S01/oWIVRp3NFpjJw8IZ3f7VWV3sAviUqiLk3krEOj0fDctZ3RaGDpnjR2pTTTprHpico2qD24+6gaSkOcrdSbb5A8PKKdzE13MFZL1Lds2YK/vz99+/Y1Pzdq1Ci0Wi3bttX/C2lhYSG+vr64uNQuLfzXv/5FUFAQ/fv3Z9asWZf8wlVRUUFRUVGth10Jqrn7ZeMRdVDmS4Nyx/lyX1rt3v6flW3XW9SN42/2nC7kcGYx7i5abuzhvF8UTIl6Qko+GYXlKkdjJ1w9z03T2LtQ3VicwPJ9GVRUn1tG6HLLqn229hjlVQb6tmnJ6C6h1g6vWXLaa71GQ4W3cv3MPe0Ac3Md1Poj2eSWVhLUwo0rOlx+qotonK4RftzcS5n//8xPe6mobtiKGnYhbbeyDe+lbhwN9PXGE6QXlhPh78nkwdFqhyMszGqJekZGBsHBtTvhuri4EBAQQEZGxkVeVVtOTg6vvvrqBSV0r7zyCj/88AMrV67klltu4eGHH+bjjz++6HneeOMN/Pz8zI/ISDsb1Tx/RN3GyfI13cLwdNVxLKuEnaea6V1QgLI8OLFG2e96s7qx/M3CHcpo+jVdQ5267C7c35M+bVpiNMIyR2pg2FTdblO2BxZDdaW6sTi4n3crZe++HkoyeKk8vbCsih92Ksc/NqoDGo2su1wXZ77WuwZGA2DMT6as0nartoj6+3m3Mpp+Q48ImbZiZf+9rjOB3m4cySxhxppmuGxhWqKybUaJelZxOZ/WLLP81JiOeLg6V6NiZ9Dgf7WeeeaZOhu8nP9ISkpqcmBFRUVcd911xMXF8dJLL9X63QsvvMDgwYPp1asXTz/9NE899RTvvPPORc/17LPPUlhYaH6kpqY2OT6LCmgLWheoLIbC05c/3oJ8PVwZ20NZKqxZr4N56FcwVCudOoPaqx2NWVllNb/uUco/xzthE7m/G9td+bv2myNMtbCUmCugRSiczYdjq9SOxmGdKTjL1hN5ANzUS6lsMVzixuj3O1I4W6WnU6gPg9sF2iRGeyLX+stzbxUDQLgmm72nCy9ztLC1ovIq80ojUvZufQHebrxyo7Ks2adrjnEwzc6qVy/HNKIe1lPVMBri/1YeoaxST49If27oIY0SHVGDE/UnnniCQ4cOXfIRGxtLaGgoWVlZtV5bXV1NXl4eoaGXLiEsLi5mzJgx+Pj4sHjxYlxdLz0KGR8fz+nTp6moqHs9cHd3d3x9fWs97IqL27ny96yDNn/7f8QrSwst25dOQVkzHdE7YCp7v0ndOP5m2d50SiqqaRPoxYDYALXDUd213cLQaGB3SoFjNDC0BK0Out2q7Ev5u9UsrVndIj4mgMgAL4CLLqul9JVQblzeMzjGKUfT5VpfD/7KzdfWmmy2n8yz7nuJBlu+X5nq0i64BV3C7ex7n4O6rnsY13QNpdpg5PGFiZytbCYl8MWZUJymLJnaTDq+H84oNldsvnBdZ6e8TjmDBq8p06pVK1q1uvw8n4EDB1JQUEBCQgJ9+vQB4K+//sJgMBAfH3/R1xUVFTF69Gjc3d1ZunRpvRrHJCYm0rJlS9zdm3EDhZAuSpKeuR86jLbpW/do7UdcmC8H04v4adcZ7h0SY9P3b7KSbDi5XtnvYp9l77f3jZR/RIFgXw/iYwLYeiKPZfvSeXBYW7VDsg/db4ctn8CR5crqBR7OtzKANRmNRhbXlL3f1CuCspovjxcrfU84lU9ybhlebjquq6kCcTZyra8Hc6Kew8KjOTw60n6quQQsqSl7v6lXhFx/bejVcV3ZeSqfw5nFTP9lP+/c1kPtkC7P3EiuI7g3j6XN/vf7IQxGZVpl32gZCHJUVpuw07lzZ8aMGcOUKVPYvn07mzZtYurUqUyYMIHwcKU848yZM3Tq1Int27cDyoX76quvprS0lK+//pqioiIyMjLIyMhAr1e+WP3666989dVX7N+/n2PHjvHZZ5/x+uuv88gjj1jro9hGSBdlm3nA5m+t0Wj4R7zyhePbLclU6w2XeYWdObgEjAYI7w0B9nOTwTTvX6uBW/u0VjscuzG2pjxLyt/PE9odWnWC6nJlGoewqIPpRRzJLMHNRcs13cLQ1nxnv1jp+0+7lKR+TNdQvN2de430y3Hqa71/NACRmix2peRTVF6lbjzCLL3wLFtO5AJISbCNBbVw56MJvdBqYFHCaX7YaWfTTetibiTXU9Uw6mvzsRzWH8nGVafh6TGd1A5HWJFVO2vMmzePTp06MXLkSK699lqGDBnCF198Yf59VVUVhw8fpqxMKYHdtWsX27ZtY9++fbRr146wsDDzwzTXzNXVlRkzZjBw4EB69uzJ559/zvvvv8+LL75ozY9ifSHKvB41EnVQ5m+19HLlVG4Zf+yvXwMgu3FgsbK1syZypovTiI7BhPjayZJCduCarmHotBr2nyniWFaJ2uHYB41GGVUHKX+3gsU16yiP6hyMn6cr2ppMva5EvVpvMP8beEtvucFWH057ra8ZUQ/V5KMxnJsPLdS3NDENoxH6R5+b6iJsZ2DbQKZdpUzpnP7LfpIy7Hy+ejPq+G40GnlvpbKc88T+UUQHeasckbAmqw4VBAQEMH/+/Iv+Pjo6utZSK8OHD7/sEmFjxoxhzJgxFovRbphG1HOOQlU5uNo2sfNyc+HuQTH836ojfLb2ONd3D7NeqVj2EfD0hxbBlz30sorS4NRmZb+L/cxPr6w28FOCMio3ob80kTtfgLcbwzq04q+kLH5MOM0z18jdYEDp/r76FTi5Qfl77SujQJZQWFZlnoJiWj7I9G+boY7ioYRT+RSUVeHv5Up8jJQT1ofTXuu9g8DFE231WcI0uSxJTONmubljFxbXlL2P6yVN5NTy8PB2bE/OZ/2RbB78LoGljwzB18NOV75pRon6uiPZJJzKx91Fy79GtFM7HGFlslaFvfAJA8+WYNRDdtM76TbGXYPa4OWm42B6EX8lZV3+BY2RvBFm9IfvLDT6vfcHwAhRA8HPfr4grTyYSW5pJcE+7ozoKGu3/t3tfZX/Vj/tOt38plpYi38URA0CjLDvR7WjcRhfbzxBcUU1nUJ9uLKTcnNQp7n4iPqqQ8qo6JUdg3GR5ZzEpWg05lH1SE0WG49mk11cd6M7YTuH0otIyijGTaflum7O2WPCHmi1Gj4Y35MIf0+Sc8t4atFetUOqW+EZKMlUGsmZqlvtlNFo5L0Vymj6Pwe0kWpNJyDfQuyFRqN6+bu/lxv/HKh0gH93xZGLdkRuNH0V/Hw/YITMfcpyVE1hNMKe75X9HhObHJ4lLdihdIy+rW9r+bJfhys7hRDg7UZ2cQXrj2arHY796F6zpvreH9SNw0EUlFUya1MyAP8e2d5c8n5ujnrt441GIytrypdHxYXYKkzRnLVUrpkDA0oxGKX3hj1YkqiMpo/o1Ao/LzsdwXUSAd5ufHZnb1x1GpYfyGDz8Ry1Q7rQaaV3BiFdwc2+p0msOJjJvjOFeLnpeHC4NON1BpJB2BMVG8qZPHhFW3zcXTiUXsRv+9Ite/Ktn0HRmXM/N/Vzpu1Sqg9cPKDLuKady4JS88rYeEy5GI3vK2XvdXFz0ZrXsv5hx2mVo7EjceNA66rcyMq0/VKNjuarDScpqRlNH93l3FJh2ouMqB/PLiE5tww3nZYrOkgljKiHlkoD0yuCigFYkiiJupoMBiO/7Fb+G9zUy36q7JxZ99b+TKyZAvjun4cvO+3F5lJrEvXIi69SYQ+MRiMfrjoKwOTB0QS1sJPVL4RVSaJuT8yJ+n7VQmjp7cb9V8QC8P6Kw1RZqiy58DSsfbP2cxlN/JyJNaPpna63q+WsftiZitEIQ9oFERVo33dn1XR730hAKTXOKi5XORo74RVwbnnGfTKq3hTZxRXM2nQSgMdGdTCPpgMXbSa39rBS3REfG0AL6fYu6iNAuV52dM1Gp9WwJ7WA5JxSlYNyXltP5pJRVI6vhwsjOsnNNnsxdUQ7PFy17EopsN7UysZK3aZsowaoG8dlrD+aw8H0IrzcdNw3JFbtcISNSKJuT85P1FW843jPkBgCvd1Izi2z3LIay5+FqlJlLvkVTyrPNeWGRHUF7K+Zx9vTfsreq/UGFu1URojH94tUORr71jHUh95R/lQbjMzbmqJ2OPajW035+74f6+52JuplxppjlFXq6RHpz+gutcvYL1b6vrVmOach7YJsEaJwBDWJunvRKQbX/L0xLe8nbM+0dvp13cNxd9GpHI0wCfb14O5BSvXJO38etvzUysaqOgvpe5T9yP7qxnIZM9ceB2BCvyhaerupHI2wFUnU7UlwHGh0UJZbu0TcxrzdXZh6pdJJ8r0VRygsa+LasEdXwaGlyme77j0I7aY835RE/cifyhx3nzCIHdG0+Cxo7eFsMorKaenlytVdZI7r5UwerFy45207RUW1XuVo7ESHMeDuB4WpkLJZ7WiapdS8MuZtOwXA06M7XrCChbn0/bwvi3qDkW0n8wBlaSEh6qUmUSfvBLf3UabzLNiRarlqNFFv5VV6/tinLK14k3R7tzsPDovFx92FpIxilll6amVjpe0GQ7XyXdLPfgdXElML2HIiFxethvuGxqgdjrAhSdTtiaunkqzDuaUiVHLngDa0D25BXmkl76083PgTVVfAHzUj6AMeUqoGTE3zsg6Bvrpx502YrWy7jwet/dw1/2ZzMgC39mktd/PrYUzXUEJ9PcgpqeS3PXZy4Vabqwd0uVHZNzVLFA3yf6uOUKU3MrR9EIPqGB3XmEfUzyXqB9OKKC6vxsfdhbgwX1uFKpo7/yilW3RVKVe30dLKx53s4gpWHJA11W1t1aFMiiuqifD3pG+blmqHI/7G38uNKaaplSuP2MeKLylblW1k/3MXBjtkGk2/oWc44f6eKkcjbEkSdXsTUbOG45ldqobhqtPy8g1KKf7crac4kFbYuBPt+AryTkCLEBj+jPJcyxhlxLC6vHGj6rnH4fhfgAb6Tm5cXFZwJLOYjcdy0Gpg0sBotcNpFlx1WvNKA7M3n7S/JjNqMa1icOAXpTRP1FtiaoF5DeUnR3es8xhdHXPUt5xQGkD2jwmQlRpE/bm4mZcGdSs6xcSaKU/fbklWMSjntHCHMlXvpl4RtXpSCPtxz5AYArzdOJlTah9TRJpBI7nj2SX8eVCpFHlwmHR6dzbybcTehNck6iqPqAMMahfEdd3DMBhh+i8HGj6nqCwP1r2t7F/5PLj7KPta7bm5QClbGh7Yjq+VbfuroWV0w19vJbNrGleN7hJKZIA0kauvif2j8HDVsv9MEeuOyFJtAEQOUEbqKoshaZna0TQbeoOR6b/sx2iEm3tH0L21f53Hnev6fu65LceV+elS9i4a7Lzy94nxUei0GradzGN3ShOXIBX1dv5qK6ZGpcL+tHB34eGaZcU+XHVU3SlvRuO5RnJ2nKh/se4ERiOM6hxMhxAftcMRNiaJur05P1G3g9HF/17bGW83HQmn8plbM+ez3ja8B+UFSjl/zztq/67NQGV7alPDzllZBolzlf1+9zXstVaUV1rJz7uUUbx7hsj8oYYI8HbjznhlVP3D1UdlVB2Um1ndxyv7exeqG0szMnfrKfaeLsTH3YVnr+l80ePMzeRqMnWDwcjOZCWpGhAribpooPMS9TA/T26umR/94eqjKgblXBbJaivNxp0D2hDq60FaYTnzt6nYSDY7Cc7mgYsnhHZXL45L2Hg0h4U1TZ1lNN05SaJub4K7gM5NSXDzT6odDeH+njx9TScA3vojidP5ZfV7Yd5J2Pa5sn/1qxfOI48apGxPbWnYDYm9C6G8EPzbQLtR9X+dlc3aeJKKagNdI3xlblwj3D8sFncXLbtTClh/NEftcOxD9wnK9thqKLGz5Wzs0LGsYl7//RAAT47pSCufi68x+/d11I9nl1BcUY2nq45OoTJiIRrovEQdYOqV7dBpNaw9nG1eSUBYT7XewA+y2kqz4eGq49GR7QFldY7Sikb2Kmqqk+uVbZuByhQWO5NVVM7jPyQC8I/4KPpGB6gbkFCFJOr2xsXtXLM1Oyh/B7gzvg39owMordTz7M/76jfiufplMFRB2yvrTqgjeoPOHcpyIOdI/QLRV8OmD5X9+AeVUUc7kFdaaS57nzqi/QUdpsXlBft4cEfNqPr/rTwio+oAQe0goi8Y9cpSbeKizlbqeeT7RCqqDVzRoZW5QuNi/l76vju1AIBurf1kfrpouL8l6m0CvZnYX0kYX/3toPx7ZmXrj8pqK83NbX1b0ybQi5ySSr5Yf0KdIE6sU7YxV6jz/pdQWW3goXm7yC6uoENIC164Lk7tkIRK5BuJPYrorWxVbihnotVqePOWbri7aNlwNIcfEy7TACR1OxxYDGjgqlfrPsbFHdrUjKof/r1+gRxcolQZeAZAn7vqG77VfbnhBKWVeuLCfC9Yr1nU34PDYvF01ZGYWsAviWlqh2MfetSMqkv394syGIz8Z9EeDqUXEeDtxru3dr9sIynTPT7TiHpiTaLeK9LfipEKh2VK1HNPmCvEnriqI56uOg6kFbG9Ztk/YR3ztymlwTf3ltVWmgtXnZanRivVml+sP0FGYbltAzDoIXmjsm9nibrRaOTlXw+QcCofHw8XPv9nXzzd5O+1s5JE3R6Z56knqhrG+WJbteDxqzoAyghBVvFF/lE1GmHF88p+rzsgtOvFT9p5rLI99OvlAzDolTnvoCzz5uZdz8itK63grHk0/bFRMpreFMG+Hky9sh0Ab/xxSL1yOHvS9RbQukLGXsg8qHY0dkdvUL7QLNuXjqtOw2d39CbY1+Oyr9P8rfQ9MaUAgF5R/tYKVTgyU1PTikI4q/Q6aOntxriauerfbW1gfxdRb6dyS1mdpCyFZ6piEM3Dtd1C6dOmJWer9LzzZxOWAW6M9D3K/6/ufhDaw7bvfRkfrDrKvG0paDTw4YSexATZx/ddoQ5J1O1RRB9lm7Yb9FXqxnKe+4bE0C3Cj6LyaqYvOVD3QYeWKl00XTxhxH8vfcJO1wMaOJMAhZcZpU+cB1kHlX9U+09pVPzW8OYfSZRXGegfHcBVcTKa3lT3DokhKsCLzKIKPllzTO1w1OcVAB1GK/t7F6gbi50pr9Izdf4u5mxRkqD/3dSN+Ho2gtOZEnUDlFVWk5RRBEDPSOkvIRrB1RN8laTcVP4O8M8ByhSM5fsz6t/fRTTIN5uTMRphWIdWtAuW/hLNiUaj4YXrlZLun3adZt/pRi4D3Bim+enRg0HnYrv3vQSj0cj/rTxibkL50tguXNlJvlc6O0nU7VFQR/Dwg6pSyNindjRmLjotb93SHRethuUHMvht79/Kk6srYdVLyv6gR8A3/NIn9AmBqJru75fqbF1RDH+9puwPewo87ePL9I7kPJbuSUOjgelj42Q03QI8XHXmC/cX60+wp6Yk2amZu78vUipLBAVlldz51Tb+2J+Bm07LRxN7NWhJpvObye07XYjBCKG+HoT6XX40Xog6mcvfz91gjAv3ZUi7IKoNRj6SDvAWV1xexaKaJnL3ymorzVLPSH/G9VS+K762zIb9HI6uVLaxw23zfpdRXqXnP4v2mpP0J0d35K5B0eoGJeyCJOr2SKtV1lEGSNmqbix/Exfuy8MjlPLk537eR1rB2XO/3DlLGU3wDobBj9bvhL3/qWx3fH3x6oG//gclmcoXof73NyF6yzlbqeepH/cCcHufSLpG+KkckeMY1TmY67uHoTcYeXxhImcrnTw57TAaPPyhOA1OrlM7GtWl5pVxy2eb2Vkzf2/OPf25ocdlbgr+jXl5NqPx3Px0KXsXTRGkdLH+e3PUJ65Wpoz9tOsMJ7JLbB2VQ1u4I5WSimraBbdgaPsgtcMRjfTkmE64u2jZdjKPP/ZnWP8Nz+ZDyhZl31SxpqIjmcXc8MlGftp1Gq0G/ndTV/5V8z1bCEnU7VWUKVHfom4cdXjkynb0iPSnqLyaxxcmojcY4WwBrHtTOWDEc+BezxK0LjeDdysoOgMJ31z4+2OrYdtnyv4179jNEhpvLU/iZE4pob4ePHfdxddrFg2n0Wh4bVxXQn09OJFTyiu/XWSahbNwcYdutyr7u75VNxYVpeaV8frvhxj7yUaOZ5cS5ufBjw8OYmDbhq97bmo2ZzCeayTXUxrJiaYIUhLyvyfqvaJaMqpzMHqDkdd/T1IhMMdUXqXnyw3KNIN7BsdIRVszFuHvyQNXKBUpLy09QOFZK0/5PLZaWU2lVedz/SVUcKbgLK/9dpBrP9zAkcwSWvm489298eYVcIQASdTtl6kkPGVrw9YZtwFXnZYPx/fE203HtpN5zFx3XGn0djYfWnWCXv9swMk8YNjTyv7qV5X1103S98Kiu5X9vvdCe/tYN33Z3nS+2ZwMwJu3dMPP01XdgByQv5cb797WA40Gvt+eyrdbktUOSV29a1Y5OPQblDrXusypeWU88v1uhr2zhi/Wn6CgrIrOYb4sfngwHRu55vn5pe97a+ZF9pBEXTSFeUT9whL3p8d0wkWrYdWhTJb/bcQwq7ic+dtSePfPw7y/8ghL96RRUFZpi4ibtYU7UsksqiDcz4Nb+kSoHY5ooodHtCMmyJus4greWm7lG1pHlitbFUbTc0sqmLM5mVs/28zgN//iq40nqTYYGdU5mN8fHcrgdlIZImqzjw4K4kLhvUDnBqVZSjl5YFu1I6olOsibl27owpM/7uWHlZt4yGOmctfnqlcb3pijz2RljvrpHTBnrNKErjQL1r0NlSXQZjCMft0aH6PBDqUX8eSPewC4/4pYhncMVjkixzWkfRBPj+nEm38k8fKvB4kO9OaKDq3UDqtOO5Lz2HYiF6MRogK9GNg2kGAfC853DusOYT0hPVFZqm3QVMud205V6w18vv4EH/91lPIqAwBD2wfxzwFtGNEpGNcmrHduKn3PL60kv0wZvYkL921yzMKJBXVUtrnHQV9d6zrYPsSHB4bFMmPNcZ79eS9dwn3JLqnguy2n+G1vGlX62jfjPVy1fDihF6O7hNryEzQb5VV6Pl2r9AJ4eEQ7WZLNAXi46nj9pm5M/HIr87elMK5nBP1jAiz/Rvrqc/PTO15j+fNfxJmCs3y46ghLEtOorFauZxoN9I8O4MHhbRkh3yXFRUiibq9cPSC8N6RuVcrf7SxRB7i1T2vWHcnmqkOfoDVUUhk1FLf2VzX8RDoXuG0OfHuD0ohnyYPnftdmCEyYp/x5qOxkTin//Ho7ZZV6BrcL5KnRHdUOyeE9cEUsRzKK+Xn3GR74LoHZk/sxoJ6dvW3BaDTy4eqjfLCq9iiaRgMjO4Xw8Ii29I6yUPPDPnfBb4mwaw4M/JfyJg4qr7SSR77fxaZjSvXAgNgAXrg+ji7hlukFYSqTNSXpUQFe+HpIZYxoAt8IcPWCqjLIT4ag2nNMH7myPRuO5rD3dCFD315T63c9Iv3p0dqPKr2RbSdyOZFTytT5u5h5Z5//Z+++w6OoujiOf3c3PZCEEEgIBAi9996VSFdQLCCKImIDe0Vfe8HeC3ZUQGxYUGnSe++994QS0kndef+YJBhpKbvZTfL7PM8+O9mdnTk7Gm7O3HvPpWdDVX3+r+9XHsztTb+uTTVXhyMO0rF2RW5oE8EPqw/xxC8bmfFAN7w88nFDNtFcno/y+fhd2bcAUuPAryJUa1ukePPrt3VHePLXTaRk19tpUjWAQS2qMqBZuAqYyiVp6Ls7q9nZfN7rngWkLBYLr3fMYKBtKXbDwvOpQyn0IP3AqnD7P9DlIXN5usjuMOBdGP47+AY5LuhC2hmTyI2fL+dkUhoNqwTw8Y2t8ShCj57kj8ViYdzgpnSvV4kzGVncNmEVy/a4z9Dvd/85m6T3ahTK9W2q0bRqIIYB/2yL4ZqPl/LyX1vJzLIX/WRNrjUTgZM7zSUQS6nUjCyGf7WCJbtP4etp441rm/H9qA4OS9IBbNa8NzkaVVFvuhSR1fqv4e/nrgnt42nj05tbU6OiHwDeHlYGt6rGH2M68/vozrwwsAnjrmnKrAe7MaBZFTKyDEZPXsvmI8W4ZFUJEJeSnlsZe/Tl6k0vbZ7s15CK/l7sPZnMwp0nLv2BtCT4tCuM7wLpyZfef9PP5nPjq8Hq/P93JizZxwM/rCclPYs2NSrwy92d+PPertzetZaSdMkXZRrurNZl5vPe+W43Tx0Aw8Bv3nMA/GF0ZdLBIFYfOF344/lWgKhnYdRcuOUPaDPCLda3XLkvlms/Wcqx+FRqV/Lnu5HtCPRT71tx8fYw/8DtWjeElHQzift13WFXh8UfG47+a73TRnw2vA2vX9ucafd2Yc7D3Rncyuzp+XzRPkZ+s5qE1CIWyPEJMIsvAqz5pmjHKqQNh+KcOn/WMAye+nUzm48kEOzvxW+jO3NdmwiHF4r6T56uYe/iGBcoKJejSqAv/zzUnd9Gd2b52J68dX1zmlULyrOPh83Kuze0oHu9SqRm2LnzuzWcTEpzcuAlx7v/7CIuJYP6oeW5oQBLMkrJEOjnyaCWZs2B3zccvcTewI7p5qpAycfhwCWKL2ecgW3TzO2m1xUx0kubt/04z/+5FYDbu0Ty450daV3DPZYXlpJDibo7i2hn9qAlH4fjW10dzbm2/wUHl4KHD+vrmnNm/1sopySz2w0+mb+HGz9fTkJqJq2qB/HzXZ0IKeft6tDKHB9PG58Pb0O/pmFkZBk8+MMGXv5ra+5cr+J2KDaFp6ZuAuDuHrW5tXPeNXxrVyrHW9c355NhrfDxtLJg5wmu+XgpB07l447/xbTOLiq35VdzpYVi9M3S/Qz8aAmPZi9L6Kxz5CxR8+HQloUuFncp1v8k/o2VqIsj5CTqJ86fqINZjLVFRBAV/C+8gomHzcr7Q1sSGeLPkbgzPP7zxuJbX9qNbTkaz3fLDwDw9IBGGtVWSg3MXld99tZoktMyL77zph/Pbu+dd+H9wEzS0xMhMAKqtStilBd3MimNB39cj2HA0HbV+d+ARrmrjYgUhP6Vc2ce3lCjk7m95xL/ABW3rAz451lzu+NoOrRsDpiJemn4g2LDoTiu/ngJr83YTqbd4Mrm4Uy6vcNF/7gS5/LxtPHh0Fbc2d1cxuXzRfu4dvzS865NnJKeyUM/rmf21hiHx2EYBk//vpnEtEza1KjAw1fUu+C+fZtW4ac7OxEa4M3u40kM+mhJ0YbuV2trLimTeQY2/njp/R1kzYFYXszuGYiOT3XKOVbvj+XFv7YB5vDHTk6sfvvfRF096uIQuT3q5w59L6hAX0/G39QaL5uVOduPM2XVoSIfsyTLyLLzyE8bybIb9G0SRhetm15qNa0aSM2KfqRm2C/ehiefNJday5FTJO5CVn5uPrcabk5VcSDDMNgZk8jkFQd5Z/ZO7p+yLneFkuevauzQc0nZokTd3eUOf3ezRH3Vl2bhN78Q6PwA3etVwtfTxpG4M2w+kuDq6ArFMAzWHTzNnd+tZuBHS9hwOJ7y3h68Nrgp7w9pga+X5sK5mtVqYWzfhnx6c2uC/DzZeDiePu8t4p3ZO0nNyMrdb8LS/Uxde4RR3652eAyzt8Ywf8cJPG0WXr+22SV7dZpWC+SPMV1oWjWQ0ykZ3PzlCr5btr9wN7QsFmg70txe+RnYnT+i4HhCKvdMWkum3YzX7oQbcWfSs3jkpw1kZd8UG9kl8tIfKoJ//41Wwc+TsADNFRQHqNTAfD6xwyG/m/XDyvNYH7No6Ut/buVY/JkiH7Ok+mzhXrYdS6CCnycvDGzi6nDEiSwWC1e1MIe//7TmIjeotv5mrodeoaa5StLJHXB82/n3PboeDq8Eq+fZ5U4dZPGuk1z54WJ6vbOQJ3/dxHtzdrFk9yksFnjl6ib5K4gncgH6v8fd1ephPu9fYs6vcQcpsTB/nLl9+VPgE4Cvl40e9c2ls/7efMyFwRWMYRhsj07grVk76PnWAq7+eCkzt5h3cK9pWZU5j3TnhrbVHT5HVoqmd+Mwpt/fla51Q0jPtPPenF10fX0eny3cQ3JaJkfjzv6uOKSQW7b0TDsv/pU956xrLWpVKpevz4UG+PDjnR0Z2CKcTLvB079v4dGfNxJ/phDz1psPAe8AOLUL9s4t+OfzyTAMpm04Sr/3FxOTkIZ39h8bdicMmHlz1g72n0ohLMCHlwY1cfrv27971BuHB+r3WxyjYh0zYUhPgrgDDjnkbZ0jaV2jAsnpWbz01wWSkFIuKS2TTxfsAcwh75XKa/pZaXd9m2pYLbBk9yl2xSSef6ecwnBtb4faPfO+9l8L3zCfGw3MX3X4fDAMg7dm7eCmL1ew+UgCXh5WutYN4cb21RnarjrvXN+Clo5a9UXKLCXq7i60MQRUM4e67p3v6mhMC98wl7eo3AhaDs99uV/TKoC5FEWWM/6ad6BdMYm8M3snV7yzkD7vLuKDubvZezIZLw8r17SqyuwHu/H2DS0cuxa2OFSVQF++va0dHw9rRdUgX04kpvHK39vp9OpcJi4/mLvfwdgUh53zl7WHORR7hpBy3oy5rM6lP/Avvl423r2hBWP7NsBigZ/XHCbq7QVMWnGAtMysSx8gh3d5aHmTub3i0wLFkB+pGVn8tfEYgz9Zyr3fr+NkUhp1K5fj6QGNABw+tWVHdCJfL9kHwLhrmhLo6/xCjf+eKqhh7+IwNo+zveoxmx1ySKvVwosDm2C1wF8bj7F410mHHLckmbziAAmpmdQK8Wdgdk+rlG7VKvjRq1EYAF8v3X/uDnEHzaWLsUCTwdDsevP1NRMg4z/Tsw6vhu1/gsUK3R9zWIyvzdjBB3N3A3BTh+osH9uT70a255WrmzLumqa5RfFEisL1JbXl4iwWaNDPHOa6/S+o39e18ZzcbcYC0OulPFXZr2gUSpCfJ8fiU1m48wSXNajsoiDPLzUji1/XHeGbpfvZHn32Dq2XzUq3epUY0KwKPRtWprzWUy4xLBYL/ZpWIaphKL+tO8InC/aw72Tegm27jyflu+f7YtIz7XyY3Sjf3aM2/t4F/+fTYrFwZ/faNI8I4smpm9h7Mpmnft3M+3N2cV3rCK5uVZXa+Ym17e2w/BPYNQtO7YGKtQscSw673WDBzhN8sXgvB2NTiIlPIz17FIKvp407u9firu61WZO9ooOjR76/8vc27Ab0aRxWbP9m/LtHXUuziUOFNoHojRCzBRpe6ZBDNgoPYHjHmkxYup9n/9jMzAe6lZlCammZWXyxyLyRd1f32ucsrSil162dazJjSzRT1x7m0V7189YI2vyL+VyzCwSEQ8OrzE6thMOw+kvoONp8PzMd/nzQ3G4+FCrVd0hsP60+xPjsUR6vXN2UG9tXd8hxRf5LiXpJUD87Ud85A+xZxbL24wXNfgbsmVC3F9TpmectH08b17SsxldL9jFpxUG3StTn7zjO079v5lCsOSTa02ahW91K9GtahSsahxKg5LxE8/Kwcn3bCAa3rsbsrdFM3xzN7+vNpV12HU+ilwNqufyy9jBH4s5Qqbw3w4rYKHeoVZG/7+/K9ysP8umCvUQnpPLhvN18OG83tSv50y6yIm1rVqBNjWAign3PHZpdsbb5O7hrpvlvQ9/XALOIXnR8KnbDwGqxYLNasFoseNqslPPxwM/ThtVqIctusPVoAnO3H2fqusMcOJV31EFogDfXt4ngpg41CM2ev50TgiPnqC/adYIFO835/k/0beCw415KnkRdPeriSGFNYAMO61HP8eAV9fh9/RH2nEjm5zWHGdKubCQGv6w5wvHENKoE+qiHsoxpHxlM4/AAthxNYPzCPYzt2/DsmzlD3HOWWbN5QPdHYdr9MO8VqNkVKjeEafeZN858K0DPZx0S18FTKTz3xxYAHoyqpyRdnEqJeklQswt4B0LyCXMIT/X2rolj30LY8RdYbGZv+nnc2D6Cr5bsY872GHYfT6ROZecsr5RfGVl2xv29na+yh9aGBfhwe9dIrmsdobXQSyGb1UKfJlXo06QKdSuX481ZO9lz/Nyq8AWVZTf4eL7Zm35X99r4eBb9ZpmPp40RnSO5sX11Zm6J4de1h1m46yR7TiSz50Qy3680h++HBnhze5da3NyxRt7ztr8Tds3EWDeJXwOH8936ONYfirtoj7fFAuW8PEjLsudZ2q68jwc3tImgd5MwwgJ8qFbh3JsDOcmtIzvU389eh35Y+xrUDPF34JEvzs/bvI7+XjZqFeN5pQwIzb4rGO3YRD3Q15PRl9Xhpb+28e4/uxjUsqpD/h1yZ5lZdj5daPZa3t61lopylTEWi4WHe9XjtgmrmbBkPyM6RRIW6AMxW80bYVZPaHTV2Q+0HG4m8PsXwRc9zeQ8Kcb8m/XqTx02N/2ZPzaTnJ5Fu8hgxlxesClwIgWlRL0ksHlCvV6w6SfY+rtrEvWsTJjxpLnd5rYLDh+qU7k8vRuHMnNLDB/N28M7N7Qovhj/IyU9kzu+XcPi3eacvts6R/Jwr3qFGrIsJU/OTaJdDkjUZ2+N4VDsGYL8PLnRwT1Z3h42rmoezlXNw4lLSWf1/tOs2HeKNQdOs+lIPDEJabz89zY+mr+bfk2r0LFWRZpXC6Jq5GWkBdbFL34Xu/56n3VZ5h8s/l42PD2sZNkN7HaDLMMgI8sgy25gGJCYvS6tv5eNznVCiGoUyoBmVfDzuvjvRU6i7qge9VX7Y1m1/zReNit39yj80P3CqFzeh9evbUZogE+ZGUIsxSQ0uyL56X2QlgTeRZ92k+OmDjX4esl+jsSd4Zul+7mze/H+3hS3vzdHc+BUChX8PBnaLsLV4YgLXFa/Mm1qVGD1gdO8M3snr13b7Oza6XWvMJPxHFYr3DARfhwO+xaYSbpPEAz6GOr1dkg883ccz1315bXBzTQVQ5zOqRlLbGws9957L9OmTcNqtTJ48GDee+89ypW7cMPVo0cPFixYkOe1O++8k/Hjx+f+fPDgQe6++27mzZtHuXLluOWWWxg3bhweHqU4AWt8jZmob/4Zer1Y/MPfV30BMZvMf/R6jL3ormMuq8vMLTH8vv4II7tE0qRqYPHE+C8p6Znc+vUqVu6Lxd/LxlvXt6BPk7Bij0Ncp16o+e/MruOJZGbZi5SQTVhqjsgY2q66U5fpC/LzIqpRKFGNzDv/qRlZ/LH+KO/N2cWRuDNMXnGQySvMnnZPm4UBRhTveO3ids/pVOx5HwNa1zZ7HP7DMAzSMu0kpmaSlJaJzWKhagXfAv2RkdPB7og83TAMPppnjlAY3Lpq7vD64nR9G/3h7yhq6//FPwTKhZpJwvFtENHWYYf28bTx4BX1eOSnDXw8fw9D2lUvluKLrmAYBp/MN3vTb+0UeckbiVI6WSzmtKhrxy/jh9WHuLZVFdpuzE7Um91w7gd8g2D473BsA5w5DRHtwMsxo6YMw+C1GTsAuLVTTSI1GkuKgVO7EoYNG8aWLVuYPXs2f/75JwsXLuSOO+645OdGjRrFsWPHch+vv/567ntZWVn079+f9PR0li5dyjfffMOECRN45plnnPlVXK9OFPgGm41/cVd/T4yGudlD3aOeA/+KF929abVArmoejt2Ap3/fXOwV4A3D4OEfN7ByXyzlvT34dmR7JellUM2K/pT39iA1w86OCy3vkg/bjiWwfG8sNquFmzvUcGCEl+bjaeP6thEsfOwyJo5szy0da9C8WiBeNisZWQbT7B057RlGReK5vdzS8ybpYP6x4+Npo1J5byJD/Kle0a/APQFWB81Rj0/J4I7v1jB/xwmsFrijW+nuFSwL1Nb/R06vevQGhx/66pZVqRdajvgzGbnFrEqj+TtOsO1YAv5eNm7pVLz/7op7aVMzmBuyb6z+9PP3kHAEfAKhXp/zf8BigfAWUPsyhyXpAP9sO577/+ToAq76IlJYTrtFuW3bNmbMmMGqVato06YNAB988AH9+vXjzTffJDw8/IKf9fPzIyzs/InVrFmz2Lp1K//88w+hoaG0aNGCF198kccff5znnnsOLy+v836uxPPwgibXmD3bG388p5CbU818CtIToWpraHVLvj7yVP+GzNkWw7qDcXw0bzf39azr5CDP+mjebqZvjsbTZuHrEW1pXUPrWJZFVquFZhGBLNl9ivWH4mgcXriRHROW7AfMquThQb4OjDD/bFYLXeqG0KVuCGDOmY9JMJegqbDzOPz9CCx5D1rfak6VcYKcOetFydM3Ho7jnklrOXz6DF42Ky8NaqJeiRJObf15hLeEPXPgyDpwXIc6YP5b8GjvBoz6NnvebueapXIZ0ZyaIDe2r06Qn5P+WyccM5f4Or4NUk6BzQvKh0G1tlCtDXhovXZ3MbZfA+Zsj6F94iywYS7J5ll8/98bhpFbU+WWTjWd9/+kyH84rUd92bJlBAUF5TbcAFFRUVitVlasWHHRz06aNImQkBCaNGnC2LFjSUk5W5F42bJlNG3alNDQs0UhevfuTUJCAlu2bHH8F3EnzYaYz9umQWpC8Zxz7wJzuL3FCv3fMucA5UNogA8vDDR7Fd6evZNR367mru/W0OfdhTR/fhZP/+bYQjs5Nh6O4+3ZOwF4cWAT2tQMdsp5pGRoEREEwIZDcYX6fGxyOr+tPwLAiM41HROUA9isFsKDfM0bBy1vAv/KEH/obCVcJyjKHHXDMPh22X6u/WQZh0+fISLYl6n3dOL6thp+XtKprT+Pqq3N5yOrnXL4qIaVaR4RxJmMLD6eV/p61f9dv+L2rrUce/CsTLOzY8IAeLsB/DwCFr5uLum14hP451mY0A/eqm92UiTGOPb8UihBfl4816cGfawrAThcY2Cxnn/x7pNsOhKPn5fN8f9PilyE03rUo6OjqVw57/JcHh4eBAcHEx0dfcHP3XjjjdSoUYPw8HA2btzI448/zo4dO5g6dWrucf/dcAO5P1/ouGlpaaSlpeX+nJBQTEmuo1VrAyH14eQOWD8ZOtzl3POlJcEf95rbbUaavQQFMLh1NVYfiOX7lYeYvTVvY/f9yoM8PaCRQ6u4pmfaeeznjdgNuLJ5eJlZvkYurEWEOZpifSET9e9XHiQt007TqoHuOzLD0xc63gP/PAeL3jSXq7E5/p/2nIHyBc3TE1IzeHLqJv7ceAyAXo1CeeO65qV2bm1Zo7b+PHIS9RM7zJvqPo5dAtBisfBor/rc9OUKJq84yKhutajqotE+zvCxM+pXGIZZ52feK2ahPwAsENYUqrYyb3ZmpcPp/XBgibnKzrIPYc0E6P64uS63K5fGFfp7rMFiSWOfPZR751n5pWEW3h7F89/km6UHALO2SbC/etOl+BT4r7knnniC11577aL7bNu2rdAB/XteW9OmTalSpQo9e/Zkz5491K5duLmM48aN4/nnny90TG7DYoH2d8BfD8PKT6HdHfnu4S6Uf56DuAMQGAE9Czcv8IWBTbBaLByJO0OHWhWpH1qeERNWkWk32HsyiQZhjvsDZvyCPWyPTiTY34vnrmzksONKyZXTo77reBLxZzIKlBxmZNn5bpnZON/aqea5a5m7k7a3w9IP4NRu2DAZWg13+CkK06O+IzqR2yas4kjcGTysZlGgkV0i3ftaCqC2vkjKh5rtZvwhOLYeIrs5/BSd61SkQ61glu+N5YM5u3h1cDOHn8MVth5NYF52/Yo7HVW/InYvTHvArAQO4FcR2t0JLYZC0Hlu6NuzYNcsWPgGHFkDs582fx78pcOW+JKCs2z4HoDpth5sPprIuL+389xVjZ1+3sOnU5i73exsuqmY69SIFDjLe/jhh9m2bdtFH7Vq1SIsLIzjx4/n+WxmZiaxsbEXnJN2Pu3bm0uR7d5t3mENCwsjJiZv72zOzxc67tixY4mPj899HDp0KN/ndzvNhphrqsfuhd2znXeefQth1efm9lUfFLpHwNNm5eWrmzJhRDvu6l6byxpUpm1Ns2dy+7HCF/j6r2PxZ3KrSD97ZSMqltPcMoFK5b2pVckfw4Ble04W6LMzNkcTnZBKSDkvBjSv4qQIHcS7PHR5yNye/xpkpDr8FIWp+j5u+jaOxJ2herAfP9zZkdu71lKSXkKorS+iqq3M58POGf5usVh4tLe5TOpPaw6z72SyU85T3D7JLpDXr2kVaha1fkVWJix5Hz7uZCbpHj5w+f/g/o3Q4/HzJ+lg9pzX7wsj/zH//vH0N9fm/jIKTu4qWkxSOPGHzb9LgRb97wRgwtL9fLFor9NPPXnFQeyGeXOsTmXHLbcokh8FTtQrVapEgwYNLvrw8vKiY8eOxMXFsWbNmtzPzp07F7vdntsg58f69esBqFLF/EO5Y8eObNq0Kc8fBrNnzyYgIIBGjc7fi+rt7U1AQECeR4nlXQ5a3WxuL37HMWsl/VdKLPw22txuPcKsnOlAOb3o26IdNyzxvX92kZZpp23NClzV/MLFi6Ts6Va3EgALdp4o0OcmLN0PwI3taxTb8LoiaXs7BFSFhMOw+iuHHz4nv85vj/rxxFQWZl/zCSrqWOKorS+iqtlz9o+sufh+RdC6RjCX1a9Elt3gnezaLCXZgVPJ/LXxKAB39yhib/qxjfBFT7M3PPOMOarh7qXQ7dH8r21vtZqjk+5cAMG1IO4gfNkLjq4rWmxScBt/BAyo0YVObVrn3qR66a9tfL1k38U/WwRZdoOf1hwGKPZVX0TAicXkGjZsSJ8+fRg1ahQrV65kyZIljBkzhiFDhuRWgT1y5AgNGjRg5UqzOMSePXt48cUXWbNmDfv37+ePP/5g+PDhdOvWjWbNzGFdvXr1olGjRtx8881s2LCBmTNn8r///Y/Ro0fj7V1GelE7jgabt1mtdM8cxx7bMOD30RB/ECpEwhUvOPb4QP2w8oDjetR3H0/kx9Vmz8kTfRuox07y6F7fTNTnbDue76UCNx6OY82B03jaLNzUoYTUOvD0MedSgjlXPTXeoYc/O/Q9f/v/sf4odgNaVg+iViX1QpRWausvIGee+uHVzrmhnu3hXmbCMm3jUbY78Oa3K3yxaB92A7rXq1ToVTpIT4HZz8JnPcxpBz6BcNWHMPwPqFjI5D+kLtw2y6zTcyYWvrvGrD8gxcMwYMMUc7u5WVT5nh61GdU1EoDnp21l3PTCT8O5mCW7T3IiMY0Kfp5c3kDTHqT4OXUd9UmTJtGgQQN69uxJv3796NKlC5999lnu+xkZGezYsSO30quXlxf//PMPvXr1okGDBjz88MMMHjyYadOm5X7GZrPx559/YrPZ6NixIzfddBPDhw/nhRccn1C6rYBws/cMYO7Ljv0jYNlHsONvc5mS6yY4vAgOQMMq2Ym6g/6oeH3GDuyGWaSqdQ1VeZe8OtWuSICPB8cT01ix91S+PpOzJNuAZuEla+mjFsOgYl1zqaEFr196/wKw5i7Plr9/b35dZ1bLv6ZlVYfGIe5Hbf15VG1ltqNJ0eZUNSdpUjWQ/k2rYBjw1qyS26t+Kikt94b7nd0LWVV712z4uAMseReMLGg0EEavMkchFvUGfrlKZrKfk6x/OwjiSvA0ypLk0EqziLKnn/nfFHPqx5P9GvJE3wYAfLpgLyeT0i52lEL5LbsdG9As3KHFj0Xyy2lV3wGCg4OZPHnyBd+vWbNmnj/6IiIiWLBgwSWPW6NGDf7++2+HxFhidXkQ1nwNR9eaFeBbDiv6MfcuMJcmAej9CoS3KPoxz6NeqJmoxySkcSIxjUrlC987subAaWZtjcFqgcf61HdUiFKKeHvY6N8snO9XHuSH1YfoVCfkovsfT0xlWvbwy1s71SyGCB3I5gF9XoVJg2HFeGh1C1Sq55BDW3PmqOdj393Hk9hyNAFPm4UBzTQVpbRTW38enr7metwHlpjzowvbm5sPD15Rj+mbjzF7awzrD8XlFtEsSb5ddiB3hY2OtSoW7MMnd8GcF2DbH+bPAdWg3+vQoL9jg/QJgGG/mMu3ndgOU4aaPe1efo49j+S19hvzufHVeTqPLBYLd3WvzeQVBzkYm8KumCRCHFifKCU9kxlbzBUmBumGs7iIbg+VVOUqQY8nzO1ZT0FSwebfnuP4NvjhZrBnQpNrz/bYO0F5H0/qZyfraw6cLvRxMrLsueuxX9c6gjqVyzskPil9hrU3h6//ufEYB05dvOjSpOUHycgyaFU9iOYl8A9e6kZBvT7m7/LMsQ4bcVOQOerTN5lLsXWpE0IFLWUjZVXNrubzvkVOPU2dyuW4umU1AN6aVfKGZJ9Jz+LbZfsBszc939PXTu83l5D9qL2ZpFus0HEMjF7h+CQ9h39FGPYz+IVA9CZzqqATpzaUeWfiYLO5ZCOtbjnvLnWzC7ztOu64AsUAs7bEkJKeRY2KfrSqHuTQY4vklxL1kqzDaHMN0DOnYdr9YLcX7jin98Ok6yAtHiI6wMCPij5M7BLaZFd+X70/ttDH+GLRPrYeSyDIz5NH1ZsuF9GkaiA9sosujZ26iYwsO/FnMnjkpw28On177n7pmXYmrTgIwK2dI10VbtH1fsUcdrv7H9g50yGHzPnj2Z6PSep/bzZ7Ifo2dfNq+SLOlLMs2/5FTk/mHoiqi6fNwqJdJ1mezyk+7uLnNYc4nZJBRLAvfRpfYqUAw4C98+H7ofBeC1j7rTnMvV5fuGsx9H45/8XiCisoAm74DqwesGUqLHnPuecryzb9ZBYDrNQAItqdd5c6odmJekySQ0/9xwZzZN2gFlVV+0hcRol6SWbzMIuk2Lxgx1+w+K2CH+PUHvi6n7nea8U6MGSyWZTKydrWNOeSrypkj/q+k8m8+485H+9//Rs5dLiTlE7PXtkYH08rS/ecot97i+jy2lx+XnOY8Qv2kJ5p3uSavvkYJ5PSCA3wpm+T/C8t5XYq1oYO95jb0x+F9KIv3XR2jvrF99t/MpltxxKwWS1c0VDFd6QMq9bGXBIs+YQ5VNqJIoL9uKFtBABvztyR71oSrpZlN/h8kVm1e1TXWnjYLvBnafIpWPohfNgWvh1o1tLBgNqXm8PPb5wCoc5fUztXjU7Q7w1ze84LTluGr0wzjLPD3lvdcsEOpHrZoykd2aOenJbJ4t3mkq79m+mGs7iOEvWSLrwF9M9O0Oe+DGu/y/9nDyyFr3pDwhEIqQe3/GkO6yoGbSPNRH3LkXhS0jML9NnMLDuP/7yRtEw7XeuGMLiV5g7JpUWG+PPxsFb4etrYdTyJxNSz/9+lZmYB8E32kmzD2tfA80J/MJYU3R6FwAhzSaE5Lxb5cPmdoz49uze9U+2KGvYuZZuHN0RkL1G399Jz8ovq3svr4u1hZfWB08zfUcTpcMVk9tZoDsamUMHPk+taR5y7w/FtMPUOeLuBOc3v1C5zXfO2o8xCcTf/CtXzvwygQ7UeAU0Gmz36P98GqSW76r7bObrOnF5g88qt9n4+dZ3Qo75o10nSM+1UD/bLHVov4gol/C9RAcx1PtvfDRjwxxiz2vPFhsFnppn7fHOleac/tCnc+jcEFN9dw6pBvlQN8iXTbrBib8GGv783Zxcr98fi72Xj5UFNNSRJ8u3yBqEseLQHrw1uykc3tsp9PTU9i81H4ll7MA5Pm4Uh7c7zB2NJ410OrswekrliPBxcXqTDWchZnu3iqfqMzeb89D4leUSCiKPUiTKfd053+qlCA3wY3tFc6/nNWTvyNU3F1b5ddgCAG9tXx9fLdvaNhGNm8vtxR9j4A2SlQ5XmMOBdeGQH9H/TYYUyC81igQHvQFB1iDsAfz3s2nhKm5ze9IZXgd+FV/Spk51In0pO55SDKr/P2RYDQFTDUP2NKS6lRL206DPu7FDXeS/DF5fD9r8hM/3sPsmnYOXnZuGVeS9nF44bDCNnmsXpitnlDSoDMDO7qmZ+zNoSzYfzdgPwyjVNqV5R1ValYCoH+HBD2+r0b1YFv+w/DFMz7LnFjPo2qVKylmS7mDo9zSXbMOD3MZCRWuhD5aeYXHR8KhsOx2OxQK9GStRFcoua7V9s1pNxsrt71MHfy8aWowm5Favd1a6YRJbuOYXVAje2r3H2jc2/mH+nbP4FMMxEbdQ8uHMhtBkB3m5UONYnEK75Aiw22PQjbPzJ1RGVDmmJsOkXc7v1+YvI5fDz8qB6sPm34LZjRR/+nmU3mLv9OABRjSoX+XgiRaFEvbSwWMxkfeDH4FXeHDI0ZSiMqwbvt4J3msAbteHvR+D0PvCvDIO/NB9e/i4JuXd20ZjZW2PIysed/1lbohkzeR2GATd1qM7AFhryLkXj62km6sfiz/D7erNwTE6PVKnR+2UoF2oOGZ1b+CHwVmtOj/qF91m0yxxu26xaUJGWXRQpNSrWhkoNzRvju2Y7/XTB/l6M7GIWwnx1+nZSM7Kcfs7C+m652Zse1TCUqkG+5pzkuS+bPelp8RDeCu5cZBZuq9rqEkdzoertoftj5vb0RyExxrXxlAbrv4f0RLN2Us7qCReRs0LLuoNFvxm2/tBpTiWnE+DjkVtPScRVlKiXNi2HwX1rodO94F8JstIgdo9ZLA4DQptA3zfgvnXQ9FqnV3e/mPa1ggn09eRUcjqrLlL9fcXeUzz+80bu+G4N6Vl2+jQO47kri7FojJRaPtmJ+rfLzTV8G1UJoHWNCi6OysF8K5wdAr/sQ9j1T6EOk/svxUUS9YW7zOI73epefK16kTIlp1d9+5/Fcro7utcmLMCHg7EpfJw9As3dJKZm8MuawwDc0qmm+eKcF2Dh6+Z25/vh9n+gSjPXBFhQXR8+uwrPXw9pybaisNth5Wfmdrs78/V3as7yaWsdkKjP3mr2pveoX7nk16qREk//B5ZG5SpDr5fgkV1w71oYMQNG/gOP7oG7l0D7O5y/fEk+eNqs9G5sVoWesvLgeff5ff0RbvhsOT+sPgTArZ1q8v7QlheuDCtSAD6e5v9HOet+D+9Yo3TOR6vfF9rebm7/dhckHS/wIXKqvl9o6HuW3WBxdo96t3rFP5VGxG3lJOq7/nHICgyXUs7bg2eubATA+AV72XvCsctWOcKv646QnJ5F7Ur+dKpdEZaPh8Vvm2/2fwuueAGstosfxJ3YPGHQJ+aSbdv/zB62L4Wyd645AsyrPLQYmq+PtKpu3mBfdyiuyCse5M5Pb6RVS8T1lO2UZhaLOeyuRkeIaAv+7tfLdXOHmgD8tekYR+PO5Hlv9/FExk7dBEC7yGB+vLMjz13VGC8P/W8rjpHTo243IKScN4NaluLpFL1egsqNzAKSv91z8YKT52G9xBz1LUfjOZ2SQTlvD1pkD0MUESC8JVSIhIxk2PpHsZyyb5MwuterRHqWncd/2Ziv6WXFxTAMvssuIndzhxpYjqw1K7oD9Hz27E3FkiasqbnaBpjTDAtxQ1SAFZ+azy1vync9goZVAvD2sBKXksHek4W/Gbb/ZDK7jifhYbXQXTecxQ0o4xGXalotkA61gsnIMnj57225d0Kj41O5bcJqUtKz6FirIpNvb0+7SM0VEsfKmaMOMLJLZG7iXip5+po1KTx8YPdsWPRWgT5usVx8jvrCnWZveqfaFTVcUOTfLBZzWhrAuonFdEoLLw1qgr+XjVX7T/Ppwj3Fct78WHcojl3Hk/DxtHJNk0D45TZzDn/jq6HLg64Or2i6PGSupHPmNPz5oIbAF9SpPbBrlrndblS+P+blYaVZtUAAVu0r2EpC//ZPdm96ztRMEVfTX1Pico/3aYDFAn9tPMYtX6/ii0V7uXb8Ug7GplA92E9D3cVpchLz8j4e3NShuoujKQahjaDfG+b2vJcLVNzq3zMCzje0MHd+unohRM7VfChggQOL4WTxzBuPCPbj2avMei7vzN7J5iPxxXLeS/k5e256vyZVCFjxDpzeD4HVzaXXSvrUIw8vGPSxhsAXVs7c9Lq9zBGhBdC5jjlqdP6OE4U+fU6i3rOBhr2Le1D2Iy7XsnoFXh/cDE+bhYU7T/DSX9s4fPoM1YP9mDyqvapHi9ME+3sB5vDL8j5l5O55q+HQ5jbAgF9Gmj0Y+WD91x/Q/83TE1MzWHvALOLTra4SdZFzBFaDen3M7WUfFttpr2tdjd6NQ8nIMrh70hpOJ6df+kNOlJqRxbQN5gobN9XNgOWfmG/0fwt8g1wXmCNVaQZdHzG3/35UQ+DzKyUW1n5nbre/s8Afz1nyd/Huk6RnFmxqF0B8Sgar9pvtWFRDJeriHpSoi1u4rk0E0+/vxsgukfRpHMY9PWoz7d4uVKugddLFeR68oh7/69+Q+3rWdXUoxavPa1CtHaTGww83Q9qli01Z/9XR9d956sv3xpJpN6hZ0Y/qFfU7K3Jene41n9dPhqTC9/oVhMVi4bXBzage7Meh2DPcN2UdmVkFT2IcZfbWGBJTM6ka5EvL7W+CPQPq9oZ6vVwWk1N0fTh7CHysqsDn18rPzToOYU2hds8Cf7xJeCCVynuTlJaZOxWrIObvPE6W3aB+aHm1Y+I2lKiL26hTuRxPD2jE+Jtb81ifBpofJE4XGeLP7V1rle656efj4QXXf2uur358i7lucVbmRT/y72r4//2TM+ePoq7qTRe5sBqdoGprc9nURW8W22mD/Lz49ObW+HraWLTrJM9N21LkytiFlTPs/a56iVh2zgCLFXq/4pJYnOrfQ+C3TYMtv7o6IveWngwrxpvbnR8o1BQIq9XCwObhAExdd7jAn5+9Nafae+UCf1bEWZSoi4iURQFVYMhks7jcrpkw44mL9vpYLtKjvkjLsolcmsUCPZ8xt1d9ke9pJ47QsEoAb13fHIsFJi4/yDuzdxbbuXPEJqezeLdZy+KapCnmi02vg5A6xR5LsajSzOxZh+wq8MUziqJEWjfRHH1QoSY0GlTow1zTqhoAs7bEcPh0Sr4/l55pZ0H23PaeGvYubkSJuohIWVWtDVzzOWCBVZ/D8o8vuOuF5qgfPJXC/lMpeFgtdKillRlELqpWD7NQlj0T/rivwMskFkW/plV4cWATAN6fu5v35+wq1p71WVuiybIb9AmNw3/v3+aLXR4qtvO7RNdHILQJpJyCvx92dTTuKTMdln5gbne6D2wehT5Uo/AAutQJIdNu8MGc/BdtXLkvlsS0TELKedGiWlChzy/iaErURUTKskZXQa8Xze2ZT11wnecLzVFfmN2b3qpGhbJTkE+kKPq+Dp7+ZgX4Je8W66lv6lCDx/rUB+Dt2Tt55V/LojrbX5uOATDGb475QoMBULlBsZzbZXKGwFtssPX3wg+BP7gcfr0bvu4Pv42GA0sdG6crrfsO4g+ZU7Fa3Fjkwz0QZdac+WH1IdYdPJ2vz/y72rvVWsJXHpBSRYm6iEhZ13EMtBmJWQn+dti36JxdLJy/Rz1nfnq3uiHOjlKkdAiOhN4vm9tzXjATuGJ0T486PDOgEQCfL9rHwz9uIDUjy6nnPJ2cztI9pyhHCo1OTjdfLERl7xKpSvOzQ+D/erhgVeANA+a9Al/1hg2TzZs76yfC131h6p2Qnv/h3W4pIxUWZtdr6PoIePoW+ZBtagbnVoBfc+DSibphGLmJelQjDXsX96JEXUSkrLNYzF6+BgPMQlffD4Wj687ZJUdOj3pGlp1le04Bmp8uUiCtbz27TOJPI8w5usXoti6RvH5tM2xWC1PXHWHIZ8uJSUh12vlmb40hy25wd4XVWDNSIKQe1OzqtPO5nW6Pnh0C/9vd+Z/ysOwjWPCaud1imDlVqdVwswjfxinwzQA4k79eY7e05mtIPAoB1aD1LQ47bFB2MeL/1lM5nx0xiRw+fQZvDytd6uiGs7gXJeoiImLOCxz8JUR2g/REmDgYTpwtOPXvOer27L991h+KIzEtkwp+njQODyzuiEVKLosF+r4BzW4AIwt+H20ulXhiR7GFcH2bCL4Z0Y5AX0/WH4pjwAeLWZJd7M3R/t58DDAYYpllvtD29kJV9i6xPLxg8Bdm8c7d/8Dyjy79mehN8M9z5navl80h9M2uh6s+gFv/Bt8KcGSNeWM144xTw3eK9GRY9La53f1R8PB22KFzhq9n2i+dqP+TXe29S50QfL3K2Aow4vaUqIuIiMnTx6wEH97S7Pn57mqIOwTknaOeM6d1Ufaw9y51K2HTvD6RgrF5wKDx0ONJcw7ztj/go/bwZW+Y/6o5n/nwaji+DU7vh/gj5rDplFhIjTeHPWemF2mN7i51Q/h9dGfqhZbjRGIaN325gjdn7nDoWuvxKRks2X2Sxpb9VEzZCzZv8wZFWVO5IfQZZ27/8zwcWXvx/Wc+Za4z32AAdByd970aHeGWP8E7EA4ug1/vKnlrtS/7CJKPm5XeWwxz6KFt2TeB7PlI1GdvM6ciaNi7uKPCl1YUEZHSx7s8DPsFvu4DJ3eayfqI6Vj8zg4JzPl7cMEus/etq+anixSO1Qo9Hof6fc0hztv/hEPLzUdBeJWHwGoQFAGV6kOVFuajYu1L9lzXDPHnt9GdeWHaVqasOsSH83azbO8p3hvSgmoV/Ar91XLM33mcjCyD2wJWQjrmd/UNKvJxS6TWI2DPPPOmzM8jYNQ88DvPahn7FsK+BWD1NNeZP99/w7AmMHQyfDsItv4Gyz+Bjvc4+xs4RsJRWPyOud3zGbA5thCpzWZer0vdb4pJSGXDoTgzjAZaP13cj3rURUQkL/+KcPOv5rzBU7vg24FYz5zKfdtuGMSlpLPxcBwA3epqfrpIkVRpBkMmwQObod+b0HwoVG0DgdXBryJ4+JpJ24WkJ8KJbbBrlrnU1S8j4cPW8HZDs1r4xh/hTNwFP+7n5cGrg5vxwdCWlPf2YM2B0/R7bxHTsyu1F8Xc7cexkUVvY7H5QlnsTc9hscBV70NQDXOUxM8jICvz3P1yhoS3vhUq1Ljw8Wp2MRN5gNlPw8EVjo7YOf55DjJSoHpHaHyNww+f06OedYlRBjlF5FpEBFE5wMfhcYgUlXrURUTkXIHV4JY/4Ot+cHwLlu8GEci9xFMOuwHLdp/EMKB+aHnCAvUHjohDBEVAu1HAqAvvY88y12HPyjCf7ZlmQbG4g+YjZgsc2wDRGyHxmFktfMNkM9Gv09NMjOr3BZ+Acw59ZfNwmlcL4t4p69hwKI67J63lyubhPH9VY4L9vQr8dbLsBgt2nqCTdQvlMk6BbzDUiSrwcUoV3wow9Hv44grYO99MsHOGxAOc2gN75wEW6HTvpY/XbpQ5/H3LVPj5Nrhr0fl76d3FoVWw8QfAYn5vJ9QqyJmKlXWJon2zs+enX6Fh7+Km1KMuIiLnV7E23DIN/CtD9Ca+8xpHAMkYhsGinRr2LuISVptZeMu7nDmE3D8EQuqaSXibEdD/Tbh9Njx+AG7+DTrfD5UamPOdd86AX++At+rDb/eYPbD/6XWsXtGPn+/qyD09amO1wLQNR7ni7QX8ufFogddcX3fwNHEpGVzvlb3ud5NrzMJqZV1oY7h6vLm9/GNY++3Z99Z+Yz7X6Xnx3vQcOb30wbUg4TD8ca/7zlfPyoC/HjK3W9xo1kNxgpzipxcb+p6UlsnS3eZIsV5K1MVNKVEXEZELq1TP7Fn3C6GZdR/fer2KkZrAwl3Z66drWTYR9+TpA7UvgytegNEr4J7l0P1xqFjHHHa8fhJ81Qs+7mAW9kqJPftRm5XH+jTgt9GdqR9anlPJ6YyZvI6eby3g/Tm7OHgqf+t3z91+HC8yiLKuNl9oer0zvmnJ1Ogq6P6EuT3tftj2p7ls24YfzNda35r/Y3mXh2u/MkdNbP8TVn3h8HAdYukH5kgPnyCIes5pp/HInqN+seXZFu48QXqWnZoV/ahTuZzTYhEpCiXqIiJycZUbwvDfOW2Uo4V1D74/Xk9C/Gm8Pay0i3TjIZYiclblhnDZkzBmNdw2y6y07eELJ7bDzCfhrQYw9U44uDy3R7ZZtSD+uLcz911eBx9PK3tPJvP27J10e2Me136ylInLD3A6Of2Cp5y7/TidrFvwtadA+SpQrW1xfduSoccT0OImMOzmfPVFb0JStFnNvW7vgh0rvKV5UwbMivHRmxwfb1Gc3GWuZgDQ51Uo57zibWd71C+cqP972LulLC0VKCWKEnUREbm0sCbcmvUU8YYfASfX8bXX63Sr4YOPp9adFSlRLBao3t5cl/uRHdD/bQhrBllpsHEKfNUbPukEKz+H1Hi8PWw81Ks+q/93BW9d15yudUOwWmD1gdP877fNtHvlH0Z9u5rpm46RmpGVe5qjcWfYHp1IH9sq84UG/c0q93KWxQJXvmcuwZaVDvNeNl9v0K9wUwQ63G0m+Flp5nz19GTHxltY9ixzSH5WGtTuCc2HOPV0tuz/zS6UqGdk2Zm73VyW7YpGYU6NRaQo9C+miIjky3YiuSn9SZLwp511By8lPn3RStIi4uZ8AqHtSLhzIYyaCy1vMnvZj2+Fvx8xe9n/uBeOrKWctweDW1fju5HtWTa2J0/1a0ijKgFkZBnM3hrD3ZPW0vblf3jil42s2HuKOduPY8VOX4815rkaXuna7+qubB4w+EuI7Hb2tUYDC3csi8W8AVO+irm85vTHHBNjUS18wyx451UOrnzXKQXk/s2WfUPoQon66v2niT+TQbC/F61rVHBqLCJFoURdRETyxWqxsMmoxdC0scQZ/oQmbIJvr8ozt1VESiCLBaq2hoEfwcPboe8bUKmhOZd97bfw+WXwaXdY8w2kJxMa4MOobrX4+/6uzHygG3d1r02VQB8SUzOZsuoQN3y2nKd/20xbyw4CjQSz0nmNzq7+lu7L0weGToGGV0Gty8xe58LyD4FrPgMssG4ibPrZYWEWyv7FsOA1c3vAOxBU3emnvNTybDO3RANweYPKuRXiRdyREnUREcmXnL9nNhm1GOP5AoZfiLkM1IQBkHTctcGJiGP4BkH7O+CeZTBihlkAzuYFx9bDtPvMXva/HjGXgQPqh5Xnib4NWPL45Xw/qgM3tImgvLe5+m/usPd6fcF2kXXgBbz84YbvYPhvRa+MH9kNuj1qbk97AGL3FjW6wok/Yg7BN+zmXPxmxVNMMGfou/08PepZdoO/Nx0DoE9jDXsX96ZEXURE8sX6r+GKYfXbYrn1LygXBse3wIT+kHDUhdGJiENZLFCjIwz+HB7aDle8aC4BlpYAqz4357F/2QtWfQnJJ7FaLXSsXZHXrm3Gqv9FMfG2dtwYuNE8loa9F7/uj0P1jpCeCD+PhMwLF/1zivRk+H4IJMVA5UbQ7/ViO7U1+65y5nkS9ZX7YjmemEaAj4dWLRG359REPTY2lmHDhhEQEEBQUBAjR44kKSnpgvvv378fi8Vy3sdPP/2Uu9/53p8yZYozv4qIiPxrhGDXuiFQuQGM+BsCqpnzIb/uB3EHXRefuITa+jLAvyJ0vg/GrIHhv5tzqK0ecGiFuS72m/Xgu2vModZn4vDxtNHF/xDeyUfB099cJk6Kl80DBn9hLoV2dK1Z2b+41lfPyoBfRplLsfmFmMP6vfyL59yAR3aifr4e9WkbzRvKfZtUwctD/ZXi3jycefBhw4Zx7NgxZs+eTUZGBiNGjOCOO+5g8uTJ590/IiKCY8eO5Xnts88+44033qBv3755Xv/666/p06dP7s9BQUEOj19ERM7K6VG3WKBr3eyeiIq1zWT9myvh9D74qg/cNNVM4qVMUFtfhlitUKuH+UiMgY0/wOZfzGHxe+aYj2kPmEOvc0bg1I0CT1/XxVyWBVaDQZ/AlKHmKIig6uYNF2eyZ8Gvd8GOv8DmDTdMhAo1nHvO/7BeYI56RpadGZvN+ekDmlcp1phECsNpifq2bduYMWMGq1atok2bNgB88MEH9OvXjzfffJPw8PBzPmOz2QgLyztf5Ndff+X666+nXLlyeV4PCgo6Z18REXGenDnqTcIDCfb/1xzKCjVgxHT4bpDZs/5Vb7jxR3MJKCnV1NaXYeVDzaSv831wag9sngqbfzbXZd8z5+x+Da9yXYxiLvXW62WY9RTMftosNtfiRuecKzMdfh9t/n9g9TTn3Nfo6JxzXUROgbj/Vn1fuucUscnpVPT3omOtisUel0hBOW3Mx7JlywgKCsptuAGioqKwWq2sWLEiX8dYs2YN69evZ+TIkee8N3r0aEJCQmjXrh1fffUVRnEN5xERKaMs2b0U3eqFnPtmYFW4bSZUawupcWY1+O1/F2+AUuzU1gtgjqzp/iiMXgGjV0LU8xDRwex5r9/3kh8XJ+s0BjrcY27/dg+s/trx50hNgMnXwaYfwWIzh93X6+348+SDxwUS9V/WHAagX9MqeNg07F3cn9N61KOjo6lcuXLek3l4EBwcTHR0dL6O8eWXX9KwYUM6deqU5/UXXniByy+/HD8/P2bNmsU999xDUlIS9913/uE8aWlppKWl5f6ckJBQwG8jIiI+2fP5utW9QAEev2AY/gf8dCvsmgk/DIMr34NWw4svSClWauvlHJXqm48uD7g6Evm3Xi+DPRNWfgZ/PgCJ0WbBOasDEtboTea/+6d2mzUJrv/WnPLgItbzJOpxKenMyF6W7fo2ES6JS6SgCvzb+cQTT1ywCEzOY/v27UUO7MyZM0yePPm8d9iffvppOnfuTMuWLXn88cd57LHHeOONNy54rHHjxhEYGJj7iIjQL6iISEE9c2VjHu1dn3aRwRfeycsPhkwyl+Ix7PDHvTD3JbDbiy9QKTK19SKljNUKfV+Hzg+YPy941azKnnyy8MfMTIfF78LnPc0kPaAqjPjLpUk6nF1H3f6vETi/rTtCeqadhlUCaFI1wFWhiRRIgXvUH374YW699daL7lOrVi3CwsI4fjzvurqZmZnExsbma77Zzz//TEpKCsOHX7onpn379rz44oukpaXh7e19zvtjx47loYceyv05ISFBDbiISAH1aZLPucI2Txj4oTmHddFbsPANOLEDrh5frJV/pfDU1ouUQhYLXPE8hNSDPx80Rz590BqinoWWw81K8flhz4Jtf8C8V8y6JAD1+piF6/wuciO3mPy3R90wDH5YbQ57H9I2Incal4i7K3CiXqlSJSpVuvS6gx07diQuLo41a9bQunVrAObOnYvdbqd9+0sXGPryyy+56qqr8nWu9evXU6FChfM23ADe3t4XfE9ERJzAYoGez0BwbXOY5bY/zKrwQ6eYlYjFramtFynFWg6DsCbw22iI2WQm7YvehjYjoNEgCK51tmp/DrsdTmyDbdNgwxTz33Mwl1/r9SI0H3ruZ1zE4z/rqK/cF8u2Ywl4e1gZ1KKqK0MTKRCnzVFv2LAhffr0YdSoUYwfP56MjAzGjBnDkCFDcqvAHjlyhJ49e/Ltt9/Srl273M/u3r2bhQsX8vff5xYimjZtGjExMXTo0AEfHx9mz57NK6+8wiOPPOKsryIiIoXVcphZaGrKMHMe42eXmcv1qCJ8qaC2XqSEqtIc7phvLtu28E2IPwRzXjAf/pWgYh3wrWDOa0+JNUdFpSee/bxvBWh3h1mkzjfIVd/ivHKqvucMff980V4ABreuRqCfp8viEikop66jPmnSJMaMGUPPnj2xWq0MHjyY999/P/f9jIwMduzYQUpKSp7PffXVV1SrVo1evXqdc0xPT08++ugjHnzwQQzDoE6dOrz99tuMGjXKmV9FREQKq3oHuGMefD8UYjbDhH4Q9Rx0HOM2PTBSeGrrRUoomwd0uBta3wqbfoLNv8D+xZB8wnz8l4cv1Opu9ro3vBK8y527jxvIXUfdbrDnRBL/bDuOxQIju0S6ODKRgrEYZXCtk4SEBAIDA4mPjycgQAUlRESKRVoS/DEGtvxq/ly/Hwz62OyZEbVNDqbrKVIIGWcgZgvEH4aUU2bNEZ8gs4c9pF7+57G70PRNx7h70lra1QwmItiPX9YeJqphKF/c0ubSHxZxsoK0Te7/2yYiIqWDdzm49muo0RlmPgk7/obx3cz1djUUXkTE9Tx9oVob81FC5RST23I0nlUHYgEYc3kdV4YkUigOWDxRREQknywWaDcKRs6CCjUh/iB83QdmPwuZaZf8uIiIyMXkLM+WnJ6FYUD/plVoERHk2qBECkGJuoiIFL/wlnDnQrNSsGGHJe/Cp93h6DpXRyYiIiVYTjE5MCvAP9K7vgujESk8JeoiIuIaPoHm2uo3TDKrDJ/YBp9fDtOfgNQEV0cnIiIl0L9rlI7qVovIEH/XBSNSBErURUTEtRoOgHuWQ+NrzN71FZ/Ah21g089Q9uqdiohIEdSoaCbmwf5e3N+zroujESk8JeoiIuJ6/iFw3ddw01QIrg1JMfDLSPiyFxxY6uroRESkhIgM8WfOw91Z/Phl+HjaXB2OSKEpURcREfdRpyfcswwu+x94+sHhlfB1X5h8g7lkkIiIyCXUrlQOPy8tbiUlmxJ1ERFxLx7e0P1RuG8dtLkNLDbYOQM+6QSTh8DBFa6OUERERMSplKiLiIh7Kh8GA96B0Sug0SDAAjunw1e94Ot+sP1vyMp0dZQiIiIiDqcxISIi4t5C6sL138DJXbDkPdgwBQ4sMR8BVaHVLdDqZggId3WkIiIiIg6hHnURESkZQurCwA/h/g3Q6T7wDYaEIzD/FXinCUy81kzi0xJdHamIiIhIkahHXURESpbAqtDrRbjsKdg2DVZ/BQeXwu7Z5sPDB+r1gUYDzeJ0PoGujlhERESkQJSoi4hIyeTpA82uMx8nd5nrrm/+GU7thq2/mQ+rB1TvCPV6Q93eZq+8xeLqyEVEREQuymIYhuHqIIpbQkICgYGBxMfHExAQ4OpwRETEUQwDjm2Azb+YleJP7sz7fvkqUKMz1OwCNbtCxdpuk7irbXIsXU8REXE3BWmb1KMuIiKlh8UC4S3MR68XIXYv7JwFu2bC/sWQeMzsdd/8s7l/uVCo3gGqtjYfVVqAdzkXfgERERERJeoiIlKaBdeCDneZj4wzcHi1WS1+/2I4tBKSYmDr7+YDwGKFSg2gaisIb2Um7pUbgpefS7+GiIiIlC1K1EVEpGzw9IXIruYDICMVjqyBI6vN58NrIOEwHN9qPtZNNPezWCGkHoQ1zX40Mx/+FV33XURERKRUU6IuIiJlk6cP1OxsPnIkRsORtWbifnQtHNsIKSfhxHbzsemns/sGVDUT9zpR0G5U8ccvIiIipZYSdRERkRzlw6BBP/MBZnG6pBgzYY/OeWwy574nHDEfXuWUqIuIiIhDKVEXERG5EIvFTN7Lh0G9XmdfT02AmC1m0h5cy3XxiYiISKmkRF1ERKSgfAKgRkfzISIiIuJgVlcHICIiIiIiIiJnKVEXERERERERcSNK1EVERERERETciBJ1ERERERERETeiRF1ERERERETEjShRFxEREREREXEjStRFRERERERE3IgSdRERERERERE3okRdRERERERExI0oURcRERERERFxI0rURURERERERNyIEnURERERERERN+K0RP3ll1+mU6dO+Pn5ERQUlK/PGIbBM888Q5UqVfD19SUqKopdu3bl2Sc2NpZhw4YREBBAUFAQI0eOJCkpyQnfQERERC5F7b2IiIjjOS1RT09P57rrruPuu+/O92def/113n//fcaPH8+KFSvw9/end+/epKam5u4zbNgwtmzZwuzZs/nzzz9ZuHAhd9xxhzO+goiIiFyC2nsRERHHsxiGYTjzBBMmTOCBBx4gLi7uovsZhkF4eDgPP/wwjzzyCADx8fGEhoYyYcIEhgwZwrZt22jUqBGrVq2iTZs2AMyYMYN+/fpx+PBhwsPD8xVTQkICgYGBxMfHExAQUKTvJyIi4gglvW1yt/a+pF9PEREpfQrSNnkUU0yXtG/fPqKjo4mKisp9LTAwkPbt27Ns2TKGDBnCsmXLCAoKym20AaKiorBaraxYsYKrr776vMdOS0sjLS0t9+f4+HjAvFAiIiLuIKdNcvL9c5dzVnuvtl5ERNxdQdp6t0nUo6OjAQgNDc3zemhoaO570dHRVK5cOc/7Hh4eBAcH5+5zPuPGjeP5558/5/WIiIiihi0iIuJQiYmJBAYGujoMp3FWe6+2XkRESor8tPUFStSfeOIJXnvttYvus23bNho0aFCQwzrd2LFjeeihh3J/ttvtxMbGUrFiRSwWS5GOnZCQQEREBIcOHdLQunzSNSs4XbOC0zUrOF2zgnPkNTMMg8TExHxP43KmktjeO7OtB/1+FIauWcHoehWcrlnB6ZoVnKva+gIl6g8//DC33nrrRfepVatWQQ6ZKywsDICYmBiqVKmS+3pMTAwtWrTI3ef48eN5PpeZmUlsbGzu58/H29sbb2/vPK/ltzJtfgUEBOh/9gLSNSs4XbOC0zUrOF2zgnPUNXOXnvSS2N4XR1sP+v0oDF2zgtH1Kjhds4LTNSu44m7rC5SoV6pUiUqVKhUqoEuJjIwkLCyMOXPm5DbUCQkJrFixIreSbMeOHYmLi2PNmjW0bt0agLlz52K322nfvr1T4hIRESlr1N6LiIi4ltOWZzt48CDr16/n4MGDZGVlsX79etavX59nDdQGDRrw66+/AmCxWHjggQd46aWX+OOPP9i0aRPDhw8nPDycQYMGAdCwYUP69OnDqFGjWLlyJUuWLGHMmDEMGTLELYYKioiIlDVq70VERBzPacXknnnmGb755pvcn1u2bAnAvHnz6NGjBwA7duzIrcoK8Nhjj5GcnMwdd9xBXFwcXbp0YcaMGfj4+OTuM2nSJMaMGUPPnj2xWq0MHjyY999/31lf45K8vb159tlnzxluJxema1ZwumYFp2tWcLpmBadrpvZeLkzXrGB0vQpO16zgdM0KzlXXzOnrqIuIiIiIiIhI/jlt6LuIiIiIiIiIFJwSdRERERERERE3okRdRERERERExI0oURcRERERERFxI0rUi+ijjz6iZs2a+Pj40L59e1auXOnqkFxi3LhxtG3blvLly1O5cmUGDRrEjh078uyTmprK6NGjqVixIuXKlWPw4MHExMTk2efgwYP0798fPz8/KleuzKOPPkpmZmZxfhWXefXVV3OXLcqha3auI0eOcNNNN1GxYkV8fX1p2rQpq1evzn3fMAyeeeYZqlSpgq+vL1FRUezatSvPMWJjYxk2bBgBAQEEBQUxcuTIPEtJlSZZWVk8/fTTREZG4uvrS+3atXnxxRf5dx3Rsn7NFi5cyJVXXkl4eDgWi4Xffvstz/uOuj4bN26ka9eu+Pj4EBERweuvv+7sryYOorbepLa+6NTW54/a+oJRW39pJbKtN6TQpkyZYnh5eRlfffWVsWXLFmPUqFFGUFCQERMT4+rQil3v3r2Nr7/+2ti8ebOxfv16o1+/fkb16tWNpKSk3H3uuusuIyIiwpgzZ46xevVqo0OHDkanTp1y38/MzDSaNGliREVFGevWrTP+/vtvIyQkxBg7dqwrvlKxWrlypVGzZk2jWbNmxv3335/7uq5ZXrGxsUaNGjWMW2+91VixYoWxd+9eY+bMmcbu3btz93n11VeNwMBA47fffjM2bNhgXHXVVUZkZKRx5syZ3H369OljNG/e3Fi+fLmxaNEio06dOsbQoUNd8ZWc7uWXXzYqVqxo/Pnnn8a+ffuMn376yShXrpzx3nvv5e5T1q/Z33//bTz11FPG1KlTDcD49ddf87zviOsTHx9vhIaGGsOGDTM2b95sfP/994avr6/x6aefFtfXlEJSW3+W2vqiUVufP2rrC05t/aWVxLZeiXoRtGvXzhg9enTuz1lZWUZ4eLgxbtw4F0blHo4fP24AxoIFCwzDMIy4uDjD09PT+Omnn3L32bZtmwEYy5YtMwzD/AWyWq1GdHR07j6ffPKJERAQYKSlpRXvFyhGiYmJRt26dY3Zs2cb3bt3z228dc3O9fjjjxtdunS54Pt2u90ICwsz3njjjdzX4uLiDG9vb+P77783DMMwtm7dagDGqlWrcveZPn26YbFYjCNHjjgveBfp37+/cdttt+V57ZprrjGGDRtmGIau2X/9t/F21PX5+OOPjQoVKuT5vXz88ceN+vXrO/kbSVGprb8wtfX5p7Y+/9TWF5za+oIpKW29hr4XUnp6OmvWrCEqKir3NavVSlRUFMuWLXNhZO4hPj4egODgYADWrFlDRkZGnuvVoEEDqlevnnu9li1bRtOmTQkNDc3dp3fv3iQkJLBly5ZijL54jR49mv79++e5NqBrdj5//PEHbdq04brrrqNy5cq0bNmSzz//PPf9ffv2ER0dneeaBQYG0r59+zzXLCgoiDZt2uTuExUVhdVqZcWKFcX3ZYpJp06dmDNnDjt37gRgw4YNLF68mL59+wK6ZpfiqOuzbNkyunXrhpeXV+4+vXv3ZseOHZw+fbqYvo0UlNr6i1Nbn39q6/NPbX3Bqa0vGndt6z0K+4XKupMnT5KVlZXnH02A0NBQtm/f7qKo3IPdbueBBx6gc+fONGnSBIDo6Gi8vLwICgrKs29oaCjR0dG5+5zveua8VxpNmTKFtWvXsmrVqnPe0zU71969e/nkk0946KGHePLJJ1m1ahX33XcfXl5e3HLLLbnf+XzX5N/XrHLlynne9/DwIDg4uFResyeeeIKEhAQaNGiAzWYjKyuLl19+mWHDhgHoml2Co65PdHQ0kZGR5xwj570KFSo4JX4pGrX1F6a2Pv/U1heM2vqCU1tfNO7a1itRF4cbPXo0mzdvZvHixa4Oxa0dOnSI+++/n9mzZ+Pj4+PqcEoEu91OmzZteOWVVwBo2bIlmzdvZvz48dxyyy0ujs49/fjjj0yaNInJkyfTuHFj1q9fzwMPPEB4eLiumYgUmtr6/FFbX3Bq6wtObX3ppKHvhRQSEoLNZjunKmdMTAxhYWEuisr1xowZw59//sm8efOoVq1a7uthYWGkp6cTFxeXZ/9/X6+wsLDzXs+c90qbNWvWcPz4cVq1aoWHhwceHh4sWLCA999/Hw8PD0JDQ3XN/qNKlSo0atQoz2sNGzbk4MGDwNnvfLHfy7CwMI4fP57n/czMTGJjY0vlNXv00Ud54oknGDJkCE2bNuXmm2/mwQcfZNy4cYCu2aU46vqUtd/V0kJt/fmprc8/tfUFp7a+4NTWF427tvVK1AvJy8uL1q1bM2fOnNzX7HY7c+bMoWPHji6MzDUMw2DMmDH8+uuvzJ0795xhH61bt8bT0zPP9dqxYwcHDx7MvV4dO3Zk06ZNeX4JZs+eTUBAwDn/YJcGPXv2ZNOmTaxfvz730aZNG4YNG5a7rWuWV+fOnc9ZCmjnzp3UqFEDgMjISMLCwvJcs4SEBFasWJHnmsXFxbFmzZrcfebOnYvdbqd9+/bF8C2KV0pKClZr3n/qbTYbdrsd0DW7FEddn44dO7Jw4UIyMjJy95k9ezb169fXsHc3prY+L7X1Bae2vuDU1hec2vqicdu2vlAl6MQwDHPJFm9vb2PChAnG1q1bjTvuuMMICgrKU5WzrLj77ruNwMBAY/78+caxY8dyHykpKbn73HXXXUb16tWNuXPnGqtXrzY6duxodOzYMff9nOVHevXqZaxfv96YMWOGUalSpVK7/Mj5/LsSrGHomv3XypUrDQ8PD+Pll182du3aZUyaNMnw8/MzJk6cmLvPq6++agQFBRm///67sXHjRmPgwIHnXV6jZcuWxooVK4zFixcbdevWLTXLj/zXLbfcYlStWjV3yZapU6caISEhxmOPPZa7T1m/ZomJica6deuMdevWGYDx9ttvG+vWrTMOHDhgGIZjrk9cXJwRGhpq3HzzzcbmzZuNKVOmGH5+flqerQRQW3+W2nrHUFt/cWrrC05t/aWVxLZeiXoRffDBB0b16tUNLy8vo127dsby5ctdHZJLAOd9fP3117n7nDlzxrjnnnuMChUqGH5+fsbVV19tHDt2LM9x9u/fb/Tt29fw9fU1QkJCjIcfftjIyMgo5m/jOv9tvHXNzjVt2jSjSZMmhre3t9GgQQPjs88+y/O+3W43nn76aSM0NNTw9vY2evbsaezYsSPPPqdOnTKGDh1qlCtXzggICDBGjBhhJCYmFufXKDYJCQnG/fffb1SvXt3w8fExatWqZTz11FN5lg4p69ds3rx55/3365ZbbjEMw3HXZ8OGDUaXLl0Mb29vo2rVqsarr75aXF9RikhtvUltvWOorb80tfUFo7b+0kpiW28xDMMoeD+8iIiIiIiIiDiD5qiLiIiIiIiIuBEl6iIiIiIiIiJuRIm6iIiIiIiIiBtRoi4iIiIiIiLiRpSoi4iIiIiIiLgRJeoiIiIiIiIibkSJuoiIiIiIiIgbUaIuIiIiIiIi4kaUqIuIiIiIiIi4ESXqIiIiIiIiIm5EibqIiIiIiIiIG1GiLiIiIiIiIuJGlKiLiIiIiIiIuBEl6iIiIiIiIiJuRIm6iIiIiIiIiBtRoi4iIiIiIiLiRpSoi4iIiIiIiLgRJeoiIiIiIiIibkSJuoiIiIiIiIgbUaIuIiIiIiIi4kaUqIuIiIiIiIi4ESXqIiIiIiIiIm5EibqIiIiIiIiIG1GiLiIiIiIiIuJGlKiLiIiIiIiIuBEl6iIiIiIiIiJuRIm6iBvp0aMHPXr0KNRnLRYLzz33nEPjEREREedS2y8i56NEXcSBLBZLvh7z5893dahs27YNi8WCj48PcXFx592nR48eeeL28vIiMjKSO+64g0OHDjk0nqNHj/Lcc8+xfv16hx63MGbNmsXIkSNp0qQJNpuNmjVrujokERFxU+7e9u/fv/+cWAICAmjRogUffvghWVlZefYvrW2/2nYpaTxcHYBIafLdd9/l+fnbb79l9uzZ57zesGHD835+1qxZTovtvyZOnEhYWBinT5/m559/5vbbbz/vftWqVWPcuHEApKens3XrVsaPH8/MmTPZtm0bfn5+Donn6NGjPP/889SsWZMWLVo45JiFNXnyZH744QdatWpFeHi4S2MRERH3VlLa/qFDh9KvXz8A4uPj+fvvv7n33ns5cOAAb7zxRp59S2Pbr7ZdShol6iIOdNNNN+X5efny5cyePfuc1/8rJSUFPz8/vLy8nBleLsMwmDx5MjfeeCP79u1j0qRJF0zUAwMDz4k/MjKSMWPGsGTJEq644oriCNkh9u/fT2RkJPPmzbvoMMNXXnmFzz//HE9PTwYMGMDmzZuLL0gRESlRSkrb36pVqzwx3XPPPbRv357Jkyefk6iXprY/h9p2KWk09F2kmPXo0YMmTZqwZs0aunXrhp+fH08++WTue/9OINPT03nmmWdo3bo1gYGB+Pv707VrV+bNm1ekGJYsWcL+/fsZMmQIQ4YMYeHChRw+fDjfnw8LCwPAw+PS9/oOHjzI9u3bL7rP/Pnzadu2LQAjRozIHW43YcKEfMfkSOHh4Xh6errk3CIiUvq4Q9v/XxaLhdDQ0Hy15VDy23617VLSqEddxAVOnTpF3759GTJkCDfddBOhoaHn3S8hIYEvvviCoUOHMmrUKBITE/nyyy/p3bs3K1euLPQwsUmTJlG7dm3atm1LkyZN8PPz4/vvv+fRRx89Z9+srCxOnjwJQEZGBtu2bePZZ5+lTp06dO7c+ZLnGj58OAsWLMAwjAvu07BhQ1544QWeeeYZ7rjjDrp27QpAp06dALPXISUl5ZLnstlsVKhQ4ZL7iYiIFDdXt/0pKSm57XlCQgLTp09nxowZjB079px91faLuJ4SdREXiI6OZvz48dx5550X3a9ChQrs378/z7C4UaNG0aBBAz744AO+/PLLAp87IyODn376ibvuugsAX19frrrqKiZNmnTeRH379u1UqlQpz2sNGzZk1qxZDhuuFxoaSt++fXnmmWfo2LHjOcPtXn/9dZ5//vlLHqdGjRrs37/fITGJiIg4kivbfoBnn32WZ599Ns9rd99993nbV7X9Iq6nRF3EBby9vRkxYsQl97PZbNhsNgDsdjtxcXHY7XbatGnD2rVrC3Xu6dOnc+rUKYYOHZr72tChQ7nyyivZsmULjRs3zrN/zZo1+fzzzwHIzMxkx44dvP766/Tt25dFixad05D/lyOq3A4fPpwuXbpccj9fX988PyclJZGampr78+nTpwGziE5OTwGAp6cngYGBRY5TRETkQlzZ9gPccccdXHfddYDZoz537lw++eQTvL29eeedd/LsW5LbfpHSQom6iAtUrVo133ekv/nmG9566y22b99ORkZG7uuRkZGFOvfEiROJjIzE29ub3bt3A1C7dm38/PyYNGkSr7zySp79/f39iYqKyv25T58+dOnShTZt2vDqq6/y1ltvFSqOgqhVqxa1atUq8OfGjBnDN998c87rgwYNyvNz9+7d3WLJPBERKb1c2fYD1K1bN097fs0112CxWHj33Xe57bbbaNq0ae57JbXtj4+P58yZM7k/e3l5ERwc7OjQRIqFEnURF8jv3d+JEydy6623MmjQIB599FEqV66MzWZj3Lhx7Nmzp8DnTUhIYNq0aaSmplK3bt1z3p88eTIvv/wyFovlosfJKXCzcOHCAsdQGElJSSQlJV1yP5vNlucu/2OPPZZnKF1MTAw33XQTb775Js2bN899XXPbRETE2VzV9l9Mz549+fDDD1m4cGGeRP18SkLbf//99+e5Qa8b8VKSKVEXcWM///wztWrVYurUqXmS5//OMcuvqVOnkpqayieffEJISEie93bs2MH//vc/lixZkq+hZllZWflqQPPrYjcH3nzzzULNU2vUqBGNGjXK/TnnvdatW190eTYRERFXcXTbfzGZmZkA+W7P3b3t/+8Net2Il5JMibqIG8uZo2YYRm5jtmLFCpYtW0b16tULfLyJEydSq1at3EJy/5aWlsarr77KpEmTLpmoz5s3j6SkpDy90hdy8OBBUlJSaNCgwUX38/f3ByAuLu6c9zRPTUREygpHt/0XM23aNIB8tecloe3/7w16kZJMibqIGxswYABTp07l6quvpn///uzbt4/x48fTqFGjAt/RPnr0KPPmzeO+++477/ve3t707t2bn376iffffz93rdH4+HgmTpwInC0o88knn+Dr68sTTzxxyfPmZ4kWMOfJBwUFMX78eMqXL4+/vz/t27cnMjKy0HPUC2vjxo388ccfAOzevZv4+HheeuklwPxj5sorryy2WEREpGxxZNv/b2vXrs1tzxMTE5kzZw6//PILnTp1olevXnn2LY1tv9p2KWmUqIu4sVtvvZXo6Gg+/fRTZs6cSaNGjZg4cSI//fRTgedcTZkyBbvdftGG6Morr+SXX35h+vTpXHXVVQAcPnyYm2++GTCHqFWoUIHu3bvz7LPPFnot1/Px9PTkm2++YezYsdx1111kZmby9ddfF6lwTmGtXbuWp59+Os9rOT/fcsstasxFRMRpHNn2/9v333/P999/D4CHhwfVq1fn0Ucf5ZlnnsFqtebZtzS2/WrbpaSxGJe61SUiIiIiIiIixcZ66V1EREREREREpLgoURcRERERERFxI0rURURERERERNyIUxP1hQsXcuWVVxIeHo7FYuG333675Gfmz59Pq1at8Pb2pk6dOkyYMOGcfT766CNq1qyJj48P7du3Z+XKlY4PXkRERC5Jbb2IiIjjOTVRT05Opnnz5nz00Uf52n/fvn3079+fyy67jPXr1/PAAw9w++23M3PmzNx9fvjhBx566CGeffZZ1q5dS/PmzenduzfHjx931tcQERGRC1BbLyIi4njFVvXdYrHw66+/MmjQoAvu8/jjj/PXX3+xefPm3NeGDBlCXFwcM2bMAKB9+/a0bduWDz/8EAC73U5ERAT33ntvvtZ1FBEREedQWy8iIuIYbrWO+rJly4iKisrzWu/evXnggQcASE9PZ82aNYwdOzb3favVSlRUFMuWLbvgcdPS0khLS8v92W63ExsbS8WKFbFYLI79EiIiIoVgGAaJiYmEh4efs6ZxaaK2XkREyqqCtPVulahHR0cTGhqa57XQ0FASEhI4c+YMp0+fJisr67z7bN++/YLHHTduHM8//7xTYhYREXGkQ4cOUa1aNVeH4TRq60VEpKzLT1vvVom6s4wdO5aHHnoo9+f4+HiqV6/OoUOHCAgIcGFkIiIipoSEBCIiIihfvryrQymR1NaLiIi7K0hb71aJelhYGDExMXlei4mJISAgAF9fX2w2Gzab7bz7hIWFXfC43t7eeHt7n/N6QECAGm8REXErpX2Yttp6EREp6/LT1rvVJLiOHTsyZ86cPK/Nnj2bjh07AuDl5UXr1q3z7GO325kzZ07uPiIiIuK+1NaLiIhcmlMT9aSkJNavX8/69esBc0mW9evXc/DgQcAcpjZ8+PDc/e+66y727t3LY489xvbt2/n444/58ccfefDBB3P3eeihh/j888/55ptv2LZtG3fffTfJycmMGDHCmV9FREREzkNtvYiIiOM5dej76tWrueyyy3J/zpk7dssttzBhwgSOHTuW25ADREZG8tdff/Hggw/y3nvvUa1aNb744gt69+6du88NN9zAiRMneOaZZ4iOjqZFixbMmDHjnKIzIiIi4nxq60VERByv2NZRdycJCQkEBgYSHx+veWsiIuIW1DY5lq6niIi4m4K0TW41R11ERERERESkrFOiLiIiIiIiIuJGlKiLiIiIiIiIuBEl6iIiIiIiIiJuRIm6iIiIiIiIiBtRoi4iIiIiIiLiRpSoi4iIiIiIiLgRJeoiIiIiIiIibkSJuoiIiIiIiIgbUaIuIiIiIiIi4kaUqIuIiIiIiIi4ESXqIiIiIiIiIm5EibqIiIiIiIiIG1GiLiIiIiIiIuJGlKiLiIiIiIiIuBEl6iIiIiIiIiJuRIm6iIiIiIiIiBtRoi4iIiIiIiLiRpSoi4iIiIiIiLgRJeoiIiIiIiIibkSJuoiIiIiIiIgbUaIuIiIiIiIi4kaUqIuIiIiIiIi4ESXqIiIiIiIiIm5EibqIiIiIiIiIG1GiLiIiIiIiIuJGlKiLiIiIiIiIuBEl6iIiIiIiIiJuRIm6iIiIiIiIiBtRoi4iIiIiIiLiRjxcHYCIiBRB7D7YvwhitkLsHjhzGtISwWIFTz/wC4bgWhBcG6q2hirNwObp6qhFRERE5CKUqIuIlDTxR2D9JNgwxUzOC8LDFyK7QcMroX4/8K/onBhFREREpNCUqIuIlBTxh2HB67BuIhhZ5mtWD6jWDsJbQkhd8K8E3uUBA9KTIek4nN4Hx7fBoZWQGge7ZpoPiw0a9IO2t0Nkd7BYXPntRERERCRbscxR/+ijj6hZsyY+Pj60b9+elStXXnDfHj16YLFYznn0798/d59bb731nPf79OlTHF9FRKT42bNg6YfwQWtY+42ZpFfvBFd/Bo/vh9umQ59XoM0IaDgAanWHWj2gQX/ztStegGE/wWP74O6lcNn/IKyZeZxt0+DbgfBRe9j0s3kukUJQWy8iIuI4Tu9R/+GHH3jooYcYP3487du3591336V3797s2LGDypUrn7P/1KlTSU9Pz/351KlTNG/enOuuuy7Pfn369OHrr7/O/dnb29t5X0JExFUSo+GnW+HgMvPn6h2h57NQo2PBj2W1Qmhj89H9UbOXfdWX5hD6kzvgl5Gw8E3o+bQ5LF497JJPautFREQcy+k96m+//TajRo1ixIgRNGrUiPHjx+Pn58dXX3113v2Dg4MJCwvLfcyePRs/P79zGm9vb+88+1WoUMHZX0VEpHgdXQefXWYm6V7lYMC7MGJ64ZL086ncEPq/CQ9tNXvZfQLhxDaYciNMvsEsVCeSD2rrRUREHMupiXp6ejpr1qwhKirq7AmtVqKioli2bFm+jvHll18yZMgQ/P3987w+f/58KleuTP369bn77rs5derUBY+RlpZGQkJCnoeIiFvbvwS+7geJRyGkHty50BzG7oxebp8As4f9/o3Q5SGweppz2D/uYA65t9sdf04pNdTWi4iIOJ5TE/WTJ0+SlZVFaGhontdDQ0OJjo6+5OdXrlzJ5s2buf322/O83qdPH7799lvmzJnDa6+9xoIFC+jbty9ZWeefWzlu3DgCAwNzHxEREYX/UiIiznZgKUy6DjJSzLnmt/8DFWs7/7y+QRD1rDmPPbIbZKbCrKdg4tWQcMz555cSSW29iIiI47l11fcvv/ySpk2b0q5duzyvDxkyJHe7adOmNGvWjNq1azN//nx69ux5znHGjh3LQw89lPtzQkKCGnARcU/Ht8Gk6yEjGWpdBkO/B0/f4o2hUj0Y/ges+RpmPAl758MnneC6CWahOhEHUlsvIiJyLqf2qIeEhGCz2YiJicnzekxMDGFhYRf9bHJyMlOmTGHkyJGXPE+tWrUICQlh9+7d533f29ubgICAPA8REbeTfMqcG56eCDU6uyZJz2GxQJvbzCH3Yc3gTCx8dzWs/Nw18YjbUlsvIiLieE5N1L28vGjdujVz5szJfc1utzNnzhw6drx4MaSffvqJtLQ0brrppkue5/Dhw5w6dYoqVaoUOWYREZewZ8FPt0DcAahQE26Y6Lok/d8q1YORs6Dp9eZybn8/An89rGXcJJfaehEREcdzetX3hx56iM8//5xvvvmGbdu2cffdd5OcnMyIESMAGD58OGPHjj3nc19++SWDBg2iYsWKeV5PSkri0UcfZfny5ezfv585c+YwcOBA6tSpQ+/evZ39dUREnGPJu7B/kVndfegP4Bfs6ojO8vSFaz6DqOcBC6z6AqbeAVkZro5M3ITaehEREcdy+hz1G264gRMnTvDMM88QHR1NixYtmDFjRm7RmYMHD2K15r1fsGPHDhYvXsysWbPOOZ7NZmPjxo188803xMXFER4eTq9evXjxxRe1vqqIlExH1sK8V8ztvq9D5Qaujed8LBbo8gAEVYepo2Dzz5CebM5b9/RxdXTiYmrrRUREHMtiGIbh6iCKW0JCAoGBgcTHx2sOm4i4VmY6jO8CJ3dAo4Fw3TfOWYLNkXbOgh9vNqvC14mCId+Dh5eroyrx1DY5lq6niIi4m4K0TU4f+i4iIhex7EMzSfevBAPedf8kHaBeL7jpF/D0g93/wK93aM66iIiIiAMpURcRcZW4g7DgdXO710vuNS/9Ump2gRu+A6snbPkV/nwQyt4ALRERERGnUKIuIuIqM5+EzDPmUmzNbnB1NAVXJwoGfw4WK6z9Bha+4eqIREREREoFJeoiIq5waBVsm2Ymuf3eLBlD3s+n8dVm/ADzXoatf7g2HhEREZFSQIm6iEhxMwz45zlzu/mNENrIpeEUWduR0P4uc/vXO+HYRtfGIyIiIlLCKVEXESluu+fAgcVg84YeT7g6Gsfo9TLUugwyUmDKjZAS6+qIREREREosJeoiIsXJMGB+9prp7UZBUIRr43EUmwdc9zUE14L4Q/D7aBWXExERESkkJeoiIsVp30I4sgY8fKDzA66OxrF8K8B1E8DmBTv+hhWfujoiERERkRJJibqISHFa/I753PJmKFfJtbE4Q5Xm5jB4gFn/g6PrXBuPiIiISAmkRF1EpLgcXQd754HFBp3udXU0ztNuFDQYAPYM+GUUZJxxdUQiIiIiJYoSdRGR4rL0A/O56XVQoYZrY3EmiwWu+gDKhcGpXeaybSIiIiKSb0rURUSKQ2I0bP3d3O442rWxFAe/YLjyPXN76YdwaKVr4xEREREpQZSoi4gUhzXfgD0TIjpAlWaujqZ41O8DzYcCBvx2t4bAi4iIiOSTEnUREWfLyoDVX5nb7Ua5Npbi1mcclK8Cp3bDwjdcHY2IiIhIiaBEXUTE2bb/CUnR4F8ZGl7l6miKl28F6Pemub3kfTi5y7XxiIiIiJQAStRFRJxt5efmc5sR4OHl2lhcoUF/qNvLrAL/9yNgGK6OSERERMStKVEXEXGmU3vgwBKwWKH1ra6OxjUsFuj7Gti8Ye982PKrqyMSERERybcse/F3MihRFxFxpvWTzec6URAQ7tpYXCm4FnR50Nye+SSkJbk2HhEREZGLsNsNFuw8we3frGL0pLXFfn6PYj+jiEhZYc+CDd+b2y1udG0s7qDLg+b1iDsAyz6EHk+4OiIRERGRXOmZdjYdiWPG5mj+3HiMY/GpANisFk4mpRFSzrvYYlGiLiLiLPsWQMIR8AmCen1dHY3refrAFc/DT7fCkvfMqQDlw1wdlYiIiJQRyWmZbDgcx+HYM5xISuNkUhqnktI5lWw+7zuZTFqmPXf/8j4eXNu6Gjd1qFGsSTooURcRcZ6cYe9NrzWTVIFGg6BaWzi8Cua9Ale97+qIREREpBRLTsvk9/VH+WXtYdYfirvkfPNgfy861q7IVc3D6VG/Et4etmKKNC8l6iIiznAmDrZNM7c17P0siwV6vQRf9YZ130H7uyC0kaujEhERkVLGMAz+2HCUl/7axonEtNzXqwb5UrtyOULLe1OxnDch5byoWM6Liv7eVK3gS60QfywWiwsjNylRFxFxhi2/QmYqVGoI4a1cHY17qd7BXE9+2x/wz3Mw7EdXRyQiIiKlSHxKBk/9tok/Nx4DICLYl+EdatKnSRgRwX4uji5/lKiLuDvDgO1/Qkh9qFTP1dFIfm3+xXxuMdTsRZa8op6D7X/BrplwaBVEtHV1RCIiIlIKbDocz10T13Ak7gw2q4X7Lq/LXT1quWwIe2FpeTYRd7f6S/jhJvhhmKsjkfxKOm6unQ7Q+GrXxuKuKtY2b2IAzH/FtbGIiIhIqTBrSzTXf7qMI3FnqFHRj1/u7sT9UXVLXJIOStRF3Nvp/TDrGXP75E6I3efScCSftv0Bht0c8h5U3dXRuK9uj4LVA/bMhQPLXB2NiIiIlGBT1x7mzolrOJORRde6Ifx5bxdaRAS5OqxCU6Iu4q7sdvh9DGQkn31t7zzXxSP5t/V387nxIJeG4fYq1ISWN5nb6lUXERGRQvp70zEe+WkDhgE3tIngq1vbUt7H09VhFYkSdRF3tfpL2L8IPP2gRfaw9z1K1N1e0gnYv9jcbjTQtbGUBF0fAasn7FsI+xa5OhoREREpYTYdjufBH9ZjN+D6NtUYd01TPG0lP80t+d9ApDSKPwKznzW3o56HNreZ2/sWgD3LdXHJpW2fZg57r9LC7DGWiwuKgFbDze1Fb7k2FhERESlRYpPTuWviGtIy7VzeoDLjrmmG1Vo6ivgqURdxRzOfNIe8R7SHtrdDeEvwCYTUeDi6ztXRycVo2HvBdb4fLDZzasfR9a6ORkREREqIZ//YwpG4M0SG+PPODS2wlZIkHZSoi7if3f/A1t/MxKX/22C1gtUGkd3N9/fMdWl4chHJp84O39aw9/yrUAOaDDa3l7zr0lBERESkZJi1JZppG45is1p4f0hLAn1L9pz0/1KiLuJOMlLh70fN7fZ3QViTs+/Vvsx81jx197V9GhhZENYMgmu5Ohq3k2U3OHAqmaW7T7JqfyynktLOvtn5fvN56+9wao9rAhQRERG3F5OQynN/bGHMZHOU6R3datG0WqCLo3K8YknUP/roI2rWrImPjw/t27dn5cqVF9x3woQJWCyWPA8fH588+xiGwTPPPEOVKlXw9fUlKiqKXbt2OftriDjf0g8gdi+UrwI9nsj7Xq3sRP3wSkhLLP7Y5NI07P0chmGw6XA8z/6+mdYvzab7G/O58YsVXDd+Ga1f+ofOr87lqV83sSgxFKNuL3N+/9IPXB22FILaehERcaYtR+N56Mf1dHltLhOW7ic9y06P+pW4v2ddV4fmFE5P1H/44Qceeughnn32WdauXUvz5s3p3bs3x48fv+BnAgICOHbsWO7jwIEDed5//fXXef/99xk/fjwrVqzA39+f3r17k5qa6uyvI+I8iTGw+B1zu9dL4BOQ9/3gSKgQCfbMs1XFxX2kxMLeBeZ2o0EuDcUdJKRm8OXiffR5dxFXfriYb5YdIC4lAy8PK7Ur+RMR7IvFAkfizjBpxUFu/nIlDx/pYX54/WTz90FKDLX1IiLiDIZhsGDnCW78fDn931/M1LVHyMgyaFOjApNvb8+EEe3w8bS5Okyn8HD2Cd5++21GjRrFiBEjABg/fjx//fUXX331FU888cR5P2OxWAgLCzvve4Zh8O677/K///2PgQPNOaDffvstoaGh/PbbbwwZMsQ5X0TE2ea/YhaQq9rm7Hzd/6p9GazeZ85jr9+3eOOTi9v+pznsPbQpVKzt6mhcJiktkw/m7mLisgMkp5srFHh5WOndOIxrW1ejc+2KeGQvmZKUlsmqfbHM3hbD7+uOMDW2BsO86tKaXWQtH4/timdd+VWkANTWi4iIox2LP8MTv2xiwc4TANisFvo2CWNkl0haVq/g4uicz6k96unp6axZs4aoqKizJ7RaiYqKYtmyZRf8XFJSEjVq1CAiIoKBAweyZcuW3Pf27dtHdHR0nmMGBgbSvn37ix5TxK0d3wZrvzW3e78MlgtUrKzb23zeMQMMo3hik/zJHfZedovIzdoSTc+35vPpgr0kp2dRt3I5XhzUhFVPRfHB0JZ0r1cpN0kHKOftwWUNKvPK1U1Z9mRP7uxWmy+y+gOQsuwLEhITXPVVpADU1ouIiKNtPhLPwA+XsGDnCbxsVkZ0rsmCR3vw4Y2tykSSDk7uUT958iRZWVmEhobmeT00NJTt27ef9zP169fnq6++olmzZsTHx/Pmm2/SqVMntmzZQrVq1YiOjs49xn+PmfPef6WlpZGWdrZoUUKC/vgTNzP7GXNubsOroHqHC+9Xqzt4+ELCYYjZDGFNiy9GubCUWNg739wug8Pe0zPtjJu+ja+X7AegerAfTw9oRFTDylgudNPpPwJ8PBnbryHzI+/kyJRJVLWf4P3P3uLW0f8jwKd0VXEtbdTWi4iULYZhsPFwPD+tOURqhp2n+zci0M9xbfWBU8kM/2olscnp1A8tz0fDWlGncjmHHb+kcLuq7x07dmT48OG0aNGC7t27M3XqVCpVqsSnn35a6GOOGzeOwMDA3EdERIQDIxYpon0LYdcssHpA1HMX39fT92z19x3TnR6a5NOOv83aAZUbQ0jpLGhyIUlpmQz5bFlukj6qaySzHuzGFY1C852k/1uPhuHY2t8OQM/4X7n5ixXEn8lwZMjiBtTWi4iUPJlZdn5dd5j+7y9m4EdLmLj8ID+vOcxNX64gPsUxbXVqRhajvl1NbHI6TasG8tPdHctkkg5OTtRDQkKw2WzExOQtChQTE3PBeWn/5enpScuWLdm9ezdA7ucKcsyxY8cSHx+f+zh06FBBv4qIcxgGzH3Z3G5zW/7mNtfrYz4rUXcfZbTau2EYPPLjBtYejCPAx4Mvhrfhqf6NilzUuC9ANwAAq+1JREFUJazHHdhtPjS2HsDryApGfbuatMwsB0Utjqa2XkSkdEvPtPPDqoP0fHsBD/6wga3HEvDysNIuMhgvm5VNR+K55pMl7DmRVORzvTN7Jztjkggp580Xt7Qp06PqnJqoe3l50bp1a+bMmZP7mt1uZ86cOXTs2DFfx8jKymLTpk1UqVIFgMjISMLCwvIcMyEhgRUrVlzwmN7e3gQEBOR5iLiFvfPg0HLw8IEuD+XvM/Wy56kfXQuJ5x8CKsXoTNzZte0bla356Z8v2suMLdF42axMuK0dUY1CL/2h/PALxtr8BgBu95rFyn2xjP1lE4bqMrgltfUiIqWTYRhMWXmQy96cz+O/bOLAqRSC/b14tHd9Vj7Zkx/v7Mi0e7sQGuDNnhPJDPxwCTO3FP5v0+3RCXy+aC8A465pSmiAzyU+Ubo5ver7Qw89xC233EKbNm1o164d7777LsnJybmVYYcPH07VqlUZN24cAC+88AIdOnSgTp06xMXF8cYbb3DgwAFuv90cCmmxWHjggQd46aWXqFu3LpGRkTz99NOEh4czaNAgZ38dEccxDJj3irnd5jYIqJK/z5UPg6qt4cgas1e9zQjnxSiXtmM62DOgUkOoVN/V0RSb4wmpvPuPuab1s1c1opWjC7u0vxPWfkMv6yqqWWOZug5qhvhzXyldK7WkU1svIlL6jJu+nc8WmolzSDlv7uxWi2EdquPndTaFrB9Wnj/v7croSWtZuT+WO79bw22dI7k/qi6BvhfuDbfbDU4mpZGUlsmZjCyS07J495+d2A3o2ySMKxx1878Ec3qifsMNN3DixAmeeeYZoqOjadGiBTNmzMgtEHPw4EGs1rMd+6dPn2bUqFFER0dToUIFWrduzdKlS2nUqFHuPo899hjJycnccccdxMXF0aVLF2bMmIGPT9m+6yIlzO5/4PAqszhc5wcK9tkG/c1EfevvStRdbetv5nMZG/b+9uydpKRn0bJ6EDe2q+74E4Q2hppdsexfxPgG6xiwtSdvz95JZIg/VzYPd/z5pEjU1ouIlC7fLdufm6Q/0qset3etdcGpbZXKezNpVHte/msbE5bu56sl+/h22X6aVA2kVog/5X08SM8ySDiTwYnENI4npnI0PpX0TPs5x/K0WXi8TwOnfreSwmKUwbGECQkJBAYGEh8fr6Fx4hqGAZ9fbg5f7zjGXJKtIGL3wvstwWKDR3aCf4hz4pSLS42HN+pAVjrcsxwqN3R1RMXiwKlkLn9rAVl2g1/u7kjrGsHOOdHWP+DHm8G/Mq/U/4XPlh7C28PKlDs6lMqlWdQ2OZaup4hI4SzdfZKbv1pJlt3g0d71GX1ZnXx/dt7244ybvo2dMZeer261gL+3Bz6eNsp7e1DOx4Pr20RwU4caRQnfrRWkbXJ6j7qInMfe+WaSXpjedIDgWlClBRxbb/aqtx3p2Pgkf3bMMJP0kPplJkkH+HDubrLsBt3rVXJekg5Qvy/4V4bk4zxeZz97YqswZ/txRn27ht/HdKZqkK/zzi0iIlIG7T+ZzN2T1pJlNxjUIpx7euSj0PG/XNagMj3qV+Lw6TOsOxTH4dMppKRl4WmzUt7Hg8oB3lQq502VQF/Cg3zwsLndImRuQ4m6iCssec98bjUcylUq3DGaXGMm6lt+VaLuKmVw2PvBUylMXXcEgPujnDxf3OYJLW6EJe9iW/st7w2dwrWfLGV7dCIjJ6zi57s7Uc5bzZiIiIgjJKRmMPKbVcSfyaB5RBCvDm5WqKVWLRYLEcF+RAT7OSHKskO3MESK29H1ZrV3iw06ji78cRoNMp8PLIHEmIvuKk6QmgC7sytSl6Fq7x/PN3vTu9Wr5PgCcufTarj5vPsfyp05ype3tiWknDfboxMZPWmtlm0TERFxgCy7wX3fr2PPiWTCAnz4/ObWRV5uVYpGibpIcVv6vvnc5BqoUIQ5OBVqQNU2YNhh8y+OiU3yb+dMyEqDinWhcqNL718KnEpKy+1Nv+/y/M9XK5KKtSGyG2DAuolUDfLli1va4ONpZcHOE9z3/Toyss4tRiMiIiL59+r0bczfcQIfTyufD29D5TK+NJo7UKIuUpxi95lD1QE631/04zUfYj6vm2gWqJPi8+9h74UYFlYSfb/yIOmZdppXC6R1jWIs5tbqFvN53USwZ9EiIogvhrfFy8PKzC0xPPTjBrLs+v9fRESkMH5cfYjPF+0D4M3rmtO0WqCLIxJQoi5SvJZ9ZPaA1+4JYU2Lfrwmg8HmDce3mPPVpXikJcKu2eZ2GRn2npFl57vlBwC4tXPNQs1ZK7SGV4JvMCQcMZc1BLrUDWH8Ta3wtFmYtuEoj/28EbuSdRERkQKJSUjlf79tBuC+nnUZ0ExLoLoLJeoixSUl1uwRBOjygGOO6RcMDQeY2+smOeaYcmk5w96Da0NoE1dHUyymb44mJiGNSuW96d+0mBtxD29oPtTcXvtt7suXNwjlg6EtsVkt/LL2MP/7fTNlcMVRERGRQpuy8hDpmXZaVg/igZ5OLhIrBaJEXaS4rP0GMs9AleZQs6vjjtvyJvN504+Qkeq448qFlcFh7xOze9OHta+Ol4cLmo5WN5vPO2eaN72y9WlShbevb47FApNXHOTp3zcX2zB4wzCYkj0dQEREpKTJzLLz/cqDANzaqSZWa9n4m6akUKIuUhyyMmHVl+Z2uzsdm9xFdofACEiNP5tAivOkJZW5Ye/7Tyazcl8sVgsMaVvdNUFUbghhzcCecU7xxIEtqvL64GYATFx+kHsmrSE1w/nV4D9buJcnpm7i5i9XaNi9iIiUOPN2nCA6IZWK/l70aRLm6nDkP5SoixSHndMh/hD4VTTnlTuS1Qats4ttrRivonLOtmsWZKZChUgzcSwDfl5zGICudSsRFujCKrA5w983TDnnrevaRPDB0JZ42cwCc4M/WcreE0lOC2Xp7pO8NmM7AFe1CFcvhIiIlDi/ZLfv17SqireHlmJzN0rURYrDik/N51a3gKcTEp3WI8yickfXweHVjj++nJUzaqHRwDIx7D3LbuQm6te3iXBtME2vBYsNjqyGk7vOefvK5uF8N7IdFfw82XI0gQEfLOabpfvJdPDybcfiz3Dv9+uwG3Bt62rc2M5FowxEREQKKTY5nTnbYwAY3Lqai6OR81GiLuJsMVth/yIzwWg70jnn8A8xkxgwe9XFOdKSYOcsc7vJNa6NpZgs3n2S6IRUgvw8iWpU2bXBlKsMdXqa2xt/OO8u7WtVZPr93ehQK5iU9Cye/WML/d5fxO/rjzhkLnlaZhZ3T1zLqeR0GlUJ4KVBTYq3Ar6IiIgD/LH+CBlZBk2rBtIgLMDV4ch5KFEXcbaVn5nPDfpDoBPvWLa7w3ze+hskHHXeecqynTPMgoDBtcrMsPcfVx8CYGDzcPcYFtd8iPm84Qewnz/xDgv0YdLtHXhhYGOC/DzZGZPE/VPW0/blf7j3+3V8u2w/c7fHsHJfLGmZ55/LfiIxjf0nk8+Ze/7Sn9tYfyiOQF9Pxt/UGh9PN7gmIiIiBfTL2iMADG5V1cWRyIV4uDoAkVLtTNzZnr+cRNpZwltA9U5wcCks/RD6vOLc85VFW341nxtfXSaGvSekZjB7qzks7jpXD3vPUb8feAdA/EHz//WaXc67m81qYXjHmlzVPJwJS/czecVBjiemMW3DUaZtOHsjq15oOb4Y3pbqFf0A2HQ4nglL9/P7+iNk2g18PW1c27oaVzYPZ9OReL5bfgCLBd4d0iL3MyIiIiXJhkNxbDoSj6fNwlUtlKi7KyXqIs608UfISIFKDS+YUDhUt4dh4lJY/RV0eRDKVXL+OcuK1ISz1d4bl41h77O2xJCeaadO5XI0DneTYXGevmZ9gHXfwYbvL/l7FeTnxQNR9RhzWR3WH4pjwc4TbI9O5Fj8GQ6eSmFnTBIDP1rM7V1rMXf7cdYcOJ3n82cysvhu+QG+y16eDuD+nnW5rL6LpwGIiIgU0ntzzDovVzYPJ9jfy8XRyIUoURdxFsMw104HaH1r8fTA1u4J4a3g6FpY/hFEPef8c5YVO2dAVhpUrAuhjV0dTbH4c6PZ83xls3D3mofdfIiZqG+dBv3fBg/vS37Ew2alTc1g2tQMzn0tOj6VO75bzcbD8bwxcwcAnjYL/ZpW4dZONWlSNZDFu08yZeVBthxNwMvDyhUNQ7nv8rpO+2oiIiLOtOFQHHO3H8dmtXCv2jO3pkRdxFmOrIWYzWY19mbXF885LRbo9ihMGQorP4dO94Ff8KU/J5dWxoa9xyans3jXSQAGNK/i4mj+o3onKF8FEo/BnrlQv2+hDhMW6MNPd3Xko7m7mbklhj5NwhjWvjqVA86uzHBZ/crqPRcRkVIjpzd9UIuqRIb4uzgauRgVkxNxlrUTzOdGA4s3Wa7fF0KbQnoSLPuo+M5bmp2Jg93/mNtlpNr7jM3RZNoNGlUJoHalcq4OJy+rFRoNMrc3Ty3Sobw9bDzUqz4zH+zGg1fUy5Oki4iIlCbr8/Sm13F1OHIJStRFnCEtETb9Ym63vqV4z22xQI/Hze1lH0HCseI9f2m0YzpkpUOlBlC5oaujKRa5w96bh7s4kgtofLX5vONvyDjj2lhERBzg4KkUth1LcHUYUoq9989OwOxNr6nedLenRF3EGTZPhYxkqFgHanQu/vM3GAARHcylxOa9XPznL222ZPfa5iSHpdzxhFSW7T0FwIBmbjbsPUe1thBQzRw5klPkT0SkhNp9PInL3prPoI+WEJuc7upwpBTafCSeeTtOYLWg3vQSQom6iDPkFJFrNdw185ktFuj1orm9fhLEbCn+GEqLM6fNedBQZhL1vzcdwzCgZfUgIoLddAkyqxUaDzK3txRt+LuIiCslpmZw18Q1ZNkN0jLtbD4S7+qQpBT6cO5uAAaqN73EUKIu4mjRm+HIGrB6QPMbXRdHRDtzfrxhh78eBrvddbGUZNv+BHsmVG4Mleq7OppiMW2jOV1iQDM3HfaeI6dewM6ZkJ7s2lhERAohy27wwJT17D6elPvajuhEF0YkpdHOmERmbIkG4J4etV0cjeSXEnURR1v7rflcv5/r1zHv9TJ4+sPBZbB+omtjKak2/Wg+NykbvelH4s6w5sBpLBbo39RNh73nCG8FFWpCRoq5fJ6ISAnz+sztzNl+HG8PK1ENQwHYFq156uJYH88ze9P7Ngmjbmh5F0cj+aVEXcSRMtNh00/mdqvhro0FICgCLnvS3J71NCQdd855EqNhwxSY8wJMux9mPmXesIg75JzzFZeEo7BvkbndtJiW2HOxv7KLyLWrGUxYoJtXQLdYzk5HKGL1dxGR4vbLmsN8umAvAG9c15zr2lQD1KMujnXgVDJ/bDDb9tGXaW56SaJ11EUcafdsOBML5UKh1mWujsbU/i7YOAWiN8HvY+DGHxwzb94wzCJeyz+GvfMusJMF6kTB5f+D8BZFP2dx2/QzYJjrdleo4epoisW0DdnD3t212vt/Nb4GFr9jLp+XngxemncnIu5v7cHTjJ26CYAxl9XhqubhHDhlTuHZdTyJzCw7Hjb1p0nRfTJ/D3YDLqtfiSZVA10djhSA/gUQcaT1k83nZteDzU3ug9k84OpPweYNu2bCivFFP+aRNfBlL5h8XXaSboHwltD2dugxFjqMNqvOY5g3Lz6/DOaNg6zMop+7OG3MHvberGz0pu8/mcymI/HYrBb6NglzdTj5E9YUgmpAZirsnuPqaERELungqRTu+HY16Vl2ejUK5aEr6gEQUcEPPy8b6Zl29p9KcXGUUhocjTvDL2sPAzBGld5LHDfJJERKgZRYs6gVQPOhro3lv0IbQ6+XYPqjMOt/5lrgtXoU/DhnTsPsZ87Ow/f0hzYjoN0d5+9xPrUH5r4IW36FBa/CkdVw/Xfg5aaVxP8tZgvEbAKrp1mUrwzIWTu9U+2KhJTzdnE0+WSxQMMrYdmHsP1PaHSVqyMSEbmg2OR0bvl6JSeT0mlYJYB3bmiB1WqOcrNaLdQLLc/6Q3Fsj06gTuVyLo5WSrrPFu4lI8ugY62KtK4R7OpwpIDUoy7iKJt/AXuG2cMX2tjV0Zyr3Shocq1ZwfyH4WZ1+vwyDNjyG3zY7myS3mwI3LsGer984WHhFWvDdRPgmi/A088cnvzd1ZCWdP793UlOb3q93uBXNhq3nGHvV7p7tff/ajDAfN45A7IyXBuLiMgFnEnPYuQ3q9h3MpmqQb5MGNEWf++8fWYNwsxCX5qnLkUVl5LOD6vMWkGam14yKVEXcZQN35vPrlyS7WIsFhj4f/buOjyqM3vg+Hdm4u4eCIRAgrs7FKs7LW233W67W9m671Z2u93ur+126+7uTgvFi7uTAAFC3InryO+PdyZAschM7kzmfJ5nnnuZzNx7EiB3zn3Pe96XVUl6YyW8Nwey15/5fZW58Nk8+PIPUFsMEb3hul/gotchqJVdwQdeCld/B97BkLMOvrrOucvgzeajTQHdpOx9X1E1e4uq8TTomNnPRcrebRJHgn8kNFRC1kqtoxFCiBM0NJu46ePNbM2uINjXk/f/OILooBMbdvaxJuoZkqiLDvp4fTb1zSb6xgYxrle41uGIdpBEXQh7KNmn5m3rDDDgEq2jOTVPH7jyM0gcpZKa98+Blc9Cc8OJr60uUmXyLwyFvfNVCfjE++DPK6H72Lafu9souOpr8PCB/b/Cwoc6/v04yuHVUJWnbiykzNQ6mk7xk7Uj7KTekQT7eWocTRvpDWo5RFDr3gshhBNpaDZx00ebWb63BB9PPW/9YTi9ok6+RNbRRF2WaBPt12g08d6aLABumNgDnT2aCItOJ3PUhbCHHZ+pba/pEBClbSxn4hsKV38L39yo5vQu+YdqMNdnNoT2UGtS526Cg8vBYlLv6T4e5jwN0X07du7EEXDxW/D5VbDhdUga55zzv3d8rrb9zlc3N7o4i8XCjzus3d5drezdJu1c2PI+ZMyHOc+AXu5DCyG0Z0vSl1mT9HeuHcGIpFNPp0qNCQIgp7yemkYjAd7yUV203ffb8impbiQmyMd1r+tCEnUhOsxshu3WxG6wkzWROxUvf7j8I9WlftkTavR483snvi5hJEy8F1LOss+SbqASqnF3wOrn4Pu/qm7xId3sc2x7aG6APd+r/YGXaxtLJ9mZV8mh0lp8PPWc1Tda63Dap8dE8AqEmkLVtDBxpNYRCSHcXHltEzd8sInNh4+0JOljkyNO+54wfy+iAr0prm5kX1E1Q7uFdlK0oquwWCy8tfIgANeNS8JTlvlzWZKoC9FRWSuhKleVSfeerXU0rafTwZB5qlT/4Ao4vAqqC1VpelQaJE+FyD6OOffUv8PhNZC7AX66C+Z9ab8bAR21bwE0VkFQglo/3Q18v02VvZ/VN+aExkYuw8Mbes9QTR3Tf5REXQihqd35ldzy8RayyuoI8vHgjWuGM7pn6+YJ94kJpLi6kfSCKknURZut2FfCvqIa/L0MzB3pRAMhos065RbLyy+/TFJSEj4+PowaNYoNGzac8rVvvvkmEyZMIDQ0lNDQUKZPn37C66+99lp0Ot1xj1mzZjn62xDi5HZau4P3u8A1y6RtCc5Z/4SL3oDzXoDRNzkuSQcweMIFr4DBS62zvvMrx52rrVrWTr/ULcqnTWYLP1rnp58/yMXL42zd3zN+UisViE4l13oh1O/Ut1Ye5MKX15BVVkdCqC/f3Dy21Uk6QL+4YAB25ck8ddF2b608BMDckd0I9nWxnjPiOA7/FPr5559z11138eijj7JlyxYGDRrEzJkzKS4uPunrly9fzhVXXMGyZctYu3YtiYmJzJgxg7y8vONeN2vWLAoKCloen376qaO/FSFOZGyEPT+qfTfpDm43ESmqOR3AgvvVOvRaqytXje7Abcre1x8so7i6kWBfTyb2jtQ6nI5JOUvd/Ck/CGWZWkfjVuRaLwRsOFTOeS+t4l/z02kymZmeFs0Pt44/ZeO4UxmYYEvUKx0RpujCdudXsiqzFINex3XjkrQOR3SQwxP1Z599lhtuuIHrrruOvn378tprr+Hn58c777xz0td//PHH3HzzzQwePJjU1FTeeustzGYzS5YsOe513t7exMTEtDxCQ6U0SGhg/yK11FlgnNuUSdvVuNshMg3qymDFU1pHA3u+A3MzxAxQ5f9uwFb2PmdALF4eLl5B4B0I3cep/X0LtI3Fzci1XrizvYXVXPbaWi57fS2786sI8vHgiQv78+Y1wwjz92rz8QbEq0Q9o7CKRqPJ3uGKLuxt62j67P4xJIT6aRyN6CiHfiprampi8+bNTJ8+/egJ9XqmT5/O2rVrW3WMuro6mpubCQs7vkPm8uXLiYqKok+fPtx0002UlZXZNXZ7qWsysie/iuqGZq1DEY6wy1qy3f8ityiTtjsPL5j1pNrf+CaUajwKamsKOMA9qiMamk38skt1ez9/sIuXvdv0tpZG71uobRxuRK71wp3VNRm5/v2NbMgqx9Og44qR3Vh2z2Tmjere7iWxEkJ9CfHzpNlkYV9hjZ0jFl1VQWU9P1inst04safG0Qh7cGhmUVpaislkIjr6+C7C0dHRFBYWtuoY999/P3Fxccd9AJg1axYffPABS5Ys4f/+7/9YsWIFs2fPxmQ6+V3HxsZGqqqqjnt0hh+25zPmyaXMeWElw/+1mJeXZWKReZNdR2MN7LWO2vW/WNtYXFnyFLVWudkIix7RLo7yQ5CzDtDBgEu1i6MTLdxdSFWDkbhgH0aeZrkgl9J7htpmr4X6Ck1DcRfufq0X7u35xfvJPVJPbLAPy+6ZzJMXDSA8wLtDx9TpdC2j6jvyKuwQpXAH763Jwmi2MLJHGAMTQrQOR9iBU7f3/c9//sNnn33G8uXL8fE52qRr7ty5LfsDBgxg4MCBJCcns3z5cqZNm3bCcZ588kn+8Y9/dErMNiv2lXDHZ1sxW8DLoKfRaObphXtpaDZx9wwHNukSnWfvz2Csh7Ceaokx0X4zHofMxbB3PmSvg26jOz8GW0O7npMgKLbzz6+BLzblAHDp8ET0eifput9RYT0hojeU7oMDS1W1i3BqrnytF+4tvaCKt1apUuN/XdDfrqXGA+KDWbm/VOapi1apazLy6fpsAG6YIKPpXYVDR9QjIiIwGAwUFRUd93xRURExMTGnfe8zzzzDf/7zH3799VcGDhx42tf27NmTiIgIMjNPXjb74IMPUllZ2fLIyclp2zfSRg3NJv727U7MFrhkWAJ7/jmTx87tC8CLSzNZub/EoecXncSW2PW/xHmWFnNVkX3UUnEAy5/s/PNbLLDjM7XvJk3kssvqWJ1Zhk4Hlw5P0Doc++o9U21tjQGFQ7nrtV64N7PZwkPf7sRktjCrXwzT0qLP/KY2sDWU25Eribo4s6+35FHVYKR7uB/TUqO0DkfYiUMTdS8vL4YNG3Zccxhbs5gxY8ac8n1PPfUUjz/+OAsWLGD48OFnPE9ubi5lZWXExp58FMzb25ugoKDjHo701eZcco/UExPkwz/P74eHQc+143pw9ejuADz07U6ajGaHxiAcrK4cDlj/XQ+4RNtYuooJ94DeAw4uh8Otm9dqN/lbVJdwD19IO7dzz60R22j6hJTIrtdwJuWYRN0sjZgczV2v9cK9fboxm63ZFfh7GXj0vL52P/4Aa+ny3sJq6pvk95g4NbPZwrurVWXHtWOTuk6FnHB81/e77rqLN998k/fff5/09HRuuukmamtrue666wC45pprePDBB1te/3//9388/PDDvPPOOyQlJVFYWEhhYSE1NaqZRk1NDffeey/r1q0jKyuLJUuWcP7559OrVy9mzpzp6G/njCwWCx+tOwzADRN74ud1dHbBA7NTiQz0Jqe8ns83yZ1+l7bnOzWnOmaAY9cbdyeh3WHIVWq/s0fVbWunp56tOod3cSazhS83q99Blw9P1DgaB+g2GryD1WoCeZu1jsYtuNu1Xri38tom/vNLBgB3z+hDbLCv3c8RF+xDTJAPRrOFbTkVdj++6Dp+21/CwZJaArw9uGRYF6uQc3MOT9Qvv/xynnnmGR555BEGDx7Mtm3bWLBgQUvTmezsbAoKClpe/+qrr9LU1MQll1xCbGxsy+OZZ54BwGAwsGPHDs477zx69+7N9ddfz7Bhw1i5ciXe3h1r3mEP6QXVZBRW4+2h55Khx/9n8ff24K9TewHw4pL9suSGK9v5tdr2l9F0u5pwN+g94dAKOLymc85paj46jcFNyt7XHyyjqEqtnT69bxcskTN4Qq+pal+6v3cKd7vWC/f2yrJMqhuMpMUG8YexSQ45h06nY1iSWo5w8+Fyh5xDdA3vrM4C4LLhiQT6eGobjLCrTmkmd+utt3Lrrbee9GvLly8/7s9ZWVmnPZavry8LFzrvB6/F6WqO3oSUSIL9TvzPMndEN15ZdoDCqgZ+2l7AxXLny/VU5cPh1Wpfur3bV0g3NVd983uw6jno3glr0x9YBnWl4BcByVMdfz4n8OMOtXzL7P4xeHsYNI7GQXrPgt3fqkR92sNaR+MW3OlaL9xXQWU9H1grJ++f1QeDA8uMR3QPZf6OAjZmHXHYOYRryyyu5rd9Jeh0quxddC2y8LOdLbEm6medYpTKy0PP1WPUXPV31xyS5dpc0a5vAAskjoaQLlg2rLWxtwE62L8QijMcf74dtrXTLwGDUy+EYRdNRjM/71RLZp03qIusnX4yvc4CdFC0U91cE0IIO3hvdRZNRjMjk8KY1DvSoecabl02c0v2EUxm+bwoTvTemiwApqdF0y28i/WbEZKo21N1QzM7rctoTOp96nLSK0d2w9tDz668KrbKvCPXs8taJi1N5BwjPBnSzlH7a1507LkaqyFjvtofeJljz+UkVu4vobK+mchAb0b1DNc6HMfxDz+6bOKBpdrGIoToEmobjXyyQS2BdePEnugcvOJLakwg/l4GqhuM7Cuqdui5hOupbTTy7ZY8AK6T0fQuSRJ1O9qaXYHZAolhvsQE+5zydaH+Xpw9UHWt/WpzbmeFJ+yh7ADkbwWdAfpeoHU0XdfY29V2x+dQXei482T8DMZ6CO8FcUMddx4n8sN2Nbp89oBYh5ZsOoVe1rW2JVEXQtjBN1vzqG4w0iPCn6mdsASWh0HPkG5qnvqmLJmnLo734/Z8aptM9IjwZ0xyF77x7sYkUbcj2y/REd3DzvhaW1fGH7fn09AsTeVcxi5rE7mekyDAsSVvbi1xhJpaYG6G9a857jy7v1Xb/heDg0dGnEFdk5FFe9T0nPMGd+Gyd5tkW6K+TJZpE0J02Ddb1ODKvFHdOm0JrFE91GfK1ZllnXI+4To+3ahWb5k7ItHh1R1CG5Ko25GtjH1o99AzvnZ0j3ASQn2pbjCycLcDRwyFfdm6g0u3d8cbd5vabnxHlajbW0MlHLCu++wm1RGL04upazKRGObLkMQQrcNxvITh4B0E9eVQsE3raIQQLuxQaS1bsyvQ6zr3RucE6zz41QdKMZrMnXZe4dz25FexPacCT4NOGlN3YZKo24nFYmFPfhVXGpZw+fKp8MZkKNl3ytfr9Touti7f9rV1folwcsUZULpXLR+WerbW0XR9vWdDWDI0Vh5t+GZPexeAqQki+kBUmv2P74R+2KbK3s8bFOced98NntBjotrPlPJ3IUT7fbtVfVabkBJJVOCppzfa24D4YEL8PKluMLI9t6LTziuc22cbVa+EGX1jiAiQJSu7KknU7aSkupHudbt43OMdPBtK1Tzmz68CY9Mp33PBkHgAVmeWcqT21K8TTmLP92qbPBV8QzQNxS3o9TDyBrW/4U2w9woJe75T234XuEXZe0VdEyv2FQNw/uB4jaPpRLYl92SeuhCinSwWC99ZE/WLhnbu70+DXse4XhEA/LavtFPPLZxTQ7Op5cbR3JGy+lBXJom6newuqOIejy8w6CxqXqRfhBp93fzeKd/TI8KffnFBmMwWFkj5u/OzJep9z9c2Dncy6Arw9IeSDMhaZb/jNlRC5mK17yZl7wt2FdJsspAaE0jv6ECtw+k8toZyuRugoUrbWIQQLmlPQRXZ5XX4eOqZ0Tem088/MUUl6iv3l3T6uYXzWbSniOoGI/EhvoxLjtA6HOFAkqjbSeGhPYw17MGMDs59HiY/oL6w6e3TjgTaur/P31HQGWGK9irdD8W7Qe8BfWZrHY378A2BQZer/Q1v2O+4blj2/r2t7N0dmsgdKzRJTaEwG+HQb1pHI4RwQbYmnBNTIvH1MnT6+SekqHnq23IqKKtp7PTzC+diG02/cEh8pzU1FNqQRN1OQrJ+ASAnZCSEJKo1mT181Uhg3uZTvu/sASpRX3OglFL55eu8bKPpPSaB35m7+gs7GmEtf8+YD5V26ueQ/oPa9j3fLcrei6oaWHdIdQw+d6CbJepwzDJtS7SNQwjhkn7drRL1s/pGa3L+uBBf+scHYbYgFZhurrSmkRX7VGXFhZ08DUN0PknU7SS+fD0AlYnWD4Q+wdBnltrf+/Mp39c93J8B8cHql+8u+eXrtKTsXTvRfaH7eLCYYPO7HT9ec4NargvcpingTzsKsFhgWPdQEsP8tA6n88k8dSFEO+UeqWNPQRV6HUxL0yZRBzjHepNVKjDd24/b8zGZLQxKCCY5MkDrcISDSaJuD80N9G7aDYBXypSjz/e2lkjv+/W0bz9Hyt+dW/lBKNwBOgOknqN1NO7J1lRu83tg7GDlyeFV0FwLgbEQO6jDobmCH7apSoTzBrnhaDpA0gS1WsORLCg7oHU0QggXstha9j48KYwwfy/N4rBVYK47WEZJtVRguitbU0NbQ2rRtUmibgd1hzfhQxPFlhBiew0++oWUswAdFO2EmuJTvn+O7ZfvoTIpf3dGe6xl0knjwT9c21jcVerZKrGuLYHd33XsWHsXqG3vmW5R9p5VWsv23EoMel3L7xq34x0A3UarfRlVF0K0wcr9qtP61NQoTeNIDPNjUIKqwPxllwzsuKMDJTUt1/Nz3fXGu5uRRN0OKg9sACBd34tgv2PutvqFQXQ/tZ+97pTvTwzzo398EBYLLEkvcmSooj2k7F17Bk8Ydp3a70j5u8UC+2yJ+qyOx+UCbE1nxiaHExnoxmut9pystgeXaxmFEMKFNJvMrDuo+nuM76V9d21bcvbZhhws9l6yVDi9b7eo6/mk3pGydrqbkETdDoy5WwEo9Es98Yu2UZzTJOpAy3Ifts6iwklUZEP+FkAHaedqHY17G3q1mn6QvRaKM9p3jOI9UJkDHj6qMWAXZzZb+GZrLgAXD03QOBqN2RL1rFVgNmkaihDCNezIraC2yUSonyd9Y4O0DodLhiXg7aFnT0EVW7KPaB2O6EQWi4UftqvVW6Ts3X1Iom4HfmW7AKgN73/iFxNtifra0x7D1kn0t/2l1DYa7Rqf6ABb2Xv3cRCgbdmb2wuKOzoKvuX99h3DNpreYxJ4df2mahuzyskpryfA24OZ/Tp/7V+nEjsYvIOgoUL1nBBCiDNYtV+Npo9NjnCKZbBC/Lxaeo18uPawxtGIzrQrr4rs8jp8PPVMT5PPo+5CEvWOMjYSWpcFgC524Ilft42oF2yHptpTHiY1JpDEMF+ajGZW7i9xQKCiXaTs3bkMu1Ztt32iure3la3be8pZdgvJmX21WY2mnz0gVpO1f52KwUPdcAM4uELbWIQQLmF1ppqfPs4Jyt5trh7THYD5OwsoqmrHdVC4pPk7VV+CqalR+Hl5aByN6CySqHdU+UH0mKmy+BIc1e3Er4ckQlC8Wloqf+spD6PT6VrK33+V8nfnUJkHuar/gJS9O4le0yAoQY2K2tZCb62mOshRyyi2lEF3YXVNRn62XtgvHubmZe82PSaq7aHftI1DCOH06ptMbM1R5eXjejlPI9mBCSGMSAql2WTh1eWyioU7sFgsLddzt20K66YkUe+o0n0AHLTEERtyilLa2MFqW3D6cktb+fvSjGKMJrO9IhTtlf6j2iaOhiD5xegU9AYYeo3a3/xe296bsw5MTerGWXgvu4fmbBbuLqS2yUS3MD9GJIVqHY5z6GntS5C9FoxN2sYihHBqO3IraDZZiAnyoXu4v9bhHOfO6b0B+GR9NgWV9RpHIxxtd/7RsnetVx8QnUsS9Q6ylOwFINMST1yIz8lfZCuJP8O8yOHdQwn186SirpkNWeX2DFO0h5S9O6chV4FOD4dXQ8m+1r/P1u27xyS3WJbNVvZ+8dAEdG7w/bZKZBr4RUBzHeRt0joaIYQT25pTAcCQbiGaxnEyY5LDGdUjjCaTmecX79c6HOFgtrL3KX2k7N3dSKLeQU2FKlE/YI4jJvgUiXqMNVE/w4i6h0HPFOudshX7ZJ66pqoLjzYAlLJ35xIcDykz1X5bmsrZ5iW7Qdl7fkU9aw6oJkgXDZXusC30+qPl7zJPXQhxGlutXdWdMVHX6XTcO7MPAJ9vymGb9aaC6Hqk7N29SaLeQWbriHqxdze8PU7RrCl2kNqWZEDz6UuUJvWOBOC3faV2i1G0Q/qPgAXih6s+A8K5DLeuqd7apnJ15aqhIxwtf+7Cvt2ah8UCo3uGkRjW9bvbt4nMUxdCnIHFYmFLdgUAQ7o559Sh4UlhXDQ0HosFHv5uFyazrKveFe3Or+JwWR3eHlL27o4kUe+g9WPf4LLGh8kPHnrqFwXFgV+4aihXvOe0xxvfKwKdDtILqiiulm6empGyd+fWa7qaa15fDhk/nfn1h34DLBCZCoFde5kyi8VyXNm7+B3bjZrcjaddiUMI4b7yKuopqW7EQ69jQHyw1uGc0oOz0wj09mBnXiWvLs/UOhzhAAt3FwKq7N3fW8re3Y0k6h2U3ejHBksagaGRp36RTne0/L1w52mPFx7gTf84dVFYKaPq2qgpUfOfAfqep20s4uTa2lTu8Bq1tY2mdmHrDpZzqLSWAG8PKZM7mdAeEJwI5uaj01uEEOIYW62j6X3jgvDxdN6lLSMDvXn0vH4A/G/x/pZyfdF1LLKuBDWzf7TGkQgtSKLeQfkVatQ7LsT39C+M6qu2xRlnPObE3mq9zt9kPXVtZPwEFrPq1h+apHU04lRsTeWyVkLpGUYSbMuyJY5yfFwa+3RDNgDnDY6Tu+8no9PJPHUhxGnZ5nwPTgzRNI7WuHhoPOcMjMVktnD7Z9uobmjWOiRhJznldWQUVmPQ65jSR8re3ZEk6h1kWxYj9lSN5GyiUtW2JP2Mx5yYokbnV+4vxSxzjjqflL27huAESJmh9re8d+rXNdYcrWTpNtrhYWmpvLaJBbtUmdyVI7tpHI0T62Etfz8kiboQ4kR78qsAnLrs3Uan0/HEhQOID/Elu7yOh77dhcUinx27giXpajR9ePdQQvy8NI5GaEES9Q4qsI6ox55pRD0yTW1bMaI+pFso/l4Gymub2G29WIhOUld+tMmUJOrOb9i1arvtEzA2nvw1+VtUf4igeJXcd2HfbMmlyWSmf3wQ/V3gA6ZmekxQ24IdUF+haShCCOdisVjIKFSfvdJigzSOpnWCfT154YohGPQ6ftyez2cbc7QOSdjB4vRiAM7qK2Xv7koS9Q66a0ZvnriwP0POVB4VqZbRoKYQ6k8/h8jLQ8+YZCl/10TGfJXURQ+A8GStoxFn0ussCIyDujJrp/6TyHaPsneLxdJS9n6FjKafXlAchPUELJC9TutohBBOpKiqkSN1zRj0OnpFBWgdTqsN6x7asmTbYz/sbrnZIFxTVUMz6w6qZVanpUmi7q4kUe+g0T3DmTeq+5mXQPIJUiN6ANYl3U5nknWeuqyn3smk7N21GDxg6NVq/1RN5dxkfvqmw0c4UFKLr6eB8wbFaR2O8+s+Tm0Pr9I2DiGEU0m3Jrg9I/ydupHcydw4oSeT+0TSaDRzy8dbqGsyah2SaKcVe0swmi30igqgR4S/1uEIjUii3pkirfPUi1sxT926nvqWw0eoaZRftJ2i/ggcXK72JVF3HUOuPnVTObMZcjeo/W5dO1H/dL21idygOAJ9PDWOxgUkjVdb24oAQggBZBRUA5DqImXvx9Lrdfz30kFEB3lzoKSWh7/brXVIop0WW+enT5fRdLcmiXpnirLOUy858zz17uH+JIb5YjRb2JhV7uDABAB7F6glmyLTILK31tGI1gpJVCXwAJvfPf5rpXuhoRI8/SC6f+fH1kkq65qZv7MAgLkjEzWOxkV0H6u2+dugsVrTUIQQzsNWMp4aE6hxJO0THuDN83OHoNfB11tyWxqSCdfRbDKzLMM2P126vbszSdQ7UxtG1AHG9lTl72sPlDkqInEsKXt3XcOvU9vfN5XLsY6mxw8DQ9cdZf52ay6NRjOpMYEusZyQUwjpBsHdVE8K2/QIIYTbSy9QiXpfFxxRtxndM5w/TegJwAtLM6ULvIvZeKicqgYj4f5eDE4M1TocoSFJ1DtTG0bUAcb2CgdgzYFSR0UkbBqq4MAStS+JuuvpdZbqAVFffnxTuYJtahs3RJOwOoNqIqc6/F4xshs6nU7jiFxIknWeetZqbeMQQjiFRqOJAyW1AKTGuuaIus0NE3ri7aFne06FDPi4GFu39ympURj0ck13Z52SqL/88sskJSXh4+PDqFGj2LBhw2lf/+WXX5KamoqPjw8DBgzg559/Pu7rFouFRx55hNjYWHx9fZk+fTr79+935LdgHxEpaltTpBLDMxiTrBL13flVVNQ1OTIysW8hmJogPOXoDRXhOgweaq46wKZjyt/zt6lt3ODOjqjTbM2pYG9RNd4eei4YEq91OK6lpaGcJOr2INd64eq251RiMlsI8/ciJshH63A6JDLQm7kj1FSol5dnnuHVwpks36cS9ampUvbu7hyeqH/++efcddddPProo2zZsoVBgwYxc+ZMiouLT/r6NWvWcMUVV3D99dezdetWLrjgAi644AJ27drV8pqnnnqKF154gddee43169fj7+/PzJkzaWhocPS30zE+weBv/U9XduYPG1GBPqREBWCx0LJEg3CQPd+pbd/zQUYkXdPQa1RTucOroHQ/mJqhyNpIJ3awpqE50kdrDwNw9sBYgn27bnm/Q9hG1PO2QFOdtrG4OLnWi65g+V7173VCSkSXqE66YWJPPPQ6VmeWsS2nQutwRCtkl9VxsKQWg17H+JQIrcMRGnN4ov7ss89yww03cN1119G3b19ee+01/Pz8eOedd076+ueff55Zs2Zx7733kpaWxuOPP87QoUN56aWXAHWH/bnnnuPvf/87559/PgMHDuSDDz4gPz+f7777ztHfTsfZRtV/3536FMYm28rfJVF3mMYayFys9qXs3XUFx0PKTLW/+T3VC8LUCN7B1jWzu57SmkZ+2qGayF0zJknbYFxRaA8IjFNNJHM3ah2NS5NrvegKlu1VS+JO6dM1RjITQv04f7CqtHplmYyquwLbaPqw7qEEyQoubs+hiXpTUxObN29m+vTpR0+o1zN9+nTWrl170vesXbv2uNcDzJw5s+X1hw4dorCw8LjXBAcHM2rUqFMes7GxkaqqquMemgnvpbatGFEHGJOs7qZJou5A+38FY4P60B4zQOtoREcMu1Ztt318tEFY7MAuWyXx+cYcmkxmBiUESxO59tDpjnZ/l/L3dpNrvegKCisbSC+oQqc7ukRuV3DT5J7odPDrniKySmu1DkecwXLrzaLJfbrOv0HRfg5N1EtLSzGZTERHH78GYHR0NIWFhSd9T2Fh4Wlfb9u25ZhPPvkkwcHBLY/ERA2XL2oZUW9doj66Zxg6HWQW11BcJeV+DnFst/cumtC5jRRbU7kjsPJZ9VwXnZ9uNJn5eJ0qe5fR9A6QhnId5hbX+sNrYNGjsPs7+x1TOJUV1pHMQQkhhPl7aRyN/fSKCmSS9cbDR9ZrhnBODc2mlgbSk3t3jaoO0TFu0fX9wQcfpLKysuWRk5OjXTDh1kS9rHUlSCF+XvSPCwZgrcxTt7+mOjWiDtDvAk1DEXagN6i56gDV+WrbReenL04vJr+ygTB/L84eGKt1OK6r+3i1zd14/NJ+wuU49Fp/eA2sfg72/mK/YwqnsnC3Wm+8K45kXj26OwBfbs6lvsmkcTTiVDYcKqeh2Ux0kDdpLr7qgLAPhybqERERGAwGioqKjnu+qKiImJiYk74nJibmtK+3bdtyTG9vb4KCgo57aMY2ol52AMzmVr2lZZ56piTqdpe5GJrr1JrKXTShcztDrlZN5Wy66NJsH6zNAuDyEYn4eBq0DcaVRaSoJp+mRsjbrHU0LsktrvURvdW2dJ/9jimcRl5FfUsjuXMHxWkcjf1N7hNFQqgvlfXN/LgjX+twxCnYyt4n9Y7sEs0MRcc5NFH38vJi2LBhLFmypOU5s9nMkiVLGDNmzEnfM2bMmONeD7Bo0aKW1/fo0YOYmJjjXlNVVcX69etPeUynEtId9J5grIeq3Fa9xbZM25qDsp663UnZe9cTHA+9Z6l9r0DVe6CLySyuZs2BMvQ6mDeqm9bhuLZj56lL+Xu7uMW1viVR3w8WS+efXzjU5xuyMVvUwEhyZIDW4didQa9j3ig1qv7hWil/d1a2RnKTu0gzQ9FxDi99v+uuu3jzzTd5//33SU9P56abbqK2tpbrrrsOgGuuuYYHH3yw5fW33347CxYs4L///S8ZGRk89thjbNq0iVtvvRUAnU7HHXfcwb/+9S9++OEHdu7cyTXXXENcXBwXXHCBo7+djjN4QJg1cWjlPPURSWF46HXklNeTUy5LCNlNcwPsW6D2+16gaSjCzkb9GdBB8mTQd70ZPh9YP2hNT4smIdRP42i6gJb11FdpG4cL6/LX+rAeoDNAUzVUn3yOvHBNzSYzn21U0yRsyWxXdPmIRDwNOnbmVZJeII0WnU1O+dFl2cb1kmXZhOLh6BNcfvnllJSU8Mgjj1BYWMjgwYNZsGBBS4OY7Oxs9Md8kB47diyffPIJf//733nooYdISUnhu+++o3///i2vue+++6itreXGG2+koqKC8ePHs2DBAnx8fBz97dhHeIoqnyvLhF7Tzvhyf28PBiWGsPnwEdYeKCMxTD6Y28WBpdBUA0EJED9M62iEPfWcDLesh8CuN3e7uqGZrzerapw/jE3SNpiuwtZQLmcDmJrBIEvitFWXv9Z7eENoEpQfUNfvoK73u8VdLUkvori6kYgAb87qG33mN7ioMH8vpqZGsXB3Ed9uzSMtVsNpoOIEtqkXw7qFEuwr1yCh6CwW96vhqqqqIjg4mMrKSm3mqy96BFY/DyNvhDlPt+otzyzcy0vLMrlwSDz/u3ywY+NzF9/8GXZ8BqNvhllPah2NEK3y/posHv1hN8mR/iy+a5LMY7MHsxme7qlWC7h+MSSO0CQMza9NXYzdf56fzIV9v8CcZ2DkDR0/nnAKV7+9npX7S7llSjL3zkzVOhyHWri7kD9/uJnIQG/WPjAVD0PXqzhzVde/t5ElGcXcO7MPt0zppXU4woHacm2S/6FaCG/bEm1wdJ762gNluOG9FfszNh7t3tv3fG1jEaKVLBZLSxO5a8YkSZJuL3o9dLPOe85Zp20swnlFWD88t+HaLZxbVmktK/eXotPB3BFdv9/HlD5RhPp5UlLdyKpM6XvkLNSybKphdFdcdUC0nyTqWoho2xJtAMO6h+Jl0FNY1UBWmcxT77CDK6CxEgJiIGGk1tEI0SprDpRxoKQWfy8DFw2N1zqcrqXbaLXNlkRdnIKtoVyZJOpdxfvWG5+Teke6xbRCLw8951m72n+9JU/jaITNxqxy6ptNRAV601emJIhjSKKuBduIemWOWse7FXw8DQzuFgKoUXXRQS3d3s/rks3GRNf0/posAC4elkCgj8xhsyvbiHr2WunqLU7u2M7vwuVV1jfzhbWJ3B/Hdb3VQU7loqEJACzaU0hdk1HjaAQcXZZtch9Zlk0cTzIULfiHg2+o2i8/0Oq3jempyt/XH5JEvUNMzZDxk9qXsnfhInKP1LE4Xa0pfc2YrtuZWDOxg8DDB+rK2lTtJNyILVGvzIGmWm1jER32+cZsaptM9I4OYEKK+3TZHpgQTGKYLw3N5pYEUWjL1khOlmUTvyeJulbaMU/dNqK+O1+W1eiQQ79BQwX4Rx4dRRPCyX28/ug6v72iArUOp+vx8D66+kP2Wm1jEc7JLwz81A1zuZnj2ppNZt5bnQXA9eN7uNUopk6nY05/tWrB/J0FGkcjcsrrOCDLsolTkERdK+2Yp97POm/lYEkNDc0mR0TlHmxl72nngt6gbSxCtEJDs4nPNmQDqomccBCZpy5OYWNWOf+3IINyX2s1i5S/u7QftuWTX9lAuL8X5w92v34fcwaoRH1pejH1TfJ5UkvL96mqBlmWTZyMJOpaCW9799jIQG8iArwwW2BvYbWDAuviTEYpexcuZ/6OAo7UNRMX7MP0NCmNc5hj56kLcYwNh8p5dfkB9hmt66eX7tM2INFuzSYzLyxVn72un9ADH0/3u2E/MCGY+BBf6ptNrNhXrHU4bm2Ftex9knR7FychibpWWkbUW5+o63Q60qyj6nsKpPy9XQ6vVnNQfcOg+3itoxGiVWxLss0b3V3WvXWkhBGADsoPQo18eBVHJUcGAJDebL1RVtb6/jLCuXy7JY/DZXWE+3vxBzetUNLpdMwZEAPA/J2FGkfjvpqMZlmWTZyWfOLTSssc9cw2dRi2LduwR+apt09L2fs5YPDQNhYhWmFbTgXbcyvxMui5fESi1uF0bb4hENVX7Uv5uzhGryiVqG+pDlNPtKERrHAeTcajo+l/mZSMv7f7fg6YbS1/X55RTJPRrHE07mlL9hHqmkxEBHiRFiPLsokTSaKulbAeoDNAUzVUt/5uZt849R85XUbU285sgvQf1b6UvQsX8YF1SbZzBsYSEeCtbTDuQOapi5PoHu6Hh17HXqNtRP2gLOPngr7cnEPukXoiA725arR7r54xOCGEcH8vqhuNbMoq1zoct7RqfykA43pFoNe7T0ND0XqSqGvFwxtCk9R+G8rfbSPq6QVVmM3yIaFNstdBbTH4hECPSVpH0ybyd+2eSmsa+WmH6sp7zdgkbYNxFzJPXZyEp0FPUoQ/2RZrot5YCXWS3LiShmYTLy1VDXxvmZyMr5f7zU0/ll6vY0qq+ve8OF2m+mhhVaZK1MdLt3dxCpKoa8m2JmsbmtL0iPDHy0NPbZOJ7PI6BwXWRdnK3lPPBoPrdNbMKKxi1JNLeOjbnVqHIjrZ5xtzaDKZGZQQzODEEK3DcQ+2EfWC7bJWtjhOr8gAGvCmxjtaPSHl7y7l7VWHKKhsIC7Yh7kju2kdjlOwNSddklGERSpEOlVlXTM7cisAGJ8iibo4OUnUtRTR9s7vHgY9qTFqDWUpf28DsxnSf1D7LlT2brFYuPadjZRUN/LJ+my5kLoRo8nMx+sOA7IkW6cKSYSgBLCYIHeT1tEIJ5ISreapF3lYl/MqP6hhNKItSmsaeXW5urFy36xUt+z0fjLjUyLxMug5XFbHwVK5MdmZVuwvwWyB3tEBxAb7ah2OcFKSqGupHSPqcLT8fbc0lGu93I1QXQDeQdBzstbRtNryfSUUVjW0/PnYfdG1LU4vJr+ygTB/L84eGKt1OO5F5qmLk7A1lDtkls7vrua5xfuoaTQyMCGY8wbFaR2O0wjw9mBUT9UgcUl6kcbRuJel1p/31NRojSMRzkwSdS21JOqtH1EH6GdtKLcrv9LeEXVdtrL3PrNVfwAXYDZbeGbh3uOe219Uo1E0orPZlmSbOyJRRn86W0uiLvPUxVG2Jdp2NljLVKX03SVkFlfz6YYcAB6akyZNu35nmnWe+hKZp95pTGYLy/eVADDV+vMX4mQkUdeSLVGvzGnTXMgBCSEA7MytlFLo1rBYjibqLlT2vmB3Ibvzq/D3MjCqh7rjva+oWuOoRGfILK5mzYEy9Dq1drroZLaGcrkbwWTUNhbhNJIjA9DpIL3Rut6xlL67hP/8koHJbOGsvtGM7hmudThOZ1qaGtHddPgIlXXNGkfjHrZmH6GirplgX0+GdgvROhzhxCRR15JfGPhZLxplma1+W1psIJ4GHWW1TeRV1DsouC4kbwtU5YJXACRP1TqaVjGZLfz3VzWa/qcJPVsSdRlRdw8frFVz06enRRMfInPXOl1UGngHQ1MNFO/WOhrhJHy9DMSH+JJliVFPyBJtTm/NgVIWpxfjodfxwOxUrcNxSolhfiRH+mMyW1hzoFTrcNzCkgxVvTC5TyQeBknFxKnJvw6ttaP83dvDQB9rQ7mduVL+fkZ7vlPb3jPB0zWSnm+35nGgpJYQP0/+NKEHKdHq73t/sYyod3XVDc18vTkXgD/Ikmza0BsgcaTal3nq4hi9ogI4bLHOKW2shLoybQMSp2Q2W3hifjoA80Z1a5m6IE40IUVViazMlES9MyyzJupS9i7ORBJ1rUWkqG0bG8oNiA8BYEeeJOqn5YJl701GM88tVv8ebpqUTKCPJ71tiXpRjUx36OK+2ZJHbZOJ5Eh/xiZLmaZmZJ66OImUqAAa8aLC07ZEm5S/O6tvt+axO7+KQG8PbpuWonU4Tm2CdXmwVfslUXe03CN1ZBRWo9fBpN6RWocjnJwk6loLb1+iPighGKBlDUZxCgXboeIwePpBr7O0jqZVPt+YTe6ReqICvVuW5UqK8MOg11HdaJTO712YxWJpaSL3h7FJ6HTS9Egztnnq2eukvFm0SI1RzVxzdbbyd2ko54zqm0w8Y50+dvOUXoQHuEYTWa2M6hmOh15Hdnkd2WV1WofTpdlG04d1DyXEz0vjaISzk0Rda+3s/D6gJVGXhnKnZSt7TzkLvPw0DaU16ptMvLBU9Sv469Re+Hqpbt/eHgaSwlX8Mk+961pzoIwDJbX4exm4cEi81uG4t/ihoPdUyzpWHNY6GuEk+lpXXUlvsjWUk0TdGb2z+hAFlQ3Eh/hy3bgkrcNxegHeHgztFgrAyswSjaPp2pa2lL3LsmzizCRR15qt9L0sE8zmVr+td3Qg3h56qhuMHJa7nyfngmXvn23MpqS6kYRQXy4f0e24r9nK36Xze9f1/posAC4elkCgj6e2wbg7T1+IG6z2ZZ66sEqODMDToGNfs3VuqZS+O52ymkZeXa5uoNw7s48sb9lK463l76tlnrrD1DUZWX1A9bWQ+emiNSRR11pIdzB4gbFBLdPWSp4Gfcud/e1S/n5yRbvUhygPH0iZoXU0Z9RkNPPmb+pD302Tk/HyOP6/Z0qUaoQjI+pdU15FPYvTiwC4ZowsyeYUZJ66+B0vDz0pUYFHG8pJ6bvTeXFpJjWNRgbEB3PeoDitw3EZ43qpnijrDpZjNkulpiOsySyjyWgmPsSX3tHS3FCcmSTqWjN4QFiy2m9j+fvAeFX+Lp3fT8E2mt5rOngHahtLK3y/LY/8ygYiA725eGjCCV+3dX7fKyPqXdLnG7IxW2Bscji9opz/36tbsM1TPyyJujgqLTaIQ5ZY9YdyWaLNmWSV1vLROjVV5cHZqej10uejtQbEh+DraaC8ton9xTIg4AhL96qy92lpUdKDRrSKJOrOoL2d3xNCADVPXfyOxQK7v1P7LlD2bjJbeHWFGpn50/geJy3V62etoMgorMJoav00CeH8jCYzn29SFTVXjup2hleLTpNoHVEv3Qt15drGIpxG37ggsi1RmNFBY5Us0eZEnl64F6PZwuQ+kYztFaF1OC7Fy0PP8CQ1T32trKdudxaLhaXpKlGfImXvopUkUXcGLQ3l9rbpbbbO77vyKzFJmdLxSjKgbL+aVtB7ptbRnNGiPYUcLKklyMeDeaNPXvacFO6Pv5eBhmYzB0pqOzlC4UhLM4opqmok3N+LGX1jtA5H2PiHH/39nLNe21iE00iLDaQRL0p01uUTpfzdKWzLqWD+zgJ0OnhgdqrW4bik0T2Plr8L+9pTUEVhVQO+ngbG9JSlV0XrSKLuDCL7qG1J2xL1npEB+HkZqGsycbBEypSOYyt7T54KPsHaxtIK76zOAuDqMd0J8PY46Wv0eh394qw3Z/KkiqIr+XRDNgCXDEs4oTeB0FjLPHVpKCeUvrGquinTKGupO5P/LVJViRcNSWhZRk+0zZhka6J+qEzmqduZbVm2cb3CpcGhaDX5ROgMotLUtnhPm+a6GfQ6+lsTt+1S/n48F+r2vrewmg2HyjHodVx1itF0m37x6sPHrnz5++4q8irqWb5PLYczd6SUvTudY9dTFwII8fOiW5gfWRZr9Yss0aa5bTkVrNhXgkGv4/ZpKVqH47IGxAfj52Wgoq5Z+uHY2RJZlk20gyTqziA8BXQGaKhUa/a2wcAEW0O5CgcE5qJK9qmbHnoP6DNb62jOyNb45qy0aGKDfU/7WtuNmd15VQ6PS3SOzzfmYLE2kesR4a91OOL3bCPq+VuguUHbWITTGNIthCzp/O40nl+sRtMvHBJPt3A/jaNxXZ4GPSOSwgBYe0B6L9hLaU0j23IqAJiSGqltMMKlSKLuDDx9INza+b14T5veOsCaqO+QUuij0q2j6T0ng2+opqGcSW2jkW+25AKq7P1M+ls7/e/Or5SytC7AaDLzxUbVRO4KGU13TqE9ICAaTE2Qv1XraISTGNotVEbUncT2nAqW7S1Br4NbpvTSOhyXd3SeuiTq9rIkvQiLRTUFPtOAjBDHkkTdWbSUv6e36W0DrZ3f9+RX0SydwBUX6va+aE8RtU0muof7MTb5zM1FkiP98fHUU9tkIqtMGsq5uhX7SiisaiDM34sZ/aQczinpdLKeujjB0G6hHLIm6pYyWaJNSy8tywTggsHxUpVkB7Z56usPyXrq9vLr7iIAZvaTZrGibSRRdxZR/dS2jYl6UrgfgT4eNBrN7JP5RKrsvWiXKntPPUfraM7ou215AJw/OL5Va2p6GPSkWRsZ2cqohOv6arOqprhwSDzeHtJcxmklSkM5cbzU2ECKPWIwW3TomqqhtkTrkNzS4bJaFqerJOjmKckaR9M19I8LIsDbg8r6ZvYUyDS7jqptNLIyUy13JzfkRVtJou4sjm0o1wY6ne6YeepS/s6e79S25xTwC9M0lDMprWlk5X71y/uCwXGtft+wbqqcf9PhIw6JS3SOiromlljXVL14aILG0YjTso2o56wDs1QuCTWXNzUhinxkiTYtfbD2MBYLTOwdSa+oQK3D6RI8DHpGWNdTl/L3jvttXwlNRjPdwvzoEy3/RkXbODRRLy8vZ968eQQFBRESEsL1119PTc2plxErLy/nr3/9K3369MHX15du3bpx2223UVl5fAKq0+lOeHz22WeO/FYcL6qv2hZntPmDoK38XTq/A7u/Vdt+F2obRyv8tD0fk9nCwIRgekYGtPp9w62NXjZnSaLuyn7aUUCTyUxqTCB942QpIacWMxA8/VXDz5IMraNxOu56rR/SLYRDZpmnrpWaRmNLj4/rxiVpG0wXI/PU7WfRHlXxMaNvdKsqJ4U4lkMT9Xnz5rF7924WLVrETz/9xG+//caNN954ytfn5+eTn5/PM888w65du3jvvfdYsGAB119//QmvfffddykoKGh5XHDBBQ78TjpBWA8weIOxHiqy2vTWgdYGYzvzKuwflyspzrB2e/eE1LO1jua0ahqNvLpCfbC7aEh8m9473Hqne29RNZV1zXaPTXSOr61NBC8ZJqPpTs/gAQnD1b7MUz+Bu17rR/cIb2koZ5ER9U73zZZcqhuN9IzwZ1KKdNK2p2PnqZtknnq7NZvMLcuyzZD56aIdPBx14PT0dBYsWMDGjRsZPlx9wHnxxReZM2cOzzzzDHFxJ5b69u/fn6+//rrlz8nJyTzxxBNcddVVGI1GPDyOhhsSEkJMTBf6R683QGQfKNyh5qmH9Wz1W22d3/cWVtPQbMLH003nutrK3ntNA98QLSM5o+cW7aOoqpGkcL82r50dEeBNjwh/DpXWsiX7CFNSoxwUpXCUgyU1bM2uQK+D89ow7UFoqNsYOLQCctbDiBMTSnflztf6UT3DWKOLBaCuYB/SxqxzfbpBjaZfM6Y7er2MVNpT39ggAr09qG4wsie/quVzpmibjYfKqaxvJszfi2HdnXsVIuGcHDaivnbtWkJCQlou3ADTp09Hr9ezfv36Vh+nsrKSoKCg4y7cALfccgsRERGMHDmSd955B8tpOq42NjZSVVV13MMpRdsayrVtnnp8iC/h/l40myzu2/jDYoFd36h9Jy9731tYzbtrsgB47Lx+7bqxYps/tlbK0lzSt1tVE8GJvSOJCvTROBrRKtL5/aTc+Vrv5+WBR4RaDqyxONOh5xLHyyisIr2gCk+DjvMHt60qTZyZh0HPyB5qmp2Uv7ffr9ay9+lpURjkZpJoB4cl6oWFhURFHT/S5+HhQVhYGIWFha06RmlpKY8//vgJJXT//Oc/+eKLL1i0aBEXX3wxN998My+++OIpj/Pkk08SHBzc8khMTGz7N9QZbPPUC3e26W06na7lTt2GQ+X2jso1FKdD6V4weEGf2VpHc0oWi4VHvt+FyWxhZr9oJvdp32j4eGuZ32/7pNOwqzGbLXyzRSXq0kTOhSQMB50BKrKhMk/raJyGu1/r45PVDXa/mixZoq0TfWv9HTqlTxSh/l4aR9M12eapy4BA+1gsFn7drX4HyrJsor3anKg/8MADJ23wcuwjI6PjzXaqqqo4++yz6du3L4899thxX3v44YcZN24cQ4YM4f777+e+++7j6aefPuWxHnzwQSorK1seOTk5HY7PIWIHqm3Bjja/1Xbn020TdVsTuV7Twcd5S7SWpBez/lA53h56Hj6nb7uPM6FXBDodZBRWU1jZYMcIhaOtP1ROXkU9gd4enNVXlmpxGd6BEDNA7ed0/WXa5FrfOoMHDMZk0eFjaaD+SL7DzyfAZLa0LG160VAZTXcU2zz1jYfKMZpktYu22p1fRX5lA35eBsb1itA6HOGi2jxH/e677+baa6897Wt69uxJTEwMxcXFxz1vNBopLy8/43yz6upqZs2aRWBgIN9++y2enp6nff2oUaN4/PHHaWxsxNvb+4Sve3t7n/R5pxNjTdSPHIL6ijbNs7bd+dxobfzhViU2FotLdHs3mS383wL1wfa6cT1ICPVr97FC/b0YGB/M9txKfttfwmXDnbRKRJzgO2vZ+5wBse7bT8JVdRsNBdvUeur9L9Y6GoeSa33r9OsWQYE+ijhLETu2b2HUFEkcHW3tgTKKqhoJ9vWUHi0OlBYbRJCPB1UNRnbnVzEoMUTrkFzKQuto+qTekXKtF+3W5kQ9MjKSyMgzd9ccM2YMFRUVbN68mWHDhgGwdOlSzGYzo0aNOuX7qqqqmDlzJt7e3vzwww/4+Jx5/ua2bdsIDQ11jWT8dPzCIKSbKq0s3Ak9JrT6rWmxQQR4e1DdaCS9oIr+8U46qtxcDwsehLjBMOxa+xyzYBuU7QcPH+g9yz7HdICvN+eyv7iGYF9PbpqU3OHjTeodyfbcSpakF0mi7iIajSZ+3lUAwAVt7PYvnEC30bD+NbeYpy7X+tbR6XTUByZBVREH925n1JRztQ6py/veOpp+9sBYvD0kAXIUg17HyB7hLE4vYt3BMknU2+jX3Wp+ulTOiY5w2Bz1tLQ0Zs2axQ033MCGDRtYvXo1t956K3Pnzm3pApuXl0dqaiobNmwA1IV7xowZ1NbW8vbbb1NVVUVhYSGFhYWYTCYAfvzxR9566y127dpFZmYmr776Kv/+97/561//6qhvpXPZRtUL21b+btDrWpbtWu/M5e+/Pgyb34UFD7V5vfhT2v652vaZAz7OuR51Q7OJZxftA+DWKb0I9jv9yFFrzOqvug0v21tCVYMs0+YKlu8tobrBSEyQD6Os01WEC0m0NpQr2q3WVBdyrQcC4/sAUFOwj2r5XexQzSYzi9JVAnTuQFkxw9FG91TXKZmn3jZZpbXsLarGQ69jWqok6qL9HLqO+scff0xqairTpk1jzpw5jB8/njfeeKPl683Nzezdu5e6ujoAtmzZwvr169m5cye9evUiNja25WGba+bp6cnLL7/MmDFjGDx4MK+//jrPPvssjz76qCO/lc4TO1htC7a3+a2jeqjyd6ft0Ll3AWx8U+0310LF4Y4f02SEXV+p/UFzO348B3lvTRaFVQ3EBftw9ZjudjlmWmwgKVEBNBnNLNzVuqZNQlu2kaDzBsfJckKuKCgWQpPAYobcjVpH4zTc/Vof2S0NgARzfsuKDsIx1h8sp6JOLXdlW/1EOI7MU28fW9n76J7hdhmYEe7LYeuoA4SFhfHJJ5+c8utJSUnHLbUyefLk0y69AjBr1ixmzXLe8uYOix2ktu1I1Mdaf6GuO1BGs8mMp8Gh92HaproIvr/5+OeK0yGsR8eOe2Ap1JaAXwQkT+3YsRykoq6JV5appXvumtHHbnOVdDod5w2K47+L9vH1llwulfJ3p1bd0MzidDWX97xBMhLksrqNgSNZap56r+laR+MU3P1arwtXS7Ql6Qp5du1hrh7dHZ1ObsQ5wi/WqUMz+kbj4UyfcbqotJgggn09qaxvZmdeJUO6yc2R1rAtyzazn4ymi46R33LOxtb5vXQfNNW26a0D4oMJ8/eiutHI1uwK+8fWXhYLfH8L1JVB9ADoe756vo3rxZ/Ujs/Utv/FYHDOu5avLD9AVYOR1JhALrTzvOSLhiVg0OtYd7CcnbntL8XNLK7h3dWHuP+rHdz6yRYe/X4XP27Px2SW5YbsZeHuIpqMZpIj/ekX55xTNEQrtKyn3vU7v4tWClc9R5J0RWQWV7HQOjdV2JfJbGn52c7qL8tddQa9XtcyTWvdQSeeVulEiqsb2JJ9BICz+sq/U9Exkqg7m8AYCIhWpZVFu9v0Vr1ex4QUtQTE8r3FZ3h1J9r6EWQuAoM3XPwWxA1Rzxend+y4DVWQMV/tD7q8Y8dykLyKet5bkwXA/bNS7d6NPz7Et2V09rUVB9r0XovFwoJdBVz86hqmP7uCf/y4h8835fDTjgLeX3uYv366lcteX8uh0rbdMBInZyt7P39wvIy2ubJuY9Q2dxOYZD6yQDWB1Rnw1TURzRH+++teucnpAFuyj1Ba00igjwdjk2W5q84i66m3zaI9RVgsMCgxhJjgMzfJFOJ0JFF3Rh0of5/cR3XpXbGvxJ4RtV9lHiz8m9qf+neISoUo6/rhHR1R3/0tGBsgPAXihnbsWA7yv0X7aDKaGdUjrOXvxt7+PKknAPN3FrAms7RV79mWU8Glr63lLx9tYfPhI3ga1E2e26el8PA5ffnjuB4EeHuw+fARzntpFb85y78nF1Vc3cBq69/N+YOl7N2lRfQG3zAw1kNB25p+ii7K4AmhqvdIf59S9hfX8OHaLG1j6oIWWHuxTE+LxstDPr52Fts89U1Z5TTLPPUzslV9SNm7sAf5TeeMbA3l8ja3+a0TUlQyuDu/iuLqBjsG1Q4WC/x0BzRWQvxwGHOLet6WqJfuA2NT+4+/5X21HXo1OOEIZUZhFV9vyQXggdmpDhtFTY0J4urR6kPiA9/spKLu1D/ThmYT//ppDxe+sppNh4/g46nn1im9WP3AVD68fhR3ntWb68f34JFz+7LwzokM7x5KdYORa9/dwCfrsx0Svzv4aXsBZgsM6RZC93B/rcMRHaHTHVP+3vWXaROtFKbK3//UT42kP7VwLznldVpG1KWoCjCVqEvZe+fqEx1IqJ8ndU0mdnRgip07qGpoZu0BdVN+Zj/5dyo6ThJ1Z5RoXXs2Z32b3xoR4M3ABLWG+tJ0jcvft38G+39VJe8XvAJ6axO14ATwDQWzEYp2tu/YBTvUjQy9Jwy60n4x29FTC/ZiscCcATEOb8By36w+xIf4kl1ex7XvbjzpXe+duZWc++Iq3lp1CIsFLhwSz/J7pnDPzD5EBZ5YnhUf4svHN4zi4qEJmC3w0Lc7+XSDJOvt8f32fADOlyZyXYPtd7Qk6sLGOk99VNARRiaFUddk4uaPt9DQbNI4sK5hd34VeRX1+HoamJjimOo0cXJqnrqTryrkJJZlFNNsspAc6U9yZIDW4YguQBJ1Z5QwTG3LD0Jt60qZj2W7i/eLlkt2VRfCgvvV/uQHILLP0a/pdJAwUu3nbGjf8Te/p7Zp50CA81201x0sY2lGMQa9jntm9DnzGzoo0MeTd68bgYdex7acCtYeOHoxbTSaeG7xPi58ZTX7i2uICPDmnWuH87/LB59x/pS3h4FnLh3In8ar7vwPfbuT72T5oTY5VFrL9pwKDHodZ8u6v12DbZ569jpVOSSEdURdV36QZy8fRKifJzvzKrn1k600GaVcuKNso+mT+0Ti62WflVNE69nK3yVRP71fW8reZTRd2Ick6s7INxQiU9V+OxJZ2y+INQdKqazXqNnRggehoVI1jht724lfTxyhtu1J1JtqYccXan/Yte0O0VEsFgv/+SUDgLkjEunZSXdVe0cHMj1NzYlaub+E8tomvtuax+znVvLc4v0YzRbmDIjh1zsnMjW19XOndDodfzs7jT+M6Y7FAvd9vYOt1o6m4sx+2KZG08f1iiAy0FvjaIRdxA1WlUJ1pVDWtiaOoosKV71CKD9AQqgfL88bireHnsXpRfz5w01UNUjjwY5YsFvK3rVkayi3MaucRqNUiZxMQ7OppZGzJOrCXiRRd1YJ1kQ2t+2JbK+oAFKiAmg2Wfh1twaj6pmLYfc3oNPDuS+AwePE17SU97cjUd/+KTRVQ1hPSJrYsVgdYOHuQrblVODraeD26Smdeu6UaHVT4M2Vhxj6+CLu+HwbB0triQz05oUrhvDylUMJ8/dq83F1Oh2PntuPGX2jaTKa+ctHmymu0rgHgouwrfsra6d3IR7eEG+tfJLydwEtI+qUHwKzmbHJEbz1h+F4e+hZtreEc19cxZebciRhb4fM4hoyi2vwNOiYkhqldThuqXd0ABEB3jQ0m9l8WG7Un8yaA6XUNpmICfJhQHyw1uGILkISdWfVkUSWo52lP+nsOcXN9TD/HrU/6i9H14X/vbihoDNAVa7qDN9aZjOsfeXo8fXO9U+42WTmqQV7AbhhQo+Tzv12pMuGJzK6Zxi2VeCSwv24c3pvltw9ifMGxXWooZ1er+PZywfTOzqAoqpGbv9sG2ZZgui0DpfVklFYjUGvY3qafMDsUmQ9dXGskG5g8AJTI1TmAKq56+d/HkN8iC+Hy+q496sdTH1mBT/vLMAiUyZabaF1wGFMcgRBPp4aR+OedLqjy/+u2t/2KZnuYOEuVfY+o180ejsvxSvcl3NlOeKoROsc7rwt7Vqr9/IR3fA06NiaXcHOzuzSufJZOHIIAuNgykOnfp13wNFl6A4sbf3x9/0C5QfAJxgGz+tYrA7wxaYcDpbWEubvxQ0Te3b6+RPD/PjsxjFkPD6bjMdnsfzeKdw+PcVuH24CvD14/erh+HoaWHuwjLdXHbLLcbsq23y10T3DCPFreyWDcGIt89RlRF2gmqWG91L7pftanh6cGML828Zz29ReJIX7UVrTyM0fb+HGDzdTWClVSa1hS9RnS9m7psb3sibqrVwG1p2YzBYWp8v8dGF/kqg7q/AU8AlRa/UWtr0zemSgN3MGxALwQWet51qyD1b9T+3P/g94B57+9b1nqu2+Ba07vsUCq55T+8OuU8m+EymsbGgZTf/r1F4Eanjn38tDj4+nYxru9Ijw55Fz1RJ7Ty/cS3pBlUPO0xX8ukd9wJzRVy7cXU7iCECnbhzWlGgdjXAGtqapJRnHPR3i58VdM/qw8M6J3Da1Fx56HYv2FHHW/1awNKNIg0BdR15FPTtyK9Hp4Ky+si61lsZbR9R35lVypLYDS+t2QZsPH6GstolgX09G9gjTOhzRhUii7qz0+qPz1NtZWnnNmCRALQ1VUt1op8BOwWKB+XeBuRlSZkDaeWd+T+9ZantgGTS3YmQhc7Gas+/ho8renYjZbOHer7ZTWd/MwIRgrrKua95VzR2RyPS0aJpMZh74egcmKYE/QUl1I5usc/nkA2YX5BsKUeqGFTlS/i442gT2d4m6jbeHgbtm9OGn28YzKCGY6gYj17+/iVeWZ0op/CkstHZ7H5EURkSANOPUUnSQD72jA7BYYM0B6f5+LFvVx7TUKDwNkloJ+5F/Tc4saZzaZq1s19uHdgthSLcQmoxmXlmeacfATmLHFypODx+Y/ZRagu1MYgdBYCw018Kh307/WosFlj6u9kf8CYJiOx6zHb3+20FW7i/Fx1PP/y4f3OV/Uet0Op64sD+B3h5sz63s/F4ILmBJehEWCwxMCCYuxFfrcIQjyDx1cayWEfW9p31ZakwQX/5lLFeO6obFAk8t2MsT89MlWT+JBVL27lTG91LL4a7KlCoiG4vF0pKoz5Cyd2FnXTubcHU9Jqlt1iowGdv8dp1Ox61T1Jy5d1dn8aGjSuDrK+DXv6n9ifdCWI/WvU+ng7Rz1f72T07/2l1fQ8F28AqA8Xe2O1RHWLm/hKcXqhGUR87pR3InLcemteggH+6ZqT6YPrUgg+JqmW95rF/3WBvLyGh612VL1I+ZkyzcWMuI+l51c/k0vDz0/PvCATxyjqrKeGvVIR75frc06DxGSXUjG7PKAZn36ywm9Fbl77/tK5UbS1bpBdXkHqnHx1PPpN6RWocjuhhJ1J1Z7CDVNK2xSiWp7TAtLZrbpqpk/eHvd/PFxhx7Rqgs+zfUlqh59SdbM/10hl6jtuk/QfUp5urVV8BCa2O6cbeDf0S7Q7W3nPI6/vrpVswWuHx4IleMTNQ6pE511ejuDIhXJZz/np+udThO41BpLSv3qxEHucPehfWeBbfvgCu/0DoS4QzCktVqJo1VUF3Qqrf8cXwPnrxoADodfLjuMP/8aY8kQFaLrVVJg6QqyWmM6hGGl0FPXkU9WWV1WofjFGyj6RNTIvH1ckxvIOG+JFF3ZnoDJE1Q+4eWt/swd57Vm2vHJgFw39c7eHbRPvt9ECjYARvfVPtzngaPNna2jhmglqIzN8Pq5078usUCP98LNUWqo+642zscsr00NJv4y0ebqahrZlBCMP84v1+Hlj9zRQa9KoHX6eC7bflsyZb1VS0WC4/9sJtmk4VJvSPpHX2GporCdfkEQWj31k31EV2fhxeEWVf7OMU89ZO5YmQ3nr5ErYLy3posXlrq4KlqLuIX6/z0mVL27jT8vDwY2j0EgFX7pfwdkLJ34VCSqDs7W/n7meZwn4ZOp+ORc/py8+RkAF5Ysp8bPtjU8QZzZjP8fA9YzNDvQkie0r7jTLpfbTe8CYW7jv/auldh5xdqlOL8l8HDOZrJWCwWHvpmJ7vzqwj39+LVq4Y5rMu6sxuYEMIlQxMA+JeMBvHrniJW7CvBy6DnsfP6aR2OEKIztXKe+u9dMiyBR62rafx30T6+3pxr78hcSnltE6uty4DN7u9cPWnc3YQUVd69UtZTJ72giozCagx6HdNSo7QOR3RBkqg7u57WRD17HTS1v8xIr9dx36xU/nPRALwMehanFzPrud/4Zktu++fEbf8UctaDpz/MeKLdsZE8FfqcrUbVP7sCijNUF/jl/4GFD6rXTH/s6HxQJ/DO6iy+2ZqHQa/jxSuHuH1Z3j0z++DnZWBLdgU/7WhdyWdXVN3QzD9/3APADRN70CPCX+OIhBCd6th56m103bge3DJF3VB/6Nud7MqrtGdkLmXBrkJMZgv94oLk96iTsa2nvvZAGUaTWeNotPXq8gMAzOofQ6h/GytKhWgFSdSdXURvCO4GxoYOjarbzB3Zje9vHUdqTCBltU3c9cV2pv53OXd9sY33Vh9i8+Ej1DeZznyg+iOw6BG1P/l+CI5vf1A6HZz7vCoZrMiGV0bBk/Gw/En19Ql3w9i/tv/4drZ4TxH/mq+SsQdnpzI22XnmzGslOsiHv0xSHzD/80sGDc2t+DfUBf3753TyKupJDPPlFmsjRyGEG+lAog5w91l9mJYaRaPRzJ8/3ExFnXuuV/3dtjwAzh4oo+nOpn98MMG+nlQ3Gtme6743k7LL6vhpRz4AN1k//whhb5KoOzudDnrPVPv7frHLIdNig/j+1nHcN6sP/l4Gssrq+GZLHo/9uIeLX13DgMcW8uZvB09/kKVPQF0pRPSBUTd1PKiASLj2Z+g9W/3ZbISgBLjgNZj6sNPMAd2VV8lfP92KxQJXjEzk+vGt7HDvBm6Y0JPYYB/yKup5d3WW1uF0uhX7Svh0g2rW+NTFg/Dz8tA4IiFEp2spfU8/Y+f3k9HrdTx7+WC6h/uRV1HPoz/stnOAzi+nvI4Nh8rR6eCCwR0YBBAOYdDrWkbVV+xz33nqr/92ALMFJvWOpH98sNbhiC5KEnVX0GeW2u5b2K4L/8l4exi4eXIv1jwwjXeuHc4d01OYlhpFRIA3RrOFJ35OZ9GeU3Rhz98Gm95W++1pIHcqQbFw5Wdw3yHVSfmOnTD4CqdJ0gsq67n+/Y3UN5uYkBLBP8/v73bN407H18vAfbPUh9SXl2VSWtPBHggupKS6kXu/VCszXDs2iTHJ4RpHJITQREQK6PSq6qy6sF2HCPb15Pm5Q9Dr4Ptt+S3NqtzF99bR9DE9w91+WpmzmtxHzVNfllGscSTaKK5u4EtrHwlb/ychHEESdVfQfbyaB15d0O5l2k4l2M+TqanR3DG9N29fO4KNf5vGH8Z0B+Cuz7exI7fi+Dcc20Cu/8VH59Dbk1+Y6qSsd55/njWNRv743iaKqhpJiQrg5XlD8TQ4T3zO4vxB8QyID6am0cjzi/drHU6nMJrM3PbpVoqrG+kVFdBys0II4YY8fdWUNYDCne0+zODEEG6cqBKAv327021K4C0WC99sVYn6hUNkNN1ZTe4ThU4HO/MqKapq0DqcTvfOqiyajGaGdgthZI8wrcMRXZhkGq7A0+doR/W9Pzv0VDqdjr+f05dRPcKobjQy7631xy+5tf0TyN0IXgEw418OjcVZmMwWbvt0K+kFVUQEePHOtSMI8vHUOiynpNfreGhOGgCfbMgms7hG44gc73+L97H2YBl+XgZeu2qolLwL4e5iBqptYcdurN8xPYVeUQGU1jTx7KJ9dgjM+e3IreRgSS0+nnpmD5D56c4qMtCbgQkhgPuNqlfWN/PRusMA3Dy5l1RWCoeSRN1VpJ2ntru+tlv5+6l4GvS8fe0IRiSFUt1gZO4b6/h8YzbUlR9tIDfpfgiKO+1xzGZLl+gI+u+f01maUYy3h543rxlOYpif1iE5tTHJ4UxPi8ZktvCfX1q/lrAr+n5bHi8vU11f/3PxQHpFyZrpQri9mAFq24ERdQAfTwP/PF8t8fjRusOkF1R1NDKnZ2vOdVbfGAK85aanM7MtR7bUzRL1j9YdpqbRSJ/oQKbKkmzCwSRRdxWpc8DDB8oy7V7+fjIB3h68d91IzuobTZPRzP1f72TjGzdDXZnqajtaNZArr23imy25PLtoH8/+updvtuSyO7+Sa9/dQOojC0j5+y+M+89S7v9qh0suNfP5xmzeXnUIgP9eNogh3UI1jsg1PDgnFYNex+L0ItYeKNM6HIdYnVnKPdZ56X8a34PzBp3+xpUQwk3YEvWCHR0+1NjkCM4eEIvZAo/9sBuLg2/Ua8lisbDAOh9/Tv8YjaMRZ2JLUldlltJodI+VXhqaTby7Wn0m/Mvknuj1MpouHEtuV7oK70DoPQv2fAe7voK4wQ4/pb+3B69fNYxXVxxg9aJvGFHxC2Z07B3xL5ItBl76dS+v/XaQJuPpR83zKur5fFMOn2/KYWpqFP84r59LjEpvyirn79/tAlQJ4jkDJRFrreTIAOaN6sYHaw/zxM97+OGW8V3qgrYrr5K/fLiZZpOFswfGtpT7CyFES+n7kUPQUAU+QR063INzUlmSUcT6Q+X8uqeImf26ZhKbXlBNTnk93h56JlmblQnn1S8uiOggb4qqGll/sJyJvbv+39kXm3IorWkiIdSXc+UzoegEMqLuSgZcora7vlFN3TqBXq/jlvHxvB3+IQAfGacz+5smev/9F15YmkmT0UxqTCDzRnXjylHdGGBdosJDr+P1q4ex6e/T+fD6kVwwOA6DXsfSjGLO+t8Kftie3ynxt1dFXRO3fbq1JRG7fVqK1iG5nNunpRDg7cGuvCq+356ndTh2sy2ngivfXEd1o5GRPcL476WDutRNCCFEB/mHQ5C1EVpRx5dXSwj1a1kK9OmFezGZu+aouq27/cTekZ3b68PYCNVFUFvm8KmFXYlOp2sZVXeH8vdmk5nXV6ili/88sSce0lBYdAIZUXclvc4Cn2CoyoMDSyDlrM4574qn8K3OxhwYS0bcXbBdNZfz8zLw1CUDOXtA7HHNNAorG6hvNtEjwh+ACSmRTEiJ5LZpKdz1xXa25VTw2A+7OXdgrFM24Wg2mXng653kVzbQI8Kf/7t4oFPG6ezCA7y5eUoyTy3Yy9ML9jK7fyw+ngatw+qQjVnlXPfuRmoajQzvHsrbfxju8t+TEMIBYgaoa3XhDug+psOH+/OkZD5erxp0fr0ll8uGJ9ohSOdiS9Q7pWKgdD9s/xT2/gIle8FiLd32CYaEkWpp2NRz7bf8bBc1pU8Un27IYUlGEY+e27dLf1b6aUc+eRX1RAR4cWkX/P8nnJPcDnIlnj4weJ7a3/h255wzfxuseQEA/dn/5d9XjOWda4dz0dB4vvjzGM4ZGHfCL+aYYJ+WJP1YPSMD+OSGUYCa236krtnh4bdGbaOR3/aV8PTCDC5/fS0DHlvIgt2FeBp0vDB3iDS06YA/jutBXLAP+ZUNvGOd1+WqvtmSy7w311PTaGR0zzDe/+NIAqX7vxDiZGIHqW3+VrscLsjHs2W95ucW7aOhuWvNCT5cVktGYTUGvY7paQ5s0FV+EL6+AV4aASv/C8V7jibpAA2VkLkIvvojvDwSMhy70o6rG58SgZeHnpzyevYVdd1VXiwWS8to+nXjesgNetFpJANxNcP/COtegf0LoSIHQhx4V6+5Hr65EcxG6HsBpJ4NwNTUaKamRrfrkH5eHi2J26HSGsL8tVl/sr7JxC+7Cvh2ax5rD5Rh/F0pYbCvJw+f05cBCcGaxNdV+HgauHdWH+78fDuvLDvA5cMTCQ/w1jqsNjGbLTy1cC+vrVDd3Wf0jeb5uUPw9ZILtRDiFOKHq23OBrsd8poxSby7Oov8ygY+WneYP03oabdja21JuiqdHpkURoifA0axzWZY/xos+QcYret+p8yEgZdB97EQGAumZihJh/SfYPN7qsfAZ1fA0D/A7KfUYIk4jp+XBxNTIlicXswvuwroE9M1Vz75bX8pGYXV+HsZuGpUd63DEW5ERtRdTUQKJE0Aixk2vePYcy3+B5TuhYAYOOd/djtsj0g12n6wpNZux2wto8nMu6sPMeGpZdz1xXZW7i/FaLYQH+LLRUPj+c9FA1h050S2PnwWlwxL6PT4uqLzB8UzID6YmkYjzy/Zr3U4bdLQbOKmjze3JOm3TEnmtauGSZIuhDi9BGuiXn5AzX22Ax9PA3dO7w3AS8syqWpwjqo0e1i5vwSAyY5oIlddCO+fCwsfVEl6j4lw4wqY94Xq/RMUBzqdKnOPHQRT/wa3bYFxtwM62PI+vHe2WqJWnGBWf7Xe/YJdhRpH4jivWz8DzB3ZjWA/qaQTnUcSdVc06i9qu/EtqK9wzDkOLIP1r6r9818CP/uNfPeMCADgUGnnJuo55XVc/sY6/vHjHkprGokP8eWus3qz/J7JrH5gKs9eNpi5I7uREh0ozcHsSK/XtXRFt82xdAXltU1c+eY6Fu4uwstDz3OXD+bemanyb0MIcWZ+YRBubUKat8luh71oaDy9ogKoqGvmnVWuPZ3IptFoYt1BlQRPSLFzop67Gd6YDIdXgae/GnS45oczr5zjHQhn/ROu/gZ8Q9Xf4btzoKbrN01rq7PSovHQ68gorOZAiWtc39tiR24Faw6U4aHX8UdrU0chOotDE/Xy8nLmzZtHUFAQISEhXH/99dTUnP4/8eTJk9HpdMc9/vKXvxz3muzsbM4++2z8/PyIiori3nvvxWg0OvJbcS595kBUX2isgvWv2//41UXwrfVnPvx6uzets81f78xEfVdeJRe+sprNh48Q6O3Bvy7oz/J7J3PbtBSSTjKfXtjXmORwpqdFYzJb+M8vGVqHc0bZZXVc/OoatmRXEOzryUfXj+KCIfFahyWEU5Jr/SkkjFBbO5a/exj0LaPqb688RKWT9HrpiC2HK6hvNhER4E2qPUunt30K786G6gKITIO/rFTTB9vS8Cx5Klz3iyqNL0mHjy+Fxmr7xdgFBPt5MrZXBNA1R9Vf/03NTT9vUBzxIb4aRyPcjUMT9Xnz5rF7924WLVrETz/9xG+//caNN954xvfdcMMNFBQUtDyeeuqplq+ZTCbOPvtsmpqaWLNmDe+//z7vvfcejzzyiCO/Feei18OEu9X+ulfsO6puaoavroOaQohMhRmP2+/YVrbS985K1HflVXLFG+sorWmib2wQP98+gatGd8dTltboVA/MTsWg17E4vYjVmaVah3NK23MquOjV1RwqrSU+xJevbxrDyB7a9FIQwhXItf4UEq2Jeq79EnWA2f1jSI0JpLrRyFurDtr12FpYlanK3sf3CrdPxZLJCAsegu/+AqZG6HM2/GkRhCe373hRaXDtfPALh4Jt8PnV6rOSaDG7v+rU/8uuAo0jsa/ssjp+2am+pxsmdp2eEMJ1OCxTSU9PZ8GCBbz11luMGjWK8ePH8+KLL/LZZ5+Rn3/6NbT9/PyIiYlpeQQFBbV87ddff2XPnj189NFHDB48mNmzZ/P444/z8ssv09TU5Khvx/n0u1Al0g0VsPxJ+x138WNweDV4BcLlH4GX/Uebex4zom528HqwhZUNXP/+RrXmdVIYn/15NIlhfg49pzi5XlEBXD1aNWF55PtdNBnNGkd0omUZxcy13tTpFxfEtzePpVdU12yOI4Q9yLX+NBJGqm3eFjDbr0u7Xq/jDuuo+jurDlFe6yI/j1NYuV/duLVL2XtdOXx8Cax7Wf150v3qs4x3B3+PhyfDlV+Cpx8cXAaLXOiGUSeY0TcavQ525VWRXVandTh289aqg5gtMKl3JGmxQWd+gxB25rBEfe3atYSEhDB8+PCW56ZPn45er2f9+vWnfe/HH39MREQE/fv358EHH6Su7uh/+rVr1zJgwACio492HZ85cyZVVVXs3r3b/t+Is9IbYNZ/1P6GN6BwV8ePueldWPuS2r/wVdW4zgHiQ3zx8tDTaDSTXe64X+i1jUauf38jRVWNpEQF8Na1wwmS5bQ0dedZvYkI8OJASS1vO9n8yu+35fGnDzZR32xiQkoEn/95DFFB0uVXiNORa/1pRKWBdxA01UDBdrseema/aPrFBVHbZOKN31x3VL26oZldeZUAjLOWT7dbcTq8OVUl0p5+cNkHMOUhVYVoDwnD4KI31f66V2DXN/Y5bhcQHuDNqB7hAMzf2TVG1ctqGvliUw4Af5bRdKERhyXqhYWFREUdvxamh4cHYWFhFBaeeg7LlVdeyUcffcSyZct48MEH+fDDD7nqqquOO+6xF26g5c+nOm5jYyNVVVXHPbqE5CnQ93zVAf77W8DY2P5jZcyH+Xep/Yn3Qdq59onxJDwM+pZ5aLvzHfN3YTJbuP2zbezOryIiwIt3rh0hSboTCPb15MHZqrHcC0v2k19Rr3FEyhcbc7jj822YzBYuGhLPO9eOIMBbVq8U4kzkWn8aeoNapQXg4HK7Hlqn07XMVX9/TRalNR24/mtoa3YFZgskhvkSE9yBG6MZ8+Gt6WpJtZBucP0i9fnI3tLOgXF3qP3vb4WyA/Y/h4s6b3AcAN9sycVicWy1ZGd4f00WDc1mBiYEMyY5XOtwhJtqc6L+wAMPnNAA5vePjIz2N4u68cYbmTlzJgMGDGDevHl88MEHfPvttxw40P5fhk8++STBwcEtj8REB6493tlm/Qd8w9S8qcWPte8Ye3+BL69TCf+Qq9UdaAfrF6dKiHbnVzrk+E/+nM7idNWt+41rhku5uxO5aGg8I5JCqW828fhPe7QOhx+353Pf1zuwWOCq0d145tJB0r9AuD251ttJz8lqa+dEHWBaWhQDE4Kpbza1LB/lajZmqW7vI5La2QekuQF+vg8+u1JVLiRNgBuWQ0x/+wX5e1Mfhu7joblWNd41uVCDQweaMyAWLw89+4trHDYI01lqG428v/YwAH+ZlIyuLQ0IhbCjNn8avfvuu0lPTz/to2fPnsTExFBcfPwyFkajkfLycmJiYlp9vlGjRgGQmZkJQExMDEVFRce9xvbnUx33wQcfpLKysuWRk5PT6vM7vaA4uPA1tb/uFdj8Xtvev/1z+GyeariSeg6c81zbOqK2U9+4YMAxI+qfbcjmLWtZ9X8vHcTQbqF2P4doP51Oxz/P749Br+OXXYWs2FeiWSzrD5Zx9xeqJPXq0d15/Pz+svyaEMi13m5siXr2Omi2bwWRTqfjzrPUqPoHaw9TXNVg1+N3hg4l6kW74a1psMG6+s3om+Hqb8HfwaOfBg/1ucs7SDUKXPO8Y8/nIoJ9PTmrr6p6+WZLnsbRdMynG7KprG+mR4Q/M/u1/veYEPbW5kQ9MjKS1NTU0z68vLwYM2YMFRUVbN68ueW9S5cuxWw2t1yQW2Pbtm0AxMbGAjBmzBh27tx53AeDRYsWERQURN++fU96DG9vb4KCgo57dCm9Z8LEe9X+j3eo9dXPxNgEvzwA394IFhMMugIufV9dgDrB0RF1+ybqaw+U8ffv1Hz9O6f35txBcXY9vrCPtNgg/jAmCYDHfthNQ7P9Gi21Vkl1I7d+upUmk5lZ/WJ47Lx+ctdcCCu51ttJRAoExqmb4dnr7H74yb0jGdothEajmVeWu9aoepPRzLacCgBGJLXhhnpDJSx4EF6bAEW7wC9CNXqb9SQYOmmKW0gizP4/tb/sSSjY0TnndXIXWZcx/WF7HkaT8zWMbY2GZhNvrlR9H26c2BOD3LwXGnJYfWdaWhqzZs3ihhtuYMOGDaxevZpbb72VuXPnEhenkqe8vDxSU1PZsEEtXXLgwAEef/xxNm/eTFZWFj/88APXXHMNEydOZODAgQDMmDGDvn37cvXVV7N9+3YWLlzI3//+d2655Ra8vb0d9e04vyl/gxF/Aiww/274+ga1Hvrvmc2Q8TO8OgbWv6qeG3cHnP9KpyXpAGkxQeh1UFrTaLdRgMNltdz08WaMZgvnDorjtmm97HJc4Rh3npVCVKA3h0preXHp/k49t9ls4e4vt1NS3Ujv6AD+d/lguRgL0Q5yrT8Dne6Y8vdlDji8jrvO6gPAJxuyKa52nVH1XfmVNDSbCfXzJDky4MxvsFhUFeCLw1UFocUEaefBTWug9wzHB/x7g65QlYjmZvjxNrt29ndVE3tHEu7vRWlNU0s3f1fzwdosiqoaiQ/x5aKh8VqHI9ycQydifvzxx6SmpjJt2jTmzJnD+PHjeeONN1q+3tzczN69e1s6vXp5ebF48WJmzJhBamoqd999NxdffDE//vhjy3sMBgM//fQTBoOBMWPGcNVVV3HNNdfwz3/+05HfivPT6WDOMzDtEdDpYecX8Fx/Vda+8r+w9mWYfw+8MAg+uwLKMsE/Cq74DM76h/26oraSr5eBXlHqwrwlu6LDxyusbOAP72ygoq6ZQYkhPH3JQBkddXKBPp48foGaR/jaioMO61dwMl9tyeW3fSX4eOp56cqh+HoZOu3cQnQ1cq0/g17T1HbvLw45/Lhe4QxODKHJaHa61TROZ3PWEQCGdQ878/W6cBe8O0dVAdYWQ3gvuOobuPxDCIw+/XsdRaeDs/8L3sGQvxU2vq1NHE7E06BvaSr31eZcjaNpu8r6Zl5epipT7piegreHfDYQ2tJZukJrxjaqqqoiODiYyspK5yiNs7fczbDgATV36mR8gmHYtTDhbrWvkYe/28WH6w5z7dgkHjuvX7uPk19RzxVvruNwWR0Job58c9NYWVbLhdzy8Rbm7yygX1wQ398yDg8HN3KrbmhmyjMrKK1p5KE5qdw4Mdmh5xOitbr8tamTOc3Ps6EKnk4GUxPcsgEi+9j9FIv3FPGnDzbh72Vg9QNTCfHzsvs57O2vn27lx+353DuzD7dMOUUFXFMtLH8S1lpH0D391FS/MbeAh5NUVmx8S1UyegXCrRtU7yA3tju/krNfWIWnQceaB6YRGegkf0+t8MzCvby0LJOUqAAW3DFRKu2EQ7Tl2iStjbuihGHwp0Vw43KY+ncYdCX0vwTG3Krmod+9F876p6ZJOsDonqrhy7qDZe0+Rn5FPXPfUEl6Ypgvn904WpJ0F/PYef0I9vVkd34Vb650/GjQS8syKa1ppGeEP9eO7eHw8wkh3JxP0NHy9/QfHHKKaWlRpMYEUttk4v01hx1yDnvbmVsBwMCEU3wWObgCXhkNa148WuZ+ywaYcJfzJOkAw/4I8cOhqVoNkri5fnHBDOkWQrPJ0rIOuSvILqtrmZt+94w+kqQLpyCJelcWN0Tdeb7wVbjkbZj5BPS7ADx9tY4MgFE9VZfXjMJqjtQ2tfn91Q3NXPXWerLLbUn6GBJCZRk2VxMZ6M0j56jmUP9bvI8DJTUOO9eR2iY+sH6I/dvZaXh5yK9AIUQnSDtXbXd9q+Za25lOp2sZlX53zSFqG517ybDKumayytRUiAHxv0vUzWb47Rn48AKoyIbgRLjyC1XmHuIES+79nl4P5z4POgPs+R72LtA6Is1dNao7AJ+sz8Zkdv7CXYvFwmM/7qbRaGZ8rwhm9tNoOoUQvyOfUoVmIgK8SbHOU1/bxlF1i8XCA9/s5GBpLbHBPnx24xjiQ5zjBoRou4uGxjOxdyRNRjO3fbrVYV3g31+bRX2ziX5xQUxNjXLIOYQQ4gRp54LBC4p3Q8F2h5xizoBYekT4U1HXzMfrnXtUfWee6knSLczv+DJ9k1HNQ1/6OFjMMPgquHmdWt3GmcX0V+X4AL/cZ/el+FzN2QNjCfHzJK+inmUZxWd+g8YW7SliaUYxngYd/zhfVoARzkMSdaGpyX0iAfh5Z0Gb3vfRusPM31GAh17Hy/OGSpLu4nQ6HU9dPJAwfy9251fx+E977H6OuiYj76/JAuAvk5LlQiyE6Dy+oZB6ttrf9rFDTmHQ67hpkuq58dbKQ5ose9laO/IqgN+VvZuM8PUfYeeXoPdQo9QXvAzeregI7wwm3Q9B8VBxGFb9T+toNOXjaeDSYQkAfOTkN41qG43840f1meOGCT1btwKBEJ1EEnWhqXMGqqYrS9KLqWtqXanerrxKHv8pHYAHZqcytFsb1l8VTism2If/XT4YnQ4+Xp/Nl3ae2/bDtnyO1DWTGObL7P4xdj22EEKc0eCr1HbHF6pJmgNcMCSeuGAfiqsbnbrr9s5cNaJ+XKL+699U6bjBCy7/SDW9dSXeAWotd4BVz0GZa61rb2/zrOXvK/aVOHRKW0f9a/4e8irqiQ/x5dapsqyvcC6SqAtNDUwIpluYH/XNJhann7k8qrKumZs+3kyTycz0tGiuHy/NwLqSSb0j+evUFAAe/GYnv+0rsduxbU1t5o3q7vDO8kIIcYLkKRDaAxoqYNsnDjmFl4eeGyf2BOC1FQcwmswOOU9H7bAm6gPiQ9QTWz6A9a+p/Yvfgj6ztQmso9LOg+SpYGqEX+53SD8CV5EU4c/0tGgsFnhjxUGtwzmppRlFfLohB50Onrl0EH5eHlqHJMRx5NOq0JROp+N865qbH67NOu1rzWYLd32xjZzyehLDfPnvpYOkfLkLumNaChcMjsNotnDTR5vZldfx9dUzi6vZkl2BQa/joiHxdohSCCHaSG84Oo957cuq1NsBLh/RjXB/L3KP1PPjjnyHnKMjymoayauoR6eD/vFBauT5l/vVF6f8Dfqer22AHaHTwZxnVFVA5iLI+EnriDR102R10+ibrbkUVjZoHM3xymubuO+rnQBcP64HY5LDNY5IiBNJoi40d9Xo7ngadGzMOnLapdqeW7yPJRnFeHnoeXXeMIL9PDsxStFZ9HodT10yiLHJ4dQ2mbj67fWkF1R16JhfblIloFP6RMryfUII7Qy+EnzD4Mghh81V9/Uy8EdrtdmLSzOdblTdNpreM8KfQC8DfH8LNNdB0gSYcI/G0dlBeDKMvU3tL3jQYdMcXMGw7mGMTAqj2WThndWOX361tSwWC3/7dielNY30jg7gnpl9tA5JiJOSRF1oLjrIh8uGqyVXHvthN43GExvgvLf6EC8szQTg8fP70f/3y7mILsXLQ89rVw9jUEIwR+qaufLNdezJb1+ybjZb+G5bHgCXDnfCpX2EEO7Dyx8m3af2l/0bGh0zd/eaMd0J9fPkYEktX29xrrnqi9OLABiRFAbbPoLsteAVAOe/rJY66wom3A3B3aAyRy0158b+Yh1V/3jdYSrrmjWORvl2ax6/7CrEQ6/j2csG4+Np0DokIU6qi/xGFK7u7hl9CPHzJKOwmr99u6tl3U2jycyzi/bxmLUj553Te3P5iG5ahio6SZCPJx9cP4pBiSEqWX9rHbvz214GvzXnCEVVjQR6e7SsMiCEEJoZfj2EJkFNISx+zCGnCPTxbFlX/X+L9jtNB3ijycyCXYUAnJMWDEufUF+Y/ACEdtcwMjvz8oPZ/1H7a16E0v3axqOhKX2i6BMdSG2TibdWaT9XPa+inke/3w3AHdNTZOBHODVJ1IVTCPP34n+XqY7fX23O5aJX1/DE/D3Men4lLyxRF7ibJidz2zTpyOlOgn09+fD6kQxODKGirpm5b6xjw6HyNh3jl53qQ+G0tCi8PeSuuRBCYx5ecM5zan/jm7B/kUNOc9Xo7sQF+1BY1dCyNKXW1h8qp6y2iVA/T8YUfapuVoR0h5E3ah2a/fWZAykzwdwMP9/jto3ldDodd56lmsS+tfIQJdWNmsViNlu454vtVDcaGdIthL9YlzMUwllJoi6cxpTUKF68Ygh+Xga251Tw5spDZBbXEOrnyX8vHcT9s1KleZwbUiPrIxmRFEp1g5Gr317Poj1FrXqvxWLhF+vozaz+sY4MUwghWi95Coy4Qe1/9UcoTrf7KXw8Ddx5Vm8AXll+gIq6Jrufo61+2lEAwPlpgRjWvaKenPYIeHhrGJWD6HRqVN3gDQeXw+5vtY5IMzP7xTAoIZj6ZhMvLdWuuuDdNVmsPViGr6eB/102WFaAEU5P/oUKp3LOwDiW3TOZB2enct24JP51QX+W3zOFi4claB2a0FCQjycfXj+K6WlRNBrN/PnDTXy+MfuM79uVV0VeRT2+ngYm9ZaydyGEE5n5BHQbA41V8N7ZkLfF7qe4aGgCfaIDqaxv5plf99r9+G1hMltYuFvdOP2D1zJorISIPtDvIk3jcqiwnjDhLrW/8CForNY2Ho3odDrun5UKwCcbsskuq+v0GPYXVfN/CzIA+NvZaSRF+Hd6DEK0lSTqwulEB/nw50nJPHpuP64a3V26uwtAjQ69dtUwLhuegNkC93+9k5eXZWI5TTnhkgw18j6pdyS+XlL2LoRwIh7eMPcTiB0MdWXwzkw1n9lkv4ZbBr2Of5zfD4CP12ezM7fjy12219bsI5TXNhHuYyFp//vqyXG3dZ0Gcqcy7nbVk6C6AFb8n9bRaGZsrwgmpETQbLLwfwszOvXczSYzd36xjSajmUm9I5k3SnodCdfQxX87CiG6Eg+Dnv+7eCA3TVbzyp5euJeHvt1F8ymWH1qxrwSAqalRnRajEEK0ml8Y/OEH6HM2mJrg17/DS8Nh3WtQU2yXU4zuGc4Fg+OwWODv3+/CbNZmrvTidPX93Bm7C11NIQTGwoDLNImlU3n6wuyn1f66Vx0yzcFV3D8rFb0O5u8oYOX+kk477yvLDrArr4oQP0+eumSgTKMULkMSdSGES7GV0D16bl90Ovh0QzZ/fG8jVQ3Hj0IdqW1iW04FABOl7F0I4ax8gmHux3Du8+AfCUeyYMH98EwKvDIGfrgN1rwE+xZCaWa7RtwfmpNGoLcH23Mq+HxTjv2/h1awLcs2p/EX9cSIP6nGeu6g9wxIPQfMRpjvvo3l+scHc82YJAAe+f7ky/HaW0ZhFS8tU/Pi/3FeP6KDfBx+TiHsRRJ1IYRLum5cD964eji+ngZW7i/lolfWsDqztOXrKzNLsVggNSaQmGC5MAshnJhOB8Ouhdu3w+ynIG6oer54D2x5H379G3xyGbw0DP4VDc8Pho8uhp/vVaPvh9dCc/0pDx8V5NPSWO7Jn9MpqDz1ax3hcFktmcU19DXkEFa+DfQeMOTqTo1Bc7OeBA9fOLwKdn6ldTSauWtGbyIDvTlUWsvLyw449FxGk5n7vtpBs8nCWX2jOW9QnEPPJ4S9SaIuhHBZZ/WN5os/jyEq0JvM4hrmvbWe69/bSH5FPSv2qrI6aSInhHAZXv4w6s9w4zK4JxMu+xAm3AN9L4DoASrRs5jgyCHIXAwb3lCj7+/OgicT4PVJ8OvDkLXqhJH3a8Z0Z1BiCFUNRu77asdp+3vYm63s/faQ1eqJPrMhMLrTzu8UQrrBxHvU/q9/g/oj2sajkSAfTx45py8ALy/LZGu2434OH647zI7cSgJ9PPjXBf2l5F24HJ2lM39TO4mqqiqCg4OprKwkKChI63CEEB1UXtvEC0v289G6wxjNFvy9DNQ2qZK6T/40irG9IjSOUIgzk2uTfXXJn6fFopqSlR2A8oNQfgBK90PeZqj53bKV3sGQOgcGzYWkCaA3cKCkhjnPr6TRaObx8/txtbUM2dGueGMdmw8WsjPgVryN1XDV19Breqec26kYG+HVsVCWCf0vgUve1joizdz26VZ+2J5PUrgf82+bgL+3h12PX1bTyJRnllPVYORfF/TnqtHd7Xp8IdqrLdcmGVEXQri8MH8vHjuvHwvumMDQbiEtSTrAsKRQDSMTQgg70ukgKA56TIBhf4Cz/glXfAp374U7dsHFb8PAueAbppY/2/4pfHA+/K8/LP0Xyd7VPDBbLZP1xM/p7C10/HJhlfXNbMwqZ5J+u0rSA2Oh5xSHn9cpeXjDha+DzgC7voIdX2odkWYeP78/scE+ZJXV8dC3O+1e4fHfRfuoajDSNzaIK0ZKl3fhmiRRF0J0Gb2iAvnyL2N5aE4qXgY9V4xMxNtDlmUTQnRxOh2EJMKAS+Ci1+HeTLhuAQz/o2pWV50Pvz0Nz/Xn2oJ/cW23Ehqazfzlo81U1ttvObiTWZ1ZitFs4Uq/DeqJ/heD3o1/LycMh0n3q/35d0OFNs39tBbs58lzlw/GoNfx/bZ83vjtoN2OvTu/kk83ZAPw2Hn9MOil5F24JknUhRBdikGv48aJyex4bAb/vnCA1uEIIUTn0xug+xg4539wz3649D3oNhbMRnS7vuKx4tv53vdx4svXcddnWzE5cMm2lftL8aee8aaN6okBlzjsXC5jwt2QMEJVPXxzY7s6+XcFo3qG8+i5ar76fxZk8PXmXLsc98mfM7BY4JyBsYzsEWaXYwqhBUnUhRBdko+nQRrHCCGEhzf0uxD++Av8+TcYdCUYvBhkSecjrye59dBNfP3ZOw5ZMsxisfDbvhLO0m/G09IIYckQO9ju53E5Bg9VAu8VCNlrYNGjWkekmatHd+fasUlYLHDvV9uZv6OgQ8dbf7CMVZmleBrUUq5CuDJJ1IUQQggh3EHsILjwVbh9B4y+GZPemyH6TC7bdxdNr06EjJ/tmrBnldWRV1HPBR5r1BMDLlVl+gLCk9XfBcC6l912yTadTscj5/Tl8uGJmC1w+2dbWbyn6MxvPAmLxcKzi/YBcNnwRBLD/OwZqhCdThJ1IYQQQgh3EhQLs57EcOdO5gdeQp3FG6/iHfDZFfD6RMiYb5eEfdX+EgKoY7x+l3qi/0UdPmaXknYujL9L7X9/K+Rt0TYejej1Ov590QDOHxyH0Wzh5o+38Nu+kjYfZ82BMtYfKsfLoOeWKb0cEKkQnUsSdSGEEEIIdxQYTdgFTzG+8XleN52P2dMfCnfAZ1fC6xMg/acOJey/7S9lsn47HhghojdE9rFj8F3E1L9D8jQw1sMnl8ORw1pHpAmDXsd/Lx3ErH4xNJlUo8NdeZWtfr/FYuG/v+4F4MpR3YgL8XVUqEJ0GknUhRBCCCHc1OieYaT16sGTzZdzX8JHqtGZVwAU7oTP51kT9h/BbG7TcZtNZtYeKGOGYZN6IvVsB0TfBegNqtlfdH+oLVbJups2l/Mw6HnhiiGM7xVBXZOJP763kbyK+la9d3VmGVuyK/D20HPz5GQHRypE55BEXQghhBDCTel0Oh4+py96HXyVXs/i2D/DHTt/l7BfpUri25Cwb8+poKmxnqmGbeqJ1HMc9024Op8guPIL8A6GknQo2K51RJrx8tDzylVD6R0dQHF1I1e+uY6CyjMn6x+tU5UIl49IJCrIx9FhCtEpJFEXQgghhHBjqTFB/GlCTwDu/3oHxUY/mPaINWG/R3UnL1IJe/Xzo1n9wzu8umw/Ty3I4PnF+3lr5UG+3pzLb/tKSC+oorSmkRX7Shij30MA9RAQA3FDNf4unVxwPHQbpfbzNmsbi8aCfDx5/48jSQzz5XBZHVe+uf60I+vFVQ0sTlcN6OaN6t5ZYQrhcB5aByCEEEIIIbR194ze/LavhIzCaq59dyN/PyeN3XlVpJeeS67vMCY1fME1ugUEVu5l3JY7CTMn8rZpDj+axtCI10mP+YSHrex9DuhlbOiM4ofB/l/dtqncsWKDffn0htFc/vo6DpXWcuHLq3nn2hH0jw8+4bXfbM3DaLYwrHsofWICNYhWCMeQ35pCCCGEEG7O28PAa1cNI8TPkz0FVVz55nqe+Dmdb7bmsaHIwtNNl3KW+SU+9ZlLnc6PNH0Oz3i+zqaAO3k1fiHn9NSTGhNIuL9K2nWYmWGwjgzL/PTWiR+mtm4+om6TEOrHF38ZQ5/oQIqrG7n0tbV8sTEHy+8aHP60Ix+Ai4cmaBGmEA4jI+pCCCGEEIKkCH/e/sNw/vjeJvQ6GJ4UxqCEYHpHB9InJpDEUD/0+kug/j+w+T3Y8CaBVXnMLnuf2fpPoN8FMORqmrtNoSpzHeGfVYB3ECRN1Pg7cxG26QFl+6G+AnxDtIzGKcSH+PLlTWO45eMtrNxfyn1f72BxehGPnNuXhFA/skpr2ZVXhUGvY1b/GK3DFcKuJFEXQgghhBAADOsexua/T0ev06HX607+It9QGH8njLlVNZhb9yrkboCdX8LOL/EM6UZ4gDVpSjkLPE5eGi9+xz8cQrpDxWHI3wrJU7SOyCkE+Xjy3nUjeXPlQf77615+3VPE8n0lXDcuCayD62OTwwnzl39nomtxaOl7eXk58+bNIygoiJCQEK6//npqampO+fqsrCx0Ot1JH19++WXL60729c8++8yR34oQQgghTkKu9V2Ph0F/6iT9WAZP6H8R/GkR3LAMhv9RjaBXZKvEHaTsva2k/P2kDHodf5mUzA+3jmdscjhNRjOvrzjI678dBODsAbEaRyiE/Tl0RH3evHkUFBSwaNEimpubue6667jxxhv55JNPTvr6xMRECgoKjnvujTfe4Omnn2b27NnHPf/uu+8ya9aslj+HhITYPX4hhBBCnJ5c6wUA8UPVY8YTkPETbPtErRHee/aZ3yuOih8Gu7+B3I1aR+KU0mKD+PhPo1i2t5j//rqP3flV+HkZmNFPyt5F1+OwRD09PZ0FCxawceNGhg8fDsCLL77InDlzeOaZZ4iLizvhPQaDgZiY4/+jffvtt1x22WUEBAQc93xISMgJrxVCCCFE55FrvTiBlx8MvEw9RNt1H6u2h9eC2aRudojj6HQ6pqZGM6VPFFuyj+Dv7SFl76JLcljp+9q1awkJCWm5cANMnz4dvV7P+vXrW3WMzZs3s23bNq6//voTvnbLLbcQERHByJEjeeedd07oACmEEEIIx5JrvRB2FjNQrVvfWAlFu7SOxqnpdDqGdQ8jNSZI61CEcAiHjagXFhYSFRV1/Mk8PAgLC6OwsLBVx3j77bdJS0tj7Nixxz3/z3/+k6lTp+Ln58evv/7KzTffTE1NDbfddttJj9PY2EhjY2PLn6uqqtr43QghhBDi9+RaL4SdGTyg+xi1nnrWKogdpHVEQgiNtHlE/YEHHjhlExjbIyMjo8OB1dfX88knn5z0DvvDDz/MuHHjGDJkCPfffz/33XcfTz/99CmP9eSTTxIcHNzySExM7HB8QgghRFcl13ohNNR9nNpmrdY2DiGEpto8on733Xdz7bXXnvY1PXv2JCYmhuLi4uOeNxqNlJeXt2q+2VdffUVdXR3XXHPNGV87atQoHn/8cRobG/H29j7h6w8++CB33XVXy5+rqqrkAi6EEEKcglzrhdBQ0ni1PbwazGbQO3SRJiGEk2pzoh4ZGUlkZOQZXzdmzBgqKirYvHkzw4appSaWLl2K2Wxm1KhRZ3z/22+/zXnnndeqc23bto3Q0NCTXrgBvL29T/k1IYQQQhxPrvVCaCh2EHgFQEMFFO6AuMFaRySE0IDDbtGlpaUxa9YsbrjhBjZs2MDq1au59dZbmTt3bksX2Ly8PFJTU9mwYcNx783MzOS3337jT3/60wnH/fHHH3nrrbfYtWsXmZmZvPrqq/z73//mr3/9q6O+FSGEEEKchFzrhXAAgyf0mKT29y/SNhYhhGYcuo76xx9/zK233sq0adPQ6/VcfPHFvPDCCy1fb25uZu/evdTV1R33vnfeeYeEhARmzJhxwjE9PT15+eWXufPOO7FYLPTq1Ytnn32WG264wZHfihBCCCFOQq71QjhA7xmwdz7sWwCT7tU6GiGEBnQWN1zrpKqqiuDgYCorKwkKkiUdhBBCaE+uTfYlP0/h0qry4dk0QAf37IeAM08PEUI4v7Zcm6Q7hRBCCCGEEM4kKM66NJsFMqX8XQh3JIm6EEIIIYQQziZlptru/UXbOIQQmpBEXQghhBBCCGeTerba7v8VGqu1jUUI0ekkURdCCCGEEMLZxA6C8BQwNkDGfK2jEUJ0MknUhRBCCCGEcDY6HQy4RO3v/FLbWIQQnU4SdSGEEEIIIZxRf2uifmAZ1JRoG4sQolNJoi6EEEIIIYQziugFcUPAYoLtn2odjRCiE0miLoQQQgghhLMadp3abnoHzGZtYxFCdBpJ1IUQQgghhHBWAy4B72A4cggOLtU6GiFEJ5FEXQghhBBCCGfl5Q+Dr1D7G97UNhYhRKeRRF0IIYQQQghnNuIGQAf7FkDRbq2jEUJ0AknUhRBCCCGEcGYRvaDv+Wp/5X+1jUUI0SkkURdCCCGEEMLZTbxHbXd9AyX7tI1FCOFwkqgLIYQQQgjh7GIGQJ85gAWW/EPraIQQDiaJuhBCCCGEEK5g2qOgM0DGT3DoN62jEUI4kCTqQgghhBBCuIKoVBhuXVd9wYNgatY2HiGEw0iiLoQQQgghhKuY/CD4hkLRLlj1nNbRCCEcxEPrAIQQQgghhBCt5B8Bs5+Cb26AFf8HfWZDTH+to3INxibI3QCFO6EyFyxm8PSDkEQIT4G4IeDlp3WUQgCSqAshhBBCCOFaBlwKu7+FvT/Dl3+AG5aBT5DWUTmv8oOw9hXY/ik01Zz6dXoP1bSv+zjoMQm6jwXvgM6LU4hjSKIuhBBCCCGEK9Hp4LyX4PUJUJYJ398Ml34AepnVepzmevjtaVj9Apit8/n9I6HbaAjpDgYvaKyCimw1yl5dAPlb1WPtSypxjx8OPSdDz0lq38NL029JuA9J1IUQQgghhHA1/uFw6fvw7mxI/xEWPgSznlRJvICyA/DFH6Bop/pzzykw/g5ImnjyGxoWiyqHz1kPh1bAwRVQcRhy1qnHiv+Apz90H6NG23tOgugBcnNEOIwk6kIIIYQQQriixBFwwavwzZ9g/avg6WNdws3Nk/WDK+Dzq6GxUo2gn/McpJ59+p+LTqfmqockwoBL1HNHstSxDi5Xy+HVlULmYvUA8A2DHhNV0t5jEoT1lJ+9sBtJ1IUQQgghhHBVAy+FujJYcD+s+h/UlqrE1OCmH/MPLINP54KxARJHwaXvQVBc+44VmgTDkmDYH8BshuI9R0fbD6+G+nLY8516AAQnWpP2ySqBD4y2wzck3JXOYrFYtA6is1VVVREcHExlZSVBQdJ4QwghhPbk2mRf8vMUbmfz+/DTHaqTeeJouPgtNTrsTjKXwGdXqiS99yy47APw8HbMuUzNkLdZJe2HVkDOhqPz4G0i046OtieNA59gx8QiXEZbrk2SqMvFWwghhBOQa5N9yc9TuKWM+fDtX1SDNJ9gmPowDLvOPUbXMxfDp1eCqRH6zFEj6Y5K0k+mqRYOr4VDy1XyXrgTOCbN0hkgfujR+e2Jozo3PuEUJFE/A7l4CyGEcDZybbIv+XkKt1V+CL6+Xo32AkT0gXG3q3nXXTUx3L8IPptnTdLPtibpGndnrytX89oPLlcj7uUHj/+6hw90G3N0xD1mABg8NQlVdB5J1M9ALt5CCCGcjVyb7Et+nsKtmYyw+V1Y9m81jxrAL1w1VEs7TyWIXWV98H2/wufzwNQEqefAJe9qn6SfTEXO0fnth1ZATdHxX9d7QmQqxPSH6H4Qlaaa0wUnSgLfhUiifgZy8RZCCOFs5NpkX/LzFAKor4DN78H616E6/+jzOr1KBqP7q2QwNAn8I1Qy7xsGfmHg6efcHcybamH3d2pevqlJ3YC45B3XSGotFijJOJq0Z61WHepPRmeA4AT1dxTaHYK7qd4DwQnqERTvGt+zACRRPyO5eAshhHA2cm2yL/l5CnEMkxEOr4I936sR6KrcM79H7wHeQWquu08w+Fj3vYNP8px16xsCPiFq6xVgn0Tf2AgV2ap0vOwAFO6A/K1Quk81zgPoez5c/LbrJqwWi/oei3ZB0W41v710n1oezthwhjfrIDD2mOT9mK3tOWli5zTacm1yg84SQgghhBBCuDGDB/ScrB4AVfmQu0klg+WHoOKwWuKtrlxtzc1gNqqyeVvpfFvpPY4m7T4h4BsK3oFg8FIJtW2r06tk3NQIxiYw1h+No7ZUbTnFuGJQPPS7EKY/5rpJOqgbGqHd1SP17KPPm82qRP5I1tFHZS5U5lgfuaqaoDpfPXLWn/z43sFHR+CPS+gTVUWFf4RzV0+4KUnUhRBCCCGEcCdBcdD3vJN/zWJRZeWNVdBQaX1Y9xsrT/LcMa+rr4CGCpU8mo1QV6oeHeUVAKE9ICxJlevHDYHYwV1/nXK9HoJi1aP7mBO/bjarn29FzvHJe2WuGqGvzFU3WhorobgSinef/DzewRCeDBEpEN5L7Yf3grDkrtPLwAVJoi6EEEIIIYRQdDqVnHkHqIS+rSwWaK6H+iMqaa+vOLrfWK3WHzc1qa25Gcwm1Y3e4KW2Hj5q9N0/AvwiICBaRnxPRa+HgCj1SBh28tc01kBV3jHJfO7RrS2Zb6yE/C3q8XuBsdbk/XeP0O6uXcXgAiRRF0IIIYQQQtiHTgdefuoRHK91NMI7ACL7qMfJNNer6Q9lmdbHAet2v5p2UF2gHlkrj3+fzqAa3EWkqPL5oHg18h8Yp27wBMY6Z/d9F+KwRP2JJ55g/vz5bNu2DS8vLyoqKs74HovFwqOPPsqbb75JRUUF48aN49VXXyUlJaXlNeXl5fz1r3/lxx9/RK/Xc/HFF/P8888TECBlGUIIIURnk+u9EEK4ME9fiO6rHr9XV25t4pf5u8cBaK6D8gPqcSp+ESp5949SKwn4hVsfx+zbehd4BaqbCh7ejvteXYzDEvWmpiYuvfRSxowZw9tvv92q9zz11FO88MILvP/++/To0YOHH36YmTNnsmfPHnx8fACYN28eBQUFLFq0iObmZq677jpuvPFGPvnkE0d9K0IIIYQ4BbneCyFEF+VnXaovYfjxz1ssqiGhLXE/cgiqCtRz1flq39TYvh4Fek+VuHsHHE3evQLUDQUPH+vD+5it9+/+7KOmUeg9fvcwtP7POr36s05vfehUBYFP564g4vDl2d577z3uuOOOM95ht1gsxMXFcffdd3PPPfcAUFlZSXR0NO+99x5z584lPT2dvn37snHjRoYPV/9gFixYwJw5c8jNzSUurnXzaGTJFiGEEM7G1a9Nzna9d/WfpxBCuCyLRY3G25L2urKTPKwrCtSVQ1ONGqF3Zr6hcH9Whw/jksuzHTp0iMLCQqZPn97yXHBwMKNGjWLt2rXMnTuXtWvXEhIS0nLRBpg+fTp6vZ7169dz4YUXnvTYjY2NNDY2tvy5srISUD8oIYQQwhnYrkkOvn+uOUdd7+VaL4QQzsQT/LqrR2uYjCphb6q1rjpQfcyfa45Zwu93D1ODdVk/69bUoJ63mFWjQrPR+jAd/bPFeMzXrFuT8ehrLRbAzHHLAuoBO1xP2nKtd5pEvbCwEIDo6OOXWYiOjm75WmFhIVFRUcd93cPDg7CwsJbXnMyTTz7JP/7xjxOeT0xM7GjYQgghhF1VV1cTHPz/7d19TFVlHAfwL3C9FxjBRV7uBQO9lhMLKoKkq/SywUJjleXadGRYTafBgnQq5rQ/iqDa2rKVvWxZWyTLTcyc2RiQRkPe4iKooU0L5wRWdL2YlsD99Yfz1BEUDtw34PvZ2OSch7vn+c57v3vG4Zwwb0/DbdzV9+x6IiJynz7gVdd182i6XtNGvaioCG+++eZNx5w4cQIJCQlaXtbtNm/ejHXr1infO51O9Pb2IiIiAn7jfNSDw+FAXFwczp49y0vrRomZacfMtGNm2jEz7VyZmYigr69v1H/G5U4Tse/d2fUA3x9jwcy0YV7aMTPtmJl23up6TRv19evXY+XKlTcdM3v2bC0vqTCbzQCA7u5uxMTEKMe7u7txzz33KGN6enpUPzcwMIDe3l7l54djMBhgMKjvIGg0Gsc0zxsJDQ3lf3aNmJl2zEw7ZqYdM9POVZn5ym/SJ2Lfe6LrAb4/xoKZacO8tGNm2jEz7Tzd9Zo26lFRUYiKihrThEZisVhgNptRVVWlFLXD4UB9fT3Wrl0LALBarbDb7WhubkZKSgoAoLq6Gk6nE2lpaW6ZFxER0VTDviciIvIuf3e9cGdnJ2w2Gzo7OzE4OAibzQabzYaLFy8qYxISElBRUQEA8PPzQ2FhIV5//XXs27cPbW1tePbZZxEbG4slS5YAAObNm4dFixZh1apVaGhowI8//oj8/HwsW7bMJy4VJCIimmrY90RERK7ntpvJbdu2DZ9//rnyfXJyMgCgpqYGDz/8MACgo6NDuSsrAGzcuBF//fUXVq9eDbvdjvT0dBw8eFB5pioAlJWVIT8/HxkZGfD398fSpUuxfft2dy1jRAaDAa+++uqQy+3oxpiZdsxMO2amHTPTjpmx7+nGmJk2zEs7ZqYdM9POW5m5/TnqRERERERERDR6brv0nYiIiIiIiIi040adiIiIiIiIyIdwo05ERERERETkQ7hRJyIiIiIiIvIh3KiP0/vvv49Zs2YhMDAQaWlpaGho8PaUvKKkpAT33XcfbrnlFkRHR2PJkiXo6OhQjfn777+Rl5eHiIgIhISEYOnSpeju7laN6ezsRHZ2NoKDgxEdHY0NGzZgYGDAk0vxmtLSUuWxRdcws6HOnTuHZ555BhEREQgKCkJSUhKampqU8yKCbdu2ISYmBkFBQcjMzMSpU6dUr9Hb24ucnByEhobCaDTihRdeUD1KajIZHBzE1q1bYbFYEBQUhNtuuw2vvfYa/n8f0ame2eHDh/HYY48hNjYWfn5+2Lt3r+q8q/I5evQoHnjgAQQGBiIuLg5vvfWWu5dGLsKuv4pdP37s+tFh12vDrh/ZhOx6oTErLy8XvV4vn376qRw7dkxWrVolRqNRuru7vT01j8vKypKdO3dKe3u72Gw2efTRRyU+Pl4uXryojFmzZo3ExcVJVVWVNDU1yf333y8LFixQzg8MDEhiYqJkZmZKS0uLHDhwQCIjI2Xz5s3eWJJHNTQ0yKxZs+Suu+6SgoIC5TgzU+vt7ZWZM2fKypUrpb6+Xk6fPi3fffed/PLLL8qY0tJSCQsLk71790pra6s8/vjjYrFY5PLly8qYRYsWyd133y1HjhyRH374QW6//XZZvny5N5bkdsXFxRIRESH79++XM2fOyO7duyUkJETeffddZcxUz+zAgQOyZcsW2bNnjwCQiooK1XlX5HPhwgUxmUySk5Mj7e3tsmvXLgkKCpKPPvrIU8ukMWLX/4ddPz7s+tFh12vHrh/ZROx6btTHYf78+ZKXl6d8Pzg4KLGxsVJSUuLFWfmGnp4eASCHDh0SERG73S7Tpk2T3bt3K2NOnDghAKSurk5Err6B/P39paurSxmzY8cOCQ0NlX/++cezC/Cgvr4+mTNnjlRWVspDDz2klDczG2rTpk2Snp5+w/NOp1PMZrO8/fbbyjG73S4Gg0F27dolIiLHjx8XANLY2KiM+fbbb8XPz0/OnTvnvsl7SXZ2tjz//POqY0899ZTk5OSICDO73vXl7ap8PvjgAwkPD1e9Lzdt2iRz585184povNj1N8auHz12/eix67Vj12szUbqel76P0ZUrV9Dc3IzMzEzlmL+/PzIzM1FXV+fFmfmGCxcuAACmT58OAGhubkZ/f78qr4SEBMTHxyt51dXVISkpCSaTSRmTlZUFh8OBY8eOeXD2npWXl4fs7GxVNgAzG86+ffuQmpqKp59+GtHR0UhOTsYnn3yinD9z5gy6urpUmYWFhSEtLU2VmdFoRGpqqjImMzMT/v7+qK+v99xiPGTBggWoqqrCyZMnAQCtra2ora3F4sWLATCzkbgqn7q6Ojz44IPQ6/XKmKysLHR0dODPP//00GpIK3b9zbHrR49dP3rseu3Y9ePjq12vG+uCprrff/8dg4ODqg9NADCZTPj555+9NCvf4HQ6UVhYiIULFyIxMREA0NXVBb1eD6PRqBprMpnQ1dWljBkuz2vnJqPy8nL89NNPaGxsHHKOmQ11+vRp7NixA+vWrcMrr7yCxsZGvPTSS9Dr9cjNzVXWPFwm/88sOjpadV6n02H69OmTMrOioiI4HA4kJCQgICAAg4ODKC4uRk5ODgAwsxG4Kp+uri5YLJYhr3HtXHh4uFvmT+PDrr8xdv3oseu1Yddrx64fH1/tem7UyeXy8vLQ3t6O2tpab0/Fp509exYFBQWorKxEYGCgt6czITidTqSmpuKNN94AACQnJ6O9vR0ffvghcnNzvTw73/TVV1+hrKwMX375Je68807YbDYUFhYiNjaWmRHRmLHrR4ddrx27Xjt2/eTES9/HKDIyEgEBAUPuytnd3Q2z2eylWXlffn4+9u/fj5qaGtx6663KcbPZjCtXrsBut6vG/z8vs9k8bJ7Xzk02zc3N6Onpwb333gudTgedTodDhw5h+/bt0Ol0MJlMzOw6MTExuOOOO1TH5s2bh87OTgD/rflm70uz2Yyenh7V+YGBAfT29k7KzDZs2ICioiIsW7YMSUlJWLFiBV5++WWUlJQAYGYjcVU+U+29Olmw64fHrh89dr127Hrt2PXj46tdz436GOn1eqSkpKCqqko55nQ6UVVVBavV6sWZeYeIID8/HxUVFaiurh5y2UdKSgqmTZumyqujowOdnZ1KXlarFW1tbao3QWVlJUJDQ4d8YE8GGRkZaGtrg81mU75SU1ORk5Oj/JuZqS1cuHDIo4BOnjyJmTNnAgAsFgvMZrMqM4fDgfr6elVmdrsdzc3Nypjq6mo4nU6kpaV5YBWedenSJfj7qz/qAwIC4HQ6ATCzkbgqH6vVisOHD6O/v18ZU1lZiblz5/Kydx/Grldj12vHrteOXa8du358fLbrx3QLOhKRq49sMRgM8tlnn8nx48dl9erVYjQaVXflnCrWrl0rYWFh8v3338v58+eVr0uXLilj1qxZI/Hx8VJdXS1NTU1itVrFarUq5689fuSRRx4Rm80mBw8elKioqEn7+JHh/P9OsCLM7HoNDQ2i0+mkuLhYTp06JWVlZRIcHCxffPGFMqa0tFSMRqN8/fXXcvToUXniiSeGfbxGcnKy1NfXS21trcyZM2fSPH7kerm5uTJjxgzlkS179uyRyMhI2bhxozJmqmfW19cnLS0t0tLSIgDknXfekZaWFvntt99ExDX52O12MZlMsmLFCmlvb5fy8nIJDg7m49kmAHb9f9j1rsGuvzl2vXbs+pFNxK7nRn2c3nvvPYmPjxe9Xi/z58+XI0eOeHtKXgFg2K+dO3cqYy5fviwvvviihIeHS3BwsDz55JNy/vx51ev8+uuvsnjxYgkKCpLIyEhZv3699Pf3e3g13nN9eTOzob755htJTEwUg8EgCQkJ8vHHH6vOO51O2bp1q5hMJjEYDJKRkSEdHR2qMX/88YcsX75cQkJCJDQ0VJ577jnp6+vz5DI8xuFwSEFBgcTHx0tgYKDMnj1btmzZonp0yFTPrKamZtjPr9zcXBFxXT6tra2Snp4uBoNBZsyYIaWlpZ5aIo0Tu/4qdr1rsOtHxq7Xhl0/sonY9X4iItp/D09ERERERERE7sC/USciIiIiIiLyIdyoExEREREREfkQbtSJiIiIiIiIfAg36kREREREREQ+hBt1IiIiIiIiIh/CjToRERERERGRD+FGnYiIiIiIiMiHcKNORERERERE5EO4USciIiIiIiLyIdyoExEREREREfkQbtSJiIiIiIiIfAg36kREREREREQ+5F9Cv5mL+6kMOwAAAABJRU5ErkJggg==", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Perform the four different trials without perturbation for testing\n", "recordsAA, errorAA = dnms_trial(0, [0, 0], -0.98, 0.0, record=True, perturbation=False)\n", "recordsAB, errorAB = dnms_trial(0, [0, 1], +0.98, 0.0, record=True, perturbation=False)\n", "recordsBA, errorBA = dnms_trial(0, [1, 0], +0.98, 0.0, record=True, perturbation=False)\n", "recordsBB, errorBB = dnms_trial(0, [1, 1], -0.98, 0.0, record=True, perturbation=False)\n", "\n", "plt.figure(figsize=(12, 10))\n", "plt.subplot(221)\n", "plt.plot(initialAA[:, OUTPUT_NEURON], label='before')\n", "plt.plot(recordsAA[:, OUTPUT_NEURON], label='after')\n", "plt.legend()\n", "plt.ylim((-1., 1.))\n", "plt.title('Trial AA : t=-1')\n", "plt.subplot(222)\n", "plt.plot(initialBA[:, OUTPUT_NEURON], label='before')\n", "plt.plot(recordsBA[:, OUTPUT_NEURON], label='after')\n", "plt.ylim((-1., 1.))\n", "plt.title('Trial BA : t=+1')\n", "plt.subplot(223)\n", "plt.plot(initialAB[:, OUTPUT_NEURON], label='before')\n", "plt.plot(recordsAB[:, OUTPUT_NEURON], label='after')\n", "plt.ylim((-1., 1.))\n", "plt.title('Trial AB : t=+1')\n", "plt.subplot(224)\n", "plt.plot(initialBB[:, OUTPUT_NEURON], label='before')\n", "plt.plot(recordsBB[:, OUTPUT_NEURON], label='after')\n", "plt.ylim((-1., 1.))\n", "plt.title('Trial BB : t=-1')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "tensorflow", "language": "python", "name": "tensorflow" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.10.15" } }, "nbformat": 4, "nbformat_minor": 4 }