diff --git a/filter_params.json b/filter_params.json new file mode 100644 index 0000000..fcdfce1 --- /dev/null +++ b/filter_params.json @@ -0,0 +1 @@ +{"names": ["butterlowpass", "lowess", "non_local_means"], "order": 1, "fs": 500.0, "cutoff": 25, "filter_strength": 50, "template_window_size": 7, "search_window_size": 21, "frac": 0.003, "it": 1} \ No newline at end of file diff --git a/notebooks/feature_detection.ipynb b/notebooks/feature_detection.ipynb new file mode 100644 index 0000000..0b2bfa5 --- /dev/null +++ b/notebooks/feature_detection.ipynb @@ -0,0 +1,373 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Signal Processing\n", + "\n", + "The notebook goes into more detail on the processing of the 12 ECG data per patient. First, the signal itself is considered and then the ECG signal processing methods integrated in the 'wfdb' module are explored. Various approaches are then used to normalize the data and reduce noise in order to make the signals as comparable as possible." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "from matplotlib import pyplot as plt\n", + "import wfdb.processing\n", + "import sys\n", + "import json\n", + "import scipy\n", + "import numpy as np\n", + "\n", + "sys.path.append('../scripts')\n", + "import data_helper" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Load Data" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Reading SB\n", + "Reading AFIB\n", + "Reading GSVT\n", + "Reading SR\n", + "Number of patients per category:\n", + "SB: 16559\n", + "AFIB: 9839\n", + "GSVT: 948\n", + "SR: 9720\n" + ] + } + ], + "source": [ + "data = data_helper.load_data(only_demographic=False)\n", + "\n", + "print(\"Number of patients per category:\")\n", + "for cat_name in data.keys():\n", + " print(f\"{cat_name}: {len(data[cat_name])}\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Load the parameters needed to filter the data" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "with open('../filter_params.json', 'r') as f:\n", + " filter_params = json.load(f)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "example_data = data['SB'][0]\n", + "sig_channel= 0" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Filter the data" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "filtered_data = data_helper.filter_data(example_data, filter_params)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Learning initial signal parameters...\n", + "Failed to find 8 beats during learning.\n", + "Initializing using default parameters\n", + "Running QRS detection...\n", + "QRS detection complete.\n", + "[ 544 1114 1683 2281 2855 3452 4016 4606]\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Normalize data by setting qrs peaks to index position 0 (“X-axis normalization”)\n", + "indicies = wfdb.processing.xqrs_detect(filtered_data.p_signal[:,sig_channel],example_data.fs,0,5000)\n", + "print(indicies)\n", + "\n", + "peak_points_y = [filtered_data.p_signal[:,sig_channel][i] for i in indicies] \n", + "\n", + "plt.figure(figsize=(10, 5))\n", + "plt.plot(filtered_data.p_signal[:,sig_channel])\n", + "plt.scatter(indicies, peak_points_y, color='red', label='Peaks')\n", + "plt.xlabel('Time')\n", + "plt.ylabel('Amplitude')\n", + "plt.title('Filtered XQRS Signal with Peaks')\n", + "plt.legend()\n", + "plt.grid(True)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "indicies = wfdb.processing.find_local_peaks(filtered_data.p_signal[:,sig_channel],radius=3) \n", + "peak_points_y = [filtered_data.p_signal[:,sig_channel][i] for i in indicies] \n", + "\n", + "plt.figure(figsize=(10, 5))\n", + "plt.plot(filtered_data.p_signal[:,sig_channel])\n", + "plt.scatter(indicies, peak_points_y, color='red', label='Peaks')\n", + "plt.xlabel('Time')\n", + "plt.ylabel('Amplitude')\n", + "plt.title('Filtered Signal with Peaks')\n", + "plt.legend()\n", + "plt.grid(True)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[]\n" + ] + } + ], + "source": [ + "plt.figure(figsize=(10, 5))\n", + "plt.plot(filtered_data.p_signal[:,sig_channel])\n", + "plt.xlabel('Time')\n", + "plt.ylabel('Amplitude')\n", + "plt.title('Cut Signal with Minimas Q, S detection')\n", + "plt.grid(True)\n", + "\n", + "for peak in indicies:\n", + " start_idx = 20\n", + " end_idx = 25\n", + " signal_section = filtered_data.p_signal[:,sig_channel][peak-start_idx:peak+end_idx]\n", + " minimas = scipy.signal.argrelextrema(signal_section, comparator=np.less, order=5)\n", + " \n", + " # map the minimas to the original signal\n", + " minimas = minimas[0] + peak - start_idx\n", + " minimas_y = [filtered_data.p_signal[:,sig_channel][i] for i in minimas]\n", + " # if minimas more than 2 take those with biggest difference in y\n", + " if len(minimas) > 2:\n", + " minimas_y = [filtered_data.p_signal[:,sig_channel][i] for i in minimas]\n", + " minimas_y = sorted(minimas_y)\n", + " minimas_y = minimas_y[:2]\n", + " minimas = [minimas[i] for i in range(0,2)]\n", + "\n", + " # plot the minimas\n", + " plt.plot(minimas, minimas_y, 'ro')\n", + "\n", + "plt.legend(['Signal', 'Minimas'])\n", + "plt.show()\n", + "\n", + "#print y values of minimas\n", + "print(minimas_y)" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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WLcPLL7/s9XM7deqE7777zpefBwDo168fACAnJ8fn9/gKL1Iyfvx4yXGbzYYLFy5gwoQJmn8nQRBXD5STRRAE4SfPPPMMYmJicN999wnS1mJOnTqFt956CwDn+UpKShLygHjeffddj/fFxMQA8DTIJk2aBKPRiPnz53t4QliWFeS4+/Xrh+TkZCxbtgwWi0U45+OPP65V/Q3gFt/nz5/3OF5SUoKsrCw0bNhQUDt0Z/To0TCZTILsOc+///3vWr/XG7w3SPybLRaLbN/5SuvWrdGsWTO8+eabsFqtglx9eno6Tp06hW+//RbXXHNNrd46b3+rumD8+PGIj4/Hv/71L1m1Ql4GX67/AGDJkiVeP5thGLz//vuYPHkypk+fjh9//FF4rbS01EN1snv37jAYDDCbzTW2edCgQbh8+bJHTtqWLVtkfwMf0tmxY8caP1cpn3/+OT788EMMGjQIo0ePlrx2+PBhVFdXa6oaShDE1Qd5sgiCIPykbdu2+Pzzz3Hbbbehc+fOuPvuu9GtWzdYLBZs374d33zzjaQu1H333YdXX30V9913H/r164fNmzfj+PHjHp/Le0+ee+45TJ06FWFhYbjxxhvRtm1bvPzyy5gzZw7Onj2LiRMnIi4uDmfOnMH//vc/PPDAA3jqqacQFhaGl19+GQ8++CBGjRqF2267DWfOnMFHH33kU04Wn4t03XXXIT09HYmJibh48SI++eQTXLp0CUuWLPEaBpeSkoLZs2fjjTfewIQJE3Dttdfir7/+wq+//oqkpCS/PD+DBw9Gw4YNMX36dDz++ONgGAYrVqzwOeTOG+np6fjyyy/RvXt3wdPYp08fxMTE4Pjx4z7lY/F/q8cffxzjx4+H0WjE1KlTVbXLV+Lj4/Hee+/hrrvuQp8+fTB16lQkJyfj/Pnz+OWXXzBkyBD8+9//Rnx8PIYNG4aFCxfCarWiWbNmWLt2ba2eQIPBgE8//RQTJ07ErbfeilWrVmHUqFH47bffMGvWLEyZMgUdOnSAzWbDihUrYDQaccstt9T4mddffz1MJhPWr1+PBx54QDj+2muvYc+ePZg0aRJ69OgBgBPk+O9//4vExEQ88cQTfvfTt99+i9jYWFgsFly8eBFr1qzBtm3b0LNnT3zzzTce569btw7R0dGCPD9BEIRf1JOqIUEQRMhw/Phx9v7772fT0tLY8PBwNi4ujh0yZAj7zjvvSOTFKysr2XvvvZdt0KABGxcXx956662CnLhYwp1lWfall15imzVrxhoMBg859++++44dOnQoGxMTw8bExLCdOnViH330UfbYsWOSz3j33XfZ1q1bsxEREWy/fv3YzZs3s8OHD69Vwj0vL4999dVX2eHDh7NNmjRhTSYT27BhQ3bUqFHst99+KznXXcKdZVnWZrOxzz//PJuamspGRUWxo0aNYo8cOcI2atSIfeihhzzeu2vXLsln8vLlGzduFI5t27aNveaaa9ioqCi2adOm7DPPPMOuWbPG4zxfJNx5li5dygJgH374YcnxMWPGsADYDRs2SI7LSbjbbDb2scceY5OTk1mGYQQ5d/7cRYsWeXyv3N/bHb4PfJFJ37hxIzt+/Hi2QYMGbGRkJNu2bVt2xowZ7O7du4VzsrOz2ZtvvplNSEhgGzRowE6ZMoW9dOmSR1vkZM8rKyvZ4cOHs7GxseyOHTvY06dPs/fccw/btm1bNjIykk1MTGRHjhzJrl+/vta2sizLTpgwgR09erTk2LZt29hHH32U7datG9ugQQM2LCyMbdmyJTtjxgz21KlTXj/LFwl3/l9kZCTbvHlz9oYbbmCXL18uuTbFDBw4kL3zzjt9+i0EQRDeYFhW5VYgQRAEQdRCSUkJGjZsiJdffhnPPfdcfTeHqEe2bNmCESNG4OjRo7oTl9i3bx/69OmDvXv3olevXvXdHIIgghjKySIIgiA0paqqyuMYn/8zYsSIum0MoTvS09Mxbtw4LFy4sL6b4sGrr76KyZMnk4FFEIRqyJNFEARBaMrHH3+Mjz/+GBkZGYiNjcXWrVvxxRdfYNy4cVizZk19N48gCIIgAg4JXxAEQRCa0qNHD5hMJixcuBClpaWCGEZN0t4EQRAEEUqQJ4sgCIIgCIIgCEJDKCeLIAiCIAiCIAhCQ8jIIgiCIAiCIAiC0BDKyaoFh8OBS5cuIS4uzq8imgRBEARBEARBhAYsy6KsrAxNmzaFweDdX0VGVi1cunQJLVq0qO9mEARBEARBEAShEy5cuIDmzZt7fZ2MrFqIi4sDwHVkfHx8vbbFarVi7dq1GDduHMLCwuq1LURwQGOGUAqNGUIpNGYIpdCYIZSipzFTWlqKFi1aCDaCN8jIqgU+RDA+Pl4XRlZ0dDTi4+PrfYARwQGNGUIpNGYIpdCYIZRCY4ZQih7HTG1pRCR8QRAEQRAEQRAEoSFkZBEEQRAEQRAEQWgIGVkEQRAEQRAEQRAaQjlZBEEQBEEQBBFE2O12WK3W+m5GnWG1WmEymVBdXQ273R7Q7zIajTCZTKpLN5GRRRAEQRAEQRBBQnl5ObKzs8GybH03pc5gWRapqam4cOFCndStjY6ORpMmTRAeHu73Z5CRRRAEQRAEQRBBgN1uR3Z2NqKjo5GcnFwnBocecDgcKC8vR2xsbI0FgNXCsiwsFgsKCgpw5swZtG/f3u/vIyOLIAiCIAiCIIIAq9UKlmWRnJyMqKio+m5OneFwOGCxWBAZGRlQIwsAoqKiEBYWhnPnzgnf6Q8kfEEQBEEQBEEQQcTV4sGqL7Qw5MjIIgiCIAiCIAiC0BAKFyQIQh67HdiyBcjJAZo0AdLTAaOxvltFEARBEAShe8iTRRCEJytXAmlpwMiRwO23c/+npXHHCYIgCIIIbux2YNMm4IsvuP8DLIteF4wYMQJPPPFEfTdDgIwsgiCkrFwJTJ4MZGdLj1+8yB0nQ4sgCIIggpd62kidMWMGGIYBwzAIDw9Hu3bt8OKLL8JmswX0e+sLMrIIgnBhtwOzZwNytTf4Y088ERI7XgRBEARx1VHPG6nXXnstcnJycOLECTz55JN44YUXsGjRooB+Z31BRhZBEC62bPGceMWwLHDhAnceQRAEQRDBgw42UiMiIpCamopWrVrh4YcfxpgxY/Djjz/CbDbjqaeeQrNmzRATE4OBAwdi06ZNwvuKiopw7733okWLFoiOjkb37t3xxRdf1Phdv/zyCxo0aIDPPvsMALBp0yYMGDAAMTExSEhIwJAhQ3Du3LmA/VYysgiCcJGTo+15BEEQBEHoAx1upEZFRcFisWDWrFnIysrCl19+if3792PKlCm49tprceLECQBAdXU1evXqhZ9++gkHDx7EAw88gLvuugs7d+6U/dzPP/8c06ZNw2effYY77rgDNpsNEydOxPDhw7F//35kZWXhgQceCKgUPqkLEgThokkTbc8jCIIgCEIf6GgjlWVZbNiwAWvWrMG0adPw0Ucf4fz582jatCkA4KmnnsLq1avx0Ucf4V//+heaNWuGxx57DPHx8TAYDHjsscewZs0afP311xgwYIDks5cuXYrnnnsOP/30E4YPHw4AKC0txZUrV3DDDTegbdu2AIDOnTsH9DeSkUUQhIv0dKB5cy42Wy6cgGG419PT675tBEEQBEH4jw42Un/++WfExsbCarXC4XDg9ttvx+TJk/Hxxx+jQ4cOknPNZjMaNWoEALDb7Vi0aBF+/PFHXLx4ERaLBWazGdHR0ZL3fPvtt8jPz8e2bdvQv39/4XhiYiJmzJiB8ePHY+zYsRgzZgxuvfVWNAngbw26cMGlS5ciLS0NkZGRGDhwoFc3oTtffvklGIbBxIkTA9tAgghmjEbgrbcAAKy7C51/vmQJ1csiCIIgiGCD30j1FiLHMECLFgHdSB05ciT27duHEydOoKqqCp988gnKy8thNBqxZ88e7Nu3T/h35MgRvOVck7z++utYtmwZnn76aWzcuBH79u3D+PHjYbFYJJ/fu3dvJCcnY/ny5WDdNos/+ugjZGVlYfDgwfjqq6/QoUMH7NixI2C/NaiMrK+++gqZmZmYN28e9u7di549e2L8+PHIz8+v8X1nz57FU089hXTafSeI2pk0Cfj2WziaNJUeb94c+PZb7nWCIAiCIIIL0Uaqh6FVRxupMTExaNeuHVq2bAmTiQuo6927N+x2O/Lz89GuXTvJv9TUVADAtm3bkJGRgTvvvBM9e/ZEmzZtcPz4cY/Pb9u2LTZu3IgffvgBjz32mMfrvXv3xpw5c7B9+3Z069YNn3/+ecB+a1CFCy5evBj3338/Zs6cCQBYtmwZfvnlFyxfvhx///vfZd9jt9txxx13YP78+diyZQtKSkpq/A6z2Qyz2Sw8Ly0tBQBYrVZYrVZtfoif8N9f3+0ggge/x8yNN+LMgOGY+8z7aFx+GVOu74trpt/ETbw0/kIammcIpdCYIZRCY8Z/rFYrWJaFw+GAw+FQ/gETJwJffw3mb38DIxLBYJs3B7t4Mfe6P5/rAyzLCm0X065dO9x+++24++67sWjRIvTu3RsFBQX47bff0L17d1x//fVo164dvv32W2zbtg2JiYl48803kZeXh86dO0s+j2VZtGvXDhs2bMCoUaNgNBrx5ptv4syZM/jggw9w4403omnTpjh27BhOnDiBO++8U7YfHQ4HWJaF1WqF0c3o9HXcBo2RZbFYsGfPHsyZM0c4ZjAYMGbMGGRlZXl934svvojGjRvj3nvvxRYf1FIWLFiA+fPnexxfu3atR9xnfbFu3br6bgIRZPgzZrIrgB0tewAAGhjtKF6zRutmETqG5hlCKTRmCKXQmFGOyWRCamoqysvLPULlfGbMGGDfPpiyssDk5oJNTYVt0CBuI9XpXAgEVqsVNptNcGCIWbJkCV5//XU8+eSTyMnJQaNGjdCvXz8MHz4cpaWlmD17Nk6cOIGMjAxERUVh+vTpyMjIQGlpqfB5NpsNFosFpaWlaNKkCb7//nvceOONsNvtePzxx3Hw4EF88sknKC4uRkpKCu69915MmzZNtj0WiwVVVVXYvHmzR7HkyspKn34vw7oHLOqUS5cuoVmzZti+fTsGDRokHH/mmWfw+++/448//vB4z9atWzF16lTs27cPSUlJmDFjBkpKSvD99997/R45T1aLFi1QWFiI+Ph4TX+TUqxWK9atW4exY8ciLCysXttCBAdqxsyBi1cwaRl3Xb02qSsm9W4WiCYSOoPmGUIpNGYIpdCY8Z/q6mpcuHBB0Ce4WmBZFmVlZYiLiwuo7DpPdXU1zp49ixYtWnj0c2lpKZKSknDlypUabYOg8WQppaysDHfddRc++OADJCUl+fy+iIgIREREeBwPCwvTzUSgp7YQwYE/Y4YxuNzjDGOkMXeVQfMMoRQaM4RSaMwox263g2EYGAwGGAxBJa2gCj6kj//tgcZgMIBhGNkx6uuYDRojKykpCUajEXl5eZLjeXl5QlKcmFOnTuHs2bO48cYbhWP8H8hkMuHYsWOCTj5BEJ44RE5ue3A4vPWF3c4VdMzJ4eRw09NJlZEgCIIgrhKCxgQODw9H3759sWHDBuGYw+HAhg0bJOGDPJ06dcKBAwckUpATJkwQpCNbtGhRl80niKDDIbKrbA4yshSxciWQlgaMHAncfjv3f1oad5wgCIIgiJAnaDxZAJCZmYnp06ejX79+GDBgAJYsWYKKigpBbfDuu+9Gs2bNsGDBAkRGRqJbt26S9yckJACAx3GCIDyxiwwrBxlZvrNyJTB5smcx54sXueMkg+8/5B0kCIIggoSgMrJuu+02FBQUYO7cucjNzUWvXr2wevVqpKSkAADOnz9/VcWnEkQgERtWdjKyfMNuB2bP9jSwAO4YwwBPPAHcdBMZB0pZuZLrW5HkMJo352q+kNFKEMRVRpDo1gUtWvRvUBlZADBr1izMmjVL9rVNmzbV+N6PP/5Y+wYRRIgizsMiI8tHtmyRGgHusCxw4QJ33ogRddasoIe8gwRBEAAg1GyyWCyIioqq59aELrxMuxphlqAzsgiCqBvEdhUJX/hITo625xHkHSQIghBhMpkQHR2NgoIChIWFXTURXA6HAxaLBdXV1QH9zSzLorKyEvn5+UhISPAoRKwEMrIIgpBFHC5INpaPNGmi7XkEeQcJgiBEMAyDJk2a4MyZMzh37hx3kGUBs5nblDIagYgIbgMqhGBZFlVVVYiKiqqTOlkJCQmy6uVKICOLIAhZxCGCLMjK8on0dC5P6OJFecuUYbjX09Prvm3BCnkHCYIgJISHh6N9+/awWCzA2rXAv/4F5Oa6TkhNBf7xD2DcuPprpMZYrVZs3rwZw4YNC3httbCwMFUeLB4ysgiCkEUcIkieLB8xGjkhhsmTOYNK3HH8ztuSJRTWpgTyDhJ6hhQviXrCYDAgctUq+XzV8+eBiRNDKl/VaDTCZrMhMjIyaApYXx2BnARBKIaUi/xk0iTuxtasmfR48+YhdcOrM3jvoLfwEIYBWrQg7yBR91A9PKI+qS1fFeDyVe32Om0W4YKMLIIgZLE7XI+pTpZCJk0Ce+YMpk77Fx6/8Wl8/PJy4MwZMrD8gfcOAnC4v0beQaK+4BUv3fMFecVLMrSIQKMkX5WoF8jIIghCFkm4YD22I1hhDUbsaNkDP3YZjhNd+pERoAand7CwQbL0OHkHifqAPAiEHqB8Vd1DOVkEQchC6oLqYL08Jvxk0iTccjQOzQ7uRuPyy3g7M4PyX4j6gRQvCT1A+aq6h4wsgiBkEasLOsjKUgxLwiGa43B6BwHgbVq8+gcJNaiHPAiEHiA1W91D4YIEQcjioHBBVbA1PCP8I8TKvtQ9JNSgDeRBIPSAKF/VY3KkfFVdQEYWQRCySLxX5IpRDHn/tIe6VAUk1KAdpHhJ6AVSs9U1ZGQRBCGLRF2QFreKIYOA0A0k1KAtpHhJ6IlJk4CzZwU123/OfpvUbHUCGVkEQcgiVRcki0ENZHBpA4UL+glJPWuP04OQH58kPU4eBKI+MLrUbA936EMGvk4g4QuCIGQh4QZ1ULQloRtIqCEwTJqECQej0ebon6R4SRCEB2RkEQQhi1hdkGwE5Yi9f+QJ1AbyZPkJCTUEDFK8JPQGQxOlbqBwQYIgZCEJd3WQJ4vQDSTUEDDslLBKEIQXyMgiCEIWqbpg/bUjWKEu0x4GtEPrFyTUEDDIxiIIwhtkZBEEIYuDbCxVUJ0xQlc4hRry4kioQUtYclMTBOEFyskiCEIWSbggbdcqhsIFCd0xaRJG7wlHjzMHSKhBI2hqJPQAGfv6hIwsgiBkYckTow6JJ5B6kNAHJNSgLZSvSugBsbFPQdX6gcIFCYKQhTwx6mBB8ZYEEeqQkUXoARJg0SdkZBEEIQsreUwTuFJIN0R7SJlYPWQTaAutbQk9IDb2aZ7UD2RkEQQhC3my1CExUqkDCZ1AQ1FbKF+V0APkydInZGQRBCGLpJgurcwUQzltBBH60LVN6AE73aN1CRlZBEHIQuFu6nCQJ1BzxFEwZPj7B4X+aouBQrMIHUAeVX1CRhZBELKIp2xK7laOeDFL/ac9tKbwDxqK2kIFsgk9IA4XpDGpH8jIIghCHnG4Gy3MlEOerIBCniz/oF7TFhIZIPQAhQvqEzKyCIKQhfXymPAN8gQGFupR/yDjVFvIyCL0gDS8n65xvUBGFkEQspC6oDqo/wILGa7+Qb2mLRSaRegBcbggTY36gYwsgiBkIXVBdVBOlvYwIrcBdal/UL9pC3myCD0gMbLqsR2EFDKyCIKQhTwx6hALM5BIg/bQmCQIguBwsLQpqkfIyCIIQhZpThZN2kph6aanORIJdxqTBEEQAMiTpVfIyCIIQhaWPDGqkPYfdaAWSMVE6q0ZBEEQusJBasC6hIwsgiBkkeZk1WNDQgAyCLSHvIMEQRAcdofrMc2M+sFU3w0gCEKnkCSsKsiTpT3ScEGCIIIaux3M778DBQVAkyZAejpgNNZ3q4ISByVR6xIysgiCkEWSk0VztmLIExhYWEft5xAEoU+Y//0P4x55BKaiItfB5s2Bt94CJk2qv4YFKRTer08oXJAgCFlIuEEd5MkKACJXFnlXCb1B86SPrFwJ49SpiBQbWABw8SIweTKwcmX9tCuIkWzq0dyoG8jIIghCFmkFeUIpYsOKjCztod1aQm/QZe4DdjswezbAsp5lnPkOfOIJ7jzCZyhaUJ+QkUUQhCwULqgOUsLTHklOFg1KQgeIxyRtpvjAli1AdrangcXDssCFC9x5hF/QMNQPZGQRBCELhbupQ7qzSP2nBWS4EnqGhqQP5ORoex4BwE3CvR7bQUghI4sgCFmkMd6EcsThgvXYjBBCGsJKnUroC9pL8YEmTbQ9jwBAm3p6hYwsgiBkkczTNGcrhjyB2sNSoiChY8jw94H0dKB5c7CMl4BBhgFatODOI3yGRp4+ISOLIIhaISNBORTapj3Up4SeoWnSB4xGTqYdMoYBb3gtWUL1shQiVQOux4YQEsjIIghCFpq01SGJkacO1AQKF9QWGpdEvTBpEuxffonKRo2kx5s3B779lupk+YE08ISua71AxYgJgpCFJm11kKSu9rCU56YpDhYwepV5I5RC17nvsDffjG8cJqz+8Rgal1/G7RMH4prpE8mD5Sd0v9EnZGQRBCELTdrqIK+L9lByt7ZwfUhWllbQda4MO2PEjpY9AABj+/YmA0sVJFSlRyhckCAIWchroA5acGkPGf7aQl2oLTQmlWEncSDNIKElfRJ0RtbSpUuRlpaGyMhIDBw4EDt37vR67sqVK9GvXz8kJCQgJiYGvXr1wooVK+qwtQQRvEjnaZq0lUIGgfZQnqC2UB9qC3WnMsSbd3bayVMF3a71SVAZWV999RUyMzMxb9487N27Fz179sT48eORn58ve35iYiKee+45ZGVlYf/+/Zg5cyZmzpyJNWvW1HHLCSL4kORk0aStCuo/baA8QW2hPlQPI5IiJw+CMhys/GNCOVTdQp8ElZG1ePFi3H///Zg5cya6dOmCZcuWITo6GsuXL5c9f8SIEbj55pvRuXNntG3bFrNnz0aPHj2wdevWOm45QQQfFH6gDrrpaQ9LizJVuOex0WWtLdSfypCEC9IFrQqpl5/6Ui8EjfCFxWLBnj17MGfOHOGYwWDAmDFjkJWVVev7WZbFb7/9hmPHjuG1117zep7ZbIbZbBael5aWAgCsViusVquKX6Ae/vvrux1E8KBmzDgcdtFjlsadQiyi/mIdjqDpPz3PM+LFgx7m5GDDPSTLarXCCIfqz9XzmAk0Ym+g1WqFNWhWVfWL1WqVbJRYbLarcvxohdVmEx472NC8X+tpnvG1DUEzHRQWFsJutyMlJUVyPCUlBUePHvX6vitXrqBZs2Ywm80wGo149913MXbsWK/nL1iwAPPnz/c4vnbtWkRHR/v/AzRk3bp19d2E4MBuR6PDhxF5+TKqGzZEUZcuV616kT9j5vx5A3hnd35BPlatWqVxq0Kbc2UAP8VeKSsLuv7T4zxTVW0Er4a36fffcSSqftsTbHCeA9dtf/XqNQjXcErU45gJNDaba0yuXbsOMWH1255gQuzJ+mv/AcTl76+/xgQ5J64wALiLuaKiMujuN0rQwzxTWVnp03lBY2T5S1xcHPbt24fy8nJs2LABmZmZaNOmDUaMGCF7/pw5c5CZmSk8Ly0tRYsWLTBu3DjEx8fXUavlsVqtWLduHcaOHYuwMJrJa4L53/9gzMwEc/GicIxt1gz2xYvB3nxzPbasblEzZrZ+fwjI5/ovKSkZGRl9A9HEkGXfhRLgICfMEx8Xh4yMwfXbIB/R8zzz8oFNgNUCAEhPH4Z2jWPrtT3BhtXuQOaO9cLzcePHITpc/TJAz2Mm0Pxj7waY7ZzXf8zYMWgYHV7PLQoOrFYrTnzrGotdunZFxsCW9dii4GbH6WL8+/BuAEBUdDQyMtLruUXao6d5ho9yq42gMbKSkpJgNBqRl5cnOZ6Xl4fU1FSv7zMYDGjXrh0AoFevXjhy5AgWLFjg1ciKiIhARESEx/GwsLB6/6Py6KktumTlSmDqVI8AeebSJZimTr0qK8r7M2bECd1gGBpzCjGaxNNr8PWfHucZVlTTyWgy6a59eodlpKGBJlMYwsK0WwboccwEGkY0Jrn+vLp+vxrEniwwBuo7FRjdonRCuS/1MM/4+v1BI3wRHh6Ovn37YsOGDcIxh8OBDRs2YNCgQT5/jsPhkORcESGG3Q7Mni2fgcwfe+IJ7jyiRkiCXB1UjDgQkIS7GtzHIXWhtpDggDJIwl07SA1YnwSNJwsAMjMzMX36dPTr1w8DBgzAkiVLUFFRgZkzZwIA7r77bjRr1gwLFiwAwOVX9evXD23btoXZbMaqVauwYsUKvPfee/X5M4hAsmULkJ3t/XWWBS5c4M7z4s0kOMTzNKkL+gMZBFrjIMNVFe7jkIwC9UhU3eqxHcGIVMKdek8N1H36JKiMrNtuuw0FBQWYO3cucnNz0atXL6xevVoQwzh//jwMBpdzrqKiAo888giys7MRFRWFTp064dNPP8Vtt91WXz+BCDQ5OdqedxVDk7Y6pAYBoQXiBa1DvSjeVQ+NS/WQB8F/JBLu1HeqEG86kcGqH4LKyAKAWbNmYdasWbKvbdq0SfL85Zdfxssvv1wHrSJ0Q5Mm2p53FcOSJ0YV0nBL6kAtoGLE6vD0ZNVPO0IJus79R7IRRV2nCgrv1ydBk5NFED6Rng40bw6IRRvEMAzQogV3HlEzFJqlCgoj0h5aSKjD4zqmPlSNZDOqHtsRjNCmiXZQX+oTMrKI0MJoBN56C4BUiQyAy/BasuSqrZelBAqDUQd1mfZIDFfqYMV4eLJolKqGvDHaQH2nDgfNjbqEjCwi9Jg0Cfj2W5QlSQtXo3nzq1K+3V/IE6MOVrq1SGgA7daqw73HaDGmAeTx9xvpRh71nSooB1iXBF1OFkH4xKRJ+LepPfZ/+TMal1/GosfGI2LUCPJgKYD1+oTwBQojCgCUKK8K94UsdaF6KHfVfyj8VztoHOoTMrKIkMVuMGJHyx4AgJeGDkMEGViKoIlaJZQQrznSkBjqU6W4G6bUh+phyYOgCdR36mBpV1SXULggEbIYDa6cLJud9J6VQqFZ6iAJd+2hCEyVkO6F5lDIm/9Q3q92kFdQn5CRRYQsDtEq12qnWUcpJDKgDgrf0B5aSKjDfbOE+lA9NE9qA23kqYM2oPQJGVlEyCL2JFjJk6UYmrTVQQsu7WFpVKqC1AW1h3rQf8R9RzmW6mAplFqXkJFFhCzi/A07zeDKoZwiVVC4pfaQJ0sdHl1Gfaga8Th00KBUBsULagYZrPqEjCwiZJEYWTSBK4bU8dRBYUTaQ92oDlIXDCx0nSuD/NLawdKmqC4hI4sIWcRGloO2dhRDXgN10CZtACAxEVVQnSxtIaNVHTRHagltiuoRMrKIkEWchkU2lnLopqcO2k3UHgd5B1VBOVna4tGfNCj9hkIt1cGSW1CXkJFFhCws5WSpgsIF1UHhG9pDctnqIHVBbfHwDNZLK4IXqjGmHWRj6RMysoiQRWxY0S6ZcqQ7Y9R/SqEu0x5Jnls9tiNooTpZmuIRLkgd6jfUd+qgTT19QkYWEbKInVfkyVIO7Yypg/pPe8juV4dnThZ1oho8e4/6UwmkwKodFHmiT8jIIkIWUhdUBwlfqIPUBbWH+lEdnjlE9dOOUIH6Ux2s1yeEUuh+rU/IyCJCFlIXVIt4Z4z6Tym0SxtYqE+VQ2HT2uKR41ZP7QhWqMaYdtD9Rp+QkUWELOIQQQoXVA7d89RBO4va4hHaRn2qGJJw1xbyZGkH9Z06KHJCn5CRRYQs4omGwgWVQ/kv6iCRBm1x3yehPlWOZ10n6kUtIW+MMihvNTBQX+oHMrKIkEUaLliPDQlSaGdMHdRl2kJKbuohz4u2UH9qB/WdOkhdUJ+QkUWELOIQQdqxVQ7tMqqDwgW1xbMmEXWqWqgH1eGZk0U9qgTKydIOibogdaVuICOLCFkctMhVBe2MqYMlM1VTaAiqx9PzQp2qBvJkEXpBHK1Dw1A/kJFFhCwOyolRBfWZOsiTpS0eXgPqU8WQGp62UP+pQ5r3S72pBupLfUJGFhGySHKyaNJRDE3U6iA/lraQuKB6yPOiLZQnqA6aI7WDhJb0CRlZRMgikW2nWUcVtHhQjlQ4hDpQa6hPlePZY9SHaqA8Qe2gy1kdpAasT8jIIkIWSbgW3fwUQ/2nDpZsfE1x90ZTnyqHPC/aQp5BdZDwhYZQ9+kSMrKIkEWiLkgTkGJIrUgdZJhqi8cYpO5VjHuXUY12lVAIq2ZQ36nDM2eVelQPkJFFhCwS4QuabxRDnhh1kPCFtlAXqsczr416VQ3u/UfeGGVQiJt2kFdVn5CRRYQsFIqgDpJwVwf1n7Z4hLqRgaAYChfUFlrYagl1nhrI0a9PyMgiQhY7qe0Q9QgpZ2mLxyKCOlUx1IfaQkIi6pBshDq8n0fUjvu1TBvL+oCMLCJkoXBBdUhysuqxHcEKS/GWmkJeA/VQuKC2kGdQO2gsqoPqCOoTMrKIkMXhIF+CGljqPlWQjaUxJDKgGlqIaQuFaKmDcrK0gzZQ9AkZWUTIIimTRfONYsjGUgfd5LTFQ8KdLmrFUJdpC3lX1UH3GO2gUGB9QkYWEbI4KCdLHSTcoAoSvtAW8hqoh4wCbSHZbO2grlMJdaAuISOLCFnEnixKAlUO5WSpg3ZptYUWsOrxMApoZKqDQlhVQRtR2kGeLH1CRhYRsognbZpwlEN1ntRB/acttIhQD3mytIXGpHZQ16mDcrL0CRlZxFUBTTfKoT5Th9QTSL2pFs8FLPWpWqgH1UELW3VIhS+o79RA/adPyMgiQhYKRVCHxBNIiwfFkCdLW0gZTz2enizqRDV4zIvUnX5DXacO8qrqEzKyiJCFDAN1kLyuOmgBqzG0nlWNZ04WoQZPTxahBEkxYuo8VdBY1CdkZBEhi3QCpylHKeSJUQcJX2gL7dSqh3KytIXGpDooXFA7PMci9aceICOLCFnIE6MO6jJ1UDFnbaGNEvV49iH1qRrcF7IUPaEURnhEPacOz7FI6AEysoiQhdQFVSLpP+pApVBOm7aQyIB6yPOiLeQZVAfr9QmhFBp7+oSMLCJkIUeCOqjP1EGeVG0hA0E9lLcRWKg/FSIOSafeUwUJA+kTMrKI0IXUBVUhycmqv2YELdR/2kLhMFpACzEtof5Th7j7HI56a0ZIQJHA+oSMLCJkIU+COiR1nqj/FEM5RNpC8uPqoT7UFk/vAfWnEqTRJtR3avC0sag/9QAZWUTIQjkx6pB6Yqj/1ECLL0IP0Ga3tlD4pTpoI1Q7KD9Qn5CRRYQsNIGrgyTc1UHhgtpCY1A9tBDTFo/uo/5UBs2RmkEbofok6IyspUuXIi0tDZGRkRg4cCB27tzp9dwPPvgA6enpaNiwIRo2bIgxY8bUeD4RWtAiVx0kHKIOCrfUFvfwS+pT5ZDkuLZQf6qD6mRpB3lV9UlQGVlfffUVMjMzMW/ePOzduxc9e/bE+PHjkZ+fL3v+pk2bMG3aNGzcuBFZWVlo0aIFxo0bh4sXL9Zxy4n6gBa56qCbnjqo+7SFcg7UQ54XbSHFS+2gvtMWun/rg6AyshYvXoz7778fM2fORJcuXbBs2TJER0dj+fLlsud/9tlneOSRR9CrVy906tQJH374IRwOBzZs2FDHLSfqA/EcQyIE6qDuU47nAow6UQ0eXgPqTsVQn2kLhV+qg6IltIPUV/WJqb4b4CsWiwV79uzBnDlzhGMGgwFjxoxBVlaWT59RWVkJq9WKxMREr+eYzWaYzWbheWlpKQDAarXCarX62Xpt4L+/vtsRLIgnHZvdflX2m5ox43BIixFfjf2nBpvNLnlusVhhMDD11Brf0es8Y7XaJM9ttqvzmlaDzSbtQ6vNpkkf6nXMBBr332vTqD+vBqxWq8QSsDsc1HcqsNmlGvjcmjWo/Ci1oqd5xtc2BI2RVVhYCLvdjpSUFMnxlJQUHD161KfPePbZZ9G0aVOMGTPG6zkLFizA/PnzPY6vXbsW0dHRyhodINatW1ffTQgKKiuNALhF7cGDB7Gq8ED9Nqge8WfMlJa5+s9sNmPVqlUatyq0OXqRAWAUnq/69VcEgY0loLd5Jq8KEN+y/vrrL0Tk7Kuv5gQlx69Ix+Qff+xEyTHt9rz1NmYCTW4lIB6Tu/fsgfkM+RB8hRUFU+Xn59M9RgXHs6XX9vr1GxAfXn/tCSR6mGcqKyt9Oi9ojCy1vPrqq/jyyy+xadMmREZGej1vzpw5yMzMFJ6XlpYKuVzx8fF10VSvWK1WrFu3DmPHjkVYWFi9tiUYePXwZsBSDQDo2rUrMga2rOcW1T1qxsw7J7cBVRUAgLDwcGRkjAxEE0OWc7+fBs6fFJ5fd911MAaBlaXXeeZkfjmwb7vwvEfPHsjo3aweWxR8NDhVBBzeIzzvP2AAhrZrpPpz9TpmAs2JvHIs+Ms1Jvv27YsxnRvXY4uCB6vViv994ErdSEpKRkZG33psUXBzauMp4MIp4fno0aORHBdRjy3SHj3NM3yUW20EjZGVlJQEo9GIvLw8yfG8vDykpqbW+N7XX38dr776KtavX48ePXrUeG5ERAQiIjwHZlhYWL3/UXn01JZgwWAwXtV95teYYaQGwdXcf/5gMEhDNUwmE0zG4Anf0Ns8YzJJb1dX+zXtD0aj0eO5ln2otzETaIzuY1Lj/ryqYBjqOxXI3W9CtT/1MM/4+v1Bc8cPDw9H3759JaIVvIjFoEGDvL5v4cKFeOmll7B69Wr069evLppK6AQSvlCHtJgzoRSS1NUWB/Wnamga1BZ3hUvqX2VQd2kH3W/0SdB4sgAgMzMT06dPR79+/TBgwAAsWbIEFRUVmDlzJgDg7rvvRrNmzbBgwQIAwGuvvYa5c+fi888/R1paGnJzcwEAsbGxiI2NrbffQdQNJOGuDuoydZC8s7Z4SLZTfyrGUwafUIPnNU09qggqeK8ZdL/RJ0FlZN12220oKCjA3LlzkZubi169emH16tWCGMb58+clLtP33nsPFosFkydPlnzOvHnz8MILL9Rl04l6gIoRq4RugKrw3FmkTlQD9ad6PGXwqQ/VQBLu6hB3F0WbqIQKY+uSoDKyAGDWrFmYNWuW7GubNm2SPD979mzgG0ToFqomrw7qP3XQokFbaEGrHvJkaYtHuGA9tSMUoOtZHdR9+iRocrIIQik0aauDcrLUQeEb2kI7sxpAXagpZPirg7pLO2gs6hMysogQhnKy1MB6fUL4BA06TaHEbvVQXltgoY0AhUhC+qnv1EBeVX1CRhZxVUChW8qhnDZ1kCcrsFB/Kofy2rSFvAfqkIak11szQgIP9VXqUF1ARhYRspCRoA5agKmDFrTa4r5RQv2pHDIKtIW8B+pgvTwmlEPXtj4hI4sIWWiXTB0SI5U6UDFUQ0dbaBGhHvKuagv1n4ZQX6qCNp30CRlZRMgiFW6gCUgp5AlUBy3AtIWU8dRDmyXa4mm0Uv8qQerJor5TBXWfLiEjiwhZyJOlHdR/yvGIka+fZoQMtIBVD41JbaExqRKqxagZ5KXWJ2RkESELhbupgzyB6vAMF6Q+VINH71F/+gGNSS2hha06KCdLOzwKjVOP6gIysoiQRWIk0HyjGPIEqoS8BppCEu7qoT7UFhK3IfQC5azqEzKyiJCFdsnUQZO0OmiXW2tISEQt1GVaQ2NSDdKNPOo8NVDOqj4hI4sIXSjeWxXiXVnqPuV4LBqoE1VBdWDUQ7vd2kL9qQ4SV9IOGnv6hIwsImQh5SJ1sOQKVAXd9LSFbFb1eM6D1ItqoN7UDpov1UE5wPrELyOrpKQEH374IebMmYPi4mIAwN69e3Hx4kVNG0cQahBPMu674ETtOCS7jNSBSvFUcqM+VAMtGtRDnhdt8exP6lAl0D6edtAmlD4xKX3D/v37MWbMGDRo0ABnz57F/fffj8TERKxcuRLnz5/Hf//730C0kyAUI5lk6ObnByQcogYqRqwtlOOmHvK8aAsZVRpCfakp1J36QLEnKzMzEzNmzMCJEycQGRkpHM/IyMDmzZs1bRxBqIHivdVB/acO2lnUFupP9ZBRoC1ktKqDPFna4XltU4/qAcVG1q5du/Dggw96HG/WrBlyc3M1aRRBaAFLnhhVUJdpCy1w1UE5B9pDXagOWteqhPpLM8jTr08UG1kREREoLS31OH78+HEkJydr0iiC0AKpJ4ZmHKVI64xR/ynFszgkoQrqQNVQXSdt8TD8qT8V4RA9pluMOqj/9IliI2vChAl48cUXYbVaAQAMw+D8+fN49tlnccstt2jeQILwF/GcQ8IXypEKXxBKoZ1FbaH+VA/lCWoMCYloBhmo6vA0+Ak9oNjIeuONN1BeXo7GjRujqqoKw4cPR7t27RAXF4dXXnklEG0kCP+gOlmqkHqy6rEhQQr1mbY4qENV43DUfg7hOxQtqA6W7tGaQcqh+kSxumCDBg2wbt06bN26Ffv370d5eTn69OmDMWPGBKJ9BOE30mK6NOMohXpMHe5GAY1BdVCom3rIKNAWWthqB/WdOjyvbepQPaDYyOIZOnQohg4dqmVbCEJTqJiuSmRqwDAMUz9tCUI8hhyNQVVQuKB6PPIEqRNVQTlZ6qBbtHaQwa9PfDKy3n77bZ8/8PHHH/e7MQShJdKcLJpxlOLhiWEBsrF8hyTHtYWERNRDfaYttLDVDjL41UL9p0d8MrLefPNNyfOCggJUVlYiISEBAFBSUoLo6Gg0btyYjCxCN9CkrQ7qPbWQyICWkCdLA6jPNIW6Ux3Uf9rhnm9J86M+8En44syZM8K/V155Bb169cKRI0dQXFyM4uJiHDlyBH369MFLL70U6PYShM9IQhFowlEMeWLUQTlEGkP9qRpSF9QW8q6qhDpMMyh0VZ8oVhd8/vnn8c4776Bjx47CsY4dO+LNN9/EP//5T00bRxBqkNbJIpRCxV/VQd2lLbRoUA8Z/trimXdJ/akE2gjVDgpd1SeKjaycnBzYbDaP43a7HXl5eZo0iiC0hiYc5ZAnSx1yOW2E/1A4jHoo5FJjaI5UhVT4gnpPDdR7+kSxkTV69Gg8+OCD2Lt3r3Bsz549ePjhh0nGndANnmEcNAUphXbG1EFy2dpC/aceuqa1hcIvtYP6Th3Uf/pEsZG1fPlypKamol+/foiIiEBERAQGDBiAlJQUfPjhh4FoI0EohhYT6qEYb3V4jkHqPzWQ/Lh66BrWFrrG1UEh/dpBBr8+UVwnKzk5GatWrcLx48dx9OhRAECnTp3QoUMHzRtHEP5C84t6aJJWB930tIVC3dRDIcDaQv2pHWSgqoTyLXWJ38WIO3ToQIYVoVtowlYPLWpVQv2lKbSgVY/nNU29qAaaI9VBxYi1g8aiPlFsZN1zzz01vr58+XK/G0MQWkGLCfVQAWd1UO9pDfWoakhyXFNIwp3QCzQW9YliI+vy5cuS51arFQcPHkRJSQlGjRqlWcMIQg20660eymtTh2cOUT01JESg8age6jJtof5UB+v1CaEU2ljWJ4qNrP/9738exxwOBx5++GG0bdtWk0YRhFooH0Z7KMZbGQ6KkdcU6k/1eMyD1IWqIOELdZDwhXbQ0NMnitUFZT/EYEBmZibefPNNLT6OIFRDRTfVIbdYoElcGRQjry20caIeKm2hNdR/WkEGqjpo/0SfaGJkAcCpU6dkixQTBBF80P1OPRQjry0UAqweMvy1hUJY1UHCF9pB4en6RHG4YGZmpuQ5y7LIycnBL7/8gunTp2vWMIJQA9381CEnekFdqAyKkdcWj96j/lQMGara4uk9oB71F7qc1eHZf9ShekCxkfXnn39KnhsMBiQnJ+ONN96oVXmQqGfsdmDTJu4fAIwYwf0zGuuvTQHCs5AuoQS5/iIjQSHUXZpCnkH1UJ9pC23mqUOak0WdpwYKp9Ynio2sjRs3BqIdRKBZuRJ44AGgqMh17OWXgUaNgPffByZNqr+2BQC6+alDrr+oC5VBhj6hNyikSFvcPf7UnUR9QdeyPlGckzVq1CiUlJR4HC8tLSUJd72yciVwyy1SA4unqIh7beXKum9XAKFgN3XI7SrSJK4MMvS1hfpTe8h7oA7KcVOHJCeL+k4VFAqsTxQbWZs2bYLFYvE4Xl1djS1btmjSKEJD7Hbg8cdrP2/2bO7cEIF2bNUh21/Uh4rwzGujDlSDp9eA+lMpZKhqC6k1qoOMLO2gcEF94nO44P79+4XHhw8fRm5urvDcbrdj9erVaNasmbatI9SzZQtw8WLt52Vnc+eOGBHwJtUFtMOoDvlwQepEJdCCVluoP9UjJ2hDaAd1L1FfUM02feKzkdWrVy8wDAOGYWTDAqOiovDOO+9o2jhCA3JyAnOuzqH5RR1kUKmH/FjaQv2pHupDbaH7jDokwhfUmaqga1uf+GxknTlzBizLok2bNti5cyeSk5OF18LDw9G4cWMYQ1ClLuhp0iQw5+odKkasCllPFnWhIgLiebHbgQ0bgE8+Ac6dA9LSgOnTgVGjQlIlVAyFAKvHM4KVOlENdF/RDs16kp8jV6wAysuBoUOBxx4DwsO1+gZdQp5+feKzkdWqVSsAgMPhCFhjiACQng40a1Z7yGDz5ty5IQLFJ6uDUrK0QOMeW7mSM6jKy13Htm0DPvsMiI3lDK8QUwkVQ+NPPaR4qS0UoqUOzXOy5ObI778HnnkGePJJYOFCDb5ErwRo7FkswLvvAqdOAW3bAo88EvIGq5b4ZGT9+OOPuO666xAWFoYff/yxxnMnTJigScMIjTAagbffBm65BSwAxtt5b70VUjvhpLSjDtlixLSAUITnGFTRf7xCqDfKy7nXv/sudA0t8k6rhna7tYX6Uy2uFYnq67mmOdLhABYt4h6HqKGl6f2G55lngMWLpaJoTz0FZGaGbD9qjU9G1sSJE5Gbm4vGjRtj4sSJXs9jGAb2EFKoCxkmTQK++w6V0+9BTPkV6WuhWifL/Tnd/BRBdbLU46GG528H2u3Afff5du7s2cBNN4XUhgmPx6KBBiRRz1AejDo0uy/b7VxIYG0sXszVBw1BT4xHV6rt22eecRmmYuz2kDdYtcQnI0scIkjhgkHKpEn4W2kzlK1ej3us53AkpxRHO/fBu+8/GZoLMpLWVQflZKlGM0N/0ybg8mXfzg0xlVAxDrKxVOOZ10a9qAbKE1SHZuGCW7YAly7Vfp7dzoW+PfGEii/TJ55rHhVYLMAbb9R8TggbrFqiuE4WEbwUVNqQldYLl578BxYPuwtrU7rBwYTmEKB7nTrIKFWPZuEby5YpOz+EVELFUP6LeiiMWls8PVnUo0pgvTxWzA8/+H7uqVNqvkm3eGxCqenQBx/kQixrgjdYiRrxyZP19ttv+/yBj/tS+FYFS5cuxaJFi5Cbm4uePXvinXfewYABA2TPPXToEObOnYs9e/bg3LlzePPNN/FECO5g+Mr5okoAQMfUOACAzcGipMqKxJjQ24mgOrC1YLdzu385OZyqZHq6xKPpPmEDtIBQiiaeLLsd+PlnZe8JJZVQESRmox4Ko9YYysnSDFXh1MuX+35+27Z+fpG+0VSd8ZtvfDs3RA1WLfHJyHrzzTd9+jCGYQJqZH311VfIzMzEsmXLMHDgQCxZsgTjx4/HsWPH0LhxY4/zKysr0aZNG0yZMgV/+9vfAtauYKDCbENRhQUA0KRBJBKiw1BSaUVhuTk0jSxS0fLOypVc7k52tutY8+ac+IkzN0/sJTAwTqOLOlERmnhaNm0Cqqt9Pz/EVELF0AJWPdSH2kL3GXVIx6OfvbdpE1Ba6tu5RiOnjheCaJYisWULUFHh27kharBqiU9G1pkzZwLdDp9YvHgx7r//fsycORMAsGzZMvzyyy9Yvnw5/v73v3uc379/f/Tv3x8AZF+Xw2w2w2w2C89LnRev1WqF1WpV+xNUwX+/P+04keuahFJjw9AoJhwllVbkllSgdWKkZm3UC1arTfLcbnfU+9+vPnAfM8z//gfj1KkAy0qUJtmLF4HJk2H/8kuwN98s6SuGYQCWhcVqhdWqMn/Pbgfz++9gfv+d+94RI8AOGxaSeYEON3egzWZTPAaN777rU0w3/032N94A63DUHupRA2rmmUBicxNVsjuuzmtaDe7CVDa7XZM+1OuYCTQ2m7Q/HRr159WAez85WNavvjNs2ABf7h4sAMfs2XAwDBCCfyP3+43Vj/sNADAXLvhkGLAMA9v999dpX+ppnvG1DT7XyZKDt5wZxqswuGZYLBbs2bMHc+bMEY4ZDAaMGTMGWVlZmn3PggULMH/+fI/ja9euRXR0tGbfo4Z169Ypfs+RywwAI5pFs1i9+lcYzAYABqzbshOXj4be/tsVCyAe3hcvXcSqVRfqrT31zbp16wC7HeMeeQRGNwMLABiW2/eyPPoo1plMKLUbwfcf63AAYLBhw29IiPC/DU2ystBz6VJEiGuYLFgAc1wc/nrkEeQMGuT/h+uQgkLuGuPZunUrzsUq+AC7HRmrVvlmZBkM2P3008iJiABWrVLaVFn8mWcCycFcbg7jOX3mDFatonAVJRy/IB2Thw8fxqqSQ5p9vt7GTKDZnycdkydOnMQq8/H6a1CQwYr6zmy2YJUfc1en48fR0Yfzijt0wNZhwzSbH/WG+/1m585dKDuufG3X6Nw5DPXhvIuDB2PP+vWKP18L9DDPVFZW+nSeX0bWf/7zH7z55ps4ceIEAKB9+/Z44okncJ+vMsN+UFhYCLvdjpSUFMnxlJQUHD16VLPvmTNnDjIzM4XnpaWlaNGiBcaNG4f4+HjNvscfrFYr1q1bh7FjxyIsLEzRe6v2XgSOHkKbpknIyOiLteX7ceJALvLCmyAjo1dgGlyP5JZWA3s2C8+bNGmKjIwe9dii+kE8ZsK3b4epqMjruQyA6MJCXB8fj/w+1+D5Pb/DwAAGxgCHg8XIUaPQpIF/Xk/mf/+D8bXXZF8LLytD/9deg/2rr8DefLNfn69HvszbDVwpFp4PHjIE3Zs18Pn9zO+/w+RjqKD1hx/Qe/x49FbcSpnPUjHPBJLiP87j2zOuuT4tLQ0ZGZ3qsUXBx4kNJ4Hs08Lzzp07I2NImurP1euYCTSlu7Lx1enDwvO27dohY0y7emxR8GC1WrH4wG/C8/DwcGRkjFT8OYbjx7n6gLWQcN99yMjIUPz5wcJXebtxXHS/6d+/P4a1T1L+QePHg122DLh0CYxcvUwAiI1Fyvr1yKjjCBQ9zTOlPoaoKjay5s6di8WLF+Oxxx7DIOfOc1ZWFv72t7/h/PnzePHFF5V+pK6IiIhARITndn1YWFi9/1F5/GnL5SourCE5PhJhYWEIN3EXh9Fg0M3v0hKTSRouyITo7/SVsLAwmPLyfDrXlJcHo4mbGhiGAe+oDgsz+deHdjvw8MNeX+a9aqYnn+SKSYZM6KDUX2g0Kuy/ggKfTisPi0TlkJForPH41tOcBwAGg3RcMMzVfU37g8FgcHtu1LQP9TZmAo3B6N6fNCaV4L6G96vvmjb16TRj06YwhvLfxi2izGD089oOCwPefhuYPBksw0gMLS6mBWA++QRhkfWXZqKHecbX71es3/3ee+/hgw8+wIIFCzBhwgRMmDABCxYswPvvv493AyjnmJSUBKPRiDy3hWJeXh5SU1MD9r0hgd2OmKwtmHD4d/Q9/Rdgt2NsF84jWFBmruXNwQkleMvg46IdBQVC/zEAGKexoKrOU3FxracJNZ6CAYsFWLKEK4C5ZAn33A3VSfE+qgT+38BJyK+01X5ikONe3Fkz7HZg7VrgrruAm2/m6sPI/D1DAZoWtUWzMg1XKZpIuDdrpu15QYqm0+OkScC336K8kTRyLDcuCfve/FAQyCJqR7Eny2q1ol+/fh7H+/btC5stcDf68PBw9O3bFxs2bMDEiRMBcIWRN2zYgFmzZgXse4Mep5Lc3dnZuBsAfgKw9J9o/4+XASShsDxEjSz352R1AcnJPp/HLxYYzsoCoOImuGmT7+cGQ42nZ57hCjGKRQSeegrIzAQWLhQOqR5y6emcWuDFi14/7Ep0PJYOug19Q/Q6FhOQS3jlSmD6dECcJ/j999zf+MknJX/PUICMAm0hSXzt8LvvnPMkm53tkWsMcN4Xa5NmiAhR1VUej2tZ7VicNAlLDO1x6OufMTLejn22KKxJbI9XBvfSJCz9akGxJ+uuu+7Ce++953H8/fffxx133KFJo7yRmZmJDz74AJ988gmOHDmChx9+GBUVFYLa4N133y0RxrBYLNi3bx/27dsHi8WCixcvYt++fTh58mRA26kbVq4EJk+WSnUDwMWLaPfoTIw/th2F5SG6Y6tl9fNQQcGOn+DJYhjhxuW3oXr4cO3n8Oi9xtMzzwCLFkkNLIB7vmgR97oT1Ya+0cjJ6oNTcpJj+fQ5cBiMKKmsf7WlQKP5xsnKlVx4qtjA4nE4PP6eoQDVGtMYus+oQuLJ8ncw8vMkw8BdU5V/fuCpF0IoDF2eQGyg7L5Yih0te8B4x+2Iv3YsHAYjCkM0+ilQKDayAE74olu3brjvvvtw3333oXv37vjggw9gMBiQmZkp/NOa2267Da+//jrmzp2LXr16Yd++fVi9erUghnH+/HnkiHbCL126hN69e6N3797IycnB66+/jt69ewdUoEM32O3AAw/I30Wdx+ZteB+VVWZUW+2e5wQ5VIxYBt4zUhMtWgDp6UJolkTm3d9iur4qASUk6LvGk8XCebBqYvFiV6iZFhuLzrANa4qb8dmiBfDddzg+eCwAoKz6KjCytFzQ2u1cqGdthFjooOdCjFADebK0Q1XXTZqE/W9+iNw4qdBDSWIKHp74DxwcOFpV24KBQIzFY87SPw2iwpAcx2kVFFwFURNaojhc8ODBg+jTpw8A4JSz2nNSUhKSkpJw8OBB4bxAybrPmjXLa3jgJrewpLS0tKs3TOyVV4CalORYFk3LCjEg+xBKq8YhMizEd3loOeHa8Zs8GQ6WleywsHBes0uWAEajyJOl8ju3bAHKynw7d/p0fe82vvuupwfLHbudO++JJzxyiPyeiiZNwpq0/vjs9U/RuOIy3v5bBmeMGo2I+/YvAEBpdejnZLmjamrfsgW4dKn28xwO4KGHgOXLVXyZfqBZUFso/FIdkv5T2XWHB43Bcw/9ByPzj+E/45sDTZrgreKGWLMzG+1DNGJHgvtYVNmfVrsD1VbOF9i7ZQIqzNw9JlRTTAKFYiNr48aNgWgHoSV2uxBmVBuNyy+jtNqKxvGhV5BYzNVqa3vg9IwU3/swkkryhcPVqU0RtfQdj4RWRjbKXQFKcqycuZa65ZSPNZmc53kRv/WLwiobdrTsgeu7NwFG9BGOx0dyCkelVVeDJ8vtuZpV2f/+5/u533wDfPCBvjcAfMSjD7WaF+12NDpwAExpqeAND4X+qo2rdhM3AKjtybOFFXAYjEi6YTwwmSvX0nA9V7OsqCL0jSythYGO5Lgkyls1isHRXG6ztLAs9PtSS1QVIyZ0ypYtvqm5AciPbRiSu+B076uBSZMw/Vwi4nZloWlVCS5FJeCGR2/DnUPaCKfIebL86lNfc6ySk/UdKggAbdsqOs8jvE3FmOR3D5NiwyXH46M4I+vK1WBkaZVPZLcDH3/s+/nl5dycOmKEn1+oHzwVLzWYKL/+GqYHHsDQK1dcx5o35zb6QlyFzKP36L6jCC27a9MxTj23YYxrjuQ3oa6KcOpaniuFv+e0TopBmNGApFgKF/QHxUZWdXU13nnnHWzcuBH5+flwOKSphnv37tWscYSf+Og9KI2Ox87mXUNyF5wSvGvmisWBQy17oHOTeBzJKcVANwlwvv8MDCMYC34tyPg8MHfxFeF7nHlf776r/53vRx7hVARrChk0GrnzoO1Njy+1wMfF8yQ6FxRXx06tRh+0ZQvgYyFJgWBQvfQFrT1ZEycCP/zg6e/OzuZERb77LqQNLcpxU4cmwhdOTEZuFDZNcEXlxEVyS9yyENxIdsdzU09df247yaWbtGoUDcB17yHhC2UoNrLuvfderF27FpMnT8aAAQMClntFqMBH78Hq0beFrDIZxcrXDP83b5MUgyM5pbhcKV2k8wtaBhDcWX7N2aI8MJZlZYMPrZlPIWzyZD8+vI4JD+dk2hctchmH7mRmcudB29AsXgWU303kaeQ0soqvAiNLswWtPwaT3lUvfUTTWfCpp4Affqj5nAceAG66Sf8bKH5CpUJUwso+9IsTeZxKaJ+WDYVjvKe/lDxZisktrQYA2J2LAf7eU2a2odpqD/k8fq1QbGT9/PPPWLVqFYYMGRKI9hBa4EN9HTRqhK23PQAcyAvJREZSffJOtdWOcmcSa1oSt0vFP+cRFgsMhM70uwudeWAVDz2K2IJc4XBhdDz+OfYRPPfc82jh72fXNQsXgmVZON5YDCPr8uKzRiMY9zpZbm9VswBzhQtKjSx+EXF1hMNo5J1WYjAxDDeX6j2U1Uc0MwJ8UdoEOPGlTZuA0aGp7qZlSPDViNST5f/nlFRaYLFz87F4juQ9WaEYreOO1vmWv+znNqPGduHUu+MjTQg3GmCxO1BQZkaLxGh1X3CVoNjIatasGeLi4gLRFkIrxCpy8KLT//77aBQWBSA0Y2ypTpZ3+F09hgFSG3BjoLzaPVyQQyrhrqIXJ03CI0WpsGz8HZObmjD5hv64ebsVF0oteKA8uCbsK/NfQT92MO7+cxValuTifEIqHvrqDTROipeeqOEY5MMFk9zCBV3CF1dDOIzHEf8+qJYQVg+cipuhgOdCzM8+fPdd31dxIWxkuUP3Gf9RE21yurBCeJwS75ojE68mT7/GnxcXaUJZtQ0dU7j1PsMwSI6LwMWSKhQG2T27PlFcJ+uNN97As88+i3PnzgWiPYRWOL0HBQ2Spced9XUwaZIoxjb0JiDyZHmHN6hiI0yIi+D2WSos7p4s7n+DgREsLb+70G4HNm1Cz+1rAQAnR1wHjBiBxAbcJB1sMd4FZWbYTOH4btgULL5xFpb3n4hSh+dU6p5D5O8YZFkWRc5wQfecLFfOQejv1Lrj9zUtKl5a40e0aAF8+21I5RRpNi/6qrQZ4gRMrfEqQStPFj8/9mzeQJLCkuz0al2utMJqdy9VHGJoWBy02moX8tg6NXFtHvLCS4VXgyS+Rij2ZPXr1w/V1dVo06YNoqOjERYWJnm92EdVOyLwmCfchEEPmDAg+xAWDWmMFl3bSqR1ebd6SIYLkuyTV/jJMy7ChFinkVVuloo58DvcDLzkHvnKypXA7NlAdjaedB4yb/w3sPQdJMdyQYLBNmEXiJT+zDYHSqttsjH/Wim5lVbZhFCYRjHy6oIVFjtsdgdMRr/qywcFmodmJSaCcaslaA6LxIoe49B0+lRkPHJryHiweDTLa/NVaRMICVVGbwRErfEqRU3P8eGA/HzI0zA6HEYDA7uDRXGFBSkhXKpGy41lfk0YbjQgPtJlJoTymjFQKDaypk2bhosXL+Jf//oXUlJSSPhCx1y8XAWHwYgdLXsg9aHrALcFGL/LUxBkngTfoJudN/j8q9hIE2J4T5Z7Tpbzf4ZhBBl3xZP2ypXA5MkebwzPywEmT8bQzNex3tQx6OTHxSIUXPmDKln1Kq02FgvKuQTkuEiTR7JxfKQJDMN9V3GlBY3jQngRodUl7WVcAkC4tRq7WnRD2/a9kRFiBhagoRHwyCPAk09yxZprolGj4DWynB54bNrEPR8xgvsnGhfkyVKHVv3Fe/L58Gkeg4FBYkw4CsrMKCgzB6+R5c9YVPF1rntcuNQzGBfKa8bAoNjI2r59O7KystCzZ89AtIfQEP5CSWsUjTCZHe5Q3pWgm593ykThgoInyz0nS6R74ZpjFXSi3c55sGQ6nmFZgGFw8yeL8OLM/0O5ObiMrCIZEYqSSk9vnFY3vYIy+VBBADAZDUiMDkdRhQVF5aFtZHmEX/rTozWMS555G97Hkqm3KP/sIECzeTE8nDOyvChtCsfefz84vYErV3LKiGJP58svc0bj++8LIaR0W9EQFZ3J1/qMj/Jc0ibFRnBGVrCuc3wei9p5+r2VDAnlNWOgUBxb0qlTJ1RVVQWiLYTGeLtQePjjRRUWODQrQqMPtJYzDSV4T1ZcZBhiIrgFkKcnyxku6G8x4i1bahYWYFk0KMzFgOxDHgae3uHbGxdpEoQoimRCHrUK3/CmLMjjUhgMrn5UiiaLiFrGJQOgaVkhEvf+4ceHBx+qPFsLF8L+1FNwyAQU26JigrdG1sqVXI0vt1BSANyxW27hzgFt3qlFkpOlYizynqw4N08WEOT1nVSMRTX9ueFIHgDPe44rJysI+7KeUGxkvfrqq3jyySexadMmFBUVobS0VPKP0A+1Lc4aOS8Yu4NFSZCFbNWGZipaIUi584YUG2lCrDPeutxik/QRXxuDYRhhCaWoB32sRdS4/DLKzMFlHJRbXJ7AhtHcTV3u+vFUuPRvDPLXcbI3I+sqkSnWxDN48aJPp5lCpfiwGw6N89ouPPsCOj75HV4aeQ8uDhiIrMHX4Y5bX8Tir/8ITgPLbgcef7z282bPBux2GcOf7jNK0Er4oriCm/sSoj2NrKAVa1A6FjUcenwOsPt8kUThgopRHC547bXXAgBGu0mysiwLhmFgt9vl3kbUA7UZWWFGAxKiw1BSaUVhuVmQOw0FPBOSCZ5SGeELlgUqLXYhR4tPtTAZGNgdfhQj9rEWUX5sQ8QHmQeG92TFRJgEoQk5b5xWoVm1eaT53duyIAu7VIomnsGCAp9OMxb5dl6wobUNUFjOKW2uGXc7enQuxxZzK2zbexEGZ2HYoGPLFt8M8exsYMsWsGxzyWG6zyiElX2omIIa1jrJwRripnQsQhqWq074gjNIM7pL7+Ouvgwyg7UeUWxkbdy40etrBw4cUNUYQluE2jpejCwAaBDFGVmhtgtOOVne4XOKEmPCERVmhIHh8l0qzDbByLI7O8wg8mQporaC2AyDysZNsLN5V1wTZJ4sPrQyNsKEcBNnjcrllWll6BeK1Azl4PMQQr5WlhaeweTk2s8BcMEUI2wchhJabz4JXta4CADlaNc4BgBgsQWpXLYSD2ZODpDqZmTRfUYRUk+W/51XWMNGFB9OHXRrHIVjkWWbSQ6pEr7wUpcxKZhDL+sJxUbW8OHDJc/LysrwxRdf4MMPP8SePXswa9YszRpHqEN6A5THVWcntBZodLPzTqGo5hLDMIh3GtolVVY0dqov8eGCJiMDxjk0FC1qRQWxWYbhxC54nAvXk/94CY5LRiFHLFjg5e5jI01C7RW536BVyOre8yUAvG+WNIjijK/LMuIbQYPFwhW4PXWKkwd/5BFOXEGEJpd0s2a1nwPgUkwjXKmyIiE6iLz7vvShljrPAApESpsA0NVZU2fn2SAt5eKjB54/l3VoYPi7Y7cDGzYAK1YA5eXA0KHAY495/C1DDXVqeN5DquODdY2jdCzmSg+pMVoP53CpP+79yV/nZWYbqq12D7VbwhO/i6ps3rwZ06dPR5MmTfD6669j1KhR2LFjh5ZtI1RSIJLh9AYveSpX5yeYoXBB7/A3pEbOCVNQDBLtTvFGlpFxVcpSPGc7C2KbU9xuFs2bA99+i6obbgIQfDc/3msVIwq3lJVwr+W5r5zM50KvGnoJ500O9mTkZ54BoqOBv/0N+Pe/uf+jooCnnpKcpokkPu9hrYGc+GTsbN41uPpTrg+jo7njIrQWBHJFS3BjMCWem0tYVn7jQfekp/tmiDdvDqSnax8xsXIlkJAAjB8PfPop8P333HUQGelxPYQCWuRkORwsiiqkxr4YwZMVbGscpWNRo1WOON+qcby0P+MjTQg3GTzOI7yjyMjKzc3Fq6++ivbt22PKlCmIj4+H2WzG999/j1dffRX9+/cPVDsJP/Dm8hXDe7JKg2yhWxskfOEd3iBo4Lz5JMjchHgjy2BwhUv51YWTJuGn77dh6rR/IXPiM8DGjcCZM8CkSYLwSlEwLWYBVPCerAijqJiznCdLvVJDtdWV49qnZUPZc4I6GfmZZ4BFi7jdezEOB/DGG8DEia5DHuGCfsB7WBkGsgFtDINlN8+Cw2BEfrD0p7c+tNu54yJDS2ujwD2UNa1RtPBaTkkQqhAbjcDbbwOoZXy99RZgNGprtPJKcuUy+Wws63E9EByXKy3C/aqRzIZy0EbrKB2LzpMMKiOczxdXCo/dS4IwDBO8OW71hM9G1o033oiOHTti//79WLJkCS5duoR33nknkG0jVMCyrJAM6k2VDAASnKFGl4Lxhkj4RbkopwgQGdqinB5+QWsyiIoR+7mEyC61YEfLHsC0aZICiokx3LgsrbbBZg+eHA5XTlaYS53RJ0+W8v7jd2jDjQavHumkYE1GtliAxYtrPueHH4CvvwYgJ3zh55LW6WEtbOCWn9WiBfDttzg6aCyAIOlPX/pw8WLuPABa+/T5jTzeK84wDNomc3lZQVuXaNIk4LvvUB2f4Plao0YSaXrNjFa7HbjvvtrPE10PoYAWlWP467RhdJhsPdCgDqfmx2Jcgudr7mPRedjA+Bl54iSvtBoA0KuFzHciiNUa6wmfc7J+/fVXPP7443j44YfRvn37QLaJ0IAys01IPq4pJyvRecGsO5yHZ6/tVCdtqwtI+MI7rjpZ3OUvF05h4z1ZYgl3P/tw7WGu5kYjt3A3vkYXAFRY7GgQ5Xf0cp3CS87HRBjhcHC/QTZcUIMxWCAsYsO9ijAEbYHId9/19L7I8eCDwC23aFbcGQAwaRJG7olA9zP78c6IVCR3aM2F5xiNSPp8L4AgSe72pQ/tdu68J57QtJYOIPJkxYTDXsgdS4qNwKmCiuD0rPJMmoS3wzti36ffY9B5TtCrzZTrccPjt0uKK2sVooVNm4DLl30713k9BGWR51rwR2ymNhVlseclKMVsJk3Ci7bWOLtyFYZcOAAHC8SMH4N7/zlTOhZFYlXcyPRvbK4/In+/5kkO5siJesBnI2vr1q34z3/+g759+6Jz58646667MHXq1EC2jVABv0CIjTDVmJyY6hQ6CJfZAQpmPHOyyMri4b0uvCfLlZcn8mTxOVkiT5a/HOGTaN2M/QiTEWFGBlY7iwqzTQhf1Du8JysuIgwG52VTXGHxuIFrUZOo0AeFUL5W15VgU886dcq380pKnBLFKQA43RSWVbdxUmG2ocIO7GjZA9HTxwMRrlshvygLCk+Mr33oPE/rzSdelCU5LgJ83r1Q/DXId7oLqmzISuuFrLReAIBZXdrhBmNtMtl+duimTb6f67weMGKEf9+lI+R0WJTeb2ozspLiOGOh2upAhcUu3PeCCX4s5vcfglMFFbipY1MPI1voSz7yxM+h+MdpTrQmMlx+3Ri0m3r1hM8r62uuuQYffPABcnJy8OCDD+LLL79E06ZN4XA4sG7dOpSVlQWynYRCaqutw9O3FZfncSwvtP5+5MmSx2yzC4UG+VA33rgpEYVT2MVGlh8i7izL4lRBOf4879qdTW/vKZ/NS8ZXBEmSvMXmQKWF8xzERZqEG47F7vAoqqxFDpEvCqG8J7Ks2uZ/CF190Lat7+fm5AgdaNBgJ5rv16gwozAGeZKDSabY1z50nqelIFB+WbXwuFVilPA4VBZhfPsbO8dDmYxwgsZijb4TKsWyNfBO17bWiQ43IdppMASr94UPG2/ViAvFlQtPd82Pzqcqx+LQdkmyx/l6qsUVwb2JUlcodl/ExMTgnnvuwdatW3HgwAE8+eSTePXVV9G4cWNMmDAhEG0k/GDjMa6YpjeXLw9/Q7Q7WBwPIUMriJaadYp4co4J5xaXjWTU6Wwyniwlk/bXuy9g9Bu/4+Z3twvHOqbEeZzHtyFYlMiKKrg+MhoYNIgKQ4TJIHiB3UMG+YLORgMfI698VLqrt8nBh33aHaxgAAYFjzwCwRVYG02aiHIOuP/VXOM1LcySgkmt8ZFHag8bMxq586CtEZBf6uqfRiIvQlAZqTXA//3bOHPMZD3FGnirASj3SimR99YxWuRZ1lSImMflXQ3OMcnX+GqWwG1muG/oATI5WX58D8uygvE0qE0j2XPinJEvwXLPrm9UxYh17NgRCxcuRHZ2Nr744gut2kRogNnGLbZqu9BSRBKdSzeeDGCL6hb3yTqYNvgDCT8xxoQbhcW/S8LdtTPF138KM4rUBRVM2//NOgeAMwCaNojEg8PbSJQKefjQjWAxDvg+SooNh8HAgGEYkXqVdBHGj0GjipvexmP5zu/zvoCICjPC5OzboFLQCg/npMZRS9+0aOGUy+bOYhj/jVaemgo8B5WQSHg4kJkJoAZ59sxMocaSlp4Xvg87O2tj8QRVuGUN8IZ4B+fmUHGlD54sf03/ESM4IQNfcF4PoYg/vbfemfPLhwXKIVemJJjg5/UmCVx6h6zQkiQnyz8qLHZUORVtvXkGaxJ7IjzRJBHHaDRi4sSJ+PHHH7X4OEID+BvEdd1SazyPYRhkdOfO+e1IfsDbVVdodvMLMXgFQX43CpDf5TM7RVMiTEa/hC94+evZo9tj+5zRmHNdZ9nzePGLYNkVk4v/F4RDqtzDBbn/eWeNPwvay86FXbSX+HiAu4aFkM+qIDAMxLz+OnDTTd5fZxhgyRLAaBT6U43RyuNeRFdM0CV2L1wIPP00HIzb7dxgBJ5+mnvdiZbCF968rPxiN1i9BoCz9pJzjPBGpNwCXbOwdKMReP99sKhlXIuuh1BAi7tylRC+7T2nlx+jwWr486JUvCdLzqvK96Ur8kR57/JjPDrcM4yaJ66GsiWEJ6GldkAI+JLLwfPw8HYAOBf0BVGNhGCGcrLkcRUidi2MkmR2nnlPaITJ4PIc+Pgd+7NLhAXYNV5CDniCLSerQEaIwiWBL73xOdw8WUqXFFa7A2cKKwAAg9rKx8fzCCGfZUFmZAHA999j3fNv4UpEjPS4U1LdXS7bz+6UUHO4IHesqMIcPDluCxei/z++x4uj7sPHfW7Ai6Puwy9/nJQYWICMUaXi5606wOUFufehMJ8Ei5Eqw5UqqxAy3TGV82TJLdA1LXo/aRKKPv4cObHycybbXHo9hAJa3Kd5g2NQm0Sv5wRzCKvF5kC1ldv0bJMUC0B+A8NVJ8v/TaidZzjRi5rWjXz0iVzIIuFJ8MmsED6xw6kQU1ONLJ4uTV3hHusO5+Geoa0D1q66Q8ObXwght7jkx0hZtQ3VVjsiw4yC/D9f3R3wfWfsk+3nhMcdZPKwxPA5WUFjZMl4shKinYnAbnVYXJ4s/+qWiItCdm0aX8OZQENnG4LOk+Xkz8Hj8NDjaRiYfQjJ5ZfRuntb/O3F+2Tlsl2LCC3CBT3nR95gtdpZXKmyCn9fPWO22VFsM2B5/4kY0q4Rtp0sQkuzTP9oKIPPhxu7K9PyY9HdsxtM8OOjQVSYIHzhvokCaL+Zd+Ca0bj34eUYkH0IX17fEtbcXDy1KQd5cY3w2pJH0apxzfNAsKE24qTKYkeF05OVEh/p9TzXRmLwzY98fS8DA7RM5Ip9m20OmG12RJhc86NDCBd0HvBjLPICGxVm7+H7rnDBIFOzrSfIkxWCHM0tFR43axhVw5kcRgOD4R045TdebjvY8bjZkZUFQN5IiI9y7bXsOXcZLOsSUIgMM9YoqcuyrIfxteccZ+Df1q+FxEiTI0YIPQiSnCy+/+LEnkDucZHbDdw9Rl7pENxzllNmTIgOq7EMA+AKlQmqnCwRpVVWOAxGFPYbjB+7DMf2Ft09JYp5T5YG3ydI48vs2EaYjIh3LiSCxRvD54+FGRm0TeZ2u+U9LxxalAri+2ZUp8aS4/w1XWW1B1WRcTHiUMi4CO7aMtscwuYTj9Zh6QVlZjgMRoSPGQ3ccQfCnnwSe9MzsKNlDxQGsdHqDbU5gvx8HGEy1CjNHsyKl65aiRGCgQN45kR5erL8CBd09s8tfZp5PSeWwgUVQUZWCJJdXCU85iU/a6N9Y+7GHCwCBLVBNpU8cjv4YvGGOz78A63nrMKiNccAcOqUQoy322dVW+0Yv2QzpizLEupqARB2Fq/rXnM+IADEOnOygsWTxS9mxR7iBjLFnAGZnUWFbDjKJXSn1rBDy8MbynK77cEAPy478fkvMjvOgtHqp2dQDF8gO9mLaqOQlxUkizJxPbVkGSEbHg/D389OdDhY/JV9hftON0PVvch4MFIgCreX/B6z/MLWdUDd964+yFUbE+e5JYdA+KVXVPbXnnPcRlRyXESNRYaDLs9ShPiebTQwiArj75ny15aaYsvf7L4gfJc3XEJPwXHPrm/IyApBjudzUuzuO4w10bNFAgBg+6nCQDRJc84UVuCzP87J1i4BIFn0AyR8weMtWX1ER/mxMqitKz/AfUGx62wxjueVY/e5y1iy/jjWH86Dw8EK3+GuOiZHTJDtimU5rw9xuKXLi+RuZHH/G/00Ck7mlwPwrR9dBaWD08jiBT7aJMU4n8sYCM7//e1PHrF3pY3T6+NOUCkMQroQa+gs21FTH/ojZiPmbFGF8Ng9JDjCZBRCCINl88SdQpEwisloEBa27vOU1jl7pwq4a94k2pkJ5lC32lDryeJrtdVWiD0UPFn8PVsI1/MyFv2tk5VfVo1Sp+FUk1Ijv6lYabELuduEdygnKwTZe64EgGvHwRf4SehypRUOBysrt60nHlyxG8fzynG+uFJWua7eikTqHG+CKA2iPMfKQ8PbYkTHxqJixNJO/GHfJeHx279x8v9Lb+8jHEuspUYbEFzCFyzLCouvRjGicEtB+EK+GLG/4Ru86MXozrVvlvBtqG2xoVd4D1xzZ3gzX1hZvCurtj959l+8Ijxu683ICrKdb7EkfbwXzyrgHlLk/9YTf+3HRZgQG2GC1Sr9rpgIIyyVjqDZPHHHXeAmNtKEKqvdsxYeL25jYGB3qN/KO1fE5WGO7pwiHEsKYtGG2lAbbsnPx7f1a1HjeckiI8t9XtE7QvSEcxzERphQUGb2NLKc/3uLPKmN1349JjyuSbCqQVQYwowMrHbufsgrHhLykCcrBFl/hAuFadEw2uf39GmVIDy+cFn/CoPH87gdv//7/bTs655SxQQgH+4GACM6SBfyMwan4Z6haQDgtRjxt3uyhccJ0dzC7tHP9wrHwoy1Ty98fHeFRf+LMbER1S+tofA43osni1Xhyaow2wRPWN9WDWs+Ga5isO55YcECv3jlc0jlCiu7PIPc//5unOReqRYeG71sJiUH2c632CioKZxHq5ysXw9yyoLtUuSNVG+77cGC+2aUN9lqj7ICKnbzzha6vIPiaz5U6o7Jofa+vHIvdw+Sy60Uw3tmqq3BZ/gLYlWxLiML8NyY5A1+k7NmiNKh+J2zLwe2TkSTBt4NJ4Zhgr7uWF1CRlYIM7AGSVN3xCo1R3PLAtEczfAlmdqzGDGZWYBYuEF6UxrcrhEaOg2lN6b0xAsTuqJxHJcLJOfHqhQZRV8+cI1HPbZ7hvimUMnnEgWDB6agnFucx0WaJEIUDZz9drnSW06WcuGLbSddYbv836EmgjkcBnB5XRrHRQqhUu6eGLVCIjy+1BDkvbCXK4LDaBXvdtcUOuqZk+Xf9/GhrGNEHhcxvGposBYsFYwskScLAMrN8te4v94DMdtPFQmPG4miAELak6VSnZEf9/y9yxvR4SbEOGsNBksIMI97HjWfI+guoe5Rl1HBaLSL0iuev6FLrecH+/2mLqFwwRBDXOeqlzPPylfS2ydhy4lC3V84By9JFRBLq63CwoKHxAU9sdgcKHEaAu6JrdHhJmx+ZiRKKq1okSj1gMqFVuw7XyI8Htg6EQPSEnHg4hUcvMj9bZ6/Qb74sDtJNSTp642CMmnYBo+3G444lAhQZui/uf4EAKBTapxXb4u0Dc5im0G4EHM4WGF3OT7KhPioMBRXWFBaZUOTBuLzuP8NKt0wNcm388QFmSdGrBraIEo+fBWQCylSPjNmX64UFnS8Kq073nbbgwV3FVH+97j3qYeim4obDf+dE3s1lcy5vDiL3u/LWqCk+66INrUG11JHEOCM1YqiShSWm9E6yTdBMD3gbSx6irBI6zIqGYuHRWuqTqk1l10BgltIpK4hT1aIsflEgfC4pgrocvCxtXpf8F4qqZI8v3i5yuMch4cnK6BNCgqKKrgJ0WRgkBDlOTbiIsM8DCzAM0m+0mLD7R/+AYAzIBiGgcHA4L07+mJCz6b4/L6BPse8yxVC1iveFud8qKS7N85d+MJXbHaHUEphbBd5T4E7QrHNINulBbj6YvzYahgdLuxKF9VqtPr3fb4YWcEmU1wgkqTn61RdqbLC6u7118Ao+P246x7jrX5bsIcL8tdygyiuL3kxkaIK+TINwphU8Z38uGzuFuYfbEqXSvD0ZPneg1/sOi88lrtvuROsRbJd4YJcRIM3I4v3RvmTT3+xxLU5b/IhzJ/f1Ft/JF/xd11tkCcrxOALmLZIVJ6M6Fqo6XsScm9fTdXPCRe88dwoNlzZRCzkZHGduu2kK6xl5uA04XGLxGi8Pa23ojbxhV8vV1p0K7jCsiyO5ZXht6PcDcU9n03s9RD/Bn/Vng6IhBnuGtTKp/fwIUXlZldB6WChxKmCxyVUG5AcF4FTBRUei0pPo9W/i1yuILc7wt80SMLdxMIXDaO5sgssy11X4nBT3nOlxhkovsd420wJNtVQd/h8Nl5QxluOnhCi5TZH+sPpAi4ny135NZi8/UpRE3Hy9S5ObrxxLflYPMGWZ8nj7sniry1PERbuf6Mf4dS8cuU4Hzf1+E0ai4+pG0dyygS106TYCHT0wVsWKpCRFWL8eoCrs3FdtyaK3xssOz3u7ZNrL4ULeuLLDn5N8H249hA3xmLCjXj2uk6q2sSHebIsUG6xeYR96oGsU0WC5w5wGYY83n6Dh4S7j6Nw4zHOU5AYE+5TPhbAJeaHmwyw2BwoKDP7tLOrF/hC1PwOrTf5dLUSxTwFgjy3d/XLWGcB2mAxEgpFyfEGA4PYcBPKzDaulo5oPcPvdptUbGb4co8RhCKCxEgVw7Ksy8hyevyTveRFeXhXVXzvVmceZqNY+XDkKqsdFWabsMgOBfxVAT5fVInTTqGQf/qQQwS4jJRgym2z2h1Crm+SR36gd6VLAIomSLEn3BfGdE7Bl7sueEQbyLHxWD7u+Xi35NhXD1yDgTUoGIYSFC4YYvD1PFr6scjibySrnYtoveKLJ8s9XJBcW77t4MvhHi6462wxAGBIuySfFARrIjLMiHAT9xl6K6R78OIVPPDf3Zj34yHJcfdQy8gwV10gfnHGsqywoDUqVHsyWzmjg5cz9wWGYYJWhYwPe+GNLG/x/lotaAt9WFDEBlHBTYeDFZLgE6KltXRqr92mvBd5T1ZN9xi+HcUytbr0TqXFLly7vEeTrw3kLSTYoFL5wuFghb9J5ybSXf6YCBOinaINZ0QKhKGAR3f52H9fO4vmAsAYH0pcAMFZbyzbmQphNDBCGDD/v7soj8Ph//zoLvRSGynx3ObfoUulniHJIvacuywYWAnRYYJn+Lb3dwjKkKEOGVkhBn8D9EX22Z2monoHdod+jRJegKBGtSCScPegwE9PFuNWl8jmHBvpXpLelRKvwwWtze7AnJUHsPZwHk44ldR4rpXZwed3vPnQN/HlE2ZUlv+SW8qpGCr1RgerChm/I8urZnkXEuH+N6iQy2ZZFhedOZ01LSiCKSerzGwTxhZvFMR68SSpVWgU98ew9t6vf95LWBwk6oxiSpyGVJiRETYtvdce8z8PRszlSotwz23VyFOUgX/t0KUrHq8FM56lVnwbkXvOXQYA9G6ZgOhw3zx7wSjWsD+7BAD39+eNJ295zJ4bKL5/D1/WwldPljgdhd90lePNdceFxw8Pb4vpovSCzK//Qmm1FQVlZpzIK8OZwgphfuLn6VBQhQ4dvzOByxUWVDl3wf0JCesmSmK+XGnxO6ws0PCTS+cm8dh97rKXcEESvnBHqCmi1Mhye87voA3SyN0fHxmGwnKLrmTcZ3y0S8iNuvOalujXiiuHkBIfiS4yyf5JseEoLDcLBr/N4drdMyncWeQLvdYUziYHr0K25lAexnX1Lk+uNyoEI6u2/Bf1Eu7nReqrPuVkmT2LIusN3lsVbjIIuXiCJ8tLcry/4iH7L5QIj1s28u7JCracNjGFoppj/N/dW+0x/jI3MspCgt3h72mJMeGy0QF9WzXE9lNFHmUirkbMNjuyTnN5wVP711yEWEwwyo7z99qeIqVob0qy7vOjElz5xr7dcxKiw9EoJhxFFRasPZQnq+5YbbULIbCT+jTD9MFpYFnuHvrP7w8CAHq8sFbynoeGt8Xfr+uEl34+guXbzuCpcR0wa1R7xb9HT5CRFUKId9yVLtAATlUmMSYcxRUWnC2s0K2Rxd8EeSNLNlzQQ1SLrKxTzsTqhFpqirgjzNksFyNeYeENeeVjTI6GMeFAYYVuahIVV1iEm0NchAmzR3eoNcQyOS4CR3PLhLEp9gTzak2+7MqJz0lTKDPMLwi/25uNeRO66DK/TQ7ByAqvOVzQvbizP5wqcM2RNYmD8OFhdgeL0iqbUAtNj/Cy4uK/N68s627keIS3KWTH6aLaT4Irp83dyAsG5HJXvdUe00rx8pizNqW3ObV7swbYfqooqLwwvsC6beH50n9/XXB588Yr2EwKRiNrq1NkqmdzVy0LvoafZ+iqfyVDxOF+7VN8F6TokBKHrNNF+Hj7WXRMjcO0AS0lr//vz4vC43k3dhXm2zsGtsTOM8X48a9LHp+57PdTuPOalli+7QwA4PW1xxFmNAh1+RysA/YiBhk+t7L+oXDBEIKfPPq1auj3zisf2vRXtj7DEliWFX4nr1AjFy5IJpUUPs8H8F7bxhsMXJ4D8U5urEYJ2En1VAfGanfgSqVV+McbRt/uccX773xujE85bO4hHDaRkSWEC/rQJvFGiTd5bG9M6t1MePzjPs8bmF7hhS94T1YjL6Fmwk6tigUtr9A2omPN10BkmFHwXug9x41fbPGFvQGR8ISX5HiT0T/PyzmnJ7C2PJjYIPZkCSIAIoOHrz12xaPgOPe/kJLl543nSA5nZJkM8kuyYDQQakPOCPCl+9YfyQPAbRbyuX++0Fi0eRMsYWj831u8IcRvoHhVF1QYObFP5J1OkwlV9cbkvs2Fx3NWHvCYr5es50IFmzaIFDatAG4z8O1pvZHe3uX9GtrO9fjZ7/ZLPmfBr0fxzZ5sfLMnG9/tvYSjJfqNKpCDPFkhBK/6psYD1b5xHPJKzVhzKBf3Dm2tVdM0o9xsg9nG7bzwBQXlCl5SnSwpR/Nci3dfig3KwbIucYqYcKNP9TR8oT5ULYsrLBj35u8SA71tcgx+nT0Mr6/lbg59WiYgKtw3KXR39TG7XeTJ4hdOPozBzaIaRL7mGvCM6ZKCmHAjKix2rNybjTuv8U3+vb5xCV9wfR3jpQ6MsFOrQmNg1cEcAL7NkcmxESirtqGw3Ix2jWP9+La6QfC8xLh+U6wg8+xlt9vPOll8KGvvljXn/AZTTps7ggiAaHOlkbNvS6ttMNvsiDBxY5U3Ug0qwwX5v5NcKDIgUsYLKSNL7ljt/ff+5tMAas4JlIO/5s02B8rNNsV1ROsDflwMbJ0oHIsXhTKLc7X8vbY/23EOABcSqyRK4IaeTWBx5i4DwHubTuK56zmlx5d/Poy8Um6s/j2js+z7/3Vzd6w6kINwkwE3926GXi+uAyAtEcPTpEEk7hrUCg67AwVnj/rcRj1AnqwQ4rCzgKma9IEOTnfxibwyLZqkOfxCPDbCJEyacjdyEheUsvd8ifBYqZfTJZzlkjbW8gZVH6pPaw/lenhATxVUYOXebFicRrx7+ENNuHvjxJ4skwIJdz4PrFUN+S7eCDMacKezrhav2BgMlLvlZPFKaqW17dT6cVEfdXoMfFHF1HNJi7zSary76SROFZTLGgV8SLB7Dg8fRm1QqdDYQxS+JEdcEBcj/uMMl8gvNsS5Gm5cnxWJ5g33EFa1BbJ7eulXPY9Ff/FQAEbt49Ehmldv7NlU0fdFhRsFsawcp9CD3uFD/MVKnuJ7L2+EsSzrORZ9/A5+vPcS5X35QoTJiGkDWgr3qg+2nMHJ/HIsXntMEirorfZWi8RoPDi8LWYOaY2E6HDJ/BVuNGCA07A0MFyI4SMj2uHBYa3RJym4FnPBcycmaiWnhJs4RnXyTdJUDj6M5nKlVZcu9UJRjRtejUz+Rs7W8Ozq4+BFzgD3Ve5WDpaVD01SS30UwV53mAs56dMyASdfuU64UfzduSsHANd28yfenxufYoEBJaFEfEHSa/0Urhju3N0NpsWYu/CFOLforEiymp+P1IhQ5JVxc2Rt4YKAvr0HL/18GAtXH0PmV/skhYh5+JBL9zo27rvdSjhf5BIN6VnLgiwmiOtkXXCGRPIhjwBnlPLeLPF4cIkNcM/9vc8UlHnmgYnhjxcFkfx4bcj1VW1z5KFLpcLjYR08xRZqI9o5Lnee8a6IpxcuiER6Gse76iWKN9D4tA6xmq1SpUtezdbfyIcXb+omPJ72wQ68/dtJFDlDBzc/PbLG3Fcxj49qJzw++tK1+PrBQTj5ynU48UpGUItfULhgiJBfWi0kGfdPS6zlbO+Ipd9bz1mFDimx+O7hwbpxrYuTkuOcydUWmwMWm0My+bgr0OvRYKxL1jrj2FsrFFMApIvaogqu/xvFaCeKUte7tOVmGzY41ZSGtEuCyWjASzd1w93Ld0rOUzLmeUNx68lCrkaWJAnZt53F/NJqwZPVo3mCz98t145TBZyQSMMYbcRJAkmFRVonS1xs9WJJlSAAwl/C/hYjvlxhEd7jyxzJqxz+vD8HheVmfLTtLGYMTsOWE4U4mV+O2WPa46HhbZU1QiP4TYK/sq8gX6b+HW+oesvJ8iev7RtRrmJtoir839Jid6Daavd5oaUHeIXe3i2kIZFJceHILa2WzFNqZLOF77PYhUgDb/mfDUQS8npXu/QVuSoxtXn7N59whVPzIZtKSI6NQEGZGQtWHdF9OPWWE4XC4wZutRnjIk0oq7YJmyhir6AQTu3DYFQ6J8ohzqfir43rezRBerukGhVI3bmlb3OUVFrRvXkDYX7SKiWhPgn+X0AAAH7anyM8VlLE1B33avLH88rx8Kd7hToK9Y24oC7vyQI88zeucptKQnYFUG3l4oT8qZ8mEhdEiTP8qGGMdkY3v+teUkeFS3eJdjH55N309kno3swVqnP3IGU34PaNXXlu5WabIDQSbjT47Mn6WXQND2rrnzx+C1FYCb8Q1zvuwhcAcE0b7oYv9hrwIZjexAFq488Ll4XHDX1QC4xwGgZ7zl3G0o2nUGmx491Np3Dg4hVUWe1YvPZ4LZ8QOPi8VMAV+tRAJALgrZgyv7A1GcRXtW/wIUC+bNTERZgEY1hPpRlqw+FghVyStCTpAlGutICnbLbyG8/e865x6U3dja/TZbWzwlwe9Phxkz7uTGNo72eO5KQ+nDhQhcUuCT3kyb5ciee/P4jJ723HR9vOIPtypcc5dcWxXM5r11jG8B7tjFbix6Kcmq0v8NLtgG9zohxGA+Ph2f7Xzd0xVUG4PcDlID82uj1GdPQ/2kaPkJEVIvywj7sBju7UWLX1P9ItlGbryUL87at9qj5TK8SeLJPRgAin98rbji3P1Wp0ORws3j3sMkb7+bFbxYh2xsrNUq+DFnirQRMotp/idgg7pcYJhT8ZhsH3jw7B9r+Pwh//GI35E7oq+szUBq5wjt1nL6PSwhsORpGRWvMg5K/hYR2SBZlepUSGGQUDZeWf2X59Rl3jLnwBAMlxXH+KvQZ87THeY61UZCDrlFMOuUWCT56AsV5yCXh4L01dIw4jEiPeUfYmPOGvJyuvtBrZl7kizo+PblfL2c7wuiDMI+LzmgFPb72cx929uLM/8PNRh5RYD48FT0y4UTBa3cVMghU5T1Ztl/R+Z3jcDT2U5WPx3D0oTXh8JLfU4/VHPtuLFTvOYfe5y5j/02E8/c1+j3PqCt67OVGkGsvjHp5uEcmwC/OjD9f2/20+BcD3OdEbj4xwefTfmNLT6zi+Ggk6I2vp0qVIS0tDZGQkBg4ciJ07d9Z4/jfffINOnTohMjIS3bt3x6pVq+qopXULP/kMaO1/qCDP38Z2wMRe0kks63SRIAhQn7jXMOEX6HzIEU+gbao954ox/s3NWPDrkQB/kzo2Hi9AhY2bPOdc10mV8iQLz/wZLRDXoNE6rHPnmWJcu2Qzhrz6G9IX/obRb2zCB1u4GhxNE6QeX6OBQdOEKKTER/p1w+EFG77efcFlZIWbavVk2R0s7vtktxBfP9hPLxYP763ccVr/eQeA/Jji84tWHXB592x23pPlX2jWxmNcqFGSjwZsn5YN0SZZ6rW5vnsTScL9uxtPKmtELfx+vACj39iEIa/+hrS//4KRr2/Cz/ulcvzPOQt5uiP2MHkTnuB375WGXG476QpdGtfFt3zBYJQd/3aPa2PCXTwmKU66sAVcHgShTIMf09eXO7kwzMZxkV7PYRhGCF92r9WlVw5duoJrl2zG9W9vkdSn45HbJKlV+MLZwR1T/fNkif+mS92u3UqLTVhH8WSdLqqXjRS7gxVCx+U8x0luarZW0dos3OjbJtTvxwtw3Kk6fH13dcXrh3dIxswhaZgxOA0Z3Zuo+qxQI6iMrK+++gqZmZmYN28e9u7di549e2L8+PHIz8+XPX/79u2YNm0a7r33Xvz555+YOHEiJk6ciIMH5W9SwUqlyMC4rpv6Ad6jeQKWTO2NNU8Mkxx/4qs/sf1kocQ1Xdfwia987Lq3BGtXkrzzuUZmV0mlBRuP5uOW97JwLK8M//f7admwg/rGandg8/ECfL7TlUfxoJ/5I+JIGPfCsVrALwitdlYSBqUFT36zD0dzy3CxpAoXiqsEtSagdk+FUviq978ezMW6w1w5hdhIk6TOmBwHLl4Rar8AwE29/Nul5RHPATZ7/W+M1IYgpiLK8+HzLcTGLh8uGKZgp5an2moXClr2TfMtZNZoYPDJzAFCvs2n9w7E0jv64J1pvQVP49u/ndRsEXa+qBL3frwLpwoqcLGE8xqdKazA0o2nsP5wnjDPi2X+ecQ1ZwBXMWBvxYhNCpPjeUGWhtFhPm+wuBQ3g0esYcNR7jqUU/lLdquFBwB2DdQaeZGA0bWIEvHeAXfFSL3y+R/ncTS3DIculeLzP857vC6bk1VLB55ziq90SlVWQ1DMkHbcJtaqA7nYfbYYLMviTGEF/u/307LnbxXlRqnBYnNg07F8HLzovQbpwYtXUFxhwT5RaLOcSI/7WLSKNqCE23Utffnyz4eFx1P6tvDlJ3glMsyIeTd2xQsTuvpc9uRqIaiMrMWLF+P+++/HzJkz0aVLFyxbtgzR0dFYvny57PlvvfUWrr32Wjz99NPo3LkzXnrpJfTp0wf//ve/67jlgWWfSJ67RaL/+VjudEyNw/a/jxIWFKsO5OL2D//w2FmtS/idpkRnTpC3sBhXkrw6aV13Zn3+J2Z+vEtyrESHOQef7jiHu5fvxOYTXIjU36/t4PdnuYwEVjZ/Ri0x4YHJ32BZFheKq7y+rlQCuDbuS3fVleO9ZY3jIkRGqvwgXLxOmtvTpIG6a1hcB221s3aeXhEXF08S5R7wCqlidTzeYAxTIInP89aGE8LjER18j/lvkRiN7X8fhc1Pj8RQkSHzf3f1FR5r4c2y2h24aelWifQ/z5GcUtz3391YsOqoJH9nx5zR+GnWUPzw6BB8OL2f5D1CTpa3cEGFdZ343I2benmGLnkjOcjCBS8UVwrzhZygSVKc5+8Rijv7WVYg54prfrpZJixM8v280Rok/bnpmGszQM7Ikq2TVcN4FKtbJvlQIN4b/xDVbZq8LAubTxRiwjtbhTmicVwE1mcOR4cUzlv22R/n/P4uMf/ZegYzPtqFG97ZKlFN5TmQfQU3vLMV45dsxhvOfM+G0WGy9wP3sWjl50ajwZVEXQM5V6qEwvfzJ3QNCoGkYCVo1AUtFgv27NmDOXPmCMcMBgPGjBmDrKws2fdkZWUhMzNTcmz8+PH4/vvvvX6P2WyG2eyaxEpLOc+J1WqF1Vq/i2n++93bsekYt/vGMIDNpm1eS3KMCQtu7ooHP/1TOPblzvPI6Fr3yYnicMUuqbGwWq1CiNaVCrOkX/h+MDCAHdzNUO3f7+Osc9h60nNX61D2ZSEPRi+syOJuDM0SItHIUInruyar+P3cjc9qs6Osmtt1jTJ5jkM1NIwOR1GFBXkllUiM0mYn7JMs182xRcMojOiYjKJyM/LLzBjSthEiDOrHhJgeTWPRMDpMstM8Y1BLfPoH50202e0e35dfZpZ4Jt6Z2lOTNoUZGVjtLD7ZfhZXKsz47s9LiI0wYu4NndEqsWbFJ2/zTCAoqbQKu7ANIgzCdyZEcvt/BeWu65pfSPAppw6H73+/9zZxuQfR4Ua0bRSp6LclRhmBKKPkPd2bxMJoYGB3sFix4xw+3HoGLRtG4bVbuqFLE+W77Cfzy4Vxc13XFHRtGo8NR/PxV/YVtE6KwamCChzLLcXCX0U5Q9FGNIp2/i1ZB6wiQYRIA9enFpsD5VVmIXeVDyvi+9DucPjUF3yUVdMGEbLny42ZuEjuOi5xm5v1yrGcEuHx4DYJHm1u6Pw9O88Uu36vjdt04hXdlIxJAPh+rys8MSaMqfG9jZwL4bwrlUHRn7w3FuAUGy0Wi8QzLT+ObF5/28q9rqgMNXN3+6Qo3DGgBT5zRnlMd6rKmgwM+qc1xIPDWqNVwwj0aNYAx/PKsfFYARb8chhPjVMnI75ojauI7ojXN+HL+/qjb6uG+PVgLv674zx2nysBwBlOvNd6ZEf5+zY/PxY658cqM3dfDjMygqEvd7/h2SiKnJjQIyUoxhNQt/em2vC1DUFjZBUWFsJutyMlRRrik5KSgqNH5StA5+bmyp6fm+t9d3fBggWYP3++x/G1a9ciOtp3OcpAsm7dOsnznccNAAxoG+cIWM5ZGGOEleUmyLO5RfWS21ZiBgATDAyLPVt/g4EBqq5wv3377j+BC65dsH0FDACjs/omg/LyclVtZlnglR3yl8sPm/5A8VF9hQyWlxsBMOjfoAIjm7LYu/13vz/rSgn3Wbt378a5HAaAASePHsKqIu3CbsNZ7jt+3bgVZxK06cuXs7i/VxjD4qlOZQDKgDhw/6oKsWrVMU2+R8wjHYBX9nHfOzjFgaIjO5Cby43Rgwc9+2zdRec4BfCPXjY4zu3BKg02Tq9JMmBLngH7LxTjz3PFsDmv3Ze+2IxJrX0LIXSfZwJBfhUAmBBpZLFh7WrheJWNO15htuP7n1Yh3Ahcdo7DnOxsAAYUFxf7dE1XWLnPAoAHOpixevWvmrT9kc7AO4dMgnF0NK8cD3yUhX/0qj18sNoO5Dg35ptEA1l5rnFwbfxFoPwiZjQH0Bw4caUU/y4wYudZlxerf1LNc72DBRgYwYLB/35ejXjnRvWVMq4PLxcVAjDgwoVsrFrl6WVwZ/9Frv+qLhzCqlWHvJ4nHjN5F5zj/vgprLKd8Pqe+sRiB/KrgabRwP/Ocu3t1MCBTevXepzL338A4MvvVyE+HMgr4N5zubgIgAH5BfmK7jP/O8y9PzmSrfV9lcXcuVn7DqOhhnNvICgXXXM8H333K1JFS6hKm+scBixYMNjw229I9OKkWn+U+/2pUbX3VW0MMAJHGhmwt8gVzJUY7sDUlHxcOZaPVceANNFv+L8tZ9C88oRwHSmlsBpwsNL+mPfNH7ijnQNz93iuKyrMdjBg0Zk9L3t9XrFwbSsst+DL71ehzNlWh92Ki8758ejRo1hVJp8z/rvz2mwUwWLzBs+xrnfq4t5UG5WVvilPBo2RVVfMmTNH4v0qLS1FixYtMG7cOMTH+x8HrAVWqxXr1q3D2LFjERbGhcuxLIvZWdyAu3VIZ2QMDkzth4HDzFh1MA8v/nIUOZUMrr32OsVF79Ry8GIpsHcHkmMjccP1wwEA2yyHcHDPRaSmdUDGSFeIR/WfF4GTh2AyGWG1OhATE4OMjKF+f/e54kpgx1YAwLwbOqHKasf6IwXYe74ETdM6IGNU/dTL8ca8fRsBWDHj2mtwbn+WZMwo5T8XduB8RSn69u2LXZvPAFeuYHD/vhjbRTtv5lf5u5FzqhitO/dERm/1YXxbTxYBWXsAAJ/cMwD9fczD0YKBg8uQX1aNAWmJiAo3Yk3ZX9hXlIcuXbsi4xqprO3s57kbXN+WCZh5ywDN2tAmtwxblmbBbJdeo7/nGrDsoXE1KpDKzTOB4q/sK8C+P5AYG4WMDFcOKMuymPfnBphtDvQdOgItGkbjrRNbgapKtGndCtvzL6BhYiIyMvrX+h0v/nIUALdQefS2DM3azrIshmVfwYdbz2LNYS6cLq+KQfqocUKeoTeufXubkB+YEh8hyIZf07qhx286mV+Ofx/eLjn26l3D0LIWj+RLBzaiuMKKXtekCyGkbxzbAlRVoVlqCo6UFKB58+bIyOhW4+f8frwAyOIiGSaMGylbIkRuzORtP4fV2cfQsHFTZGT0qPE76os7l+/CH2cug2Fc4WudWzdDRkZ32fPn7eWu17VXUrB8el98kbsLuHIZqY0b49iVQiQlJSMjo6/se925XGnB7KxNAICHRnf2mBvcOfnbSWzLO42E1JbIyOji2w+sJ47llgG7uQijmAgjKsx2dO4zEIPauER9CkorgV3cPdVoMMDmYDFy5Eg0S5APl56dxfX9w2O6IGOAuhwiAEjqUow7/rNbeP75w+keXv4hQ0px87IdAICDTBpe9qPfzxVXYsybW4XnE3o0wY/7c3DsigFz97jm4ecyOsLAMGgYHYaoMCOaJUShcxN5SX+b3YG5e9YDAJ7fY8LHM/oC+/egYWw0WrRoiJ0Fl9CxYydkDGst+/4/fjoMZGfjxj6tkJHRSfFvqi/q8t5UG3yUW20EjZGVlJQEo9GIvDxp7Ze8vDykpsoro6Smpio6HwAiIiIQEeG5lRIWFlbvf1QecVvOFblie8d3axKwNqY2DMOtAyKdCxbgYG6FXzWX1HDYqYSTHB8h/M6GTpndCotD8tsNBm5XWJDWZRhVfbPrnCtZdeZQzqCqsrLYe74ExVVW3YwNgAsR4vPEmjSMwTmoG78Mw90IjEaToJrXICZC09+cEs/dWHecvYxbB3huFJRWW7Fg1VEUV5jRo3kCHh1Zs4z093+Jak61S67T4p09WkpDRw3Ouk4Gg0HSZ2LBmtljOmjan12beb82TxZWo7tMYr87dTHnVVq5lW18lOd3JcVG4GJJFUqqHWgTFgazjTs3ximQwaD2a/pkfhlW7OAMrI4pcZr/nv5tkhEVEY7d50oEAYM+r/yGj2f2l9R7qTDb8K9VR2AyMLi1fwuJAAtvYAHAIyPbe7SxY5MEyfMpfZujTeP4Wsd0cmwkiiusOJJXge4tuDHJCzWEh/HCIoZa++TVNS4vVFpyXI3fKx4zCc65udxi19X8yGO22fHHGc47KM4Pum1AK6/tHdYhGZuPF2DLySKEhYXB4fQQh/GFcRXcZ/ZeKBIeT+jVvNb3pTTgDIDiSn3db+QoqeYGWoeUWCTGhGPH6WJcrpKOA6PRtfw0GBjAwcJkMsn+NnGuW59WjTT5/QPaJGNM58Y4mV+OYR2S0S7Fc07sndYIXZvG49ClUny1OxuvTe6p+Hu+3yeNnHpxYjf8KKqJyDNzSBufy++4//y/srn6YTERJhid9xtGdL+x2h3416ojuFJlRebYDlh7mAtRb9NY+zmxLtDDetzX7w8a4Yvw8HD07dsXGzZsEI45HA5s2LABgwYNkn3PoEGDJOcDnJvR2/nBiLjgKF/zJ1CIayN9tO1MQL9LjtOihQkPL8DgIeHuJnyhVlyQT1QV51skCzKq+lLPKqrgFm1GA4MEDepVuHQbWFQEQPgCcCWOe0uSX30gF1/sPI81h/KwaM0xr0Uii8rNyLlSJRTPntq/RZ0aWHIwXsRX9jpj8AFPdTi1GAyMpAzDsA7JgkqeWMmwvuFro4mVBXncZYovO4tVxzqVLX0Rbfhwi2ueev6GwOz+d2vWAHueH4smolppj33+p+ScVQdy8Nkf5/FJ1jncvHS7+0cA4KT7h3XwVBIzGBjBEzWpTzMsmtLTpzHNn3JGlGTP1xoL80HmucJsg9nmUmV8Ykx7RdcSr4ZXokANL7+0Wsi9CzRbjnvm135+30BcI/K2uPOiqH5eudkGu5vwhRJOOAvrtkyMFu4lNREoSXyHg0VxhQUXiiuRX1atyWeKS63I1RcDpLfk2koK8KrCANA+xT/5dnfCjAZ8OL0/Nj09Ei/e5N2b+5xIKOOKH8qOf2WXCI8fH90eCdGeMYcjOyYrrm96fQ+XiuzWk5zR5K1+ZdapIny07SxW7r2IT7afFf4+cm0htCVojCwAyMzMxAcffIBPPvkER44cwcMPP4yKigrMnDkTAHD33XdLhDFmz56N1atX44033sDRo0fxwgsvYPfu3Zg1a1Z9/QTN+ekvTulP60WaN2YMTgMA/Lw/x2tRzEDxn63cgqm/qKCuIOFuluZB8IsHjWwsfO8sFCsOO9NrHZgf9nFjolFMuCYhneI+LJcpHKsFg52yulu8yOX+78+LkuePffGnxzmrD+ag3yvrMWjBb/jjTLHzc+vmuqgJkQK+BH7cNG3gX12u2nj+hi547ZbuWDCpOxZN7oHxXbn81Ld/009+DF/zRy68LlkkAV5lsQte1GjnNe+LkNuXu7jk9tGdGgvSzYFCXOi0zGwT5mab3YGnv3UVNeULh97SpzlaNXKFJy2+tZfXz/5wej+8PqUn5iowFPs55yqxYqer1pjz1u+lD/NLqzHglfXo+E9Xntx96W18/m7ApYbHb/rUxn+2nsGAf23A9W9vqZOyGO/9fkp4/PLEbnj/rr4YVEuNujRRzaL9F0qEciZGo/Lr9yenSm+flgk+nZ8cx18P2t5vpn+0E31eWof0hRsx4JUN+GJn7Tl6tcEbVEmxEa7NSDcpf7F3iqlFEu93pzhQdLgRkWF1KxEuHhPTPtih+P38PW1Yh2Q87FStFKtAz5/QFQv98JC9LDIMdznzNRvFhsv2JV90GHAp3wLAQA3qqhI1EzThggBw2223oaCgAHPnzkVubi569eqF1atXC+IW58+fF0JzAGDw4MH4/PPP8c9//hP/+Mc/0L59e3z//ffo1q3mGPRg4kgOtxvWw4fwHy2YOSQNH28/CwD4bm82nhjjvzS4EsQ33eGi3V5+sV/pRcLd6Ke0rjuxESbkwYwOInnshGjnTq3OJNw3OuWWDRot3MUK5IEoRgwAPZsnCI+tdoew085jclvE/Hm+BFUWO6LCjWBZTkXv693ZHgvvYXW0+VATrmLE0sbtPscZgv3SAnOjaxQbgdv6u/I8xndNxaoDuZqVM9CCYmeInZyEML84W3MoVyLl3tTpMfLlZ8RFmlBWbcM9Q1sH3KN5+4CW+GbPBcHj/u6mUzhdUOExdnlu7dccN/Rsgqe/+QvjuqYitYH3YrTNG0Zjcl9lwkt8LSGxB8HmXjzX7T3niyrx36yz+HCrZ6SCt11yb4g9GCzLeu1/q92B//v9FL5wqr0dzytHYbkZjeO994e//HY0D8fzytEgKgx7znEL02kDWuLOa5TnMu86e9lVjNiPAtl8Idh2jX3zzPjan0pYkXXWY2PrjbXHMW1AzflhtcEbgslxEUIJGHfj0BVtgloLtv/pLFMjlw8YaBiGwfiuKVhzKA+Hc0pxuqAcP+/Pwa39WgjXbGm1FR9sPo2SSisiTAZMH5yGFonRMNtcm7/zRTWknr++C+asPIAbezbFdOfGtVIaxoTjsVHt8M5vrhIS47umYqdzg1F8v9l2ssjj/QAnV08ElqAysgBg1qxZXj1RmzZt8jg2ZcoUTJkyJcCtqh8cDlbYFR2uoPaLGlo1ikF6+yRsOVGIrFNFeGJMnXytUP0ccBV9BcSeLPmim656MOrgd+EGiBbEfIhTqc6MLH5RddcgbURQ+Ju52WYXFmlaG1lpolDXP8+XYIDbDhvf/4sm9xC8Ar8ezMGkPs1xLK8ML/x0GHLoIRzC21LovLMmT2RY3QQUjO7sUlo9VVCOtsnahN2oQbzj7Q5/fe09d1nYye7cpPZcJJ5qq10IR+zWNPCbUA2iw/DbkyPw1a7zePa7AziSU4ojOa4wp1aNorH41l645T0uXLB/WiIMBga7/zk2IO2R87RL6unI8PZvJ/DtnmyP4w8OU+bFAjgjHwCqrQ5UWuxe54zNxwvw+lpprbidZ4txQw9t69ixLIt7Pt7tcfwuhQbW2C4pWHc4DycLyoX5kM+D8bXumLgcia/37iRRf1ZY7IqNXoD7+5sMDBiGwamCcjz/g6dSZGG5WdjA8pcCUbhgIy9GFl9jTHw9e+u/3FJurhTPYXXJm7f1Qpe5awAAo97glHrXH8nDj7M4Ma3v9mRLjJ1ysw2v3tIDe0SKoGJRjXFdUzGuq3dtAF9xv6Ym9WmOXWd5I4s7xofOu/NcRud6D6W/GgiqcEFCyhmR6EVvH0MOtGC8c3LgQ7LqgkVrOLntMCODcJNr2MaEe8nJck7WBj92GN0x2+xCyI14McjnHPALOT1gd7A47czBcDdU/IWfhitEIZl8v2uFwcAgxnlT33Qs3+N1/gbduUm88DfgQwgf/WwvAE6lTZx3E6exIegv3m5kfH2s3i3rRkBGvCjLKdEm90It4h1vd/hFtrig7qLJPbx6Bt05mst5+cONBsRH1d1YuKlXM8y7sQs6u9XL+ve0PujTMgGvT+mJLx+4JuDqrHx42Z/nS+BwsGBZFlVWPuSSu9bEfXi2sELWwALkjeDaiA4zCn8r9/lZzM9OEYD2Io/OrM//lBTq1YK9Tm+ImDem9ESXpspUg3mDvdJsQ5Xzd/H1Gn29z2w54aqN19XH74+JMAnf409B4nWH89B13hrc/1/O0PxSFBY4uG0jfPewK1e967zVQni+P6zcy83NSbHhwrXnfp/ku4qBNFrCnUqLjVMWBupUJVZMdLjJ4++0P5vb+P1g82nMd27y8XPsl7suYN+FEtz+4R8AuHtRIK53ceqES5VRurG847TLi/XzY0Mxe3R7/PP6zpiqgUIjUTtkZAURH20/hzXZDJZvO4vdZ4uR+dU+4TVvO5OBYFh7V7jerwc8VXICAV8EeGRH6a6fIHzhlpPFe7Jc+TD+W1n5TvUvk4ERDCvAlUdSZbXXWbJ2bZzILxMea717z6vhhZsMQhimlrRL4UIxd7oZ73YHK3g8kuMicG03bjeztMqK9zefEpTahrVPxr1DW+OeIa0RZmTw2mR9yUaLFxDiBOq63CAZ7Mwv+KWOrtva4K9rPn9HTKcmcYLgA0+3Zg285ri5wyuvWuyOOt2xjQwzYuaQ1h7yy92bNwDDMJjct3mN4gpa0THVtSjMK6tGtdUhjEGXeIiLmsZEUpxyj7DBwCDKmT9TXsNG1DGnMdwmOQb/utklnb5s0ylvb5FwMr8cSzeexLLfT3k1zMqqrXjiK2ke54zBabilb3OfvkMMb5RtPlGACotUCMhXI2v9EddGkpLFN2/snq8hH/pCcSUWrz2Gp7/5C1/vugCHg0VptRX3/3c3LDYH1h/Jx/ubT2H7KW7x3Sk1Dp/ffw36tkrE2C7c3OpguVDCdzacwNKNJ3G6oNznNgIuo7N5w2ivER98XzGMSBxI5rP2iYzjQIVW+8Kc6zp7HHt7wwm8sspVi2pUJ9f6ZMoyl8DNo6NqVsP1l65N49E6KQYGBnhoOOdtdg+95I3B+EgTujVrgL+N7YD70tsgTkZsiNAeMrKCiP/bfAarLhixYPVxTF6WxdWYAZDRXb3bWQktEqOESfThz/ZK8iUCQYVoJ/uZaztKXotx7si6hwvyM4wWeUn8oj/GbTdKPEld0UnI4I9O0YuG0WGqwj3E8F3Ih6ZGBMigv6E7p5a0+9xlyfGDolDRxJhwjO7ELQT+yr6Cf61yFSKf51T+mntjFxyafy0yujeBHpAz9D/a7tolbleHYXspzjyXL3aer/eNAZZlBeW5ZBlPSZjRgFWPu2o89WqRAMC7WqM7vGF+Q4/6GQfi772tX93vGsdGmATv8M4zxSgzc33NMBDmBnEf/nWhBABwXbdUHH3pWiwUbVL4axTymzHicG93eINhTOcU3D6wJcY4Q8I+yTon5DzVxLPf7ceiNcfw6q9HsXC1fIHxT3ecxwVneO5d17TC4RfH4wWRUqASUp3XkNXOCpslfG6wr5t5R3M5z8w9Q+TrGHmD95TwIWFyPPvdfrz920l8sycbz3y3H1tPFuK/zjxqnn+tOioo9onLYbx/V1+suJer13e2qBJvrDuORWuOYc7KAz63sdJiE0RqujdvINwnPTxZonDBmu7SO52/tX3jWFkV0rpiaPsk3NpPapQvXicNc71naGt0cKofWp0iMzf3boaHhgemjmZkmBHrM4fj8IvX4i6R8I6YwznctXdjT23DbwnfICMriLipp+dioW+rhvhbHYlP8DAMgyW39RKeB3pXPK/UFdrUrrF0dzhW8GTJhyIYNQgX5IUtGrjJoRsNXOFAACgqVybjvvpgLvq/sh7pC3/DYZE8rVp4Y889VEkN/C3QbHXmc5gCM21kiBalref8guXOcBU+rA7gFt5yoUvNEqIk4XDhAWqjX7jtLFaYbViynlP4696sgWLpXjU8JtpR7fvSOry1vv6UBsUbE3281NwzGBj8+/beuHdoa2HR76snq6CGUMS6IL19Mp4Y0x4zBqfhkZGBWWTVBp+T+Mba41jszHtKjA738OyxLIu1znIg7RvHIjLMiOu7N8GjI9viXzd3R5MG/gkO8NekN9XQgjKzsEHG1118VrSRdraoAl/vvoC+L61D7xfX4sMtpyXvL6u2CgIWABdC/NvRPKT9/RfJvzdFi+FHRrZFtIpw527NXHMrv/HEf54v9xmr3SEIOXTyUmzWG43jubG8Ysc52dfNNrvgoeK5e/lOj5w3gJszHxvVTvBeAdy9fUjbJDw9viOmDWiBa0WpAat8vM/zJU0iwwyICTcK4YK8kigP31UGUbygXAgwb7DVJAxTVzxzbSc8PKItnhrXQSKhDgDPXtsJPZs3wC19pIbYfenKDGmlGA2MRHHRfVOPz//rkKJsrBHaoKOVCFEbc67riCe7S42J/94zAO3r4eIZ1zVVMDo+9TLha8W5Im6nM62Rp7oWH6ZRabFLFAj5x7WpFvkCnzciDgXgccnTKvPmvbfpJArKzLhQXIV5Px70Wf3wSqUV3/95URIWc6G4El/vuoCvdp3HZ39wcfbXddPQu+nsQ7Nzsg4PkFHQVHQTZVngxZ8Po7DcLOyC8x6NNskxQjI1T6BqIGkB4xYjLw6HfPbaTnXaljbJsUKuXmm1DW+uPw5bPXm0+CK88ZGmGmWZ2zWOw/M3dBEWCYJ9UMs1wy/26svICjMa8MSYDnhhQteA1zD0Bu9NO19cKcjZN4gO8zBUeZVHALjO6QGOiTDh6fGdcPtA/5XmujXjQpY3HMnzmOMulVQh8+t9wvMWTmEA8f1s8/EC/P27/SiqsOBypRWvrT4q+Ywdpz09OnLiFlzIKLDi3gF+G4w8cqGnvDFZ04g8XVCOr3dfwELRbxguUxetJvh7kLfaY4dq2LAzMMDs0e2FmlRT+7fAk+M6elx7BgODR0e2w4JJPbBoisub+chneyVqed4oKOc2RZPjIsAwDBKiuLm60mJHtdX1fkH4AjVvnPC1QIfooBxHUmwEnr22E2aNao/XJ/cUNvxu7t0MD49oC4ZhMKVfC2E8tGscK6mtWRe4r3l40Shfc/8IbdFHZjjhMy1FkUUtE6M1V3lTwt/GtMcLPx3G8bxyHM8rC9hOyTd7+MWBZ16A2HtRYbEJoQmuXTL14YKFZd53xJNiIwTJYSXsF4XP7Dp7GX9eKEEfHwQQ5v90CCv/vIgezRsIykYPrtiDwznSm6uW8sd8D/I7YoHyEjEMg4GtEyWCKnNWHhBushOcxXVjIkzY8uxI5F6pBsMwiIkwonFc/e9yesP9psfv6rdJisHQepCY//y+gdh3oQSTl2UBAFYfytVcyc0Xtp/i+iFQCpDigqhXK4+MbIf/2yz1/iy7sy+2OXPheMNHHH6mpRf8xp5Nse5wHi5XWrHr7GWJGM8jn+3FPmeI4viuKZK84mEdkrH5eIEgKMBjtbOotNgEz9FWp4BEz+YNcLqwwqsI0X+m90OP5gmaGdzX92iCX5yCHSYD4wrNrsHKmrIsC0UiY7Z5wyghfNdXJvRsirlORcBLJVVomiA1GLc555bGcRH4+fGheG/TKXy07SwAYOdzY5AUG4G7BrVCtdWO5g1rLwkQFxmGJbf1whPO/O+vd2fXqsZY4Nzc4K+7+CgTwowMrHYWRRUWQaDBJeHOeA0BziutFoppp8Tr6zqOCjdi8zMjkF9qRkuRcmBiTDiy5oxCQZkZzRpG1bmCn/umXkEN6xci8JCRFYT85+4++O7PS4rjubVmQq9mgnT26YLygBlZqw7kAgDaJnvuBkc4RRjsDhYVZrtgZPFOLS3qZLnkaD0Xg0JSrwKFQbPN7nEzWbU/p1Yji2VZrHQq6u3PvoJKiw0RJqOHgQUo3yGtCVdOFrcLGeZH4U1feXJcR3y45bQQusQbWACEXCyAC89powMJcl9wD9/glcXEhU3rEpPRIEkg//dvJ+vFyOKNTaVGu7cC4yzL4qlv9qOw3Iz37uwjyL7L5XtdLbiHOANcOOB23shyHuN3u+XOV8Nokff/1v/LQvvGscgvM0tCRTumxOGxUe0l77uhRxNJmLCYQ5dKBVW1zc4xlBIfiQiTUcjfAYB/ZHTCmcIKxEeFYVSnxpoudh8e3hYsy8JsdWBkp8au+4wXK2v1wRyJgQUAL4mKyfqKeEPiXFGlh5FV6fQUNU2IQuO4SGSO7YBqqx3D2icLRo/STYdru6UCX3GPl6w7XquR9fvxfMn3MAyDpNgI5FypRmGZ2cPIkiZkSfvvpZ9dRvbYLnWbe+4L0eEmpCV5LqPjIsPqTVhC7OmvMNsERdGrebOpPiEjKwgZ1j4Jo7vUf1J/Ykw4xnVJwdrDebiosST0uaIKnC6oEAr+AsDdMomdDMNJf5dW2yTiF66kWudzFW2pSWY61qkwWJN6ljtiIYf+aQ2x6+xlfLHzvBAO0a5xrBA6Y7E5cDyvDF2axOO4SDkQALJOFUl2QvnCq0+P9wwB0QI+JyvcpP1n8wxonYgBrRORX1aNAa9skLzW3seinXrD3ZPFh2b1r0elLICrffR/m08Lkv91TX4ZN2f085KP5Q1hp9btoj6ZX47v9nIS5GsPuYzz+jJm9cKEnk3x41+cIM6t/ZpLjQ0hpIib47QWi4mJMOG6bqn49SC3UXYi31Ol7vtHh3iI9FzfvQmecdbDA4Bru6Zi9SHuMz7efhZRYUYUlJkFL8eA1olokxyDnR9zRtark7pjqsqCujXRrVkDvHtHX+F5TSq7F0uqMOtzqbLhPUNaY6RM+LkvDGidiJ1nimWjJ045+5fPs4qLDMOCSepUViPDjJg/oSvm/fj/7d15fBvVuTfwn3bv+57YcZzNZMVJwDhsgYRsXFq4lAYauA3lhrKTC5eW0Bbo7dsGWm4XKOUWWqDve6HpQlnKEjBkIaTZCNmcBGeF0CSOSRzvm2yd9w9pRqORvIw01ozk3/fz4YMsjaXx5GhmnnOe85y9cqDY6xHYcewsxuWnBgXm0hwqZdGSrGQnTjZ1BqSlysusWCwh0/qFEHJ5/+klGWGtCzbcSW0k0WEzNOtpOONRp4hIC06+t7cOt1ykz8ja2bZuzP35erk6j0SqLqaW4rIHBVkSfdIFA9Mf1J8NAK1dg68uuK7W20M7KjsJXz13BLZ9dhZt3b24+cVt8ntueWgOkl12PPx6DVZt+wKPXjURf1GtYfP+/lNyykdBWgLeuucifHG2A1NH6Fu6XbqplSZ5R6OoRF5qAr4+cyT+/LH3by4vSB3ydYWGirJ2Vqe7V75R0XO0MRzfqCzBbz88gu4eD1o63VHveZXWvpmrdYFRueMk8Pzw34rJ/csVy1uEmss5nPzsuqn4+sxi2G0WubiEelRH7kgKMVofqaWzSuUgS+1vd8wKWQU12WXHVdOK8HdfcPjdheWw2yx4c/dJvOX7T+mS8bkYn5+Kd5dfAnevx7D5J+rAv9Pdi0W/2iAvWvydBRNQOTob00aGf46WOvu+DLFW1ppPvaNI6jmrkbq6YgQeecOfpvj+/lN4+PW9OK80E3+5bVbAtlIRKGXA7s/48F8nPb6poH3NyXp3r7/N/HJxhT5/yDCgPJbyYu9hLMFA+mCQRRGRRpr0XKeret+poACrvwAuM9mJE02dOKvoJZMm1VpD9JBp0dLpRp2vumGoICs1jJEsaXHAzCQnFkwuwPdfq5Ffs1staO3qQc3xJnxxtkOerP6oam4C4L1ISQtGZiY7kZ3ikoNePUn3Y/JI1hCmCyrddukYHG/sQHt3L+6YPTTrjESDcvFcZaVM9RpQ0aacR7Dri6aozg9TjuZO66PzpC/quhdN7W58//UabD56JmjbspzkqM+JMBuX3Rb0b2tRBapDOW9j+qhMfGVaEfaeaEJju1vuZLjpglGo6Off/o7ZY/BlSyfG5qWgNDsJt1w0Wh7ZUJNGuScY9J3qK2PioVf3yKmR8ybmY+ms0ogqGwL+9NcPPj2FGy8Yhe+/tgdCeDM9pGBuXL6+o/7K0aqPDp3Gf/muR9s+O4sbf7cFN5xfIlfbkwL2PEVb8lcYVGSb+P7f15ys3yjWSSsZ5h0lWiiPpb/zhKmCRmGQRRGZNSYbz6w7LKdt6OFvOwJHbJKdNjwwf0IfW/uDny8V6RPKSbVA+IsRv7/fn3bU30hWS4hRtFCEENh/0pv2d+HYbOSkuFBVlo1NR87gP+aOx3MbjqC1qwcbDp7Gr9ceCvkeD8yfgJ+9W4t/NrbL6RfXhbGo5mCp18mKVnn0stwUvPTvF0Tls4aSMhVGupktyUoyfGTOYrEgI8mBxnY3DpxqiWqQ9ZePv5Afh5rr2B/1Ddm7++rkEQ81M1edNJI6UD3b5g0EspL1vxlz2Kx48gbtIxHnFKZh1a1V8s8VJZnYtOJyVK1cE7Ddv0wtNEEgHTz392xbN/72iXcO7bSR6Xj232bq8knS+XffiWas2nZMHu1fr5jDpmfxEsnonGQcPd2Gd2vqkJJglyscfnToNA7Wt8hBlpR+rAzYQy1I7FGk9If615POlUO1xlS8ExBoGMLvNQ0OgyyKiBR4HG/sQKe7N+K5QC9t+Vwuy/uv00dg9oQ8TCpK6/d9Q6VPqKsLhjuS9YyvN23qyPSQwYXWOVm/23BUTmu8ZJw3XezpJdOx64tGzBqbjT3Hm/D+/lN9BliZSQ5M8BUY2XjI33N/U1X/k5EjIa+T5SvfO1Ql3OOXv9rT6X6KqBhh1phsvL2nDm/uPoFv6ZTuOxhSAZd/qxoV8Q2ytAB3VVk27ps3Hl1uDxrau5GT7ETVmPAW0Y17qvNiW7f3nCQt7m5WhemJePPui3CsoR2Ti9Kxv67ZFP/GoUaylOt3PadTgAV404yf/fAIzra75UqDAFDvu/7pMVrW1+cePd2GD3wpiQBw7fSReOWTf+JUcxfau3vQ5fbIVWiVnZJpicHpgsqDpR5ZFULIHYjqBYCpf8pOPWkag5RxQ9HHuyWKiLIYwcmmyIpf7DvRjO+96k+du++K8fjKtCKMGaCKnHQyX1/r78mT0wV9LTzcwhcHTnknEl/Uxxod/jlZgwuyXth4VH58bkkGAO+k4MvK8+Cy23BNxYiA7a8+tyggrWtsXgpyQqT06JmuqSaPZPkunkP5WfEoYCSrte/5fUaQCqwMRaGUvrR29ciltmeGUfxDPX9j9z8bAXi/G+eVZuGicTn4yrQizBqbY4IRjtggLeYeC8UFJo9Ix6IphSjJTsL8SQXyKImRQi3dJs0pctgsui6pMXWA+VxD1eH29ZnFKFMVkfmOYuHo//jTTmxRpOwqO5IyfdMKGlpDF76AqphNU4dbXpcx0nXNhhvlHODWLm/HqNk7T+IZ75YoInabFaN8+dKhJuJq8eQHB+XHv/5GxaDW8QCAJN/EaWVZ4KB0wTCirDZF4HRtH+l40gVe+dn9kW4uf7F4GlwhqvQtmFwAuy+N7IKyLPzy+gq0KHr/rptRjJGZgRedG4awipbSUK+TFa+UJdzNtmbJxWO9o6l1EXaQaLFaUQThgrIwgizFHDcA6PS1S6MLicQS9bICbb6KcEMxAjIcyCmsiud2+YL/BZP1rdiYmuBAVj+FLQbqlAzXxKI0rPnP2fKi8U6bFdnJTlT4Ogvf3XsKL/7jMwDBcyGl852yIqJUfDCg2KXvuU+O+UcBQxVGoYEJKDtPjO+IGK54RqWI5aa48PmZdqyrrQ9YbFKrk76iAIumFGD+pMGviVE1JhuoDkxF8JdwD78nu14RNPZ14cr29dadae0O+bpSa1ePPHercnToFBeb1YJXbp+FT46dlcvwluYk4+yxRgDAVyuKgoKz/5w3fsDP1kMXg6ywKEeyzLZArnTzc+R0G7p6ekMG/nqTOlOKsxLDWkRaXa1RCv6NLokfS9Qls2NpJMuM5BbpO6BNHW45C+KaCv3XoHt5WSXe2HkCKQl2LJxciMueWAfAu/jzUHvh5vOx4eCXOK80C3abFb/4+rmY7ft8KdV/kqrCrXS+O624Tvb4ilvZrRZIda6koF/aTt2hSAMLSBfslL7XDFSNwjMqRcztK4iw0bfAZTj+ceg0dn3RCAD494vLNKWkSQsynmzqhBACFotFMZIlbaV9KEu6IVam66n5Lx5d8HhEv8UMdih65wr6SR+ZVpwRUHHtwQXl+Pb/bsfV546Qb4K/fUkZXtj4GW67tGxIKgoqSYGqHGQxXVATi2JOljTiqVz/zUijFek/h+pbMalI3/L/oUhfkWunhzfXIlTQ6rRZ5QpmNDBlm/R4hLy2URJvxsKinpO1/XP/osgXlOk/Z6y8IA3lC/zFLRZNKcDWo2dxz+VDX4V1QkFqQBXH0pxkLJ5ZjD8pitncWBmYXSEXp1J0XLp9NdztNis8vmuLPJLlm8/WV2ck9U05St0qz7XkudEoPPIUsSunFmLXP5tQc6I57Pf4xu+2yI9HZGjrvVLmfu890YzJI9J1KXxxehCpXdJIVo9HoLnTjYykvtM4dvhGo8bmpWiqLFdZlo2dD88LeG7FonOwYtE5g36PSEh7ynTB8FgUEzaknsVor0nVF6fdirxUF+pburD987NRCbKkXuqvhNnrrryJkN4rO8XJ+Vdhanf3yo+TmS4YFnXTk8715QWpUUnBVC6MbIR75o6Tg6zzS7NQqQospWvombYuuSNUWqzYYbXArTp+n53xVihMdPJao5X/esMRajNgC6aIXTnVe7PU6xEBK7oP1t4TTQE/52ucJKxMcZLWIZIKX9hC5MoPVrWvfHt/leBcdhsSfUUDmjv6L37xvK/oRaylQMjrZPmqC7LwhTbKQg2tJrzoFfrmWLRoWOstXD9791P5GIQq4KKVVBJauY4PDUw5Gtju+/ewWoAEB7/bkZA686Q2XtxPFkQ8GZGRiF8uPhe3zx6D/7p6UtDrUmeku1fIo/lSuqDNaglIAQaADt/I6tSRGUO41/FJOT/Qny5onuvNcMMzKkVMmggLAP84rD1l8L29/rWovhbmek+XTfBOepfSEaSLnXqSvBbSRcAzwK9K5VEDytOGIK0rMjvGJuhLlz/OyQqPcl0n/0iWeS56F/oqZyrTWYfK02u9SyK47FakhnvhVwQIUmBohgpzscR/SyvkohfJTjtHA8PkT78MnFNUGcEc5VhzdcUIfHdBOcoLgtfoctltSPOd86QUX2W6oHqOoHQdH59v7ILtsU4K9pkuaBzeLVHELBYLzvXNIZLWrNFCqiQ0f1I+fva1qWHtg7p6kRRU2azhj2RJ73XllP6rQ4VcA0TlZFOH/Pgr547oczsz6+acrIgICFOOZEntV1oke6gcqm+VH791z0Vh39Ar5xNJ3znOx9JGeVPbxhuxyAUFCd6MCrNUETUDaeRaKiglpQvarZagapenfRkx2f1UUaTQ/NnpQl7/LsVEnXrDDe+WSBfTfGt3SOWUtZBOtlNGpId94yVNrP37rpMA9FmM+B+HzwS8d1+kUYn+0q1e2+EPPvsrv2tGQYUvOJKliSVg5MUbFJjpojfZNw+rd6Ah2wh956+75Mdj88LvoVaOTkvH0yxz3GKFMlCVgiwWvQifep2s0yZbD88MclUVBuXqgjZLwGh/V4+/Ymi6SQoExZSQ1QXNc70Zbni3RLqYXZ4HQHvK0c4vGuVgpqIkM+zPl3ph61RzssLNfmls988tG5OX3M+WQIZvJED5O2rbPvNWm1KmVsYK9SHkSJY20g2tR/jTN8JOlRsCZbne9l3X3AnPEARaQghsOnwGn/iKASycPPjlGUJRznE72845WZGSertZ9CJ86nWypNTwzH4KIQ030kiWVFAqVGaEch4RwDYZDmUHilQ1NDGKi81TIN4tkS7yfCfQls4edCqqVfXn8zNtuPrpjUHvEQ5pIdKmDjc63b3okSoX+U7gWudkvbbjuPx4oBXnQ60BorbliDeQvG32GE37YQbqQJUjWdpIx6+ju0ee32em1Cxlb/uBev1TBrd9dhY3PLdZ/vnxMFOCJRZFvewz8rpjvJnVRDEa2Nblm5PFkaywKVO0AKC9myMIarkpgSn90lxA5WLDQvhTqpOdNjndnwZPmTkhLa/j4jXbMDzypIuJhf7Jrtc+8w+srjk54O+s/bQ+4OexeeGvVK/8/K1HG9CrWOgQ0D4n6/9u+hyAv/Jaf6QeOuUaIEre3OjeoP2MHYEXOlYX1EY6ep1ufyptgol6FpVB84YD4a9115d7V+2QH393QXnERSqUQb/0veLNrDbK0UB5ThZHDcJmVTRKrjsWWq7qOtne7Q+mlOuMSWn3ZkqpjiVSS+z1eOROPXaMGodHnnShLH6x90Qzfvpu7YC/88+z/mIQ/zp9RESVrZTrTq2r/TJoJEtrlCWt03H9eSUDbOnvoTt6ui3k6wcVE/4nFsVekMWRrMhIx6/b16tos1pM10Nb7ltc9J9n23V7T49H4KODp3GyyZvCe/vsMbhdx5FcAaDLF7i6TBS0xgLlHBi5uiAD1bBJX2ePEOjgumMhSaPN0kjW5w3e63+Kyx4w+mLG4kCxSLreALxmG4lHnnTzh2+dj4f/ZSIA4MiXbejp7b8Ixtt7vKNd00am4yfXTIn485fOKgXgXY9KmsQfTnXBxvZuuQfo6+cNXFJeWgNk/YEvQ77+0mbvqFhqgj0qC1MONZ6wtfEXDvHefJlxTtv8Sd55Um/tqdPtPZ/bcAQ3/t6/yPh9V4zX5X2VqVnSMeX6TtooQ/x2ubogA9VwSd/xXo+/ohvXHQukTKvv9Qj8v83HAHgrCCrXyZKLNbCYTVjkdS0VmRNmvOYMFzzypJv0RAe+Uekf+Tne2NHP1sAJXw/3DeeX6JI+dalvrSyX3SqPZNltUo/t4MOsrUcb5McFg1gYeYJvFMButYQsHLC21ht8RZIOaaTgwhfmGoUxO3mdMd9Fz2HC41ea4100VepljlRXTy9WvvOp/PN3F5TrlmaqTC2S5n8m2BkghEMAaGXhi4hZFSMx8hw3rjsWQAqyvmzpwgnFvcGVUwoU2RLClMWBYokUsErVgC0WmC5zYjhhKyZdKYOlHccaMSo7dGU+ZQB2sU6L80oLP3b1eNDsW1XeYdV+Yyel943ISBzURXJ0jvdv7PF4V7PPTHbC3evB52e8qVfHGrz/D3ehZaMxXTBCqnRBpwkDggvH5MiPz+gQaP3j0Bn58fNLZ+Ly8vyI39PPn+omzXMz0xy3WKAsg9/eJc0f4u1AuKSbWI8QLInfB2lOVl1zJzYd9p8fJhSkBpTAb+XIakTkkSxF5gSDfePwrEq6mzYyHbv+2YQfvF6DqyuCF95tanfjwsfWyD+PyOi/et9gJTntSHba0NbdKy9wbLNpTxf8+y7vmlYzSwdXUt5ltyE90YGmDjdOt3YhM9mJ65/djO2fB5azryrL1rAX5mFRjWU5bbz4aSH3LLqlksXmu+DlKUZs61v6rpI5WO/4Ct/YrRbMHp8X8fsp+Uey/OmCrJ6lTUDxEEU1NwqPdBPrEf6y2RwZDJStqAD6nVd2AwCKkwOvzMrR6XhIrTeCnDnBdS1NgUefdLdwSiEAb5Ugt2pelrvXgzte3i7/fNul+pY0lyZxS5PtHVZ/r/dgfVrnLWNdljP49D5pUm/tqRa0dvUEBVizJ+SitI9RPbNTd4KZMd3NzIJ6Fk160ZOKXxw4FXkZdylr9tLxuQFFafSgfLdOFr4Ii0UxGiivk8WRrLApC19Ix5MjWYFcdhsWzywOeC47QVrP0t8eO7qleZY8fmGxBKYLsgPKWDz6pLsbLxglP/7oUGBJ6I8OnsZGXyrRxeNy8ODCcl0/+9rpgSl5dmmdrEGOZSmLdUhzvAZDmm+y70QzVtcEFg+4vDwPL958vu43m9HCdMHIxErPotSG99dFHmRJZZrnR7jwcH+86YIsfBEpeeSFQUHYrIogQU6/5EhMkMe/NjVgGZOZOb4gy/ezUFRn5AK6kQm12DNFH88CpLsUlx0ZSQ40trvx2/WHcdkEf7rQQ6/ukR//+OrIKwqq5aQGLkoq3XwNdiRLWW59yoj0QX9ueUEqPq1rwdt7TspztPLTXLhnzjhcXq5vupTRuE6WNnIJ9x6p8IU5j985hanYc7wJ79ScwtSJkb2XVEAjNyX8Bcb7ouz1loIslwnnuZmZMuVSWaiBwmO1KOZkdTP9sj+/vP5cVO87hcxEGxLqvGmD8uLYgD/IcprzPGl2sdKpN1zw6NOQmHuOd6L7jmONAICGtm78Zt0hOY3vjtljUJKdpPvnqm/qpKpjg80WXLX1mPxYS0WeSUXegOyzM+04cMobqF02IQ9LKkehMF2fOWdGUc/JYvqBNupqT2a96EltWKr6Ga5Ody/2nmgG4J/sridla5SOKUeywqMceWG6YPgsynTBLqZf9md8firuvGwsrpsxElLmeWAKMEeyIqFOTzdrp95wwaNPQ0Iq5d7V40FPrwe//+gIfrrav0DxrZeUDcnnqm/q5LzuQURZHo/AHzZ517RaqDHNSZlaKFVOnD0hTkawmC6oC7m6oEkveheP81cY7OztZ8MBvLn7pPy4IH3gJRC0Ut7Q+oMs3pBpEbgYsTcoSOTIS9isLHwREc7J0k9QoSVerw3FswANiWkjM+THY7/3TtDrGUnOoOf0kKMayXJp6OF+fuNR+bHWhVPHhVgDa7DVCc1OPZ7HmzFt/ItDmrvwRVmuvw1/b5sNj+54HzdeMArfu1Jb7uBTaw4CADKSHEHfRz2oRwYB3pBppfxOu00e/McCaaUQj4cl3MMhz8mCf04Wv9Ph8Y9kMcgyAx59GhL9pdrpXexC6RzFpFrAOz8M6L/wxaH6Fvzv5s/xf97aD8B7khqXn6rpc0OtQ5GdPDSBZLSp/zb20GoTlCNv4ptZKc23R1jQ4fbguQ1H5SIWgyWtD7d0VqneuwfAfxMh9XgDTGENl4CAu9d7buTNWPiUc7I4khUBAXT4RmCYLhge//XGv04WGYdHn4bMZSGq8+37r/m6l21Xykp24tuKVEQpXam/wheLf7sZ33+tRv7599+cGdZnKysbvn3PxXGzAGDQSBYvftr42oF/MWLznnafvWkG1t9/Mb4ztUd+7tG/7x30759t86+xdZ2qXLPeOn03ETarhfMONPIvRuwfybLHaPVTM1CmC3IkSzt/IRags1sqfMHjFw6pijHTBc2BXS00ZFITHPLjqrJsfG3GyKiUtV16YSnOtndjREYSxvhSoPqKsY6daceZtsDFV88rzQrrc799aRk8QqA4KwnnFGobCTMzZayY6LDFbCl6o/jLE3v/b+aAwGq1oCgjESOSgYvHZmPDoTN4a/dJPHm9GFQhGGk+IqDfIuN9kY5nAm8iNJPXyYI/yDJzuzQ75TpZHMnSTrluG0u4R8aq6tTjKL+xeBagIfONyhK8sesERmUn4eVllVEb2SlMT8RPvzYNAFDf7K2UJvoYynp//6mg55TBoRbj81Pxi8XnhvW7ZmZV/LtxLR3tYnWdsR9fPQmXPPEhAKC2rgUTi9IG+A3ghC/Imlg48LbhUh9Pzt3QzuKfBIMeX7ogg6zwWUMUEmF1wcFTLikgL8vAiqFhUfeFxcr1Jl7xLEBD5oKybKx/YDayU1zGpc4p0hBC+eDTwCArIym8ACueKUcwuMCmduoS+LFy0StMT0B2shNn2rrlda8Gsra2HgCQnTJ08xG5pIB+BAR6PFKQxRHqcAWsk9XFdbLCpUxf5fc6POqMA3aeGIt3TDSkRmUnG/r56hsypZ5eDzYeOgMAmFacgbQE+5DOF4tVypuvJN44aBY0khVDF73ywlRsPHSmzyCret8pPLfhCD4/04aC9ETs+qIRwNCOLnEkK3LSIezu9Xc/2WOoXZpN4DpZ3pGYJI5kDZqyE9bsi7abnbpDO5auN/GIZwEaFkJlC+703RACwI++OglTFWXnyc9u9Z+kGWRppw7zY2UkC/Av7n2qOXSQ9dg7+3H4y7agbS4ckz1k+6QOslwMsjSTjqFbUQafN2Phk+apetfJ4kiWVorsVTnwZ5AVHqYLmguPPsW1/rIUP/jUm9rkslsZYPVDmX7AeQbaqdtgLKVlSetcvb7zeNBr7l6PHGCpXTg2J+TzQ4FpReHwtkEpNQsA7DHULs1GOkUKIdDmK3zB1GrthBDo7jH3eoJmp04X5HE0Fo8+xTXl6UZd/OLdvXUAgEmDmNA/nCmDAlZ80i44fSN2jqE0R/HTupag15TrZ43KTgIAZCY5sGhKgVzVcyioU4ATOEFeM3kkSxlksWpo2KQ5Wb0egXZpThaLBA2asoS7vG4bR7LCEnS9YZBlKHa1UFxTnnCECBxVkBZNXTC5INq7FVOUczU4khW5WLrozZtUgCfeOwDAu9xBiS+YAiDP0ypIS8D6By6L2j6pYwHOyQqfu9df9CJe1vUzgn9OFtDuq47Hc+XgKatdxsJ6gmamPj+6GKwaikef4lrASJbi8enWLvT6qmpdXTEiqvsUaxyKszYXiNQultMFx+f713tbte1YwGtSkJWTOnSVBENRr9OWYGeb1Eo6gl0sMqALm6ozD+A6WVpIo9O9HiFfl9kmw2NTXXB4HI3Fo09xTXm+UaYLrvHNxwL8k/spNJui8EVGIkvcaxXrJcfH5nlT/zYcPB3w/M4vmgD4521FizqtjevpaCeNWknpgkwVjIxVdWNrsTCNVQvp8HUr0ldjqTPKTNRtkSOCxoqZo9/Q0IAlS5YgLS0NGRkZuOWWW9Da2trv7zz77LOYPXs20tLSYLFY0NjYGJ2dJdMIVcJdCIH39nrXx5pUlMY0mQEoJ8RnMyDVLFYXI5bcWFkCAKhv6Qx4/vCX3vNvtEeS1DcRHMnSTi7hzpEsXajbZLLTzuuKBur2CMTeedIsYv16E29i5ugvWbIEe/fuRXV1Nd588018+OGHuPXWW/v9nfb2dixYsAAPPfRQlPaSzEzAW153zn+vx/v7vUHW7Am5xu5UDFD2KKZzJEsz9a1WrN3Qnjc6C4C3RLuy2MVbu08CACaPiG7hGHUVPKawhk8ayYq1Nmk2FtXh41IXGvkiA2WQ5bCyTYZDHfCzLRorJpKG9+/fj9WrV2Pbtm2YOXMmAOCpp57CokWL8MQTT6CoqCjk7y1fvhwAsG7duijtKZlOQLogsPnIGRw57S07neqy47oZxQbtWOxQpgumJcTEKcNUYr1ncVyef17W6pqTuKmqFB6PP/X23OLMqO6PukQx0wW1k9pkj+/fkeXbIxM0ksWiF2HpkoN+S9DcSxoc9fmRhYGMFRNngk2bNiEjI0MOsABg7ty5sFqt2LJlC6655hrdPqurqwtdXf7e2ubmZgCA2+2G2+3W7XPCIX2+0fsRS3p7/Meq2+3G6zu86/0UpSegevlFcNqtcX089WgzVvh7F5Mclrg+XkPB4/EE/GyDMPUxVLcZC4CqsixsOtKAt3afwPUzR2DDIf/8rIkFyVH9ezy9vQE/O608J2rVqzqGDmtk3+vhfm3q7ekJ+DnREd/XFT0EtBnffOmOLu9zDhuPX7g8nsDvtiuOzo9mOs8Mdh9iIsiqq6tDXl5ewHN2ux1ZWVmoq6vT9bNWrlyJH/7wh0HPv/fee0hKSgrxG9FXXV1t9C7EjM4eQGrmq1evxpFjVgBWFDvb8f57q43ctaiKpM18esoCwNsbtuvjzTizX6edGiZqT/qPHwDs/GQ7uo+Kvn/BJJRtJtPt/Rs2Hz2Lp1a9ja1fer9HVghsWPNeVPerXfGdBoDPDx/E250HoroPsW7v2cA22dHehrfffjvi9x2u1ybv+sP+NtnV2qzL8RwOqqur0dRoA2DB7r37ANgATw+PX5h2nQ78bu/euR1dMXC90cIM55n29vZBbWdokPXggw/i8ccf73eb/fuje0e3YsUK3HffffLPzc3NKC4uxrx585CWZuyitW63G9XV1bjiiivgcHBuzGC0dvXgu9vWAADmz5+PVXXbgbONWHL5uVg4DNbH0qPNtG0/jj8d2QsA+JcrLkNRRqKeuxj3zmw+hlc/+1T++cKq81FVlm3gHvUvVJuZ1tiBt/97AwDgH605sCVbAJzFxeNzsWjR9KjuX0tnD1b4vtMAMG3KJCy6oCSq+xDrkg98iWc/3SH/nJWRhkWLqsJ+v+F+berq8eCBre/LP48sjP73ItYo28yL//wEn7U2YfSYccCxI0hOcGHRotlG72JMstTU4Q8Hd8s/z76wChUlGcbtkI7MdJ6RstwGYmiQdf/992Pp0qX9blNWVoaCggLU19cHPN/T04OGhgYUFOh7o+xyueByBVdQczgchv+jSsy0L2bn9Pjzkx0OB1q7vEPpmSkJw+oYRtJmEhTrveRnJMPBHG9NnI7A02ySyxkTbU/ZZkpzHfiPuePxi/cP4OPPG+VtrpxSFPW/JVEEzsFKdvF8qJXNHtgmHXabLsdwuF6bLNbAlOCUhOF5HMLhcDhg9c377RHe67VTp/Y4HKmvN6lJrrg7lmY4zwz28w0NsnJzc5GbO3B1t6qqKjQ2NmL79u2YMWMGAGDNmjXweDyorKwc6t2kOCEE0NzhzaNNS4ivk85QmjsxH4tnFuOcwlROog2DeiJyrFZyu/GCEvzi/cC0vElRriwIAOqiY6wuqJ26pICThS8iElzCnW1SC3UJ91grDmQm6qUDEnnNNlRMtORzzjkHCxYswLJly7B161Zs3LgRd911F66//nq5suDx48dRXl6OrVu3yr9XV1eHnTt34tChQwCAPXv2YOfOnWhoaDDk76DoC1iMGAIt3klaSGWVvEFLS3Dg8a9NxdILRxu9KzEpXqrhZae4gi7YY3JTor4fdlWUleTkd1kr9Y2Y+piSNuoKomyT2siLEff4qwtSeGws4W4qMXNmfemll1BeXo45c+Zg0aJFuOiii/Dss8/Kr7vdbtTW1gZMRvuf//kfVFRUYNmyZQCASy65BBUVFXjjjTeivv9kDOVixD0egZYuKcjiSBZFh/qilxzDN2DfvrRMflyYnmDIyKa6snNOijPq+xDrgtZu48hBRCwWS0CglezijW04OJIVOY70m0vMXO2zsrLw8ssv9/l6aWkphAisoPLoo4/i0UcfHeI9IzNTXvjOtnXLz2UmMcii6FCvQRTLPYtfmzESH392Fs2dbtxykTEjmxaLBTarBb2+NZ4ykhhkRcrBNYki5rRZ0eULEjLZJjWROkO7erxzpmM1pdoMmC5oLjETZBFF6nSrN8jKSHTAzpM4RYk6XTCWU4lGZibhf//d+HmwyiPKBbK1U88h4k1t5BIcNjnIyk0NLp5F/ZDSBeXFiNkew6XMnHDarLzXMRiPPsU15b1ES6e36AVTBSmalBc9iwVIiNE5WWbS4/FnLfD7rJ164Eo92kraKUcMclIYZGkhtb4utzfIcjFdMGzKDhRea4zHfwGKa8o5Wa2++VgpLvZ8U/QoR7KSnfagdA6KDOdvaGdVRVlO9nZHTHlDy5EsbSwcydKN8qsdy1kT8YItmYYNqbJgCtOLKIqUQRYnIZMZqNMFGahGTvk950iWNvKcLN9IFoP+8Ck7UGJ5/m+8YEumuBYyXZAjWRRFgSNZvOjpyc6CDWFR38MyyIpce3ev/DgjkSmsWgSNZLE9hi0wXZDXG6OxJVNcU96CcSSLjGAL6Flk29NTZjKruIWDhS/01+q7vgDB6ZjUP66TpZ/AdEEGWUbjmZXimnL+ixxkcSSLosjG9I0hk84Rg7AwXVB/rd09A29E/ZJKuLPwRfisTE83FbZkimvKW4lmX7ogR7IomuyK1SGTGODriuvdhUe9rABHsiLHeVjhk+ZksfBF5JQdKGyTxmNLprim7LBt7/L2kiU5eKNL0aO8X+CcLH3cdukY2K0W3HHZWKN3JSapC1xy5CByDy0qh9UCfG/ROUbvSsyR2iMLX0ROmWqZk8J0aqPxbpOGjXa3L8jijS5FkU0xksX0DX08uLAc984Zx+MZJvVIFm9qI3dNxUgsmFTINhkBFr6IXLJi3i9HsozHlkxxTTknq8OXM5/AiyBFkXIx4mwWatANb2bDF1z4goUG9MA2GR7pOs2RrMgpO5EZZBmPLZmGDanEbiLLmlIUcf0cMpvgwhc8J5JxpNbo9o1ksRBL+DKTnchPc8FiAaaMTDd6d4Y9pgtS3LNYACGADgZZZAC7YpSAJcfJDIILX3Aki4wjxfw9HgGA7TESDpsV7993KTq6e5GXlmD07gx7DLIo7lkACChGspzsJaPoUZYZn1iYZuCeEHmpl3FimhuZCdMFI5Oa4EBqAiuvmgFbMsU9Kd+7XZqTxZEsiiLlPKyxeSkG7gmRlzpdkMWAyEjqcSsWvqB4wZEsinvSCbzTN6mW6YIUTXabFZtXzEGvEAzwyRSsqqEstksykkU9R5AjWRQnGGTRsCGVh2VqDEVbQTpz48k8bKqbWnY8kZHUI1ksfEHxgi2Z4p46NYY3FEQ0nFlVV/4kJ/tbyTjqxbEdHMmiOMGWTHFPfQJnagwRDWfseCJzYbogxSe2ZIp76nLFTBckouEsKF2Q50QyUNBIFtMFKU6wJVPc4/wDIiK/oJEsBllkIhzJonjBlkxxT3k/4bBZmO9NRMOaek4WO57ISMGFL7gYMcUH3m1S3FOmC3I+FhENd+qRLHVKNVE0sfAFxSu2ZIp7yhsILrpJRMOd8pxoZ4BFBrOoC19wThbFCbZkinvKXlumxRDRcKc8J7p4Q0sG40gWxSu2ZIp7yhsKpgsS0XCnHLxy8ZxIBlMHWSx8QfGCLZniHtMFiYj8lOdEjmSR0dTpgrxOU7zg2ZXinrKSFksVE9FwZ1EMHaQnOgzcE6JgvE5TvGCQRXHPFjAny27gnhARmQuDLDKcKl0wwc4gi+IDgyyKewGFL9hDRkQkS3ax44mMpYyxXHYrrKx4SXGCQRbFPeUJO9HBJk9EJOH8FzKahR2hFKd4x0lxT5kumORkry0R0cxRmQCAq6YVGbwnNNwpx624zArFE95xUtxTlodlCXciIuDZf5uJw1+2ysEWkVGU12gGWRRPGGRR3FOWK85I4iRvIqKsZCeykrOM3g2igGs0O0IpnjBdkOKe8gSelew0cE+IiIhISbn4MOdkUTxhkEVxT1ldMC2BI1lERERm4VAGWRzJojjCIIvinrIabGoCM2SJiIjMQhlkcd02iicMsijuKdMFU7gmDBERkWk47P5rdHYKU/opfjDIorinTBdM4UgWERGRaTg5kkVxikEWxT1lkJXKkSwiIiLTUKYLct40xRMGWRT3unp65cccySIiIjIPu01RnCqR12iKHwyyKO61d/uDLFYuIiIiMg9lumAqR7IojjDIorjX0tkjP7Yol5YnIiIiQynTBTM4J4viCIMsintn27uN3gUiIiIKQRlk5aS6DNwTIn0xyKK4Z+PoFRERkSkpL9E5KQyyKH4wyKK4d+/ccQCApbNKjd0RIiIiClCWkwwAyElxMl2Q4grLuFDc+9aFo3FBWTYmFKQavStERESkUFmWjXeXX4KcFCesVmaeUPxgkEVxz2q1YPKIdKN3g4iIiEJgJyjFo5hJF2xoaMCSJUuQlpaGjIwM3HLLLWhtbe13+7vvvhsTJkxAYmIiSkpKcM8996CpqSmKe01ERERERMNNzARZS5Yswd69e1FdXY0333wTH374IW699dY+tz9x4gROnDiBJ554AjU1NXjxxRexevVq3HLLLVHcayIiIiIiGm5iIl1w//79WL16NbZt24aZM2cCAJ566iksWrQITzzxBIqKioJ+Z/LkyXjllVfkn8eMGYMf//jHuPHGG9HT0wO7PfSf3tXVha6uLvnn5uZmAIDb7Ybb7dbzz9JM+nyj94NiB9sMacU2Q1qxzZBWbDOklZnazGD3ISaCrE2bNiEjI0MOsABg7ty5sFqt2LJlC6655ppBvU9TUxPS0tL6DLAAYOXKlfjhD38Y9Px7772HpKQk7Ts/BKqrq43eBYoxbDOkFdsMacU2Q1qxzZBWZmgz7e3tg9ouJoKsuro65OXlBTxnt9uRlZWFurq6Qb3H6dOn8aMf/ajfFEMAWLFiBe677z755+bmZhQXF2PevHlIS0vTvvM6crvdqK6uxhVXXAGHg2VOaWBsM6QV2wxpxTZDWrHNkFZmajNSlttADA2yHnzwQTz++OP9brN///6IP6e5uRlXXnklJk6ciEcffbTfbV0uF1yu4MXwHA6H4f+oEjPtC8UGthnSim2GtGKbIa3YZkgrM7SZwX6+oUHW/fffj6VLl/a7TVlZGQoKClBfXx/wfE9PDxoaGlBQUNDv77e0tGDBggVITU3Fq6++avg/DBERERERxTdDg6zc3Fzk5uYOuF1VVRUaGxuxfft2zJgxAwCwZs0aeDweVFZW9vl7zc3NmD9/PlwuF9544w0kJCTotu9EREREREShxEQJ93POOQcLFizAsmXLsHXrVmzcuBF33XUXrr/+ermy4PHjx1FeXo6tW7cC8AZY8+bNQ1tbG37/+9+jubkZdXV1qKurQ29vr5F/DhERERERxbGYKHwBAC+99BLuuusuzJkzB1arFddeey2efPJJ+XW3243a2lq54scnn3yCLVu2AADGjh0b8F5Hjx5FaWlp1PadiIiIiIiGj5gJsrKysvDyyy/3+XppaSmEEPLPs2fPDviZiIiIiIgoGmIiXZCIiIiIiChWMMgiIiIiIiLSEYMsIiIiIiIiHcXMnCyjSPO6Bru681Byu91ob29Hc3Mz1/uiQWGbIa3YZkgrthnSim2GtDJTm5FigoFqPzDIGkBLSwsAoLi42OA9ISIiIiIiM2hpaUF6enqfr1sES/D1y+Px4MSJE0hNTYXFYjF0X5qbm1FcXIwvvvgCaWlphu4LxQa2GdKKbYa0YpshrdhmSCsztRkhBFpaWlBUVASrte+ZVxzJGoDVasXIkSON3o0AaWlphjcwii1sM6QV2wxpxTZDWrHNkFZmaTP9jWBJWPiCiIiIiIhIRwyyiIiIiIiIdMQgK4a4XC488sgjcLlcRu8KxQi2GdKKbYa0YpshrdhmSKtYbDMsfEFERERERKQjjmQRERERERHpiEEWERERERGRjhhkERERERER6YhBFhERERERkY4YZMWQp59+GqWlpUhISEBlZSW2bt1q9C5RFHz44Ye46qqrUFRUBIvFgtdeey3gdSEEHn74YRQWFiIxMRFz587FwYMHA7ZpaGjAkiVLkJaWhoyMDNxyyy1obW0N2Gb37t24+OKLkZCQgOLiYvz0pz8d6j+NhsjKlStx3nnnITU1FXl5ebj66qtRW1sbsE1nZyfuvPNOZGdnIyUlBddeey1OnToVsM2xY8dw5ZVXIikpCXl5eXjggQfQ09MTsM26deswffp0uFwujB07Fi+++OJQ/3k0BJ555hlMnTpVXuizqqoK77zzjvw62wv157HHHoPFYsHy5cvl59hmSOnRRx+FxWIJ+K+8vFx+PS7bi6CYsGrVKuF0OsXzzz8v9u7dK5YtWyYyMjLEqVOnjN41GmJvv/22+N73vif+9re/CQDi1VdfDXj9scceE+np6eK1114Tu3btEl/5ylfE6NGjRUdHh7zNggULxLRp08TmzZvFhg0bxNixY8UNN9wgv97U1CTy8/PFkiVLRE1NjfjjH/8oEhMTxW9/+9to/Zmko/nz54sXXnhB1NTUiJ07d4pFixaJkpIS0draKm9z2223ieLiYvHBBx+Ijz/+WFxwwQVi1qxZ8us9PT1i8uTJYu7cuWLHjh3i7bffFjk5OWLFihXyNkeOHBFJSUnivvvuE/v27RNPPfWUsNlsYvXq1VH9eylyb7zxhnjrrbfEgQMHRG1trXjooYeEw+EQNTU1Qgi2F+rb1q1bRWlpqZg6daq499575efZZkjpkUceEZMmTRInT56U//vyyy/l1+OxvTDIihHnn3++uPPOO+Wfe3t7RVFRkVi5cqWBe0XRpg6yPB6PKCgoED/72c/k5xobG4XL5RJ//OMfhRBC7Nu3TwAQ27Ztk7d55513hMViEcePHxdCCPGb3/xGZGZmiq6uLnmb7373u2LChAlD/BdRNNTX1wsAYv369UIIbxtxOBziL3/5i7zN/v37BQCxadMmIYQ3uLdaraKurk7e5plnnhFpaWlyO/nOd74jJk2aFPBZixcvFvPnzx/qP4miIDMzU/zud79je6E+tbS0iHHjxonq6mpx6aWXykEW2wypPfLII2LatGkhX4vX9sJ0wRjQ3d2N7du3Y+7cufJzVqsVc+fOxaZNmwzcMzLa0aNHUVdXF9A20tPTUVlZKbeNTZs2ISMjAzNnzpS3mTt3LqxWK7Zs2SJvc8kll8DpdMrbzJ8/H7W1tTh79myU/hoaKk1NTQCArKwsAMD27dvhdrsD2k15eTlKSkoC2s2UKVOQn58vbzN//nw0Nzdj79698jbK95C24XkptvX29mLVqlVoa2tDVVUV2wv16c4778SVV14Z9O/KNkOhHDx4EEVFRSgrK8OSJUtw7NgxAPHbXhhkxYDTp0+jt7c3oGEBQH5+Purq6gzaKzID6d+/v7ZRV1eHvLy8gNftdjuysrICtgn1HsrPoNjk8XiwfPlyXHjhhZg8eTIA77+p0+lERkZGwLbqdjNQm+hrm+bmZnR0dAzFn0NDaM+ePUhJSYHL5cJtt92GV199FRMnTmR7oZBWrVqFTz75BCtXrgx6jW2G1CorK/Hiiy9i9erVeOaZZ3D06FFcfPHFaGlpidv2Yo/6JxIRUdTceeedqKmpwUcffWT0rpDJTZgwATt37kRTUxP++te/4pvf/CbWr19v9G6RCX3xxRe49957UV1djYSEBKN3h2LAwoUL5cdTp05FZWUlRo0ahT//+c9ITEw0cM+GDkeyYkBOTg5sNltQlZVTp06hoKDAoL0iM5D+/ftrGwUFBaivrw94vaenBw0NDQHbhHoP5WdQ7Lnrrrvw5ptvYu3atRg5cqT8fEFBAbq7u9HY2BiwvbrdDNQm+tomLS0tbi+a8czpdGLs2LGYMWMGVq5ciWnTpuFXv/oV2wsF2b59O+rr6zF9+nTY7XbY7XasX78eTz75JOx2O/Lz89lmqF8ZGRkYP348Dh06FLfnGAZZMcDpdGLGjBn44IMP5Oc8Hg8++OADVFVVGbhnZLTRo0ejoKAgoG00Nzdjy5YtctuoqqpCY2Mjtm/fLm+zZs0aeDweVFZWytt8+OGHcLvd8jbV1dWYMGECMjMzo/TXkF6EELjrrrvw6quvYs2aNRg9enTA6zNmzIDD4QhoN7W1tTh27FhAu9mzZ09AgF5dXY20tDRMnDhR3kb5HtI2PC/FB4/Hg66uLrYXCjJnzhzs2bMHO3fulP+bOXMmlixZIj9mm6H+tLa24vDhwygsLIzfc4wh5TZIs1WrVgmXyyVefPFFsW/fPnHrrbeKjIyMgCorFJ9aWlrEjh07xI4dOwQA8fOf/1zs2LFDfP7550IIbwn3jIwM8frrr4vdu3eLr371qyFLuFdUVIgtW7aIjz76SIwbNy6ghHtjY6PIz88XN910k6ipqRGrVq0SSUlJLOEeo26//XaRnp4u1q1bF1Aut729Xd7mtttuEyUlJWLNmjXi448/FlVVVaKqqkp+XSqXO2/ePLFz506xevVqkZubG7Jc7gMPPCD2798vnn76aZZXjlEPPvigWL9+vTh69KjYvXu3ePDBB4XFYhHvvfeeEILthQamrC4oBNsMBbr//vvFunXrxNGjR8XGjRvF3LlzRU5OjqivrxdCxGd7YZAVQ5566ilRUlIinE6nOP/888XmzZuN3iWKgrVr1woAQf9985vfFEJ4y7j/4Ac/EPn5+cLlcok5c+aI2tragPc4c+aMuOGGG0RKSopIS0sTN998s2hpaQnYZteuXeKiiy4SLpdLjBgxQjz22GPR+hNJZ6HaCwDxwgsvyNt0dHSIO+64Q2RmZoqkpCRxzTXXiJMnTwa8z2effSYWLlwoEhMTRU5Ojrj//vuF2+0O2Gbt2rXi3HPPFU6nU5SVlQV8BsWOb33rW2LUqFHC6XSK3NxcMWfOHDnAEoLthQamDrLYZkhp8eLForCwUDidTjFixAixePFicejQIfn1eGwvFiGEMGYMjYiIiIiIKP5wThYREREREZGOGGQRERERERHpiEEWERERERGRjhhkERERERER6YhBFhERERERkY4YZBEREREREemIQRYREREREZGOGGQRERERERHpiEEWERERgKVLl+Lqq682ejeIiCgO2I3eASIioqFmsVj6ff2RRx7Br371KwghorRHREQUzxhkERFR3Dt58qT8+E9/+hMefvhh1NbWys+lpKQgJSXFiF0jIqI4xHRBIiKKewUFBfJ/6enpsFgsAc+lpKQEpQvOnj0bd999N5YvX47MzEzk5+fjueeeQ1tbG26++WakpqZi7NixeOeddwI+q6amBgsXLkRKSgry8/Nx00034fTp01H+i4mIyEgMsoiIiPrwhz/8ATk5Odi6dSvuvvtu3H777bjuuuswa9YsfPLJJ5g3bx5uuukmtLe3AwAaGxtx+eWXo6KiAh9//DFWr16NU6dO4etf/7rBfwkREUUTgywiIqI+TJs2Dd///vcxbtw4rFixAgkJCcjJycGyZcswbtw4PPzwwzhz5gx2794NAPj1r3+NiooK/OQnP0F5eTkqKirw/PPPY+3atThw4IDBfw0REUUL52QRERH1YerUqfJjm82G7OxsTJkyRX4uPz8fAFBfXw8A2LVrF9auXRtyftfhw4cxfvz4Id5jIiIyAwZZREREfXA4HAE/WyyWgOekqoUejwcA0NraiquuugqPP/540HsVFhYO4Z4SEZGZMMgiIiLSyfTp0/HKK6+gtLQUdjsvsUREwxXnZBEREenkzjvvRENDA2644QZs27YNhw8fxrvvvoubb74Zvb29Ru8eERFFCYMsIiIinRQVFWHjxo3o7e3FvHnzMGXKFCxfvhwZGRmwWnnJJSIaLiyCy9sTERERERHpht1qREREREREOmKQRUREREREpCMGWURERERERDpikEVERERERKQjBllEREREREQ6YpBFRERERESkIwZZREREREREOmKQRUREREREpCMGWURERERERDpikEVERERERKQjBllEREREREQ6+v8vsN6GeZ5STgAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# find peaks in the cut signal\n", + "hard = wfdb.processing.find_local_peaks(filtered_data.p_signal[:,sig_channel],radius=3)\n", + "#peak_points_y = [cut_signal[i] for i in hard]\n", + "\n", + "tolerance = 1\n", + "# get standard deviation of the hard peaks\n", + "std = filtered_data.p_signal[:,sig_channel][hard].std() * tolerance\n", + "mean = np.mean(filtered_data.p_signal[:,sig_channel])\n", + "\n", + "#hard = [i for i in hard if abs(filtered_data.p_signal[:,sig_channel][i] - mean) > std]\n", + "# filter peaks with std\n", + "hard = [i for i in hard if filtered_data.p_signal[:,sig_channel][i] > std]\n", + "# get the y values of the peaks\n", + "peak_points_y = [filtered_data.p_signal[:,sig_channel][i] for i in hard]\n", + "\n", + "plt.figure(figsize=(10, 5))\n", + "plt.plot(filtered_data.p_signal[:,sig_channel])\n", + "plt.plot(hard, peak_points_y, 'ro', label='Peaks')\n", + "plt.xlabel('Time')\n", + "plt.ylabel('Amplitude')\n", + "plt.title('Cuted Signal with Peaks (STD)')\n", + "plt.legend()\n", + "plt.grid(True)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#Find peaks in Channel 6 of Record 25\n", + "hard = wfdb.processing.find_local_peaks(filtered_data.p_signal[:,sig_channel],radius=50)\n", + "record = filtered_data.p_signal[:,sig_channel]\n", + "peak_points_y = [record[i] for i in hard] \n", + "\n", + "plt.figure(figsize=(10, 5))\n", + "plt.plot(record)\n", + "plt.plot(hard, peak_points_y, 'ro', label='Peaks')\n", + "plt.xlabel('Time')\n", + "plt.ylabel('Amplitude')\n", + "plt.title('Filtered Signal with Peaks')\n", + "plt.legend()\n", + "plt.grid(True)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#Find peaks in Channel 6 of Record 25\n", + "hard, soft = wfdb.processing.find_peaks(filtered_data.p_signal[:,sig_channel])\n", + "record = filtered_data.p_signal[:,sig_channel]\n", + "peak_points_y = [record[i] for i in hard] \n", + "\n", + "plt.figure(figsize=(10, 5))\n", + "plt.plot(record)\n", + "plt.plot(hard, peak_points_y, 'ro', label='Peaks')\n", + "plt.xlabel('Time')\n", + "plt.ylabel('Amplitude')\n", + "plt.title('Filtered Signal with Peaks')\n", + "plt.legend()\n", + "plt.grid(True)\n", + "plt.show()" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.4" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/notebooks/first_signal_processing.ipynb b/notebooks/first_signal_processing.ipynb new file mode 100644 index 0000000..7151652 --- /dev/null +++ b/notebooks/first_signal_processing.ipynb @@ -0,0 +1,937 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Signal Processing\n", + "\n", + "The notebook goes into more detail on the processing of the 12 ECG data per patient. First, the signal itself is considered and then the ECG signal processing methods integrated in the 'wfdb' module are explored. Various approaches are then used to normalize the data and reduce noise in order to make the signals as comparable as possible." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "import pickle\n", + "from matplotlib import pyplot as plt\n", + "import wfdb.processing\n", + "import scipy.signal\n", + "import numpy as np" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "path = \"C:/Studium/dsa/data\"\n", + "#path = \"C:/Users/Nils/Documents/HS-Mannheim/0000_MASTER/DSA/EKG_Prog/data\"" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Load Data" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Reading SB\n", + "Length of SB: 16559\n", + "Reading AFIB\n", + "Length of AFIB: 9839\n", + "Reading GSVT\n", + "Length of GSVT: 948\n", + "Reading SR\n", + "Length of SR: 9720\n" + ] + } + ], + "source": [ + "\n", + "# read pickle files and check len and print first record and first record keys\n", + "\n", + "\n", + "\n", + "categories_dict = {\n", + "'SB': [426177001],\n", + "'AFIB': [164889003, 164890007],\n", + "'GSVT': [426761007, 713422000, 233896004, 233897008, 713422000],\n", + "'SR': [426783006, 427393009]\n", + "}\n", + "\n", + "\n", + "data = {}\n", + "for cat_name in categories_dict.keys():\n", + " print(f\"Reading {cat_name}\")\n", + " with open(f'{path}/{cat_name}.pkl', 'rb') as f:\n", + " records = pickle.load(f)\n", + " data[cat_name] = records\n", + " print(f\"Length of {cat_name}: {len(records)}\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "For a better understanding of the structure and dimensions of the individual data sets, there are printed." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Keys of first record of SB: dict_keys(['record_name', 'n_sig', 'fs', 'counter_freq', 'base_counter', 'sig_len', 'base_time', 'base_date', 'comments', 'sig_name', 'p_signal', 'd_signal', 'e_p_signal', 'e_d_signal', 'file_name', 'fmt', 'samps_per_frame', 'skew', 'byte_offset', 'adc_gain', 'baseline', 'units', 'adc_res', 'adc_zero', 'init_value', 'checksum', 'block_size'])\n", + "{'record_name': 'JS00002', 'n_sig': 12, 'fs': 500, 'counter_freq': None, 'base_counter': None, 'sig_len': 5000, 'base_time': None, 'base_date': None, 'comments': ['Age: 59', 'Sex: Female', 'Dx: 426177001,164934002', 'Rx: Unknown', 'Hx: Unknown', 'Sx: Unknown'], 'sig_name': ['I', 'II', 'III', 'aVR', 'aVL', 'aVF', 'V1', 'V2', 'V3', 'V4', 'V5', 'V6'], 'p_signal': array([[-0.01 , 0.01 , 0.02 , ..., 0.054, 0.049, 0. ],\n", + " [-0.024, -0.02 , 0.005, ..., 0.034, 0.034, -0.015],\n", + " [-0.02 , -0.02 , 0. , ..., 0.034, 0.034, -0.01 ],\n", + " ...,\n", + " [ 0.015, 0.01 , -0.005, ..., -0.015, -0.02 , 0.005],\n", + " [ 0.01 , 0.01 , 0. , ..., -0.02 , -0.024, 0. ],\n", + " [ 0.01 , 0.01 , 0. , ..., -0.024, -0.029, -0.005]]), 'd_signal': None, 'e_p_signal': None, 'e_d_signal': None, 'file_name': ['JS00002.mat', 'JS00002.mat', 'JS00002.mat', 'JS00002.mat', 'JS00002.mat', 'JS00002.mat', 'JS00002.mat', 'JS00002.mat', 'JS00002.mat', 'JS00002.mat', 'JS00002.mat', 'JS00002.mat'], 'fmt': ['16', '16', '16', '16', '16', '16', '16', '16', '16', '16', '16', '16'], 'samps_per_frame': [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1], 'skew': [None, None, None, None, None, None, None, None, None, None, None, None], 'byte_offset': [24, 24, 24, 24, 24, 24, 24, 24, 24, 24, 24, 24], 'adc_gain': [1000.0, 1000.0, 1000.0, 1000.0, 1000.0, 1000.0, 1000.0, 1000.0, 1000.0, 1000.0, 1000.0, 1000.0], 'baseline': [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], 'units': ['mV', 'mV', 'mV', 'mV', 'mV', 'mV', 'mV', 'mV', 'mV', 'mV', 'mV', 'mV'], 'adc_res': [16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16], 'adc_zero': [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], 'init_value': [-10, 10, 20, 0, -15, 15, -10, -54, 63, 54, 49, 0], 'checksum': [12346, 26962, 14528, -13537, -6991, 14569, -383, 16468, -29512, -7548, -22267, 31542], 'block_size': [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0]}\n", + "(5000, 12)\n" + ] + } + ], + "source": [ + "# print keys of first record\n", + "print(f\"Keys of first record of SB: {data['SB'][0].__dict__.keys()}\")\n", + "print(data['SB'][0].__dict__)\n", + "print(data['SB'][0].__dict__['p_signal'].shape)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Number of records with p_signal: 9720\n", + "Number of records with e_p_signal: 0\n", + "Number of records with d_signal: 0\n", + "Number of records with e_d_signal: 0\n" + ] + } + ], + "source": [ + "# count how many different signals are available\n", + "counter_p = 0\n", + "counter_e_p = 0\n", + "counter_d = 0\n", + "counter_e_d = 0\n", + "for record in data['SR']:\n", + " if record.p_signal is not None:\n", + " counter_p += 1\n", + " if record.e_p_signal is not None:\n", + " counter_e_p += 1\n", + " if record.d_signal is not None:\n", + " counter_d += 1\n", + "\n", + "print(f\"Number of records with p_signal: {counter_p}\")\n", + "print(f\"Number of records with e_p_signal: {counter_e_p}\")\n", + "print(f\"Number of records with d_signal: {counter_d}\")\n", + "print(f\"Number of records with e_d_signal: {counter_e_d}\")" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#Plot a complete Record\n", + "wfdb.plot_wfdb(data['SB'][24],title=\"Example for all Channels\")" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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IIYQQQgjRGQbdCCGEEEIIIYQQQgjRGQbdCCGEEEIIIYQQQgjRGXq6EUIIIYQQQgghhBCiM1S6EUIIIYQQQgghhBCiMwy6EUIIIYQQQgghhBCiMwmxbkBzx+Vy4dChQ8jIyIDNZot1cwghhBBCCCGEEEJIjBAEAZWVlejYsSPs9sBaNgbdmuDQoUPo0qVLrJtBCCGEEEIIIYQQQpoJ+/fvR+fOnQOew6BbE2RkZABw/2NmZmbGuDWEEEIIIYQQQgghJFZUVFSgS5cuUrwoEAy6NYGYUpqZmcmgGyGEEEIIIYQQQggJyoKMhRQIIYQQQgghhBBCCNEZBt0IIYQQQgghhBBCCNEZBt0IIYQQQgghhBBCCNEZBt0IIYQQQgghhBBCCNEZBt0IIYQQQgghhBBCCNEZBt0IIYQQQgghhBBCCNEZBt0IIYQQQgghhBBCCNEZBt0IIYQQQgghhBBCCNEZBt0IIYQQQgghhBBCCNEZBt0IIYQQQgghMWVbfiWKq+pi3QxCCCFEVxJi3QBCCCGEEEJI/LK7qArjn/8JAJD3+KQYt4YQQgjRD9Mp3ebOnYvc3FykpKRg5MiRWL16dcDzn3/+eRxzzDFITU1Fly5d8M9//hO1tbVRai0hhBBCCCEkEH/klca6CYQQYjnu/eQvTPr3z6hrdMa6KXGNqYJuH374Ie68807MnDkTa9euxZAhQzB+/HgUFhZqnv/+++/j3nvvxcyZM7Flyxa8/vrr+PDDD3HfffdFueWEEEIIIYQQTWyxbgAhhFiPBb/vx6ZDFfhlR3GsmxLXmCro9uyzz+L666/HNddcg/79+2PevHlo0aIF5s+fr3n+ihUrcOKJJ+KKK65Abm4uzjzzTFx++eVNquMIIYQQQgghhBBCzIjLJUiv7XbubMQS0wTd6uvrsWbNGowbN046ZrfbMW7cOKxcuVLzM6NHj8aaNWukINvu3buxaNEiTJw40e916urqUFFRofiPEEIIIYQQYjzyhSIhhJDwqK5vlF4nOUwT9rEkpimkUFxcDKfTiZycHMXxnJwcbN26VfMzV1xxBYqLi3HSSSdBEAQ0NjbixhtvDJheOmfOHDz88MO6tp0QQgghhBCijVyDUe90IcXuiFlbCCHEClTVNTZ9EokKlg55Ll++HLNnz8bLL7+MtWvX4tNPP8XChQsxa9Ysv5+ZPn06ysvLpf/2798fxRYTQgghhBASv9Q7XbFuAiGEmJ66Bu+9tL6R99VYYhqlW5s2beBwOFBQUKA4XlBQgPbt22t+5sEHH8RVV12F6667DgAwaNAgVFdX44YbbsD9998Pu9035picnIzk5GT9fwFCCCGEEKIbgiDgnVV70btdBkb1zI51c0gECLKM0roGF5ASu7YQQogVcMpurKxeGltMo3RLSkrCsGHDsHTpUumYy+XC0qVLMWrUKM3P1NTU+ATWHA63XF0Q6BdBCCEkeARBwO6iKj4/CGkmrNx9BDO+2ITLX10V66aQCGlwyRQZVLoREnOcLgF5xdWxbgaJALk/Zh2VbjHFNEE3ALjzzjvx6quv4q233sKWLVtw0003obq6Gtdccw0A4Oqrr8b06dOl8ydPnoz//Oc/WLBgAfbs2YPvvvsODz74ICZPniwF3wghhJBgeObb7TjtmR8xd9nOWDeFEALgQOnRWDeB6IRTtjhkGhQhsefO/63DKU8vx2d/Hoh1U0iYyGvSMOgWW0yTXgoAl156KYqKijBjxgzk5+dj6NChWLx4sVRcYd++fQpl2wMPPACbzYYHHngABw8eRNu2bTF58mQ89thjsfoVCCGEmJSXPMG2p7/djmmn9Y5xawghCXZb0ycRU6BUZDANipBY88W6QwCA/yzfhfOP7Rzj1pBw4GZG88FUQTcAmDZtGqZNm6b53vLlyxU/JyQkYObMmZg5c2YUWkYIIYQQQqKFg0E3y+CUKTK4OCSk+ZDoMFViHJHhEphe2lzgKCKEEEKCICmBj0xCmhMJsuwGuVKKmA8XFRmENEsYdDMvVLo1HziKCCGEkCBIZtCNkGaFXOlG831zI1dkcHFISPMh0UFFsVlxsXpps4ErCEIIISQIkrjbS0izIoFBN8vgZBoUIYToCjczmg9cQRBCCCFBwBQLQpoXsuxS1DVwQWFmlIUU2JeENBcanEzdNyvyvSjeV2MLVxCEEEJIECQmMMWCkOaEfEFBpZu5YV8S0jxx0i/TtNDTrfnAoBshhBASBFS6EdK84ILCOii8hxroPURIc6GRQTfTIsjuq+zH2MIVBCGEEBIE9HQjpHlBk2jroPAeotKNkGaD08XxaFbkXpms8B1buIIghBBCgoBKN0KaF1S6WQf2JSHNk0Z6upkW+X2VSrfYwhUEIYQQEgSJDq+nWyOVGKbmy/WHsPFgeaybQSLESfN9yyBfD7IvCWk+MFhjXmRCNyoWY0xCrBtACCGEmIGkBO8+VW2jC+lUvpmSNXtLcNsHfwIA8h6fFOPWkEigOso6KNJL2ZeENBtYSMG8UOnWfOCKgRBCCAmCBLss6Eajb9Oyu6g61k0gOuFkoMYyMIBKSPOkgcp+0yJ/RjJ4GlsYdCOEEEKCQK7EOFrPoJtZSU50xLoJRCeU6aUck2bGxSp7hDRLGKwxL/LiCezH2MKgGyGEEBIECiUGd35NS4osTZiKGnNDTzfrIF8cCgIXh4TEEhfTEi2BS+Hpxn6MJQy6EUKIQVTUNrBEt4VwsfS6JZAr3ahYNDf0AbMO8jQoF4NuhMQUBtqsgZMK4mYDg26EEGIAecXVGPzQt7ju7T9i3RSiE/JdQs5dzIvdW4QW1fWNsWsIiZhGJ5VuVkEuHub9lZDYwsC3NWB6afOBQTdCCDGAD37fBwD4YWthjFtC9MJJmb4lkPddDYNupoZKN+sgUOlGSLPByXRvS6CsXspnZCxh0I0QQgwgQS6nIZbA5eKi0ArIJ6HVdUwvNTP0WbQOykV+DBtCCFGkJXI4mhcXq5c2Gxh0I4QQA3DYGHSzGk7K9C2BIuhGpZupkXvU1DUw6GZm6OlGSPOBvrXWgEG35gODboQQYgB2mdKtgQoMS+DiotASKNJLqXQzNS6F0o19aWbkt1TeXwmJLYoADYejaZEvP1hIIbYw6EYIIQYgV7pV11FNYwUamV5qCeSKGprvmxulOiqGDSERw0I1hDQf5GPQyfmOaVGkCbMbYwqDboQQYjCVtQy6WQFlFagYNoREhHxxX9dIdZSZcTIQbhmUi0P2JSGxRH4/pULKvLBATfOBQTdCCDEA+RyFvlHWwElvDEsg77ta+oCZGprvWwfF4pDDkpCYorDT4HzHtFBB3Hxg0I0QQgxAPmGpotLNEigX+Jy9mBUq3ayDkwtDy0DVIiHNB/nttNElcM5jUjhvbT4w6EYIIQYgXzQ0OPmgswKK9FJOXkyLMuhGSY2ZcTq5i28V5Cn77EtCYot6E4Nj0pywAFjzgUE3QggxAKUfBhf2VoDppdZAUUiB6aWmxskFhWVw0dONkGaDeghyHmtO5FNVTltjC4NuhBBiAGppPjE/SiUG+9SsyAOm9U6ml5oZF1NnLAMVGYQ0H9RjkDE3c8L00uYDg26EEGIA8gmLk+mllkDRp5yAmhZWobUOSqVbDBtCIoaG34Q0H9RBtwZG3UyJi8WGmg0MuhFCiAHIH3RUulkDGn1bA3kMnDu/5oZj0jpQ6UZI80E9beWQNCfK9FJ2Yixh0I0QQgxA/qCj/5c1kAdSWSnRvLgYqLEMVEdZB7mQhsOSkNii3pDiBpU5oRq8+cCgGyGEGAALKVgPRSEFTkBNi5NpwpbBqQjUcEyaGRbFIKT5oA7QMGBjTrjJ2Hxg0I0QQgxA/mxrpKebJXAqvMDYp2aFKYnWQR5oY1eaGy4OrcOf+0pRXFUX62aQCPAppMAxaUqcfEY2Gxh0I6SZwF16a6E03WffWgF6DlkDLu6tA8ekdXAxDcoS/J5XgvNfXoHJL/4S66aQCFDPW3l/NSd8RjYfGHQjpBmwvaASxz+2FG+tyIt1U4hOOFlIwXI4WQXKEjCNzTooTaJj1w4SOSxwYg0+XXsAAHC4vDbGLSGR4DMEOSRNCauXNh8YdCOkGXDfpxtQXFWHmV9uinVTiE4oCynQOMrsCILABb5FcNF83zK4FKkz7Ewzw3FpDWrqnbFuAtEB3/TSGDWERITc95SbjLGFQTdCmgHlRxti3QSiM/IFYAM93UwPUy2sg0LpxpWEqREUgXD2pZlhGpQ1SLBzaWkF6OlmDZi233zgnZGQZkBdI5VQVoOebtZCXa2Uqhrz4mKgxjJwQWEdnFS6WYJEhy3WTSA64Fu9lIPSjFAN3nxg0I2QZoDDzkmK1aCk21qoM4TZpeaFaWzWgZVorYOLClRLkCALujU6uaFsVtQBGt5ezQmfkc0HBt0IaQYkJ3AoWg2BCgxLoVa6sU/Ni2ISyo40NfLu43rC3HBxaA3k6aW1zOIwLVS6WQOqwZsPXOkT0gxIYtDNctCfxlrQ0806sHqpdRDYl5aB/nzWIEGWuVHbwKIKZoWFFKwBNzOaD1zpE9IMSHJwKFoNpQKDDzqzo1ZEsU/Ni7wvWePE3HBzwzo4qciwBPK+O8pKpqZFfT/lnMecUA3efOBKn5BmQHKidygy3ckacAFhLZheah2odLMOyqIYsWsHiRy5IoMLfPPilBmg1jUy6GZW1EOQ91dz4uJ9tdnAoBshzQC50q2WkxRLwLQna6EOhrNPzYvc25uTUHPDymzWQWAA1RI0yDqvtoGebmZFbanB+6s5oQCg+WC6oNvcuXORm5uLlJQUjBw5EqtXrw54fllZGW655RZ06NABycnJ6NOnDxYtWhSl1hISHHJPN8rxrYFLUb00du0g+kClm3VQpJeyI00NAzXWgd5D1sDplAfdOJ81K/R0swa8rzYfEmLdgFD48MMPceedd2LevHkYOXIknn/+eYwfPx7btm1Du3btfM6vr6/HGWecgXbt2uHjjz9Gp06dsHfvXrRs2TL6jSckAPL74FFOUiwBFRjWgru+1oE7v9aBnm7WgePSGjRS6WYJfNNLOSjNiLzb2IWxxVRBt2effRbXX389rrnmGgDAvHnzsHDhQsyfPx/33nuvz/nz589HSUkJVqxYgcTERABAbm5uNJtMSFDIH2ZUXlgDLgathUu1dmCXmhcGxK2D0gcshg0hESNwXFoCuaebWiFOzIOv0o19aUaodGs+mCa9tL6+HmvWrMG4ceOkY3a7HePGjcPKlSs1P/Pll19i1KhRuOWWW5CTk4OBAwdi9uzZcDr9K4nq6upQUVGh+I8Qo3Ey3cly0ODbWviml7JTzQrTS62DMr2UfWlmuDi0BnKlGwuDmRd113FImhMWjmo+mCboVlxcDKfTiZycHMXxnJwc5Ofna35m9+7d+Pjjj+F0OrFo0SI8+OCDeOaZZ/Doo4/6vc6cOXOQlZUl/delSxddfw9CtJBZYHARaBGUapoYNoTognpccpiaFycD4paB91nroAi6MSvRtHAT2RqoAzS8v5oTgWn7zQbTBN3CweVyoV27dnjllVcwbNgwXHrppbj//vsxb948v5+ZPn06ysvLpf/2798fxRaTeEW+G9jIu6IlkHcjU2XMD1MtrIOLihrLwDR+66BUh7MvzYrCLoX9aFrU81aOSXNCP+Lmg2k83dq0aQOHw4GCggLF8YKCArRv317zMx06dEBiYiIcDod0rF+/fsjPz0d9fT2SkpJ8PpOcnIzk5GR9G09IE3Bn0HpwYW8tOHGxDkxjsw4M1FgHqhatgWJMcj5rWtRdx/urOXGquk0QAJstNm2Jd0yjdEtKSsKwYcOwdOlS6ZjL5cLSpUsxatQozc+ceOKJ2LlzJ1wynfr27dvRoUMHzYAbIbGChRSsh4uSbkvB9FLroPA4YRqbqWHqjHVgMNwaCFS6WQJfdX+MGkIiQh345r01dpgm6AYAd955J1599VW89dZb2LJlC2666SZUV1dL1UyvvvpqTJ8+XTr/pptuQklJCW6//XZs374dCxcuxOzZs3HLLbfE6lcgRBP5TZDppdaAaU/WwlfpFqOGkIhRFFJgR5oapvFbBz4zrYF8THIT2bz4FlJgX5oRBk+bD6ZJLwWASy+9FEVFRZgxYwby8/MxdOhQLF68WCqusG/fPtjt3jhily5dsGTJEvzzn//E4MGD0alTJ9x+++245557YvUrEKIJ00uth3IxGLt2EH1g9VLr4FSksbEfzYxSHRXDhpCI4TPTGlCxaA18Pd1i1BASEb5ZGuzIWGGqoBsATJs2DdOmTdN8b/ny5T7HRo0ahVWrVhncKkIiQ55z38h8J0sgcNfeUqgl+gzWmBcGaqwD1VHWgcEaa6C0S4lhQ0hE0MfWGrAKbfPBVOmlhFgVhek+JymWgAsIa0FPN+tAD03rIL+1sivNi6/vUIwaQiJGMSbZkabFt5BCbNpBIoNKt+YDg26ENAPkN0Uq3ayBi4tBS8H0Uusgv8Vy997cuJgqbAl8fYfYl2ZFsanBfjQtvgop9qUZ8fHmi00zCBh0I6RZQOWF9RC4GLQU6lg4h6l5cXJRaBmYXmoN1OOQXWle6FFsDejpZg24odF8YNCNkGYAq5daD4XSjeJF0+O7KOQ4NStM57cOAu+zlkB9O+XC0LwoU77Zj2bFN72UfWlGfLz5+JyMGQy6EdIM4M6g9aCnm7XwKaQQo3aQyHFSHWUZFOmlMWwHiQyqMawDMzesAcekNaCnW/OBQTdCmgEu7gxaDmXaUwwbQnTBZ+LCTjUtLgbELYN8GFJ9al5o2m4dGHSzBvQCswZUETcfGHQjpBkgn5jwfmgNBC4GLYVvIYUYNYREjJMBcctARbE1oGm7deAmsjVQj0GOSXPCuWvzgUE3QpoBXDhYDxp8Wwu1so19al6cMk8TKhbNjcAAqiVQ+wyxL82LUukWw4aQiPCZ87AvTYmPNQrnrjGDQTdCmgEKXxreDy0B1TTWgoUUrAPTS60DVTXWgP5R1oEbjtaAhRSsgc/cNUbtIAy6EdIs4CTFeijSS2PXDKITvma0MWoIiRgGxK0DN6ysgU/QjQPTtMgVUdycMi++gfAYNYREBDc0mg8MuhHSDHAqJimxawfRDwZSrQUnLtaBRt/WgUo3a+Bj2s6uNC0sImUN6LNoDdRpwRyTsYNBN0KaAQzQWA+lAoN9anbU3jTsUfPicnFsWgWBz05LoB6H7EvzwvmsNWBFYWvgk6XBjowZDLoR0gxg9VLr4XJpvybmxKnqRAZrzAvTS62DYoHP+6xpUQ9DjkvzolSfxq4dJDJ8lG7cajQlvorFGDWEMOhGSHOAxt7Wg7u91kKtdOMC37zI+05tMkzMhXxRz0C4eWH6vnVQ9B370bSou44BVHPCe2vzgUE3QpoB8oUfb4fWgL4m1kIdnOHExbw4mV5qGZQbVjFsCIkIerpZB3nfcUyaF3UaIp+V5sS3CBj7MVYw6EZIM8BJpZvloALDWvh6DsWoISRi5AFUFlIwN1QUWwP1Ap99aV44Jq2Br6cb+9KM+AbdYtQQwqAbIc0B7gxaDxp8Wwvu+loHqqOsA/2jrIFvKhs706w4eX+1BD5pibTUMCW+t1IOyljBoBshzQBFeiknm5aAE09rwV1f66AopMDBaWpYJdoa+PoOxaghJGKUlm7sSLPCisLWwNcaJUYNIQy6EdIcYPVS66FUYLBTzY5vJS9iVhT32xi2g0SOYoEfu2aQCNF6RjJgY06YXmoNfHwWY9MMEiH0dGs+MOhGSIyhl4k1USowYtgQogus5GUdBAbELQMX+NZA637Ke6w54dzHGvhsNLIzTQnThJsPDLoREmMo/bUmXNhbC5Zdtw4sXGMdFEE3PjxNi7igd9ht0jEWOTEnTtminl1oXrg2sQZiv9ls4s/syFjBoBshMUY9seRukjXgwt5aqHuQ49S8OKnEsASCILCQgkUQu04edONz05ywiJQ1YHETayD2W4Ln3spujB0MuhESY3wl3DFqCNEVZdpTDBtCdIESfevgooemJVD3HQPh5kW9MAQ4Ns0Ki5tYA1/rmxg1hESEOATtHqkbg6exg0E3QmIMqyJaE1bwshbc9bUOTioxLAErXloHcRMjgUo300P1qTXwKaTA8Wg65H0mKd1i1RjCoBshsca3skyMGkJ0hUo3ayHu+np9MWLYGBI2giDQb9EicMPKOkhKN4fd5xgxFwqlG5f4psVX3c++NBvyLhNT93lfjR0MuhESY9QPMk5SrIGTKRaWQhymXiUG+9SMcJPDOvhYM8SoHSRyxK5UerrFqDEkIlwubjhaAfW8lV1pPuTPSIfk6caejBUMuhESY9QVgng/ND++aprYtYXogzh58e4WxrI1JFzU91uAk1CzQk8366Dt6cb+NCPyZyP70Lz4Kolj0w4SPvLh57C7Qz7sx9jBoBshMcbHrJR3RNPDxaD1EKRFoThxYZ+aEa0CGOxKc0JPN+ug3tRwH4tVa0gkKKw1WHDItPgWeeOANBvyPhQ3NLjGjB0MuhESY9TKC94PzQ8Xg9ZD7EM7Pd1MjVawlAFUc+J7n2U/mhXxfupgIQXTQ89Ma0DPTPOjVLoxSyPWMOhGSIxRewzR0838+AZS2admR230zV1fc6IddItBQ0jEqFU0HJLmRbyf2iDf2GCHmhFlIQViVtRzHD4nzQc93ZoXDLoREmPU9z8+2MwP+9R6eJVurABlZrTGIjc6zInWGOSCwpyIvWa32aR7LLvSnMg3HfmcNC++RYfYl2ZDM+gWq8YQBt0IiTU+Sjc+2EwPvTCsh9fTjQtCU6MVdGNfmhKqFq2D6DNks3Fjw8yoi0ixC82L+l7KvjQf8i7zppeyI2MFg26ExBhWL7Ue9MKwHmIPcuJibujpZh20AmzsS3MiVxLb6JtpWnxV/uxEs+KTXsoBaToEmQVDAj3dYg6DboTEGJ/qpZykmB4WUrAe4jhNcHDiYmaojrIOWgpiPj/NidiX8vRSLvLNB+c+1sEnYyNG7SDho5Veymdk7GDQjZAYw+ql1oOBVOuhrq7HlGFzQnWUddD052NXmhKxL93ppe7X7Evz4Zu5wU40K8zYMD8spNC8YNCNkBhDTzfrQS8M6yFVL6VE39Ro3V85Ps2JdiGFGDSERIxLS+nGzjQd6i5jF5oXqhbNj7zLvAri2LSFMOhGSMzxmaTEphlER3wnK+xVsyMGaxx292OTfWpOvN5R3mPc6DAn6g0rgOPSrEhBNztknm7sS7PBuY91ELtOHI+MoJoP72YG76vNAQbdCIkxPmW5uZ1kejjxtB7e9FLlz8RceBWLdtmxWLWGRIJ4W02QRVB5rzUn0gIfNtipJjYtTEm0DlT3mx9B2mSUK4hj2KA4h0E3QmIMPd2sh1q+TTm3+REnoA4bDYfMjNiPNpvvMWIuvOooedAtVq0hkSBXZIiLQypQzQdTEq2DPOVb/jMxD/L5jvcxyX6MFQy6ERJjaLpvPXyqPrFPTY+6kAIXE+ZEvvPL+Km5USsxAN5rzYo3lc0mLQ55jzUf6vksh6N5EbtSvL+yK82H/L5qo9It5jDoRkiM4Q3QenC313oIqrREBsfNiTfoRkWN2VEHwgEu8s2K0nuIyhqz4ltEin1oVsQAqnejkX1pNpQKYuUxEn0YdCMkxtD/y3r4Fsdgn5odKb2USjdTo6ySKB6LYYNI2AgaSjc+P82Jt8CJjYtDE8P5rHWQlMQeI1t2pfmgp1vzgkE3QmIMJynWw6c4BrvU9EipFg6qo8yM3OPEBu7gmxm50s3GAKqpERTBcPEeG8sWkXCgyt86+FhqsDNNhzTfAZX9zQHTBd3mzp2L3NxcpKSkYOTIkVi9enVQn1uwYAFsNhvOO+88YxtISIj4qKJ4PzQ99HSzHoJ6Aso+NSWSokYRqGFfmhFvAFUMn/Jea1bEcWmz0bjdzPgUkWIfmha1ZyZ70nxoedhyTMYOUwXdPvzwQ9x5552YOXMm1q5diyFDhmD8+PEoLCwM+Lm8vDzcddddGDNmTJRaSkjwcGfQeqj7kH1qfsTFvIMSfVNDRY11EBXFCn++WDaIhI087ZuqRfPCBb114Eaj+VEo+8W5qyvQJ4iRmCro9uyzz+L666/HNddcg/79+2PevHlo0aIF5s+f7/czTqcTV155JR5++GH06NGjyWvU1dWhoqJC8R8hRkLjWeuh7kNOVsyP2tON49SceL2jvMbC7Epzou1Xw840I1LQzU6lm5mhXYp18FG6sStNh1zZL813YtecuMc0Qbf6+nqsWbMG48aNk47Z7XaMGzcOK1eu9Pu5Rx55BO3atcO1114b1HXmzJmDrKws6b8uXbpE3HZCAsFJivVwqvuUW/amR+1vwmFqTrz3VxurJJocqqOsgzgEbZAtDjkuTYe6y6iqMS/eQDifk2ZFvIfKPd3Yj7HDNEG34uJiOJ1O5OTkKI7n5OQgPz9f8zO//PILXn/9dbz66qtBX2f69OkoLy+X/tu/f39E7SakKdQTS94PzY96osk+NT++1UvZqWbEq44CPU5MjjJ1xnOMUTdTIlb4Vnq6xbJFJBy4iWwdpOJR3Gg0LWKXyatCczMjdiTEugFGUVlZiauuugqvvvoq2rRpE/TnkpOTkZycbGDLCFHiazwbm3YQ/eDE03oIqgkox6k5kauj6ANmbrypwvTnMzviPEihWuRN1nSoK7dzPJoXycfW7tbncB5rPhTFhriZEXNME3Rr06YNHA4HCgoKFMcLCgrQvn17n/N37dqFvLw8TJ48WTrm8jzVExISsG3bNvTs2dPYRhMSBKx0aT18UizYpabHxQmoJZAr3bjza24EmfrUG0BlX5oRbzCcSjcz41tEip1oVryWGsqfiXnwbmZ45zsck7EjpKCbv6ICaWlpcDgcujTIH0lJSRg2bBiWLl2K8847D4A7iLZ06VJMmzbN5/y+fftiw4YNimMPPPAAKisr8cILL9CrjTQbOEmxHlS6WQ9v0M39M7vUnMh3frm4NzdivynSS9mXpkSrKAaD4ebDxy4lRu0gkaPeaGRvmg+5BQPnO7EnpKBby5YtJXmiHIfDge7du+Ouu+7C9ddfr1vj1Nx5552YMmUKhg8fjhEjRuD5559HdXU1rrnmGgDA1VdfjU6dOmHOnDlISUnBwIEDfdoPwOc4IbGEkxTrIRZSSLDb0OgSGKCxAN5dXyrdzIy8SiI93cyNmMrG6qXmR5kGJR6LYYNIWHAT2TqI6d2SpQaLYpgWedo+NzNiR0hBt2XLlmkeLysrw5o1a3D33XcjISFBCoLpzaWXXoqioiLMmDED+fn5GDp0KBYvXiwVV9i3bx/sdtPUhiAEgNYkJTbtIPohPtQSHO6gGyee5kcQlBNQdqk5kfuASR4nXEyYEkGWksgFhbnxjktW2TMzak83zmfNi7qQAsej+VBW+ObcNdaEFHQ7+eST/b537rnnIjc3Fy+++KJhQTcAmDZtmmY6KQAsX7484GfffPNN/RtESIQwFdF6eCcrdgAu9qkF8CrdOAE1M4JsEip5ulFfbEq0CilwkW9OFAVO7MpjxDzQo9g6+FZsj2VrSDjILRi4mRF7dJWFnXzyydi5c6eeX0mI5fG5AfJ+aHpEWT4nK9ZBrXRjn5oTaRIKsOKlyVH687mPsS/NiSBL++a4NC++RaTYiWZFvdHIzSnzofR0E4/FsEFxjq5Bt/LycmRlZen5lYRYHk5SrIdTFaABuONrdqQJqIMm32ZGkE1CxdHJe645kVe8tHEX39R4g+E29qWJ8VW6xaghJGJoqWF+WKCmeaFb0K2hoQFPPfUURo4cqddXEhIX+Hpg8IZodsQuTHB4g27cXTI3UqoFF4SmRtPTjV1pSuQLCgZQzY2gochQz41I88fXLiVGDSERo65eynur+ZDbabBwVOwJydPtggsu0DxeXl6OTZs2wWaz4eeff9alYYTEC5ykWA+XtENoVxxzwObvI6SZIw5TpgybG4Wnm115jJgLbyVaG1MSTQ79+awBPd2sgze9VPkzMQ/anm4xbFCcE1LQzV/qaJcuXXDhhRfiyiuvZHopISHiY+nGG6LpUXthAOxXs+NrKswONSOchFoHZcVL8Rg704zIU4W9/nzR6cvf80pwoLQG5w3tJKlfSXio76Ucj+ZFvXnMAKr5UFQvVR0j0SekoNsbb7xhVDsIiVu4M2g9xEIKck83PujMjXcCKpW8JCZEaxLKe645EdMP5anC7EpzouU9FI1geIPThctfWYVGl4C26Sk4qXcb4y9qYVw+dikxagiJGLW6n/dW8yEVUgAL1DQHdC2kQAgJHe4MWg8pQOOg0s0qeNWL9DcxM96URCrdzI4gV0dJKVDsTDOirEQbPTXxkap6NHpuABsPlRt+PaujvpdyQ8O8UN1vAeSbGbTTiDkhKd1OPfXUJqXXNpsNS5cujahRhMQT9HSzHuoAjfsYO9bMqCt5cZyaE4X5PlMSTY03VdgGUbfIcWlOFKnCUQygzvtxl/R6e36l4dezOqxeah1EJTGDbuZFbqfBwlGxJ6Sg29ChQ/2+V1lZiffffx91dXWRtomQuEK968D7ofnxSUUEJyxmR+3Tx/40J0y3sA6x9AEj+iJP+47muNyaXyG9PlR+1PgLWhzfTWSOR7Midl0C00tNi/K+qjxGok9IQbfnnnvO51hjYyPmzp2Lxx57DJ06dcKsWbN0axwh8QDl+NbDpdohBLi7ZHbUKcMcpuZEkHZ+5Yt7dqYZ0QrU8D5rTsQxqFRkGN+ZB0q9gbZVu0sgCAKLKUSAr11KbNpBIkc952Ffmg+X7L7KZ2TsCSnopua9997DjBkzcPToUTz00EO44YYbkJAQ0VcSEndwZ9B6uFQ7hAAX9mbHm/5EpZuZkaujvOmlMWwQCRutVGHeZ82JSxEMVx4zkpp6p+LnH7cX4ZRj2hl/YYvC+ax1kDzduDllWsQes3OTsVkQViGFxYsXY+jQobj55psxdepU7NixAzfffDMDboSEgdzLBABcrti1heiDViEFLuxNDk2FLYFLEahhX5oZb1EMG/1qTI4gmwdFc2Ojuq5R8fPz3+8w/JpWxscuhePRtKi9idmV5kPQ3GRkT8aKkIJuq1evxqmnnorzzz8fp556Knbt2oUHH3wQaWlpRrWPEMvjNWgXH2y8IZodddUn+TFiTtSebuxNcyIoUhI9x2LYHhI+otE3Pd3Mj5b3kNF92eh0oa7Rvct5+Yiu7mPc9YwIp+efT3pOcjyaFkG1ecw5rPkQb2csNtQ8CEmadsIJJyA1NRU33ngjunfvjvfff1/zvNtuu02XxhESDygCNE4q3ayAOu1JEDhhMTvq4hiCAPr/mBB5NS+mCpsb+X2WfjXmRqnIiE5f1jR4U0vPP7YTPli9D6XVDcZe1OLIn5NOl8DxaGJ8i0fFsDEkLJSebu5jnO7EjpCCbl27doXNZsPnn3/u9xybzcagGyEhoPb/otLN/IgKDNGs3SkIfNCZHPUEFHBPXhhzMxdyRQ19wMyNSyNQw+enOdH2dDO2L8XU0gS7De0zUwAARVV1hl7T6giyoFsduKFhZujpZn4Unm5Un8ackIJueXl5BjWDkPhFerCxQpBl8E5W3AtCJzj5NDvqNHDA3ad2MOpmJrw+YDJFDdXFpiRW5vtEf2JRiXbK/NXStVunJwEA6htd+D2vBMfntjb24hZF8sykOsr0uFxKmxROYc0HPd2aFyF5ul199dX45JNPUF1dbVR7CIk7xPtfAg3aLYMyvZSTTyug7dMXq9aQcBHHpg3RU9QQY9CuRMu+NCPyglLRqLInCAK2F1RJ105LckjvPfj5RsOua3VElb+3cjvHo1nh2sT8KDemuBaJNSEF3Xr16oXZs2ejTZs2OOuss/Cf//wHBw8eNKpthMQF6t0k3hDNj9dHQbawZ8eaGq30Uk5CzYeYfij3dGMvmhNBQx3F1BlzIvWl3Zv2beQzs1JVtVTuzdmzXbph17U63srtds/PsWwNiQTfLBx2ptmQ1iIANxmbASEF3WbMmIE1a9Zgx44dmDx5Mj7//HP07NkTw4YNwyOPPIJ169YZ1ExCrIvX081TvZQ3RNPjlCkwvIvBWLaIRIpX6RbjhpCIEFNJo1klkRiDVx1lY6qwyVEuDo3fgNzhUbkBwMju7lTSc4d2BAC0y0g27sIWh+oo6yDOYxMoCDAtWsWGOCRjR1jLh86dO+Pmm2/GkiVLUFRUhHvuuQfbtm3Daaedhm7dumHatGnYtGmT3m0lxJKo09Y4STE/clUUKyRaA0EVHAfYp2ZEkZIILibMjEumjpICqDFsDwkfKe07SoUULvzPCun1s5cOBQD0bZ8JAKg42qj1ERIEPvNZ3lxNi3ce65nzsCtNh8LDVnWMRJ+I9+wzMjJwySWX4L333kNRURHmz58Ph8OBlStX6tE+QiyPoN5N4k696ZGnPdm4GLQELtU4dR+LVWtIuCj9Ft2vOQk1J6J/lFxRzL40J9qebtG5dqeWqQCArNREAED50YboXNiCqG0YOBzNi8/ahJ1pOrT8pdmNsSOk6qVyysvLkZ+fDwBo3749srKy4HA4cPrpp+P000/XrYGEWB31JIUPNvMj7u7auBi0DNqFFNinZkPpt8hJqJlRLCikY+xMM+JSbFRF75l5/Zju0msx6FbBoFvY+FS8jGVjSET4VqJlb5oNeZ9xLRJ7Qla6vfbaa+jfvz9at26N/v37K16//vrrRrSREEujXszzfmh+nAofBfdrLgbNjahATXB4g24CVammQ6GosYvHODbNiDeAGh0fMGIcXnW43PDbuOulJ7s1B1eM7CYdE4NuZUfrjbuwxRHHZKLdrviZmA+1up89aT4EjbUIn5GxIySl21NPPYWHHnoIt912G8aPH4+cnBwAQEFBAb799lvcfvvtKC0txV133WVIYwmxIlIhBVYIsgyCLJDKxaA18PYpPd3MjDxQI+qj2I3mRFlIQTzGzjQjYl/KFahG9WWj04UqT/VSMdAGAK3S3K9Lqql0CxdmblgDQRCk56KDhRRMi9zD1i4JO9iRsSKkoNtLL72EN954A5dcconieL9+/XDKKadgyJAhuPvuuxl0IyQE1It5TlLMj2JhT0m3JZAWEzaml5oZLb9F9qM5USwomCpsauTppZJvu0GdKQbcACAjxbsMyk5zVy0tramHIAjSs5sEj6SOcjBQY2bkQy+BwRrTQg/b5kVI6aWFhYUYNGiQ3/cHDRqE4uLiiBtFSDzhI+Hm/dD0yBUYkqSbqYimRl4FSoRD1XyIfWa3UYVqdhhAtQ7ytG+bwePyQOlRAECLJAcSHd4buqh0c7oEVNSygmk4+NqlcDyaEfl9lKpF80ILhuZFSEG3448/Ho8//jgaG30fRk6nE0888QSOP/543RpHSDxAOb71YFU96yGlP0HujcE+NRvKIifuY1wYmhO50TeVbuZGCqDajb+//rC1EABQ16jcCUtOcEhebyXV9HULB/H+msCURFMj7zf6TZsXsctssmJDnLfGjpDTS8ePH4/27dtj7NixCk+3n376CUlJSfj2228NaSghVkWtdOMkxfzIFRjehX0MG0QiRpAp3ew2G1wyzxNiHpQ+YFxMmBn55kYslG6Hyo4iMzVRCtSQ8NGusmfMtZ79bjsA79+PnFZpiaiqa0RxVR26t0kzpgEWRr2JzA0NcyIfj1ybmBdJ6QZaMDQHQlK6DR48GNu3b8esWbOQkZGB3bt3Y/fu3cjIyMCjjz6KrVu3YuDAgUa1lRBL4mtWyjui2ZErMOjpZg200xLZp2ZD6QOmPEbMhXJzI7oLw0NlRzH68R9wzku/ROeCFkdZZS92AZsebdIBANsLKqN+bSvg3UQWPYpj2RoSLsr0UndfMoBqPkTlqcPutWBgP8aOkLfnMjIycNNNN+Gmm25q8tzHH38cN954I1q2bBlO2wiJC+jpZj2UFYOUx4g5kfepV1UTwwaRsFAaC3MH38xoeWdGa0Ex+vEfAAC7i6ppuq8DSk838Vj0B2b7zBQAQFkNK5iGg3oT2X2M48NsyJ+JCRQEmBYtCwbOd2JHSEq3UJk9ezZKSkqMvAQhpscp7USweqlVcLm8CgzRSYEPOnPj9QKTTV7YqabDaywsC9SwJIYp0aoSHY3HZ/lRZUBmzd5S4y9qcaKlWiyXBdMemNTP5/3UJAcA4Gi9U/+LxwFO1SYywLmPGdEqpMCliflQVIWmsj/mGBp0o4SRkKYRJyTcTbIOsVRgEGPQKr3OLjUfUkEMVvMyPZpVoqMwKIur6hQ/XzRvpeHXtDrKKnvKY3ry6Z8HpNdXjuzm835KojvoVsOgW1ioq5fKjxHzIMhqjER7bVLf6MLeI9VRuZbVURR1Y/A05hgadCOENI0YjElwcAFoFVxR2rUn0UPpBeaZvFAhZTq00oQZEDcngqIvo3efLa6sa/okEhLKAKpxi0NRpdi1dQtJ1Sanhah0a2DQLRzEPhPns/JjxDwoCptEOVhzx4d/4uSnlmP5tsLoXNDCSOneNvpLNwcYdCMkxvh6uvGGaHaaiz8N0Q9l1UvlMWI+FJ5u7EhTopU6E41AeHFVveHXiDdcWgFUA8almDY6fkCO5vupHqVbLYNuYeFS2aUAnPuYEc300mhc1yVg0YZ8AMCbK/KicEVro2WnwfEYOxh0IyTGeEuss9qTVZAUGHZWurQKyvQn9qlZ0fTmYzeaEkWV6Ch6ZxZV1hp/kThDkPWl3cBNjfd/2wfAG1xTk9UiEQBQyD4OCy1PNz4mzYe2DYPxHbm/tEZ6vaOgyvDrWR2nfDOD/tIxh0E3QmKMWunGhbz5cbp8AzTR6lZBEPBHXgn+yCuhalJH5J5u9OkzL3IVqlcdRcyI0q/GfSwaY3LtvjIAwKnHtAUAJCVwKh0p0qYGjFvkF1XWobKuEYA3ZU5Nz7bpAIBdhfSUCge1R7H7GO+wZkPQUBFHox/lad0Hy47ilx3FnGdFgLyasHfeGrv2xDuGzhTGjBmD1NRUIy9BiOmRbooOpjpZBUm9GAPT/Y/XHMBF81bionkrseD3/dG5aBxAnz5rIO9HcVnISb05kS8Mo5UqvDW/Al+uPwQAyG2TBsBt/F3f6Ar0MdIELoU63H1M73FZWeutXOrvq3u1cwfd8itqUe0J0JHgEfuMhRTMjdIiRby3Gn9dddXgv73+G177eY/xF7YoTg1lP+c7sSMh3A+6XC7s3LkThYWFcKlG4tixYwEAixYtiqx1hMQBvp5usWwN0QPtAI3xHetyCbj747+kn6d/ugGXj+hq+HXjAS0Dfi4mzIfcfJ9pwubGmwIVvUD4XwfKpdfZaUnS6+q6RiQlJGl9hASB0jPTmL6srvMu6C8a1lnznKzURCTYbWh0CaisbURactjLpLhEq3op767mQ8sLLBqog24A8NiiLbh+bI/oNcJCeMdj9OetC1bvwwer9+HVKcPRLiMlKtds7oT1NFm1ahWuuOIK7N271ydiarPZ4HTSgNSMFFfV4cPf9+OiYZ2Rk8kBEi28nm5cAFoFxcLeoyeORr/+uKNI8fOI7q0Nv2a8IF/gR3Pnl+iLZj/ylmtKlBWF3ceM7sr1+8uk10kJdiQn2FHX6EJxVR1apTHoFi4ul28w3Km30q3OrXTr1S4dXVq38HteSqIDVXWNLKYQBlrppQKfk6ZDq1p7tNNLRTpkcT0aLlpVoaM137n30w0AgKcWb8NTFw+JzkWbOWGll954440YPnw4Nm7ciJKSEpSWlkr/lZSU6N1GEiXOm/srnlqyDVe/vjrWTYkrfD3dYtkaogdOxS5hdBSMDU4Xpr23VnEsg7v0uiDfXFIu8DlYzYayIIb7GPc5zIlCHeU5ZnTqzNb8Sun1gI5ZSE1yG/L/uL3I30dIEGhWotU9vdSdLprexHOxut59XnFVna7XjwdYvdQaiBuKymrtxvfjepmSWIRBt/DxbmbYoioAkPN7HuNCImEF3Xbs2IHZs2ejX79+aNmyJbKyshT/EXNyoPQoAGBbQWUTZxI98XpgiNVLOUExO3L1oi1Ku4Q/bC1EtUqaf6S63tBrxgvyQLg9ioFUoj/KNDbxGDvSjMQiVTi/3F3V8sRe2TixVxsM7twSALCvpCbAp0hTKBQZdmOUxEeq3M/DNumBFYnin5DcqoEEhzj+Eh30dDMzUlqiLbqVoVfsLAYAnH9sJ1xwXCcAQI1GyikJDi2rm2gMR6fsjyXvCJ+NImEF3UaOHImdO3fq3RYSQ5yUV8UMcWJJTzfrIGikPRk9xAoraqXX4wfkAOBOvV64FEq36Pr0EX0R1YnyQA2Nhc2J3HcoGqnCGw+W42CZe3Ny+ln9AADnDukIANjOzcqI8BZSMC6AKj4P26QnB3X+nmJWMA0VKXiqKKQQo8aQsJErwh326D0n6zwFaU7o0Rp/O6EbAK/ylISOvCCG95jx/Tj2yWWGX8OMBB10++uvv6T/br31Vvzf//0f3nzzTaxZs0bx3l9/GbszNHfuXOTm5iIlJQUjR47E6tX+UyFfffVVjBkzBq1atUKrVq0wbty4gOfHM/KqTgBYiSuKqI1nuZA3P2Ig1RbFAE2lp9LaRcM64+FzBgIADpfXcizrgLzvbApD2hg1iISNIE1C6elmduSKYnsUVIsv/rBDet2pZSoAoE9OBgBge0GVYdeNB7TSS/Ucly6XgGe/2w7A23dEf7QKDtGGwXzIg6fR2jgGvJ5uXVunIS3JnQZeU0elW7goq0JHT9ghbk6JXP7KKuMvagKCNvwZOnQobDabItL997//XXotvmdkIYUPP/wQd955J+bNm4eRI0fi+eefx/jx47Ft2za0a9fO5/zly5fj8ssvx+jRo5GSkoInnngCZ555JjZt2oROnToZ0kazUnFUuZOweFM+zvHs4BJjURvPMuhmfpwaCwijdwmr67x+NTmZyZLBd355Lbpm+zeNJk0j7zoq3cyN6HFis0UnUEOMQ8t838iu7JOTgSWbCgBAKprQq106bDagpLoeR6rqkB2kioookXtIGaFAXX+gTHrdrU1aUJ9p1SJRt+vHCwoPKZsNTkFg9oYJEWRz2GhZpGw6VI6dhe7Ni9QkB1p4/DKpdAsf9XgEjO9HrQq0K3cfQW2DEymJDkOv3dwJOui2Z88eI9sRFM8++yyuv/56XHPNNQCAefPmYeHChZg/fz7uvfden/Pfe+89xc+vvfYaPvnkEyxduhRXX311VNpsFipUSrcjTEuLGpKnm4OqC6ugLNMdnX497PEaSk9OgM1mQ3ZaEg6V16K0pp5BtwhRppfKdvC5mjAd8nQLevOZG5diYeg+ZuSYTHS4k0MmDeogHUtNcqBjVioOlh1F3pFqBt3CxKnRl3ouDuXP3x5NBN2eu3QI/vnhevRul6Hb9eMFZbVEwAluapgR5XPS/dpoG6JJ//5Fep2a6ECap+BJbYMLTpcgZQOR4HEK8o0p9zGjh+PT326TXg/omIlNhyoAuINx8R50Czq9tFu3btJ/77//PpYuXao41q1bNyxduhQLFiwwpKH19fVYs2YNxo0b52283Y5x48Zh5cqVQX1HTU0NGhoa0Lp1a7/n1NXVoaKiQvFfPFB+VBl0UyvfiHGoq5cCXMybHUE18QSMnXgWVtbi07UHAUCaqLT2mEV/tf6QYdeNF/wVUmCA3HxEO1BDjEMcf9HydBNtODq2VFbTa5XmVkRV1HLeFC7aRTH0+/4amVpmYKfABd/aprv7Vz0vJk3j0lRIxbJFJBzkfpmx2Jyy2SAp3QDl+CXBI/ZZNIu6Ld6YL71+4bKh0msxdTieCauQwn//+1/07dvX5/iAAQMwb968iBulRXFxMZxOJ3JychTHc3JykJ+f7+dTSu655x507NhREbhTM2fOHEUl1i5dukTUbjOwv6QGV772m+LYc99vx8K/DseoRfGF15fG7nOMmBOtCYuRffrd5gLpdXqKO+iWkexeCLKCaeQoPN0USrcYNYiEjdGLexI9XBq7+EYuKMQK7zmZyqCb6D1UxaBb2Gh7SOnXl2LfHJ/bqslzM1Pd/anOACFNI1dIidvILt5gTYf83hoLv+lebdORnGCXrs0KpuGhXIsojxmF3M+te5t0ZKW61yIMuoUZdMvPz0eHDh18jrdt2xaHDzfPQM3jjz+OBQsW4LPPPkNKSorf86ZPn47y8nLpv/3790exlbHhzRV5msdveX9tdBsSp2gp3SjHNzdOTa8h4/o0yeG9lackuF9feUJXAMCBUpbrjhRBVouCnm7mRlr/GZTG5o+a+kZ8sHofVu8pwYe/72PFcB1QKoqNDaDWNjjxjWcHv0trZbp+hmejQ/TVJKHjlHsPGVDJvchjmdKyRVKT54opwsVVdWh0shBRKEibGjLjdmI+lAWH3K+NfE7KfcBuGNsDdo8yK92TuVFB1WlYaK1Fojn1cNhtSPWklGp5vcUbQXu6yenSpQt+/fVXdO/eXXH8119/RceOxpjvt2nTBg6HAwUFBYrjBQUFaN++fcDPPv3003j88cfx/fffY/DgwQHPTU5ORnJyfHlyFFV6/dv+dkJXvLtqXwxbE3/I5b8iXMybm2hPWBIc3r+dVp5FRctU9/+ZIhM5Sk83GvCbGbGSniIgHoXrPrVkG974NU9x7NLju0bhytZFq1KiUfLTl5ftlF6nqnxpxJT+KgbdwkZQ9KX+mxpr95YCAHq2TW/y3A6ZKUhJtKO2wYWDZUfRLTu4wgvEu8i3RUl9SoxBWU3YMx4NjD9/+ucB6fVtp/eWXrdOS0L50QaU1nAeGw5SJlWU7DTk3z22T1sA3jRhbkqFqXS7/vrrcccdd+CNN97A3r17sXfvXsyfPx///Oc/cf311+vdRgBAUlIShg0bhqVLl0rHXC4Xli5dilGjRvn93JNPPolZs2Zh8eLFGD58uCFtMzui5DMtyYE7xvXB6X3dlWAzU8KKyZIQ0fZ0i1VriB7Iy3TbojBhkUvvTznG/aATJd0MukWOupACDfjNi9zoW0p/ikJHfrVemQWwbGuR4de0OtFM4/9xR7H0Wm0GLSqN6xqpigoXI9NLCypq8fk6t7dpz7ZNB9DsdhvaZbgzYopZVCwk5It8pu+bF2Xw1Hhlf76nEFib9GRJ3QZ4KwizuF94SNVL7dEZj/KNp6cvdoucxErfJbS6CU/pdvfdd+PIkSO4+eabUV/v/kdMSUnBPffcg+nTp+vaQDl33nknpkyZguHDh2PEiBF4/vnnUV1dLVUzvfrqq9GpUyfMmTMHAPDEE09gxowZeP/995Gbmyt5v6WnpyM9vendrnig0emS/KAeOmcA2qQn4+4Jx2Dp1kIkJYQVkyUh4q10SaWbVYi219D9n20E4N5ZSvAsAMWgG4uiRI58kqI0bec4NRsKTzcD0tj8oc60YiW2yBEz/9wm0e7XRo3JZFkKf7JqbiTOleoZdAsbRXqpzovDVbuPSK9POaZdUJ/JTk/CvpIafLHuEIZ18198jSgRZAqpaKbvE31RVKG1i8eM60dxc/jyEUof9a6tW2DtvjK89ssenDXI19aKBMa7MSXzIjZQ2y8G1lokOaSNizaeom7cwAgz6Gaz2fDEE0/gwQcfxJYtW5CamorevXsbnpZ56aWXoqioCDNmzEB+fj6GDh2KxYsXS8UV9u3bB7vMjP4///kP6uvrcdFFFym+Z+bMmXjooYcMbatZ2FlUJb2u98xgkxPcu7i1DZxARgPx4SZPEeTOoLlRTFgMVkXJ5dw/bfeqZ+TmpfWNLgbRI0AeqAFkBtEcp6ZDVJza5IvCKHRk19YtFFYOjUZKX+OEaBbFSE6U+WaqlW5i0I3+X2GjtVGlVxrUYY+K5oLjOqFtRnDrlIwUUWFDdUYoKBf5xvvZEmMQZGKAaCikxKCbOG8VyclyB24aOdkKC03lqYGPKbFwWyuZd6ZodcPq3mEG3UTS09Nx/PHH69WWoJg2bRqmTZum+d7y5csVP+fl5RnfIJMjSnoBr8lhSqKYKkHTw2jgfbjJq5fyAWNmXC6NBYRBu0v7S7yVgh6Y1E96nZGSAJvNHewrP9oQ9GKD+CIPogKIys4vMQZNrxqDu7GwshZrPJ5SIiykEDlaldmMWuCLvjQAlW5GoPRB1Xdc/nWgDACQndZ0EQWRv43sip+2F7EQUYg4FRuO7td8TJoPcezJ00sB99zWboBKWwy6ZaqCbmN6tcV/f9yNOla+DAvt+Y6BSjfPJkV2uvdeK3qe/ritCLec2suwa5sBSh/iHHn+dU6me0dBVLo1OAUuDKKApHSTe7px7m5qXIoUC2MX9l/9dUh6fc2J3uI2drsNmZ7d+tIa7tZHgrw/5f+PigM/0RVvANX4gLjIuGd+9DlG0/3IcWkEaozqyQ5ZqdJrueoN8KaeMugWPk4DF4e/7S4BALRICl5nICrdOE5DwxVlhRQxBmWwxve43vhTuiUn0i8zEuT+0tEIghd61PytZRscopBndV4JyuO8IAaDbnGOvJrIRE++fIpsQkm1m/HQ0816uDR2e43qU3EMD+iY6eMT1bV1CwDA7qJqQ64dL8hTZtz/p6ebWVF4DiE6nm5aaRVcRESOVvVSo1OFkxLsigCceAxg0C0StH1Q9flusX+Gdm0Z9GcyPIXEqus4Bw4Fo6vQkuigGI+KtYkx15OUbimqoJtn7FLpFh7yTUajx2NtgxP3fbYBgDLo1iCzXSiqqvX5XDzBoFuc89N2d0Wuc4Z0lBbsSTLDYPq6GY885957jJMUM+PdXTLea0jciT+tr69BdNdsd9DtYNlRn/dI8MhTn9z/d//MHXzzIQ+gRqPIiT/q+GyNGEGxuWHsfVYMkt5yim96jBjU+WbjYZ/3SHBIfWmX+6Dq05lVnqB3N88mVDCIKVFUuoWG3DMzlvdXEhla91bAuL4Ux6gY7BYRM6+4SRUeXqsb48fj6j0l0uvWMk+3c4d2kl6XVFPpRuKYilr3AKiV7SIkOOzS7kJlbXwPkGggNyy1cTFvCbR8FIzyGhIXBfIy6yLtPSnjBRXxvbsUKfJdX/f/uYNvVsQei0UV2hHdW2PBDScAoIpcD6IVQK1rdOKD1fsAAKlJvtPm9OREz7V1v3TcoLRkUB6LhM2HKlApPiNTgk8vFZ+n1fWNUSm0YhW0+jFaj8m1+0qxbFthdC5mcbT8MgHj+rLG4ymelqwOujG9NBLk6aXewibGXEtuRyXvx4GdsjCsWysAQEl1fFcwZdAtzhF3288a1F5xPEdarMf3AIkG4o1KbljKak/mRtztVSwgDJq4V3hk+VoLCjHoJi+YQkLHp5CCwabtxDiUnm7Gp5fKx/2zlwyRKl8ybS1yFAt82Jo4O3yeXLxNep3o8J02nzO0IwD3BoiYJkVCw6koPqRflb2J//5Zeq1OXQuEGHQTBKAmxNQ2QRDQGKeVbJVpwtHb1KiobcBF/1mBa974HVsOVxh+Pauj9ZwEvN6LeiIIAqrr3YHxtCRlZWjR062qrpHzrTBQ3lfdx4z6V5RX71b7norppmJ103iFQbc4R9wBzE5TVjaUFutUyBiOtv9X7NpDIieaFRL3FLv92rq08k2dEcutcxxHho+nG2gQbVa0FTXGXU++YG+Tnizt3OdX1DJAEyFiUMZhNzZ15vVf9kivtYpLpScnSNVNS+N8UREu2qnCkfXl1nxl8EUMeAdDSqJdslyp0vBkDMS1b/2BsU8uQ019/KWmSvNZRZqw8dfdUVAlXXvDwXLjL2hxtOaw8uN6Utfokv5GWqiUbi1TvWmKv+48ovu1rY7cvshoZX+l7D6Zk5GieE+sHC1WN41XGHSLc6rqtFUy7T2L9QIqZAxHmV7KtDUrICh2Cd2vjepTUcXWRcOvpl2GO5heXEnFaiQIMok+gKinzRD9EASNnV8DO1JcsCfYbUhOsEO2fsFypkJFhLKQQnSenRcc11nzuFh1j4HU8FBWvXQfi6QrBUHAhOe9KrdFt40J6fM2m00KsC74fV/Ac2sbnDj9meUY+si3KKqsww9bC3GovBY/bS8KveEmx6g04ab4eM0B6fWMLzYafj2ro/WcBADBAAGnvKBfqiownipTvs38kv0aKoIieOo+ZsR4dLoE3PXReulnsTCjCJVubhh0i3Mk80rV7kKbdPdiPd4HSDRoLsbeRD+cUp8au9tb2+BEtccLQ14tSEQcx0VVDLpFgm96KYPjZkVu9B2NQI18Y8tmsyl2gI/WM8U0Elwa91kjVIsds7x9pnWfBRh0ixS5zYYe43JHYZX0+rS+7dC/Y2bY3/X89zsCvv/ysp3YVVSNspoGHP/Y99LxG99di9x7F+LhrzYh996F2FFQGXYbzIJWWqLRivCa+kbJcxFwF4ATMwBIeDgVBTGMVbqJfm6piQ5JXarFkC4tdb+21XEq1pf6pe2r+fqvQ9LrK0d2VQRLAe9zsyTOYwoMusUxgiB4TdhVSjfRLLiWZZoNR5leGj05PjEOV5TUi2JQPNFhQ6aGp5v4oKusbYxbjxk98CmkYFcejwaVtQ1YtfsIfU0ixKU1CTXwn3R/ibtysOgR1SotCcfkZACgOXSkaFkzGDE+xCrQD03u7/ecTAbdIkLbZiP8vpT3w8XDtNWJoZBfXovCilqs318mHXO6BPy4vQgf/L4/4Gff+DUPAHDGcz9F3I7mjla1RCOfWUfrnZj+6Qaf438dKDPsmvGAcg7rPW6Ep5vk55asnf49YYDbc7xzy1Tdr211pPRSA6pCy8krrpFeixtQclp5qpmW1jDoRuKUukYXGpzuwaeufMgyzdFD2/+LC2szo9ztVR7TE9EfoXVakhTck9NCttt0lAH0sJGro4DoGPCrufm9tbjslVX4sIkFHgmMqKhJsEenut41b/4OADhQelQ6NqCTW3XDTa3IkKdAGdmXZTXuAE6Ptul+zxEXGhWs+B4WguY8KPzvkvuwnaVKdQqHq+f/hpOeXIZz5/6KjQfLIQgCFm44jCnzV6MoBPsG8fcUBMGSGyha1RKN3NR45ttt+GKdW2WTLVOh3r5gnXEXjQOU91ZjU4XFokItkrSrC3fzbHpwDhs68vuqkR62KbLCCZ01/KXFtUi8z3mCr59NLMcZz/0ovU5T3ezEAVTXGN8DJBrI/b+iYexNjEd7AaF/p76w1J320lpVCEVE9JASBPeEJSOE6m3Ei1rpFgvvxZ93FAMA5v24C5eN6Bq161oNp2Jsuo9Fe/HLTS19kKujjByTYtCtZQv/90+ml0aGU1LWeJXE4YzLuz5aj++3FKBHmzQAwOie2WG36dWrh+P6t/8AAGwv8KarXvifFXDYbVJaXCh0n74ISQ67VOlvzQPjkJ2u/fw2Iy7NQLhx99elW72+mBMGtsd7vwX23yPBId5bxfuqw2ZDoyAYsqlx+4I/ASg3ieWIBVAYdAsdZdq++5hRxTBEzvVU85aTksQ+BKh0i1sEQZDSXgCvQbiItCho4KLAaLR9aRh1MzPyB10kC4im2HvE7Vsi9xySY7PZJGPa2nqO5XARu06sWhrtKsM/bC2QXoez0CNexLEpT7cw6n4rH/PyFDeH557w3eYC9UdICEQrVbjsqFtRLKbIaNHSE3QTA3QkNFwu7zwoEoXUx2sOoKymAWv3lQHQrjYbLKf1bad5vK7RpXkf7pPjXwkpp15m9TDs0e/xxbqD4TWwGaJll2Lkc7JMlq7mEoCzB0euaiQalhoGPStrG5w4VOZeiw7149km+oNx7hM6ygI1ngwNA67zzcZ8AMCUUd2Qluyr5xLXIfHuY8ugW5xSKwumnTNEIypNpVvU0CqkYMW0g3hCW4Gh7zUanS7keYJuD587wO95qdwljBgfpZvquNH8/c0/pNeRLCKJP79FY65VKgvAPHb+IOn1Z2vdi+wNB8uNuXCc4NTwjzJiUSjOl7ICKN1ap9MoOhIEzWBNaH2plbp0xcjwVcEOuw0ZGl6p/njvuhOw87GzcNnxXQC4vaievnhIk5+7fcE6lFrk7yaa1aGP1jsV99gGpwtTRucacq14Q108SlRJ6T3/2F5QCZfgHmtzLhikeQ5TE8NHtEZReobrPx63HK4AAHyyVnsDQVyH7CqK7wInDLrFKZV13geV1o1OVLpxoW484k3REaWdQWI8gnxh7zmm92Jwb0kNGpwCUhMd6Jjl32BWlOZXycqyk9AQe07t6WbIlmETcOIZGVqBGqO68XC5ewc/Oy0JSQne6VZ7mTKVQdTwEW+pSpNofa8hKtccdptPlXc5rUWjaIsET6KNlF6qCKCG9h1aAc/2mdoq8GD55vYxyMkMnP559ahuePfakWibkYwEhx0PnTMAr1w1DM9cMgQXHNsJ86cOx/BurQJ+xy3vr42onc0Fp0yxaPR8Vr6OAYCOLVMVJu5lcW7aHgmCTAwAGOdj+78/3B61AzpmavoSA7L00jhXSYWD0jNcPGbc9fwVw5Cr3+J5XDLoFqeIxpXpyQmaUtBsz65tKAaxJDzkN8VYeEUR/YlG2tOuQrfHTM92aT7p4XI6tXIH5PaVxPcOUyR4zaHdP0dznNarfL/6tM8w/JpWRtzkSDAwIC6y27OrKxpBi/z3qmHSa7FyGwkd+X3WKP8osdpay9REv4tCwF2VFgBK4nhBEQlaz8xQ+1Iz6ObHeiFYOrdqgW//eXLAcx45dyBO6t1G+jkl0YEzB7RHWnIC7HYbTuubg5euOC6gv9yKXUciamdzQaqWKBsrRt1fxXUMAFx4XGfcMLYHerfzpvjKi9eQ0JBvTgHuTQdA/74UNzU6BBinokqK6aWho/RYNH7e6k/Z27NtmvS6oCJ+4woMusUphz059G3StT1KxN3B/PLaqLUpXpEv6KWdiCjYb5VU12Pcsz+iz/3f4I4Ff2JPMYMyeqH0NXG/1nsxeNgzNrtoVAqS08szCd1VyP4NF3lhDPf/3cejIVJat79M8TPvyZHR6Lm52u02KVhtVPrTriJ3YLxXO6XXU692GUh0uK8tr7JIQkN7w0rfa2w65E6bCVREAXBXkAaAP/eV0R4iDKRnpj38SomlGgHPTi39q8CDJSs1ETsfOyui72iflYL3rz8h4Dn/Wb4Lj3y12dRqZkExnzXOQwrw3jvbZ6bgmUuGID05ATabDX09G1NM9Q6fRlmVb8C4Im8FFe75zNmDfW2ORMT00t/2lKDRSW/iUHBqrEVcOneiIAjS38cxfjaFbTYbOnsEAPGcQcegW5yyv7QGAJDbJk3z/RzPrkNFbSPKaQxsKE6NnPtoKGhufHcNdhZWod7pwufrDmH2oi2GXzNecLl8F4N6d+kRz4RSXOz5o3u2e4zvK6nRtwFxhNrfJJrj9MrXVil+Plxea+pFWaxxypQYUqDGoHn88m1FAHyDboBbZQ4AFbV8voaLoLWg0HlMbvV41TRVaVa++bGzsCrAmUQL8ZkZic2GOsgyaXAHJDj0WeYkOOxYdNsYn+N3jz9Gl+8HgCcWb8X8X/fgfRNX4JRXvRSV4UY9Jys99850le+eOCfSCsKS4JDGo10559HbDuH3vFIAgRWpHWT2KX/sLdX1+lZHbnVjVIpwaU2D9J2ZKf43p7yKxfjdaGTQLU4RZbrpfjxKMpITpJ34l5btiFq74hHlTVE8Zuw1axucWL2nRHFsDR9muuE1azcuQFNS7ZZoZzcRdBM9Tiq5uA8bb2U9989GVqSV0+B0ocHpvYY4AWaFxPCRLyaMCtQA7r4TVYo92vgG3VokuZ+9YmCOhI48dcaoBUWtp5jUSb3aBDyvfVYKkj2+fQy6hY5WX4Y6Lo9UuYMsY3q3wQuXDcVj5w3UtY39O2Zi7hXH4e8ndpeO9WwbXMVSkd/vH4dbTu2JT24a7fec4qo606ollZ6ZxiqJ/W08ij+Lfw8kdJx+1P169qXoeQoETi/t3zFTek3Lo9Bwyuau4SqIm2JHQSUAt6pY9N/TIpUFMRh0i0cEQcDDX20GAL8DxGazoWtr985tKRd4huKUTTaj5RVVqJFTb9ZJXnNEsdtrkCy/tNo9LptSuonV11hIIXx8K3lFp+BJcZV3nOZmt5B8cib++2djL2xhpEWh3QbR1c2IbqyUpY3K/Z5ExMIK1RyXYSO/zxq1oBBT2LTUimrGePq57CjnTKGi9cwMpSsraxvwyNfueW1udhrOHdoJLVsEfjaGw6TBHTBjcn88fsEgTBnVDWf2zwnp820zknH3+L4Y1q0V7p/YD7ec2tPnnAOlR3H8Y0sx/rmfcPJTy3Cg1DwqdWnDMQpK4ls/+BMApGC3iCgmEP8eSOiolW5eTzf9rnGozGuV0bkJm5SzBrYHwJThUFFa3Rgzb93u2WTqkxP4GZkqFcSI3xRhBt3ikNoG7x98oF2Dq0flAmDFGKORpyIaLccXKarSCLoZesX4Quk15D6md1DziEfp1jo9cGU1MfWikt5RYSPIAuMADDfgF5Hv1C+4YRTqPbnoJdX19DYJE/mi0Ci/RcCbQpGcYNfc3DpniNvD5ggXEWGjZRKtZ1fWN7qtFwD/WQFyxAyC57/frl8j4gC5x1Aom48HSmtw5nM/4r3f9uKuj9ZLxwMVLNCLy0Z0xcPnDgxYxKgprh/bA3eP74vpZ/VVHP9y/SEUV9VhW0El9h6pwXPfaWebPPTlJlwybyUamtGzwJvyHb3n5K87ixU/HyzzKqhYHTo85JtTgDGCgDqPirh3EBsaYtoiN49DQ55JJa1FdFztFVbW4sHPNwIA+uQELvIlKt2YXkriCrmJoZhCqoVoXsnqasYSjZ0INc98uw0AMKhTFn7+16kA3ClrehtsxiveQKpxZsLijl/rJnbz23iCcofLa5utmnFPcTWe/W67wj9y3f4yvPTDjmaxoPBNtTAmlU2NqHDo3yET7bNS8N51I6X3WCUxPBoV6aXG3W/FzSrxOapGLGJUwhSosFFsWBmgdPt4zQHp9cBOWU2eL1agjOfqbOEg77NQ0r6fWrIN2wuqcP9nG7FkUwEAYFy/djhrUAfD2moE/zi5J+6Z0Nfv+1rWEIIg4M0VeVidV4KVzajyqbcKrWxTw4DryFPUMlQ+UtPP6ie9ZqGa8JB7nwLeDUc9g5gf/r4fgP+MKznJie5wRV0cpyaGQ6MsvdSI+c73mwul120zAgsARKVbPKeXNr11RyyHPMos7l5okebZ2a2pi98BEg1cgu8i0MjgyM7CKmlxcFzXlor0xLpGl7QbQcJHHkj1pljo7ekWZCEFT7GU8qMNqKhtlDzeIqWytgGl1Q3omu2bFnCw7ChSEuxonZaErfmV6Ngy1ee6TpeAjQfL0a9DJiY8/xPqGl3YX1KDqaNz0ScnA+fN/RWA2/vq7yd197lGNGlUpVoY6QUm50+PJ5hYje3EXm2QYLeh0SWgus4JBN5YJBrI02aMSkkEvAUSUv0sKFqnuSeo2zx+KCR0jN6wuu+zDdLrYIJuJ/Vqg188qhuXS4hIBRVPyPvMJu9LP/stLpeA7YWVOFh61Oe9Zy4ZakALjeemU3rCZgMe/2arz3uFGhkpNc00A0XbZ1H/++tP271emFeO7Kp4r3/HTNht7r+ritoGZDVReZj44q+Qgl5dWVnbgC88KuJgqlmKgbmmCtoQJWKQNNFhN2Q8bvEUGgKAY7u2CniuV+nWPO9d0YBKtzhEHmUOlINNpVt00Da6NO568oXEbaf3ViwK41n2qyfy9FIjPN1cLkHyWsxODxx0S0l0SP5RehZTOOPZnzD2qWXIK65WHC+rqceJj/+A05/9Eb/sLMZZL/yMS/+70ufzL/6wA+fO/RUPfbVJmkh99udBnDv3V/zzw3XSefKHeqwwegLqj3dW7gXgDZwCXuUid/DDwyltchiTkijy0g87AfjfxRfH7Z7iainNhoSGUrXoPhZLNe9zlw6VXlfxWRo08qB3MIUU3lm1FxOe/1mzkqFem0qx4PoxPdBKI0C0bn+Zz9+13NvK2YwU7FIg3GAlcX6F1w/sttN7+7wvqm7K6a8YFv7U/XptUBXI+u9wmW/wXI3o2xfPKqlwaPTsXCTYjVmLvLPKPUfNSk3EsG5NBN1ET7c47kMG3eKQxxZukV7ffEovv+dJSrc4jkpHA0Fzt964SZTo7XXp8C7ITk+G3W6THmjxfDPUE+/E05jqpRW1DVKwtlUQZtEZyZEVU7jvsw244tVVqJftMoqT3p92FMHlEpB770Lk3rtQSskqq2nAgtXu9IGt+ZVYvDFfOievuBrPf+/2qXn/t30+11u8KV963RwynuUV2YDoFDwRBEG67rBc72QmLdk9caG3SXgoq+u5jxnRj2JAqFOrVM33j5PtCnNhGB5ivyU4vEUx9OxLMch+u8aiXou2GclI8aRBlbMAVdD4pJc24W0788tNmseHdmmpd9OiisNuw7syCwE5ah/eL9cfkl5/8edBnP7Mcqz3KKNjiZafrRH31/xy9/xjyqhumhsbogdYBe+tYeF0eTenAOjuN51f7v17rg5ijekNulHpFgqNnjzhBLtd93lrmcziZEgQ915RyPP5nwd1ub4ZYdAtDlm2zSvLTgtgDiwp3bi4MxSv8sLYRaBIiceA/28ndJOOsZSzvhhdSCHviNvrKyMlQVKxBUIsprBoQ34TZ/pSXdeI93/bhxW7juDuj9dj8ou/4H6ZWtIGpXHxo7KgvlylduO7a6TXpzy9POjr7yyqwuxFW5BXXI33f9uHbzeF/jtEirS490kvNe6aq3aXSApAeYAm26N0U5tHk+BwKdRRxindxEDaFE9BIjVJCXZpIVHPlJmwEIuJKO6zOn23POh9wXGdgv5cy1T3JggDqcEjv49Gkip88fDOOrYqNvRql44OWSk+x0c8thQDZy5BUWUd9h6pxlNLtknvfb7uEHYVVSuyGGKFsriJeEz/64ibfjka/1YAkOlRPFboqO6PJ/yp+3ULusmUbsHgTS/lGiUUxM2/BIeyKrQe65FdRVXS65Qg1iGi0i05IX4tjOjpRvySlkSlWzTwGs8an7YmCILXC0yWlpienICymgYuFHRCGXTTP8UiVOPkvZ4g3b+X7sCdZ/QJ6bPPfeetxCd6cGw4WC4d23y4EgkO7QfublXqaTis31+G9fvL8Mave9Dg2bXLe3xSxN8bCuLExVvJy33cyOD45a+ukl7Ld/LF9Cl5H5DgkW9yGOrp5rmXBvITSkqwo67RxaBbmIj31AQDUtn+lKmGWjXhmymnZYtE5FfUooxKt6CRm7Mr50HKzjxa78TGQ+WSX5eaY5qonmcGkhMc+OH/TkG/GYt93quqa8Txj33v97PNwe9K9OGTB0+NSPku8vjctfVTvT3Ts9FYcZSigXDwn16qz/cfkm3UXqHy5NNCnAPt0WFOGU+IG1MJdpvCw10QvPPYcBHXFUBwc6hJgzvi3z/sREFlaAFXK8GgW5wRysOvRbLX083pEqQdD6IfgiBIATaHIkBjzGK+sq5RClxkyxYS3bJb4EDpUewuqsawbq0NuXY8oaxe6j6mZ5lucbdPNNgPhVDH8sZDgYM7H6zehw9Wh9yMkBH/bgH3uAlUBEZvxEVhgo+nmzHjtEjDOFtkTO82+G5zAVWpYeLUULoZU0jBvdjLTPEfdEtOsKMSQH0zqNBrRkS/GnlKol5jcoenwEVmSkLAPlQjBsXLjrIqbbDI+8wRwAf19gV/4tvNBT6f/2raSdhXUoPhudaYu6QmOeCw20KuFJnQDOboSj9b4zaR6zxphv6ydah0iwy10k3aoNIp6iaqpLplt8ADk/o1cbb3vrr+QDlq6hvRIonhi2DwKt3skN8e9OjFSpmvcBs/wW857TPdqtSymgbUNjiDqlprNZheGmfIPbtevXp4wHOz05KRlGCHIECzShSJHN+0Ct/jelJS5V4ItEhyKG54HbLcvkNaVbJI6Gj79On3/WLKd1PVgkRyZRVGg/U4Wbe/DLn3LsSq3SWhN9Bg5AG4aCCvMAwYa8APAH/kef/NLxqmTJnq1NI9Vum/GB5S0E2R+q3vNQRBkMZZZqr/xUGSg+mlkSCqahx2fT3d5nyzBfd84k7VO6N/+5A+KwXdqHQLGvU8SGvzcXtBpWbADQAGdc7CpMEdDG1jtFlwwwkY07tNSJ9pDvUUpKCb3VhFeK1n4zHZT1obPd0iQ610c+g8jxXXlHePPyaoAFqDbGPqcHn8KqVCxevpplS66TEm5b7Cd40/psnzM1MTJM/TghDTi60Cg25xhjgRTLDbMK5fu4DnOuw2dPT4JcSzHNRIFFW7DFZeAMARMbVUlS4jqt7kFbFI+DgVu73uY3qqon7e4fbzSg/gySjnyYuGSK+DTSFuzmann649ENXriRMXb6qF+7hRwfEyWR/NnNxf8Z5UAYpp/2HhlKUKG6XEONrglHaYA1VTTKKnW0TIlW56BlD/++Nu6XV6cmi78S096cS0agge+XzHJlOHu1wCNh4sx+PfbMWU+dpy6lE9sqPRxKhzfG5rvHPtSOnvKRiag6rLZfCGo8hfB9wKfH9qGXGzo4JVvsPCKdvQAPT1dCusrJUqD4sb/k1xcp+20muq/IPHqeHpBkTej4Ig4AVPMbS/n9g9KKWbzWaTNo33ldQ0cbY1YdAtzij2VEDKTk8KKj0r1bMDwQWeMcjTBxSpiAYF3bblu1NmslVBNzEId6SKSjc9kPv0Sbv2Oq2ry482YKunH/3t8qoZ0b21pKoJRiHV6HThzRV5Ac8JJiVAi1OPcU+eRnb3pgKd0KM1ds2eiL8eOjOo77j30w3YH8FD+4t1B/F7XvAKPt9CCsYGx8Xg96RBHZChSm0Ti57QazM8xFuuMo1N335cvcf9t2W3eYOkWjDoFj6CIHj7UscNK3Vf/BWid2JLTzXpp5ZswzcbDkfUlnhBTFkTn5fyYPgt76/FvB93+ahbltwxFhsfHu+32qdVmDQoeAXf4fJaPLl4a0zN5gXZhqNRSret+d4CTVS6NY0gCPhg9T5sDOFe5qvuVx6PhAc/3yi97thSuxCGmuz0ZLTLcAd2quI4kPrnvlL874/9QZ/fILdgUHm6RcLKXUckWwyxUFswdG+TBkDpBxdPMCk6zjjiSS/MTms6Kg14K5hygWcM8hufIq3CoDXYzzvclWszVeoLsSLiESrddEHsvwSHvhNPQRBw83uyKqDHBFarysnJSsb+kqNBjeV3Vu31OWazuSsx2m02dG+bhitHdFVUKpUztk9b/LS9SPO9f19+LL7+6zDGD2iP42Z9BwCYPKQjHHYbMlMSkZJoD6os/MR//4wND41v8jw1Ww5X4PYF6wAEX5BB3PW1S0E3989GBcfF+3Tn1r67wKK6saK2IeredlZA7ulmlIfm1Dd+93wvAvaPWMWLqcKhI9+w0rOQQlmN8hk4LMgUfpEMmfr4pvfW4rf7TkdOZnALy3hFVIUmeoz55AFUrcXZf68ahmPC8DM1I/dN7IdBnbJwRv8cfPbnQbzxax4ev3AQDpfVYkyfNvh07UG8u2qvFJR8efkutM9KwdV+qiYbjVfp5u1HHe1sAQDFld4x6u+r6enmZdm2Qkz/1J0uH+ycx1fdr59qcY1H5QYA7TKCvze2z0pBYWWdIq0x3jj/5RUAgC6tWmBUz8AqX5fL6xmeaLcrgm6RznnWHSiTXgfaWFQjbkrF67hk0C3O6NQqFf8Y2wPZ6cFV4xKDbkcb4vcmZyRO2Y3PvRPhfm2UgkZUOg5XFUvIlpRuDLrpgZT2JN+11+F7X/t5D37d6a1c2qlVcNJ8ANhf4vbQmP/rHgzrFnghuWq3b3XU/1x5HCYMVO66fzntRHyweh9sNhu6tGqBbtkt4BIETBzYAY8t2oLXf9nj8z0ZKYm4fIS7WtXiO8bglx3FuGR4F+n9JXeMxVNLtqFPTgaelVVOffS8gXhAtkNaGeZup1wh1+h0+a28Kscp608AhlSklVNS7VEka1RN7NK6BWw29+9fUl0vBcxJcCiql3qOxcoKqa1n555emqEjf3ba7fql8as3nm4b1zukz4/rn4NnZPetw+W1DLo1gdOPaXu1xgbRbaf1wvgBofnsmZm05ARc5nleXjemB64b00Px/i2n9sItp/bCJfNWYrVHvb12b2nMgm5OSbVo3HxW/n2NfvxdxbR+Vi8FtuVXSa/3FFdLaqNAqNX94tjUoy9POaYdPl5zAMO7tQqpqJe44RivQTf57735cEWTQbcGmXrDIRMAAJHNXfcUV+PJxdukn2vqg++PDI8qLl7VikwvjTP65GRg+sR+uGFsz6DOF/0SqHQzBl8vE2MX8+KC4oQeyqBb51bePHuj1Dvxgjztya5zIPWxRUplWbCebnIW/hU45enBzzdiySZfw+oR3X0f8IM7t8ScCwZj9vmDcNMpPTFxUAecPbgj7HYbHjy7v8+uqjoltW/7TFw3pgcSZYGvbtlpeOmK43Db6b0Vflh/O6GbwtcDAIY+8i0+WRO8v1ttgxM3vONVCu4orApwthdpUejQP9VCC6/3om9ALSXRgbaeQNuhMnpthop29VL9vx8Abjk18HNWDMbk0xg6ZNRKN++YjOx75b6mU0fnhlS5FPCtKB2vhtGhIFXYE5XEARbi5x3bKSptMhun9PU+G6NdaEiOPC3RqM0p+Ybb8bnaG4jiuKW3opI/grTVkHufAkqfxUip86TwnxVC6jTAoJvcriCYdZq/ZyQQ+tx1+bZCXDJvJfYUV+OdlcpMmFA2wEUleLib5maHQTcSkFYeE1e5nJvoh/wBplBFGbSYF3cX1GXWu7R2V7esqmtEZZw+0PRCPidR9qm+13n77yPC+lwgKXhFbYNmamnPtmk+xTeC5YtbTgQAnNgr22eXvikW3HACAOCkXu4qbm+pfueymgb830frg/4+tYLvrBd+DmpRLK5hHAakWmghLvy1lG6AO80CAA6Xs6p0qEiLCZsNnmw2Xe+3v+wsll6f2kT6d3tP0I2BmdBplA0+uTWDXkq3kd1b46FzBoT8eZvNhteneCvDs2+bRlISO5QLfC26tm7h/804ZnRPb6XThRsOY3dRFd5ZtVdR9TEaeCu3wzClm5iaNq5fO79KdbGQwraCyrjfSP5g9T7p9a6i6qA+IynCDVD3ix7hYiZVsIjeYfLfJ56Q/95v/JrX5N+1PPieoEovDXVITH3jd6zOK8GN76zB/F+VGSwXDesc9PeIHsXxGjhleikJSK5oelgS3I2ahIb8AaY0njXmetWeG51aIZWcYIfd5r5ubYMz5N194kW+u+SWdBvjGzVWpfpqileuGoYb3lmDnu18UwsEQUBRZZ2Pt9Rj5w/EuH45ASswNsWQLi2x4t7TpFS6UOjXIRMr7j0tqMpIwaBVMWnK/NVYfMfYgJ9zysxoAZmnm0GJidsL3IUy/AU622em4C+UR7SgL6ysRXlNA9pnpcDpEnCkuh5ZqYnISEmQvMashmKTwyBPt8oQvEo6eIKnB8sYPA0Vl2oXX69AeIms2FS4nN4vB6f3bYelWwuxp5hzp6bwUbqpfBBTEu1459qR6NMuIyg7gHhkaJeWePLCwfjXJ38BAE575kcAQF2DM+TNrkgQ76V2mw1iAr/eQS/xHqsuMiRHPof9aUexj0o+XiitrlfMe3YGqe53SYpw9896BlDF512oQTdRJbXxYAW2HK5Avw6ZEbfFLAiCgPUHvIUwDpYdxaIN+Zg02L9aUK10k/dcuGNym2duKvLrvadJFUmDYdLgDji2a8u4tVzg04sEpLVoekhfBENQVC/VsQKbFi6XIHmkqKvN2Gw2SQFVW89KepHgVKkXxeWDUYHUYBFLsxdp+Ee9u2ovRsxeiuve+kNxvHOrFsjJTJHSzMOlY8tURQppqJ9NklUoe1+jWt2KXcU+x7TQqmQmVoINhCgWcKgWhUZsoP+8o0jaofQbdJOUbuEF3T5ZcwAjHluKM577CYMe+hZDH/kOpz/zI4Y/+j3On7sivIabAIWHpkyFqmfhmhe+3yG9burPQ9zUYmAmdBpVAVS9FoUlUmp3+EE3ADipt1t59MaveRF9Tzwg+nKpPd1EBnbMwvG5rZHVgpuBgdBSnIRSpVsPvJ5ukJTEes99xPVIZoCqiRmy93YFGWiyIgWVyjnCrqLQLDXsKk+3SAOo5UcbsOWwu/pst+ymveXkyOehwf4eVqGgok6xtgCAP/YGHtuit7TdprS6AfQZk11btwgp4Aa45/PDc1tL2VXxBoNuJCBicKaqjr4IRuAtr+7+2TtJ0X81/+8fvItBLS+wVLFSLYtmRIS/4hiRTlbkyo47z+gT8ufbZbrVYgUVdXhnZZ7ivQe/2ATA1+MsHM84oxndqw2SE5SPrite/Q259y7Eze+tCeg5UlUXnjely1+qhQGR1Ls/+kt67W83UEyxyjsSerCmrKY+YEruZs+E2IooNzlgSCEFecDguCYqX4rppSWsGh0yLpf32WnTKY2/0enCv3/YCcC74Rgu8mI1ufcuxNNLtiH33oXo9+BipoWrcEpKN2X1UpHUEBUx8YrdbkM7laI82pmV4vXkSmK9lW5iemlmAAW+PGielBC/S13x2SKqxPaV1KCusel5kL/00kizleUbTAM6hqZUk6dLHo0zn/EXlm73OVbfGLgzxM0M8b4qr6QeyhrTny+i2qaINE383olIUKTFuXGl0cgr6QHGKmielykw1EELwLuLRP++yHCqFRj2yPv0YNlRvLDU2383nRJcIRQ5cn+wB7/YhOq6RlTVNeJNlT+DnIRA5jox5Od/nap5fNGGfDzwxUbN9wD/mwflNYE3FcTJi4+psAHjdKSsyIm/xYK4SxhKIQVBEDB70RYMfeS7Js995addQX+vmVCmW9h199D8fnMBthe4A9df3HJik5XZxE2tmnqnzy42CUyjS72gcB+P5N9x1W6vcqBlhEE3derTS8vcwbyjDU6MmvMDnlqy1ZCgvRlpdGnPg0QiVVrHE7GuhCxPLzXK+1Q0Yc8IoHSz2WyS8i9eTdsB4Kv1hwAAAztlIT05AU6XgL1HfG021Lh8xqTneITPylJPEHBgp8yQsx8qZNYNsf47jzbr95f7HPNXuVdE2sxweO+nofbjil3FePirTZrv/TPEyt6EQTfSBOLuSLyW9zUacTJiUytodI66qReVNnX+Brw38NVRTkewGj7ppTr06SXzVkpBt9ZpSWGlaqq9cP6zfBcuf2UVHvpqs9/PtIpw4WkU7TJTsPq+03HqMb4+Le//tg87C7VTRss8wbWpo3Px78uPlY5XNOHDJQbH1Z5DRihSRZ+TQIFVqex6kJshgiBg0YZ8vPLT7qDOn71oK9bvLwvqXDMhV6Ha7fr61FTUNuC6t73p2eoUfi3Skr3BBD5jQ8Ob/uT+WVwcRtKXctP5cDwo5TR1j567bBdW7DoS8Jx4weVzf1W+n0FFRdD0bKtM2atrQg2jN2Jf2owspOBR3jTlPZyS6B6DwSi7rMrHnuruuW3SpL+N3UGkZorxHHGuo9ecZ69Hna9Vmb0p5JWhD8WRD6rLJUgZCP842evPWFQVOPAoPs/km3/BCjsqahtwtN6JK179DZ+uPejz/je3j8GZA9oH1X7ihUE3EhBx4aDlA0UiR54iI/+/7h4YQSzoOrT0pLLFeaWnSPH16XO/jmSyIjdab6tTUYGXlu3EhoO+u2cA8PKVx+HZS4aga3bz9V1ol5mCY/2k7xVWaN+vxNSG0T2zcbasXL0/+byIetdXjFkbURVNDAyKJvtaZCR7qkpX1QXVhke+3oxb3l8bUjse+Ny/YtCsqKtF61mR7WCpchEQTGp2coJDUjNW0sIhJPylJEYyJPfK0rXH67CgOGtg4O/4+1u/R3wNK+Dr6aaMujGNKXjevGYEpozqJv1cU98Y1VQ8lyxYY1TmRkUQhRQASAWB4lXpVlHbIKVk/mNsD3Rq5fbfOlDadMBKPedx6JCx4XIJ0iZv9zDmln87oZsUeNsdZBVWK/Dowi3S67+N7IYz++cAaNoLVnxGyjeAbEGsR8qPNuC0p5dj0ENLNN+fOKh9XBWx0BMG3UhAxIVDdb0TB0qbliST0FB7RRmloJF7Bt09/hjNc0bkutPaauLMK0FvXKqUYbGUgl6B1EgUGC9cNjSo8yYO6oALjgu+DHismHpirsI7ScRfkLnAE4zr1CoVdrsNfXLSATQddGuUguNqRWp47Q6EGHQLVDFW3Awpq2nAvz7+y+95IsGaucsXa/4CsmZGnfqtV/C0tsGJs174WXEs2Iq/GbRwCAunoNywktJLw+zLeT/ukhaEl4/oqosP1CkaSlw59Y0uSYkSzzj9pLKJMOgWPF1at8DD5w6Ufi6tacDAh5bgJZmnr1HINzXsiiJSxsxnW6U1FXRzj+HXf9nTpP+VFZEX9cltkyY9k+RBHH+oCyl4Pd3C70u5B+05QzuF/PmURAdmnef+2z5QFj/r0fkyC5jOrVJxz1l9Abg3XQPRoNrMAJqeu24+VIEhD3+L4qp6RbEiOQM6ZgXddqKEQTcSEFFRAYCTQwOQ7wq6/+/+WW8FzR+elNEurVNxy6m9NM8RfVNe+2WPIQqeeMHfAiLcf9Jq1WJcnT4SCucO7YRFt40JeM5dZ4ZepCFWZKYk4pObRvsc1wpg7CqqkiYpbTxqQXES2qTSTUx/cqj6VFcLfjdlnrYE8pSSq6g+auK+HGgsTzu1F3bPnohRPbIxcVB7tFMVbjjx8R8w/xf/nn9mwylLfdLLfB8A8jWqyAbrQyUVK4pTNUa4eP1q3NNYR4QbVo9/s1V6PaRz9BYVd320Hrn3LsSVr63Cje+swVyP91tNfSNueX+t5MlkZcQqe977qzLqlp5MT7dQuWeCe2G+s7AKTpeAp7/1NWLXG/nYkyuJ9XxKNjpd2OVRObVpQvUv/zuKt2qXgDvYKGfzYa/tRlNzfHUhBT0yNsRq673bpWtulgaDmAGwv+SoIgMkHpgyqhtsNptioy5QP3rV4L6ebvLPVdY24B/v/IG/v/k7Jv5buXmoRbwqR/XAdEG3uXPnIjc3FykpKRg5ciRWr14d8PyPPvoIffv2RUpKCgYNGoRFixZFqaXWQO5LEyjdiYSHv90kvRU04g5ToJtlcqL3drC7Cdky8Y8UdFOpF8MNZKqDHlNG54bfOAD9O2b6nazmPT4J004znzmqOIETVYD3fbYBTyzeKgXfKmsbcPozP0rni151oidMU0E3p0rpZpRB9LKthdji8e5oGUApFchAWo1o7K/FXeOPgd1uwwc3nICXrxzmMxE+WHYUj3y92TKG7561vY93VKRKjKMN4auDxQBqJZVuISEVNxHHpA7pTyLnDO0Y+ZfAt5hCIH7deQSLN+XjqSXb8PbKPNz36QYs/Oswbv3gT13a0pzxblRpVy+l0i10Sqp9VTBGb6bKHxM2nT0zRTYd8lbX7tQyNeC5co9G7iMDN4zx+oE15fXnTS91/6zHBtWavaUAlJVlQ0Ve0f3Cl1eE3xgT0bKFey74txPcmQhiWrUgBFbIN6g2MwBvP249XIkHPt+A137ejfd+24clmwrww9ZCv99122m90KW1e7yd0b9dBL9NfGOqoNuHH36IO++8EzNnzsTatWsxZMgQjB8/HoWF2n8oK1aswOWXX45rr70Wf/75J8477zycd9552LjRel41RuGw23BMjjuHXj0RIpEjqFJkjDKera5zLwrPGeJ/MdHQ6L1mU1VxiH/USrdgPBQCkV+hVNFEWlUPUFbIPE+nBWYseevvI7DwtpNwyXB3Smx9owv/Wb4LdyxYh8raBsz6WlksQkwdC1bp5vSZgLr/r+cipqCiFte86fV4EidaWmhVH1ZT3+hCo9OFPcXaQTcxtVbOyO6t8fbfR/gc31dijVQOUVGjd5qwOujWP4RgixhAbaqCrtURBAEFFbVBB3h9zffDS3+qbXCipt67cHlj6vFokaRPkGdw55b4+taT8PktJ+KNa47Hj3efEtTnZnyxCZ+v8yrcahucqG2wboXbRpUiQz3VZNAtdLRsQuQ2I0Ygn+MY5ekmVS5NTmjy70I+Xo42xN+mRkePUOKNa44HoPSYbEqt5E3f12+D6u2VewF4i0WFg9yfTD03tiKCIEiWI+Lfe0qiXeqPn3cU+/2s2vcU8PbndW//gXdX7cOjC7coVN7+uO303lh02xgsvmMMhnVr3eT5RBtTPcmeffZZXH/99bjmmmsAAPPmzcPChQsxf/583HvvvT7nv/DCC5gwYQLuvvtuAMCsWbPw3Xff4aWXXsK8efOi2nYz06NtGrYVVKI2gt18oo0k4fapiqjvdcTdkPYB1Iqt073BnHiu9hQpaq+hSPtUvlv7yLkDItolFLlnfF9kpyXhomGd0S07De2zUnHeseYNvqUnJ2BAxyws2VSgOP79lgIMeuhbv59r5fm3LK0JvBhRKzGkYI2ONjFqc+NAnmBqo/FGp0tRnbbB6cKZz/2ItOQEXCjz5juhR2s8e8lQvLUyD1ed0A1qbDYbxvZpi2HdWkm70gBwytPLkff4pJB/p+aG2F96BcRF1Eblz106NOjPdm3dAqt2lzRpimx1Zn65CW+v3IsTe2XjvetOaPL8Rj9p/KH05Tsr8/DgF5sUx/Q2iB7YSZmq+vbfR+DPfWXokJWCf33StB8jAPR9cDEAt6JXK53e7PhaMqjTS021VGkWONTGeHCn92XrVIhJC2XQzVtZWE+ldJWn4MwxskqW/pDPd+MtJa60uh6HPOmc3bPdliR2uw3pyQmoqmtEdV1jQH9gf2MyXM9M93e4/z85wOZ/qDQ4XU1WijYz8nmhGHSz2Wxon5mCQ+W1AecN4tpBnl4ajnamZ9s0JDjsyHDY0bd9cF61RBvT/KXW19djzZo1GDdunHTMbrdj3LhxWLlypeZnVq5cqTgfAMaPH+/3fACoq6tDRUWF4r94J9XjTbN8W1GMW2I9xEWgTadURC0EQZD8+AJNXi841mtsKirjSOiovYYiXdi3y/BOHK8elRtR20S6ZrfAI+cOxODOLZGVmoh7z+qLvu3joxqR3BNPDGCWVDURdItCwZOv/1J6NzVlxC8Pmh0qU+745hVXI+9IDTYdqsAjHpXfNSfmYsENo9CxZSqmn9UPnVv5rx72nyuP8zmWe+9CfLB6X5O/RzRZtOEwrnljNaa+sRqLNhxu8nx//RhpN8qDbqmJjqAWhCK92rkVhy8s3WFZJVMwfOFRdv2680hQzz9/i8JQFvjqgBsApBnsHza2T1vcPq43Lh4eeqGaNXtL8eTirbjlvbUKdZ7ZUSvdWEghcm4+pRdaqdTSBQYrg+RDzz0e9d9EFoNnwfxNXDaiq/Q63vy/dhR6Fe5dWnuf9elBFu5RFwTTQxAg+hMf56fqfLB8ccuJ0utb3ltrWQ/q137ejTFPLpN+zpTZipznWa89tWQbuk9fiHNf+gU/bnev0TceLMcVr67C9E83AFAG4EPJWOvfIRM92qbhf/8YFdHvQbyYJuhWXFwMp9OJnJwcxfGcnBzk5+drfiY/Pz+k8wFgzpw5yMrKkv7r0qVL5I03OaJXSlkTKVgkdFwqVZQUoNFxliLfCenexr8Jf1pyAgZ7DKTjUYqvF/78v8JFnBzdcmrPyBoWB4il1DtmpeC207QLhtw3sZ/0unWQSje1v4k3kBpJa5XIK4wu/b+TfdRsamadN1AK2OxXVZYu1ggihrLT708NIU7imgs3v7cWy7YVYfm2Itz83tomz1d7aOqRJrzvSA3elwUj5d6YwSBfgGw+FJ+bfPWNLkWKd1kQqbZqk2hxYRHpmEzTKbW0KWw2G5I8N5TT+wbvkfPy8l1YuOEwftruP63IbDg9u4/+lW4spBAq7bNS8OeMM5H3+CSM6+f++3r4q8149rvtUmEtvfFNL3W/1qvgUG2DE2+tzAOg9Jv2R3pyAqZ6PHDVSnKrIyoCB3fOUgRdxE2FpuYDjarKl6JqMdxnpcsloNqzORVM3wViSJeW0utvNxdg06EKfLHuII5U1aG2wYkv1h1EmcacrrCiFl+tP4RGpwvLthXiF1lq5o/bi7B+f5nfz0YLsY0NTpdPlVn5nFAedBYEYP2BckyZvxrzftyFuz5ajxW7jmDvEfe8UK4EDGU5Mn/q8fjh/04xVB0bb3D7SMX06dNx5513Sj9XVFTEfeDtsuO74OM1B7Cz0L8hNwkPl18FjX7XkC/AT+rVJuC5oqqRSrfwUft/hat0EwQBRxuc2OspgiGa/hP/DOyUhcV3jEGHzFQs3qStfJJ7pYkFFcSqWo1OFwS4JyliOn2jS5CVXheNvt2fN2qHtWdbX781LbLTkrATbq+e2gYnUhIdqG1w4pO1vhVNe7cL7jsB90R7xb2nodEpYOxTy5r+QAzQUvoIghAwWGnE7v2EF35S+Ced0S8nwNm+DM/1+qM0Ffy1Kuoqews3HJZMo/3hW4TIfTyY+6w4VuSM65eDR84dIH1fNFh13+koqa5Dt+w0bDhYjgs8xuCdWqY2qcxp1DO3PcaIC3x6uhmDmEa4r6QG/166A/9eugNbZ00IusJysAiyP0m7Tf/57Pu/7cPGg+6NifQgg+OZcVodWpz3qzcR0j3zyKCVbmr/0zA789dd3gCX3uniZ7/4CwC3Mqtnu3R8tf4QhnRpifevG4lEhx2NLhecLgHnv7wCB8uO4uJhnaWq77/eexrKaxowZb63KGP/Dpn4+taT4BQE2ACFdYdeyOdr4jisbXDionkrsa+kBjefEniT3V8xLS1/tkBKt8uO74IFv+9XHPv9/nGoqG0IaEdEwsM0T7I2bdrA4XCgoEDp2VNQUID27dtrfqZ9+/YhnQ8AycnJSE5mVFdOp1buiiXlRxuwvaASfXKCT50hgREXDt70UvdxPdPWxCpWx3Vt2aR6Rpzcqj2KSPB4Db6VldhCXSP930fr8enag9LPmU2kGxI3YprsBcd1xnebC/H9Fu8z4JRj2iqURaLSbdOhCuwuqsLN761Fg9OFSYM64N8/7PT5bp9KXjq1uTrMypVi+2/94E847DZMP6uvz+4oAIzp3SbkqrcdPZXhFt52Es5+8RcpBVMrYBFtDpTW4KQnfIOB9U4XkhP8t029e6+Hp5vasHzmOQNC/o6R3Vvjtz0lTRb0sCofrVFO+h/4fCP65GRgRHf/hs1qpVuwKd+bD1XgvJd/9SkqNLJ7a+lvPlq0TkuSxvBxXVvhjanH46cdRbhjXB/M+GKjlHKrRV2DdYJuWp6ZNps37Tta6kOrcnxua3ywWjnGKo426H4f96t002k+u/5AmfS6si64e6WoqmoqyGQllm0txL8+dvtFqgPWGZ6fm5pzqDc1xOBbODXWvlh3ELcvWCf9bNT8YfPhCmz2VH9fv78Mgx/+VtOyQQy4AcCJj/+g+T1nv/gLquoa0bJFIr645cQm106h8OP2Ilz75u+4eHgXfLL2AK4ZnYvOrVvgoS83Se19efmugN8RSuAyUVG91Hs8LcmB0/vl+ATd2mYkB/T7I+FjmvTSpKQkDBs2DEuXLpWOuVwuLF26FKNGaecbjxo1SnE+AHz33Xd+zyfatJJVS3zh+x0xbIn1EJ8HauWFngKaI56KVa3Tmr6JpnqqClVbyC8m2jRKkxX3z+H6f8kDbgAwSGXITQKT6LDj1auHSak13bJb4JWrhismT63TvIHMmV9uwtb8SuwqqtYMuAFaVS/1GaiFlXXSa7HSWDDIJ0ZOl6AZcDupVxu8dc2IsCe6AzpmYffsidI9KpjUP6NZtVs7Paq2PnAgwmf3HpEFT+sblde7f2K/sHbxM4OsomtVTjvGN73yvs8CpzKrq+up00vziqtx4ztrsGxbIW56dw3mLNqC3HsXYuK/f0Z9o0vyORU5UBr7Cr2n9m2HmZMHICs1ES9cdiy+mnaS33NrNYodPffddjyxuOlKdM0NtacboJwDsZBCZIzqme1zbMTspdheUKnrdeQm+zab/s9Juc9psKn46cnBKbvC5ZcdxfjHO3+gsBlV0pTfO9tnKef94liqDDLopvZZDDWA6nQJioCbXrys4Turde1w2Xy4AvtKavDXgXIMnLkEufcuRO69C7FsWyFufm8Nftoensf5joJKTJm/Go0uAR+s3of6Rhf++9NuPPj5xoDtfebiIYqf5V7PTSFXusnnvy2SEzC2TxsM7pyFSYM6oGfbNNzqx5aF6IOpnmR33nknpkyZguHDh2PEiBF4/vnnUV1dLVUzvfrqq9GpUyfMmTMHAHD77bfj5JNPxjPPPINJkyZhwYIF+OOPP/DKK6/E8tcwHfLFWseW1pSbVtc1YunWQpx6TFtkhJnGt7+kBnuKqzG2T9ugP+Pr6aa/QbtoEp8dRNXLNE/QTavcPAkOyf/LplTTRNql6ip4pGlsNhtem+I/iCXfUAhUel1EPQHVK21GNLju3iYNp2oEIPxx7Und8fbKvX7ff+faERjTO/j7kT9sNhtapibiSHU9Hvl6E7q0aoH/O/MYJCXEZt/OX4CkpqERWfB///Yx3w/Rp6a4qg4rdx3B+AHtkZRg9yl+cag8PN8gcTFZURufQTdRnZCRnCAtBpvqE9EHLMGhrRK/9YM/seFgORZv8u/hK2f8QP8ZELFiUOcsqWrw0Xon+s1YLL13/2cbkZ6cgHOGdMTSLYXo2S4dLyx1b4pOGZVrqtQgaVw6tNUkTC+NDPlzTs6Zz/2kWZU6v7wWP20vwsBOWSiprsdJvQPbkojI57OiWtF9PLx2q5Hbnlx7UvegPpNucHrp317/DQCwZFMB5l5xHCYOaq+rKiocRLsMADhGlZkU7L+HaKkhplaGu3ksVycCwBUju2qfGCITB3XQ5XuCoVq2Hrrmjd8BAIs25OOaE3MxcVAHdGnVAn/sLcFZAztoVg0G3Bt083/do5n+GYhPbx6tWXiiZzv//tyAe04hbuLJPd3USrfkBAe+DLC5Q/TFVE+ySy+9FEVFRZgxYwby8/MxdOhQLF68WCqWsG/fPtjt3j+u0aNH4/3338cDDzyA++67D71798bnn3+OgQMHxupXMC2Th3TEV+sP6arAijX1jS58v6UA9Y0uLNxwGN9tLsCEAe0x76phYX3f5Jd+QVlNA97++4igA28ulYRb78U8IFO6pTcddGuRFJz0nPjHr1l7CHoaq1Zjam609LMY8YevF1jk/XS4/Ci+8VTeDFXS3y1be+KVm90Cz1wyFMd1bRlp8yRKPH5jiza4gxjZ6Um4YWxsintUHHXfn1q1SMRnN5+IyS/9gsraxiY3CyR1lI8KNbjrTn1jNTYerMDtp/dG+6wUPPj5RsX7ncJMT8yKY6VbSXU9Vuw6AsD99y8G3RLsgQO6To/IUD0mxfuvGMgLhq9vPQkDOjbv6s2pSQ78ePcpOPmp5dKx2xeswwOfb/QxRf9i3UHcMLYHbDYbSqvrsflwBUb3zI55MMAfWko3ObEK7luFQCrnp5dswx3jeit8q85+8WeFF/B/rjwOZwUR5BAfh+oiUnpNZ8R56cXDOuPKkYE9H0UygqzWqQe3vL8W/zi5B+6d0NdnrJVU12OLZxzWNrjw254jGNUzO6Adgh6o7YDSg0wvFT0jvT6L4fnz7SmqVvz80OTQ7Rf8sfHh8Rg4c4lu3xcqb/yahzd+zUNSgh31jS48eaETlxzv9YDfUVCJP/aWIis1Ee+s3IuVu4+EfA1/lV7bZ3o3VR6Y1E+R5bDwtpMwZ9FW/LLTvZHsz9OtBdP2o47p/sWnTZuGadOmab63fPlyn2MXX3wxLr74YoNbZX1O6NEaX60/pChDbTZcLkEhef/vj7vwzHfbFecEuyuupsHpktKuvt2cjzG92wQ1wXX5maToqXQrrnKnrgWjdBPNORl0Cx+1LD+cyYo6ePC5rEQ60Q+H3YYhXVpi/f6yoM7Xs+qlyElPLJP+ZnIyQ1envHHN8dLuq8hLVxynuzJS/at+t7kgZkG3So8i7LoxPZDbJg1pSQmorG1s8r6lVqGG6qEpmniLiiKR0T2zMaRLyybN//3R0hN0K63Wv5BCU8UlYs3//vD6yZw5oD0+/H0fSmsa0KEJVb1U8dLPAj/YPv3+zrHo1c4cPrXdstPQJj1ZeqYD2lUI53yzFT3apuOM/jm4+L8rsbOwCs9dOgTnH9s5ms0NGnX1UqI/L195HN5akYfK2kZFQPqlZTvRItmBm0/pBZdLwKHyoz7Vr5/5bntQQTeXKuVbz+ekIAg44vEnPql3m6ALnojKLr1VxIIgaM7p/vvjbhzfrTVO7dtO8fd80bwV2F1UjRcvPxYrdhXjg9X7ccXIrph17kBd/+7VhQ56+wm6VdY2wOUS/P47qgPhYkw21JRNdXEgPQPo6ckJGNunbdipnnIuPK4zzhyQg3+8sybkz4o2E99uzsf5x3VCosOOBqcLZzz3U8Tt8ofNZsN/rxqGnYVVuPak7lLQ7Yz+ORjQMUuyCgKUmxnyoFsaq0JHHW4fkaDo2959496Wr68HRLRYvDEfPe5bhO7TF2FrvnvC8eaKPM1zP/pjv+bxQOwp9u7mvLtqH7pPX4Qv1h0M8Ak3PtVLIyzLrebuj9bj67/cKprWQQTdvA9kBt3CRe01FE4gdeaXmxQ/D5WVSCf68u/Lhvoce/Kiwfj9/nE4/9hOiuNJqpK0kRYQbHC6FJPYdmGY1556TDvkPT4Jpx7jVtfefnrvqKQi/55XGnYls0gRF1CiF5pY7CfvSGBfLrUKFYisIpvIzaf0wj0T+obtm9eldQsAQF6xvr5ir/28G0Mf+S5o/6NYIE+3uebEXDx5kdu7pqkAZKM6VVh1n+0QRAD7u3+aJ+AmkpvdIqjzrn/7Dzz69Wap6rzaI7Q50ZTSjUTOxEEd8OE/RmHR7WOw8eHxiveeXLwNsxdtwZBHvtUs3rGzsAr7S5q+N3kLg7l/1nMT+aZ31+L3vFIASm+3phDntHuP1EgVySNFEARc/uoq9Lxvkeb71739B3ret0iyjQCA3R7F19sr86SiFu//tg9jn1yma0Dwy/Xe/vvXhGN85v1iMOatlXtx7Kzv8MpP2ob9jX7SS0Ndm8jV2+9eOzKkzwbDraf1wrh+OYpqn/07ZOKVq4ZhiJ95862n9cLfTvCmuY7umY1nLhmC8QPa476JfXHxsPA2J77fUoje93+DOd9sQe/7vwnrO0Jh/ID2uOXUXopNtWRPUDM1UR5084Z65PtvnVsF9ywh+sGgGwmKLp7BmV9Ri3s8VXHMwms/78aN73p3LyY8/zNOe2a5lHap5u6P/0KD04XCilrc+8lf2HiwPOD37y+p8VGaAO7Uj6Z2hcTJiHgjDFfCrUWj06Wo0hOM8aa4K9iUySrxj49vVIgpwyt2FfuYfBPjUE88/nzwDFwyvAvaZiTjuUuHKgJh4i6t2KdVdY24/7MNWLkrtLQBQRAwZ9EWvKUK/IebnggAb1wzAnmPT8I/z+gT9neESkmN/sqsYBDTSzM996tunqDVobLAnmp+zaE97/+RV4J7P/kr5DTPgZ0iS00Uq2auzivBV+v9V6wMlUcXbkH50QY89NWmpk+OMTmZycjJTJEWif6ezyL+/PmcLgH1jS4UyIqTaPHzv071UYGYgcfOHyS9vmFsDzjsNr9BiNd+2SO9/nlHMb7bXKB5XqxxSlWFfZckLZKoxtCb9OQE3D3+GMWxV37ajcraRjy1ZJvmZ/7zY+BqioBXZeqIMCVRC3kWSihBt+5tvBYMehVLKT/a4LeYj5yRs5dKBvwiYuBQ5GDZUVz56m/4cv0hLNpwGHf+b51CySoIAp5YvBWfNDEndLoEPPzVJtzx4Trp2M2n+Jril8juq+VHGzB70VZNhXijJ39frHwZbl+Kz9JbT+sVtDdgKByf2xqvTRmOf03oi9P7tkPPtmn47JbROHNAe3xxy4nIe3wSNjx0JtrI7HVG9czGo+cNwvSz+iIjOQH3TewnvXfD2J54Sla0YEjnLHRqmYqJg4L3/Pzvj7uDOi8jOQEfXH8CHj5nABIdNmSnJSEzJQHPXjIEGSkJmHVe8FZY/xzXB1mpifi/M93jWr5/IffKlAfdrOrR3pwxXXopiQ1iMAYAPvxjP2ae07/JfPAthyuQ6LAZvpOcX16LdftL0bJFEtKTE5CWnABBELD5cAVq6pyaFf12q3wG1Dz33XZsOVyBZduKsOD3/bjl1J44sVcb7C+pwdg+bdEhy7s4/tfHf+Ggn8Xe4o35mDTYvyxfUl6Eme4UiDV7lQ/3Y9o33Q+i4e5vYXgPEDdi33nTS93Hm9ohrKprxJ/7SvHPD9crjuvpy0V8kad2/Hj3KWil2hmWm9AmqXZ9f9lZjF92Au/9tk/TkNoff+wtxX9/8p2Y9WqXHlLbo8kFx3bCp38q1TLfbDiMv53QLerpi5V1HqWbp+hN20x3YLSwInCgxZ8KVRCAP/eV4qJ5KwEAtQ1OzJw8AFvyKzCqRzb2FFejtkFb1jjrvIEhewOqkVdnvPWDPzF5SMewv+tw+VEcKjuKAR29asea+kas31+G1mlJkqou1hRW1mJXofc5LO7GizYITSndfDc3vH35vz/2a254JTpskkF4c/l3CJVj2mdg9+yJcAkCEhx2/N+ZfZCc4IDLJaDB5cK/Pv5LU60EuNVvOx47S3FPaw4EUrox6GYMZw/u4DfApoW6UrMW6vRSm07zWfW1Qwm6pSQ60DYjGUWVdX7v4aGSr6pUeu7QjkhLTsD7v+0L6/s2HCzHbR/8Kf3814FyPHh2fwzsmIm8I9X4z3J3wPPCAAqs2Yu24I1f86Sf1Sr9QFz31h944bKhaCdTBzdIY1K50RhsX+4vqcFXfx2S7ANC6bNweW3KcAgCfFJmM1ISsfq+cejhUSaKIpJ/nNwT14/pETBVOT0lAZ/dfCLsdhsGzVwSsSDhxpN74q4z+8Bht0ltHdUzG1eM7IpEh11K+T1vaKegU6gB4PZxvXHrab2kz3wuewYk+kkvFSv7kujBoBsJilRV2kxJdT1aJCX49YupqG3AWS/8DADY/uhZSHTYYLPZJB8E+UJXkNReNun7tL5XEASvUavs8yfMWepzfXnllnB4efkuyYAVAOYu24W5y7w7fXmPT5LauKPQf8pt2dHACwdpkhKmsXcg1L9/MCbtPdq6dwUrahtRWFkbUlnqUPHXx/JjgiCgwSlICqPm7k8EeGX5dp/d3sCdevN7a328Kf414ZiwfaJI8Px096k4Ul2nWZggUbZLqFa6hYMgCNLfiBr5rnxz47HzB+GcoR3x1oo8LNvm/jt98ItN6JOTgZE9sqPaFknpluq+R7dNd9/biqqaCLr5CdRU1TXi/JdXSOf9srMYZ7/4Cw6WHcULlw3F7QvWaX7fxcM648oRkVdjS1dVZ2xwuoIOjMifmYIAnPHsT6iqa0T/Dl713a7Capw791cAwJ45E1HvdCE5waF49kabC15egQOl3s2qIV3cQUIx6F1d70Rtg1NK2VW3Vd2X4v/rnS484ClwYbcBH1x/AnIyU1B+tAF3fLhOYQVhVux2G+ye1GjRiN1utyHZ7vB7bxH5z/JduO303s3qWaruSzmpDLoZQlMVYS84thNO75eDW95fG/R3Sumlnp+9nm7htNDLUZXHbagBHDFwWxdE4DAY8suVQbdu2Wm46eSeKKuplwoNRcLOwipMmb8a3dukYebk/tLxitoGpCY6fJ4NP+8owusyVau7TdqbCh00qhqv3H0EN7yzRuEdrFa6iWMzWCuGMU8uC+o8PZFXzFVjt9vw092nori6TrHh0lRgq3e7DOmcJf8ci/0lNXAJwLr9ZWidloiBnbJQWt2At1fm4dsglMRt0pOklF15W8U+lXyDw5hk+vuMXEGsCLqlMAQUbfgvToJCPTk76YllOK1vO/y+pwQPTu6PS4Z3Uby/U1Zw4cznfoTDbsPC28bg2rd+x5bDlfjq1pPQqWUqnv1uO/7tMaUe26ctthyuwAXHdsIHq/fhgxtOkHbrP1lzAPd9tgF1jS50b5OGb24fg5REBxqc2g/RcAJuaUkORWnoQDsah8qO4ty5v2LSoA4K09lOLVNR2+CUUmOa2qX1VmCLzDdBi3CqNcnLix8sPWpY0G3xxnzc/fF6PHfJUIzr764+vGJXMW58Zw0eOXcgzju2E5wuQfLMuODYTjiuWys8tWQb3v77CL9eDc0BH5++ICp4OV2Cphns1NG5rDAUBbpmt0BXP5NUeVU3MeimtVjdXlDpUylMzeHyo5j84i8KpazI/53Rp1mrb1KTHDjlmHaKlHUA2FtSE/Wgm1hIQVK6eTYUiipr/X4GkI1NlQpVjfyevmC1f4/Py0Z0CWtyrEY9+S2qrJNSTgNxoLQG5770K64Y2RUv/rBT8Z7cLP2ozMvo/JdX4K8DZXjw7P74ZO0BtGqRhHcM8NoJRHlNgyLgBgCzznWn0mSmJEiKtNKaemmsXP/2H9h7pAZf3XoSUhIdGgVrfK/TLTtN8beZHAdVMBMcgf8en/1uO/KKq/HbnhJ8c8cYaQzFkrpG99+nVv+0SOTzzwjapCfj/87o41NMTKRnu3RMGtwB//yfuzJjm/SmN22l+6tDPfeJbD5bXa+cy2aGGHQT/67Ev7NIKVAp3a4f0x2pSQ5MGNhBl6CbyJ7iavx1wGtvM/ihbwEA//vHKIzo3lo6vnRLoc9nrxvTQ/M7/3ZCN83sn3X7yxSFFfx5uoUrCKhoBpW5A83z1Cy44QR8/udBhV1Hx5ap0nN5VE/lnGdkj9aY9fVmvL1yr+L4qce0xc2n9sLqPSXYXlAZkYo9FJ67dIiUNSMPUsufkxlNBN6J/lh/BkJ0Y6TsJg8AP2wtRGVdI/6l4fEmT9/MO1KDXUXVeOWn3fh15xGUVNfjzGd/RGVtgxRwA4CfthehqLIO//1pNypqG3HvJxuk9/7vo/XSLtWe4mpc+soqFFfV+VTGCZZZ5w5A3uOTsGfORIzs3hp922fguUuHBv350Y//gKLKOp9iDLed3gvXnJgr/azlUSLH38JBj/RSuU/Dg2f3D3CmF5vNJikkIlEKNsVN761BZW0jrnv7D/ywtQAzvtiIf7y9BhW1jbjjw3U4/Znl6DdjsXT+p38exAOfb0T50QZJsbF442HM+npzyNWUjEYMpKorXWo1s7ymAac+vVzTkPekXm0YcGsGyFOe1OmlcmZ+sQk19Y148PONeO3n3bhjwZ/460CZ4pzXf96D4qp6bFD5RPZom4ZbT++tf+MNYMqoXMXPf+SVYPqnf6GoCQ8tPRAEAXO+2YJST6XoDFXQrbCJNkhj0xY46CZnpUaq/bBurdCrXbpuBSvUyo0/VNYAWryzMg8nPbEMR6rrfQJugVi3vwwuAXj4q83YeLACP+8oxtxlO1HX6MSMLzbivz/uwj1+LBNe+3k3XtVIi26KtftKkXvvQnyweh8+//Mg/vb6bz7nZHsW9TabTbI5+HZTAe77bAOKKuvw/ZZC7CiswsrdR/DYws1SgSC1alHO61OGK35+8qLByEhJwMPnDAj5dzALtwVxH/n0z4M4WHYUgx/6Frn3LsTeI7FV/4lzO62gWwqVboZx6+m9Mbiz9j1MvKfe4vEFC8bsX50mrJenW40q6BZqerSoBtVL6fa/P7wbT/+acIz0HBrWrRVatkiM2ONTzrMaQdHvtxTgwc83Yvm2Qrz/2z6fdciKe0/zUU+LpCQ6MOvcAchITsBbfx+heK/HfYuweo/bq67BUyUqnLVJmca67IqR5srYOKFHNh6/cHDQqspEhx2PnDsQN5/SE5kpCVh+1ynIe3wS3rhmBI7PbY1bTu2FFy47NqwK9eFwTI73b7B1mvd3kD8nM6h0izr8FydB8+E/RuG1n3dr7pKI1NQ34rWf90h5/HLkAbbqeicGeXZt/LHhYDmWbyvEjoIqn/fW7y/DqU8tD1lhsXu2O7VGTFmx2WxYcMMJEARgW0FklVkfmNQPlx7fVWGq3lS1JH/pTpFOUgRBwMIN7kXJpcO74NqTugf9WfEhY0TQbcvhCqQkOuCw2dDoeXj//c0/fM7b1YTn3uxFW/CKZ/E3uHMWzh0avH+F0TSqJiuBdntnLdzsN93pnWtHaB4n0UVe4l5Summct3L3EVzw8gpslVV4XrKpAP/7xygM6pyFtftK/Xo/HiwNXACgOTFCtfkiLkCq6px48fJjDb32hoPlCpNiMb1UVOQ2Ffhz+hmbofLxjaM0vWPCxWG3oWWLRJR5gokbDpShf4cMuARoqidrG5x48Av9iiM8tWQbvt9SgD/3lUnHlm4twB8PnCH9XFJdLz37c9uk4c99pTi2ayukJTswoGMWvlp/CCmJDozs3hr7S2owqme2tOi+wJO6O/1T70ZaIFq2SERhZZ1UxXmtLAj5wvc7sG6/t51SeqmqL/u2z0CPtkqPxMGdW2L9jDN167fmSM+26dg9e6LkXxQMF7y8AmsePKPpEw2izuO1laxR/bdFmBWBSXD4SzEWg27iPXZTEwXFgEBFpCJUutV559HqapzBID635/+yByNyWzeZWuuPvOJqVNc3Yp+nkuv0s/riHyd7q2Z2apmK3+8fhwS7DS4BfqubjuuXg++3uFMRh3TOwvoDTf/byhHnvu+s2uvz3ic3jW5SJX3VqFxcObIb7HYbOrVMVcxLLvnvSqx5YJxM6ea7Nvl1ZzF2F1fjnMEdkdXCvV7460AZ0pMTsLOwCv/30Xqoaa+R1mpF/jWhL+4685iYP2Pkafmt07wqVXmzIvWiJaHDoBsJiYuHdQkYdJs6/3esztOu6tMYRiRpqkZVUJHKukbpwRUsdrsNKXblJE70AejXIRPvXz8SDU4BU+avDrmtV41y7+Sc0KO15ClX10TQTQzQeFMR3ccjnaQs31YkVVfqnROaObs4ydJbDl5SXS/5/I3qka2pIAmWV2RqC3+BDCA2HnD+UtjE4/I2qYtdyGkufjvxjkLpJnq6+dlolwfcAHda3+SXfsErVw3DDe+s0f4QvIotM7NFls5oFOoCOKLXqLhArKxtRE19o1+FaL1nIeH15gt9jL10xbEBvWPC5Zvbx2Dq/N+xraASxVX1GPfsTwCALY9M8PG1enlZ8Mq2YJEH3AB3iq3TJUgB5l1F3s2v699WbpR0y26BvUeUlQFfvvI4nNk/B8u3+abNN8V21UabfFzJA26ArzWDSIqfYE2sF0PRQOt3fP7SoYrKhnKOVNfHzONNEITA6aVUuhnKMTnpWK8aU4DXbF7chF1/oLzJvxGnynzfBr2Ubt559JI7xob8eXGe9fOOYjyxeCseOTf4qpAigiDglKeXK45drLLVAbwqPIfNXZhpw8FyTHvfXSRh0qAOOK5bK1x2fBcUVrozdfrkZGDB6n0B11WhEOx8X7xHfHD9CRj7lNJ/bdij30uv1YUU1u4txTxPJdtVu47gpSuOxd4jNTjnpV8jbbplaA7PGPl9U67Wkz8nW7Yw/7zTbDDoRkIiq0UiLjiuEz5dq6xiV1hRi0SH3W/ALRY8NLk/HvpqMwBg8pCOmDKqaXnz6J7hl7QWJew2mw2nHtMWn6871GS1JKnSpY8HRtjNAOD2TBPp3YTPlBrxBl1RG1mVHjV5shSWSAJuavz9Wz369WZ89dchLLxtTFB+JHrhk8Imm3hW1TViwvM/YWT3bDx98WC/Krd48B4yCwkBqpcGS6CAG6Btbmw2ovE3q05xEheAWamJaJ2WhJLqeuwqrIZLEHDtW7/j3rP64SJZxTexCp5kWhzi3Hjq6FxMGuS/GnUkdMhKxVWjuuGBzzfiM1mV2NKaeqQmKZUL84JI8Zx13kD8tb/Mx4MvFPwpNdSoA26A+/5783vBm7CHi2hhZlP9+aUkxvc99OUrj8Oq3UeQ5LCjT/sMnHdsJ5zWrx0e+mKTTxViADjl6eVYftcpUQ28LVi9D7MXbZGC4FpKNxZSMJb7JvZDXnENCitr8c8z+uD2Betw5ciuUiXtk/u0lc4tqKgLqFgSN9a9hcHEdyKb0IrppUO6tAyqIFggftTwzg2uDb4b6E2p7rplp6FbdhpSEhz4YVshZk7uL60TuicnoDvchZOuG9MDAztl4dO1B9A+KxWr9xyRNs1DoU16UsgejV2zW+CS4Z0VKbNyxEIKYiBJvsZbuOEwFk4/HHI7ifHI1zxO2SJJLuhoGYWKskQJg24kZO6f2M8n6DZi9lL8a8IxMWqRe4I9qkc2lm0rQpLDjkfPH4jzj+2EBb/vR6sWSSGnPaUk2lHb4MLxua2w6VCF5gNXzpmeYgAi4kSxqfRSUcLtUHtgRLA1WNfoxIey9N4+ISrdxKDbU0u24dRj2qF/x/D8Ke7+aD3yjlTj1auH47JXVoU1me+QlYITemQrFqFqnlqyDU8t2YaOWSmYMbk/Jgx0L4pf81RzenfVXtwxro/fz/ujvtGFYx78RgrqrZ95ZlD+Di6Vr4m3gpeAX3cW40DpURwoPYBP1ionOZ1apuJfE47BfZ9uwEtXHhdye4kxyM1mAxVSCIepo3Px8ZoDmHPBIF2+L1pcc2IuPli9Dw6bTSo+s+lQBZwuQbMCoV7Iq9ipu6BPTjpW7S7B5Jd+kY7d9dF6vLxsJ967fiQ6ZKVKhXckTyCNpqoL6gDuDZypJwafoh8uQzq39Dl2xrM/+rQnGK46oRtwQjcM7doSD325CQ+e3R9Xj8pFRW0Dxj/3Ew6XBy46ESmHQvj+aaf28vn5pSDVfKLSTZ1eKi5u45WJgzpgoipAnJmSiGcvHYrBnbOkDUmRvUdqMHfZTkw7LXrekveq0o21AvdWUAE3Z1q2SML/bhwl/ay26shOT0avdunYWViFrfkVAYNuaqWbGKhxRWCl9uX6Q7jtA7dSLE2HAGxdExvh/jhSFZ5/NACM658jFQzzxwk9snGCzC4nv7wWJ8xZqjgnIyUBlQE2w9UebcFy2YiufoNu6kIKxBw47DacN7QjVu0uwSnHeAPn8lTtUKsAk8hh0I2ETLYf1dCTi7c1+dm+7TN8UrD0YNX005GVmigFSMSH/aLbxoSVBrTlkQlwugQkOOxwuQR8u7kAN767Bhce19knWAIA/71qmOJnccJf20S1JN9Kl+Lx0Nsssj1fmZrTPkTjTnnF0scWbcZ7150Qchs++/OApLAY+sh3IX22b/sMVBxtwLd3noyUBDsSHHbsL6lp0lz8UHktbnx3LXbPnqiQd4erGtyaX6H47EmP/4C1M85o0sTXu9ur3CE8Ul2PfwRQPC39v5ORkujA5MEdm4U8nbhpl+m933nTEiP7TpsNyM1OwwOT+mHG2f1N198zJw/AfRP74erXVytUq2v2lvp4vumJvArns5cMUbzXJydDUx2wu7gao+b8AADo7VFvJPtJLz3/2E54+uIhWH+gTPIhA4CkKAVwBmmYmgcTcNs1eyKcLgHfbS7AtA/WYvb53iDulSO74ZLhXaT7VmZKIn7+16lodAk4Ul2PEx//Qb9fIAz+MbYH7hqv3LCbdlooQTf3/9V9mUovML9MPbE7rhqVC0EQMOihb6Vx9fS326MadFOjlRKcHYaHF9GXnm3TsLOwSvIy84fa002PwmBiwA2A5HkZKrec2hNzl7lTIkOxufli3UFUHG3AVaNyDS0spkX7rBTJgzrJYYcAt+XLKU8vx/G5rTDrvIE487mfcFKvNvj35cdCEJT+s6FwXNdWePicAZKHphz15nGwLLvrFBwuO4qr5q/Gv8bHTpARzzx/2bGKirSAshJwQogFSUjkMOhGdOfBs/vjouM647nvt+PNFXno3yETh8qPoqymAVNH5+LcoZ1w1gs/Ie9IDW47rReq65143aNKEnnr7yP8+qr9ePcp6Nq6BQTBvQhz2G2ywgjKc8NdzNpsNm/Kp92GCQPbS946o3pm4y6ZUWjf9hk+yhexPUfrA++qNfotpBD+JOXXXcXS61E9skNW5Vw8vDMeW7RF0Z5Q2FlYJZWqDpZh3Vphzd5SJCXY8fWtJ8EpCAqlwof/GIWymnq0SErAyU8tC1il8Olvt+GuM70P+YQw/wbUqZ+VdY1YsikfZw8OXPLb6SeQ6m/COHV0Lu49q6/0N2O2AIzVaSvbZAg1vfTflx+rWDSIbH54Aux2c096Eh12nNS7jSLo9sLS7WEF6YNFVLr97YSuOP/Yzor3urZu0eTndxS6NyTElBm1Oiot2QGH3YbjurbCjLP745Gv3WqgQTpVKTUKh90Gh92GSYM74NS+43087dQbBQkOOxIcbnXt1lkTUH60AYkOO5wuAWnJDqQmOjD5pV+w8WDwPn0XHNcJX60/hAZncM+uQZ2y8L9/jNJMH/Tnx6aF5OmmGkrprMwWEPecw4anLx6CW943Pg04GLSUbqN7hVYsi+iPuHGb34R61emj8tfH003kkuGdmz5Jg6mju0tBt0Bza0EQsPlwBXq0SYfNBty+YB0AoEfb9IDZFkah9qBulZaE3+47HUkOO+x2G9bPOBM2mz7K+ymjc3Fa33YY86TS3y0xDKXbg2f3R/c2aejeJg0bHxrPFPEYol5PNJW1RYyFsxKiO387oSuSExyYPrEvju3aEif1aoOiqjpsOFCO847thESHHR/dOBordhVjwsD2PgE3wO0j8cpVw9C9TRqKKutQVdeInMwUVNc1olu22wfBZkPYVYjCQXxwXHBsJ6Qk2tG/Qyb+OlCuOSkU/WSaUrr5q/akVekyGA6VHcXj32yVfu7eNi3k72jZIgljerfBzzuKQy5vfbTeiXHP/hjyNW87vTcqjjbg2K4t3QtC1fsOu01SWH5682is2HkE//rkL83venn5LuyV7cg6HOFNSLQmmG/+mtdk0M3ls9sb+PrTJ/aN+1So5oy8wlOwSrfRPbNx5xl9/HoJWmUSes2JuWiTnoRvNuZj+bYi/LrzCH7bfeT/27vv8KjKtA3g95TMpE56ISGkAAkEkkAoMfQSEyC4KFIWUYoFURBQcMVdKaurwboCHyJW1FVZxUWsaCgJghAw0qQJShNSQEgn/Xx/JHNyzpTUSWaS3L/r4jJz5s3MGyfv5Mxznvd5Gt1VuqH0GTkeJrpuJUT4NbgYdW1DDPkLKQ1WzR4cjBvFZfBx0ZrMQLNV5ppImGNvpzIZ5Hpn5gAMfK56e9OAYHccPF+bafzg8FBZF1kAuCXEE3ffEoRL14tRVlGF1F+vIqKTDi9+J8+AD/N1xtzhXTGqh0+D1oG/q724VdVUAx5znWidW/HcoC0bF+lnlec9bWLHgzTotv2x4Th3rahZdXbJMnxrtpRm5dcddBOz/MV6ttWaej5rqKnn+94uWrw4KQqPbz6KolLz2zO/O56Fuf/5GUO6ecFdkmE5/a10o7HWqrsrfa+29AXazu7y2qEKhXFCQEP07FRbR7q9nOu0F/q6tmQdPCuhJnlzRn98lvEHenRywavbzwAAAj0csO6uGDGAoFWrxPoQns5a9PCrrQ3m7aIV75s1KBjHL+cjoZcvfjhzDb1qaogl9Ko+GWxsI4CWplQqxMBLqLfpemn6P4z11XQzTsdv3pVBw4LW0oyvxkiK7IQfzlzDjaK661jkFJRg2hv7MTGmM+aN7IY/btS9/UBvVA8fKBUKsftsmK8zOrnW3eZcr7O7I6YMcMTg7l5mt0Z9fbS2uOubu3/HwyO6mRxXF+kJ5j23BOGD/RdQVln/Hyyj17Se8Qy42TZ3p9q6F7XbN2pfVU8nDW4J9URibz9cyb2JP24U45kJvaFQKCz2YcNWOWrUmDqgC+xUSrFL5dQ39uPE08bZVpagv0rrYOKxpduA6yN2mDP40CL9QKNQKLC4ie+fzfHmjP5G3UFNWTC6O05m5uOvA4w76FmCj84eL06Kwg9nruHFyVH46fwNbPzxPJ6e0AudXB2Mgm7+bg6I6eKOmC7uAGo7+2nVSpzJLkRsqAd2nMrBy5OjG5TJ9tr0GGw9fBnP3RGJf355AoO6emJgiAee++Yktp/MEceZ+1Dowky3BlEoFHh6Qi8s31q9tezPwlKzJUQs6aXvjcuRSP8WdvNxFov5k3XpM92y6wm6ifVsDRqDNXXnxqYDF2W3mxNIT4jww+M4itKKKjz4wU/Izi/Fpjm3yN6L3vvxAgBgz9lr5h4GABDf0xfzRnZt8lxslUKhwOzBwXh373kAgJ0kfbgxQbcBwS1XYoKoLWu7e1vIqm6N8MXr9/TDjLhgOGlUiO/pix/+NgpRJgpB18dRo8a66TGY0Ke6ns7sVihY3dL0BV/ruqoG1JWO37STFOnzrbsrpt7uSubor/JdL6476Pbej+fx29UivPjdafR5+ntsOnjJ7NgJffyhVirw1SND8M6sAVh/dwwCPRwQ7uvS6LpzQPXWqK3zBtc77kZxOZ7+8gQONqKzriAI4onHitsiMKXmA2R92ysAU9mL5k9WbouuO2uOrM/NQZLpZqLrpbuTBuumx+Av0f6YO7wr/nV7pBg8VygU2Dh7AIDqDFm1UoEHhrb99zdDo3r4yG7rP8Bbmj7TzcFEZ0p7OxWiO7vC39Uep54ZU+fj6IOnhttLbaEO2PAwb1nGwVsz+pvMRurkao83Z/TH6J51F+hujsn9A7FmWl9o1SoM7uaFN2f0N3lxxMdFi5ggN5OPcf/QUDw/KQoTYzpj3V0xDd46Oi6yEzbc0x+ezlqsmdYXfx3YBaHeznhr5gDxwhxgvuZQa2bBt3Vjetf+fn2UfrGOkZaTciLb6FhH7zhrq/TnkTeK6q5rZlguRf/22tRLT4ZZss1pqiENwn93PBuHL+Wi79MpSP72JK4WlCLvZrlRFq05b83sj741Fxfam4eG1wYTpVv2Dd9flySEQaEAevnroFQAk/t1hkIBTBsYWG/dY6KOimcl1CweThpkLLtV/DBK1XQ1XWHqK75aaVh0v5mNFPSBpd4BOiRFdapntHn6VtL1Fa6VpirnFpeb3Co8LMwbG+7uB3s7JZInRooZMHYqJbY/NhwqhaLJNSmiA91w7+AQvLPX+Hml3tl7DlsO/YGD/4jHycwCRPjrxBPDG0VluFFcJstaTD9XG6Dr5Govduy6WliK8sqqOk8q9DXd9ME2w6DbfUNC8PdxPVFQUs7uQW1AmF9tpq3CxGtaX6BmRLiPmPn1rzt620Rgx9LcHDV44c4occv35ow/8MKdURbf/lJSk+lmLovus4cGGdWDNEUMnhosY1PBvNamUSuxY/Fw3CyrhEathKNGjdE9fXC9qAxaOxV6r/gOgPXrzIX7uuB0dgEWxXfH3OFdG1WHrbmczHQUVihqG+eMNggEk3nuku3a5Q3I5m4pzPq2Tfr32/p3blT/7liipltFZRX+NNhpEebX9MxHpVKBCX38sfXwFfHYzfJKbEj7HZ9lXEZZPaVg9Hp20tU/qA2TvrdWSOpzGv4tn9I/EPcOCYGjRo3isgo4atR4KikCOgeGFYjM4eqgZmvNk+22wlUMutWd6VZhmOlW89+mbEv75XIeNuyu3vLTlMwxKf0f3uKyuudfV1HOucO7ItDDAbdF+4t1HQw/LFviJPvRW7sjxNsJa3acwdU6GizcKC7HKym/4rXU3/DYrWFYMLq6S9uwF3ehoKQCe54Yic7u1cXYn5DUi/N3c4CnkwZ2KgXKKwXkFJQiwM38VtjaTLfq24bxRFcHO6iUClmtMLJdAW4O+PD+WNnWFmmwpiHZGfrf+5bYcmkruhpsBfviyBXc3jfAos+hf7+xN1MnxlQ9SAB4e2Z/vLDtNE5nV9eREreXGixOW3l9tGqV7L1Roaitablt0VBcvnETva0cdPvP/bHYc/YqxkV2avVgiZPk9Zd27JP+2WxqlndHZKdSItTbCb9fLcKOUzl4zArbqgFAawNBbzLmWLPe6ivCbljTrfYicuPPZ/WND/TenTUAPi7NO68117n0WqHp80YnjUrsHj08zBvDwrwxvhkXs9sCaa26SsnrZnjxWKtWGZ3XuDryIrKtUyqqg+ChTaj3Tc3Hv3BELUAfdDuZmY+hL+zEJTOt1msDNPqr9dXHm3KS8uT/jolfN3drjT5Ilp1fiowLN4zuLyqtwPi1P+BDM1tRFozujqVje2B6bBB0zdgS0BAu9na455YgfDG//q2mr6VWn8i9kvIrEv+9GzkFJSgoqQ4s3v9ebR0laW28yABXKJUKBNYE5M5dlXc1NWT4mhqerDS1rTtZz+BuXogOdBNvSzMzedGhWkwXN9ntRf89LK4FqZLySkz4vz1YsfWXRj+HfnupYwP+n78yJRoAsHRsD4zu6Yv4iNrMJ3F7qWFNtzZQ9LmHn65Ft5Q2lLeLFnf07WyV7CRTmW6GWqMuWXsytaaEwvEr+Xjsv4db9LmkZRqkW6ebe7GQWob+b9zNBtYoFmu6NeMi8r+3/yp+/cDQEIy0QObq1XzzF2Wlxvb2wx19A3B4RQKmDQzEpH6d8c6sAbhvSEijm4u1NdKO6tKXzTBpnQHytumzhwYhvqcv3prR39pT6ZC4aohagE6ybfDS9Zv45limyXGGWVGNTccXBAHrdp3FzlPZOHY5TzzeRxIgaArpFrg71/+II5dykZVXgle+P41z14oQ9c/v8cvlfLPf72mFLINOrg746pEh4u36tgGczi7A9Ddru1KdyirA3zYfwZ3rfxSPDQzxEAMsATV1lnIK6q7rVl+mG7dit33SQCq3RFVTKBRGJ3KfH7psNO6HM9dw5I88vLfvAj5Kv4gth/4w+Xhpv17FzHcO4NXtv4prSp9569iA4NjEmM44vyoJc2tq1Hg41QZh9Jlu+i2Jeu1x6297JM06NfV+atiFj+o3XlJf9H+HLiO3nnquzbFm5xnx62XjI+DppMHAEA/W4bNR+ouwN+vLdKs0uIhcc7yqkTuWL/wpv7D5j6SIxj2AGaUN3Do9b2Q3/HtqH9iplEieGIWXJkcbXaDpaIwuHvM8tk3q28Udb83sb7YJILUs/oUjagGGtbpyzGx7rG2kIC/Q3tBMtx/OXDMqNgsApc1sC234oXbCur3i12t2nq33+/sFWafIbO8AV5x4OhGVVQLs7VR45KND2HY8y+z4MzmFstuf/CQPACwfX3uy59DAq736105lpqYbrxC2fdLzb4c2kB3VWuIjfPHBfQNxz9sHAACLPz2Cbj7OOHwpF7dF+2PdrrOyuo9/31KdnTu2dydk5pXgnrfT8fLkaMSGemLmO9WPkfbrVXT1dsZt0f5iVmpTCmp7mOxCW71OK2rWbEOCeWR90uCM1kSmm5ONbBNuSzoZZPD89Y392LZoWIs8l53kDdRPZ4+9S0ex+LoN02cWl1VWoaKySpYNJaU/n7UTGynUZLo1opVCQUk5hr+YKt7ePDeuKVM2KSHCF0cu5SLAzQEvTY7GtDf3mxzXnC6p7ZXhxWNL12sl6gj4zkLUAgyDbpl5N02OM+z2pA/QNDQb31wtijDf5l3FaEptowWju6O4tAKRnV2tWm9IOvfnJ0XVGXSrj7TjlWM9V3sFQcAfN26ivNJwe6l8nDWyAMmyFJBsL+V2YZmh3b0xqKsnfvytuhOcPmC/4gvzHU33nLmG+9+v3t499Y39soxVADj6R3XQLrNmW5qzfePfn6SZbhpV7eun1Bc5AVp8KzxZRn3bSxkIbzzDD9Gnsgpa7LnKav5GDgyuziTnFn3bJl1PJRVVcDYTdCuvSWkzPJ9tTCOFjTVd4/WaW8dN6oGhoQhwc8Cgrp7w0dnjtekxKCytwKspv+KeuGA8v+0UAMCNtcmMdPRMPyJLYNCNqAXYqZR4796BePg/GSgqq8Q3x7IgCIJRl04xK8rgymBDM92KSo0bHSwbH4GR4c2rf9HYumP/GNcTd98SZHMfdlwd7PDJg3GYsmEfAMBXp0V2A+t6APKMmvq2WHz282Us+fSIeLt2e6n8NWetobZPev7JD4zGHhnVXQy6NYQ+4KY3fu0e2e03fziHXv61gXyXJgTdpMFuaVaN9LVkN+G2wVlbu+bUhi1oUduYiGzTxweqa8HeFt2+i9K3F1q1UuwMXFxWYTYTTL+9VP/+ql+GjanpdvhSruy2h7PlLlJq1EpZc59xkdW/f1Nq6hn28tehuKyCTa5qSE9dpTs2EntZv6YoUVvES/RELWR4mDfG9K49qez692/wnUHWVW0NDMNuT/U/viAIWLbVOHvkviEhRoGeppBurazLl/OH4IFhoTYXcNMbGOKBv4/rgeFh3vh+0XDxeF0dSPXcJVc89bW7Xk75FcFLv8ZnGfKtqP/Yckx2W585YHiF0I0f7Ns86fqqaGzBmg5gQLDlt5cvkhR3b0q2qLuZoJu02QODbm2DNNOtm49xVje3PjWNvvmIXvDSr5H87clGP86Bc9eR+O/dCF76NZ76XP53cdgLu8SvY6xUhoIaR6FQiLsvvjpiuj4xYH7nRn3ns2m/XsWE/9uDk5n5RtsYnVrxvHKYwTl7Ryd9KaRvqf2DPFp9LkTtAYNuRC3o3iHB4tdVAvDgBxmy+/UZbWqjk5S6z1JOZxVgVU0qvNRTST2bM12Ze4eEYGh3L/G2qfTyYE9HRHa23lbShpozrCveu3cgXB3t0N3HGSqlAu/fNxAAEOLlhPiepjMDpcGVqwZbeRdLstpST+cY1dHT13QzzLpgsei2z06yPfHjA5esOBPbpFYp8fydkS3y2P/8S68mXVSQBuqkyVH67eBA0zLoqPVJG1508XA0up8xt6aZGNMZp54ZIzu2Ie33Rj/O2p1ncDq7envqf/ZfRF5xOYDqzsUXJZ3cQ71YzLutefqrE2bvq6hpVKDvXgrxIrL589kvj1zBzHcO4MgfeRi7+gdsP5kj3tcvyN0iF5CpcR67NQwA8GBNEyJAfi5sqxfYiWwdzzCJWlAvf1eM6eUnqysmCAIu595EgJuDmCWjVMgz3QRBwJ+FpXDUqOX1NMorkV9SjsRXd5t8Pj9Xy7Yz3zh7IM5dK4TOwQ4KKDDg2e2y+4dIgnJtxZePDEFxWSU8nDQ4tOxWOGhUUCoUOJtTCC9nDVbvOIMP0y8ixMtJ9n2Du3rh66Pyq7yVVQIy825i1rsHjZ5HDKQafAJsSj0qsi3S19BaTUNs3ZT+gegf7IFXt5/Bl0euNOkxhoV5Y/evV2XHmhoYk24DNtfZmBlSbYP0ApCpD4CsP9R0prbLl1dWNarRQaFB2YuzVwvRL8hdFnCrfi5e92+Lfrmch17+OqOAWIXYSEG/vbTuGsXnrxXhkY8Pmbzv2Tt6486YzhaaMTXGI6O64S/R/gjyrL2gId1e6qRl0I2oKfgXj6iFGWaCffLTJQx5fhde3X5G0r1UXtPtWkEZ+v1rO0a8tEv2vRNf+xEDn91h9rkSe/lZcupQKRXo5uMCHxd7eLto8fEDtyCmixuSJ0Zi+fgIPDGmh0WfrzXY26ngUZP14u6kgb2dChq1EhH+Ovjo7PHkuJ5YPj4CH94fK/u+qQMCjR5r+dZfMOT5XUbHgdoP8EaZbuys1+ZJX8N//qWXFWdiuxQKBbp6O+OFO6NM3n9H3wDMH9kNSVHG23kiA1zxeGI4Xp4cbbR+mtNh9KMHYrH6r33Qw8900I3aBmlQzVT3UsOO0dQ8+q7BDeXjIq9b+ltOIUrKK5Hwb/nFQmYxtR2fzxssfj1+7R58sP+C0RixXIrKsFyK6ajbicx8s88X5uvCeqlWolAoEOzlJFuf0ph7UxqtERGDbkQtzvCq7xOfVdc4Wb2jNuimNNheeuD8dQCQFf0vr6wye5ISG+KBIysSGnU1uiniunrifw8PxrSBXXDvkBBZo4H2wlmrxr1DQuBvUPNNpVTgu0XDZMc+TL9o9nH0r4UsK8NOxSyMdkC6RdiLjTHq5KBR4Q5J8WoAGB/VCa9MicaSxHCsuytGtiYGd/PEfx+8BfNGdoO3ixbJE+XbVHNrtqo1xaCuXpjQJ6D+gWTTpIFYU4EbBt2aZ5lBPde8mw1fcxf+LMJ3x7Nlxy7n3sSFP+VZboviuzd9gtTq+gS6ycqNLDdRT1i/c8PO4HzWXKbbZoO6uFKRAbZftqQjkb7P8sIxUdMw6EbUwvSdkUw5d60IgLSmm/GYrYcvY+gLO/Hej+dNPoaXsxb/fTCORcBbQbifC84lj2vQWH0GhvQDItPy2wedvVp8XT0t2F2tvZoRFwQAGNvbD+dXJeH/7oqRncRLmxl8eP8tsivpk/sH4vyqJPFD2IhmdmY2R1qnj2zbwBBPAIC/mXIKvLDRPPcNCcH5VUnw01X//33um5P43qAJlDlPff6L+HVX7+oSDdn5JXhnzznZuEXxYRaaLbUWncFF1pJyeSf32kYK1ec+CkmmW0l5Jdan/ob9v/+Jbb9kYfuJbFwtMN1JfvfjI5nlZmOkFzIceR5L1CQMVxO1MMPaYFIHz98AYNztSWrhpsMAgH99bbqL2COjujVzhtQYDd0So890U8q2QvFkpT1Qq5Q4vCIBgiC0eHZpe9C3izsO/H00PM1kBcb39MH2kzl1dj3d/FAcCkoqWiyzUMPXsc2Q1uM0RainERE1TFZ+CQAg5UQ2Uk5k45d/JsK5nkZAWXkl4teh3s747WoRfjhzDZdzb7boXKnl3Tc0BF8fq61r+++UX/HkuNrmXfpGCvoLGPpzpcoqAVsOXcbzBs2/zAXH3Z14AdnWSF+q+t4DiMg0nmUStYIv5ldvyTRHJdZ0a9zjPjm2h8laY9SyTBVzj+/pg8HdPMXbGhOZbiwc3X44a9Xtcnt1S/HR2Zv9kPXCpGg8ldQT6+/uZ/b7tWpVi27lZXZU26Kvx2lKUWmlyePUPDeKyuodIw13xoZ4AAADbu1ETBd3TI+tPY81bJCjz3TTdy9VSbaXnq/Z1SElzXCWYlDH9tyQlHUw1TGaiOrHT4BErSCqc3XzgfEmioYD0u2ljfvg9+DwrkzDt4K3Zw6AnUoBtVKBUC8nTOrXGW/O6I/RPXzFMRoTNd2ceDJJZMTDSYP7h4ZatT6emplu7UZBaeMK/1PDHDh3vd4x0jIXI3uY3gr+zqz+FpsTta7Zg4PFr0srqmT3iY0UlPpzn+rjVYKA63UEbKUXMR8a0ZUNNmzQuWuF4tf8zEHUNPwESNSKXpocjb1nr8muGgG1JynKBnzuS+zli++OZ2PttL4tMUVqgIEhHjjzrHFtN2nNttpMt9oXlVdwiWwTi++3fdMGBuLjA5ewcDSL9FvCk2N7IPnb2i2BF64X1zG6mj648t85tyDIwxEKRW0h/cn9OuPFydEtMldqHdILI/kl8vNYw0YK4vZSQcCndTRN+HnZrSzTYOOm9A/Ef/ZfxMhwb2tPhajN4idAolZkb6dC6pKRuFpYgvhXdovH9ecbDfng9393xeBK7k0EeZqvFUfWIS0Arw+6SXetMdONyDbxM1/b9+ztkVg4Ogx+ZhosUOPMGRaKG8XleD3tNwDAmh1nEBXgivgIX7Pfc7Osemuvk1YNtUoJNwc78SLjQyO6tvykqUW5OdY2DiqvFHAqKx/ujhrsOXMNxTWvvcpge2lhSd2Zpwy42b6ozm448PfR8HBi4yiipuI7HVErc3W0Q6iXsywYU9vtSR50mz04GDsXD8esQcHiMTuVkgE3GyXNdNOn4EtfU2a6EdkmdUPSjMmmKZUKBtwsSKFQ4Ikx4bh/SIh47P73f8Kv2QUmxwuCgKuF1R0p9U0upEEadlhvH16/O0b8esyrP+D2dXux+NMj2Hq4usabnVJeWkPaXIPaLh+dPcswEDUDVw+RFSiVClnWk77bk2Etbw9HDUK9nbF0bA8sHN0dXz0ypDWnSY0kzXQzVWzWia3WiWwSY25ExhQKBRbGy7fr/n610OTYf6f8KhbHd6i56KQ/twEAHYNu7UIXD/lF30yDoJq+kYK+c7u+xqK9nRL9gtyxYFS3VpglEZFtYdoFkZU4adQoqEm714pbEeVRN31gzt5OhUdvDWvdCVKjRQa4ope/Dt4uWgSZDLrxLZfIFjHTjcg0F3s7RAa44tjlPACAqaaTgiBgzc6z4m3Hmkw3lWRdcRth++DqWHfwtLYxmPx4ZIArPp07CADQt4s7nvnqBJ6fFNUicyQisjX8BEhkJY4miu4bnqQwM6ptcdKq8fWCoUbHu/k442xOIYZ1ZxFaIlsytrcfvv0lCw8OC7X2VIhslv4cBQDybpYb3f+bQfabvpRCfE8fnMzMR+8AXctOkFqNl7MGOns18s3UatNvQVQZXET2dqltwjCyh4/Z7rZERO0Rg25EVqK/EgzUXgE2rOnGzKj2YfPcOFzJLUHPTi7WngoRSayZ1he/Xy1CmK+ztadCZLOk20T/LCxFYWmFrEbpuWvyzqb6wMvC0d0xtLs3wv34t6+90KpV+P7R4bgleYfJ+/W13JQGV5FPZZmuBUhE1BEw15vISmSdLlV1by+lts3NUYMIf51RUJWIrMtOpUS4nwvXJlEdvJxrs5Re+v5XxDyTggt/FonH8iXZb6lLRohfq1VKDAzxYBOFdqauhiX6AK3KIOh2Nb+0RedERGTLGHQjshInTQO2l2oYdCMiIiLrWTq2h+x2WUUV3t93QbxdWFMsf1ykH4K92F29I9PXxzS8iPzcxEhrTIeIyCYw6EZkJY6SLDaN2UYKrOlGRERE1tPZ3RFb5w2WHdtz5hpyi8uw9fBlnMrKB8ALhWS+kUKfQLfWnwwRkY3gX0ciK5Fluok13eRjnLm9lIiIiKzMxV5+PnI6uwBjXv0BWfkl4jE7Na/ld0SuDnZigw2xkYJB1E1rx98NIuq4+A5IZCXSmm7ONSezhpluOnvWQSEiIiLrcjFxPiINuAFAdGfX1poOWdlnD8VBZ6/Ghnv6yS4Qa83s3LC3484NIuq42kzQ7fr165g+fTp0Oh3c3Nxw3333obCwsM7xjzzyCMLDw+Hg4IAuXbpgwYIFyMvLa8VZE5knPQHRn7CoDa4MujtpWnVORERERIa8XbR4cmwP/G1MuNkxkQFurTchsqp+QR44ujIRib38ZKVQ9EE3o0w3ZkESUQfWZvauTZ8+HZmZmUhJSUF5eTlmz56NOXPm4KOPPjI5/sqVK7hy5QpeeuklRERE4MKFC5g7dy6uXLmCzZs3t/LsiYxpVLUnJPo6KNKtGVG8YkxEREQ24sHhXQEAO07mIOPCDaP7u/qwiUJHJN25ob+gLM10c9GqxTIqREQdUZsIup08eRLbtm3DwYMH0b9/fwDA2rVrMW7cOLz00kvw9/c3+p7evXvjs88+E2937doVzz77LO6++25UVFRArW4TPzq1Y32D3AEAfjp7KGuuCEoz3ZiKT0RERLZm/d0xGPjsDqPjWjXPWzoi2fZSO32mW+39oT7OUBgWLSYi6kDaxGWHffv2wc3NTQy4AUB8fDyUSiXS09Mb/Dh5eXnQ6XR1BtxKS0uRn58v+0fUEkaEeeOj+2Px6dw48Zid5CzFgUE3IiIisjE+LvZ4eXK07NhnD8WZGU3tnaNGur3UONOtqzczIImoY2sTQbesrCz4+PjIjqnVanh4eCArK6tBj3Ht2jU888wzmDNnTp3jkpOT4erqKv4LDAxs8ryJ6qJQKDComxcCPRzFY2rJllMG3YiIiMgW3dmvM5YkhIm33RxZg7ajkma62dsZ13Rzc+DvBhF1bFYNui1duhQKhaLOf6dOnWr28+Tn5yMpKQkRERFYuXJlnWOffPJJ5OXlif8uXbrU7Ocnaii1snZJ6juaEhEREdmaeSO7YWh3L0QHuiHYk9lMHZVGbbxLQy3ZuaHfckpE1FFZ9VP94sWLMWvWrDrHhIaGws/PDzk5ObLjFRUVuH79Ovz8/Or8/oKCAowZMwYuLi7YsmUL7OyMW55LabVaaLXaBs2fyNKkhWY92bmUiIiIbJRCocD79w4Uv6aOSRBqv9ZnvUnPZ9lEgYg6OqsG3by9veHt7V3vuLi4OOTm5iIjIwP9+vUDAOzcuRNVVVWIjY01+335+flITEyEVqvFF198AXt7e4vNnaglSLeXujPoRkRERDaMwTYSUBt102e4SbPfpFtNiYg6ojZx6aFnz54YM2YMHnjgARw4cAB79+7F/Pnz8de//lXsXHr58mX06NEDBw4cAFAdcEtISEBRURHefvtt5OfnIysrC1lZWaisrLTmj0NkljToFuLFrRpEREREZLtMda3VSoJuDLkRUUfXZopGffjhh5g/fz5Gjx4NpVKJO++8E2vWrBHvLy8vx+nTp1FcXAwA+Pnnn8XOpt26dZM91rlz5xAcHNxqcydqKGlNtzBfFyvOhIiIiIioblMHBOLzw5cxPqqTeEy6pVTJTDci6uDaTNDNw8MDH330kdn7g4ODIUiKCowYMUJ2m6gtcHWwQ3cfZ6hVSgRJupoSEREREdma3gGuOLI8QRZck36tZtCNiDq4NhN0I+oIVEoFvlk4FCqFglcGiYiIiMjm1XXO6mzPj5tE1LHxXZDIxtixyxMRERERtQP+rg7WngIRkVUx6EZEREREREQW86/be+NUVj6Gh3lbeypERFbFoBsRERERERFZzN23BFl7CkRENoH72IiIiIiIiIiIiCyMQTciIiIiIiIiIiILY9CNiIiIiIiIiIjIwhh0IyIiIiIiIiIisjAG3YiIiIiIiIiIiCyMQTciIiIiIiIiIiILY9CNiIiIiIiIiIjIwhh0IyIiIiIiIiIisjAG3YiIiIiIiIiIiCyMQTciIiIiIiIiIiILY9CNiIiIiIiIiIjIwtTWnoCtEwQBAJCfn2/lmRARERERERERkTXp40P6eFFdGHSrR0FBAQAgMDDQyjMhIiIiIiIiIiJbUFBQAFdX1zrHKISGhOY6sKqqKly5cgUuLi5QKBTWno5F5OfnIzAwEJcuXYJOp7P2dIjaLK4lIsvheiKyDK4lIsvgWiKynPa2ngRBQEFBAfz9/aFU1l21jZlu9VAqlejcubO1p9EidDpdu/iFJ7I2riUiy+F6IrIMriUiy+BaIrKc9rSe6stw02MjBSIiIiIiIiIiIgtj0I2IiIiIiIiIiMjCGHTrgLRaLVasWAGtVmvtqRC1aVxLRJbD9URkGVxLRJbBtURkOR15PbGRAhERERERERERkYUx042IiIiIiIiIiMjCGHQjIiIiIiIiIiKyMAbdiIiIiIiIiIiILIxBNyIiIiIiIiIiIgtj0K2DWbduHYKDg2Fvb4/Y2FgcOHDA2lMisqrdu3fjtttug7+/PxQKBT7//HPZ/YIgYPny5ejUqRMcHBwQHx+PM2fOyMZcv34d06dPh06ng5ubG+677z4UFhbKxhw9ehRDhw6Fvb09AgMD8cILL7T0j0bUqpKTkzFgwAC4uLjAx8cHt99+O06fPi0bU1JSgnnz5sHT0xPOzs648847kZ2dLRtz8eJFJCUlwdHRET4+Pnj88cdRUVEhG5OamoqYmBhotVp069YNGzdubOkfj6hVrV+/HlFRUdDpdNDpdIiLi8O3334r3s+1RNQ0q1atgkKhwKJFi8RjXE9E9Vu5ciUUCoXsX48ePcT7uY7MY9CtA/nvf/+Lxx57DCtWrMDPP/+M6OhoJCYmIicnx9pTI7KaoqIiREdHY926dSbvf+GFF7BmzRq8/vrrSE9Ph5OTExITE1FSUiKOmT59Oo4fP46UlBR89dVX2L17N+bMmSPen5+fj4SEBAQFBSEjIwMvvvgiVq5ciTfeeKPFfz6i1pKWloZ58+Zh//79SElJQXl5ORISElBUVCSOefTRR/Hll1/i008/RVpaGq5cuYKJEyeK91dWViIpKQllZWX48ccf8d5772Hjxo1Yvny5OObcuXNISkrCyJEjcfjwYSxatAj3338/vvvuu1b9eYlaUufOnbFq1SpkZGTgp59+wqhRozBhwgQcP34cANcSUVMcPHgQGzZsQFRUlOw41xNRw/Tq1QuZmZnivz179oj3cR3VQaAOY+DAgcK8efPE25WVlYK/v7+QnJxsxVkR2Q4AwpYtW8TbVVVVgp+fn/Diiy+Kx3JzcwWtVit8/PHHgiAIwokTJwQAwsGDB8Ux3377raBQKITLly8LgiAIr732muDu7i6UlpaKY5544gkhPDy8hX8iIuvJyckRAAhpaWmCIFSvHTs7O+HTTz8Vx5w8eVIAIOzbt08QBEH45ptvBKVSKWRlZYlj1q9fL+h0OnH9/O1vfxN69eole66pU6cKiYmJLf0jEVmVu7u78NZbb3EtETVBQUGB0L17dyElJUUYPny4sHDhQkEQ+LeJqKFWrFghREdHm7yP66huzHTrIMrKypCRkYH4+HjxmFKpRHx8PPbt22fFmRHZrnPnziErK0u2blxdXREbGyuum3379sHNzQ39+/cXx8THx0OpVCI9PV0cM2zYMGg0GnFMYmIiTp8+jRs3brTST0PUuvLy8gAAHh4eAICMjAyUl5fL1lOPHj3QpUsX2XqKjIyEr6+vOCYxMRH5+flihs++fftkj6Efw79l1F5VVlZi06ZNKCoqQlxcHNcSURPMmzcPSUlJRr/zXE9EDXfmzBn4+/sjNDQU06dPx8WLFwFwHdWHQbcO4tq1a6isrJT9kgOAr68vsrKyrDQrItumXxt1rZusrCz4+PjI7ler1fDw8JCNMfUY0ucgak+qqqqwaNEiDB48GL179wZQ/buu0Wjg5uYmG2u4nupbK+bG5Ofn4+bNmy3x4xBZxbFjx+Ds7AytVou5c+diy5YtiIiI4FoiaqRNmzbh559/RnJystF9XE9EDRMbG4uNGzdi27ZtWL9+Pc6dO4ehQ4eioKCA66geamtPgIiIiNqXefPm4ZdffpHV+iCixgkPD8fhw4eRl5eHzZs3Y+bMmUhLS7P2tIjalEuXLmHhwoVISUmBvb29tadD1GaNHTtW/DoqKgqxsbEICgrCJ598AgcHByvOzPYx062D8PLygkqlMuogkp2dDT8/PyvNisi26ddGXevGz8/PqBlJRUUFrl+/Lhtj6jGkz0HUXsyfPx9fffUVdu3ahc6dO4vH/fz8UFZWhtzcXNl4w/VU31oxN0an0/Gkj9oVjUaDbt26oV+/fkhOTkZ0dDRWr17NtUTUCBkZGcjJyUFMTAzUajXUajXS0tKwZs0aqNVq+Pr6cj0RNYGbmxvCwsJw9uxZ/l2qB4NuHYRGo0G/fv2wY8cO8VhVVRV27NiBuLg4K86MyHaFhITAz89Ptm7y8/ORnp4urpu4uDjk5uYiIyNDHLNz505UVVUhNjZWHLN7926Ul5eLY1JSUhAeHg53d/dW+mmIWpYgCJg/fz62bNmCnTt3IiQkRHZ/v379YGdnJ1tPp0+fxsWLF2Xr6dixY7JAdkpKCnQ6HSIiIsQx0sfQj+HfMmrvqqqqUFpayrVE1AijR4/GsWPHcPjwYfFf//79MX36dPFrrieixissLMRvv/2GTp068e9SfazdyYFaz6ZNmwStVits3LhROHHihDBnzhzBzc1N1kGEqKMpKCgQDh06JBw6dEgAILzyyivCoUOHhAsXLgiCIAirVq0S3NzchK1btwpHjx4VJkyYIISEhAg3b94UH2PMmDFC3759hfT0dGHPnj1C9+7dhWnTpon35+bmCr6+vsI999wj/PLLL8KmTZsER0dHYcOGDa3+8xK1lIceekhwdXUVUlNThczMTPFfcXGxOGbu3LlCly5dhJ07dwo//fSTEBcXJ8TFxYn3V1RUCL179xYSEhKEw4cPC9u2bRO8vb2FJ598Uhzz+++/C46OjsLjjz8unDx5Uli3bp2gUqmEbdu2terPS9SSli5dKqSlpQnnzp0Tjh49KixdulRQKBTC999/LwgC1xJRc0i7lwoC1xNRQyxevFhITU0Vzp07J+zdu1eIj48XvLy8hJycHEEQuI7qwqBbB7N27VqhS5cugkajEQYOHCjs37/f2lMisqpdu3YJAIz+zZw5UxAEQaiqqhKWLVsm+Pr6ClqtVhg9erRw+vRp2WP8+eefwrRp0wRnZ2dBp9MJs2fPFgoKCmRjjhw5IgwZMkTQarVCQECAsGrVqtb6EYlahal1BEB49913xTE3b94UHn74YcHd3V1wdHQU7rjjDiEzM1P2OOfPnxfGjh0rODg4CF5eXsLixYuF8vJy2Zhdu3YJffr0ETQajRAaGip7DqL24N577xWCgoIEjUYjeHt7C6NHjxYDboLAtUTUHIZBN64novpNnTpV6NSpk6DRaISAgABh6tSpwtmzZ8X7uY7MUwiCIFgnx46IiIiIiIiIiKh9Yk03IiIiIiIiIiIiC2PQjYiIiIiIiIiIyMIYdCMiIiIiIiIiIrIwBt2IiIiIiIiIiIgsjEE3IiIiIiIiIiIiC2PQjYiIiIiIiIiIyMIYdCMiIiIiIiIiIrIwBt2IiIiIiIiIiIgsjEE3IiIiIhuTmpoKhUKB3Nxca0/FZsyaNQu33367tadBRERE1GAMuhERERFZ2YgRI7Bo0SLx9qBBg5CZmQlXV9dWef60tDQEBga2ynMRERERdRRqa0+AiIiIiOQ0Gg38/Pxa7fm2bt2K2267rdWej4iIiKgjYKYbERERkRXNmjULaWlpWL16NRQKBRQKBTZu3CjbXrpx40a4ubnhq6++Qnh4OBwdHTFp0iQUFxfjvffeQ3BwMNzd3bFgwQJUVlaKj11aWoolS5YgICAATk5OiI2NRWpqqtEcvvjiC/zlL38BAGzevBmRkZFwcHCAp6cn4uPjUVRUBAA4ePAgbr31Vnh5ecHV1RXDhw/Hzz//LHsshUKBDRs2YPz48XB0dETPnj2xb98+nD17FiNGjICTkxMGDRqE3377TfyelStXok+fPtiwYQMCAwPh6OiIKVOmIC8vz+z/t6qqKiQnJyMkJAQODg6Ijo7G5s2bm/oyEBEREVkcg25EREREVrR69WrExcXhgQceQGZmJjIzM01u9SwuLsaaNWuwadMmbNu2DampqbjjjjvwzTff4JtvvsEHH3yADRs2yAJP8+fPx759+7Bp0yYcPXoUkydPxpgxY3DmzBlxzPHjx5GTk4NRo0YhMzMT06ZNw7333ouTJ08iNTUVEydOhCAIAICCggLMnDkTe/bswf79+9G9e3eMGzcOBQUFsrk+88wzmDFjBg4fPowePXrgrrvuwoMPPognn3wSP/30EwRBwPz582Xfc/bsWXzyySf48ssvsW3bNhw6dAgPP/yw2f9vycnJeP/99/H666/j+PHjePTRR3H33XcjLS2tSa8DERERkaVxeykRERGRFbm6ukKj0cDR0VHcUnrq1CmjceXl5Vi/fj26du0KAJg0aRI++OADZGdnw9nZGRERERg5ciR27dqFqVOn4uLFi3j33Xdx8eJF+Pv7AwCWLFmCbdu24d1338Vzzz0HoHpraWJiIjQaDTIzM1FRUYGJEyciKCgIABAZGSnOYdSoUbI5vfHGG3Bzc0NaWhrGjx8vHp89ezamTJkCAHjiiScQFxeHZcuWITExEQCwcOFCzJ49W/ZYJSUleP/99xEQEAAAWLt2LZKSkvDyyy8bbbUtLS3Fc889h+3btyMuLg4AEBoaij179mDDhg0YPnx4g///ExEREbUUBt2IiIiI2gBHR0cx4AYAvr6+CA4OhrOzs+xYTk4OAODYsWOorKxEWFiY7HFKS0vh6ekp3t66dauYdRYdHY3Ro0cjMjISiYmJSEhIwKRJk+Du7g4AyM7OxlNPPYXU1FTk5OSgsrISxcXFuHjxouw5oqKiZHMC5ME7X19flJSUID8/HzqdDgDQpUsXMeAGAHFxcaiqqsLp06eNgm5nz55FcXExbr31VtnxsrIy9O3bt87/j0RERESthUE3IiIiojbAzs5OdluhUJg8VlVVBQAoLCyESqVCRkYGVCqVbJw+UJeZmYlDhw4hKSkJAKBSqZCSkoIff/wR33//PdauXYt//OMfSE9PR0hICGbOnIk///wTq1evRlBQELRaLeLi4lBWVmZ2rgqFwuwx/Vwbq7CwEADw9ddfywJ1AKDVapv0mERERESWxqAbERERkZVpNBpZAwRL6Nu3LyorK5GTk4OhQ4eaHPPll19i0KBB8PDwEI8pFAoMHjwYgwcPxvLlyxEUFIQtW7bgsccew969e/Haa69h3LhxAIBLly7h2rVrFpnvxYsXceXKFXEr7P79+6FUKhEeHm40NiIiAlqtFhcvXuRWUiIiIrJZDLoRERERWVlwcDDS09Nx/vx5ODs7NzkDTCosLAzTp0/HjBkz8PLLL6Nv3764evUqduzYgaioKCQlJcm6lgJAeno6duzYgYSEBPj4+CA9PR1Xr15Fz549AQDdu3fHBx98gP79+yM/Px+PP/44HBwcmj1XALC3t8fMmTPx0ksvIT8/HwsWLMCUKVOMtpYCgIuLC5YsWYJHH30UVVVVGDJkCPLy8rB3717odDrMnDnTInMiIiIiag52LyUiIiKysiVLlkClUiEiIgLe3t5GNdKa6t1338WMGTOwePFihIeH4/bbb8fBgwfRpUsXFBUVYceOHbKgm06nw+7duzFu3DiEhYXhqaeewssvv4yxY8cCAN5++23cuHEDMTExuOeee7BgwQL4+PhYZK7dunXDxIkTMW7cOCQkJCAqKgqvvfaa2fHPPPMMli1bhuTkZPTs2RNjxozB119/jZCQEIvMh4iIiKi5FIK+BzwRERERdRj/+9//8NRTT+HEiRPWngpWrlyJzz//HIcPH7b2VIiIiIgshpluRERERB2Qs7Mznn/+eWtPg4iIiKjdYk03IiIiog4oISHB2lMgIiIiate4vZSIiIiIiIiIiMjCuL2UiIiIiIiIiIjIwhh0IyIiIiIiIiIisjAG3YiIiIiIiIiIiCyMQTciIiIiIiIiIiILY9CNiIiIiIiIiIjIwhh0IyIiIiIiIiIisjAG3YiIiIiIiIiIiCyMQTciIiIiIiIiIiIL+39JPDVHyQgGzAAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#Plot specific Channel of Record\n", + "fig = wfdb.plot_items(data['SB'][24].p_signal[:,0],title=\"Example for Channel 7\",figsize=(15,4),return_fig=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "#Find peaks in Channel 6 of Record 25\n", + "hard = wfdb.processing.find_local_peaks(data['SB'][24].p_signal[:,6],radius=3)\n", + "record = data['SB'][24].p_signal[:,6]\n", + "wholeRecord = data['SB'][24]\n", + "peak_points_y = [record[i] for i in hard] " + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(10, 5))\n", + "plt.plot(record)\n", + "plt.plot(hard, peak_points_y, 'ro', label='Peaks')\n", + "plt.xlabel('Time')\n", + "plt.ylabel('Amplitude')\n", + "plt.title('Signal with Peaks')\n", + "plt.legend()\n", + "plt.grid(True)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Learning initial signal parameters...\n", + "Failed to find 8 beats during learning.\n", + "Initializing using default parameters\n", + "Running QRS detection...\n", + "QRS detection complete.\n", + "[ 484 1038 1590 2131 2675 3219 3758 4300 4838]\n" + ] + } + ], + "source": [ + "# Normalize data by setting qrs peaks to index position 0 (“X-axis normalization”)\n", + "indicies = wfdb.processing.xqrs_detect(wholeRecord.p_signal[:,6],wholeRecord.fs,0,5000)\n", + "print(indicies)" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "For normalization: [0.059 0.068 0.083 ... 0.068 0.063 0.049]\n", + "After normalization: [0.27931363 0.28789323 0.30219256 ... 0.28789323 0.28312679 0.26978074]\n" + ] + } + ], + "source": [ + "# Normalization through upper and lower bounds (“Y-axis normalization”)\n", + "print(\"For normalization: \", wholeRecord.p_signal[:,0])\n", + "wholeRecord.p_signal[:,0] = wfdb.processing.normalize_bound(wholeRecord.p_signal[:,0],0,1)\n", + "print(\"After normalization: \",wholeRecord.p_signal[:,0])\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "wfdb.plot_wfdb(wholeRecord,title=\"Example for all Channels\")\n" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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hhBBCCCGEEEIIIX5IiHUDoo3L5cLBgweRmZkJm80W6+YQQgghhBBCCCGEkBgiCAIqKyvRoUMH2O2+9WZxF0Q7ePAgOnfuHOtmEEIIIYQQQgghhJBmxL59+9CpUyefr8ddEC0zMxOA+xeTlZUV49YQQgghhBBCCCGEkFhSUVGBzp07SzEjX8RdEE1M4czKymIQjRBCCCGEEEIIIYQAgF/bLxYWIIQQQgghhBBCCCHEDwyiEUIIIYQQQgghhBDiBwbRCCGEEEIIIYQQQgjxA4NohBBCCCGEEEIIIYT4gUE0QgghhBBCCCGEEEL8wCAaIYQQQgghhBBCCCF+YBCNEEIIIYQQQgghhBA/xDSI9ssvv2Dy5Mno0KEDbDYbvv76a7+fWbJkCY499lgkJyejZ8+eePfddw1vJyGEEEIIIYQQQgiJb2IaRKuursbgwYPxyiuvBPT+3bt348wzz8T48eOxbt063HHHHbj22muxcOFCg1tKCCGEEEIIIYQQQuKZhFiefNKkSZg0aVLA7589eza6deuG5557DgDQr18//Prrr3jhhRcwceJEo5pJCCGEEEIICYKj9U5sK6zE4E7ZsNlssW4OIYQQEhFM5Ym2fPlyTJgwQXFs4sSJWL58uc/P1NXVoaKiQvGPEEIIIYQQYhxXvb0S577yGz5dtS/WTSGEEEIihqmCaAUFBcjNzVUcy83NRUVFBY4ePar7mVmzZiE7O1v617lz52g0lRBCCCGEkLhlZX4pAGDOir0xbgkhhFiDzQcrMGbWInyxen+smxLXmCqIFgrTpk1DeXm59G/fPu6GEUIIIYQQQgghxDzc+ck6HCyvxT8/Wx/rpsQ1MfVEC5Z27dqhsLBQcaywsBBZWVlITU3V/UxycjKSk5Oj0TxCCCGEEEKIDCHWDSCEEItQUdsQ6yYQmEyJNnr0aCxatEhx7IcffsDo0aNj1CJCCCGEEEIIIYQQY2lwumLdBIIYB9Gqqqqwbt06rFu3DgCwe/durFu3Dnv3ur0Tpk2bhiuvvFJ6/4033ohdu3bh3nvvxdatW/Hqq6/i008/xZ133hmL5hNCCCGEEEIIIYQYTn0jg2jNgZgG0VatWoWhQ4di6NChAIC77roLQ4cOxfTp0wEAhw4dkgJqANCtWzfMmzcPP/zwAwYPHoznnnsOb775JiZOnBiT9hNCCCGEEEJ8IzCfkxBCiIWIqSfaSSedBKGJO+u7776r+5m1a9ca2CpCCCGEEBILdhZV4fvNBZgyphtSkxyxbg4hhBDSbEhwmMqNy7KYqrAAIYQQEklKqurgsNuQk5YU66YQQgBMeP5nAEBJVT0eOqt/jFtDIoHA0gKENAsKK2qRnpyAjGSGAMxKgt0W6yYQmKywACGEEBIpahucGPb4jxjy6A9wurjII6Q58Ud+aaybQCJEo5PjKyGxprCiFqNmLsKYWYv8v5k0WxKpRGsWsBcIIYTEJUdqvGXCK46yZDghzQkGtq1DI/uSkJizYrd7Y6KitjHGLSHhkOCgEq05wCAaIYSQuMQuuwOW1dTHriGEEA1UL1kHBkQJiT0NrOpoCRxM52wWMIhGCCEkLnHJ5pNlNVSiEdKcaHRxwWcV2JeExJ4Gp/c6bKqwH2neJNoZvmkOsBcIIYTEJU7ZJLK2wRnDlhBC1FC8ZB2oKiQk9siDaHVUpZkWeTong6Gxg0E0QgghcYnLxSAaIc0V+YKPmJsGBtEIiTk2mzf4wiCaeUmQFRbg2Bo7GEQjhBASlzgVQTROKAlpTtBHyzo4mc5JSMyxy4Jo9QyimZYEuzwYyg3gWMEgGiGEkLhEXjHuKJVohDQrGESzDkznJCT2yC0sGHwxL/LCAgyGxg4G0QghhMQlLnqiEdJsaWQQzdTIvXoaqEQjJObILSwYfDExslsjN5tiB4NohBBC4hInPdEIabY00hPN1Li40COkWSG/DumJZl7kikInCwvEDAbRCCGExCUMohHSfGHgxdzI+4/m14TEHrn6nko08yIfW5kqHzsYRCOEEBKXKNM5OaE0M/vLavDxyr1cGFgIpnOaGxcVEoQ0K6hEswbyVHluNsWOhFg3gBBCCIkFVKJZhzP+tRQVtY04VF6Lu07tHevmkAjAxYG5YRCNkOZFIz3RLIE8hZObTbGDSjRCCCFxiUKJxkpVpqaithEAsHhrUYxbQiIFFwfmRh0EpccdIbHFpVCicc5jVuRDKTebYgeDaIQQQuIS+UTkaD0XeFaACwNCmgfqtR2DooTEFrmCiemc5kUeDGUQLXYwiEYIISQukU8+6qmSsAT0tiOkeeBSLe6Y3UlIbHExndMSuOiJ1ixgEI0QQgJEEASUH22IdTNIhJBPRNQLPmJOqEQjpHngVEXN6JFGSGxppILJEig90RgMjRUMohFCSIDc8ck6DH7ke2w6WB7rppAIIJ9EcoFnDahEI6R5oN6Y4BhLSGyRB1/UQW5iHpjO2TxgEI0QQgLkm3UHAQCv/7Irxi0hkcBJSbzloBKNkOaBekjlEEtIbGHwxRqwOmfzgEE0QggJEk4+rIGLSjTLQSUaIc0DtdJF4BhLSEyRW78y+GJeXKzO2SxgEI0QQoKEARdr4OSuLCHNGgZezIs2nTNGDSGEAFAZ0rOYkmlhYYHmAYNohBASJI1O3rSsgKKwALuUkGYH1RLmRb3ZxM0nQmKLYuOQl6NpkfcjCwvEDgbRCCEkSLgYsAaNTOckpFmhVp7xujQvaoUE+5KQ2KJUMDH4Ylbk/chhNXYwiEYIIUFS18jJhxVgOichzQv1ZcgFgnlRB83Yl4TEFhcN6S2BvOvYjbGDQTRCCAmSo/WsAGgF6CtBSPOC6iXroK3Oyb4kJJbIxWdqz0JiHpzMomgWMIhGCCEBIE8zqmYQzRLIfXU5DyEk9mh9tGLUEBI22oBojBpCCAFAJZpVkAdAWXwndjCIRgghAaCQT3PyYQlcCpNd9ikhsUa9sOMuu3nRBNF43yQkpsgvQarvzYuTRbGaBQyiEUJIACgrOfKuZQWcTOe0JNyZNS/q61Cg/aRpoScaIc0LgUo0S8D1SPOAQTRCCAkA3rSsB30lrIPDbpMec3FgXtRqJV6X5oWeaIQ0LxTzWN4nTYuLViTNAgbRCCEkAOQ3Kt60rAELC1gT9qV5UadVM/BiXlgkgpDmhfySbHDyejQrTm7qNwsYRCOEkACgasl6KPs0hg0hEYWXp3mhGb11YJEIQpoX8mtSAC9Is6LoR3ZjzGAQjRBCAsBFI0/LoQiisVNNjcCdWUug8URjX5oW9ZjKviQktjCjwvwIgqDoO853YgeDaIQQEgAu3rQshyKdk31qGdiX5oVKNOugTc2NUUMIIQDo7WsFeI9sPjCIRgghASBQPm05nDJzVirRzI2891jR0byox1amHJkXl+o65KLdvJTXNOCP/FKqCU0Og2jmh76hzQcG0QgxEE44rAOVaNaDSjRrwr40L/TRsg7avmRnmpXzXv0NF85ejkVbimLdFBIGio1DXo6mRLPRxHE1ZjCIRohBTPtyI8Y/uwRVdY2xbgqJAHIJNav/WQN5P3IeYm7oEWINNIEXjrWmRR3M5mVpXnYVVwMAftrGIJqZYUaF+dH6hsaoIYRBNEKM4uOVe5FfUoPvNxXEuikkAsgnHwyiWQNWXLUG6kAL+9K8qIdWdqV54XVpPbJTE2PdBBIGyqqOvB7NCL0mmw8MohFiAI0yzXSCg5eZFZDfqBqcNF2yAlSiWQPNpJKXp2lRL+wYeDEv6sUdF3vmp5FzH1NDWxLzw82J5gNX94QYQEWtN4UziUE0S+CiEs1yyIMvnIiYF3ovWQdt4IV9aVa0VeTYl2ZEHthucLIPzYyysEAMG0JCRqvWZkfGCq7uCTGA+kbvbh1VS9ZAmfoXw4aQiOGiEs0SsAqgddAGXmLUEBI29LezBvJua6TM19TQO9T88B7ZfGAQjRADkCtcjjY4Y9gSEik4+bAe9ESzBkzntA7q65C77OaFiz1rIA+cNVKJZmqUnmgxbAgJGSrvmw8MohFiAPId16P1DKJZAU4+rIeTqQ2WgGlj1kHddbwuzQsXe9ZAPr4yndPcuGhhYXq4OdF8YBCNEAOQD3JUolkDTj6shzKdk31qVtRpYmplGjEPDLxYB/alNWhUBNEo8zUz8lslL0dzQrV284FBNEIMQJHOSSWaJWAQzXqwsIA1UAfNOKk0Lwy8WAd1vIVdaU6cMvUZPdHMjcA5j+lRX4LsxtjRLIJor7zyCvLy8pCSkoJRo0Zh5cqVTb7/xRdfRJ8+fZCamorOnTvjzjvvRG1tbZRaS4h/XFSiWQ5lafDYtYNEDvkij31qXrQl32PUEBI22spjsWkHCR8GRK1Bg2zVLi+aRcyHk8WUTI/GA5YdGTNiHkT75JNPcNddd2HGjBlYs2YNBg8ejIkTJ6KoqEj3/XPmzMH999+PGTNmYMuWLXjrrbfwySef4P/+7/+i3HJCfCNfCFCJZg0oobYeLhYWsATqSaXaM4SYB/W4yuvSvDC4bQ3k42ltA4NoZka5GcwL0ozQE635EPMg2vPPP4/rrrsOU6ZMQf/+/TF79mykpaXh7bff1n3/smXLcPzxx+Oyyy5DXl4eTjvtNFx66aV+1WuERBN6olkPtYSaNy7zowi+sD9NCwsLWAf1uMpx1rxQMWEN5BU5azmfNTVM5zQ/3GhqPsQ0iFZfX4/Vq1djwoQJ0jG73Y4JEyZg+fLlup8ZM2YMVq9eLQXNdu3ahfnz5+OMM87QfX9dXR0qKioU/wgxGvmgRlWENWBqivWgEs0aqLuOXWle1PdLKn7NizY1l31pRuTXJIu2mBvakpgfesA2HxJiefLi4mI4nU7k5uYqjufm5mLr1q26n7nssstQXFyME044AYIgoLGxETfeeKPPdM5Zs2bhkUceiXjbCWkKxaSDdypLwCCa9VAWFohhQ0hYqMdYjrnmRbvLHqOGkLDRpHMyE9CUyKtzqvuUmAv5vJVTWHPCdM7mQ8zTOYNlyZIlmDlzJl599VWsWbMGX375JebNm4fHHntM9/3Tpk1DeXm59G/fvn1RbjGJR5xUolkOGl5bDyeVaJaAaWPWgeol68A0a2tAJZp1kF+SHFvNibrbOK7Gjpgq0Vq3bg2Hw4HCwkLF8cLCQrRr1073Mw899BCuuOIKXHvttQCAgQMHorq6Gtdffz0eeOAB2O3KuGBycjKSk5ON+QEI8YF8t44lwa2BtrBAjBpCIgZ3Za2B1sCcnWlWtIrfGDWEhA370hoo7Uli2BASNvREMz9ay4MYNYTEVomWlJSEYcOGYdGiRdIxl8uFRYsWYfTo0bqfqamp0QTKHA4HAEbVSfOB6ZzWgwt160ElmjXQKtFi1BASNkybtw6saG0N5P3IdE5zo+hLdqUpoSda8yGmSjQAuOuuu3DVVVdh+PDhGDlyJF588UVUV1djypQpAIArr7wSHTt2xKxZswAAkydPxvPPP4+hQ4di1KhR2LlzJx566CFMnjxZCqYREmvkNycG0ayBtmoc+9XsyHfV2Z/mRZM2xjHXtDBVxTqoVUu8LM2J/BJkOqe5URYWYF+aEe2GfowaQmIfRLv44otx+PBhTJ8+HQUFBRgyZAgWLFggFRvYu3evQnn24IMPwmaz4cEHH8SBAwfQpk0bTJ48GU888USsfgRCNMhvTo0c4SwBU1Osh1OWas3uNC/qjHku9MwL0+atA1WF1oBKNOtACwvzww395kPMg2gAMHXqVEydOlX3tSVLliieJyQkYMaMGZgxY0YUWkZIaDCd03owNcV6OBUmu+4+tdlssWsQCQltekOMGkLChmb01oEWCNaAhQWsg7z7eD2aE1bnbD6YrjonIWbASSWa5dCmGcWmHSRyqBd5nFOaEwZerIN2lz027SDhw+C2NaA9iXWQ9x+vR3PCDf3mA4NohBiAfHFO+bs14ELderBPrYG637jQMy/qBQGvSfNCJZo1EJjOaRmUhQXYl2aE89bmA4NohBiAfJCjEs0a0N/FerCqozWgotA6qK9B7rKbF6oKrYFCicbr0dTIu49daU7oG9p8YBCNEAOQD3JURVgD9Y2KNy7zQ6WENVAv7DjmmhfNZoXLxxtJs0e7ScHr0owoPX5j2BASNlSimR8WOWs+MIhGiAHIBzUq0awBlWjWg5491kAdaOG1aV44zloHevdYA4GBF8vAIJr5UQey2Y+xg0E0QgxAuXPHrTsrwIo41kOTBgh2qhlhWq510Ch+Y9MMEgFYjMcasLCAdZB3H7vSnKivQW5OxA4G0QgxAOVuTwwbQiKGxt+FHWt6GHyxBkzLtQ5UL1kHXpfWQDGf5U3S1MjHU/akOdEW34lRQwiDaIQYgbKMNEc4K6DuR3ar+aEs3hqwWpV1oOLXOrCwgDVQePxybDU18muQaxNzQq/J5gODaIQYgDKIFsOGkIihXRCwY82OJp2TmdemhIUFrIM2BZB9aVaoKrQGLJRlHeiJZn640dR8YBCNEAPgjcp6cPfHerBPrYEmGMpuNC2sPGYdNGlH7ExTIrf15T3S3MivQdo1mxPtNchrMlYwiEaIAdC803po0jlj1A4SOejZYw0YDLUO6vsl1Uvmhemc1kA+nvJyNDfKtQk704xoqpEzGBozGEQjxAAU6ZwMt1gCpqZYDxYWsAbqfmPKkXnRKtHYl2aFfWkNGHixDgyImh9uGjYfGEQjxACU1Yxi2BASMTS7P7xvmR5NqXAGvE0J0zmtgzYFMEYNIWGjVRXGph0kPFht3jrQasb8aDMoYtQQwiAaIUbA6pzWg7s/1kMTRGOXmhJW57QOLOBiJXhdWgGq8K2Dojpn7JpBwoCWB80HBtEIMQD5oo67BNaACgnrweCLNdBU52Q/mhbtgj1GDSFhQ/W2NaCi0DoIVKKZHm7oNx8YRCPEABS+A9zvsQRUSFgPVgK0BkxvsA4MbFsHeqJZA80GIvvRtCiUaOxGU8L5TvOBQTRCDMCpKAkeu3aQyEGFhPXQBEZ5sZoSzc4s+9G0qMdVdqV5YdqRNeBmk3WgJ5r54UZT84FBNEIMQFkBhwOcFaASzXowMGoNtDuz7EizQvWSddAqmGLUEBIWTk1aLjvSjAiCoJjjsB/NiWbeGqN2EAbRCDEEFz3RLAcX6taDfWoN1Duz6ufEPFC9ZB0YELUG3GyyBhqVL319TQkLfTQfGEQjxACcVKJZDqY0WA/1pckuNSdOdpxl4C67ddCqt2PTDhIe9ESzBuw3a6BRhjIYGjMYRCPEAKhEsx5USFgPKiWsARd51kFbBZl9aVaomLAGmrlPbJpBwoSWJNaA89bmA4NohBiAXInGAc4a0N/FejAwag20RrsxaggJG6qXrIM4nDrsNgBMszYrNDK3Bgy+WANxY8lm8zxnN8YMBtEIMQCF3JYDnCXgRNJ6CGDwxQqoq3Py0jQvHGetgzi+ikE0jq/mRL25JDB9zJTQksQaiP2W4BlXufkbOxhEI8QAWEbaelAKbz3Yp9aABSKsg2bBzq40LaJXDxd75ob3SWtA5b01EDcn7DZxc4L9GCsYRCPEAOiJZj1Yocp6aP2XYtQQEhZqo10uDswLF+zWQey7BDsXe2aGaYDWgEo0a6BRosWwLfEOg2iEGAA90awHzcuthzgZ8XpLsE/NiDqdk4sD88KFnnWQFnsOu+I5MRcsLGAN1Gm4nO+YE3EtwjT52MMgGiEGIFeicXyzBlq1S2zaQSKHWilBzAnTOa2DdsHOvjQr2sUe+9KMcHy1BsymsAYu1bhK5X3sYBCNEAOQKyM4wFkDpjRYC0EQNNXj2KfmhIUFrAM90ayDepOCfWlOGHyxBpzDWgPvvFVU+LIfYwWDaIQYgFy1RKmtNeDizlrI+y/BznQjM6NWSnDjwrxoFnq8KE2Li5sUloA+hdZAW1ggNu0g4aH2RKOXb+xgEI0QA1AWFuCdygpwImkt5P1npyeaqaGPlnXQjrOxaQcJHxYWsAYcX60BfX2tAdPkmw8MohFiAMp0zhg2hEQMmpdbC3n/icbXVDCZEwa4rYOT/kuWQew6Ow2wTY1Whc+ONCO8T1oDrSdaLFsT3zCIRogBaD0kOMqZHfpJWAulEo2LPDOjGW9j1A4SPpoFe4zaQcJHLAqRQANsU8OiStaAG8HWQJ0mz+I7sYNBNEIMQFvNKEYNIRFDPXHkgsDcKD3RuKNnZtT9xgC3edH69rAvzYro1SMZYNO7x5RwA9Ea0DvUGmgLYsWwMXEOg2iEGICTCwHLwcCotZDv3tFbwtyw6Id14ILdOtATzRpovbRi1BASFtrNpti0g4QHx9XmA4NohBgAAy7Wg34S1kLpicbJiJnRXJsccE0LCwtYByomrAHnPtaANjPWQFtYIJatiW8YRCPEAGiObD1YocpayPuTBq3mhtemdWAFOeugVkxw0W5O1F5a7EZzwvukNdB4ovGCjBkMohFiAJx0WA/u4lkLQebPQ1m8udH4aNFo17RorkF2pWlRV5Hj+GpOOPexBnpBM/al+RDnNxxXYw+DaIQYgLbCGAc5s0OvHmuhVKJ5jK/ZpaZEHG89c0puWpgYdSVAjrPmRRxPvenyMWwMCRl6aVkD8T7pKUbuORajxpCQkZRoYlV5FmyJGQyiEWIA2nTOGDWERAyt71Js2kEigzKIpj1GzIM3bcyueE7Mh6BKAeS907x4g9tUTJgZrccv+9GMSEFtu012jH1pNrSeaOzDWMEgGiEGoK7OyUHO/HAiaS3k3Sku8igYNSdiX9oZDDU9Yt/ZuUAwPepFO7vSnLCwgDVwqYLa7mOxag0JFXED3yELhpLYwCAaIQagDrgIVC2ZHq0vSIwaQiKCPAXQRqWEqZGqANq4WDc7DLxYB693DxWiZoZzH2ugLvQB0GrGjNATrfnAIBohBqCZdPBGZXq4G2stJPWSzSZ5aXFX1pyw5Lt1UJvR0/javIiKCRZuMTcMolkDPQUT+9J8qDeaON+JHQyiEWIALCVtPbSBUWJm5KkN9OwxN9IOu8fcjoEX8yJ2XaKDxT7MjhQQZWEBU8OiStZAfZ+UHyPmwbvRRIVvrGEQjRADoGrJetATzVqI/Wezyas6sk/NiFxV6H7OfjQraiUa+9K8CCrFBMdXc8L5rDVQj63uY7FqDQkVyb7CrnxOog+DaIQYgHqyyEHO/GgnkrFpB4kMgizw4vVEi2GDSMiovV7Yj+ZFWujxmjQ92oBoLFtDQkW7gRijhpCw0KvOycC2+fBWsKYSLdY0iyDaK6+8gry8PKSkpGDUqFFYuXJlk+8/cuQIbrnlFrRv3x7Jycno3bs35s+fH6XWEuIf9SSDNyrzo/UFYZ+aGW8QDRCnlJyMmBPvzizN6M2OU+Pbw840K9rgNvvSjGj7jf1oRtTeoQADombEW42c42qsSYh1Az755BPcddddmD17NkaNGoUXX3wREydOxLZt29C2bVvN++vr63Hqqaeibdu2+Pzzz9GxY0fs2bMHOTk50W88IT6gJ5r1UN+n1LuzxFzoeaJxLmJOvF4vTBszO4KqL12sbG1avMFt+tuZGarwrQGVaNZAvTnBLowdMQ+iPf/887juuuswZcoUAMDs2bMxb948vP3227j//vs173/77bdRWlqKZcuWITExEQCQl5cXzSYT4hd6SFgPJ1MaLIV0TdoAzxqP16lJ0aYAsh/NCj3RrIO3L93PuWA3J5pNYU5+TIm0cUglmqmRW5HIn5PoE9N0zvr6eqxevRoTJkyQjtntdkyYMAHLly/X/cx///tfjB49Grfccgtyc3MxYMAAzJw5E06nU/f9dXV1qKioUPwjxGg0nmgxageJHKxQZS3kZvScjJgbaVJJ7yXTI/YdPdHMj9h19O4xNxoVPrvRlKg3mwAGts2IAKbJNxdiGkQrLi6G0+lEbm6u4nhubi4KCgp0P7Nr1y58/vnncDqdmD9/Ph566CE899xzePzxx3XfP2vWLGRnZ0v/OnfuHPGfgxA13LmzHlqfu9i0g0QGcfJot0FWWICdakbUaSrsRfOiVqJxkWdeNKpCpuaaErUKn9ekOZF7h4pxNC5NzIc4jjocnLfGmmZRWCAYXC4X2rZti9dffx3Dhg3DxRdfjAceeACzZ8/Wff+0adNQXl4u/du3b1+UW0ziEfVkkWOc+VFPHHnjMjdKJZryGDEXasNkXpvmRey6RE8OIHvSvIjzIComzA09fq2B2I82m00qpsSAqPlgNfLmQ1CeaL5SIdPT0+FwOII+eevWreFwOFBYWKg4XlhYiHbt2ul+pn379khMTFScr1+/figoKEB9fT2SkpIU709OTkZycnLQbSMkHJj6Zz04kbQWehNKXqfmRGu0y340K/REsw7q4Da70pyo+01gaNuUeDcO3ZuHLoE9aUbkG8AA5zuxJCglWk5ODlq0aKH5l5qaij59+uCNN94I6uRJSUkYNmwYFi1aJB1zuVxYtGgRRo8erfuZ448/Hjt37oRLJvXZvn072rdvrwmgERIrtJMOYnacqpQxLu7Mjbc6JycjZkdT8p1pY6ZFTB3jLrv5UadZ855pTriBaA1EWxm5DyyvSTOi3miKZVvim6CUaIsXL9Y9fuTIEaxevRr33HMPEhISpEqbgXDXXXfhqquuwvDhwzFy5Ei8+OKLqK6ulr7jyiuvRMeOHTFr1iwAwE033YSXX34Zt99+O2699Vbs2LEDM2fOxG233RbMj0KIoVCJZj3EAEuCw4ZGl8CAi8mRVziysbCAqdGmN7AjzYq2SAT70qx4VYUsLGBmtJXJ2Y9mRF6dk55o5kXjAcvrMWYEFUQ78cQTfb52zjnnIC8vDy+99FJQQbSLL74Yhw8fxvTp01FQUIAhQ4ZgwYIFUrGBvXv3wm73CuY6d+6MhQsX4s4778SgQYPQsWNH3H777bjvvvuC+VEIMRT1JIODnPnxLtTtAFycfJgcpRJNPBbDBpGQkRsmA1T+mhmm5loHabHnoGLCzGiLKrEjzYg8nVMKovGiNB1ay4NYtia+CSqI5o8TTzwRd9xxR9Cfmzp1KqZOnar72pIlSzTHRo8ejd9//z3o8xASLTTpnBzkTI9UEYcKCUsgdp+NqQ2mhxUdrYO2L2PZGhIOWk80dqYZ0RRVYrq8KfFuHHrnPMR8uFSbhpy3xo6IVucsLy9HdnZ2JL+SEFNCDwnr4WRFHEvhTW1w/wO4yDMr8tRcgNemmaGPlnWQAqK8Lk2NJrMiRu0g4SEo1PccX80KC7Y0HyIWRGtoaMAzzzyDUaNGReorCTEtTk0QjaOc2ZF7osmfE3MiLuhs8HqicZFnTuiJZh28CwTRRyuWrSHhIHaduNhTe2sRc6DuNo6v5kSa89joiWZmBG40NRuCSuc8//zzdY+Xl5dj06ZNsNlsWLp0aUQaRoiZUcvdOciZH69CgibJVkC+KysmNrBPzYnXE82ueE7MB02TrYPot+T1RGNfmhF6/FoDF+c8loAFW5oPQQXRfKVqdu7cGRdccAEuv/xypnMSAu0kg2Oc+aFXj7XwmuzamAZocqhEsw7SOEszetOjKfgRpb6sqmvE12sPYGyv1ujaKj06J7UwtCexBoo5D+expsW7FhGfx7AxcU5QQbR33nnHqHYQYim01Yxi0w4SOaRddXqiWQJxImKTVefkDrs5YYDbOjhV4yyvSfMiXpeJUVZMvPHLLvxr0Q4c0yEL824bG5VzWhlmVlgDr/reu3HI8dV8yIOhAPswlkS0sAAhxI12546DnNmR0ozoiWYJ9CpVsUvNCatVWQe1eombFeYlVtflLzsOAwA2HayQNr9I6GjTOWPUEBIW8o1Dbzpn7NpDQkRjeRDDtsQ5QSnRxo8fLxkw+8Jms2HRokVhNYoQs0MjVutBHwJrIa/oaGOlKlMjFf1gEM30aCs6si/NipRm7YjeYq+6rhFr9x6Rnu8vO4ourdKMP7GF4aawNXB6FIWc85gbr+UB1yKxJqgg2pAhQ3y+VllZiTlz5qCuri7cNhFiejSeaDFqB4kcasNr7uCZG710TvapOZHSG7gza3piEXghxqBVFRrfmRsPlCueHyxnEC1caE9iDeSFBbwWFjFsEAkJrQdsLFsT3wQVRHvhhRc0xxobG/HKK6/giSeeQMeOHfHYY49FrHGEmBVWM7IeYloIU8asgX5hAfapGRGg9tGKZWtIOMQi8EKMQasqNP6c+8uOKp7/eaAcx3VvZfyJLQyVaNZAXIc47JzzmBkpTV6WGSgIgt9MQRJ5wvJE++ijj9CnTx889dRTePjhh7FlyxZccsklkWobIaZFm84Zm3aQyKHe/eHcw9xIu7J2txoNYLDbrIjG13YGXkyPd5x1T0/ZleZFXfAjGtdlTX2j4vm/Fu0w/JxWh/NZayD2m81mk815YtceEhpil4njKsBrMlaEFERbsGABhgwZgptvvhlXX301duzYgZtvvhkJCUEJ2wixLHLZNACa21oAdZoRF+omR5xQQu4PEsP2kJDRpjewI80Ki0RYB7HnouuJ5gQApCc5AACVtY0oqqg1/sQWRmNPwmvSlCjTOT3XJM1mTIegWosAvE/GiqCCaCtXrsT48eNx3nnnYfz48fjrr7/w0EMPIT093aj2EWJKxPFM2k2PYVtIZGCakbWgP4h1UF+b7Ebz4nRR8WsFBEGQXZfRM8AWlWjnH9tJOrZhf7mvt5MAcKqsLHhNmhO5hYWoROPGofmQV5ZXHyPRJSjp2HHHHYfU1FTceOON6NatG+bMmaP7vttuuy0ijSPErCjSGJxUolkBbXXOWLaGhIs8tYH+IOaGRrvWQYhBCiCJPPJui6ZCVFSiZaQk4KQ+bbBk22GU1tQbfl4rIy+q5HQJvCZNiiALvnDOY15E+wp5Oie7MTYEFUTr0qULbDYbvv76a5/vsdlsDKKRuEfjnxXLxpCI4NR4orFXzYy+Eo19aka8/na8Ns2Ougoye9KcyBfnjigGtytrGwC40zlbpicBAEqrGUQLB0E296kDNynMiriZb7PRB9bM6HmisRtjQ1BBtPz8fIOaQYi1kHxd6J9lGcTdH2lX3RXDxpCwke/K0hPN3AiqwAvHW/OiVfyyL82IfCyN1sbTmr1l+Gz1fgBAWlKCdN4nv9uKG0/sYei5rYx6k4LXpDnRq0jOrjQfgmpDH+A1GSuC8kS78sor8cUXX6C6utqo9hBiCdSDHBfn5kdt5smblrnRm1CyT82JFHixMcBtdryFBZTPibmIhRLtqe+2So/Tkx34aWuRsSeMEzQ+hbFsDAkZufqenmjmRV31WH6MRJeggmg9e/bEzJkz0bp1a0yaNAn/+c9/cODAAaPaRohpYYUx6+HtU3qiWQHxmrRxQml6vOkNLORidgSVEo3pRuZE6YkWHVVhUoJ3SZOalICrx+RJz+lLGzqS0tfBa9LMCNw4tATq9aX8GIkuQQXRpk+fjtWrV2PHjh2YPHkyvv76a/To0QPDhg3Do48+inXr1hnUTELMhdcTjZMOq0BPNGvhLSwg80Rj+MWUuFQqUV6b5kVbJIJ9aUbk/WYXVYUGr/R2HfZmybTLSsE1J3SXnlfWNRp6biujuSa5YjclTmnj0AYx/MLx1Xyoi+/Ij5HoElQQTaRTp064+eabsXDhQhw+fBj33Xcftm3bhpNPPhldu3bF1KlTsWnTpki3lRBToCztzvQiq6BN0eVNy8zIJyL0BzE34vjK3XXzIxUWcPCaNDPybvNuJhp3vg37j+DAkaMAgEtGdMaIvBZITXIg2aNOqzjaYNzJLY42syKGjSEh400D9N4ruW9oPqT1pY1KtFgTUhBNTmZmJi666CJ89NFHOHz4MN5++204HA4sX748Eu0jxHTEqrQ7MRbN4i6GbSHh4/UHkRUW4EzElNCD0jq4XOxLK6DviWZcZy7dUSw9vvmkntKYnp2aCAAoZxAtZNQeTJzPmhN5OictLMyLnicalWixIajqnHLKy8tRUFAAAGjXrh2ys7PhcDhwyimn4JRTTolYAwkxG7Eq7U6MRTuRjGVrSLiI6iWbzSalc7JPzYlaKcEJpXlRVwJkX5oTQaa+j0ZAtGV6kvS4Y4tU6XF2aiKKKuuoRAsDMbAtX7QT8yH2o01RkZzjq9nwWpG4g6GCwLlrrAhaifbmm2+if//+aNmyJfr37694/NZbbxnRRkJMhXww46LOOngrVEXHJJkYi7xSFdMAzY3WEy2WrSHhICl+qXoxNdFWolV7PM/OGtReEewRlWhHGEQLGfGaTOTcx9R4K5LLfWCJ2RC9e+VzV64xY0NQSrRnnnkGDz/8MG677TZMnDgRubm5AIDCwkJ8//33uP3221FWVoa7777bkMYSYgbkEwxxUcddAvMjqBZ3vGmZG2WlKvEY+9SMuGR96X7OfjQrXsUvqyCbGb0gmpGXpag0kyvSAKCF53lpdb1xJ7c4VOFbA7mFBe+V5kXuAWu3AU7wmowVQQXRXn75Zbzzzju46KKLFMf79euHk046CYMHD8Y999zDIBqJa+T3JAd37iyDNJEUA6MsFmFq5Eo02Lg4MDPqalXsR/PCzQprIK9+HA0lWkWtW4mWlZKoON7KE0QrYxAtZNR+sJzPmhNBob5XHiPmQZAFQ91puQKvyRgRVDpnUVERBg4c6PP1gQMHori42OfrhMQDCiUaU1Isg6bMO/vU1Mh9JbypDexTMyL2Go2vzY9a9cKuNCfKhZ77mJHX5cJNbo/mrFSlNkBSotUwiBYqvCatgXzOI20ccjPYdMg3KOxRGFuJb4IKoo0YMQJPPvkkGhsbNa85nU489dRTGDFiRMQaR4gZiXYaA4kO4mSDaUbWQLxObZCnAcawQSRk1AFujrfmhZsV1kDpv2Ts+CoIAg6V1wIAUpOUQbRWTOcMG801yRulKVGmc7qPsSfNh7jZa7MBNnDOE0uCTuecOHEi2rVrh3Hjxik80X755RckJSXh+++/N6ShhJgF+fyCCwHroF2os0/NjKA3oWSfmhJ19Tj2ozkRBEFTaTWa6/UGpwv7y46iW+v06J3Uong3Kbz+S4C7j22y55Hglx3eDJixPVsrXmuR5g6iFVfVRfSc8YRmfI1lY0jI6Ae22ZtmQ1KiwUYlWowJSok2aNAgbN++HY899hgyMzOxa9cu7Nq1C5mZmXj88cexdetWDBgwwKi2EmIKBB0lGjfuzI+6AiBvWuZG7D27Hd5y70xtMCVCDAMvJHLIh9RYjLP3fb4B459dgu89qYEkdMRek6ccAcZcm5+v3i89FoNmIt3buAOi2wurIn/iOMHrU0iPXzMjKdHs3Dg0M/Kgtrc6ZyxbFL8EpUQDgMzMTNx000246aab/L73ySefxI033oicnJxQ2kaIKaESzZpI5rpcqFsCcSJiY6Uq08MUQGugtEJwL9ij1ZWr8kvx5doDAIDZP/+F045pF50TWxRxfPWaX3uOCwIciKwSraHRu/uRnuxQvNYuOwUAcISeaCHD6pzWwDvn8aYBsi/Nh/d6RFT8JolvglKiBcvMmTNRWlpq5CkIaXY4XfKFANOLrIDcA4QBF2vgTW2QS+Jj1x4SOt4UQE/gJYZtIaEjv/4ctujeO6fOWSs9XrP3CH2fwkSQxle1Ei3yv9e9pTXS4wSHclmTmugOqjU4BTQ4KTUOBSetLCyBdJ+UFftgV5oPRVEsBrZjiqFBNA60JB6Rl5G20bDcEuhVXOXwZm5ciuvUfYz3LHMi35kF2I9mRa8oT7TuneVHGxTPFzClMyyUJuZyT7TIn2vzoQoAwN+P66J5LSXRq0w72uCM/MnjAK1PIcdXM6J3TUarLw8eOYrqOm1RQhI8cpWvPcqbTUSJoUE0QuIR+YSDpo/WQJGi66AviBXwKiVkE5EYtoeEjrwvAW5amJVYeqIN6pSteL7rMD20wkEqLCAzMZcfjxTyxePVY/I0rycn2KV5WG09g2ihIP6OxWuSUx9zIuhsHEZjfN1TUo0xT/6EC/6zzPBzxQPSpiGzKGIOg2iERBjv5NHGRZ1F0FOiMYhmbuSLPBtTdE2NWPKdxtfmRk+JFq2eLK1WemYlOjg9DgcpXd7uTR2TH48UtQ3eFM322ama1202m5TSSSVaaKjT5TmfNSeKNMAIV8htike/3QwA2FpQGbVzWhlvP3LuGms4SyAkwsjTxCi1tQby7qO5rjWgJ5p10KQbsSNNiX7afHT68nBVneJ5cgKnx+Eg6KSOAZFf7P0lUwzKUzfl5HgqdhZV1um+TppG9PmlJ5q5kadzRlOJVl3vTeMsruI1GC6iR6HdbpNKtDCIFhs4SyAkwshTi6QbFRd1psYpX9w5oj+RLD/agHkbDqG8psH/m0lA6AW7ORExJy51ulEsG0NCxiXzfY/mZkV1XSOOeMbWIZ1zAAA1VC2FhaSWgLKwgBBhb//r3l8lPXbY9dU13dukAwD+KmKKbrAIVOFbBu/GoWzOE4VaG/LrcvjjP6KsmpVyw0FQpHMyxTqWGBpEGzt2LFJTtfJqQqyMvnlnLFtEwkWpkPBUAIxinw5+5HvcMmcNBj/6ffROanGUSgnlMWIeBEHQeKKxG82J3jgbjQX7FW+tkB6L3mg0wQ4Pl0wtYaQS7VB5rd/39GybAQDYVVwd0XPHA4qKuVThmxpBrmCKohJNnTo69LEfKCwIA6dLvgHsPsY5T2xICPWDLpcLO3fuRFFREVyqUPa4ceMAAPPnzw+vdYSYEHm+OgsLWAP57nm0d2MX/HlI8by2wekzbYUEjtwfBFHclSWRRWFGT6WEqdGtzhmFxdaavUekx1kpiQCAqloG0cJBr/qx/Hik6N8+C5sPVaBrqzSf72mV7k7nrDhKJXew6PoUcng1JXrFPqLRlXUN2onVgSNH0bml72uW+EbpNxm9OU9VXSOufnslTu2fixtO7GH4+cxASEG033//HZdddhn27Nmj2bm32WxwOimDby4s+PMQGpwCJg/uEOumxA16SjROOsyN7uIuSn1644drFM9LquvRMYcK33BRpnMqjxHzoH9tsh/NiJ7qxeieVM9h05Pd0+KlO4oNPrO1ETck3LYWbuWLICitESJBRoq7v+6Z2Mfne8RNp1qm6AYNiypZBz0f2Gio7/UKehRW1DKIFgLy/rLbbPAItqNyTX7yxz6s2lOGVXvKGETzEFIQ7cYbb8Tw4cMxb948tG/fXoqEkuZFRW2DtAAf1rUFOnDhHRWUZaQ56bACTt3dWOP79I/8Us2x0ioG0SKBckJJLy2zoht4YUeaEsW9Uzpm7Dk3HaxQPM9KdU+L95bWGHtiiyPfTBT/d8pSryNFpUcxmJHsezkjFolYsv1wZE8eByh9CkUrCw6wZsTl0lubGHtOQRCw8UC55nhNPQPaoeB0yYNoiKplUF2jt88EQWDsByF6ou3YsQMzZ85Ev379kJOTg+zsbMU/0jyY8c0m6fEOGqpGDVb9sx4K1VIUlWj3fLZec6ykmtWNIoGgo0Tj4sB8MN3IOugFto3egNpf5g2W/XLPeEwa0B4A0OgSUEoD7JDxeqK5nzsM6s8ST7W/1hnJPt9TVede/B2paVAsQol/5P2V6KAnmplRVOdUHTOKDfu9AbT/Tj1eelxTz3T5UJBfe3K/yWjMXWvqvEG0lbu1G/zxSEhBtFGjRmHnzp2RbguJMF+tPSA9pklu9PD6DkRvIUCMRYjB4g7w7rK3y0pBu6wUAEBxFRd2kUB+nUZrV5YYC9M5zY1ikRelFGtRrd87NwNdWqWhZXoSOrd0K323F1Yaem4ro1ai2QzYUHTJAp1NBdEqar1eaPS6Cw759Wfn+Gpq5JsU0bIlKa7ybvoO6pSDcb3bAACq66hECwXF9agIhhp73p1FlXh5sTfus7WA90YgiHTODRs2SI9vvfVW/POf/0RBQQEGDhyIxMRExXsHDRoUuRaSiPDlmv04Y2D7WDcjLvB6gXh3YalwMTdKnzvxmPHnrfQEvz+/aTRe/mkn5v6xj2lGESIWqhcSeejZYx3k6qVoKn4BYHuhV63fu20m9pUexfbCShzXvVV0GmAx5OOr/P9IFor4ZNU+NHq+r3VGks/3NTR6cxLLjzYgOy3R53uJEnl3JUTJp5AYg9IHNjoKJtEPbVS3lgCA9CS3PyGVaKGhDKJ5NyeM7scPlu9RPJ/x300YntcCx3SI7+zDgINoQ4YMgc1mU3TUP/7xD+mx+BoLCzQfBnfKxnqPlPbHLUUxbk38oNxNp8LFCogpILYoTj7qG12o90z+M5IT0LVVOgBgP4NoEUG/sEAMG0RCQs8Tjf1oTuRm9OI1Ga0V+20n95Qe98rNxKKtRdhRSBuMUJH7L8n/j+Rtc9qXG6XHCQ7fiTVnD+mAN3/dDUCpSiP+kQc9o+kHSyKPlFFhlyl9DbxZOl0C7vvcLcAR581pSe6wQzU90UJCkc6p2AA29ryHq7Q2MnfMXYcf7jrR2BM3cwIOou3evdvIdhADaJPpW95OjMOb+seqf1ZB7D6HPXppRvIU7PTkBLRKd++0HyqvNfS88YLehJKLA/OhVKJ5F9I0vjUfSs8e41WF8uv98uO6So+7t3FvWOSXVBt2bqvjlPWl/P9YzIUGdcpBSqIdtQ0uVBxlEC0YdJW+Ll/vJs0ZPasZp4GX45dr9kvBsuW7SgAA6ckeJRothkJCWVggep5o8zcWaI6V1dBaJmBPtK5du0r/5syZg0WLFimOde3aFYsWLcLcuXONbC8JgnLVZMHIHQfiRd8TLZYtIuGiTOeMTp/e87k3hT7RYUdLTxBt+a4SmiNHAJeOupDBbvMhyBZ0shgaiwuYEO+9MzobUPIKcfLqji3T3GNtBf2zQkbuIwrAkM2n3rkZAID7J/X1+94BnrQj9byYNI041bApiipxcDUjeup7I4Mvq/LLNMeoRAsPeX8pN/Wjc862mckY0jkHADCuVxvjTmoSQios8Nprr6FvX+1N65hjjsHs2bOD/r5XXnkFeXl5SElJwahRo7By5cqAPjd37lzYbDace+65QZ/T6ryyeCf+UA1g3f9vPhqd3EIyGoWvSxQrpxDjUEwkoxRw+XFLoeL58LwW0mN5RTkSGnLPHpt0ncawQSQkfCnRuNAzH3rXpJGLg/1lRwEAmckJSPN49QBu5S8AVDH1L2S88yCb4v9I9qeoVhzY0b8vT1aq2weN6ZzBIeiqQ2PZIhIqCh/YKAREG2SSxX9fOhQAPdHCRZnOGZ31yJ4S73qjZXoSzhnSAQDQwIEgtCBaQUEB2rfXmtS3adMGhw4dCuq7PvnkE9x1112YMWMG1qxZg8GDB2PixIkoKmrawys/Px933303xo4dG9T54gGnS8AzC7fpvvbbXyVRbk38oVwIiMc42JgZp8s7kTTC2yUQctKS0LOte+ddXPyR0NH3RON1ajbkfeaQpW9GY363ek8Zvt9UgC/X7Mc2VqsKG0HnmpQfjzTiRkWnlmmK1N/MFI9aghXkQsap8USL/Iai6NOTE0ChANEOoaBc6+1DfOOdz8rUSywtYEqU46vxAdFDR7zWI5MHuWMGGZ6xteIog2ihIM9CsdlskvreyLnrzPlbpMf3TeqL1ER3IPQoA6GhBdE6d+6M3377TXP8t99+Q4cOHYL6rueffx7XXXcdpkyZgv79+2P27NlIS0vD22+/7fMzTqcTl19+OR555BF079496PZbnUPlygV2gmw2Kq9SRIxBiEHqHzEW+eQjloHRHM9uOlNSwofXqTWQd5kinTMKC70L/rMM13+wGnd9uh4TX/zF8PNZHT0lGmDchoW42bijUBkAFZVo1fTtCRl1Omeki7eUVNWhtNrtydO9dYbf93ejz11IiN52cnsS7jWZE29GhXcz2EhrENEH7byhHaXxXLQloZ9WaIjzVrHIh6gONfKalP+NjO/TFqkeNSE3mUIMol133XW444478M4772DPnj3Ys2cP3n77bdx555247rrrAv6e+vp6rF69GhMmTPA2yG7HhAkTsHz5cp+fe/TRR9G2bVtcc801fs9RV1eHiooKxT+rUyWb+L16+bFYdv/J0nMuvo1HmfonHuOsw8yIfer2IIiuL8jM8wZKj7MZRIsYehNKpl2bD5ciwG184EWktkE7gaRXYXgo/US1x42iUdVvSQnuqXEdNx1DRp3OGen75oNf/wkA6JiTKi3qmqJdVgoAoICFeYJC9A51MLPC9CgzKoy1mpFbB10/zit2aZEmKkJ5HYaCUzbfkf9v5DWZ19q9AdG3XSYAbyBU3MSIZwKuzinnnnvuQUlJCW6++WbU17t/iSkpKbjvvvswbdq0gL+nuLgYTqcTubm5iuO5ubnYunWr7md+/fVXvPXWW1i3bl1A55g1axYeeeSRgNtkBT5esVd6fMZAt4T29GPaYcGmAtToTPxJZNEzoeecw9zoFoswcH21tcAb7D+xj9e8UwyiscJY+OgFXxgDMR9yxUs0Ay8lOhPIiqMNaOGZYJLgERd5DrsyIBrt6zLJ4Q6i1TtdrPIaItp0Tvf/kbouxfTpY7u28PNON60y3NXql+8qQYPThURHSBqCuENZbZ73STOjsLAwwKNQjrwoS6+2XqVol5ZpAIBdxdU4VH4U7bNTjWmARZFv/sr/N3K6IwbLzj+2IwCgtWcsLa5ianxIdxGbzYannnoKhw8fxu+//47169ejtLQU06dPj3T7FFRWVuKKK67AG2+8gdatWwf0mWnTpqG8vFz6t2/fPkPb2Bx4b/kezbHkRM/OKoNohqO7OOesw9REu6rRo99ulh63ki3Ks6hEixiK1DHpGK9Ts6G3aeE+bux5S3QmkFVM/wuLWAVE1YhKNMAdSCPBIx9f5f9HqisPemxL7p3YJ6D3ixXlACC/mCmdgSIfX6lEMzditznsNsMVTOIcNSM5AQmygHXXVmnS4630EQ0auTIUiI4STdwwFFWEogdlRW1D3GdvhKREE8nIyMCIESNC/nzr1q3hcDhQWKisQldYWIh27dpp3v/XX38hPz8fkydPlo65PHKQhIQEbNu2DT169FB8Jjk5GcnJySG30SqkJLjl7kxPMB69hQBjaOZGVJ0p1IUGnk9eOCAl0ZuqwnTOyBFtk11iDPL0eVsUAy8f/q7drGLlv/DwFRA1oiubqlSeLA+iNbqQnOA/XZAoETRpR5FL56yqa0Rtg7v/Wgao/MxOTUT/9lnYfKgC+8uOolduZtjtiAe8nmjePmRdAXOin1FhbBBNnLOK2Gw2DO/aAqv2lKGugevRYHH5HFeNO2dptXvDsFWGe6wVPUMbnAJKquslZVo8ElM9c1JSEoYNG4ZFixZJx1wuFxYtWoTRo0dr3t+3b19s3LgR69atk/6dffbZGD9+PNatW4fOnTtHs/mmQlSi6fm4kMiie6OK82i92Yn2buzeUndJ6XtUu+ziDhBNWcNHcZ2Kd0Jep6bDpePzAhjblWv2luHTVfs1xytrqUQLB5dswS4PiBpRJEKuMBP9skSSHMogGgkep+yeCcgL8oT/3b/uKJYepwXghyYiVl2lYjRw5Ebm9Pg1N64obhyKQbSsVG3lXCkzqpHr0WCRFL52tcLXuGuysMIdRGuZ7g6WpSd59Vd3frLOsPOagbCUaJHgrrvuwlVXXYXhw4dj5MiRePHFF1FdXY0pU6YAAK688kp07NgRs2bNQkpKCgYMGKD4fE5ODgBojsczOWmJOFLTgIcn95eOiWoWKtGMR7ckOCcdpsZrkmz85EM+sbhweCfFa5KfxGGmo4SLXiVAKtHMh9yzx6Y4blxnrtlTpnuc99fwkF+TRqfmyoNj7/1jpOI1u92GBLsNjS6B6Zwh4iudMxIBmPKj7k2kJIc9KL86MYjGqquBo3+f5I3SjOiNr0anc2alaMMMorKXSrTgcRm4OaHHB8vzcbjSo0TzqH4dMq+FpbINjXgk5kG0iy++GIcPH8b06dNRUFCAIUOGYMGCBVKxgb1798JupwFooLhcAo7UuAevcb29huRiegKVaMajVC1xcW4F9CYfRi3S5WWjW6YpU1VEP4kDR46ChIf+riwvVLOhp/x1H4/O+c8d0gFfrzsIgJ6j4SJPATQ6NVcMotlsQO/cDM3rSQl2NNY7UVhRR/PrEBBkG09AZDcURcXn6QO0ti9NIaYhUYkWOPqZFbFsEQkVpYWF+5hRfVnluUYzdYNoVKKFild5D8//xs5dH/pmk/RYXjQpOcGOukYXcrPiN5UTaAZBNACYOnUqpk6dqvvakiVLmvzsu+++G/kGmZjNh7xV/dpkev+40zzyS6abGI++1xJnHWZG6dUjHjPmXOIueWqiQ2HICgC5nrSjytpG1NQ3Stc1CR56F1oDscui6Ykm/+pHzh6Agopa/L6rlEq0MPGlRBMM+LUu31Xi/m4BumqmBo8CbVV+qcKUngSGWjERqQBMo9OFJ+ZvAQBk6CzQmyKDQbSg8frBesfXaGVWVNU14vtNBTihV2u0zUzx/wHSJPLKjmI6oFF9WVPvvsbEwLUcbxCN98tgEftQVINFs9hHuix1/s2rhuOKt1ZKxQbiFUq8LEaFR0KblGBHZoo3F12MFhdW1MakXfGEmP1h4+LcMsh3f4xOaZCqGuksEDJTEqUbWUE5r+VwkPsvRcNXghiDWvnrXegZd85qzwJhdPdWyE5LpF1ChFB4osmOG+GJdvvcdU2+ftagDgCo+g0Vp6wYDyBb7IU5GXp/+R7p2tZTuTSFFEQLYTO5IU7TeqO5gajm34t24K5P1+P+LzZG54QWR8/b12lQZ4oZFXobvWI659F6KtGCRewvm2pzIhrIN5vEgi5i5c54hUE0i1Hp2WEb0CFLcVw0zi1gEM1wFGliBu/2kOjg0lMtGTT52F3s9jvr3EI/hSg3m9dyJFB4vUjHeJ2aDXUVQJvquBGIi/BBnbMBAH8eKAcA/GvRdsPOGQ+IY6rbxNy41NxAbC36tXdXbyyL80VCqBhVRe7R/22WHl82sktQnw1VibZydykGzFiIt3/dHdTnrIDYjw67154kWvNZsQLyT1uLonI+qyP3a3YYnJpb0+BRoukU/hCH9ud+4P0yWKTrUeOJFt25aytPkYGy6vq4Xt8yiGYxxMl9RoqyIko7z8K7kOoVwxEUkw73MS7OzY2g2I0VJ5LGnEtUmHX2FBFQ09aTpi2afZLQkC/ybAb3KTEO3wbmxp1TXIRnehblxVXuQMu+UqqWwkFpYi4/HtnOFNW+TZHtqSoXyHuJFvk8CIiM2veP/FLpcaLDhq6t0oP6vKjunvvHPlTWNt2vC/4sQN798/DB73vwf19tRF2jSxHAixe8KYDRGVtFGp0u1MiUSjuLKo0/qcXRm8catTapEZVoOumcixgUDRl5ISX3/55+NEAou+wvb9GA68d1V7zWIt19f2x0Cag4Gr/p8QyiWQz15F6ktWfhXV3vZHEBg1H4DtCI1RI4dVL/jJp8iPLolun6XgOtM9zXsrhwJ6HhNb6Wp6nwQjUbcuNrIDo+lKLiW1S29G2Xadi54gl5X8pTcyPdl2LxJQB47Yphuu9hEC085LYW7v/dz8OZC9328Vrp8Z+PTAz68xmyefH8jYeafO+NH64GADz09Z/YWVQlHc+7fx6mfbkRPf5vPm75aE3QbTAb+umcxt8nn164TfH8zH//avg5rY43FTCyhT70EC0P9JRoV4/JM+Sc8YBTM99xHzfimrzsjRXS4+vGKoNoyQkOKc5QUh2/G/oMolmMKtXkXiQ10TuQsaywsSir/imPEXMiN/M0uqR0SZX7hiQGy9SIwTWmGYWHS+5daI+NEm3D/iP0qQwTbz8q/zdyzP1l+2EAXsX3sxcOBgBkBenRRJT4SgGMdFeW1XjHztP65+q+J4tBtLDwnc4ZemfK+030VQqGRFmhnh82F8HpErBydykqZKq0g0eO4tM/9jX5PR+v3AunS8C8jYeQ77FfsCpyP1ijVfgiWwsq8PovuxTH6DcZPsp5rLsvnTFQol08orP02ChPNqvi8qnwNfa84qaSnByPGq2sJn7vkQyiWQxxMqA2JU+QqS1YVthY9CqMMYZmbhS7sfbYKtFSPTt7R6koDYtYB7v/OlyFs1/+DaNmLoraOa2IOAlPUFWrMqorV+WXSlWuxc0qcYLZ4ORAHw7yirmA3N8usucRlWjHdsnRrcwJePu0ghXNQ0KeOgYAds9qI5QxVvyu3rluxefj5w4IqU3ye+qPWwpx80ercdFry3HJa79DEAQIgoCLX1+Oe7/YEPB37i6ultpnRW8gaT4bJXuSIzX1CtXZZaO8vnd/Ha7S+wgJEP10TmPOJQo69JRo6bJiA8yMCg6NB2wUlPeAu1ihmrREdz/Gcx9y29RCrN5Thtd+du/eqJVoNpsNKYkO1NQ7uaNjMPIbVbQGOGIsgk7AxYguLamqk0x0fQXRxBsXg2jhofRfin7a9aaDFdLj2ganVOGRBIdTvVg3eOPixy1ePxfxPpvsmWDWNTohCILPwAxpGn31kmBAOqd7oyInTX+MBZjOGS5icNsepmLizwPluPzNFZh4TC427HcX8BCDacEytldrxfOFmwoBAJsPVWDMkz/hUAiewVPe/QOAO6V7a0ElLhvVBTPPGxhS+5oj6urHgLGbwlsOVSrUSecN7Yg5K/YCcN8ze7TJMO7kFkde/VgUZRoR+F2/7wh+3en209KvzukNyBxtcCJdR61G9PFZ9TjC3Sj/u3h4cn/d96QkscoqlWgW4vPVXgl6xxxtZT9x4IrnqHE0kN+ool0SnBiD3N/FSM+l33d5jZOHdM7RfU9qkuc6juMbVyQQJwk2RMdHS06D06Xw94n3MuHh4JRVdASM78s02c56f08V7GRPANQluH1HSWjI/UTd/4vHIxxE8wTGctK0KSoiYoCtvtGFmnqq0YJFXfAj1A3Fz1fvR/nRBny6ar90rE+IQTSbzYZTfaTv+gqgpSQGtkzaWuA2vp+zYi+mf/OnZMtgdqKt2FarzQZ2zJYep3KjKSx0Nw4N0FT8sLlQejywU7bmdbvdJl1X8RyACQXpepTmO+7jAiJ7TcqLBZw/rJPue1LFPozjmAKDaBYiSeb3cOag9prXRaUDlWjG4opSwIVED2UlR+WxSCIaGJ8zpANys1J03yNOJOP5xhUJFDvsnmPRukw/X71f8by6jov0UFF7hBidclTsWRzfMK67pBaV76y//vNfhpw3HnDK/Jfc/xvriZaT6luJlp7kkFJYShnkDhqtqlA8Htz3NKpW+V1apiG7ieCnP84e3CHg914yojP+fHgidjwxSTq29qFT/X7u/eV7LGOEL0+xjoY9yb6yGsXzlEQHjuveEoB37CWhoSwSYZwnmphNcf+kvrqCDsCrUOM8NjhcPu6RkRZqvPmr15PQV/BaPC73qow3GESzEA2eq+iUvm115bHiRJ+DlrGINyVHFCrgkOggyBbqYsjFCHXhTs8ubL/2WT7fIwbDqxh4CQux++QVV6N1ne5S7bZX0ncpZHwGXgw6n6hY6dTCuziQB9G2FVYadGbrI6gCokYpX8o9nmgtmgjG2Gw2tEwTi7gwpTNYpOB2mFVz61Wbvr4W5YFy1qD2eOuq4X7fd/NJPTDtjH5IcNiR6LDju9vH4ptbjkeL9CT8et94vHP1iCY/X1BRi3X7joTV1uaAt6JjdKpz6t0LM5Ld1+mCPwsMO288IHabzUBVYW2DE5sPua0qmprHSpvBVKIFhVrha9Tc9XClN2AtL8giJ8FzXK48jDcYRLMQopphdI9Wuq+38lT7k18cJPLoeqJR/Gdq5GlG4uQDiPyN6y+PEq1nE74fHT2L972lNT7fQ/yjTG1QHjMatUkrA6Kh45IKC7h/pzaDNy7EAGjXVunSMZvNhkSH+8Qdc9IMOW88oE3nNFiJ5kfR1MKjNCyN4532UFH3ZagbiqWqAGa7bH2FdqDYbDac0i8XL1w82Od7LhvVBfee3ldRka5f+ywM9lgsdGqRhvF92+IxPwUO1lsgiOZV+gJAaIHQYJCrsl+9/FgAQJtM93UojrEkNLwbTjZpoyLSXbm/7Kj0eIyPtSjgTZOuYRAtKORqQkCmvI/w5LVnW//egzme8VHtwR5PMIhmIQ4dce+Qt/YEy9S086SHFYRgnkoCR17NKNrpnF+s3o+8++fhzH8vxVu/7o7KOeMBpS+ITXY8suc5VO6egHRu6XshLt7c9pXW0N8wDKRgtz36nmivLFam/BWUH/XxTuKPRh8G5kYERBucLuwpcQev1ZPMOyb0BgBU1VG1FCrqFECjUnNFQ/mmCgsAQMt09yJh2V/FET1/PKDty9CuS3WqUNtM/fltsJw3tJPPQNqN43oE9B1XHNcV90zs4/P1Gf/dhCfmbcbP2w+H1MbmgDKd03PMwPNVeZRoT54/EGcMdNvSnNi7LQCmVYeLvJK1UUXPCivc68sebdJ9KpgAbzrnLzvMe23EAqds3goYN9+prnOvLeTVcdWM6u4OksZzdhuDaBZC9BLIa52u+7rosbTsr5KotSkekacXRbOwQF2jE//8bD0AdxWjx/63WapCRsJDvoMnD6JFUu3idAmS4bWvypwA0CYjGelJDrgE4OARBl9CReEPYhePGX/efToKwvwSqgpDxalQShhrfr2zqAqNLgFpSQ60VylixN3YHUVVeh8lAaDeZTdigVDX6J3w+1M1pSS4U462FzBFN1hEZUS4qbnqwMmVY/LCbpvIeUM76Rbw6dIqcDXpiLyWTb7+xtLduOrtlcE2rdngLZRlM3SDQkRM58xI8apbxPlQWQ03KMJBXoRHvB6dEe7MXcXVAPyPreLf1VIG0YJCsjywhTeu+qOk2p2xJlfjqhFTcuNZTcggmoUQZdC+pJUdctyD2o9bCpmHbiByX5doei3Nmr9Vc6y4ikG0SCB2n8Nug002akZy/lFWUy+dx59Xj3hjo5dW6OgVAInGdfp/X23UHCvjDnvISIt1dRVAA1Lov/AUhOjcIk06j4hYtXPt3iORP3GcIFe9uP8Xj0fuupSPmcd2adHke88e4jahP3iE6v1g0aZzhhaAEatczjxvIOZef1zYnmhq3rhyOK4a3RWtM5pWJfpiZLeWePXyYzH9rP4Kn0Q9zOiNq9gU9sx9jPw5ij2Ld/lGovjYKhVPY4VT0G4GR7orv113EADQwo/K94YT3WpPrkWDwymbt8r/j3Q/7ih0bwZ29yHKAYDUJPeAEM8ZMQyiWYTfdhajwjM5FCfzauRVicQoM4k8ciNWoyvFyXl3Wb7mGOXvkUFvN1Z+PBKIgZSctETJsNMXmSnuIBq9tEJHmaKrPGYkS3d4U8Pu9KQAzv1jH/aUVBt+biviVKVzSpVWDUg6qvfMYPV2Z4fLFCkNTppghoJ3nIXn/8grX8R0sYzkBEkl5YseHm/KI0d5Hw0WbXXO4Dcq3vlttzSvnXhMLo7r7ttjKVTaZCbjkXMGYP7tY3HukA749IbRQX/HGQPb4x8ndMNH147C2YM74Ppx3TXvuX3uWoye9RNOemYxnlqg3fBsrojXnsNmXAqgyM6iSuw67L4Ptkr3pu2KQbSK2kamVoeBXB0q3i8j3ZfJHq+zdj6qy4v0yc0EwDVKsETL8mBHkVt93dvTT3qkJnoqrMZxIJRBNIvw97dWSI99laNtm5UiKVzi+Y/eaOSTjmjI30X0blq7i5laFAm8JvTeRToQ2d2fEs9koqlUThEx1aGylukNoaJUvUTvOu3Rxr2zl5mSgBP7tJGOT/9mk/EntyC+qgAasc4T0xbG922rea1LyzRpQhvPJd/DQVt5zP08kgHRz1bvAxCYGXKmZ5wtrKjjYi9IXDILBCDwxd4LP2zH5Jd+xV+Hq/DIt5sBAEkOu19lS7i0zUzBi5cMxchuTadnNkXXVun496VDcevJPTWvfbPuIAoqapFfUoP/LPlL1wh8W0ElJjz/M/634WDIbYg0ikJZnmNGFcoS+xsAWsmUgTmyTYsbPlhtzMnjALn1gVEbh3WearpD/ah8s1LdY6vovUUCQ1vBOvLVyGfO3yJlMTVVYCA1iemcDKJZBPk4mOpDiQZ4zRyr4/iP3mgUChe78phR7CmpRoHH0PO9f4zEBcd2AgAcYBpKRHD58kSL4K1LXKS1DGCxIKaeNOciIR/8vgc/ykpfO10CXlm8E6v3lMWwVV6cOkq0aKTbiGa7/7pkiMKPJ6sJ7wnim8YIeS8Fgrj5pKf2dtht0rXLgEtouFzqXfbIpuY2Ol1SUY/GAL5UHmjTU3oT30ibieqCH35+7f9atAMbD5TjlOd+lo79ev94STljBjJTErHx4dOQ3sRcXPQ/lXPXp+uws6gKU+esNbJ5QeFNyzVmwS5HrtKWB03lfT+qW+TViPGCnrdvJEXTBeW1WLm7FIC3+qYvkj1+k/VOV8R92axMoyzTCTBmvvP6L7ukx+lNbDaJgh2mcxJLkZzgu1vTkz2RY6aBGYYURLMb5zug5q5P10uP+7fPkqqK1cXx4BZJ5IbXciukSN77g1GiicVD9uiY1IeKIAjYUVipMN4WaXC6sOVQBVwuAZW1DfjzQLluwOlQ+VHsLanB2r1leOjrP3Ht+6twuLIOO4sq8dmqfXhm4TZc8J9lEWtzOHiDL/aoXadOl4CtHpPynm3cMvn7J/UF4J0MkeBwqoJoRqQAimwvdPedL7W3eO0erqRdQihoCwsoj4eLvKjS/ZP6+X2/mDYPUPUbLOrUXMnI3EdfllbX6xbKuXBYJ7TNbDo1rDmSmZKIVQ+e6vP1Uh1LlaJmOG4oCvBE0TtUnWp97+nuKqiigokEjyKd04CNw7s+XSc9TvFxj/S+7l2n1jfS/iBQxPlOosMY5b3cisKfWjuNSjQG0ayI2vBYDpVoxiOOQfYoeEgAQH5xtaTuuXRkF7TJTEaqp5/jeXCLJPJ0TqM80Uo98ulWARgcG1FYYOGmApz6wi+45SPtLvjTC7Zi0r+W4pNV+3D1O3/grJd+xcJNBYr31NQ34pTnfsa4Zxbje5kCbcQTP2LC87/g22aUogLIJ5Ry02tjFwc/bHb/zpIcdnT0mFCLqSpVLBIREi5BHURzH4/0Qu9wZZ1UeTMtWX+BIF6X36xrXn/rZkGrKozsAkGeZtvUZqNIUoJdUovawCh3MDg1AVHfARhBEDDyiR8x5smfNK/1aefbk6e5k5rkwLdTT9B9bf7GAs2x5hhM8G4KG+8dKm5CPDy5v+Y1UZlWcZT3yVDRKywQyb6Ub1L4G1+TZL6/8axkCpZGp7u/EjxpTl61dmT68a1fd0uP/3er/tglIgZKjzY4TVk0JRIwpG8B9pd51SjH92xa6iwp0ep5IzKKaBuWb/OoIwDgobPcu+upssGNhI9yN9Z7XIjgnFdc4AWiRMv07BCFGnj580A57vhkHf55am9MGtgeAPDGUvfN88ct7gDYj5sLce37q9C/fRY2H6oAADz8302S58UPm4twz+cbUFnbiLtO7Y2qukYpaLtsp9b8d82eIyG11SjkqQ1evx5jz7m72D1WJzpsUqBAlMuzSERoyDct5P9Hui/3lnoLP4zt2Ub3PWLaUVIAARqiRRxnExzKIhGRun/K/XcmHtMuoM+cPqAd1u07wuICQSKvaA1AZmSufe/hyjopgKrmvKEdDWlftBjYKRupiQ7NXEy03xARBAHlshTPK99eidzMZDxz4eCotNMXShW+cSrfukanlAZ/zhBtn2d5VKEVOmmwJDDEVGqH3Xi/Zn9KtASHHQl2GxpdAmp1sh+IPqINQYLGviIy3//kd96iJ11bpTX5XrmtRUFFLdpnR7ZyshngTM8CfLv+kPT4spFdm3yvpESjmaNhKCXTxhuWixOPU/q2lfo31SOVZhAtMsh3Y20GKdEW/OnemW4pq0rlC7GwwIJNBSEFX8566VfsLKrCTR+twQ0frMKtH6/VeJVd+/4qAJACaID3xg0Aa/eVSUq453/YrvBR2FemTcuR/y2+tywfH/y+B3tKqvH8D9txJAZG7NKC3W43rFKVHEEQpKpsV4zOk46LysMVu0vjdjcvHFw+PNEi/bsUF7gDOmYhO03fv258H3fBgeaoKDED4i6714w+sh5M4hh33tCOAQc6RaUoF+/B4ZK8e9zPm9pQVAeU5LTK8H8/bO783xl9NcfmrNiLvPvn4fVf3B59L/y4Q/H6L9sP47PV+yOmMAkVlyKzwnPMgPtUUYU7lTUpwY4cnfFVTOOsYFp1yDhlqm2j/Zr1KlirEQNtdQ28XwaKuNmQ4FBvGka+H5vKagOUthbr9h6J+PnNAJVoFsApc2r1Z+aYnkQlmtF4jViN8R1QU6rjpZXBXbuIoiwsIDsewX4t8XikBDL5yJJ59Ty9YCsePWdAyOdduKlQc2zzwQqddyrTwMVS9Hr4M1af8V9lJcrDlXWYdf7AJj8TacTJiN3uVbwYGcNas9cbpJQHI+UlxLcVVqJvuyzjGmFB5AsDwDglmphG1NT1KQZmGEQLDW9gW1QvKY+Hy44it2pbnkrkD3FBf6SG99Jg8JXOqb4udxZV+rzftApAlW0Grhidh6QEO+77YqPmtZnzt6K2wYV/L9qh80mgpsEZUCVZo1BmVkjlciOO6AfXJiNZd/FOJVr46BUWiNTY2qiqUNAxx78qKTnBjqo6qvCDQZvO6T4eiw1Yu92GCf3a4sctRShsYiPEyjCIZgHkY5eoRPJFmudmHEkvJaJEWtQZLH8XKfF4abWUeWmJMtymAh0kcLyeaDbFBC9S3SoIghTU8ZeSDQBdW6VLj5fLfCgixRn/Xhrx72yKTQfLo3o+wBsYTZAVFjBSiSb3mstM8Y7TrWVKi7JqLhCCRfLRktRL7uOR7ktRASEPYKthEC08vIFt/z5aoSAWfDjtmNyAP5Od6r6v6lVTJL6R0jmb8ETbcqgCk/6lvdcM7JiNK0d3xZierY1vaJQYLKvErOb5H7b7fK2qtrGZBNFshtqTiEWw0n34TYrVqyu4dgkJuaLRYbdFvPKxPPvg8xtHB1RNVyym9eDXf+LrW46PTEMsji8lWqz0qp1auNeaBRXNryhKNGA6pwWolqnKRnVr2eR7O2S7qxzti2BVP6JE0Nm5M3JxLlZ5ku/atvf08+HKOqaIRQD5bqz8/0j1a029U1p0BKJEk3sVBFPR6+7P1iPv/nlBt89oOrWIvpeCV8EkSwE08HzylKXLj1Om3Q/smA0AONrABUKwqNM5pRTAiCvR/AfRkj0Kp3ong2ih4JQC22pPtPC+d9fhKkx84RccKndfg3L1pz/E8ZhKtOBQ3zOl4LasM//+5grdzyY4bLhweOeA1CxmoU9uJi4Z0RmXjOgc1OdiXRVW2kC0G7spLPpiJSf4CKKleL1D1aon4h95VVyHzSYFtyM1hz3gCaL1bJuB4XlNr0PVrNt3JCJtiAfEv311IaVI9KN8rTh1fM+APtPOs9aMVyUag2gWQPQT+uepvf1G/8WocWFlfP7BRwOvf5Yt4qaPepRI6ZxeRUsrz+N6p4tS6Qjg8pGaEqmFuqgmtNuUPgO+SJSlIw3qlB3QOWrqG/H56v2hNdBg5m8skFQi0ULuvxSNKroip/XP1SgLpEIg9VwcBItTo15yH4/05oGogPDlhwZQiRYuTo2/XWTG2f/7aqOiAE9TgVA1Yjpn+dF6bkgFgTiW2lT3zEaXgFeX7MTXaw9Icxc10yb1i04jo4jNZsOTFwzCw2cfE9TnDpbHdq4erUJZWwvc16evsTNTds1yThs8TtkixIhKq695vP3EDfxAEDco9DzwiD6iEi3Rk84ZSfuKjQe8GSHXn9g9oM+IGx1741SYwyCaBSj2LMBbZ/o3YE1NEhdrNJw3Cnm1uEino+ixdIe7EqJciZaa5JAW5mKAhoSO3OcOiLzC8JnvtwFwK6H8mXmKPOKZjMsr5DTFD5u13mdqBgcYkJNzwzjvzfaMgd6Kd+umn4oND58WsNfZiCd+DPrcIvvLavDub7uD8npUFBaQAi/GXKuCICDRI7+fobOISqVXZciI/eiQVKKRV0sIgiAVzqAnmnGog2iR2mVXq3V9pYzpIS7wGpwCbpu7DkVxuuMeLNqque7nK3aX4ukF23DHJ+sU7+/fPgu7Z52B9TNOw0g/GRVmJjnIyr1Xvb0Sa2V+mtFGz8rCiOns0wvccyB5sFtOUoJdmtOK/pTxzM6iKry3LD9gVZ58DHVEWFVY3+iS1iHB8Og57rlQvzj2ga1rdOKd33Yjvzgw6x1x89fhUI6rkViLnP3yb9LjdD/WUCLdWrutZfaUxGcQjZ5oFqCkSpvO54s0abHGIJpRyNM5jaxmBABFMkVh+xzlDlCrjCTsLzuKkup65LVOV3+UBIE6zQhSv4b/3RW1Dfh2/UEAgd+4AEhqpkAVXLfPXac5dubA9ujZNgMl1XWYcnw3LNpSiPX7g/Mnq6prxCfXH4ejDU6UH23A/I3uKqM5ae7xqHduRsDf9eeBcgzoGHwg7+LXfseBI0exp7QGMyYHttPvlBUWsMsCl4LgvW4jRWVdIxo8kx+9cVrsS/q9BI9aiWaEqnD5Lq/vYI82vv+exQUyqyKHhlPmUwhEbrOiVjXfSQiisIBcGfzt+oMorKjFpzeMDqs98YBY8Ert3XOoXFu5OT3JgXenjIDNZgvIzsDM2Gw2fH7jaFTWNqJ/hyxc9fZKDO3SAucO6YCymnr0zs3EnZ+sU9yH/zZ7Of6aeUZM2ivIVPjRKJTVFFmpCTja4GSFTgBnvbQUtQ0u1De6cN04/6qhRrkSLcL+dnJRxjEdAp+/ZcpSdOOVN5fuxjMLt+GVxTux6sFT/b5fHFcTI6zWdqoWM44APO0A7yZTvF6TDKJZgPOGdsSgTjno0db/YlUMonGSbxzyRZ20CDBImLCjsEp6rK7q1yrdE0Srik/Dx0hiVMpYfaMLgx7+Xnp+XPfAd+ATPQv2NXuPoNHpCmphKPLK5ccqnndtmQYbbNhV7P67OrlvLnYWVeGCYzuipLoel73xO8pU3kCJDjtGdXcXQxAEAWXV9RjSpYX0+rCuLfHEeQOwZNthFJTXKiTjuVnJKJQZkm46GFoQ7cAR98Lsh82FQQfRHLLrFHBPKu2IbBSt1KMGTUtySGXd5XTxeNwFuhtJvDgFZYBbqrQawXMcOuLdrGgqKNzGowYvol1CSPiq6BjuAuGw7B44oGNwqge1Mnjl7tLwGhMnNKr97Ty/xz8PaCtxrpl+qk8vLCsi94xacMc4zevfTD0B5UcbMPgR99zA6RJQVRebAgPifdJmM0blGwzZqYkorKhjhU4AtQ3uRcUT87cEFESTexEm2G1SkCQSfVkj83K9McA0QADISHYHYOI5iCZmiBQHmDHUIM1bxeqc4hozvI48/cVfQvqcmGZd3+hCXaMzrsZxgEE0S3D18d0Cfq+4gKMSzTjk8nejCwuIniKju2srOnZqkYb1+8vjVmYbSbwBF/fzSC3uClR+J1NP7hXwZwtlny2qrEMHHybMG/YfwcP/3RTQdyY47JoJ2an93ZXs2malYO3007CzqBITnvfecG8e30N6bLPZdMejy0d1xeWjuqKmvhH9py8EAJw7pANun9Ab459dIr3vvi824n8bDmH234chPcAFg6jiA4D9ZVqVgy8UwRfZOtmIBYLXt1BfLdzZ41V58Ejg7SdunE5vMBRwKwuByI65f+R7AyfdmlD1tsvyFnQJNbAdz0hKNEdk0zn7d8jGeo959btTRgb9+ff+MRJXvb0yrDbEG1p/O9/vjbeFVyCoFXmHK+tiEkQT74fuFEDxWORvkg67DU6XgCnH5/l8j+hlWB7nQbRQNm/lSiOHYoM//L4U15OZKQlSBkIgiH/P8RxEC7aogu97ZHDndboETJ2zBr1yM3HXqb2xo6jK/4d0kI9JVbWNSM6Ir7GcM7w4o4VngDtSU88KNwbh9eixKbyWjKDKk/6lF3Do1NIdVDkUY2NaKyDvUyByaUZlNcrdpyGdcwL+7GnH5EqPi5tQG06dsxZr9h7RHH9nyoiAzyWnZ9tMjPTspM+77QS0zQzcSDYtKQET+rnbfc0J3dGtdTouGt5J8Z6lO4rx8cq9AX/ntC83Kp7P23AooM9J6kLZdQoYs0Ao9QTRfKXct8t2K5h4rQaPb/VS5Ppx7h/7pMdNeRa2ykiGw26DSwh8Z5l4kRf7ACJXaVWscPjxdcehdYZ/71g1J/ZuE3B6C3GjVqLZfVw3j50TnNF+PDG+Txvp8eo9Zfj0j334U6bkjgbKdE7jlGitM9z3xguO7eTzPWmeeW68V3P867Ay4BGIx7V4n7TZ3ONqJAOi4vkD9ecVEdM5D1fWxeUG4gHVz7yzSN8PUE6DZ92eoM6KCVJ7v+yvYnz3ZwH+vWgHFvypnDMPDCIbxGG3Id3T7/EYDKUSLc5ol5WC5AQ76hpdOFRei84t02LdJMshr2ZkdNW/as+glaFjlCz6a4mlw0noODUSavfxcCeTcj+zS0Z0DuqzXVulo21mMooq61BUoQ2iVdY2wGG3aarm7HxiEgoqaqVKvaHw4bWjUFJdh/bZ+uq3pnj18mNRXOVVzvXRMZU9UhP4TrP6xn3LnDUY1Gm837HNVzqnERR4fIB8KdHaZbl/F+GUCa9tcEp/T8mJdiQ57Dja4ESC3S6lGVoRl0rx4k1viH5bHHYbcjOTcbC8FgeOHJXKv5PAcAnqwIvyeKhIQeyMwFUSapbeOx5jnvwJgHvRmBrkgjHekBSiHjWmXbVlP+X4PFw6sgt6BWBDEq/MvmIY+j60AIIA3P3Zeul4/pNnRq0NLkXwxX3MCE+0Ss+GsBhY0eOX7YcBAK/9sgvTzrBeBddAeXPpbsXzvw5X+bXBEO+H2o3g8Nsj+mEF4+kLKFVMf/vPMiybdkr4jTER36w7oHg+4flf/F7ban/mULNi5GrOGz9cIz2ee/1xOFZmxxII7/5jJFISHMjNir/5DoNocYbdbkOLtCQUVNSi/GgDglu2k0BQeqK5jxkVRKsUg2g6Ew/REFltqkyCR53OKYZcwu1XuVeP6IsVDAM7ZmPR1iLF9wBuf4JTnvtZ1yA/wWEPK4AGuCtlhRJAEz8rTz29fFQXPPa/zYr3vLx4J+6e2Mfvd/mazJdU14ccRDPiWn3om02e79Z/XQy2lFTXh+wrMeTR7yWfFDXvThmBk/q0Dfo7zYBWieY+Hql+VO/6+yOvdToOltdid3E1hnUNbjIa7zR6Vnp2u3qhF3pfNjpdUlDeVxA7ENpnpyA7NRHlR92FYC4KctMj3vDliSZySt9c9M7NjHq7zERyggN3nNIbL/y4PWZt0Ks2H+l7ZIPTJaUEiimbxDfqTcZAgmjSfdJzPYqbTpEIiL77Wz4ABC3KkGfQHIxDFf7eEKx2pHHVofJEC7If63zMFUd1a9mk2l6PEXnWrabsD6ZzxiEZrIhiKApPNHtouwSBUFRRi38v2gFAP50zhZVYI4amsECE+lWuRLtqdF7Qn2+b5VYYTftyI8qqvelj+8tqUFRZpzDtb66kJDrw9S3Ha47n3T8PeffPw8+e3Wc96hr1JwJr9pT5Pa+UoivzenEf9/vRkPGVitMiLVHalQ3Fw/DNpbt8BtAA4JmF24L+TrMgLvIkJZrneKS6cVuBN8XilcuObeKdbkRftNLq5n/tNTfEvtSkqoTRmV+s2S89zgmj8qNNlvZ97xcbkHf/PPzz0/XIu38eZv/8V+gNtChiFTlfnmipSVx+BMKIbrENxOvak0T4HJWyqtRNKdEentw/wmc2J6UeG5BMz5zhrwD8rCTFtpQq7z6ursoYCvWegduXXYUvkhLidwyorG1Q2ESI+POoE22Y1ONqsEG0L9fu1z0ebAAt3onfv+A4Rgy4VNUyiGYELoXCxXPMgCjaf2WG6ik6yhVRibZ8V0nEzx1vqCsARsJ36Zt1B7DgzwIAwK0n9wzYSF9OG5m/zy1z3JLs5X+V4P3le0JuVywY0jnHZzrrVW+vxL5S/cCSr42AR1XKNj0aXfLFgXFKtFpZJeTHzh2g+x6bzSbt4gbjDbK7uBqnvfAzHp+3pcn3bTpYgf1l1iwwIi7WI3ltipRU1eHln3YCcPsTnTmovd/PSJtUvL8GjTrwIk7ow1no3feF1zMx3EIPZwxU9r8YoHvyu62Y/NKv2FHo39MmXvDniaZXpZhoifXvSfJEs0euEqAa0bMwLcnR5DU6wVPkKDmOgy819Y1SheDRPdwFxXYGoJbWFvqInKpQ3MBVj4/BYkSacHNl+V/667LSmqa9VMVxNdERWlpuZW0D3luWj20FoRUSIEridySKYzJZEcVQlB4Sxhmxys1ES6u1A29KovvyjvdKRpHAqdrF8wZHQ/u+zQcrcPvcddh8qAIAQvaskqcnLfurBEWVtbj0jd/x7rJ83fd3b6KyYKx54ryB+OWe8bqvzfBRXVSe1rDh4dMCPpcgCJK6RR7sBgAhwl5a8utv0oB2Pt+XGaRC+EhNPcY/uwTbCwObDMmroFoJKd1IszgI/7vv/XyDdI1mBJhmJCoKKxhECxq1qlD830h1aDB0bSLlfuOBcpz6wi8+X4835EpfQBtEy0xm2l4gqKt0ApEPYjWFeCqbbLMp0rGOiqPusdJfKqcYUKxrdMVVwEXOF2u8Plqne+YTuw5X+/2c1/YAnv8j15cbPQr7lmF4TgLxVYxH9Cru206Z0u5vE7VRqkbu8ZoM0KdQEAQUVdbiye+2YsZ/N2mKkY3Ma4ktj54ecPuJGwbR4hBxki/u/pDIIvfoMcpDAlDuWOgpcOV56pGQbMcz6nTOcAtG7FOpgtqEUDEOAFqo5PMjn1ik+74zB7bHfaf3xQfXjgrpPNHAYbf59IX7aWuR7vHdxe7JY//2WchKScTVY/IAACfJqprpoS73bjNQiSb3Y2pKKi9ubshTfH1RVFmLIY/+EFQ7GpwCauqtF9hRV86NZNWxRbK/O73iLXrQLiF0tKpC9/FQF8y1DU4piPNABIzILxvV1e971BXX4hVxsZegKsYjkh7g9RTv9GiTgacvGKQ4VtPgVCicjUReKMuozArRmL6pVE5AqUDzZeVgdbZ77AXyWqVJPmi7iv0H0dQFeETBX7h9+dmqfVKgtVur4Ddpv7hptPR4V5D+o2alorZByh44pkM2Ft4xTnptt5++dKqUaIEUUhIEAbN/3oWRTyzCRyv26r7nnSkjWCwnBBhEi0MOeSrAiWbXJLJIChe5h4QBMSy5+uymk3poXpfv6h2N0oTLqmgW6qrjwaLelQ9ViTbxmHYarxk9urVOx00n9UDHnNCKAUSTJ87Tpjwm+UjxEKtZdmzh/rlGdnMHjqv9BDAaZUE0u0qJFvkgmvs69efHJAZfHvl2M3b68Tj5aYt+UNEf6/YdCelzzRltgNt9PNxufH95vuJ5Tlpgu+yZtEsIGafMTxSQpXOG0JmVtQ3o+9AC6e/jnCEdwm5fRgAp98c/+ZPkWxPP+EofEwnFviBeuWhEZyy4Y6z0/MLZyzHmyZ9QHkQV61ARgy92mw02GKMMFeey6k1BNfKCO2//truJd1qTBqcLH/zutuq4cnQe2nsKEtU3urBwU0GTn3WqlKHhjK1ylu4oBuD2dfXXf3oM69oSx/d0p6XuL4uPDYiVu0qlx7lZyejTLhOTB7vvT/7UeA1OteWB+3hT89bb5q7DUwu2Nvm9HI9Dg0G0OGS9BRdSzQl5OqeRSrRv1rk90Z67cLBupUT5rt3vPvLvSWBICwKVD0Go3Tp3pXI36JgOTVdW8kVKogO7Zp2JFmlNB2imHJ8X0vfHgstHdcUdE3opjrX2kSYgep+JhrZi6ou/FGb59ZigUqJF+ko94mlLtp8+ki/QP1rRtKedmGKoxmG34bf7T8YbVw5Hx5xUfHL9cYrXL3tjBa59bxUOlVtnsupUBbgjNeaqfeYCNU2mEi10JCWaZ5x1hJGau3G/sohHW0/Bh2jQ84HvkHf/PDwxbzOufmelpC6Yt+EQbpmzxm+Q3wpoPdG8ryXYbXHtaxUKfdtlSY+3HKpAaXU9lmwPbTMlGOSFsqQNigjfJRd4AkC+7vMiovoGAJ5eYN1iOb7YK/OGtdmATNlG+S0frWnys05ZMFT+f1MKpkAQ5xKPnzsw5O/I9YzNs75r2tvVKhyRzU9vPdk9180IcPPN6cNrUn1FfrPuAK58eyWueGsFvpX5Z5PIwrtYHDK2V+tYN8HSyHdgI5laJEe+0+2rrLRdNmu99v1VET1/vNHowxMt1G5dpEpPDFdG/c6UkbrHX7x4CPKfPBOtQkwXjRXj+7QF4N1lO1hei3s+W48VsiIZv+8qQb0npUPcyRbVl/6CaPJ0TruqTyN5rR6pqcc9n61XtM0XCbLrtaUf1VOBj3Lwy+4/GR1zUnFq/1z8dv/JGNW9FUZ1U5Yf/3FLIR75r//CC2ZBVEokRCjALVKvShfKDTAIk+HxeqqMg0BJpBFTAKVr0jNDDSWdU55W+c9Te4ffOA/+UsXlvLF0N5ZsO4yLX1uOz1btwy1z1mDehkN461frq2h8bTwBbtUDq8CFT0kUPKRccnsSgzwKxeqc/gI68f43I7d6GNtLOQ6JRQZ84VL5TYabKg+4r/E/8t2V0FuGoEIT2XLInaJaXFUfVb+/WFHlSV8+c2B7ae6f5dl82+ijgrtIgxREU3qi1TW68Omqfbj2vVU4eOQobp+7Dr9sPywpBfV4d8oIAFpfNhI4DKLFIXdMcE8oc7PMtbA2C4Js5y6SJtdyquu86ZlDOudE9suJBrWfRLieaHJ6tc0I+zs6tfAqER875xjpsSj3NxuDO+dgwR1jsebBU6Vjn63ej4tf/x2Hyo+itsGJS17/XXpNNBwOWIkmm6yr040iGe++4YPVksH8mj1lTb63SDZB9lX6XfTB2eujWqmeuuONq4Zrjq3ML9UcMyuNqh12ozYueuUGdp2Kvj7lfqpsxQPVdY1BFbYR+0y9yx6Mp2ddoxNOlyCpv9pkJuNGHbuDUHn5smPxyfXHYc51ozDnulG4eLh+VWE5RZV1uOfzDdLzgopa1EbR1yoWqJVo8gBIIGmxxD/+/JMigVeJFpnAix41ng2HQKofxzOifUXrjCT09MwbRR/YLj4200XkXs3y/8NZm/yy47D0uG0Y68lju+RIj+f+sS/0BpkEUaUu94UU0yn/8DM3U6u1xX6cv/EQ7v18A37cUogxT/7ktw2nH9MOJ/Vpi+9uH4svbhoT/A9BAAC8k8Uh4gRG3PUlkUXu0eNdmEe4JHide2GSlGD3ueAmkUPt1WOPkCkr4Db0DJfWGcl47NwBKKmqw+WjuqJddip2FlVJHmFmRJ6+Imf0rJ/Qo43SwFYMnrVId/9f2+DC0XqnT4VfoyyKpkwDFCIafFmxO/BglTxQoJcK+Okf+zDtq4145bJjFRWcPr9xNPJLatDgdOn6dmWlJGLpveMx9unF0rHS6np8v6kApx3ju1qoWfAGuN3PjaiIfN7QjuiTG9hurbiY2V92FA1OFxJ9+PlZnX2lNTjthV9Q73Thg2tGYkwP/wr4Rh8+WoH2ZW2DEyc/uwQHZUrNbq3TI9oHGckJGNXdq/oY2rkFWqQnYVT3lpjyzh8BfcecFXsxx2Pw/M6UEZLy1kqIiz218gVgUYFIcciHIjmSSEo0u3GbwuL9rkWAvpPxyke/u8eME3p6x1JxA9Vfirgvj8JwPNEOHfH+/fVoE/pm8P2T+kqG95/8sReXjeoS8neZATFQKPchO75nazz/w3YcbXBvAjnkA6aMBk3BluA3mgDg6QvdxUr6tdefZ5PAiM/ZXZyT6lFtlFTX0wDXAPSrGUX2HD9vd+8A+dvRHeOReLc2WTpfc0O9+xOOwa78Zjf778PQqUXTO4iBcsVxXXHHhN6w2204tX8ubjqph2XTH/5SlXS/ZXxPAO7rQfRNKW1CCeSU+xZqDFoj08a6RqXK5NW/H9vk+++Z2Ed6fEDHYPfeLzbA6RJw44dedduGh0/D8LyW+NuwTrh0pO+Jp17K9/UfrMbFry3XlDqPJTX1jbj147W47v1VmDpnDY7W+1fqaHfY3ccjuXFx54TeAV9L7bNTkJbkQKNL0HgfxhMb9pdLC4LV+U2rMEW0Cz338UBTfHYWVSkCaIDWGy3SpCY5cP+kvhjfp23AgVY5U975A1e/sxLzNhwyoHWxo1GTdqRM5yTBo/YKFZVJRqIsLOA5FulN4VqtMscXFw3vFNFzmwlx/pkmu34kLy0/QTSpOJZduREczn1SDNydG2bRFrm32/r95Vi7N7D7hdnYV1qDK95aIRVQSE/y9uNAT6XV+kYXevzffEx4/mf889P10hp95vwtuPi15Vjp2ZjV25wIhLxWabh/Ul+/9iIkMBhEi0NaZ3p3e1b5STEiwSP3kIhk2p+cXz157v7SQa4d2w0A0CHHnGl9zQWtKav4SmhV40RO7ms9BUKkGeqR+r99tTYtUaSdJ23VZrNJ3hxl1b6DaJI/iGxhZwtywe6Pj2WlxFMS7RoPEzW9cjPx8mVDAQD7yvTTNdVkBrEYvff0PppjK3aX4uu1BwL+DqN5b9kefLv+IH7YXIj/bTiED37P9/sZXzvsoQ65LpeA+RuVAY2s1MB/zzabDWmeyfFPW403/m6uLN/l9WIJdJ6h7kuHPbj7Z41O0PXWU3oG9NlIIN5v1T6E/liy7TBum7vWiCbFDF8BUYDpnKFyx4TeyH/yTPzv1hMAuP2Tnvt+G+as2KuYV0QSeTqnzQDLgz8PlEv+hWIqfFP83xn9pMfqjSqrIwbKJvTzzhvFgHSlH0N6MfMoVJWvHtsK3V5mGQH0mz+evXCw9Pji13/H5oMVWOpJF/3zQDmW/aXv7fXT1kLsLKrC4co6zF25V5r3lVTV4Zt1B7B2bxmW7fTtCxYNFm8two7CSvxvwyGFR5ncn1ydUbSzqApfrNmPYx/7AYu2FOL1X3YpMhsSpQ39wDlzYHssuWc8bjwxcvYG8Q7vZHFIWlIC+uRmYlthJXYdrsZx3Zs2pCTBId6UHDZb0DvpgSL6zNw7UbswlpOa6L7E46EamJE4NaasoU1Aahuc2FfqnjCmJjqYihsAH14zCruLq3FMB33ZeboqZbNFWhIKK+pQ4plM1TY4kZLoQG2DEzabWxkhXj9yyXykPdF2Hq6SHs+9fnRAn2mV7laMHiqvRaPTBQFAosOOEh9qsWCUhjeM64ExPVpjT0k1bp+7Tjpe19g81MiCIGCHZ1IuEki6kmaHPUxPtO83F+BmVaUzvTTZprj39D649/MNQfmBWY0Pf/cGkX/bWQyXS1AUu9FDHXgJNDVXEATUNbqkAiMiX908BoM65QTZ8tD527BO6NsuC71yM3C4sg7/WrQDn6/eH9Bng03Hae40SmlHWk80uQKDBE+HHK8H6ks/7QTgrpL4z9Oang+GgqKwgOzyFQQhIkr3y97wepsGolCUq5aqahuRnBEfqcGNThfKPOp6+fUTaDVo6T4ZoUJKjU4XfthcCAARSZdvJyvcU9/owhn/XgoA+P7OcTjrpV8BAAvuGIs+uZmorGtEksOO9fuO4B/vuoumndY/F99vLsTSHcWYdcFAXP/BaqyWbd4sufsk5LVOl+aDkcbpEuB0CUh02FDX6EJKogP1jS78ebAcU951p/lfNbqr4jNpAYyDFbWNuOY9bWE4r6JQeQ2eM6QDvlmnrMY5tldr3DOxD3qHoJQmTcM7WZzSNisZ2wor8X9fbbR8/nm0ESfDNpsxZuWAtxphdz8+BKI8PpC0KOIb9UI9FNXSjsJKnPrCL9LzQHZdiXtiPcAjdf/0htG46LXlitc/u1FpiiqqM2/6cDWe/tsg3D53HR48sx9mzt8i+UmI6AbRQlAX6lHX4A1Otc0MLJ1aVNHtLzuK8c8tQaLdjokD2uE/S/7SvPfDa0YF1R6H3YYhnXMwuFM2ft9Vgo9Xun05KgxSMATLw//dhC9VqrhAJrvqHfZwPdHUPnZvXulbAemLzp4U7XgOoslpdAn4+1srMOe645p8n9OlDLyIl6c/357b567D4m1FGjXG0C4tQmxxaNhsNgzs5B6rOrdMw8NnH4Oc1EQMz2uJHm3SFeO/1fGlEAWYzhkuepUQ9+tYAEQCQWFP4u1DlwA4woyhNThdkjUBEJhC0WG3IS3JgZp6J6rqGk1XeTxULnptubQBK79+RDV6oJ5odtX1GErw3ukS0POB76TngyOwUZGTpp9eeJpszDz9xaU+P/+9J6A3b+MhzNuoTY0/6dkluHRkF3y2ah9evfzYiPvBXvr679hfVoOBnbKxbGcJ5t02Fpe+8buiSvR7y/coPhPOXFMMXKoD2QM6ZGuCaK3Sk6K6mRRPNAsZxCuvvIK8vDykpKRg1KhRWLlypc/3vvHGGxg7dixatGiBFi1aYMKECU2+n+jTVNlbEh7ygIvdoHROUWXjr6x0mkelU80gWlhIhtdhVDZ64cftiudUBwbPyG4t8dG13uDRvy8div4qhVp+iTsVsqbeialz1sLpEvDIt5s1ATTARzpnxDzRvEG0QKukdpcVTNhXehS7iqs1AbSOOal45+oROEGWChAMNpsNs84fhH+e6q7SXF7TPAI96gkmEFjwX73DLvZoqBPULYcqFM8n9M8N+jvE9M/yo/F5jettLiz7q8Sv/47a304MwIife3XJTjz2v82Yu3Iv7vpkHc56aSny7p+H/64/6DedKRZkJCfgwbP64/QB7dArNxP5T56JjjIVkT92FFbihg9WYfPBCv9vbmZInmgOZUAUADJYWCBs1PeUr9YewBVvrYj4ebz+oTZVEC38G6V6DhSoQjFQH7BQcLoE3Pv5enywPD/i3x0qtQ1OrNl7RHreTtb3gSrRtBsUoW/wz/1D6fUZaOXqpujbzniV1Mcr96LRJeD6D1Yj7/55yLt/Hq5/fxU++WMv7v5sfcge4c8s3IqV+aU4WF6LhZsKUVnXiHHPLFYE0PToH4apvy9PtLRkB567cDA6tUjFBcd2QtdWabjn9L4hn4c0Tcy3gz755BPcddddmD17NkaNGoUXX3wREydOxLZt29C2rdYvaMmSJbj00ksxZswYpKSk4KmnnsJpp52GTZs2oWPHjjH4CczJNSd0w1u/7o51Mwxl3b4jaHS6MDwv9AqFi7cWoV/7LMVNyx9KTzTxWMhN0CAIgpT33yrDXxDNfYnX1De/BYaZcGnSjNzHgzFlVe8YXTSic2QaF2cc37M18p88MyLf5ZBtpUc64F1U6U5F/NclQwJOe0l02NE6IwnFVfp+bkO75OCrm4+PSPvEnd+5f+xDfaMLV47Jw5DOORH57mBRB12SE+yoa3QFVljAxw57oGPuz9sPo11WCvp4JvG/7wq8oqovxGqxzUXlF218KfBq6p1NqpCcqsCLpCp0CWhwuvD0gm0BtyEai7JQ+O3+k6XHTy3YqgiS3zF3Lf7vjH6obXBhX1kNHvr6T+wqrsbK3aVYO/20WDQ3ZKRiPDppR5HwUIp39O4oS3cUY19pjW4hme83FaBFehIqaxtwTIds5GYFNqeV7EnsNsVJI3GflAe+HXab33RvkYyUBBRV1qHKgMD50h2H8emq/fh01X6UH23AOUM66v4+o8nhSqWdg7xQWEaAnmgNTmVxrHDmOwv+LFA8j0RxrASHHd/ccjzOeeW3sL8rGL7fXCip2OoaXejWKg03nNgDy/8qQbc26U1WHd1aUIHXf96lUdA3RYfsFCybdorua0kJdtT7sNfISUvEEdmGZ6KqH0XSkxJw7tCOuGBY/BbgiCYxV6I9//zzuO666zBlyhT0798fs2fPRlpaGt5++23d93/00Ue4+eabMWTIEPTt2xdvvvkmXC4XFi1aFOWWm5vbZVV+jNjNiRW7Dlfh45V78Ud+Kc595Tf8bfbykA1Xv9t4CFPe/QMX/GdZUJ8TTcvtsklBJJVoFUcbpV1ef0o0cWevwSn4HJyJf3wt1IPpVYfqZhcJCTzRMsiTThUI8j6JVFVHQRCwdMdh7Ch0e6K1CTCVU+T6cd11j7948RC8fdWIsNomJ1vm8/Xl2gM4N8qTVzlVsiD/038bhLs8KrkaP4VTAEAUGEoq0SCqju0sqsRVb6/ExBd/wYEjR3H3Z+uDbLk+YhCtvtHlt/iLFblU5nPUQpamo/YsU+NNAXR3otinTsH/Z+W8cPFgfHJDYD6EseSuU3vj4cn9pedfrzuIkTMXYdwzi3H5myuwq9hdhbispgFFskqMf+SXoiAAv8BY0qjqS/ntj+mc4TPCR/GKsU8vxt4SZWGaVfmluP6D1bhw9nL8491VGDUz8PWSMp1Tfjz4Nquplo37y2TBZX9kGqhEk28APPv9dox9ejEO+lAUrdxdKlVI3XywAjuLKnXfFy5LtvkuUCMG0eoaXVKgTI9GlRLNu8EffEfml3irox/fs5V0vwuXwZ1z8I/ju0Xku0Lh2/UH8e+fduKYGQtx7furcMpzPyter2t04n8bDuLLNfvx3/UHcfqLS4MKoAHA+cf6Dm5NlKWYDu/qtSJ47sLB+NclQxXvdUhVj5XfkZZElW80iWkQrb6+HqtXr8aECROkY3a7HRMmTMDy5cub+KSXmpoaNDQ0oGVL/RtKXV0dKioqFP8IkJWSKC3u1GbOZkEQBIWCQRAEnPzcz5j25UZcONv793MkxHQlMa/+wJGjEAQh4MW1S2fSEclszuJq965URnICkhOaHjDlJcOZPhg6ail8KFVX5e/s0jINZw8Oryw40efNqwL3sJLvfEeiWhUAfLHmAK54a6WUch3ojr/IlOO76cr8zx3aES38BM2DISdCE99IIO6iJznsuGh4Z2lSHsiYpVWJ2hTHmyK/2LvYPP7JnxQm8Led3DNo3zmRjOQEaawIJvgTCOEGeaPB1gLvnOI/fx8mPQ44iKYyvxYEAUUV+sU11JzSty3OG9opYgs7I0l02DE5wPvAWS/9CkEQsHZvGS6cvRyjn2zeG8e+0scAVueMBA9PPgaXjeqC43tqC4ONe2YxAO8Y+LfZ2vXUvtLAKkCLm8LqdM5IDEMlHsV199bpQd0nA01hDJZGp0uj+gKAa99bpQlQrd5TioteW45xTy9GdV0jzvj3Ukx4/hdD/Ifla5hurdMVr8kD0tV1jT7ve94gmmeDQtzgD2Fvvaza257T+kfWW2zy4PYR+Z4Te7fBHRN6obWfbB1/1De6pPXfCz/swNQ5a3HXp+tx28ehVVPu0EQ6/+PnDsD147rju9vHKqq5n39sR83PoVewBeAGRbSJaRCtuLgYTqcTublKz5Hc3FwUFBT4+JSS++67Dx06dFAE4uTMmjUL2dnZ0r/OnZlCJSKmO2wrMF8QzeUScMrzP6P7/82X1AO+fL/GPr04JBWW/Abdbdp8TPrX0oBy5uUePZFOEdtTUi3tjgQygUhw2JHqMedujp4xZkHt1eOtbBTY56vqGvHteq/Z5z9P6x1w6gIJjraZ2sl428xkrHnoVDzzt0GK40myqlLh7MzKUXupBFpUQCTRYcf828fiu9vHSsd+vW98WG3SQ8/I9/tNgd13I02FZ/df9BLr2MI90ZTvePtCrRIVr6pArs0EH87Yw7u2wF2n9QnLd66T+DMU+/8ZAqWitgEnPLU4Yoo5I1i/74j0+PZTeuG47q2kyrr+gmiNqoCo/P65q7jK5+dE7pnYB29dHTm1ZjRoEWDl16LKOgx7/Ed8ucatfGjusVRtX3pfY3XO8GmRnoSZ5w3ER9ceh/wnz8QjZx+jeP2hr//E2KcX485P1ul+/rI3f9c9rkY+94mkJ9rqPaW4/E23h1uwRZbEIOz/NmgN5ENlybYiHDNjIR6ft0Xz2uZDFej1wHeYOd/72q87SgC4FWBPL9gqHe83fQHe+GVXxNolCAKe+8Hrp/uOanyTV8Yc8ugPGPv0Yt10+sYIpXM2Ol3S2uOsQe0jXphucKccTDk+D2cOVAbTLh3ZBXOu9b2pdfmoLugt82Z7++oRuGNCb3x6w2hcGEZqY+8Hv8NV7/yBy95Ygdk/aws8BYs4x9EjOzUR/3dGP/RrnwV5wVObzSat40TU/SgizjtIdIh5Omc4PPnkk5g7dy6++uorpKTo72JMmzYN5eXl0r99+/ZFuZXNF/Fiu//LjRr5d3Mmv7janepw2L04+Xz1fkydswYDZiz0+Zn3PQvbT1ftw3Pfb/O7m//Ob7uxZNthxbGtBZX4WlX1RA9x8WZTeKJFZsZ7xVvBF9EQd+0q6+LTnycS+Ko0Fki/NjpdOOW5JYa1jWjp3NI7kbhnYh+sfGACWqYn4cLhnTHzvIHSa0kJ8iCau08X/lmIR77dFLTJ7Jq9Zbj/iw04qEqzClV10a99FvKfPBP5T54ZEc8RNXrtuv6D1RE/TyBIQbQUd2Cva0v3bvtBjwq4KXwaJsO92fL4/zYrAthyquv0N15O7N1G93gwiDvO172/KmLFGxb8WYADR44qFHPNjXs+9wb4bj25JwCv7UCJnyCaWlUoBkadLuCvw00HIzu3TMUt43uG1ugYYrfb0N2jLpnQLxfd26T7TMkpra7HB797C3Dc9em6Zut32pQSjWqJyHPl6K6K5x/8vgcHjhzFVz7SzcRKj/7wFspSpuSGO6dd/leJ9DjYbzrqqXwtv3+Hy9u/5SuKAenx+i+7JEN6eaEodVGcJ+ZvwbQvN2JfaQ3u/Xy9Zrxev+8I7v9iA4qrmlbX/r6rBOfL7GQ+uGYk8lRKNDUHjhzFLR+t0RwXq1iLQTd7iGsTeTXVFy8eogjiRQK73YYZk4/BK5cfi0+uPw6ZyQl4+oJBmHX+QIzx+OHmP3kmHjyzn+JzT5w3EJ/dOAbts1Nw7pAO0j2ke5sMPHPhYDxwhvf9d53aG5kpCVJasD9+2X4Yy3eV+H8jgPF92mDTIxPRpWUaMpITkJ7kwBXHdcWkAe2Q1yoNJ/fVer3rcenILmiTmYwrjnNf16mqe0KCatNQpCmlG4k8Mb2TtW7dGg6HA4WFhYrjhYWFaNeuaYnos88+iyeffBI//vgjBg0a5PN9ycnJSE6OjxLIwbJbtkN+7qu/Yc1Dpzb5/qP1TqzML8Vx3Vv6TSMMB0EQ8NvOElTVuQ1QdxVXY0ReCyzbWYJGlws3fqi9QfjbkXp83hb84/huuPfzDQCAeqcLPdtkICXRgfRkB8b3aSstousbXXjk282633P3Z+vxNz+7GpIywha5FDER+Q5TcoATiBZpiThcWYc9JTU4pkPgflHEizjRUPtJ+Fvgb9h/BBsPlKNQlYo0oCP7wUguH9UVT363Fcd1b6lZWMvVR3IlmjipFCfH/dtn4cLhgSuXz39V3zsx0KIC0caXV1tRZa2ums9IRJWsqEgQ21bb4EJlXaMUXNPDl0q0/GgDnlqwFW96CuhMHtwBq/JL0aVlGnLSkrBidwk2HyrX/c5bT+mlezwYxCBldb0TTy7YilnnD/TzCX1cLgHLd5XgmA5ZCuuF4qo6bD1UieO6t0RChBcyoSAI7nbK5xViu1p5gmhlQSvR3Mcrahs0VWoBYEDHLPx5wG3RMeOsYzSvm4Wf7j4J9Y0uJCXY4XIJcAoCEuw2NDgFFFbUYuzTi3U/9+WaA+iUk4q7TusT5RY3jSAImo0nG9M5DcWo+4w4xZEXygLCn9MelXlFJgU5fk0a0A6/bD+MuobI+fweVQWjNz0yEcc0sTHvj49X7sXHK91VLD9dtR+dWqTCbrNhZLeWknn+kZoGzL5imO7nS6rqcMnrSrWgPMWvKX7dWYylOw7jhJ6tpb+LBlWhD1uQaxOnS8C36w9KqfoJdpvh951R3Vth/YzTdLM2rh3bHbUNTjz7/Xac0NOtGM9OTcRv953sN8vj1pN7Yur4nvjv+oO4w4dSMxi2PHq6tB6z2dy/28V3nyQFuOx2myclFAFnoLTKSMaKaadI709LVI6ZYlquXdYFyQn2iAc1SdPE9E6WlJSEYcOGYdGiRTj33HMBQCoSMHXqVJ+fe/rpp/HEE09g4cKFGD48cP8bouSo7AZUWl2vCAjo3ZAfm7cZc1bsxY0n9sB9p/eR3uN0CdJECfAGFmw298Ah/1+OeEz9+c9W75eCXSLpSQ6f6ZqB8s6yfOnxaz8r5dazzh+IS0d2gSAIYXuHuXzI3/V+B8GSkZwgBdKeuXBwQJ/pmJOK7YVV+HLNfpwxMDJ+A3rI+72pY06X218gwWGPyO8kGoi7eHb1BKSJOdyBI0dx9stas/Yvbx7TZMUfEj7XntAN/dpnYWiXHM1r8gm7fCdbLYv3V55cjq9gasdmvCuYmZKIebedgAS7HRNf/EU6ftoLv2BdlCsBilUsszw+VqlJDmQmJ6CyrhGHK+uaDqL5UIn+e9EOxft+3FyIa99fBZsNuOb4blJwTU2kUmflgYI/D+gH63whjosulyBN9Lu1TlcEqCa/9CsOldfiwTP74aoxeW77ALv+vTYa/Lz9MK5+5w/d11r4UKKp26ruS/F/eQDtH8d3w40ndseWgkoc2yUHAx/+HoA3AGdWxLHIbrfB7ll+JSXYdNOu5fz7p52467Q+zepe6pT1hW46ZzLNr42ge5t0KUNDjzevHI5r318V1HfK+1JxjwzzcpOrgINVlKUkut9f1xg5/zG15Ut6cgLm3XYCzvz3rxH5fjEg9qms4MmqPWVocLqQYLdprt2JLy4N63xXvLUSH14zSrIkUCvR5Gsul0vwG9yZs3IvHvr6T+l5tMbbptp144k9MKBjNo6VmfD7en+7bO/GoJgldM6QDmiRnoRurdKxcFMBUhLt6NIqHQl2G7JTE3HWS777PislQVLlqVVigPL3Kz9nMMh/FvU51PMdIPi0aBI+Mf+N33XXXbjqqqswfPhwjBw5Ei+++CKqq6sxZcoUAMCVV16Jjh07YtasWQCAp556CtOnT8ecOXOQl5cneadlZGQgI4ML02BQX8/HP/kT2uekorK2Ad/eeoJGbTZnhXtXZfbPf+GjFXvwwBn90CEnFdd/sApXjcnDtEn9UFRZixOecnuQndCzNTYfqsDZgzvgh82FGNWtJZ6/eAgA9w3rrJeWYnthFZIT7Jg+uT8uH+WWrb77W76mreEG0ADgsf/pq8sA4K1fd6OwohbvLcvHtWOV1fH+dckQ3D53XcDnkRYCDpti4ugSAB8WPAEjH5jV1R590bVVOoDDaHAad9NzuQSc959lSHbYMff646TBf8q7f6Cwog7/nXo8Eh12fLPugPS7/OKmMfjnp+swqFMO/n3pUMPaFgnkPneAzPC6ic/8Syb3F0lPcuDYLi103k0iSYLD7jMlT6FEayKI9uKPO3DHhN5+z/XUgq34bJW+TcA7U5q3P5OeMjXUQizhICrR5MGyNpnJUhCtqaCzPN0IgPbG5kFcPAoCfAbQAEQsdVb+d9ZU1TQ1M+dvwZdrDuC+0/vgHtlm0m6Vt9ohT9rw4/O24OkF29A+JwW3nNQTj8/bjFcvHxayn1uo3KPa+Mpr5f096inRVuwqwbXvr8JDZ/bHRSPcik9fBVzkTDujLxIddrRVGZGboeBCKASi2nr02834Ys1+TB3fE9f5qO4bTeRpceI8koUFjOe1vw/DzPlbsFhlRSJySr+2WHjHOGnTpLbBiZTEpgOaTpkKP5KeaPI05GDVM+LflL/0y2AokhUUGNI5B4D+/TFcLnrNW+ShuKoOvR74DhP65WoKIqlTPR8/d4DP77xkRGfM/UM7B1m9p0y6DzRoPNG873MJghS498XXQVahjAYJDjtO6hNYeuQZA9tj9Z4yDM/zzr9tNps0T9QbNz+6dpTk2yfStVUaTumbi0tHdsbzP2yPiPVDIKgDzdmezRUqfGNLzH/jF198MQ4fPozp06ejoKAAQ4YMwYIFC6RiA3v37oVdplf8z3/+g/r6evztb39TfM+MGTPw8MMPR7PppuexcwZg8sveSPvB8lrJz2f9vnKM9FFCG3Aveu7/ciOO7ZKD2gYXXvt5F4Z2zsH2wippR+fXncUAgHc9CrAv1x7AMxcOhsNuw8YDR7C90G0UXNfowgNf/YmUBAcuGNYpJI8Ph92GjQ+fhrSkBCzZVoRbPlqDmecPDDj4tbOoCi/+6FYuPLNwm3S8e5t0nD4guOoz8oWATTXpcPi5UflDrpI7sU9gg/eYHq3w7rJ8XbPRSFFcXScZSv++uwTfbSzAyf3aSr5yvR74Dj3apCt8bS7weD3kl9Tgjgm90CYzGU9+txVnD+6AUd21Fadiide83P28KU+0r9ce8CkRf+0KKmdjTYLsfqJXWEDNj5sL8evOYsmn6J6JfRTXtV6aGQC8dOlQ9M7NjECLo8+zC7chr3W639T1SLB2bxlm/HcTAOVOauvMZOwqrlYsbvTwps/rG+0GSnqSAzPOjlxKYHGVN2C0NYDiPfvLavCvH3fgM49/jjoo1RT1Thf2lNTg3i/cn/n7Wyuw+O6TsLe0Bj9sLkCLtCS0zUqR/FVE8our8Z8lf+GGE7ujexDqWEEQcMF/lmFrQSUW3jEOry75S1PVTtwUA4CW6e703OKqOjwxbzMGd87BCz9sR2VtI+79YgO6tUnH12sPoKzG/TvTUy8B7t1/9YJ78uAOWLevLOD7odmw2Wy4fFQXfOTZxNTj7d/cQeEn5m/BE/O34LaTe8Y0xVMe3JAUdgolWsyXHpakV24mZl8xDH0eXKD7us1mQ6+2GbDb3Ju6FbUN/oNoTnFT2K4JvISDfGM8K8hKumLqXKSCaMVVddKmRKLDhndlm1/Xj+uOd5flY1S3lli6ozgi51Pz45ZC/Li5ED9vP4xrx3bDq4uVc4qrRnfF31Vjt5zpk/tj2V8l6N8+C05BwA+b3RZJL/y4HWv3leGtq0ZoqnMq1yb+27g3wGquzRWH3YaHg7y/H9+zNX6fdgrO+PdSTB7UHo+cowxkyitPR4NBnbKxYb9b1S76ucmvycwmFPvEGJrFnWzq1Kk+0zeXLFmieJ6fn298g+KEgZ2ysWvmGej+f/M1rxVWeM2xf99Vgt99mCqu2XtEenzjh2swzk9U/redxdhdXI2/Dmsrbf3zs/U4crQB+UEUObhnYh9cO7YbEux2aeJ9Up+22PjwRNjtNny19oCmQEAw/HjniUFXUZSnpERy0nGo/KiUDrN82skB7zpkeyYoFQYE0Y7WO7F6TxnaZXv9lS57w71zIzdABpo2hj75uZ/Rt10mthZU4qMVe5H/5JkRb2s4OFUTEEmJptOnvgJo704ZEXV1CNGSlKCvRNOLvSz485DGg7FNZjIuHN4ZTpfQZJpehomk9Y+fOwAPylI1Xl68EwCiEkSTV4+TL6bEqqbq4IwaX9dmMNxwYnfcN7FvRCvmnn9sR/y0tUh6XlHbgPX7jmBEXkvdhev5ry7zGzAMhvHPLtEcO29oR8V946aP1mDLoQr89lcxrjiuK3LSEpGVkogR3Vpib2kNVu4uxejurdDgdKFTizQpJebHLUXSvd+XX5c8UNIy3d2vi7YWYZGnkF17WXrNhbOXKz4rpXOqLko9C4OXLh0aUDqSmXnivIEorqrDwk2F/t8Md4rnNWO7S/f+aCOm2SU6bFJfytO/GEQzDn9+xXa7DZkpiSg/2oDS6nq//pdyJVqwgZemqJFtCJ9/bMegPiv+jOv3HcGfB8pD9phtcLqwYlcpthZUSMe2PTZJMZb83xn9cM/EPkh02PHvRTvw/A/aDAPAHWx7/ZddGNwpG+v3B5e+D3iV0up5MwBN8EZNWlICltx9Emw2d6E1MYgGAEu2Hca17/2BYZ6UxwSdDYqymnrM23AIgzplY3ieWzxRWduAdfuOoGNOKlbtKdPch9XVYK1Ku+wUrHpgQrO4v9TIAs82nU1Df6n/JPLwThbn2O02tM5I1kiHxVL0pdX1GnPLpvhle9MBqyvfbrq6ZFMpl3r0aJOhO2kQB7znLhyMP/LLcPNHq4O+6Y/q1lL6HlHWK6alNIUURNN4ogV3fjWjZ/0kPW6XFbjxt7gwNUKJ9s/P1mH+xoKISJoDUWvEyvfFqUoZU5uyiu2qbfCddsyqOc0DhRKtiXROALpFTB75djOWbDuMI0cbJPWlHt39VNFqTjh9DI6BpPuEi3zTRF6VUCwuIN/Q0aPeqazUFooS7a5Te0d8knzmwPbImJIg+YTd9ck6/LilCJeN6qKoECsSyQCaL75asx+XyRRiWw65F4/7y45i1ndbpeNdW6Vhj2ozq2V6EtY8dCoanC5cF4CvkvzXKSrR5Bwq992vemb0gO9iOs1hgWM0blsGL5kpCbjppB54esE23fc/s3ArHj83tGIW4SAIAmo9frspsrmZfAGY7qP6KDGOVNk4np3qDqL9sKkQfdtlNfk5bYEI91w23PRp8e/h8lFdMD7AlDwR0RMNAM566VesfehUyXcxGP69aAde+mmn9HxCv7a6Y4mofr35pB4Y0DELT323Dds8RV4ePLMfhnZpgUGdsjG6eysMy2uB7QWVePHHHVI2TjgEeq2I7T7/2E5IcNhw5yfrpdcWbzvsVaI5tMGXSf9aKq35Ft99Erq0TMMtc9Y2uZ7zVUHYijSX+4ve+kLetJy04K8BEh4MohF8edMYjHtGuZv80Yo9uGpMHh765k8fn4o+5wzpgG/WHZSeX3NCN5zWP7fJz7TKSMbpA9ohr1U6dhX7VkLp0aWl19NFNAhvKkgiIu3cOSLrISEnmECSpESrbYh4EGr+Rrcn4c9+gqeRYF9pDc595TdcOToPt08Iv3peMKhTxsTfoEsQ8Pavu/GvRTsw57pRWNdEUCU3iMAnMQ7f1TkDvy4C+XuPlLdWLCmrqUf77OgFfwfIPGi6eYKQfxW5Vcu3frwW+cXV+PSG0QqTXdE+INHh20fLFymJdsy9frQh1aZtNhtO6tNW2qT6cYtblTZnxV5NEM1XEFPOixcPwU9bi+AUBMzzU43aFw99swkPfbPJ7/vUATTAvaF2y0drMG9jYOcWfe6A4I3kHT5Sc40O6DZnpp7cExVHG9ClVRp2H67Gvaf3RZvMZHRukYZbP16ref+Hv+/FKX1zMb5vcAGKcKhtcGLyS79KaXbJsmDHUVkQrTlUk7Uyoo/vPRP7YMuhCvxvwyF8fcvx0uvts1Owt7QmoOI5jbJNYcB9TToFIdy6AlIQbYKfObweasXNvrKakIJo6gJjTVnYAO6/25P75mJMj9Z45NvNOO2YXEUAULzWhue1xHv/GInH/rcZrTOSsKOoCoUVtfh9V2nQbZx329ig3u+w23DukI6KIBoAKRVVr7BAqcyrUk/BrEdyHI/FsSInLRH7y9TXrEyJFiPlcTzDIBpBl1ZpOG9oR3wlM47cXliFBX8WhDxZjwTPXTgY07/5E9X1TvRsm4Gn/zYI4/u0xQNfbcSrfx8WlPrp2YsG4/xX3R5c3duko1V6Ev7IL2vyM5eM7Cw9FhdttQF4MIhVcBx2e8RKgn+zLnRTTzGI1uAUcOXbK/HBNaNC+p4N+49g6py1uPf0PiiracDrv+h7QfnjmhO64a0mjL0BIO/+eUhKsGNI5xx8fN1xcNhteO77bSiprscLP24POYj27fqD0oLjhhO7Y9qkfgF9zqVJGXN3rCAAj3rUk3pVnN77x0jMmr8FWamJyDJRep+VyUz2TjT8pXOGQrusFBzXvaWmOlNzZnyftng+dTvSkhwKhdDXaw/ippN6RK0dAzt5g2iin9yirUXIu3+edLzf9AW4/ZReuPNUd9EH0TBZXBzo9aOe2jpaKeN66in5zxMoAztl49yhHVHb4MSmA+VwCgIW3jEOaUkJeP2XvzDru61hq539EWgADXBveon0ahucN6C3OqfyuC8lWjyQlZKIJy8YpDk+eXAHnNKvLfpPX6h5bcq7f2D745OCrn4YKou3FmFHkdeqQx6cNtKTlSg5Z0hHnDPEmyL58mXK168Y3RUrdpcGpP53urSG9E6Evinc4HThoteWY6PHCiE9Kfh5USuVsrWkqt7HO5umXlXwRU8xq0dKogOzzm9a5annwfXwfzdJHtEA0CItEWVNFPI5e3AH5IWgaLfZbMhMSVBsZIgkyBSFwXJslxwpjT+ex+JY8eT5g3DJ67/j1pN7SscSZPPMFkznjDpc1REAQNss7c3jxg9XB/TZE3q2VsiWRdPScLh0ZBdcMKwTzhvaUZKP2+02nDu0I84e3CFoee2xXVpg18wzpOc2m1vCXFxVj0GdshXeNQDw7IWDMayrd1dKTEtwugQ0OF1NVhOSV3KMlBJN7hv0nI4vTFPIZdehGqMWVtTi7Jd/AwBMnaPd9W6K1EQHjjY48cR5A3De0I5IS0rAuN5tMOWdlU3+ndQ3urBydym+XLMfFw7vHBET2X9+6t2de+3nXZjQLxcj8prefQS8u7FSYQHP/01VLJoxuT9O7N0GY3u2hs0WnEKGGId8rJNPQEI1pAe8KS7PXjgY5w/t2Gzk/4HSpVUaVj04AeVHGzD88R+l42//ttvQIJo8JSg7NRGtM7x901RRhn8t2oF/LdqBEXktUFjhDo4l6xiYA+70lG6t03HNu39gkWqcjwY3j++BB74KTtH9z1N74/oTuyPRbsekfy1FTUMjOnuUjSmJDiz650kAvMGm68f1wN+P64rURAeufHulYQbYgZCUYMdv950speOKx24Y1x2v/bKriU968RYWUHZmahylEAVDWlKCNL8prqrDyJmLpNeW7yqJWgW5I6pAmVyJVloTWqCDRB6x2nEgZvHadE4bACHkOf4f+aVYK/NS7tk28IImImolWlmAf1uHK+vw5q+7cOmILrrBqUDsWsLh4bOPwQNn9oNLEJDksMMluO9l/1myEx9fdxx+2FyI15fuwrxbx6J7m/SwlLd/PDABJz2zBAUqOwRRBRrsfOfSkV0w87wBuOyNFdhRVInje9LfN9oM6JiNDTNOU8wv5Rsk2UznjDoMohEAQLIfef2mRyZCADBghnu388YTe2D2z38hNysZH1wzEuv3l+PcV9xBlh1PnIEeqmIFAztmY29pje5u5JDOOfjq5jFwCe4FUFlNA1p6bmZ2nV2TUBeo6s/Nu20sGl0uJNrtmuIKAzoqfSIUaQkNziaDaI0+CgsIIcaAahuciglLsCasNpsN5w7pgK89qbBH651BLUYanS6MfUrfPDoQ/n3pUJzQs7XinCf2boM1D52K5AQHft9dgike3yA97vl8AyYOaKeZDISCeufxuvdXYd300/x+TgqMqhZ3vhbl66efJpWgNltAxerIJ8pVMnPjQLrpzEHtddW5t5zUE7eM72nqRX6iw44WaUlISrBLKZKHK+tQVFnr13w6VETvJAD4+Z6TFOq9lgEsaORqYilNRbU4ECt+vnHlcN0iOkZzUpB+P4B7YiyqeObddgKcgqCYLOupHNM8io4PrhmFw5V1EAS32X6i3Y6MlARsOlgubYQEylWju+K95Vqja1/8et94tM5I1l38pQWhOJHMr1U/Z6DFdOIR8XfVVmUb0BChCoaBUKDyuZMr0Y7r3grzNhxiHzYDRE/d0up61DU6m0xnl1ebB7z3SVeIUTSX6s8xkHFejc1mw8i8lliZ706PlFetV1Ne04DDVXXo2TYD/3j3D2w8UI7Xft6Fj687TvPeUNoSLPK1g8Pm9uO86cQeSE1yYFjXFrj39L4RUbGnJDqw9L7xGPHEjzgiU7sl6nii+SMzJQEzzxsAm82GD68dhQanK65T62OJ+p4onxcwnTP68G5GAAC52b4XSbP/fqxUTWn+bWNxuKoOY3q0Qo826RjYKRs2mw1DOufgnatHoF12iu4NoGfbDLxx5XCs2F2C43u2xg+bCzG6eyus23cEJ/VpA5vNBtGqKBo3MsC9EHHY3TeCJXefhM2HKtCtdToKyms1ZqvJCXZJbVLb4ERWE6WEldU5w1eiPfKt0sMmFEXTI2cPkIJoJdV16JQUuF/T8z9s1wSfAmHx3Sdh66EKnOrD80I0wTypdxv85/JjUdfo8lnZ8qq3Vyp2L0NBzwj3SE0D9pfV+PWvcqp8QZrqg78N6yQF0EjzQ+7HI9/B9jepnDapLy4/rit+3FyoUUW2ykgydQBNxGG34dMbRiO/uFq6Fie9uBSrHzrVkPMdlXlMhlueXSosoLr/iEpcu92GH+4chxd+3I6HJ0evslgo6ga5iivBYQ96oib/vMigTjno0jJNUp9M6JeLH7e4q7hdOKwTauqdmnTNe0/vi/4dstA+OxW/7SzG9sJKFFXWYdPBCsX7Xrx4CNpmJjc5jrZI1/bviLwWurYKDtWCXUSeik1888zfBuGezzcAUF5jRvOVSpmdJPOfvHREZ+SkJgak/CbGkpOWKG2WFFXUoXNL39dto8YP1mtlEQpi5dZweePK4RjxxI+od7pQVef7O095/mcUV9Xhi5tGSymkAHDpG9qCaZkxstwQ5w7ydVAkSHTYMbxrS2mcB0KrYt0nN1Oa88rXTST2yINoevdYYiwMohEA7oX/il2lOKFXa9zrmXwBwD+O74aJx7STnvfv4A0uXTi8s+I75Aa2L182FPM3HsI5Qzri89X7cd/pfdEuO0Xyabh0ZBcACCnf3wjyWqdLbenXXlutyGazITnBjtoGF+oamg4oyYNoSk+00GYdH6/cJz2+9/Q+IX1Hdloi2mWloKCiFmXVDejUwvd7X/5pB75aewBzrx+NNpnJeHWJf++zE3q2RkqiQ3Gz7tY6XTIHbwqbzYZJA9sDcKeiPD5vi+Y96gDazqJK9AzSZ6dC5g/x4Jn9pPNsL6wMPIgmKiObeG+uTmo0aZ4c8eFHcnLftkhJtOPWk3vhue+348YTu0ul3z++/jjJX1EkEGN4szCkcw6GdM6Rgmgl1fX45I+9uHhEl4ifq6befU0mJ9h1N1/Skxyorg9s0eVLiSavENgrNxOvXj4s1OaGRDA79jPPG4gVu0tw1qAO/t8cAv+dejzu/2IjLhjW6f/bu/O4KOu1f+CfYYYZ1gFklU1BFFdwJ1xTUVS01BYf9eRSVp70uGVl5dbTKTx17HdazOzpHC17yrKTeTS1SAUfN1TU3NLUUCxBXAFB1vn+/oC5uW9mYFgGhuXzfr18ydxzM/OF4Ttz39d9fa8LQzv6YPG/T6Kzvx4z+ofgi+Q0kyCas04jve6DypYE/nH3PpZvOYPHewdi8/E/8FCkv/T+XZXHegUhOfU2hnX0gd7BHl8dvYq3HonA54eu4JN9qYos9cqWc9a0QUFL9WivQCmItnLHOYyNrJ+/J7n8ohKT5YElsmMejdquQcZBlqlUKvjpS5sLZGTnVxlEM5h0dSzbXovj2bzCYjz1qeXOvtXh5mSPyVHBWH/gMv628xw2HknD3KHt8UivQMV+xlqYM6t43qiQVujUWl+t49Wm5s0JXfHTG7IgmqwBjzExAChdLSQPMsr5VZFkQbYlb47l5sjlnA2NQTQCUJp2/96kHgCAK7dysSbxEr59rj+6B7nX6vHGRPhLJwLyIFxT5qzVIL+oULEEzBx5+rv8g6q259nyAqF/Hlz7+kQezlpkZOdbrE3y9x9/BQD0eeMnxFVxchTbxRf7L97CgDAvfPRE6YnpV0fS8PK3p6S/pZqaOTAU6w9cNtOBRmnh1z9jUHtvzItpX+XSWjljR0WNnQozB4bi4KVb2HUuExlZBRa+0zSIVtVVvMcrBJep8ZIH0eQn7BN6BkjvX59M6634np7BHujVxgOpN3PRPcgdyb/dapYnh3OHtcd7uy4AAF769ymM7xFo9QLlxm7HlWXxvftfPfDMhqN47aEu+CUjB18kp1X6WMaxyYNxOo1do1hO/eb4bnhl8ykAQESgG94c3w1j3jdtRDI5KhiTo6wfrDRyd9JK79UA8LasvmbFRMwlceabrgS4O0pzYkQNPtsdtWqsntxTum3syveXYe3RsbUeT39WfpJbWd0ednWsHnmmdHU6MFrDztMZJtuMTZao8WnlrEXa7Tzcya36eLC8PEmFpkq1eM6Tv5sP0tSWh6wG1JVbeXh+0884euU2ott54aFIf+w8XX5RoKoC/rMGt2vQLrYNycfVAZP6BuPLw6WfnRXrwBoD3e28nZFXWIzcghIUlRgQ6OGIwhKB327cwwuxtbt4T/VP3uCBjQUaHoNoZOKF2I6YPSSsRjVMWgI3R3vcyi202GXKNOBS1hK8FlfucguKpQDaF09H1ak4vXG9/N0aFPitrBvb/sVD4e/mgPwig+JNfGKfYIyN9K/T386PCwaZ7TQmd/L3LJz8PQtdA9wQUdbRz9/dEUDpss0z17IR5uOiyAKZW9aV03hQaLy6lpFl+STDeKBhPICseHJ3/q8jUWIQUEHVLJb1NXeRQe74+epdjOpWHgSwk52fO1rIHvrqmQdK61SpS7NTm+NrvnB4BymIBpRmtCwb29mqz3G/sDSr16mS33dMZ1+cfi0WTloNXpJlSJtjvCIrD5o1ltdlclQwRnTxhbNWA21Z1t3JFSNQXCLw+aEreCfhV7T1rP4S+/rQM7g8Pfnsf8c26Od/xQwzrZkg2shmcjGuoUQGuuFnKwctqmJumV5RLcpAUMMwLnO3tNy3Yk00VR0y0SquKIgO9azxY8hN6BmA//fTr4ptXx6+ii8PX4WTvRqzPj9Wrcdp7d68M61cZO+v8gsRxk6rAOCo1WDn/EFlF/wF7NV2EELgflFJnUstUP2RH++4s7FAg2OUhMxiAM2UviwIVfMgmrEleM2fc7KsbkNda8UZT1TyqlgeVVWB1r4hrTC8ky8ig9wRUBawMneSWte/HSetBptmRePC9XtS9kZl0rPuS11kf/3rKGg1dthy4hrmf3UCYyJa44OyzIcsM1chjcV107MsNywwFsNVdqgqZadClYV5qfFZP70PEn/NxMgu5ZmW8hN2S0vw5HWqGkugpr79a3+q1YNoxuWcDlX8Do3vJ/KuqnYq4KWRHRG/45y0zVgwWb6cs7LgnC3IO48CkOpqzhrcDm08nep8QllX4X6uWDejD3xcdQ3++e9c4fmk11IW2PZooFqpzcWqxyMR885eAMDV23lVLtmzBnPHN9boqE31QwqiWVguX7EmmvGkvaYXhfOLSvC3necU2z76U92W1ldVe3bmZ+aXb7Zy1uJ2Wfbdq6M7IcTL2aQGcnMjP56xVysz0Yw5hTqNnZlVHSq4Mvu3UZMft+ptVNOvJePsIKomt7Ig2rMbUvD2D+cq3a+4LOKiqRBwqemVu/yiEsWV5A41rAFWkTHQ8/K35gNTXx5OQ9cVlWeAfTEzCk8PCkXfkPovDNynbStMjgrGsjFVn7S/tvWs9HWHJTvw6YHL+PuP5wEA206mI70sy+xMevnvcXq/tgCA4LLMj9SbuRbHU/E1la8Qs/YSN6p/Hs5ajO8RqAiAqRRBNL6mAPC/M6MUt78+ctXsfpuOXsXgt/fg1+s5NXp8YxaEUzUCkc8MCpUKPx9YPAwz+oco7teYyUSrKjjXWGg1dni4e4BJV0VbGBLugy7+bg3+vM6yjo1ajZ00F+VzsjXr8tRIO28X6euBb+3B8TTTBg7W9Pq2sybbatIBkBqWMbBiKRPNtCaa8Xi2Zs93+ZbyOOvHBYPq3ICpYvC9KjGdfLFuRh989Kde6B/mKR3PxlTS+Ko5ka8W0djJM9FkpQ94zNMktfV0wvR+bfH88A4sd2ADDFsSVZNe1j549Z5LeCG2o8k+Qgjp4MKuQsClukG0039kYfupdJM3xLrW9snMKc+4en3bWbw6uhO2/PwHHO01MAhRaXDNyBZv0E8OCMGRy7exo6zeyrODQ7E26bdK91/+H2Un0//6+BC0ajtck9WFmTesPQAg0KM0my4zp+qaaOZeU/m5gZYfXM2CfHoxs7BU/zAvRAS6SbVsXvz3STzWO9BkWbmxiPmfPknGI70CMb1fW/hWCArlFhTjvV0XcOnGPTw3JAw9gz2krFgne8uHIq4O9ji1ItbifvJMNEvLcqlxcJEF0XRq8yd57OpYMyqVCo/1CsSmlN8BAOM/PIDLK+Pq7fnkGe4vxIZj1Y/n8cb4rvX2fFQ3xvfGqlYmAEBR2QXEik2VanpR+O2d56Wv103vgw6+dbsoLB9Tdchrm/7vzAfq/NxNiTwTTX7RV/7rc+HqoyZJpVJhxUMN122clDhriKrJzVE5XXLyi0xqBci79GnslFfuqnvMMeHDAyish1oi8hPff+5LxQ9nMiwW8DcyLt+0hdWTe6Kg2ICC4hKoVKoqg2gVXbml7BY2IMxLWhbkWHbibvFKrOx1U5upiabjiXqzIH9NW8oSzer49s/9EPbqDun2f36+hhs5BRjY3htXb+fh473l8zEzpwBrEi8h5codfP1sNF7begbX7t7H6sk98cGei1hbtu9Pv2Ti8so45OSXLrN2teIyBHlMuzoZbmR78ppo8o9J+Wtpzb+RliLEW9ltsLjEUO8Xw2K7+GL2kDBM79dWkWFIjYvxvTHfUk20suYQ9mUZTKoaHs8CwLr9qdh1LhNAaa2++ijiv3XOAMzbeBy/VWNlQUsjz0RzqiT73lLDMSIyxU84omrycVVmVmTnF5sE0YplERe1XcX09+odddRHAM0cSwE0jZ0K62b0wY7TGZgf075BxmSOnV1psX5jYOOB0FY49NvtWj2Wt2t5XaLq1ATJzi9Cvux+tdo0iObJWj3NgvyatqWaaC2JRm2HA4uHot/K3QCAeRtPlN3zS6Xfczj1Nv7z8zWs238ZQOmy68RfMxX7CCFwPbs0C9SllgESZ60auRXmrzxjV8+CyE2CfFmW/PNP/j7LgEzNuVb4nW1K+R2T+lq/+6sxGA4Afx3XDQBfr8bOoZo10Yoq6Uxe3eNZg0Eoym74WXlZ9s75A/H77fvoFuiGDTOjkHg+Excz72HvrzfgqFXj9B/ZGBLubdXnbGrkF3rl2dmFspqF1sgMJGpp+ClHVE1To9tAbafC2z+UpqV/fugKXhqpXNIpP7BQm3Qzqv1z73p+cO2/uUyYjwsOp1Yv+DSpbxAe6RmI3m1bYWD7xnUA8q/pfSx276yMfNmQo6w7lRDCZImaEAIj3tmLjOzyZbBqlelyTk8XBtGaA/n0dGCdOwX/WmSiGrvhAsCGQ1dM7n9/90W8k1DaWa22WUYuDhrTIJpscro5MojWFMgDn/ITO/lrydqTNVcx6+zYlTv1EkT77sQ1AKUXlOQXqqjxMi6hz7OQiVZcFtS2V9duZYX8+AkAtFYuldDRTy81Bghwd8SUqDbSfVn3i/BNyu8YG9m6sm9vEeSZaPIse/kFi8d6BTbomIiaAx6VEFWTu5MWs4eESbfXJF7CjHWHpYMMoO6ZaD+dvW6ybdtfBiiKBNfWCyPCq7XfY70CET8hAr0baQ0aJ60Gh14ehr4hrfDepB7w1Vf/oF0e8DIeTJQYBEJe3o62i79XnMBl3y82OQA0vqbyWhzujgyiNQcZsi6tzEQzZanJR00ZA2gAMLyzX60ew8VMtou8JpqeQbQmTV6zx76ONUFbooe7+2NAmJd0e1PK72i7+HtcunGvRo8jhMCCr06g7eLvMfydJJySNTw6cfUuln53GgC7cTYljtrS078vktMUx7AVFdciE81gEHh2w1H899azUidMo4asIevmaI+nBoSYrCJpaVq7lV8Eq6zEAYvSE9UcZw1RHew5fwN7L9yQbhsUNdHKusWVHXRU1RJcCIHPDl4225a7a4B1uqV5OGvx08JBFvf72yMRVnm++uTn5oCvn43GQ5H+eKNs+cgzg0LxZFnHvjmyYGdEYPnvr2ewh/S1uc5OP5wpbWCQdb8Ib2yvvNuYPIgmr+dDTdcfsuYTDKKZmtavbb3VRhzcwXrZrvKsJmaiNT2dWuvNbudJXs05aTX4fGYUZg1up9j+VzOdNKtyJ68Im4//AQC4kHkP09cdlu4bt3q/9HUH37pf7KOGIc/y3F7WuMmcYmNNNLWyJlplKysysvKx+NuT+OHMdfxrfypmfZ6iuP/h7v51GTbVQqfWrnB10MDRXo0gDydbD4eo2eByTqIaOr50OHq8niDdzissQW5BMQqKDYqrc8ZzOePBSrFB4Nrd+yZLo67dvY+UK3ewbIuysyRg/YL+YT6uOPJqDAqKS1BcIrD152tYJcsIAereBbShxXT2RfIrw+DtooNKVdrB01fvgMlRwcjJL0aotzPalxVGl//uzXV2up6dj5v3CrBo089IPH/D5H5jswh5touLjifqzU1Nun61FGo7FX5YMAipN3Ix9oN9tX6cWYPb4aOkS1YZ04PhPrh0I1XqtAsAatlLxyBa0yO/ECU/UdeoOSdrq2L2iaVmOhXlFRYrbt8qyy6qeGGwoeq5Ut15uZRn8O84lY7BHbzNvl8am2UZ55/KwkXhSf9zCKmy4v7y2rv7XhqCQAZxGpyrgz3+78UhMAhIjbWIqO4YRCOqoYofQglnryN++zncuFeAHfMGAig94VRJ9bNK/39182mkXLmDDyb3wJiI0qtxSb/ewLR/HUZlPvpTL6uPX16zZMaAENzJK8Lt3AJEhXqiTaumeYDjq3cw+VoeMPvy6QeQmZOPMB/llfL/zOmPhz4ov5L+x9376P3Xnyp9HmOAUX5C58JMNGohXHQadAt0w7+m98aT602zZmf0bwtPZy3+/uOvJvctH9sZrd0cobO3s1oQbcHwDvB3d8SoruXLQeUBUC7nbHqKDeWBGPlFKWN3QKq5ikE07xoub6usg+MHuy8qbrdyZj20pmJUNz+8+G87FBYbsON0Bo5cvoODLw+VMs6Misrmo2l5EvOPm1pFd0wG0GzH3YnBMyJrYxCNqI62lBXVBYDTf5TWCpFnKhnP6VKu3AEA/P2H81IQLX575R3u3hzfDd0CrbOUszIuOg2WjbVuraPGKLqdp9ntEYHumDkgBJ/sSwUAqZugOfJaHvIT9dp2FiRqqoZ29DXZ9s2saKmO4thIfwx+O1G6753HIzGhZ2nh4nsFxegR7I7jaXfrPA4XnQZPDQhRbJNn0pqrmUaNm/zkvEReHoGZaLX2UHd/bD+VjmNlc66mibbx28+ZbCsuMZhksb/+cJfaDpEamE6jxpdPP4BH1hwAANy8V4Art3IR5lPepbHEIKQGAvbVKE9SMWNR7v1JPaw0crK2hqxTR9SccOYQWdGaxNIMC3mQxa5C18fLt/Lw7IajeOP7sziXkWP2cb6fOwCTo6zfRYtMLRnTGfOGtbe4nzwRQiO7weWczcOSuE4AgMWjOlrYkwBgYPvSguW7nh+MyyvjFI1InGXBq4QFg6QAGlAa2Nr8XH/878woAMAUK7/PyS9gOFZSRJkanyceKO2q90JseQOcEiGvMcogWm35uDrg2+f6461HS+udbjlxDWuTLuHmvYJqff+uc5nS18Zjm59lzQUA4JOpvdHG09lKI6aG0NHPVXF728l0xW15VqhabZqJlnLlNlbvuYirt/Pw8d5L+L7C9xu183bG2EjWQmusHOwZCiCqDV6mJaqFV0Z3xJtmrs4ag2IaO9NMNLkfzph24ZTr4l+/GWikNLKrH97ddaHKfYwFdgFlYJSNBZqHmQNDMSbCv0bdXluyf07rg6z7RYrl4UbyDDBz9wNA/zAvqZahNckvYDiyQUST8d8Pd8GcoWGKpflyKhWDaHWldyi/4BO/4xySfr2BL55+oMrvKShWLuX0dtEhIztfymAystfwRLypcdZp4KLT4F5BaQbZP366gPkxHaT75cc80nLqsmlYYhCY9fkx3M4txNs/nK/yeVgrr3FzMtNki4gs46ceUS3M6B+CZWMqXwYpX1JU04P/f/+5X63HRbXjUUm9CHlWRHElS4u4ZKz58HNz4Ml6NWk1dpUGyBzs1fjntN74n6m9q6zF4qt3sHojE63sZL5iLShqvFQqlUkAzVwHZao9vaPy93ng0i2L33Mnt0j6uo2nE3zdzAc57Zkp2CRtnztQcTsnv/z1NnfMY8z0LSox4HZZgwlLfGpYg48aVlCr+um6TdTcMYhGVAv2ajs8OSAEPy0cbPZ+RSZaDWZZwoJB6NXGo67Doxry1eswoUcAACDEyxndg9zxzaxozB4SZnZ/Fi8nqtqwTr4Y3tm0dlp9k9d3cWAmWpPmynqTVuXvVvOT5Su3ygvFvzm+m9nmQ8M7+yIq1HzdUWrcgj2dYC+7KHjrXnlgrFiWQSZ1Ji/7PyMrv1qP76vX4W+PRFhjqFRPQr1cLO9ERCZ4hEJUB2E+LmaXdlZVE62iIeHeSPz1BkK9nNHe17XKfal+qFQqvDOxO96Z2L1a+8uDpObawhORbTATrfkY1MEbADMlrCXITACsxCAUxysVZWSXBkuiQz1Ll2D/psxeu/DGKJOOjtS0OGjUKCopXdKZdd80E81ct/mkX29U+njPDArFK6M71ddwyUoGdfDG3l9v4MkKzXmIqHr4yUdUR08PDMWeRQ9KhZGBmgXRIoPcsf+lodj6lwH1NkayLvmSPwbRiBoP1kRrPrxcdDi2dDgSFpjP+KaaUdupcGrFCMW2t3aeQ2Z25VlF9wtLa6IZa396ymoYDu3owwBaMyDv0L5ufyqKSgz48UwGTpY1j5C/pxpf7vPXzTfFAlBpgwFqXD6Z2htHXo1BuB8v3hPVBj/9iOpIpVIhxMsZXrKDS7WiJppy/z2LHsSJZcOl2+G+rvB3d2RxzyakoKi82DKDaESNh0HW0ZHdOZu+Vs5aLsu1IlcHexxbWn78sXbvb5j8SXKl+98qq3vlWHZ80sq5vMZhgDszBJuDR3sFSscx3524hlc3n8IzG1Lw9GdHASjr3Rlrol2vYjlnp9b6ehwtWUtVdU2JyDIG0YisxEVWv0Vel0eeiaa2U6GtpxPcnbT44ukovDgyHCO7+jXoOKlmdGXLwwI9yk8YjN2sANZdImpM5I3gdOwYSGSilbMWj/YKlG5fzLxndj9550VH+9K55CkLovECUvOgUqkQFdJKuv310d8V92vkx7NlAbWcsmOg6FBPhHo744PJPaR9Xh/XpT6HS0TUKDD1hchKnGVZD/K6PPJyI85atbQUsF87L/Rr59Vg46PaWT62C97ffQGvj+sqbcuVBdGIqPEokXWUY6dVIvOmRAXjm5Tfq9znze2/SF8bM+XlyzkZRGs+qlqWq6miPMmcoWHoH+aFEoPAkPDf4eJgj9a1aGBBRNTUMIhGZCVOOlkmmsZ8JpqzjlOuqZkcFYzJUcGKbTGdffHdiWvozU6qRI1K9yB3AKbL6ImonJ+bg8V9MnMKpK9F2TLpAA9H6DR2KCg2IMyHXf2ai4hAN3x/ynwtM43adDmnkXE5oNpOhXUz+tbfAImIGhme0RNZiZNsWZ/8qp6KQbRmJ65ba7SZ44y2XqbdzojIdvzcHPB/Lw6B3oFZMkSV8XZR1kK6V1CsyJQHgFv3yoNo/9W39EKSi06D3YsexJ3cQnTxZ+2r5mLmwFAcvXIHCWevm9ynsZMv51Te58OaWkTUQrFgCJGVOOlkyznVlSznZBCtWVCpVOgW6AZXnqgTNTpBrZzg5sS5SVQZTYXle12X/4BXNp9SbMvOLwIATOgZoCgWH+DuiK4Bblwu3Yyo7ZR10eQUmWh2ytecS3qJqKViEI3ISpy11VjOyW5xREREZGNzh4Ypbn95+Kri9r380tqfswa3a7Axke3czSsyu72qmmgMpBJRS8UgGpGVOOuq0ViAmWhERERkYwtHhMO9QsZmZnY+Dly6ibPXsnGnLKjC45aWIa+wxOx2xXJOWdDskZ6B5nYnImoR+MlIZCVO8ky0SmqiufBglIiIiBqBitlHfd/cZbIPl+y1DKHezma3V7acU2fPPAwiarn4DkhkJZUv5yzfp2I9CSIiIiJbCPd1tbgPL/61DBP7BGFMRGtEh3pi6ZjO0nZdJeVJHDQsT0JELRc/GYmsxNWhfDoVG4T0tTwVvk0rdnMkIiIi21s9pSfW7U/F7nOZSM/KN7m/byXF5qn5sVfb4YPJPQEA20+lS9t1smCZvB8FM9GIqCXjOyCRldjJssyKSwzS1/aa8u1dAtgSnoiIiGwvzMcFb4zvhq1/GWDroVAj4iRrguVgbz4TzdNZ26BjIiJqTBhEI7KiiEA3AMDgDt7SNnkmmoM909+JiIio8fBy0aGrmYt8y2TL+qjlkC/hlWeiyS8Wt/NxadAxERE1JgyiEVnRJ9N649Mn++LRXuVdi+xlRVkdGUQjIiKiRubrZ6NNtnUNcLPBSMjW5I2y5Ms21bJMtDBvBtGIqOViEI3IinxcHTC4gzc0ssIR8kw0Ry2DaERERNS4OGk12P38YFsPgxoBeSaavIFAiSiv9+vmxK6tRNRyMYhGVM/k7cHZ5YqIiIgao1BvF3z+VBQ8nOzx4ZSeth4O2YiTznxNNIOsaZa8aycRUUvDM3qielZYXN5kwNNZZ8OREBEREVVuQHsvHFs6HCrZ0j1qWeQXfOV10AyyTDStmkE0Imq5+A5IVM/u3i+SvuZyTiIiImrMGEBr2eRZZiqU/y3IYmj8GyGiFo1BNKJ6duVWrq2HQERERERkkTxAppUF1GSrOYmIWrRGEURbvXo12rZtCwcHB0RFReHw4cNV7r9p0yZ07NgRDg4O6NatG7Zv395AIyWqucycAlsPgYiIiIioWib0DICboz3G9wiQbWUUjYgIaARBtK+++goLFy7E8uXLcezYMURGRiI2NhaZmZlm9z9w4AAmTZqEp556CsePH8e4ceMwbtw4nD59uoFHTlQ9/5jYHfZqFT6Y3MPWQyEiIiIiqtI7j3fH8aXDEe7nKm0rkNX4JSJqyVRCCJteVoiKikKfPn3wwQcfAAAMBgOCgoLwl7/8BYsXLzbZf+LEicjNzcW2bdukbQ888AC6d++Ojz76yOLzZWdnw83NDVlZWdDr9db7QYiqUFhsUKTEExERERE1FeM/3I/jaXcBAJdXxtl2MERE9aC6sSKbntUXFhYiJSUFMTEx0jY7OzvExMTg4MGDZr/n4MGDiv0BIDY2ttL9CwoKkJ2drfhH1NAYQCMiIiKipsrfzdHWQyAiahQ0lnepPzdv3kRJSQl8fX0V2319fXHu3Dmz35ORkWF2/4yMDLP7x8fH47XXXrPOgImIiIiIiFqYZWM7Q6UCnnigja2HQkRkU80+Pebll19GVlaW9O/q1au2HhIREREREVGT4at3wAeTeyIq1NPWQyEisimbZqJ5eXlBrVbj+vXriu3Xr1+Hn5+f2e/x8/Or0f46nQ46nc46AyYiIiIiIiIiohbJpploWq0WvXr1wq5du6RtBoMBu3btQnR0tNnviY6OVuwPAAkJCZXuT0REREREREREVFc2zUQDgIULF2LatGno3bs3+vbti3/84x/Izc3FjBkzAABTp05FQEAA4uPjAQDz5s3D4MGDsWrVKsTFxWHjxo04evQoPv74Y1v+GERERERERERE1IzZPIg2ceJE3LhxA8uWLUNGRga6d++OnTt3Ss0D0tLSYGdXnjDXr18/fPHFF1iyZAleeeUVtG/fHt999x26du1qqx+BiIiIiIiIiIiaOZUQQth6EA0pOzsbbm5uyMrKgl6vt/VwiIiIiIiIiIjIhqobK2r23TmJiIiIiIiIiIjqikE0IiIiIiIiIiIiCxhEIyIiIiIiIiIisoBBNCIiIiIiIiIiIgsYRCMiIiIiIiIiIrKAQTQiIiIiIiIiIiILNLYeQEMTQgAobV9KREREREREREQtmzFGZIwZVabFBdFycnIAAEFBQTYeCRERERERERERNRY5OTlwc3Or9H6VsBRma2YMBgOuXbsGV1dXqFQqWw/HKrKzsxEUFISrV69Cr9fbejhETRrnE5F1cC4RWQfnEpH1cD4RWUdznEtCCOTk5MDf3x92dpVXPmtxmWh2dnYIDAy09TDqhV6vbzZ/wES2xvlEZB2cS0TWwblEZD2cT0TW0dzmUlUZaEZsLEBERERERERERGQBg2hEREREREREREQWMIjWDOh0Oixfvhw6nc7WQyFq8jifiKyDc4nIOjiXiKyH84nIOlryXGpxjQWIiIiIiIiIiIhqiploREREREREREREFjCIRkREREREREREZAGDaERERERERERERBYwiEZERERERERERGQBg2jNwOrVq9G2bVs4ODggKioKhw8ftvWQiGxq7969GDt2LPz9/aFSqfDdd98p7hdCYNmyZWjdujUcHR0RExODCxcuKPa5ffs2pkyZAr1eD3d3dzz11FO4d++eYp+TJ09i4MCBcHBwQFBQEN566636/tGIGlR8fDz69OkDV1dX+Pj4YNy4cTh//rxin/z8fMyePRuenp5wcXHBI488guvXryv2SUtLQ1xcHJycnODj44MXXngBxcXFin0SExPRs2dP6HQ6hIWFYf369fX94xE1mDVr1iAiIgJ6vR56vR7R0dHYsWOHdD/nEVHtrFy5EiqVCvPnz5e2cT4RVc+KFSugUqkU/zp27Cjdz7lkHoNoTdxXX32FhQsXYvny5Th27BgiIyMRGxuLzMxMWw+NyGZyc3MRGRmJ1atXm73/rbfewnvvvYePPvoIycnJcHZ2RmxsLPLz86V9pkyZgjNnziAhIQHbtm3D3r178cwzz0j3Z2dnY8SIEWjTpg1SUlLw9ttvY8WKFfj444/r/ecjaihJSUmYPXs2Dh06hISEBBQVFWHEiBHIzc2V9lmwYAG2bt2KTZs2ISkpCdeuXcOECROk+0tKShAXF4fCwkIcOHAAn376KdavX49ly5ZJ+6SmpiIuLg5DhgzBiRMnMH/+fMycORM//PBDg/68RPUlMDAQK1euREpKCo4ePYqhQ4fi4YcfxpkzZwBwHhHVxpEjR7B27VpEREQotnM+EVVfly5dkJ6eLv3bt2+fdB/nUiUENWl9+/YVs2fPlm6XlJQIf39/ER8fb8NRETUeAMTmzZul2waDQfj5+Ym3335b2nb37l2h0+nEl19+KYQQ4uzZswKAOHLkiLTPjh07hEqlEn/88YcQQogPP/xQeHh4iIKCAmmfl156SYSHh9fzT0RkO5mZmQKASEpKEkKUzh17e3uxadMmaZ9ffvlFABAHDx4UQgixfft2YWdnJzIyMqR91qxZI/R6vTR/XnzxRdGlSxfFc02cOFHExsbW949EZDMeHh7ik08+4TwiqoWcnBzRvn17kZCQIAYPHizmzZsnhODnElFNLF++XERGRpq9j3OpcsxEa8IKCwuRkpKCmJgYaZudnR1iYmJw8OBBG46MqPFKTU1FRkaGYt64ubkhKipKmjcHDx6Eu7s7evfuLe0TExMDOzs7JCcnS/sMGjQIWq1W2ic2Nhbnz5/HnTt3GuinIWpYWVlZAIBWrVoBAFJSUlBUVKSYTx07dkRwcLBiPnXr1g2+vr7SPrGxscjOzpaycA4ePKh4DOM+/Cyj5qikpAQbN25Ebm4uoqOjOY+IamH27NmIi4sz+ZvnfCKqmQsXLsDf3x+hoaGYMmUK0tLSAHAuVYVBtCbs5s2bKCkpUfzRAoCvry8yMjJsNCqixs04N6qaNxkZGfDx8VHcr9Fo0KpVK8U+5h5D/hxEzYnBYMD8+fPRv39/dO3aFUDp37pWq4W7u7ti34rzydJcqWyf7Oxs3L9/vz5+HKIGd+rUKbi4uECn02HWrFnYvHkzOnfuzHlEVEMbN27EsWPHEB8fb3If5xNR9UVFRWH9+vXYuXMn1qxZg9TUVAwcOBA5OTmcS1XQ2HoARERE1PjNnj0bp0+fVtTKIKLqCw8Px4kTJ5CVlYVvvvkG06ZNQ1JSkq2HRdSkXL16FfPmzUNCQgIcHBxsPRyiJm3UqFHS1xEREYiKikKbNm3w9ddfw9HR0YYja9yYidaEeXl5Qa1Wm3TIuH79Ovz8/Gw0KqLGzTg3qpo3fn5+Js05iouLcfv2bcU+5h5D/hxEzcWcOXOwbds27NmzB4GBgdJ2Pz8/FBYW4u7du4r9K84nS3Olsn30ej0P4qjZ0Gq1CAsLQ69evRAfH4/IyEi8++67nEdENZCSkoLMzEz07NkTGo0GGo0GSUlJeO+996DRaODr68v5RFRL7u7u6NChAy5evMjPpiowiNaEabVa9OrVC7t27ZK2GQwG7Nq1C9HR0TYcGVHjFRISAj8/P8W8yc7ORnJysjRvoqOjcffuXaSkpEj77N69GwaDAVFRUdI+e/fuRVFRkbRPQkICwsPD4eHh0UA/DVH9EkJgzpw52Lx5M3bv3o2QkBDF/b169YK9vb1iPp0/fx5paWmK+XTq1ClFYDohIQF6vR6dO3eW9pE/hnEffpZRc2YwGFBQUMB5RFQDw4YNw6lTp3DixAnpX+/evTFlyhTpa84notq5d+8eLl26hNatW/OzqSq27mxAdbNx40ah0+nE+vXrxdmzZ8Uzzzwj3N3dFR0yiFqanJwccfz4cXH8+HEBQLzzzjvi+PHj4sqVK0IIIVauXCnc3d3Fli1bxMmTJ8XDDz8sQkJCxP3796XHGDlypOjRo4dITk4W+/btE+3btxeTJk2S7r97967w9fUVTzzxhDh9+rTYuHGjcHJyEmvXrm3wn5eovvz5z38Wbm5uIjExUaSnp0v/8vLypH1mzZolgoODxe7du8XRo0dFdHS0iI6Olu4vLi4WXbt2FSNGjBAnTpwQO3fuFN7e3uLll1+W9vntt9+Ek5OTeOGFF8Qvv/wiVq9eLdRqtdi5c2eD/rxE9WXx4sUiKSlJpKamipMnT4rFixcLlUolfvzxRyEE5xFRXci7cwrB+URUXc8//7xITEwUqampYv/+/SImJkZ4eXmJzMxMIQTnUmUYRGsG3n//fREcHCy0Wq3o27evOHTokK2HRGRTe/bsEQBM/k2bNk0IIYTBYBBLly4Vvr6+QqfTiWHDhonz588rHuPWrVti0qRJwsXFRej1ejFjxgyRk5Oj2Ofnn38WAwYMEDqdTgQEBIiVK1c21I9I1CDMzSMAYt26ddI+9+/fF88995zw8PAQTk5OYvz48SI9PV3xOJcvXxajRo0Sjo6OwsvLSzz//POiqKhIsc+ePXtE9+7dhVarFaGhoYrnIGrqnnzySdGmTRuh1WqFt7e3GDZsmBRAE4LziKguKgbROJ+IqmfixImidevWQqvVioCAADFx4kRx8eJF6X7OJfNUQghhmxw4IiIiIiIiIiKipoE10YiIiIiIiIiIiCxgEI2IiIiIiIiIiMgCBtGIiIiIiIiIiIgsYBCNiIiIiIiIiIjIAgbRiIiIiIiIiIiILGAQjYiIiIiIiIiIyAIG0YiIiIiIiIiIiCxgEI2IiIiIiIiIiMgCBtGIiIiIGkBiYiJUKhXu3r1r66E0GtOnT8e4ceNsPQwiIiKiamEQjYiIiKgePPjgg5g/f750u1+/fkhPT4ebm1uDPH9SUhKCgoIa5LmIiIiIWgKNrQdARERE1BJotVr4+fk12PNt2bIFY8eObbDnIyIiImrumIlGREREZGXTp09HUlIS3n33XahUKqhUKqxfv16xnHP9+vVwd3fHtm3bEB4eDicnJzz66KPIy8vDp59+irZt28LDwwNz585FSUmJ9NgFBQVYtGgRAgIC4OzsjKioKCQmJpqM4T//+Q8eeughAMA333yDbt26wdHREZ6enoiJiUFubi4A4MiRIxg+fDi8vLzg5uaGwYMH49ixY4rHUqlUWLt2LcaMGQMnJyd06tQJBw8exMWLF/Hggw/C2dkZ/fr1w6VLl6TvWbFiBbp37461a9ciKCgITk5OePzxx5GVlVXp781gMCA+Ph4hISFwdHREZGQkvvnmm9q+DERERERWxSAaERERkZW9++67iI6OxtNPP4309HSkp6ebXVqZl5eH9957Dxs3bsTOnTuRmJiI8ePHY/v27di+fTs2bNiAtWvXKgJJc+bMwcGDB7Fx40acPHkSjz32GEaOHIkLFy5I+5w5cwaZmZkYOnQo0tPTMWnSJDz55JP45ZdfkJiYiAkTJkAIAQDIycnBtGnTsG/fPhw6dAjt27fH6NGjkZOToxjr66+/jqlTp+LEiRPo2LEjJk+ejGeffRYvv/wyjh49CiEE5syZo/ieixcv4uuvv8bWrVuxc+dOHD9+HM8991ylv7f4+Hh89tln+Oijj3DmzBksWLAAf/rTn5CUlFSr14GIiIjImrick4iIiMjK3NzcoNVq4eTkJC3hPHfunMl+RUVFWLNmDdq1awcAePTRR7FhwwZcv34dLi4u6Ny5M4YMGYI9e/Zg4sSJSEtLw7p165CWlgZ/f38AwKJFi7Bz506sW7cOb775JoDSpZyxsbHQarVIT09HcXExJkyYgDZt2gAAunXrJo1h6NChijF9/PHHcHd3R1JSEsaMGSNtnzFjBh5//HEAwEsvvYTo6GgsXboUsbGxAIB58+ZhxowZisfKz8/HZ599hoCAAADA+++/j7i4OKxatcpkaWtBQQHefPNN/PTTT4iOjgYAhIaGYt++fVi7di0GDx5c7d8/ERERUX1gEI2IiIjIRpycnKQAGgD4+vqibdu2cHFxUWzLzMwEAJw6dQolJSXo0KGD4nEKCgrg6ekp3d6yZYuUFRYZGYlhw4ahW7duiI2NxYgRI/Doo4/Cw8MDAHD9+nUsWbIEiYmJyMzMRElJCfLy8pCWlqZ4joiICMWYAGUwztfXF/n5+cjOzoZerwcABAcHSwE0AIiOjobBYMD58+dNgmgXL15EXl4ehg8frtheWFiIHj16VPl7JCIiImoIDKIRERER2Yi9vb3itkqlMrvNYDAAAO7duwe1Wo2UlBSo1WrFfsbAW3p6Oo4fP464uDgAgFqtRkJCAg4cOIAff/wR77//Pl599VUkJycjJCQE06ZNw61bt/Duu++iTZs20Ol0iI6ORmFhYaVjValUlW4zjrWm7t27BwD4/vvvFYE3ANDpdLV6TCIiIiJrYhCNiIiIqB5otVpFQwBr6NGjB0pKSpCZmYmBAwea3Wfr1q3o168fWrVqJW1TqVTo378/+vfvj2XLlqFNmzbYvHkzFi5ciP379+PDDz/E6NGjAQBXr17FzZs3rTLetLQ0XLt2TVp6eujQIdjZ2SE8PNxk386dO0On0yEtLY1LN4mIiKhRYhCNiIiIqB60bdsWycnJuHz5MlxcXGqdoSXXoUMHTJkyBVOnTsWqVavQo0cP3LhxA7t27UJERATi4uIUXTkBIDk5Gbt27cKIESPg4+OD5ORk3LhxA506dQIAtG/fHhs2bEDv3r2RnZ2NF154AY6OjnUeKwA4ODhg2rRp+Pvf/47s7GzMnTsXjz/+uMlSTgBwdXXFokWLsGDBAhgMBgwYMABZWVnYv38/9Ho9pk2bZpUxEREREdUWu3MSERER1YNFixZBrVajc+fO8Pb2NqkxVlvr1q3D1KlT8fzzzyM8PBzjxo3DkSNHEBwcjNzcXOzatUsRRNPr9di7dy9Gjx6NDh06YMmSJVi1ahVGjRoFAPjnP/+JO3fuoGfPnnjiiScwd+5c+Pj4WGWsYWFhmDBhAkaPHo0RI0YgIiICH374YaX7v/7661i6dCni4+PRqVMnjBw5Et9//z1CQkKsMh4iIiKiulAJY39zIiIiImrSvv32WyxZsgRnz5619VCwYsUKfPfddzhx4oSth0JERERkFcxEIyIiImomXFxc8Le//c3WwyAiIiJqllgTjYiIiKiZGDFihK2HQERERNRscTknERERERERERGRBVzOSUREREREREREZAGDaERERERERERERBYwiEZERERERERERGQBg2hEREREREREREQWMIhGRERERERERERkAYNoREREREREREREFjCIRkREREREREREZAGDaERERERERERERBb8f5AaTYdTxgB0AAAAAElFTkSuQmCC", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "wfdb.plot_items(data['SB'][24].p_signal[:,0],title=\"Example for Channel 1\",figsize=(15,4))" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "test_data = data['SB'][0].p_signal[:,0]\n", + "\n", + "\n", + "from scipy.signal import butter, lfilter\n", + "\n", + "def butter_lowpass(cutoff, fs, order=5):\n", + " nyq = 0.5 * fs\n", + " normal_cutoff = cutoff / nyq\n", + " b, a = butter(order, normal_cutoff, btype='low', analog=False)\n", + " return b, a\n", + "\n", + "def butter_lowpass_filter(data, cutoff, fs, order=5):\n", + " b, a = butter_lowpass(cutoff, fs, order=order)\n", + " y = lfilter(b, a, data)\n", + " return y\n", + "\n", + "# Filter requirements.\n", + "\n", + "order = 1\n", + "fs = 500.0\n", + "cutoff = 25#25\n", + "\n", + "# Get the filter coefficients so we can check its frequency response.\n", + "b, a = butter_lowpass(cutoff, fs, order)\n", + "\n", + "# Apply filter to the signal\n", + "butter_filtered_sig = butter_lowpass_filter(test_data, cutoff, fs, order)\n", + "\n", + "# Plot the signal\n", + "plt.figure(figsize=(10, 5))\n", + "plt.plot(test_data, 'b-', label='data')\n", + "plt.plot(butter_filtered_sig, 'g-', linewidth=2, label='filtered data')\n", + "plt.xlabel('Time')\n", + "plt.ylabel('Amplitude')\n", + "plt.title('Signal with butter lowpass filter and without Filter')\n", + "plt.legend()\n", + "plt.grid(True)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#Find peaks in Channel 6 of Record 25\n", + "hard = wfdb.processing.find_local_peaks(butter_filtered_sig,radius=3)\n", + "record = butter_filtered_sig\n", + "peak_points_y = [record[i] for i in hard] \n", + "\n", + "plt.figure(figsize=(10, 5))\n", + "plt.plot(record)\n", + "plt.plot(hard, peak_points_y, 'ro', label='Peaks')\n", + "plt.xlabel('Time')\n", + "plt.ylabel('Amplitude')\n", + "plt.title('Filtered Signal with Peaks')\n", + "plt.legend()\n", + "plt.grid(True)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Learning initial signal parameters...\n", + "Failed to find 8 beats during learning.\n", + "Initializing using default parameters\n", + "Running QRS detection...\n", + "QRS detection complete.\n", + "[ 544 1114 1683 2281 2855 3452 4016 4606]\n" + ] + }, + { + "data": { + "image/png": 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27WweU5GRkXj//fexYcMGDB06FIcPH8bKlSsRGBhY4++LiCowyCKiWkkvrJXf5NSXO++8Ezt27EBeXh7Wr1+Pu+66C4cOHcKNN96I8vJyu19z8eJFAOLescrs3Qagypsq6Q2/9Z6YK1eu4PHHH0dERAR8fHwQFhaG1q1bAwAKCgrq/sMBUCqVNm/WAKB9+/YAYLNf7c8//8SAAQPg7e2NZs2aISwsDB9++KHN9506dSoGDx6MBx54ABEREbjjjjvwww8/2ARcZ8+exYkTJ+Q3rNJ/0veUmgNcvHgRSqXS5k03IDaUcMTFixfRrl07KJW2Lz2dOnWSP2/Nkd9/TZ5//nls2LABv/76K6ZNm4aCgoIq37uupN9B5cdMZGQkgoODq/wMlb8WcOwxePbsWRQUFCA8PLzKeSkuLr7qhg0XL15EVFRUlaDG0XMAiOdBOgfZ2dnIz8/HihUrqqxzxowZAGpuLlFdAGVN+lzl/VP9+/fHhg0bsG7dOrz11lsIDg5GXl4evLy8qtxH+/bt8eWXXyInJwdHjx7Fq6++CrVajQcffNDmwkVlUoDTtWvXao/Jzs5GaWmp3b+DTp06wWw22+x5Aqr+XoOCggAAMTExVW6393hv165dldvat29f4xy+s2fPQhAEtGvXrsq5OnXqVJXzdMcdd2DixInYt28fZs2ahVGjRlV730RUFfdkEVGtAgMDERUV5fDG6ur2IZlMJmcuC4GBgRgzZgzGjBkDjUaDzz//HH///TeGDx/ulPtXqVR2bxesNqJPmTIFu3fvxrx585CQkAB/f3+YzWaMHz++2syRM+zYsQOTJk3CsGHD8MEHH6BFixbQaDT49NNP8c0338jH+fj4YPv27diyZQtWr16NdevW4fvvv8fIkSOxfv16qFQqmM1mdOvWDYsXL7b7vSq/8XMXR37/NenWrRtGjx4NQLzyX1pailmzZmHIkCHX/DO5esir2WxGeHg4vv76a7ufr27forPVdg6kx/g999yD6dOn2z22e/fu1d5/586dAYj7nhISEuwec/ToUQCocuEhNDRUPr/jxo1Dx44dccMNN+Cdd96pkmm0/nm6deuGbt26YeDAgRgxYgS+/vpr+X7cpbrfq73bHX2818ZsNkOhUGDt2rV2v0/lIei5ubnYv38/AODkyZMwm83XfJGCqClhkEVEDrnhhhuwYsUK7NmzBwMHDqzxWCnjUHmQq72r/M56s9qnTx98/vnnSE9Pt/t5qbPYuXPnqnzO3m2OyMvLw6ZNm7Bw4UI8//zz8u1nz569qvuTmM1mnD9/Xs4kAcCZM2cAQO5A9/PPP8Pb2xt//fUXtFqtfNynn35a5f6USiVGjRqFUaNGYfHixXj11Vfx3HPPYcuWLXI52JEjRzBq1Kgaz0dsbCzMZjOSkpJsrtqfPn3aoZ8rNjYWR48erfJmLTExUf68Ky1atAi//vorXnnlFSxfvrzGY6v7PUi/g7Nnz8rZH0Bs/pCfn1/jz1CXx2CbNm2wceNGDB482KYstC5rrW4NGzduRFFRkU0262rPgdRl0mQyXVWgcv3110OlUuHLL7+stvnFF198AS8vL9x000013tfEiRMxfPhwvPrqq5g9ezb8/PxqPL5Pnz4AUO1zBlAR2NV0gSksLAy+vr52/w4SExOhVCqdfqHC3nPMmTNnqnSotNamTRsIgoDWrVvbPLdU55FHHkFRURFee+01zJ8/H0uXLq02eCWiqnhJgogc8swzz8DPzw8PPPAAMjMzq3w+KSkJ77zzDgAxwxQaGort27fbHPPBBx9U+TrpjVDlgMye0tJS7Nmzx+7npL0k1ZWuRUVFoWvXrvjiiy9QXFws375t2zYcO3as1u9tj3Q1uPKV5qVLl17V/Vl777335H8LgoD33nsPGo1GLtlRqVRQKBQ22cHk5GSbToCAWM5YmZQxkFqOT5kyBWlpaXb3p5SVlaGkpASA+IYYAN59912bYxz9eSdMmICMjAx8//338m1GoxHLli2Dv7+/0zKQ1WnTpg1uvfVWfPbZZ8jIyKjx2Ooel1Jntco/s5QFrKnTYl0eg1OmTIHJZMJLL71U5X6MRqPNuvz8/Bz6+5HWbzKZbB5fgDhLSqFQyOfYUSqVCrfeeit+/vlnu4FIdnZ2jV/fsmVLzJw5Exs3bsSHH35Y5fPLly/H5s2bMXv2bLmbYU2effZZ5Obm2jyWd+zYAYPBUOVYaf9STeWuYWFhGDZsGFauXImUlBSbz0l/9yqVCmPHjsVvv/1mU66XmZmJb775BkOGDHH6XqZVq1bZtLTft28f/v777xrP3y233AKVSoWFCxdWec4SBMFm7MRPP/2E77//HosWLcK///1v3HHHHfjvf/8rX+whotoxk0VEDmnTpg2++eYbTJ06FZ06dcK0adPQtWtX6PV67N69W27FLXnggQewaNEiPPDAA+jTpw+2b99u9wW6d+/eAIDnnnsOd9xxBzQaDW688Ua7V6FLS0sxaNAgDBgwAOPHj0dMTAzy8/OxatUq7NixA5MnT0bPnj2r/RleffVV3HTTTRg8eDBmzJiBvLw8vPfee+jatavNm15HBQYGYtiwYXjjjTdgMBgQHR2N9evX48KFC3W+L2ve3t5Yt24dpk+fjv79+2Pt2rVYvXo1/vOf/8hlYhMnTsTixYsxfvx43HXXXcjKysL777+Ptm3byuVVAPDiiy9i+/btmDhxImJjY5GVlYUPPvgALVu2xJAhQwAA9957L3744Qf861//wpYtWzB48GCYTCYkJibihx9+wF9//YU+ffogISEBd955Jz744AMUFBRg0KBB2LRpk8OZwAcffBD/+9//cN999+HAgQOIi4vDTz/9hF27dmHp0qVuaawyb948/PDDD1i6dCkWLVpU7XHVPS579OiB6dOnY8WKFcjPz8fw4cOxb98+fP7555g8eTJGjBhR4/d39DE4fPhwzJ49G6+99hoOHz6MsWPHQqPR4OzZs/jxxx/xzjvvyIOWe/fujQ8//BAvv/wy2rZti/Dw8Gpbld94440YMWIEnnvuOSQnJ6NHjx5Yv349fvvtNzzxxBNV9ts5YtGiRdiyZQv69++PWbNmoXPnzrhy5QoOHjyIjRs32g30rS1evBiJiYl4+OGHsW7dOowfPx4A8Ndff+G3337DyJEjqzSzqM7111+Prl27YvHixXjkkUeg0Wjw+uuv48CBA7jlllvk0sWDBw/iiy++QLNmzWpt3PLuu+9iyJAh6NWrFx588EG0bt0aycnJWL16NQ4fPgwAePnll+V5dA8//DDUajX+97//QafT4Y033nBo7XXRtm1bDBkyBA899BB0Oh2WLl2K5s2b1zhku02bNnj55Zcxf/58JCcnY/LkyQgICMCFCxfw66+/4sEHH8TTTz+NrKwsPPTQQxgxYoTcgOe9997Dli1bcN9992Hnzp0sGyRyRD10NCQiD3bmzBlh1qxZQlxcnODl5SUEBAQIgwcPFpYtWyaUl5fLx5WWlgozZ84UgoKChICAAGHKlClCVlaW3VbfL730khAdHS0olcoa25wbDAbho48+EiZPnizExsYKWq1W8PX1FXr27Cm8+eabgk6nk4+tro38d999J3Ts2FHQarVC165dhd9//1249dZbhY4dO1b52jfffLPKGiqvPzU1Vbj55puF4OBgISgoSLj99tuFy5cvVzmuLi3c/fz8hKSkJGHs2LGCr6+vEBERISxYsEAwmUw2x37yySdCu3btBK1WK3Ts2FH49NNPq7Rt3rRpk3DTTTcJUVFRgpeXlxAVFSXceeedwpkzZ2zuS6/XC6+//rrQpUsXQavVCiEhIULv3r2FhQsX2rRtLisrEx577DGhefPmgp+fn3DjjTcKly5dcqiFuyAIQmZmpjBjxgwhNDRU8PLyErp161blHNXl92+P1ML9xx9/tPv56667TggMDBTy8/NrvJ/qHpcGg0FYuHCh0Lp1a0Gj0QgxMTHC/PnzbR7/NXHkMShZsWKF0Lt3b8HHx0cICAgQunXrJjzzzDPC5cuX5WMyMjKEiRMnCgEBAQKAWtu5FxUVCU8++aQQFRUlaDQaoV27dsKbb75p01JcEAS77dAFQWyfPn36dJvbMjMzhUceeUSIiYkRNBqNEBkZKYwaNUpYsWKFQ78TvV4vLF26VOjdu7fg6+srABAACNOnT6/yuJfWMHHiRLv39dlnn9n87e/atUt45JFHhK5duwpBQUGCRqMRWrVqJdx33302Lddrcvz4cfnv3NvbW+jQoYPwf//3fzbHHDx4UBg3bpzg7+8v+Pr6CiNGjBB2795tc4z0PPDPP//Y3C793VYetSA9H0is/zbefvttISYmRtBqtcLQoUOFI0eO2L3Pyn7++WdhyJAhgp+fn+Dn5yd07NhReOSRR4TTp08LgiAIt9xyixAQECAkJyfbfJ00QuH111936HdG1NQpBMFJOyqJiDxUQkICwsLCsGHDhvpeCjVRfAzaKiwsxPDhw5GUlITt27dX2xSjqUlOTkbr1q3x5ptv4umnn67v5RBRDZjvJaImw2AwwGg02ty2detWHDlyBNddd139LIqaFD4GHRMYGIi1a9ciNDQUEyZMqLE1PhFRQ8Q9WUTUZKSlpWH06NG45557EBUVhcTERCxfvhyRkZH417/+Vd/LoyaAj0HHRUZGOjx4moiooWGQRURNRkhICHr37o2PP/4Y2dnZ8PPzw8SJE7Fo0SKHOpcRXSs+BomImgbuySIiIiIiInIi7skiIiIiIiJyIgZZRERERERETsQ9WbUwm824fPkyAgICoFAo6ns5RERERERUTwRBQFFREaKiomoczM0gqxaXL19GTExMfS+DiIiIiIgaiEuXLqFly5bVfp5BVi0CAgIAiL/IwMDAel2LwWDA+vXrMXbsWGg0mnpdC7kez3fTwvPdtPB8Nx08100Lz3fjV1hYiJiYGDlGqA6DrFpIJYKBgYENIsjy9fVFYGAg/3CbAJ7vpoXnu2nh+W46eK6bFp7vpqO2bURsfEFEREREROREDLKIiIiIiIiciEEWERERERGREzHIIiIiIiIiciIGWURERERERE7EIIuIiIiIiMiJGGQRERERERE5EYMsIiIiIiIiJ2KQRURERERE5EQMsoiIiIiIiJyIQRYREREREZETMcgiIiIiIiJyIgZZRERERERETsQgi4iIqBaCIGDR2kS8tuZUfS+FiIg8gLq+F0BERNTQHbqUj+XbkgAADwyNR1iAtp5XREREDRkzWURERLX47VCa/O/cEl09roSIiDwBgywiIqJapBeUy//OLdbX40qIiMgTMMgiIiKqRbHOKP87p5iZLCIiqhmDLCIioloUlVcEWcxkERFRbRhkERER1cI6k8U9WUREVBsGWURERLWwzmTlFDGTRURENWOQRUREVItinUH+d14pgywiIqoZgywiIqIaGExmlBvM8sdlBlM9roaIiDwBgywiIqIaFFuVCgJAOYMsIiKqBYMsIiKiGlg3vQBgk9UiIiKyh0EWERFRDYoqZbJYLkhERLVhkEVERFSDqpksBllERO6y8WQmBry6CXN/OFzfS6kTBllEREQ1KNWLQZZaqQDAIIuIyJ2yi3XIKCxHYZmh9oMbEAZZRERENdAZxT1Ywb4aAECZnkEWEZG7XCkRx2YE+3rV80rqhkEWERFRDaTMVZCPGGSVG80QBKE+l0RE1GTkW2YThlgudHkKBllEREQ1qMhkiVdRTWYBBhODLCIid8grFcsEmckiIiJqROQgy6fiKmq5kSWDRETuUJHJYpBFRETUaOgs5YL+3mpYel+gnPuyiIjcQspksVyQiIioEZEyWd5qFbw1KgAcSExE5C55pWx8QURE1OhImSytRgkfS5DFgcRERO6RL2Wy/JjJIiIiajTKpUyWxjqTxSCLiMjVBEFAgWU+VpAPgywiIqJGQ85kqZXw1ogvm8xkERG5nsEkwGQWu7n6atT1vJq6YZBFRERUA2lPllathI8XywWJiNzFupOrVuNZYYtnrRbA+++/j7i4OHh7e6N///7Yt2+fQ1/33XffQaFQYPLkya5dIBERNSo6q3JBL5X4sqk3svEFEZGr6ayaDGnVnhW2eNRqv//+e8ydOxcLFizAwYMH0aNHD4wbNw5ZWVk1fl1ycjKefvppDB061E0rJSKixqLcqlxQYwmyDCYGWURErmb9/KtQKOp5NXXjUUHW4sWLMWvWLMyYMQOdO3fG8uXL4evri5UrV1b7NSaTCXfffTcWLlyI+Ph4N66WiIgag4pyQZUcZBlNQn0uiYioSdBZygWlpkOexGN2kOn1ehw4cADz58+Xb1MqlRg9ejT27NlT7de9+OKLCA8Px8yZM7Fjx45av49Op4NOp5M/LiwsBAAYDAYYDIZr+AmunfT963sd5B48300Lz3fDVa43AgDUSgGWGAtl+mt7TeD5bjp4rpsWnm/nKi4TZ2R5q5UN5nfq6Do8JsjKycmByWRCRESEze0RERFITEy0+zU7d+7EJ598gsOHDzv8fV577TUsXLiwyu3r16+Hr69vndbsKhs2bKjvJZAb8Xw3LTzfDU96tgqAAsePHMaVbAUAJQ4fOQrfjCPXfN88300Hz3XTwvPtHOcLAUANk74ca9asqe/lAABKS0sdOs5jgqy6Kioqwr333ouPPvoIoaGhDn/d/PnzMXfuXPnjwsJCxMTEYOzYsQgMDHTFUh1mMBiwYcMGjBkzBhqNZ80KoLrj+W5aeL4brhUX9wBFRRjUvw/SD17GsbxMdOjUBRMGtLrq++T5bjp4rpsWnm/n2p2UC5w4gJAgf0yYMLi+lwOgosqtNh4TZIWGhkKlUiEzM9Pm9szMTERGRlY5PikpCcnJybjxxhvl28xmsa5erVbj9OnTaNOmTZWv02q10Gq1VW7XaDQN5o+lIa2FXI/nu2nh+W549EbLjBZvL2gt+wLMUDjlPPF8Nx08100Lz7dzGAWx2YWPl7rB/D4dXYfHNL7w8vJC7969sWnTJvk2s9mMTZs2YeDAgVWO79ixI44dO4bDhw/L/02aNAkjRozA4cOHERMT487lExGRhyq32nitlrsLsvEFEZGrlVtauHur2fjCpebOnYvp06ejT58+6NevH5YuXYqSkhLMmDEDADBt2jRER0fjtddeg7e3N7p27Wrz9cHBwQBQ5XYiIqLqSHNa2MKdiMi95BbuHjaIGPCwIGvq1KnIzs7G888/j4yMDCQkJGDdunVyM4yUlBQolZ53EoiIqOGybeEulq4YGWQREbmc9fOvp/GoIAsA5syZgzlz5tj93NatW2v82s8++8z5CyIiokZNupLqranIZOlZLkhE5HLWz7+exvNWTERE5CaCINgdRsxyQSIi1yv34GHEDLKIiIiqobcKprQaJcsFiYjcSG58wUwWERFR4yG9wANidyuWCxIRuY/OksnyxD1ZDLKIiIiqIb3AKxSARqWA2pLJYrkgEZHr6ZjJIiIianys27crFAp4WTJZLBckInI9uYU7M1lERESNh67SpmsNhxETEbmNtC9Wq/a8kMXzVkxEROQm5QbbF3iWCxIRuY90QUu6wOVJPG/FREREblJ5ECZbuBMRuY/B8hysYSaLiIio8dBVGoSpkTNZLBckInI16YKWl+W515MwyCIiIqoGM1lERPVH2pPFckEiIqJGpGJGi2VPlpJBFhGRu+iNDLKIiIganXJ5RouYyfJSiyUrRjPLBYmIXM3ATBYREVHjUzmTJb3QS1dXiYjIdaT9r2zhTkRE1IjIe7I0LBckInI3ZrKIiIgaoXKpu6Ca5YJERO5W0fiC3QWJiIgaDZ2hmkwWywWJiFxOzmSxXJCIiKjxqNw+WN6TxTlZREQuZzCKz7VeLBckIiJqPKRN1xVBllQuyEwWEZGrcU8WERFRI2S0vMCrLcGV2vJCb2Imi4jI5bgni4iIqBGSGlxolNKeLDa+ICJyFymT5cU9WURERI1H5T1ZKkuQZWKQRUTkctJMQu7JIiIiakSqlAsquSeLiMgdTGYB0vUs7skiIiJqRIxy4wsxuJIyWWYBMDObRUTkMtZD39nCnYiIqBExWAIptdJ2ThbAfVlERK6ktw6y2PiCiIio8ZCGDmvk7oIVL/Tcl0VE5DrWQ981Ss8LWTxvxURERG4i7b2q3PjC+nNEROR80pxCtVIBpZKZLHIRvdGM1/86gw9PKlFuMNX3coiImgT5RV5l28IdYCaLiMiVPLl9O8Agy2NoVAr8cigNiQVKnMksru/lEBE1CRWZLNvGF0BFAEZERM5XeYSGp/HMVTdBCoUCnSIDAQCnMorqeTVERE1DRbmK+HKpUCg4K4uIyA0MDLLIXTq1CAAAnEpnkEVE5A4VL/IVGSzOyiIicj2DUbyQ5eWBnQUBBlkepWOkGGSdzmSQRUTkDhVzsipeLtXMZBERuZxeHgbvmeGKZ666iQrz9wIAFJYZ63klRERNg0F+ka+4kqqSM1kMsoiIXMVeJYEnYZDlQXy8VACAUj2DLCIidzBWGkYMVFxVNbLxBRGRyxhNVZ9/PYlnrrqJ8tVYgiy2cCcicgt7V1JV3JNFRORy0nOsmpkscjVfrRhklekZZBERuYO9PVka7skiInI5Y6U5hZ7GM1fdREmZrDKDGWa+uBMRuZzdPVkq7skiInI1eU6hkpkscjFpTxYAlLFkkIjI5aRAyra7oPhvZrKIiFxHnlPIckFyNW+1CgqID7hSlgwSEbmcnMlS2tmTxcYXREQuI2eyWC5IrqZUKqCxnDHuyyIicr2KxhdV52Sx8QURketIF7JULBckd5AqBkvYxp2IyOXsNb7gnCwiItezN0LDk3jcqt9//33ExcXB29sb/fv3x759+6o99pdffkGfPn0QHBwMPz8/JCQk4Msvv3Tjap1PazljLBckInItQRAqXuSt9gRIna5MLBckInIZI4cRu8/333+PuXPnYsGCBTh48CB69OiBcePGISsry+7xzZo1w3PPPYc9e/bg6NGjmDFjBmbMmIG//vrLzSt3HimTxXJBIiLXss5UaZT2ygUZZBERuYqBLdzdZ/HixZg1axZmzJiBzp07Y/ny5fD19cXKlSvtHn/dddfh5ptvRqdOndCmTRs8/vjj6N69O3bu3OnmlTuPlMliuSARkWtJ+7GASi3cOSeLiMjlPL2Fu7q+F+AovV6PAwcOYP78+fJtSqUSo0ePxp49e2r9ekEQsHnzZpw+fRqvv/56tcfpdDrodDr548LCQgCAwWCAwWC4hp/g2hkMBnipBAAKFJXp63095FrS+eV5bhp4vhuesnKrc2E2wWCwbMK2vN6X66/+dYHnu+nguW5aeL6dR2dJKCgVDev36ehaPCbIysnJgclkQkREhM3tERERSExMrPbrCgoKEB0dDZ1OB5VKhQ8++ABjxoyp9vjXXnsNCxcurHL7+vXr4evre/U/gJNoLSUr/xw8DE3aoXpeDbnDhg0b6nsJ5EY83w1HsQGQXiY3/LUOCktwlZerBKDEwcOHob7G52Ge76aD57pp4fm+dqdSFQBUuJx6CWvWXKzv5chKS0sdOs5jgqyrFRAQgMOHD6O4uBibNm3C3LlzER8fj+uuu87u8fPnz8fcuXPljwsLCxETE4OxY8ciMDDQTau2z2Aw4LMzmwAA7Tp2xoSBsfW6HnItg8GADRs2YMyYMdBoNPW9HHIxnu+GJ7OwHNi/HSqlAhMnTpBv/zX3IBILctCla3dM6B19VffN89108Fw3LTzfznNm0zng0nnEt47FhAmd6ns5MqnKrTYeE2SFhoZCpVIhMzPT5vbMzExERkZW+3VKpRJt27YFACQkJODUqVN47bXXqg2ytFottFptlds1Gk2D+GNRW/ZkmQRFg1gPuV5DeeyRe/B8NyBKsSRErbR9vtWoLR2IFMprPlc8300Hz3XTwvN97cwQywe81OoG9bt0dC0e0/jCy8sLvXv3xqZNm+TbzGYzNm3ahIEDBzp8P2az2WbPladRW8pV9EYOwSQiciWps5VXpc5WarnxBZ+HiYhcxdNbuHtMJgsA5s6di+nTp6NPnz7o168fli5dipKSEsyYMQMAMG3aNERHR+O1114DIO6v6tOnD9q0aQOdToc1a9bgyy+/xIcfflifP8Y1kTJZehNf3ImIXEl6gVdXeoGXugsaOCeLiMhlKlq4M8hyualTpyI7OxvPP/88MjIykJCQgHXr1snNMFJSUqC0mmVSUlKChx9+GKmpqfDx8UHHjh3x1VdfYerUqfX1I1wzFTNZRERuUd2MFjVbuBMRuZzUwl2t9JjCOxseFWQBwJw5czBnzhy7n9u6davNxy+//DJefvllN6zKfaRMlo5BFhGRS1U3o0UKujiMmIjIdaQLWWoPnZPlmaFhE6ZWiA84lgsSEblW7ZksPg8TEblKdc/BnsIzV92ESZksAzNZREQuZahm07W0J4uZLCIi1/H0xhcMsjyM3F2QmSwiIpcyWq6iargni4jI7QwsFyR3krsLMpNFRORSBnN13QXFJ2J2FyQicp2KDq+eGa545qqbMM7JIiJyDymTVbmzlVS6wj1ZRESuU1FNwEwWuQHnZBERuYe0J6vyMGLuySIicj3pOVbloS3cPXPVTRhbuBMRuYehmmHE3JNFROR68hgNZrLIHVguSETkHsZq2gdLV1WZySIich1DNSXbnsIzV92EMcgiInKP6ocRW8oFWbZNROQyxmqqCTwFgywPwz1ZRETuUTEIk3OyiIjcTXqOZbkguYVaKT7gDAyyiIhcqmIYMedkERG5m3Shi40vyC1YLkhE5B61DSNmJouIyHVM1ZRsewoGWR5GxWHERERuIQ8jrvQCr7I8EZs4jJiIyGWqaz7kKTxz1U0YM1lERO5R3Qt8RSaLz8NERK4iX+jinixyB3lOFvdkERG5VMUwYja+ICJyN7lkm3uyyB2sM1mCwBd4IiJXMVSTyZI6XbHxBRGR61TX4dVTMMjyMGqrM2bgfgAiIpepbkaLPIyYz8FERC5jqmZfrKdgkOVhrF/ruR+AiMh15BktSrZwJyJyNza+ILdSWwVZBiNf4ImIXMVQbSZL/NjAC11ERC5TXYdXT8Egy8NYP874Ak9E5DocRkxEVH+qm1XoKTxz1U2YQmHVPpj7AYiIXKbiBd72KqpUusLnYCIi1xAEQS7ZZuMLchvpwWZgG3ciIpcxSC/w3JNFRORW1iMy2MKd3EZKmzLIIiJyHaNcLljdnCw+BxMRuYL1RSwVM1nkLmoOwiQicjnuySIiqh/WiQQ2viC3YSaLiMj1qhtGLHcX5J4sIiKXsN7zysYX5DYaFV/giYhcTSoHrFwuKL3gM5NFROQaUgdthaLiwpanYZDlgaRN2EZmsoiIXEbOZCntZ7JYsk1E5Bpyd1cPbXoBMMjySGpmsoiIXM5YzTDiij1ZvNBFROQKRpNnt28HGGR5JO7JIiJyPelCllc1e7KYySIicg2pXNtTSwUBBlkeSdofwPbBRESuY6g2k8VhxEREriRdxPLUphcAgyyPpGZnKyIilzNWM4xYmtnCxhdERK4hX+RiJovcSYrqeRWViMh1qhtGrOEwYiIil5IbXzCTRe5U0fiCL/BERK5iqOZFXtojYBYAM7NZREROJ13EYuMLciupnSWDLCIi16ltTxYAmAQGWUREzlYxQoNBFrmRWsXOVkRErlbdxmuVVdDFsm0iIuczVbMn1pN47sqbMLZwJyJyveo2Xlt/zH1ZRETOV10lgSdhkOWB2F2QiMj1qtt4bR1kscMgEZHzVQwj9txQxXNX3oTJc7KYySIichmD3F3QfuMLgGXbRESuIFUJaLgni9yJ5YJERK4lCELFnKxK5SoKhUIOtJjJIiJyPrnxBcsFyZ0qWrjzxZ2IyBWsM1QaOxuvVUqO0iAichW5hTsbX5A7SQ84brgmInIN666B9q6kqpnJIiJyGSMzWe73/vvvIy4uDt7e3ujfvz/27dtX7bEfffQRhg4dipCQEISEhGD06NE1Hu8pKvZk8cWdiMgV9FYZqsp7sgA2ICIiciUjW7i71/fff4+5c+diwYIFOHjwIHr06IFx48YhKyvL7vFbt27FnXfeiS1btmDPnj2IiYnB2LFjkZaW5uaVO5f0gq9nmQoRkUsYbYIsO5ksy/OwmcOIiYiczig3HmImyy0WL16MWbNmYcaMGejcuTOWL18OX19frFy50u7xX3/9NR5++GEkJCSgY8eO+Pjjj2E2m7Fp0yY3r9y5pCuozGQREbmGdBVVpVRAoaj6Iq/i8zARkcsYGkELd3V9L8BRer0eBw4cwPz58+XblEolRo8ejT179jh0H6WlpTAYDGjWrFm1x+h0Ouh0OvnjwsJCAIDBYIDBYLjK1TuH9P2VEB94eqOx3tdEriOdW57jpoHnu2Ep0+kBiBe17J0T6eKqTn91rw08300Hz3XTwvPtHDqDEQCggtDgfpeOrsdjgqycnByYTCZERETY3B4REYHExESH7uPZZ59FVFQURo8eXe0xr732GhYuXFjl9vXr18PX17dui3aR5PPnAKhw4eIlrFlzsb6XQy62YcOG+l4CuRHPd8OQXQYAakAwYc2aNVU+r9epACiwfedOpARc/ffh+W46eK6bFp7va3MiTQFAhfTLaViz5lJ9L8dGaWmpQ8d5TJB1rRYtWoTvvvsOW7duhbe3d7XHzZ8/H3PnzpU/LiwslPdyBQYGumOp1TIYDNiwYQM6deyA31POIaJFFCZM6F6vayLXkc73mDFjoNFo6ns55GI83w3L2axi4PBu+Gq9MGHCiCqfX3x6J67oStF/wED0jg2p8/3zfDcdPNdNC8+3c5zfkgSkJCEuthUmTOhc38uxIVW51cZjgqzQ0FCoVCpkZmba3J6ZmYnIyMgav/att97CokWLsHHjRnTvXnNQotVqodVqq9yu0WgazB+LViOeNrOgaDBrItdpSI89cj2e7wZCoQIg7gewdz6ktsKCQnVN54vnu+nguW5aeL6vjQDxOVarubbnWFdwdD0es5vMy8sLvXv3tmlaITWxGDhwYLVf98Ybb+Cll17CunXr0KdPH3cs1eXYXZCIyLWkOYQapf3OVlJbYc7JIiJyPkMjaOHuMZksAJg7dy6mT5+OPn36oF+/fli6dClKSkowY8YMAMC0adMQHR2N1157DQDw+uuv4/nnn8c333yDuLg4ZGRkAAD8/f3h7+9fbz/HtVLLc7IYZBERuUJtna3k7oIcCk9E5HSNoYW7RwVZU6dORXZ2Np5//nlkZGQgISEB69atk5thpKSkQGkV8X744YfQ6/W47bbbbO5nwYIFeOGFF9y5dKfSyC/uvIJKROQKBssLvLqaF3jphZ+ZLCIi56u40MUgy23mzJmDOXPm2P3c1q1bbT5OTk52/YLqgVQuaGAmi4jIJaT5V161ZrIYZBEROZtJnlXoueWCnrvyJkyK6g0cgklE5BIGc82ZLO7JIiJyndr2xXoCBlkeSNojwD1ZRESuIWWyqtt0zUwWEZHr1LYv1hN47sqbMCmqZyaLiMg1att0rZb3ZPFiFxGRszWGxhcMsjwQ92QREbmWXn6BryWTxYtdREROV9HCvYkFWfn5+fj4448xf/58XLlyBQBw8OBBpKWlOXVxZJ/cwp1lKkRELmGspVRFzXJBIiKXMcodXj03H1Tn7oJHjx7F6NGjERQUhOTkZMyaNQvNmjXDL7/8gpSUFHzxxReuWCdZUcvlgsxkERG5Qm2brrkni4jIdUxNMZM1d+5c3HfffTh79iy8vb3l2ydMmIDt27c7dXFkH8sFiYhcq7YZLXJ3QT4PExE5XZNsfPHPP/9g9uzZVW6Pjo5GRkaGUxZFNZM2AXIvABGRaxhqKVVh2TYRkevI1QRNqfGFVqtFYWFhldvPnDmDsLAwpyyKaiZdQWUmi4jINRwdRsw5WUREzmeoZYyGJ6jzyidNmoQXX3wRBoMBAKBQKJCSkoJnn30Wt956q9MXSFVp1GzhTkTkSvIw4mr2A7DxBRGR61Q0vmhCmay3334bxcXFCA8PR1lZGYYPH462bdsiICAAr7zyiivWSJVIUb2R81mIiFyitu6CKmlPFoMsIiKnMzaCxhd17i4YFBSEDRs2YOfOnTh69CiKi4vRq1cvjB492hXrIzuk+lSDSYAgCFAoPPcBSETUENU6jJiZLCIil6ntQpcnqHOQJRkyZAiGDBnizLWQg6yHY5rMgkenUomIGiK95QW+tmHEJlYUEBE5XW1jNDyBQ0HWu+++6/AdPvbYY1e9GHKMderUYBKgVtXjYoiIGqHa9gMwk0VE5DpNJpO1ZMkSm4+zs7NRWlqK4OBgAEB+fj58fX0RHh7OIMsNrB9wBrMZPmCURUTkTFLwpKmms5WKozSIiFxGbj7kwdVaDoWHFy5ckP975ZVXkJCQgFOnTuHKlSu4cuUKTp06hV69euGll15y9XoJtqlTvsATETmfwcFMFhtfEBE5n/T+troLXZ6gziv/v//7PyxbtgwdOnSQb+vQoQOWLFmC//73v05dHNmnVCrk/QCclUVE5HwGufFFNcOI2eWViMhlpDFFKg/ek1XnICs9PR1Go7HK7SaTCZmZmU5ZFNVOzSCLiMhl5KuozGQREbmd1FSouudgT1DnIGvUqFGYPXs2Dh48KN924MABPPTQQ2zj7kbS1VWWCxIROZ9BntHCPVlERO7WGBpf1HnlK1euRGRkJPr06QOtVgutVot+/fohIiICH3/8sSvWSHZUzMpiJouIyNkcnZPFTBYRkfPJjS88uFywznOywsLCsGbNGpw5cwaJiYkAgI4dO6J9+/ZOXxxVT4rsDbyKSkTkdIZarqKq5D1ZfA4mInI2Yy2zCj3BVQ8jbt++PQOreqSRZ7Qwk0VE5Gy1N75gJouIyBUEQZAvYHlyC/c6B1n3339/jZ9fuXLlVS+GHKdRM5NFROQqxlo2Xat4oYuIyCWsL141qXLBvLw8m48NBgOOHz+O/Px8jBw50mkLo5qxuyARkevI5YLVNL6QnoPZ+IKIyLmsy7A9ufFFnYOsX3/9tcptZrMZDz30ENq0aeOURVHt2F2QiMh1jLUMI67IZPE5mIjImawTCJ6cyXJKeKhUKjF37lwsWbLEGXdHDpBe+A0sVSEicjopeKquXFC60MU9WUREzmWdQPDkxhdOW3lSUpLdIcXkGlJnKxMzWURETqc31tz4gnuyiIhcQ0ogKBQVz7WeqM7lgnPnzrX5WBAEpKenY/Xq1Zg+fbrTFkY1Y3dBIiLXMdYyjJjdBYmIXENu317N86+nqHOQdejQIZuPlUolwsLC8Pbbb9faeZCcRy4XZCaLiMjpahtGzD1ZRESuIV288uQsFnAVQdaWLVtcsQ6qI+nqKq+iEhE5X23DiKULXXwOJiJyLkMtjYc8RZ3zcCNHjkR+fn6V2wsLC9nC3Y0qMlksFyQicjZDrZksdnglInKFisZDnl0uWOfVb926FXq9vsrt5eXl2LFjh1MWRbWTMlksVSEicr7aXuS5J4uIyDXkTFZTKRc8evSo/O+TJ08iIyND/thkMmHdunWIjo527uqoWmruByAicpnaXuSlvQIco0FE5Fxy4wsPz2Q5HGQlJCRAoVBAoVDYLQv08fHBsmXLnLo4qp5ULmhkuSARNQJ6oxkvrz6JraezMaJDGB4f3R7N/LzqbT21vcgzk0VE5BpS52xP35PlcJB14cIFCIKA+Ph47Nu3D2FhYfLnvLy8EB4eDpVK5ZJFUlUchElEjcnupBx8seciAODzPReRcqUUn87oV2/rqW3jtdxdkHuyiIicSnpebTLdBWNjYwEAZpZGNAhyqQpf4ImoETiXVWzz8ZbT2cgqKkd4gLfb12I2C3Iptlc1mSxe6CIicg15T2xTmJP1+++/4/rrr4dGo8Hvv/9e47GTJk1yysKoZhqWCxJRI5KUXQIAmDOiLbadycaxtALsScrFTQnu3+urt3pe9VLbf5HnnCwiItdoLC3cHQqyJk+ejIyMDISHh2Py5MnVHqdQKGAymZy1NqoBuwsSUWOSlC1mstqG+yOvVI9jaQVIzCjCTfWwFkeCrIo9WbzQRUTkTMZa5hR6CoeCLOsSQZYLNgwVV1F5PojI8523ZLLiw/xQpDMCAE5nFNXLWvRGqyCrmhd5ZrKIiFxDem+raSp7sqhhqSgX5As8EXm2gjIDcop1AID4MH/oLEFOYnphvaxHCrK8VEooFPZf5KVqAu7JIiJyLkNTanzx7rvvOnyHjz322FUvhhwnpVB5FZWIPN15S6lgRKAW/lo1OkQGAAAuF5SjoMyAIB+NW9cjBVmaGvYDqFTMZBERuYKplmHwnsKhIGvJkiUO3ZlCoXB5kPX+++/jzTffREZGBnr06IFly5ahXz/7bX5PnDiB559/HgcOHMDFixexZMkSPPHEEy5dn7vIw4jZ+IKIPJzU9KJNmD8AINBbg+hgH6Tll+F0RhH6tW7m1vVIm66r248F8DmYiMhVmlTjiwsXLrh6HQ75/vvvMXfuXCxfvhz9+/fH0qVLMW7cOJw+fRrh4eFVji8tLUV8fDxuv/12PPnkk/WwYteRSlUMvIpKRB7ulKUsUAqyAKBjZADS8suQmFHo9iBLKlesKciSyljMgtjyXenhZS0NhdFkxuINZ9A61A+39W5ZbbkmETnHt/tSsOtcDp4Y3R5tw/1r/wI3kCoE1B7ewv2aVi8IAgTBfW/yFy9ejFmzZmHGjBno3Lkzli9fDl9fX6xcudLu8X379sWbb76JO+64A1qt1m3rdAcpujdxTxYRebg9SbkAgL5WwZRUMphYD80v9HXIZAGAyY2vg43dznM5+GBrEub9dBRf7r0o336lRI/NiZnQG80o1RuRa9nDR0RXLy2/DM//dhx/Hk3HHSv2oKDMUN9LAlBRIVBTybYnuKrGF5988gmWLFmCs2fPAgDatWuHJ554Ag888IBTF2dNr9fjwIEDmD9/vnybUqnE6NGjsWfPHqd9H51OB52u4sm7sFC8wmowGGAw1O+DT/r+BoMBCogPQL3RWO/rItewPt/U+DXV851XqsdJSyarb6tA+edvF+YLADh1ucDtv5PScj0AcRBmdd9bMFeMKynX6QGNqk7fo6me79ocScmT//3e5nPo0yoI+5Lz8M6mc8grNUClVEABMbCdNSQO88a2r7/FOojnumnxpPP98/4UuclETrEeH2w+i6fHtqvnVQHlBrHDrFLRMH+Pjq6pzkHW888/j8WLF+PRRx/FwIEDAQB79uzBk08+iZSUFLz44ot1vUuH5OTkwGQyISIiwub2iIgIJCYmOu37vPbaa1i4cGGV29evXw9fX1+nfZ9rsWHDBpxNVwBQ4eKlNKxZc6m+l0QutGHDhvpeArlRUzvfh3PF57JIHwH7tm+Sb88sBQA1Tl7Ox5+r18Cd1XiJ+eKadKXFWLNmjd1j9CZxfQCwZt1f8K5bjCVraue7NptPKyEV2WQV6TBh2W6bz1t3c1yxIxn+eecQG+DOFV49nuumxRPO90bL31ubAAFJRQp8sfs82urOwusqn8+c5fhl8Tk4M/0y1qxJrd/F2FFaWurQcXUOsj788EN89NFHuPPOO+XbJk2ahO7du+PRRx91WZDlLvPnz8fcuXPljwsLCxETE4OxY8ciMDCwHlcmRs4bNmzAmDFjkHsgHb8mJyIisgUmTOhRr+si17A+3xqNe7urkfs11fO9749TAC5hTI9YTJjQUb7dYDLj7eOboDMB3QZeh9hm7rvIpU3MAk4dRvOQIEyYMMDuMQaTGfP2bQQAjBo9ps4dEJvq+a7N0jM7AZQiOtgbafnl8u3zxrbD2M7h+Gx3CrpFB2LH2VysPp6BS9pYPDShS/0t2AE8102LJ53vN09tB1CO52/tg2d/OY6MQh2CO/TFde3D6nVdl7ZfAC6eRWyrlpgwoWu9rsUeqcqtNnUOsgwGA/r06VPl9t69e8NoNNb17hwWGhoKlUqFzMxMm9szMzMRGRnptO+j1Wrt7t/SaDQN5o9Fo9FA6yWeOpOABrMuco2G9Ngj12tq5/t4urjnqn98c5ufW6MBukYH4VBKPo6kFqFtRJDb1iRYMilajarac6FSVWRUFMrqj6tNUzvftckuFks1547pgP/8egxmQcCP/xqEhJhgAMArt4j/j27mh9XHM7Dn/BWP+f3xXDctDf18F5QakGq5kJHQqjlGd47AV3tTsPVMLsZ0iarXtZkhli54qdUN8nfo6Jrq3Pji3nvvxYcffljl9hUrVuDuu++u6905zMvLC71798amTRXlJGazGZs2bZLLFpsSjZJzsojI86Xkiu3b40OrdrWSugr+k3zFrWtypPGFUqmQSxg5kNg5dEYTinXixdrRnSNw6Pkx+Oe50XKAZS0hJhgKBZCaV4asovIqnyeimh1NywcAxDb3RZCvBsPaidkrdz/f2tPkG1+sX78eAwaIZRR///03UlJSMG3aNJtSu8WLFztnlRZz587F9OnT0adPH/Tr1w9Lly5FSUkJZsyYAQCYNm0aoqOj8dprrwEQm2WcPHlS/ndaWhoOHz4Mf39/tG3b1qlrczepfTCDLCLyVIXlBuSVihuIWzWvWg7YN7YZ/ofzOGjVDMEd5BbutQzCVCuV0JvMfB52kislloYjKgUCvdVQKBTw9bJ/bIC3Bh0iApCYUYRDKfkY18V5FS1ETcHR1AIAQPeWwQCAnq1CAABns4pRVG5AgHf9ZZAMjaSFe52DrOPHj6NXr14AgKSkJABiKV9oaCiOHz8uH+eK2RZTp05FdnY2nn/+eWRkZCAhIQHr1q2Tm2GkpKRAaXVCLl++jJ49e8ofv/XWW3jrrbcwfPhwbN261enrcyephTsHYRKRp0rJFTcPN/fzgr+26stR12ixRDApuwTlBhO869jB72rpHZiTBVgudpmYyXKWXEupYIivl0PvIXq2CmaQRXSVjlzKBwD0aCk+z4YFaOUh8EdTCzC4bSgAcVyTu+fVNdlM1pYtW1yxDofNmTMHc+bMsfu5yoFTXFycW+d4uZPGcoXVyDlZROShLlqCLHtZLACICNSiuZ8Xckv0OJNZJF9xdbWKIKvmoE6alWXgxS6nyLVkspr7OzbXsmdMCL7ddwmH3JzpJGoMjqTmA4DN82rPVsFIyy/D4Uv58NeqMe+nI9ColPj6gf4Iri6t7AJSdYDKw4e8e3YergmrKBfkizsReaaUK2KQVV3nQIVCgc5RYldXqbTFHfQOXkVVSUPhmcmqs3KDCYcv5eNoar58MVQaMNzcz7E3cz1bBQMQ3yyW6FzXeIuoscksLEdmoQ5KBdA1uqJztrT/8acDqbj9f3twJrMYJy4X4u31Z9y6PimBoK6lZLuhq3Mmq7y8HMuWLcOWLVuQlZUFc6U3+QcPHnTa4qh60os/9wIQkadKuSI2vWjV3K/aY/rENsOOsznYcz4X9wyIdcu6DJZMlraWckE1GxBdlYIyA25+fxfO54jnf0qflnjjth7ynqzm/o4FWW3D/RHX3BfJuaVYdzwDt/Zu6bI1EzUmUqlgu/AA+HpVhALShYsLlr9NibubYUgJBI2HZ7LqHGTNnDkT69evx2233YZ+/fq5vU6TRPKLO8sFichDSeWCNc3AGtS2OZZsBPYk5cJgMsul0q4kdxestfEFM1lXY/m2JJzPKYFWrYTOaMYP+1PxyIi2yC6SMlmOlQsqFArc3LMllmw8g7UMsogcVtH0wnY0RrfoYJuPF07qggW/n0BSdjH0RnOt+1SdxdBUM1l//vkn1qxZg8GDB7tiPeQgNcsFicjD1bYnCxDLV0L9vZBTrMeaY+m4KSHa5euqU+MLMJNVF+UGE77dlwIAePfOnvjm7xRsO5ONH/ZfQkah2Io9MsixIAsARnUKx5KNZ7A7KcetbwKJPM3pjCI8/PUBBPt6yWMPulcaj+ClVuLeAbH4cu9FxIf54e7+rfD2+tMoLDfiTGaR3IzI1RpL44s6PxtFR0cjICDAFWuhOlCz8QURebASnRGXC8oAAHE1lAtqVEpMGxgHAHhr/WmU6l2/90bnYJCllvdk8WKXo7aezkZ+qQHRwT4Y3SkCd/SNAQB8ueciDltKmCICvR2+v84tAhHq74VSvQlHLRv5iaiqdzedRVJ2CQ5czMOlK+Jzb4+WVYOmp8d2wDPjO+C7BwdArVKiY6S4Z+tcVrHb1lrRwr2JBVlvv/02nn32WVy8eNEV6yEHqbkni4g82KGUfAgC0CLIG2EBNWcuZg5pjRZB3rh0pQz//vmYy9dW0fjCwUwWL3Y57O8LuQCAkR3DoVIqMKpTBKKCvFFYbpQzm3UJspRKBXpYuqOduFzo9PUSNQbFOiP+OpFhc9vgts3RzU5mKshXg4eva4vwAPHvMD5MvAh2vtI+LVcyWZ5TVR5eLljn1ffp0wfl5eWIj49HQEAAmjVrZvMfuYdcLsjWwUTkYS7klOCeT/4GUNHNqiZ+WjXeu6snlArg9yOXXZ6xKNObAAC+Xo61cOeeLMdJG+j7thbfL3iplXjv7l42x0TWIcgCIHegPMkgi8iuY6kFMJoFRAV549gLY7Hi3t74ZHpfh/oqyEFWtvsyWU228cWdd96JtLQ0vPrqq4iIiGDji3oiNb4w8MWdiDzM62sT5X+P7Bju0Nf0jm2GmxKi8euhNKzceQFL7+hZ+xddJSnI8vGq+SVSxe6CdWIyCziTIb5R62kVXPdqFYKYZj5yCVNdMlmAWDIIVMz9ISJb0t9Gj5hgBHhrMLYOw7tbh/oDqNpx0JX0lkyWOxoduVKdg6zdu3djz5496NGjhyvWQw7ScD4LEXkgQRCw61wOAODN27rjtjp0hJsxOA6/HkrDmuMZWFhmQJCPxiVrLDVYgiyNY5ksNiByTEZhOfQmMzQqBaKCfWw+9+ZtPfDot4cQH+oHn1oyiJX1a90MKqUCiRlFOJdVjLbh/s5cNpHHk7K83ezswapNO8vf09msYrd1eDU4uC+2oavz6jt27IiysjJXrIXqQNoLYGC5IBF5kNS8MhTpjPBSKTG5Z3SdqiG6twxG+wh/6I1mbD2d5bI1llmaa9RWLsg9WXVz0XIlPCbEV/7dSQbEN8ff80fh21kD6ny/zf21GNI2FADw9I9HePGRqJLUPHG/Y+samgxVp1UzXwR4q6E3mnE6o8jZS7PL0X2xDV2dV79o0SI89dRT2Lp1K3Jzc1FYWGjzH7mHht0FicgDnUoXXyfahvtf1QvomM4RAID1JzKdui5rpXK5YM1BFisK6ubiFfGNXkw1c9GUSgWUV7kH4z8TOkGpAA5fyseZTPe8ESTyFJfzxZbtlTPIjlAqFfI8LWm+lqtJCQQvtWdvSarzK9z48eOxZ88ejBo1CuHh4QgJCUFISAiCg4MREhLiijWSHSpuuCYiDyS16e5k2UdTV2M7i3sJtp7OQrmlrM/Z5MYXtZQLck6WYwpKDcgr0SPZksmKrWEu2tXqEBmAgW2aAxA7VxKRyGAyI7Po6oMsAOgaJQZZ7rqAIc8qVNWtdLihqfOerC1btlT7uWPHXN9al0RSC3cD9wIQkYcQBAHbzmQDENsHX41u0UGICNQis1CH7Wey67SB21FlBqm7YM0vkVIDIl7ssqUzmvDQVwdRpjfh9j4t8eqaRJjMZkQGiW/wOkS6ZtZmz5gQ7DqXi4MpebirfyuXfA8iT5NRUA5BEPc3Nffzuqr7iLWUGV7MdU/zC30jGUZc5yBr+PDhNh8XFRXh22+/xccff4wDBw5gzpw5TlscVU9jeXEXBPEFvnJ9OxFRQ1KsM+K+lfvkWUZD2oVe1f0olQrclBCNFdvP49NdyS4JsirKBR2ck9UEgqw9Sbk4n1OMu/q1qnUf3eZTWdicKO6Z23M+V749r9QAoKIboLN1tcz8cde+ESJPkF5gyWIFeV91Oa6UfZZKfl1NKhfUNLXGF5Lt27dj+vTpaNGiBd566y2MHDkSe/fudebaqAYqq+iena2IqKH79WAq9l/Mg49GhQU3dpYHXV6N6YPiAIhv4K+U6J20wgqOtnCvmJPVeJ+Dj6cVYO73h3HXx3vx3K/HsfZ4Rq1f8+uhNPnf3pqqbzM6RromyJK6CiZlF8PcBAJfIkdczheb1V1tqSAgNr8AgNQrZW7J3FeUC3p2kFWnTFZGRgY+++wzfPLJJygsLMSUKVOg0+mwatUqdO7c2VVrJDukTBYgNr/Q1jknSUTkPrvOiRmNR0a0wYzBra/pvqKDfdAhIgCnM4uw93wuJnRr4YwlAhAHvEulKo7uydI30gZEZrOAx747hPPZFSVCH25NQjM/L/x1IgPjukRiQLxt2WdeiR5bLJ0f/3piGDpEBsBkFtBj4XoU64zo1Sq4zi3aHRXb3BcalQKlehMuF5ShZYjz934ReZo0JwRZLYK8oVYqoDeZkVlYfk335QiD5Tm1ybRwv/HGG9GhQwccPXoUS5cuxeXLl7Fs2TJXro1qoLbOZDXSF3giahwEQcDfF8Qga1DbqysTrExqcrDvwhWn3J+k1KqZRq3dBdVSl9fGmcnanJglB1iLbukGjUqBY2kFuGPFXny6KxkzP/sHheUGm6/581g6DCYBnVsEynuvVEoFFk/pgdt6t8RH0/q4bL0alRJxlr0jZzOLXfZ9iDyJMzJZapVSHhKeUVjulHXVpLFkshxe/dq1azFz5kwsXLgQEydOhMrDO354OrWS5YJE5Bmyi3TIKzVAqXDefpz2EeIbeGdvxC63lAoqFIC2lquomkY+J2vFjvMAgNnD43FHv1ZyZ0dJid6EB7/YD52xIjBdZSkVvKVXtM2xY7tE4q3be6C5v9ala+4SJT6+3NVqmqihk4Ks6OCrL9EGgIhA8W83yx1BVlPbk7Vz504UFRWhd+/e6N+/P9577z3k5OS4cm1UA4VC0aQ2XROR5zqbJWYVYpv7wbuWEjxHxTQTr8qm5pU5dHyJzojJ7+/C5Pd34UJOCUxmAYJQ9bmz1Kp9e20NHqQ5X/p6zGTpjWbkFOtQUGrAlsQsFJQZav8iBxy+lI99F65ArVRgxiCxvPPFm7rgmfEdsHBSF7xzRwIUCmDv+St4f/M5AEBBmQEHLuYBAG7sEeWUddRVQkywZf159fL9iRqaa5mRZU3KZGUW6q55TTURBEHOZDWZ7oIDBgzAgAEDsHTpUnz//fdYuXIl5s6dC7PZjA0bNiAmJgYBAa5py0r2qZUKmMyC3IWFiKghkmartLM0JnAGab9Nal4ZBEGoNSD6+WCqPKPrsW8PQWc0wWgW8MecIfCz2tRa6mDTC0AsoQHqL5OVX6rHrR/uRpLVnqlbekZj8dQEu8fb+z19/08K/jqRiSVTEhDkqwEAlOqNeOqHwwCAST2iEBkkvrlq7q/Fw9e1tfn6x787jE92XsADw+JxMEUMbFqH+slvyNwtoZU4r/PwpXyHHhdEjZnRZEayJdsfc417FCuCLNdmsqwTB1oPr5qrcx7Oz88P999/P3bu3Iljx47hqaeewqJFixAeHo5Jkya5Yo1UDTUHEhNRA1VUbpCvRkr7eto6MciKCvaGQiHOtMoprr3D4B9HLsv/PpZWgDOZxTifXYIv9ly0Oa5EbwQA+Glrf3H3kuYV1sOFLkEQ8H+/nbAJsABg25lsuxm6s5lF6PvKRjzz0xF5D9nJy4V49udj2JyYhR8PXJKP/W7fJSRllyAsQIunx3Wodg2TekShXbg/SvQmrNh2HgctWaxelkCnPnRqEQAvlRJ5pQakuKndNFFDdSGnBDqjGX5eKrlD4NUKt5QLujqTZf18qlF79kWSayp27NChA9544w2kpqbi22+/ddaayEHSVVRDI90PQESe6WJuCfq9sglDXt+M89nFcncrZ3Z706pVCA8QX/Sl+6+O2SzgpGU+16iO4Taf+90q+AKAAsssp2AfTa1rkJ+D62Ff7LubzsmBY/sIf9zcU9wDlVuix4WcqvvUvtx7ETnFevywPxXrT2YCADYnZsqfl4ZEA8CPB1IBAI+PaldjiZFCocBTY8UgbMWO89h5TtxC0Du2/oIsrVqFzpZ9WVLmkqipOpkuPu91bBF41TOyJBEB7slkSRfngIqSbE/llNWrVCpMnjwZv//+uzPujhwk1aoyk0VEDcmWxCyUGUzIKtLhk50XkGbZNxUd4ty2v1L5SnaR/SurqXmlWHc8HSfTC1GiN8FLrcTye3vjsxl98fucwQCAU+mFNl+fb9nTFOTrVev3l94AGIzufw7+/YjYYOJfw9tg/ZPDsWRqAnq2CgZQ8cZKYjCZsfpouvzxkdR8AMBpqw58+5PzIAgCyg0mubxzdKeIWtcxrksEIgK10BvNOJQi3m99BllAxb6sI5fY/IKaNmkouNQQ5lq0sDTOqO2i1rWS9rgqFLZN3jyRZ4eITZzU+IJ7soioIbHOIGw8lYnUPLFsK9rJs1XCLJ3qcortB1mPfHMI//rqIG5YthOAmPHRqJS4rkM4urcMRrfoIADAyl0X5K/JLxVLDx3JZEkXutzV4fWj7edx98d7kVVULmer7h8cJ39e+v1mFFRcaS4sN+CjHeeRazW0+XRGkeX/FcGYVHZ5OqMIJrOAZn5ecjexmigUCpvywABvtVP33l0N6bweT2OQRY2bwWTGsdQCuyXC57OL5Wz3lD4x1/y95IHEeaUuvbhf0fRC6fF7KhlkeTC1ZSAxuwsSUUNi3T47s1CHEkszCacHWZZyQXuZrKJyA45UKheTMhySx0a1AyAGL1LgUShlshwKsqSSbdcGWV/tvYjhb27BK2tOYde5XLz85ymYBaCZn5f8OwDEgaGAbZD14Bf78ca60wAq2uefziiC0WS2GTIMAClXSuUsWJeoQIff4PSJayb/+7oO4ddclnStulqCrBOXC2Dm6yM1Ysu3JuHG93Zi4R8nq35uWxLMAjC6U7j8N3EtWgT5QK1UwGASXFoyKG2B0Xp4qSDAIMujVZQLMpNFRA2DySzIDQdCfCsCleZ+XrUO962rmoKsY3ayGH2tggEAGNM5AmM7R8BoFrBiuzgTSioXDPZ1ZE+WVE3gmjfyJTojDl/Kx39XHcfF3IomDtI+sg4RATaBUGSQGMSmW94AleiM+CdZbEZxV/9WePfOnuLnC8qRnFsKo1mAWqlAv9bi7yXlSgkuWc5d61A/h9c5pU9LOcCb6oQr5teqTZgfvDVKlOhNOJ/DocTUcAiCgC/3XsSLf5xEqaXJTk22ns7C9e/swBvrEu1mqz6yzLL7bHcyUqyeI0xmAX+dEPdcPjA03ilrVykV8h7NSy5sKiNnsjx8RhbAIMujVZQL8kodETUMmYXlMJoFaFQKDGsfJt/exgUlZJWDLEEQ8J9fj2HK//Zg3fEMAECov7i3Sq1UoH/r5lXuQ3oDsv5EBnRGE/JLHc9kebkwk7X+RAb6vbIRk9/fVe0x0qwwiRToZFoyWYdS8mEyC4gO9sGrN3dD23B/OfD9+0IuAHFfW1xzsQzoYm6pnAVrEeR41jHAW4OfHhqEL+7vhyHtQh3+OldRq5RyCePupNx6Xg1RhT+PpuP/Vh3Hyl0X8Omu5FqP/2TnBZxKL8QHW5Nw4rLtXsufDqSisLwiUJMazwDA0dR8FJQZEOCtRh8n7pGUSgYvujDIkp5PPX1GFsAgy6Np6nlGCxFRZdJw4KhgH7k8DRD3QzmbtCcr27Ina+3xDHzzdwr2Xbgit2Z/cFg8/pgzBF8/0F+e92StT2wIwgK0KNIZcSglXx7mG+xA4wtpU/bVPAcfTS3AzgyF3XK2Xw6m4pFvDspllgAwtF0o7hnQyua46GDbbo3Sz5duCZQ2nhKvZPePr8jgxVkyVHvPX5G/Rrqf9PxyZBRKQVbd5lxFB/vYBNX1bXBbMdjbdjq7liOJ3GfDyYqOnt/uS7GbnZIYTWZ5LAIArD1e0bwmp1iHBb8dtzl+57mKx7rUhKZ/6+ZyF1RniA8Tnz+Ssl2XIZYaX3gxk0X1Se3mTddERLWRykhahvhglFV3urpkRhwVYQkELueXITWvFHO+OVjlmB4tg9GtZRD6x1fNYgGAUqlAP0sZ4YGLeRXlgo7sybK8CdBfRSZr1lcH8eMFFT6udDU7vaAM8346CoNJwMRuLbB0agLeuSMBX87sj5du6gofTUXJZeVujS0tH6cXlGHbmWx8tlu870k9ouRj4ppLQZaY4YkM9EZkkBisZhSWy5ksewGpJxnTWXzsbT2TLTdeIapPZrOAXVbZptS8MiTnVv/YTMwosrnQImXnAWDNsXSU6E3oEhWI3x4RO6VuOJkp75WSgiBnX9ySmtqcyyyGzmhySQMM68YXns7zf4ImTKVkJouIGpZLVp0E24b74/qukVArFRjbufZ24HUVayldSS8ox8i3t8EsiFc/rfcTObLhu0+cWE6zP/kKci1ZsRA/B1q4y8/BdQuy9EYzrpSIwdyb68+izOqN1A//pMJkFtC9ZRCW3dkTk3tG46YEcQaWQqGwGSgaFWwbCIX5axHko4FZAKav3AdAbHYxtF1FhkkKsqQSy4hAb3kvV2ZhuZwFq2smq6FpHxGAQW2aw2QWsOpQWn0vhwinMgqRW6KHr5dKHnOwOynH5hhBEOTAJdHSjKdbdBC8VEokZZfIDXqksRj9WjdDj5hg9GoVDINJkGfgSU1t2oQ5N8iSyr43JWahz0sb0eulDdiffMWp30MqF/RikEX1SaNkJouIGhapQUOs5c38O3f0xL7nRqNdRIDTv1czPy/4a9UAxMAlLECLJVMS8OE9vTBzSGt8OqMv/Cyfr4nU8jsxo0i+EuxIkKFRX92+2Iu5tl39Oj2/DlmF5Zj95X4s2XgGADBzSGu7XfoirNZlHXABYhBm3T7dX6vGN7P6y/t3ASAu1PZrWgR5I9Iyb+xMZhHKDGLAJ80g82Q3dBczeBtPZdXzSqi+leqNePGPk3jk64MubdpQkx1nxYBqYHxzDLGUs/5zoSJAEQQBd360F8Pe2IKMgnJ5Xl2vVsG4roN4oeTNv07DaDLLZb3S3+4AS6b+lKU7qJTJcvZe2A5Wz+NFOiMKygz4Yf8lp34PKZPFckGqVyo5yGImi4gaBml+k5RN8lIr0cyBrNDVqJzZ+e/ETpjYvQU6Rgbi/27ojBEdwh26H+lqb3pBOQwmAUoFbFqjV0cao1HXxhfnsqruZxj+5la5G1j7CH85QKjsOsu+p+kDY9EyxLfK59tavam6u3+rKnvLpEyW/HGon/xGTXopCfHVwFvj3E6Q9WFUJ/H8H0nNR7Gu9k5u1Hi9se40Vu66gNXH0nH3x3/bZI9d4USeAiMX78CWxIoAXwqoBrZpLg8Otx538feFK9h7/grS8svw2tpTctaqfWQAHhvVDkqFuM/yw61JVcp6O1r2vyamF6Kw3IAsS6Za2kPlLM39tZicYPvctOtcbo17y+qK5YLUILDxBRE1NFKWJrZ51QDAFayv1FqXxdVFiJ+XTSAYFqB16AX+audkSZ25+oSa8dPs/gAgZ5AGxDfDt7MG2GSfrN0/pDUO/Hc0Ft7U1e7npw2MQ7CvBkE+GkwbFFfl83GVWrO3DvVDoI/aZq9XpAv2z9WHiEBvhPp7QRDEwazUNBWUGvDNvhT545Qrpfhq70WXfs/vkpS4lFeGGZ/9g4IyAwRBwCHL3L7esSHyzL7zOSUoKDXAbBawbPNZ+es3J2bJYyg6RASga3QQ/jOhEwCxYYZU1itdIOkUKWaYEjOKkGS5iBMeoEWgd+17S+tq4U1dMXdMe6x/chg0KgXS8stsRkxcK+m50NfJIz/qA4MsD1Yxo4XlgkRU/wpKDciztECvnDFxlSdHt8PsYfH4Zlb/a8qYtbG64utokKFRXV01gbQfKtAL6NEyCOO6RMj39+4dPdHcv+YsWk2f7xwViL3zR2H7vBF2hz9Xbk3fqpkvFAqFTRMNT9+PZU3KUrqyGxrVTUGZweWZJGt/HrsMvdGMjpEBeM4SqPx9oeZ9RIIgYNHaRPzn12N25/DV5EJOCQoNFRdJvvk7BSlXSnGlRA8vlRKdowIR7Oslj044mJKHWV/sx65zFeMGisqN4vFqpbyv9J4BsQjQqnG5oFyeRShlslo194VCAZTqTdhvmY3n7CyWJMhHg8dGtUP7iAB5VIJ1+/hrVWp5bPg0gmw6gywPJrUPdkV3FyKiurpgyWKFB2gd2gvlDPFh/pg/oRMGtbm2+UxdoioaZLRwcD+SlMmSylsclWNprhGgEZ+7l0xNwIs3dcFH0/og3Al7obw1KgTVMEz5lp5iI41Qfy9534N12aWndxa0JmU67ZVokvul5pVi2BtbcPMHu9xygVgQBHy9V8xi3dIrGgmWMr1jafkAgHKDCSt3XsABS6v0E5cLcOlKKXady8XybUn45u8UjHhrK+b/chR/n7cOggwoN9gPFCt3DPz5YKrcUr1zVCC0ajF46GHJZj3wxX5sSsyCWqnA8zd0xvVdI+WvTYgJlkt3vTUqdI+xbeQj7Z3UqlXySIvtZ8VW7s5uemGPNCpBGhfhDFIA3hgyWe55FSSXkPcDMMi6agcuXsHl/HKM6RzRKPYgENWnZMt+rMolaZ6gX+tmcstzqdtgbdTXmMkKsMRBvl5qTBsYV6f7uBav3tINLZv5yq3rAdsgy9Eg0xNIjUAS04vqeSUEAMs2nUNBmQEFZQb8eigNU/rEuPT77UnKxcn0QvhoVJjSJwZeaiWUCiCzUIeLuSWY9+NR7Eu+An+tGp/f3xd3rNgLrVolN9QBgGKdEd/uu4Rv913CKzd3xcD45rhx2U6olAp8OqOf3ClQcjnf0vkvLgQHUvJxLqsYvx+5DADyXixADKB+O3xZvlC+eGoCJvWIQofIAKy1tGu/qdL+p84tAuWMV1SQt837lqhgH2QV6eSskjuCrIndW2DJxjPYejobp9IL0clqNuLVkjNZXp4fojCT5cHkF3iWC16V7CId7lixF49+ewhvrz9d38sh8ghZReX4fHcy8kv1+Cf5Cp779Zh8FVhqehHnpv1YztSvdUXAcbMl01Mbr6vckyVlsgKdv13CId4aFeaOaY8h7Sqyf+GBFSWI8W54c+Yu3VsGAxBbTr+y+iSyisrrd0FN1MXcEuQW67D6WMVA3V11LDFLzCi0ySbVZufZHMz76SgA4PY+LRHs6wVfLzXaWzrk3bFiL/ZZ2o8X64y4bfkeGEwCinVGZBSWQ6kA1j85DEum9pAHq//fquO479N/UKI3obDciJ8OpOLbfSn4cGuSnIG5bNkv1TEyQA7ANlsaYPRsVRGQDbca3j26Uzhu7N4CADCoTXM8PbY9npvQCXf1sx1Abh3EVL6YJY10kHpQOLuzoD1twvwxqqNY7rzltHO6eJbqxSY1fsxkUX1iueC1+Sf5itx6eXeS+MQtCAIuXSlDsJ/GoQ2jP+y/hOJyI2YMjkNafhmig32gUNjfsE5U3w5czIPeaMbANvYH89am3GDCnSv2Iim7BCu2n0dGYTlMZgE/7k/F5/f3k5teeGImK9Rfix//NRBqpaLWPVES9VU2H8op1gOoKBdsCKSN+AAwtovzZ5rVly5RgdCoFDCYBHy04wIKygx447Ye9b2sJuV8djFGLd6Gyg3ozmY6XsL54/5LcsDUJSoQH97dG61quJhzKCUP93zyNwDxYsj9g1vLn+veMgiJGUVy84hJPaLw+5HLVdY3pU8M2kcEoH1EAG7qEY0blu3EyfRCeT8UIDah+FYcSYfEjEK8c0dPpOWL9xsV7I0Wwb7YZ7X/q7/VxZz4MH989+AAbDyZiX9d10Z+76BQKDBnZDu7P5f1UPXKe5aiKu0lbeOiPVmVDWzTHBtPZWJ/ch5OpReiZYgPAq6h4UZpIyoXZCbLg6nlq6gN54Xak0ibQwGxI0+p3ohFaxMx7M0tmPq/vbV+fVG5Af/++She/PMkXl1zCkNe34KXV59y5ZKJrtpXey/i1g93486P9mJPkuNXg61tTsxCkmXIZVp+mXyBR28y45mfj+CsZd9LvAcGWQDQN66ZzZXm2kiNL/R1yGQZTGZcKbEEWa7pbH9VBsY3xwd398Kuf49sFK2TJd4aFQZa7df7YX8qStjO3a0OXMyzCWAmdBP3HCVlFzt0kTi3WIeFf5yUPz5xuRDTVv5d49e+t/mc/O/P7u9rc+FHym4CwPgukfjvxE42X/vJ9D54eXJXvDy5ooOnUqnAZzP64pae0VApFbilVzQqNwD97fBlXLpSKgdvUUHeGNmxYoxE79iQKvPnBsQ3x39v6IxQBy/sWDezqVyaZ/0zemuUVYIuV+kbV5Gtu/6dHbjtwz3V7ldzBMsFqUGQXuBNHEZ8VY6k5sv/NpkFnLhciJ8PpgEQB/pZl5UUlRvw2+E0lOlN2HQqE/suXMGp9CJ5rsxHOy4AAD7ZeQEf7zhfb8MOiewpN5iweMMZ+eMPtp6r4Whxc/qitYk4lloAndGEt9efxoLfjuPhrw8CAAIs+xV8NCp8O2sA/LVqXLpShhOXxUGYHSOvvS7fE1SM0XD8OTjdcpVbo1LArwG9h1AoFJjQrYXdjoSe7sO7e+HnhwbKs8+k8lZyj7NWTUcmdIvEW7f3gFathM5orva1cktiFp756Qh2nM3G57uTUawzomNkAP7vhs4AxOYSlYd6S7IKy+XStU1PDa/SFGdCtxYY3LY54kP98NTY9ggP9MasoWKm69ZeLTGqUwTuGRArX8iWhAd6Y/HUBJxYOA6LpyTYNMuR/JMszrkCxD1S7SP88eTo9ujZKhhPjm7vyK+rVluevg6PjGiDh0e0sbndOhvdITLQ7jBzV+gSFYRQ/4orRqczi/CtVcv8yvYk5aLPyxvw7qazdj9fZhAvgjSGTFYDeoqnupLmqDCTVXdmsyBPRo8O9kFafhmOXMqX90oAwKn0IoQHiFed3l5/Rt4UDwBKBTCyo/2SmpdXn8Kyzeew+98j3dZhjagmJ9ML5ewJAOw9n4v3t5zD2uPpmDYgDlP6ipvPi8oNmPPNIWw7I3anWnUoDeO7Rto89hUK4LvZA1CmNyGmmS8iAr0xvmskfjqQCkB8YbRuotCYaa6imuBsltiAoU2oH5SKfFcsiyrx06rRO7YZhrYLxS8H07DvwhUMa391M9XcxWwWcC67GOEB2ioDpT3NmUzxMf/y5K64Z0AsAHEvz8n0QpzNKq5SXmwyC3jqxyO4UqLHD/tT5dsfG9UOE7q1wG+H03A0tQCnM4oQH+aPjIJyhAVo5fdE605kwCyITSbsNX9o5ueFrx8YYHPbfyZ0wtS+rdAypPaLDFKzifgwP3mW1e29W+LHA6nYfzFPHgQcHewNhUKBx0e3w+Oj7Zf/XY3WoX6YN65jlds7WmZlAeK8PXdRKRVYPCUBz/58FOEBWhxJLcDCP05i/8U83N2/lU2QazCZcd+n+6AzmrF4wxnc1rsloipd2GG5YD16//33ERcXB29vb/Tv3x/79u2r8fgff/wRHTt2hLe3N7p164Y1a9a4aaWuJ3UXNDKTVWfJuSUo1ZugVSsxprMYLEndfCQnLotPnmazgC/2JNt8zizU3LK0oMzg1LkRRNdC6qw2tF0oWob4wGAS8OZfp3E8rRDP/HwUZktK9qPt5+UACwAyCsvlAKtvXAjahvvjxZu6oktUEPrENZNLX6wbRXSIDHDbFdT6plbWfVahdFXfHZvSyZa0H2ZzYhaEyhtwGpg3/jqNsUu2Y8RbW20u/nkiqetoW6vHfPsI8d9SAGbteFqBzUUhQAwsxnWJtHytGEyczizC70cuY9CiTZjyv4oStR1nxdfe0Z0c31uoUCjQNty/Tl2GZw9rAz8vFZ4c3R5DLUH7+hOZEARArRDQzM3BsVqlxCMj2qB7yyDMHtam9i9womHtw7Bn/igsu7OXfNvqo+m4/7N/kFVYURW0JykXOquRF/YyXhVBludfpPaoIOv777/H3LlzsWDBAhw8eBA9evTAuHHjkJVlv6PJ7t27ceedd2LmzJk4dOgQJk+ejMmTJ+P48eNuXrlrXO0gTKooF+kYGSBf/alcQnLesvfkZHohrH/F1V3p6t4yCF/N7C/Xm289nW33OCJ3O50hZm07tQi0+8YjLb8MeSV6fLA1CYD45uTZ8RVXSuND/fDD7IHYOHc47rVcibY2IL45ukUHwV+rdlpJjCeQZkzVJciSMujtGGS53djOkfBSK3EyvRBT/7cXL/95EsUNcH9WUbkBX1ou7OWVGvDORvtlVe5w6UopXlt7CpmFV9+VMdcSMEnlmgDQzhIo2ZtfJr12to/wR/sIf0QH++DN27rLmSrpNXvZ5nN49qejMAvi6/fvRy7DbBaw17LndGi7a5udV5vOUYE48eJ4PDaqrdxkQgqIQ7Sol4tN88Z1xO9zhlzTYPZr0aq5Lx4b2Vber1ZuMOMbq0BKupgd4C0GUJ/tTsb6E7YXuKXugo0hk+VRYeLixYsxa9YszJgxAwCwfPlyrF69GitXrsS///3vKse/8847GD9+PObNmwcAeOmll7Bhwwa89957WL58ud3vodPpoNNVXDUqLBRfEA0GAwwGg7N/pDqRvr/0fwUsm84Npnpfm6f57bC492p4u1DEh9oGTS1DfJCaV4aU3BIYDAYcSRE7Aw2Kb4ZFt3RFM18Nhry5Hfll4u+8f+sQHLiYj+eu74BerYKQWRCGNccycC6r6JrOS+XzTY2bK8/3SemNfZgvhrZtjjXH0pFfZpCH6P531TFsOyNe/Y0I0OK9O7qjVG/El3uScbmgHPcOiIHRWPOb0W8f6AuVQrya2mQes2bxiqtZAMp1evlNYHXySvX4y/KGolfLAOSd4d+3O/l7KXBn35b4fE8K9iVfwb7kK0jNK8WyO1zbbbCuf9trj15Gib6iccA3+1JwT7+WiHdTtziJ2SzgkW8O4GhqIQ4kX8E3M/vWuXuu0WRGUbmlJbdGIf8O2jQXX3cPXLyCK0VleODLg2gb5oeXJnXG1tNilcj0Aa1we28xS65QVHzt4Hix0YLJLKDMXPF72nc+F/1ig1CkM0KjUqBdqI/b/r5aBNh20wvRCk32b/vREfGYNSQWPxxIw0urE3EsNR9HU67g+OUC/HTgEgDgrdu64cNt53H4UgEe/PIA7u4Xg/nXd4BWrUSp5cKHl6rh/g4dXZdCaOg5cwu9Xg9fX1/89NNPmDx5snz79OnTkZ+fj99++63K17Rq1Qpz587FE088Id+2YMECrFq1CkeOHLH7fV544QUsXLiwyu3ffPMNfH0b1j6D1SlKrE9TYmikGbe1Zsmgo3LKgZcPqSBAgf8mGNHMG3juHxXKTOKLx/iWJqxLVSHES8ALvU346bwSOzKVGNHCjMlx4u/5q3NK/JMtXsV+u78RpUYg0HLh6EIRsPS4Gs20Ahb0uvoOO56szAisuaREoJeAUVFClS5M5D6CAMy3PL6f6W5EtB9QaomXfjyvxMFc24KGybEmjIgSXxZMZqDcBPjV0zynhq7MCPz7H/Fa5Vv9jdDUUhuyP1uBL8+p0MJXwLPdTeC0B/czC8DRKwokFSqwPUMJBQT8X08TmtfD/GXp3Vflx8FHiUocz1NifEszLpUAJ/KU6N7MjJkd3Ps6L72WSR7pbEL7oLq9ZSwyAP/dL97H4gFGWApwoDMB/7dfBZ1ZgYHhZuzJEv94OgebcTJf/PcLvYwIqabp3htHVEgrVaBTsBndmwn4/rwKET4Cbokz48NT4r//k+De19/5+1QotbyPGBRuxtQ2Tft92dkCBd47qYKvWoDBBBgE8XfjoxLwSh8TBAB/piixJb3iifP21iZsSFMiX6/A092MiGmgCf/S0lLcddddKCgoQGBg9Y2ePCaTlZOTA5PJhIgI21KXiIgIJCYm2v2ajIwMu8dnZGTYPR4A5s+fj7lz58ofFxYWIiYmBmPHjq3xF+kOBoMBGzZswJgxY6DRaJC0JQnr05LQMqYVJkzoXK9r8yRv/HUGApIxrF1zTL+1NwBgR/kx/Ho4Hb5eKjx92xCsW7oT+QYFRo8djy8+3Q8gHxMHdccEy/T1ASV6PPb9EQxu0xyThsfb3H9mYTmWHt+OAoMSY8eNqdKhyFGVz7cn+XT3RWz/RxzwfMOQBIzqFF7LV5Crznd6QTnK9m6HSqnAtJvHQ6uueDya96fi4G9ia+QxncLxztTujap9t6uVG0z49z+bAACjxoyFfy2Nbo6sPQ2cu4jR3Vph7Ni2Hvv37elusPz/vs8OYFdSLs5p4nCvC19D7f1tp+aVYfZXh+CnVeHbB/rJWdCiciPm/bMVgBmPTh4MBRSY8N5uHMtTovvA4dWWq2cUluN4WiHimvva7H26Fu9vPQ8cr+hEeg4t8MSEhCrHZRXpUKo3Iq551UzbuaxiYP9uBHqrcePEsTaf+8d0Aj8eSJMDLABygDUwvhnuvrlPtWvrNrAUZzKKMaJDGPLLDPh+0VZklimgadEeOJWE7nERmGBnra70v+Q9OGnZ/9rCV2jyf9t5pXq8d3IrSo22VxHuH9oGN45qCwCYBGDL6Ww8+NUhAMCaNC85izt6xHC3zfqqK6nKrTYeE2S5i1arhVZb9dKJRqNpMH8s0lq0GvH0mQVFg1mbJ9hiKYua0reV/HtbMKkrBrYJw5B2oWgR5A1vjRLlBjOySoxIzBCfNLu3aiYfHxGswfezB9m9/6gQNbxUSuhNZuSUmhDTzLH5F9VpSI89RyVlV7Tl/SelAOO7R9dwNFlz9vk+kyWWu7YJ84O/j+1j8fa+sfh0TwoyCsrx3xs6w9f72h6rTY1CabVnQKGq9bwlWoavdm0ZLB/riX/fjcWjo9phV1Iuvt+fhsdHd6gyw8jZrM/1G+uP4oxlP9Kx9GKkF5SjoMyAQG819EYz4kP90Dk6BAqFAkPahmLnuRz8ejgdc8d2sHvf//p6rzxC4e3be+DW3i2veb27z4vPHbf1bomfDqRid9IVKJQqmwuHm05l4qGvDwICsPqxIfJeK0mxQcx8hfh5VXmc39GvFX48kCZ//Niodvj5QCpUSgUW3tS1xr+L+PAgxIeLLdQjtF5oHeqHCzkl+OXQZQBAm/AAt/9dtQ71twqy+LcdHqRBRKAWmYUVW3AeHBaPR0e1h8aqwcjYrlHYODcQoxdvsymTjWrm12B/f46uy2MuWYaGhkKlUiEz07ajW2ZmJiIjI+1+TWRkZJ2O9zRyZyt2F3TYpSulOJdVDJVSgaHtKlr4Bvt6YUrfGEQF+0ChUKBliFgauvNcDkosXQgdHbCqVCoQbbnamJpX5vwfwgMkZVdsZt51LqfBd/Jyhnc3ncXIt7YiJbdhzUj75ZDYArlvXNWWvl5qJVY9Mhjb5l2HWDtXoalmKqVCLvVy5Hn4tOWCTecWVefrkPsNiG+O3rEhMJkFrDqUVvsXOInBZJY74AHAY98ewmPfHsL/rTqOVywD7a/vFinvf5pqGbHww/5UuzPZcot1coAFiHPwrvU598DFPOy7cAVKBfDoyLYI9FajSGeUW5YDwNHUfDz781HojWboTWZ8vicZWUXlcrdSAMgvFfeu2GtD36tViE1zgydHt8Ouf4/E9mdGyB0EHdXLMkRces3tHOX+yqPb+lQEtpG+jf81zxHWMxNnDI7DfyZ0stvBsW24v01TpWBfDQK9G2aAVRceE2R5eXmhd+/e2LRpk3yb2WzGpk2bMHDgQLtfM3DgQJvjAWDDhg3VHu9ppPICRyamk0gaUNg7NgRBPtX/AcdYgiSp603HyIA6lf2FW7ooWQ80bkqsg6zEjCJ898+lelyN6+09n4vFG87gfE4JPt19wSn3eSGnBEcu5V/TfeSX6vHXCfFC070Dq3YFBAB/rRrN/ZnBuhoKhQIapWOzsgwms9xlLSq4HjYAkV239hLfGP98MNVtF4OOXMq36WqYXlDxOiHNWLq+awv5trFdIhDiq0FGYTm2n63atXa/pTNuVJA3vFRKJGWXIKWaIb+Si7klmPPNQbvPMVdK9Jj5+T8AgHFdIhHb3A+D24qd+qTnkwMXr+DWD3cjp7ii1fpXe1PQ75VNeGv9afm2vFLx8yG+VV9vFQoFvp01AK1D/bB4So86N9WwNrhtc5uPe8eGXPV9Xa3r2odh/vUd8dyEDgjw/PjAKaxLV9uF1xw4d7EKjGNCGlYPhKvlMUEWAMydOxcfffQRPv/8c5w6dQoPPfQQSkpK5G6D06ZNw/z58+XjH3/8caxbtw5vv/02EhMT8cILL2D//v2YM2dOff0ITiXtnTByGLHDtiSKQdbIjjXvEZKGqUpXG7u1rNuVZ6lVbXaRZ883uRpXSvTIs1y9vH9wawDAc78ew/nsqq163a1EZ8SsL/bjoa8OOO3ihN5oxmtrTskfrz9R/fw0RwmCgNs+3I2b3t+Fk5cdq/22Z3NiFkxmwTKqoH73lDZW8iiNWtq451rejKqUCoR4+HDZxmRi9xbwUitxJrNYzgbpjCb8ceSyzXwfe05eLkRqXqn878QMx/5Wpe/ToZpsTVSQt80bTq1ahVssweBnuy8iNa8UiRmFWPDbcaQXlMnPEUPahcodCO21RpcIgoDZXx7An0fTLYNhbRtErNh+HvmlBrQJ88MrN3cDANzYQ9yP/OP+S8gsLMfra0/DYBIwvH0Yjjw/1ma48xd7LqLEEkTmy0GW/cd8j5hgbHn6Ovnnu1oTurWQRypEBGoRFeT+CxkKhQKzh7fBfdVc0GqKOreoeBxL422q0zW64n1WY5m16FFB1tSpU/HWW2/h+eefR0JCAg4fPox169bJzS1SUlKQnp4uHz9o0CB88803WLFiBXr06IGffvoJq1atQteuXevrR3AqtarugzCbsnKDCbst8zNGdKg5yIppZnsVZZhVaaEjpCDL+ipfUyFlsaKDffDcxE7oGxcCswD86oJynOScEkxZvkdui12bt9efwYaTmVh7PENu43+tXl59EkdSK0po0vLLUFh+bW1nc4r1ctbjxwMVWcCicgPm/3IUD399QH7zAoitltPyy6q80d97Xny813ZRga6elOGu7XlYmp/T3M+r0byBaAyCfDQYbWnMs+aY+P7hpwOpePTbQxj6xhZczC2x+3VnM4sw6b2duP6dHdh2JhsT3t2B2z7cgzJ97R3tTlsG8I7qFI5QfzH48PVSYWI3MXv1wqQuVbI69wyIhUalwPYz2Rjy+haMX7oDn++5iA+2JCG9QCyRa9XMV94TddYqyNp5NsdmyPivh9LkvcZ5pQZ0+O867D2fC6PJjC2JWfjuH3Gu0dNjO8jzlkZ2DEdsc1/klujx4Bf7sS/5ClRKBV6/tTuCfDX44O5e+GR6H4T6e6FYZ0TPFzcgKbtY3o8j/Zyu4q1R4bP7+uLu/q2wZErCNWXFyHlu7BGFfw1vgx//NdBuyai1LlGBcoXRoDbNazzWU3hUkAUAc+bMwcWLF6HT6fD333+jf//+8ue2bt2Kzz77zOb422+/HadPn4ZOp8Px48cxYcIEN6/YddQsF6yT3Uk50BnNiArylqfNV6dykDWwjn/wof5NN5OVZHlxbxvuD5VSgXsHxgGoeAPjTAv/OIF9yVcw+8sDKDfU/uZm17mKfRCf7U6+5u9/NrMIX+y5CAD49L6+8nlPzrH/xsxR1uWW+5MrhmT/eigN3+67hDXHMvDtvorg68kfDmPwos0Y/uZWnLG8gQOAS1fEN1/tanm809XTqBwrF8wult5ssjSzoRnXRbzCvv6kmIU+eDEfAKAzmrHg9xN2ywg/2XkBRrOAonIjpq/cBwAo1hkdymadsQQ4HSIDMHdMBwxvH4YfZg/EkqkJ2PHMCIztUvWKf+tQP8wbV7Xpxepj6XK5YWSQjzzkWnoeOJVeiHtX/o3pK/dh0dpE7D6Xg4V/iB1FB8RX7NOc+/1hPPnDEcz47B/klxrgpVZieIeKi4veGhXev6sXAMgXlXq3CkGkJWPkr1VjVKcIzL++EwBAbzJj6v/2yL+PqGD7XRGdaVDbULxyczcMauvaIcTkOC+1Ev++vqPdPcGVKRQKbJw7HPPGdcADQ1q7YXWux+6CHkwt7QVgkFWr9IIyzPlGbBE6pnNErVe5hrQNRWxzX1zMLcWsoa0RUMcNmBWZrKYXZEllKm3CxBf74e3CoFQASdkluJxf5rQXW53RZLN5fNuZbPnNkj3FOiPOZFUEIEdTC3Ams6jOG6ytbTwllp9e1yEMIzqGo3WoL3KKdUjOLUX3lsF1uq9LeaX4/aISxiPpKDNW/E2n5Vc0T/n7whX533+dyEBcc1+8veGM/DtPyy/D4vVnsPxecTRBar5YytSykdS3N0QaBysKpAsuoQEMshoaqQnSuaxiFOuM8vBuANh6Ohtrj2dgQreKPVJms4ANJ+2XBR+/XIierWreDyRlmdpHBKBTi0Dc1b+V/LnKF/isPTisDYa3D0ep3ohSvQl3f/w3rpTocdCyJ6tFkLc8ouGSZU/Wyp0X5Hlcy7clYfm2JABi0Pb5/f2QkluK2/+3B5cLynH5yGX5e93UIwq+XrZvEbtGB2FAfDPstXQdHGEnQ35zz2jklujw6ppE5BTrkXNOzKa7I8gizxcWoMUjI9rW9zKcxuMyWVRB7eBegKbOaDLjwS8OoNRSxlFdAwBrflo1vpk1AAsndcFT1bTMrUlYE81kGUxm+WpwpxZi8BLkq0GPmGAAYtmKs6TklsJodYHhmFXJnj3H0wogCGIZ49jOYonxzwdSr2kN287Y7vGT5sTUJZMlCGKp3/xfT2DTZSWe/vkY/kmuCKaulOhRqhf3N+y3uv3wpXw89PXBKnsvNiVmoqDMAJNZQHq+eIW7utk6dO0czWTlFLunbIrqrpmfl9ys6ERaAc5ZLsbc3FMcPfHsz0fx2LeH8Oi3h3AuqxinM4uQW6KHj0aFid1b2NzXycs1Pw/ll+pRUCaWE9ubK1WbDpEB6NkqBIPbhsoVGVLb68ggb7mpymXL3/4pSyape8sgeFumZUcH++DDe3pBq1ahXUQAVj08WH6OuLFHFP7+zyi8cVt3u9//wWHiXMhQfy+b4FCiVCrw4LA2ePGmLja3RzPIoiaImSwPJmWyjMxk2VWqN+KXg2nYcTZbbjv78uSuaFtLhxtJdLAPpg+Ku6rvHdaEuguazQKUSgUEQcCcbw4i5Uopgnw0Nm8+hrYLw6GUfGw/m40plnbElZ21lLdUnrOSXaTDf349Bh+NCvMndESLIPHFOinbNpCxbi1sj9RFq0dMECYnRGP9yUz8eTQd8yd0qtPPC4itiz/bnSxf0R1u2fQdF1r3IOvZn4/ih/0VwZ4gAKuP2pZWpuWVIcTPC5mFOigUYherLacr9ljEh/nh+Rs649mfjyKzUIfknBKEBWhhNAvQqBQID2A3O1dxdG+s1PiC5YINU4fIAGQV6bA5MQsGkwBvjRKv39odF3JKcPhSPn63ZHm8VEr0iBE36PeJC8GyO3ri7n6tcDK9EC+vPoULtfztX7SMeAgP0MLHq2or67poE+aPM5kVF1kiA73hY2mPnVlYDpNZwAXL8+SSqQmID/WDQiE+V1tXc8SF+uGvJ4bhYm4pOrUIqLHSY2THCPzv3t5oE+ZfY4femxKisfCPk/J2hhb10IiCqL4xyPJgzGTV7NFvDmGTpZsgAMwb1wH3DHBP159WzcWSj5xiPYrKDXUuN/QUX+69iFdWn8T9g1sj0EeDv05kQqVUYNEt3WxKTYa1C8W7m85i17kcOSizdjytALd8sBsKBbBx7nBEB/tAoRBrtJ/4/hB2WUpOzmYV4485g6FWKXE+R3xzIQ2hFDNVQrVvEI6k5gMAerQMxgDLHjupSUVd53E889NReeN4yxAfecaUnMmqZrN8ZUnZxTYBlqTyhZPU/DI5KxrbzBcvTOoC33WnERagxbxxHeCnFX/XEYHeyCzUIatIB51RfF6ICvaRxz2Q83k52OU1r5Yua1S/OkYGYMfZHPk1o2WIL7zUSrx3V08MeX2LfNzZrCJ5P3SPlsFQKhUY1DYUWo1UpieW917OL4OflxpBlVqXS88NV5PFqkzqJAiIF/b8tGpo1UooFeJzyPG0ApToTVApFYgJ8ZWfG+09R/pp1Q7PlqqpLFsS5KPB7GHx+GBrEmKa+cgNNIiaEpYLejC5dTAzWVUcTyuwCbDahfvjnv7ua6sa6K2xaoLQsIbTOovRZMYbaxNRbjDjg61JWLQ2EQDwr+HxuL6bbQlNj5hgeKmVyCs1IOVKKXKLdVhzLB25lhKq9zafg95khs5oxrubzuKOFXvR66UN+Gj7eTnAAsRN3FstGRzpCu2EbpFQKxXILdHbzJuxJggCDlj2LfSICUagtwaRgeKV1ZpaHdtzKr1QDrAAYJKltTEAxFqC6+TcUhy+lI8eC9fjoa8OQG+0fyHknFWTkL3PDsf4lrbNO/pZNgun5JbKHcnaRwQgtrkf3r+7F16Y1EUOsADb+WxSa2mWCrqWo5msAstYA3vzgqj+dbCMOJD+JqXytpYhvvj8/n7oYRnjkZRVjBPpYtbc3lyf9IIyfP9PCga/vhl9X92IP49W7HMCIA8rly7EXQvrGUTdLO2v1Sql/Ny209Lop1UzX7m9uTvNG9cB654Yip8fGsRuf9QkMcjyYCpl056TtfZYOv676pjdN7BSJ7uJ3VrgwmsTsGHu8CpXFF0t3lI6JmVcGpsDF/NQZJmF0qtVMBQK8Q39w9dV3bSqUSnRKVIsAzySmo8bl+3Ew18fxLyfjkIQBHmYJgD8eCAV+5KvIK/UgFcs86f6tW6GWUPFbkO/HBIzP5csQUS78AC5xLC6ksHTmUXILNTBW6NEgmV/mNRx71ym7fnJKizHk98fxsc7ztvNEq+ytH4f1yUCm54abrNnTyoXvFKix3ubz6KgzIC1xzOq7ax43hIodokKRHN/LVpbVUqGBWjRO07cQH8ms6hitk5k9eWuYZaywKxCHVLzxCvq3AvhWhoHW7hLmaza2hhT/ehY6e/K+uLE8PZh+OmhQVArFSjRm3A8TfxbtM78hAVooVUrYRaAZ38+BkEQZ+j9++djNm3dL1oaUsTW0ODCUcPbVzSeCLdqqNLC8jcv7e1s5YTvdTUUCgU6RgayXJmaLAZZHkyjlDJZTa9c8FxWMR76+iC+2puCzYlVuzxJXedGdgyvtytorS1vuM9mel6QlVOsw7SV+zB+6XYctuxlqkzKrIzuFI5fHh6MPf8ehdWPDrXJrFiTBjp/tjsZly0Zp62ns3A0taDWLox39WuFG7qLGaMdZ3JgMJnlrnvRIT7oFi2+2TlRTZC10dKMY1CbUHhb9ixI3Q+TKgXB//7lGH49lIaXV5/Cv746iCKrmVeCIOCPw+KV6Zt7tkSbMH+bUjx/rVp+syN1HgRsW8dbkwY0x4eKa2kbWHHBpF9cM3lj+9nMYuyzdBbsFVt957KKTJYOaZYgi50FXUujdKzxRb4lkxXMTFaD1DbcH9ZVtZX/bjQqpU15XjM/L5vgRaFQyM/5AHB910i0CPJGsc6IHVZ//9LcrdjQay8XbObnhQeHxUOtVNiUwkv7n6TxD+zsR1Q/GGR5MGkIZlMsF7QePls5iMkt1uG4pcPT0Hb1Ny+jZ6tgABUDYT3J4g1nsP1MNhIzijD5/V3o8/JGbD2dZXPM6YyK8jVA7GxVU7awl6Wt8aGUfPk2swC8tlbMVvVoGWSTdVnz2FAkxARjRIcw3NgjCl2jgxDiq0GRzoj9yXly57zoYB85YLqQW7U0UxAE/HxQzD6Nt9pLIH0v6X4AMbjcbFVmuvFUJl5flyh/nJxbissF5fBSKXFdB/sDqvvEVQ2Cdifl2p21I13VjgsV36yplcCDQ+MQHeyDZ8d3lH+3+5KvIOVKKVRKBfrUFGQFSl0ty63at/MNlitp1I5d7Movk8oFmclqiLw1KptxDlLG21q/1hWzfnrHhlS5gPfE6PZQKsQqhrdu7yG3fd96xjrIcl4mCwDmX98RJ18cj66WckGgIqgqtlQa8DmAqH4wyPJg0hX0plgueN6qs9y5bNsga1dSLgRBLP8ID6y/MoXBloGIhy7lyy92nsBoMmPd8Qyb23KKdXjmp6M2A3+lYZc1la9ZG1JpQKTU1l3q0NezVQhevrkrwgO0uLFHFDpHBWLVI4Px6Yx+UCkVUCkVGNlRbL2+fFsSjGYBaqUCEYHecuOJFDsNJ34/chkXckrg52XbbrmFpdVxekEZcot1yC/Vyy3SO0QE4IO7xcGbqw5dlst9pIC5Z6tgOSNW2aA2FT/nzT2joVEpkJZfJr+5siZl8KzLaeaNbY9d/x6JVs190TbcX+4WBgA9Y4JrbKIi3U9WUUW5IDNZriV1ea1u3x0gduDMlxtfMJPVUN1h6XyqUSnQv3XV4akD4yv+tofZuYA3vmskdv17JP58bAj8tGp5AKtU6lumNyFLamDjhD1ZgJhBq7zfKqpSJz+WDBPVDwZZHkzThLsLWndvs25cUG4wYccZsTHCsPb2Mw3uEtPMF+EBWpjMghyQeIIzmcW4UqJHgLcap14cj29m9UeIrwZZRTp8tfciADE7JGWy2jnYEj880FsOrMIDtFg6NcHm8z1bBWNEh3Dse240lt3Z0+59TLW8CdpmOceRQd5QKRXyGxYpMyQp1hnxymoxU/bQdW1sShmlkpqzWcUYtXgbBi/ajA+2ioM6+7YOwfgukWjVzBfFOiPWHhf3VB21dCi0l62STOjWAp1aBKJNmB9mD4+XB5PutFMyWNHW2352Q6tWye3hAWBKH/vt7yVSuWBGQTku50tBFt9guZLGgYqCIp0R0qfdvTeUHHfvwDj8d2In/PLQ4CodUAFgbJcI3DcoDk+PbY+7qmmk1CLIR+6s2tVSxnwyvQg/X1DiqKWcOchH49K9eS0qBVXRfA4gqhcMsjxYU56TZT2H6FxWMUxmAd/tS0Gn59fhR8uA2WHt6jfIAir2/ZzPdnxuUn2TMoMdIgLg46XCoDaheGZ8RwDAm3+dxoGLV5BZqENhuREqpcJmn0JtPr2vL169uRs+m9EPrUP9MNFSTqNVKzHQ0la9Jn3jQmy+XwdLeY+0NyK/1ICCMgNKdEY88d0hDHx1E7KKdIhr7otZliGaEmneVn6pAfmlBpToTThqGWjcPVpszXx775YAgB/2XwJQ0SlSOq/2NPPzwtrHh2LTU9ehY2SgXFb4w/5LNiWDeqNZHkpa0+ykGYPjEKBV4/qukbipZ1S1xwEV5YJZRToYTBWZPnIdjQPdBaUslq+XClr1tc1GItdRKRV4YGi8vH+0Mo1KiRcmdcGcke0cGosQHewjZy63Zyix8E/xgo+zsljViQqyDara1vB8RUSuwyDLg6mbaAv3wnIDckv08sc6oxnH0wrw71/Ejk6AOLumpmyDu0gBwQUP6jBo3VZcclvvlhjSNhQ6oxlvrz8jN72Ia+5bbdmcPc38vHBX/1ZyV66XJnfFk6Pb49eHBzvUgUqhUOCufq3kjwdZShD9tGo5UEnJLcWXey9i1eHLcvfDBTd2qfLmNjxAi+reJ0klkLf2bgmFQixpvJhbIm9aj6vDpvWpfWKgVStxNLUAG05WNGmRus2plIoah3r2j2+OYwvH4cN7etf6Bj3UXwvrbSItgr05I8vFKroLVv88nGPJWHJWUNOiUCgwb1xH+eOzWeLzh6u7/UmdUyUhfNwR1QsGWR5MGohYW+vgxkbKYoX6a+W2ux/vvGBzzPRBsXV68+8qUrcpT8pkJVmCLOtsjUalxKJbu0GpEJs4rLOUz1lvFL8azfy88Pjodg4PwQSAewbEinNfVEqM6ljRwriiZLAEP1mymRqVAkum9sAIq+MkapWy2oyUFGBGBfvIe8l+PZQmd0WsyyDR5v5azBgstp9/efUpeV+bNFy4uZ+X3dKkq6FRKdHMqgypZTD3Y7maI3OypHlwNWUsqXG6q38r7H5muM1tzhhEXBNvjQpxlufDHnYaeBCRezDI8mDSFVRTE8tkXbAEWa1DfeX5SH8cEdtqzx4WjyMLxuK5iZ3rbX3WpCDLXtODhioxQ9yk3bbS1dCWIb7yPrdv94nlc9WV1biSt0aFXx8ehLVPDLXJKEndui5kl8iB+LZ5I3Bzz5bV3les1Zsd6epymzA/m71b13UQAzQpcAvQquvcvODRkW0REahFypVSfLcvBQDkbGxzJ7/xDrOal+PqsiQSs+ZAzXtjc+S9dwyymqKwAC2ifStep50xiLg2X87sj1t6RVfZ+0pE7sMgy4M11e6C0r6YuOZ+GBBv2wHqpoToGkuv3E3acHy5oKyeV+KYUr0R53MqBuRWNjkh2ubjnjH1U5LZ3F9bJQslvXHZnZQLo1mAVq1EZC37kR4Z0QZKBTA5IQo//msgXrypC5bd2cvmmH6WDmFSt7424f51nr3mp1XLQ5q/2HMRZrOArEIxK1Zd04urFWnVWWxQ2/obYdBUSJksfY3lglImi2VbTVW81Qy8gfG17z+9VjHNfLF4SoLN7C4ici8GWR5MLlNpYsOIz2ZZ9gOF+uHmntHyPodBbZrXqezMHaTWufmlYjOGhi4xowiCIF55tbdH6vpukXIHOwDoXg+ZrOpIWZs9ljbrsc19ay3D69kqBDufHYlFt3ZHRKA3pg2Mq/IY6tQiAH5eFaWn7SOubhP5rb1bwl+rxvmcEuw8lyNnZJ2dbZpq6UCoUirstpkm59I4lMliuWBTd10LMzpGBmDRLd0Q4+I9WUTUMKhrP4QaKqm7oCCIc1icta+jISvTm7DFMiy2X+tm8PVS4+eHBuHE5YIqc5gaggBvDQK81SgqN+Jyfplc3nitjCYzHvvuEEr1Jiy6pbtN9uJaSPNc7GWxALGl+NtTeuDrvSkY1zXCpqyuvrVqZnvFNtbBfQ9RtcyQUauU6BUbgh1nxRbsV7sPzV+rxm29W+Kz3cn4Yk+ynImOD3Vu56/ru7XAu3f2hL9W5dI20SSqaHzhSJDF89FUhXoDfzwyEBpNw6m0ICLXajjvkKjOpEwWIGaztMr6b/Tgau9tOYsSvQmtmvmiT6xYqtY61K9Bl0REB/sgMaMIqU4Kss5lFWP04m3yx2/+dRpvT+lxzfcLACcviy3MO7eoPiM4tF0YhjaA9viVxVXKCDnzMdEvrpkcZPWOvfoSyXsHxuKz3cnYlJgl7+WpSwt8R03qUXOrd3KeihbuNZQLFln2ZAUwk0VE1FQwyPJgGmVFtafRJKABJRVcwmgy49NdyQCAeeM61HlfTH1pGSIGWWl5ztmX9crqkzYfH7cMuHSGikxWwykDdFQzPy/4a9UotpRlOrMMb/rgOGQV6dArNlgeLnw12oT5Y2i7UOw4mwOdUcx8WLfKJ88jVRTUlMlKLxT/9mvbI0hERI0H92R5MOv5N01hVtbJ9EKU6k0I8FbLQ2w9gVSOdjlffKN1LLUA/yRfuar7MpjM2HVO3HM02zJc90JOSY37QfRGM5ZuPIPnfzuOgjIDVu68gCe+O4RfD6XaHFduMCExQ9zvVl25YEOmUChs5s+0dmKb5EBvDV6a3LXGToWOmjE4Tv73jT2i0DKE+zM8mZda2pNl/znYZBaQYWn9X1tpKhERNR6NPPfRuGmsygVrepPtKdYcS8f6Exl4bFQ7xNuZX7Q/OQ8A0Cc2xKP2n0nNL9Lyy5BXoseU/+1BudGE9U8Mq3P54MXcEuhNZvh5qfDM+I74fE8yyg1mpFwptfs7A4APtp7D0o1nAYid7SS/H7mMduEB6BotZq3+vnAFeqMZkYHeHtv6u2OLAJxMF7NxsQ20hHREh3AsntIDRrNQpVsjeR5pXqG+mufgnGIdDCYBKqXCpmkMERE1bsxkeTCFQlHRxt3DM1mbTmXi4a8PYtXhy3jqxyMQhKo/j1TKllBPbcOvltTGPS2vDD8fTEWZwQRBAOZ8cwhHLuXLxxlMZnloaXXOZIqDgttGBEClVMhtzI+lFWDZprPYcTbb5nijyYxvLXOZKjMLwBd7kuWPpYYi13UI85hSzMoeH9UO3holooN90KKBlmYpFArc0qslpvSJkbMg5Lm0lnNYXZCVll9RKqhW8XwTETUVfMb3cI0hyBIEAa+vS5Q/PpSSj9bz1+CRrw/aZOjOZIqlbB0iPWsPi3W54JbTWfLtpzOLcPv/9iAltxSJGYUY8dZWDFq0GSctwaQ9py3lfB0sbcTbWfbzPP7dYby94Qzu/WSfzfc4k1mMzEIdrGOmnq2C8dXM/gCAzYnZMJsFmM0C/jqRAQAY1SnCCT91/Yht7oetT4/Ab3MGe1S2kzyXl1psOKQzVBNkWfZiRgU3zKCfiIhcg0GWh9PIA4nrp1zwu30puPmDXTZv7OvqdGYRzmQWw0ulxIOWfUYAsPpYOj7bnQxAbFEvzce62hba9SXGsufmckG5vJ/qvbt6IiJQC73RjNfWnsI9H/+N1Lwy6IxmfPeP/cwTUBFoSr8De00TpNJAAPIspoSYYDx/Q2cEaNX478TO6Ne6GQK0auQU67DnfC6OpOYjvaAcfl4qDPXw2UqRQd6cR0RuI2WydEaT3c9nWoZORzTQzCoREbkGgywPp5ZntNRPJuuTnRdwKCUfMz79B6X6qxu2u+20WOI2rH0o5o3rgJcmd5VnXn219yIEQcDZrGKUG8zwUisdnn/UUIQFaG3adAf5aDChawt8eE9vAMDa4xnIKdbLn5cySvZUDbIqAs7oYB8oFcCRS/lILxCvnp/PFssL40P9cf+Q1ji2cBx6x4bAS63ETT3FNt93f/w3bv5gNwAxi+WtafyjAIicRauRgiz7F7qulIh/2839OCOLiKgpYZDl4aRN16Z6KBc0mwWct2RKAGBz4tVls05bAoceLYOhUSlx74BY/O/e3vDRqJCcW4o9Sbn4aq/YsGFo21CbroqeYnj7irlS0wfGQqlUoGdMMBJiguXbX5rcFQoFkFmoQ3ZR1b1ZOqMJybmlAIAOkWJwlRATLDdAmTE4Tm69/vd5sXuhlMmyN4vp/sGt4a2xfQq4vmvk1f6IRE2S1lIuqP//9u49Psrq3vf4dyaZTBJymdxDICHc5CJoIwgFqXIEAeFYb8du2OgB68GXCijVbb21Xk4PBbvdex+1rW7bqt2vgnT3eNlKEY2gUigm3G9iUEFRIIQQwgRCwiSzzh+TecKQG+pkhpn5vF8vXybPPDNZT35JyDdrPb/VRcjK7MHsKgDEEroLRrh4ayPM0C8XPFzXEBDulm87pP9+UeAmqEfqGpXZI6HTYGTNzuS3zsr0cMbrppG99R/rv9Q//r7MOn7TyMJgDT+k7riiv9ynmjS0IE2zxxZL8jVAePyHF2r6C+s1tn+2Zo4q0ktr92lv9UntPuTWmL6ugNeoqKxTs9fIleywupTlpydq1b3jVVXXoJKiDFUeb9COA8dVtu+orivpZQXY/u2ErH45KXpx1qV6a/tB9XIlKc5u1+QLCVnAN9G6XLD9n8FH/SErhZksAIglhKwI598IMxwzWfvOmMWSpJW7KvXDX6/VszNK1CerhzbvP6b/8dzfddXQPD1/84h2O9Y1e40+bemYd/a9VneNH6C/bj9k/ZJy1/j+mnxhZDZlyEtL1L/86OI2x79X6NKGRyYqyREnu92mIQVpHYaszV/6WtiXFLoCPpdFWckqamm5Prpfln6/dp/K9tbo1OnWfa+G9w58Lb+xA7I1dkBk34MFhFNX92SxXBAAYhPLBSOcfyaryRv6mayvanxL1664IEeXFvvaqm//+riWlvkaN/zpoy/lNdI7uw7r3977tN0g+FVNvRqbvHLG2wM2kpV8szRvzL1Md08YqN/84yW6f/KgiG0t3pnURId1b93Qnr5NgP17PZ1pQ0vIGtGn4xb2o4ozZbNJe6tP6r3dh9XsNcpNdaognZvuge7gdHTeXbB1uSAhCwBiCSErwvnvyQpH4wv/fUN5aU69fOso636etZ9V+/7/abV17jOrPtUTb+1q8xr+5WwD81LaXVJYmJmse6+6QNMu6hmVAetsQ3r6ZvN2nxWyak6e1nsfH5YkXdbJzFN6skMXt8xazX9liyRpVN/MmPjcAeHQ5XLBlr3vmMkCgNhCyIpwjrjwLRf0d8TLTnGqhzNeT1x7oSTfLMzXx+pV1RLCbr2sWJK0pGy/Nn1Zo+OnPNZr7GlZznZBbmS1Ze8uQ3v6Gld8fuSkGjyty4/+uv2gGpu8GtYrLaBZRnsemTYk4P15Vw4I+jgB+CR0slzQ0+yVu8HXdZWZLACILYSsCBdnD1/jiyP+v9C27EmUm5qo9CSHjJHW7PHNYhWkJ+qxay7UfxuUo2av0Y3PrdeEf/lQ7gZf0Npd6ZuxGRhhe191l7w0pzKSHWr2Gn1W1XrP299aZgWvHtb1jN6lxZlafMNw9c/poaenf0+D89O6dcxALPPPZLXXXfBYy1JBm01yJROyACCWELIinP9enqYwLBf0L4PJPqNrVu+MJEnSmj2+va/65fg2y71v0iDrL77VJxq1Yvsheb3GajXe2X1GscRms1nt2fe0bL7c1OzV+r2+TYzHnWOTiumjirTqvvG69nu9umegACS1tnBvbPLKmMCfw/6mPRnJnXdYBQBEH0JWhPPfk9UUxuWCOSmt+78UZviaV3xohSxf6/BhvdK17oErdef4/pJ8G/DuOujW0ZOnleSI63IJXCzxzzztaem6uPOgW3UNTUpPcmhYr/RwDg3AWZxn7DV3+qwVBTS9AIDYRciKcK0hK/TLBav9M1mpZ4SsTN9M1qmW+4n6Zrfuz5ST6rSaY2z7ula/eucTSdL4QTnWLBdaW9lXtISsv3/um+0b2z+Lv4YD5xnnGT+7zm5+cZSQBQAxi99sI5wjTMsF6083qbbed1/VmTNZRVmBm976lwv6DcpPlSPOptp6j3Wf0U+nDO7m0UaWAbm+z9kXLfuQrfvct1Sws66CAMIjIe6MkHVWG/caOgsCQMwiZEW4uCAuFzzd5NXP3tih3/9tb5fnVrR0BcxOcSrjjF8gBpwVqvplB4YuZ3ychvRsbcTQOyMpYLYLUnG2b8nlweMNOumRtnxVK+nc78cCEDo2m63DDYmtjYhTCFkAEGsIWRHO4d+MOAjdBZdt2K8/fbRf/+evu62mFh3ZddDXFdC/r5PfwLzAkFXgSmrz3It6t95XNJKGF23kpDjVIyFOXiNtPmqTp9molytJfbKSu34ygJBL6KDDYOtyQWeb5wAAohshK8LF230l9ARhJmvJR/utt9/ZdbjD86rcDVr4192SpKE9A9uDZ5+xdLAgPbHde4gu6uWy3h4/KPfbDjdq2Ww2FbfM7m2u9tX34sJ0NhQGzlNndhg8kzWTxXJBAIg5hKwIF9cyk9X8HWeyvj5Wr4rDddb7D7++Q59UurVy5yE98vqOgA2EH39rl055mpWR7NA/ji5q81ozRhUqLTFev591absf63tFLuvtq4bmfadxRyt/h8G9db76XlhAV0HgfNW6XJDGFwAAn/hwD+Bc1dTUaP78+Xrrrbdkt9t144036umnn1ZKSkqHz3nhhRe0dOlSbd68WXV1dTp27JhcLlfoBh0CjiDck7X/aL1ufP7vkqSBuSn66li9Gjxe/c8/lKuuoUmnPM366tgpje2fpX95t0KeliYbS/7X99Unq+39VItuuEj/+9phVlOOs12Ql6pnZ5QoN9WpHs6I+RIMqTH9s/Tq5q+t94cWsKEwcL7yt3Fv8HRwTxYhCwBiTsTMZM2cOVO7du1SaWmpli9frjVr1uj222/v9Dn19fWaMmWKHn744RCNMvT8mxF7vmF3wf1H6/Xa5q/1RfVJ3f//tulIne8erPsnD9L//YcSSVJVXaPVin3NniNa/PYn1scpKXJ1+ot/RwHL75qLCzS6X9Y3GnMsuWxA4OdmdN/MMI0EQFeSE3zLBU+dbj9kZdL4AgBiTkRMI+zevVsrV67Uhg0bNHLkSEnSs88+q6lTp+qpp55SQUFBu89bsGCBJOmDDz4I0UhDz79PVvM57pO16+BxPffB51qx45DOnvy6e8JATbrQt4/VDZf00mubD7T7Gr1cSbp7wsBvP2h0qWd6ku66op9+++Fe3XF5XyUnRMS3KhCTerR8f55obLKONXuNjtWzXBAAYlVE/Oa2fv16uVwuK2BJ0sSJE2W321VWVqbrr78+aB+rsbFRjY2tnfXcbl8XPY/HI4/H09HTQsL/8c8ch93mS0qNnqYux7ev+qRu+O36NvcNSNLEwTmaP76v9Rr/NHGA1n1WLUecXVMuzNPv134hSXrmHy6yNhQO9+cj2s27oo+y3Hv0o8v78LmOAe19fyMyJCf4Zu7d9Y1W/Y6ePC3T8oesFIetTV2pd+yg1rGFeke/c61tRISsyspK5eYGdqGLj49XZmamKisrg/qxFi1apCeeeKLN8XfffVfJyedHC+3S0lLr7a/32yXZVbHnM61o2NPp89760q7GJrsKexjN6N+szUfteu+A75cDV2OlVqxYEXD+fYMlmySbp06jcuyqb5I8X2zWiv3tvDi6RXaitHrVe+EeBkLozO9vRAb3Ud/P4Q1bdyilarskqbJekuKVHGdU+s7KDp9LvWMHtY4t1Dt61dfXn9N5YQ1ZDz74oJ588slOz9m9e3eIRuPz0EMP6d5777Xed7vdKiws1KRJk5SWFt7mAx6PR6WlpbrqqqvkcDgkSdvertCayi/Vp28/TZ18QafPf/aZdZJO6p+mXaypw/PlPuXRj/9jsz47ckJ333i5eqYndvjca4N5ITgn7dUb0Yt6R671b36sTdVfq6jfBZp6ZX9JUtm+GmnbRuW5emjq1HFtnkO9Ywe1ji3UO/r5V7l1Jawh67777tPs2bM7Padfv37Kz89XVVVVwPGmpibV1NQoPz8/qGNyOp1yOttuHOlwOM6bb5Yzx5Lg8JXQK1un4zt1ull7q09KksYMzJHD4VCWw6HX77pMp5u9SnTEdf/A8a2cT1976H7UO/KkJfnuuTrV5LVqd7Ted39Wblpip/Wk3rGDWscW6h29zrWuYQ1ZOTk5ysnJ6fK8MWPGqLa2Vps2bdKIESMkSatXr5bX69Xo0aO7e5jnNYd/n6wuWrhXHK6T10jZKQnKTW2dsbLbbUq0E7AA4NtqbXzR2l2w8niDJHW6QgAAEL0iooX7kCFDNGXKFM2ZM0fl5eVat26d5s2bp+nTp1udBQ8cOKDBgwervLzcel5lZaW2bt2qzz77TJK0Y8cObd26VTU1NWG5ju4Q19Jd0NPFZsS7D/mmNof0ZL8lAAimlMS23QUr3b6QlUfIAoCYFBEhS5KWLFmiwYMHa8KECZo6darGjRunF154wXrc4/GooqIi4Ga0559/XiUlJZozZ44k6fLLL1dJSYnefPPNkI+/u/j3o2rqYp+sQy1/VS3KPD+adwBAtEhx+lYDnDwzZPlnstIIWQAQiyKiu6AkZWZmaunSpR0+XlxcLGMCg8bjjz+uxx9/vJtHFl7+fbKaulgu6N9sODul7f1mAIBvr4ez45msfGayACAmRcxMFtoXZ4WszpcLVp/whaycVEIWAASTFbIaWkPW18dOSfJtLA4AiD2ErAh3rssF/SGLmSwACK7Us2ayjtQ16khdo2w2aUBuSjiHBgAIE0JWhDvXmSz/csGc1IRuHxMAxBJ/x9bD7gYZY7Tr4HFJUt/sHtYsFwAgthCyIpy/hXtnM1nGmNblgincHwAAwZSfnii7TWps8upIXaOWlu2XJF1YkB7mkQEAwoWQFeHi7b4SejppfHHydLMaPL6ZrmxmsgAgqBLi7cpv6SL4b+99qnc/Pqx4u00zRxeFeWQAgHAhZEW4eGsmq+Plgv6lgskJcUpOYOkKAARb7wzf9hivlPtmsX5y1QX6fr+scA4JABBGhKwIl9DS+KKzzYjpLAgA3at3ZmsXQZtNmjGKWSwAiGWErAjndPhK2NjUSchijywA6FbjBmRbbw8rSFdmD5ZmA0AsI2RFOGd8nCSp0dPJckGrfTv/6ANAd5g6vKfy0pyKt9t0/+RB4R4OACDMuEEnwjnj/TNZzR2eU13HckEA6E6Jjji9OW+cGjzN6pPVI9zDAQCEGSErwlkzWZ0sFzzCRsQA0O3y0tgiAwDgw3LBCHcu92QdqTstiZAFAAAAhAIhK8JZywU9nSwXpLsgAAAAEDKErAh3TssF6S4IAAAAhAwhK8L5Z7KavEbNXtPmcWNM60wWIQsAAADodoSsCOe/J0uSTrczm3Wiscma5cpOpYU7AAAA0N0IWREuIa61hO21cfcvFeyREKfkBJpJAgAAAN2NkBXh4uPsirfbJLV/X1b1iZbOgjS9AAAAAEKCkBUFWjsMtheyuB8LAAAACCVCVhRwOvwdBjteLkhnQQAAACA0CFlRwJrJane5YEvIoukFAAAAEBKErCjQGrLazmS1LhdMDOmYAAAAgFhFyIoC1obE7dyTZS0XZCYLAAAACAlCVhRI6GS54BF/d0HuyQIAAABCgpAVBTpdLtgyk5VDC3cAAAAgJAhZUcDp8JWx4azlgs1eo6q6BklSXhr3ZAEAAAChQMiKAkmOeEnSKU/gTNaRukZ5mo3i7DblMZMFAAAAhAQhKwr0cPoaX5xsbAo4fqD2lCQpPy1R8XGUGgAAAAgFfvOOAj2cvpmsk42BM1n+kNXLlRTyMQEAAACxipAVBXok+Gay6k8HzmQdbAlZBS7uxwIAAABChZAVBZITWmayzgpZB461zGRlMJMFAAAAhAohKwqkdLBcsHUmi5AFAAAAhAohKwokd9H4gnuyAAAAgNAhZEWBHi3LBetP0/gCAAAACDdCVhTwdxc8ccZMlrvBo7oG3/ssFwQAAABCh5AVBdrrLlh5vEGSlJ7ksEIYAAAAgO5HyIoCye00vqhyN0qS8tKcYRkTAAAAEKsIWVEgxd/44oyZrKo630xWbip7ZAEAAAChRMiKAtY+WY1NMsZIkqrqfDNZuanMZAEAAAChRMiKAulJDkmSp9lYHQb9ywVzCFkAAABASBGyokByQpwS4n2lPFZ/WlLrckFCFgAAABBaEROyampqNHPmTKWlpcnlcum2227TiRMnOj1//vz5GjRokJKSklRUVKS7775bx48fD+GoQ8Nmsykj2TebVVvvkXTGcsE07skCAAAAQiliQtbMmTO1a9culZaWavny5VqzZo1uv/32Ds8/ePCgDh48qKeeeko7d+7Uyy+/rJUrV+q2224L4ahDJyM5QVLrTNYR7skCAAAAwiIiNlDavXu3Vq5cqQ0bNmjkyJGSpGeffVZTp07VU089pYKCgjbPGTZsmF599VXr/f79+2vhwoW6+eab1dTUpPj4iLj0c+ZqmcmqOdmyXNDt7y5IyAIAAABCKSKSxvr16+VyuayAJUkTJ06U3W5XWVmZrr/++nN6nePHjystLa3TgNXY2KjGxkbrfbfbLUnyeDzyeDzf8gqCw//x2xtHeqLvmo7WNaj2xCmdbGmAkZEUF/Zx49vprN6IPtQ7tlDv2EGtYwv1jn7nWtuICFmVlZXKzc0NOBYfH6/MzExVVlae02tUV1frF7/4RadLDCVp0aJFeuKJJ9ocf/fdd5WcnHzug+5GpaWlbY7VVdsl2VW+bZe8B3ZKileC3ejD996VzRbyISKI2qs3ohf1ji3UO3ZQ69hCvaNXfX39OZ0X1pD14IMP6sknn+z0nN27d3/nj+N2uzVt2jQNHTpUjz/+eKfnPvTQQ7r33nsDnltYWKhJkyYpLS3tO4/lu/B4PCotLdVVV10lh8MR8NgnpZ/q71X7lNOrWEOH5UtbNyjflaxp034QptHiu+qs3og+1Du2UO/YQa1jC/WOfv5Vbl0Ja8i67777NHv27E7P6devn/Lz81VVVRVwvKmpSTU1NcrPz+/0+XV1dZoyZYpSU1P1+uuvd/kF73Q65XS2vY/J4XCcN98s7Y0lLz1JklR90qOaU02+Y2mJ582Y8e2dT1976H7UO7ZQ79hBrWML9Y5e51rXsIasnJwc5eTkdHnemDFjVFtbq02bNmnEiBGSpNWrV8vr9Wr06NEdPs/tdmvy5MlyOp168803lZgYve3MC1y+kHWw9pS1EXFuavReLwAAAHC+iogW7kOGDNGUKVM0Z84clZeXa926dZo3b56mT59udRY8cOCABg8erPLyckm+gDVp0iSdPHlSf/jDH+R2u1VZWanKyko1NzeH83K6hT9kHahtsPbIYiNiAAAAIPQiovGFJC1ZskTz5s3ThAkTZLfbdeONN+qZZ56xHvd4PKqoqLBuRtu8ebPKysokSQMGDAh4rX379qm4uDhkYw+FXi0hq/pEo74+5vsc5KYRsgAAAIBQi5iQlZmZqaVLl3b4eHFxsYwx1vvjx48PeD/auZIdSnLE6ZSnWdu+rpXEckEAAAAgHCJiuSC6ZrPZ1DvDN5v1Vc0pSSwXBAAAAMKBkBVFLshPDXg/l5AFAAAAhBwhK4oMOStk5aexXBAAAAAINUJWFBmU37pZci9XkjJ6JIRxNAAAAEBsImRFkVF9M623U5wR09MEAAAAiCqErCiSnuTQbeP6SpLmXjmgi7MBAAAAdAemO6LMw1OHaPqlhRqQmxLuoQAAAAAxiZAVZeLsNg3MS+36RAAAAADdguWCAAAAABBEhCwAAAAACCJCFgAAAAAEESELAAAAAIKIkAUAAAAAQUTIAgAAAIAgImQBAAAAQBARsgAAAAAgiAhZAAAAABBEhCwAAAAACCJCFgAAAAAEESELAAAAAIKIkAUAAAAAQUTIAgAAAIAgig/3AM53xhhJktvtDvNIJI/Ho/r6erndbjkcjnAPB92MescW6h1bqHfsoNaxhXpHP38m8GeEjhCyulBXVydJKiwsDPNIAAAAAJwP6urqlJ6e3uHjNtNVDItxXq9XBw8eVGpqqmw2W1jH4na7VVhYqK+++kppaWlhHQu6H/WOLdQ7tlDv2EGtYwv1jn7GGNXV1amgoEB2e8d3XjGT1QW73a7evXuHexgB0tLS+MaNIdQ7tlDv2EK9Ywe1ji3UO7p1NoPlR+MLAAAAAAgiQhYAAAAABBEhK4I4nU499thjcjqd4R4KQoB6xxbqHVuod+yg1rGFesOPxhcAAAAAEETMZAEAAABAEBGyAAAAACCICFkAAAAAEESELAAAAAAIIkJWBPnNb36j4uJiJSYmavTo0SovLw/3kPANLVq0SJdeeqlSU1OVm5ur6667ThUVFQHnNDQ0aO7cucrKylJKSopuvPFGHT58OOCc/fv3a9q0aUpOTlZubq7uv/9+NTU1hfJS8A0tXrxYNptNCxYssI5R6+hy4MAB3XzzzcrKylJSUpKGDx+ujRs3Wo8bY/Too4+qZ8+eSkpK0sSJE/Xpp58GvEZNTY1mzpyptLQ0uVwu3XbbbTpx4kSoLwVdaG5u1s9//nP17dtXSUlJ6t+/v37xi1/ozF5i1DtyrVmzRtdcc40KCgpks9n0xhtvBDwerNpu375dP/jBD5SYmKjCwkL96le/6u5LQygZRIRly5aZhIQE8+KLL5pdu3aZOXPmGJfLZQ4fPhzuoeEbmDx5snnppZfMzp07zdatW83UqVNNUVGROXHihHXOHXfcYQoLC82qVavMxo0bzfe//30zduxY6/GmpiYzbNgwM3HiRLNlyxazYsUKk52dbR566KFwXBLOQXl5uSkuLjYXXXSRueeee6zj1Dp61NTUmD59+pjZs2ebsrIys3fvXvPOO++Yzz77zDpn8eLFJj093bzxxhtm27Zt5oc//KHp27evOXXqlHXOlClTzMUXX2w++ugj87e//c0MGDDAzJgxIxyXhE4sXLjQZGVlmeXLl5t9+/aZv/zlLyYlJcU8/fTT1jnUO3KtWLHCPPLII+a1114zkszrr78e8Hgwanv8+HGTl5dnZs6caXbu3GleeeUVk5SUZP793/89VJeJbkbIihCjRo0yc+fOtd5vbm42BQUFZtGiRWEcFb6rqqoqI8l8+OGHxhhjamtrjcPhMH/5y1+sc3bv3m0kmfXr1xtjfD/87Xa7qaystM557rnnTFpammlsbAztBaBLdXV1ZuDAgaa0tNRcccUVVsii1tHlgQceMOPGjevwca/Xa/Lz880///M/W8dqa2uN0+k0r7zyijHGmI8//thIMhs2bLDOefvtt43NZjMHDhzovsHjG5s2bZr58Y9/HHDshhtuMDNnzjTGUO9ocnbIClZtf/vb35qMjIyAn+UPPPCAGTRoUDdfEUKF5YIR4PTp09q0aZMmTpxoHbPb7Zo4caLWr18fxpHhuzp+/LgkKTMzU5K0adMmeTyegFoPHjxYRUVFVq3Xr1+v4cOHKy8vzzpn8uTJcrvd2rVrVwhHj3Mxd+5cTZs2LaCmErWONm+++aZGjhypm266Sbm5uSopKdHvfvc76/F9+/apsrIyoN7p6ekaPXp0QL1dLpdGjhxpnTNx4kTZ7XaVlZWF7mLQpbFjx2rVqlXas2ePJGnbtm1au3atrr76aknUO5oFq7br16/X5ZdfroSEBOucyZMnq6KiQseOHQvR1aA7xYd7AOhadXW1mpubA37RkqS8vDx98sknYRoVviuv16sFCxbosssu07BhwyRJlZWVSkhIkMvlCjg3Ly9PlZWV1jntfS34H8P5Y9myZdq8ebM2bNjQ5jFqHV327t2r5557Tvfee68efvhhbdiwQXfffbcSEhI0a9Ysq17t1fPMeufm5gY8Hh8fr8zMTOp9nnnwwQfldrs1ePBgxcXFqbm5WQsXLtTMmTMliXpHsWDVtrKyUn379m3zGv7HMjIyumX8CB1CFhAmc+fO1c6dO7V27dpwDwXd4KuvvtI999yj0tJSJSYmhns46GZer1cjR47UL3/5S0lSSUmJdu7cqeeff16zZs0K8+gQbP/5n/+pJUuWaOnSpbrwwgu1detWLViwQAUFBdQbgCS6C0aE7OxsxcXFtek6dvjwYeXn54dpVPgu5s2bp+XLl+v9999X7969reP5+fk6ffq0amtrA84/s9b5+fntfi34H8P5YdOmTaqqqtIll1yi+Ph4xcfH68MPP9Qzzzyj+Ph45eXlUeso0rNnTw0dOjTg2JAhQ7R//35JrfXq7Od4fn6+qqqqAh5vampSTU0N9T7P3H///XrwwQc1ffp0DR8+XLfccot+8pOfaNGiRZKodzQLVm35+R79CFkRICEhQSNGjNCqVausY16vV6tWrdKYMWPCODJ8U8YYzZs3T6+//rpWr17dZqnAiBEj5HA4AmpdUVGh/fv3W7UeM2aMduzYEfADvLS0VGlpaW1+yUP4TJgwQTt27NDWrVut/0aOHKmZM2dab1Pr6HHZZZe12Y5hz5496tOnjySpb9++ys/PD6i32+1WWVlZQL1ra2u1adMm65zVq1fL6/Vq9OjRIbgKnKv6+nrZ7YG/QsXFxcnr9Uqi3tEsWLUdM2aM1qxZI4/HY51TWlqqQYMGsVQwWoS78wbOzbJly4zT6TQvv/yy+fjjj83tt99uXC5XQNcxnP/uvPNOk56ebj744ANz6NAh67/6+nrrnDvuuMMUFRWZ1atXm40bN5oxY8aYMWPGWI/723pPmjTJbN261axcudLk5OTQ1jsCnNld0BhqHU3Ky8tNfHy8Wbhwofn000/NkiVLTHJysvnTn/5knbN48WLjcrnMf/3Xf5nt27eba6+9tt22zyUlJaasrMysXbvWDBw4kJbe56FZs2aZXr16WS3cX3vtNZOdnW1++tOfWudQ78hVV1dntmzZYrZs2WIkmX/91381W7ZsMV9++aUxJji1ra2tNXl5eeaWW24xO3fuNMuWLTPJycm0cI8ihKwI8uyzz5qioiKTkJBgRo0aZT766KNwDwnfkKR2/3vppZesc06dOmXuuusuk5GRYZKTk831119vDh06FPA6X3zxhbn66qtNUlKSyc7ONvfdd5/xeDwhvhp8U2eHLGodXd566y0zbNgw43Q6zeDBg80LL7wQ8LjX6zU///nPTV5ennE6nWbChAmmoqIi4JyjR4+aGTNmmJSUFJOWlmZuvfVWU1dXF8rLwDlwu93mnnvuMUVFRSYxMdH069fPPPLIIwHtuKl35Hr//ffb/bd61qxZxpjg1Xbbtm1m3Lhxxul0ml69epnFixeH6hIRAjZjztieHAAAAADwnXBPFgAAAAAEESELAAAAAIKIkAUAAAAAQUTIAgAAAIAgImQBAAAAQBARsgAAAAAgiAhZAAAAABBEhCwAAAAACCJCFgAAkmbPnq3rrrsu3MMAAESB+HAPAACA7maz2Tp9/LHHHtPTTz8tY0yIRgQAiGaELABA1Dt06JD19p///Gc9+uijqqiosI6lpKQoJSUlHEMDAEQhlgsCAKJefn6+9V96erpsNlvAsZSUlDbLBcePH6/58+drwYIFysjIUF5enn73u9/p5MmTuvXWW5WamqoBAwbo7bffDvhYO3fu1NVXX62UlBTl5eXplltuUXV1dYivGAAQToQsAAA68Mc//lHZ2dkqLy/X/Pnzdeedd+qmm27S2LFjtXnzZk2aNEm33HKL6uvrJUm1tbW68sorVVJSoo0bN2rlypU6fPiwfvSjH4X5SgAAoUTIAgCgAxdffLF+9rOfaeDAgXrooYeUmJio7OxszZkzRwMHDtSjjz6qo0ePavv27ZKkX//61yopKdEvf/lLDR48WCUlJXrxxRf1/vvva8+ePWG+GgBAqHBPFgAAHbjoooust+Pi4pSVlaXhw4dbx/Ly8iRJVVVVkqRt27bp/fffb/f+rs8//1wXXHBBN48YAHA+IGQBANABh8MR8L7NZgs45u9a6PV6JUknTpzQNddcoyeffLLNa/Xs2bMbRwoAOJ8QsgAACJJLLrlEr776qoqLixUfzz+xABCruCcLAIAgmTt3rmpqajRjxgxt2LBBn3/+ud555x3deuutam5uDvfwAAAhQsgCACBICgoKtG7dOjU3N2vSpEkaPny4FixYIJfLJbudf3IBIFbYDNvbAwAAAEDQ8Gc1AAAAAAgiQhYAAAAABBEhCwAAAACCiJAFAAAAAEFEyAIAAACAICJkAQAAAEAQEbIAAAAAIIgIWQAAAAAQRIQsAAAAAAgiQhYAAAAABBEhCwAAAACC6P8Dd4kLvW84iHkAAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Normalize data by setting qrs peaks to index position 0 (“X-axis normalization”)\n", + "indicies = wfdb.processing.xqrs_detect(butter_filtered_sig,500,0,5000)\n", + "print(indicies)\n", + "\n", + "# detected = [ 530 1076 1631 2174 2725 3281 3828 4378 4938]\n", + "cut_signal = butter_filtered_sig[indicies[0]:indicies[2]]\n", + "\n", + "# plot the cut signal\n", + "plt.figure(figsize=(10, 5))\n", + "plt.plot(cut_signal)\n", + "plt.xlabel('Time')\n", + "plt.ylabel('Amplitude')\n", + "plt.title('Cut Signal based on R to get one QRS complex')\n", + "plt.grid(True)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[-0.03577630855309041, -0.16337948001854852]\n" + ] + } + ], + "source": [ + "plt.figure(figsize=(10, 5))\n", + "plt.plot(butter_filtered_sig)\n", + "plt.xlabel('Time')\n", + "plt.ylabel('Amplitude')\n", + "plt.title('Cut Signal with Minimas Q, S detection')\n", + "plt.grid(True)\n", + "\n", + "for peak in indicies:\n", + " start_idx = 20\n", + " end_idx = 25\n", + " signal_section = butter_filtered_sig[peak-start_idx:peak+end_idx]\n", + " minimas = scipy.signal.argrelextrema(signal_section, comparator=np.less, order=5)\n", + " \n", + " # map the minimas to the original signal\n", + " minimas = minimas[0] + peak - start_idx\n", + " minimas_y = [butter_filtered_sig[i] for i in minimas]\n", + " # if minimas more than 2 take those with biggest difference in y\n", + " if len(minimas) > 2:\n", + " minimas_y = [butter_filtered_sig[i] for i in minimas]\n", + " minimas_y = sorted(minimas_y)\n", + " minimas_y = minimas_y[:2]\n", + " minimas = [minimas[i] for i in range(0,2)]\n", + "\n", + " # plot the minimas\n", + " plt.plot(minimas, minimas_y, 'ro')\n", + "\n", + "plt.legend(['Signal', 'Minimas'])\n", + "plt.show()\n", + "\n", + "#print y values of minimas\n", + "print(minimas_y)" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# find peaks in the cut signal\n", + "hard = wfdb.processing.find_local_peaks(cut_signal,radius=3)\n", + "#peak_points_y = [cut_signal[i] for i in hard]\n", + "\n", + "tolerance = 1\n", + "# get standard deviation of the hard peaks\n", + "std = cut_signal[hard].std() * tolerance\n", + "# filter peaks with std\n", + "hard = [i for i in hard if cut_signal[i] > std]\n", + "# get the y values of the peaks\n", + "peak_points_y = [cut_signal[i] for i in hard]\n", + "\n", + "plt.figure(figsize=(10, 5))\n", + "plt.plot(cut_signal)\n", + "plt.plot(hard, peak_points_y, 'ro', label='Peaks')\n", + "plt.xlabel('Time')\n", + "plt.ylabel('Amplitude')\n", + "plt.title('Cuted Signal with Peaks (STD)')\n", + "plt.legend()\n", + "plt.grid(True)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(5000, 2)\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "from statsmodels.nonparametric.smoothers_lowess import lowess\n", + "\n", + "org_signal = butter_filtered_sig \n", + "#org_signal = test_data\n", + "x = org_signal\n", + "y = np.arange(len(org_signal))\n", + "\n", + "# Apply lowess function\n", + "frac = 0.003#0.01\n", + "lowess_filtered_sig = lowess(x, y, is_sorted=True, frac=frac, it=1)\n", + "print(lowess_filtered_sig.shape)\n", + "# Plot the signal\n", + "plt.figure(figsize=(10, 5))\n", + "plt.plot(org_signal, 'b-', linewidth=2, label='filtered data')\n", + "plt.plot(lowess_filtered_sig[:, 0], lowess_filtered_sig[:, 1], 'g-', linewidth=2, label='loess data')\n", + "plt.xlabel('Time')\n", + "plt.ylabel('Amplitude')\n", + "plt.title('Signal with and without LOESS Filter')\n", + "plt.legend()\n", + "plt.grid(True)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import cv2 as cv\n", + "\n", + "\n", + "org_signal = lowess_filtered_sig[:, 1]\n", + "#org_signal = test_data\n", + "\n", + "# Reshape the signal to a 2D array for OpenCV (camera image processing library)\n", + "org_signal_2d = np.reshape(org_signal, (-1, 1))\n", + "\n", + "# Scale the signal to the range [0, 255] (normal pixel range for images)\n", + "org_signal_2d_scaled = np.uint8((org_signal_2d - np.min(org_signal_2d)) / (np.max(org_signal_2d) - np.min(org_signal_2d)) * 255)\n", + "\n", + "# Apply Non-Local Means denoising\n", + "\n", + "filter_strength = 50\n", + "template_window_size = 7\n", + "search_window_size = 21\n", + "\n", + "nlm_filtered_sig_2d = cv.fastNlMeansDenoising(org_signal_2d_scaled, None, filter_strength, template_window_size, search_window_size)\n", + "\n", + "# Rescale the denoised signal back to the original range\n", + "nlm_filtered_sig = np.reshape(nlm_filtered_sig_2d, -1) * (np.max(org_signal) - np.min(org_signal)) / 255 + np.min(org_signal)\n", + "\n", + "\n", + "# Plot the original and denoised signal\n", + "plt.figure(figsize=(10, 5))\n", + "plt.plot(org_signal, label='Original signal')\n", + "plt.plot(nlm_filtered_sig, label='Denoised signal')\n", + "plt.xlabel('Time')\n", + "plt.ylabel('Amplitude')\n", + "plt.title('Signal with and without Non-Local Means Denoising')\n", + "plt.legend()\n", + "plt.grid(True)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Plot the original and denoised signal\n", + "plt.figure(figsize=(10, 5))\n", + "plt.plot(test_data, label='Original signal')\n", + "plt.plot(nlm_filtered_sig, label='Denoised signal')\n", + "plt.xlabel('Time')\n", + "plt.ylabel('Amplitude')\n", + "plt.title('Signal with and without Non-Local Means Denoising')\n", + "plt.legend()\n", + "plt.grid(True)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#Find peaks in Channel 6 of Record 25\n", + "hard = wfdb.processing.find_local_peaks(nlm_filtered_sig,radius=50)\n", + "record = nlm_filtered_sig\n", + "peak_points_y = [record[i] for i in hard] \n", + "\n", + "plt.figure(figsize=(10, 5))\n", + "plt.plot(record)\n", + "plt.plot(hard, peak_points_y, 'ro', label='Peaks')\n", + "plt.xlabel('Time')\n", + "plt.ylabel('Amplitude')\n", + "plt.title('Filtered Signal with Peaks')\n", + "plt.legend()\n", + "plt.grid(True)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#Find peaks in Channel 6 of Record 25\n", + "hard, soft = wfdb.processing.find_peaks(nlm_filtered_sig)\n", + "record = nlm_filtered_sig\n", + "peak_points_y = [record[i] for i in hard] \n", + "\n", + "plt.figure(figsize=(10, 5))\n", + "plt.plot(record)\n", + "plt.plot(hard, peak_points_y, 'ro', label='Peaks')\n", + "plt.xlabel('Time')\n", + "plt.ylabel('Amplitude')\n", + "plt.title('Filtered Signal with Peaks')\n", + "plt.legend()\n", + "plt.grid(True)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [], + "source": [ + "filter_params = {\n", + " 'names': ['butterlowpass', 'lowess', 'non_local_means'],\n", + " # params for butterworth filter\n", + " 'order':1,\n", + " 'fs':500.0,\n", + " 'cutoff':25,\n", + " # params for lowess filter\n", + " 'filter_strength':50,\n", + " 'template_window_size':7,\n", + " 'search_window_size':21,\n", + " # params for nlm filter\n", + " 'frac':0.003,\n", + " 'it':1\n", + "}\n" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "butter_filtered_sig = data_helper.butterlowpass_filter(data['SB'][0], filter_params['cutoff'], filter_params['fs'], filter_params['order'])\n", + "# Plot the original and denoised signal\n", + "plt.figure(figsize=(10, 5))\n", + "plt.plot(data['SB'][0].p_signal[:,0], label='Original signal')\n", + "plt.plot(butter_filtered_sig.p_signal[:,0], label='Butterlow signal')\n", + "plt.xlabel('Time')\n", + "plt.ylabel('Amplitude')\n", + "plt.title('Signal with and without Butterlow signal Denoising')\n", + "plt.legend()\n", + "plt.grid(True)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "lowess_filtered_sig = data_helper.lowess_filter(butter_filtered_sig, filter_params['frac'], filter_params['it'])\n", + "# Plot the original and denoised signal\n", + "plt.figure(figsize=(10, 5))\n", + "plt.plot(data['SB'][0].p_signal[:,0], label='Original signal')\n", + "plt.plot(lowess_filtered_sig.p_signal[:,0], label='Lowess signal')\n", + "plt.xlabel('Time')\n", + "plt.ylabel('Amplitude')\n", + "plt.title('Signal with and without Lowess Denoising')\n", + "plt.legend()\n", + "plt.grid(True)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "nlm_filtered_sig = data_helper.non_local_means_filter(lowess_filtered_sig, filter_params['filter_strength'], filter_params['template_window_size'], filter_params['search_window_size'])\n", + "# Plot the original and denoised signal\n", + "plt.figure(figsize=(10, 5))\n", + "plt.plot(data['SB'][0].p_signal[:,0], label='Original signal')\n", + "plt.plot(nlm_filtered_sig.p_signal[:,0], label='NLM signal')\n", + "plt.xlabel('Time')\n", + "plt.ylabel('Amplitude')\n", + "plt.title('Signal with and without Non-Local Means Denoising')\n", + "plt.legend()\n", + "plt.grid(True)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "all_filtered_signals = data_helper.filter_data(data['SB'][0], filter_params)\n", + "# Plot the original and denoised signal\n", + "plt.figure(figsize=(10, 5))\n", + "plt.plot(data['SB'][0].p_signal[:,0], label='Original signal')\n", + "plt.plot(all_filtered_signals.p_signal[:,0], label='filtered signal')\n", + "plt.xlabel('Time')\n", + "plt.ylabel('Amplitude')\n", + "plt.title('Signal with and without All Denoising')\n", + "plt.legend()\n", + "plt.grid(True)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "CPU times: total: 41.5 s\n", + "Wall time: 55.3 s\n" + ] + } + ], + "source": [ + "%%time\n", + "all_filtered_signals = data_helper.filter_data(data['SB'][:10], filter_params)" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.4" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/notebooks/noise_reduction.ipynb b/notebooks/noise_reduction.ipynb new file mode 100644 index 0000000..6f049a4 --- /dev/null +++ b/notebooks/noise_reduction.ipynb @@ -0,0 +1,299 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Signal Processing\n", + "\n", + "The notebook goes into more detail on the processing of the 12 ECG data per patient. First, the signal itself is considered and then the ECG signal processing methods integrated in the 'wfdb' module are explored. Various approaches are then used to normalize the data and reduce noise in order to make the signals as comparable as possible." + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": {}, + "outputs": [], + "source": [ + "from matplotlib import pyplot as plt\n", + "import wfdb.processing\n", + "import sys\n", + "import json\n", + "\n", + "sys.path.append('../scripts')\n", + "import data_helper" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Load Data" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "For a better understanding of the structure and dimensions of the individual data sets, there are printed." + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Reading SB\n", + "Reading AFIB\n", + "Reading GSVT\n", + "Reading SR\n", + "SB: 16559\n", + "AFIB: 9839\n", + "GSVT: 948\n", + "SR: 9720\n" + ] + } + ], + "source": [ + "data = data_helper.load_data(only_demographic=False)\n", + "\n", + "print(\"Number of patients per category:\")\n", + "for cat_name in data.keys():\n", + " print(f\"{cat_name}: {len(data[cat_name])}\")" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "example_data = data['SB'][0]\n", + "#Plot specific Channel of Record\n", + "fig = wfdb.plot_items(example_data.p_signal[:,0],title=\"Example for Channel 0\",figsize=(15,4),return_fig=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "metadata": {}, + "outputs": [], + "source": [ + "filter_params = {\n", + " 'names': ['butterlowpass', 'lowess', 'non_local_means'],\n", + " # params for butterworth filter\n", + " 'order':1,\n", + " 'fs':500.0,\n", + " 'cutoff':25,\n", + " # params for lowess filter\n", + " 'filter_strength':50,\n", + " 'template_window_size':7,\n", + " 'search_window_size':21,\n", + " # params for nlm filter\n", + " 'frac':0.003,\n", + " 'it':1\n", + "}\n", + "\n", + "#save filter params to json file\n", + "with open('../filter_params.json', 'w') as f:\n", + " json.dump(filter_params, f)" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "butter_filtered_sig = data_helper.butterlowpass_filter(example_data, filter_params['cutoff'], filter_params['fs'], filter_params['order'])\n", + "# Plot the original and denoised signal\n", + "plt.figure(figsize=(10, 5))\n", + "plt.plot(example_data.p_signal[:,0], label='Original signal')\n", + "plt.plot(butter_filtered_sig.p_signal[:,0], label='Butterlow signal')\n", + "plt.xlabel('Time')\n", + "plt.ylabel('Amplitude')\n", + "plt.title('Signal with and without Butterlow signal Denoising')\n", + "plt.legend()\n", + "plt.grid(True)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "lowess_filtered_sig = data_helper.lowess_filter(example_data, filter_params['frac'], filter_params['it'])\n", + "# Plot the original and denoised signal\n", + "plt.figure(figsize=(10, 5))\n", + "plt.plot(example_data.p_signal[:,0], label='Original signal')\n", + "plt.plot(lowess_filtered_sig.p_signal[:,0], label='Lowess signal')\n", + "plt.xlabel('Time')\n", + "plt.ylabel('Amplitude')\n", + "plt.title('Signal with and without Lowess Denoising')\n", + "plt.legend()\n", + "plt.grid(True)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "nlm_filtered_sig = data_helper.non_local_means_filter(example_data, filter_params['filter_strength'], filter_params['template_window_size'], filter_params['search_window_size'])\n", + "# Plot the original and denoised signal\n", + "plt.figure(figsize=(10, 5))\n", + "plt.plot(example_data.p_signal[:,0], label='Original signal')\n", + "plt.plot(nlm_filtered_sig.p_signal[:,0], label='NLM signal')\n", + "plt.xlabel('Time')\n", + "plt.ylabel('Amplitude')\n", + "plt.title('Signal with and without Non-Local Means Denoising')\n", + "plt.legend()\n", + "plt.grid(True)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "all_filtered_signals = data_helper.filter_data(example_data, filter_params)\n", + "# Plot the original and denoised signal\n", + "plt.figure(figsize=(10, 5))\n", + "plt.plot(example_data.p_signal[:,0], label='Original signal')\n", + "plt.plot(all_filtered_signals.p_signal[:,0], label='filtered signal')\n", + "plt.xlabel('Time')\n", + "plt.ylabel('Amplitude')\n", + "plt.title('Signal with and without All Denoising')\n", + "plt.legend()\n", + "plt.grid(True)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "wfdb.plot_wfdb(all_filtered_signals,title=\"Filtered Example for all Channels\")" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "wfdb.plot_wfdb(example_data,title=\"Raw Example for all Channels\")" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.4" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/notebooks/signal_processing.ipynb b/notebooks/signal_processing.ipynb index 12bdf22..bbde39c 100644 --- a/notebooks/signal_processing.ipynb +++ b/notebooks/signal_processing.ipynb @@ -11,7 +11,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -23,7 +23,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ @@ -41,7 +41,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 6, "metadata": {}, "outputs": [ { @@ -91,7 +91,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 7, "metadata": {}, "outputs": [ { @@ -119,7 +119,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 10, "metadata": {}, "outputs": [ { @@ -155,7 +155,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 11, "metadata": {}, "outputs": [ { diff --git a/scripts/__pycache__/data_helper.cpython-310.pyc b/scripts/__pycache__/data_helper.cpython-310.pyc new file mode 100644 index 0000000..425837b Binary files /dev/null and b/scripts/__pycache__/data_helper.cpython-310.pyc differ diff --git a/scripts/__pycache__/data_helper_simple.cpython-310.pyc b/scripts/__pycache__/data_helper_simple.cpython-310.pyc new file mode 100644 index 0000000..599f96b Binary files /dev/null and b/scripts/__pycache__/data_helper_simple.cpython-310.pyc differ diff --git a/scripts/data_helper.py b/scripts/data_helper.py new file mode 100644 index 0000000..16f5a6e --- /dev/null +++ b/scripts/data_helper.py @@ -0,0 +1,234 @@ +import pickle +import json +import copy +from matplotlib import pyplot as plt +import numpy as np +import wfdb.processing +import scipy.signal +from scipy.signal import butter, lfilter +from statsmodels.nonparametric.smoothers_lowess import lowess +import cv2 as cv + +"""" +TODO create overall description +""" + +def load_data(only_demographic:bool=False, path_settings:str="../settings.json"): + """ + Loads data from pickle files based on the specified settings. + + Args: + only_demographic (bool, optional): If True, only loads demographic data (age, diagnosis, gender). Defaults to False. + path_settings (str, optional): Path to the settings file. Defaults to "./settings.json". + + Returns: + dict: A dictionary containing the loaded data. + """ + settings = json.load(open(path_settings)) + path_data = settings["path_data"] #'C:/Studium/dsa/data' + labels = settings["labels"] + + data = {} + if only_demographic: + data = {'age': [], 'diag': [], 'gender': []} + + for cat_name in labels.keys(): + print(f"Reading {cat_name}") + with open(f'{path_data}/{cat_name}.pkl', 'rb') as f: + records = pickle.load(f) + if only_demographic: + for record in records: + age = record.comments[0].split(' ')[1] + gender = record.comments[1].split(' ')[1] + if age == 'NaN' or gender == 'NaN': + continue + data['age'].append(int(age)) + data['diag'].append(cat_name) + data['gender'].append(gender) + else: + data[cat_name] = records + return data + + +def format_data_input(data): + """ + Formats the input data into a standardized format. + + Parameters: + data (np.ndarray or wfdb.Record or list or dict): The input data to be formatted. + + Returns: + dict: The formatted data. + + """ + if isinstance(data, np.ndarray): + data = wfdb.Record(p_signal=data.copy()) + if isinstance(data, wfdb.Record): + data = [data] + if isinstance(data, list): + temp_dict = {} + temp_dict['temp_key'] = data + data = temp_dict.copy() + return data + + +def format_data_output(data): + """ + Formats the output data into a less redundant format. + + Args: + data (dict, list, wfdb.Record, or ndarray): The input data to be formatted. + + Returns: + The formatted data. + + """ + if len(data.keys()) == 1 and 'temp_key' in data.keys(): + data = data['temp_key'] + if isinstance(data, list) and len(data) == 1: + data = data[0] + if isinstance(data, wfdb.Record) and len(data.p_signal.shape) == 1: + data = data.p_signal[0] + return data + +def butterlowpass_filter(data, cutoff:int, fs:int, order:int=5): + """ + Apply a Butterworth lowpass filter to the input data. + + Parameters: + - data: (dict, list, wfdb.Record, or ndarray) + The input data to be filtered. + - cutoff: float + The cutoff frequency of the filter. + - fs: float + The sampling frequency of the input data. + - order: int, optional + The order of the filter (default is 5). + + Returns: + - data: (dict, list, wfdb.Record, or ndarray) + The filtered output data. + + """ + data = copy.deepcopy(data) + data = format_data_input(data) + for label, wfdb_objs in data.items(): + for wfdb_obj in wfdb_objs: + for idx in range(wfdb_obj.p_signal.shape[1]): + signal = wfdb_obj.p_signal[:, idx] + nyq = 0.5 * fs + normal_cutoff = cutoff / nyq + b, a = butter(order, normal_cutoff, btype='low', analog=False) + wfdb_obj.p_signal[:, idx] = lfilter(b, a, signal) + + return format_data_output(data) + + +def lowess_filter(data, frac:float=0.03, it:int=1): + """ + Applies the lowess filter to the given data. + + Parameters: + - data: (dict, list, wfdb.Record, or ndarray) + A dictionary containing the data to be filtered. + - frac (float): + The fraction of the data used to compute each fitted value. Default is 0.03. + - it (int): + The number of iterations for the smoothing process. Default is 1. + + Returns: + (dict, list, wfdb.Record, or ndarray): The filtered data. + + """ + data = copy.deepcopy(data) + data = format_data_input(data) + for label, wfdb_objs in data.items(): + for wfdb_obj in wfdb_objs: + for idx in range(wfdb_obj.p_signal.shape[1]): + signal = wfdb_obj.p_signal[:, idx] + d_range = np.arange(len(signal)) + # [:, 1] needed to get only the smoothed values + wfdb_obj.p_signal[:, idx] = lowess(signal, d_range, is_sorted=True, frac=frac, it=it)[:, 1] + return format_data_output(data) + + +def non_local_means_filter(data, filter_strength:int = 50, template_window_size:int = 7, search_window_size:int = 21): + """ + Applies the Non-Local Means filter to the given data. + + Parameters: + - data: (dict, list, wfdb.Record, or ndarray) + A dictionary containing the data to be filtered. + - filter_strength (int): + Parameter controlling the strength of the filtering process. Default is 50. + - template_window_size (int): + Size in pixels of the template patch that is used to compute weights. Default is 7. + - search_window_size (int): + Size in pixels of the window that is used to compute weighted average for given pixel. Default is 21. + + Returns: + (dict, list, wfdb.Record, or ndarray): The filtered data. + + """ + data = copy.deepcopy(data) + data = format_data_input(data) + for label, wfdb_objs in data.items(): + for wfdb_obj in wfdb_objs: + for idx in range(wfdb_obj.p_signal.shape[1]): + signal = wfdb_obj.p_signal[:, idx] + # reshape data to 2d for image like processing + d_2d = np.reshape(signal, (-1, 1)) + # max min scaling + d_2d_scaled = np.uint8((d_2d - np.min(d_2d)) / (np.max(d_2d) - np.min(d_2d)) * 255) + # apply non local means filter + d_2d_filtered = cv.fastNlMeansDenoising(d_2d_scaled, None, filter_strength, template_window_size, search_window_size) + # Rescale the denoised signal back to the original range + d_filtered = np.reshape(d_2d_filtered, -1) * (np.max(signal) - np.min(signal)) / 255 + np.min(signal) + wfdb_obj.p_signal[:, idx] = d_filtered + return format_data_output(data) + +def filter_data(data, filter_params:dict): + """ + Apply a filter to the input data. + + Parameters: + - data: (dict, list, wfdb.Record, or ndarray) + The input data to be filtered. + - filter_params: dict + The parameters of the filter to be applied. + + Returns: + - data: (dict, list, wfdb.Record, or ndarray) + The filtered output data. + + """ + data = copy.deepcopy(data) + #data = format_data_input(data) + if 'butterlowpass' in filter_params['names']: + data = butterlowpass_filter(data, filter_params['cutoff'], filter_params['fs'], filter_params['order']) + if 'loess' in filter_params['names']: + data = lowess_filter(data, filter_params['frac'], filter_params['it']) + if 'non_local_means' in filter_params['names']: + data = non_local_means_filter(data, filter_params['filter_strength'], filter_params['template_window_size'], filter_params['search_window_size']) + if not any(name in filter_params['names'] for name in ['butterlowpass', 'loess', 'non_local_means']): + print("Warning: No valid filter names found in filter_params['names']. Data will be returned as is.") + return data #format_data_output(data) + + +if __name__ == "__main__": + data = load_data(only_demographic=False, path_settings="./settings.json") + # print shape of data for each category + for cat_name in data.keys(): + print(f"{cat_name}: {len(data[cat_name])}") + + + order = 1 + fs = 500.0 + cutoff = 25#25 + + # Apply filter to the signal + data_test = butterlowpass_filter(data, cutoff, fs, order) + data_test = butterlowpass_filter(data['SB'], cutoff, fs, order) + data_test = butterlowpass_filter(data['SB'][0], cutoff, fs, order) + + diff --git a/skripts/generate_data.py b/scripts/generate_data.py similarity index 100% rename from skripts/generate_data.py rename to scripts/generate_data.py diff --git a/settings.json b/settings.json new file mode 100644 index 0000000..3ed5af1 --- /dev/null +++ b/settings.json @@ -0,0 +1,11 @@ +{ + "data_path_comment": "Path to the data folder. This is the folder where the data is stored.", + "data_path": "./data", + "labels_comment": "Labels for the different classes. The labels are the SNOMED CT codes.", + "labels": { + "SB": [426177001], + "AFIB": [164889003, 164890007], + "GSVT": [426761007, 713422000, 233896004, 233897008, 713422000], + "SR": [426783006, 427393009] + } +} \ No newline at end of file