{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "%matplotlib inline\n", "%reload_ext autoreload\n", "%autoreload 2" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "
" ], "text/plain": [ "" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from IPython.display import HTML\n", "\n", "HTML('''\n", "
''')" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "from spectral_connectivity import Multitaper\n", "from spectral_connectivity import Connectivity\n", "from spectral_connectivity import multitaper_connectivity" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Test Power Spectrum\n", "#### 200 Hz signal" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "frequency_of_interest = 200\n", "sampling_frequency = 1500\n", "time_extent = (0, 50)\n", "n_time_samples = ((time_extent[1] - time_extent[0]) * sampling_frequency) + 1\n", "time = np.linspace(time_extent[0], time_extent[1], num=n_time_samples, endpoint=True)\n", "signal = np.sin(2 * np.pi * time * frequency_of_interest)\n", "noise = np.random.normal(0, 4, len(signal))\n", "\n", "plt.figure(figsize=(15, 6))\n", "plt.subplot(2, 2, 1)\n", "plt.plot(time, signal)\n", "plt.xlabel('Time')\n", "plt.ylabel('Amplitude')\n", "plt.title('Signal', fontweight='bold')\n", "plt.xlim((0.95, 1.05))\n", "plt.ylim((-10, 10))\n", "\n", "plt.subplot(2, 2, 2)\n", "plt.plot(time, signal + noise)\n", "plt.xlabel('Time')\n", "plt.ylabel('Amplitude')\n", "plt.title('Signal + Noise', fontweight='bold')\n", "plt.xlim((0.95, 1.05))\n", "plt.ylim((-10, 10))\n", "\n", "plt.subplot(2, 2, 3)\n", "m = Multitaper(signal,\n", " sampling_frequency=sampling_frequency,\n", " time_halfbandwidth_product=3,\n", " start_time=time[0])\n", "c = Connectivity(fourier_coefficients=m.fft(),\n", " frequencies=m.frequencies)\n", "plt.plot(c.frequencies, c.power().squeeze());\n", "\n", "\n", "plt.subplot(2, 2, 4)\n", "m = Multitaper(signal + noise,\n", " sampling_frequency=sampling_frequency,\n", " time_halfbandwidth_product=3,\n", " start_time=time[0])\n", "c = Connectivity(fourier_coefficients=m.fft(),\n", " frequencies=m.frequencies)\n", "\n", "plt.plot(c.frequencies, c.power().squeeze());" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 30 Hz signal" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "frequency_of_interest = 30\n", "sampling_frequency = 1500\n", "time_extent = (0, 50)\n", "n_time_samples = ((time_extent[1] - time_extent[0]) * sampling_frequency) + 1\n", "time = np.linspace(time_extent[0], time_extent[1], num=n_time_samples, endpoint=True)\n", "signal = np.sin(2 * np.pi * time * frequency_of_interest)\n", "noise = np.random.normal(0, 4, len(signal))\n", "\n", "plt.figure(figsize=(15, 6))\n", "plt.subplot(2, 2, 1)\n", "plt.plot(time, signal)\n", "plt.xlabel('Time')\n", "plt.ylabel('Amplitude')\n", "plt.title('Signal', fontweight='bold')\n", "plt.xlim((0.95, 1.05))\n", "plt.ylim((-10, 10))\n", "\n", "plt.subplot(2, 2, 2)\n", "plt.plot(time, signal + noise)\n", "plt.xlabel('Time')\n", "plt.ylabel('Amplitude')\n", "plt.title('Signal + Noise', fontweight='bold')\n", "plt.xlim((0.95, 1.05))\n", "plt.ylim((-10, 10))\n", "\n", "plt.subplot(2, 2, 3)\n", "m = Multitaper(signal,\n", " sampling_frequency=sampling_frequency,\n", " time_halfbandwidth_product=3,\n", " start_time=time[0])\n", "c = Connectivity(fourier_coefficients=m.fft(),\n", " frequencies=m.frequencies)\n", "plt.plot(c.frequencies, c.power().squeeze());\n", "\n", "\n", "plt.subplot(2, 2, 4)\n", "m = Multitaper(signal + noise,\n", " sampling_frequency=sampling_frequency,\n", " time_halfbandwidth_product=3,\n", " start_time=time[0])\n", "c = Connectivity(fourier_coefficients=m.fft(),\n", " frequencies=m.frequencies)\n", "\n", "plt.plot(c.frequencies, c.power().squeeze());" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Spectrogram\n", "\n", "#### No trials, 200 Hz signal with 50 Hz signal starting at 25 seconds" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/edeno/miniconda3/envs/spectral_connectivity/lib/python3.7/site-packages/ipykernel_launcher.py:53: MatplotlibDeprecationWarning: shading='flat' when X and Y have the same dimensions as C is deprecated since 3.3. Either specify the corners of the quadrilaterals with X and Y, or pass shading='auto', 'nearest' or 'gouraud', or set rcParams['pcolor.shading']. This will become an error two minor releases later.\n", "/Users/edeno/miniconda3/envs/spectral_connectivity/lib/python3.7/site-packages/ipykernel_launcher.py:67: MatplotlibDeprecationWarning: shading='flat' when X and Y have the same dimensions as C is deprecated since 3.3. Either specify the corners of the quadrilaterals with X and Y, or pass shading='auto', 'nearest' or 'gouraud', or set rcParams['pcolor.shading']. This will become an error two minor releases later.\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAABDAAAAJXCAYAAABltaTOAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8QVMy6AAAACXBIWXMAAAsTAAALEwEAmpwYAAEAAElEQVR4nOx9Z5gcV5n1uVXVcXpyUhjlHGzZkmzZcsYBm+SETTCwsGSWZWG/3WXZvIRdlgWWJSxgosGADdjGBhwlZ0tOSlbOaTQ5z3Sq+P2ourduVVd194xmNCNzz/PokTTTXX0r9n3PPee8xLIsCAgICAgICAgICAgICAgICExlSJM9AAEBAQEBAQEBAQEBAQEBAYFSEASGgICAgICAgICAgICAgIDAlIcgMAQEBAQEBAQEBAQEBAQEBKY8BIEhICAgICAgICAgICAgICAw5SEIDAEBAQEBAQEBAQEBAQEBgSkPQWAICAgICAgICAgICAgICAhMeQgCQ0BAYFQghFxJCLEIIcfO8Oc+7Xzu+8/k5woICAgICPypQXzXh8MZn0UImTvZYxEQ+FOEIDAEBAQKQAiZTwi5nxDSRQjJEUJaCSGPEkIWAGgF8L8AfjzJwxQQEBAQEBAYA0p8zwOvs+96jpCxCCHf4H7+DednPx3F5v7X+TM0zsMUEBAoA8pkD0BAQGBK4gEA5wJ4EsABAC0ALgcw3bKs5wF8evKGJiAgICAgIHCaCP2eB3DYsqxDmOLf9Y4C4iiAqyzLenoUb/0oIeQrlmW1jeVzLcv69FjeJyAgMD4QCgwBAQEPCCF1sCc1AwCusSzr45ZlvRVAE4CtQbJSQsgthJBDhJAhQsjXCSHPOK/5tPP7f3P+/1tCyM8IISPO66/htvE1QsgxZyUoQwh5kRBy5ZnbcwEBAQEBgdc/Sn3PO695vX7XWwDiAD4X9gJCyOWEkGcJIQOEkDZCyC8IITO433ssJISQTxNCDjv71O3YYJY4v0sSQr7sHIc0IWQrIeSmid1FAYHXNwSBISAg4McwgBEANQC2OZOUmwAolmVl/C8mhCwEcC+ABQCeAnAxgEtDtn0rgBkAdjmv56Wp8wC8BOBHznbWAfgNIaTy9HdJQEBAQEBAwMGovueB19V3/RCAxwF8mBDS4v8lIeRcABtg79ujAI4DeDeAxwghkYDXLwTwPwCqAPwUwBMAZsNWsgD2fn4WwCCA+wDMAnC/WKAREBg7BIEhICDggWVZGoAPwv6yXQXgM7ClpocJIRcEvOWdsO1oT1uWdSOAKwD0hmx+N4BrAbzL+f8sQkiD8+8PAdjofO5BABkADQDOOd19EhAQEBAQELAxhu95YIp81xNCFjq5Fd8A8C/Ojz9Jf+YQCqXwrwBiAP4x4HcfAxABcJdlWe+EbavpArASwFUBr6ekRhuA+wH8nWVZ8wE8RwhphH3cTACbAPTBPjbE+RwBAYExQGRgCAgIFMCyrF8TQh6CPUG5DMCHATQD+GcAX/e9fKbz917nvSoh5DCAxoBNb7csyyKEDHA/SxFCLAA74a5Y8AjajoCAgICAgMAYUeJ7/m0Bb5kq3/UtAP7K97NbuX//DsChYhuwLOtFQsgjAP4cwB99v57r/E33UyOEHIFtr5kTsK29hJB/BfApAI8BACFkP4C3A0g4L5MAfNL31nKIFgEBgQAIBYaAgIAHhJAIIeRSy7JylmU9ZlnWPwH4T+fXQRLPU87fi+j7AcwP2bzu/G35fn4Z7AlNN4BpsFdGBuiQRr0TAgICAgICAoEYw/c8MEW+6y3LetqyLGJZFoFtRwHsEE/i/Hm6nO3AVm9EAdzk+/kx5++lQMF+HvdvhBAiA/iSZVkNsAmO/wKwBLaqhW5LBdDIjTsK4OYyxykgIOCDUGAICAj4EYMtfdwLYBtseSf9on0i4PW/gi3HvIYQ8gDsVYqGgNcVQ6fzdyNsL+l8AKlRbkNAQEBAQECgNEb7PQ+8zr7rLct6lRDyBwBv8f3qTthqlD8jhCRgkxJNsK0fTwdsahaAlwghz8K2mlzi/HzAsqxuQsivAdzuvOYJAPWwiZzvAfi3cd0pAYE/EQgFhoCAgB852BOLPIA3AXgv7BWSLwD4iv/FlmUdBvAOAIcBXA3gZQCvOL/Ol/OBlmVtBvAlAP2wfbO/grvaIyAgICAgIDB+GNX3PPC6/a7/V/8PLMvaDuA6AJthH5t5AO4BcL1lWWrANoZgH4tLYBMfM5zXf9H5/QcBfBl2Dsb7nddthh0QKiAgMAYQy/KruwQEBARGB0JItWVZg86/KwCcBFALuz3bxkkdnICAgICAgMBpQ3zXCwgITAUIC4mAgMB44BFHinoCthyzFsAOAM9O6qgEBAQEBAQExgviu15AQGDSMakWEkLIjwkhXYSQXdzP6gghTxBCDjp/107mGAUEBMrCqwDeDOAfYHtifwjgBqdVm4CAgMAZgZhXCAhMKMR3vYCAwKRjUi0khJDLAYwA+JllWSudn30FQJ9lWV8mhPw9gFrLsj47aYMUEBAQEBAQOCsg5hUCAgICAgKvb0x6BgYhZC6AP3ATjf0ArrQsq50QMh3A05ZlLZnMMQoICAgICAicHRDzCgEBAQEBgdcvpmIXkmbLstoBwPm7aZLHIyAgICAgIHD2QswrBAQEBAQEXic4a0M8CSEfAfARAKioqFizdOnSSR6RgICAgIDA2YUtW7b0WJbVONnjmCrg5xZSomrNOUsWQpHJGfnsI90jSKsGqhMRzK5LnpHPFDg7oZsWjnSPYE59BWLK5K9FHu1JYySv45yZ1ZM9FAEBgTJB79vZdUlUJyLjuu2JnltMRQKjkxAynZN6dgW9yLKsOwHcCQBr1661Xn311TM5RgEBAQEBgbMehJDjkz2GM4Cy5hWAd24Rm77IeuCJZzGvoeKMDPLG77yAHScHcM2yJvzwzy44I58pcHbi5aN9uP37m/Hf71mD61dOm+zh4O3f3YRXj/fj+S9cj3hEnuzhCAi8LnGyL4NNh3vwjgtmj8v2bvveJrxyrB9ffed5uPG8mWW9Z2/7EFpqE6iMFyc8JnpuMfm0bSEeAvBnzr//DMCDkzgWAQEBAQEBgbMbY55XpPP6hAwoCLphAgBymnnGPlPg7AS9LjVjalwred0eR15cuwICE4bfbTuFz963s+h9P5psS9W5b3WjvPdkVB03fucF3P3iibI/Y6Iw2W1UfwVgM4AlhJBWQsgHAXwZwLWEkIMArnX+LyAgICAgICBQFOM9r8ioxsQMNAB0EpnTztxnCpydGHEIDN2cGoQBvWZzurh2BQQmCpQoNMxgwuGvf70df/3rHeO2PT8OdI5A1U0M5ya/a/KkWkgsy3pXyK+uPqMDERAQEBAQEDjrMd7zirR65hQYmlOMiiJQoBQogaHpk9tJkIIWQoJ8ExCYOFDlRRjhcKI3MypVluq8Vi+TwNjXPlT0888kpqKFREBAQEBAQEBg0pHJhxdkLx7pxVce3Tdun+UqMKbGqrrA1AW1kKhTxkJiOH9PjfEICLweQe+vMMJBN61RqQZVpsAo777d6xAY5RIeEwlBYAgICAgICAgIBKBYBsbjuzvxw+ePjttn0QyM7Bm0rQicnWAWkilCYFDSTSgwBAQmDqUUGLppjorAKEWI+LG3Y9h+/RR47ggCQ0BAQEBAQEAgAMUsJLppjutETnMmkXlhIREogZEcDfGc/JVQwL1mhXpIQGDioDHLR/B9phsWsqMgEUcT4mlZVoECI6cZk0ZmCAJDQEBAQEBAQCAAxVazNMOEaY2fH1gTXUgEygQl1sIsJP1pFU/tD+0WPK6wLMvtQiLINwGBCQMlLMMcH7aFpPzcJnUUCoy2wRyGHeKUfufd+t1N+NaTh8r+vPGEIDAEBAQEBAQEBAJQzEJCJ5Pj1cpSdCERKBcjTjZL2Mrpr189iT//6SsYyKgTPhbVMEE7NwryTUBg4qCWUGAYpoWcZsIsk1RXjfIzMGiAJ+B+97UNZNE+mC3rs8YbgsAQEBAQEBAQEAhAMQWGPsoE91LQuO2NFykykegdycOypoaFYTT44h/24G9/U36rwakISqyFXSfDOR2WBZzsm/jigg/uFAqMqYUtx/vwHw/vnexhCIwT1BJtT+nzoBwbiWFabDvlfIftc/Iv6iuijPDQDass+8lEQBAYAgICAgICAgIBKEeBMV4eYN20EFPsadlUV2EMZFRc/OUn8cSezskeyqjx+J5O7GgdmOxhnBbcDIzga48Sbyf7MxM+ljynuhAKjKmFx3d34s5nj5yVRKNAIUqFeNKflxPkqXLEYzk2yN4RFRVRGdXJCCM8dNNi2U1nGoLAEBAQEBAQEBAIQKkMDMCW4T6+uwNX/PdTnknhaGBZ9mpYZVwBMPULwd60ClU30TmUm+yhjApDOQ0n+jKjCrqbihgp0UY1q9m/P9E38QQGT7ZNdeLtTw00K2WqhL0KnB5KERj0PJeTg8GrpcpRYGiGiagiQZEIU12Md5D1aCAIDAEBAQEBAQGBAIwUVWC4MtpD3SM43ptB1/DYCno68UzFKIExtQtB2uo1P0bCZrKwr92WQWfVs2vcftDCNEy+zRQYZ4DA8FpIzu7j+npDhmallJFxIDD1oenFLR/U2jERCgzNMBGRJciSBN20YFkWNMOaNHJMEBgCAgICAgICAgEotpLFZLSGxSaWvSNjC02kBUbKUWBM9SwBSrCEKQCmKva0DQKY+gRRKZRvITkTGRhCgTFVQa8D+nwSOLuRL6HA0I3yLSQ82VhO5pLqEBgRmcAw7Q5cwOSRY4LAEBAQEBAQEBAIQDpvYE/bEHa2Dhb8jreQ0H/3pvNj+hy6ilUZiwCY+hYSOr5yLDOGaeGpfV1Twoe/x0nSz2rGlBjPWFHSQuIUMK1nxELCKTAEgTGlUKrdrsDZBY0L8WwfzOK/Ht3n6TiiOWRCthwFhjFaBYaFqCJBlognaFqEeAoICAgICAgITBEQ2AqMz93/Gv71oV0Fv9c4HzCdzPWMUYFB3+9mYExOIfjpe7bhkZ3tJV9HMyTKWbnbdLgHH/jpK9h5qpAEOtOgBIZhTp70+XShGSZbPQ23kNiFa2t/tuyWimMFr8AQFpKpBabAEATG6wJ8p6qn9nXju08fRhvXxtQN8SydgcGTz+VkYOiGiYhMWAYGfc9kXVuCwBAQEBAQEBAQ8EGWCAayGva2D6M/oxX8XudWoFRGYIxNgUELUWohmYyQyYGMit9tb8OzB7tLvpaOrxwFxoBz7HrTYyN3xguaYeJAxwjiEXvqe7YGefKdcUpZSFTDRNfw2K7JcsGTFsJCMrVQqt3uVMRgVkPXWRYOfKbAh3jSvAv6DKaZFEB5zzZPBkYZZC7NwFAkyf58o3gex0RDEBgCAgICAgICAj7IEsFARoNqmBjIFBbfquGuQDELyekqMGKT14XkQOcIAKA/XUjW+JFTyycwqJx5OFd6VXAicbh7BKphYlVLDYCzt9geKYPAyGkGapK2HWmiW6nythGhwJhaOBsVGP/16D586GevTvYwpiR41R8lDih5zvMIo83AKIeEUA3LJjBkAs00mV1FEBgCAgICAgICAlMEEiHs34NZrUCKTxUYmmExBUXvWBUYpleBMRnF9YFOu0PHQLY0CZPTyw/xpHLm4VxpYmQi0TNs79f8xgoA5U3ypyLSeXfcapEuJIubKwFMfCcSocCYunAJjLPHLtU1lEffJKu1pirovWaarl2Eksg8STX6LiSln+OabltIZInAMN3vPNFGVUBAQEBAQEBgikCWXALDtIBhX0tVtwuJyVlIxtiFxHl/ioV4TiKBEWCX8WM0bVQzzr4MZSdXgUFXDKsS9jEuJ+huKmIk756fsOIhqxpY1JQCAJzsm9hOJHlHLVQRlad8+OyfGih5eDYpMHKaUVao5J8i3AwMk5FSKhfsSZEtJwPDcJ9/5agoeAuJnYEhQjwFBAQEBAQEBKYUeAIDAAZ9hT1b+eICIf0ZGKpu4kfPHy1ZQLAuJFSBMQlS/P0dNoHRH2CX8WM0GRiZPLWQTK4Cgyb4V8UdAuMsVQuMOMczpkiB15VlWcg4FpKGVBQdE5wnQEM8qxORKd/+9/WMvrSKZf/8KF491gcAME1ryllITvRmSj4HsppxVilGziSKZWDwREJ6lAqMckgIl8AgtoWFWihFG1UBAQEBAQEBgakBSmDMrksCsG0kPOgKlKabrDj2B1W+fLQPX/jDHmw7MVD0s+i2GIFxhtUBlmWNSoExmjaqmTOcgWGaVmCRRIuiqknu9HK6oMGMtclooIVENUwYpoVEREZFTClrNfZ0QK+FqkSkQIHRl1Zx/9bWCf38sx3HetI41DV82tvpGs4hqxk43mtbhniCTtWnBiHwzjs347tPHy76moxqlGVp+FMET2BQ1USeU2VQlKMuo+q5mCKNKgNDlu02qq4CUSgwBAQEBAQEBASmBGQnA+OShQ0ACrMhgtqo9qVVT1YGXZEuVSzTbaVik1Ncd4/k0Z/R0FQZQ143S06A6fjKycDIamc2A+P3r7Vh/X8+WXAM6Tk6+y0k9vGsSUYCLSR0vxJRBYmIXNZq7OmAV2DkfAqM37x6En/96x3oF5kGofjiH/fg7+/bedrb0bnnEQCk1dJhr0HYfnJgwnINetNqyXyLnGZMWlE8lWFySj8+g4IpMLjvndG0UU1G5fIyMAwTUYUgQjMwmIVEKDAEBAQEBAQEBKYEElEZq1qq8eZzpgMoVCZoXIinyq2MDXBKDTpJLKVUoNtKRGTIEikoBAGbAAjqhjIeONBhdyBZN78eQOkgz+woupCMRYFxuHukwLJTLlr7sxjO6xjyKWboOZoMC8nRnjTe/M3nxqWQH8m5CoygwpQe72TUVmCUU8ycDvK6CUJs9VDep8CgLVxFd5JwDOX0cVEn0eubqnJ4gq5cAqNjMIebvvMC/riz/bTH44dl2c/JUtdCVjUmrbPFVAZv1eAVEMEERvkKjGRUGVUGhkwzMJiFRCgwBAQEBAQEBASmBKKyhAc/eSkWT7PDEAeyYQSG6Vkx5DuR0KKi1KSdvl+RJSQiwWGI//rgbnzwrolpL0jtIxfOqwNQupXqqDIwxkBgvO9HL+OfH9zFPsOyyp8k08LNP4mnx5gpMM4ggbGvfQi724ZwsGvktLfFLCQVkcCsAJ7ASEZlT9cSil2nBrH1RP9pjwWwV8zjioxYRC4g3mgmzFTJYJgqGMnrniDc8cgOYQWlc0/y573cTAlKXB7tSZ/2ePzQDAuWhZL7mlF1jx1CwAZ/DoMzMEZnIfEqMEpfHzpto0ozMLgQ68mAIDAEBAQEBAQEBHygXVSrnYJ30Kd+cNvIWdAMk2Vm8J1IWFK8UcJC4kxGFZkgHpECLSTdI3nsbB2ckGKQkjMLnBajpRQYo7KQOJPpoVFYSHrTeTyxpxPpvI7bvr8Z//S7XWW/lxbwfoKCHrfqxJm36dBVSn+OylgwouqIKRISESXwWqD7lYjIqIgGKzD+69F9+My92097LIBdgMciEuKKXKDA6B4HBcaetiF8/O4trysS5KM/fxX/9tBuAHYhOR7dW3hCFfDaCMo9dvRebR8Y/+BX+qwota85zRQKjABo3D3EZ2DQ4zpaBQZ9XzIql5mB4YR4yrSNquhCIiAgICAgICAwxWATEjFFRiIie4pPy3InkJqTgTGtKg7ALr4pyrWQ0ElgRJKQjCpslZ2H5rRrPTYBq6O6YUKRCGqTUQClgzxHp8CgGRjuPuU0IzQTwzAt5DQTWc3Avz20GztODuBEX6as/eDHFkZgVDoWknIm+eMFOtkfDwvQSE5HKqYgIpMSFhIFyViwAiOr2mGP7YOn32I1r5mIKRJiEalgdZ0SGKdDPrx8tBeP7OpA7xhbFE9FtA/k0O50h8nrhue4GaaFv7/vNezrGBrVNjVfIZseg4WE3jNt43Bd+EGfFcUUGLQltWVBtFL1gT+HgRkYHJGQKYOcVTkLSTnHWjNMRGUCRSLQDDePY7LIpilLYBBCjhFCdhJCthNCJkYzKSAgICAgIPAngdHOKwjXRbUmGfEU9bycV9NNqIaFadU2gdEznOdeVy6B4SowqhJK4Eo93cb+zuCOBe/+wYt4YNvYOj4YpgV5FARGbgwWEl6B8eVH9uE9P3o58PU88fCbLa2ebZQDOja/jFplBIYS+PuJBC0uxkOBkc7rqIgpiMhSiIXEJooS0XAFBj0WLx3pO+3x5HQD8YiMuFJofep2LCTlXCdhYN0WXkctWnOagbxzneY1rwKjN53HPa+cxB92jC6HQvMVtJn86BUYVEFzamB8CAzLsvDlR/ZhT9sQO39+lQ4P/t4XNhIveBVTcAaG/bcskbI6D6m6CYkAsYhUlg1E000oTgaGbWHxhsaeaUxZAsPBVZZlnWdZ1trJHoiAgICAgIDAWY+y5xUcf4HqRMSTgaH7AtU0w0RjKgaJeFupuquOJUI8nclgRCaoTkQCC11aoOzvKCQwdMPEpsO92Hp8oNRuBUI3bX9zTdJWJ/SXUArQQqMcawB97UheZx1aOodyON4brCShhRftyCIRBCpSQj9PDSYwNKeVZEyREVOCbToTBWoRKqdFbSmM5A1HgSF5ZOUUWT4DIyYHkj/0unzxSO9pj8evwDjem8aD209B1U22v6ejwCg3R+ZsQk53wyxpBgbNeaHn5kjP6PJS9AILCddGtUyZP1NgDGRHlTsThp4RFd975jCe2NNZ1rPQQ2CcQWvC8d40Vn/hiXFpZztR8CowTDcDw2flqIorZVtIogrNtChHgWF/R0RkOwODPtPsbJMzr8KY6gSGgICAgICAgMCkoiYZ8XTFoMUwAEdOa+cA1FVEPRkYbmeAMhUYkoSaRDSEwLBfsy+AwKCtNUdGUej7P1+WiL2SHpFKKgXoinE5GRh0Mm1ZbmtHVTcxmNUCpcv09R+4ZC7etmoGrl7W7GkJWQphFhLdtFccZYkgEZXPaIgnLS5KZYuUA1uBISOiEE9nAgpPF5KogrxuFqywjiuBoRuIKbYCQzMs/Pj5o/j0vdtxst+1/ZRznYSBHrtiK/dnG3KawQi0vG7AtFyCkhb4h7tGZxXzZyF4MjDKJH/omHKaGUi2bTrUg0u+/GTZz5lW5xqwbTI0AyP8vsupXmL4TOF4bwZ9aRXPHOg5Y585WvhDPHXf9UJJ9cp4pLwuJJqBqCxBdtqiFgPtIBOVCWSJeLqQ0PGcaUxlAsMC8DghZAsh5COTPRgBAQEBAQGBsxqjmlfwFhJbgcGFc3KFo2aY0HQ74KwqHvFYJcq1kGgeC0kEg9lw2X+QAoPmS4TlSpSCrcCwd7gmES3Z7nM0bVSzqoGKqOwZJ/W5B42XkhUrZlTjm+86H81VMWQCchxCPy+EwKAhdIAdcHkmLST0/I6HAiPvWDYiUoiFhIZ4Ol1I+J+527Bbnx7rzaBj8PQCG3OaiXhEQjxiH9vD3WlYlteecjoWEo0pMMZ2vtoHsxPeSnY0sCwLOc0oyMfxWyyO9qZHVRj6MxH4DIxyZf78PRNkI9nTPoRTA9lQ9ZQfdBs5zSxLgZHR3PN0Jrtb0LGNV2eeiQCvwAi0kLAuS+W1TlYNE7GIDEWSoJsW2gezuP37m9EX8OzXmULQVWzoxuSQTRRTmcC4xLKs1QBuAPAXhJDL+V8SQj5CCHmVEPJqd3f35IxQQEBAQEBA4GxB0XkF4J1b9PW5BZhfFcGvPumGCc2xYFQmIp6wynJDPGkhGpUlVCciGMpqBbJcuo0TfZmCCSolTYZG0aqUh25YrItKTTJS0DLWD7qKWsoaYFkWMqqOZicfhBEYzr70BxT0dPWwImYX3xVRZXQKjCIWEkZgnGkFxjh2IcnrtmUjIttedNNXPFD/ezKqIBm1bTh+Akg1TCydVgUA2H5y4DTHYzBbDgAc7ratD7y6o9w2nkHwKxNGi7d/dzO+98yRMX/+eEMzLJiWvT+WZXHKBK+qSdVNtI0ii6KgC4knA6O8489ncQR9NlVelEt6tfbb2+AVGMWIKP6eHe2qvm4UKo3KBT1m245PPIHxw+eOYGfr4Kjfx1//fAaFm4FBLSQR5DSz4LkQtD1egbH71BBePtqHgwEZS/T4RBQJivMM5VVVk9EhaMoSGJZltTl/dwF4AMCFvt/faVnWWsuy1jY2Nk7GEAUEBAQEBATOEpSaVzi/Y3OL+vp69vPCEE9u8uZkYERlgqq44lEVjD7E0yYwVKOwtaJmmKh1MioOdHr98ZQYGBkrgWFaUCR7Smjva5ltVEvsV143YVpAcyUlMLyZCEGfw3fRoH/nNLPsgqZYFxKqMklE5DOagUHP73gQGKpuIqbYFhIABTaSrCPDT0RkRgL5CSBVNzGzJu6M6fRsLZRQiUfsz2p3itvNHIExmQqM7pE8ekbypV94hpDTXesIXwS6Cgx3Pw91l5+DQXN06PFKqwZT4JR7/Pl7IpDAcJ4v7WUTGBlnuybbv2JtVPl7Vgu537uGc4EKg7/5zQ584hdbyxqXH/Q8tA3mTluRVPRzdBNfengv7h9D2HKhAoMSXgb7GWATGEDh8y9oLDGWgWEWtTtSAiziEB6A91qZjFaqU5LAIIRUEEIq6b8BXAeg/CbgAgICAgICAgIOxjKv8IR4JiPI62ag8kDTXQtJZVzBEFekMgWGYb/3L365FScDWoLSyafihHgChcWuZlhYMq0SAAok3MxCkh9bgWyYJhSnuK9NRotaHSzLYpNjPUABwIOSEc1VMQCuUkRlBEaAAiNPFQSOAsMpwsu1AYQqMPwWkklQYATt73MHu0dVnOd1O3wv4hBO/tX1jKYjqtiFRqgCQzfRkLLPyfAYSS+KnOZ0IXEIDIrugG48YwElf8aSgWFZFlTuvp0K4HMm+FX1oFyZI93l52BoPitBRjVQEVOctpflExgSAaKKFEhSUCJsLAqMctqoehQYIUXxO7//Ir795KGCn794pC+0Q1Mp8PfQtgm0kXQN52BZxUmcMPDn0Axso0ozMJx7voRFTnWeI7JEYBgWOy9BZBf9bNpGFfDuQ1AWz0RjShIYAJoBPE8I2QHgZQB/tCzr0Ukek4CAgICAgMDZidHPK3wZGAC4rgqchcS07IR2xc7A8FhIuEnm4e4R/PG1djy0o63go9gKlySFEhiqbrLVNf8kkyobxqrA0EyvhSTI2sHGYdiqikqnS0ixgEZKOjRXeS0kNAQ1KNSSevcrOAWGva3yitBcqALDayHxby+nGWzFeKzQDdMT9ur+nBIY3v1tH8zivT96Gb9+NXhFtns4j+88dchjJ7ItGxJTk/gDGrPcyjvNHilQYBgmaiuiIAQewm0soAoMaiEBwIoc/vPGCvU0LCTaFAwApWPhi3r6f/73gGvHKQe6rytFRtVREZWddrtlZmCoBhIRGTOq44EZGMOjVmC4GRh815WwrhVeBUbwmLtH8ugd8d5HgxkNHUM5D2k2GvDHZyw5GLpR2rIBuMdtLIRayQwMqsBwvj9KZfywLiQygWZa7LorRmBEZNdCIhQYAbAs64hlWaucPyssy/rSZI9JQEBAQEBA4OzEWOYVfAlWk4gCcAtufjKpGrb8NiIRVMYVD4HBW0joilXQCp9rIQlXYKiGyQpTf2iaG+Kpj6mlnWFYrOisSUYxmFVDt0M7BdCJctG2iM4kuskhMIa4EE8A6E8XFs8swyHmVWCU20qVWUgCFBhRp8iOB4R4/uSFY3jT/z53Wi0Bf/nyCVz1tacLihlajA3ldI8Vhp7jHSE5FI/v6cB/P7afFYKAu3IaUagCw3v8M6qBpKOGSMYo+eMeO+qfjysyUjFlzLkpFHnd7sDDKzDWzq0F4K4Gn46FRDfCC6tSoMdmPBUY7YPZkiG3xUCJCs2wPNegX4FRGVNwZDQWEsNnIckbSEQVRGRSdgZG1lHTzKhJFM/AGCqdzWFZlqcLCT1/lhVOaPHHI6wo1gyzgNzY1zEEwL72R9Nymd8mAMypT2LHGPIpPnb3Fnz2vtdKvq6NhZqO/nrkr39PBoavjSpTYGjFj0NeszMwFMnO0ilqIdG9IZ72PnjHc6YxJQkMAQEBAQEBAYHJBOEojBone2Iw481wAICcM+m2LSQRZDWjIPsib5jM277txEBBkUz93ooUTGBYlp2zQQtSf9FKFRi6aY1ppdqTgZGIQDMsTxcDHtTDTwmMYoWl30JCx0nfExQWmmYZGE4RPgoFBm9vCcrAoJPvoAyMzqEchnJ62UqPILQN5NCXVgvOAV+M8Rkp9LN2nQoumqj1gx8rC/GkFpKCEE8DCZ8Cg98neuyjSmHXnLEgp3lDPAHgisVNAICZNQl7jKehwDidDAy6r7kx5mcE4WM/34Iv/nHvmN/PF378PZ7nsjEAYOn0ShwejYWEhXi6bVQrojKiSvkKDLujjIyZNQkc6UkXkAH0/+UoMHrTKtvXPNeFBAgnPfl7Nqxzit222nvN89aRseSd0LFNq4qPWpFkWRZePtqHEwHWQD9OR4GhcvtsON8HAK/AcIhlR6VX0kLitP6226KarjIoQK2kcgQ7y8Dg7ikR4ikgICAgICAgMBUQZCHJukQBBZ102xYSu9hmVglukklf15tWCya7ulNcExJMYBimBcsCW1n3T+B51cdYClKdy8CYVZcEAGw/MRD4WrpKWp0ox0Jiv7YuGYUiEU8bVSAkxDOvgxAgrvhsEGWsrNrydO84KUplYNDtn05BT4tP/7b57gh8DgYlKA52jQQWNUFkTN4f4ukrBjOq7gagxgozMHgCw68YGguoAiPmXJsRmeCi+XUAgBkOgXFaIZ7m2C0kKlNgjF+B1Tl0eqGg/HnmrzVmsXDGOqsuiZ6RfNmKIH8XkrRqIBlTRmUhsfNMJNx+wSwMZjV8+ZF9nt/Ta6VjMFdyXFQ1JBFvFxIg3NJTSoFBlQf+biP7uNbSY7GR0OdpKqaM2u7UPZLHUE5Hrozrs91RYIwlf0cLUWDQ4+q2US3TQqJTBYbdhYQRaIEhnjQDw7WueSwkQoEhICAgICAgIDD54C0kVB4fFOKZ8SkwgEKlAW8hAQp91prhEghBBAadVNOC1D+B520AY8nBMEzXQvKGpU2oTUZw94vHA19LJ99heRze19pjSURlp1j2dyEJbqOajMiQnPG4NojSk35+0u4vElQnp4SOxz/Bp9sfyo69oKfFRIH6g5vg86oTau0wTAt72ocKtkfHRMeqG3Y3lqjTRhUItpBQBQYlvPgMjLzTtSCqSKhyWvaOFTQkM6bIiEfs8UyvTmBRc6Xz73jgGEcDFuI5FgKDtSgdPwVGOq+XLA6LgX8O8NcaVWjRe70mEYVleffbsqxQ4kD3WUiyngyMctuo2tfOBXPr8IH18/DzF4/j5aN97Pf0OsqoRknrEbWPzK5LIqeZULkV+7DzkS1RFPtVJhT7O4bZc3NsBIa93VRcGTXZdqjLtvnkyrgmXAXG6YV46kZhBgYlNOhxKEVMshBPmUA3raItv/kMDFmiGRhmwe/PJEoSGISQJCHknwkhP3D+v4gQ8paJH5qAgICAgIDA6xFn29yCyuNpMcFPoGkxE5UJ8x/TwkQ1eALDneBuPT7g2b5mWMwSUBlXQAgwyKkTqAeZqhH8E0Z+JXcsK+q64VpI4hEZt6+dhSf2dgZ2G6BFRvUoLCTJqIJKLuCUvqc/QIGRVm3vPkVYEGUQ+ALIX2TqTqtbwCYw/EUE9fcPn44CQ6PFYzEFhrvP/Hh3B9hI/IGk9HqKeQgMn4VEc0M8k7FwC0lMthVDp5OBQe+HeERCzFHMzKxJIBVT8PkbV+C9F89xxj32FVo3iLN4gTic0wqK+/w4EximaWFE1U+rgw0/luEiCgxqW+Nf/47vvxhqX1F9xb2dgSFDkUnZqoKsZjDl09+8cTEAYPNhtx3uSE5HXYWdB1SqEwlVYCxoTBUqMMIsJB4FRriVgbeXWJaFAx3DuGSh3fa6ewzqGM0wIRFbmcV39SjnWXCYEhhl2JTGK8TTMM2CDAyaC9KQss9PqfbIdoinzCkwyiAwFDcDg78fp2qI508A5AFc7Py/FcAXJ2xEAgICAgICAq93nFVzC6rAoJM2fnJNC+uILDH5rl9poBomm+AuakoVKDB002TqAEkiqIwpGMxq+Nvf7MB/PbrPVWBES1tIRsYQYqebJvM2A8C7182GaVn4lwd3sYA8ityYCAwZVQm3xSw9Lv6gUvs9OgvuBIJtEGHwEBgBGRi8hUQ1TM95pGqI07GQ0HPsL1D4CT6/z2lnnxSJYGcAgUHHRLfH2z9YFxJfocd3IaEScd5+48/AGA/ChldgzKy1bSPvu3gulk6rQlSWTs9CUoYCoz+tYu0XN+CZA92B7x0vC0lGM2BZpVv6bj7ci688ui/wd3yhy18LOR9JRe8v/jre2z6EuzYdC27F7Fxj9Jq2MzAURGWpwGYUBqrAAGzSsSIqe+6HdN7AwqYUAKBtsHiQZ8dgDpUxBfWpqKPA4AmM0gqMoGBIf6tYADg1kMVwXsfF8+shEaBnDAoM1Xk28HkhX3lsP67476dLdoJhCowySIn2wbGHeNLrPypLgRkY9HjR9sjFOkkB9ndZ1FFU6CUIDJWFeBKmFOSv47C8kolEOQTGAsuyvgJAAwDLsrLwKisFBAQEBAQEBEaDs2puEYv4FRhuEZj1WEgcBYZPaZDXDVZErZlTi4NdI54Jus51AQGA6mQEA1kNj+7uwGutA6yoiSpO6Jpvwjic01DvrIyOpSDVTYtNTAFgTn0FPn7FAjy9vxs3/O9zONbjhgkWEBhG+GScHptE1O54MZLXYZpuCF+QAiOjGizDARilAsP5PFkiBSoI1bBYC8CEQ0jxBRMlE04nE4IW9P4CRTMtlo/iycBw9mnlzGrsPFVoIclSRYdGAx5dwqCohSRifxYhBElfy1j+WqqMK6OykHzu/p34+hMH3P11ihi7jaqrwOBhd8GYWAKjN51HXjfRNuBVBfD333iA2rNKESJ/3NmGHz5/NPB3HgsJd625CgwakmufQ3odG6aF4bwO3bTwnacOFWzXJUsdBYZqIBkbZRtVJ8SToioRYSRLXjegGiYjMEopMDKqjmRMRjwis/f697Xg87nr1B9OCxR2WgGAYz02mbOouRJ1FbGxKTB0C1FZ8pBtXUN2IO/7fvRyUVvKIYfgKGUryusGepz2r2OzkNj7Ho9I3i4kPlVgVTyCqCwFPlt5sDaqzvcOfRYF3Sv0+yYa0oWkXIvSeKIcAkMlhCQAWABACFkAe9VEQEBAQEBAQGAsOKvmFmEWkkTELQ4VmbBciCGmwHAnmbSoXTGzGqpuMo84fR0tSAGbHNjXPozhnI6cZrKVR7ryHqTAoIGJYynA+QwMir+7fim+/741sCygy5nAH+oaQXYUbVTpsamIKk7nD28LxOAMDJ0pCIDRdSGhx7g2GSlUYOiuhSQeDSAwqALjNDIhioV41jsro/yqOy161s6pxaGu4QA1he787bUX8BYSvz0gqxlIRN1rqSKmBCswHMUQJZXKwZbjfXjxiGspcC0kMuoronjXhbNw/cppnvdEldNTYNDV9mIkBOt2oftJq/FVYIzk7XNXSoExkNGg6mZgXoUnxDNAgZF3CktKQtFriRKTlXEFv93SWhAkyhf3umErHiqcNqrlhizmnDaqFNUcgUEJvvkNFSCkdCcS2tEkpkjIaabnORGmQMh4FBjhVoagEOWKqILGytiYMjBUw0BEsRUYfDvRqriCUwNZPLj9VOh7mQKjxDXeOWiPKxktDBAuB3Tf4xEZulHYRpUeL0UmqElGMBDQoppHOm+gwrEYAW73p/IzMKa+heRfATwKYBYh5BcANgL4uwkdlYCAgICAgMDrGWfV3CIqSyDEnbTRFSl7dVtnr6mKewPU+GC0vGaAEGD5dDvgkE586fZ4BUR1IsJaA+Z1wzOBjEiFK6rDOQ0zauKezx4NNMNiE1MeNQ5Jkc7rONg5jGu+/gwe39PBxsjvYxCyqtNRxMlIyOsGe31lzO6A4fe6p/OGh8CgpE051pgsIzCiJS0kAJBTOSuQU6CdViZEWAaGaSGmSEjFFK8CQzMQkQmWTa+CZlg43uu1BtB9cO0FbgAntZD4iwe+CwmAQgWGz0JiWuWpWwCbsOhPuyu7dFxRRYIkEfznLedi2fQqz3tGowAIAlNgFCEh1BCVxniHeI7kgwkqP1zVQuGYQ7uQcG0sY4rErBz0WqK5OhfPr4duWgUKCL4LCSUCkk6IZ7kEUk4zkIi4zwFegUHVJ7XJKBpTMXSUsJDknDwNet/zmQlhpGdONUB51KBVfb8CDvBez6UIjA17OnHVV58uVEjpFiIyYYGnpmkhr5mYXZ9EVJZCtzmU09A5lGfZGcWIQGq5mddQMeYMDInY+2mYFiOC/QoMRSaoTUYxUCQDg3bFqk5EGHFNr7OgvBTXQiK5FhJuH7SpaCGxLOsJALcAeD+AXwFYa1nW0xM7LAEBAQEBAYHXK862uQUhBDFFcifQzoQuwa2mRWQJKdZG1ZeB4UwY44qMhY02gcF7qwssJA45ANgFjcoTGEoQgaFjerWtwBhLBoZhmqwg5pFy8ifSqo7OIXsS//zBHs8YS2VgJCKyffwi9vGjE+3GqkJFAmBPpCu4AhywVRiZMvaLtW2tiAaSCJTASAYoMMYjA6OYAiMiS6hORDyFRSavIxGRsajZluXzpBa/Py6RUajA4K8F07SQ00xG0ACOAkMNzsCo9LX9Lbl/munx1jMFhhJeTvCr2mMBC/Escp3xxT8PFsgY0Hpzb/sQ9gZ0fikG3kLiL1YNrpMDJamCxsz/jO9CQjMFaJtc/zVKr8tpTmcXvyKJqRMMixWXsYjsyXUohaxPgVEVd7vUDDvqk4qYguaqOHsehCGnm4hHJMQjkkOScQRGWBtVzWCdnAIzMAK6kFBSL6ZIaEzFmE0jCDtaB3C0J11wn1FyM6q4qiZ6HuoqouhNB2+TBngun2GTdvy5Pdw94lHg0PyL+Y0p5EuQHUGgXUMUicCwLBg+Ow0lMhVJQnUyUjQDgz5zq5MRRlxTlVYxBUZUIYEWEsNHNo1238aC0CcOIWQ1/QNgDoB2AG0AZjs/ExAQEBAQEBAoG2fz3CKmyGwVka44JSIym0xHnHyKVEwp7EJimI6k2p5cNqRinkk0rw4AvARGjlMtUA8yv+quGyYyqoGaZASJiDy2DAzD8oR4UvABmpQYoZN56tEvVpymuUDJuCIjp7n70lQZHDaX9llIADsHIz0KC0ldha3A4AsIVS9UYNDi0DQtVhCeVgYGt+LfNZzDnc8ehmVZLGOkOhHBoCcDw877WNBICYxhz/YoCcPsBTQDIxKcgUGJCkpMAIUKjDyXgUFtQOWSNqphYiCjsuOa58iQMIxfiGf4+ae/8+exFOt88fnf78EX/rBnVGOhFhKgsOvEfz26D+/+wYsA3GyXoDGXUmDYbWkl9xplCgw/geG9TpldzTDZtuJOwTuqNqo+C8mQz0JSGVfQVIZVI6cZiEVklo3C22XCzmVGNRhpGkS6uMV6cQVGWKtZSm74CQzVMBGVJWYVVB0LTlSWUFcRRV8IgXHCCVNdOs0mpenzpGMwh2u+/gwe2tHGXkvzWebVJ51jMLp7ggaN2hlIbhtVuh3DNEGInf9Tm4x4uh0BdreWf3toN7ad6HcJDE6BQZ8R/Lg0w7Y+0uOuSBL7nigW4llOR5bThVLkd19z/o4DWAtgB+yArXMBvATg0okdmoCAgICAgMDrDGft3CIekdiqE82k4AttqmCojCuMRHBDBE2Pv3xBYwUOd7vBmJrhtZBU+RQYtACJOivvfEFCiYXKeASVcWWMXUi8GRwUKUcJMZLXCwiOci0kVArvKjAogWEXYv6JdsYJH+SRjCklcwfsz3MJDMMJC40qbrcOeo7ivuKQ996fXgaGayF5+LV2/MfD+/C2VTPtz5YkxBKSR3GS0ex9rYgpmFmTKCisaEGU9fnTo3JwG1V67mkRCNjqla5h127Ab2P0CgwDuhMmWRWPcCGecuh7yrWQ/PqVk9h8pBf/847zPD/3F2qB4/K1IKXgPzenGajgjstwfvTnmT9O/rDZoz1p7O+wCShKUgUpDYIyMKKKxCkwDMQUyb1G/QqMKvu+8SuMeAsJOy8RN8TTsiyYFgKJSsAucHOaiVhIBsYIp8BoqophR2th1xweec1AdTLKutMM5TT2DA1TYOQ0g12TxRQYfAaGn8BQDRNDWR3VyUjB+3tH3Cwf/3Y9CgzdPoa1FVHUy+EKjF6HEJlVl2TjB4CekTwsC3jxSB9uPG8mAFuBUZOMoNYJW+Y7vpQDzSFZZInAMAJCPLkco9pkFFszA573j+R1/HTTMcQjMq5d3gzA/p6h1zR9vvLP8/96ZB+2nujHOy6YBcAm6elzJ18kxLOcvKLTRShlalnWVZZlXQXgOIDVlmWttSxrDYDzARTG3woICAgICAgIFMHZPLegXm7AnUAnuAIm6kzsbALDngzyFhJbUu0QGE0pHOpyJca6aUGRQhQYmi8Dw9fVgX5WZVxBKq6MKcPBMIMVGHSCnVF1DzGiSIQVb8WK04xqIOmEEcYjtgIj71Ng+IM8aftHHnYQZfCk+OWjfWzyTYs92pGFt3J4MjCc/aIFBx9yWez4pfM6/uGBnYHtX/ntZTWTHS9VN22LkEyQikU8x5FvebqgKYWDfgLDZyFxC9PgNqrU4lAR8ykw8t7jANiSexY6WyZpQ9U2NAdDZYqQEhaSMlabXz7Wh417Owt+Xk4XEp4oDPo5UBiymNPMURdaad+545FRdQzndaTz9t/2eIIUGIX3blU84lFgRLkMDHpNDfoUGH5FEl0F13STfUZcsS1nqmHiiT2dOP/zj4cSgfTY+RUYadWAbpgs/yMVU9CYiqE3nS+w5fj3M851pxnK6sweUqyNKr0mg4IhaRYDf83nfQQGAHSPBAeMUiLioE/ppBkWIgphz3CbwLCVMLYCI1ht0pvOQ5YImh07HD1X9LraxrXL7hjMYVpVnH0HjFalYOd02CGanjaqDjllcN8hNcmoRykFuM/Z/rTK7vdSCozjfRmc6MuwzjYRmbgKDD7E06fAKNWRZTxQTojnUsuydtL/WJa1C8B5EzYiAQEBAQEBgdc7zrq5hScDw5nQJbnJPm3RWRWPsNVSFuLpSHGpRHlhYwqDWY1NqHl1AOASGLPqEsjrJttORCZQZMkzYaSfVRVXUBmPjDHE0yzoQgLYRUFUljDCWUgAm4zgVyvDkOVWGenxYxaSKmohcVc3DZrhEGAhCSq8uofzeMedm/HAtlPs8wCwVU5+Iq1znV5okUYn7XxhWsyCs+3EAH750gm8crQv8Pe8hYQWfKph2KujjuKBz6NI53VG8CxqSuFw94jHP15IYAQpMDgCgyowOAtJRTQ8A2M0FhJv+1tvxkM0QL1DEdQ1Jwg0J8aPcggMpsAI6UICFAZ55jTDQ+yUAw/55NseJdj4bJug7ie8TWMoq0EiQComM4KFFs6FFhL7s2nWTdZvIaHFvelmYMQjMqKOAuNwdxpDOR09w8FqAtby2BPi6baFpuRYKqagsSoOy0KoMgGwC/R4RGbk1lBOY62Ew7rCZFRXgRHUOcWf9wB4r8GGlH3fd4XYW3qKKDCiPgWGTSTJqK+Ioc9RWvx88zGmsgGAvrSK2mS0wJJG77cDncPsmmkbyGFGTYIpUkZb5Gtc21O+japl2ceKf4bXJCPQDMtD0FECrC+jeiwklJBgGRi8JS1vE9cad4wVjsBwSVTvuRpLl5XRohwCYy8h5IeEkCsJIVcQQn4AYO9ED0xAQOBPFz0jefzm1ZOn5ZudLPzhtTYc6R4p/cIphoOdw3h0V3uod3SqQjNM/PqVk0waejbhpSO9eIlrSfgnhrNubkEVBIA7kU6EWkioAsOdZKbzukeBAbgTab64BmyCI6ZIWDevHnndbUEYkQs97a4CI4KquIKRMWRgGE5GQxAqYjZ5kM7rkAggES+BUaqNKsvAiMiwLFeq3OC0FR3yyPIdBUFAiGeQAuNkfwaW5U7Oc6rd6aXGkY/zE2nVMBFx7CR1DsHR66ys0ol+VJGKqhHo5wyEvIZmpOQ0gxUEed1uaxmRCCpiMisE6fjoNbSwKYWcZuLUQNbze7o9wCUf4pHiFpJKXoER8yowxhriyRc2VIGR58YThnJDPO1uO1bB9z5ro1qkKMrrhavHgE+BEURglNl9hWK4hAIDAA52ut//gV1IdJMRlMN5HTFFRjzi5uvkdcNpo0qLYnsbQzmb7KAqg4IQT6rAMFwFRszpVqMbFrsew6wzVBHgb6MK2Nd9miPHqHqqq0iQp22ZkzwZGG7r5eBzmfMQGIXHzu24UZiBQUM8Adfa4Qf9+bHejOfaoPk4hSGeEupTUaRVA4MZDf/84G78+Pmjnu3VV0RdVYVz3On9ZlrAaycHANgWkunVcbcD0ihb++YdkpvPwKCcs6qbnmd4rfP848lhRmCkvQQGfU+G2dTcc5PO22286bVhf/+4z/24c24LOyFNDQLjAwB2A/grAJ8GsMf5mYCAgMCE4N9/vwd/+9vXcPP/vYBjPenSb5gieOlILz75y2140zefw69ePjHZwykbpmnhL365FR+7eys+eNernpC5qY5fvnQCf3ffa3jjN57Fcwe7J3s4ZWMwo+GDd72Kd9z5Iv75d7uKSnFfpzjr5ha8AoOeL75wcy0kEQznNFiWBdUw2WsGsxr790KHwDjotEqlK/QU6+bX47V/uw7zGioAuKtjMUUq6CpAC+7KuIJUTCkoRne3DeKA8zmvHOvzBMtR+C0sPCh5kM7bEvCFTSkkopIrty5lIeEUGIC72k9VErzigRaF/gwMSqL40e4E47EsC6frScJRNfBFJl1lBWyLSUQmaHdaUdLCf1pVvGgxzwiMTHCBxDIwNFexohlWqIUkoxqocPZ1kY/UUnWTrULTYoeFeCpyUQtJkAKDktP0fPEZGOVYSHjPOy2MVG48YSi3jSd9jZ8YYEG4p9GFBCgsGMdiIRnxZWDwoATboW6ewAgO8eQtYlFFQiziKjBUp/sFvV+o0mIoq6EyHmGqL7+FhF4HFtcWN85lYNDrLuz6ZgqMaDCBMZy3WyInI7JLYAwHWzXs/bQtc/SZN5y3rWESCSc9+S4kQaodPueDggZwEkJY7kUQwZhz7smFTSkYpoXjvd4MIqo2A1wLSdSxkADAa6cGAAB7O9zONX1pFfUpl8CgJBSv6Np2cgBZ1UB/RsOMmgTLGBm9hcQN8TRM+9lAbXyq091J5iwkgNeex1tIvCGe9nuCsmboNUPnhHwbVd20EHeuFZ5ssixr1MTgWFBOG9WcZVn/Y1nWzc6f/7EsK/yKFRAQEDgNHOoawR9ea8NVSxpxoi+DLz08pRdlPfjWk4fQkIphzZxafO7+naxt1lTH43s6cKBzBG85dzqe3t+FHz5/ZLKHVBbyuoHvPXMYy6dXoSYZxafv2R4Y/DUV8ZNNRzGS13HjeTPw8xeP47Hdhd7v1zPOxrkFr8BQDQsRmXhUE/TfVQk7h4JOwGmg4lBOY6tvM6rjaEjF8Opx2yNNV+h50JVZwJ1IUgWGHqDAqAoJ8fyXB3fjn363CwDwjQ0H8KlfbcMvX/ISrLphhob7pWKKIyW2OwRcv3I6zp9V65nsh8EO8bT3n07c6XgTEbtVJF8U0qLM34UkGVUCu5C0OWoF3mqRiMisCMtq9rYN0w4wpJN1SSJoroqjwyEw6IR7WnW8qJ2C/i4oA0M3XMIhqxqeDAzNNJmFRDMst92qajCyZaGPwODVIwUhniFtVKlCIOVTYJiWW5jw26CFMj0nPSN5bDkeYo/hOnz0pb1dNop1IYmV2caTEhUZzXv9MgVGsQyMkE4lPLmW1wx8/5nDeGRnOwD7+OpmoeKDx4Y9nbjpOy+w7xX+3vIrOug1xNsTAhUYjuqG3j8xxe5+4Sow7JV/SSJIRGQuxFNHVUJxf64GHyfAJVpijlJH1U1WVI+EERi09SpHRjGLkaPAqIjan9/kBIkW60RCQ4vp9iyL7qtccOwAl7BzQzwDFBghIZ70+mOESwDBSO0uF82vAwBfFyjLo8DIOyGeMY7A2H5iAACwv2OYEdi9aRV1vAJD91pIGlJRbDvRj44h+zkzrSrOVAs51Q38/Nz9OwOPCQ9KssjO898wLfacVA3T0wq71iEweAUGbd/c62RgJKMy+z7hwd8PlJSj2+EzMADXike/6w50DmPJPz+K3adG1554LChJYBBCjhJCjvj/TPjIBAQEXlewLAvbTvSX7A/9f08dQkyR8N+3rcKtq1vw7IHuM8LmFsOxnjTzToZh64l+PH+oBx+5fB7+/W0rAdiTn8lEXjews0RSuGVZ+NaThzC3PolvvOM8XDivDo9PgWJ6b/uQZxUjCPdtOYX2wRw+e8NSfPqaRehNq9hyvL/oeyYa/WnV44EOwnBOw4+fP4prlzfj67efh/qKKB7b3XGGRjg1cDbOLfwKDF5OC9gJ7YCrwKCTbRqoOJR1LSSEEKybX4eXjvTZbTaNYAsHXYWlKoWIIkHxdXWgv7MVGIUZGENZDUecjifHejKQCPCPv9vpCZjTi1hIkjEZaVXHSF5DRUzGX1+7GN981/mQJAJFIkULQDvE06/AsMdHLQz8eOk9n/SHeEZlZAKeB20OSUy7iGSdosnND/Cu2FILCQBMr44zkplO1KdXx5HTzNB9osRFf0CBxBerWc1ghSIL8ZQIKpyCg/6ObxlbnbDb4HYOeVUldHv2Z9AiM8RCQu1EMXeFn9pxeEsL4JIOVQk3s+UHzx7Be3/0MgsF5NtH8uqGAV+XjVgRAqNcBQbdVoE1opw2qj6FCoU3xNPAXZuO4cHtbdAMk5ESxeYXW0/0Y/vJATfbIK+zIrFAgeH8/zBPYATYBPJOO2V6zGIRu+MIr8Cg5yYRdQmMwazGAi79rXEBL1lDiZa4o9TRDIsV1aEWEq3QFscrMEZyOiPGSmVNWJblWAwkj0otFpFYNyI/6H4WV2A4oceeDAyDHa+YYpOi/mBgwO1AcuG8egDwBObSDCJvFxJbCUMDgXe0DjifZ+KYo97oHck7FhKqlvFew+sXNGDriQG0O0Tr9Jq4G87qXM+bD/fiVy+fwD4uWyMImmGxDAp6rhmB4TxjKLngWkgKFRiDWQ19aZWdWz9x7SUwdPbeiExACEGE+86j+00Jnd1tg1B1Ey8c7im6L+OBciwkawFc4Py5DMA3Adw9kYMSEBB4/eFnm4/j5v/bhE/fuz10MjOQUfHgjja868LZaEjFcN2KZuR1E88emPiHYRj60ire+u3nccP/Poe97eGs8s82HUN1IoI71s3BwqYU5jdWTPqq+r89tAdv/fbz+N8NB0OzLbae6MfutiF8/MoFUGQJ1y2fhv2dw5Nq3dnZOog3ffM5vP17m4tKVH+2+RjOmVmNyxc14IrFjYjKEh6fRCLAsiz8+V2v4PpvPIvfB8j0KR7c3oahnI5PXrUQskRwzbJmPLWv66zMfDkNnHVzC37iTQPT+IKYz8DQDIsRC3TSP5zTPP7yi+bVoWMohxN9GaeNauGULO5TLURkwkL5KPgMDKrA4InijGqgZySP3pE82gazuHV1CywLnjA6g2vB50dF1FZgpPPeNpRA6Q4TWdXNeGBqEkpgyJJN9nAFFS1iCjIwYgoymlFAgFMLCV3NpKvbSabA8GaW8GGTvAKDTtRph4ewIE/XQlL4e74oy2kGKxhVw2AdAlJOcUYLTN5iQwhBQ2WUkeW8AiPHrc4DRSwkedqFxL3O6PYzfhUHC511O9e0DeaQcdQj921txWX/9aSrJOE+p49aSAx3PGEot40q3RZP3FiW5Urbi2QGhGZgeEI8TQxmNWQ0w3Nsi9lIKLFD1RHDOZ3lLPg73NDjeoyzJgRaSHTDVr5E3KI7SIEBwFFaOBkYWY0VnYkAAsOryrLHTRUYGtdFJEyBwYI/OTLKQ2DkdXZdxRQZNclI6Pczu045BQZgX3NxRS7aXracNqoap85QddNzX9cmo4EWEtbytDaBWXUJ7O8c9mwjIrukUl43GJHEFBgn3cWgPe3D0AwTQzkddRUxLtfCS3Stm1+HvrSKF52sqxnVbognJYxc+1vxBRs6Rlki7PhRdVveUa9QUpNaaQYDMjAAu7sIPbd+4preM5blkl42gWFvW5YLFRj0Hm1znse7ThVfOBsPlGMh6eX+nLIs6xsA3jDhIxMQEHjdYDin4X83HsT06jge2tGGv7//tcDXPb2/G4Zp4W2rZgAALpxbh+pEZFKL0m8/eQjpvA4C4B3f38wmvDx0w8RT+7tx9bImNsG/bvk0vHikd9LyJA51DePeV05genUc/7PhAH743NHA1z2xpwuKRHDDOdMBgPUHf3zP5Bxzy7Lwn4/sRWVMwfHeNN5554uBk9/W/gz2dQzjbatmgBCCyngE6xfW47E9HZMWRProrg5sOzGAhlQMn7pnG57e3xX4ug17OzGnPolzW6oBANetaMZwXsfmP6FAz7NxbhHnpM+aadkyfm41yi0I7YkhnTDTZ4JpeTMz1s23VwJfOtoHzSy0kACFqoWYLEORiUdCnVYNtnpIJ/8j3GSYToyfO9gDywJWzKgC4BZgtEgMy8Cw8yfsojYVRGAYJn637VSBZc6yLGQ0gyt6vGqSqCIVZHZQIiGoC4llFfrGmQKDWkgcQoCSJS6BQdsAuvtoKzByzkTdUWA40viwVqo0KyLIQsJLwPkMDFW32AovPX4jeR2GY1/g1SYNqRh6nOuGnjfeRsDbPwghTqCrl8CIRyQPGUavP0ZgcJkBgE180f3qcVbU+9O2aietGjjZlwHgy8CgFhLNq+YIgp3ZUvqZTLfFK+80z0p7MQIjOCeD//9IXkdaNZDJ655zVaxwHMx6VSsjeZ2FaGY995i7Pb7uDivU+XDLmGIrMPh9oMczHpHYWO0uHvazpSKqFIw7yEpkKzAk6KbFwn3Drm36OaEKjLzOCDjAboMcFuLJd0Hx5AQpVIFRSOzQY5iKKSAEgblQ9Hxalktw8MeLjjmIYKTEYEMqhuXTq7CnzV2QovdEVPaSfTFFQn1FjL1/Tn0SEZlgb/sQuwf4DAz6fLKJSQXnz6oFAPzRsS1Nq3YtJJS4oCRBqa4kdgixQ2DoXqudbb9xbYA1CWoh4RUYLplxrCfN7EGy77nPsmg0g13L/RmVEdw80U1tgZQ8o/PjnpAQ1fFEORaS1dyftYSQjwGonPCRjQE7Tg7gM/duZxdVMbQNZPHLl06U7VHvHMrh0/dsK7oCS5FVDfz8xeOe1Y1iyGkG/uXBXWVJiC3Lwn1bWvHSkd6SUnz6+jufPYzvPXO4rLE8vb8Lj+3uKOnFonh0Vwf+8YGdZQXQ7To1iPu2tJZd0O06NYhP37OtpHQfsM/PL1467knvLoaekTw+c+/2sljCnGafz73tQ2UVRqpu4t8e2o2HnQdWMViWhQe2tWLT4Z6yvfs/ev4ovv3kwbJe+9zBbjy6q73s87lxbyc+d/9rZa0E720fwm+3tIaGmfH4/jNH0JdW8f33rsGfXzIPD25vC2TuN+ztREMqhlUtNQDstoRXL2vCxn1dZa3gjDdO9mXw8xeP4bY1s/DLD1+EoZyO37x6suB1rx7vx2BWwzXLmtnP3riiGbpp4amQInai8eVH9qMiquAPf3kpLllYjx89fzTwGtu4txMXzqtjE6NZdUmsmFE1aTaSZw50Y9PhXnzm2sX46m2rcKQ7jaf2FR7DjXvtn129rIn97I0rpuFkX7akFHMioBkmvvLYfixqSmHDX1+BGdUJ/PiFYwWvy6g6Nh3uxdVLm1kBccnCBiSj8qQSdWcaZ9PcgoJXYOiGCUWSPKtXtGikJAL1XPMdIfjVyEVNKdRVRPHSkT7HQlJMgUEtJMRZUXXv5ZxmsElxvSPt5r3pdDJOCbWl070EBn0uFFVgOF1ICggMWULPSB6fvnc77tvS6vmd6sj0aYFeqCYptJDQsVb4QjyTMWqD8BEYNMTTbyGhCgyVBmma7DMpplXbLWoHMhqzp4yfAsN0LSRONobCExg5nRWgfN6HTWDknW3Y+1RXEWXFTV43oEiuD91/LQzndKQ4+wjgFqRMEeIr+KoSru2o2/ns3nSeSe5P9WfZZ1OwEE/DO54gRORgy4AfbgaG+zk0HDARkaEaZui8l85ZCjIwuM+l90RGNZBT3Z/Ta244p2H1F57A8wddxScldgIJjCIkiPNoDwnxND3tRaMFGRgGe07wFpKhrM7amgYpMDTDYiQhvfb4bkH0mvVn5FDQz0lwKrGYE2w5lHMIDO6+bKqMeywk/OIOVRfEIxIrcu3t2WqToA4c9BqPR5ycnyIKDP7fqmF6LEw1yQgGs+68tGs4h5eO9LKiuj4VxYoZ1TjWm+aCdr1dSJiCRZFQlVDYs3F+QwUWNKawt32IPd/rK6JurgVHwlVEZSyZVolkVMbh7jTrVuK3kGRU799hsEOIbdKSXo98Bga1qQEuOezJwOCeWb1plc35/M99/lqn6M9o7Nh4CAxFgkTc+/RM5r4ppV+Cr3H/1gEcBXD7xAxn7Nh1ahDv+dFLGM7Z7PN/3nJu0df/60O78cSeThAC/MfN5+BdF84OfW33cB7v/sGLONydxuHuNH73F5cUfVj/6Pkj+OrjBwAAd6ybjS/dfE7oa1XdxF/8Yis27uvC77adwto5tah35GlBeO5gD/7fb3YAAFbNqsH9H19fdCxff+IAvvXkIQDABXNrsWZOXehru4Zy+PDPXoVmWGisjOGPf3kpC+oJwsM72/GXv9oGw7SwuLkSf7Z+buhrDdPCJ3+5Fcd6M4gqEu7+4DpcOC98LHvbh/CeH72EgYwGSSL4+u3nhb4WAL7whz34w2s2YfD5G1fgfReHj6UvreI9P3wJ+zqGsadtCH/41KWeSY0fP9t8DP/x8D4AwG1rWvDft60Kfa1mmPjLX23FY7s78dstrVg7p7boMXzpaB8+c699PpdPr8JDn7wkcBJL8c2NB/H1J+xra82cOly8oL7ofn7orleR103UV0Tx0F9eipk1idDXb9jTiY/dvQW6aWFeQwU+cvmC0NdaloVP/WobDnaNICpL+MkHLsAlCxtCX3vPKydx7fJmnNtSg4qYgh+/cBQPbD2Fj17hfoZmmHjmQDduWDkNEndNX7usGfdvPYVtJwaKXjMTgd9uaYVhWvj0tYswvTqB9Qvq8ZstrfiLqxZ6xrhxbyeisoTLFzeyn61qqUFDKoYn93XhpvNnntFxdw3nsGFvJz71hoWoT8Vwx7o5+MQvtuK5g924colb8B/vTeNg10jB8++aZc345pMHMZjRmBTxTOGel0+iucoeM20Z9+tXW3Hdimme123Y24n5DRWY35hiP6NkxpP7urDMKdLOFF460oejPWl8592rURFTcOuaFnzryYNoG8hiBnffPXewB6pu4hqOeIlHZFy+qBFP7euCZVmM2Hid46yYW/CIKW6rQ83JrPCGeLoWEgDoc1p08rYL3kJCCMEFc2vx4pFetkJf+JlOQcKFeNqedi6cUDdZkdBSmwRgF50LGu20fTohfdYpzJY0V4IQ13ZBCwU5JAOjImZ3ITEMK9BCcrjLlsz7J+Csq4EvA4NXYFTFIyyIk9+G30JSwWwQOoCYs9+Ga7fgFBg1ySjL3fCHX/KE03SHrGgfzGFE1R25uNPaNVtcgTGQDcrA8IZupvMuYaA5hBftDjKS19m+JnwEBs0mob+vq4gyW0Je85IP/mvB7hTjP3aOAiPvHgt+G5VxBa2OyoIW+f0ZleVftPZn2PsAe4W8P+1mYBTLvwBGEeIZ0IWEkjMVMQVZzbC7+kiFdpUwC4nmFLd53UTXkEt28UoeSop1DObQl1ZxqGsYly6y5zODjMBw7RdBbUzpNiRiKzDqK2wiKizEM67IPgWGS/LkufNjW0gKFRhBGRiaYSIZtZUc9HlB26gCLukURs65pIP3GVWViLAQz4ZUkv2usTKGo47V9Ej3CN7wtWdw38fXY82cWs6OInssKTQ4NojYYfkuERmKJAUSGKqPwIhH5ILruSYZ8bSy/ckLx/CDZ4/g5vNnOsHBClbMqIJlAfvah7B2bp0d4qkQjsBwjx8hBHUVUXQN5zGrLonaiiheONTDFHZ1FVHEo9QWwikwYgpkiWBVSw02H+ll5KhfgZEpU4FBQzz5Z7pXgeHNMapJepUodoaKaxcrlYHBk8WDWZW1veaVerJEoEguidoeoFCeKJSTgfFBy7Kucv5ca1nWRwBMvDZklPjoz7egKh7BLefPxD2vnPSEU/lxtCeNDXs78a4LZ+OcmdX4/jOHi66s/8uDu3BqIIsPXToPO08N4pdF2iPmdQN3bT6Oi+fX48bzZuDeV04yFjsIP3z+CDbu68LHrliAjGrgy4/sK7qfP3juCBorY/jraxdjx8kBbD4cLjl+4VAPvvXkIbx9TQumV8fxT7/bXVQpcdfmY9BNC1+6eSW6h/P47dbW0Nf2jOTx6Xu247xZNVi/oB5ffXx/0TTiDXs7caw3g7+5bjGq4oqnj7IflmXhE7/Yirgi47Y1Lbh/6ym8fDQ4FRuwv1wf2dWB29a0YPXsGnz/mSNF1Sn//vvdONKTxkcun4/9ncO4a9Ox0NdqhomfvHAMa+fU4tbVLbhvaysL2ArCXZuO4bHdnfjo5fOhGmbJDho/fO4I6iqi+Lvrl2BP+xCeLdIG8pVjffj6Ewdw03kz0FKbwL88uKvopODuF48jr5v40s0r0ZdR8etXCpUDFIMZDZ/81VasmFGFyxc34hsbDhZlUp8+0I2DXSP49DWLUFcRxY+KnM+DXSPoGcnjWkedsKAxhbVzavHrV0967rtXjvZhOKfjak7FAAAXL6gHISh6rRumhRO9mXHvQLH5cC9WzqzG9Gq7AL197Syc6MvgJd/1uHFvF9bNr/OsTkoSwfoF9dh8pLfo86VnJF+WimW04waAaxw7yNXLmlCbjOA3vhXSDY6K4RrfMb90UQMsC3jxaPgxz+uutHi8YJoWNh/ptfMsnLDCW1bPxFP7uzyKnZG8jpeO9HnUF4C9IrSkuZL5TYNgWRbaBrIlJwujxabDPVAkgiuW2CTWbWvsnAH/qvTGvZ2ojCu4wEfGXbKwHm2Ddh5CGNJ5PdDCdJbirJhb8IhFJBa0R1ty8qQDtZPQELo+p8jjW1rycmrAvvdODWTRM6IGWjh41QIh9uqXIkme7/K8I0kHwEjq1n5qrXALcRrcVuusGNIVV1ooRMLaqMZkpPM6hkMsJEdpce0r1miB5W+jyud5FCowClUJ9v/dwp+Cvxdo54rCLiTeEM+oR4FhFxQdQ1lk8gYqojIr/sOKPDr5D1RgaG6Bn1F1ZkuhAXt+C4n/+ABAYyqK3rQK3TDZM6q2Isp1v/ESBv58iSCbTzJIgcEdh6bKGDqHcsjrBivYe0dU9DgEBlW20vM7rTrOiuG8r3gMQkQuHvRKkfetSAPueaPnJUzJwYr/gDaqVCrfOUQVGLovINVpU5qj15C7DTcDw12VropHEFWkQAUGnSs0V1GSLSDEU/eFeDpkRo6zCdHfxSMyMpoBzbBbvtKiMxlVAjIwXDvScE5HVJacoF23jTNQugsJT2AAQHVCsduo+tQ9TZUxdA/nYVkWm/+f6LOfBZQgspUmXkVHPCTEk7XkdVp16kEhnrr7M747jddC4s3AGMxq0E0Lj+7qYAq15Y6NbrdjI9F0E1FZDiAw7LHTHIxZtUksn16FzqE8y9CoT0UdSxaXgaHqjHQ9f3YNAPfaoMobegwyPiIjDN4MDPrscNuo+m2ANcmIR4ExmNU8Cz4sA4MjMJJRmSMwvFauoAwMqkKk30ftg7mC589EoRwC47dl/mxcQQi5nhCynxByiBDy98Vem1F1nBrI4m/euBifv2klGlMxtkodhB89fwQRScJnrl2E9140B8d6M6HJ9cM5DRv3deFdF87GP755GS6eX49vPHEglAh4cHsbuofz+IurFuITVy6Eblp4cHt4mNtD29uwZk4t/v6GpfjgpfPwmy2toeF5+zqG8NzBHrx//Vx85PL5qIor+O2W8KL0oe1tSMUUfPGmlfinNy/H3vYhPLwrWKKcUXXc/eIJXLe8GXesm4ML59bht1taQwuvR3d1QDVMfPGmlfjiTSuR0wzc+Wy4TeWHzx1BS20CH7tiAW46byY27usMtfrsOjWEoz1pfObaRfj3G1dgZk0CX318f+i2f/LCMRAAn7l2Mf5s/VycGsiGFjBZ1cDjuzvx9jUt+NwNS3Hlkkb878aDoenWD+9sR/tgDh+/cgE++YaFMC3ggW2nQsfy+x1tOGdmNT73pmX42OXz8eD2NhzkgoJ4HO4ewYa9XXjvRXPw4cvmo74iit9uCSeNHtrehnhEwn/ccg7+9a0rcLBrJPTaymkGfrb5GK5a0og71s3BJQsacN/W1lBi5/E9HchpJj5/40p86aaV0E0L3326+PlsrorhE1cuxC2rZ+KZA92hYU6bDtmrfrxa5Pa1s3C4O+257x7e1Y6oIuGyRV4lR00yiuXTq7ApJNX4Vy+fwLn/9hgu/++n8KNxbP+ZVQ1sO9nvGff1K6ehMq7g3ldcEnNfxxCO9KQLSAAAWL+gHt3D+cCuFO2DWVz3P89g7Rc3eNq0jQdePNKLyriCFTPsjIWYIuOm82fiid2dHkL1kZ3tWNSUwuz6pOf9q1pqkIjIoaTRF/+wB+f86+O47CtP4ZkD4aTbaLGnfQiDWQ3rF7jXwG1rZsEwLdy3xb3vNu7thGqYBWQXYF9nrxzrC7ynt53ox0X/uRHrv/wk/uqebeM2bgDYfKQXq2bVsC/vWXVJrF9Qj19vOcnObV43sGFvF65Y3Fig+rrY2edNAcfcMC188Kev4Jx/ewyXf+WpcSeOJglnfG4xmnlFEGKKPbmzLMsJ3XSLA0UiTJVFrwGqwKgMUWAAwNvOm8GKnSAlIK9aiDi5BQUWEt1g222uikORCE4N2NeIn6ib69zrvDTdcLYVpuasiCpsVddv7YhyHSb89xzLcPCFeA5zeR5+AsMNofROgqucApa3oFL7SE0y4m2jGpWdlVPXQsJIGl8GBmBPutOqjoqY4raNdArXd935Ir7GzT9oETic0wvmgbR4qU5E2OosYBfhOtdGle6nS9ZwGRiVMViWHZJJz09dMgLNsKAbpqN4cM9BRJY8RR3fKYLCzcBwLS18+Oys2iTSquFpK9mfUdl3BSXD6HmeVmUTGJZlOcV2eIAnQDMwyiEwaEHnXg86U2DIzmuC52puFxI7MPXG77yAjXs7kTdMdszpHCWTN3wZGK6FBPBmW/AWEtqZIhVTkIzKnnuLrlbPce6vhlQMhLjhnzxoe9E4C/F0i3rDtPNo6DFNRmXkVIONoyrhKjD8bVQ1w2L32khOZ88O2h2JTjH8XYrcY+haOHhUOZkSQznNYyFprIxBNexgVHruKLHnsZAEKDAC26hSklGhFpLCa8ZjITE5xYrsLdwHMxqrX+h5Gs7rTOE+rSqOuooodrcNss+OKIRthx4jSmhQ4mNWXQJr5ti5Fo859VRdRQyEEE9GUiZvsPv6/Nn262fU2M8b+mziXwt4rVNBoCSCLEmFCgzDcGyN7n1dm4x6iNaBjIb5DRXs/26Ip1eNpRr2d5zfakTJev4zIo6lRTct5DQDfWmVtamdaIQSGISQpYSQWwFUE0Ju4f68H0C4Jn4cQAiRAXwHwA0AlgN4FyFkedjrB7M203j1smakYgpuWd2CzYd7A0OWRvI6frulFTedPwNNlXHccM50JCIy7gtRGzzpJMO/+ZzpIITgvRfPQW9aZb3b/bhr0zEsnVaJSxbWY8m0Spwzszp020e6R7CvYxhvcsLz3nvxHADh4Xl3bTqORETGHetmIx6R8dZVM/Do7o7AlQLNMPHYng5cvawJ8YiMG1ZOQ0MqFpqz8eD2NgxmNXz4svkAgFvXzMSR7jS2nxwIfP0ju9oxv6ECS6dVYn5jCpcsbMBjuzsDCY/dbYN45Vg//vySeVBkCbeuaYFmWHgoJKX/4V3tkCWC65ZPQzJqS7FfPdYXqGTJaQbufeUk3nLudMyoSeCNK6ahMqaEqkeeOdCFrGa45/OiORjO6XjxSLDC46ebjmF+YwWuWtKEeQ0VWDOnFveFEDut/RnsaB1k5/OOi+zzGXbMf775OKKKhPdePAcRWcLbzpuBDXu6AlfjDdPCo7s7cNWSJiSjCq5Z1oQZ1fHQbT+8sx09I6rnfLb2Z/HyseD9fGRXB2bWJHBuSzVm1SVx5eJGPB5yPg92DuOFQ714//p5iCr2+TRMCw9uCz6fmw73YlZdArPq3CL5zedOR1VcYcGSI3kdD2w9hbecO72gfR5gEwHbTgwUTMbTeR1ffmQfFjZXYsWMKty16fi4EQGvHu+DZlieYjoekXHr6hb84bV2plC5+8XjiCkSCx71jju8KL3z2SM40p3GO9bOwrHeTGjg41iw6XAvLppf7ylI7lg3G6ph4ucvHgdg27RePd6P29a2FLw/qkhYO7c2kDQ61DWMHz5/FFcsaURjZQw/fSFcfTNaUMKEJ40WNqVw0fw63LXpGJtA3/3iccytT+LCuYVflBcvqEdOM7GDSwyn+O/H9sMw7aDSJ/Z2jhsRMJzT8FrrINb7LF13rJuDk31ZPOE80x/d1YG+tIrb184q2MaCxgo0VcYCr5XHdndg474u3L52FgzLwi9eClcBTnVM1txitPOKILgJ9XRF3VVg8IWxS2B4QzwBr7/c3qaMD146z9lGgIUk4k6o6eTabxvIOW0ZAZuEmF4TZ0UnVQHQz53rTGATEZkVGbQQCGujSsdvWSjIV+CLE7+v3VUYKJ7XDnF5HqlYBFnNYGTAYFZjmQA8FjTZK4d860NqPVnQmOIsJLasnBASGH7JH+PGVAwSsZUctmdd4RQY9uR9X8cQU4BaloXBrMbOr3+OSYuKmmSEhSjSz9YMCxGJsGM5knNVAP4MDADoGVbZ76mtJaebnpaR9Bj6wxtTBRYSR4HBW0i467Wl1l4Z3nZigP2sL60xEsavwGiuijttOQ07ryFSfC2UhkiWym1TfSvSgFuwUhtMWCcSWvzmdRPDOQ07Tg5gR+sgI1iiiuQqMPxdSPKUwHA7wwD2+aZWIlU32Yp0Kq54rB32e+zfUQKjNhnxtF2moO1F+e4ctKjXTYttx2Mh0QymDqEZGMmozO5tul3NNNm5Hs7rTPkQ9d3Xw/lgAsPNoPArMCLYeqIfwzkd5zj5ZACYPbprOB9AYLjboqoBgOu4UkSBQdWXpTIwKLlVYCFJRKAapqf1LUWDo6QghGDFjCrscXINqaIuKAMDcO/BWXVJrJxZjURExivH+yAR+/MALylsE6KuAkORCObWV7DPjivu9ZPxERlhUFnr7oAMDOc7iX+GN1bG0NqfYffdQFZFY2WMEerVzrXEExL02ZbnrncK+h3Hv16WCFOBUUUcP2eeSBR76iwB8BYANQDeyv1ZDeDDEzyuCwEcsizriGVZKoB7ANwY9uLBrIbLFjUwb9i1y+3wvKCC4LkD3chpJm5dbU/aUzEFN5wzDX/YERx0+PDOdjRXxbDaYdAud1r1PbGnMOCutT+D3W1DePuaFuZhvnX1TOxuG8K+jsLwz0cc9u6Glba3u6U2iWXTqwK3bZoWntjTiWuWN6Mmad+At65pQU4z8cjOwiL2pSN9GMhouGGlXUxLEsE1y5rwzP7uQCnf47s7MKc+yZjFN50zHfGIFEi+9I7k8eKRPtxwzjS2n9cub8aJvgwOcL4zisd2d0IiYDkAy6ZXYfn0qsBtW5aFR3a2Y/2CetQ6D5rrljfDtGwyyY8XDvVgJK/j1jX2+YxHZLxl1XQ8srOj4OYDgId3dqCuIop1jnz7koUNSERkbAg45l1DOWw7MYBbV7ewlbW3r2nBwa4R7AwI/3zUOZ9vOsc+n81VcayaVRN4Pi3LwuO7O3DVkkY2Ybl1dQtUw8TvXysM/9xyvB/dw3nWKYIQgmuWN+O5g92B1+1juzswozrOCsE3rpiGVEwpkLMD9v3z3MFuvMl3PjuGcth1qvC6fdzZn1tX2+dzQWMK58+uCTyfhmnhxSO9WD/f+0CriCl4z0Vz8NieDhztSeOBra1Iq0Zodsn6BQ1QDbNAKXXvKycxmNXwL29Zjk9etRCnBrKB18lYsOlwLxTJ9qjz+OCl82DBVv4M5zQ8sPUU3rpqBrteecyqS2BmTQKbDnmL0oGMintePom3rZqBL968Es1VMfxs8/FxGXdrfwbHezMFxfTCpkpcvbQJP9t8nAUNxxQJt60pLKYB+5gf6BwpsIbd+ewRxBQJX77Fzg56+kA3TvSODxGw6XAPFjRWoNmXG/PRyxegYyiH3+9ow972IbxyrB/vuWiOJ4eE4qJ5tuXIT77sbB3EpsO9+PBl8/D5G1dAIgR3vzQ+x/yVY30wTKsgk+aNK5oxqy6B7z97BJZl4Webj2NeQwUuDciLIcSxHB3u8RCHlmXh+88cxtz6JL508zm4ZlkT7n3lRNnBvMUwSd1aJmtuMap5RRDoxD6vmdBMO3QzwpEKFFXMQmIXgCmPAqNw2vWuC2djWlWcFZKez1TcFVW2AubrQsKHeAK2jeSUz0KydHolAGCOM4mOR6SAEM+QLiRcgZ3yKzC4wqGUhcSvwIj6FAmA2yrSnwPTVBlDTTLimUtREnl+QwXbl5xjIQHs4q9tIMcUM4C7Gg3YK49NlXYnkoxqd0tJRe0OCENZja1CUp9/RrVX92c7ZLy/VSNPYPCgY1NkCcmIDELsoiodQGDQfIWekTyXgWFvL6sahRYSSYLGXQsjea3QQuJTYNiSe/czaW4KT2C09mfYuJkCw7D/P63aHmN/Wi1Y/Q4CvUdYSKeqFzy/aGFv/76QwOALqyDwGRj0uKbzukPWEMQViX2XGabl6cRBj8sws5DQa8nkiBG3q0wqptghmtw+0M+cXWffXzXJqJP14B0v/b/fQkKfC0Nc9gLgFsVMgRF3LSQ8gWKYFizLVTvZLZvps8l7fsIUGFnN7mbkf311IoKcZitZ3uzMQQF47l16/OkCXM6n5qD743YhCbbW0NcoEglUuvPv4wkMf4inPRaN7RcFVVIAdu7cgY4R5JxuGxFZYtcyPddMgUEtJHVJRGQJa+bUwrJsawmdh8S5cFLahQSwSck/fOpSvHudmzUWj0huiGfeS5yFgYZ48gtT3jaqpufcrV/QgJ4RFXvah5DTDOQ0205V5xwDmm/Gb48qfFTDLFBg0GMhexQYrt2H5l8snVbJ6pqJROhTx7KsBy3L+gCAt1iW9QHuz6csy9o0weOaCYD3RrQ6PwuEZphs1RsAzp9lh+cFFY5P7O1EdSLCCnUAuPG8mRjO63jhkHfCm87reHp/N25YOd0jDV2/sB5P7Clcnaap+G9Y6vqy37JqBghBIMnw8M52nD+7xhPwdu3yZmw53l+gNtjROoCekTyu5rZ9/qwazKpL4JFdhQXvH3e2IxmVceUSN1TwmmXNGMnrBfaKjKrjBV8qfmU8gquXNeOx3Z0FrPnjezphmJbnmFP5/BMB6pGNezuxenYt85ABwI3nzcBrrYMsHIpiT/sQjvVmPNteMaMKM6rjgedzw95OVERlT7jj21bNRFYz8KxP2p7TDGzc24k3rmhmkql4RMZlixqwYW/A+dxX2OXgTedMhyIRRj7x+OPOdqyYUcUmiIBNvuxoHSzIzdjTPoS2wRyuXupK4FfMqMKCxgo8GnA+H97Zjpgiea6ta5c3I6eZnsRsup/PHujBG5Y1sfOZjCq4zll19n8pbNzbCc3wns+rlzVDIsHnc8PeTpzbUu0JJ71x1Qzs6xhmEz22n21DGMrpWL+wMGz0/evnIiJJ+Off7cIPnz+Kc2ZWY5XTVtKPC+bVQZaIpyjVDRM/ev4o1s6pxZo5tbh2ebNDBBwL3AZFXjdYJ5dNvnuex6bDvTh/dk2BImRWXRJvOmc6fvnSCfzjA7uQVg2811Hb+EEIwcVODgZ/H9394nFkNQMfvnw+IrKEd104G88c6A61j1E8f7AH337yIH78/NFQTzFVMQSx4B+5fD760io+d/9r+N22cOLFfr99zvjWnl1DOfxuWxtuW9uC+lQM775wdllEQM9IHt99+jC+/eTBQDIXsJ/jLx/tCxz3lUsasbg5hW8/dQhf+MMexBQJb19TqBwB7C/llTOqC5QM33/2MFIxBe9aNxvTqxO4dlkzfv3KyZJEwIPbT+HbTx4sau/adKgXUUViRDeFIkv40KXzse3EAP7pd7uw5Xg/7lg3O5B4AWz1SM+I6lllfuloH3a0DuKDl82HLBG87+K56M9o+GMA0cnjUNcIvv3kQfzf04dYeJ0fx8eJeBoNJnFuMap5RRBcBYbheKYJ+y7hC3m68hZMYBTK7SvjETz/2avw3gACl65u05BJgNoGeAWG4dnuzJokWzWnk+LlTqgtbyHxh3iGdiHhxh8U4knhl8uzEM+CDAwNhNgTYb/iYdAhMPwghGBJc6Wnw1DbYA51FVHUVUSRUQ27bauqI+EE6l23Yhr+uLMd//zgLleB4SNpplXHXQVGTIEkEVTG7KC7vKOc6BrOI53XmeKCERgZP4Fh7y9tYUhBsydkx2aUiioYzuvMAuAP8QTsZyazkFAFhmbYFhKOBPNfC0EWEkroMAWG4V2xbqlzFBgn7QWC6kSE2UnmNVSgL60io+pM/TDN+e7vS6t28VhCgUHPOyUjPvGLrfjc/Ts9r+EtUbw1gg/xBEpbSAzTYsV+Oq+z4MO408WEoo+bY1PywbWQ2P/nFTZ8MGYqZiswcrwCI+9VYFQnIk63De94PeGWNNyWa6lKx+62UXUsJM7YqjkLSUbV2byV3sN8VkxMKSQwCLFJriDkNNNDhFLQz7x1dYvnWmXPQ81kx5+SerSQp/tF9zWqSB6rBQ+mwKBFcQkFBj2fNqnHt36lLUTt5286r2P59CrIEmHXLgAsmVYJ1TCZxdfbhcSbgfHGFdPw3ovmMAKJ1hx8XROPuPuV9tntlk6r8jyjeQUca6OqFc/A0BylicyRu/4QT55cuMIJlX96fxe7lmuSEdQ6i+BBGRg0v8lWHNn7wnc8AsDaN9P3KpIEzTQZoTytOo7FzW7WxkShmIXk75x/vpsQ8k3/nwkeV9C3qOdKJoR8hBDyKiHkVcANqwPC1QaGaeHp/d24akmjx/NzkRO+t2Gvt0B+cl8X8rrJFBIUYWqDoFT8hlQMa2bXFhTfx3vT2N02hDetnO75OVUbbPStIm/c2wVZIh5CghCCa5dNwwuHez1qA90w8fjuDrxhaZPnhrl0ka028I8lKBWfjqV7OI/trQOenz+8sx1z6pNsQgSEqw3aB7PY3TZU4FW/1jlffuXDIzs7IBH7s/n9tNUGPZ6Hnmla2Li3C5cvbvQ8vC6YW4uaZKRgLM8e6EZaNZgqhR9L+2Ch2mDj3k7MrElgSXMl+1l1IoJ18+sKtt02kMW2EwMeEoDfT//rN+7tAiHAVRwhQQjBtcun4aUjfZ4vTtO08MiudlyxuNEzMVk3rx6VMaVg25uP9CKrGYHHfCCjFdifHt7ZjhnVcZw3q4b9rK4iirVz6pjagqJnJI/tJwc8xAvg3n9+woO2EA3qltJUFcd7LpqD5w/14GRfBh+9Yn5o94VUTMGaObV4ZFcHIwL+uLMdpwayrJOJIku4fe0sPH+op2go5m+3tOILf9iDrz5+AB+9e0tgS7GhnIadrQO4eH5wl5ePX7EAmmHioR1tWL+gHqu4Y+fH5YsbMZjV8IJDvuQ0Az/ddBxXLG5knTLeecFstk9hSOd1fOzuLfjq4wfw+T/swW9C8m82H+5FfUU08Avkwnl1uGRhPX63vQ2GaeEDl8wN/byVM6tRVxHFH19zrUE/2XQMumniQ5fa1qRp1XFctaQJv9/RVnQ1/5sbD+K/Ht2Hrz5+AJ+5d0fga19rHURaNQKvFUIIPnX1IhzvTWPT4V7csW4OU6IF4fLFDdhyvJ9JGk/2ZfDwznbcsW42m4C8a91s9Ge0AuKax/6OYfzVPdvx1ccP4G9+syM0K2nT4V6smV0bWJzetrYFM2sS+MVLJ9CQioUqXgDg0kWNIASsoxJgK17qK6K4zSFs1i+ox+y6JP7wWrBli+If7t+Jrz5+AF95dH9oOHSQXWWiMYlzi5LzCmd8bG7R3e0lwen5zWlOpoEkcb5g78p+IiKzNnu8pD8sLyCs+xQtKCwLnNpDYrYPOh5e2dFSm0DHUA6qbjIC48olTbhySSPrFsXbKyipHW4hkbl/F7ZRZeMoU4Exkted0DvCJsy0QAsjMAB7Ze9AxzD7DhjMaqhJRhCPuJ0XTMtdpf7STSvxnotm4+4XT7DAPb9NZ3p1HG0DWaTzBhtnZTyCoZzmWak+1ptm38u0SB30dSKhBYm/cxOVhtPProgpThtV++d8x5UGZ3W0ZySPrGpAIq5tgHbh4I+530IyEmAhkSW/ncZAjNtGVTyC6kQER7ptAn1xc4r9+1xnUeFUf5YVjI2VtNWsTfKUysBgCgzn+jjak8YRH1nPkwvpIAVGmSGeAFi+Wlo1mL3A/2zu48gnlpHgU2AM5XgCg1NgxJWCLiB0zNQmUFcRDVQa8J0+XAWG5Cowsl7rArOQZKmFxLUrmJa73/T48RkYdJ95AqMhFSuqwIhHC88l/a69g1MQ2GN024H6LSR5LsST359YEQUGC/GkXUiCQjx5C4nzDAzqQgK4eTkZ1UBLbQL3fuQifOCSeex19DlDO+pEHHWDLBFms6Hk3MUL6vGFm1ay9wYRGDGOlOAVGEGIc/ej242kkNTZsKfTE+AbkSVPiGYFy8CgbVTd49BYGcO5LdV4cl8XOy81iShTkwR1IaH2Et4y1ZiiGU1e6wgApxMXgWG6Cozp1Ymi3TfHC8VoU9o+4VUAWwL+TCRaAfCzvBYAntmaZVl3Wpa11rKstZUxpeAL79rlzbaqglux3XaiH31ptaCwiykyrljSiA17uzyrpI/sakdDKoa1Pp81VRs8yq3Ch6Xi07HsaR/yqA3oCv71PnKEqg0e863wb9jbiTVzagsm7dcub4aqmx61wcvH+tCbVj1SL8BVGzy+p8OTExCWin/l4iYoEvEUyP1pFZsO9+KGldMLik2qNjjFtUTbyLoceI/L/MYUFjRW4AmONLIsCw/vbMdF8+sLWsleu7wZWc3wBAbuahtE13C+4HwqsoQ3LGnCk/u7PGqDR3Z1oCYZKSiQqNrg0d1u0ZDTDDx/qAfXcCoGNpZlzTjUNeJRGzzqswNRLGpKYU59siCrYuPeTqxqqWFyUX4//fanbSf70TmULyBHooqEK5c2YcPeTs9DfePeTiSjckHxHWR/Gs5pePZAD64POJ/XLm/Gvo5hjyrgyX1dsCwUXOctTjKzn0x5eGe73Uq2Mtja/i9vXY6DX7oBB754A95ybmGGBI93XzgbR3vSeP6QLbG/89kjWNBY4VElXbG40e6eEZJpYlkWfr75OJZNr8L9n1iP4ZyOewK6Cr18pA+m5QYr+rF8RhX2fP56HPzSDfjFh9YVHfd1y5tRVxHFzx2LyAPbTqFnJI+PXj6fvWZadRxLp1UW7bTywLZTGMnr+M3HLsa5LdX44XNHC9RRlmXZ+RcL6gPJIEII7v7gOhz80g3Y8/nrWchnEGSJ4La1Ldiwtwvtg1mM5HXc/eJxXL9yGvPRA8AVSxrRPpgLXc0fyeu4f+sp3Hz+TPznLedgb/sQXjhUuJ+bnWf1RSGk0VvOnYEDX7wBB790A/7lrcWjC96xdjZMy2Ido370/FHIEvFMXtbNq0NUkYoe85+/eAxRRcKzf3sVqhORwKDi/rQt0fRbdiiSUQXP/d1VOPilG/DyP1xdtC3tzJoErljciHtePgHNMHGwcxhP7uvC+y6eyyaChBBcvrgBLx/tCw3G29cxhJeP9eGz1y/F+9fPxUM72jytKinCgnEnGJM1tyg5rwC8c4vGxkbP73gFhupro8qHIgJ2kROUgRFkISkGfnWbFq62vNob4skn/c+sTcCy7GwHujI8syaBn37gQmbP4ifQrI1qiAKDn4gHdSGh8CswWEhlxJuBYVruvvgVGAOZcAJjybQqpFWDzTGyqk06UOKBZhzQIk+SCN7otF/ucn7HW0gAm6g90pNGa3+GnSe7baTuyRc71pNhxSUNPQ5XYPgIDKcwocVFKq4grQZ3IUnFFMQUCT0jdohnMqowBUVWNYJDPLmQYM2wArsAJKOyp62rv3MItS9VxRVMq06wgniVk3nQOpBlq+y1zjMsrdrWgVIWkihTYDhe/IxWsMjAXzvZIAKDKjDCMjC4griPW3mnhI//vqMBu3Q/AFeBkQlSYGgm696Riime+wdwFRgLm1L4+u2rcON5MwrahVqWxXX6kNi9TTMwANdCwmdg6KaFXme8lJxz2wpTEtLy/NwOAi20t02vjmMkpwcuIvDdjHjcsW42vvee1VjELebRfaDHppSFhCcy+HbUns/nOgUpEgnMM+OVOm4XEqMgxBNw1SAZ5zmxdm6dR3FKn2u0JTI95lFZcls9h1zb582qQVSWUF/hzuETEVtxY1mWpwtJEOIR9xikQwiMUwNZfOhnr+LB7accG5zFMjDYZ3q6kJgFKrorlzRh28kBVq/UJCPsGLgKDG+IJ90eJexoncITYa4Cw8krMSy0D2ZRk4wgEZUxj5sjThSKWUh+7/x9V9CfCR7XKwAWEULmEUKiAN4J4KGwFwdNCC9d1ICaZAT3b3WT6x/b3eFpc8fj2mVetUFG1fHkvi7csHJawZd6c1UcF8+vxwPb3DDHp/Z1habiB6kNHt7ZjlVOYCIPQgjeet4MPHOgm/U3P9Gbwb6O4QISALDVBtUJr9rg4Z3tSERkXLmk8PU3njcTnUN5NnHVDBNP7gtOxa9ORnDhPK/a4AnHPuInRwDgrU4B+rtt3mM+uy6JhU2Fq8F+tcH+zmEc6UkXFOoAcPH8ejSkYrify1l4fHenrWIIOJ/XOGqDV47ZK6Z53cCGPZ24bnlzwX7WVURx2aJGPLD1FCsIn3GyUoLOZ5Da4OGd7SzQlAchBDeumoEXDvWw1eD2wSx2tA4Gnk9qf+KVD398rcMJqQ04n6tmoDetMgLLMC1s2NOFSxc2FKw4VATYnzbuta/bN587rWDbb1k1HYQA93Pn8/HdHZheHceKGVUFr7/GZ3/yh9SGwfbQlZ7U33DONNRXRPHzF49j0+Fe7G4bwocvm++R45/bUoNkVGbFsB+vHOvHvo5hvO/iOVg9uxbr5tXhx88fLSgENx3uRUyRWPurINDwojDVCEU8IuP2tbOwYW8nWvsz+MFzR7ByZlUBkVasewYlXlbMqMLaObX4yOXzcbQn7SEAAXtlq2MoF1pMA2BdDMKKFR7vWTfHJgJeOoF7Xj6B4ZyOj1y+wPMa+llhq/kPbG3FSF7H+y6eg1tWz0RjZQzfDyACNh3uxbLpVZ4VDT/4zIFimF1vB9H+6uUT6BrO4d5XTuJtq2aytomAfV7WzqkNHTfLNzl3BmbXJ/Hei+bg8T2dOOLrKEMteUE2KQrJuVbCrCM83nvRHHQN5/H47k7c+ewRxCMSC3imWL+gAWnVCMziAYCfbbbzTd55wSx86DKa2eINW7Usqyh5M1GYxLnFqOYVQfCGeJpsog0U+swr4wr7bitlISn+md5ilf6tmxZ7jttFLafAYK1UM+4qvy+7Is6FEJbKwEgVtZC42/WvqtJija4KK9zxosUC89FzFhI/AUBBczz2OsF7GVVHMqJwBIb9HcsTILTgo/Mpf0HylnPt76e0ajAlhN0ZRfOo8zwKDCfnoIDA0MIyMNy2sYB9PIdzbhcSXpZPCEFDKoaeYTsDIx6RXQJDMwpDPCXXQkKPYWU8gMCIuYoBv4UEcAmMhsoY6rjxr5plk9yt/Vn23UQLoKyjcCgnxBOw55t2/oRW0IWOV2B4upA412aqlIWE+zklDkdoBkaQAsN5TVVcKVRgOP8f8llI6Kp8ZTygC4lqsBDIW1a3oCYZtTuLcITLTf+3CV9+xOZv41yIpycDgykwnBwX59qgOVP02qLFNz1WdA7Dk41BCozmqrjTMaKQCMr6snT491y/snAeR8eY5xUYPgvJWBQYUcWenwQR9Px1Qn9fGOJpX58DnAIjGUDq0WcifR09TlFFci0kIdd2PCLjn96yzKNKoRaSnGbCshD4me5r3bwMN4DYe21TBUkrp36KKhKkIhYSv4ruDUub7HbuTu1UnYgwBQYlenlFB9+uOJ3XkeRaS3sIDEqmO11IaIjntKrgxcqJQDELye8JIQ+F/ZnIQVmWpQP4JIDHYK/W/NqyrN1hr6dfUDxiioy3rZqBx3Z3YDCrIaPq+PWrrbh6WVPg669a0gRZImwl/en9dgF7wzmFhR1gB2jy7Vfv2nQMLbUJrOWyNSio2oCqLk72ZfBa6yALZPTj7atbPO1Xf7rpGBSJ4K0BXQ4U2c5FeHJ/F3KaHTD16K5OvGFpk+dLkcLef4X5uf/4mt2t4ubzg63A1y631QaHumz55cO72tFSm8DKmYUF7Oz6JC6cV8e6dBzqGsFzB3tw8/kzA4s8qjagxM7Djn2Erpj49/Pm82fgyX1d6EuryGkG7nnlBK5c3Fig1gBctQHNk3j+YA+G83poMX3rmha0DeaY3/+uTccwrSoeKGenYauP7OqAZVnoGMzh1eP9odu+ZXWLp/3qXZuOQyJ2VocfvP0po+rMPnL54gYmteVxxZJGT/vVx3d3oGMoV/R8nujLsOTlh3e2Y1pVHOfPKrxup1cncOnCBty3xW6/eqI3gyf3deGmkPNJ7U+UfGEhtSH30GgRU2S84wKbCHj/T15GQyrGgmEpooqEC+bWhRald794HJVxBTeeZ99LH7tiAdoGc3jYZ93YdLgHa+cGWwLGgjvWzYYF4A1fewZHutP4yOULCo7h+gUNyOumJ0iN4tXj/djfaRMvhBBcv2IaZtUl8KPnvEXppiL5F2PBrLokrlrShO89cxhfengvLpxX57EaAXaAXnNVLHA137Is3P3iCZwzsxrnzapBTJHxgUvm4rmDPTjAtRfOaQZePd5flHgZLd538Vx0D+dx6X89haxm4COc4oVi/YJ67GkfCmzp/Lttp5xgWZs8+LP1cxGRJfzkhWOe12063ItkVMa5XDr76eDKJU1oqU3gM7/ejt9sacXta2cVkDpUpRJEQIzkdU++SUttEm85dzp+9fJJj9XwQOcIszicSUzW3GK084oguBYSgyW+s0mvn8CIKaCLnKdDYNhEqbfop/+nq5H+DAwaytg6kGVBg/75QCLiBgxqJSwkfoUAD7rfM2sSBb72IIWB35dPv9eG866FpCqEwFjsrADvd3Iw7MLEzRKgiwT8HI+SGT1ORw0/0TSnvoJlLyWdgqYqHsFQTmeEAGCTw5TAaKlNgJBiIZ7u/RqRCfOS00l/KqY4bVTp8fEe04bKGLpH8shp9soxlfXnNMOxbARbSPiMBj8qoopXgeE7DrOca6YxFWOZG4Dt3Y/IBK39GVZg0mNqKzC84wlClCP+hnMaLMtWGvAKWV5BEdiFpGSIp7v6TMkJGuIZkaWCwpx2WKmriLIV8CGfhYRXYPCSeqqK8SgwVJ1dPxT+EM997UNsfhSPuKqQmEeB4RAYzu/ofbu/cxjNVTF2rSd8Cgx6/IIyKoJaBw8H5GCkQwr9MHgUGE4xTr9L+S4k9v64GRj0uPhVIMxCokiMpPWDv07o78MsJFRZYROdhc9dpsBwVCNRjsAY4YKGw/C+i+diPRfIHY/IyOkGU/SUUmDwHUvoOHnQ/7cP5piCrCEV9agsCrqQ+BZJzp1ZjYVNKbYQXZOMYGFTCrXJCCN6QjMwnNbS9N7jlTx8BgY9Vx1DOXZ9nQkUe+p8FcDXivyZUFiW9bBlWYsty1pgWdaXir02bCXx1tUtUHUTf3ytHb95tdXTJtSP6mQE16+Yhp9tPoaTfRnc+8pJ1FdEsW5e8IT6hpXTkIzK+O2WVmw70Y9Xj7ttQoNw+9pZeOloH57a34Vfv2p71/35FxSLmitxbks1frvFHvO9r5zAW86djunVhQnldNsDGQ13PnsET+7rQs9IPrRopO1XH9vdgaGchh88Z8vwrwpQawB2u8tkVMaXH9mHk30ZvHCoh7UgDcLbV7fgSE8aW08M4EfPH2VtQoNw/qwaLGpK4RsbD6A/reKh7adw4by6AlsFBWu/uv0UfrftlKdNqB+pmII3nzsdv3rlJI71pHHPKydRFVdCC7vrljejMm536djdZncreP8lc0NXe29f24JtJwbw+J5O/IaezxACY25DBdbOqcVvt9gFxC9fsmX4VIbqx21rWzCS1/F/Tx3Gc4d60D6YC912RJZw43kzsXFvF/rTKn7w3BHMrkviugASCABuWDkdlTEFX35kH9oGsnjmQDeuXzktdGX41tUtODWQxUtH+/DjF2wZ/vvXzw187YoZdneZb248iL60ige2ncLq2TWh1+1Y8P5L5uJNK6fjg5fOxy8+tC6wGFi/oB4Hu0ZYz3eKnGZgw95OvHXVDPbFdcXiRrTUJvCbV11lT+9IHvs6hse1FdSsuiT+5roleNuqGfj67avw1nMLz+eF8+ogkeCi9I+v2SGulMRUZAl3rJuDl4/1eRQBmw/3Ynp1nAX1jQf++trFuGZZM/7q6kX41rvOL/i93T2jAZsP9xZMSA53j2B/5zBuX+t2ZnrnBbMRkQnufcXN8Nh6oh+qbo4rgXHF4kbcsW423rF2Fu768wuxZFplwWuoRcgfbAzYeSRLmitZvkljZQxvWjkND24/5SnUNh3uwYXz6spShpQDWSL457csx3XLm/GPb1qGv79hacFr6iqiWDa9KpA0enp/FzKq4WnV+r6L52Akr3uIukmyjwCTOLcYzbwiCLwCQ3P8yLwqggefQ8CrH/xtVMsBLb7cLiT2Z1EPuL8LybTqOAixcwsyXNHFIxGowAjPIAr6N+AWpwuaUgXBwrS44veZD/MDvBYSw7QwnNNDLSSpmIJZdQns6+QIjKjM9q3TeebTzAj7314FRhBJQ5+rqSi1kNgKjCFO0XCsJ83+X5uMojoRKbBB0OcCP/7aZJQVIvT4pmI2mZBVDcSUQjVcYyqK7uG8HUjKKTByGlU8+CwkTpE/nAsnMPjMhmIWkobKGOt6kozKqIgpaKqMo9tplRlTJFbQZPJGQUeTIEQZ4Wain1Ot+EMyKbwEBlVguIVaEPK6yc51P0dg5J19pYQAtb/0Z1TEFMnp5uG3kLgdcdztG562t4mo4s3AyBueLBMATrtQ+zWUfKJfkXGFV2C446NZFzSjhJ77g50jjGQC3GcKs5DQEM/Ae829vqiFLCgHI5PXC7oMFYNXgeGSQAan8Ihzygv6Hvrve145yVoUA94QT1kqHeLJFBi+zjw0X2Qwo8E0rVAFBr1P6DVJ7WVR2e3QFBvF85o+U9Mhz1z/a+nzgp5Dv4WEEpLtg1nWCailNulRTMQUGRKxj4HhdMbiIUnEs3hTk4zi1tUt2Py5q9kzwEtgOBYSw8BI3kAqprDjxH/HuRkYrlqmP62xgNAzgWIWkmfoHwCbAfQD6AOw2fnZlMe5LdVY1JTCVx7bh29uPIjzZtV4uo/48Q9vXgYAuPE7L+CZA934yOXzQ8mRipiCG1ZOx/1bT+FT92xDZVzB7ReEh7N94JJ5mN9Ygb++dzu+9eQhvPmc6aEFLGC369zbPoRbv7sJadXAh0IKdcCWnr/53On4zlOH8Ff3bMPCplRByKJ/2znNxC3/twm724bwIZ8Mn0dTZRx/dfUibNjbhRu/8wISERnvvHB24GsB4E3nTkciIuOv7tmG+7a24tbVM0Pb6UgSwb/fuAIn+7K4+uvP4ERfJnCVlGLptCqsnFmF/9lwEF99/ACWTy+U4fP4+xuWIiIR3PLdTXhiTyc+fNn8gi9tinhExlvOnYHfv9aGT/xiKyqiMt5VZD/fc9EcLGmuxGfvew1f33AA1yxrDrTJULx9TQsOd6dx43dewFBOL3o+18ypwy3nz8Sdzx7BX/xiK+Y1VIQSEnTbqmHitu9vxtYTA/jzS+aGXrd1FVH89XWL8dzBHrzlW88jKkt4z0Xh+0nbr/7Nb3bg3ldO4q2rZhS0uKQghODzN65A+2AO13z9GRzuHimwG5wumirj+M4dq/H3NywNLEgBV33gJwJePNKLjGrgWs4WJEkEt62ZhRcO20Gi9uvsL9Ri19ZY8BdXLcRXb1uFW1a3BBKA1YkIzplZXTBuy7KwYW8nLl3Y4PlCvOX8mZAlwtQ3pmlh85FeXBySfzFWrJxZje++Zw0+fc3i0HN/8YJ69KbVgGBj2snHPeZ1FVFcs6wZD2w7xSYsmw/3QpaIp5vQ6UKSCL508zn4wk0rWRq3H+e2VKMiKhcodgYd+9k1y73E7m1rZ2Eop7NMm86hHA53p8eVeAHs++7b716ND18+P3QStH5BPV491l+w6r1xbxdqk95OW6tn12J+Y4WHqNt0uJd1UziTOJvnFnQym9cNaE7LOloQ+8MhK2NuEZuI2JNMYPQZGPbnekkSJsnXHQWG7g3xjCoSmivjODWQDSQRALc9I+AWiaEZGLFgMgawVwSbKmNoqowVWkicApyfX/DtFAG3iBjO6axgDCMwAGBeQ4o9q7OqgUREYV1HOgeDLCT29mmGQNCK6pvPnW4fM+f5VhWPYCjrWkhWzqj2WEhScQU1iUhABoatbKCroopEkIq7hS49b6m4G+KZDFilbUjFnAwME4mo30LiVU8oksTOX1EFRkxhK73BBEahAoO2nKSECyUDWFcTVS9oYRkEPsSTJ314MoN+F0jEW8jpLAPDPqdhCgxVN7lzTS0kBjSnuKXFfDPXQSUekVERk5lChhb1tPgedMgEQuzP5S1RfAEKOKv8vnNpExjecEv2O1+IZ6gCg6qLhnIey3kiEmwh4RUYQRYSpsDI6QXtz0fyegEJUwz0mZPTTM95GcpqyOmG3aGC6/gHUAWG/bPP3b8Tdz57hL1PNez3SI7qLKiNqmaYoNMbzbBgmnY2hP96rkna9ydtVRp0nyV9FhJKtPHXc6lrm0fMsYXQ68n/rORB7Sa6YbJr309g0P+3D+ZYhmJLbcJDOFAVoOqQ6kEk9I3nzUBzVQyKRFARtZ/H/OKfNwPDvc9oJxW6H57wYPpdxM6V3f0nTD03ESh5ZgghbwZwGMA3AXwbwCFCyA0TPbDxACEE//OO83Dh3DrkNAN/dfWiohP7mTUJfOrqRehLq/j4lQuKFtMA8NkbluCm82dgOKfjo5fPD/zSoIgqEj7/tpXoz2i4ckkjvv6OVUW3/Y4LZuHjVy5AVjVw3fJmrJwZHrYHAP/05mVQnBZBv/zQukD7CMV5s2rwhRtXQJEI5jdUhNoNKD5wyTwsakpB0038/IPrioazpGIK/u+O1WipTSARkUMVEhTrFzTgxvNmoD+j4qu3rcIbihAvAPDV21Zh/YJ6ZFUdnypxPpur4vjMtYvRl1bxwUvn4ZNvWFh0239z3WLcuroFQ1kNH7x0XtFJVESW8PkbV2Ago+GSBQ349rsLV6Z53LK6BX/5hoXIaQauWtJY0G7Rj79/01LEIhLqKqL45YfXFb22ls+own/ecg6isoRZdQnctjacSANsj/2y6VXIawZ++ucXYGFTMBEA2F+G/3fHasxtSEKRCT52RXFCYu3cOty2pgV9aRVfvuWcgpDaM4HlM6pQk4zgmf3eDgIb93YhEZELiIlb19jX/31bbevTL18+jrqKKM4pcc9NBNYvbMDWE/3M+wjYUv/W/mxBHktTVRxXLm7EfVtboRsmHtvdgb60Gph9M9GgnQ348FnADpRdPr3K0yoasFVjfWkVT+6zE7bv29KKNXNqA21SE4mILGHd/Ho8faDLox55+kAXDNMqOOYXz6/HzBpXsfPLl04AAK5YPBnHvB553cRL3AqWbph4an8Xs0RSEGITdVSx09qfwTP7uz1drc40zsa5BT9h13TLkc8GZ2DwCoyo4rbnG4stjRY3BRYS02S5Av7tNlbG0DNir+LHI4Wr/LyEmSowwlRE/Kquv8D52BUL8Lu/uCSwZWRQge4vquIR2QnNc9uUFvvurYwrrFDPqPYEmxZz7QEWEkWWUBGV0RdiIQFsu+Qzf3slbl4903m//RmUUDm3pRo9IypO9WdRGVcgSwTVyWiAhcRWVNCisyKmICpLbognn4GR15FW9UCCsrEyhr50HgMZ1VZgRGmIp10oeoJdeQsJVWAEZWBEZdYNJTADw2ml2lgZQ62jwKABhSnneNCOI7SrSUY12D4XgxviaXqOGU9m0BX86kTE10aVWkhkz+v8yOsG+/7oDwzxtN9PC/j+jOYcW4XZrKitgikwcppt4XEsDxlVh0TASCq+jWmQ/SLGtQsd8HWssS0khRkY9B6Iyvbv+K4gPIFB7yt6Tv1WG3u7heowmlHwwNZWXPHVpzwh7dQyUC54BQavjOnPqAW2Nm/HFffnQ76gVHqthCowdIs9j3TD9GRD8KhJRDGQVV0yIYjAiFACw/ts4LcVtugZBLsbkuGGFxchgyjZkfGQYCEKjIEcWvuzIMR+VvFtVGWJIOoQZUZABgZgn6d/eNOyUDs/r+igtQYN8ayI8haSQgWGLElQJAk53cBwPlw9NxEo50r9GoCrLMs6BACEkAUA/gjgkYkc2Hhh5cxq3Pm+tWW//uNXLMBVS5qwdFplyVXMpso4vvL2VfhKmdu+dFEDnvjM5ZhTX1HypogpMj57/VJ89vpC+XAQplcn8OinL0d1MhKY8cGDEIL3Xjw3sOd8EKKKhHs/ejHyulGWHeCqpU2e9qCl8JW3n4u/fMPCooU0xdJpVfjue9aUve0PXjoPlyxsKOt81qdi+PKt5+LLt55b1rbXza/Hhr++HLPqkiXbiEUVCf/vuiX4f9ctKWvbTZVxPPJXl6HSaW9WCu+6cHZRxQgPRZbwqw+vQ0Y1CgrLIFy+uBGXh6xgB+FLN5+Dj1w+vyCx+kxBlgjesLQJG/d2MZm3ZVnYuLcTly0qDDdtqU3ikgUN+Pnm46iKR/DCoV7861uXj5slYDS4dnkzvvv0YTy1v4vle9D2zkEhrretnYWNd3fh208dwoPb27CoKYU3TQJpNLMmgeXTq/D4nk7W1rY/rWLL8X588qpC4vCyRQ1ororhGxsOYvvJQbQN5vDV24uTuhOFa5c348l9XdjXMcza2m7c24WGVBTn+XItJKczyzc2HMQvXjqOHzx3BG8+Z3qoGmgisX5BA5JRGY/v7mAKk60nBjCQ0QLDh29dPRNffXw//uPhvUhEFRBiF59fONMDd3HWzS34CbtumogoRSwkXCEQkSVEZXvCGhSSV/JzabcC32fphsVWPv3KjrqKKPrSKjJqobQdsFd2VWfSS60oYQoMSSKsYPKrNalH2u/3BxyFhK9wYEn/3ByIhmbS4s0fgskjFVVYoZ52tk8/o3M4z7bHozoRQZtDbviVMhT83KYyHoFpuaGga+fW4fvPHsGGvZ3s+7gmEWGFMkVOs+0d9DuGdhShmQysC4mjaOgdUQMDNy+aX49vPXkIr7UO4uqlTeyaYSGe3LVWGXPHUTIDwyms/CoOAJjXUIH1C+px0fx69v4GToExkFE9agtbueCqMoqBKTAM00PO8woMPj+Ez+pxLSThXUgMZxWeHss+py1mVjNgwV6dp1aGac55tkk/m9zqGLTl+VSBwXchqU5E7OOuGdAMgmRUASGEtTG17QsyMvnCrhN8WCVt1bluXh1eOtqHBK/AiEhMqUzVRX4FBgDMqnWvUWYh8amokoEKDFdZQPNZHt7VAcsCjvdlWFexTN4oqhrwIyITSIQqMNzieyCrFbR25hUYK2ZUsfa8npwRjliLyJLnOuBfk4gqSKt2xx16fP3Xc7WjwKC2n0TAM1BxutNQUi2IwBiNAiOu2G1UaaZKsWNJFTyUgLJDYX0ZGHk3k2VP+xCaK+NOwCmnhJBsRYtqUAVG8HhvPG8mbjwveLGaV21U+UI8p1XFmbWO77TFMjBkAkUm6B+0n0HFnt3jjXLOTBedYDg4AqAr7MVnOwghWDa9alwl2DwWNVeOitEbDWbVJUuSF2NFXUV0XLMMeMQUuSzyYiyY6PO5sKmyJHkxVrTUJieMzaxJRssiL8aCqCJNGnlBcd3yaRjManjFWZ3e0z6EtsEca4Hsx7+8dTkkieDzf9iD2XVJ3LEuOLdlonFeSw2aKmN4nOtws2FvJ86ZWR1o37h2eTPetmoGvrHhII72pPHZ65eW1dFlIvDGFdOw9UQ/yx55an8XTAuBxbQiS/jyrefiaE8a33vmMK5c0jiumSOjwTXLmkGI3dUIsFeynnZUDEHWuj+/dB5Wz67BPz6wC6pu4m/fWB4pOd6IR2RcsbgRT+zpZN2TNuztRES226z60VQVxz+9eRk27O3C73e04f2XzJ2wZ0CZOOvmFiwDQ7NlvxGJsAljgYWEV2DIEssJKNWxIfhzvaoFOnnUDLMgLI+iPhVF74hNYAQpMl01icHaEYYV94C9mlhMCRiPSAWr4+kgWT0tZHzJ9+UqMFJxu/g3TAuqbnq7kAzmkIopBc9AXtbsb6MaBJqhcWogi5gi4ZplTVg3r44VtHSb/hwBpsCIugRGVJE4Cwlh+2Batq0xyNZ88fx6Zu+KR2XEo+658iswFjal0DOioj+tugRGqS4kAbaPmCLjlx++CGvm1DIFBg0PTsVtxQivtkg6GRBUlVEMdM6r6qaH9OH/rTICIzLqEE/6Xjr/5UOZc5oT4ulTYAD2PZOI2hYSy7LY+czrJkzTYuebWkFymnsv8a1tAUeBEZSBwewo9pg+dfUi/N31SzC3voKdx5gioakyhmRUxj4noJYW5B4Cg7eQOJ9Fi15qt+DH4FdgpGIKey51O2Rf15CbFTZaCwkhhLWK5c/LQEZFXjM81wWzjskSzp9di4c+eSmWTqssCErlW0UHt1E12f2um6Yn+JNHTSKCwaxWMlCzIqoUKjC450epFsE8ElE7OyMsd4gHtZDQ8TWkYsg4LVgp0tx98OqxPpZTw6ssZIkg6lhIDLMwxLMc8MS1J8Qz7w/x5KxrnHUyIkssFPdMKjDKOTO7CSEPE0LeTwj5MwC/B/AKIeQWQsgtEzw+AQEBgVHjisWNiEckllXws03HEVWCW9ECdrr9fR9bj0sW1uMLN62cMJKxFCSJ4NrlzU4XJAOvtQ5g24kBvDkg9BOwv3i+8Y7z8PErF+Ada2eF7t+ZwHUrmmFZwIY9th3jrs3HMasuEWrFuWpJE37+wXVYN68O/+TkD00GGitjWDO7ll0rv9t2CkM5HW8KOeZV8Qju/tA63HL+TPy/65aw1avJwBtXTEOX0/47ndfxm1dP4orFjaFWnA9cMg//845VuGxRAz5xRXFL3RnAWTe38HQhMS0nxDO8jSoA5umOKRIIGd2Knvu5TiHiK0g8BIaviGxIxdCbti0kgQqMqLuqTwsFOWT1DrBDFIsRGDFFhmZYMEwLt39vM37ywlGHPPG+h66E88/YlE+BUWwSbGc5GKxYT3IZEd0jebaCyMNDYBTZRwp6/7QN2JYRQoht01QkNjaqGuFByQU6nlScEhj2WGmhwBfjQfk8kkTwDidTLelYbOxsCJo54Z7rhc129taBzmF2TPj8FQqbcLAtD0EWEh61yShkiaCpkmaC2KoXPjsjGZVZm9KSFhJ2vVqeLAivhcRkn81bM3S/AiPAQsIIDId46vMpY+w2qvYYmipjLEMhHpFREVWQ1Qx2H9CQz6xm2J7+eAQxxVYrZVSDnVv+/gFcOxMPWtzb+2rv97yGCnziyoV2DgHXRpUQgnkNFeweoORGMsxCQnNIOFuQ//WxiJf4rIgpBYucXQ6RoRu2PWk0FhKAEpemp5UzzZ7wKjCo2sQdX3Ui4rHW8C15ZS7bhYeqcwSGYYVaSGqTrgINKOzCRJGMyW4GhuLt9hRVpFEtfsYVGYZDfAGFdjvPayOU7LDHV5+KwrK8BB2vQOnPaIzA4AkHRSaIOWo6zbQ8dpBywVtSKPlpW0gMVISGeLrnSZEIazE81SwkcQCdAK5w/t8NoA7AWwFYAO6fmKEJCAgIjA2JqIzLFjXi8T2deM9Fc3Df1lbcsW52YMtditn1SfziQxedwVEG440rpuEXL53AE3s68dCONlQnIp5e435IEinbajaRWDqtErPrkvj9jjZMr4ljx8kB/MfN54QGBAN255V7P3rxGRxlMK5b0Yz/eHgf9nUM4TtPHcKKGVW4sohtKhlV8PV3nHfmBhiCq5Y0QZEIHtx2CjNqEujPaPhEgGWHx83nt+Dm81vO0AiL4qybW/BdSOw2qhJb7fev7NPQQV6WHBvlhNj/uX6yRDctmM4Kr1/ZUVcRRU4z0TOihigwvGQMEN6FBLCv+TCLCf/5ed3A9tYBNFXFkFWNgvaF/qIKsAvukbzOpNxFFRhOkUi7iiRjroXEMK3AEDm+aCumMvG/vm0gx8iM+Y0pfP89a1iBVxlXWFcSCruIkz0ZGBIB6EIyax3LtSXk2zDyuG1NC77+xAGkHAIlEZGZQoAnDGhr2QNdIxjJ6ZAlEhgUm4zKLGzRsoqvLEdkCT95/wXMUkfbvvItU5NRmdlBShH+vAJjMKuhMmaTBkEhnjUJ277Tl1bRPphjBardWpMEKjAoSVDFrR77P98w7XNSnYigImrvTyIiIxm1rTD02DZXxdGf0ZDVDAxmNbTUJtGXUZHX7bwFWjzTv/e0DQGwiYRABQYN8QywRzFrmHN85jVUYLezPXp+eBvINE6FSQMoKYFCiR5KlFoWR3xyBIafZKEKDNf2MDoCg+Z85HUDzVVxnOjL2ASGZvoyMAqDIKsTEWY/iSky8obJ2eTCFRhViRj7t6vA8O5XbUUU/RmVkYdh+1URVdA2QO1l3vMxWrKZ7i8NkfW31eWRiNgWJBraSi1EGdXNDvFnYtCgXX8GRlVcwWBWg2FaZRG0fkiSbQVSJJfoUw1bgZGKyUXbqFIFBsWUIjAsy/rAmRiIgICAwHjiHWtnYcPeTrzpm8+BELBshqmOi+bXY059Ep+5dzt008Knr1l0xsMtxwJCCN554Sx85dH9ePV4H6ZXx1lA6lTHm8+dgW9uPIS3fut5aIaF771n9YTZzsYT1ckI3nTOdNy1+TgiMsGlCxtKBgRPFZyNcws6oc1pphMO6IZ4+gtCupLFVvNkqaATSLlww/4cebXzmXyhVmAhceT/J/syWNRc2CGLb81J5edBAXAUTU6KfegYnbHRVfmuoTwyqoHp1ZHA13lyHOIKTvRlWKBfsSR7Sgx1DTkEBqfAABBoo6WTakLCcz540JX8ruEcVsxwFWR8tldlTIGqu8UXYBfS8QhvIZFZYQl426gCwNo5daGqlqaqOH7y/gswv9FWeCWisrs6zxVWM6rjSMUUHOwcRl9aRUMqGvjsoqvBLCSyRHHG516lYratw2776pIzNDS13C4kmmF3IampiCCmyh4FBr2Wq50C/2tPHMB9W1rxdw45H5HtTh1BGRiUJAj7nozKEiznV1WJCBKOeoSeq7xuslX4pqo49nUMI6sarKUvbYea1012bun99sG7XsXy6VWO0qkwsJbvQuJ/BrTUJiFLhFn55je692nMp/SYUZPwXLu01ai/Cwlt7cwrdei9lorJUJwAUt20MK0qzhQYdLU/zGoRBqbA0E00VsZwsj+DgWIhnpHCYncwq6GpUnYUPvZ7ZIlAM4O6kFiMPNIMy2296rsG6yoi0AyLPSfCnr0VMaUgxJger1ETGM64qJ2iuALDS3a4BIbOrFsjeR3NVTF0D+dhWghUYEQkO+y/azgPw7TKer4FQZHsoGm671nVViXxpFeQhUSRJM/3xpQiMAgh8wD8JYC5/Osty3rbxA1LQEBA4PRwzfJm/PJDF+Fz97+G61ZMm2y/f9mIKhIe+otL8S8P7cKW4/34wPp5kz2ksvHxKxZgWlUcX/rjXvy/65ZMWD7MeGNmTQIPf+oy/N19O2CYFq5bfuaDUMeKr9++CgubUvjxC0fxmWsXT/ZwysbZOLdQZFsuS4sGReZDPIMzMPhVvbF0IAEKvez0s3TTgmHSEM9CCwlgS8TP9YXRAryH3yxLgfHV24qH7NKCiwZWdg7nIDlhh0Gv4xUrlfEIy8DguzMEgU6mu0doYaJ4CYwgBUbCPRflEJO0EDat4EBM/jXDOR2xlENgODJ6er5SMcWzikrVOpTcuqJEFyCeRIhHXKk7X1gRQrCwKYW97UPY3zGMN4a0XKerwTR3YjQ2STrevozKVADJqEtAxEpc1/R6VQ0T/RkNtcko4orBgi0Br4UEAF460usQC04AqkwYkeAH/RmfOxN3ujwA3uNVnYiwAjgRlVmRSbObmirdlfDBrIaqhMKUFHxXnXNbqrFmTi0SERnPH+qxj0lBFxLJDsk1TAxmVVQnI57rb3FzJXb/+xvZ9T6fsyPSMdNre1att+U1IQTJiNsCVjPcIjwiEahwFRi0wKQr6amYgrkNFVAkwgiMUkqFMLgKDBOJiOzYQjRPXgjdrt9CV+2c66GshqbKuMeiFJGlQAWGapjsmOimGx7qJ5BpK+DW/mzR/eItN/6A4dHOXyg525fOg5DiLbPpeKgCptEJzM1yz4uMqqMqHoFECNoHc0yB4cnAkAnqUzHsPGUrd8pRmAWB3l903+lzIhViIWEhnlwOFOASkGcC5VypvwPwI9j+1OAGzAICAgJTEBcvqMfTf3uVJxjpbEB1MoL/fef5sCzrrFACUBBCcMvqltB2XVMZs+uTuOcjF591x1yRJXzq6kX4yzcsPKvGjbN0bhFTJOb3VWTCpbH7MjCcSV9MOX0Cw9961O1CYrpdSApWIKPs3/4gTWD0GRgNRex3gLufdPWxYzCHmmSk4LPpOGM+BcZARsVARi25gpfyTfwrYjLLGMnrJiMreNBtlhvIx+doBHUJ4X8+nNPZscnrBmqStgKiKq6gNhmFbubZe2hxsWJGFd587nTcFNIVIAj1FVEcdVpe+smHxc0p/Npp7RwUmgy4q8GUNBgNgUGv5d6RPOY4OQwVUYVZQGIljitvIRlwgjHjiuwL8bQLN5pBcbjb3le6Qm0rMFxSgge9B3jyqqnStjPQz6dWxupEhBXAccW1H3U4apLmKvtcjuQ1jOSpAsNWfmRUg41venUC9318PY50j+ANX3vGOSaFXUjo+AYyGmoCrm3+mUDVNoS4BSL9/ay6wgWYZExmBa+rwCA2OcipZXgLCQD85dWLMKcuifu3tmLLiX5nf+3tFMu5CYKrwDBQk4igNhlFv2MhoWQUYLdOX9iU8pACvAIDcDIwZJqtQDzqJQo+xLOUAgMAWvvtayDoGQh4VRJR2UtgjDYLjVdVVDjdasJAF9QOdNqhrdTezAd3juTt1rypuK12mukoMCRuu4pE7MDmtP2cKfYMLwbZeYbS80OJaD7Ek39+yux7j3hIkymlwACQsyzrmxM+EgEBAYEJwllW2DGIcZ95nK1jPwvHfVbOLeIRmcmto7LElARhFhLeYjKWAE/AS4IAbjtOtUQXEoqgdn709VnNYMXPWBLs/dujBWdet/M3CnIBfL58AFg+owpp1cDLR/vKJjBoFwU+kyCvm4EWEvqzYhYZHrwVIaijB/+aES4Hg8+I+MkHLsDsugp87fH97Pf0vFXGI/jOu1eXNRaKNXPq8OMXjgIoXBmmORhRWcJli4IzNehxooqG0XRXoMdgIKu5IZ4xmRFfpTrruCGeJgYzKmbXJZHXDBzvzbDX0KyLGq7oBYC+EZfAqE5GPbYTCkZgcOequSrGCIyILOHqZY3IqgZaahPsWMSjMrs3qBKBdvuiK/f1FVHEIhL60yqyql4QSju/MYX5jRU40p0OUGC4Nq2BjFayxSQNhOazcmSJ4Pa1LbhhZWGodDKqsDaqtBVyhFOFuRkYjnXJGft7L7K7rD1/qAddQ3lYlsWeaWGFfhiYAkOzAzirExHbQqJ7LSSNlbECdRC916myiFdXRGTC9omHqpvsHOhcBkYhgeFVYIQSGL5218DYLSQJToVW6jjSLkP7na4zvIWEIuNkUNQkotiGAcyosa9N/jmtSAT1FXYAqL0PY7WQEEQVN5SakoveEE/OusIRTTIj26Qzqrot5+z8LyHkXwkhFxNCVtM/Ez4yAQEBAQEBgdcrzsq5RUyRWNGqSISFphVaSJxVf2cSPLchiXlj7FhTqMBwLCSGxVakCzMwXMVEIlJYhNPiJqu6CoxyC/wg0Ml+34irODBMq8BCQjsv8AUHLbqP9WZKEhgVPgKD7hslSoLeT3/m7xQTBr5rRWWohYQqMFwbBO/7XzOnDo2VMc9+jrW4AICL5td5xseDti2/eEF9eFih8/P+MoM3edACxrLc81wR0K4zDH4FRm2SrtRzXUg0t40qj760yrJLWmoTrCDlQd/LqwdoBxX6+Q2pGD502XwQQtixiCsyu346h7wWkpMO+dGQijF1T1YrDKUFwNqzFygwuNBfW3kSLXgvj6p4BA2pWAG59JW3r/LYiSgqYjI6HeWIprv3sFuA2+MhxF4l918bTZUx5HUTQ1ndzcAYrYWEy8CIyhJqkxEMZDRGaBSDX4GR1w12rRRTYNDjrJsW8kahTQgA6hwirHWAKjDC7gv3nDGy+TRDPE/2ZUoqWWbUxEEIcKBzBIBLOGc9CgwdyaiC9QvrccXiRnY+PV1IJMnzrB9rBoYsSawbTlSRcMRRQDVXxtBYGcOiphQWT6ss+ByeMDuT6gugPAXGOQDeC+ANcGWelvN/AQEBAQEBAYHR4qycW8QiMlvZrUlGWdHvL479vuH/uPkcjNXJxhQYvs/ytFH1FQuJqN1hIaMagQoMulqY1/kuJGNTiNif75UeUxR2ISlUYEyvTmBxcwoHOkfKV2CMeBUYdP+DMzBGZyEB7GIyp+VDgyEpgTEUosCg4D/TbzMaDS6cV8e6S/g/Y/n0KkRlKbTdNsApMJy2laMpzngVCi2i+IKwFBlCz3VOs7uQ1CQiyEdtWwW17KmGCYkUBnH2pvPs/S21CbxwqKfA5kdzEGIRmZENjZVuUec/724rVIndG9RC0uQoME722URJQ2XM20Y1YGX9jSuaceezRwpsVryFZDCjYsWMqqLHCbBtJNQqVArXr5iGrz5+ANtO9LPAy6jshiryz4R/fstyrJ1T53k/3deu4RzSzsr/aC0kMUVG74jKwmxbaiN4+WgfImVY5oIsJPRcKZLEnksUlmXZIZ7OGLUiCoxax0LSPpBDTJFCC3v+Ovar6UZrIZldl0QyKmMop+Oi+fVFXxtTZEyviqNtMAdCXMtfxpOBYSAVU3DHujm4Y90c9vPCDIwo97uxPWMUibDrNSZLzNqydFoV4hEZT/z1Fb7XS+x9CmfPOpMo50q9GcB8y7IKdVsCAgICAgICAqPHWTm3iCkS9jmy39Wza6FIBE2VsYKQYD+BQQjBWF0+fi87ncBqhoWcHmwhAexVvUxfNrDoYhkYKteF5DQsJCwDw09g+AqiIAUGAFy2qNEhMIqvUtNimnUhiXkL6qoAy4erwCh//yrjCrqG8+EWkhgN8fQGUfpXnfn9PJ3jW5OMYklzJfZ1DBfItBsrY3j+769CY5GcEnp8BsagwOCPKX0fT4qVko0rkn3t96XzsCw7vFEz7E4+NsGm2Cv4isRW12n72d60iohz3GbVJpFR7farfMaL20pTCiYwfPvKSC9FZv8+3psBIWDH8GS/q8CIUgVGCIGxZk4dHv7UZVjKrVDzxyWvGxjIBmdg+HHRvDqUe5m8/5J5+PELx/D1Jw7gaqdDjtdC4o71fRfPLXg/VZt0DedZBkax1p9BiEUk5JwOLbGIhLVz6/DzF48DqsHu9TDQ68pDYChuYUyfSxQa1ypWloivjWohgRyVJaiGWaKrERfiWdBGdXTHYnZ9Erv+7Y3QTLOsdqYtdUm0DeZQEVXYdcgrMNJ5PdCKUpCBwSkwxvqMkSXi2f/hPDCtKh4ayqlwGRjKJCkwynmC7QBQM8HjEBAQEBAQEPjTwVk5t6AdFxorY5hVlwAhBM/87VV414WzPa+TJYJkVB71Kl4Q6Epq1LdCqJtmYKcFCuoDD2rnl+AyMOhKp3xaFpIQBUZIsGHU91nURlJ2iKfTNYIW5nR/gt7PdyEpF7ToCe9C4oZ4UuQ1o6DoCWo9OFbQVd2ga6qpMl40B4eeh/40zcAovzijrWsB9zobjQLDtjBILGfCDnu0t0ltJHT1nRIEtH3tQEZjK+O0jeTJvgwe3dWBJ/d1AnAzMOIRibXhTMUURob8f/b+O0yz46zzxr/1xM65e3JO0ihLo2RZsmzLGXAg2WQwaM2aBcOyrAk/4N19/S6Z3SXY1oLXBGNjMA4YOeIgOShLI2lmNJqcZ7qnc35S/f6oc577291P96TO8/1c11xTc54TqupUnan7rjtMrl8cQ6E6k8SOlQ1Y2VCF/ecGUZc1QfJ42YUkEwL3juVRKPmKLiRAiOOSmCQ8xn01OFbASK54wRgYAPDLr9uOTzx49wXPi9v4H+/fgkcPnMfuk/0A4qCKF+cCYQqMMYyMX54FRlUU4DQXWR/ducmsPGbKwhHqmkB9NjUxiGc5VXQC+UkWGByoNBW5mMTvfvJ4ds6VrTBmSl89wQLjCoN4AogCCienjIVKxHEwajLJcj04BsZwrlDRpYct5eIgnvzvyyGVJAuMqN07JinkmPj/ilTC4mZcSPk821zM21kB4CXn3Jecc5+L/nx2rismhBBCiGXLklxbxIu7XRuaywJjdSZZ0US5vip1SW4L0z9zsgVGJReSqYv0tmiXutKucVUFBcbF7BpORyysxFlI4u6YkoUkXVmovHNTK1pqM9jUNjFd5GTi3dc4loO5A4S/K7qQlIN4Xnz7YleG6bKQ1FVQYIwVSlOEtokWGFc2FmIlD1sfXCwWA+Py06jydfxeL8YdJZNMlOOWNNemy8E6Y4uQsINvgtyujc3la+N+i9NInuwdxf/7b3vxx19+uXxtqEfSYnRMkz0BsFgV2XQSddkU/viHQorghqp0eRyd6Q+uB3XZFLKpZNlVqNJcmo543sbWQo01F35vlxqM+TWR5cWLp4ICI1hgTMxgMh1lF5KBcQyPF+DczMJ+JUIMjMgCI5XEioYqbGytuajnA2G+lhUYxYkWGJPTqJoCI1iZzJSFBCAF7gxWJfFvCWdxHS43BsalMlGBEeoRB2UtlkJ8o0rKZ/6/JplwE74Hl6skTUaKF8DaP9miiEmzBUZi8cbA+B0qOwCvBPCuuamOEEIIIa4CluTawoI0Nl/gzMiMeTYtMJK2uAeCSfX4NCbUgAWGq7QIDpkOgLFcsWxVcrkB4ML94iwkQVhb21yD4z0jUwSiuJ6TrSGqM0l8+7++5oJCg3MOddGubVXafNvj51TKQmJpVC++fbF5+3QKjHQygep0suxCUiiWUCz5KRYY3J4rCeIJBGH1q79yH7Z21F3ytbGA9MSRHjgXgspe9LXpJMXfsKwvMRdjap9JJXC6L8SVCDu1QTiNlRrjhWI5COTPvnITfnDXOnzyyRMYzhXL721tlEp098k+nOwdRdfgOIolX46BkUklyrvItZlkUGAMjs/gQhKO37O1De9/0zXoGc6V3R6KJY+VDcGqhd2CLkWBEc/bOEBo80VYYFwqa5qr4RxwtDvEzWAXkgvNpdhK5VykYLlQ6s9KVKWSGB4vRmM/PO+OTS042j1yQQsMIMzNflJilRUYyaDA4HgnrKxIRVlKcvTuJxOnUp2cOYaJFWb8PbrcLCSXSpwatyaTKn+PYxeSOCZJJeVL/P1PJhycc6iKFHFD44XLVpK212XLKYQzF2OBUY6BYTFXFp0Cw3v/TefczQB+BMAPATgC4ENzXC8hhBBCLFOW6tqibIGxseUCZwLvumP9Ze2WT31mZIGRmrhDWCj6yG0hUVHwiHcgK/lRO+dQnU5iNF+kxegVKDAiYaVnOIdkwmFDa1BgTEmjOk0MDODihcNYgcH3jttYyWe7JrKQuTwXkukX5fVVQWgAzBJjcl9PsMC4Qmsc5xy2dkwvVMxEbLkyMFbALeubJmTpuBCJhENdJoXB8QLFwLh4FxIgKG9O94+hKp3Auubqcl8c6hrCq6/pKLsPOOfwW9+zE0B4B8O5Yvnchqo0GqvT+LfnzwAIAu/xnpFJMTAiBUs2VRb+ZnIhiXnPq7aUy1XpBMbyJbRFLhYsyF5KmtG4Lucid6emOTCxz6aSWN1YjVN9o2Urgou1wACCFUbn4FhQZlxi/AsgzPvRfLFcBoA7NrXik0+dvKjnN7IFxqQYGEDINBK3J1fJAmOaLCQA0FwTK3Cnr0fsMsNjZHLa6rmCLTCcc6hJB2UQAIxEf1dyIYmVtvy9bq3LRAqMy/uG/5+f3FW+9mIUGBwDI73YFBjOue0A3omwI9IN4B8BOO/9q+epbkIIIYRYRiz1tUU2SrF5MRkFfvbezbPzzLIFRliImwVGaULqzsm01U3vQgIEAWcsX0JVOmSAuBi/7emId677RvOoy6awIjJPn5JGtUIWkkslFrTYuqMqdiGpYDHhnENjdfqSnll/AQuM+LdYcbE/itofpzSNmRAD4wr690pxLsRkGRwr4HU7V1zy9XVVQYFhMTAuzYXk51+1Bf2jBbzrznVl5UlzTRqHonSNLLzG1FelcKZ/oln8upZqvHhqoPzvl88NVnQhqcsmy5ZHk11IOIhnJWoyKYzlc2iP5g9bmFRKSTwd8byNU51eTAyMy2FdS1BgxIqechDPi7CMWdGQxdn+MaxsrKpoqXUh+BlxP929pRWZZAIrGy6sJGusTuNQ1xC8D8qI7CQ3uULRI57mcRDPTDKBdBTkcyYXktZIeTyT0in+jcfI5QbxvFTWRS5RcaDj6kwKo/nwPYkVo5XqXlGBUZvBse6Ry1aSsuVaJhmUnTNZepWzbyUS5EJy6ePnSpjpaS8BeBTA93rvDwKAc+6X56VWQgghhFiOLOm1xbvuWI+7NrdekQB+qVgMjHjXi2NgTI27EBO7kEy3gI8tMOpKqSuOzxALa94jUmBUtv6YyQLjYol3TfneNekkEq6yuwwQFBvpS3hmvKCfKahhXVUaA5ELyZ7TQajeuWqiYosFo/kcM5WozQSFy+svR4ER9UPZRYP65WIUGD91z6Ypx7a01+FQ1xCAyilo43fAfbi2qQYvnhrA5vZaHO4axstnBxGHSshEWUiAoISotLsefpsYN2UysWIsTovK119aDIzYhSSKgTFHO9TrW2rw2OGecj+VXUguwoVjXXMNHjnQhfqqVMXd/gvBz4jbu6apGo/9xmsvKutKU02wwMgXPbxHBQuMEoDQ5xwDI5VMIF8sYbxQgnOVlYPNZQXG9O2K25yuoMCYawuM9vossqlEOTBsnPYasGCelb5n7EISE1vbzYaStCqdxKa22hkVOFyHsgXGHCnopq3DDL99P8Iuydedc18E8AkEP1UhhBBCiMthSa8t7tnahnu2ts3rM8tWC1OykIQ0qtNZYNy/vQM/+8pNuGZlZWuRqsj8u1jyV5whg4XM2myqvPs6eQGenRTP43KIhQ5O0fqDu9ZhY1vttFYkN69rmpBa80Jcs7Ie7fXZshBbiQaywNh7egDt9dkpz4iFIOeuLMbIbFCTDYLJlvZLj6ERB/KM3xsrjy5X0NvSXod/jzKJVLLAiN14eGzGmUju3tyKfLGElzuHsK65GumkC6kgYxeXzPRBPGOBdjrFX6ykiN/9lbqQHIyUNM2z4E5WiQ2ttQBoVzz6+2IUS+taanBuYBwrG3KX5UJSlZoq+AMXH2g2diGJXUGmKDCKFsgztrZIJx1SSYd8yZez11RyobsYC4yyAiNl18eWbnMdA8M5h9dc04Eb1zYBmKjAiC0wKimV4m8cK11ia7sr/Y4DwPse2F5WFk1H7HaYpjSqc+EiNRPTKjC8958G8GnnXC2AtwH4ZQArnHMfBPBp7/2X56eKQgghhFgOaG1x6cQ7t7F7RLxIzRciF5JpdsqaazPleAKVqM4kMZYrIl8sXbFwnYiEx1yhhNpsCt9702oUSr4cqC5mNiwwYrcOTmm5Y2X9jD7b//Odt1zSM1577Qo8+ZszWyrUV6XKgSn3nhmYYn0BWDuvJMPLbPFz925Gc036kgM1ApaVJQ74yoqpyzW139pRh3986gT6RnLIFUtTAr7G75kFtXVR3IBb1jfjbP8YXj47iBX1WQq8GMfASJoCY9JY27m6ATtW1GNjJPhPJhZ4W8suJGSBcQlZOuLrugbH8bqdKy45RenFEvdJmiwwMtPExZl6bZifBzqHcHeUpvdSyFJ/XM44aKhOY7xQKgfDzUx2IaFMJHlScqQTCRQiC4zpviUXZYGRmZjhKb7/5bbnUvngj91WLldnkuUgnhYDY+YgnjHxWJ0NJekdlAp3OtgaMH5mpQxQc8kFv6je+2Hv/ce8998DYC2A5wC8f64rJoQQQojlidYWF8/N65rwsZ+9E7euD5lPyjEwolR7FxPtvxKxC0mx5GfF9JjjDzTVZPDT92yaIkSta65Gc00am9oqC48XQyw8X8pu+FxQn01jcKyAXKGEg52D2FkhLooJZAtvZPSuO9bjjdevuqxr6ydZM9REgpVzl59dZUtHGAOHuoZCFpJpXEhY+XPL+iY016Rx95ZWbF9Zj8PnhzCcK5QF6djCpy6bQt00QTw3tdXiS798H1qnsa6Z7ELCQvolWWDQvPzF12y76OsulTgYZJzaMpNMTLCMmIk4DsNIrnhZLiRVFVxILoVYORtno8mkJsb5CS4kgXK8i2SUhSQK4jmdoqGl5iJiYFSw0pkvF5LJVKWS5Yw6loXk4oJ4xi4k8+WmxnWIvw0dl2DhNhtc0mj13vcA+HD0RwghhBDiitDaYmaccxPcVpwLfseFKIhn9hJ2hZmqdBJD4wUUSv6KM2TE9xscK8wYDLCjoQrP/vbrr+g5lVxIFoI4iOeBzkHki35GC4yFDOA5G0yOgZFJJpBKuHIqx8shdmU51DlczkLCNFRPNe+/cW1TefxsX1GHfNFj7+mB8rXZVAIJF/5urs0gnXSX7K40kwvJpcXACHFZXrW9HTesbbykOlwKG2IFRsqUS/UV0glXIrbeACoLyxeClQcXE3NjMpMVGHFfcxDPmDiIZzoVZSGJXEimU5y0xDGAZnCNia24FiKN6mSq0gl0DwfFRZyNpHIMjFCvJCkO22bRAuNi4CwkD+xcgX988K4JY2le6jCvT7sInHO/C+DnAHRFh37De//wwtVICCGEEEuV5biuSCVCELuxQumygwNWp5PoGhxHoViaVQuMyxGELoVKLiQLQX1VGqP5Il442Q8AFTPTZCYJZEuVOAZGnCXCOYfqTPKKgtesba5BJpWILDAqxMCIhPDpAszu2tCCTCqB3Sf7sbE1CE/ZVMg+4pzDj965AXdsbLnkvo937Nvrp7qQ1FxCFpJkwuEvfuRW3Ly+6ZKef6k01aRRn02VhfD3vnorfmjXuou6tr0ua65fl2HRxH1zOS4XcWaWONBppTSqMfkJaVQtC8l0lhLtdVk4N3NshkQiZOdhK6KFssDIppIYz4c2xkE8Kylf4unAlkm3b2zBvdvaLiu+zeUQz6lUIiiT7rwM96MrrsO8P/Hi+FPv/R8tdCWEEEIIsSxYVuuKdNIhX/QYzxdRdZmmu1XpJMYLJRRKflZ27kyBMbeKhdpy2sGFVWDEQv13DnWjOp0sB1Nkyi4ky8wCAwi7w0Xvp7vkgiQTDpvbanGoa6gcjJGJrQimc1FZ11KDj/3snfi5v32qfO47bl1TTv/YWJ3Gro0X9uefTNVkFxJOo3qJY+5NN1yey86l4JzDupYalKJ3saqxGqsaqy9wVSCRcFjXXI1DXcOX6UJyael0J9McuXl0DoZUs6bwC++8yC4kRQrimYizkBSntbBprcviHx+8Gzesmdn6pSaTmqCsYGue+SSbTpRdSMpBPGeywKBvyuqmavzdu++ch1piwrMX8ru2WBUYQgghhBCiAulkAoVSFMTzMi0RqtMhaFyh6GfFdzqux1xbYMT3n2tFyYWILUG+svcc7tnaWlEJxIEVlzL15SwkFA8iazvGl8uWjjo8f7IvuAJMckEou5DM0He3b2zBF3/pvvKO9e0bW3D7ZSgtmHhHPrZsioVbThm52Lh/Rzt6hnOXde26lhoc6hq+rCCjEywwrsCFpHOwsgVGvjjVAiObCjEwRvN+RgsM4OICUtZmkxPGWPx9maugq9ORTSUwXogtMIqoSicqflPiYwuZ1Si7QFYqzGJVYPyCc+4nADwF4D9773sXukJCCCGEWLIsq3VFKumQL1xZEM/abAqDY3kUZ9kCo26GGBizQRw0bqbsAvNBnBVmNF/EG65bWfGcyTvKS5XpLDCAwhXdd+eqBvzb82eiWBUTFVJlF5ILKH9WNlZdUR0m8/Zb1mJDS205tkc8rmvSycuO9zHX/Nobr7nsa+NAnjPFipiOqivMQhJnCjnXHywwsuSaAADFUqU0qomyAjdXnFmBcTG01WUnZNDY1FaLD//4bbh/R/sV3fdSyaaSZQXG0HhhWgVKrNxZSKXoO25di7XNNXOurJ6JBXmyc+6rACp97X8TwAcB/HcAPvr7jwH8TIV7PAjgQQBYv379nNVVCCGEEIub2VhXRPdZEmuLEMSuhLHC5VtgNNWkMZwrYixfnKUYGPNrgXEpKS3ngthtIZlweODayilXs5N2lJcqN69vwo1rG7G6yVwTajLJCTEKLoc48Gm+6KcIopZGdX777rYNzbhtQ3P537GCcKFdluaKOJXqFVtgXIYioTaTRCrhcG6SC0kcoDK2uuByOgogWyjOHMTzYvmfP3zzlHtMp5CcS7KpBMbzcRrVwrQK2sVggdFSm8Ebr5//PmIWRIHhvX/gYs5zzv0fAJ+f5h4PAXgIAHbt2nVlX1AhhBBCLFlmY10R3WdJrC3SyUQUA6N02QqM2Hy7ezg3KxYCVZTCci6JXUcWPI1qJGDftbmlvJM8mVggW+ouJNesbMDnfuGVE45t7ahD78jluS3EXEuZW6ZmIZmaRnUhiBVzy1aBEVtgXIZFE397LscSwjmHppoMOicF8YzfOSvIcnEWkmQC6VSIgZErlK5YYTrf2TOmI8TACEqa4Vxx2u/bYog/sRhYdC4kzrlV3vsz0T/fDuDFhayPEEIIIZYuy3FdEXYgIwuMy9yBjDMAdA+Po6X28gKBMrGgdzmm6JdCfTbUe6EFyvYoeOpbblg97Tmx4mKpu5BU4gNvv+GK77GiIYuW2gx6hnPTZiHhNKoLQaxYWWiLn7nitg3NuGldU8UsOhfiSi0wAKC5Jo1DXUMAJsYbASalUY2E+0wygXTCoVDyGM0XsXIB4zDMJtlUsGiK02NPp5hOLQILjMXAolNgAPgD59zNCKaeRwH8hwWtjRBCCCGWMstuXZFOJjCcK8J7IHulFhhDOayov/I4AnF8hLl2Idmxsh4/9YqNeOXWtjl9zoVY1ViNh3/xXlyzsn7acywo4fIQsmYb5xx2rmrAtw6enyIAxxYuC913ZcXcMrXA6Giowmffe89lXZu9whgYQFCkxoYWmXLQ2ziNqrmQxNYJmVQCqWQC+UIJfSN53Llp/lN4zgXx+B8vBAXGdAqz5CKIgbEYWHQKDO/9jy90HYQQQgixPFiO64p00qFzIPiNx8EkL5VYgTGSK87Kbl5VJMDMtQtJJpXA737fdXP6jItl5wV2rScLZGIq166qr6jAqEon0VCVmhBgcSGIFXMLHTR2MRK/M+cuf4w31Zj7VawQKVtgkAtJ30gO2VQCVekE0kmHgbEChsYLWNU0u0FcF4qJCowS2uoWbwyMxYBmoxBCCCHEEiKVTGDP6QEAwNaO6S0AZoIFh9lwcShbYEjQKxMLdVe7sDETsRKoUgyFf/75V2BFw8IKqLES6nJjzSxnYqE7m0pcdoaWJlJQZSalHWYXku7hHFprM3DOIZVIYGg8ZMBZQ4FllzKx8ma8UMRovjiti5xiYAT0v4wQQgghxBIinXTl3cntK+ou6x4sOMyGmX4s4M21BcZSwjkXfPavcnPvmbhxbROAiQq1mO0rLk85N5skEg7ppFu2LiRXgnMO2VTist1HAEwIgDs57fC+MwMYGs/j7besRffQOFrqwrk8n1Y1LhMFRmyBkS9hNFcsW7RNJv5WL8e4OpeC/pcRQgghhFhCxAv4trosWusuLwBnwwQFxmykUY1jYEjQYzKpxFW/WzoTW9rr8PAv3nvZirj5IJtKSoExDVXp5BWlMo2DCQNT0w7/r38/gIQD3nrTGvQM59AaBRtmd5XVy8SFpKpsgVHCeKGIqmnGW6xrXujYMAvN1d16IYQQQoglRqzAmCmA5IVIJpwFSpyF3bymmgwyqcScB/FcasRBB8X07FzdsKj76PU7V+DuLcsjWORsk00lyu5jl0NTNVlgxFl7IuG8WPLIFz16RnJlFxLAvlfOYcFdjGYLi4FRvCgLjKvdLU3/ywghhBBCLCHiHcorNbFvqkljcKwwK7t577pjHV6xpVWxAiYRXEiubmFjqfMnP3zzQldh0ZJNJ8qKh8uhObLASCUcEtMEqDzbP4buoRxaYgVG9L3qqM8uG/es2A1nLF/CWKGE6kzldsVdc7VbdS2Pty6EEEIIcZUQL9p3rLwys/t493M2dvNqMilcu2rmrBxXIzWZpJQ6YtlSlUpeUQyMxkiBwUFc43JsYXasewSj+SLFwAjfq9XLJIAnYEGQh8cLKJb8tGlUQxBTpxgYC10BIYQQQghx8cQL+B0rr0xhEKdSvdoXw3PJH/7gTWXTdyGWG9n0lQWpbY6Ct7ICo6M+i996y7XYtbEFb/uLb2PfmZBxqS2KgRG7G61eJgE8AXMh6R/NA5g5600i4ZC8ymNgSIEhhBBCCLGEiBfw2zquzAKjkcy3xdxw24bmha6CEHNGY3X6ilzQ4iCe7IbinMPP3rsZ+WIJzgF7IwVG7EISK0yWSwBPwFxI+kZyAGZWYKQS7qr/ZkuBIYQQQgixhLh2VQPu3dZ2xQEz41SqV/tunhDi8vjA225Awl2+MB1bYFQKBJpOJtBam8Xe05ECY5ILyXJJoQqwBUYBwMwKjJpM6qoPlnx1t14IIYQQYonx7lduwrtfuemK7xO7kCjIpBDictjYVntF11elk6iaIRDoioYs9kQKjNZJQTyXlQVGpMDpGw0WGNPFwACAj/707VjVuHzafjlI5S6EEEIIcRUSm29f7Sn5hBALR1N1BplpAoFymtTWujgGxjIM4hm1v38kjoExvYh+/ZrGcl9crUiBIYQQQghxFRJnIVkuqQiFEEuPppr0hCCeTKzAyKQSqM0EIf+2Dc14/c4VV5xGejExOYjnTBYYQi4kQgghhBBXJQ3VssAQQiws61tqUPKVf1vRECwNWmszcFGsjS3tdXjoJ3bNV/XmhViB0RcpMLJSYMyIFBhCCCGEEFchTcpCIoRYYP7oh26a9reVkQVGyzJPRZxKJpBMuHIWEllgzIwUGEIIIYQQVyGmwJALiRBiYWioSk/7W+xCcjXEfKhKJcouJDPFwBCKgSGEEEIIcVUSZyFJKQuJEGIRUlZgLHMLDCC4jZRjYGRkgTETUmAIIYQQQlyFNNdkUJdNoa1u+QsHQoilRxwDY7m7kAAhDka+GIKByIVkZuRCIoQQQghxFVKVTuIb/+V+NFVPb8IthBALRXNNBvdsbcVdm1sXuipzTpYysVRJgTEjUmAIIYQQQlyltF0FvuVCiKVJIuHwsZ+9a6GrMS9kU0kqy0liJtQ7QgghhBBCCCHEApGNAndWpRPllLGiMlJgCCGEEEIIIYQQC0RsdaH4FxdGCgwhhBBCCCGEEGKBiF1IFP/iwiyIAsM594POuT3OuZJzbtek337dOXfQObffOfeGhaifEEIIIZYWWlsIIYRYqsgC4+JZqCCeLwJ4B4AP80Hn3E4A7wRwHYDVAL7qnNvuvS/OfxWFEEIIsYTQ2kIIIcSSJI6BkZUC44IsiAWG936f935/hZ/eCuAT3vtx7/0RAAcB3DG/tRNCCCHEUkNrCyGEEEuV2IWkOq0IDxdisfXQGgAn6N8no2NCCCGEEJeD1hZCCCEWNbELiWJgXJg5cyFxzn0VwMoKP/2m9/6z011W4Zif5v4PAngw+ue4c+7FS6/lkqMNwPmFrsQ8oHYuL9TO5YXaubzYsdAVuBS0tpgTrpaxrnYuL9TO5YXaGXEMwMcfnOmMJcGcri3mTIHhvX/gMi47CWAd/XstgNPT3P8hAA8BgHPuKe/9rkrnLSfUzuWF2rm8UDuXF1dTOxe6DpeC1hazj9q5vFA7lxdq5/LiamrnXN5/sbmQfA7AO51zWefcJgDbADyxwHUSQgghxNJFawshhBBimbBQaVTf7pw7CeBuAP/mnPsSAHjv9wD4JIC9AL4I4L2KEi6EEEKIC6G1hRBCCLH8WZA0qt77TwP49DS/fQDABy7xlg9dcaWWBmrn8kLtXF6oncsLtXOJobXFZaN2Li/UzuWF2rm8UDtnAed9xThWQgghhBBCCCGEEIuGxRYDQwghhBBCCCGEEGIKi0KB4Zxb55z7unNun3Nuj3Pulyb9/qvOOe+ca5vm+l9yzr0YXfs+Ot7inPuKc+5A9Hcz/fbrzrmDzrn9zrk3zFnjJtZzrtr5h865l5xzzzvnPu2ca4qOb3TOjTrnnov+fGgu20f1mat2/q5z7hS1583023J6n/9IbTzqnHsuOr6o3udM72PS9W+M3stB59z76fiSmJ+z0M4lMT9noZ1LYn7OQjuX2/z8iHOu001KF7rY5uelMl2/0O9aV0DriqXy3aLfta6A1hVLZX7OQjuXxPychXYut/k59+sK7/2C/wGwCsCtUbkewMsAdkb/XgfgSwhpcdsqXHs9gBcB1CDE9PgqgG3Rb38A4P1R+f0Afj8q7wSwG0AWwCYAhwAkl3A7Xw8gFZV/n9q5EcCLy+h9/i6AX61wzbJ6n5PO+2MAv70Y3+d072PStcnofWwGkIneU9xHS2J+zkI7l8T8nIV2Lon5eaXtnHTekp6f0TX3Abh1ct0X2/ycrX6J/q11xYXbuSS+W7PQzorzZLm9z0nnLenvFrSuWDLzcxbauSTm55W2c9J5S3p+RtfM+bpiUVhgeO/PeO+ficqDAPYBWBP9/KcAfg3AdME6rgXwmPd+xHtfAPBNAG+PfnsrgL+Jyn8D4G10/BPe+3Hv/REABwHcMXstqsxctdN7/+XoGAA8hpDjfsGYw/c5HcvqfcY45xyAHwLw8Tmo/kVzgXZeiDsAHPTeH/be5wB8AuF9AUtrfl6Iadu5xObnhZjpfU7HsnqfMctkfsJ7/wiAngo/Lar5ealoXQFA64oYrSsilsl3S+uKpTU/L4TWFRHLZH7Oy7piUSgwGOfcRgC3AHjcOfd9AE5573fPcMmLAO5zzrU652oAvBlBSw0AK7z3Z4DwMgB0RMfXADhB9ziJS3gxs8Est5P5GQBfoH9vcs4965z7pnPu3lmq/kUzB+38hchk7iNkerRc3+e9AM557w/QsUXzPqNDld4HM9O7WRLzMzp0Je1kFu38jA5daTsX/fyMDs3G+1wO83MmFu38vFS0rpgWrSsCi/67pXXFBLSumMiinZ/RIa0rAlpXzOL8XFQKDOdcHYBPAXgfgAKA3wTw2zNd473fh2A+9RWE/O67o2tnfFSlW11idS+buWqnc+43o2Mfiw6dAbDee38LgF8B8A/OuYZZa8gFmIN2fhDAFgA3I7Ttj+NHVbrVFVX+EpjDcfsuTNTCLpr36b0fwPTvY8JlFY5d6N0smvc5m+1czPNzltq56OfnLI/b5TA/L+tRFY7N2/u8VLSumB6tKwAsge8WtK6YclmFY1pXBJbb+1z081Pritl5VIVjM77PRaPAcM6lETrpY977f0HooE0AdjvnjiKYRz3jnFs5+Vrv/V9772/13t+HYLISa67OOedWRfdfBaAzOn4SE7XSawGcnv1WTWWO2gnn3E8C+B4AP+p9cCiKTHG6o/LTCD5F2+eyfVSfWW+n9/6c977ovS8B+D8w86Ll+D5TAN4B4B/p/MX0Pmd6H8xM72YpzM/ZaOdSmJ9X3M4lMj9n630ul/k5E4tufl4qWldoXRGjdcWy+m5pXYElMT+1rpiI1hWzOT/9PAcGqfQHQfPytwD+5wznHEWFoEXRbx3R3+sBvASgOfr3H2JisJA/iMrXYWKwkMOYn+Avc9XONwLYC6B90vntcbsQgsacAtCyhNu5is75ZQR/qWX3PumdfnMxv8/p3sekc1LR+9gEC1p0XfTbkpifs9DOJTE/Z6GdS2J+Xmk76Z0u+flJv2/E1GBbi2p+zla/TDrnKLSu0LrCzlm0360rbSe90yX/3YLWFUtmfs5CO5fE/LzSdtI7XfLzk37fiDlcV8xpB1xCR70SwVTkeQDPRX/ePOmco4g+2ABWA3iYfns0msi7AbyWjrcC+HcEDfS/80tHMMc7BGA/gDct8XYeRPAdiu/5oej49wPYE53/DIDvXeLt/DsAL0T3/dykibRs3mf020cBvGfSsUX1Pqd7HxXa+WaECMaHAPwmHV8S83MW2rkk5ucstHNJzM8rbWf020exfObnxxFMQfMIuyDvXozzc7b6ZdI5R6F1hdYVS+C7daXtjH77KJbPd0vriiUwP2ehnUtifl5pO6PfPorlMz/nfF3hoouEEEIIIYQQQgghFi2LJgaGEEIIIYQQQgghxHRIgSGEEEIIIYQQQohFjxQYQgghhBBCCCGEWPRIgSGEEEIIIYQQQohFjxQYQgghhBBCCCGEWPRIgSGEuCScc63OueeiP2edc6ei8pBz7i8Xun5CCCGEWFpobSGEuFiURlUIcdk4534XwJD3/o8Wui5CCCGEWPpobSGEmAlZYAghZgXn3P3Ouc9H5d91zv2Nc+7Lzrmjzrl3OOf+wDn3gnPui865dHTebc65bzrnnnbOfck5t2phWyGEEEKIxYLWFkKIyUiBIYSYK7YAeAuAtwL4ewBf997fAGAUwFuihcafAfgB7/1tAD4C4AMLVVkhhBBCLHq0thDiKie10BUQQixbvuC9zzvnXgCQBPDF6PgLADYC2AHgegBfcc4hOufMAtRTCCGEEEsDrS2EuMqRAkMIMVeMA4D3vuScy3sLuFNC+PY4AHu893cvVAWFEEIIsaTQ2kKIqxy5kAghFor9ANqdc3cDgHMu7Zy7boHrJIQQQoili9YWQixzpMAQQiwI3vscgB8A8PvOud0AngPwigWtlBBCCCGWLFpbCLH8URpVIYQQQgghhBBCLHpkgSGEEEIIIYQQQohFz7wqMJxz65xzX3fO7XPO7XHO/VKFc+53zvU7556L/vz2fNZRCCGEEEIIIYQQi4/5zkJSAPCfvffPOOfqATztnPuK937vpPMe9d5/zzzXTQghhBBCCCGEEIuUeVVgeO/PIMrF7L0fdM7tA7AGwGQFxiXR1tbmN27ceOUVFEIIIa4inn766fPe+/aFrsdiRGsLIYQQ4tKZ67XFfFtglHHObQRwC4DHK/x8dxQ5+DSAX/Xe75npXhs3bsRTTz01+5UUQgghljHOuWMLXYfFitYWQgghxKUz12uLBVFgOOfqAHwKwPu89wOTfn4GwAbv/ZBz7s0APgNgW4V7PAjgQQBYv3793FZYCCGEEEIIIYQQC8q8ZyFxzqURlBcf897/y+TfvfcD3vuhqPwwgLRzrq3CeQ9573d573e1t8v6VQghhBBCCCGEWM7MdxYSB+CvAezz3v/JNOesjM6Dc+4OhDp2z18thRBCCLFUUIYzIYQQ4uphvl1I7gHw4wBecM49Fx37DQDrAcB7/yEAPwDg551zBQCjAN7pvffzXE+xxHnyaA/qsilcu6phoasihBBiblGGMzHnlEoe//T0Cbzj1rVIJ+fdgFkIIUTEfGch+RYAd4Fz/hzAn89PjcRy5Qc/9F0AwNHfe8sC10QIIcRcMlcZzoRgPv3sKfzXT72AzoFx/KfXTgnNJoQQYp6QClkIIYQQy4KLyXDmnPuCc+66+a2ZWOr0j+YBAN3DuQWuiRBCXN0sWBpVIYQQQojZQhnOhBBCiOWPLDCEEEIIsaRRhjMhhBDi6kAKDCGEEEIsWZThTAghhLh6kAuJEEIIIZYyynAmhBBCXCVIgSGEEEKIJYsynAkhhBBXD3IhEUIIIYQQQgghxKJHCgwhhBBCCCGEEEIseqTAEEIIIYQQYgbcjE5KQggh5gspMIQQQgghhJgBhXwVQojFgRQYQgghhBBCCCGEWPRIgSGEEEIIIYQQQohFjxQYQgghhBBCCCGEWPRIgSGEEEIIIYQQQohFjxQYQgghhBBCCCGEWPTMqwLDObfOOfd159w+59we59wvVTjHOef+t3PuoHPueefcrfNZRyGEEEIIIYQQQiw+UvP8vAKA/+y9f8Y5Vw/gaefcV7z3e+mcNwHYFv25E8AHo7+FEEIIIYSYd5xb6BoIIYQA5tkCw3t/xnv/TFQeBLAPwJpJp70VwN/6wGMAmpxzq+aznkIIIYQQQgghhFhcLFgMDOfcRgC3AHh80k9rAJygf5/EVCWHEEIIIYQQQgghriIWRIHhnKsD8CkA7/PeD0z+ucIlvsI9HnTOPeWce6qrq2suqimEEEIIIQT8lJWoEEKIhWDeFRjOuTSC8uJj3vt/qXDKSQDr6N9rAZyefJL3/iHv/S7v/a729va5qawQQgghFjUKEC6EEEJcPcx3FhIH4K8B7PPe/8k0p30OwE9Ei427APR778/MWyWFEEIIsZSIA4RfC+AuAO91zu2cdA4HCH8QIUC4EEIIIZYY852F5B4APw7gBefcc9Gx3wCwHgC89x8C8DCANwM4CGAEwE/Pcx2FEEIIsUSINjnOROVB51wcIJwznJUDhAN4zDnX5JxbpQ0SIYQQYmkxrwoM7/23UDnGBZ/jAbx3fmokhBBCiOXCZQQIlwJDCCGEWEIsWBYSIYQQQojZQgHCxVziZtx+E0IIMV9IgSGEEEKIJY0ChAshhBBXB1JgCCGEEGLJogDhQgghxNXDfAfxFEIIIYSYTRQgXAghhLhKkAJDCCGEEEsWBQgXQgghrh7kQiKEEEIIIcQM+CkhX4UQQiwEUmAIIYQQQgghhBBi0SMFhhBCCCGEEEIIIRY9UmAIIYQQQggxA27GKCtCCCHmCykwhBBCCCGEEEIIseiRAkMIIYQQQgghhBCLHikwhBBCCCGEEEIIseiRAkMIIYQQQgghhBCLHikwhBBCCCGEEEIIseiRAkMIIYQQQgghhBCLnnlVYDjnPuKc63TOvTjN7/c75/qdc89Ff357PusnhBBCCCHEdHjvF7oKQghxVZOa5+d9FMCfA/jbGc551Hv/PfNTHSGEEEIIIYQQQiwF5tUCw3v/CICe+XymEEIIIYQQs4FzbqGrIIQQVzWLMQbG3c653c65LzjnrlvoygghhBBCCCGEEGLhWWwKjGcAbPDe3wTgzwB8ZroTnXMPOueecs491dXVNV/1E0IIIcQiQvG1hBBCiKuHRaXA8N4PeO+HovLDANLOubZpzn3Ie7/Le7+rvb19XusphBBCiEXDRwG88QLnPOq9vzn689/moU5CCCGEmAMWlQLDObfSRc6Fzrk7EOrXvbC1EkIIIcRiRfG1hBBCiKuHec1C4pz7OID7AbQ5504C+B0AaQDw3n8IwA8A+HnnXAHAKIB3euWrEkIIIcSVcbdzbjeA0wB+1Xu/p9JJzrkHATwIAOvXr5/H6gkhhBDiYphXBYb3/l0X+P3PEdKsCiGEEELMBnF8rSHn3JsR4mttq3Si9/4hAA8BwK5du7SBIoQQQiwyFpULiRBCCCHEbHIp8bWEuBAyDBZCiIVFCgwhhBBCLFsUX0vMBm6hKyCEEALAPLuQCCGEEELMJoqvJeYDDRghhFgcSIEhhBBCiCWL4muJ+SQy5hFCCLFAyIVECCGEEEIIIYQQix4pMIQQQgghhBBCCLHokQJDCCGEEEIIIYQQix4pMIQQQgghhBBCCLHokQJDCCGEEEKIi0AJbIQQYmGRAkMIIYQQQogZUO4RIYRYHEiBIYQQQgghhBBCiEWPFBiLgP6RPH74w9/F6b7Rha6KEEIIIYQQQgixKJECYxHw6WdP4vEjPfjwNw8tdFWEEEIIsQz4192n8VufeWGhq7FsUOQLIYRYHEiBIYQQQgixzPhPH38Wf//Y8YWuxrLDOUXDEEKIhUQKjEWEtPtCCCGEEEIIIURl5lWB4Zz7iHOu0zn34jS/O+fc/3bOHXTOPe+cu3U+67dQSJsvhBBCCCGEEELMzHxbYHwUwBtn+P1NALZFfx4E8MF5qJMQQgghhBAXxHvZywohxEIyrwoM7/0jAHpmOOWtAP7WBx4D0OScWzU/tRNCCCHEUkPWnWI+kK2sEEIsDhZbDIw1AE7Qv09Gx6bgnHvQOfeUc+6prq6ueamcEEIIIRYdH4WsO4UQQoirgsWmwKik4K5oq+e9f8h7v8t7v6u9vX2OqzU/yCpRCCGEuDRk3SmEEEJcPSw2BcZJAOvo32sBnF6guswbiuEphBBCzBkXbd0phBBCiMXNYlNgfA7AT0T+qncB6Pfen1noSgkhhBBiyXLR1p1yTxVCCCEWN6n5fJhz7uMA7gfQ5pw7CeB3AKQBwHv/IQAPA3gzgIMARgD89HzWb6HxlddTQgghhLh8Ltq603v/EICHAGDXrl36T1mU0WAQQojFwbwqMLz377rA7x7Ae+epOkIIIYRY/nwOwC845z4B4E7IulNcAU5+v0IIsaDMqwJDzIxTki4hhBDikpB1p5hPvCKuCyHEgiIFxiJCLiRCCCHEpSHrTjEfaItJCCEWB4stiOdVif5TFEIIIYQQQgghZkYKjEWErBKFEEIIIYQQQojKSIGxGFBAKCGEEEIIIYQQYkakwFgMyPRCCCGEEEIIIYSYESkwhBBCCCGEEEIIseiRAmMxIBcSIYQQQgghhBBiRqTAEEIIIYQQ4iKQ068QQiwsUmAsIvSfohBCCCGEEEIIURkpMBYBciARQgghhFj8aM0mhBALixQYiwBZXgghhBBCCCGEEDMjBYYQQgghhBBCCCEWPVJgLAJkjiiEEEIIIYQQQszMvCswnHNvdM7td84ddM69v8Lv9zvn+p1zz0V/fnu+67hQePmSCCGEEEIIIYQQFUnN58Occ0kAfwHgdQBOAnjSOfc57/3eSac+6r3/nvms20LiZIIhhBBCCCGEEELMyHxbYNwB4KD3/rD3PgfgEwDeOs91WHTI8kIIIYS4fGTdKeYLLdmEEGJhmVcLDABrAJygf58EcGeF8+52zu0GcBrAr3rv98xH5YQQQgixtJB1p5gPnMxlhRBiUTDfFhiVvv6TldnPANjgvb8JwJ8B+EzFGzn3oHPuKefcU11dXbNby3lG/ycKIYQQl42sO4UQQoirhPlWYJwEsI7+vRbByqKM937Aez8UlR8GkHbOtU2+kff+Ie/9Lu/9rvb29rmssxBCCCEWL5WsO9dUOO9u59xu59wXnHPXzU/VxHLBy99XCCEWBfOtwHgSwDbn3CbnXAbAOwF8jk9wzq10kZ2ec+6OqI7d81zPBUL/OQohhBCXiKw7xbwho1khhFhY5lWB4b0vAPgFAF8CsA/AJ733e5xz73HOvSc67QcAvBjFwPjfAN7pl7na2+m/QyGEEOJykXWnEEIIcZUw30E844XDw5OOfYjKfw7gz+e7XkIIIYRYkpStOwGcQrDu/BE+wTm3EsA5772/+qw7hRBCiOXDvCswhBBCCCFmC+99wTkXW3cmAXwktu6Mfv8QgnXnzzvnCgBGcRVYdwohhBDLESkwhBBCCLGkkXWnmC+k9RJCiIVlvoN4ihnQXpAQQgghxOLDKee9EEIsCqTAWATo/0QhhBBCCCGEEGJmpMAQQgghhBBCCCHEokcKDCGEEEIIIYQQQix6pMAQQgghhBBiBpS0RgghFgdSYCwi9H+jEEIIIcTiRWHLhBBiYZECYxGg/wyFEEIIIYQQQoiZkQJDCCGEEEIIIYQQix4pMBYRHvIhEUIIIYRYrGilJoQQC4sUGEIIIYQQQsyAc3L4FUKIxYAUGIsIp2gYQgghhBBCCCFERaTAWETIhUQIIYQQQgghhKiMFBiLAFklCiGEEEIIIYQQMzPvCgzn3Budc/udcwedc++v8Ltzzv3v6PfnnXO3zncdFwovAwwhhBDiktHaQgghhLg6mFcFhnMuCeAvALwJwE4A73LO7Zx02psAbIv+PAjgg/NZRyGEEEIsHbS2uDTG8kWM5YsLXY0JlEoehWJpwetQLE2/k+TncZepa3Acg2N5HOwcmvLbWL6IkVzhku7nvcfgWP6izh0cy+Pfnj8z4zn5Cu/qmeO9ONY9fMF6LHVGc0XsPzuIEz0jFfvhSimWPIbGL+39Xg7ee/SP5HGmf/SK7xXPnYV4v8WSx/mh8Tl/zu4Tffi7x45d9Pl7TvfjVN+l922uUMLwRb7//pHp5/RymGszkZrn590B4KD3/jAAOOc+AeCtAPbSOW8F8Lc+9Pxjzrkm59wq7/3MX9MlTPz/ZXGZDzYhhBBiDlgSa4tnj/fi7X/5nfl6XJmN7/+3eX/mcuZvv3sMf/vdixdklirv/YeFroG4UpyTdfds8//7zIsLXYVZ57feci1+9t7NC12NS2K+FRhrAJygf58EcOdFnLMGwLwtMp482oMPfuMQvLewmt6H3N+xRiv824e/vQXgjM8D/x5d5/n36GQP4PmT/QCAf3nm1IzatOVGpX7x3lfsW+7XUvmaSX1K/45590efnO9mCSHEnPEnP3QzGmvSC12NxcaSWFsshPJCCHH1IuWFuBj+33/bJwXGBagUrnLy9LqYc+CcexDBDBTr16+/8poR4/kSOgfH4ODgHFXIhUSn8TE34d92ogPgEoBDIvwW/R4H64yvi26JV+9ox9f3d2HHinqcGxyb1bYsdib0sXNIzNC3DkAi4ZBybto+dQ5IUFTUq60/hRDLm5JWpJVYEmuL11zTga+91Dmr9xRCCCGuhF97446FrsIlM98KjJMA1tG/1wI4fRnnwHv/EICHAGDXrl2zuqJ75bY2fH7bvbN5SyGEEELMDUtibfGRn7p9Nm8nhBBCXJXMdxaSJwFsc85tcs5lALwTwOcmnfM5AD8RRQy/C0D/co5/IYQQQogrQmsLIYQQ4iphXi0wvPcF59wvAPgSgCSAj3jv9zjn3hP9/iEADwN4M4CDAEYA/PR81lEIIYQQSwetLYQQQoirh/l2IYH3/mGEhQQf+xCVPYD3zne9hBBCCLE00dpCCCGEuDqYbxcSIYQQQgghhBBCiEvG+WUQ0dw51wVgtpNytwE4P8v3XGws9zaqfUub5d4+YPm3Ue1b/Gzw3rcvdCUWI1pbXBbLvX3A8m+j2re0We7tA5Z/G5dD++Z0bbEsFBhzgXPuKe/9roWux1yy3Nuo9i1tlnv7gOXfRrVPiIks9zGz3NsHLP82qn1Lm+XePmD5t3G5t282kAuJEEIIIYQQQgghFj1SYAghhBBCCCGEEGLRIwXG9Dy00BWYB5Z7G9W+pc1ybx+w/Nuo9gkxkeU+ZpZ7+4Dl30a1b2mz3NsHLP82Lvf2XTGKgSGEEEIIIYQQQohFjywwhBBCCCGEEEIIseiRAqMCzrk3Ouf2O+cOOufev9D1uRyccx9xznU6516kYy3Oua845w5EfzfTb78etXe/c+4NC1Pri8c5t84593Xn3D7n3B7n3C9Fx5dFG51zVc65J5xzu6P2/T/R8WXRvhjnXNI596xz7vPRv5db+446515wzj3nnHsqOrZs2uica3LO/bNz7qVoLt69XNrnnNsRvbf4z4Bz7n3LpX1iflkO6wpAa4ul3katLZZN+7S2WKLt09pilvDe6w/9AZAEcAjAZgAZALsB7Fzoel1GO+4DcCuAF+nYHwB4f1R+P4Dfj8o7o3ZmAWyK2p9c6DZcoH2rANwalesBvBy1Y1m0EYADUBeV0wAeB3DXcmkftfNXAPwDgM8vtzEa1fsogLZJx5ZNGwH8DYCfjcoZAE3LqX3UziSAswA2LMf26c+8jJ8lv66I2qK1xRJuI7S2WC7tOwqtLZZs+6idWltc5h9ZYEzlDgAHvfeHvfc5AJ8A8NYFrtMl471/BEDPpMNvRfgoIPr7bXT8E977ce/9EQAHEfph0eK9P+O9fyYqDwLYB2ANlkkbfWAo+mc6+uOxTNoHAM65tQDeAuCv6PCyad8MLIs2OucaEISZvwYA733Oe9+HZdK+SbwWwCHv/TEsz/aJuWVZrCsArS2i05ZsG7W2ALDE2zcDy6KNWlsAWD7tmzOkwJjKGgAn6N8no2PLgRXe+zNA+E8aQEd0fEm32Tm3EcAtCDsJy6aNkQnkcwA6AXzFe7+s2gfgfwL4NQAlOrac2geEheGXnXNPO+cejI4tlzZuBtAF4P9Gprp/5ZyrxfJpH/NOAB+PysuxfWJuWe5jY1nOCa0tACzB9kFri6XeRq0tlk/75gwpMKbiKhxb7qlalmybnXN1AD4F4H3e+4GZTq1wbFG30Xtf9N7fDGAtgDucc9fPcPqSap9z7nsAdHrvn77YSyocW7TtI+7x3t8K4E0A3uucu2+Gc5daG1MIpuQf9N7fAmAYwexxOpZa+wAAzrkMgO8D8E8XOrXCsUXfPjEvXK1jY8m2W2uLMkuqfVpbVGSptVFri0mnVji26Ns310iBMZWTANbRv9cCOL1AdZltzjnnVgFA9HdndHxJttk5l0ZYYHzMe/8v0eFl1UYAiEznvgHgjVg+7bsHwPc5544imFO/xjn391g+7QMAeO9PR393Avg0gtnfcmnjSQAno907APhnhEXHcmlfzJsAPOO9Pxf9e7m1T8w9y31sLKs5obXFkm6f1hZY8m3U2mJ5tG9OkQJjKk8C2Oac2xRpx94J4HMLXKfZ4nMAfjIq/ySAz9Lxdzrnss65TQC2AXhiAep30TjnHIJ/3D7v/Z/QT8uijc65dudcU1SuBvAAgJewTNrnvf917/1a7/1GhDn2Ne/9j2GZtA8AnHO1zrn6uAzg9QBexDJpo/f+LIATzrkd0aHXAtiLZdI+4l0wE09g+bVPzD3LeV0BLKM5obUFgCXcPq0tln4btbYAsDzaN7dMF93zav4D4M0IkacPAfjNha7PZbbh4wDOAMgjaO/eDaAVwL8DOBD93ULn/2bU3v0A3rTQ9b+I9r0SwYTqeQDPRX/evFzaCOBGAM9G7XsRwG9Hx5dF+ya19X5YpPBl0z4EP87d0Z898bdkmbXxZgBPReP0MwCal1n7agB0A2ikY8umffozf3+Ww7oiaofWFku4jVpbLP32aW2xLNqntcUV/nFRxwghhBBCCCGEEEIsWuRCIoQQQgghhBBCiEWPFBhCCCGEEEIIIYRY9EiBIYQQQgghhBBCiEWPFBhCCCGEEEIIIYRY9EiBIYQQQgghhBBCiEWPFBhCCCGEEEIIIYRY9EiBIYQQQgghhBBCiEWPFBhCCCGEEEIIIYRY9EiBIYQQQgghhBBCiEWPFBhCCCGEEEIIIYRY9EiBIYQQQgghhBBCiEWPFBhCCCGEEEIIIYRY9EiBIYQQQgghhBBCiEXPnCswnHNVzrknnHO7nXN7nHP/T3S8xTn3FefcgejvZrrm151zB51z+51zb5jrOgohhBBi6aC1hRBCCHF14rz3c/sA5xyAWu/9kHMuDeBbAH4JwDsA9Hjvf885934Azd77/+qc2wng4wDuALAawFcBbPfeF+e0okIIIYRYEmhtIYQQQlydzLkFhg8MRf9MR388gLcC+Jvo+N8AeFtUfiuAT3jvx733RwAcRFhwCCGEEEJobSGEEEJcpcxLDAznXNI59xyATgBf8d4/DmCF9/4MAER/d0SnrwFwgi4/GR0TQgghhACgtYUQQghxNZKaj4dEJpo3O+eaAHzaOXf9DKe7SreYcpJzDwJ4EACSSN5Wg4bZqKoQYg4ZwSAAoAb1C1wTIQQADKL3vPe+faHrcTnM9drCZTK3pTs6kBm004pZu40j55NilZVTI9HvJbuuUG3XpcboeYVSuZxrsD2ldHSPUrLyM2CXIT1iz3Er8vbM3kxUHzvZFenChNWpUG0PKtTQKZnQyPRZaje1K19v13F/JPLhnGLGritl7HdH1fDURia+X2qksqtzscruXayxc9L9djw5OD7lOp9Nl8vjzbSPRyMkPWzlUrRS9jyCqDyhfhP6lO4RPTJB1eE+SA/Qe6u3+hVqqV2D4d7JYTu3WG3n1q22Sg8XrLOLfXZOIhcX7NncLq5TokDjl/o67o/0sP2eyNHLd3buhPHB77x8YeV6TOxTK+YaXFS3iffKdXcBAKrr7FNWsmZPuEdcf5e2CiUGae4N2c1Laau/T1IF28I7yI/aQ5I5+zk5TvWnduearZzpn3pfl6fr6HH5WvsHtz0RdTv3nW+2d1EscMPtpE2NXeXyqeNtAIACfdsSDfaQbTXd5fJL51fYc9JW12TUl37I+ivTb/XwKasHjyVfYRvdcdfRt8FXWUemBuzC1Gh4TvVG+7Bmnc2R3mMmH+Zr6bqxqd+VUorGeXrKz6F+9D75f5D0cKjHhG9pA82RMX7Pdl2CnRjdlNuimKVza+3kBFUkP2aVzfaE4wVqK7eFv7fx/1UAkMjZU3ON0TzL2PPcgF2YoPrz/wf8TR7tPDmna4t5UWDEeO/7nHPfAPBGAOecc6u892ecc6sQdlCAsCuyji5bC+B0hXs9BOAhAGhwLf5O99o5rbsQ4sp5yn8DALDL3b+Q1RBCRHzV//Oxha7DlTJXa4uqNev8hgd/BeMrbDGfPWfLpupOu65/hy0mOx4Pi7iqbrsu12iLv+FVtrBc8bgJnYObTHMQC1nVnXaPYrVdd/J77Hntj1qdxppsARkLS837bYHZ8PJQuZwYt1Xo4Pamcvnc7SzUh2s3ft6Eg/T+k1anTavK5d5ra8vlmq6w8E2O2AL43O22EucF8PBto3b8hEn9mYHoGRWUQ8DERXn9K0wgG3rU1swbPh0d7+mz69Z2lMsHf9UEfX/OHrT2a1bv/k2hf1Ok1KjpsvcyTu+2useu67rB3kuuOfRjaY31Y9WL1tb1D/eWy6dfY1LuwI0mFa/9XHhO3aH+8rFzr2wplxvfcapcPtndVC43f9HGVe3p0PF926zdA5ttfKz6to2rzIC1ZXi1dXb/ljDGmg7Ydc1Pm5BbarB+HFpnz+68zcZVXWQLNUEpR1Jb02F7drbbtD4nXx3uV3fKTu69Fjj9l38JALj5lveUj3dfV1l5EiunBrbaM1qet3NXfPrlcjl/jX0y+rdYZc/fEp6f7rc2bfiiDc7EmA3wfLNd132tzYGOZ8L5Y+12bHCt1aOm0yrdt82ek7Whgt47wvjY+Amb9907WQFm5+apPNZgbb/28XDvztutT2vXDpbLI3mr0+Zn68rlxsNWv3PfG95R47dsTHOf52iPuX23jWlWGJx6Vah3ghRBDUetTufvsx9q91qfrfvX8+HZf2Vj8LZG+2/ty+95Zbl87E02HptenqrA6LrDKl1zytrNc7/pkM390/faOR1Phvvx973vRhsHVacqa0TWfn1syjFWNB/6QRs/P/3qb5bL/3rC9PUj37Rv3upvhXE1sNneRZKUNadeb/du3GPfqGwf9fUD4X1uXHXejv3b2nK5/Tmbk8Uqa+/ARmvjc3/5K3O6tphzBYZzrh1APlpgVAN4AMDvA/gcgJ8E8HvR35+NLvkcgH9wzv0JQqCtbQCemOt6CiGEEGJpMB9ri1RtAS13nsPpEyYksjKj5owtoRoO2CJuNGxoovY0WT7QVmKu0Z5x/iaTKkZMF1BWjgyvoB3207TjWW2L+dSo3Xt8M1klVIfzxxvYUsHq7PImxNQdNcVG32aTNsZuCYvrg+80gXfDw5vs2bRbXUzzDiNvU0aQvJC/xwSkL9z+oXL5D8+9vlz+9uduCvXvsHomj1XeBew6b1Z9HcfpQXGg+kZrk6dd9cQRW+QX6qzOQ6usn2rOheNsfTNMv7c/1mf1uKOpXB7rsHr4ZCg3P2rP67vPFDdnhkxpke2161Z+lYTR6H3mm+0evEPdNWTC5ZY/sPeSOGYCeWl92EHveytvw9rzBjaSgq6LBLFtbIET/k4PW3+Nr6lsBT3aZveoNh0TWvYFASh7wqTxQpu9Q5+267puNaEzVmr17bB7VXW58ljo3WHtyjeSBUmj9UfdgXTUDmvTWKvd7+z3by+Xh1fb8WyPlVc/Eu5dd8SUSWOrbC4Xqkzo5B3qxqNWj1RnaMzIzpWohCvSdYesr7uvs75J9IS2JMdMoGw4Zr933kZKHJoWyWb7fnRfXxXdg6yHnrePFBsesXJhZIU9p/kbYUy2vGiS/oH32NhtabP5njtiY50t02rORr+TgW79CbKk6CKrIrJK6LslvLx7G3aXj/3lU68ql9e10JhYY/10niyd1nw96pwq/m7ZdQM7SKHWZ8ez3Vb/9HB4t20vWCdV9VpFa09NtQYDgHy9zblYoRNbcwBA63P2jP8La1fNabKwYOu2SPnBlnfDK63OK79Jc5kSeWTZYmYw9E1nnb2MIr2XXJPVmS21pto0zh3zYYGxCsDfOOeSCEZcn/Tef945910An3TOvRvAcQA/CADe+z3OuU8C2AugAOC9ihIuhBBCCGLO1xb5YgKdvfVweVsoVp0lE+mhyib28YIu+/KZ8rFck+3kshDA7hpJWt9Wnw+Lz6Fb7b51ZC/iTpiAlO0zoShPyhEfCW3uZVvdprtNwPAZWgKSK0tNp7UrVReE7L4hW+yPNVkfNPSwT4QVM/FxMuZo3WfXJd9ggl93ydryYrdpccavDc92500IYDN97seWR+weVdQfZXcGMtMfWk+WLptMidBQZ+UcKa2aDgUhKjlqw6VvuykRTrypqVxuPmD9mNxtz4yFPd4FLw3Ye+nfafeuP2D9VH9yqiKIhfv+60mhxgoi2vXPHLCOSgxEbayxPvjvr/h0ufyHe3+4XE6N2g3rj5JwG11ad2igfGxkg0k34w1W/7E2q1PSuheJ/NSplzppu72ljiYrJ6yvq6Jd4gmm/hmUx16KnlEYtXOym8l050CYJL7O+q66kyxxaFqwFUF1D7lqRcqFQgNZT6y2C6t67UI25W84bBUstoTBwO4mE1x1WCFI3VVP+9p918Tn2jPYcqb+qL2Lln3WB8dfb+8/VmywQpDHaeNBK2eGqF1U19angvWDI8uTTI2NCUfaE3Z3KZJRQsOxUG8WiFPDNJfXkBKBLLWGVocbPnJ+a/lYkpQdbP2RrrbvVX50quIg2WPHJri3FKmtz/aVy3Ud1lFHfjzUO3mOrGyeJqXzqLWlmxTXbc+Z8rj7+qCEHG0jpXQT1YM0BPz9K2b4lHAO9yOPY7YM7L7eXkDGdExIjIXGt9bZ/xc9I/afS4JcnbLnrU95Xs41c67A8N4/D+CWCse7AVT0+/DefwDAB+a4akIIIYRYgszH2iKZ8KivG8PwYVvst75oi+h8na1wm142wSTdEwkKKTZBtuvSg7QjSLtaaZMH0XNtuHeGzMUbjpgA0nOd1YkFgkyf1Wk8Ez2HBYZGuy4xaivgsbW2e58kX+ihoSAo1LTas9Mjtvju32b3y/ZzrI3QXp+knbqc/X7koO06f67t1nJ5cMwW/8XhaHFdQ37YRWofxRNwtDvO/XHuvmBaPWb6CFSZpTkKpJjpJ4EmTefH9R5dYXUbXkXCcZ+dO7SGdkVphV17JvRpF5np//KrvlguJylQwp+f+V47Tu8i2xPe13gz+buftYekVtk9PMXiAO2y+prQhmSVCTFf67u2XOa4HX1bWSi24227o7FetPfCbjRsrZExPRWG11A8j/NBMPJpcrNZZy/08E/adfA2TtPfDZIaxygZq7Z3PrjJ+qD2hNV/7IBJscU14ZzafSb1NR0yM/4zryC/FurGxpc5YED4IV+XqnjuaLs9u/6k9TXHu8hFljSsFBhttX6sO27flNGVZNFB77NYW5ry7ARZPzUdNuEyOUiKLNKc1pwLf7M1T+Nhe0Z1pykluq8nZSgJvGVrkTxpQYjBYat/DX0Hmki5VqwKfTnaYeP71H02IFu/YPfLDNHY+9kw+c8N2cd09aP2O/dpftju3bCf+vpIaMyZV9q3bXQdKYL22XseIgs1fp/tbeHD0jXGHyaylhm1vuHv0ViH9U1sWcLuQ2MtZMV0htywzpAFFMVPipW2bIHBcS88Kcb4G9W3hf4RjbFTu02hvOoQxd/IsyKlUPH4XDOvMTCEEEIIIZYCrjeJzCeb0UaKg65bbOHfcNwWdKUsmWp3Ba1DboclOem9xhb+7Gvc9qIJGENrTECui9xPxhtpAUy7m837SBikXcpxMtl3ubBQ7XjMtCBHvt8W18UMKWb22P1YAF3XHoSDk09bWwbNFRr9N1udOr5pS8reG8JuXc9OuxfHDGl+zsrDu6zdzbXW15kvh3us/Oo5VOLk91pAwVVfOms/FOy9DK2emmhmjMLKZboqL4PXf9kE2uRIaOO5XSZMFTeYcJl82o4Pb6BAg2usLbWfDoJRDQnVT/VvLJd/fuXXyuV8A++cknvHpiDo1Jy1PmdrgYEeE76qVpqgVrXCGpxvDPeoes7e/deGTYFBsSIxst76kWNqjqwO7d34GRt3vMM7ITAgbaBXnbebd90dTDPav2tWF2d+weZC4qgJo9leu6755fBeOm8xoS/X5Mv9wG4QbP3B8VKSK8K7G/UUr+G71oCRHVaPTX9v92PhNnbnGm8kF4jOytYJo+TC0LvVXtjgtsjiYJQUofutnmfvtOeNk8DbdNBexrovRe0jQbqYJUuQThunfTfYDno9uVmlI0uy+gMDFc/tvMW+XcObbUy0PWH1LjaGvjz3OhtriRetzvXH2E2JguyuJCuI6B1xTBa32uo/dpKULtTX8dvqPWdjpiZDLn3t9ry2b1EAX7LMSJ4JyofmPXaPntvsGUVS7A2tsffJCpixSIuUqLX5mchZ3xUa7Ts3co2Nsezr7PtW/eHwcU2P2rNXPm7PYMVkvoHiV/SQOUakfMjXWT37t1PA2gK5x5G13Viz3bvhcCjXnuWYODaZM6dNe5XvMOV37T7yE5tjpMAQQgghhJhEIu9R01lA3zaKk0AuH2fvtAXips+yfXxYPHM2CTZHZpNx3sEbb+JyuDdbGdSdsnrUnLNFcuq8bUc7cg73GT/lGWydwO4YvBNXrLL6HX8hBAFIU5w5vs6TafXEjCnheKGWFs7kijNqugf8654byuXqA+QuEslvudUmTHGE/9Vf77NnN1jfJEasgvnofbEAwrA1Bu8os6DgomCnvItZGrcO4/7IUtyIXAfFPakP96vpsr59dN+2cvknOr5dLhcayeKEzMDjMcQZSzJ9JiDVHbNy7RmqFFGoDWOymupRqOGsLHY80031bycl2crw/PO3mLDH82KYdq5bdlMcgV02iFIjQQGRbzMhnT26SpnKc+TUvZEChixuak65cnaX1AhbONDYG7P3UlsTTh4skRsFKWAan7IxmKesD2mz9C9nbGCze1ZmxO8bmOiaMcFqKB/O4Wwe7AIzsIncdlqs/1s+aWYtuRVBeCySwJ7ptwdynBt2KeDgwIXa8I5ciZRvIzxveWJbsfYMBymOLWNIIG5lpQopLcjrjK22BtaHNqTI9aeqxk4ea+P3RQEnD4YYGNVr7Ds4tNbGZuMRUk51UDYUcpMZuWHNlPrXHbA5zhZIVT1kMUPWIrl8nN7Gzp2QuYa+KYmk3eNPtvxTufzz4+8LBWpf5pApOE59/wZr11HKNkOBNN14OM4xT5peovFBWbUYtgas7o7cIPtsLOUoVke2kz6cpMA4fy/FcyHXo7lACgwhhBBCiEnkax3O3pGe4CKQJEG+uNIWgj07bTVcXx920U6+imI+bDTpJ/UVW/BV9ZDQQ/ErRjYE4aD6BAXd5F1uSqWZb7dnc1aEOGgiC/R8Dw5yOEHgItk3dgHY8EmzcGCFQilpmoFaEoqO/WBYRLe3067ugO3OskDcsJsERlpEl3fy2QWCzJ9Hye2F25Ucs935+lNRekcLR4Lu62nHm8yiWfBjgbDQFNpYrCahrt/eS8eTJsUe/R5qAEkQuaiqtSQEr/qy3ePnxt9t986RwH4/CX6RYNf2dZPeG45a/5+/iepcQ8qMVtMWZftCe5sO2EBuPGTPOPE66zsWvFuetro2/3BIIXL2gMV1qea4KeQi1f60CdubftJMcJ4eDYFgC9UmlP76DSbIffy/PVAuH/4hk/rjOBo8RmvPFMspMWstQQ4KlLXn3lc/b+XGAwCA//fQO+y+vWY2khy3Og1stLZw4MixyNKJLQsayV2j6ybrR1ZatOyzMdR1S+j3P/v+j5SP/cfET5XLmR6y6iIFzMgmm3/JsXA/zjziU1Zue56CspLSk2OQHP2R8HfqrJl5bPknmrfbzFSh8WVyx6hj66rQdu84mqQVOV7QaBspZibEDgp/syK0Kk1xSl7iMWZtSY5G6aIfs7k3SlZWpaT1Xccz/I7shY61paJ22H1rKWhyut/mS+911h9c/+xnw3spUfvSI1b/kZUUZ6VkA/i6tI237utD4zd8ps8aUG1jiRVcnGWHg7wm+oMiJzFOFjyvsw9Pusqe3feUdRQHqY3j36SG2JrEntH/alO+sjJpuQXxFEIIIYRYWlSXULhuGInnSEFAAqgj8/gUpamLg+8Va0iqLlB6xPPsS0y7g1vINSC63cQdcROyxlab8F7IVlY+xAHySiTMtr1gz8uTv0DdCVvYj1Lmk74tYfF/7jW2s8Z+zo2HKUvADrLTj25XIikm30SWBeMmVLB1yvhWFqyDgDHeavXnIHFcfy6nhykI5rHQIROi5ld204ejQKbFRnLBOBsEgo4nTFnQey0pFvopEOgRei/nTDCJzfQ50j8rTFZ824SUwbUcyNHqF7tJlFobphwDgFwH7dJTwFQOBjmyIlzQ/ILtVhfqTZBjSxweS3Wnyc89Usyw1QVbD7U/R2OMgonuPkkpPaIMIGzB8Pt7LANN81brx46nrM8G14V28e6573NlYbllL7Wrxk56W+uz5fLfnn1FONd0GhjebloGnssshXPfxMYbOcrww7FJOEbHCG1Kn72P3D++GMq/ce3by8dq19gHZoRcDjKHrR9LSbtH7ZEgdTY0WWpgjofAVhcFcimofZZcrkaDwpXft0/ZPVhoLtFcTVCWlPM3h7nBgVpZmB3YQHFRyJqBrZrG7oo67Yi9t84jplS55oU+q0c1xbI4FP4e4eHFVi2cXaWWrIrYui2KUcPftglBVCnldNN+e0en7yUrpEihM95KliyPswUDpZFO2zn3vfi2cnl0c3gJsdI0PJwtWezwWKvVteNpyiBSHZ3EMVmGyD2RFBilrN1jnCxmkpG1XA2lDS/RmBjYaOVVrmvlBgABAABJREFUbz5eLg99ej3mCykwhBBCCCEmkUqW0NY4jOJZk9RanrfV98lq2wnNDFK8gI5oN+8MKRaO2YL07J32DE6vmiErgcZbgvlEV9FW2T7JPgy28GRf5/E2WxhnD4VF5thKSu84IW0hWRzUkF/3k2ayPLQyBHHjKPdVlOaz8zYKKEkBR2sPRgH5jlgggkQ7CQdkzdDxNKU2zJug1rQv9HWuxY4NbLCKDGyy5xUpBUf703Y83RMkqnSfHeu5pqlcPmEyM1Z/gzK79JLLxIrQf8Mrre9WPEHaK4q50brbxsfoGuv34UhxUCBTbw7amq+xezcetb5hhU28K9q/o37KMQATMiWwsM0KrjgTBStrDv0MjasRcv/YS24Xz1sKnIPfDUJKoYn843s5jTAFz2wxwalA6SdRCHXqpRgqr1lj6TUe+UHLKLHuozbGSlFgXG5fcryEOAbqkbdan3Pmjr1jJt2+8PWwe7xxrwmisQsEADR2jdNxUuZtpZS20WOquyvHCMjXkEk/+W3VHbI+GIriI1al7Lr+PvvW1D5n47F1L1kcjNkze+9YEd2LlFRr+Ntg7eKMNr6JgvYOhrrGaZcBINlNFmPDdm6/vRYkybUkjuvDLmodz1Igyibrj0FSZrASwZ+NUrEesGP92+wZ53c1lcutz9nkiYOg5sn6zNFcGFrPLjp2v7bdNkDO3xiOp9fZeF31bXLNy5HSuWTjY+2X7b3s/9lQv5pTpPzpt3PTNJaKlIHop275brn8e08Hq6BRcj9jBUbs2gFMdHOLFZMAMLQmuNRw+mzPLje99j79Kqvfhr+i73MU0yndZeOg0GxjM9dg9T9wxAJ9bnmeTBTnGCkwhBBCCCEmURhOofeJDrQOV95R5ngGnGXER4vPxiMUuG595R1I3kWr7qQgh11hl71+vy3T+naSywQJZ/1byPqgn3bRorUkKzh4h5HTcVYf7iuXB2+03dxitGYtkGBSQ3HaeKeZfa5jl46VT9iC9tBP2/OSWQ4AScdpF3jgA5Hy4S9s4TxMMTnZomPdl+14FQmgiV7q7PhYrsmeTQ0ba+asG7TrGSkdspRRo/ocLdRJwBjrsLr2bJ8aoLDhmLU7NWj1LNRQtoV3mh9E/vds+75vaxAa2Bw/e8ruUXPc7sG79NXksz/WHgS0EmW14AidnCa4QLu9GLX21ka6jKG1FMSRrDES1OUpiveSbDBhrxSnxi3YPR45ZGbp7c1mmlHK2C58PK5qz5J7TkMSPlL0ZPqoWRutr//u5TvK5Xi3Ok5ZCUy0VGh91gZ1qd06gV28kpExFLtlsJUP737X2Qb1BMVLHG9hNE8HezgfpjHaZuewEjJO11p/iiwtKG0rKx5HKDNK3RG734onwrVn7qMH5miXnu7B1hgcC6KcsYbazTmUOZgrW2bUbzGtZ+6J8J6zA+QOkaO2kCKuWGuVqu4KNx9abcc4ts3oCntgP2XWaXqZFG1rwntMv8SuOJxHtTJjq02ZGAeQZcukYgNbN5FFR7WNm9977g12PGo6x84oZthSbozOtXs3HDBFw/mbw/8dI2ut3W+/0SyQHj68s1zOjVJ67Dbqv/PR+0+wWxplPKJAvTn6ho6sqjx+5wIpMIQQQgghJuETQKHGo+asCYlFyjZS1UMB/npsZV8TKQwcKQtWUIyAwXUU+I2FIgpulz4dFqfDt9p98y+bgMpKEL5uZDtlNUmEewytI3Pf79jCmTMU9N9oQuLIChYawt8FsnDovcZ+b6B0i/XkhsI7/DG1e0xoHruFFD60k9h7HblYDIZt7jrKVMBWHuMtdt0w1dknyFw63mVfa3EguL847SwLsekBE+CG1kQSCStoKHVgscl2/UtZDpZn58c++SMU9C81SGUSCI59x8ywq6+x46lIrs6QgDfeYgIDByotkEVHmhQUuWhspjnFIpmzw9H47qPjDWT1Ed0vwVot6psEKdfYDL9IwmhqOJQ5+83ZV1EWm4w1JjshvWP4i+MvFKrNXYpkZrQ8a9eNN9lEqz3SBwAYa7FjXGfkeWza4boTHPg0PH9CSlMWNE/SXGBXixutXdXR92P4UZt75BkxUZm3mQVaO95wLNyDgziOdVj9m1+kOBr0joY3mPImdr9a8zV737lNpsQskK6L3SMyZGERP7+40b4pVbspAwfFisgMkqUQKS9j6w1OHcwuUqz8mZC+Nvp+cKYWVrQw7D7GATuTQ+F+E7LVDFOK1xab44khUyKMttO3KcqyM0qxkfK1HOyX2tVP6WjP0vc26uuh1TRX6NtQypALDCmqRldTeuxovBWa7Bv16SduK5c3fcre2/E3WIPrjpiGtlgXKTqzZDVSxcoMq1OKLKs46PBcIwWGEEIIIcQkqnqK2PrxAYystcVr182cus7OTY7VUDkKHEnyXf8mW7ByGs9Cgwkb1c/TovWBcPPWGtsNHicz4fGPmtnuMJmPZ2rILWRztFA9bRLI+ettQZoZsjL7v3OKwni3nV1kONbFOKXeq+qz+uXqQlsaDln9WahIHiJlTKel0qw+ay4n41EQOt6RPfNKyrDQZ/Wo6bL6cQwA/5odAICum2nhv4akmAQpLQbtHeXJRLpve2hj/VG6jAKjjm5osuO0gO/bSTvJ4+EeabLm4awEoyYvTsgCM7jRjjccDOezC0FqhLe2rU+HKNVtx+P2DuJd5eG11P9d1o+c6ra6iwS4VhN4254MYzM9Yvb/bNnDyoDqMyZ91VBMkGEbvnZd1i7MfssUJjyPRu4IgyhLfvy5/Y1lwTNHgWnZoonn6njkUtVznR1b+3WqdJrcFq6nQLw0R9p2hzE0sNGUZd032e+NL9ucW/ENG9+rvmRC4tjGIHGnSKEGMuxhxUG+jqxuusk1IComxm1MVHXa+2zebzcfb7b5OdJO8TDOhjHEgWtL6cqKOFaCjLaS+1tfVGeyrOq8hcYYWS8NryOLn8eayuU13w2N77rZGh7HtwCAMVJQ5CmWRRxEkt8xB/VFivqOFKDZPqtr00vRfKf29V9jsWYSpHyoIYUDZ5SKAzKnxnleW5/XH7N3kRoiZe4Kq2zLltCI7hNN5WNtj7MSipQuVKcsWZ3FlhlVJ20ctL5YOfZRx5N2D85Y46LYTKVqjh1k5276dF/F64p1NGjnGCkwhBBCCCEmUcwkMbSxbmImgutMGBymYHP1J6cGTcz02wKZhXDeyWp7gmIikHDbeSgIh921tojuWNVXLg9st0Vo/VFadT9BO6uRDFjYbkJkYZht/a3Iu3y8s56KFswDG2wxPLjJnte0j8yiC7yYD4vaApl6s7UJW264flJyDJsCI64/74LvWG/BB/cXLK7BaCtZM3BA1WhXnK0ump6muAZk8cFm7gPraedxTRCski+TTwXFvSjUTBWmgImpOxuORPelsZTpp4wO9SSYUBrJIgXZi/uh+oRJg76KLDCy01jo9Fn/Dl4ftGcsiLIrTssX2XWAhHc7HW4kdCaP11P30RlrTQpPHjRFRN0JO6Xj8dAGDiDqvmBtGW21c8dJ4Zc6ENrY8QqTVnvPNJaVCzXX9JWPF05S9hJ6/2fvCu82tc7M7uPdcwAYWW915jHRcGyqVRFbYZXIAqamk+Ix5EhhNmJavGJVGOs8vtlCYGi7/SPdTXFA2Eo/cjWo2WNxa9qz5nbkOehtHVlpUP/WRlOKXTQ42GV1N1mkUHDYHCXcGbs1fEA+cuvfl4/91Kn/YPUfIuVIFcV4IWXRmbuD8FtD1mrZfrbGqBxnJU7FmuIMUTRVOe4Iu95xAOVYOOfsPENr7SbDK2kuv0yDaeVUgX2IFDRjZCVWT65EBZpzyJBVSzJKgUrWSuwyluq3+ZmldzSyxgZf/UthbjQ3mMbn7CvtcdnzZGVlujVUt5OLYvTdH2+ycZcniw9XogwnTXa/umPTmL7MAVJgCCGEEEJMolgF9G1LTohTUey2BWuzxRxE3cG+cjm3IiwEj7yV/KkbTBKq3WMSCKdoZd921xoWyfdvtS3IPR+2LeMaWqDHfvAAUE27kLFJex9Zh4zfYAvM8V7KTvI0KVW+ZUqC0a1ByOLdtz6K+TC40coN1B/xYrfUXDkNZZFMyv2gCZJrHzYTgHP3B7OEupMmVCRI8vYUqI8FSfYfjxlvsetGNtBOIwkPDUft/N4dVu9r1oX+GO40s4ZSo/UpC34cGJUVACMdkRXHcavHiffQmKg2JUPH/7CO6rnOBIVcpMsa3tJUPlb3nAXXXPMNE2KGV1P8DaprPE6HN5s2qZ12eDMnbYs6v9qec/YVJq22PxPuzbv4NRSwdiTBwVDLxQmC8NiKUKeh1TRHSAfSdND68WwbBYq9JdywucrG8dFtJRSiAJSDR6ldJPyON9KYuCGYFCR2k1tMr427kw9Yn4+usTqnRiiWTLT7fep1dtubdh4tl088s6Vcrq+1/nDjJoDG45Stn1ihlhyk1LX7Ku+8x5YXvtbGDFu9FKvsHrUUJDhPikUWQMvPGLV6DK+y/h/YzG5W5ArSFdr4nmd/tHyMFTMcs2ToWptzq15llTqyP5jltO6z6zh1J6cX5qw3ycjigRUqtWeov0gpVH/Y+qZE7oDt34y+eXnKqvSAuXLlt9h4G7jD5tmGv7c5PLQm9GmxnjMNUQyjrTYOWp6xOnEg53PXhW9ey15rX/f1du7wClKukQ6EXe+aVoZv9opv9VmdNzWVyxPS1JKbWJHc32LXGA4SzN/vrpttTEzoa3KvmWukwBBCCCGEmIR3wd+cI9qzifE4RdAv1tvitBwPo4niQzRQ8LWcCQ/scsC7vdUvhEXyY4ds9ZomE2pWfAxsIHPwc2QqHClECreYgoBl+2Qv7bKep4eTgiIRxbLg2B+JUTahtstyDXbOaGs4h60hCmRlkNmPipTIoiCOG8GZIK6rJ0Gzo8nuXUPxDPK86I5t7O0ZjmI+1DaaYJIZtHeYa7S27D0QIoc2UFDOmkMm6PRRYMCRdrtH/RF7Zt+N4fwiBTnoaDLb/HSCFTB2D1bMFKqSUZvIRaaBhG3yxx9aQ5lHXiTFWPT3WIu1b2CT/d70MvUjZV7g9xwLfry7PHQDmcdX2VgqnbP6pSjuRlxXnkM8/tNDnHWDrH8GwrzYl7eYJjVnEkhGwm0cWwOYmLJ2aC3twsdpYMliokSm78WbbL74fpPa2ndbnVIDob2pfuuv3UdMwUVdMyEFJ2f/iNPo1pNbQIICevbcZddlhsjCi2OFRtdyzJlkL1lcrW+i68ga4IR1djxved70XGvzkF0+6o5RwFqy4oiz0Lz6FZZC5AsjpnAdWmX9myChvnvYxkd2Raj3eCNlyUjwrr89j+NdjLVHViiUGZaDx7KlUILcHVg52FxqAgD0bSPXDnI1y9A3I99l51QfN43x+CvCBytJ72qclN9sgZHtY8WY3bv7tnBtiqy3Enmav9QHOTPOw8Yd1vgjmTA3fLLJTuD/t7bb/0XFYxykli3JMAW2DmK3LnZhbCJF2lwjBYYQQgghxCRcKcRtaCAXjdqztAC+hnbYaYFedzQIB6Vxsj54oqlcbj1CKTpp97P2jAmBY1HqUA6WxkJk705SBtBOaN0pO6dlTxDEht5ix25YaTuez+/dXi7n6jmVJpkBl4KEObieAri1UCaNkxQThHzKS+kgdJ69j7YJSRE0RpYZro5SXw7Zs9O3hzZ2k5T72d03l8v1LbTTzMH3OBhqFKivlCaB5jS5XRwhQW0VZ3KwFfyN24PvQ+c3LG+rz1TOOJE32WuCQO7GQnvzzdYf79n4zXL5oydfYfVYQzEAXjJfkIFIGB1vJAUG1YOFDo5bABZGIoFwgrsABWhN9ZglyOk3WGAOjj/Q/HIUxJMDX1JA0gTFYeGAhsfXUQrLKNXt4HbrJBb8Go+QawkJX8kouG3zM6ToagNcdJt8Y+UAnDyHz26J3FBequz/n+u2SZft4iiSVtfYgoQtTFrIsqq6i6Q9civi95UYC8/MU+YGdjWrOUSKm3V2OxYk4cI5mdMs6JPSq9r6ND1EaV7ryUInKmZJWcaBNgvkXtP8sj2881YO8BjVmcwdanfbOGalyz137y2XhyjVzZ5vhhytqVFSxoxXthCYEAckamLTocppbKtPUTrUAt/P6hRn4BijmD6JYeu7P7r/n8vlX/rij5XLnFo0dk/JbLLJN9pp3za2WEqToo2/8TUnImUS1TM1VDlWTq7Fznnzqj3l8qOZ8AHsfMS+V5y9KUEZitgyqYqs9+L3VXfKzIPi8QoA483sQmLXDa2jxjyGOWXOFRjOuXUA/hbASoTP6EPe+//lnPtdAD8HIE7I9Rve+4eja34dwLsBFAH8ovf+S3NdTyGEEEIsDeZjbZEoANXnPVr+1WyaXdqWTcOvNQWAT5Ii4nhYnK541M7d8fO2wHy8ynYmW/eyibSVR6INZt7pyg6QJHeETKh5Z4wj9TeGFfqWNtNqHOqjbdPrbKFdPGqSd/drN5bL8QKXF6koUXBEEuC6rzNBLBYor7vGAh8cOm/xLbCPgjS22FZi702mrNjSEtxn9lXbsdqXSHCluBdpygBRe4rMvTdF2+wp2kEl//OOf7cqdfyymUyc3b+hXN7zdCQI7LJzu69vKpdveOXBcvnZl+269Fmr34rHQv3O3W3v8Hc/+0PlcoliXWw+R24G5ALQfDB0at9WO3bmPrMAGNpobVzx3WnMusfCvWvOWZ+XUpQ6lQST6vNk9k9BQeNgj3EGDABI5OweTf9q7+jMPWQJcqdZz6y+NShmNtLW8N7P2nzKUxYVFtgbD4TjjV95qXwsc+fWsqXP1k9Y36VftnHfd//mcrn1O+G9cKrZ06+xMZZpNQuM9GGKKUOWQP0bwztIUtdmBklTRKZOJfb3IuumVG8QrLPN1F+voICqFtZiQgBcdrUpP5NiSUyXB2JkpT0nQxYAcXDJ5DC57dxl8zPXTHOHUo+u+QbFVtkY5tm/4q7ysVpSovXcZM979CVLl5smZVdsoVB13o6Nt1DAYFLc1Z3hOBrRN4osCOqOV47FUKL51EBWKLHyb3g9Z+Sx4l+durdcfv5t/7tcvjH1n8rllmfD3z3nTYjntMSchvmM3Q7tT9I5feHvrpsoMwnFlPGUdnjVl6wtn9hsWUYGd4dvfBMFL21/xsr9fWZ6xJYsjUdJ+Re1na3fhnewZRh9X8YoG9SqC6eenS3mwwKjAOA/e++fcc7VA3jaOfeV6Lc/9d7/EZ/snNsJ4J0ArgOwGsBXnXPbvfdFCCGEEELMw9oikfeoPVOAazAhJrfZtsCqyWSZ/Ypjs+6Wp7vLxx7dZ4v2LK2R647aQntoA6VYjGQ9ToE52jY1+wAAtO6h1KlrKXvGllD+wIbPl4/9p73vsgv3mJAyYnH/0HSA0inWR0EwyU+/8WnOzECxMbaSsHp7aMB1jWbxcZAUGJlBuu4G8iMg6WvPmVCp3AYTaOr22YK6/ihlX6Gda06x2L8lnNO0hiwZ+q2fB9dT5o5eW81n6kmJcD48s+0mE8CLpMQpUCrI9DmK10A7muxKU75HHbmyHLM+TQ3aswu1FH9gfWgXW5uMkz6qRGkTfZJ2xxutjclilF0gVXlXl4MBdt08pcqhThS0tPw8kiZG2+3ZE6xhkjbVXt0SFBBnck3lYy/UmAIjM0TuJiS0xXE0XIeNJZ90JmySOwaaTblT3Ulj6Hjop1wjKcO+z6x5cqdsvjefIsuN262RsaVT6/MmxLPLTb7BlBae3K/Y0iO2xmDXDVYIstJiQnBYtuyJAlEWKaYF1yM1THWiIIyp0amfPbfX4u0k3nBzuVyqoZgxNNYLdfae4zSpE+LcULBRT8J0gmJ7tH6FBOToG9S7w27C8yY5jVtI77Zwv9qzdix9uq9cPveABfvle7CbyeCa0C7XZp1e+5TNhVV32ffj54692doyzFYV4X6Zc5QtitLOsjsMW4TlKGtSLh567ILUTYph+u5w0OT+vfbtSo/F96VgwKTg5UCmSRpjvZSuOFZmcBrkUiXFGSYqMPq2LSMFhvf+DIAzUXnQObcPwJoZLnkrgE9478cBHHHOHQRwB4DvznVdhRBCCLH4mZe1hQum9vt/hYI3UgT9VJ+dyv7XLhelJay3BXDVMUqjutokkESOhU4KUhfJ9LyArD9uz+7bTm4EJIw2HjBB7Mjbw07g+/a9s3xs5Dsm+GVN9ppgYVGg3e84iFuTubYjycL4hHiZ9o/+bwep+J9bLIWEpx3vrleQuXqnLUV513lTe1AAvTxu8Q5a9tOCmtqd7SZTZ1rYt+4J9z5Xa0qSFPmUT3DRIeEs85RZIsQC4/ndJulnd9h26tkhUwTlV1s9Gg7ZO687ErajOyirDCuhGo5R9oMN9mxPqVbLgivHMdlq29zZJ6weVeetHiOrbRwmohgdtSdNcqmmjBmFWhLST1C2lhspfW0xnF93yPogPWhCPwd9ZNeNB1ZY4JM4GOvXzprSghU+nBZ0xWNkKRTHEKEsMIm8L7vJ+KS1ZXirvXN21Spkg4DM46RQtOuquuzchiM2n849YH2z7v5gWXRu0Cw76unc9IBpbjxZXRQabRd7aE2ox4SgnKScKNqpZQUBAFT1kgtAlBq1fwsF5N1t9ciTa9hIu7Wx6xaK4xDNuVXDFniUXZDW/rWNpeSgjZuxNTaW278bp7Ow78v5O+wdrnyELHT22c25b3wijCFua6wUmHy8dn83HQ/fGP5ueQqcyrEiePKs/ZJpi1yhKfztba6wS8qXX9xZLu/YZErZuq195fLY0TDebniNfSwTbGH0ORvr4+Raxe5ZTYdCn53ZSG5HpOyoPUIuSEXr3zWPWjm2Dhq1zyZaX7Df60/Y3Dl3O2lDK3D+Bvo2UAyj5pftHrVnTLmTGTSlIcVinRPmNQaGc24jgFsAPA7gHgC/4Jz7CQBPIeyk9CIsQNhz5iRmXpQIIYQQ4iplrtYWxYzD8KoUSqnKfvWFZlvgpg+ST3kkZCUoeF++lhahHbRre96EwGyvSdO10e4sB0rspsVkvo5ShZLio1BPu6JRbIOatAkgo7Tjxqb5rS+SBUMtKVIiF5L23SaQ8Q7pyn8yoXS8YYfdOxIOWUAZW00WB4etv0ZXVAi6CeDgk1EWAHKvSI5anxea7B6ZcyYU5TtMkE9GbjlVFMvAkZCYI+OP8YO2+G4kc+84WCFbEwyfNYH9ntteKJeP1ZjweDBjCo+6U+HdcvaEDLkEldIUGJUE2u5r2dol/M3pIqkpEwK7pgft5eYarO2DURyKhmRlRVBqzN4RB2lMk0VKriG0hXeUOTXwhGCRJ63TPvNnry6XX/Mfw1Q8c8wesp5iw7AVR/Yc5fiN5tb4OntxVWeGylYHnOlhwi42WTDE1HTa8zhkSIEVB6TQqaq3tpwfDUom/h7kae513WxKqJWPUerU7FTrFVYmFbP2DejbVtlVi+dInIGowF4qJNhy/BC2knEV7M7G20jof5UJpafqTAPQ+qI9KEHjNE5xmq8nhduIdU7vNWSd9UifPbTanpkaCW1PURrhEsnXgxto7gy1TTmH3wUohgQrY8ZJmeGGyTUjei085s/XsFmRddjgX1hAkoG32BhaHbm1tGftge0Zc0faP24KjKbdpIjg71GU6rbKjL0m8H0//O1y+UsfvqdcbjhOcyf67BQ22rjye62fh1fZszmOBgdn7oyCifrt9n9V85dtTPdtM4VZbZ3NRR6bc828KTCcc3UAPgXgfd77AefcBwH8dwSDwf8O4I8B/Awm6fMjpnx5nHMPAngQAKpQM+UCIYQQQixv5nJtkWpsxtBaoOYk7WJeY0JM0xO2mO+9zm6VrwsCdNNBWtx+yxbAoy/ZKnrkBorCf94W1MMrw/Isbz9PWKCnRqw5x95Ggg65MGz4Ynj+4G7T04xbiIYJQR9Lqcqmv3WRWXbfVmtr42Fyr1hjQnrTAVswn7kn7GS27qGAgoftGYOWoRBVFCSwQO1tuS7s6naeaSof693OGVzs3HqKfp8+1lUuD24IwsbwOmvshoetTqfus/5a+1XKzEA79v2vDu+l9jFba+brrS1f2m0xTW7eYakGin1kQx91dscTJhCcut8a27vDzm04bJc1H+B0lqFOLNRlvmPKmoajHHDPFBgjHdSpUTe4IinUTpmCIHnE0rJWbTKFVHNrX7ncFwVdHV1vSpzYvQUAcqYHQvvjJsBVN9o5X/qbECthLfndD62hPt9G86m2qVyO3RIGttn7bHqpGblIQZUh14Lu68llYph270+He1d12njNPmJzMsNKSnKXGRu0MXbd+uBu8WS9+V6t/g/27o8ftzmX/gJZLbRbW+Iv0ngrZYKos3rmG8mVixRtzXusgkOrkxPuBQDjLXY/fi8TlC1rbKzkIwXX4E0UQJQ1HxO+ExQweDflZc2EF5MeqhyBo+EQuWvcan0zSNlh4ne6+VPkErfeBO8RciVr301KsiiGByuHik1mSVF7xuZ1VTd9g240E4WxlnCcLen6r2FfC4oHQ+OUAwLHHfW1o6ao+LEdT5bLbBHBQYJXP2LHMwOhrgXKxsTfxE/stkA8HdTXg5Q2ObkzKJ9WNtjcO/19Nilrv0M3pCZu/pQpXvr+W/jmNVfbt+E8KGvLy/aOilXWH31bpiro5op5UWA459IIC4yPee//BQC89+fo9/8DIHbSPAmA4u1iLYDTmIT3/iEADwFAg2upPGOEEEIIsSyZ67VFdt06X8x6VHeR/zAtZHm3jnf1h++M0gE2UTaDPvs9QfEkmHwDZ1ZwU64bvNMEoVK/ndux3rZnu2lnMs70wX7kLICkt9su6w2rT5bLz33azKXjwHmjFH+z7ixZgrSYoMAZD6ojHQK7wAytpZ1jswCfoEYaIgWL/1R46IZOW2WPdNCinXZk2x+nNraaMNr1xrAQ94PWX+y6UWW6DhSr2RedrAvGwlKZ0262vGjl87vs3GsbTAJ6LmWNKUVS8elXUVaCDZSmdMjuwSku2QWg7lQ4PsGthBQRE7JMkADH8U1qotmRJEuLEgkgSdoR59SzvaPVdH70N40ljpHClj1DW5vKZa53XOJ78HzCGhvr7iXK9BBVu2FTX/lY4VhLWTgfaaP3lqHYEqQki59ZypoIxGb1LFQz2eM2hh49eDMAoKnX+nHPWevodJYy8tTYdVVdlGmoPSga4nSqAIB1nB2EsqRQBh+OgVJ/KtT75Bvt3JE11C5ShlV30Vj5jtUpjgvRcz1l56kjtxEaB2xp4+tsTLjx0N6WPaagywzae2OrIlaecZyPRJQKd3AjpVyl+CCr15mP0eBa0wa46JzMgPXj8FqrW80ZUwxzfJDRlVT/6HWNUzyYCRQqu51l7BNaztR097qjFW/RcZt9G/JFG2O9Z83Nru7UVJcOfkax1t7LwEZTVDUdtHHY0xUquI6+6SfPmQaM51lqvb2vgz9CKX4jvUVtxsZr3SlKHb2ZsgSRgouVLXPNfGQhcQD+GsA+7/2f0PFVkQ8rALwdQPzfwecA/INz7k8QAm1tA/DEXNdTCCGEEEuD+VhbuEwJyY3DaHyEFtQ5K/NCNrfDFsl3bzwKAHh6nykCRm2Niub9tIAnoZN3smKz5wmm3mwSX0+LySFbiHOwvNh/vECCedX5chHjm+157KvNCpb4HuMUEK5AQkymj67LT91L4qB57DfNAs0QmTTzbm/ssjHWQrvgLZWVIJytw1FckdJAEMpcvrLQzxkdenbYP+pPkttKNqo39z+9l8x5u+4rp8xqwZHQEytNWGBL91D2AXIRSA/Zux3YRME4IyXIms9YZpfiiiZ6HrkBkTtD+50mOJ19Pgh+DcfY5YOyueTt2SmKkZJOW5/GWR05hgQHbGSlW80ZazAr6GLxY6yVUmNSDIyREavTGFkfFCIZK1mguTJmQhRb5bDLBCtjWl8ciu5lz0iNUABISnHJip6qbntmLjJ8KZDJ/HivfRs2bbJgLqWMBTnoJxeX2tPsABTXw/q0Zbc9r+ceEyRHV5jw2PZ8mKw+SZYW9A0YsLAWqD5rdW06PNVljOfCOFmb1HKWI7biaDOBN90bvWeaW2PNlVOF1p0k9w4K1lp/ND6fY+zQHCLN4whZM9SfDMc5/XCa3ucEhd+g9WNpnUnbsXXE2HprbIKUUBtW2sfmzEqzZmj5R7tHzzWh/o8esk7vWWsNv6HF9OVPd5ounedL3PS8GVZheBPVo9GsJE600bMpxWz7ulDXA732n06shAUAiu+LnStsnD5/elO5nInme/+Y/d+SJas0/hayRRgrM+aa+bDAuAfAjwN4wTn3XHTsNwC8yzl3M8LrOgrgPwCA936Pc+6TAPYiuPe9VxlIhBBCCEHM+drCFx3GB7JIUkDBvK3ZJwijB1/z0SnXb968tVxue4QCGx4xZUeB/KwTJID2XRvKnlKWrP60CRWjFJBviOxK0tttgdv4S0Fb0ZS1ih78i2vL5Uyt1eO3Vj9cLv/K22zRffAbYVHbss/q0bDfAkTk2mmXddy6s/2JIJGPrbIO4zgEfVvJRJo2/XPtdo/+aJeyhizVx9rtHiyQsfl47430kmqCwJI6ZX03Tq4Mo7vMRDpx2NoytIZM5R8Li/jSNNbRbOrf8gG7RzOZJZy/IdyD417EO86ABW0N97O+yfaTFUFPECrGKRNO183WLk5tyLE2hvbZ+XF8ge5rKy//U9tszHKwyN4n7B65KNVkcpziQ5Aii5VWrLRIkWImdgXKk2DL7jIpSkHM1j+xgHT/ektd+/CNN6HwlfDMtuftfbY/a++lWG33K9SEucjxWarOmLn92bvsZTTvs3fY/JK169ztof7cz/X77RlHSyZhZ37R5lnN1/mZQUPkKQVqy/M2t/qvNUG5/jkOcmHF8zeGcZUkRUBqjfVB5jGbCyufsO/A6XvInCj6lNQds0Mr/4ECvsDKyX67d6nO6tRzU1Oo5wk7lwMDc5yb1hdNIB/4ZTMvyOfCexnOUVDf75qQ3vQXlCXoZ/vK5Z1vCWYm3/j8rXbuy/bsoVXW1rZ+agt910ejoJrtj1CaVUoTfOwNFMiZLHuGV5DLTxTksvZpe97Jb1mQ1xfvtnGQOmkfvWYKVJrtj5Wl5A5DytnjaZsMSVLKsvKv/+mguGDLDXe9jeN6es/PrzN3HtdK7+7ZMAdyrJAgpUrt2anKNwCoJheduWY+spB8C5V9Tx+ucCy+5gMAPjBnlRJCCCHEkmU+1haJnEPN0TQy5/vKx7K9ZHpdweJgwvPY7LiazO0pQ0Gqz4SK0fUUYa4lLDirDnJQQgq4RlYSuXYTDJO00/bRrZ8CAPxN//XlY09tNauQJAkKv3f2DeXyS09tLJdLzeGZ/ZtsYdpwkGKCrLD+aHyJVsxRukg2F3eU4pKVFvwWa4/YveMd4SylSJ0QCf9bLCibgmjEsibiP+76JgDgXz/92vIxTilYpJ1+yvKJlY+TsBGlNe271lbwg+vsHtXnOOig9dN4s907bkvfdhoHJCOykoZ3sTkt6FhreF/VXRSgk+JNVJEVB4cwcB32oERPEK4KpOMZp0B+dWSZ0Xk7WQM8TxlmIkuQlv02CLMn7d27kt1vaIcJnSnTEZQzL9SSExdbO4w32jgY2mnPqToSxts3T5iipXFPCuejGBeJBrJoIqVFusseHmcHGtxEQrwj//6XaLzVspWG3XvsmnBO+ikbyE2HydVpnfWjo5cxThknilGq1VQvBSml993wstW5UEXWDiTwjkYWLMUacgmiMV0il6tTr7L2cmydusigh5U/o2tMs1RznKJgjlA8j+3mi5CIml6kACKUIRc33G6+LCdeMguFgRdMIM+3hP5NUmpSVoL0brX3OTxsypNsInatsnMHqf+rz9M3iMZm9Rlrb+2x8O1lN7Fco/Vjy15SvtIcZsUdZ0GJKZGUXfccxfOgLCT8f0MisizK9ls9s73UH+SGV6yn4NLOHtQWZRzhPmh+nBSJo/Rx6KFgnBtsDucQOqKaXOwYtopj97Hmp6e5YA6Y1ywkQgghhBBLgUQ+BHVLnLJFWXaLKRlKmUr6E+BAPggerU+QaT4JHUff3lQur3zMhNE0+XDXPhcWkGySmx6kHWoS9kaP2HNyZF3Q4MIi/1eaj5SP/eU2E0Dqsva8Rw5tK5eL7bYi/albQpbZj37zvvKxE6+zPmDzZ3bdyHcEgYt9zkdWmdBR3W390fSSCWrdN5iSIDYvH1pNJv3Uj503W/+vecQUDqWU9cE/Hbsl1INiWpy7h9wFyNe/+rz1Y76OhN9zoX4ce6DhGClPSHAZ2GRt5BgdyUhWajzIwSk5LoPdmwXl8zfaQ+tPRFY5pCRhRcVE9xr7YdU/mZAyHIVp6L2R0pBShpGxYYp1Uc2m/vac+uPh+QPr7b7tpIgoNpjwy+b7uSY6//li9DvodxOK2IT+e298vlwevT70x6PHbWc7mURZCcZWFclBa5cbNiVObl3Q+sSBGwEgNUaBGYd529k4+hZqVzHcu4biStQes05K95tmya+m2B+kJMtHGU68q5yIoJSpbPKTqpDGuOl5G0ADd5IL1VqbF6OkfK3qnHrvEgfBpG/b0Gab74P3NZXLLLjGgv8YvePaU/b77hc2lsuJa8iFjoIRx4qL2hN2rJGUQlWUKvlsysbpvyVDEN3Wl1lBavdoe5I1e6RUrpsaEDgxjbtMyzPmQjKwyZQudT9tcSYeaD0KAHjsfbeXj421kDKJ4gGt/I59h8fb7ZvRtyXOPmXvYu03KWBm2s4d2m6VZWuLsaZQcU67HQcHBSYGQq45SRmI9jXZcyJFG6egnaD0OkWxlGi+jK2ze+AlzClSYAghhBBCTMIVgOruIkZuN9/g6k5KpXijLaI/M2yru78+9UYAQNtztnN55h6TyPKNFDuA4kkMr7YdutivuH23LVKrT5Ogf2uT3Y8WloU2Su3qpi7xaP2Onh4K2naY/Mevs3ofGo78qGsofsU4p3O1+xXr7R6xu0jsOgEAg6+0RXvykB2v6q0ccNKdCZVlIb1I1iZ1x2whzu4p7Mt/14pgL/1Iq/mDuzq7hz9qwuPKb/bZcxooSN1oeOd1FLNgYIMJJlU9tPvN/uBkgVOMHlPqqxz4srqLlFPkp59rtL7J9Yd+z/bauRmr8oQ4FBwLIkuCX1UkcI+spMCY7aR42mC70imKOZDI0w5uFKeBFTCnXm9C3Yon7R7jTRT00dGueHdoQ80pEuRaafwU7dwX+2xQjBVCB29uo5gE+fpy7BRP2XSSQya859ab6UMpihdQfZ4smsiaakK5wOeUi8jUhD6tP8wSL1vOWDE3bH238gUaQxsjl4m1NmhWPkaZcBpsILNAzoJ17OYz0k6/U9/Bk2sJxfZghVkmymbByiaOUcPP5lgWHAyyfXdkkTJkY/PkT9u4+9FrnimXP/Uv95bLaVKMFaOhPuGbQjFGPKX+rTtNVi2Hwwfw3AP2vKYnrc9LWbKy6rFvW2mFfTjjmEO1lFo3QS4mgzvMrWh8q42rwXEbs984F5TADWftGUNrbV40kkXNeLvN6yIpNorRZ4cVw0lK4crUHbB21ZFLx0h7GDecdnt8JY2JjPVTzYHKlhlj0Vjg4NRrv07/991k30dWdiXy8xcEQwoMIYQQQojJOKCUdDh7rwkSq75LC2paQf3OB3+iXI53v9PraafR1rxID/BOuS0mB9fZojYZnc8uGCfeYIvo2nOV3VeqjtqidsejoU6bOyxyZyJpC8x17X3l8tjDq8rl0W5Ttjy6/RoAQMsL5NpBa+Ek7Qafv9kEglwkhLD5NsOBTNnsvI6CZzZE6RFP38P+JvZ7DQmgqR6LOFl3wvrxi18KaQcTnDGm2xbfnF6zVEuL+X57YWNbg/KDLW7YxHt4FZnN044lW2kMRbvwrGzi1JgskBWpHkz/1sjHnrLAZAbJf76PAiIesFgKXXeY8N54OPQp7473UDaGdBPt9p6mAH69Nk5H20L/9e00wYqzZDQcq5wWlOdAHDSTxze7kFR32rmHj1I8ic4wvvvI66LjUL5slcCuRKkuUsyQO0Cs7Ko5a8qHcdoprz5tY2msg1LnUqwTRK5aQxvtXY2028td8RTteFM63Xwd3SPqGo5fME5WKBwgtOHtZuJy/IQJxVs+Gt5Ltt/qP3CL3e9119g2+KMv31wutz1v9cv0hX7INdO4I2UMK9o4Bo2njEzjjaGuRcrsknzJ6vTP+01p0UQpVRsOkcKsN/R7722mbGQl2Vir1a9/M83bKCZF9SGyMOGYLMctiG1xvSnDSqQQaXo5KNJSwzQmSKE2uJ6+fyXru5vbaCJFPH3PzfY8+nQNbKEMRB0UvJbi3LTsC/ceorSoqZP2/W46ZDErWJk+uNHm6vl7QxvqX7D+GFtNSrkBu3f7bmtL9QlS7qTCx2n7u/eVj516nVkVJT5jfnrDK8nKipTY+AbmFCkwhBBCCCEm4RPBP5mDtnFk/TGTCydYCSTHojSNtLPGMR84fgW7WHBMhET8GDaZIDhbQfw8ILi8xAxWhwXzy+dscdv+lJ17+ntJGLne2sW7ovVrw6K2/vOknCAha3AN7bCTYiN2fem629p33ybzg39mzXXlMgur/dsotkRPWKLyzvfGNbaYH85SsIsEuQNQ3+Rbw/Nv2mmR6148adc1P07BEcmKAyXeuQ4VKKVJQOqhrByr7HjTIYqfQDvXsd6l9hxltSBrjATteHNMhAIJBFWdoY28I8um5qkx2mGn1J1FamKclpV3W1euNwk6X6LMEYfsnXP8kvL9yEJjwvintnCMjsZj1mfZziiAJVlMdF9vFW15idw/yKwltgAY2GrPGFyXRvG5aMeY9AND17XTdfacmrPh3rkmUmpwZpoED2Qrbvs7U2zkm7PR82xwjraS1Q7db2gzZ4fhdLnxOTTmSekyROlQr2+2ICnHj1u70n1BK8SKG87k83y3jXXum3wtzZfRMCY4pW3D8zbPhq417V96kIJWchyVKJhpglxqSqQPyZFlmD9E2Y/I7awYWRvlKSZEyz6bC2PkasGKwGJdmA/FEesvdutCXeXcnp7aG7vP9K+h7CunbQymKQwIj4mGtGnlmqO0Pf0/s7987MnHt9u5xytb89SctXvko8w47Grkm0yhzBZ7XTebcm2MslxlIre4wRvsWFuH+ZgMP2EKsKoz1jDXbUrPQnVQYJToo87jbvNe+8+q9xpSCHN8jTlGCgwhhBBCiMn4SDDrsAWmoy21GstAN0FQG7k/0gC8ZCv8akpf2vGMrV45lSMTC2q5+qlBLQEgTzvbuWaKJ0ExFrJRRPjGg7QLTsI9p32sogU1m78PHQ8mBU2ZyqbBaUq1OWJGHLbDn7Cb7e+1TBa8kzu6inYHSYlTiEz9WfA6cszuse2QuR+4ftO6JApm2uBqg4D03Mvry8ca9lBq0jRllrjTBJ1CtZVrOsM5jYfIOoHSFiaofrFwDACjbZRNJNpNZ3/xQjW9W9ZTkdKqmqwtYjl+oouDXcYKpPEWisWxyc6vj1z2OT7H5mp7ifsf31gut1IWkuSoPSjOvpPpI8uTFpK4qC3sm89Cc5ydpn8zu+JwsMXKsUJiJV/2/MQMLrFLRKaHUgOBzPQ5uGRkjcHBKcfInWBknQmGo60UG2OQXI+ix/fsZOHNnlyi57F1SoEtcOqnKic55fGE+CHk83H3tZaBpbcYhMqaI33lY4l+UziMtVMsFxLCedykhqdmlCi2WEWzvdbuln3shkLtirqB5yoratmdirP5DG4x4byqJ3oO6/2Sla8rrGCzkPBDvomCwPZTP1aTq1mRYmqcpRS/kUKKlRbc/xOU1X02Zv/tMKXKPh/GzYcf+L/lY8+ssewl8DZW2HrPUTrimkNBmVis4uCmNo6rf8YsPrqfsHtzyuNUlAKVMzPd0m7XfWWd/WfVf42ZjDUPkDtX9Al9c5vFn9nbapZQqUG2FLJ2sdJ+rpECQwghhBBiEoUGj3OvySNJptLVPbYAbjhCi13aST68Iixk73rAzG+ffMTSlw5sscVfHbl8rPmq7YTH9ytSqsL0kC3Zeq8hU/l1lAKSTOFbvhuu5dSd1eetzskRyqhC8kANuaf4ZKhHIm/tjjMfAED/dhMafIoyhLwUFrI1FGAUj1DwuwbKanEtZwYgIbc52tXl3Uq6H/dBe58JXAOb7N7rVoY+PbXbtCtjnJaTNAeNR6yNnbfaO+q6KxyvPWf9nz1vSq3643YuKy3qToxQOSpwVpaSCSZjbSk6bkIduxfEbhIDm8g0nASrxiPWjydfa/dbdaOZ5aS+HIRbzgiyd/eGcjlD1jy8w57sN+GmKspk0k/jOHueMtO08XijQIKDHCskUuh8rwXI7XrZBO/mj1Aq0HVs+RLexcgq2m2vNoEwR8Je3zYa35TaNRmlrz39LhPkWMkXx4QAgFHa2e74pmkAUlVh7JWutxcwyv1FcWLadpj2sv9Ju2Hd6Thwhz2vbr8FnHSlpnL5q09YJqH0gPX1uijDTN82+06seIzSMXdb/appjp9+tT0zEwneWz5kwX5Lq+xdFDitL1kejTdTCuioyDFg2p63+VRP7Tr2dpuAhV4OZBsu5neV7rQ+P3e7KS9r91PA12jqs/XZsHla4Pj3UnyWp6wT2Johdl8qUPDeDLlNrXrMxv+Zu2yMjRZsrsb/TXxraEf5WHWV3aNQRXF/zldOQ3ruNZGSgBRBRbLkylHMDWwhiyBSOhf2NoXrmq3/H//4TeVyK7lfVdH/B7m1TeVy7OZze5VZruULlS1nqknx6OdPfyEFhhBCCCHEZG5oOI8n3vjXE4698Y9/rFz2lCWgf4MJEHH8iufPmfl2iXb6eYeRF/yggIE+CjxXIsUI71azUJ/rsoUxKxHimAicsSQ5Yhe2P2l1HiFBbXAjC7Hhfl232LM5cOQPv+q75fIX/8891q6oHuyOwotbdjlI91s/ctC42Kol3g0EJqb1Y4sUnyZhmpIOpBNTA+BxH1VZLMgJwfQ4rWm+MbyD8+Rms/6zJtAkOkyoOH+j1aOB0ozGgQR5BzhJQQLTFIsjTpcKTEy7mTkenTtE0g2ZXXD9f+R1j5bLH3vBsiJsHQh1ygyaUJrpZWsBuzXH+cCAvciGyG8+mbdB07vN6lzbaTcZXGvHe66156z6bhiHHPeyYUtfuVzKVM7gk6+bmj0jMY6ywNe3tXL8EA40WFbMrLV32LOCFA7foOwUnGmj3YTVVFcQrNnCpIqUmxwvpXOvCdD15C4Vp8/MUJrgznvt3NbnTUCtP2gKuqbD5I4RWUFwANfMgNWjdY/1Xc+11ne/fP8Xy+W/ePFVUQPIQoAsH9iqovt6UtCdou9K1E9sJcEBOEOqmLh+dpgt17KRS1VVHw3Coj2j/VmzgGKXpjiVc4bmBStXxlspICm5EvE3aGBDuMeQGWphxZNUtx4bCCmyEqulbBzDa8INXxyw7/7Ybvt4NVN8jeQ4Be09YR+1xM6gTGILuyIpFYdHyeInZfeoIUXJWH8YK3nqW1ZQc9Bh7id+z9Wdoa4/8OFfLR9rOEHzsMkUuL3XkOuReQnOOVJgCCGEEEJMw48fe1W53HOjbbP2UbwGjpPReCAc7+0wxULtOTYjt3Lt2co+w6WqsOAfWUkWBzeb4LJ6vUneyaIJB93nzCQ4FcfiIFNvjn7f8uiJcrlmuwW3O/MKiuAftcvlKa0iLfK/eMIsS9gaoP5kWA0n6brGL1pAQb/BFvm+ypaiw2vNfL9vaxA28msoav4Zq1v37SYQ5OqbyuWMuXLj6LPBzLrjKdrVJUGHlQgsHLc9b9uUfdcGBcXwOhMYem6jXWTaIR3bbNLNgR834WX7X4YgjJ5SjKZ77dwM7WKefpW9w9EVlC43fkWkCao7ZuXzu+zcB+r3lMt/l7urXO7fFtrClkQcO6NnJ1kikMUEUiSZDgTh3RWsD1Y+Zv3FAQV7brLneHJDil1wegetPwqjpCS71sojHeRSEwXIbTpAMUrGPM5ESg6eIzVHbVzxznvPzjCGHPv+kDVSgWIwDN1g7+hoi9V102dDu3JkdVFNyjB2P/j+15qS77Ofe4WdHwW45eClLFyeerUpLZLknlLVZXUaWh/6ml1TWBAdoywwYyTIPze4rlwe74+E4gJl4KC0s6NbrZE8x8cpHlDri6Upz2ZXNFaIsEJybJM9J9sb6sGuRJ6CghZrbAyevYPSRR+OlKxkNcUWDJyqld2YcpRauTrqd3bhGdhgz2geZ6WhFVmpsurb4Xt0/psby8c2H7ZBkW+zl3T89TZHVpIrSKx0ZvcyVszUfMWUaPXH7fvXdZN9M+J3wIrhIXvdqCEl2uA6tkKx41XR2Fz1LRt4hXqbk33byK2FXCk59stcIwWGEEIIIcQkTheq8Ttd1+GeJvM5f77BfJ6LNRSUbZyVEkG4KVAU+MEtJsht/QRthxGlWtpd6wsLR0/CYOMKM6fues78kQu1ZKbPu+lRtPw8xdEYJeGs6iQpO2h30Cet3jWnYhcSq2fzDbZjuLnJfBz2jJp0ExsG8I6+y5Iv+pAtjMc6zFx9tIVTQEbPe4yyOJCgluollw6yumg6QNKeC/1X1W0NYMVBqdruUXWAzDuq7Jk+jlNCfvyxewsw0YqmpsGkgFHKDOGjd1siZQ0rkzLdVqdEZetyoDmMm9IYm55Yf716lyktvjxgLgdt3yLFQKSUSA3bi0mQD/7KJ6xdHP9h+AGTgNofDRJQ1TlTWrALVZxhJPxgRZcixVHUTY1ftRfav8XO7dtm5frjVq7qnVp/Ht+oot3lFnLXIcEqthLIkxWKq6ZOd3a/LetM2vvt+z5fLv/imZ8HAIzaNETdmakxIQDgMwdvLJdzG+w9j3RFgUCLtAvOlklkvcQ76KdfaX021hEuqDNLf2T67Bmp1spiXmvG3p2LfR/I2qHYQGNzkJRQSbofze1YicfWExzbYXijCd4c5yZznDLWRJ+jnh02Xutr7ZtSoMCcTQcods09od415Mq16js2DztvMQspVgbkyRojTv/paD4VrAtw6t7K7nb5BooxMhBl+DlKsVVWW7u7bqF7kLJgpM3q3bw/fLv6N5Gik/q/acDGKQfz9SnOshPXx57BcZI4hS4Hjm46RBYiUcwbR1aBrMBIks9KjmL2TLC6mWOkwBBCCCGEmERvdx3+5e/vmxBwkoPbpylQXClLJs0dYUG69h+Plo8VNpj/9rE32eK0joSz6m5bkNYdCmUWvDY0mZR+8phtY45RTIrml0iAawz14GCBrIjwFOSNgybyojZ2d0nSdSPfNNeB52qtvHKfLa4HowwK9SdIMdLSVC6fe5Xt3rObxK//5D+Wyz9aH5Qj1z708+Vja79myonD32/CT/d9ZKXRZQvtutOhTlW0E4oR2lXcac7yQzeaNFq3n4JPRIqL266zGAEH9pqE3fG03e/oGtoJpbEyvDW8r66bKSgkWYqAXDBYIbLx89anJ+8PglixmgRzEni/+S1LO/BH3/d35fK/rLIUlr3XhLFS1U3KiY0kdJLFTP2hym4EhdawI1+stTr3bSUXKoph0LSHYp3soPKWUI8spbtsetmeEaflBCYKkrGyhV0Iqs+NI5ELFWx9NDPlXABIc3DPV4VywyNN5UNZCliaN5kTh07avK3ZQvFjomIVBedl4Y3fy4ZWG0vHnc3bYuSykcxRDJhzJtnm6k1RwWb6rNioiVwY2p639p273SwmOLAuz/1v/Nmd5fLmY1Fj0jbwSmn7pnBKT05/PLBhqhKvQHElas7ahyRPsXzioLjAROuwkcjCaPhau+6X32NKo//vs+8ol1sttiQSkQURpywd7bBxsILmZ55iXNSdpTgOR/tC/avtYzREGZbY7Y/7n8fYiTeEuV9LKZG77qdOH7PnVZ2h+U59UIwsL5oOs6uZlXOUDniYsh/xOIz7kYNMcxwNztBSsP+KJszxOKAxp4Vu55gmx+wdtX7XPmSD11GAoTlGCgwhhBBCiEkkx4GmQ0UMj5iwx77mHGBx/B7zV/dHgwBR6mgqH+vbblIY74Cx6Xcv7cSlRsMPbMY/8AfmuzFyB9+DUlzSQjXeTEyOVRYYeHct0U/pCsnUuSEKblh3xhavAxtop/O7JhyceMDaWH80PDPTTwqMDIfetyLvFOYpPP/TuSBYcZrVdDeF22+h7BTnKIWlt7qmByOhgbUJDSbgFcgsnc3HR7aSNUl06TNPm4lAC1WD03HWnJ7qEw8AuSh9JqfTrTtOO9SrKyuZMt2UaSXKS1lqMUF6CDYg6w/bPX7tUz9h96Cd8thnn5VGa7dYBxfIHekcTBjpeNzu3bcjSD0cm4LpNa+iCTvN6YGpKXcTbHJOypMsBZ5lK47sudAfuVbryFQuV1YY1HaakDjWTC4Hr2oql0s+CFzVpDxpe8qUg6NrTYMxsNXe7X/c8yPl8ngUX4BdwFI0z1iZceCouWdVHSXB+qnQOelum3uc/rZltwmGXXdyYFeyOIn6sWcnfV/oG5Vvtf5oeYYslvo58GKoq6+3e4ysqpyytP4kZfEgq6dE5GLB1h9FsjaaLoNSmgKmxq471208XT5WS+YabOWWIGuR+GMynetM7QmKNTNE2XT6bXAWo7ZzCmB+t4nCVEULAJTIIiV296qlb0CSJl+pv3JGmFHTkaHheKj3wHoKmFmwMXjyteTyQa4xGz9vY6grGeZn/Ulra+M7TJtx+rumtF3xlJ3DSuw48DMHOR5eQW4tffaRGtluFnQDG6fGqJkrpMAQQgghhJhEoSbsmHNMhQlBN0kmrn7UhOJYQcEZREZW0K5Xoy1qR8hcfcK2bURVly2ye3aSTzxZSTTvp1uQQDiwMSx2W8gygoPY5RtJCEzY8ab9U3e/2cyZF9+8o5lvmCqMDG6wZ9Seph1NgoXpKpLeb8sESYzTg5aqrU/bv2xlzjxSc8wqmGuPthjZzLnRBLUCpUNlP/3ua61dazeE9AanDpi1Ce9McvaSlY+ZcuH46217Mw5qWmiyc/u3Wp/yDiqnpuUol/mGICAlekxC5Xc1SpufE1x+KF5E7/aovTTUTp42AcQlyc1jlIQ2ikNRjLqPA53GAj0AFKtIMfAcZ/Swvs4MRgISeW6USLnD45sVA4X60PYEKd+KtelyzAlOO8zpZgct0Qri6vWYlw1G22wQcv+zcq2n3+Z4Kiry2OTdeFZS/sAtz5TL/3rC4pEMrQ3jt5mtQ+h951rJjaCFhO2z9h1IRYZFnDGGs+xkz7LSgtwBSNFZezI35dkTgrmSdUrNy2bJxILraEf4MHKfZ87aPCzSd6DhGN2cM7CcCuUzN9jkuiZjqUVK2+3FVD1C2Zu+Ed75udspkC8FRmVFbarLXmipyfox1xreRc8OUlaT5Q8rR1pftDqzpVC5STQmWpvMXON8p32vqrtI2UUBX+MAvgPXUjySAsUBqaWJXSKlIsWkqD0bKhtbwQHAUE+T3W+nvZeqL3J7rVx7Jjx/kILp8hjj99Z1gz1nhOIEzTVzrsBwzq0D8LcAViKEVXnIe/+/nHMtAP4RwEYARwH8kPe+N7rm1wG8G8HD6he991+a63oKIYQQYmkwH2uLZA6oPzbRpLx1ry0gefe+6yZSDGwKwkZmwBbtrPjgLBglyoRQ9aItQmNBYHSlHeNdXV5McuT/KrLYqO4M55+5h9K27rRt08bfsOt6bjHTdg5MOBJZEXQ8ZceaXrB7nHslaR9oUVt/KixkB9fSovgUtZv6gy1ZPvzLP1Au/849YYnacYYsRcZMQdBw1IS6ZM6EA/a3rz4d+rdUb++Cd4aHV1LQvm1sym99fepM6Ju6o9aWFhoHnbfYs+vIfHzVd6yuvTuC4M3WDt2nzL4/RTJs3RkSXk7a+eu+Gl4MxxZghZVj8yCi5rTdfHBtENpqaHc510IxGGinuZpiOnCqxNglqe6U9UEtnXse9nILpMyoP0FBUKOMGLWnrJ5N+ykuA+0GF8nVKXMwCLTj11oQ2MENWRT3hffIcyFN6SKTtHtfF2VsKPWTguZ6G0s1e2ysbP6ECewcz8CnwztK95Nbyai9t4FtNom+cNRMUsZX2jnp5yIl3zbT/mT67Xe2lspRvI5rPtNH9wvvc8K34RRlpiHhmBVBnFHn3CvDN2btl+xbU3PONEhVFFfn2Pebm1XVK61vqj/SFOpMmXB6bzMFR/0Ju9/ARpsvrABY+d0gWPcepm/R9fTud5vCIdNriojB9eG9FOps/g69y35PfcTeRV1XX7nMcVtidztW/NVT1g124Tn7WrJqeczG+qpvhb+LFP8k/xlTetInCNXnOQAnzZcoG9GP3mWBX7/1WVN6Dd5jz37dzS/YOaduLZfjscDuIaAsNtVm4IJzZMnHSqs4WC4HbWWFPbu1cJ8lRyorqeeC+bDAKAD4z977Z5xz9QCeds59BcBPAfh37/3vOefeD+D9AP6rc24ngHcCuA7AagBfdc5t997PrNZx89dpQojLJDZH03wVYnEwf0HDZ5u5X1v4aFeVzGh5l5V32lY+aQvLE5uiAi34UuQ3Xf+yLb0SeQoiSUJioTbaVbzNFvC59SYE1DeZUDo02FQu885eTVdoWv8b7brajAlcIxttq3ZwHe3kb7NzsseC4JQaqbxr2vcKE/x8kTJYRMEW/ToTipLkA77y2yZgjKy1xXXVSeuoxgNBsOvbTH71p0wK6N3OW6RWTA9ToL6mIE1kaTd4aJ3t8E7Yre6x51z3ZgvI8MS+8ELXfN3qPN5mz2YF12gbB8E0oTMWas4+a/bnNWTJ0vF/bZc+0UppGrImDcUCbZLGYP8WewaborNpeNctlILzUDjO7jIMW0QMr6c4E6Rkqop25KuPmCKr7zYT1LJ9di5bxjR92cbh6iheaqGWAp2SBczoSrLcOUaTJyI1SG40q7Pl/s1Thh+2gsivMClreDz02dhqa+y92w6Vy08euK5cPn+7SXDsZjKyIYyhPAU2TIzZHMlQMMtikcz+G6zeheowhlgJxd+Uc3fYvW/cZvkpD715c7m85uvBKiG31sbjwCZynyClIbslcDpiF7kNxSmTgYlKxcw56/9E3sZjQ9bm/nDkItW/mZR8+61/x5utLTlyIeEYKLF1TdNeq/8vfuc/2bMtWQfGyYUodllKrTGN1eYWU66MH6X/5AqVP/f5yGIszp4ETBxL7AqVGLQ2jpmOBh2PB1M9l7N2n3mNzQtWOmf6bBwUq6xvspG137e77B17jpHRb/P9sbMby+XcXfaO/JPhQZzthWM0sZJpeDWNPfbwi77l482Vf/fJRMXjrACda5z387t6cc59FsCfR3/u996fcc6tAvAN7/2OaIcE3vv/EZ3/JQC/673/7nT3vO7GjP/Ev3VM97MQYpHwMz8U/tf8yCfbL3CmEGI+uHH9qae997sWuh5XylysLXbdVOWf+NL66X6+IHc+a9YEP73ZHvOexlOVTp/AUCmsmOsSVRc4E/iNTsty8IXjttvbXB2UHF+77nMXruw88K8jtiW4LW0S1DXp2kqnXxKc6vbbFGDz8Jv+6qLvcapoGoUPnH2gXH6hJ+z25wqUrrbPpJH33PRoufyrLSYIXy6bv/jucrmxzQSTsVwQdMZ6bUwcecvFt2+h+dSwaXpGSkEQ3pg235l7pxnq36Y0o5/sCcEn/9fqJyec85p3nAQAfO1f1mIx8MVREzTfWF0569CBfHi3b/72L5SP/fZtFrTyx+vPT7lmLvlfvRvL5V9qPjqvz2Y+MWSS9zvremc4c/Y5W7T5tjJpc/yx8cqpge6iNK+lKHfru4/bt+gVjZbB6vP0nf7kVnvPWcd+iUuD+P8nYPr/o5KrDszp2mJeY2A45zYCuAXA4wBWeO/PAEC00Ig1EGsAPEaXnYyOTUvKAa2cz1kIsSiJP9Oar0KI2WKu1hZXSoriCfzZ3vvL5ffc/bELXnshxcVAySww3tPy7XL5a6e3l8vV6TwWE1/rN+XKzvbOGc68dPrGyRrjMncBz7LtN1GVCv3oKEZJKW87kI3JkSnXXAmpGntvPIZiXGFpWjDenLWgGenI9GuETQ5QWZE14smSBTO/2yfHre9uzy6cYHhg3Cxt3lh9vOI529JRNpdBq+f31PK5NbgcWBG3Jlk/w5kTWZvpvvBJ88BdVdwHF1//2aB1mu/uVwctYMqbGp6veE4iiqh6XZ35aHy129Jut2RH6Nz5s1SYC/JY+DX8vCkwnHN1AD4F4H3e+wHnpn15lX6YYibinHsQwIMAsGbN/EU9FUIIIcTiYC7XFuvXXNkS6cwZ20msqh+f4czp+ach84//wTqLJtqQqKaynd9YZYqNXc2VBaeF4j+2fbNczvvZXcDvO8WpAS7v3r928PvL5QQpK3Y2hgj+j3daJEjOlPBInymNfq6RIlteJv/lpq+Uyx88eF+53Fwb3u3Z4cqxLhY7W1K2o/2Z4aCseFvt8HSnlzmRNzv9J89FFlGrn6h47kIqLZj/1HThuRfv6tccte/MwbzV//bK+rQL8kLO+mvNNNYflfiLo68ul79/Fqy2XsjZt+iGTPUMZ07kL7ttzP/BimevuB6XwtGCWRbECiYAODBsVv71SZvvt2WOTrnHefIVOTdq5YExU458o93Kr6uubN2xmGlOXJ5ybTaZFwWGcy6NsMD4mPf+X6LD55xzq8jMM1bHnwSwji5fC4BCjgS89w8BeAgILiTdpaWpkRbiaiLeG9F8FUJcKXO9tth1U9UV+dheu8luf/Ccuc2Ne9slvpD5MCst/qjH0niOURTM32p7qVy+t81cGMZL82pke0EGaCc9zjAyW5SGrD++9/bLE3qGxk1iHPqOva/hV4bjP7XJ3IAe7TU3lZHC7LalhlJH9h2n9B61kaAzurje6+Vwbzk37oXdh46NW6CSztNNoXDL7NdpvlmZDAI+B1Rt4fQruDxlzLcHTcB+Y/WLF33dLa0nL+t508FKwDglMnDhuf/jzd+hf1284mM2+Mvz5v7xp6uetlok7Zs9WLyAdRzlSj5+ypRJ12405ea2NLvGzK+VyXQ8lzPlzc2ZC7suLjRzHgPDhe2QvwHQ471/Hx3/QwDdFGirxXv/a8656wD8A4A7EAJt/TuAbTMF2mqsXuXv3vwzc9kMIcQs8MTRvwcA3LHxxxa4JkIIAPjS3v9vScbAmI+1RdXWNX7DH/wHrP8Ts/I8/gbbeRrvsEubn7dz4nSWLS+ZmW3DPluw5lspfV+jCaOZPlskF/9/IYrekSMW9b9hr53LqR45ECXblOSawt9uk5181/qj5fKRQQtQeHqvPWfD9aZ4OXw4WDa4FGUC6TPBasXj9sAzr6KUiIdDf4yutGO1J8wyonm/tfXEGylTyUbKLtAT+nrNGosoeOqU1TmRsf5v+5ItuOMUrgDQc08QCG/bYjviB//RlA+cHrH9aeunsRV2v8HIyndgq7WleQ+loTxnO6jdOynDyU4T2lJno/SfWygg4ou2Ozu6xu7hkvacLX9jxzPHQkyEY+8yPVzHM/aMo2+3fly1yeIn9D1q7zbXFO5dbLf+T6SsHxu/TZY9x+3ZJ19NmWyOhrZzUMLR1daRvp7aMmD9kVppO/KZp8McaHve6nH6PhtXLMevfMzOqToeFHpdr7BB331vDmf/x4cBANveYkEfeS4Mbrc2rn84/LDlt/aWj+37n+YiMLjONlj+9Rf+oFxmq6Hv+fv/AgB4xWtNQfDNZ8xFqvqU9df7f+KfyuUfrTfXqW3//PMAgB0P2bfhpV8whVXjapsLQ/vNmqv2JAVGjYKycvrS4VXW55zZJTlknVqgFMrDa0O5/oide+BH7DtXfdb6o3Crjd+bVtl34qmnt4Z6tNszVv6zKSpy9XaPkZVW/xd+6YPl8oMnXwEA+OrjN1idKXvMV37oD8vlJ8cs1sl/++sfAQC0PmD1+cQ15qb32g//l3J5vI2+yQc4W0v4u+0Fm08911j9UxTEs0A6lRFLJISO20KGnPQf2zeKU5NyZp0hekdDFLbF7wjfoFV/b8rU7msoVfXt1v+rPkKZl+h+I6tCn43trJzhKnOPfU//7sb/Wy7/yJ/+53K54XiYL7l327lvW2+uM1/47fvL5bN3WT9++V32jrasO7vkY2DcA+DHAbzgnHsuOvYbAH4PwCedc+8GcBzADwKA936Pc+6TAPYiRBl/74UykPixcRT3vTzTKUKIRYD34T9IzVchxBUy52sLjCVQPFgPVzCf8g0P2wKyf6spIhI/fq5c7tsfdu85JWLvzbaozVKGgnO32zIsRxHhmz4dwnNUU7xjz96ybMTG2U4oHWfH18Ji/MgP2EL3O0csuv2Gv7ab7HjJBPzT37+xXF4TpTDlBbwrWf1TgyZctjxri+RStPavP2KVqzlXot/t+KZ/MaEn12RScWp16JvkKRNW3QMkdFAmjWTO+q7z1VanZDo88+n91qb1R+y9HH8zpaqst/e59mv2zlMjof9yDSbQ5L+PUslSJpmN/4PqMWDZTvp2hnoUzppg2EqxXBM5SmVKShXOHpDbFAZDLe3Yn3qV1amZXPNzT5vSgjdTayMZr4EyM6QGrT+Ofa+dO7za6rTq2/bO49S4aUoOMkJKi/oXrE6c1nRs3NrecCw0cmCjKS1WPm7P6L7WLizU2Ht2PX0AgL7X2rv6qesfx0frImGflBbtz1HWk6/ZxMi3hHG6+yMWVDFRTQqAdfYC3vDd95bLdd+wZ6aijfVDv29Ki7Ymq+f5++3Zf/q/frBc/uu3m5BdfTqcz+lZ132BMl+Q+0HHkNW/51rrxzgzzcAGe1e1Z63+0yktmDP3hrY/+id/Uz625eEHy+XxVqvThr+093U+ubFc9j8W5tyuDfYdOdC6o1zuu4azWVj9tn3sPVbvU1GWnbWUQrfKzv3TzteUy187QUrIaNiM/a1pE76n2pQWozfZuNrx1zZoz91tyqJENHy7brax23jEns3pljndaII8dHIfD3NueBtlwnm9fSf810kJ1cnGA3Z+1WNhjNU+ZVlnEjlTWA7025hIjtu75ZTGySjYb+Mh++6nRygzSr39X9R+M32TyeCnujPcu/fb9h/QXx0yF6O1pIxp223XvXH816hdv4K5ZM4VGN77b6Gy7ykAvHaaaz4A4ANzVikhhBBCLFnmZW1RCgqBxKgtDsdW0a55uz2+/7iZCrto0c1pIdNDJJVSrXNtthqubbEd0KZDQUg5R+kHySIbjYdt5TzeZItuXlDHgnC6x5Z6yTO0U9dhdcqaFwqqu+x41fnQ9s5bbTE8TqkD133F6s878vE5zS+RMJLl/rDj3K6qTluUj3SEunbeTMK9L1W8bqzZBIzsceuPTF/4m+NGV3WacqLmuAmPBfJmcONTdVusWBgeNmGwvt6ES5+yZ08QdKKd5GwvpTCkELLNZK2Tr7FzUkM29vKRAqVIaRAz5mGE6vN2j5EOErio3n3XRPUht5fmF8kyoo/qTDFg+zeaQmFkVej4NlKYZL5h43SIHbWIuuNW775IyKs9TYItzYsJFh0V9juSh0xZ9um6G3F+7DkAQOvA1HMBoNBo4zdOS5kZtGd33cwVNWEv301CP423ON6rT1T+BDU+Zc/r32FtKQ6b8mFke5is/jl63yM8n6zPi1WUSrjL6pcaDffO9rGATcFmKSYI17VYTXOqPrzoBPgeVKdhK8fpnQEge97mqs+H8bT7zOrysRt+0l7c82dNuVA4bB+KmrP0Db0+1CPZb3WrPmPPOzxkH54xyvLSEOsk6FUMWzVQfdru4RPWRhbY6yOLg05KWz1AwXJZgcvzIpmbWu43HTHuXmFaymdgCgxOt1zYTN+P42FcFzaaAnJwLf0fQN+U46+3MbbxYbtHMRPOr+m0cVKoIYVgnY3H/fTRLtD3O5GPFK5kbeIbreFDq8j6gyxIquYxcc7Sd6QTQgghhJhlnAeSY0DvTbbwLJAQ3rLXVq8jq8j8fSycU32CovqTu26uw4TmJAVkZI/e6qNh527DGbtv551Wj7FWWr6RgDpKGeWrIlcPXlTyop0tQQZvN6kzPWIV6d8SFqrjtmk3gfh3AKg+b9elR0If9OwkCwyKONK8expJk4Sv6vNBeOy91gSJld+yU3uutT4YtPiaKFVbh6x4OpSrj5PrBmWq8Cl7F7kOW/D33WC7s/XHgvRSc87qNnLe2t1L8TfqTe5Azfmpwmjs1gMAuU0mFfVQ9oMsucfnSDnVvzk8h4UKtrjhXeLYBBwAereR8FIb+qOYtWOlKqs/v+esWY9PcOlIRe82T3H8BkhoY0G/6WX7R/0JUsbUh+dPUFq0kgvMI6So4oQH9UHKyjfawQdWH8H57Fh0rj3v3C57R3VnaFxFCgAKVYBkjirSRZOEDrOCrlAX7nf2ThL0R+nbsM/q95qftpSvddSRn3wuBKvsNUOFCe8z209uW5RZ59RrrS3tG4IGy3/KrJSanzet1tF32AvlcbPhizb2XCLcj+NUvOom02g+cdzca0qkPMs1k6Iw6jOqPn7oJgu0mnC3l8svPm4NbjxC36Dt4d7veq1N8k99+t5yefh/mKS8kpQ7pcjKKtNv9ypUVxb6xyl4ZtNb7IMUW2/wudkBUgSlrN1jNEfGm+2czAvh4vwm+44kaPDWdFVW2ub32ovJRZ+j8dbslGMAMLKG4qVQeJPx5qljdmSFHWt+ziZzepcpgn76M2QB00fPWRXqtOJJa0vPENWJQvOkTR+Mwc3zl51ECgwhhBBCiMl4ACXzjwYmunGMt9gSKkFxJrAvSDpja8yFINtpv2cPmbtJywumOOhsNImw/8awas3V2cKZBbkxMldneEc+VxuudRTkPuH5XBMocw1kGn6jlRuOR9YkKd4lJqUE7fINrpu6pGw8aA/k2BSgbDGumypNAf5G2kNnr3iysutJgoSNworpsi2EfirWs2WEXcgWK5u2nC2XOw+ZsFQfuVuMdNCzSaDP9Fq7ixmra+1pExLztUEgSNNudnGH1WO8lYSvWnu3q79mipfBdUGBlaEd4NQo9W8V7epSX9eftDoNXRvKuQYbyP1bKd5BF92bssPyc8ZilwK2gqdyoZHaQju/qWGr+Hhz6DO2FEnQOOU4FA3HSBG0KkhOtcft9z//gSewNxOkqC56RxMUdzQ043q0f9s0RaW0af767rX3Vv28CZec8TU9ECkpbzXBsLXG5vj5LpvXv9NhaY4HvTXyyweDcM5zPFHwVLbnDa2hh1fZoF3bEObOuQETSvOt9j5ZSeNp8hczZIkQPedbwxb88xdW/nu5/DOjpsAYWm3vs/HQVCVTiqwnBovWdzc2WIDQ0y9vLZe5vVWnw7UvD5kWMF9b2UKnqptiVVwbGtmw35SivTuayuWBG2zc7dxpViEFeqGnzwdXCR7/Q2sqK0EonifqKK5PbBmVOWydXnet1ZOVxzxXR7b8/9n77zBLrus6FN91c+7bOU5PzjOYQQ4kSDDnJIkUaSVLMinL0k+yn/2e5ffze3KQZMnZsqxASxQlShRJSSTFnAACIAEQaWaAyXmmc+6b8731/jhVtdadvmAQZ6YbwF7fN9+crq46dc6pU9Vnr7P32lRh1bSpOEh6R/we0rfXT7on/D21nXKLtHQm34L5EcNnTrK7iFSh7E3u0CzcRu0goqLnHAaE9U0iyyhfkRsLJTAUCoVCoVAoroHVEgnnRMoUAx7O4Pc+0l1IfwHxB2FnJ5BDJvI7QGYkgjACuk/DQO05QUZiv1n8z74S527+IhEOJP65eg/FP4exsLRnTR2Jq2jHwLMwzvw57JcW98DYKOyiBbWTCaHRR6KPKVjv835sS7PngGvQVnpI7JIzjLZg/GTvg/vE3CtxSuq8UxW5vqdPZLxyLU6eMTEiKMjwK/eahoTJGcYqw6hokBfB5aswnJLsJl4yP7hkjohI+iI9qx5yq8+Qe/88iBlrixnf1f2oI3SG5gzxX0xUNalfrgHUxEaoJCcp3IHc++tkFMdn0JnQjKmPRWCrXWtFIUVEQit4ziv70FZXR6ObBCJX76cQnssw4HpP0HwjPYaUE7ZSeSU8B1iMti18ZSsJ5DrvBZMy/25pr1ypGyIhyZoEtEvMO+hdFx0DL4F2Rhfx3qzkMeZb3nrZK597fKtXZnLHxZV5dKA3i/nx4QwIgM0hsCqu8Z6aJC8E0h1hwqyaxn3u3o02HZ83IrtdRKz6y+QBQO9C4hKRO5Mw9rf/qXmH/9fcW7xjnzp8G9p0EIPK4VmZA3jmSedd7TuOB/c7W97olVvnyOsM0iOSvsBeJub/N/XBteCpHh5zdKYVInFMZ/gW70x7x3pPEHHgR5u/k9jilYd78H6Whsy4r1Db4pQJl0NI2COCPW0y202bvAQ7IvLYh6Fh2XcKDEC1H9/bMAnd5jc5c5M95cgTJPsCSXsCRRI0njIvd24nvs1MQHPo1BASK4mvhjoKjnBxrRv964XmrfgrOB6gubd8gIWabiyUwFAoFAqFQqG4BpZtFsdsTLFxmSNdADZoIitmgWjR7iIblPUULFCL4kZY78AVqOQMALnNWIhHV0ioj3b9h3pgmMw4MdyNBRhqocvYYizvhsFeGCOvim4iNjabOgJLFDM/hdV1bRtW9rE5ytyxxSEOMqR7USQtgCQW8G07if1kgZ4z5zBRlNvFwnu0e3swg75cSHtl13Og0o8xj+dRZgMv3IW+lEbR38qgYTnYRd0NgRCRNu+DyFEYl82tCMR3xSzd8CIRkeRVykqwiQkH1FfvWptykkN1ikOkF0BzwuZQhHlMzi2fNyTC7CtghbEnC4uy8q4ukyaRVXMfnt9+ygjD70gjQVlI8mR0OnV3n8OYz/Zh/rginyLtng9zJlGFvP0VR7xjT69slnzDpLyMUJgHC5WG8mRwrZrxyBwEAbZMxrivQgKFETA9JyhzS7PoZNlZxA23jsNytWZIfZfweB7eB67hzf3zcQjVAtqc34KTnroEwu9Dt35LRET+uusN3rHqLTQINDeTM5QdpkSaCRHzTrE30ixl+xEKX2mQ2Gkghza54TU+0o7p/wuwg7UkrlvZj/rK/ZSdZKdpQNjCONMUbAsPCk/jOxfp7nHaxrodTMJ2DtMbjYPAOB0172orgva3iGi2yePKJss5Nof5m99k+usnsiNQxQ2ZtOAsJEyIuJ5dHGISXsVzS5/Bt7cZZG8dzJVGwvS3Rp5c/P4WB4mQz7EHCc7x9JPyqKPG5Alnu0rQu8PDfoOhBIZCoVAoFArFtbCNkRynHTUOJ+FwgMLr4UkR+KJZ6fFOV24zx8rTTjllWGiRAKS7GGfX5VCRDMYaFqw9Xbh3JED6DkWzxAtzWMlWGFatMC1Oe0i4k1bPsUnT1ko/xYNvh/FjLdIuNhnQVUdUkxfOTQr/aCQpZIV27QZ6sEvZLJm663Eif+I8jmhT/gqIDTux1gjJ96Kvi4fIOKOF+K5+kDunrrBYqxlHdvXne7ORYg9jF74ZI3JhyRghsRnq96tJBJEEA/uep7SVND/Czq5+LYl2rNwK46b/CYxjiERShcRkXXFSNpBCtMMbyKJNrTgJJZKnR6nP3Cezh7KKPIR75LBp3ja/A0lMhvy4KS/eyQQeruM+8u53aqtx8/mVgW96x3566ael3jL36T7XOQbf3VEWEYkuGEOyOIy2MYngJy0LTjUcv0yaAmfNfSo/B0P68lkIVe6irCFfmIUHxsP7/84r3zp0l4iIjHwOQo+xLiIfCNGtIFvyfejLJ/7QEBepecx5FlzlsQutgqGw6T6u6CdnlalVMCDBLOpLXsU5LJTpXhtcJUHKIA2qRUQWff+q3XSK34zpf79AGswUBsFoxTmFqJPNhcSFuy7Qt5k8SHYOwBXr+Xl0oOFEEEVI8DNNITLspcShFm4KWhHMISZa/ESGFQeIECH+kyJtpOeUeY6VHnpvinj3bAtzkL+FHBJUT5qx5ufTJOIpRKQFz3v+Vrt/d9hzLbqMOVYcZmFUnNMKdX5eNwJKYCgUCoVCoVBcC0uk5bckVMVClnebcltwaoPczhfvMQu96CSWWLxg5TrYMyNGO66uAOTkB0BI9B0ng3gCrMT0KRjNi7RLHL9szi/TZnC2Qp4Ic+RqXqXF8HGQASPPOKlY34MO+Ii0CORZpBPWUiXtGImvhVUUfRrXzd9JKUkPYpc7W8I5g7MNp/20W5lGX4rkNcK7nuEp1qQwC+oWEU+1Liyyhx9H+WoeSpSUpMHbmey6TDvwlBWCsz40KSyh0kceM4tmHFtBGCCRBAyr6IPYhg2UyNAkI9DXMHMis5OMwQQLY3Ze0nPmheqgaV84Q2KARzGXav2UJYNEAJm4c71WisMk6EjhGjFIvLRpXFS71hp7forpb0uB+iA0EybeBz2J7oghWH78+Z/zjnX996T4nHetcTtltdiBcu9x2qF2iCVuM+t2pM5irq9+CVZgpFPYzWfw7pGEjfiXQMQVPoU6/uc/G/fK+a1Oh/1kDLI2DIVZ8ffDRyEHdVf0MUW77aR7waTElbdT+tUQrGY3xKz3NIUP0T3asgQRScnpfF3Xhno3WePEJa3uINKWdC3c1KkiIr5TpuHxkxRSQWmmC+OYj7FZchdxw9VG8C5MvQZ9DVK64smLGP/mATzQ+pDpu6vDIdIellEnMpLDKkp9pP+w6n5r6L1A5KBUutkLD8djFFoXnTcfMn8d3+kLP417x7pBmEW/gkqy2/GCrtxmxiH9HNo2cIzIhwHUl4VDUJvnl+tR2HUJhObirZx5hLQziGTn7DU3GkpgKBQKhUKhUFwD22dcoxPTWKGR3Sq5rfghNIUFZNVZDLPREaKkGwHalWtLcbmNdt0cMbdWno1EIguyWHwHc2REnaN2OLub3I7SEOqILhMBQLvObPT4nR379CkS18RGsww+i7EJLqNN1R7HkDmDnd6lg7iO02c2w6SvcIV3L83i2VfncA0iWmIkIkhZJALk7h1ztA1KJIpnjWCXeOF2GDosgMrGdLDkphTsLJzKHg6ctYLPL4yZxT+HRsxRSt4wr8bJiC1QiEhqwhhtLKYXpRSuDTJK/RTzXh6hePsVh0ghgcJWjDLoUAhAhFJzsoZEccjJIMJeCzTmHOLCu8S8Q+4RTmQdt2gH2E6gzfyOTF41c71rAJPUatpeNXw/Ngy5/S75xKKQEofxXhxDx6KU5jNOXg5lx6OH3y2eMy1iM5hQOFkYpXOce7Ko7Cy8gOq7ISTLYxCkHfReZ8eeCQwmDpjY8+/CxImHYeyXnLQawQJ5qSyjkug8Hu70q/FcIpSlpvvcWhHd/Di+GeVR1Je8hLYmpnF8eZ8TrlbAeKTPo02Z7eTBFSZtGOcV8bH+T4DTx6JNdSYviQyYWjQuGJu/iGO1HspYcg7ftiK9t3UK/4hknD5NYSwKnAKV5gcTguzNZQdMYyOzuJ/lw5iXZ3DvvnnM2akfQzmRNM+rNEzhdk0S4yTvLJ6/uR2U3eYZM9aBPPoSWUGji7dhYgUopXE9oR4YCoVCoVAoFOsGf9mW3pM1Wd21lhQQERl5jFLM7cFy6t43mhSES7tgmM9+HH71bBBcfB/qvvPwRa/87NM7TRsoBpljoSWEhfHAURK3I0Ot76jZRluhmPiluyhG/SgWm1s+k/HK+V3Y2VtxxD3bjD0ykPj4zOtBpNz37udEROQbJ/Z6x6LH0FeOlU5MUt1U3+y9xoBg8qfvOPq63Oq8hO05jUW3G5Pfe4oEVe/D4tt3BYZmZi+JstL5rnBoZQTWSrWb3Oov0dY8wU/aHfN3mvo4HeaWL2AeNCgtJJMIYXLfdzN6dJ/H7ycP4Nn6h8hNPEueCFvJeHG8WXjoGgnMJc68UE2TNwALoxrdyDbdFzaEVveQYCZloWERV9d7Y/snwBrNvirtla++G3OpuhckTfiymY+pL1GGn4vTnjCrq70iItIkb6TBr3NGCXNON6V4bV3C3CyMMsnH4VQgTRZuNcZhg7wJRh/Bc1m6DcYjE6C30GR/dOKw0860d8w/A5HP0mDntJVJIvkizo59dJrDHTBPOSygnIFB3jeOvmRT5trCOIXUEIkWGYSB2rqFsuI0mIgwN7JJGyazm/ReKKSjj4Rd2UAu95pnmtmJRrPIbmUrzg3l8Lz6n3cNdlzHxA1/r5gczH8eTKwjG+HpR4iI5IiAKQ1ROBVp1yQmSdD4DjO+ESKG6zF6Fy5hHsRJ22j+bgo13ObMb8pkEr1IRDMRhW1eUXPo++Gdl0RE5NmjXR3PXX0dxnH0c/gQzN1LXjyOF0l+O/6GLb6KPtpFvE9R8rgaOILBhhrQjYESGAqFQqFQKBTXwLJt8dWakphhH1my1MjY7j4HC+/0ihHHvKUPPrkXsPEqA4/D8vP3YvH6YwPPeOUjTUNghHfAeg9+mpZsFGcdu4pz2IXb1WBY3YPLgt1YAec3Y3Fq2SgHymQMOeKBEcowEqG4aNYW8NMm7C4njmB+O4yp+YdB4hRGWBUf1zVowV/abMa96xEcY4KGRQc5U0LwYSIwys6imzKZlI9A1yBAhmF0lmLDO3hERC9hy3npnYN0Asau62TGK0dWKOQk7hAH5GJdHoAR4CMh00b/Wi0UEZGAI54ZuwyjPzRJbg20+clEGwuVRjKmDvZUKFE7OPMFP+flw5gT4RUzJ1iEtEKZerL76Ia0gx7OUjrXMUcEcwwEDJMFNSJPWg3SJXBIBz/N0en3jEvtr43B10yRN0OAyo215o6ftEsapAdT7cHxLrbCKFTIJeA4reXKbkqrTJ+MKI3jfz36eq/sau9ymBBn5OE5yF43iWnynhg173t0Ae91dIX7hesi0+SVQKKx3dvMy924iLnEXlZtXkU1PItW3bfmnFaQnhvpIYSJhKy3CbtSthDnMJNh7HkipJ3hhmuIiBRdcoHT3NJ4DZB3SKWPnhGnI3azalBfg+QZwcRjsECCsHnSsfGbOcgZOoIlmtOUbpQzVNkJvC9+h9go93cW0OUygzU/3vcjT4uIyDO+fd6x/HYKR6JnyKS4RZPFDbkL5WgiM1tNwtFMrvkuddaguRFQAkOhUCgUCoXiGjTDPslvibQZ22wMRqewG1lPgzh43dhJERG5NQbFu6OThzreIx7DArg/gFV+wBEItY/QLloc5wZalPWB0oLafTCmV/aaBSnv2tVWsLPXIkOBd/1F1pI0vBPKZTYUKqS18avdZ0VE5I9P3ecdi6bIvX+RdjHJIJt8LYz3UK/ZeS8OwcjtPYm+WtSB2AXKNMCWiROb76cML4EixqBOi28/Ze5ITNODdupo9KEdadpNZWOkFYWRGMiirf/wfpOv8KfTT3nH/sET/8Irr+5amxZSpN2oLzgpNuNPku++BaOTn3MdTZUwne6Kv7YClP2BdCris2wYssYIx++bc9hDg0MBipRhgcMnOAXE3reavJvHDiBMIvY0riuP4XlFyTsi4hhcdfJYKYzbuE+AvCqI+GC4RnFbCAwRSK1uyoJBrve1AUz8yoCpJLxEXgusc0MZG1jzJnAZ34mYIw7cCpOoZZq9IFAHp29e3Y3xSE6ZyeIvYq6xR9PcXbgf9zf/pSGvXLzHEKoD85QliEQh20JjyPPBl8I93VS33efx3jSJfEufItI2jxetROKkrnHOwqPsKeSrdRZdTUybdpQnKbsT2dFMqiwewoU9p8mTZdmdV7hhZieFPw2S98QM6dKMMPG79n5uxh4RkaWDRP5Qxg//CoW3dZibLJwaX8D4NiiekQmnv5i717SNP2E8l+b5fjgpRWSdS7ywvo8vwn8jgP5jlMa7qgSGQqFQKBQKxbqh5Rcp91jSdYXSGY5i0XjpvWmvzMbjR581Rnv2EMcG4/c2ifbls7DwLtUGvHK13ywWd/wVkRO0CK1to3O7Od6bRQDN/7yTzlYWuxX7yyToWcFCNbpolomsK1HpwT2q3WTdUPv2fuKXRUQkfY52es/AMrn4YyR6ehcREUPwLtg/YLw4jnft8o6tkPHG2TN4hzSzC4Zm+qzTvyyMptGH0U5fBf1euj3tlVd3kVBiwhhZrpFjfk96AUTGFMdw7/gEjLaH5x2PGiJXWEOF0SAdxDBlQli6xdzz9O9gl77rCJ1LwpwMzv4iHU4JUnYbFr5kI5BDUty5zKKzbTvKlN6Rw0yCecyr4zPG4gpHML9Lw3gX3nvHs175wSP3oG5nyJKXQR7OvCYuts/ck9Nk9n2LwgEwZDJ2zhCF5T6wV2Wa05GruC5IGSDm7uaUti3n9zhS3ISbR7eAjCznSBT3USLg3NM5JSWJO/L7zqKP/D5PudlTLXxgkucwN3e++4JXPnoeApabHqQd9LSZs64+iohIHz3v2HncMDFL350UnpcbLsWk7tBj6DeHIpT74JXF2hlulh0O4WGvLhYM5kELrprvSoiElPkbldtCbIGP9B84A4dD2PCxyhCRxCSWm92BflvkYeSKJYezuB97ayTvhr7JP9gCb7s/+chb5Fp0Xca9WUsnT+mdWTtj8Cm071jYfC+7J/D78g7M4xr9/Zm7C32Jz5Ow77eN92DxADzNWhTOmDhPZCNlqIqRLseNhhIYCoVCoVAoFNegFW9J6a6yBB6FRcl6DJU7Yb1sHkTs+uRXjbX04HN3e8fC5PJsNbDIiz+HBeRvNN7ulf0Fs1jkOHirs33aFmYQzlIKUWeXnePBuf1cXyvEKf7WGhDJy7BE82MkujlDxMEeTolpjidmKAUghX/wTjlnQGk00Y7jc8bIbRO8o75wasPiHSAoUk/geQVWi869sfj251AJp2NkT5DoMs4vOgKgfkotyTvD7O4dzrKRBUwumrCVZTLeODa/+zx+yJEWAetouDuqsS70NTFNhBSRCLzrz4hNGJeZ8iin60Qd8SnyJiG7j8MZfA6ZlSexS/ZI8Zco4wTdJrMDY92TNETVSh6ET4CEZD//dyAttn19Dm2Km/dlmTQmfHWIeAZWXyDzD3na5HYbNiBM7vG5rZ1DCxYPU8fpfYlPuK7+ONZK48LiNDoeoUc+/QAm8/hXnOdIugyt+0HgRb7AIoyog9u3e6/J1nJuCoZmZAXP5eglZHBJ9ZLw7xLmm79sxjSYp530HLkjVcBeVsmLisO93PGNkyda91MQR8gdAvHB88pH6aDdbw3PtcQlMsL76D3L4LryqPkecXgZExEcasaeRHkitbpPmT6Wh8hDZhITqNaFCrvPEKlIHh2tMTNm9RkirmPkXVPFs+/y43vKGZJcUdbEcYzdyr1wr2DvtwA9olCGQuhyZoD5+xg/ScQviTQnpyg9cj95iHSbMY2fwd8132swxxr8+QAv0+Z9cqNxwwkMy7I+IiJvF5EF27YPOMf+jYh8UNDt/9u27S85v/tXIvLzItIUkV+xbfurN7qNCoVCoVAoXjy4GWsLq+YTazIiNTJAWECxux+++ff2wv92dcbsdHZdwAqzRXHutQFUWCbhxeAcpRYdNQvq2fux2h95hMMJyEik3dnWDItBmv+rkHyQLopRjk+hfRZpaky9BqvT0pjp7/I7UEeYdv3ZUAiRMGDkIaePrMuQRl8SF8mt/tUYx8IpuJTXI+bi8G7EqeRbGLvxr6H97/0FPM4Spfv7qGV2N/uPwWAIzqM+3yraHKBsHPlNpEPhGA0h2hUNZ2j8yahgl+upN6KttrO7+eVjMMz7TsF4iM6QcZnvnIGj7vBG7AcQm4Nxye7vqUswaBrUr9Jm0yb21GHPGR+1f/lO9Dd5FnUPP0FuFQ5mXoVBiC7geOoKjOLMTrQj+e8cA4nCJyZ+EWMQfwQkmR3D87Sd89lY3fSVhqw4U2jk25QuNUIEFwlOugRAPUbZRqjNTLpwmBXrwLgEVg9p39gW6nOzlIiIxBZJeHY/xnHhDvOcWT+nfhyEZogeNM8DJvQuzhuxU7uAsV05gN+H42TYkiaIRSFjQ08aQq9JqUID1GahdK7dZ/Dsl2/BM3JJ0sIYGucvY/4H8zROPINp7pUdHZX47fD4WEzg4xWBLe1lwhER6Tltbh7sorAiSrHMXkDDj2E8OJWz7V9L+LFwLXsgsUYQPxffVHTNsdx2Ck0q4X7/6WM/6pU5Ha2XJYiy2EQX8Q4FiRwMUraWwDyIr64rph0rezhcBo3id2f61ZQem4jk/m8535U67h1ZJF0O8hJjbxfb1zls60bgZnhgfFREfk9E/vya4//Ntu3/zAcsy9onIu8Xkf0iMiIi37Asa5dt250DbxQKhUKhULwc8VG50WsL2yzqEpTykw39XAXGRomsClfDoEEGAWtMLB/AdV3w8JbsdnaJsJy6KFyDNAc4vjmUQZldrl3ji3fqGIElGO9NWjC3pYZ0yv1pnDs/jHN7zmJhnJmBQVPdY453n6PFPhnHpWH0ZXMUFkZ9BQZL0zFAyzGMV4I0NxhBEo4YDGIx7+7mNuIw8OZIgLPvBGtjoMy7oh6BsYKB9Fc4QwHOZS2FAIUX9Dtx7NkdOMbGw7a/Ja2FLp435II+Yf5fpV3iEulN8NyMTMLLxE9kRS1tzudwjkYEdbAxEqTYfJ5D5UE32wJlhcjg94lZ1M3pazmNqkvoLR3Es408id/z/GYD2jU0Y0u4R3Ek4IXJ+Gi8ui5gHpT7KKuJ40UQznV2aeIQHk4pzHoGsRkzIAt3kAYCGcrLt6J9vUcxBuy542o+sBcCjzMb0CNfgrDF1HvgVVEvhJw6yLjsJfHYPMifkT+k7B79qDy/2TlOwxE+hrGTPiIVk3iPYpRW1p0LlV7K2NSP+83fgY63k0U4Xhg3Dei1+JuBc5l8Zc+kao9pU5shTePcdQV9zW2m8CB6ttXesNMeFp3F7zO7Ootxpg/B/eC+IUNif/6RO71jvhFMikiICMt5SnnMHiIl8+ysBoVnkdZFPU6kG2WzsuN4j4qD5pyBo6TTQ54RQXpHGl0o9z9B3kuOR57lpzAh8n5r07YhsDDujcYNJzBs237Usqwt3+fp7xKRT9i2XRWRy5ZlXRCRu0TkiRvVPoVCoVAoFC8u3Iy1hWWbxSUbHbzADf0JjO0nGnd55a55x3Ilg33xTvK6gDe11LZhVWhRfHb8ObPAfaG0ebxQZGOv0k2aE+8x7uVXjyMFSnQJvy/sg1GXeA5u+tbttIWYNytVmwLygznajSySRwq5KVfTTtvqtFgmEmH/HfBYWamAEOklr4Twkun80iEYibyjOfVaGAGfmb/VK19YQr/cO3J4BbthM4KLsGh6TpPRkDQToNpHoURFGiPaefeXMB7BIiZOJOMcv0gu5eSOn9uBRvFzDrd4F9XMlZ5T+L2vjvnDGhLzD2AMus9hEpV7/M51RMRRyArPpZ6TlGWEjEMvYwPZKqyHEVnE/RZu7+yZ4aa8zG9DJf2QBZDUZVjyU28C85GYcYgxCk+I9SYkWFzLRbaiMKCH//q8V55/906nnWSR2Rj07E7ynpgnLYgZtGnpsJmThc2U8YMyoPzGq//WK/+73I97ZR4DN1NMYYxSvNK0KkLfVLJ34R0eeRSWdXLKfFfqP0teC1MgHHqOYA5W00QMkFhIdrvpY5rSyi69A7ozoRyu42wnPIdc8RH2TgiUSCDyEuY9f6PYM8PniK5W6hiP1jDul91KxO/ltZ42iSky2EPsqUDfFNJxSM6gjtUdZpxSV4mUIZKsGcb86H0C38qzt+Nj/pDTbv8oEbIFXBeLgqmILvN9iMFwxrG4DeFDi4coZTPpWrRIaNUKY8zic6Zfuc24rusyaf2QF1C0G231seuRo5OxeHfaOxQkgo7Fj1kDKD++1pPlRmE9NTB+2bKsnxaRZ0Tkn9u2vSoioyLyHTpnyjmmUCgUCoVC8b1w3dYWgZItA0cbktnO6UtRDBWwWOOYbNc9vy0amLUuWR2ejFx/dq37LWs+cB0cE88ijRyTb5eM8Wj3UYrFxc5ZDlq9IFhq5xCT0nPJue59WGQvpNAQP4lgBspYRNed+PgG7bCGVimsgWJP6qR7UaU47GDWnNN9Hu3P7YBBEKAd1IX/vdUrl+/H4CQc7ZFOuh4i7R4C0Ss4zmlqLcdQazfYUOymbAZ52uGNz5Fx5uyys7cD7+hXujEeoQIRB5SVIjbthPMQocO74LlNODd3ALvwq/vwXHqeN/8v72ORUvSl1o02JZAFuM3t3DuXPEVYTyWwSpbOLjJobyWy7qOG/POT7kWDdnWrPRSKQJoPXlgI6chYjZZn+Pka9NyanAISx5NOhplKH80lMrzHv0qhFk2eB+wpYa9tfxfOfV1swiv/eoy+DZTrs9rjZDJZpfSaNAbNCAlO0qehFaJvhjOvsjVivehZcDYdlxAUEVm8DXOo5hAbYSIqqhSOweQf63WwZ0Ajbs7nFKK1Lsw71ssIkpeJ6z0hIpK6ZM4pFdPoygBp+pB2BmstpK6YfhU2gbCKkSAlZ9wJlMiLg8jGkhOSF1sgMdcljF3f86S5sQ3ENWesaTpec5EwjvWm4IbVG0W5WMJLx++LK/DMgqr+MohT1jti1Lspv6pzShkcpqSudiZwG5OUxpj662VTorm0cojEnSlUMVDBSaFc5/bdCKwXgfEHIvLvxQzNvxeR/yIiPyfX/L130NEfxbKsD4nIh0REIvICdLpCoVAoFIqXC67r2iIU6zbuwnQmu5cPPgULutqPX7ju8RxCUkACgDa36NASGfgZHHeNbDaaOetGm4s0aW1Uu7EeKjthDqknKXVqAItrNuovfAAEBoveufdv/C7iJLbka3QueRyQ4r6r0RGhrAS863tuBmEc/iBpLZCB5HpvVMkQ6jrHBhTamT4FddL0ccoKss30iw3b1FW0s04GQSvGsfkkGLhqDKRmlIz+OKVmvIcIkws4p/sEaYw4xnSawgVm7qdsBkSMcYpZHtOVA8boZE2W3DYYZ4NPoh31V4IsqK/ASHHFFpOT9KxG2YAmQ5O8GnykIeFyT+U+IpsokwmPXW0J70W6FyISDSd+vz5CBuAUjDCumz1SEs470BiFV4av2jnzgS/3ArFTDinBO9i+HBu8lImF3hHWiGg5x5thIvNilEKUPhqso1GDc4RIwpyfmEa9xSYReyyUyNFlEda5cXbsKZuRRNlzgEgECv/IEbFk9Zr5bTU6C5aygVrux8NgHQovjSd9aYe/TZk7XkHvwgzaGiyivwXH46RNdHiVNBroMRcHiZB0vnM8zhxu13URF069Bt/H7rO4oBF3vBa2kmFexnzk92LhdtKK6IMwx7vHDTv4sbPwxls6DQ+NuSSeyzhl6imPgTCOTpsYOSaXOQNUm+YGfUvaiDbnOTLJPXsfkThE/MZItDf23JRXvvrThhCuDND8pmfFGhgcusZ/O2401oXAsG3b8/2yLOt/i8gXnB+nRGQTnTomIsQBt9XxYRH5sIhIyuq5eUE3CoVCoVAoNhyu99oimRqzI0sNmX0lxUUvo7x8EJZkAxua4q+apVXv89hxCxRhPFQGsPAM0e5rYhrH3d3QBu1y1pJkXNIuvdWk+kgjovcjZgHOae6E9BBy45R5gUNVYji/+6wxPEpDnA2FFrWU0SOzA+Ox9+3GZf9EdKd3bMvnQDLs/G1Kqfp+WHVl8BrSvGTaF53GOPorWDmv7IEx5cvgHDuBc+buNs8rSOOy5S+n8QOJ91XHsbNaHKFwmC5jcA19Gwa4vZ3Ih2bn3c3sbligiWkzwIEs+h2bRR0rt+AZDj5NhjA9f9e7prSLdmeXMa+WyNX8A7uQhvTjrTu8cq1q2rREIpONHsqKcwlzgudHz2lKd7lodowtnvSE7H48z9Qowh2uPoOYiG1uuA49z8xBWFw9R0mk8U14Va9eNYOQPoaB7jtR8bLMMKFWG0175cZObEe3wuZcJhIbJOiZOIE4j9k3j6AdpPcy8Kj51ISzcHlaPoi+3F/9p165+xTq3vNTp73yu/uOiojIv579B94x9s5qxklfZifGI0HkU2gq4/wPgrFFxvHiIczN9AXMlQiFxgQc0ccGeYow4cdg8VdO49nc7giBruC9WSHPH1nEXOLUys0QkXXO52HsaxnUcStiFZZuxbnpMzR/HRKSPdGY7K2SLkdbCA+RHEOPm/qqFBqR30RE0ZsQotO8mvbK9S/i+X8y+DoREakcwrsycgRjOv8j+MgGiqibCYDyuCEzIrP4noVy+E5w6Anrh7D4btczsyIiMncv5m4rzPotnclBuw/9qhw03/1/fOhb3rE/Ov5Kr9ygTCvs1dK9dPMYjHUhMCzLGrZte9b58T0icsIpf05EPm5Z1n8VI7S1U0SeWocmKhQKhUKheBHheq8tGnFLFm4Pia8bu4f1Ou0ecqbBthR/jjt7hdJyUqo5dhnvPQWDtkkZGRYPmcX/wFEyVqu4LphD3YVNJMDJO3dODHrPMzAil+7FzjXrFuS34MLkJTJSrpoVvz1CLiS04K4NgbSo3EqpAZ2GcHsaCUrlN4M2NWO8k0hx3Q4xY5XRV18dREo4y9vS7J3CO4Ut5386tQuGt6+I8Q+UcJ96AvcJ5U3d1lIGbbPTXpnTLbZlrViBNdpwds19FdoRpzaxkRtawjhWhtDWoGPTjI9h1zfbi/mYvwji4FWJM1755AgMmalPGxXRuXtx79ACZRh5HJN6ZQ8JDZLwX2GbMbJYGya8ir4WRsi4bKzd5RYRaXSZuRC/jEp4PNgDYCmPMUieDjp14feVnqDnNcGaK4x6kgxGx9hbPMyZSTh2H7vmnGXHYqPeERblTD6tEN7D2dHO6WifeB6E3rO9hlPl7Bo8f37lx77klf/kfyINEH8nAqvmPRp7EM9+9j4S6yRCjbUswpTeM7vTyfazijb3PgWDPXuIhHUpdIO9kGy3amo/v/u2nzJtZDuTI67Oyvwr09RmnBudpXAq+nZ5YVacTYeTqLxAelWLQpN43F3UKLtTjGKkfF2U2aWI9y+z29wndgHfuaWDqMN/EQ9j6RYcZ0+bkcfM94i9h5KTlJlmAcRGowvH28K2HFI2Mdk5Owh7eDGsMvUrbN7Lv7wE8rNF70j/MWo/C4teyHSs+0bgZqRR/SsReUBE+izLmhKRXxeRByzLOizmE3VFRH5BRMS27ZOWZX1KRE6JSENEfkkzkCgUCoVCoWDcjLWF7TNGVauOxV90GYvCVejctSvJO27dvmV4HFittFdmL4OLt2AZNv5FHHeNnnI/7Zou0YqbEFnG8WoXjBc384nVQFfjpJlQHCCRtwu0e5knI9DRGojPwNBnfYLlvWj/aB92yk/Omh3h1GUOLUCxPgjiIzqDBXBxH3YpZ+43Fu3g06SR0UMhGscpTUCEssBUMR6Jq6ZuNrbbtBFobGpdqCOzG+3uOW7+L9wJEodDJka+hbHJj8OosMlwcrUBat2UBaFEWhckbLh0e9orDzwCscrcFjNxJs5hAvU8h7EZJtHBf7LpJ7wyx+TXnJCTIKam1CiMY+F2sAjd52EFslaBa/izkbjl0/BL9+2BwWsfgxU4dpy0JRwywBV7Fbkmi8ddaFMftb/oGHsN8hKqpXyekcqGXL0fliGHYrl6FyHSnGnPOsNWLorVboyB7XM0PEgDJpRD/0ILONclNEVEAmnM790Dhhw808ftxP3+yzNv8MrDS0Q+EPknPWlz7Ay8iqx7tuF+NKasq9AM4zuRcd6NN/6zx7xjn/g6dttbFCbDqZz5nfJNm3kfKnTOBOLrxzti+8jzaB/GOu5EMPD3sZ4grQsSsCz3kWeS41yTuoLfF0ZIy+IMjg8+jQEpjJMor5OVJ3kVD+DCTxLzRFmH0o/SO3KGUkdnzPFagsI1KPwmuxXHK6+g9+U462GYcbr8AXjU8JwYfIZC7MjbaPVWENPu3x/2MOIMQN3nSFeEyR0SPvU5hE3ucto71ne0s75FlsJuGlFKyXShw8nXETcjC8kHOhz+k+9y/m+KyG/euBYpFAqFQqF4MeOmrC0sQyTYdYqJJ6MtTLHEvNvYddIJNQhh0dv3dMYrL92D7ePINBbJJQr1aNxidtrydRZs5Mwj5CZ+kLwFaMfS1Wzw0cI0UKQOWJ2F2FjDwAW7K+c2o1w+jJ3CxRwW4o2a43FAi+haigQsKVMFe0e8ef9Jr/yN2dtMczjbxRwJgSbR78J++H73PAwBRdtnrBsOrSltwbnxo/hFaAVtagU59aUxPEJZsiTIOmMthdg8pWIl48DNXuNmARFpf4aJWdLtoPj+Zg+ef9xJT7p6uPM8SFzF7uzUKgZ103aEvlzsNzv1cRL1q28mg8aP+Th/G3lmfAfjnrg1Y677BqwiO4h+FYe9ooRx6zbNlex28+xYHLE4RAYeeRstX4F3QdKx3e9963Hv2PEz2ObO7UebFm6nHWNy5a853hghInHYwGuQ3kHmIN6XoW/jha8MmufC2iC1FLnmkwBnjYzwyDN4nmfvMp4e9TS9JMQd2pXOJlqjF+9ZcdSQAfUYvEZ4R581E1bJo4bfdztgTio08T7Zw0Q4ZPAdy40T6UPN6z9q6oguYp7MkCdIhEJ+uk6teOUl8u7IubwLfX445INDLTgFqqtjw0Kng0fwLrPnjK/Cmj0ouwKn9RT6GpklsVQSNu6nb3lhK4jYapeZCzy2/H7yeDGp2CTNj8KO1Jq+BGie8thkKYyNRVLdec0kq03EO7+HLApaGcN30XrWfAcSLCJNblHps3gAto8IGP47coOxnllIFAqFQqFQKDYkwqtN2fY3GWmksFD0l7GiW7gDi1febXRF2VxBNhGRxXvSXjmJMHhpkLHBu/D1JXPPCPENgQIWvYu34UI3xEFEpNxLbuDfMdYep0uNX4BFGaIsDGw8JmbIoOo2i9ryAKU25JUjrVfLM2hTv7NTWKeFdTXNpAB5J9Au8eUC7ySa/zksgN3nF26n9JM8TndD7sQ1oNmQaMsmEkB9HHoSnaNQltbae+c3oS+xebqODDiODZ+82xhwLHIXIaMii8gCqXXhumABY9p7whAUgRUKgeG+tHBd71NERJyA54jr7Z2+RNljqhSGshnV9T2Pukv0/F8/elZERD61427v2IzA+AnDPpUQGZptcKpm3QImqvxl2pmfxjnFUXPSM7PoU9dqy3u+xUEKs6J7uzvsItAVSV/Ew2hd6ZxdI5iiFLRj9M5lzLuY3YaxC2cx/klKGxrmMIhlKh81Y8rv3sKbKGPQOdSdJNf86gCevyvAykQFk0IcxjT1AN73ros4P7xo2vqFsyCCXr0TaWcv5vD9KD8Ndqo0REK2h9ywBfIAI+OXQ37u//hRr/xbyee98o88+MumPVOYa+7zFhHpPYG+sGda3fkMh8kxpZbE+7m8nzzoFjCmrBux7AjkDj+ORo99E3Nm/na6roBntHRL2isnJs3/3Q/C9aA1DI2MzDacm5vA+0LasF74VbWXMt6QeGZwFfdu/Aom+MG+Wa/86PHdIiISneRsNbgHh9FUelhjh8LYnLFknZPVN+NDnR8nJWEiVfqPdQ7huhFQAkOhUCgUCoXiGtg+SxrJsJSGsfCPzWBBx2kwOQ7YjbcPpqP0e9RbPIxFcvQkkSO0yAwvOWkJSVyzME4B7WTssfcHxzfnDhrDgw3D8jgWzrwD2QyTwU7nu7tybCAFSPsjfBp95N12t5Ioub5nKWNGndysbfLUjvgpPabTvNBlCIhc/hkiJ8hQZp2BNtKk220z6XoUyZOCBFAtIgDYbdsVLfWXOVxgbSpLkXa3bt4x9nbW6VkVKZEvi6gG85Sel3QL6k4WidQVqoOMyEAZu8TJGbQ1R2SLa5CwGKOfdk05bp7HkXeEP/3V+0whjXuURsgwn+cdXlzH9bmkG+8Ac3aVyA5sOzcXMGe7zpvzV5IgE5IByxtXJvNqKdQ980pMENfICk/R1jZnG0lR2splCgmiF6MRNQPC2SmEqouudM5C4rr3i4iE5o0BWkumvWPBCdI7oPqsGsbaDQ0TEbF9pl/8Tsbm8SHhsBeuj0MzBo6a+ibJu+Kh5/d65Ug3vleDK5R6dADzytW4YFKj1odzAxSuE6TYhsMhIml6DUHXvJD2jlkNei5RIi/vIu8CN5vLFNrTlkGHQgD5Oxyl70fNSYG7dAvaM/gkCIL4HO6XuY1yVdPjd79Bdg0fj5nXoC+sRzLwVOdsPwt3OGlUl4nAo3uzgPLrx8555VKTQpac51UrorPRGQo9ITK3xN5SpMXicz47/DeuQWmyOfmnG/oj0p4O+kZDCQyFQqFQKBSKa2A1bQmulsVPKvZtMe8FWtBR2IW7iAuWOGYep/pmOaMH3ZDK9aT5gXdKOcY+N44KmfjwkYHkd3bny70UozzYIfWhiAx9p3N6VbfdVTIGWbuBDWFOa+ruhgZI/LF0EA1NTWBMe07jnImV7WjrVnOfwiE0lAUPuf2NBBmuXSSg6N4GmoRtKQclgGVwM4rnFaDd46ijLRFcRohGOE3PlsbLT+J7DQr/cIkodu9ncorj1WtpCicZxnOOrLjtobALEsxsC8Gg3dQYNmc9fZPoAnkW9MEaqfTRuRmUWTQxsd/8Yn/fnHfsV4a+4ZV//vd+ha4jYmMR787iLQ4ZM0HkD2VzaT0L0iJK7Vg9YM735zCPQ/mG54HD3kE8H5mAcd+d1DFiqSoYjxqlteQMM2XK3NLjiO9alMahSO8WkzG9Z9DvSvdatcjYLOaMr0peHix26SPCj741TF664HCv8DJlj1kBMVMhGzyyYPoy/FX8fv5ueq8pDa+QdFCTjFj/VvNu2OdJz6PGBBj6UqeHceszP+6V81lz/xR5ZPFzY0KQs3g0ekwfC2OkF5ShkKZtGP+ukxgbzujhily2EZd1/j2O+2v0/aPxb0sl7PZpNxGacfrGkg5IdReO+6cc4pq+P8Ei3pFqH57Rt+egdXK4DyyCm7o4QqKs0SXyQKP2MwnM4X5uX0r99ADw+WvTRYlkcLxzcvIbAyUwFAqFQqFQKK5Btdsvl3+0R3rO0C5UHAaLGzctIhKZxznn/rEhKBrPkTIgoTkIo6IUxqK79zlK6/eEWQly6tTcOM5lT4uuCzCAOGWgq7fQYgObCY4q1b2Fd2pxTszpF3sLWC2K6SdCga9zd3gLI7RL2yLjh7IZsAcAGwc+R3sksw11FDdxHDYZlwNUHoPB0vu0uZZjswOXyKL3U6pEIqf6niMLwtn1ZKE8NirCqzBArCylzqW6e0+Z8a2QBkaaBABr3TBoDv0WXOwv5GFp5i8a75NmmDwZyOuFvVCYfGCj3iW1OGsL70oHyEgZeQjWTXkMFvniaePWsuWN0CvZFsSc3vTxS2jz3YhJWTxMoQFjTnaYCDN7KNZ2YU6HMjDaxh4y7Q6TXklhLOz1Pb+ZSJC96EzyIdqNdgmgKnkq7AEbtrqH3jPaXS6RPmH/48bKzm2DwT70HfIeIo8l1k4pDuJhXPgpo//A2VnGHsQ7sniISRoQOmxoRlbNeHAoDpMknIaZ3wH2bDj/QdPfnX+MOZ/bDHaCwz9iVxCnEdyJ92HfiBERnfwkYqGWD9C9yUNkMIg6bhvEAM+lDHF0OY56+/6SMiwRWcrzO+ikGQ3TMVePQkTEl0S/GlH6lpCIcWCreRez9L1KTKPj/DwZXRfpO3zeYV7GMZfiV4jUug3t+Pc//RdeOULpUH79P/2siIiQHIkUhzjMDeU3DOE9uzOO8vJBZ05SBpTnvgnF6UCVvskvkLml67J5v0LTeFar+/Et2nwQorHVx5HliL9NNxpKYCgUCoVCoVBcA8s2i7rSAMUJ92JlmZog47dMK1wn3Vz2AGVSeBJGUc8I3AGmgxAo9DUont5JS1klUTk2QNgoLY7gOt6xd3fN2WWYBQrbMnPQ4pV3PbNbQ04dOMZhAYkZVh0kIsKJ9Q/lODQFYxd9gYwqLIRYHTA3bfnZAichP9qprRIZE56nkAlnzMLkvdLcjDQHviKJ/dGOK++Tu8erXSSCWO68UC8dwGI+TPHqsavGf7+axvNeuhWkQGYX+vUAdey+XhgmX4gZMiA2C8M7P9rZm+eFQn6yWx1CZ5Dd//H7wlaMwcxrIbDIqS9DWdP3H00/4x37J1feiUpS7EWAiZOcpPS2jvBpkMRVmcAol9C+KpohpbJp7OpOPIvoou15JYQOZ7zjY2mUJyh1bmLaGZwQ6bqw1xE1ib2b4rOkxeLMBfaiYV2U5CT6zSKv/A77K45OTA+FWW0lFooQoO9LMI93p9xj2sGeA/w8uRyl8I9Vyh4kJXNSlfQQONxk+HF60cj7g885+qDRXRiqkodahrzEqH3/6ZM/4pX77oEXz9yKk56XdCpWd9K3d5jIAkRPeMZ+dJnSQo/Rd/Ao5gqPEz+L6qyZHxalSGV9Gfb+WLgNg7rlCyAhmxEzpnYA72QVr7vEIqj76QK8J26PX/HKRefzwVo5TMyw2OxnTh/yym+955hXflOfyR7+G0+8HX2Js9cFhyMx2cXxME6IF2XISZ/BmGZPjnnlgbNgUbP7QLTdaCiBoVAoFAqFQnENrKYxsNh9mDzGxaIFbuQKdqutaNoU8jBGam/PeOXMIla1DQpDWd2NBWTXBbPIjC2yUYGFZyNOInV7OhujXafMPVdvwf1CBfIcWOH0pLguQruKbgaFGDKkSmYvESlkbwULFC4wbRb2mVen0WYiPtpENUlDIke7hr6CaV8jRekpl9HmxAQs80AJD2bhdsr04YSL+CiUpZbm7CVYoFd6MP7dF+iejmAjh3mUydiLUphEZhcGxFdHOTVhnl3yKnZhL78LhtrPv/Ehr/xjqSNe+d9MwwjxNEGW4FkQXUa/WRiVyakaIiKksMWMw+B3cIzJmEasc5aJCBm/cSdjyp++537v2PlVxJ70d2N8Fw+j3HcCVplLjPG8SyJ5jAw9gptnduC4GxLE87yesLyf//PBv/aO10hZ9/8p/qxXjk0Y1qSVBqnhZokREamR0Tn8OCzePIUoTL/akE9sEHPYSH6MdvJJf4C/H6c/+AdyLfbO/KJXjmOTuy1MiXVWep8zLMLSbTAcqxRCxd8uJvzq3ezG4RB0FBbVdQnPyp+nzD9dmLPc35HH1hKSPWdIC+JVJLpJ965+AmRi824n7TNX8gIhCTw3XRJs5i1kmEdwj+G/xqBzilP26OhznJ7KvUwGE2lH2ircpoU7KLymw++3fQYEx/w0JtZnB+7zyn+z7Vb0Zb/pTO9fwPOEvUlKnKEoi379P+ff7ZWH4qaO9DOUFvoAjTmloma9lMYQzm9GHB2nRXxrGmG8L6UxGptCms6RmwYlMBQKhUKhUCiugdUUiazYktmJRWNsjk7gXdswllPWolnF+Sn9arWO3/d3Y9t59TzSH0bnUbW7a8uL7CKJibJoaJuAJRkV7m5pqR91pE/h3sWBNNpHO3ssfuju5EcyIAC6T+Leq7vI3CBraXzBLIDbYsRptz1Au8h2kIwK8hwIFszxeg/FopPh2qL0sLFZEAO9J8CUuEZ/I45zc5vpOiIfOJ0ri9FltxqjhkMIXJV+EZHpV+FCjl2vplEOO7vRPtrx5L7EaMv1K8V9XvnMn0NMMd4go9NtM4UOJKfZjQZF9gxoxUwdK/sxaTZ/CZbtwl0w4KKUXYXT3rrz6hufuQOHqGlLh6mB9Pw5c4Sr8xHMsxGJLf3cThiGkaW1oqwcutR6AUvmG9n9XpmJAzfbjI/0SqILaNu2v6B3ZA9ejK4rpBsyYN7x8iAmbM9x1qnA/WopFq/97i723E7WmuHnbJMeRq3fPC8mE9IXMQ+Y+OB0olESvHSN1XAG10VmYXi3KMyNM/UEaEqU+0x9yQm8AME5PM/wARAVddqkbxuPkBnLVgDtrFBomDVE+jJzMPDDGXP+/m1gfM7M4GVtC0vjjLU0b9zwtxLdjwlBfqEG7kEIWvHTw3S+cw92xkuSAPQifmH7MY6FrTi/ccXMeyYd8+MsZIp2pM7gA7I6iG/QYtbUMXoW35SdH7jilY9mEE7ST+KfHH5VTZt2hwcw//M7KQUta4zQd7GwWbOQKBQKhUKhUKwbAoW69D4+Jyv7sEhlt+NglrQstqa9cnzKLATZfbg+gwX3MqXGjJAhzKKUYhnDpPsc7hEkfYL8OBbG/SRGWEtjYbly2GkTrcOXbkM7mZTougLjpdpFxo27o0YGceoq2lSgdjTITfnq24xFVeumdIAFTk3K7t5YfKefI+PMMXQSU5QGkYwATsu6sg/tyO5Za+j3P0kx8eSezeKkbIRzSls3BIPV9jl0gIUvWZtk4SCeSyln2heiDCO+Cu7xlQWQFtkKxiO2QNkUHAPUKqMD6R9Do1ZKmGOpP4YFxLvwbnpVNo4ZrG/SuBVGbPkUkUKOe3lyEnUs3k6aGmSw95wk1/Us+pKYXGt++FZxv0AZu71lMpCiDoFYJSO4PGJ75NM/++MPoh2c6ZHexfKoqbtwOyrpPg/Dm8nI/CjtVr8HrEnkb0yjgjSnb/kgUoLOlFB35T8irKj7JMXzdACLI7Job/wSPhRWg4xE53ElZkgvgzy1al3kNUJeEEzEbvlLY/i3KMymjbQIMllKGXLo++Fq6wRWyc3Dz++7dEQZ/K0Mf80Jb6LUnYURzMefeOujXvlPj7zZK7s6QZUmnpXPjxtGv33WK8f64PJjR9DHyqh5XzZ9Fe23SBMnvxcTqNYgHY3XYc4mvma+6/xddT2NRES6LuO9TVzFt2H4EZRXDzjpszOcRQXjuLKPPL8oJe/KaZrLZ83xSi9+f/RbIC1CHLZFqOzH3GxecIVA8fvYJOYYv/tt3lBJzUKiUCgUCoVCsX5o2SLV2jVGBYVXpMl9P8g7d87/tJuauNrZYyJ9kVLoUWy1u5NfGMXJLHzJcdEtSoHKLtI5J8y6PoyFc/8jFPdP9QVJr6E4hHOSE+Z4jdzLywOk9o8Mp1KkrA+VUbMov2/fBe/Y04/Cm4C9J3iXmEkcV6hvdT+FczxB3h8UchNdwHW+Ki2iHWGI2DylFSXB0r7nwApdfSsMuBoZyI1uc210Akvm1FXaJabt9u7nYGgu3g4SwZ0TrPHhGhoiIme7EFMeI22VKBneLoER2IyDk0vo18FR7AxP9eCczF6MX3LMWC/Zc+ig7SfXkwHaQQ9wykwSJD1uxqzSQwKLXWiHbxUTv5omsdbaWg+FIOy/dmFRSrlaS6Md2z5pxnfqTTBEfTXxCDbW+wiQLc1ZGBZvcbwFyAjjzDStGAnhwnFAVi+DqRp0CSDykDqcnPTKJ5ZIyJGN98ZaS/5iA4MQnWVhXQpDOYH3s9UNAtT1iKjHaZwLJCpLGUl4rDl0RxxhyGYK/v+ru5lE4/TBpO3B3w9nPJbuRMXJSbQjfYG8Qiy0qU6eBq4wbpi8ffJjeCf/4tJdXjlMxK97791d+AhcvIDxt0jrRIIUbhdh8tXxQqHvmVUigz4CT4TsUxCz5FSx7lzJ7On8XapmyEuP9IKsOmmrhF2vOfpbQGQp/+1IXcQEr1DGI1fLgglZ9jyp9hB5CYkdicaImB42N2peppCyNu8gtHllN53TWcLlhkAJDIVCoVAoFIprYIcC0hzpact20QoSgcGhD2SEu4tyDpkYeIYyhfR0Tr3IMe+FcfN/jAwaRjiLBWSLdsA6ZfEIJbAwXXw1zt3+p1jVtqKdl4PujuvyXtyEd1NdPQSR9kwgh3cZQYN3u8HlInLmKggMroMzrbSFVTxgrImkjxb734IR6aMQHfsFVrOttDGimDBhsUtfBUYWGxssWum6x7v6ESIikWU8e9YWaAN7x+fcemnMyUV973/BzTN3wmqOLqJ9mR1O2AKFYuwegjjJInktMLnTsyXjlcMBY0jmBygDRxcM19gRGK71e8lwpeeyss/cx08aMLFzTObh3J5TlJ6UPGZcIpDfG6mjr5zNYPjbOKUyYtwq2DgL5i3v5/4jeM8m3kTijZR1o9pn7h1ZZtKRBCfb0gTjPoE0+lLpNmPAXh5viJ/2yv9t/g1oH5FWgRLGetvnjLfIx974R94xTv1a3E7ZdE7CgPYXSQsnZsaU36dmjDVxqI9kgHL6zIkfMd4kpVFUMvxt8q6oUJnIkdg8ac04xMzyfvQvUCUi9DJekhSJmuY2o5zZ7hBL9PsinFekN4B+B+dJ08HRiPjSyQPesSh5+DQ3g8zwlYkNIDLJDclbuYU8GU5S/+prv6siIsEsfVecJgUL5L3FDin0bW7S347STry3bppjJvA4rIU94Uoj5LlGYUPu34MsZW9qbqeGTOO6+DTGY6AXHka3bzc6PJ999jXescpW8jicx2RKXSUCJtT579WNgBIYCoVCoVAoFB1gB/wSXSR3XjKcAqW1oQoiIvWoWdwVx+jcLBaKK/uxgMyP45w4CWW63gccssJCcrxjHJ3DrvnyLVgMuwRKiXQXpEzCnb0os+YDh4iUBk1fIq9E5pTCURhT3Q+CpaknsJ3qunM/XYTaPusCcOaUzJ61LvEiIuGgWZRvTcLaOpUkn3MyLtkzJkqiiTXHYGyGyaV8CeXMfhgsnE60QQZE+oI5P7aAY2UKG2Gjgnex4+R143pPhFaJOKCUt41BtIONCjZAXWFFJj4iZNR9ftdnvfK2mZ/DfR7B88o4RmpsjkIBsp0Ndt+3YJ2z/kcjZs4fISM3QfobmW0YgxqFI4UyHKZk+p7ZSZklLsLQTJ+l3eV+1NeImQbG53BvyxaZdsIOGrFA23HvfmmU/Y5oKT/veorauUihLGT39aRxvFEw3iclCnH4hyd/xitv+mxnj6uF2/HuDz1qGvgPU3hWze2Umvki+r1MWUO6z5EB7WjJWAP4/eretRowIu0pcnlXP7fLOYmefWYHvg2bvoJBKGzFnOAUuN1HjPHb8pN3QryzMcvPhdvhPlP+rlo0IctfxrvfTFOYySZzn/hJIk9Ii6bRhffMiuNhBFfJw8I5zCRsKE+pZKPUFyoGOkQENUinIlBiMgP9mr8dbeJMN81XGteSygTGeeAp/J69hsIZkEkTb0Dfw86nukH6orGn0RdORe2jrDFXP7ndK5+837zwAyt4z1LHaBxpXrW1X0U8FQqFQqFQKNYXVrPVtlCv0g5pnNOT0o5x9zmzeq6mcXJhO6trAg1yjy83KaVdwkmB2uwccx5ewaqxMkiN6qSpuYjfW33kih4g3YgduHDldbhP/GlzfE8aBMYzm2H5nf8p0vMgD4ZYwCyu/+bI7d6x7adgVbAgqY9SoIa2gxC5tce4pBxZBhPE6QzZhZ0NlsQMpaq8Yq85l70gyr0sZog62tztHZ0MFhzkEJNKP+rrf448H87COHCNNlf80RxEsTiKmycvYgxaIbSv0mOsLCY1nj0Ko2Ni/DNeOd0La7USxT39JTMp2HDk3eVyL8832jGmFIsNxxZioy5+CfdLkTeD671iQGKiDgnjEnUiIoESDDL/CurzkQGadXbp47PtO/Cu2K1LcIiIxBBR0xaa5L4XHIZVJd2O6m0Ig2ACo/gVeMYkiq7gJH6/cAnXbc/g/WyFSfCQQsJi7vtCFn3sDJ4Va94wecnfo7CTjjiU53nFxBkO25QClQVrXQLOphTFbJgv3Z72yllMtzYyN7pgXgg2ZutkQPuL+AVnNLLopXO9IBrkDRag9zB7GHVs/hRp1zjuV6Ecvluc5ch9b0REIpS+2Q7S99YhLMffcsU7NlPagva/QBgHe21lbjft63mSQqgoBKy5wCmlqT6aQwkn1Sp9ztrI6jClJQ6QBlN4Fc8/Oe2E8xwkAehxdtGheRAhwo9O8QfMD0xss8Bs12W0gwWl6y9AWt0I3HACw7Ksj4jI20VkwbbtA86xHhH5pIhsEZErIvI+27ZXnd/9KxH5eRFpisiv2Lb91RvdRoVCoVAoFC8e3Iy1hdWyxao0JD6D1WsjikUvGxLxCVg6tuNvP/wdWAHL5HVR2IR7dI0imDtrwYMhdcYszxJTJHx4Hopqxe1pr1xj4TRahKYvmh/KQ5RFJYG+RDnemwwJ/1XKquGskZ+5DFeRxDGcW8aGq7zqPUj/+fXzJlwk/SxW+8VhEoG7TClQy6ivdB5j8GCvyXIx9CTaHKtgnIsjIFLm78YiPz6J8eh73hgsFSIqiqTnwGBjhMVTI5cNeZO9FQZsaYiMSErtajXQ1kARz85fNWUOWSlsIfJnhYRYezD+1W4SlBwz92RigSJ05P07/qFXziyh7qHzmBSxBcfgnacsE6z50AuirUjeBRwOFbvXzNmuPycvCBIWZYNmlfQAxh6C0VPuM2NWOYB5ME1bxuOfwlz3kQFXch5B1yXcO3l2VS7lTL+CBYw5v6uMHR8z3gLVERJgIINy6rWcmha/6D2OcxLO+x4swHBkA5CJtsVDtHO9CaxEadrM3/Bz2B1n0cS+ZzHoK7cQG0BERL3bvDtTiFgRO4RxHv4mzXv2CCNyZPMXTcOXDuBd7Xkb4tkuX4Xnwy/d802v/Pvfeh3a54jo9p0gwzbKmicUykKETnYLyqnJlnMu2halDDS+OsZx/m6c4xIiUUqVXCKPFCZayoPoI2cmcoVDpz63xTsWIhInRl541W7KaLQNz7lnwDyvwiZ4PKUu4feRBdAS/u14nkxydEfNvFrswXvI4WoMfxbfQh/FMhWdVKtM6lokNuv+XRBpJ1TZq2K8x0zEK5tR75Yv4n7+Ar5zqwfTOE5Ez43GzfDA+KiI/J6I/Dkd+zURedC27d+2LOvXnJ//pWVZ+0Tk/SKyX0RGROQblmXtsm27s5+mQqFQKBSKlyM+Kjd4bWEHfFLvi8rqLizyus9ghcY71/kdMKbdEAAWZ+OdUPZUyF/E6tVOUhrDFUewsUxGIhly9QTHn5Ma/S0oJ644i1bK69d4Dq4DgRzIk0AJJEL1ILlWLxpjes8mpC04naG4lxDqXq5iUd6sOMKAtDGcPpHB75N0vy7asacIEVdfY+kQKklfJAKJ6t5zaMIrn4qPeuXYvDFY2Bgv7uMUIqhv+19RjP0KxsCOm7ay5gPvULMXAT+jGnkflHtNY6MrmHIBEsIr98GwCq+iHX4yymrOOAXKFEKyit/PzqVx3TLq4znkL5v7tyLsDs67++hLbK6zt0t22hg19R6QLr4ahXlEO3sAtEjbwCUMos+DrCkPE1GxDzErLLrqGqNt4raRbmnOmbFuxChF7jx5SNHOcKPbEAYcisPiqvVRCuO4hH5F6Lm4YH2IJonpcsrSNmHRkxS34p2MYoRc9pm0aNMWIAFIdxfeX8TzDAzC0KxHYYBWe+hb0uBsP6bvQ0/D4o28DYTUz971mFf+Fz0XvfLRQ2BiL39rj2nzTsx5DmFI4rI2sMdGzfFw4rnGaNH7zt41gepaLyserxIRBJEVeneW2T3FjAEb4IlZ0oBZxi+GVkmjYwwvzILPeODEiIQqDXJf8Ox5TnBWpMmvbRYREWuA3721805EpBXDgLgaOyIiq/vNte941dPesS+cPeiVY9/CuZU+zBvOTHThhGG7YlQvh5dJi/+2UUhK56beENxwAsO27Ucty9pyzeF3icgDTvnPRORhEfmXzvFP2LZdFZHLlmVdEJG7ROSJG91OhUKhUCgULw7cjLVFI2JJZkdYus8xaQEDNEfpP3mnuTRgjg88hW1OFnALUPrM9GmUV/eTS3PEdYmn3b59cFFn4UvWMEheJnHJ1xrPgdI5XMe7xLldMG7YXb11Fv0qjZi6Z/96C9pPO7m9J9GOZyo7vLLfEbpjA6U8jh3vYI7EM5c52wWWpUv3m3N6niCX7C6MB4d5nLoA0sJXXEvusNHPu+2RGdzPFREUEQnTwt7dTeed3C7aWY1PwfALUOhD8TClpXSaxFkceFc6VCCDgAiFK28mMctt8yIiMrcAEir9OAyorX+J9jViaCwb1hNvMsY778APPkseRmRfL+2lzCJ5IgactLYrJOzKxg27x7PnhuuFIgIPihoJiLa6SbB0O48/1eEMNYvYNqIIIYnNkPG+Exa0RYZVfouZ3/NvoBTFEZTtLNrUdZHIHTKKlw+YulnEs/8ozYMZhFxV3oRB5XbE5k0fZl+Lcek+R2P6o6hj9TKs8KHPI3Vuc8yIsfjpm1Kdxf2qt6Pu/ftA8l3+6lac43hw2T70e2ecrHDCw3Sfp65s8cotxwPKNwDLPHwcniU+2rEPLcMqDo+BBHG9IGo0phEi/Dh7SQVODp5HSstP5CaFyHDGkuQEnrOv1q6jItLuedWiUC1/CccbCRpfSsOcPuP8nkhAbkewiLlU7SIvGnrn3NC0MHmeMDHjo78jS3ekcR8id1IXzPmf7wdpkf4WGhKanUc7eiHmw6EsQw5nVSIPO5vS4i7fgb8p8Rm8t8kr9MG/wVgvDYxB27ZnRURs2561LMvl3EdF5Dt03pRzTKFQKBQKheK74bquLVoBI17or8KYSk6SoUNGm6tZISISdBaQVou9J3Bu91ks5jklaZsRknbvhwsrPViy8SKfPRiYMGg4+hnxKSI7Vmlnj3agQ21Cjjieuuzcm3YxeZetSfHgAXJT7j5j6uO4abuzJ3SbJwt7AFh+R5GfdnK5bbzr6I+iUexW468Zo4aNBF+APB82ke5CCZ3hEJGYs95ncVN2Bw+swmiuDYOk8VdJW2LT2l3lQImySZBxxllGrCTumaNQG+861jJgcUHy7qim12ZKYFKg0k2hAyfJDX+Rwn+ItHKfET9Pzh7DRjrvLs/eg/a77u38+3ia01aSRwHpULjPvO3ePvH6XuvGPRJTeM8KJBrr7RgXMeaHt1/1yucf3eWV89TvMGeccPrIYqJMNq6+hbyUOHMqPaNyv+mERfNk/7983isfW8Inyg6R99U2hDL5auaBxskjITZP34O3IrPE3T1XvPLFAAgMdzz4XU1R/EGTBvvnvvRBr8yhU82II+zal/GOLTdJBLMfH6zACmkmkFhuxUm525YlqEFhZ1NEcBHZG14y9SWm8fsFEsnM7sIXIbLCmjIUanbUMG3+K/A0q+0FucJkAROg3Fb3GxMiwoQJwcVbKYzjHH2HiRiznYxLFsXRsK6Ln3RKOBUrpyt238UWednw3x87Qt5LdG8uu3/nYrOUqSWF6yrdFF5G71GwcPNcMDaaiGcnvyG7wzGxLOtDIvIhEZGIxDqdolAoFAqFQvH3WlsEk90SzLYborxrFyqQ+N4MLcodg7sZJcX7EocCYOkVm6edvUFyvd9mji+3YL2zxwGnRAyyIU8u0AHH9bhAdm/3WRiJnAnEJkFGTsvqirK1kTVxe83vRUS2fKFI55i+B/NE+HDsPi2GWS+ACQx/qLn23mSwd1+gzBdLlAp0kdzjE2sfcyBMu7rLFPrQRpSgXHOOt+3YUnhQowdWSiNCgo3DZJwNfvdI6AClxvQlUYd/ivRBHGM6dJnEYW+DoZmaIHfwPIn9ldnF27Splsa9XW0NEZGuq5TmlcgpawcmX/rvTH/ZC4i9U+Lkes8eNZzq1iUAoisUhvU4PEva0oLSXI8vOLv0CQo76scONIeb9H8H83HsIczD4rhpv6+MOk4tghSI0XvdfxTvS3YHJp87P4JFIi7znAaW3n3yQglR2f0q+epox8U8XAuaZMS26WtQ+k9XhHHwW/DWcENkRESC78Vz2xHBzjsTHmEng8/SLWjHp568C7+fpwe3GePon2EPHNPWiSns6FPSFimMY87W9pLNxmSA0y1+3kuHUB54lr2AKMuLc76/Qtmi8ChEyBupTllIWBTZJb4i9E3hvxq5LRRuNI4x2PEnqHvuLjM/2lJZk0Ax97VGnhvsDWV3ELflvrBXCJMSbWmFnfrsK/i2MUnspiIWESkNMqmCG7lhZYE8/qDkN+MZssdHjcSN43bHP6s3BOtFYMxbljXs7JAMi4gbETolIiRvJWMiMrPmahGxbfvDIvJhEZGU1XPzRkyhUCgUCsVGxHVdWyTTY3bP+Ua7MduFBfDsK2kROobVevjrxuKduxsLvuI+LHrTT5FIILkHv3rPKa+cqZnF8GWyqtltPkWGpk2eFLP3YllXX3S8AUZpkX0PjIeBZykryAjalJpYu6TiBbCPsqVwLDdnGvCfdna0x5H+obwJC+fCMNrZ92zGK48+gvrKpxytgiDrCZA44i2U+pI83geOwggJz5sG+mgcg2dgiM7QM5T9sC59z6OtrsdJoID+1XrWekOItO+msrFad3bvA3lyJyBCp9oDi2B1D4USjcCA6P+GOSc+i3ZcGcfkXPoALKHIoyzGiVs2EmYuDGxDatr56TTamcT8rvYzYYM2uXH97D0RW6TMNRczKJ/HOYuvgHHrZjKJLsBoatDOMGc46X8W/ao5WiKJSVxXTUc9L4fcFtyv7xilFt0DkimUdzL81On9fQjkSe8z8FqYfQ3aXKZUskFnl93VaRERKQ0TsUSpKi3K+hCfJ42LfU7oRi+e8ZUFEBiNIsYjeQF9yW1jdxfzX/cCvj9V8qh5JXldfHLuTq888G0o+BZ3GveqEGk7WBRPwMZ073HSuIiRB4BrkNv4jgw9ijk2+wBCDnhsIou0k++8GkxqtetaoB1s1JduNe/4VBjvNZMC7GnD33I23l0CIDICEZ7cZiI3ibT1k2fSwm2UCtmZ00xgWC0KMTnHbA2K0eW12aWuvA19qRNZ13MW3/LUUbh6VNNwkXMJjO6zGKTIPL47V9+Guc4hLq7XnIhIxUnxXB+n9KwZ3Hv5EKXgHuLryOXkcbmhWC8C43Mi8jMi8tvO/39Hxz9uWdZ/FSO0tVNEnupYg0KhUCgUCgVwXdcWrYAl5R5/m/Ai78LHprCEKlCqR9fIXrmbd/MoFV4O5dn7cUogj0X+xIxjyJD7c2Iaq978OBbRvONd70X5n9xu2IA/PXuPd6w5hRAHFlVMPw9jI7cX7Ygsm0VwnbwCWGgzeRnlZhxj4B82J9mUUjN2ESxDLQFDrUW71dUedvE2/U1fQp9y42xA4d7secKCe76yKZcGYNCnJsgo6iLPh/M4h8K9vd3Gai+loyVbhL0nGiSsx54sboaTeopU/2m3MjJDFtehtFfsfgLnswHnwibj+P7xS175WP4Wrxyb5Z1806jVHILbLZoz7OVT3kS6HOTh4grMskBh8unOxEyTUgnH53CfpQPmOTaja41IEZEKeANpEKniOiU0I2vDYkREek6RR8cWmiBkMLohEyOPoT2VX8TcXM531gWw9hDB9ZiZK4EipeUkIpFjajikwCUtzDnmP/8Mxmj/fVC7XCrDGPT/HREpvVS3kzq0OkbvNbXjL06BtOjrwhzrprnn7uqzFw0TBBzCldmB9nMWIy/NK2cboew2PHeDeZofHDLmTDcOpeNwtXIfEU4sousQkm3vJOchpbCLAnkbtaWYDaxtM4ta+iuUTjSO9yIKrktqjq4Fk73sOVMij6zhx9HAanrt/E6R6GkZzkGySMSBr4HvVTd5T2S2m/rCK/gOcspY6zBc9hpTeLjswdL0MvgQycr6Q1nySNmDvjRWOKbtxuJmpFH9KzGiWn2WZU2JyK+LWVx8yrKsnxeRCRF5r4iIbdsnLcv6lIicEpGGiPySZiBRKBQKhULBuBlrC6slEqjYUk2Ri/0ZWHj1FBa7vgwWoeV+xw04iQWk5aPsIFMoz70ai8IWuYz7F03dMSItbD9Ww92nWcYe57zj9hNe2c0Y8Pu5B7xj1KS2TCZXfw6EQt9zOKcipl8Byobhp1uXaFfaX4PBaPtNOXWZyATaYWfX+2YcS9HEFVRednbzWFyTdxVzdDw2R8bNMp6RHTXjWBynMBUStYyR6CkbbWzId10yv2DNisI4FupdCzDe46SH4WukUUnLNfopO0gFbeJMN5xKs8yGvGPPdl3BscAqxuC/jjzklX/hg5ib33l6t1e2nN1+3zTpUZAuQFsWmMs47ieD0CUAmDioJ0l0M4Y+ZnYy8UE7zRnzPxNSATIYu89QdpX7UHet2xx3U3+KGE8X1xh1xW9FRLLb1+oCiIjEHMObd+MXz2P+x4iYYS+T4S4Yfle3mIfRcw5t43mamOT7oa25TRRq5myEx6HJKZc+vR1tJgstSo7mua20q3/e1MeZX8I5PJjod0CCVEgIprQVk311p99pJ+7BHl5F8pbKbudzUHaJjeQkHdtN9xvB8V7IfLSFWaUvmXtGljDopUHMH/4GtWd5Me3jUD/+vti+zuKf/L6Xe037I8udwy7GHkabJt6A+c3PIuy8t5mdNNnuAXsV/zuQTPUEpXmlvrihdbkd1BcifN7/Yw975Zm3p73yuX+9zyu7ZO7M/SAnklOk+0NCwsEi6WuwJs+IGQfWKGGCqP95El6ewbdw+TALvtxY3IwsJB94gV+9rtNB27Z/U0R+88a1SKFQKBQKxYsZN2ttYbVEmmFaxFXI2yFFi+gikQ/OAnJTLyzRK89CDdBqwEiPUuaFxScQbtE17TYcbeGd1WaUPRFod7CD3Ee6D9Z4aBGuxvU4xZFHOC0eZTIpOGk3WWiOVo6VrVjYh/Iw5lxDgY/FZtDvzA4iJSjMgBfR7u438ToSWoUlbfuxQC+SJGt9CIZCbosx1BNXUEnhLrSj76sw5NNETq3sR925rcao6DuGvrJuh5CXiUXeGBUSz3RTNkZW8HsW1wyS7kKdYspZqNSN9ed5EKFsBX9TgHDkZCFNbcU5IwMZERFJjoFYOvvsZq/sp5j9CGQVpOcUiBl/yczZlh/jzN4k7InAHgzcr+xuJ2sFEQR9x1iUkHRMujE3XaHYyCQMw2ak20txy6RQZJk8lrZSqEe/GXfPa0BEfLXObWaSY1Mi45WvBAxzFzsBMYnVnYhSY0M5fYFS5/ahwpLn4UJeDZRi2SKnFvYCK/ejga6ILme1CJC3AGvl5NmbizR7qn1mHIIlCucgQd7l2zFnk+coUw8RJTVHRLK5wN9B8vKglLupKyQw2702FCu4SN+rKN6RZoTa3It2LDvJNnpOcLgJZW/aiXYGM0QY09i4GWFYKJnFkdnQj8/QfUgLIrpk6li8jUiNDhofIiKRuTIdxy8KW41XRWsU37n4gxijvgC8gLZ3QdPk27cdRuVOU1noOUkkmZQpBJAcvzgVeMgJF3GJHRGRFr0LoQylUOZUz+QtdaOx0UQ8FQqFQqFQKNYdzZ6mZH4yL61nETPc9zUsIP0lbI9HIV7vxTTbv4Ht7OEu8mAgrYjuv4ERuLoTdbhx+pxeMz/Gau9EWhDB8qUnbvXKezK3mwIRAIMnYfgtHyIDtMGuwiinzpmFdHWQ0vCRS3wtCOOABTbjjsIIG4N+SqVY7cZieeFWnMRii54XBLU/vw3XJa7iF9El0sa4FQ1xvUU43CR8Gr/nNvsXwBYk0hS64RhRVpO8Rig2P7MHlsL8PSA+Qqs4Z+hpU47Mk/uKkCgeGWe9T4E5qA2i7qVDprGlQYxXlHbNj5dAkj164LNe+eCDv+iVl5cMSbZyOx4ikxbpsxSCMU6klQ8D6GqxNGh3dukAxiu3g7RaxkHi5Y6BPJN+Mw5NIldaJ1BH91kYcLltOO56K7Ti5NkxX/ZCu9pCPshDhOdKYsrMMQ6LSl3C+CdmyPtgEOd8+wK8I1zYSYwL3y99HuMYWiWhXhKR7Hne3JO1bVzC0NRHdVA4gOzGnHC1QvzkTZA6SSlcuxEqxBk9VuCU4wmq1ukdyezEeISWOhMiAco44dbNGiStKNr/vsPPeOXHu+/2yhHSu0icc+ZKDZ3hMDdXH0JEpNRP3l5eViH6hnGWjD7MJf8ceaQMYazzOfKacH9P3k8hCpng8BXWQHE1IuxhCuPb86hX/qO+d3jl1i34TrAYrptxJ3gBH6bENPodI8ZvTxh/dFp34O+SdczMDyYgK0QIDn2b5hWndSaBUJck49Sv7G2SJ20M/vuTnH4JeWAoFAqFQqFQvNjg89kSD9ekzCrxvSAz2mKoaf0bnzIL5pn7schmF/zoHKdOZcE6nOO6QLu7xSLtqvm8M9yWJYW8J2oDzq7/dOelHivh+/rRwNoUFs++qjEmKmksuEvD5HlymcgAJgkyzjESY1y+nbw/KDsIexH4KQQjWDZ15zazIY3+FcmTosA7nRQekbpkru1/Hg/r6pvJICPviVYP+rh4iMKDHHuqHqNsI2S8p8+RcSmUopAMODd+PDoFoym7FeeyO3uyih9YY6H3hGlrYQxt6z6NyfnIzA5UMnTEK5ZJZG/0YTOHcnejHVUSSeWdfiZKctv5eZl2lIcppOkEuaKX13oBiYh0XUQd5UNmzAo5PKvoEmVOoew1418jDygn+0t+a7sBWL9qxpd1HNjlncudchKlJuje5EWzdJAybZAYZGjVIbXK7IHUWWyW7xcGnyMRZ6xZqJLvHbpE7hjk4VJLgcBIX3R3yukDVCG3FgLrxHC5tMf8ECySOwHZofUkfkhyyFWNMtY4rgY+evacgWOyjHe/ONRZv8TTz6ii/ay7UBrAt4Y9H6TbnF/YRFmVWGqEHkVlGDc8dOCKVz4/bNiKwCP4vnMdxb1oU/J5vH+lfiJRndCkxDNo5+9eAmkRJ+KjMMreLjju6l0wSdKikLf/8Okf9co77kP7+1KoJFsy84OfMRMRTIy1vSNVJh/MPUsD1D/2DqLrOL10YUQ9MBQKhUKhUCjWDbZtSbXhbyMqGJz5ItWWftIxpjj9Ha3rCluwwC2MYHHKJEhk0aw+a7TD26QwDl5A1okk6KH48taPml32ylX4s5c2wfDjNKS1FNoU5rAFJxUsx6qzBwYbEtxfV1yQd+eqadptT+DezTyFw/Siv5Elt0LKTkH3sznVZpm0FDjTgKPR0XuCMqRUOmcrKI+AoAjcD1HT8a6MiIicPLLVOxYm8T5fnQRci0y2kKbDs2Y7tJnGvdmo4HEq7SEhCkLAEdljcUE3jaaISOvLeLY/2wd1WLsPlkywYO7ToEwyEXL75zSNDQxHmxFe3GTaEeD4ecq84N5DRCS3gkq6F/DMly8YQzGSaVPXRHGZPJ3CpBdQNec0w6z+iCJ7M3CITnKC3s/AWgaDPWoW7yGxVppjrDfiZqVoDMCLKTbPHgn0jGIsTIv6ok6IC6eEtQYwwYOL/AAAJmkQloV5VTwA1UcmUniOueEOIiKZqhmnngcQDrPwJMLZgjm0L0IkaqdE1C5xKdJO8p1eRpuC1CY2kJdvN4PT9x1Ke0p1rB7AvXnOutj5OojYnp7F/RoreJ4cQhLwob7NPeZjPtMiAiNAYVGU6ja2gOMr+yk0zTHeWReIP9Sccpq/9YUtlMFnkj5ebhU0lwafxtic7oXHVbSPiF+nOibl+FmVBihNM5FMFrVp6XZzAYfehbPUF3ourCnEf6NuNJTAUCgUCoVCobgWWb9YX+3xRBxFROZfAQukXUGfdl8djQDbgjHCu+BxEpwkXb22xWnVSRdZHKKd/ov4faWH4sEp5IN381YWnEwJFAs9ey9Wqd2n0abhJ0jfgbYsG444Y2E/EQARLIz7vgjDKX0KzEe9ywwOu+lzfHnqNAsNSEdEj5t4gead0HZYPEw74iSOEVogJX9aiKcvuFoLGLs4CaPyvVkIMZ9Hv84cN8/cpp1oNs7YMOk6CGbD+hsQR5VNxtD1UxabxXspXKBGZECVSAkyrN3jTASFsmRckkjmE1874JWT4GKk6Ty7yBdhqJURZSCTb6V5yhlmaK4HHXf7BmVjYCO8splzXOJhLFEGhaDDT8RnaK5RGI1UKdyoFwRRyCE8OLyl2mNL45tOHVE20lH31Lsw1pFLpr7eU509mur0vjBZ13UBZdfdvhXEhYEyaV1k4dE08da0V+ZxTJ43ldcP0++JZGgl8f3Ib8WHgts68WZDWo0+Qi5e9C2KLJDWQpW+L0OU4SRr5tXMcVjeYc7qk0F5+QBuntuMOsKO90FxN74T4Uk8t2yG3LNuQ/sGKBeU2y/OmMHjxTolMcg/SLXf3OcD96CyP2vd65Uvn4PGC2cnOfIsQoJcD6Key2h/dJnEOreQNkYadbCXlZtlZPRb+D7mRyjsj4jH/Cb05YF7ILz82Mg2EREZ+nN0vNpNIruUiaX3abSjFQSR5mpf8DvJ4rbseRefoaxaVzJeOXCn+ShwSBbfO0GioJzmlTVobjSUwFAoFAqFQqG4Br66iYcPlCgmnlxkGynaEXyU3LYdAqAy0Hkxxx4daXKr95MLb2nALM9a5HHAMeCru4k4eC1ioafPwxqNpIwVUl8h9w9qUpubNe28hxZh9BTHjYG0ZQz3qDaxdLTZwiDiI7RkXBuaEViDLNjIi/muSxyCQfA7hjKJlLKAXq6r8xLWprSJsTljTLPbND+V9GUS3eyhnckAnkUzZq+5sD6KzpRJGKA6A2Jgy8LaRDccOy5B3HvTdoxv6Sh2v5mMYdLERaBAZMEAnnNtM8Y0lMU9XZKA01paNB/DaVh4zQg8OoaewHjM3O9zriOyYJk8Hy6hHbwjz89/5V7zQ3yKQ3WIoDuA3WUOI4hOFJy2kSdLzvJCEWrxzl4hYUq/EyiZe8Yn4X7DBAG/n+xVVION6GXV6DuCk/1LIPBavZj37KVUHSYy9D4TVhGi+Cd77Qa8afMLGIZhh5yqJyljTJm8JChDUSvFcRdUtyPeWd2EtqWf4tANDhvBdeyd4oGIOA4P+c27P+uVf/2v3482kZeDO+4clsP3aCYpnXUd7Rt9yJx0+jUj3rFqA+PBoUtM/jHc7DuDDy3TufDiGHsQc2X2PrwXsSnywDho5thSlTOn4B4DT2a8cnEIITVH5jHXA36nj/S4ayR+y6E9nGklMYUbTb7evBt+elbc7+7zmLPRKcxZ/hvgzqvo8tpvqUh7BqsgeT1xeu8bDSUwFAqFQqFQKK6Bv1yX5HPzIqS7UBuAspufhN/qpL5eTxij3tVfEGlPh1nAOrtNBI7h7s4Pf5MsGot33nG4WKMUll1YZFaWzEI2SmKSday9JY+NSWlE0f5kGMZcbNaQGft7IWP/Uz2Pe+UPxv8Z6qbwiJCTSSB6BQ1thUjEkeAnI7zaD0KkdtikFmkPTcF47foTEC11Ms7m78B4LB0w5b6TqKOHFvDzt1F4At1n5M9R3+y9Zvw4nWHiKYzX/KtQX6wHbcptgsVbfK3jGkNpNwOLqGPpPCbFwAwawjoUbngEu2kHVmFYBYsYu9BVSgdJBvnKHjOfat0Yx/ReGG1h8mqp5TFZwqto09B3TB94d5azqwQL6GN+S+dMH+7ufAGJO7yQCpF2bxjePXYzNrCWRHkAhj/zabFFGLzNCyAUwk5TfWX0KTYLAzBFmiblMYzB1Ptx/v3bTYri6c9hF9+XwM1bFPbCKVVr4zD2VvevZQC27EEYx+WnkFonOUF1pCmFbMZ0vE3gl0KTus4htGD1ENqX2YNzNn/JWLq5ccoiRKEu8TncrziK51IexzN3Paoiz3EWD9TxxeVbvHJrG9oUeQrz1J16q3eBOOD3nbV8lm5Dm/qfNd/hjx2FOGjqGOq1qB0B3FpSF0kgdNUJCRrEycmLMO7d7CAiIhXyWNr0dcyVgpM+NdQhBbOIyMTb8P0bfQQNuTiG48GcGYTsFtRBSWqk6xLGPP70Fa9sD+CBJa843m/kGcaefrUkCbQmKZ3yIsK2Bo4YIvPqL+IdWrkKL5rBJ8l7iYiPUufotxsCJTAUCoVCoVAoroEd8EtjoEvKQ1jkJYewyGteSaNM7u9TbzaLvvRzpPz+JLbD5u8kQ4HU8n2kSxAbMPfJjWNBHSeFdzYec6ukyE+57nxFUx+TJBxzzhoHnF2gOEwhDAFDSvzdKRggn6nfijYRJxFNkxG1Yu7d7GZDmo1ZSttaJINxb2LN+Qt3UjaPx0mAjnbsm2TwcprXmBNGwOKIK+MYr1ovpeikWP8wZQsJZp3UhrSBzbv7vgKeW4gyEDAhkoiZPmbiGPT4JBFcg5y1Al4QYQqDcIUroQ0iIkuw5KtdlHGCdr95F9UlP5pR9Hs8lfHK55ZQR2qSDOVpnDP5OhNqkJj2DkmYxi5IuiLNCBvT6G/R2XTmFKmsZREod57rVsXxqCFSJlDEbj/H/cfPIXYmeHCtZbV4N4y+3uOwOlcP0DtHu86tPGUQCZlOPr8fpF3fMfKgGmJxGLpplVxqQg4Z00vphUmfhccu/B4oKIaeJD0J1w4mHpTnJn+7siTEyvosmR3m5ecxTV8gD6M++h5QXlB/3k/nm4v5vW79nwin+sj4g15599kPoV/kVTZ7r+l71yUax0H6PrKn0AoG1SWEbU7/jM90G2nb9ixozNzQnVoKzziax3vIniBxcLkeUSsiEpvoddpM585SaFUfCbF244PbdxTnu+EfnBGmSeX5O/EsNi/gRixu7KYr5veGPaFCWc50Q0REhMWlzWC36G9SswcPIHEVc7ZFKWut1s2jFZTAUCgUCoVCobgGVssWf6nWFutduIpd9T2fXfTKmUPQOwhkzNKq8Tp4H9RnKbCeDLU6uaXXSQCyPGnOHyHdi+AEDILgLmxdhy/ASBl7CDt7RWdXtus5GHLlzTDOJt5CbsCUljW3nbMOmHNa5LIdmiaPD1rYs+t6Ybtpf51c+mPzMAZZmM4m7w/WAFjZZ8o2ZUix/bg3745bdSIUKEVo1tl+TVIazTiJLbIIJqfPtEnboDTmpMWl0BTbT2QTNs3FniCj+DlYUcs/Yq5tdcNgixxDX9irgjOx5A7CdSdQcVLrLoEhqO+DPkiLbONamoiPMaqbNABcnP4GspfEZnDcT7oh1U1gqlwBy+U7yBV9keORqPIY7eC+grKrzBoDn0UL/eQRUY+jM5zdpjZsXhgm3KwmXikO92r0kIDoOd4xNv+X+ijcodE5/SOn8ewm74Ly7WbOthFZlD2GvxkhMqZZCDS40+zw1y7i29B9G1gh/x60aekIi2CivqATfsL6BNkdKA+SxoSPQn4aaYyTmz0jugAi0V8iIo60M7pPklgoIp28LChdFzG/L81jzjy8Dd+oV+8575WfejW0WlzUKWSigs9qW/iKHMSgRr5qxi9BHhoZShPLRGLvY6hk6RZMoprzCfLXMeaVYXxfMjswH9lGr/fiOY85KbYvvwfPk70dWr2498wrQHANPoXxjc2Z8sz9aBt/XzjTzeJtuE//URAp7vsSIaHhyCoJo9K7FcafsDZPw8xu069mmcNNKGtSBpXXx/HNa8sqc4OhBIZCoVAoFArFtWi1xCpV22KJe59j9oHSLR4iJfZ+c0GdjH43q4iISLQHRkCFQkuKI+wqb/73sWFFISTdp2Hk1lJYRC/eCmvP3Xm0LSwwOeWq1Ys2NVbRpsRV3jV0zs1hudjcjnsP/kHnzCjNaMhpA40XCe8xLDJcWQPA3XGNHqWwEtpN5V36ABke5SLpKjjpWtvcnCk1Le/qcqgCZ44IL/ucOnAux9Uz2G178U4YGKuu+3UY7WTjN0LhE5XNMPzYk8IlOXi3lXVHON4+PtE540HVMQhj05SNgTwmeLfaorSJ7GHkPmcWHuXx5TCOwBLG0dqCeTPybXP/aop2jknwNbpIOgi0C1xLGyOKXeL5GYYWqDP07gT6YDC2PAFOnGrTu9WWLSdAorcUWnJkcVNbXSIiLd7Bpm8G36fnFGVycMhQSuIgD/7k573ytq/9nFeO0LPtOYNJ4RrIbSmMKWQsQOTDwDO49+ouDk1yGktjwJ4KzSjOZR2Qtvfdm5s0Dyq47iApgZ6ijCRMgPqcPvJ7yKRFtY9OLmNQWw6X23VROoJFSDktcWkYdcQdLYs8pShOTnGKXNTB+jFMcIVmzPyOLOO9Z2Jp+yZ6oSh06nIUGhjBrJlvHCbUdZGIp1jn94zhetzxOIZX8ZIUNpFmzyBlnyLto+x2c63FGiVEBDV7yVOOPOFqFK5zo6EEhkKhUCgUCsU1sIN+qQ+l2lIO8qJQGlgUckaGneNGkPHSPNiJzC7Sh6AY9XqS3Oo3rXXxLpIGghzClqe74ynSvqvOi1pXJ4B396tpLLjfsfe4V/7m03dRX1CHSygMPYFjtTispWoPFq+hLMbDNUwDJNbJi/1aF8rTr8Y4RWlH0Gs/L9QpxWtxiBX+aYe0inakHR2S4jB5bpBRwYvyvmMwsPNb0EeXrKjRs2rzMqDDTTJWA7RTbtXNSV0ncAK7mjNxw2QBe1W4av82eY2wBwlnNuBY//Q5Sl+6x5yf34OOB5fQpvR5IrgomwWLoLp9ZxHPYIEEFruJzKMwCDuzVkQyuoS28c4wgzUHinc7GX7mcW580vLEDd0QExGRJnlgsKFcd+Ymz/NmgjVscLxKIV7RZdxz9ZhpVF+uc1pRFu6MUAhPKI/zLSfcq0hhEh/JYVK8ft8Zr/z42UNoU9daMqm0C8Z2YJ4M1BSRdfQM0xfJI8W5fT1FHib9qIONZp6PfprfbrhXIAumJZzCnLhIMRGLV0Gohoh4CTqnJ6cwJ1YP4d679yB24/wxeB7VBsz59Tm0P0pcAb8LjChlg3JJPk6F24hRaAQRifFZjF1wlZglvyOQS8/eugveYPu6wOA+uUCZUUZBulVj5mPnT+F5tvyUWpoyDbl6NiIihU0URuh0KzGLvtgdUgeLtH93ykP4G+VJ4ZRJLPVhDKR/PuOVm5vx/e4+o1lIFAqFQqFQKNYNraBPSsMRiS7U2o65mHsLbaP1gEVws3TYs1gQru6j3fYlIhQOYlHYWsHKd/OXzPmhZVgJM6+GxVXcRkb685SBgNbT7s7vMgn2BbO49xe/cadXHqS0eLEZ3NNN5xqdhotyYRu2YVu0MG7SVnJuq6O1wOTDaYqZ/xkoG753EAqbX30/hPiskulMnvQLmkQgZXaQZgUZ3lHKguEu0GMLMGzzYxjn7gsYx9x28mS5Dc0Or5h7dp/FGGW34N6bPoO4i/pI2isvHYJREVo152d3o44tn8e9s9sonITGsTBCaVIdoUEWnyztpDmxFw+/+zvo4+TrKfWsz9x/bBzCnbNFjG+SNCTC5M2weBe8QmxnV7b/GRaHxT2SE2hfqIC5WWGNlFzZ6QvuV+4Hc9CIYjwG7oIPfa5sJlRzjrKQFOCpwnH8VdJf4d1lEXNt5FnKTtHdOVMPaynkNqP9PSfNSawFkN9KJCURbckJfD/ym2n73rlPkt69b2V2eeWj8xDxHP8cXPan3gKDMfwa5/gctr4bnK2DSKbVXSSMSsSB5cTjcJu7iOBgUdAEhRhVeojYcElSMohTX8bc/Kdf/SXc7xbU/ba3PumVv/nH5t1fOkDfMwqZOHsO49H3PO6Td55L12USMO7leUff217MiSRpCtUdkobD6nwD+KZHn2GRVNyb9Xuajograw7lmxiQL5xCuEwwinlfK5HHmEPERs/jAbEHT/IiJmR+E545p9XuO2bO4cw6jK7z+Jsz8Wac038M82brZw3x0ozzfKWUx8MgoWw/7h1dvnkxJEpgKBQKhUKhUFyDZlAkP+qT4jCs8MgKFnFFrKelvxcLy9G4WfxN9CKAO/kcFs75AzBoYmEsumt5LFqDWbPIrHfRApIQXO5MWrSlYXTX4k3aKScjJbJIC3tyDU9QatHYZTb8DDgGnMMgQjn0JT5jVt08Rty2FmW7OJLDbqodJGM74aQDJH0L1jhIXqWUtlHK0EJ9dI2v0iB5YIygvgnKBOFf7OwB4O6oRpbx3PxVDML865BBhAVE2fCojJgx9ZPgJwuP1uB1LplX4YHay2SEP+u4dZPWAhtnsXM4N3UV55QHKb2q85xTYRhn012UlYUyuESXUI6sYNwjC6YPkQzFbpDR3yICJnmJCLqda3eJG0n2FiBj+zDu539uiOp2QoK24PfhTOfnJn42XPEOu95BrM/C2VAYFRJXTZ0nss5ptkVGXXForWeEiEh5oHNoiQsOv1mqwKCs1snTJsXpZnFtobzWq6WLiEJOU8pzs9FNz65l7h/K4rqVvZyhA6eGc5132HtOmufcClMKXUqvyaElbuYUEZFvTECswm0qkyvNGOoIk4dF75GMV/bXjSEfzGNgMtvRjuGHQdZVRvGhY3LQ9WJjcVN7HnOGn1v6JLwqml0grUoj5nwOKwoGSJNlmrQxSIOkTYC1bK5lEoSJosw+tL80RMQ06ScVl80cSp3H36TVA7iu3EvvIYeXUThXxCEumhEKNSPvIdYIYsKVyzca60pgWJZ1RUTyItIUkYZt23dYltUjIp8UkS0ickVE3mfb9uoL1aFQKDY4LI7XtXDM7iyapVAoFD8Mrtvawmc8CKrsUk4GI4du5J6En/uRg2Yha2VoN/geeDD0xGCgZnNYTIbJ8M7sNAvjxAwMjf5jWKDPvAJ1s1t68iK2B31lc5/YEnbLMiTwxwKiLJ45ez929kb/5or5/Rh2fdsMrls43SX64hoefUcprKFMi/IG2v/H4w955XdVP4A6ukx91S7aFa3Tbt8ixoYzp4SzpPbvaHBk78HDSqVhVIfJwBjdDsNk4qMQtszuMvXN3kvuJHfi3OpFDGSIPFzYYyO/zbS71YNnOHsPeV3EKLvDBMWlQ3/VC9NoUPw5p7jMUehJKMNeQyS+54SynD4Niz11BuNbAlcgpXGMTeosnbPFjPvVbeT1MknZGygMyF/m43hebqhBdj/mWvWNGNPXj13xyo9eRarSgb81cyJG2UGaoab4HYHT7L60d3z+btanIA+jKTNOrI1Q3wGirjdNGUlOYN438Fhk6JvGKK4P0rOYp+wfvUx2sKfK2veBvymNP9/ilXvI82HhDnrPaGO9mjMERvoIPWMytjlsxGoRiUAeY7azLiuGSf+BQp1YMLUZZD0GHG/EzfmhDKWjfQ5xHKVdGMcYZeYo7CFyx/mEMiGbuIJ5N/gMtZmITjd0qtyHBpUp7Gjm9UQkT5AoMqU7TZ83Ny2Md04/zM8+uw9zdu4+HI85grTdFyjLx+dwbjfN//ASCaYWUHYJoKVbQXZ0vRNuLxMXEGI09CieRYH0k7zvBKWWXngFCYVexrcyRH8BWegzsGL+jlgpdHzuXkw81ubh7DXd5zswdDcIG8ED4zW2bZNWqvyaiDxo2/ZvW5b1a87P/3J9mqZQKH5Y+EKkWF+1vGOt2s370CkUihfAzQtZvdm4bmuLVpCMAHLJ5p1JFrcLPmYWn/Z9WCFHH4WhU3w17ZydwQIxRrtugYqz00whGis7sWQbfhKrxvwojid5A8yx2cIrOLeLwitK/bRDjQiBds+Bvca7oJru7JLNseZlylTZckI9lm5Dn8a+ASNy6gxO3nvql73y7gas38CMGeB0Dsbl7AMwRgYmcZwFINnTo7LFtCOagJFQKGDMx0bmvPKRM4hLHyDDr/u0cx15k7RFlI9RSsEikThkuNpx8wxesfuCd+zpyX1eOZTBuZxBpHQYRlthi/lbOvQYiJQwGR0VzqpB6RGblPrScrxxxr9I2iRE4lRI4DRAO/Ic1+/G5zcKlD2GuB32EAhQNgv2Jlq4N73muvuItGiSh05jCoZTydEvaYTRoMQMZf+g0J4WidRGz+N8V7S0TYwxhx8Kp2H9koZnmyHvgjN0sGZIFJv+0qA+sghtOOPo3NC8YoIgOUn9GifPmFfgs/bKfqML8Y0c0hyPPEJkGAndMvkXiWL9Ff6kefnnHsCzYs2Q2CLq2/ur0M157Ou4p98ZB6tGoRGjaa/M+jfJaZyToVAgn989F/ce/0LGKzNpkdmHgXTnZnIS7WSPGvb+YP0Q9h5zPWlY64Kzf/CcLg5y5py1Hi5t4plEpnI7/EUSqaUx8zuCmJYNAmMhS+5ZFHrCabUDFQya3w3LovvFruD7XdpDHoBnad7T35FKj/nOckgIexWxFkqAlvIru+nhfU1uKDYCgXEt3iUiDzjlPxORh0UJDIXiRQvfMOWqXjELkcbhvRJcLL7QJQqF4mbh1Ho34KbhB15bBEq29B+rS5bckQtj/HuUE9NY6E2/w5QvveJj3rEdE//YK6e+iQVpbJ5izcnYcN15awlaLNMiOnYOFlIzSKlMOGlJw7SD3X1zW7Co5TR7ub20iM6TC7pjULH45wtlgGAyI3nFqattNxjlCKXd5JCPwm54i7i6CuEsuWHTTmgtjcXy8n7UN/w4CRo6GUn+4PBfeMd++rGf98qnJiGMalXQ78VXY7C7jqy1XFst3M9Hbud1yh7A2gHujvZjfngTBGgFXiMx1NEdIHF+bOyoV/7YZSO0Wj0BEofDIHgcOVPJ4FNox8yrTHnirTQPZtHv+mYQJi0ajxaJhb52u0mD+fVj+3GPp9F+Jm5aYaqDBSAd43GV9BBmS2ABLy3Trvl2MIUtRwBy6Xb0afmNTak6kiqcBcFHITClLZTC1yFxuoYxYL+8HflGP/aHb/bK+btBTjVL+A6c+5Bp39BjaEebJgt5zqQmicSh7DZumMaOO66if0TcLJQRWlWmcIHKSYzN/D3Ga+XC+/7IO7bd+gWvPPgdyuBCJGtPGOSOL2OenZ+M48ibMl75toEJr3xvEgTcI9GDXjmQNfNm7v60dyx1BfVNvwb9Gv8ynvn2v8Z8cwmu0Aq1rYDxP/eLcA/yl1Df69/6rIiIPPbR29HBQVyX2I/n3PgrEKccmuGGCTZJjLnEIUH0XeUMIYnNqNtyLPycBTY4BKcikTdjUiw+he/cpq9jLXz17ebjWhvBN+ynduIb8LcXIeZa+f+jj8XPYWzyP2uOxz6e9o4xqXtwK8RQj9v4g/amQ7jPF75i9EhCpHNDU1Oa9B2Okkjtwp03b0fEsu2bd7M1N7esyyKyKmYP6I9s2/6wZVkZ27bTdM6qbdvdL1SHiEjK6rHvtl53YxurUCj+Xij8+D1e+eq5/ygiIu/88Bvl/x16cL2apFAoHIyOzT5r2/Yd692O64nrtraIj9r37P8FqfZjC3XhNhgx/c9hgR6dhLfF2V80u4OX3vm/vWMP/MIHvXL8OOUTLWMRWj4MDwCXOMhvojh42gXvew6L/GAO5XoaJ/mLpn1s6E++kaxmWv7xziOn9ExOmMV6mLItrOymNpFtz2SFK34YpvCWUAY3WbiD3DwIbV4tjjHKoRicCYQ9SAIUzjP07YxXbjlikOn/iEX7uU9CKDG7H8/wXXce8cpbIiCIfu/LxqCNzeB++R3oSxeFYKSurk1xKSJSdzQ6MnvJ+yZPO8MDpPmQJ1JiO6lIOuj9GBik7FYK7RillIc11N1/FOP3j/79Z0RE5C+nkXXmyhEYMY00hXms4jmzfoI7b+x+zLu+B0mrI8fPnIixCmlt3GX6kL8DD27005gTK3vJo4YMJ1dAMfVWbI//7q5PyId+3LBnT30GRv964rNFPKM/nXmlV87XME4P7f/cDW/Hagssa7cv1vGcH734BhER+dvtX/973+c9F94oIiIXlkGmDiQxdx/c9/k114iI7H/iJ7xyf8p8QwtVjNE7x+Hx8f/2nf6ubfj9DObxwQje9/vJA+aBk+/yyg/v/7vvWp9C5IslDN7bYnhX/+8FeN/81sDz0gn+4fM3dG2x3h4Yr7Bte8ayrAER+bplWWe+5xUOLMv6kIh8SEQkIp1fSoVCsf7g3RjGzZP6USgULzNcn7WFLyH+iTkJRrEwjlLKySCJVvpIWFGckJO/zGOXzSIhSqmzjz2WYZEZMlZbxggsjMAgYJKBxdICpEkRWoTBUnPE2lb2oc1d51DHlp/AbiobLwf/xy+iDtcDxMI90pS5o9zXWUDRdZ0ukzo+t5+zO9TJQ5p3ias9pg7W52ACo9KPMY0TuZDdg0ri08bIfvoYPB9i5MbP1vHfPY3UIz9337dQx6Q5p/8oyCYfuYKwJw5nZamTsKgbXpM+zaQLubxXiYgYo5AOylBgLZtymPQtfE3ycBgAoXAL7bJemYCex/aQMfR/dAS7rb/3dVawpPlI2XJipO9QGjDHE0dgaLLbfH6Uss2Qm35wBePnigfaJdxvdRelbPwmdqVLIxhr132/KwRjarkZl7p9/VYU000S5PUnv8uZL4zPLMEbIBbA+35ltafT6d8TEw20aTzw/bfphUgLxg9DXLhg4sJFmoRiGWUb8zQUxLdke8q4hE0UwCt3ca7W74EuP17EV5Dmyfk6ju9Lz4ni+8eAnwlU/B350fQzdLyz0PSNxroSGLZtzzj/L1iW9RkRuUtE5i3LGrZte9ayrGERWXiBaz8sIh8WMR4YN6vNCoXiB0N8llw3nTVO0GrJSqszsaFQKBQ/DK7X2qIrNGCL3y/BBSziehtYGLN7fGk7Ft29T5il1U+8BS7Dv3knFn9bT8HYKu9FCENpAEuy6JJZ2MfnYcyu7qQY8J2or/ssu1Jgx6zhZLkokI7CtlGEJ7yuFzuany91TtsXXTH9TZ7LeMfqpGIfyuD7Xu2lOP15Y6REltDX4ijpELSF35Db9iAbouZvxDIiFdr6Gib37GCRYv0b5G7fZ9q07W8p7p7GsbiNQj6W0fGPfuMBr9ybXbvEHH4YriKZA2ncj0JtWEAxdcX8nz6FRjdSeFZBJioaaF98DvW5HiflPpzbRRljsrfh3EwVda8exjn/efJNph0hGIZtYT7jeDBlytLQ9Rk8u5qjgeK/zBoCqCNAIowWPYvyJjBHQ48bgsJXg6dCYgZz/crbcZw1aLZ8yczlyc9u9Y5d+oUBKbeMR8bXy3iH3kAhET8I/r6kBeNfjXzZK//S+fd75fJZinG5S75v/CCkBYNJ1J9IrnyXM3847Og15MPxSWTk4TnIiFqYS9lVPOfX7jbfowdGEFLzgzyLi1WEK/uorzuDmHfTpfT3Xd9LFZ8gguj9ie+uY30g1Fls/5OrSHd9++DRjufcaKwbgWFZVlxEfLZt553yG0Xk34nI50TkZ0Tkt53/1cdHoXgRI3IZrrilRfPH6tQ/PyD/x8KWdWqRQqEAfmu9G3BdcT3XFnYoKM1N/eLPwthjcUQfG2okUudzvC0OPYWMGun7wJfMz8PNncUzOXtAOOumNgRBMPAsDLLFW2EEzLwKBm34QAaVPJo2/aBNtO1JfI/Pl7HgX2rAUOC47fCKuX8zjvs1qa/RSzAUcltRX36TITnSFzsbkUyScDk5BSN2eZ8x5BNwJmhTys9ReE2IwhbaNBicUJxGorMWQHi2c/aMblL+X5w3KouJaVZ0JCKLVtLx+c7eKZVu044akT/VblxYj5Ew6mLnPTk3fILDOVY20xhM4vhCFz3PBZxzqsvEyodOoh2DJzHHFv0wKIv7MCEr5EnjZm+IrOK6/BiJAY6Rl0yaPJZIEyTi9DG6jHFsUFpZzhDCQrZuBhzOJvEH//PdMjM9LSIiv/F//Jx3/JfuQ32pS2tToGb3UdhOF4kq+tCmd+w64ZX/yxBCjB4sm2f7RHGnd+wTf/Ua3O8qETektbCDUnoeyBhPpzbR2UFOPUoeRlcxl3rPYI7N3WWebYOy2PSgyW3P4r+R8wG/A6Vbzfet9+sgHFrvQzszlCkpmSBR2VP4eKX2m+/A4OfwnVgegufafR+BBlDmRxBut/t38RH9D6d/XERE/j05jXRdJBLwKs59z+/Da+Rjv/V2ERFZ3YW+fnb+Aa/M+kSzr8Bg3134MfTlcSPcGiBpNg7JChZQ9/bXXPbKV74EIs39lo/dMe0dWyyAPPE/Qtmdvoy/B6f+OUimrlPmeZbwKZV6P96zyBTep9QVzjCD85ed6I5X3Y/wmyN/gZAPnvd/+CUie9OYY0twRvPQ6kI7tnwCx2/bgTDxzB0szv9rayu5jlhPD4xBEfmMZbZkAyLycdu2v2JZ1tMi8inLsn5eRCZE5L3r2EaFQvFDonEJbLrVMn+4/N9+TprN5gtdolAoFH9fXL+1hSXSCvnFT9kFLPLAqPZ03mHMbzaL3TdtQrzGqSxE1rLvhqX8yQMf9cpv/uS/8MrhjFlMLtyOZZq/bWcbZRaA3Jkmz4ArxojtejMWy3849oRXPkmu1e/4wj/1yuO0q18adoT1cpTKtEar5Qoa5YYWiIgUt5s6bKuzXganjJ17FY0vaTf43RALCvMIFtCO4YeIccjD8pj4iS1e2U05GaBQBRZYZLIgUEV59fNIDRFwDhdGYTwECnj2vU9BDXX5TrjSM5HiGjeV3s7L7ugKqf2T10KTUqNWuk3fWxQy1EmbQkQk8E0YS4HXo8P5S2kRadcamSfvoNp+zAnfDEI36hR2Y99hHt6cDSu4/zkYN9EVIgsoq0ZpAM8uu8M8mMQ06bck0Jn5V+A6XxljcOndpq1dZ3EsPtcSv0MaRmdJ8+EUGh1dxpxeuNXcZ9OXMWCT70bbIpfR76e6oUvzqiUQj3NHzfs88DSRMhQdwu8Cextd+CkyVo0WqvR9DMTI3AdhOYbfivm9XMK8inwThOrw42Ye5sfwDMsUzRElod70BYz1zKtANOwcNd+H1jlcWPhztHPHeWJA6X2uvYGybXzMTPDEVbStmiYybIg0WT4GhqJEosgRZ5qWO4i9irQTp3/yu+9Afefc9uF5L5KeZ4Y8uLZ8FvO08Rj6WNlm/udwtmCO5iBF/V36OkgL9heLOdJGs4/h28HvZ3En3nHbgpjo8MPoY/qEeTFbIVx4+T1oVBvZexVkwco+PE93Xk39LaUfFnwfWwE8l1xbthaURx41bWXCJ3YeH/BQFiRUjbILJY/fvHCSdSMwbNu+JCKHOhxfFhFV5FQoXiKwKJWT3XL/16gvhUJx/XE91xatkE+KYxFJL2Hx56OUnuX9MOBiCzCQqr3mQ9eiFeFQFEbAawfOeuXtASy6G11Y4MYc26U0RLv0tLjmDCKj22HoNOieASeryfRRkCd1Eq38iWPYrfasdBFZ3UHGvhM+URvBsa5LtMvmx/1Ymd6XdDw3aCEeKtDvSROE03WyoeDuKkbI2I4uEnPTIIOgFwZ7+gJlhHGyH8SnaFxIe6LcS9k46D7sVeFmXUlOUdrCBTAw1XEYQrXUWt0LEWRo4VCXtgwiFIrTFmpTXrvLapOBR1qjbaRWeJWyYxxD++ytZgedhRL9ZdJQIc+MID0vzu5RmTMDQk4jsrwflhWTI4xQgcJ/cuYZNaJEHCxidz9+Ge9FjVP8xswgZA5hvGJLfo/j4uwrLCZapd3lxLRpB2fFST8DwytzEL8oVHE8O4VBCDrplJcPYhA4vClA0g3L2Pz2MqCIUEYdeoe6z6NfSw9ROld695txjPXqblNOXUGbQ+QtEJtDfaE5fIOalIb27GnDIuy0Mf6JCdJ7yYKBWb0LrgG1NLXJIetW92H+xOfQpvxYZ60c1shxPXRiC3huS7fgulgKzyK2SM+23wxkKEfCumeZ+MU9bD+9wyXObuR3zkXb2kSJ6V3g9LY8r/wOAcp9ZQ87fvbxObQjeZk8/IrmGdQHe+nCzu1gHaQKnZ6+4KaEJaKZilwHf6NipC0dmzTPvBnD86yTTk89iWfBqZCL2+gDfoOx3iKeCoXiJQ4lKxQKxYsRtmUW5vV+GFNsXNYT5HHgowWzYwd88VFsA+6/HW7HB0gh/wqJ8wm5jC8dMIZJiza06sNYUcfm8IttKVixPznwuFf+jeDPiohI1zm0830X3+qV/8uBv/bK/+TEh3CjDvJE7KJcoN3eYC6NX9xCfZlydthnyUW5GxWzW3eFQinKg7Sj7YhIJmZgmVsv8PekkcJz4dCNoMMzMPkTJwMpSOkYq10oFzbjnOisMRQ4GwYbcunjsNiDBTJ4d6OtiQknLS5lJlk6TLv0ZYwp34c1NVyjmMMC2OuCs9RU6xRGQ3PIrpmxaUZw4TvegBSinzl2q1ce/hjOyW1FJY29ZoJXizBuOHMNgz03wjnUV02ZdvDzZM+Y4KvwQ3ERlQwMmfim1WMw7rPbRJqPmfs345hLwTzmWKmfjC+nuhBle6mgOrn3EDynjn5lr1e2eikbzoAx1HqexXPzV/D7AmWHsYMUJkNZXmwnfMnaDDeEyBTFbx2ER0QcEU0ydw8sxvR508dgAX0tkxZNPYl2hC/DOh+/G/FGIzHzkpx9Yh/uR8SHv0DfPCLdWmEmbByik8J9eK73ngQ54i/V6Rw8264LhigubMK84hASfj953rhePty2BoWhFDbRe1ZlTyw8i95TZvyymzuTD5zumsWWo5QqtrjLEIURIg+bJG5bJmFR24f7WJQNtDFoSLLMdjxDJnX9GEapddGzzeC4S1y7xI6ISGQWJDxnQgplyVuKvh95x0NKYpRFaI40nwYx7xtxJqNvHq2gBIZCobiJcF2COwsDKRQKxUaC7ROZvQcLwRBnz4Anbpuxmt5hDNqVJVjNF762zSt//G0wJN7dBwG0cBeOuwZtgHazI4tY1KYvgMw4+jfwkX7sNtxni2PALb0TbcvPwfD+4KV/6JW7SWeCQz1SE+Y+vFNe7iXjjHa8K4swrHxOis1AmbwJKJuIzZ555LrMaUN9symnPbSrvswx1kAruHYnVEQkNu94YMyQZgVtBrNRxIbCKLl1R5zMLtUe2nXkvvgpE0ibXgOJkzpOMFESNQ3thLGan8DufmqCQnjI8HY9L9LnUG9+ExmUtKJnQydK2gdl28yrV7wGQglhH+6X7MFueyuECc7Py+c3Y5MkYoxj9qPLMKa7z+F5XX4n5oe/aq7tO4ZxXrgdxmzhFDEzcdqRXzHn8H5+aawpTceYnr8N863nHNqRofezFTX1+UgslZLKyFNXtuD4OHl6XGGywox7bjvq7T2B97fahQrLt+O4n7qVumrqmH09iIoiNDBl9BHKckRhRRNvRDsqy47nAHk0sXisa8yKiMy/AaENlSwRJQ6WyW8tuoJ5VdiBucnkmpudR0QkWHY8amJEAJA3UuUWPHt+5py9pjBuWAeL2p/ZhXYMP4a5FL2MD2Nxj3E/YAOcsxxVKKQmdQ7uB9U+tMntV5A8Z5iSYwK3Fcb45/el0f5h09beU2jnIqWL3vVR0llpMplBXjkOAdcgr4YoeUakL2JOcOgX6zF5faEsWZXhOJ1LpMU+EBv1I3RO3fSl5wnyTNpFhOwUbhjJ4MOz+PMkInKDoQSGQqG4sVCyQqFQvAhh2cYYtimOnw0MFlErUixxpWaWVhYZsJUBlJ+8vMUrr1SxVbi9H3Eh5zaZxWQPdNikFaclNaU1Ze8CewmreMs2C+boJBa61R4y/UJof3QJ7VvdTS7Xzn3YVbpKnhTn/zEZdQtkTNdMO2qJzrum0QXSPohTStKPw4gtOe7NrmEg0p7VhPU3al1YzpI9LglHFNT2dx47m8qRDC4M5teKjxYojIbDOMJkHBRH6fgSeYI4dlOVxBNH0zAis3n8gkmaqdfBkhl40oxfkbKDMKEWIl2RGIXa1FJoR2GbqeN3RpEl4z8svNor18mob5GGB5MStSfMM1q6p7O7+Kavgj2ppzuHqnghFvRYOL6fRTdXDtB1jj4FC7uu0E55eYjCg2iu+CvkkdJr+pLfSllWiIxZZeHRVZpXxJ25uhaBIq6bfjXeZfYAYCSfIDI0a+Zvi7w1OGyBxz+zA21qxkgvpWX6EFrFheUe3KNGHhhMcvi/DVJi9pXuDXFvrq9CWW+CJdTB4qpuumUOeeIwsaVDGOv8NsyJkUfQF1fbhbVS2sR+ichspdBHlzTk8A8fMUWxOTLYKfyGv0fxaTMhk6cxd+0ozq13EzlbYRKVWGynebUUhc1liOQbQr+ji0Rm1DuQGfRe8JhWu0nM9SSF6FDqYlfLJz9OBA19NpmMCT+F9keXiOTzvFroOgq5ym5HX/qegrfUO7chYzlyXN0YKIGhUCgUCoVCcQ181ZakLhallgJDkN1BnhbnaZtbsFjMFo1xkCCdiiIp2lvTOPc8ZSQ5dOdFr+zuKLOIIxvmi7dgcc16GM0oGWK7zX14dzlKaTl5l9IiUWU+PvkGxxOEQi24vqHBjFfOn0JAdXGvMW5Z4C1EIQQLd8DC89OuZ2F0rZGboowTbDTl74Tr/cpuLOA5Jjs2b473H8HOa2UAJ7ARu4TMgDL6NUoJ65Ateeg5ehlBRETK/RQ+RH3hdrjGVTiDMTjUjbiAv309xm75zejj63c875VPfNuIKbCnSGwRY1PtonCTEmVloVj5xCVT/qnzP+4dm/465mD3pc5ZMDg8wvVcePet8B6aKae98vwQvIACZSI+RtHwwHkzr+LTeIdqSfJaIG2S7X8DY8/d4V/Zjfm/f++E5ONmgH0UOlMggcjUJZRXNpm+pM4TMYlsxhKdojAD1l+hjCnzTuKFQIGMapzaFg5T6MZcCtAno9rj9OHVGe9Y83TaK3MoVH4rGeQzON7/jQkREcnci876mVcigq74TjBcpQVYpt1fN9+rFnkqVPrJc6rI3waU06cw2d3sOqu7KNSIvhM2EQrsxcHeFlGHuIssszQmuVVwaNUAKnez10QoJIQJH9aDWTpI4TfkzeArmXs3u/FdYi+JWhJzojQITRkO3bGaph3lfh8dQ5uX9+O5DR4hkiyL+R1aNhMkUMHvOYSOvzUsEtxFoSyBgik3hnEuP4s4kqS06Y3kNqPdA8fM+5TdQh5Np3BdisKRJt4JAY6VmV1ys6AEhkKhUCgUCsU1sGxbrKbtuf+LtMd9X/gA7Uz2kuv9pFkEs9HPGgG8mAyQoTMeww/HWsYI7D4Di4fDOEp3Uwwy6Qw0UuT14ezWpSC/IQOPQS+jsDON68iVm3UL6j3OYpjiy3fvx/b3+WkY3n2kdyH3lp26aIyIGGFrj+/Hu4Cd0BbKQDu85WEysCmTSWTFnOOfAsvj6yI3GoZFO5BkHAQXi86vycAeJdHETGcRUi4np804Lh3AsvtqEYaQtQhD4a57sYu5XONMDo6BRPMxRwQMGxiZnRj3xAza6upQXH4SpEWcnkuEsnXkN7ERtdaTMkjpRitNyiByB8r9z2Ec00cwTunzxmjzFWk3m8aXBVPZkHQ9H+pJtO3CI1ulnDGGaS8b77zrTDoDvnkz1pRFuI0cZCQnSbOCs784N6pT5pG+B/EMS5R1wyJSpecUvhPL+8134t/u/5x37NeO/7RX5mwze0lD5+oXkAXDXsk4JRAYTBD4KWNQ6BvwuijtJY0XRxAzMc2piIk4JQ+0QA1zqZ4mLwjnnHaPCZSb/GCq/L4wSWbGeur1IIz5mxFZwLeQwz/cFMTNIOad+96LtIdWsZBsYQSNzew0D3LgaRJsLsJIX7oFHynWI3E9YEREimOm7vhU57A0bkeRvEwiIcyb2Iz5brK4pgh5uVF4XHyWPcbWekO1PQvyGMvdgnPt59kjBefM3mPaFKPws3YNI5of9Ao3Wkw+3VgogaFQKBQKhUJxDZohvxQ3xSVO7upsJM6+EwvBepF21BwDmg3zCGX8DOdJw2AMC76vX93tlfuOmDrYYGf34TBln+AQEs7oUXeiEnpPkQhmBW1ePEwaACTE1uaZUTPt27IbK9nZHMId/BMwYnofn0XddxjrMEiu9Owez+qTrENR6SGlfocQYfdo1i1YvoPFPYnAKGJpmzpjwjRKt1BsB3EkAfKkqNUpowot/q2aY6ySiKovBEMutxMGyPiXSUxxgDLIOAQQGzTn/wq7lV1kPDTuRh8rDUpb6difBx847x07Nol+LaSJtLiA69h48dJ7kpHL2TiY+CiTsGV5AANS2LHWWDr+/BavvPeBK145ewJECbv4Lx8w9+mjZ9F1EQbq6h7Mq9w2lMNZR6CwDwOWuujzxrXnNIV1DaKTfU/ihVl+wLyY1Rz6lD5Fu+OPZbyyHabUr7vwQt+3w7h0PDuN2LE+uo5FXgee5QxFGN9q2vx/qQZrNbAfYUWZON6zP97yWa/8E+F/hvbtMm5BHCIQm+csGZgHmbtop3+KPIyc7C8NSmPrI68LTtHqo/mYusLkk/mPvY5qFC7V+zh5YtH3jz0KFm5LrumLvAGk7qVXUOjJX+IUVy8ilu8cvlImHRn2iGAyoDBu5srkG0AYps9j3rFxv0oimONfo8xRjigre1l1n8EHZukQ5g9xpRKd51A4M048Bm52FhGR9Bn2JEP7VnfjQ+vqFnFmEq5v4DGMOYdE9h3HPM1uNefw3xb+TnA6aA6nazF7doOhBIZCoVAoFArFNbDELDQ57SaLN/7SbQ975aM5GGqP5/eIiEiYXKF7TmPndYVSDaYvYlW4mMQO6eIdZsVc68KivfckFrqru3Gcd49ZB6G0w1nIdtNOOrmUh9p0/HA8SdoeIYcQqW7HcjG3ivaPPU3hHXGKE3d2nTmkovs5GCPz92N1XdyE+/Udw/nRJdOxQJnCPA5htRxaRJt6T7LnBsqLd6VFRCQ10Tn1YQCPRSSKvjTJcLUjZvwiV2CEccpSNoqqRMCkLsMgrziGKxMY/Udx88AMYhXO+UFscHaMgGMvnlmk7VkyGKI9GOxmFJZHjjIrhJ1n3mLBQ9qVzm5HfTsewK7/lS9i1z8ybcajdCvmVWwGz2h1B2UnyfFA4XlVuh1vkj7KGlLs7HrPxmMn+6jajd3tth19EivkUAXfnOm8r0EaE+SR4Kf8oOkLeIasReC1+TGMsx3G+9l1FixgcRxGMZOGyaumvsdWdnjHQkEKCRrG8/z46r1eubyJvGS2Jde0LTyLj4DVRPuGKCyqSfo3biiLnwQ/m1Ei84iUENISmbsHkyg5aepjQpB35jnUiYVu5+/COW5K4BIJp8ZJR6g5D4PdVyXvA8fA56wnnNbaT99vJu6KI/yumnMqaerf69HmSBc6Zk/jeXKIn5u5qPstIHtb/zZN5+LenFJa7LXzqjqE9jem6du7AyTIyp617RcR8VdMu+MzJJZKoYX5cdIu6WZBVdY+Mv9XyMOoLWUzvZ/s/VbOkXvhDYYSGAqFQqFQKBTXwBazc8WK660gFnkjwYxXvnsQ+hWPpbeLiEhsJ7EJT2LRm4MtKNa7YLg2cjD8klGz+s/3wEgYeBoLxeEn2Nij3UbaKY/NOWka2fu/ThkuSPDQanEICZEZk+bilSItTAvkWRAjDYAIjluNtZZmaQsIGs6iwilEVw7g/PBja+toM2z3wgqYT2DsXO8VEfQ9t5k0Q1bJfZ5CVqpXYeCxwdXoMc8uBgcTyewhg3EF92OtCH4u7vE4CQrmN8OiiYUhQMBCiYnnUN/yQWP8VqZglLIGQ/IWuPlkAziHd3sbznSqbMOc7j/Kool4hjuSqO/kVhB0w4+YPjxSQppgzt6wUsCzGKSwpzqJ0NadqdCaJ4FFClsI0O64GyIggt3t7u0Z3PBUr+fdUxxkgVPWXaA54RxuUHaTxNXO2Vw4bIvJk8lCWkREiOuQ2hCFPqyC+GBShYkv15DvD2Me+8igPJZHWEihgbnpz5Mo66jrqYV6A2W8ZzwH+RzWGHGFPiOUeYTPzW+hjDwUCsdkRbnPySpznEhW8kzyVSnciLxCWLOkPGTOsaoUnkBkZGyK9XsoO8yikxFmM4lnEnHW4G8UkSdxCnlz5ya/K74w6hjqwrd87jiecy2JC3p2GAv/6mUKq9vD30rUnSa9jhaRpat7nOdsk9dOGtex9k6tm7zOLlB4k8/1AKT3jcQ4meSu9qL9lR4aJ+dz2X2W/0YQ0bkF56bgECaZIMUN3WAogaFQKBQKhUJxLXxGIC5ahTFbGsIC7V8//S6vzMKcqWmzcFwZgVFavZUE126BHkOGSIsGhaE0QmYB26qxOCULemLxevUtJBJYwH0Gjpp2sxHT7INfd5AyKHTfi1x99bNYgEcWnXSo38J1SRbho9CNGmeccOwY3rUrkKhc5tWweAe+SGJzZBC4ZBGnkKwM4FncPgJG4fi5nV45iw1tj/Co9ZAWwCrGsfc4GbEUu+72m9GeShE/VPeAjMmVQPRUSBDQ3fnlFLXRFRLMJMOq5ySslNx2WB4JZ5c7mKOsLCRQuEwkSJy0VXJ7KU3qWWesiYSq/AJOjlKIwNc+je3xQfLKWXaygtQ2od+bPk0ZP76GXeIMkXXxeX4Gpo7lW+j3ZKCOPARib+mONNrqhFEVjsGDJ5RAmEyV3OZZx6Q2AqNz62eN5wuLuZZ7OmuvhJdJZDSFZ5H9vPG9715EnziFqL/Y2bwqk3dBZNm870/+xWHv2Lb3XvDKgRCe23f+9DavHGSvHOc1YtJr6QC+I8VxtG/0YZSZrHB1IQJEvrH+BnvrtChlMD9PV1AykMecGHoYlvLpX6IHk6RQlgkSC3U8rYJkYC8GkWJmYA59ZHFgV2R08HEQQTanVf45zKVX9F/1yl/76D1euf+Yec6z92FOtFbRtrnzCNUa+g6nt8UYTJXMtd3D6EBxBC4M7O3FIRi1FJ5XctL0JbLMaaFxj8wOji0hbZssayyZa7suYf4URklomDxSXOFRkfZMVLEFcw6ncS6SwDKL1LI4s0RuXtZBJTAUCoVCoVAorkErIFLusSSUx0KWdyZbq1hEjzzF6QWdDCKU/YH1Hxq0aOxl1+SvwAD9hX/1DRER+aOL9+NCH0gE1sawhyn132WO23YELNkrgNyVA+TGvLCCumPkRm37TVvjC0QidPPvSbCOPQ4cw4ozd7AgXIA0JNi9OXWWFtQLppIapbX0EaFzbgmWXI1EJIaeQH1LB50d6ji5sJPXQltqV0oVyuOb3W4ME9Y04XATawZGD4sHckYVd2eXs1q07cZzisgQkVakxeHWt+kbmDPsEVSh9JltOgIBtKk07MwJCstJR0Em/eTok17511dA0PWSRkTPaXPtsh/zP09phFNX0bGlgzAzCpT+tf8580Jc3kleF2Xy4KmhjggRPW4q0FUfnUteOTzHShRpEyjA6Jy/ix+kQYPc+8NkQFt1MhJX0SZf3YwHh5SVKUWxn7yKorOwXC0SbExOm7oLw7huIpf2yvZp8rThVJpEtkTnzfixd0uDdtujmxDKsrIbnhkxep9dDYMiabZwqIWVotQpi509UtxnUKeQt+IYCDzWT/iN+z7jlT+2BSTCpUe2iIhI70l8LJmo4O8Lw32H89vxDYtPYU7/r11/5ZUPhvCOfGYT0g4Nf9vcMzlJ7d/G+hadvT841KwrZu5ZqlGoDmuCpNH+Lsr20wqg7mrKlF2tFxEIpIq0/x2JTuJ5xaYow8yoKyLN4rf0ba6hzB5v/gp9e513jt89l1wRaQ/94rn5/tuf8sq/IzcWSmAoFAqFQqFQXINmWCS7uyWNKLkBwwaQwSdoJ4uIgfiEWfCnn8GicuUeiPpVH8Ou3K53nPPKp/tgkP+PP/wREREp3YWFeNzfmTgY7oOYxXQWi+fIrLl2/h4YQmXyIBl4FgvSwi4YXFVsekppyBxnt/rENK5jt+PsViz++4+ZRX52Oyn978V1Awn0K5Cn0BnSqgheNSEMwTky+rZiHH3n0l45Ts+lEWE/cFMeGgFzsDwPy3b6nWjT9o+gHCiSQGvCGD28g9qmh3EIz3k5SKp3A+hj6Jypo0a2c5EM+vGvktbCKewSL74fehj+kjm/SaE6oUUKP6jBOKvDlpPIVfLs2WfIj9DzsHLPXUQO0S+F4RIx9DUWISVD3QkXqI/AmmoukWsJGba/+tOf9cr/4ZG3e+XEjKk7kKH5s5N0Kmog89z7iUBDhEmLeheM8NIbYLBXFjCv5u7FwDc7eLknSC8gukgaEztIsJYMv+xWc8P4PItFop2FMdyk5zSM3L6HOXuDuc/g45g/C030O0rGb53cnrrOsraHc48zmGsZ4jz/8S4QUr8//Xr8glK09J42Rmp4lbJTkEdQ7/+infxNMGi7joAtWr3HzKFyP6UvzRJpmMR1j2Yxpy8uor+9p8w57MnSjFKoFtVXIx2bgiMyyqKcNUpdG7Q6ewV8/X3/ySv/4eteKSIiT/w6vI7SlKHDzSIkIhKYy6Bfm/Atzz1tvt89p4lwI2tIBhQAAB7hSURBVO891qJZ3UNEEAtsHjX3qVD/lm7F722KcQmU8YwW7sQ8jWTM/TmMJlTgdKmUhvcIjheHUV/REZceeoK+g0kSU6b3j+/zncUtcrOgBIZCoVAoFArFtbBNjHaZtCJYMJMX1BymYTmpBltdMKB6nkHYyMIbYeSe+xQW89Es6shvdlyyWQnfhsG4ugOL658aO+aVf3/p1V75yrvMfWr91GjaNmXRu/TzZHzRbrrriZA+xYYyp5YEcxDOoH2FEUdNnxTqAxS7v3geLuWDtBL11cnYcCy43AEYOWx8+mljmI0A9hBpDJg2vWPsuHfsw9OvQh3LGEdO+9iisBW3bk7BWCGNjxJ56IRzFHfeggXqeqT0nCMjLEGaA37qwDDFCMTp2RVNAxtxEuWcWitmKNIuJsrjVF0w82ngGXpWcxiDf/3GL3jld77ll7zy+McpG8c2c75v5QXSrBJ/dKYMcsQmTxCXiGBXdA5p4koi5LVSdDz5u8+0P5+A08dKlqx+8pIJlNB+NztGmzcVzUF2729Q+ASno7Wcic0ZdDhtJXvrlHtx78Rcg84xx4Mp0oqg70iBCJHkBOrruozwptCiw6oRgdqq4vsyFsIAc3phJpncedjqJm8YCjOI0ByLLHOeYPIwc7y8CqPsoUEvPwmEcvpg+xx7w5hzXHJIRKRFYqOcgphJVjfDU5y8b/h7vNgEWbeHntHJGt6z/bFpERH56ubO9+BMPtxv/l65xAXzJezh1aS5xN4rnFZ74bC5f2KaQ+k665g0/GvD7Ri1FPqy9f9Cauanv7TfKwfzlAZ2lF7cIfNCZRfQuP5n4flVGmVvL/rbUaNO3mBsWALDsqw3i8j/EBG/iPyxbdu/vc5NUigUCoVC8SLFD7qu8FdFUhcsye2ghV2Ld4NxvDiE5ZQr6pjdhoXz3CtQtlkVnxa7bID2HzPGEgvQBXMwOit9sLb/9+lXdGz/wN1GIyJLugxNan9xEOQDuyYPPgVDzc36kR+HUTT+RViU8atY1C7cjXOiy6ZjrgioiEigSNk/KENEo83NmiwM2yFgSIyORTf7vgGrbubdiFVhHQTXU+LhzdDIuGXnpFe+sgpjKrs97ZUHHsNOfsvJBcuhOEEiY27djvqO1NEOXxjjGH/OLOybpMtQHCKyI4ZB6M+BcYidgUFQGbTX1NFK4dn2PZvB/RbIE4SMqGkn40QoAyPYT7vm/3n2TV45eprTT6xNncpYJI2XBnnD3E+pKCxyUV+405w/9iB+zzvvK7RDPfh65DFeOWm0J1beCY+D4HNxzzi0CrguMgbSLXWVjXeHgKH3l0kXV+NDRMQmI7ERxTj1njDtrnXhvW+SEWnR8Gd3oY7UBMqzjkPEwNOUJjaDOdZ7ikgo8i7wlyh98LLxvqpvhVcRj8G/ff5tXjk+ifpy+0jMd7eZp6OfQ19KA6gjSqFJwSyxYXka3+fN/+XeIe9YI4L77f0fIHBzB8GQjtE3LTxv6stuwzsZWSRvEw65GsPzr1hmnlbIUyeUw/fxn/7HX/TK6Yu435c++oe4t2X69T+oe6krTLgRiUBCt9Ue8nhbNg2MXMX3sdmD7363H+O4dADjm7qEe7rE1/Lr6RsQJ0+nY3i5fuF9X/bKfzACt5vI35l7Tr4bc2mcGStC1yV8B7K70JdGxSVSiARcgKdfmLwSWTi69g2QzTcaG5LAsCzLLyL/S0TeICJTIvK0ZVmfs2371He/UqFQKBQKhaIdf591hdUUCWdtCZFAWrWXhPAmsKCzfVhY5rYZg5djl9lC6hvNeOXKeSz42nbrHE2ExAQWslXKSBKBPSDRT2MXs/WT+EU8aBa+s6W0dyxNmhtV3jSnDbzMDsockTJtapAeZa0XP/jLsCrYO6LaZSrsPov2R2dRLm7CYj6yzG7WWAxbQ+acxlthEOSW0NfkJIwlzjjRJMPJ7VciCCMgFkD58OC0V34+mEYHaEe796Qx3tnAZvjIrfsNhzCdnv89hGO4njtMxnDGA9615fFNTlHcvGNQBWg3u07Cqb4aq4xS9obzUFLdumosa1+FsjTQeB2ZQ+YLzlZQGMVzic+Y/zmMqU4aJHcegEV2IjfilQOUJrXr/NqsD5ElGFN2AGMQ8lMogqNlYvnIG6bXbvN+cBEMUFpcEsCFtwV5OMyCoFndRx4YgzhuXcYEX97npMUlo5pRG8B1/+d9X/HKn7ntsFe2z5ixWbyNM3uQpsIF9DGU5+w2a0Mi/CSeGaHQmcBmSst6HwiHe0Yx7588s01E2sMaOMNIMIfnUiMyI8zpMRxxz8QsBoRJXSbaOIQhRERgl20Mb/ZICGeoHaTZU2Bx415zz8RZ0sqhEAcmhtlb4PAf/4pX/m8/+SemnTSPGnRuZAGESXWU4rPoE++mnq1sgesGe/NwBhQOM2EvtbKTRefe7Ze9Y9+5sgXtIILlG4t7vHL4cQqRCpv+bh1f8I7tjKN8YnUfmk/fuaEn0Kbp15pGLd6K9yY+ATKG5yB7kg08S+mIbjA2JIEhIneJyAXbti+JiFiW9QkReZeIKIGhUCgUCoXiB8UPvK7w122Jz9TEsslwIbFFIfE1NpDc1KLhHDMEWLwuz2MB3EXrvegCDIXygDFMeaEYnSSthf1wM+A0k0MxrPJf039WREQ2x0EAPPO/D3vlBrz7JYqMmdJiL/GKqZuziSweptSuz5JXAhs9jtHA6SsDi2h/Ko+Ol8cpDIUU7efvduog0kIoxaJQBhQ2WFg4z233pU8hNYn9eowHC6q22cD06EKrxjhc2YsFfHkQ7fytTZ/1yj/+/M975QAZJi5BEV9goVDy2iHRPo41Z1d4V+AvNgdjtUyeOKlzINQaUbS1lcSAuK7fyXOYa0ES4RtIZ7zyjD/tlWOkCzH9Wmd+L5IrPYmCnlmCN0D1OOqgbKFScTbZEySO2IiiL6MPQ3DkYhxeLSknWU7v22CQFb8QF1cKZNdHMMcqY5RKtsFGvxlfzrrABmryMt7PGml7sCHsaoLE5igLCQl65mvo1/MUk7VcwnMJ9Zt7ti6T6mZnnUrxlzh/MHnx3GYIp/hpEJcB+qYUJtCXXQfhKfSrI1/zyj95+R+JiEgzhDfAT3XUKcSFNR3a4BjCTEgFi5xlB+PhpsIVEalRCI77rWBvsBpxBfmtqK/v22ir+/3je3MIT430Q+KUySRC37zf+ZWfERGRgUV4Xq3uQyW5HSgzgcjPIn7OfFdyB+BBEp3Hx5QJ7VCWvCrIm2Fln3lXH38a5ERgEA/D1RYSEbkQQ4ofcu4QP/XLxUPzCFWM05xd2UueX8+i7+FF8+5wBpriZowBE6518jbKbaWP7yNr23E9sVEJjFERmaSfp0Tk7hc4V6FQKBQKheK74QdeV1jlmoRPTogdgAFlkVBCrQ+GR55iv10DoutZBGWv7MNOdOIIZShYJg2DmYxX9jvClpym1Cpg+633BBaysSu47uIwFrUf+plHRUTkfz7xOlxH9n//c2xM4ziHKAQct//ICs6dfx/a0TjNYoW0S9lt+sg7fGzRWxW0P/qt0145dGA7zv8pw4isPA2DuLEd97Cpvu7nQEokprAD7aViJcNrpY4d0hgRJqkLWMDbVxG24A+ZPhbfuxf1UlaTP19FJoUf3/qsV/5cGePuur+7ZIiISP8EjG07RDu1lAKyTlkY3CweoStgk0qDrDFB2Qy6KUuHjfFwvWRaFA4RyqMvE1/e4pXHvg1CZOk2kExdhheT2DyuW92FNudXcL806RKwt0LReR1KfbiOU4EGLyGtb+oK5vTA40bTYfD9eN5zz8clWDSVc/aS0PLaVLgiIomZtXoBnG2EwzXqlEnGP4njSUejwGojznBu4iL69e43YU489NBhr+xmpOE6ygNkYFM4SWgOc7O0I+2VM9vMc44/BXao6zJn+EE73vtGtOOeMOZH8ilj/bJDRWKWhCjJW8dXIo+UMjENVVOOZdGOwBZoTBQ2UbpoIlxL0OSV/mPmniPfwvclswMGsa+O55a6SmSvEwLFqV/Ze4i/beyl1H8MJFlg1SmTvkViirxydhNROEHpRi+TF57zDufHSNvGR55L0+gXz1M7xqFJpm7WZNn8y/gWzVnbvHJbRqMOuhvZv4Y3VfIq+pJ67KRXzn/woFf2L2DQtn7cPMfpt+P7MnsvpTn+NuZYiLSb6uRhdqNh2fYL0H3rCMuy3isib7Jt+x85P/+UiNxl2/b/j875kIh8yPnxgIicuOkNVYiI9InI0vc8S3G9oeO+PtBxXz/o2N8YbLZtu/97n/bixvezrnCO69pi/aHv+vpBx359oOO+PtBxv3G4oWuLjeqBMSUipIMtYyIywyfYtv1hEfmwiIhlWc/Ytn3HzWuewoWO/fpAx319oOO+ftCxV/yQ+J7rChFdW2wE6LivH3Ts1wc67usDHfcXL9b6UW0MPC0iOy3L2mpZVkhE3i8in1vnNikUCoVCoXhxQtcVCoVCoVC8BLAhPTBs225YlvXLIvJVMWo7H7Ft++T3uEyhUCgUCoViDXRdoVAoFArFSwMbksAQEbFt+0si8qXv8/QP38i2KL4rdOzXBzru6wMd9/WDjr3ih8IPuK4Q0Tm3XtBxXz/o2K8PdNzXBzruL1JsSBFPhUKhUCgUCoVCoVAoFArGRtXAUCgUCoVCoVAoFAqFQqHw8KInMCzLerNlWWcty7pgWdavrXd7XqqwLOsjlmUtWJZ1go71WJb1dcuyzjv/d3+3OhQ/OCzL2mRZ1jctyzptWdZJy7J+1TmuY3+DYVlWxLKspyzLes4Z+3/rHNexvwmwLMtvWdZRy7K+4Pys4664KdB1xc2Dri3WB7q2WB/oumJ9oeuKlw5e1ASGZVl+EflfIvIWEdknIh+wLGvf+rbqJYuPisibrzn2ayLyoG3bO0XkQednxfVFQ0T+uW3be0XkHhH5JWeO69jfeFRF5LW2bR8SkcMi8mbLsu4RHfubhV8VkdP0s4674oZD1xU3HR8VXVusB3RtsT7QdcX6QtcVLxG8qAkMEblLRC7Ytn3Jtu2aiHxCRN61zm16ScK27UdFZOWaw+8SkT9zyn8mIu++mW16OcC27Vnbto845byYD++o6NjfcNgGBefHoPPPFh37Gw7LssZE5G0i8sd0WMddcTOg64qbCF1brA90bbE+0HXF+kHXFS8tvNgJjFERmaSfp5xjipuDQdu2Z0XMH0MRGVjn9rykYVnWFhG5VUSeFB37mwLH3fCYiCyIyNdt29axvzn47yLyf4lIi47puCtuBnRdsf7Qd/0mQtcWNxe6rlg3/HfRdcVLBi92AsPqcEzTqihecrAsKyEifysi/9S27dx6t+flAtu2m7ZtHxaRMRG5y7KsA+vcpJc8LMt6u4gs2Lb97Hq3RfGyhK4rFC8b6Nri5kPXFTcfuq546eHFTmBMicgm+nlMRGbWqS0vR8xbljUsIuL8v7DO7XlJwrKsoJgFxl/atv1p57CO/U2EbdsZEXlYTKy2jv2NxStE5J2WZV0R477/Wsuy/kJ03BU3B7quWH/ou34ToGuL9YWuK24qdF3xEsOLncB4WkR2Wpa11bKskIi8X0Q+t85tejnhcyLyM075Z0Tk79axLS9JWJZlicifiMhp27b/K/1Kx/4Gw7Ksfsuy0k45KiKvF5EzomN/Q2Hb9r+ybXvMtu0tYr7pD9m2/ZOi4664OdB1xfpD3/UbDF1brA90XbE+0HXFSw+Wbb+4PSMty3qrmLgmv4h8xLbt31zfFr00YVnWX4nIAyLSJyLzIvLrIvJZEfmUiIyLyISIvNe27WvFuBQ/BCzLeqWIfEtEjgvi9v5vMbGqOvY3EJZl3SJG1Mkvhuz9lG3b/86yrF7Rsb8psCzrARH5F7Ztv13HXXGzoOuKmwddW6wPdG2xPtB1xfpD1xUvDbzoCQyFQqFQKBQKhUKhUCgUL3282ENIFAqFQqFQKBQKhUKhULwMoASGQqFQKBQKhUKhUCgUig0PJTAUCoVCoVAoFAqFQqFQbHgogaFQKBQKhUKhUCgUCoViw0MJDIVCoVAoFAqFQqFQKBQbHkpgKBQKhUKhUCgUCoVCodjwUAJDoVAoFAqFQqFQKBQKxYaHEhgKhUKhUCgUCoVCoVAoNjyUwFAoFAqFQqFQKBQKhUKx4aEEhkKhUCgUCoVCoVAoFIoNDyUwFAqFQqFQKBQKhUKhUGx4KIGhUCgUCoVCoVAoFAqFYsNDCQyFQqFQKBQKhUKhUCgUGx5KYCgUCoVCoVAoFAqFQqHY8FACQ6FQKBQKhUKhUCgUCsWGhxIYCoVCoVAoFAqFQqFQKDY8lMBQKBQKhUKhUCgUCoVCseGhBIZCoVAoFAqFQqFQKBSKDQ8lMBQKhUKhUCgUCoVCoVBseCiBoVAoFAqFQqFQKBQKhWLDQwkMhUKhUCgUCoVCoVAoFBseSmAoFAqFQqFQKBQKhUKh2PBQAkOhUCgUCoVCoVAoFArFhocSGAqFQqFQKBQKhUKhUCg2PJTAUCgUCoVCoVAoFAqFQrHhoQSGQqFQKBQKhUKhUCgUig0PJTAUCoVCoVAoFAqFQqFQbHgogaFQKBQKhUKhUCgUCoViw0MJDIVCoVAoFAqFQqFQKBQbHkpgKBQKhUKhUCgUCoVCodjwUAJDoVAoFAqFQqFQKBQKxYaHEhgKhUKhUCgUCoVCoVAoNjyUwFAoFAqFQqFQKBQKhUKx4aEEhkKhUCgUCoVCoVAoFIoNDyUwFAqFQqFQKBQKhUKhUGx4KIGhUCgUCoVCoVAoFAqFYsNDCQyFQqFQKBQKhUKhUCgUGx5KYCgUCoVCoVAoFAqFQqHY8FACQ6FQKBQKhUKhUCgUCsWGhxIYCoVCoVAoFAqFQqFQKDY8lMBQKBQKhUKhUCgUCoVCseGhBIZCoVAoFAqFQqFQKBSKDQ8lMBQKhUKhUCgUCoVCoVBseCiBoVAoFAqFQqFQKBQKhWLDI7DeDVAoFIrvB2/wvdcWy3Culs8Sp9DxZ/F+tpzDvrafZc3PznkvcP0LXsf/r7nme9R1zb3dn23vuHzX677XeW2/v/aY1X6NfU0d9jW/d8+/9p7X1nftdfhZ2vrKx7/XNd/z974f8Pwf+GfrBX/3963zBc+Tv0f9P2TbXvC4/LD12t//veiatt9L++/ta85be33n33e6zvpedUn7ccv6Xj+312d5/3/36zFd117nW3Osvc5rf++T7/H7F/gZ111z/IX+F/v7Oqf9eOv7+r1/ze/br/O/0HHvuhade+05rba6vZ/de19T99qfr21Lq72ea+uV9j75pbWmLm43X+vd65o6vTatOb99PL361xy/dhzlmnpF/N4xyztm7uX+bF3ze+ua3/uuOe5rPz507to3XKFQKH4gqAeGQqFQKBQKhUKhUCgUig0PJTAUCoVCoVAoFAqFQqFQbHgogaFQKBQKhUKhUCgUCoViw0MJDIVCoVAoFAqFQqFQKBQbHkpgKBQKhUKhUCgUCoVCodjwUAJDoVAoFAqFQqFQKBQKxYaHEhgKhUKhUCgUCoVCoVAoNjyUwFAoFAqFQqFQKBQKhUKx4aEEhkKhUCgUCoVCoVAoFIoNDyUwFAqFQqFQKBQKhUKhUGx4KIGhUCgUCoVCoVAoFAqFYsNDCQyFQqFQKBQKhUKhUCgUGx5KYCgUCoVCoVAoFAqFQqHY8FACQ6FQKBQKhUKhUCgUCsWGhxIYCoVCoVAoFAqFQqFQKDY8lMBQKBQKhUKhUCgUCoVCseGhBIZCoVAoFAqFQqFQKBSKDQ8lMBQKhUKhUCgUCoVCoVBseCiBoVAoFAqFQqFQKBQKhWLDQwkMhUKhUCgUCoVCoVAoFBseSmAoFAqFQqFQKBQKhUKh2PBQAkOhUCgUCoVCoVAoFArFhocSGAqFQqFQKBQKhUKhUCg2PJTAUCgUCoVCoVAoFAqFQrHhoQSGQqFQKBQKhUKhUCgUig0PJTAUCoVCoVAoFAqFQqFQbHgogaFQKBQKhUKhUCgUCoViw0MJDIVCoVAoFAqFQqFQKBQbHkpgKBQKhUKhUCgUCoVCodjwUAJDoVAoFAqFQqFQKBQKxYaHEhgKhUKhUCgUCoVCoVAoNjyUwFAoFAqFQqFQKBQKhUKx4WHZtr3ebVAoFIrvCcuyPmTb9ofXux0vBehYXj/oWF5f6HheP+hYXj/oWF4/6FgqFIofFuqBoVAoXiz40Ho34CUEHcvrBx3L6wsdz+sHHcvrBx3L6wcdS4VC8UNBCQyFQqFQKBQKhUKhUCgUGx5KYCgUCoVCoVAoFAqFQqHY8FACQ6FQvFigMbPXDzqW1w86ltcXOp7XDzqW1w86ltcPOpYKheKHgop4KhQKhUKhUCgUCoVCodjwUA8MhUKhUCgUCoVCoVAoFBseSmAoFIqbDsuy3mxZ1lnLsi5YlvVrHX5vWZb1u87vn7cs67bvda1lWT2WZX3dsqzzzv/dN6s/64kbNJb/xrKsacuyjjn/3nqz+rPe+CHH8yOWZS1YlnXimmt0bl6/sXxZzs2/71halrXJsqxvWpZ12rKsk5Zl/Spdo/Py+o3ly3JeivxQ4xmxLOspy7Kec8bz39I1L8u5qVAovk/Ytq3/9J/+03837Z+I+EXkoohsE5GQiDwnIvuuOeetIvJlEbFE5B4RefJ7XSsi/1FEfs0p/5qI/M569/VFPJb/RkT+xXr378U0ns7vXiUit4nIiWuu0bl5/cbyZTc3f8j3fFhEbnPKSRE5p9/MGzKWL7t5eR3G0xKRhFMOisiTInKP8/PLbm7qP/2n/77/f+qBoVAobjbuEpELtm1fsm27JiKfEJF3XXPOu0Tkz22D74hI2rKs4e9x7btE5M+c8p+JyLtvcD82Am7UWL5c8cOMp9i2/aiIrHSoV+fm9RvLlyP+3mNp2/asbdtHRERs286LyGkRGaVrdF5en7F8ueKHGU/btu2Cc07Q+WfTNS+3ualQKL5PKIGhUChuNkZFZJJ+npK1i8AXOue7XTto2/asiIjz/8B1bPNGxY0aSxGRX3bcfT/yMnLf/WHG87tB5+b1G0uRl9/cvC5jaVnWFhG5VcxOt4jOS5HrN5YiL795KfJDjqdlWX7Lso79f+3dT4hWVRjH8e8PNZACpWwRWSRlixKZjSJI4UKidkkGQeQQUhoVtHCli2pVFLU1KIuKCoSiJAQJKrRAEyq0sEXYPym0P6SUQmRPi/dak9gw+P6Zq/f72cw7555z59yHZ+DOM+eeCxwB3qmqLuempCmygCFp1HKGttNfh/R/faYytkuGFcvNwNXAGPAD8NRZzu9c00889V/DimUXc7PvWCa5CHgdeKiqjg1wbueaYcWyi3kJfcazqk5W1RgwH1iaZNFgpyfpfGQBQ9KoHQKumPD9fOD7KfaZbOzhU8vPm69HBjjnthpKLKvqcHNj+RfwLL1lwl3QTzwnY24OKJYdzc2+YplkFr0/uF+pqjcm9DEvBxTLjuYlDOj3vKp+Bd4Hbm6aupibkqbIAoakUdsLLEyyIMkFwB3AttP6bAPWNLuXLwOONstIJxu7DRhvPo8Dbw37QlpgKLE8dePYWAV8Rjf0E8/JmJsDimVHc/OsY5kkwBbgQFU9fYYx5uUAYtnRvIT+4nlpkrkASWYDK4EvJozpWm5KmqKZ0z0BSd1SVX8meQDYQW8H8+er6vMk65vjzwDb6e1c/iVwHLh7srHNqR8HtiZZC3wL3D7Cy5oWQ4zlE0nG6C3z/RpYN7KLmkb9xBMgyWvACmBekkPAw1W1BXNzkLHsXG72GcvlwF3A/mavAYCNVbUd83KQsexcXkLf8bwMeDHJDHr/UN1aVW83xzqXm5KmLlU+uitJkiRJktrNR0gkSZIkSVLrWcCQJEmSJEmtZwFDkiRJkiS1ngUMSZIkSZLUehYwJEmSJElS6/kaVUmSNFBJTgL76d1nHADGq+r49M5KkiSd61yBIUmSBu1EVY1V1SLgD2D9MH9YkhnDPL8kSWoHCxiSJGmYdgHXJLk4yZtJ9iXZnWQxQJL9Seam5+cka5r2l5OsTDIjyZNJ9jZj1zXHVyR5L8mr9FZ7SJKk85wFDEmSNBRJZgK30CswPAp8UlWLgY3AS023D4HlwPXAQeCGpn0ZsBtYCxytqiXAEuCeJAuaPkuBTVV13QguR5IkTTP3wJAkSYM2O8mnzeddwBZgD3AbQFW9m+SSJHOa4zcC3wCbgXuTXA78UlW/JbkJWJxkdXO+OcBCeo+mfFRVX43qoiRJ0vSygCFJkgbtRFWNTWxIkjP0K2AncD9wJbAJWAWsplfYAAjwYFXtOO18K4DfBzlpSZLUbj5CIkmSRmEncCf8U3z4qaqOVdV3wDxgYVUdBD4ANvBvAWMHcF+SWc3Ya5NcOOK5S5KkFnAFhiRJGoVHgBeS7AOOA+MTju0BTr1JZBfwGL1CBsBzwFXAx80qjh+BW4c/XUmS1DapqumegyRJkiRJ0qR8hESSJEmSJLWeBQxJkiRJktR6FjAkSZIkSVLrWcCQJEmSJEmtZwFDkiRJkiS1ngUMSZIkSZLUehYwJEmSJElS61nAkCRJkiRJrfc3QpLdcTP8kpkAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "frequency_of_interest = [200, 50]\n", "sampling_frequency = 1500\n", "time_extent = (0, 50)\n", "n_time_samples = ((time_extent[1] - time_extent[0]) * sampling_frequency) + 1\n", "time = np.linspace(time_extent[0], time_extent[1], num=n_time_samples, endpoint=True)\n", "signal = np.sin(2 * np.pi * time[:, np.newaxis] * frequency_of_interest)\n", "signal[:n_time_samples // 2, 1] = 0 \n", "signal = signal.sum(axis=1)\n", "noise = np.random.normal(0, 4, signal.shape)\n", "\n", "fig, axes = plt.subplots(nrows=3, ncols=2, figsize=(15, 9))\n", "axes[0, 0].plot(time, signal)\n", "axes[0, 0].set_xlabel('Time')\n", "axes[0, 0].set_ylabel('Amplitude')\n", "axes[0, 0].set_title('Signal', fontweight='bold')\n", "axes[0, 0].set_xlim((24.90, 25.10))\n", "axes[0, 0].set_ylim((-10, 10))\n", "\n", "axes[0, 1].plot(time, signal + noise)\n", "axes[0, 1].set_xlabel('Time')\n", "axes[0, 1].set_ylabel('Amplitude')\n", "axes[0, 1].set_title('Signal + Noise', fontweight='bold')\n", "axes[0, 1].set_xlim((24.90, 25.10))\n", "axes[0, 1].set_ylim((-10, 10))\n", "\n", "m = Multitaper(signal,\n", " sampling_frequency=sampling_frequency,\n", " time_halfbandwidth_product=3,\n", " start_time=time[0])\n", "c = Connectivity(fourier_coefficients=m.fft(),\n", " frequencies=m.frequencies)\n", "axes[1, 0].plot(c.frequencies, c.power().squeeze())\n", "\n", "m = Multitaper(signal + noise,\n", " sampling_frequency=sampling_frequency,\n", " time_halfbandwidth_product=3,\n", " start_time=time[0])\n", "c = Connectivity(fourier_coefficients=m.fft(),\n", " frequencies=m.frequencies)\n", "axes[1, 1].plot(c.frequencies, c.power().squeeze())\n", "\n", "\n", "m = Multitaper(signal,\n", " sampling_frequency=sampling_frequency,\n", " time_halfbandwidth_product=3,\n", " time_window_duration=0.600,\n", " time_window_step=0.300,\n", " start_time=time[0])\n", "c = Connectivity(fourier_coefficients=m.fft(),\n", " frequencies=m.frequencies,\n", " time=m.time)\n", "mesh = axes[2, 0].pcolormesh(c.time, c.frequencies, c.power().squeeze().T,\n", " vmin=0.0, vmax=0.03, cmap='viridis')\n", "axes[2, 0].set_ylim((0, 300))\n", "axes[2, 0].axvline(time[int(np.fix(n_time_samples / 2))], color='black')\n", "\n", "m = Multitaper(signal + noise,\n", " sampling_frequency=sampling_frequency,\n", " time_halfbandwidth_product=3,\n", " time_window_duration=0.600,\n", " time_window_step=0.300,\n", " start_time=time[0])\n", "c = Connectivity(fourier_coefficients=m.fft(),\n", " frequencies=m.frequencies,\n", " time=m.time)\n", "mesh = axes[2, 1].pcolormesh(c.time, c.frequencies, c.power().squeeze().T,\n", " vmin=0.0, vmax=0.03, cmap='viridis')\n", "axes[2, 1].set_ylim((0, 300))\n", "axes[2, 1].axvline(time[int(np.fix(n_time_samples / 2))], color='black')\n", "\n", "plt.tight_layout()\n", "cb = fig.colorbar(mesh, ax=axes.ravel().tolist(), orientation='horizontal',\n", " shrink=.5, aspect=15, pad=0.1, label='Power')\n", "cb.outline.set_linewidth(0)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### With trial structure (time x trials)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/edeno/miniconda3/envs/spectral_connectivity/lib/python3.7/site-packages/ipykernel_launcher.py:56: MatplotlibDeprecationWarning: shading='flat' when X and Y have the same dimensions as C is deprecated since 3.3. Either specify the corners of the quadrilaterals with X and Y, or pass shading='auto', 'nearest' or 'gouraud', or set rcParams['pcolor.shading']. This will become an error two minor releases later.\n", "/Users/edeno/miniconda3/envs/spectral_connectivity/lib/python3.7/site-packages/ipykernel_launcher.py:70: MatplotlibDeprecationWarning: shading='flat' when X and Y have the same dimensions as C is deprecated since 3.3. Either specify the corners of the quadrilaterals with X and Y, or pass shading='auto', 'nearest' or 'gouraud', or set rcParams['pcolor.shading']. This will become an error two minor releases later.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "frequency resolution: 16.666666666666668\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "time_halfbandwidth_product = 1\n", "\n", "frequency_of_interest = [200, 50]\n", "time_extent = (0, 0.600)\n", "n_trials = 100\n", "sampling_frequency = 1500\n", "n_time_samples = int(((time_extent[1] - time_extent[0]) * sampling_frequency) + 1)\n", "time = np.linspace(time_extent[0], time_extent[1], num=n_time_samples, endpoint=True)\n", "signal = np.sin(2 * np.pi * time[:, np.newaxis] * frequency_of_interest)\n", "signal[:n_time_samples // 2, 1] = 0 \n", "signal = signal.sum(axis=1)[:, np.newaxis, np.newaxis]\n", "noise = np.random.normal(0, 2, size=(n_time_samples, n_trials, 1))\n", "\n", "fig, axes = plt.subplots(nrows=3, ncols=2, figsize=(15, 9))\n", "axes[0, 0].plot(time, signal.squeeze())\n", "axes[0, 0].set_xlim(time_extent)\n", "axes[0, 0].set_xlabel('Time')\n", "axes[0, 0].set_ylabel('Amplitude')\n", "axes[0, 0].set_title('Signal', fontweight='bold')\n", "axes[0, 0].set_ylim((-10, 10))\n", "\n", "axes[0, 1].plot(time, signal[:, 0, 0] + noise[:, 0, 0])\n", "axes[0, 1].set_xlabel('Time')\n", "axes[0, 1].set_ylabel('Amplitude')\n", "axes[0, 1].set_title('Signal + Noise', fontweight='bold')\n", "axes[0, 1].set_xlim(time_extent)\n", "axes[0, 1].set_ylim((-10, 10))\n", "\n", "m = Multitaper(signal,\n", " sampling_frequency=sampling_frequency,\n", " time_halfbandwidth_product=3,\n", " start_time=time[0])\n", "c = Connectivity(fourier_coefficients=m.fft(),\n", " frequencies=m.frequencies)\n", "axes[1, 0].plot(c.frequencies, c.power().squeeze())\n", "\n", "m = Multitaper(signal + noise,\n", " sampling_frequency=sampling_frequency,\n", " time_halfbandwidth_product=3,\n", " start_time=time[0])\n", "c = Connectivity(fourier_coefficients=m.fft(),\n", " frequencies=m.frequencies)\n", "axes[1, 1].plot(c.frequencies, c.power().squeeze())\n", "\n", "\n", "m = Multitaper(signal,\n", " sampling_frequency=sampling_frequency,\n", " time_halfbandwidth_product=time_halfbandwidth_product,\n", " time_window_duration=0.060,\n", " time_window_step=0.060,\n", " start_time=time[0])\n", "c = Connectivity(fourier_coefficients=m.fft(),\n", " frequencies=m.frequencies,\n", " time=m.time)\n", "mesh = axes[2, 0].pcolormesh(c.time, c.frequencies, c.power().squeeze().T,\n", " vmin=0.0, vmax=0.03, cmap='viridis')\n", "axes[2, 0].set_ylim((0, 300))\n", "axes[2, 0].axvline(time[int(np.fix(n_time_samples / 2))], color='black')\n", "\n", "m = Multitaper(signal + noise,\n", " sampling_frequency=sampling_frequency,\n", " time_halfbandwidth_product=time_halfbandwidth_product,\n", " time_window_duration=0.060,\n", " time_window_step=0.060,\n", " start_time=time[0])\n", "c = Connectivity(fourier_coefficients=m.fft(),\n", " frequencies=m.frequencies,\n", " time=m.time)\n", "mesh = axes[2, 1].pcolormesh(c.time, c.frequencies, c.power().squeeze().T,\n", " vmin=0.0, vmax=0.03, cmap='viridis')\n", "axes[2, 1].set_ylim((0, 300))\n", "axes[2, 1].axvline(time[int(np.fix(n_time_samples / 2))], color='black')\n", "\n", "plt.tight_layout()\n", "cb = fig.colorbar(mesh, ax=axes.ravel().tolist(), orientation='horizontal',\n", " shrink=.5, aspect=15, pad=0.1, label='Power')\n", "cb.outline.set_linewidth(0)\n", "print('frequency resolution: {}'.format(m.frequency_resolution))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Decrease frequency resolution by decreasing time_halfbandwidth" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/edeno/miniconda3/envs/spectral_connectivity/lib/python3.7/site-packages/ipykernel_launcher.py:56: MatplotlibDeprecationWarning: shading='flat' when X and Y have the same dimensions as C is deprecated since 3.3. Either specify the corners of the quadrilaterals with X and Y, or pass shading='auto', 'nearest' or 'gouraud', or set rcParams['pcolor.shading']. This will become an error two minor releases later.\n", "/Users/edeno/miniconda3/envs/spectral_connectivity/lib/python3.7/site-packages/ipykernel_launcher.py:70: MatplotlibDeprecationWarning: shading='flat' when X and Y have the same dimensions as C is deprecated since 3.3. Either specify the corners of the quadrilaterals with X and Y, or pass shading='auto', 'nearest' or 'gouraud', or set rcParams['pcolor.shading']. This will become an error two minor releases later.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "frequency resolution: 50.0\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "time_halfbandwidth_product = 3\n", "\n", "frequency_of_interest = [200, 50]\n", "time_extent = (0, 0.600)\n", "n_trials = 100\n", "sampling_frequency = 1500\n", "n_time_samples = int(((time_extent[1] - time_extent[0]) * sampling_frequency) + 1)\n", "time = np.linspace(time_extent[0], time_extent[1], num=n_time_samples, endpoint=True)\n", "signal = np.sin(2 * np.pi * time[:, np.newaxis] * frequency_of_interest)\n", "signal[:n_time_samples // 2, 1] = 0 \n", "signal = signal.sum(axis=1)[:, np.newaxis, np.newaxis]\n", "noise = np.random.normal(0, 2, size=(n_time_samples, n_trials, 1))\n", "\n", "fig, axes = plt.subplots(nrows=3, ncols=2, figsize=(15, 9))\n", "axes[0, 0].plot(time, signal.squeeze())\n", "axes[0, 0].set_xlim(time_extent)\n", "axes[0, 0].set_xlabel('Time')\n", "axes[0, 0].set_ylabel('Amplitude')\n", "axes[0, 0].set_title('Signal', fontweight='bold')\n", "axes[0, 0].set_ylim((-10, 10))\n", "\n", "axes[0, 1].plot(time, signal[:, 0, 0] + noise[:, 0, 0])\n", "axes[0, 1].set_xlabel('Time')\n", "axes[0, 1].set_ylabel('Amplitude')\n", "axes[0, 1].set_title('Signal + Noise', fontweight='bold')\n", "axes[0, 1].set_xlim(time_extent)\n", "axes[0, 1].set_ylim((-10, 10))\n", "\n", "m = Multitaper(signal,\n", " sampling_frequency=sampling_frequency,\n", " time_halfbandwidth_product=time_halfbandwidth_product,\n", " start_time=time[0])\n", "c = Connectivity(fourier_coefficients=m.fft(),\n", " frequencies=m.frequencies)\n", "axes[1, 0].plot(c.frequencies, c.power().squeeze())\n", "\n", "m = Multitaper(signal + noise,\n", " sampling_frequency=sampling_frequency,\n", " time_halfbandwidth_product=time_halfbandwidth_product,\n", " start_time=time[0])\n", "c = Connectivity(fourier_coefficients=m.fft(),\n", " frequencies=m.frequencies)\n", "axes[1, 1].plot(c.frequencies, c.power().squeeze())\n", "\n", "\n", "m = Multitaper(signal,\n", " sampling_frequency=sampling_frequency,\n", " time_halfbandwidth_product=time_halfbandwidth_product,\n", " time_window_duration=0.060,\n", " time_window_step=0.060,\n", " start_time=time[0])\n", "c = Connectivity(fourier_coefficients=m.fft(),\n", " frequencies=m.frequencies,\n", " time=m.time)\n", "mesh = axes[2, 0].pcolormesh(c.time, c.frequencies, c.power().squeeze().T,\n", " vmin=0.0, vmax=0.03, cmap='viridis')\n", "axes[2, 0].set_ylim((0, 300))\n", "axes[2, 0].axvline(time[int(np.fix(n_time_samples / 2))], color='black')\n", "\n", "m = Multitaper(signal + noise,\n", " sampling_frequency=sampling_frequency,\n", " time_halfbandwidth_product=time_halfbandwidth_product,\n", " time_window_duration=0.060,\n", " time_window_step=0.060,\n", " start_time=time[0])\n", "c = Connectivity(fourier_coefficients=m.fft(),\n", " frequencies=m.frequencies,\n", " time=m.time)\n", "mesh = axes[2, 1].pcolormesh(c.time, c.frequencies, c.power().squeeze().T,\n", " vmin=0.0, vmax=0.03, cmap='viridis')\n", "axes[2, 1].set_ylim((0, 300))\n", "axes[2, 1].axvline(time[int(np.fix(n_time_samples / 2))], color='black')\n", "\n", "plt.tight_layout()\n", "cb = fig.colorbar(mesh, ax=axes.ravel().tolist(), orientation='horizontal',\n", " shrink=.5, aspect=15, pad=0.1, label='Power')\n", "cb.outline.set_linewidth(0)\n", "print('frequency resolution: {}'.format(m.frequency_resolution))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Coherence\n", "\n", "#### No trials, 200 Hz, $\\pi / 2$ phase offset" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "No handles with labels found to put in legend.\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA30AAAF1CAYAAABcRoP9AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8QVMy6AAAACXBIWXMAAAsTAAALEwEAmpwYAAEAAElEQVR4nOydd5gcxbn1fzU5bl7lnBEICSSEyLIBAQaTDMZksAHnHD/s63i5xr7Ovg7kZGyiCSZnBEhISEISKGdppZW0eSf2TIfvj+ru6dmd2V3FFdDnefaZ2Znpmuqe7q46dc77vsIwDFy4cOHChQsXLly4cOHCxYcTnv7ugAsXLly4cOHChQsXLly4OHBwSZ8LFy5cuHDhwoULFy5cfIjhkj4XLly4cOHChQsXLly4+BDDJX0uXLhw4cKFCxcuXLhw8SGGS/pcuHDhwoULFy5cuHDh4kMMl/S5cOHChQsXLly4cOHCxYcYLulz4eIQgRBithDCEEJsPsjf+5r5vdcczO914cKFCxcfXLhjVnmY/TOEEKP6uy8uXFhwSZ8LFwcRQogxQoh/CyF2CyGyQogGIcRzQoixQAPwR+DOfu6mCxcuXLj4iKOX8Qo+ZGOWg8QaQog/OF7/g/na3XvQ3B/Nv8793E0XLvYavv7ugAsXHzE8BhwJvAKsBYYBJwODDcN4E/hG/3XNhQsXLly4sFF2vAI2GIaxnkN8zDKVtk3AxwzDeG0PNv28EOLXhmHs2JvvNQzjG3uznQsXBxKu0ufCxUGCEKIGOYC2A6cZhvFFwzA+CQwAlpSyygghLhRCrBdCdAohfieEeN38zDfM939q/v+IEOJeIUTS/PxpjjZ+K4TYbK7UpoUQbwshZh+8PXfhwoULFx8k9DZemZ/5sI5ZBhAC/l+5DwghThZCzBVCtAshdggh7hdCDHG8X2TvFEJ8QwixwdynJtOiOtF8LyKEuNk8DikhxBIhxPkHdhddfBThkj4XLg4eEkASqALeNQfE8wGfYRjprh8WQowDHgTGAq8CxwEnlmn7U8AQ4H3z8067zWhgAXCH2c6xwMNCiPi+75ILFy5cuPgQYo/GK/hQjVmdwAvA9UKIYV3fFEIcCbyE3LfngC3AZcDzQgh/ic+PA34PVAB3Ay8CI5CKKcj9/D7QATwKDAf+7S7OutjfcEmfCxcHCYZh5IHPIW/sU4FvIu0zG4QQx5TY5DNIC/ZrhmGcB5wCtJRpfgVwOnCp+f9wIUSd+fw64GXze9cBaaAOmLKv++TChQsXLj582IvxCg6RMUsIMc6Mw/sD8GPz5a9Yr5kkrDf8BAgCPyzx3hcAP3CPYRifQVpedwNHAB8r8XmLCO4A/g18zzCMMcAbQoh65HHTgXlAK/LYCPN7XLjYb3Bj+ly4OIgwDOMhIcSTyMHwJOB6YCDwX8Dvunx8qPm4ytw2J4TYANSXaHqpYRiGEKLd8VpMCGEA71FYUXSiVDsuXLhw4cJFb+PVuSU2OVTGrGHA17u89inH88eB9T01YBjG20KIZ4HPAk93eXuU+WjtZ14IsRFpfR1Zoq1VQoifAF8DngcQQqwBLgLC5sc8wFe6bNoXcurCRZ/hKn0uXBwkCCH8QogTDcPIGobxvGEYPwJ+ab5dyray3Xwcb20PjCnTvGo+Gl1ePwk5eDYBg5Arl+1Wl/Z4J1y4cOHCxYceezFewSEyZhmG8ZphGMIwDIG0ioJM5CLMv9f60g5SJQwA53d5fbP5OAm67eeWro0IIbzATYZh1CFJ4a+AiUj11GorB9Q7+h0ALuhjP1246BNcpc+Fi4OHINLOsQp4F2lZsW7qL5b4/L+QFpPThBCPIVcR60p8rifsMh/rkTEFY4DYHrbhwoULFy4+WtjT8Qo+ZGOWYRiLhBBPAed0eetWpOp5tRAijCRyA5C2zNdKNDUcWCCEmIu0gZ5gvt5uGEaTEOIh4NPmZ14EapHk9+/AT/frTrn4SMNV+ly4OHjIIgcxBfgEcCVyBfMXwK+7ftgwjA3AJcAG4FRgIfCO+bbSly80DGM+cBPQhoyf+BeF1VgXLly4cOGiFPZovIIP7Zj1k64vGIaxFJgDzEcem9HAA8CZhmHkSrTRiTwWJyDJ4hDz8/9tvv854GZkXN815ufmI5PEuHCx3yAMo6uy7sKFi0MFQohKwzA6zOdRYBtQjUyh/XK/ds6FCxcuXLhwwB2zXLg4dOHaO124OLTxrGmv2Yq0mFQDy4C5/dorFy5cuHDhojvcMcuFi0MU/WrvFELcKYTYLYR43/FajRDiRSHEOvOxuj/76MJFP2MRcDZwIzI24nbgLDOdtgsXLj6kcMdHFx9QuGOWCxeHKPrV3imEOBlZ/PNewzCOMF/7NdBqGMbNQogfANWGYXy/3zrpwoULFy5cHGS446MLFy5cuNif6PeYPiHEKOApx6C2BphtGEajEGIwssjnxP7sowsXLly4cHGw4Y6PLly4cOFif+FQzN450DCMRgDzcUA/98eFCxcuXLg4FOCOjy5cuHDhYq/wgU3kIoS4AbgBIBqNTp80aVI/98iFCxcuXBwMLF68uNkwjPr+7sehDHeM3Dus25XE5xWMrov2d1dcuHDhYo/R0/h4KJK+XUKIwQ77yu5SHzIM41ZkgUxmzJhhLFq06GD20YULFy5c9BOEEFv6uw/9hD6Nj+COkXuLE3/1CsOrI/zrhln93RUXLg4a1u9OsKoxwSenDunvrrjYR/Q0Ph6K9s4ngavN51cDT/RjX1y4cOHChYtDBe74eICRVFTymt7f3XDh4qDivvlb+MGjy/u7Gy4OMPq7ZMO/gPnARCFEgxDic8DNwOlCiHXA6eb/Lly4cOHCxUcG7vh48GEYBsmsS/pcfPSQVDTSeY3+Tu7o4sCiX+2dhmFcWuatUw9qR1y4cOHChYtDCO74ePChqDqqbpDT3Imvi48WMnkVw5DXQMjv7e/uuDhAOBRj+ly4cOHiI4F8Pk9DQwPZbLa/u3JIIhQKMWzYMPx+f393xcVHAImsCoB6gJS+L/5jMedOHcJZUwYfkPZd9A2GYfCr59Zw4dFDmTAw3t/dOSSQzmkAZHKaS/oOIfQ0R9ib8dElfS5cuHDRT2hoaCAejzNq1CiEEP3dnUMKhmHQ0tJCQ0MDo0eP7u/uuPgIIKlI0ncg7J2abvDs+zsZEA+6pK+f0ZlV+fvrG4iHfC7pM2GTvrxGdT/3xUUB5eYIezs+HoqJXFy4cOHiI4FsNkttba1L+EpACEFtba2rgro4aEhmLdK3/+2dFqFMmZNrF/2HbL6garmQsI5F2j0mhxTKzRH2dnx0SZ8LFy5c9CNcwlce7rFxcTCRUPIA5A6A0meTPvPRRf8h41C1XEikc/K8zLrH5JBDuXFwb8ZHl/S5cOHCxUcYN910E4cffjhHHnkk06ZNY8GCBVx33XWsXLlyv39XLBazn5955plUVVVxzjnn7PfvceFib1BQ+vaN9OU1nVn/8zJPLN1uv5bISkKZdElfv8Miey7pK+CQU/p2r4K86/LY33Bj+ly4cOHiI4r58+fz1FNPsWTJEoLBIM3NzeRyOW6//fYD/t3f/e53SafT3HLLLQf8u1y46AssQqbuo72zI5NnZ2eWdbuShbZNQnnITKo/wrDUrKz7W9hIH0pEOJeGW06GM38Jx1zX3735UMFV+ly4cOHiI4rGxkbq6uoIBoMA1NXVMWTIEGbPns2iRYsAuOOOO5gwYQKzZ8/m+uuv5ytf+QoA11xzDV/72tc4/vjjGTNmDI888ggAyWSSU089laOPPpopU6bwxBOl64efeuqpxONuEgUXhw4s0rev9k4rC2inqe45X3Ptnf0PV+nrjkL2zkPg/MylQMtBcnd/92TPoCRh9dP7vdlytRP3pqaiq/S5cOHCxSGAn/1nBSt3dO7XNicPqeAnnzy87Ptz5szh5z//ORMmTOC0007jkksu4ZRTTrHf37FjB7/4xS9YsmQJ8Xicj3/840ydOtV+v7GxkTfffJPVq1dz7rnnctFFFxEKhXjssceoqKigubmZWbNmce6557rxeS4OeSQc9k7DMPb6nLWsnJ2ZAunrdO2dhwyyLukrgqrp5FS50HFIHBNNkY9Kon/7sadY/iA8/S34zjqIDdgvTYZCIVpaWrolc7Gyd4ZCoT1qzyV9Lly4cPERRSwWY/Hixbzxxhu8+uqrXHLJJdx88832+wsXLuSUU06hpqYGgIsvvpi1a9fa759//vl4PB4mT57Mrl27ADkY3XjjjcydOxePx8P27dvZtWsXgwYNOrg758LFHsIiZIYhSyz4vHtH+jozltJXIHhW2669s/+RzZsEx/0tgIK1Ew6R81O1SN/+XQQ94LCUyXxmvzU5bNgwGhoaaGpq6vaeVadvT+CSPhcuXLg4BNCTIncg4fV6mT17NrNnz2bKlCncc8899nu92UcsW6jzs/fffz9NTU0sXrwYv9/PqFGj3LILLj4QSDpImqob+PayRnUppc9SEV2lr//hZu8shpP8HhJEWDOvmw+a0pdulo/6/rvG/X7/fq1T68b0uXDhwsVHFGvWrGHdunX2/0uXLmXkyJH2/zNnzuT111+nra0NVVV59NFHe22zo6ODAQMG4Pf7efXVV9myZcsB6bsLF/sbTkK2L3F9pWP6zHIQqn5Air+76Dsybp2+IqQPOdL3AbV3pkzSp+V7/lw/wlX6XLhw4eIjimQyyVe/+lXa29vx+XyMGzeOW2+9lYsuugiAoUOHcuONN3LssccyZMgQJk+eTGVlZY9tXn755Xzyk59kxowZTJs2jUmTJpX83EknncTq1atJJpMMGzaMO+64gzPOOGO/76MLIJfs/TMubLIGkFf3nph12kqfw97paDutaFRG3DX3/oIb01eMtCN5S7lj8vyKnRw2qIIRtZED3yE1Jx8/aKQv3SIfdZf0uXDhwoWLQwzTp09n3rx53V5/7bXX7OeXXXYZN9xwA6qqcsEFFzBnzhwA7r777qJtkklJLOrq6pg/f37J77M+A/DGG2/sY+9d9BnWCvQhjkcXN+DzCs6bNrRfvj+pFCZr+X0o29BT9k6AZE6lMuLf6/Zd7Bvskg0u6QOK1b1yMX1ff+Bdrpw1kh+ePfnAd+iDqvRZpE/L9W8/eoC71OTChQsXLsripz/9KdOmTeOII45g9OjRnH/++f3dJRd7ikPYbuTEPfM384+3+88O7LR37osFM+GoyWe1k3C07ZZt6F+49s5iOIleKSKcU3Wyef3gKaPqB5T02fbOQ/f6dpU+Fy5cuHBRFr/5zW/6uwsu9hX7MbHAgURSUdGNvcyesj++P6viEaAb+0r6ihW+mmig6DWX9PUv7OydeW2fSnN8WJDuRemz7J+5fbA87xG0D6C90zA+EPZOV+lz4cKFCxcuPsw4hCchTqQUtV9TxicVlcqwtF3uD3snFDJ4JrIq8aBcZ08prsLUn7AUK93Yt4Q9e4N75m3mC/ctPqjf2RsyeXm+hv3ekmqepYArB4v0OZU+/QOS9CjbDoZ57A5hZ4VL+ly4cOHChYsPM3QNcul9aiKT03ot4bGvSClav1ruElmV6mgA2DelzxnL5yzKPqgyZD930X/IOu2MuYNLKpY3dLBwc+tB/c7eYC201EQDJa8/630lf5CVPgzIpw7Od+4rUi2F54ews8IlfS5cuHDhwsWHHande71pWyrHUb94gbnrDlxCGF03SPaj0pdTdRRVpyYiSd++lmyImaqelcEzkS2QPme2RBcHH1nVUaLgICdzyWs6yiGWQMYienWxQC9K30GO6YMPjsUz7SB9rtLnwoULFy5cuOg3JPee9O1KZMnmdTY3H7hV93Q/J9ew4uxspW8frGyJbJ6hVWHAofRlVQZWhIq+y0X/oDhb5cH9LfKaTvZg2ST7CKfSVzKmz7QjHzQrrPZBJH2OBbFD2E7vkj4XLly4+Ajjpptu4vDDD+fII49k2rRpLFiwgOuuu46VK1fu9++KxWKALAJ/3HHH2d/74IMP7vfvctEFyV17v6kZo3YgbYkWEcppOmo/FC+39s1S+lR932L6hlabpC+TJ5vXyGk6g217p2NivfoZ2LVir7/LxZ7DqWb1h9Kn6Ua/nOPlkM5pBLweYiF/yeydttJ3sOydqqPkwaFK+jQV0g6brrMsziGs9LnZO124cOHiI4r58+fz1FNPsWTJEoLBIM3NzeRyOW6//fYD+r2RSIR7772X8ePHs2PHDqZPn84ZZ5xBVVXVAf3ejzT2gfRZ5QacCUr2N5yEMp3XqPAe3DVpa9+qojKRy77aO51Kn9V2fTyIR3RRl57+Noz9GJz/173+vpJQc3DXmXDqj2HM7P3b9gcc2bxuZ2k92LX6cmaCIEXV8R3kc7wcMjmVcMBLxO8tqXxarx20RC5FSl/nwfnOPcXSf8ALP4bvrAF/uIvSd+gq+YfGGefChQsXLg46GhsbqaurIxgMArKw+pAhQ5g9ezaLFi0C4I477mDChAnMnj2b66+/nq985SsAXHPNNXzta1/j+OOPZ8yYMTzyyCOALMB+6qmncvTRRzNlyhSeeOKJbt87YcIExo8fD8CQIUMYMGAATU1NB2OXP7Jo3dXApbe+vVdqXUHpO3Ar2EkHoewPi2dXpW9v7Z2WqjeoMoTXI+jMqHbb8ZCPaMBX/BuomQMzsc20wfbFsOPd/d/2BxzZvEaV+TtnDnIiF+u8OpQKw6dzGpGAl3DAW/LaSx30mL4PgNKX2AVKB7Rtlv87VT9X6XPhwoULFz3i2R/Azvf2b5uDpsBZN5d9e86cOfz85z9nwoQJnHbaaVxyySWccsop9vs7duzgF7/4BUuWLCEej/Pxj3+cqVOn2u83Njby5ptvsnr1as4991wuuugiQqEQjz32GBUVFTQ3NzNr1izOPffcsrWwFi5cSC6XY+zYsftvv10Uw+OjZdc25m9sYXNziiOGVu7R5hZJSR5Apc8Z59YfyVwsQlvI3rl39k5L1asI+agI+UylT7YdD/qJBL3FMX1qDpRkr+0ahoFhgMfTx5pyVtbDfGaP+v9RQCavUR3x05rK9Yu9Ew6iatYHpPMaYYv0lTgeKSt7Z78ofYco6bPi9lo3woDDpL3TG5R9d8b0dWyHF34E5/0FApH+6asDrtLnwoULFx9RxGIxFi9ezK233kp9fT2XXHIJd999t/3+woULOeWUU6ipqcHv93PxxRcXbX/++efj8XiYPHkyu3ZJ+6BhGNx4440ceeSRnHbaaWzfvt1+rysaGxu58sorueuuu/B43OHogMHrx5eWSqpVN25PYJGU5AGsL+dUv/pD6bPIWiGmb+8muDbBC/mpCPvpzORtshwL+YgGffYkGpDp6XO9k75vPriUmf/zEn9/fUPf1FqL7OU+ICnvTRiGccAT3WRyGjUmuXdJH6QVVSp9fi95zehWrsSOtz3Ydfrg0CV9VlmJ1o3yMd0M8UHme4577La3YcW/oXnNwe1fGbhKnwsXLlwcCuhBkTuQ8Hq9zJ49m9mzZzNlyhTuuece+73e6rJZtlDnZ++//36amppYvHgxfr+fUaNGkc1mu23b2dnJ2WefzX//938za9as/bQ3LkrC4yeQMUlfds9JX+Ig2DtTjlgiq1j0HmHrAtjwCsz+AZRRlXtC0s7eacb07eUEtzNbsHJWhPx0ZtWi12JBX4HU6LpUBfpAzFY1JkgqKjc/u5pbXt/AU187yY4bLAmrLuMHTOl7fsUuvv3QUubfeCoVIf8B+Y5sXqPaJPfZUgsMWxfA3P+FS/8F3v3bByum75Czd/p9RAJeQBJhvyPe8KAXZ9dyEIhDLnEIkz7zGrZJX4skfe1bikmf9fwQWXxxl1ZduHDh4iOKNWvWsG7dOvv/pUuXMnLkSPv/mTNn8vrrr9PW1oaqqjz66KO9ttnR0cGAAQPw+/28+uqrbNmypdtncrkcF1xwAVdddVU39dDFAYDXRzgn60h17oVF07Z3HkAFxmkd3St759L74fWbYctbfd/m4WvhrT8Vfb9FBvbe3ulU+nx0Zgr2zoqQn0jAYe+01II+2DubkwoXHDWMO6+ZQVs6z6LeCnznP5ikr6EtTSqnsauj+0LR/kI2r/es9DUshPUv7lPyo3I4IEpfft+OVca0d4b8kvR1JcJWyYaDVl9QVaQV0h85dBO5OO2dIIuzW0qfXor0pQ9e33qAS/pcuHDh4iOKZDLJ1VdfzeTJkznyyCNZuXIlP/3pT+33hw4dyo033sixxx7LaaedxuTJk6ms7Dke7PLLL2fRokXMmDGD+++/n0mTJnX7zEMPPcTcuXO5++67mTZtGtOmTWPp0qX7ee9c2PD4iautgFHe3rlrBTQuK/mWncjlgGbvdNZO24vJZUeDfJz7m75vs22hnegkqagIAZVhqex0tbj1FYluSl/eJsuxoKX0mftnkb5cz2qGphu0pnPUxQIcPaIagOZkrsdtCqTv0Jhs9hUWGWpJ9bJ/ewlNN8hpeiGRSykiY/0umbb9/v026dtfBGrbO3DzcGjfutdNWIlcLKWv6/WXPOjZO3MyPi4YP4SVvlL2zsHme2r3z/XBwn0w4No7Xbhw4eIjiunTpzNv3rxur7/22mv288suu4wbbrgBVVW54IILmDNnDkBR7B9IAgkyA+j8+fNLfp/1mSuuuIIrrrhiP+yBiz7B68NPigpS5ZW+5/4fNK+Db74PHm/RW2lF4ee+u3goe+EB62JqX2P6OreDxwcbX5VZK4dO730bNWtPyhJZlVjQR8An18KLSF9no0zDXjW81yYLSp9J+jKqTQQLMX17pvS1pnIYBtTFglSE/Pg8gpak0uM2H1Slz7I9th0g0me1XxWR5L7kAoOlzqR7UVP3Anb2zv1FoFrWy/No10qoGrFXTWRyZiIXf8He6UTavDZV3UDTDbx9TSa0t1AV8AXk376QvnwGFt8NM2/odk/bZ1jErqMBsh3yeosNlK+VUvoOkcWXQ1bpE0JsFkK8J4RYKoRY1N/9ceHChYuPIn76058ybdo0jjjiCEaPHs3555/f3136yGOPx0ePnODWi47ySl+mDRI7YP3L3d6KJrdwle9Fjs4v3qd+94Tkvmbv7NgOR14CoUp443d920bL2UkjkopKPOizY5mK7J3PfAce/2Kfmiwofaa901T6wn4vfq+HSMAR02clrNDzxWnqu6AlJT9XGwvg8QhqYwGaeyV9Jtk7RCabfcWBVvosQhMNeAn5PaVj6w6k0qebdfr2l9JnKUj7pPSpdskG+X9x31IOFf6gJHPZX0rfxtfguR9Awzv7rWs2LGJn6LB9iXwerZMLT0UxfZbSd2hch4e60vcxwzCae/+YCxcuXLg4EPjNb/bALufiYKLv46NJ+gaI9vIF1q3YmSX3wIQ5RW/p5sQroGXIa3pRkof9haSiEg14SeW0kgWie0S2Q1ok6ydCxVCY+2vYvRoGdLcWF0HN2unhk1mVWMhJ+hyT21RTnxMxdGalTTQelEpfOqfRlsoRC8npVizoddg7HcQtlwRfTck2mxNy4lgXk4mTaqNBWnqzd+Y+mPbOA630WSpy0C+VrZKqsjVpz5RW+r76r3cZVRvh23Mm7vH3W+fVflP6LFLUsW/2zmjAZyt9XYmwM8mSomo2OTxgsJS+fSV91rl/AGIzbTIHBVIZqZX3Wr0U6Ts07J2HrNLnwoULFy5cuNh3GB5JOOrpKJ+9U0kAAtY+JwsPF70nJyxRsgcsnX5KUamPS1Kzx/bOju3ysXIYHPsF+XzVf3rexjBMpU9OypKKtHd6PQKP6EL6cuniNPI9IJHNEwv48HgEFWZ84Pb2DHGT9EWDPjJ5DU03ihWBHia3ltJXF5NxaHXxYB+UvoNr71Q1nV8+u4rWfSRrFuE4UEqfVWA8bJG+kkqfRfocSl/rJnj0elAVFm1uZdHmvVMBLXvnflP6rPOmfdteba7pBoqqEw54iQTkOdpd6XOSvoOh9Cmm0lexb6TPumaTu/dPv5zQ8hCtl89t0lcns706Y/p08/khsvhyKJM+A3hBCLFYCHFDf3fGhQsXLg4EeiuL8FGGe2zKYo/GRxW5Ml8v2svbO5UETDpbTlKW/avoLWGqXBGRPWAZPJOKSlUkgM8jSO/phLjTJH0VwyBaKy1WvU2yrBV4U21LKCoxs0SA3+shV0T6ksWqXA9IZFWb4FWE5eOO9gzxoEn6zIl1KqcWE8kelMTmZI4QCnUBeezrooEDkshlVWMnV9y+YK/KCazemeCW1zfyyup9m2Bn8/K4t6UPlNIn2w/7vYTKFCO3zw1nTN/6l+C9h6B5LW3pnCTiLRvgL7O6L5L0AMs2vN/I0z7aO639l/ZOT9FrFpKKRsBUwA+KvVPNOZS+fcjeqZpZTQ8E6dNVmbglEC+QPsveWVLpc0s29IYTDMM4GjgL+LIQ4mTnm0KIG4QQi4QQi5qamvqnhy5cuHCxDwiFQrS0tLjkpgQMw6ClpYVQKNTfXTkU0eP4CMVjZHNbB4rhY4Cno7S9U1Xk5GTIUTDiOFhyr1TCTHjycsIS48CRvpSptIUDZSx3PaHDVDkqh8pHb7DYflUK1oTQVPpSZkwfQMDrIa86rslcqs9KX2cmT9wkj1aduR3tWfu1qPkdaUUr7mMP9q/mpMIfAn+j8rmvAgWlr8f7hkX29iCWaPGWNt5c30xD256rg+3pvPm4b2TNUuL2VTEsB4vQhM1slSXr9Nkxfe2F11Jynpnr2EU2r8v+bV8MTatg98o+fbdhGPZiwn6r02clAerYO6XPslKHAz7C5oJEpou9Op1T7fqV1u9zQGErffto77Su2dSBUPpy4A1AzeiCIhypMZW+Q5f0HbIxfYZh7DAfdwshHgNmAnMd798K3AowY8YMd8bkwoWLDxyGDRtGQ0MD7sJVaYRCIYYNG9bf3Tjk0Nv4aL5nj5ETj5hmNOFlZCBZ2t5pTayCFXD0VTJpScMiGH4MhmHgVZPgM5W+vSjbsLyhnYEVIQZWlCfwKUWjPh4kslekbzsID8TMOlm+QIHUlYNarPQlzeydAD6vQNUdikY+LVfwS0DTDX765AquO2k0I2ujXZQ+s9C7pjvsnVJ1TSpqMenryd6ZVBjvbUS0SzJWGw2gqDqpnGb3uRvsRC59J3CW+rQ3Fl5LmesopyT3EZbSd6BIn0W2Qn5PeXunZclzxvSZpC/VthOopjWVQ0/ulspJuqVP363qhanqflP6LCUs1SQJfiCyR5tb11rE78je6bj+dN0gndMYWRtlV6di/z4HFGoOfA7SZxgg9iJjqK30HYDxVctLglc5DHYuR8OLN1QliaCuFn8OXNLXE4QQUcBjGEbCfD4H+Hk/d8uFCxcu9iv8fj+jR4/u7264+ABhb8ZHTTdoNioZ6u8sbe/MdsjHYFyqfQDtW2D4MWTzOhFDEocYWRJ7QQg+e/cizjpiEL84/4iyn5ExdX4iAd/e2Tvjg8FrTml8od6VOcuu6YzpM4mZ3+spxPQZhpyw+cMlm2nsyHDf21uoiwX5+mnjSSh56s2EK5bSB9jkzLZ3Kl3tnT0pfTlq6QRFTsqthC7NCaU86XMmcunjpNkiRHtD+tozltKXl99n6HuVJt/qw4FW+kJ+WYy8pHJdKnunSfqUjt1ANboBSvsuwl0/1wOccaL73d4JsnxA/YQ92tyK3yuq0+e4/qzntWYx+4MX02faO3VVkrcy11+POJBKn66C149WPRovkPJWUiGEmb3Tce5az92Yvh4xEHhTCLEMWAg8bRjGc/3cJxcuXLhw4aK/scfjo6rrNBlV1NNBQlHR9S7mGEtlClXIP8drCSVPVMgV8wh7rvSpmk5LSul1Ei9Jn5yId7WX9YqOBpm104I30Ad7pzkh1BR03bATuYAZ02fZO/MZwChLIq0YrZWNkjhLpc+0d4YLhKyrvTOV66L09aAEtCXSVBidkJWqTq2Z0MVK8FK6Y+Yk09CK7WY9wEousjcW3g5T6WtL5+CVX8BdZ+1ZA+89ArtX21ktZW3C/W/iskhluMfsnSVi+ky1SO0sEIhc567un+sBTsvw/kvkkgR/VD7fi7g+i/SFA16CPg9CUGR5tRYAqk3Sd/Bi+kylD/be4mkrfQcoe6fHj1IxCoBOb5V8vZu901L6Do3snYek0mcYxkZgan/3w4ULFy5cuDiUsDfjo6YbNFNFhbYJw5CEI+5QoQr2zrhjoiUJRjKrEkNOnqIiw7Y9JAQdmTyGQfmsochYp5SiEg36iAS8e16nr3M7DJ5W+N8X7F3ps95XFTslvWXBDPgcSp9FxgxNZuXzFk+brM+tbJTHq8je6VT67JINltKnAY4+9lCgPZdsxYNhW90spa8p0QOxdSoL+bS0vPYCS8XZG9JnxfR1ZPLQvE6WzOgrdF1aikcej5L/tt2XdE6zSfL+Qtah9IXLJnKx7J3dlT49VaiSoiVMAthHe2fuQCl9AybJ+MK9KNtg2zsDPoQQhP3F159F+moiBzumLyDt5iDP+9iAPW/Hzt7ZtPcW0bJ9lPbOTGw4EaBTmH31+MvYO12lz4ULFy5cuHBxgKHqBglfDeF8G140OruqdU7SF4jJ+DhTVUopGlGkvTOKsseEwFL4un2n8+tVHVU39o70GYaM6at0Kn19SORi2Tu1nL1PdkyfxxHT51yhL5HB01I+trVm6MzmSWQLiVwiAS9ej5xoVpikL2LG9KW6xvTlSqsZhmHYhEMWcVds0tez0ueI5eujtWxf7J1tJulrS+ckUVY6ilLXb2lJ8fyKnaU3zrTKY7HxNWpyO+yXD4TF0yI5fVL6Mq2FhEbmbyDShfgwkW4ufK4PKLZ37seSDbXjpa1wL8o2WIlcLGtn1zhHq6Zk9cG0d6pKF6VvLzN42smaMvtfaTPtnYnICADaLdLnLVOc3bV3unDhwoULFy4ONFTNIBusRWBQQ4m4PmtSFayQq+GOrHkJJU9MFJS+ssXdy8CauCd6UPos0hUP+cpPxMsh1SzJWIUj4Y8vsEdKn2VZdcb0Feyd6e7bOOCcyC/d2k5eM2xbpxDCJnvxrkpfV3tnGaUvqahU6O2Oz3VSY07Am3tS+px20T4mc7GSdCSVPSckHRnZl/Z0vvDd2Xb7/Xvnb+FbDy4tvXGiQAbnKC/Y+3cgyjZkzH0MB0wrcU8lG3RVkoV81r5GfNkCwfNnTNLXV3un41zZbwlRlCSEKqW9eS/snc5sptaj8/qzVPCDG9OXL8T0wT7YOx3X6/4u22DaO5P+OhJGmGaq5etucXYXLly4cOHCRX9B0w2UsLRHDRDt3YmbM3un9eiwd+6L0mdN3Dsz5bezlKVowFT68nvwHZ0N8tGp9PUlkYv1vqGRyMjndkxfKXsnlFQPnTFOCzZJm5/TOms9jwW7xPR1S+RSOqavJZmjBsekV0kQ8HmoDPt7V/qEOcXro8pgqU+9Kn2GAWuek7ZME7a900n6HGQondPseL1uSJqkLzqAs7VXGFohj9WBKNBukZygz0M44C1dOsGp1KRbC0orEFRaCPk9eIRBMGfuX38pfYYhFeJgDKpG7FXZBmciFyil9Mlz4ZMLr+Ay78sHJ6ZPK1b6/vXGir1rx5nBd7+TPmnvTOV0Ls/dyD/8F8rXy8b0uUqfCxcuXLhw4eIAQ9V1tOhAAAaKth6UPnNlPVhh2zuTimoncomKDKkeFLtSaE3Jz/dF6YsGZa2wPVL6OqzC7F0TufSWvbNAKNJpOSGzY/q8wkH6HCv0JZW+QnKOtzfKyb+l7kEhmYvVdsRvlWxw1OnzR8oqAc1JhVrRUXjBzLRaFwvQnOwlkUu4xny+p0pfL6Rv20L41yWw8RX7JYvcJxQVw7KqOmLilLyGphtoXZMIQaG4+Qlfo542zggsl20eANKn5DVCfo8dv5bXjCIyBhQrNRkH6asaSSTfRk0kwLCIgV83j39fY/qKErnsB/KUz8gsqcG4JH17ofRZpC7iN8/PLvbqpKLiQ6Wq7T0mia0HPqZP103rZIH0vbN6M2rX36gvUBUQZgbZ/Z3B07R3pvMay42xNGpWTJ+vOKbPOpcOkZINLulz4cKFCxcuPsTQdAMRHwzAINHWPamKkpC2JJ+MFSNUUPpSSiGRiw+dTHbPCndbZEBR9bITRituKGbG9O0R6es0SV+l097Zl0QuBRUgZZK+qB3T51T6HCv0TqVv/Uvwzh325ypCPpY3tAMFgidfN5U+8zWPR8iJtTOmL1xT1sLWnMxRKxwxTebnamNBmpO9JHKJ1hWe9wFZtXv2zsaODNffu6iYCFoT6NZN9ksdmbydJ8OwrKoOBcyyBZZUikylzzjqSnYbVZyWkcloD0hMX16z69FZ6lY3tU/LQdi062XaCqRvwGRCepr6MIwJm8c0VAnpPS/ZkN0f5Mk6ZwIxqBwubbK9nfddkMkV2zu7Wl7TOY1KJGGJCGX/kNWeYC3W+AqJXGIiQ2pPkzuBvMatxaD9oPQZhsFnbp3PCyt22vbOtHnvyuTM41JO6VMzoB+EJDi9wCV9Lly4cOHCxYcYqm7grxqEgSit9GU75aq6NWsPxm3Sl1AK9k4ANbNn8TUtDmJSMh5QyxNd82++4XuEwxZ+n2mdr5LOa31P19/RIFWBSF3htT0p2QBkMpbSJwmatHea3+9coXfaxZbcB6/dbGdknDq8yt7Gae+0SJ9T/YsGfTJWyupDpKas0teSUmSNPgvmRL8+FuxF6ctApNbch71P5LJwUysvrtzFul2O3z3TLh/btwByMtyezjO0yqylVsLeabVdkvQldkGwgry/gke0k5nQOZ9qT/qAJXKxSF/IKkbejfTlITawsA826TsMgBGhFCND5j7WT5IWS7VEX9c+D0vutf8tsnfuD/JknTOW0ochr4c9QDqv4fMIAj5JB7ouuqQUlSohvydMdt9i+pQEPHgFdO4o/xnrmnAofTEye5VciHwWKoYAYr+QvlRO4+2NrSzZ2m7bO61EOPbCQbmYPjgkkrm4pM+FCxcuXLj4kKM6FoHYAAbSWjqmz6rPB2ZMn5zkJ7MqMZHF8EoVUN/DpArOZBwlSd/G1zn87W/zNe9j1Kx/jOm7HsIw9iBhROd2ObHzOKYze1KyAchmerB35p2kzzGBUxVINaHmZTtTh1XZb8VL2juLC7UX2TvD1WXtX80JqfQZPpNQKYVafS3llD6roLxF+voc09fd3mktEBQRIytBS5skfamchqobjKqN4kHHo5qLBE57p9m2opVQO5I7ITaQrKqxSh+BB51xkdQBIX1ZVbfJnkX+srku55qWK5C+TFuBMAyYDMDQQJqhAfP3qjOLoZeK61t0J7z4EzsDqLVAEA14909CFGfW3arh8vkexvVlcpqteALdylikFI0qJOmLoPQ9pk/XYfXTheynADvfg1X/gc1vld/Ouia8fhR8KIaPuNhL0qdmIRCVirepTudUnb+9tqF0LGcvsCzqMvOuTDZjHauMtVDl9RdlrS3O0OuSPhcuXLhw4cLFAUZNNICID2aIt720vdOK5wP5vCimL4OIy0mw0UM9uVJwTtxLxvUpMkbtrNwvUUafRkiTE6M+l23oaIDKYWi6UVAovH0gfY6Yv3Q2gxAQCxSyd5ZO5OJoU5VF2z1mCv+pw6vst0opfTFHvbkie6eVpbDMcW1JKQz0JhA1Y+QL5kS/LhakI5Mnp+pousEtr2+gxVL+VAUwHPbOPYvpc06wrVIbRZNkW+mTMWRW7N2oughhZ+3BzB4offFBZPMarcjzcEQw02fSt2hzK/M2NPf+QSTJsUmfSXa6JQ7SVLsu3OPz3uf9dRtkAfQqmZ5/sC/BYJ+pvtZPko+lMnjm0/IYmETMUoJjIV/vpKNlA7z1p2LS1BWW0heI2X3b07IN6ZxKJFA4N8N+X7fsnQN88hqICaXvMX2b58IDl0HDO4XXzHhUZ2KcbrCuW1+QhrYMScLEyOxV7UhZ+iEE0QGyVh/yXPnVc6t5bU0PfSgDa9EqqahSzfP4bGu6phvy9/V2Vfoczw+BDJ4u6XPhwoULFy4+5KiJBiA+mMGetu6ZNJVEIXMnFMX0pTNZQuTBjAl0kr53Nrf2OhlrS+dsRaVkBs+8tEymCOEJxwlocoJp2aZ6Rcd2qBjKHW9uZM4fXpev+YK9J3JxqHZKNkMs4MNj1tSTpK+UvVPp9txnxqNNGhS3LXJOpW/KsEoOG1xRpKZEgz553NScJKiBWNk6fc1JhTpPAmpGyxeyBaUPJKmev6GFXz67mnvnS+XNVvYie0b6FNveWZjYd5hKXxEJtybvJumzPjOqNkoUhwXWQYR6jemLDUTJ67QZkvQNCZSxd757P6x6quil37+0ll8927di8Nm8VihPYNk7uy4waDnwRzACcdpad5Fo3gHROnTzeNZ7ktSbcZb5mnFym1JKn3lus2Op/Nfc91jQ17vSN+9P8OJ/9WxLtJW+mIxdE55uyVz+/voGfvVc+WOT7qb0ebpl7xzok+dPRCh9Vyit395J8KzFgp6SqthKX5AtLSmSRljG9O1FGRHUrLwXxOohKZMFNZkLI40dexabDAXVO5nNF4qzO+5TWVWT9s6uMX1WMpkPgr1TCBERQvyXEOI28//xQohzDnzXXLhw4cKFi0MbH5QxsjoSgIrB1NNGQumq9HV0Ufoq5ORLVchnTJJn2t2ESYJaUzkuuWU+D77Ts7LQmsoxsjYClFH6TCugYgTwhSvxm0pfn5K56BokGqFyKNtaM2xrzcgsf75g6Rirou8tkBMlmykiar6i7J1lSjaYRMqfkRPYkN/LpEHxIsUQ4LxpQ3n26ychrHhJ5KRf1ulTpDIQjJVV+pqTOWqMDkm6fSGbjFsF2puTCi+vlhPaF1eaWTBt0mfZO/uWObCUvbPDLMVQ9HtY9s5MKygJu1zDqNqonelVvl+wd9pKX9csjIZhK32KqtFqkr5B/hStper0vfk7eOe2opeSWdUmnr0ha2bvhJ5i+qQCa4SrqTASBJQWiA2g01sFQK3opJpOOo0I7T6TWJfK4GmR7cZl8l9z3+Mhf8+KmWHAejMzqhk3WRLWOROIy/MoPribvfOp5TsK50UJZHIFEgwQCfiKFlxSikqdqfRF90Tps1Qti+jBHip9Aba0pPeP0hcbaBNNK/nRzo5sT1uWhKX0pbM5wABvoGgxJJvTuiVyMbQcir9S/vMBsXfeBSjAceb/DcB/H7AeuXDhwoULFx8cfCDGSEvpqzI67RIFNroqfdbzbCeaqSxZSp8nn8QwDDY1p9ANaEr0rKi1FZG+8kqfCITxBGP4VTlZ7JO9M9UMhgbxwTapSCrqHpdsyGUzRZbMQDl7pzORizk5DaZ32dtMGVpJbTRoK4blEAl4pXKhmvXIAtGyMX1tiRQxIwnR+qJYyzpT6WtKKry8ajdej2BlYyfbWtMFshHZ05INjmO48XXYtcK2AmdK2TsB2rfSbhZmH14TIe4pbe8sq/RlOyTxjw8im9dpM+2dA7zJ0kpfYpetdlpI5TTbhtobnNk7w2Wzd0oVJx+opIoUUbUNI1JHmxpEMXxUGe1U6O00GxW0aDG5TTl7J0DjUrnvWkHpKyrO3rIBlj/s+H89dJiKXVsPpC/niOkDqfZ1SZKytSXdPXGTA7bSt/YFePYHhPxesnkd3SytkVQ0aj3y3AzvSUyfRUitBQLn81QPVlzruvUGbdK3TzF9vqC8dpJNYBh28qMde0H6rGtByZnbenxFWUUzec0s2VA43tlsloasmRX5A2LvHGsYxq+BPIBhGBmg5zuaCxcuXLhw8dHAB2KMtEgfgC/dxV7VNabPSuqidBbsnGZMX9jIks3rbG2VE8H2UmqMiWxeI5XTGFUbBegeSwg2kfIGwhCM49HzBMj3jfRZ9QVDlXbh70RWNe2duZ7joRxWzVwuW6T0Fdk7nZasokQukkiFMibp83n4zpyJ/OO6mb12Oxb0FSWDIBCXk12t+/HRk6aCFK0tyqpqKX0LN7WytTXNNcePAuClVbsKBDIQBV+47yUbHNk7jae/BXP/11bQuil91sJA+1baTKWvOuJnQNCcnPujRaUMysb0mbY7YjKmTyGA6otSIxJ0ZPLF9dlyKUl0lGLSl8lpdGbyfcr4mslr3RK5ZLomctEl6cv6KqkWCWrpIBOspS2Tp4UKKrQOYvlWWqhgtxoxGy5B+lSHvdMwCjF9QV+xYrboTvj3ddC0Vv6//uXCe+2by++MdW0GTeIZqiyoaUiVtjOrlr7uTKTzGuGAD9Y+C4vuLJSxMPuXzqnUOEhfn+2dttLnKGdh2zt7UvrMa8wXYEtLipw3KrN39tXuXdSWQ+lTM6AkaDYXqRrb99zeaS1aZbMWMQ0U2Tsz+e5KH3qOTuT972DYO3u7BvpC+nJCiDBgAAghxgK9LKG5cOHChQsXHwkc8mOkRwg50TVJn0VUbHRL5OIkfaaaYG4bFdJqtblZTmAsa18pWJk7h9XIiXFJNUbNoiMIBUOS/ABRMmS6JtcoBbuofIVNSjqzJpECNu5s4S+vri89EXKodqqStevogUn6rMltLilj7qBLIhf5PJzdbW4jqI4GmDTIoZiWQdQmfYqZyMVsv0tm1JyqS2shmEpfvKhOH8Cji2WK/s+eOJrxA2LSymcpe/4wBCKllb5dK+DZHxQRY0XV8QhZ4gMlCUqipNKnpdtYK0bJf9q30mH+zpURP/UB83yoGl4ye2c30peQMZHEB9rqlxaqptLoxDCg3alSWZ91EBuQyUZU3ehu0ywBJd89e2c5e2fKW0E1CWropF1U0p7O0WpUEFHbCOZaaTYqaVY84I+UV/q8QUg3Q+d2h71TxvTZ56V1Hr9zu3zc8DLUjJUJSHpS+qzzxW+SilBlESHe1iav0Wy+fI3MTE4l4vdKQq0pRLy6+XphAcAq2RAi2/dSE1Y/Stk7kz2QPqfS15rGF67cB3unFdMnk/KQarKVvsZ9sHdmFXNbr79Y6cuZMX2O4uweLU+HYf4+B6FAe0/3Y+gb6fsJ8BwwXAhxP/Ay8L1975oLFy5cuHDxgcchP0Z6LbthfBAA0Zxj0pXPyklu1+ydANlORK44pi+KQlJR2doqJ5RtPSh9lj2vPhYgHvSVjunLZ8iLINGQz/7eqMh2V19KwbL5hSrsSa1U+kIAPLN0K//7/JrSCWQc9k41ny2yd/q9ohB7lksVCnU7E7mYRCqsNCGE4xj3AdGAl1ROw7DtnbHCdznQmnIUZo/WSwXW3OdowEvI72F3QmHSoDhDq8KcPnkgCza1kkqa2/ij4I+QSHTy7yVd6retfQ4W/M2ORVM1HVU3qIlKMmnk05BLl1T6tHQ7i5K1qN6QtHem80QCXoI+L3UB87hWDi+ZvVPpGtPnUPqs31AL1RDXJUFoc1o8rc92sXdaBbJL2oe7oJS9s4j06RoYOnj8dIo4w0QzXmGwW6+kLZWnxagglGvDl2mhxaiQZTPCNWVIXxaGHi2f71hqq5axkE9W1bCOhUXelv4TUi2w+U0YdypUj+w5ps9akLDKlYQqigixdY1CmSRKOOyd5rlXYdpzLaU9ldOoNGT/Aqjk830so9GjvbOpvApvKn2aJ8C21jTBWKWZyGUPSZ9hSALpC8lrByC5mxbzfNrZmUXT+1gL1IR1/8rlzPuApzjTqVT6fEVKn9DzdHDwSN/Ozp7JbK+kzzCMF4ELgWuAfwEzDMN4bT/0zYULFy5cuPhA44MwRvosQlIxRD7kmxwqgznhDFUWNrDtnQk8VhKQaD2G8BARWZJZlS0tlr2zB6UvZdn+AsRDvtKTcjWLQkCWNDAVrxjZvmXvdNQpsyZftr0TyKRlH1tSJYRXB4HTStg7VWtCmEsXSJ8zkYu5fSTXhN/rKUrU0huiZvkGLW+WbAhYk8LimJ/mpEKNVZg9UlcU0yeEsC2epx4mlYzTJw9E0w3e29xo7kgY/GG27mrmOw8vs+O0ivbfJAmWPdaKFRT5DOSShUQuFjEyDHy5DjqJ0REYDO1baM/kqQpL0lzjN3+3ymFS6cpnMQxjj5Q+I1xDRJX9Korrsz6rKXYsaE7VbfLUU+yaBWfiEjumz2ldddSJazei+IV8b0c+Sls6RwsV+NO7EJlW2j1VNKcUiFR3t3cahrQUDjtGZm9sXEbOtHfGzd/ftkoqCaly5xLw1NflcRt7KlSN7F3pK7JlV0pCbF7bRaSvjMXTPh7muRdDLmY4rb5xo3BeCrWPFsWeErmomfIEyFT6mrPSDhuKVVMpUmSye2iecJR+sGsuJnfRnFAQQpZYsFS/XrFpLrz4E/v+peascyRAOqfa945sXutWnN1jqLQfRKVv196SPiHE0dYfMBJoBHYAI8zXXLhw4cKFi48kPkhjpE36wtWoIkCt0VZIJGFbJLvbO/VsB37VnKgEY2g+GV+TUPJsaTHtnZkelD5TBayJBoiH/KUn5Xkn6ZN9iJHuk1XPae/M2kpfwd6ZycgJbMmEIE7Sl1cKpO+Z73FSw21ouiGVgFyqkBDFsoRaE3ognmsi4N2z6lcTBsr97Egk5aTUOvZdMni+vraJOlvpKyZ9ULB4fnySnNROHVbFgHiQVVtNRcwfAX8YXUmjGxTHRVmWT3NSbk3ya2MBfKgIPY+RT5MwFRZb0chn8OjSsrZTSPthezpHZUQe8yqfeaytYuGZtqI4sJIxfb6w/A2t3zxSSzAn+9VaSukD+7d3Ki09xa6BjHfKqoWYvpBZYqPoXLNUGm+AZj1mv7wpG6U9nafVqMCT2IHAIBuokUpfpLa70medK+FqqJ8IjUuLsneCI4GMkoChR8HgabJ4uccPo06USl9HQ3Gxbyec1mOQ54eet3/bYqWv9LHpqvTFRMZ+HSTpi2kFZVX0NQOl0kNMH5SP6zOvy+0Jeay8Q6fhR6Om/b2+fa/djnn8fSHb3mkkd9OczDGuXh6zHX2N63vvEXj7r7bS5xfm7+H1k85p1EbN+01ON+v0qfIeYRj4jPxBjenba9IH/Nb8+wuwALgVuM18/qf91D8XLly4cOHig4gPzBjp9ZqkTwgyoXoGidaC1dIkEWvbKRS4NkmfkmwvpOAPxDECUSIo7OrM0pLK4fcK2tLlE2i0mivpNdEAFeFySl+GLAGpfpkxfTGR7WMil4LSZ5HYIqUvIydZLaVIn6bY3+fRc3YRdTa/yYiOhYCZYj+XlPY9KCSZsNSgQJyQlizOWNkHnDyhnsGVIZo7EnKSaNs7C4Tu9bVN/PaFNcwcoGF4fBCqMmP6Cva9AfEgNdEA08zC8B6P4JQJ9WzfbcYBBiLS4mmSgKLjbyt9clJuEbOaaJAwcv8MJWm78NIWQTEteh1E2aTV2vZOS+mr8prtVprFwjOtRXFgJZW++CAQwibuRGvxKZJEFZVtcJI+0+LpJLLlLIwWZBwddskGn9dDwOspPtccpG93PmK/vD4Voi2dI+Wvtl/Lh+poSSqmvbNLyQY7rjIiydyOpeTNY2jFj9rHRUnKa27mDfL/kcdJ1btqpMxO27m9zA4lCvGgUFDrTUK8rTVt245LxdPqZhxkOOCzSVrUVPoyeQ3DMEjlNMJap4wvBDx7qvQV2Ts77HbKZvA0r62GTpMgHz4HDQ9jOub37XstOJW+SC0ID7mOneQ0nSnD5HHqc1xfcjdoOZs4+zDPF4+PdE6TSbJwKH0giZ8Z26cYfvKe4EFR+qySFOVQlvQZhvExwzA+BmwBjjYMY4ZhGNOBo4D1+7WXLly4cOHCxQcIH6QxMugr1OHKhwcykPaCKmISp4feay8UuDaVp3y6g5hVbDsYwwjEiIoMK7bLSeVhgyvIqXpZVa41nUcIqAz7iYf83esDAuSzZAy/JH22vTPTN9KXLSh9BXtnQenLZuUEtbTSV4hjDJAvKH35NGG1XT7VdLk6H4xLi56VZMKa0NeMAmCor733vjrg9QguOWY42WyGjF7Yb2tSuKk5xVf/uYQJA+OcOsKLiNTKuC0rkYvJxL53xkRuvXJ6UTzhyNoIuqXGmPZOjyb7W5QMw1QqbXunpfRFA4SsPEQOVce2QJqf7zCirMxUQ7adfLqd6qic7MY9CorhIx8246gybUVJRHKqBi/9zC5YTnKXHWtqEXdvtB5PLkmAPK3OSWzCSfpkP5w24N6UPmsfrZg+kASwqGSDbe/00ZgL2S+v7AjRns6jBGvs14xonVxQiNR0t3daqo4/BEOmQWo3wcwuhMDOkFlk7wxWwBEXwoDJcORn5OvVI+WjGde3O5EtTkykdFH6LNJnHpttrWl+F7ufv/t/X1Lps0i2U+kLGybpy2koqo5XzxHQM1A5FACP2kfiYi3IFNk726FuvHxerkC7Sda2dqoEvB4GDhjEat9hHJZY0LfvtdtxKH0eL0TqUNqlPXjKUHmc+qz0JeV2GfN+4rdIn1mnz4qDtbN3glw8MM+lPD5yInxQSF9bqXudA33xJEwyDMPWVQ3DeB+Ytm/dcuHChQsXLj4UOOTHSOckV40NYqBopcNSRUxVoF2PFDIl+gLgC6Gm24mKDLrwgi+ECMSIkmXFDrnN1GFVctsycX1tqRyVYT8+r4d4yFdaiVEzpA2/jHMySViVTylKhV4WSqdUUry+kolcckpP9s6sHbsYQHWQvgzhnFS/8ppp7wzEwBdEzyvcNncjaTNWkOrRAAwS7b33tQsuOWY4AVS2dWqFmD5TbfnnA/cxRWzgtqtm4M+2FBJRhCpkkhFz8jh+YJwZo2qK2h1UGSZskTZ/FMMfxqdlzWPj+J0sJaSLvbMuFiAs5PES+TRmUtoCsTc/30GUzaos/h5O76AyLIl2TGRJEyLhMS2r6daimnTe9G5ZYP31X8kXEjvtmCvrN/TGZLvDgpkuSt9OEOa01VQ8U4rD3tlLTJ/VD+f1EA54i8tR6AWlb1s2LF/Cy9qEj52dWdRQbWFfYgMK9s5Mu0wCY8GMObSVPmBgx7v4vR7bXlqwd3bKc98fhi/Nh6Mul69XmaSvbTMATy9v5H+fX2Nbq8kli+tr2qSvE003aGjLcKR3Myd5ltOZ6a5GW8cu4ojpCxuy7UxeI6WoVGIqdpXDAPCpfSRKTqXPMCQJyiWhdpz55WXsnSZR2tKmMqwmjNcjeD8yk9H5dcWkvzc4lT6A2AAMMz5ybH2MsN9bskD7P97ewg8f62IlNb9XyWYJ+Dz4cdo7VdvemXWSPr2Y9GVF8KDYO9v2Q/bOVUKI24UQs4UQpwghbgNW7ZfeuXDhwoULFx9sHPJjpJWwAsCID2KgaKPTisUzV+QTRqiYvAUr0DKdRMmi+aIgBJ5QnKjIsmKHnHAfadqkymXwbE3nqDFjvSpC/pLZO418lqyl9JmqRbVX6XudPnPSW1SywSe/U8n2QPq0YqUvFjQna2qGoNqJDxVV1UzSFwVvgNbOBDc9s4qF68wC2DV7T/oGV4apChpsbs+T8xYncrm25bf83v9XhleH5eQ4Wifft2P/EiVatNoNERYKhvDKAuOeECEjax4bp9JnTnhN+51iJ3IJEjFJozBUAqgEfA4LpPn5TiNCgyHJaFV2B1URefwiQiFFiA5MBSrTWqT0RTs2yCfrXpCZKksofb643N/hwbSdSAaQk2+LCJlqVpG9s5fsnRZxDTlJn99bNqZvS0aeR7lgNQYeVu7oxAgXSF+gcgDNSQUjXA0YxapW3qG2Dj0aasdx4rZbiHlVgmYsoaLqkhB1tWlaqBwmFWaTrFiJR+zrrZy9M9tBY0dGZmMVSaJCwWjd3K15K+ZvSGVBhQrphZi+lKJRLSzSJ2M0vVofSZ91juqqbNtS5XsjfSZZ29ih2vU918RnyffWv9S374ZipQ9g3KlUNr7Jdd6nqYsFGVwZYmd7qiiLaCKb51fPreaZ9xoL7ei6rUoq2TSDK0M26TM8PjJ5jZqYFdPnsHdqqh2LmcNHRoT3uDi7phv86eV1JclpOfSUTRn6RvquBVYAXwe+Aaw0X3PhwoULFy4+6jjkx0ifw/7nrRhKVChkku3yBXNy1q6F6MzmC2nMQxUY2U5iZDBMMuYJRomRpTMrV7eHVcuYp56UPivexcre2TX+T8tlyBpmTJ9Jaiq9SrH6Ug7ZTnsbK/tkZ1aVtdGAvFlPq6zSZypsQVGs9AFUkSKvpABDxsb5QuRN5VC1bI+m0jdQlEjX3wdUBQwSqodXNpntKQlQEgwxdjMgtw02vyFjnyIW6StkVS2HwZUhwuRkOQUhSBsF5a4ops9SorrYO2uigYJSiCzIPagiVFClTGKTFDGb9A1mtx3TFzYypI0grYZF+tqKlL5YcqN8oqvw7n2SuFtKX14j6PMgzP0d4EsV4vxAKn11E8x+SxKRdip9vdg7rXMqVGTv7Er65LFSDC+NOXl+66bSmslriJipunp8RCrqUFQdxV9lfoHjPLBJR1iqP5/4X2qVBq7z/Me2WyuqJs83QytOpGTB65e2StPe2ZyQfbOvNyXRPZELQLbdJnQRMwlLtK37OtSG3ZKEjKsN2tblgJ6y9zWVU6nqqvT1mfQ5VMhMWyG2LzZQvl42pk/2Y0NrjhFmfc+2+ESaqZYLBX2FrfSZpO/Un7B50Bx+5L+f4Wvu4MviYX6+8WL45yX2Jv9csJVEVi2+T6VbCrF5SobBlSE7pi9nyNIblWE/Po8olGwAeR45lL4MwSK7dF+wYkcHv3txLY8vLRPTWQL7TPoMw8gahvF7wzAuMP9+bxjGnlc1dOHChQsXLj5k+KCNkf5qWWRdbTfVKtPe2aGHMAyHBTAYB6WTqMjapE8E48Q8ctdG1EbsOK5ypK81laPaJn3+kgW0jbxM5BILemXsjT9ClaePMX1KAkIV5DXdJqvORC7WpKtkIhdV1vDSPIFCTJ+m2tvUiE7UrGnjDMTAF0DNZc1NzZ83Wk9WhKhn70hfyKMhfEFeXtshFZ1cCn3X6sIHFt0lJ8eWvdMmfZ3dGzMxqDJEmCw5j5zspoygHaNXbO8098EkcVZSkdpYgJAoHK8oWQZWBAu/mzl5D8ZrUAJVZEWIYaKZalPRDekZUoRpzfnkhDtdrPRVpDbL4znwCHj7b/JFW+kzM2tGpJpWKxKFZCdqTk7ArZgwpe+JXF5cuYtMTrP3wal8hwPekjF9nQp0EsVA4IsPsN/2xc3fIlpPbVwe405RsLLacCp9AGM/zvLKj/FZ4zEqsnISr+T1omREJeEo29BN6cslyyZy2daaRqDjM7OgVnau6db0hqYkAZ+H4fHCQkxAk/1OKyopRXUofXtg79R1yKdsdZBse4H0havk+ZwsF9Mn960jJxhaJY9dNOTjDY6CDa+Wz2TarR2LdJv3Ao+Xx0f/lFe1qcRf/ymfSvyDoJ6FFhl+ragad7y5SW6qG4WFCjOeD+R1P6QybGfvzOiSQkUC3oJi7Olu71QNL0ljzxO5vLddLshsbu77dvsc0yeE2CSE2Nj1r889cOHChQsXLj6k+KCNkeEaOXmj0yR92U7wBkjpcoXaJnDBCjy5BDEyCGtiGYgSNQnEqNqoPdEva+9MOeydYdl+1wyekvT5C/bKYJy4yPa9ZEMwXvRZZyKXoJmFsrVUnT5N1sjTPQECqDJ7p2NCWys60ay08/4IeINoedmObmdmDNHmraPe2DvSJ1QFnz9Ee1aVRCiXRGl8H4AtdSfDqidlRs9u9s7ypC8S8FHpU1GQk92E6rezcZbO3iknloqd1MNHlbdADsNCYVBl2GHvNLOHBisZUx+nwahnmGii0rR3BvQMKSMoz4mwrF/nVPqqUpskcTvyksKE2o7p02VmTZP01YhEIdmJlfijdqyM6zP7Yal3kYC3pNK3oz3D9fcu4q55m1Ase6evMPWNdI3pM0lFe06g40ENVOCvHGhbMqOxSqneReuoNW19Lbaq6SR9VkxfIRnM4wO+jI6H4e/cVDjmluXPGZvnhKNAe3PKofSpuSKLstwxS+nrYGtrmipPBmGYtt3k2m5Nr9+dZExdFK8j1iyQTzGkMsQz7+8kqahUWaSvQt43AkYfSF+umCiSaS9YX0OVkvSVjelTMDx+DDx2ltNo0MfL6lQZx9mwsPfvh+5KH7A7rXOj/3tw9u+486hHeFo7FsPc98eWbGd3QuHMw+UChL1A4sgY60dlcFXITuSiaBbp8xGyFg+KErnINvL4SOlBSYT3AO81yHN8056Qvv0Q0zcDOMb8OwmZivoffe7BwYDSWeTLTedU5m9oKZtGek+w120oCVj3YlG/snmNeRuaiwukHux+5VKw9nm5EmO9pOrMW99csPX0R7/yWVjzXNEqjqrpvLW+2a5t0y/9UnOyX2phUqPpBvPWN3dPPX0w+6Wp8nfMF27Aum4wb0Nz8arlwe6XrsPaF4pWtAzDYP6Glr4VWz5Q/TIMeT1mOx0vGSzc1Fqc0a4/+rX+5eJaRsDiLa3FsSwHu18AG1+TMTcOvLu1rbRVbg+xT/3a/OY+f/9+xqE/RjrgrzKz8KXMyYxZ4Dmvyt/ETuYSqsCbSxAVWYQ1sQzE7JTuI2oiVJqWvg5zG8Mw+MQf3+De+ZsxDIO2dLHSB3SP61Ozpr3Ta39HzJPtm73TzHqYLSJ9hUQuAWT8VGupNOZqViarEf6C0ue4n1aTQLdIXyBqJnKRE3k9Z37OF6LVU0ONvnekDy2Hxx+Qxy8YAyWJunMlGSPAqsnfsm1lNukL9W7vBKjy50kbkvR1aD78QiMg1C5Kn5W9s10+mMQs5PdS5S/cE+MiS10sUMjemWknIyKEQgHG1EfZqtUyVDTb9k6fmiZNSN6/wjWQaS9S+moym6VFc8rFhaQs8cFmH0ylL1wNCGpEsrCtlcQjPlgSJLtkg3x/UGWoZCIX63716urdpZW+MvbODvOU2XXsjxDH3GBbDaujQUlaovUMiMtjvFs1YzKdZRtspa9Q9qHZU8fLvlOINr4NmDF9pepkOlE1ShKPfIbmhCQy7elcgVgFHNv5I+DxQbaTba0ZJlXI3zGPj8HZDd2aXt+UZGx9rCjWTOSTfP208Szb1s7j727vZu8M6Ervc8WupM+p9IWqIFqHmtjNlpYSZEbNYZiLNlaW01jAx+vq4RgI2PRGz99tt9NF6QNakgrxeByO+RzhwRNJGUEMJYWmG9wydyNHDK3grCmS9NnxoY7kMQHyDKoM2/bOdFelL6fJ4w/y2jXPpRw+OvXAXit93UhfmfFT1XT7XlwOvt6+1DCMLsVH+IMQ4k3gx71te9DQsgGe/yGccROrdib4yj+XsKEpxffPnMQXZ4/tWxvLH4LFd8vn/jDMuYmfvq3x0KJtTB9ZzXFja7nquFGygGxvSLfCPy6EHe/C9Gvh7N+xvjnFV/75Lqt3Jvjax8fxrTkT+9avlU/CglsAQ568p/2MXy8LcOdbm5g+sppZo2u56vhR9uDbI7KdcP/FsO1tmRL4vL+wpV3hq/96l+UNHXzuxNH81zmT+9avtS/AvD/JTGJeP3z8v/i/tZX8+ZX1HDWiilljarly1ki7eGyPyKXggcvkJPOwc+FTd7A9qfH1f73Loi1tfOaY4fzywikIIXptio2vwdzfyH55vHDKD7ijYQi/em4104ZVMWtMDVfMGsmAilCvTZHPwsNXw9rnYPwZ8Ol72ZWBbz64lHkbWjhv2hD+cMm0vvVry3x47X9kdi/hgZO+xQMt4/jxEyuYMqySWWNquPzYkQwx7Qw9QsvDo9fBysdh9Mlw6QO05Hx8++FlvLamidMnD+SWK6bj8fShX9sXw8s/N1ekBBz/FZ7IHMl3H17O5CEVzBpTy2UzRzCiNtJrU+gaPPlVWHo/DD8WLn+YDj3C9x5dxvMrdnHS+DruuuYYfH0pZLzzfXjxx4Ub98zreZ7j+Oo/3+WwwXFmjanlkmOGM6a+RPB7t37p8Mx3YNEdMHgqXPk4CU+cHz72Pk8u28HMUTXcd93MorT2ZdG0Fp6/sTCgH30Vc8Onct29i5gwMMas0bV8+pjhdvHlHmEY8OJ/wbw/Q/1hcNUTpIO1/PTJFTy0qIEjh1Xy4A3HFU1QyqJ1Ezz3g8Jk8MhP807tuVx5xwJG18WYNaaGi6YP4/AhlX3r12s3w+s3Q81YuPpJspHB3PT0Ku57ewsTB8Z55IvH2ZP4HtHRAM98rzDgTz6P5UMv4TO3vs3w6gizxtRw4dHDmGrWGesVb/1RnheHED4QY6QDokJOsP0pU2WxSJ8iJ/3tlmoXrMCXTxIhgDdkKX0xQih40BlZGyHkl5Mdy1LUmsqxsrGTP7+ynrOnDCavGdRYqfzNVfuOLhY8oWZNe6c5tgZjxDIZ0vk+LMZkZSKXbM5MAOIRktiYiVwC5BlVG2VzSwrDMIrv1WpOWjaFVPpiQR90FhSPGpFAz1oT65hUD7Ny0m1YKo4vTIuoYZLmsGTuCVQFb8QkK4EY5BKIji2sM4bCgEkw8gTY8pbD3hkv7HdXpFslWRKCCm+epGqqsDl5XAeG9NJKX5fsnUGfh0pfHlMcpC4oi3c77Z1JESMa8DGmLkaTUcXhns34TUXXo6ZIU0V7xixl4MjeGSVDZX63JH0Vg2H0KbDx1aJELiGfV8ZFhauopqObze617R6O9cYIWyUbzEW7QRWhknUgLSK4eEsbO83C1eGuMX257qSvPSsn1t4ZV0JlmBE177Bud1ImrJl5PVQMod4kfY25cOE3sJAvLAzYL2k6Hd4qPEoHHnR5zK17dqDMWGaWbTDatjjsnXkHWXRsJ4RJiKXSNzWegyxsCB7GJOU9+VuHq8xjrbGtNc1504YW1YdESfKpo4dxy9yNPL50Bz/wJTG8QYS58BBBIafqPY9LSgmlz8qKaip9mXVvctltC3jz+x8rvi41Bd0jzyXrd4oGfSSIyLl5Dyp3EbomckHWsKsz56SDKkOsJIjIp3ju/UY2Naf4y2VHEw7I+UlB6SvYO4PkqYkECHvl+ZIxlb5wwGuW/tCLlD5NzeMFVOGlUwtg5NL0YVYGyN9n7a4EYb+X3QmFlKLKuOdMO/ztBJjzczjiU0Xb9Eb4oG/2zqMdfzOEEF8A+jCjOYgIV8Hbf2H93Z/n/L+8QWdW5aTxdfzqudU89/7OXjenowGe/Jq0uwgPbHuHxCNf5u55mzh8SAVNCYVfP7eGn/9nRe9tpZrhnk/CrhVw+IWw+C623v1ZzvvzG+xOKHxsYj1/emU9j7/bh8DMZBM8/iXo2Cr7teNdMo98kVteX8dhgytoTeX53UtrubFretlSyLTBfefD9kVwxEWw/AEa77qC8/70GpubU5x22EDueHMT/1ywtQ9ttcNjn5cTTeGBne+Te+Tz/OXlVUwaFCepqPzx5XV895HlvbelJOAfF8GmuTDl07DqSVru/DTn/+FlVjV2cubhg3jgnW2217pH5FLw2BekR1t4oGkN6r8/zx+fX874ATEUVeP/Xl3PV/71bu9KQy4ND1wqCd+UT8O6F2i/40Iu/MOLLNnaxiemDOKJpTv48yt9KMelKvD4F2D3atmvlvVoj36e3z79LmPqo+iGwd9f38gX/rG4936pCjx0tSR8Uy6GzW+SuOM8LvrD88zb0MI5Rw7mxZW7+NXzfZiEaKo8v3a+J/vVthn9sS/ymycWMKI2gs8juOPNjXzunnd6X9nT8vDv6yXhO+Ii2L6E9O3ncMkfn+GV1bs5d+oQ3ljXzM/+s7L3fuk6PPFlSUiFBzoaMJ74Mn947A2GVocJ+r3c9dZmrr5rYe9qq67Bf74qCd/hF8Du1Si3n8UVf3qKp5bv4PxpQ1i4uZUb//1+78feMOCpb8C2BbJfnTsw/vN1/vjoKwyIB4kH/dz79hauuH1B7yqFrsOz35OE77BzoX0LuTvO5No/PsHDixs4b9oQ3tvewbcfXto3Z8Az35UroMIDyV0YT3+b/3v4GaojAWqjAf61cCuX376gZPbEbvv40k8l4Zt4NqSaUO84k8//6VHue3sL500bwvqmJF/717t9cwY8/0PY8LLsV6oZ49nvc8uDTxAJ+BhYGeLhxQ1cdtvbfVMPX/+1JHzj5/T+2YOID8QY6UQgSpIooaxplzPVspzpqLAnDsEK/FqSuMjisciGOcEMozDSzKxXFfHblqLtZt2rpoTCvfOlJc2qYVVRRunzmKQvapO+CqLsQXH2UIWd7KM+HpQTfzORS0CojK6Loqh69/Y0GdOXFz4iXlUuRjmUvhoSGNbKvJnIxTCJkuFQEZpELdVaS9nV97IwDNDzeP3BgtKXSxFoXcM6Y5hcVDnmOvnZKrPQebnsnYmd8NuJ0v0BxDx5Eqo83i15eVxrg1oX0lc6kUvI76XCV/iN6gJ5wn4vqm7I+22mnU6iRAJextRHaaaCWjqpDssJulCSqL6oPCfCVUXZO0cLMyuilYzllO/BUVeYyp6sGxc0C6cTqaXCSDiUPjmXu21pmt25gCOmTyPg81AdDRTbO5c/DM98l4RZXkM34IUVu+x9tFAue2eryYlrzfN3uKn0VUX8cMLXYMpF1EaDeATsSPtkLFdRIhdHcXYTeU0n7a1AYBAnbSp9fYjpAzJNG22ra1s6VyBWXbcLVdoxfaOj8r66MXq0fG9XYQ67qTmFbsC4AbFiBSqXxOf18B1TmKgkiRGqAo8X1RMgIrJFym1JWCTSOm8zbQV7Z7gKYgOIah3sbE+yfneXjJZqgfRFAvLctRaEDE+gUEexN3Qt2YCMibSEiCGVYdJGCGFo3PbaGkbVRjjziEEOR0J3pS8opCMgbt6qsibpiwZ8JWP6FDP2NxQMS+V9D+yda3YmyGsGpx4m40lttW/JPdDZALu6z6V6S+ICfVD6gN86nqvAJuDTfdju4KF6NMnpcxi3+C/cVOVj9hd+Tyzo4zO3vs03H1zKsOrjOGJoDyvcL/1MKkNXPwlVI8gvvIP4M9/iivi73PjZ/0ck4OPn/1nJPfM384VTxpZXF3RdKnwtG+DSB2Dsx0lXjWfEW7/if2KCWV/8G9WRAFfesYDvPbKc4TVhpo+sKd0WwKs3yRvH5a9A/QS0pQ8QfvzzXBWZzzeu/RmVYT+/fWENf35lPV+a3VF+Fd8w4F+Xysn9p++DSZ8gW38Eg1/9Kf8TgiO/cCeDK8N87p53+PET7zOyNsIJ4+rK92vu/8qL+KrHYfBU9FVPEXjwcq4KvMoN19xMbSzIX19bz6+fW8PiLW1MH1ldvq2HrpaT6E/dDkd8ivzQmdQ+9x1+6TcY9/l/MqImwlf+tYSbnlnF6Loopx42sHxbb/0REo3w2edhxCyMDa/hu+88rvU8x6VX/55BlSHumbeZnzy5gjfXN3PS+PrybT32eRk0fN5f4KgrUEfPJv7kV7jZqzL4q48ytj7Gtx9exu9eXMvouiifnDqkfFsL/i7r7Fzxbxh3KmxbiPeO07nWeIyzr/wLI2ujPLRoG997ZDnPr9jFmUcMKt/Wf74Ba56GT/wGZl6PPvFswo98jl95fkP0S/9h8uAKqiJ+bnl9I2PrY3x6xvDybS2+C5pWwyX/gMM+Kc+Pv5/EZ7WHOOHy25gwMM7Tyxv58j+X8OSy7Vxw1LDybT33A3j/UTjtZ3DiNzDWXIT/X1fwa3ETxuefZ+qIagZVhrh17kbGDYhx9fGjyre1/EFoXAoX3AJTPwPN69H/byZXa/dz+DX3MGVYJa+u2c21d73DQ4u2ccWskeXbevln8O4/4JTvw+z/B5teh3s/za/5KZ3Xv8QxY+oZVRflDy+tY+yAKF+aPa58W6v+I1fdz/6tnIy1b0P943SuUu5m8GfvZ+boGhZsbOGSW9/mvrc3c8PJPbgM3vgNLLwVjvsKzPlv2Po22t0X8ivjh+y49lWOnzCYI4ZUctMzq/h9/Vq+3ZMzYP1LsP5FOP0XcjKS3E3u99O4ovMO/Fc8yOyJA3ivoYNP/t+b3PHmJr5x2oTybc3/C7z1B5jxWfjEb6FxKcod5/I/2o2su+IlZh8ximNG1fCjx9/npqdX8eNP9uAM2DJfLk6c8gP42P+TRZp/O5XL2m/hnIsf4awjh7B+d4I5v5/L31/fwI2fOKx8W4vukvfDqZfKa/KKvgxdBw2H/hjZBS3eWioUS+mTapllo7dj+kIVBLQ0cSEKaoKZ7TJKlpG11iQ4QIdZ/qGhTU5040GfvVBnKX0VoRIxfYaBV1dQnEpfIEbEaOzDwokmJ5fBuE1Y6uNBGjuyqMKPD6n0ja6XfW5N5QrEEuSk0Bskj5+Ix/wuJ+kTnRhF9s4AaO2y23ZMX5gmqvGTl2NipIfxvCvMyasvEJKkLxCFjgYCmd2s0U9lQsgPYy+QCU/qzWu2XCKX5nWyvZ3vwcQziQqFDVqEbF6jOSsJTm1AKybcdvZOuU8WoQj5PcQdMX01AZWwOfnO5DUC2XY6HKRviVGJT+hUkAQikEuh+SLS3hmvKcreeZjPJH315v1s5PHyz4RiKX0gSV+mA8WwlL7dgGCnVkGnESkqzh4NeKkI+YsTuSx/ENa/yJRNKwlyHbo3yFvrm8197FKnz0n6TEWqJWtQGfYTMGP5LNJnxbECeD2C2liQJqtAe5G9s3COWMhpBmmv/A2rrSQ1XUjfE0u3M6QqzDFW/UVT6Uvv2gjIbLHt6Tzk5PmT9UR48p1tnHfUEOlWCVWipttpSeUYHpJ9aKg+BlrvgV3vw6gTAGyyNa4+BgmTUPhCdn/OOmIQU4ZWUr07aZ/XmjdsK309wtqn+CCZoCjbLq9Xr6z/SbQeDwbVJJm7rpnxTmeMlkMziZOlJlrXre4N4rHIXG8wFzV2pmGQOQVtTijUmXGYg6tCpM241407dvODC4/D6xG2I8G+TzmUPqueZ9RvQA5SasHeaWeBtZU+FSWbIQLEYxFSrSFJrg1DKrK9wLJ2njt1CE8tb2RzS4ojBkVhwa3yA5Z7xoHe4vmgbzF9nzMM42Pm3+mGYdyALfwfOviz5wqe1WZyYe5J6vw5Qn4vt141naqInxsfe6/8Kn7DYnjvITjuy/aqxN87T2CVPpwfBh4gYmbp+dLHxhL0efj9S+vKd2LdC9C4DM75vZzcC8Ft4mIe1U7ik/lnGOhLE/B5+PsV0xlUGeIHj/bQr10rJaOf8Tn7hn9X5wyW6mP5vv8hKj3yxL/upDFUhHz87oXuQbo2Nr8JW+fDGf8Dkz4BwH3iPO5TT+Os3IsM83bg9Qj+fOlRjKqL8v1Hl5dfxW/ZIO2m0y6XVjnggY4pzNMm8y3fv6n1SnvMNcePoi4W5DfPd88YZWP7YqkCnPYTW6Z+SMzh7+o5nJp/nVGeXXg8gt9ePI3Jgyv4wb/fK3+z6dgOb/1JqjkjZE2XJxPjeVE7mi/7nmCQVw6Sn5k5nKFVYX7z/Jryx373ahlAb61CAk+J2fwxfyEnaQsYZ2xFCMEvL5zC0SOq+NHj75ePV0s1S7vp+DnynABeTIzkSe04bvA9w0ivXBm88KihjKmP8rsX15Q/9m2bYfkDkijMvF62JY7j5vxnmKkv43B9HUIIfvLJwzlhXC0/eWJF+biwTDu89ksYeSJMOgeANxODeVCdzVW+F5jglatbZx0xiMmDK/j9i+vKx1YmdsLie6SV+cRvAPCW5xh+kr+aI401TFWXAfD9Mydx6qQB3PT0KpoSZW7cuZS0mw45SiqswOJULXerc7jE+xpTfFKJnj2hnhkjq/nzK+vKxzCmW2HhbbKdj90IQrDYO5Xv5T7HRDZzTE4GhH/91PGcfeRgfvP8GhrayqRUVhVpxaw/DI6+BoAV6QpuVc/iPO88ZvpkvMSxY2o5aXwdf3ttQ3lVTUnCvP+Tx33Of4MQrAoczteVzzOKRo7Pypi1604azcXTh/HnV9azfneZGB5Nhed/JFPHH/t5ANanI/w5dy6ne5cw2y9XA6cMq+TMwwdx+xubymf3UhW5cDLmY3D278DjYXNwIp/PfoWhoonZ2VcBuGLWSK45fhR3vrXJDjTvBl2XNtj4YElEgW2ZIL/JXcAJ3hWcGXgXgHED4px/1FDumbeZXZ1lEl5qKrzxO2kZPu+v0rZ9aOEDMUY6sd4/kQnZ9+SxNZOh5DUzps9O5BLHgyGLM1vWM/NxQChvFySudih91vXz1VPH2bGy1iS52wo62KvxiuF32DvjhPR070qfIwGGRRCtGKukJs+RACqjTUWyWwZPVQFfAAUfYY/ZJwfpqxWd6LbSFwNvEI+lMuQLSt8uzMl5wlHbqy8w9z0QCJHOaej+GDTJ8XKtMUwmvhGiQPjAzG4a7a70dZrOITPhR4gcWYLs7lTYlZUTzJqAWqZOXwfouk3Mgj4vFZ7Csary5W2bXTavQbaDdiNCJOhjdF2UZkMuNoeUFjmxV2WJDzuRS7oVxbTqTvLtRMNjl7roiq5KX1zvLGTvTO6EaB1pFdqNcCGmT9GIBHxUhHzFSl+iEWIDGdz0FvcEfsWccTFUc2ztFtNXwt7ZkjFsggAwZ/JALp4+TMbAOVAfk8eZcE0Xe6eVyKVA+vKqTsYkfVWkiu2dwQp2J7J8/YGlXPz3+Vxz10JW7jDLWfhCqC0yN1TA5ylS+hbtyPG9R5fzrQeXyblDqIJ0p+zHoIBZc69qAq1GHGNnwRW2fncSIWBMfbSg9MUH2f0RQvC/Fx/JlBodj0n6VF+EiFAKyXXKwezb2nak8phplyQlVCXPadMqWis6eGNdl4QuqoJmK30W6ZOPmsdfUPBKoCg+3/zcnP9bwLJt7WRyGqmcZts7K0J+dJ8k8sNjOhccJWOdu8UeJ3fbiy0y9tdPzCf3P63Jaysc8BaywNoxfXmyptJXGQ2TMYIyqU4fSev72zuoivg5cbw8VpuaUnJe2tkgP5DtPvb2xTHTF9L3SB9f268QQpwphFgjhFgvhPhBT5/VDIP7F25jxehr8OQS8O79AAyIh/jS7LEsb+jg3W3t3Tc0DDkxidbDSd8CoLEjw59f28SLw79OONUgVRpkwdJrTxjFf5btYFVjGU/x23+BiqEw5SJAZpW6Z/5mlg2/Co+ahUV3AlAdDfD1U8ezbneSeRu6hoOY/Xrhh/JEmy13vSWp8LuX1vP0kK8RyjbJyRmyPsjnTxnLy6t3s2RrW/e2AN7+q8yGZRKYnKpzx5ubWDTkcoShwTu3AfJk//bpE2hoy/Dyql2l23rxx3K15tT/AuSFcfNzq3li0JcJ5DskwUHK8l/+2Fjmb2yxV9e6Yf5fZRDydFnSStMNbpu7kQX1n5YXzoJbAHlBfe/MSTQlFJ59v8zA+vLPpVp72s8AOTj94qlVPFb3BfyGIlUC5ID29VPHs6yhgxdXltnHt/8qV6Nmykm0YRj8/fUNvFlzAYYvLN832/p/nziMjkyex9/dUbqtV/9H3lDn/Dcg7R0/fXIFj1Rfh9cjpBIF+LwevnnaBNbuSvKfZWXaWnCLtMkd9+Wifs2tOBsjGJcqDeD3evh/Zx1GJq/x8OJtpdt64zdygDrjJhACXTf48ZPv83D8Kjz+sB035fEIvnPGBLa2pnl4UUPptt65XQYtH/9V+6Vb5m7g9fBpGNF6+TsjV0V/ePZh5DSdfy0sYyOe92dI7IAzfgkeD4Zh8OMn3uehyKVywHj+h2DG5nznjIns6lT4x9tbSre15B4Ze2eSDoBb527gjcDJ6BXD7H4JIbjxE4chhOC+cm0tuEWS7jP+267D87MnV/JA4FPo0QHw/P+z7V3fmTORtnSeO9/cXLqtpf+UWchO+Lq94nfr3I285ZuJVjNO3kfMffzBWZMI+DzcM6+HfWxaBaf/3Lax/OKplTzgPRutYoQ8Xrqc0HxrzgRSOZW/z+0e0A/Ae4/IDHknfM3u121vbGShOJL8gCkyvbq5j9+aM4FowMvd88rs43sPw44lcOpPbHXol8+u4iFOJ189HvHCf9nJkb5x6gQ03eD/ylmlVz8lLe7HfxU8fRmyDjoO+hi5J+NjKbwfnkHUSMq4cyWBHozbi03tVtF2ZzbBYDHpu/mcMXYcjrR3ym22t2WoCPm46rhRdn0+69HK3tlZIplIsb0zRkhP9670WXFtwbhdo8+KsUqocpIYJM+oOkvpc0y2dF0qOr4QOcNHuIvSZwgv1SQQVl0tfwR8AYQu91M4arDtMqrk8z0lfSa58AdlzFHOFwHkb7BWH27bYbvBLKVRhA7z3twh7/dBs1bejo4Mu9Lymqn2q93tncIrx81ckqyq4fcKvB5B1FP4jap9OTvOKZ3TINNOmxYhGvASCfjkPR7k5NgkDyIQlYsHkRrQ82hmbOQ47w6a/EPsmMuuyOb1ggoXqSGqdRTq9CV2QWwQ2bxGmxaW91BMpS/opSLsJ6fqhUXARCNMOptnxv+cGWINP0n/Ep9ZVNuZvTMc8KKohZIflr2zOW0U5SQYXhPhfy+eait/FurjQZqSitzXrsXZPb6C8oMc/7N+SZJrPIlu9s53Nsk53GXHjuDdre18+pb5ZPI6xAejd8jza0ydeWzNc2CXItt/+r1GfvT4++zIBtm1exd1sSCjIlkQHoKxGlbqIzB2vm/3ZX1TkuHVMi7XXkCJDy5K6jJpUAVDgxnbfqv7IoTpi71TtnH9g2tQ/BVmIpeOQkkJ85ypFZ28vbGluD0thyrkPkW72Ds1T8Cu42fjtV/Bupd49r1Gjv7Fi7SYcY/WooZi+Hnm/UY7HrLe8ZsGI/J+dsXRdfZ5103pS+y0LbYyy6+PiE+eK+mu9s6cZmcORivYOytjUVKYsYVlkrlk8xo/evw9tpn1FZc3dDBlaCWRgI9BFSE2taTk3LN6NAw6siTpa++DvbPsCCqEmCSE+BRQKYS40PF3DVi9PzAQQniBvwBnAZOBS4UQZX1ErckcSUXlzDPOkavBC/5mT3QuPHoY8aCPu9/a3H3D9S/JpCYf+6Etrd//9lbyms4Fn7pcJu9483f2j3TDSWOJh3z8tpSqtvM9GZc28wb7In9k8TZaUznOOf00uXq+8DZ7onPO1MHURgPcVapfW+fDhlek0mSusDzwzjbSOY1PX/ApGSs4///sjH/XnjCKuligtKrWsgHWPCsVQ3PF6T/LdrCzM8v5p54Ik86WZNQc3E6fPJAhlaHSk7kdS+UE7MRv2IHXjy5uoDOrctm55yCOukJOjk0P9GXHjmBIZYj/LaWqdWyX1q+jr7Izkr2wYiebW9Jc/PGZiCM+JW155ol90rg6xtRHSx+v5nVSAZv1RdsK8eSyHTQnFa485zTEMdfBknvlpB248OihjKmL8tsX1naPl0q1SFvI1M9AVKaNnruumdU7E1x6ylTEtEtlrEBSrk7NGFnN4UMquHvepu772L5NJgea8VnbzvL8ip1sb89w9VknIY77spwcm6u7Z08ZzGGDK/j9S2u7q2rZTlhyn1QyK6SVdNGWNt7d2s4VJx+OmH4NrHxCfidwxNBKZo6q4Z75m7srh8km+TtNvRSGTAPg9bVNbGxKcc2ZsxAnfUtaSLcvAeBjEwdw9Igq/vRyCVUtn5Hnz8SzZCpt5ArVG+uaueLEiYgZn4N1z8vfCBhTH2P2xHr+8faW7qpttkOqtZPPg5HHAbBwUysrdnTy2dOPQsz+gbRnmtkbZ5mq2l9f29A9A6eWlzaI0afAoCmArEn0wspdXH78GDzHfh62vCmVeWBoVZgzDh/IAwu3dZ9s5tLyPjDuNPmHTKW8cHMr135sCp5TfwwN79iFY6cOr2LO5IHc/sbG7qqarsv709AZMHwmINWRJ5ft4DMzR+E97ktyIr5VZnerjQU5d+oQHl3S0D1IW83JOLcRx0t7LnL19vW1TVxz8iS8c34m7TwrHwdgwsA450+TqtrurqqaYcgBZcBkea9CxmU9vLiBT00fhv+Er0DzGplpFLlKetH0YfzHvM6K91GTSYsGT5Np2c19fO79nVxx/Dj8Z90ErRvkNYus93bJMcN54J2t9oBXhLf/CtWjYKJ0KfQlWP1goL/GyD0dH0thdXg6OkI6LZQEuiMDYIdD6bNhvW8S+CPqCkpJVSRgb9PQlmGoOZG8+rhRBH0em4iF/V68VqIVC6YakvcEC5PpYJyAlian6ag9ZW62JsuhgtJnTeg6zcsu6tUYZCbtanFm8LQmjt4AWcNHyFb65PmnRgdTKxKODIlR8AbxmaTP3t4XpFE3lb62Mgsz5WCSvmBIjsuKMB+9UXZQWygW3xWhQuZKG7bSJxfTfFqWDAFWN3bSqZmKrN+RvdMw5KTYLJVAtr3IWhn15Eibp3DcmyPsN+2dOQ0j206rHrHjreJ1UiEh1WQfLxGMyes0bB4bc64y2tjOdl/5kAOrODsAkVqiaoddZoHkTogNIJvXaVXDGObcIJUrKH1gLiqoirRaxgezMPZxfuH5AgOa5nGz/3b8XoqSiVnEwq73Z/4uTWm9iCCUw4B4UDpXghU2EQXM7LDFidmcpK/em5FkR0lIcugLsnBTC5GAl5+dezi/OP8IkorK5pYUxAfhMUtWjB8YL8reuSPjI+jz8MXZY/nXwq28uS1HtTfLM187kajaCaEqKiIBVhkjEbtX2RnSN+xOyng+KBCR2MBCrKCFTJuD9El7p51cZ/HdpbMpm9dmyghLZdMq2WAmkSEq49RGBqXaufGNhwt9UBWb9HW1d6rCX5RJHZDj6Yp/88z7O8mpuh1XbLsI8PPiyl32OFXrUG8jMflbfPKwQmhULOBDCFPpMwyZOdV0AQbJEQ/5iZqkL5l3KH1d7Z16npwiv7MyFrWtpORlUqnlDe1Fc8Y1OxP84+2tfP2Bd0nnVNbuSjDFDEsbUxuiZvurcp4x64uSF5RU+vIMpoSQ5EBPy6YTgXOAKuCTjr+jget7bHXfMRNYbxjGRsMwcsADwHnlPtycVDhxXJ2M25v1JTm5X/MsIE+WTx8znGfea+xuH1p4qzz5pl0OyJopD7yzlVMnDZD+7RO/KQ/s8ocAqIz4uf6kMby0ahfrdnWxV7z9N7kaOP1qwFSt3tjEUSOqOGZUtVRnkjthxWOAVIkuO3YEL6/e1T1t7cJb5YqIqYCpms4/F2zl+LG10vt84jfl4LT0n4BU1b5wyljmbWhhWVdFc8Hf5UloBoQbhsEtczcwcWCc2RPqZb8ybfYEzOf1cOVxo5i3oYU1O7vs48Lb5D7OvMFu6963tzB1eJXMvnfCN+Tq6ZJ77H38ysfHs3RbOws2dUlpvfBWucJ4rENNm7uRkbURzjh8EBz3JXlTW3IvIBWna44fxdJt7bzbVdFceJtcXTnuK4V+zd8ssymOqTEVKGErrT6vh6+fNp41uxK8tnZ3cVuL7pQ361lfsl+65fUNDKwIyixXs74kB/xFdwBSJbrm+FGs3VVCtV10J2AUKU33zt/C8JowsycOkG15g7L/5j5+6/QJbGlJd09A9O59Mn6lS7+qI34unj7cViVZeKv9/jUnjGJba4ZXVnfZxyV3y4HtxG86+rWZ+nhQ1qg55nq5om/2SwjBt+dMZGdnlieXdlEhlz8oB1dHv26du5FY0Mdlx46AYz4nfxurCC/S+ru7lGq79J8y0PnEbxX69fYWKsN+zp06VF5b4eqiffzW6RNoTeV4eFEXRXPlE1IxNFVRgNvf2Ijf65HxhEdfJW1Spton+zVaqrZLuyRZev8ReY04+zV/M5GAl4tmDJMLBPHBxf2aM4GEovLProrm2uegdaM8v03c+eZmBPDZE0dLIh6ulmqf43ilc1r3fVz1pLynnPhNW5n7x9tbCHg9fGbmCJh8vlwVNH9HgG+cNp6cqnPP/M3FbW2aKwnirC/abd07fzN5Tee6k8bIhabYoKJ+XXX8KHLmvakI616U9+ATv2Erc/ebn7l81khpdR4w2bwHyEHvqx8fD9A9YVPDIhnze+wXbVtnn5JNHRz01xi5R+NjKeSDVazzjpMkPtuJ5i9Y1jocJRtsWEqf9agkzYWCvzPS00R7Jo9hGDS0ZRhWLSe6X/34OF7+9ik2ORBCxssUq03dMxwSiOMzcvhRSfdUfsbOXlhhKwX1JsFLKBp5ESDu06gxJ3lF1idHkoes7iMoiu2dasUwakRnIUtvIAq+ED5DHhvhyAy4Raulw18vM0fvCcw+BE2lLyOk1awpNJpowFc+y3Ew3t3eaSt9DaDreNQMGYIsa+ggg6m0+vKFY2/ZVGNm0fFsh2mtlNdYRCh0GBFUw0Pco9iT72w2g8in6TCituXuy2fLBTqn0ucJxuSk2SQLXqWNsNdgiLaDbZ7ypM8u2QAQqcNn5PCpcpJMYhdGfCCKqtFJWB4DXSetqAzyJagXchKcyKqF2mrxQXRk8rwangOzb+Qi71z+5v8DPPJZuOsTcM+5nLHie3zR+yQpa+HQVPp2pfUie2c51Jukz+j6u+TTRdZOkDF9ikn6ar0pSZ7M7LkIwYJNrUwfWY3f67FtyVtaUhAbQCDbJO2YdVFSOQ01I7+rIe1jYEWI750xka+dOp6xw4dQ68vKDOWZVojUUBHys0ofgdCy0PAOmqazsTlVIH0W0YsPKlL6MAzpCDLFB8Mv7Z1W0ide+lnR2F7YUdlGkhBpb1yOn5a9E2x75zH1Kuf43uGw1z8PKx43j3+OPJI42SUbTNKXFyWUPlXBUJK8adpE7cUdNYsqAoBgY1OKdzbLOWidg8h/apZcjLdqj4Kch8UCPmmFVhLydzRJX9ijEvJ77OydKZP0RQLeQp0+y96pqeRyst2aeIy0UVD6Fm1p49z/e4tlDR3w/r9h2QP2+bdkazvfeXgZqm4wdVAQHricu3Z9ih91/FQ69qZdZltmn1y2g7P/9IYtXiSTnXw98Hj338OBsqTPMIwnDMO4FjjHMIxrHX9fMwxjXo+t7juGAs4ZToP5WkmousENJ4+R/0w6BypH2FY3gKuOGyktoE7rVssGOTmZca1tNXj2vZ00J3Ncddwo+ZkRs6RKsPA2e3Jy+bEjpN3KOWlK7JKKzbTL7Zvcc+/vZGtrms+fbNpgxp4qM1bN/z9HWyPxCmFnOQNkBtFV/4GjrpQZw4CXV+9me3um0K/BR8KI42S/zHp7lxwznGjAyz1OhS7TJtWyIy6CuFzRe21NE2t3Jfn8KWa/RhwnV+Tn/9Vu6zPHDCfo8xSrfelWuY9HXmKv1ry1voWNTSmuPs5MpFE3Tiohi+60b5wXHj2U6oi/WGlVkjKJyKRzbGVu4aZWlm1r57qTxkjb4+CpMt5swS32ypSt2jr7pSQkWTj8AohJy8C729p5f3snVx03Su5j5TCpaC651x7UPzFlMAMrgsXKoarIiei402xl7r2GDuZtaOGzJ4yWK9F14+WkdeFt9ir1J6cOoaarapvPSvI78RP2DWNVYycLN7Vy5ayRch+jdTKWcdm/7JXbUycNYGRtpHgfdU2S9xHHwVCZhWv97gQvrdrNVceNkgNy1XCYfK6MrTNv4HMmD2RwZYi75zkm0poK79wJY2bbsSKbm1O8traJy2bKc5tQhSQf7z8qYxKB48fWMmlQnLvmbS6sThmGPG8GTYFRJwKwrTXN0+81cunM4bKMSGyAjKlb+k873uHk8fWMqeui2uq6PKbDZtrq486OLM+/v5NLjhku99EflmRt9dP2JOeoEdUcPaKKe+ZtLqi2hiGvs9rxMO50AHYnsjy6ZDsXTR8mb/rhKml3fv9ROyvcMaOqmTy4grvf6rKPC2+FAYfbCQfaUjmeWLaDC44aKi1YXr9Uc9e/JO8rSFvMiePquG/+lmLVdv5fZJHbw+QcvSOd54F3tvLJqUMYWhWW1/z0a2HVUzI7LlK1PWZUNffO31Ks2i68TZI6U31MKiqPLG7g7CMHy330eGTs59b50Cgz6Y6sjXLaYQP554Ktxart/L9ApM6Oo0wpKvfO38Lphw2UMSy+AMy8TjoQzKxhY+tjnDKhhGq78FaID7FjRbN5jQcWbuX0yQPlPgohF452vicJHTJ99jlHDuGRxQ3FStD8v8gV9KMKC3N3vtWHTL4HAf04Ru7R+FgKAZ+Hd7xHyWzOeh7VQfqsOn0ZT9SxQbG9k1xSLl48933O2PZHNN2gM6uyvb1A+jwewbDqQuZCkNapolpqJQpYWwpjlEyhNlwpOGKh7EQu5oQukVVRhYy9iQa8BHyeYtJnkR5fkIzuJYjZJ5Pk6fFhVJPAk09JQurxYngDNunzaIpp3fOR1wzWVx4vE39pe6BCm30IheXxspS17f6RVPRUgilYUcLeub3QZqIRoSlovrCMZTIVhgqvSlJR5b3Nil00HTtk2sk6VLYQOdJGkDRBYiJnx/TlU3LBVSZykZPbYUOGyGOR2m1P9j3BGKmchmGRvmw7Y/zN+FDZ6il/qtrF2cEu0F5JAlXTILUbPTIQ3YBOIyrjo3JJUjmNL3b8nmMXfwcwSzSY93Tig+nMqnIsOuV7bJtwFSd73pNuCgA1y4D2JXzf/wApy9Zs/i5t2WKCUA718SCqbqB4u8Ra5jPdSF9e08n748gahKmC0heU6t2aXQlmmglcRtbJa2dzSxpig4gozVRHAtSZynk2JUnutpSHgRVBhJCLxtMnjkLkknKsT7dCuIaKsJ9lhplY7K4zETcP50buZKyZ5IhcUp7noUr53KrjnM9IkmX+joY/QhhFxlnqmpxjtpdYhFOSaHjIEiApYt3tnaEq8oaXQaKd/xd6VL5mJUzRcuRM0meddxb5y1Mipk9VSHS223HFtvNEVciLgL3tAwvlLdM6fgDDB5oJCx3F6YHC4pS1eFAlFyoq/DLsIuyV43BCFQS8Hvxej8PeaSVyyZHPyftbdaVD6cul2Wxm4mzqSMskePP+bLuVJgyM8cx78lhMVxbC6qfYPOB0vpX7Ah1Xvyrvj6FKyHawcFMLK3Z0ylIkm9/i2uWX8xnPy91/Dwd6snd+z3x6mRDiT13/emx131EqtU2RR00IcYMQYpEQYpFPGJxkBjvi9cGsL8DWeXKVGDnROXXSAO53TnTeuUOuHJtqGsA98zczpi7KiVbmSmtysnuFzNqHtFudP20Ijy7eXlgRXXiLvNnP+qLsqBlrNbouyumTzZuqxyPVkJ3LpUUNOdE5a8pgHnpnW8GetugueTFZqZqRK+5DKkOcZqZuBeRkrm2TnGgi4/EunjGc/yzfwe6EOZAuulOezA5V4e+vb2BIZaiQbVIIqZC1rJMqBDLm8IKjhvLYuw0Fj/CSe+TFb6p81vGqiQb4xJTBjn7dIL30q/4DyCxZl84cwQsrdxaSZFi2TYcKc8vcjdRGA1w83ZEh8rgvyxgFUx2NBX1cPGM4Ty93qLbLHpAKmKV0AffO20w86LMDc+1+Zdpk3BIy7u3KWSN5Y11zIUnG8ofkwOVU0+ZuIB70cemxI4r7lW6WZM3cx8tmStV2a4u5jyv+LRUwx/G6d/4Wgj5PcUbNmdfLm6zZlscjuPq4USze0sbyhnb5mZVPyBtrFzUt5PdwlUW4Qf6OSoettErVdiRvrW9hraVMr35KKmCO4/WPt7fgFUIqc85+aYrdlhCCa08YZRNXQNoZm9fArC/b6tAdb24qqFZ2v74kV/Tfub2wj11V2w2vSMvfsYV+/XPhVjTD4IpjHfs443NSITZVW4BrThjN5pY0r681A8K3vCUH9VlfsJWme+ZJ1er6k8YU2pr1BRmLaK5UCiG45oRRrNmVYL6l2m59W5KTY2+w9/HBRdvIqXphEQbg6KtlqmaHqnbtCaPY2Znl+RXmYLZ9ibSUHnuDHRf4jwVbSOe0wqIVyHPG4ytauLrm+NFsbU0XVNvGZdKaPvN6ex8fW9JAUlGLz4lpl0l13qFCXnvCaNrSeZ60Ykd3r5YW3GM+Z0++H1q0jY5Mns+f4shAOv2z0q4078+OY99FtW1eJy2DMz5rD35PLW+kLZ0vPl5HfhqClXbcrtzHUSQVlUcXm6pF22Z57h99lU0EHn93e/kkQAcZ/ThG9jo+mv2zx8impuJkCQGvhwWeqfJaAjSfg/SZ9/wW1UnESpA+0/49qvk1JohtbGlJkVTUbkTPiYqQv6TSJ5yTY/O7YqKXsg2Wvclh7xxQYZG+PDl8RL0aQghqo4EuSp85fniDpHUfAYqVPr1yGAGhEczsti2tOWQRdwCvVrDu5TSdTdXHy3HItGX3CSa5CIfl8Uoh29viHVk+ng9KK32dDdICDfKeDARCUTY2p8gaclE75s2h6YY8ptbE2WnvdBCuMAoZgqQJERVZe+KsWqTPiNqv4fHIGK1kk630ecMxNL2gagWVFiZ55T1isyifBTqb14qyd4IsnaF07AZdJReRc6AE5jmmdJLOqQzNbyHWKWOCO7NqIb4yPojOTN5OijP8sj8T+PFO+Nq7cO0z8LkX2DbxswBkzNIOFnHP4y0iCOUwIC6vk5SIyMVba8EwnyHvCRaVJMhrOj6fH0KV1HiShZi+YAWLNrdhGDBztCR9FSE/tdGAVPriAwnpKYZGDaoj8tzIpdrBF2JnQrX7ABSIldLpUPp8bDCG8s6cx+Cc35OMjeJs79vF9s5AtGDpttQ+qwSFZdP1R4mgSLKabgUMO3mQE7qSIGWEAEEH0W72TkMIWokzreVphqqSjKXbzbFNVcjhJ+T32LWGLXtnN9KnqWBoJBMF95d9natZcvgZUx/l8CEVbDSJlpWACrCv7a5xdvGQXy4+WosH5sJ9zC/vMxGvvG+m8gULasjvIavqGI5ELqqp9NVVxOzFF/Ipe/4aalwoiWW61bYX//LCI6mPB6mO+Knd8jREB7DtxF/xb/1kNiqm+8IkfTs7ZPtbmlPwwGUYus73ojd1+z2c6Mneucp8XAQsLvF3INEAOD0Aw4AiX5lhGLcahjHDMIwZg6uixcUdj75KrkyYSUUAPnvCaFosG1guJYnHYefKAqHA8oZ23t3azpXHjSwuan3ERVKSdkyarj5+lEySsWibJBILbpVxSGZM0/yNLby3vYPrLdXKwtRL5U3W0a9rTxhFQlFlMgpVkQrYhDOgRk6a1+9O8Nb6Fi6fNbLY7jHpk9Ju5ejXVceNJK8Z/GuBuY/z/yKVDjOmybJZfvbE0fidbR1+vgxUfeM39g3rmhNGkc3r3PnWZklC37kDRp0EA2XoSENbmpdX7eIzxwwvSn/MuNPk4OOY/F4xa2QhSYaVIXDE8XaWzTU7E7yyejdXHz+quK0JZ0L9JHjjt/bK09XHj0Q3ZMIXW4UZcjQMmw7IOKSn32vkU9OHFafnHnWizLy48BZ7Hy81la175m2RN483fycVxrEfB2BrS5pn3mvkslkjigfh0afI7JJv/t5WIa+YNRKfR/C31zfI9hfcAnUTZfF0MJO9bOe8aUOocqR8ZujRMr5r4a32Pl40Y1ghSYauy/OlboJUK4FdnVkee3c7n54xvCjQnGEz5G8078/2Cvqlx4wg7Pfy11fNJBkLb5NK+IQzABmj8dCibZxxxCAGOgvW10+U+/nOnfY+njdtKFURv+yXYch4ssrhduKitlSOB9/ZxnnThjK40jGJG3i4jI99+6+2Cvmp6cOIh3z89TUzqYhltT7sXEAmG/rngq18bOKA4sLw1SNl/ODiu+19POuIQVK1tdTRuf9bZNtOKir3zd/CmYcPYnSdQ72oGSMV4ndut1XIc6cOoS4WKO5XqFLWRETatv/x9haOHV3DxEGOmKf4QHkdLb3f3sePTTRVW0vRnPubItt2Nq9x11ubOGVCPYcNdljpKgZLy+iSe+342DmHS5Xsr6+tlyv1C2+VZG7aZYBlad7CkcMqmeYsdB6ulgTrvYftfZw1poZJg+IFRfON35q2bUm485rO7W9s4phR1cXlVqK10mK7/EE7fumU8fWMqY/yt9c2SKX1ndsl+TVt7gD3zd/M2Poox4+tLbQViEqlddWT0CknaFOHV3HUiCrumb9FtvXmH+TCnLk4pOsGt87dyOFDHMeqf9FfY2Sv4yMUj5H19cXlafxeD+/q4+1Yvbyp9AV9Hnsxc3fOOTkqjukjl5LZl31hVF+EL/me4P3tUn0aWlWsbjjR3d4pJy1eJ+kziWWMTM+kz5EAw07k4lD6FCNA1FvIIFpM+uRz1eMno3tlyQUo2E3NotKR9HZpAwcUw0fQJIceLWcnTsprOo01M+V5b8b19glqMelL6LK9dQy3k96URLCimPQpCUmAR0gnArtXAxAIy9/MmmzGzIyciaxaIL2W0peVsXPW+Bs0FDIESBtBwij267oZm9dJIaYPkKQvtdu+9/nD8hpN+usAwcXbfsEPNbm4ttFwLBJ3QVZ1JnIxSZ9IkDeTmOTC8jzuNMwxIduJouSozu/Gr7QSJSOVvk6L9A2hI5PvkUT7gvL3zaRNomOS8Ty+Pit9AJ16SIa3WKQkn2FHSvDNB5fan82rupx7haupFkkze6fMnrtwcysBr0eGypgYWRthc7NU+gDGhpN2Ntx8Rm63qzNrL3YABdKX7YB0G4RrpNIJ7IhMhBmfZX3FsVSTZFyd43oORIsXdcCOxbSUPgIRs06fLhe+re9xJrABUp1tJMxFjDY92k3py2sGzUYlEbWddN2RNBh1tDbtsI9/Dm/R+RX0efB5BAq+YnuneR7n0jL+LeT3FLL0qgpZ/NREg5w+WS5uxIO+4jmmVUOxG+nrqvTJhdSYSfZCHg3NEHQqBlGT9IX9XjTdIG9VwtNU8pa9syJqK/nkUlKZAwZse8Y+zklF3uuG14S5+9pj+POnJiDWvgCTz2PUAHk92bX6QlWgZmjpkPeBHU1NkG3n2dAnaKiaQU/oyd75H/PxnlJ/Pba673gHGC+EGC2ECACfAZ4s9+HKSJcLOhiXqsjaZ21b03Fja5k5qoY/v7Ke3LsPSEXEocLcOncjkYCXTzmVJpB2q6OvlHYr00Jx+JBKZo6WSTL0BbfKFb6Tv2NvcsvrG6mLBbjw6C42Bn8Ijv8abH7DXhE8ekQ1p0yo5++vbyC97N8yGHpmIRzktrmbCHg9XHJMFx+8LyCtqetftC1ldpKMBVtQ37lLKk0nf9exjxuIh3wy3scJr1/GBW1fDBtfBaQ97RNTBnHHGxtJLH9KKm6OflmxN5d3rZHm8UqVcus8qZAAQ6rCssj6wm3kFv9DKk2O43Xr3I2E/V6u7NaWB076jsxOuOZpQKq2Fx49jHvf3kLr+y9C89qi3/HueZvIawZXHtelLSFk/3e+B9sWAsVJMtJLH5Z2pZO/ays6t7+5Ea9H8NkTRndv6+TvyhWu96VyOKgyxKUzR/Dwom00rnxT1pmbeX1RrFUmrxWrHRZm3iALym96DSgkyXhqWSMdy56USvNJ37Zjmu58axOabnDdiWO6t3Xyd+Qq51KZwbY6GuDq40fxxLIdbFqxUCpNx3zObuvBd7bSmVW5uly/OhvkdURBtX1+xU6a33tRWsNO/Iat6Nxn7mORamX367tyADEVuljQxw0njeHFlbtYuWKZnCw5rNaPv7ud5qRSrFrZ/bpenttmghK/18MVx45k7tomti1/XcbWHP9V21rzwEK5j6X79R05wJmKU8jv5QunjOXN9c28894KSUqOutKe7D77fiMNbZnSdQZn3iAH8OUPAlLRvOq4USza0sa6ZW/Lc/jYL9qxUv9esp3mZI7Pn1KiXyd+U04g5v/Z3sevfHwc725tZ+6yNVKxPvLT9mD82pom1u1OFizNXfulZuVCF4U41JWNnSxf/q48h2d81k5c9Mx7jWxvz/D5UnUGj/+aPHfe+oO9j18/dTyrdyZ4dsl6h9Varsi/vbGFZQ0dXH18iX4d8zm5oLT4bvula44fxabmFG8vWy7P4aOusBMXvbx6NxuaUqV/x35AP46RezQ+lkLA5yGre+xFKcUrJ3v18SDtaRmft1NxkL6uSp+SlOPFkKNonngZn/TMZ8cmafu17J2lEA/5i7N3msqaN+hU+gr2zky+S4ImJxwxfc46fSCVPmcphtpYoLhkgzlZzOp+cobftm3K/gg8lXLsjmZ22Nd+xvARFHnAwKtnwR9G0w10A0mKR50gQ0b6CnPyGjXtnRtDh8GI41iqjelZ6euayMWydpqLqDRJ0hc2MxP6QrL/UWGRvnyB9FlKX6adbF637Z1+PUvGkEpfyMjaaoaeNkmfI6ZPtjPAjOmzSJ/8DROeONzwKs/UXM0273CWx06gTS+tBOc1mUGzkMhFqkvVJNDbpfqfDUrSZyt92Q7iuV14MSfMokmeX4lGScIjNXRmeyZ9/pBsK5s1XTq6pfT5+hzTB9Chm5N6i5CrWVK6v6hgdk4zJOmL1FCJqfTlkhCIsWBTK9OGVxWRklG1UVvpAxgZSMji8ICWSaD7pY22aMHWWcvRUvpM0mdZq7cpYXxCp9Jj7rPZB1vps2L8rBIU5m8hgrFCnT4z9APoZvFMJTpIGSECPg/NWlg6CgzNjunL5DVaDNlPdfaP5POU6a5RFRTDV1CSkWNWNOhDoUsiF5Oge/IpTplQT2006LB3ZskaUi21SF835dZaxCpl71TyBdJnLgLFzEWkkEdHxUdTUnEofWbcq26ev3oe1exrNByxw7XIpdjZoeBBZ3ijeb9QM2TNRYdY0MfhQyo5UV8kF6GOuJARNRE8AtsWapHndKc8Zs275CLHTjVSVEeyFHqyd/5HCPFkub8eW91HGIahAl8Bnkeupj5kGMaKsn0t9eLMG+TJ/8Zv5WfMFO/ZRCvKK7+WKU/Nm+Qb65p4ankjnztxdOmbwzHXAYYsC2Di2uNH0draijrvLzDhLFtNW9XYyetrm7j2hNHFKwoWZlwrV7Acat935kxESSfIvvg/UDsOxkilafGWVh40i0+XXHGafq1MkvHSTwoK3fGj6EwkyM/9gxzQRxwLyJPl2fd3cuWskYV6SE5Mu0yWm3D061unT0DLZ8g8/zMZhzRRKk0rdnRw7/wtfHrG8NKrukddIVdQXvyJrV5dc8IoUpkMudd+A0On22paY0eGJ5Zu55JjhlMdLXGyHn6BVGTm/q+9j18/dTxeI0/q2R/LOKTDLwBk5sLb5m7i3KlDutXSAWQ8YqgSXvqpnd31muNHkcnlyb78a6kEmvvYklR4aNE2LjhqaPEN1cKEs2TR3Dd+a7f1lY+NI+A1SD79I3nuTf0MIOPc/u+V9Zx22ACZbKjbPp4vlamXf25bS2SSDI3MSzdL5fQIqaZ1ZvP88+2tfGLK4GIFzMLoU2Rc3Jt/sNv6wiljiAW8JJ/+obQkHX0VALs7s/z2xbUcP7ZWJhvqiolnSVvDKzfZkzNLtU2++EuZvGTaFYBUre6et5mPTxpQrIBZGH6MjCOc92e7rWtPHE1NxE/iqR9JO6OpgLWmctz83GqOGlHFyePru7c15mNSRX3tZntwuvTYEQS8HpIv3iytKDOkZSevyfIkx46u4agRJfZx4OEy9mzB3+yJ1BWzRjKoIkTn0z/BMHRJTpCTpf9+ahWTBsWZYw4iRRh2jFSA3/itvUJ68YxhRAJeEi/dLCeGpn1VJnrayJHDKjluTG33tmrHSnXxnTvtwfCi6cMYWRuh49lfyEmbudiRyWn85MkVjKmL8smpJVbRBx5uKsB/srPOWqpt50u/lpOj42WyIWlN38i4ATE+PmlA97Yqh0oF9d1/yPhj4JNHDmHSoDjtz/9STjTMfcypOv/1+PsMrQpzUdfFNGsfx8+Rx96M0TzriMEMiAfpePl38tif8A3747e8voGhVWHOnlJeKTiY6K8xck/Hx1II+DxywjlO3ofzPjn5seKTUjmNHSkPmmGOrhbZ8/pk7E+mTVqMhx5NZsaXUPExZZNc0Bm+R/ZOST58Qcc25sQzLjLFdeW6QknIEjaBqCwa7vMQ8sv4vURWJav7CJmlGGq62jtNwpUxfOTwFZM+fwRvTIZ4RJSmAunT5bg5ICzw6lLps2JZ/T6PPJebVpWOcSoFUxHyBUJEAl42eUbCZ59jZy7QS0xfXC40W3FXVt2uuglybmFmg47G5HGsisvHsEn6Op1KX7QeEJBtL0qiEjAUsgRIEySgZ4hYcxlT0XHG9Ml2BpjZO+WkNBAxlb6sCkOO4rGKK7ix8mbuG/nLsrV2C8Xhi5W+iZ5tVLz2XxCuIVkxDoCEIecdeqaDOrWQ9GyE2CULtCd2yvFJCDozandhwAGL9OVspU+eCyrePil9Vm3IVssObS1G5NMkdX+RWp3XdAJeAeFqKoxCcXbVH+P97R22tdPCyNooOzqyKCE5Dg71d9qTel1JkjfrzA1wkhlL6UvulmQmXG1ngrVU/A1J8/MWqeuq9FnEtYvS5wlEZUyfU+mDbhbPXLqDFGGmDauiKe+YI5p9y+Y1XtSns37YBQQnnkqrEcefM79Ly6EY/iLSB5IMZXVf4dwF+3mELCdPqKc25rjOVYWM7qMmGmDy4AqGVoW7Z2Pt0d5pnkfeIISrbbs4QNCjkcPH7k7Fvg4s8qeYZRzQCvbOQDCIx1ZRpb3zWM8qIvlWey6sp1rxiEIcI+//W8bGD59FwOdhWHXEtqha5Fk1F2HaW+U1sF2JUB3t4d5Bz/bO3wC/7eHvgMIwjGcMw5hgGMZYwzB6NqmWQrhKTopWPmHfBGeOqubWmvsJK7tJzflfEMKsjfE+o2ojfPlj40q3VT1KKhXLH7Bjwk6fPJBvVM4lkOugcepXrD7zl1fXEwl4i+OQnAhEpV1p/Yt2TMSUYZXcNuARqjLb6DztN+DxkNd0bvz3+wypDPHtORNKtxUfCB//kYyfe/c+QCbJ+EbtAsJKEw1Tvmz366+vrcfv8XDNCaNKt+ULyrphW96CzTJ+cdyAOLcOfooBmQ20ffxX4PWh6QY3/vs9qiN+/t9Zh5U59tWybtiGl6WdElna4JsDlxHL7GDL4V+yFbBbXt+IAXzOGQPmhNcnVa7GZfYq6vCaCH8b9hLD06toOvl/wB/CMAxufOw9Qn4P/3XO5NJtBWNw5q+kCvnm7wCZJOPbw9ZSk97IxsmFGLA739pENq+XVxU8Htmv5rXyHAMGVIT4y6g3GZ9eSuNxP4Vg3K4zJwT87Lwjyh/7s38r49Be/R9AJsn47pgGBqVWsX5CIQbsvvlbSChqaRUGCipkx1ZbcaqKBPjz2HeYkl5IwzE/sFftfvbUShRV56YLpnRXYUAqOmf/Xk5kXvwJIK1b35zQwqjEEtaOvdaOAfvXwq20pnJ8vicV5uTvSguQmZE1FvTx+4krODYzly1Tv2FbrX/5zCo6M3l+eeGUYqu1cx/P+b0caJ79PiAD7r95RIbDEvNYPfpKW5l4bMl2GjuyfOGUMscL5O+Y7bDrVYb8Xn4zeQOnZl9k82FfkIsOwG9fWMuuRJabP3Vk6cx6QsjfMbkLnvomGAYVIT/fmAbTOl9j1fBP28f+mfca2dSc4vMnjy197EFmC82n7bqQfq+Hm49o5FzlKTaOvUqSOeDPr6xja2ua/77gCIK+EgtNAGf9WpLaJ74EhkE44OUb00PM6nyBVUMusFeSX12zm1WNndxw8pjSxx6kuqtrsrwGUu37xdRWLs39mw3DPyVtxkhnwbrdSX5x/uHFE0Qn/j975x3mRnX27fuoby9er7u9Nhgb08F0Qug9IT2k97ykvel5nZ58KZBeSQhJSCUhlZBgAqFD6KZjsMFgG9u4r7ev+vn+ODPSSCtppV1JI+0+93X58koazTwazeic33naOZeY8OFrLoakmbh/+Lh2Th1czbru81KFnu57fi9rNu/jPS9ZnL+qYfVxbYyc7PgY8HnM5PuQ18KJH2FgxmFAOjyybyTK7qEoQ7ZHJaN9QzNsfcAIp/kraZk5n78nTuKU8K20Bj0FQxNbshtoWwtA/sBY0ddEmHXbs3LXnIQHUlUPTbsBc120hnz0jcQIay8hqyrnGNFnrcAPJ7xE8RsRB6mKi94Ws+Ch0KkV+pGkubfmtnjwJyPga0hVMfR7LdEHxYd42kVfvEHaGvypCfnAaDzVfiAnqbwr69zYnr62eWaRzvL0tbSYCXZ3WyP4GmiwKhQOhmOOAjqNqfygiCO00pcYZYQgIzqEP5n29ClL0PTr5ixP38yMlg2hJkv0WbUK7H2nrrsc2N7aVCGXUBtJ5eNi33V4R3bDm/7KiMd89gHMZD02so/5Kp2vusizx8rF2g4ts4nGk4zGEgXPZ9DyhEbCdk5flITyASrVY7IQTUHjldodswRFSvSNMpz0p6uCYiqx2+GdLdr0RiQyyO5YgERSc+ySTNHXYxVz2TBqbJzt6U95+lRkkIjHvJ6xMG1X3bVaVNHYSdDnJeT3MBCOk0hqnuq3hMGI5V0bk9Nni77MnD5PsImgsqpS2u+FMe1K4qODxH1NzO9sYEfUYZuV0zcaTfC7xFk8fuRXCfp99Kk2QhFL9MUjjGofDVljRlPQS1j70kWYICX6mhnliIXtzGgKpKp3JmKjjGo/nU0BlFL88A2H85nzs+asPpN3WDC8s2UWKEWUAI226FMJ4njZNZjOd7XF2qgt+pJxkjHL6+gN4LOjJWIj7BgIc4HnPqKehlRbo+RIL00Bn5kPhPuNRjjoFak56eKuJtO+w3EeW7TxUI7uMx7JLZHxPX157wSt9R3231YIyXJMsvh6q0x07XPc+82E6S9vh9O/ACO9HDdyO9+KvY4XHwzxFt8+/rN2J5v3jnDVu4/N7ZmzOflTpjrXdR+FWQfh23Az79J/5x4O4ws3JvjVnBG+tvppbli7g/efsl/BlSWOfo/Ja/v7e4xdOslJA9dzWeLlrH24lXc29JqWCTsH+cVbV2bmpmVz/IdM2e1//x/MPQLPprv5n8TVPKaW8aGbAlzVM8K3/7Oeax99kbef0JOZ8JvNkW81nr5r3w+nfR6CLZzc+1d+mzibOx+bxXta9/L41n4e29rPDy46fJzP+G5j101fgAXHoF58lPfFfsMzqoe33tbO1QcM85PbN/DnNVt53cr5pkVGPg59vfHqXPdRI3Jb5/DSnb/lr8lTuHZtD++buYfndg/zwMZeLnnVIalwi5wcdpG5mW67xFQH3buB94evYIuay0X/nc0fDx7iN/ds4rf3bub8Q+ewf3cOr5XNigtNhcgbPm1WxmYu45RtV3CDPp4r1x3I/87bw46BMLet383nL1hRMNeFFS835/+/3zMe2qGdvG/oR+xSXbzu/h6uPnKQv6zZws/v2shpy7s5ZH4Oj6HN0jNNbuJNXzQ/inOP5KWbf8RdHMl3N6zkI4t3MxSOs/rx7Xz8zAMy89zG7OuM9H2036kQG+H9/d+hT7XxhoeX85uj+7lx7Q5+fNsGjl3cOWalMoNFJ5oKpLd93YR79LyEkzd8izXqYL608SQ+vn4XyaTmLw9t5X2n7Mfy2QVyt3pONKLorm8bb4U3wP/s+TrDqok3PX4YvzhuH/c8t5fv3vQMh85v45RlOTyGNvOONLmod33PeByXns2JT3+FtZ4D+NiWM/jU0zsJ+rz85t5NvPW4RZk5c2P2dZTp+3nLl03F3uZu3rPjy0Q9Ad6+7mh+aOX7fuOGdRwwq5lzDp6df1/dy811cd9PjLhe8UqOe+JzPOfp4eLtF/DJtTtobwxwxZ3P85qj5nPCfl359zVrBZz1Vfj3J00+4Iz9edvW/0dCKd694US+/sxuXugd4SvXPcXCzkYuPHxu/n119Jh7cs2VVqXXi1j58Kd50TeXd+98Nf/35HZmtYb44a0bOP+QOZy2PIdX1GbGfnDeN+HaD5iQ0fnH8MaN/w+tErz/hZeyau0OBkZjfOHatcxuDfG67DB3F6nnMTLg9RBNJNHBVtSZXya62Uzu7N/OvpEYuwYjjHgaadPDaQ8AmMmhXf1w3lG0N/h5Si/iDeo2VrRG8y9iYATZUCROMqnNooLt6QuNrRS6sDlhilk9drUJJTvhg5k7iwykQtlGo4mUMGkJ+Xmxf5QofjqVEVIzmgIMReJE4gmzMGIdd6zoM54+X7Mz/9TYM5Iw+5/dpPANGU+fXZk34FUmSqejx1QXPuqdqclaXlK9/gIp0ae1ZjAcG796J5gxJ9RmvOTKYzxbbQtS301bm9muuzUIexsIaVv0xcHvqJpqlX93Vu/0JkYZ1UECKo4v3o/X50Ep8ET6AJPT15Tt6UtEU97/huZM0WfvuxjRZ7eNQCliwQ7UaC8vnP4z9p9/FGGr7P6gldMXHe5jgdpFEg+eQCP7qT08aRfgmLkstcBQ6HzaDbpjKdEXI6H8eD1qjLcpHzNbgqkm6baXTMdGGYh3EImbfpM+r4dYQhuvsKeTFj2Q8vRtG/HhUSbdx8kiq23DAzsVB2gvM/U+Gizx7IkNMRIy48esXDl9tuhrSBeGGRiNsXnvMDvjzeAlU/Q1d2e2ZIG0J9CuwmrlPyYiwxCx3utvgj7T39quFaGiQ3iC85nRFGB9OGiO5bBt1Pqu7fM75G2jIW57+iKEPd60d9miKegjPOwD7czpM3+HVAxI0tkU5JmdQ9ZLo0Twpwq3HLUox9xEKfN7Nia80xRy0YM7UFYIdET7aLAiBwIqQQwf+0ZiY0Vf0vr9S8RI2KGoHj++hmYYhER4kH1DI5wTeIC1LSdyhJW+oEb30RS0xrd115v76aBXpWxa3NXEmk29aK1R1nlsU8PMb28gNmgWPvbqlomLvvQ5UecDlwPPYSIpFyul/kdr/e/x3us6TTPg1b8wk/I/mlA7Fp1If9sHuOaBbVzziFkhe9WR8zhx/wITJjCellf/HH56EvzEhIV6lpxCw2FfZPOfd3DKt2/Ho+Bz5x84Ngcsm1ArvPpKuOH/4M8m1I65RzIw55Ncf/eWVLnWcw+ezRm5wsiceDzwysvhpyfA5SeZpxadSGDll9n5pz2c8u3b0VrzibMO4H2n5PFk2vgb4DW/hOs/CX8zIW10r6Bvv89zy+0vcPPTprrSyQfM5OWHFZgUgrmZLvyxsevnxn3tmX80vuO+yuCf+zj9u3eQ1JoPnbY/Hz59aeF9ef3w6l/C6o/DPy42u+/cj76DvsrdN7/AXc+aMIOjezp4/cpxJoVKwfnfhS0Pwq/OMXbNORx1zlcJ/3WEs753J4mk5j0vWcwnz15eeF8er7kmrvso/MuEx6nW+fSt/CZr/r2FN//SlKM/ZF4bb8+VA5bNOZfC5nvgd68wu591MPqsr6KuiXPuD+4ikdS85bhFfDZ7tSrXZ3zFT41dqz9unmrqZt8J3+OJ1S/ytitNTuPS7ubM6oz5OP2Lpo+bdQ95upaRfNUv8P3Lw4WX3U0iqXndyvl86eUHFZzwoRS8/EfGrhtWmadC7ew7/Ues/9cO3vGrBwFY2Nk4/jUBcMoqk7/3VxPK6elcQuKVP6fxhgZec/m9JJKalx02l6+/8uDCdgGc921Y/TGzSHHTF1CBZvrO+Qmb/rmHd/1mDQCzW0N84uxl49t14odNNdJ/mkmqal9I/BVX0HxzO2/8xf0kkpqzD5rFN159aGahp1ycfYlZlb/1q3DrV1G+EH3nXcXWa/t57+9MrZDOpgCfPW+cawJMLuSGm+Hfpuikap1H/OU/ofWuubzz1w+SSGpOWTaTb7/2sPweQ5szv2wm3Xd8A+74Bsrjp+/8v7P7n6Nc/HsTwdAS8vHFl+Xxujs5/E3Gi2+Fz6vmWcQv+CFt9y/h/Vc9TCKpOX7JDL5/0eH5PYYuUo9jZMDrQWsTZuzzKqJxEzpvLwr2j8bYORAm4mkC+lO5toDxBuikCQ1sW4BPKQZ9RiQd2OxYMR/tM3m/VksRMJNvrWEoGqc15CcZHcVDukF5av/A/m2aa7f0wejPjZgYI/oGUwIoHE+HJraEfGzdN0pE+1OtGDqbrBC84agpMmV5C4biXiL48CSjJn3A8vSpQDNh7TeTSSsEbChuiz7L0+dvSYk+v9djft8OepWJIrnsGFMd+Mi3pUu4ZxNPewFaLdE3HE2Q1ORvzO44P6kQvIFtptCH15+qMgjQ0dYODBovUKCJgDZCbzAchwZbcIaM18Dq02efQ288TJgAAeJ44yOmTL3fiy/ST9wTIoo/JbKBdL+/fZvAG6TZylMcdnj6Whv8Jqw4kU/0medTOX3AlsM/xlfu7ON9s05kf9LC0C4SEh/pZ4HazWjDbJpaZ7Bozy7uGbWqdy45JZXDViinL2iFd8Yi1sQ/ESOufDQHfeOPGxbdLUG2h617xEoT0LERRqzKqSOxBC0eRdQWRsEOGpPDJGJhiI2wMxJgQWfjmAV+u1ffmhf6OYc22pO9KKXoaPQTiA2wDxOFMtO5mG8vClgtf+zokrYGk0+7bscg+7CuoZToGzSLG9mFXAa3m1BCK6LHFzKv6+gIxPeYCsztC9n34rOc+OX/8NeLT2DprGb8iWECTW10NAXYFW90iL52IC367OttxNdOIBaG6AjEo4z6fDnDO4cHMwu56Hg4nd4VHaKrOcCeoQhaaxLRMBHL01eQQFNOT18soY3o61pKMqlNjrC1iBTwJIlYH6rR+s5CgWxPXwwdj5LAg9fjoaGhgTheRocHOVfdzww1yF8bT+aIVFuTfTQFe8x7n7vFLOLMTxdlWWz1Z9w9GKHbEn2tDHPM4k5Cj/WBH/bplnHDO4sZQb8DnKq13gCglNoPWA3U7ICWwfLzTdjF43+G9dfDud/gq23z+fCZB/LAxl7W7xzkXeOJNJuOHjPJf/xPpiDDwmM5AvhWchu/vXcTX3zZQRmVlwqy9AzY7wETt/vUP+Csr/DpziX8z2nLeWDjXp56cYC3FiMUwBQ6eM2VpiDCMe+FnpM4EPiB2s7ldzzPZ88/kKN7CnhgnCw+Gd53rylg8cRf4LTP87/dy3nrS5bxwMZentzWzxuPXVTcj2FTF7z218ZTsfKdsORUlijFj327+P7Nz/Cpc5aPL7ZtFh4LF99lvsNH/wAv/T/ePecQXnvCctZsMj3+XrtyQf6QNCcN7cau/37XeNeWnsV8pbg8tIdLb1jHR85YWtg74WTuEfCe28xk+qFfw4kf4aIFh3L+MQeyZvM+Hnmhj1ccPnf8yT2YH5/X/tp4NQ97Ayw7j1keD1e09PLlfz3F+0/Zj3MOLjKfadZB8M4bTXuQB38Bx17My3sO5/SVB/PQ5n08/MI+zj14junLNx7+ELzmV8Z7dfCrYcUr6PR4+GVnP5+95gneedJi07i+GLqWwtuvMyHED/wMjnwrZ+5/JI8fmeDhF/axZtM+Tj+wu7DX3cbrN4s6//mcqfp58Ktp9fr45axBPvnXx3njMQt43coFxV2rnYvhLdeYIj/3/RQOeQ0nLj+ax45I8MgLfazZ1MuJS7toKVRgwcbjhVf+zIirA86Bwy6iyevnyvnDfORPj/LKI+bxluOKvIfa5sGb/mxW7++9DA44h6MOOZ5HD0/w2BbTp+fons7c+bDZKAUXXmbE7ZJT4Ig3E/IF+eWSUT70x0c456DZvOukxcXdQ83dcNFVsONJ0xOx5yQOOuJkHj4syRPb+rjv+V4Om99uGgQXY9fLvm/+X3g8HPlW/P4GrlgW5oNXPcLJB3TxvlP2L+4ecoe6GyPt+z5qeSDsMMVsT1/c3wIqKz/azoOZd1QqTH80NBMisF8oXZ6eh39jFlE++XyqSJAtZgasioqxiOleFWwc6+nraU7y4pZRkjyLJ9I/tu9ZuD8lgMKxRGqlvSXkY932QaIef6oqpz3x2ztkiT5LcA3GvUS1dU8nYuljKMU+WpnD3lSFP1v0dQY1fm15+iyxnPodPfWz0L0C7rvMLLj1bTELJLlIhXcaT9+W3pGiREoqfM8u5tK/1fxOQIbom9nZQWtolOWzW2BDA/6Upy+WrlLqC5qJeLjPhMhaoZXKau4e8miUNSFu8HvxxwYI+6zw2+zqnWCKoQWaUnUDBrM8fUGv8fRprcf8/oWzhABA/4EXccft9/JOyzsYsYRhhAAx5Scx0scCtZtw83yaOrqZt+cxIiMDZkGqdU4qJ7StgKfPEzDXVCIl+qIk8BUW3lnMbAmy5UXLbluMx4xwBhiJpK/PgFelhFh71ITlbQ/7WJgj2qmt0U97o581m3rZpdtZEjMibVaDpqN/J2s9cwn5PZnhq7boS3n6jKhobfAzMBpn3Y5B+saIvqzwTvsz9G9LFTGBtKdPR4YhvMfc1+0L8by4npFogm/duI7Pnn8gMwgTaW5jRlOAfu24t62wRLv/Zso75u+AmGVPIsKo8mYuKmCut5GkN0P0jYyMkNp7dIjOpgCReJLhaAJio0RoGl/0+RvHePpSnuGhXbD4JQxF40S1n5BVGMpPnGFtiT5/nvDORIxEPEYcP16gOeQnTJDovm18zn8LjycXc7f3aP7H8sR6o/3pehuDO4zecNwjPVZE1sY9w3TPtESfGuGwxTPY/fggSeVlgEmEdzrYZQ9mFs8Du4p4X+3g9ZvmvlaDXzA36fmHzuF8SiwKsOxc88/BK46YxyuOKHLS68TjhUNfa/5ZdDYFOOfgOcVP7m32Oy2VEGozof2A8R4e9Arzz6K9McBZB83mrIMKhKPlYtEJqabWNqcu7+bUXEUixkMpI+Kt1gVgfsxPP3AWpx9YpEizmX+UmbQ6OGH/Lv75wZMmZtfSM80/i5aQn1OXdXPqshI/5+xDxth11KLOidu15BTzz6Ip6OPkA2Zy8gEFwh1zMfOAMXYdPK+NaydiF5jwzJ4TUw8bAl5O3L+r+EUAm87FY+w6YFYL137gxDxvGIcFx5h/FiG/l+P3m8HxznYDxdA2b4xdi2Y0cc37J2jX3COMwLUI+rwcM144bS6aZ8Lrf5e56/YG/va+E/K8YRxmH2wiDSwCPg9HLerMHUpTiIYOs+DhoLslxJ8vPn5idlWXuhsjU6IvnqQxYErJg0P0jUbZNRAm2doMnmzRZz2ed1TqqVjjLIjAwoCjqqSd59P/Qkr0tTWYCUnfSIz5HaRFX4NjYuj1gb+RuQ1xuhgwgg/MJLbb4dGODKY8TKOxZCossCXoJ5pIEvX48GsjWGZYVRidRR7AEn2pEuuRDGHZpyzRZ33eQWsy1+RNECAKvlBmTp9t+6GvNW1s/vpO0+ropI+mJrsZpMI7TU7fk6OxosIRCVrhe8PWJda/NVVIzin6GhqbeeCzZxjP2f0N+BKjeJTdssE+doMJudu9wxJmXkjEUMkYIzpIq8+TmhCHbNHnbUEpR+4dpD19vRuhaSbNlggZCo/N6QNTsj/gyxR9Ywq5QCriwBaE4bj5v63Bz4hqIjnazwK1i1jLodAxm9mJ/+Abtgq7tMxJ5UkWbIFhifpE1BLCiRgxfMUt8FnMbA6ydtg6Rkr0jaZE33A0TmvCvG7n9AF0xY3o2zbiZeH+uVNcFs1o4rEtfezyt7MibML4DgzsxEOSDWoBs1pDmQLa6zNFw8aEd/rYMxRl3fYBumd0wmhw/EIuA1tNgT8Ljy36osOmkEtjF3QsonHDrYDmtvW7WdTZyGcZJdbWSUdjwPTps8kK77SFXSzYASMYkaWTDCe9Yzx9TUEfI3Gv8dJrDUoxODSU3ntkiBnNxv7eoSgd8QgR2ifk6WsN+QgQwxPeB82zGQzHieKjAVv0JVKtGRqzqnc6c/pIRIgrH0HMYtQwIWY+9w8gycd9qxiJ6tS1EIj20dRmXUNDOzN/64AlDtF37AJzv3V4Rjl0QRsPM8iQpxVQE6/e6WCtUup6pdTblVJvA/4FPKiUepVS6lXjvVkQBEEQpjB1N0baIsXOr7LDFO0S9Tv7wwyE4+zqOi4jPBNwePqOTD2VbDKTkDmevvR2A1aBEasyK5BqLG1PxmPhERJa0RTK8ggHmukKxNjP42g/2Pt85jZWfzOwm3qbz2R7aKKkWzHYE7+U6LME10BMEcWa3MejY0SfsaXR2tbsP+SJE9BRtC+Urt6ZXVxIKSP2ooOw5pfkxM738aZz+gZGzaSyoKdv9iFG+K1bbSa/Aw5vTJsjvSHQRMjvNYLA34iKjdIc9GW2bPAFHeGdSYL+tMiLeoIk/Y1m22SCxoCXYHyQEW9LuuCEjfX9Ex+FYDMNfi8elQ7vNJVBPRke5mwitqfPEX1iC0tbENohoLNagwzShGdkF7NUH4m2hdDRQ4Aoc0efMW+2GrOPez595tpLRNMtG6L4ChfTyaK7NcT2sJ3T1w/JBJ5klLBOe/psr7ARfUaIzUwYgbozEsjp6QPosap079Zt+EaN6Ftm3Rdro7MzK3fahFohZgkZy6vY6gjvPHBOm6mOOrLXFNKKh43g8zeA8qbDO/u3pb3IkBLIOjpsqko3dUH7QvyJUToZpK3Bzx/vfRa/StDR0cmMZlMBNmkVxrEXLEayPH3xkLVIaP1mjCS8Y0L5m4Nehqy8Wjs8e3DIIdaiw6nFnT3DEYiHiRBgRtM4FVjzhHfOUZYXtHWu1QLGb7VsAR9xYlnhnSlPX0ybc5iIoa38UHufwzqIRyf4beJMot2HMxxJmN8XX4hgrD8d3ju0K31PWcxtbyDg9bBx7zD4Q8SUnznBMIs6m5ihBtmTNL+F44ncYkRfCNgJvBQ4BdgNdAIvAy4o4v2CIAiCMFWpuzEye/Jt/98S8hPye1LFELaveJeplOvEDgGbmxZ9rU1N7NUtdCZ709v15xB91oTE7l0Wj4wQJkBTMGtSHmzGHx/ihDbH/uwcJRtnTl8ss5ALkM7Vg1Qxh71Znr7+mJekxw7vjKQKuQAMpESfEbn9UUv0qTghFSPhdRRyyfJaATDnUFPM6b7LU1VKM7A9fZboG4km6B02zxX2TIXgoAtN1e7+rWbCbou+dofoc4bC+hshOpIuRW9X7/SZQi463Ec0niTk86ZsTfoaUo3piQ7TEPDSFO9j0NM6tsBJY6cpJmOdL7uvWmYhFy+BrMUGJ7YXL5enzxaEtsdvVmuIAd1AY+/T1udeZMLhgAMiT5rnWuYU5zm1z1PK0xclqr0le/qi+NHeoLkurXM46vD0pbzCvrSnb3bSePqGaGBRrhZMpIu59PtmoIb3QCJOj95CHA+Pj3blDqG3i7n4GlKfrzXkZ9dAhBd6R0zIb+MM4+mzxWGgySxWBJtNIZfoiKne6QjvtD2BntiI5embkWpcPl/t5sOnL6WJsHVaWy2vkyLmbzX3qlXcKDunL9FgRdJYhYCG4rk9fXaIdaoQ04hT9A2m7vPeoSgqESGKv/C9BDnDO1tCfhYr0/uOGfszMBonih+/5enzESdui77s8M5YwkQXJqKQiJL0mOO3BH0M6EYG/V38UF/E/M6G1P1BQwcNcSu8Mx4xzeybM6PXvB7FwhmNbNxtPvOwaqbbbyrrzvJZxXkgVd01H+MuZWit3zHeNoIgCIIwHanHMTLoy/b06dTz7Q0BntllwrtyTih7XmImNI3pEN6ORj+7dAf7xR1l3O3+cU7RxyDv8V7HvmHTbiQRNSFwzdlelWALRIY4onEP4VE/wVAjKtvTF8729KVz+gAi2o/X8gi0hkw1RltU2aKvL6rw+EOQtJ6zCrkADHjazPPWRLc/aoRdSMUJEiXhCWYWcsnFSR+F31xg8tCtfp8p7NLzVngnwJbe0ZS9BTn09ab1zQNXmMd2CF6oLZWjZ4tXY2ADDO6wmk47+vT5QxBqR8XDBImaSbg1Ada+BghYnys2QsjvpS2+l42ew8ZWFPd4Tajf8K6USG5xiL6I5UUMWN9RTtFnF3JxhI3a12na05cWff3JBhpHTFS1t7MHOsw5ODjxtCmn1DKbgVFT5K1QTp/t6dOxdHhnVHtL8vTZYdFxfzP+DNFnnh+NJjIrvTYa0TcH47kb0g15K5jbnr5wsAsiGoZ3MT+2mU16NtsGE7wkV0V2O6/PcY+2NfhTYmvZ7BbY2mE8fVGH6AMTGhoZTHvqW52iz9iiYkPmvU1dqbY6C9Ru3nTcQm6//wEYBILNKS/bqK+VYCD9nYezwjtTdg4a0RfWPjpyiL4d2vpOLC/56EiWp6/THG/vcARvIoryh8bPnQ80pZuwW7SEfCxRVpjwjP0YfCFGo/abXF7Ak4wTtzx46UIuDkHr8UMyjkrESPpsT5+fz8bexSFzu2j0dWTcHzR00jQ4YNqgDFstSJrHpuA42zYM6EY6veY66/IM8Rhz8HtV7j7cDsb19CmlFiulvquU+nu1mrMLgiAIQj1Qj2NkyuOSyAzv9Hs9tDf62WQ1Ac4ZOnb4GzLySwGOXNRBODQT/4g1eYqOpBs7929Jbdfx3D/4rP8PqD3PAg7Rlz1RsSae+3m283xyLtHWHtjn8PTFI8ZTFrI9fcnUBNL26iRUIOVN83gU7Q1+9o1YxVMStujz4vVbnzGRGd456LG8JZZ42pfy9MUIESPhCabOXyCf6Os5yeQ+3vMjE4rpJCu8E2DLvpGMz5CXhSeYyfiaK81jpzemfYFpKO1xTJotb0arVYo+Hd4ZSuUbtjJiRJYV5njSgQs5Yn9LTEaHafUnaNGD7KUj3UDaiZ3XZ4nkpqCPoXAcrbURfT5vRi5pNhHb0+eoHGznadoiwRZ/s1qD9CbTnszAzMWp0NZlvID2N0Kwlf7RGAGvJ6Mi6BhscWyfk0SUiPaWXMgFIOprNoLJKpTjzOnLWCCwPH0LlMnLHKQxb3in7emLNVien8EddEc28UxyPiPRRGa7Bhvb09eQFn1Oj9eBc1rT4Z0p0Wfl8wWbTViyvViTI7yzMbLH5Kw1dqXySHu8uwn6vPzsdctS+2sJ+fB6FCOe5rRNGBEMae+Yr7GTmPaiLU9flBx9+gLedCi2df+Ojjo8dJGhlKdvz1AUn46YBZ3xyBne6adH7SDqMx5RO6fPDhcnEUOrzJw++7OEowmTV5mImQqennR451rdwx37upjdGqLZal+jtYbGTpr1oFlMGbJydbM8fWCLvhESSU1vspEOj/n87QywT7fQ3hgYV+QWE975D2AT8COq2JxdEARBEOqAf1BnY2R2Tl86N03R1uAnaemTWcVUXwUuPHweR6w4EDVorY7bXgLI8PT5eo1nJjpkPII6NkpYB8Z6joItEB2kK7KZ5/UcdgfmZeb02YUm7D59Vs4YONod+IIoRyPn1gYrtBFSnr59EfAFQunnHOGdQ15rkmp5QHojmZ6+mCeQ8pD684kKpUzF430b00UzbBIR4xFQyuHpG8n8DPnweEzBGDv3KkP0LcoM7QTzODaabjodD5u8I68/VUa/VQ1bnj4jWE49pIdDeqxCcNFhZilTUGeXbs9szG5jV/C0xENzyMdwNO4o0OLM6UuMebvt6csM7xzr6VMKupqDqV59Ee2noWMu+EMMB7vxKE2yeTYoxUA4RmvDOK0XvH6SeFCW6NOJGJFkaeGd9uJI2NNoPNDWOczI6XOKvmAbSTzMV8YT6W9oyXs8u4+ubrFEdd8LtI5s4VltxFh3TtFne/rSff9s73FTwGt6BtuiL3Uv2aLPeNnTnj6H6LPuhbaIFfrY1AXBFka8bSz0mM/SkBxN7c/jMYVFHm45NaPnXKqQi118qcHPPlrQVkh4RPtzhndG7Eq71v0bdoq+6CAhv5emgJfeoTB+HcObfR/kImd4p4/Fajt9jQtNwZhwzPTztNuvJmJoT55CLpanTydieJIxtNWyxV7Y2t4fZlZbiKagj0TSLIgkQ+206UGaAw7Rl5XTB+ZaiMaTPL19gL5kI80Mm3zbxCC9tNA5ThEXKK56Z1hr/cMithMEQRCE6UbdjZHpKopZnj6fJ5UT4veqVOGVomiZbcKkkom00OvcL0P0sdd4+JLDRgDp2CgRAnRli4hgM4z0Ehjczia1krZEC/P7bjSr516/KeICGTl9dv6XHZan/AGIpcu7t4Z8qcIexCPg8TEQSaZFXyKaEd457Gu3TlYzyaRmX0RBAEKE8SpNXAVTYjmvpw9SuWb0bU5VMTU2mLYPkPbsbdk3SmPAmz9c1Mmhr4f/fg+8AeNxsTnw5WkBZuNvTIm+Z3dZ1TutsEZb9LUxbISzPQH2N6S9hdFhZlqib4duy90vM+XpM8LAFI2Jp9osOHP6IjnDO+08r8LhnSGfl/ZGP7utuo3bdBeLLXtGm+bTFNlFtGEWDaRbgxREKWKeIN6ElcsYjxKjNE9fZ1MApWCERmY4wjtVoAHCVk6fs5CLx0PU30p3rA+Ajo781aE7Gv10twRpnrEAtgCb7zaVO5NGjM3KFd6Z09NnzsOy2S2mLU/jDOONt++lVHhns1lMsHNyWx09ma0FkY6YJfqs625fYDYLElZYor0QETCh1zOaAvyr8RVc8JJ0z7lRq4WH3R6oJeSjV7cwI+XpGyv6moO+dKVdS/RFI45cWctb19kcYGDQ2OALFSH6cnj6mgM+Fnt2sDe4km5gIBynAz/epHWukjG01wgs+17wez34vSqV0xePR/ETT4k+p6if3RqixRKBQ5E4LYF22tWwWfyyq/I2jxV9PZbX977n99JNI43JFyHcj4ckvbp13Hw+KM7T9wOl1BeVUscrpY60/xXxPkEQBEGY6tTdGBnImkw7wxTbrbYKM5uDRTenBozo00kY3pP2Eiw8zghBu3DIHquzxajl9YqFCeOnZUwhlxYY2IbSSWLtS3h8uBN0AvpeMK/bPepCadGXXcjF6w+Z9ySsiphW9ULACDxfiMFwDL/Vp43YCCRjpvgFsC2whGHVDDOWMBSNE7byiRoSZkJpPH3j5PRBuo1C3+bM5xNRI9hI55xt3Tcyvkix6T7QVPJsm58qkAHAYa83fS+dBJogOkSLXb0zNpoSnLZAaFXDRjjbuW1+RyGX2DAzMOG62xNt43j60qJvKBJPh236PWNySZ2EHeLQRillGrrHE6ltQn4PbQ1+BrX5nl5U3anrNNpiznW4wdjSPxobP1QWiHuCeBLmGk3EIkR1aS0bfF4PM5qCpmm8Q/Q1NRnhM+LM6bOK/sQC7an3d83IL/qUUvzjAyfy9rOONk88fwcAz2jj3S1YyMWR02dfV8vn2F7AGYBOiztb9NmFXAa2Gm+Tz+FJtLaZEbM8+tYixh7/HOZZoarpBRnz2Tua/OwbjmWYF44mMvrwNQeN6PMMGjEZxTdmYaEp6BsT3hkNO0RfxNyXM5qCDAybv4PBIkVfbASS6WvSk4gwl73s9BlhPRCOEVN+lF18KRGFLE8fGG9fOJYAj49ELEqAOHjMPe5cRJjdGkpFNwyF40T8bbQzSHPAm84vzF64AZbMTIu+ft1EMD5kfm+BXt0yfnsKivP0HQK8BTgNk9YMoK3HgiAIgjCdqbsxMju3yllO3l4tzjmZLESL1cN1cHuqCh/zj4ZHrzIisHlWqlCDCveZ1+OmgXVGzzdI5xcBvu7lPPS8tb/ejTBjP0dIWguJpCaW0GMKuaTyeRIR8PpobfCzrW80dVy8AQZG4wQ6rO1GLZssT9/uwHzeMfuv/LlzCf29I6km7iFL9EWVs5BLAXGcEn0vZD6fiKQm1LboC8eStHYW72HiFZeboi3jEWwBnaAjEGcwHEfHwyg79M3K6Rvr6WsCrxUOGx1mRtKIvhfjbSzN5enLDu8M+hiOxDPEXKGcPtvTl51/F/J50k3Z4wlTUKYhwCDG67TTm859Srb3wGYYDsykA+OhKVjExSLhDeELR0gmteXpK605O5i8vr5YCCIvpHL6Gpua8e1TDEfiYxYI4sE2GIZhHWRhV0vBfc9tt7+rTtizHq08bNQm9DZneKddyCVHTt/y2daxGi2haV+X9j1nF3LJbtcA4DF5dTPilsCzPH27vbM5UN9thJMlvuxw0RlNQdbtGMjYzWgskZEX2hz00UtrSlTl8vQ1ZXj6rOq/Uce1ankYu5oD9O8x9gVCTYxLKqdzNC18923EozRbvebzP797mEODIZTd3zIRR1kevIZcos/rJxGP4ieBshaRnNfTrLZQ6jofisRp9LfRqhK0+qIwtNu0tsiRj9jdEqQx4OX+jb0cQSO+aL+pogrso4X5ZQrvfCWwRGsdHXdLQRAEQZhe1N0YmV06P5ZI4vUovB5Fmy36chVxKUSLlf81uMOEdDbNNAINzGM77AvwR/sA8CTCJDwNYz2KwfQkuGnuMp54MmwaY9jFXBzhnelKgHZOnxWe6szVCzTRGvKn+uCZ8MYg/UMxGhutSV/YagJviaGAz5Oqrtc/avp0AQTjRnDG8Ofv0+fErqi5L8vTF4+aUFUyq0sW7ekDmH1wcdtZHtFOX5h4UpOIhvGlPH3t5rjKVOgk7Ajv1FbuXXSEjmQvSa3YEmni8OyWDZAORwtmFnJxevoK9umLJwk4Qv5sgn5vhqcv6DOevgErp2+Pb05q20BXj3lOdTIfGByNsaBjfG9P0huiQUUZiSXwxKPEaC5Z9M1pC7F3exASaU9foKGZxoCXkWgi3bLBulYSwXbAtGvIV7lzDC2zYbSXRPtioqN+GvzeVJhgBjk8fctnt/L2E3o49+A5ma+lRJ/D0xe1qnd2LR2z66gnRKsd5thkRN8ubzcBYmbBJxXeaa6DjiZHASWL0VgyU/SFfGzQ6Xs+qn0ZYgqMMIxYOZJ20Z14NEJc+fEFW1LH7WwK8PwzA+CHUEMR59X+3HaDeoC9JiLhBW0WstbvGKS5sQkiluhLxlJe+ibHAkiD32uK1Hj8xGMxfCqO8tqevszwzrh1PQxH4ox4zf3ZxqDx9OUI7QTj9e2Z0cRT2wcY8DahkvFU+HxX91wOX9CW831OignvfAxoL2I7QRAEQZhu1N0Ymc7p09b/yZS3yg7vzOlBKITt6RvaYSaMrfPSBUb6t4JVsRMgFDMCy5uIEPfk8lRYE8DWeSyY3c1u2kn4GlLFXPr29aa2y+75ZU/WfUFHrh7G0+EM70x6g8bjYE8MbY+ZtfLv93pS3pmB0VjKyxCIm8llRAUzWl0UpGNRDk9f1FTZxHwf9iS4mHDEkrE8Px1eK4QxMuLI6TMTxbSnzw7vbEx7f6JDtMb3spdW9kWSYyorAunCE3bLhpCPoWg8/f2M16cvlshozJ4y3eHpM03evSa80/L07fWnRd+MBcsBeHbEXD8D4VhRnr6kN0SQKMORODph5/SV9j0s6GhgR9iPdoR3NjQ202R5PFNFf2zRFzJFVoZ0A4uKFX1WRUdPt/mcs1rzhGCHxnr6Aj4PX3r5QalKo2M9fbboswq59G/LbNdgEfFYItrflFogWe8z9vDsjWlPn3XtdDYF2TcSJWFXhwJGo/GMgj2tIT+9OERfTk+fN+3pS0TRWpOMjRL3BIztdnhncxCVNOKsobEIT59T9NlYou+55GyGI3Fe6B2hpbkp3WYlEUVZrRicdjb4vamcvqSV06d85vfUWaE4I7wzEmfYY76vVj1kWjbkEX2QLuyTCFjfsfWb+L13nM7rj1447sctRvTNAtYppW50lKO+toj3CYIgCMJUp+7GyHTLhnQpfHsyaod35iwQUQh70j+4wwoNm5+u/Ne/1ZpIKQYCs2hIDJBIarzJMAlvDtFni40Z+7O4qxFQDDUuTE1wbnrkGfN6qC1dACQrvDNg5+pZIVmtIeOZC8cSEA+TtHJtGhut7bLCO/1eRdyaqA9Y1fsAApanL4q/uJw+MCGeuUSfI1/KFiel9IcrGkvYdXiMGInHwmnR5wuQ8DbQlsrpc3j67NC32Ait8b3s0u1obSpAjqF1TsaxmoM+tCbl5Qk6PX15WjaEcrSCCPm96UIu8SRBS/Q9mVzME8keNjcelNrWu/BYLm/5X/4+chha66Jz+rS/gRBR49lNxIjhK/l7WNDZyN54CJWMkxw21WkbGtOevlhW0R9tiz4aWJinMfsYrIUVT/eBtIR8dOe7R1OFXDpyvw5jRZ+dvxloNh7e6ODY8E4gZos+R1GiZ9QSXvD1wCNXmff5GkzbAqCz0Y/WxltuMxobm9O3V7emHkfx0ejPPP/Nzpy+eISRaAJfMkrSE7S8k0a0zWgKEMIcq6GxiPPquMZT7H2Ofk87u6JBntlp7ve2lpbUbwmJON5UIRdHeGfAy2gsaURfIkaABB5L9AV86ZzW7tZghugbVFZIdHLAVO8sQvR57MqsdlVjh8AvRDFX9RcdfyvgJOANRe1dEARBEKY2dTdG+rNz+hLJ1GTUFh8le/p8VhXJwe3G07f4ZCNqmmeZXn3xMLQtIEw7baPDDIzG8CUiJAM5Jq62p6/rABZ0NuJRsMs3h7ZeE97Z32c8fQl/M2GrSETImnwFfV5+cNHhHBPug+dwePrM5xoIxwjFo8St/llNtjcgh6fPDsnrd3j6/DEzCQwTSId3jufpa18Ez95sevXZnpl4JBXeCea87xgIl+xhKgrL09eqRoAGktFRcJz3SLCDrmj/WE+fTXSEpugeNuh2IN2QOoPuFfCaX8EB5wKkJrV7h8xEOeT3jgnv7B+J8cyuQY7u6TShm9m5nRhPny3sbW9gwOehP9DNy6Jf56UNjoIXHg87ll7EY2u2MBxNEEvo4sJlfSFCapiRSAISUWIlFnIBWNjZyCaMIIr0bacBaGpqpik4yoijT5/Pzv+0Ju0jNBS/wGL3bpu5nHntDSzKJxbnHw2HvQEWHpt/X7ZIGNhmQhUtceIMrc5o12AR81qirzEt+iKJJHc1n8Wbtl1h7vlgOie3s9n8jvQOR1KFRkajiYxCLc0hH/sc4Z0R/GPCO5uCPiIpT1+E3mFTKEV7AyYPMWp7+gIEMfd8c1Mz45LT0/cce4ILGAzHWLfD3O8z2lrShaGSMbx+U7HV2W6mwe8xffr8fnQ0hp94ug8oJsSzSWtC/nR12KFInJAyn70pMWhEX452DTa26As0d8CwsdV45YtbOBjX06e1vgPoB84Hfg2cDlxe1N4FQRAEYQpTj2Nkrpw+21u1uKuJoM/DQXPHzw8ZQ8scE8YZGUh7Cdrmp8M7u/YnGWqnXQ2xbySKX0fRvlyiz5qsdS0l6PMyr6OBzXo27NvESCRKfKSfiPazN+Lo7+YQXhcePo/OVmsSaa3O22J2YDQOiQhxZYVdNdmiz87pM/Y4wzuNl0KhvQG8UZPPFNF+R57WOFVO2xeZQhHDu9PPJSKp8E6nfc4m2mXDCvdrxngzdGw0o1DEcGg2c1Sv8fRFh40X0GNaC+BvhOgQjdE97NJGqOT09CkFB78qtV97Urt3yEzAgz7PmJYNVz2wmdf97F62948aT59v7H6DPk9q+0gs7Q20z1d2JdGD57UxEk3w2JY+oLjzqfwNNFiePpWMT6iQy4LOxlRF0fiAqcDY3GI8fcM5cvqUJboSgeYxeYx5SYm+ZVz59qP57PkH5t4u1AavvLywpy/QaL5bncgonJTxd9vY8M647elztAmJxJM81Hqm6f24+e6Mfdi943qHnZ6+5FhPH5mevuzv1e/14A+mvfd7h6MEVQzlC1nhnUacdTYFCSpzrJaJir7e5+gLLWAwHGf9jkEaA15am63tEhFIRFkyu4OfvumoDO+0M7xTJ0x4p9fnzNf1pXqf2mJxOBKnT5t9N0R2QaS/oKevxxJ9DS2dKVudAnw88l7VSqkDgIswK5Z7gT8BSmt9atF7FwRBEIQpSD2PkWmPi53Tp/FbpeTntjew7ivnlNauwaZlFmy+1/zd6hB9O9easM8Fb4TETjp4ml0jMebpaDrM0En7IkDBvKMA059qfW8XZyQivLD2Pg5RzzNIA7sGIo7+blmCwQ6dTIV3munOQDgG8UgqVKzVFn2p8E7b06dSVU37R2N4PQp8oZToG3WGd3qKCO8EU8zFntAlYmnvCmlPZEmFXIrF8vQ16RFgBtrZpw8YCs5iDg8ZT1tsNLO5u78RIoMEw3vZZaWu5vT0ZWHnMO0ZTnv6sls27B2KojXc/NROqx1DLtHnHdOyAYzo294fHlPa/+B55rPe89ye1Hbj4QmY8M4dkTgqESOhvGNyysZjQWdjKs8wOWhEX0tTK02BAXYOhlM5fbbw9ViFVFSwNcfe8nDQK8zixKyDmOspzb6cNM6A/pFMoefw0uXy9MV9dnhnpuiLBLvggLNh/fUZ3kLbu9c7nO6ZGc6q3hn0eRhQDtGn/TkXAObNaDO/tPEIvcMRgsRQ/pCxeW86vDNohXc220KtENnhneEBGNrJ4IIeBnfFWbdjgANmteBx/p4k4jSGQpxz8OyMXTUELNHn8aETMXwqkeHpWzijkQ5LBDdan38okiDhMec81GflPRcQfUu6mlAKWu3ejqP70r8vRVDozl0H3AW8TGu9AUAp9dGi9ywIgiAIU5e6HSOzJ99RR3gnMDHBBybnKGatmNtegrYF8NQ/AQ0zluIdjtOohnhmOGLCsHwNY/fTtRQ+9XyqwuCSriYeeaEDFCz758vRHvhp4mWsGIrgs7wk2eFgdnU9u6dXKrxz1Ii+CGYy1tKcHd5p5/RlevraGvwobwCPJfrC2p8qgDOup6Zjkfm/bzMssPqtxSMZk+20p68Cos/y9DVq892oeDgjn3DQ380y1UvEpyzR5wgVCzRB3wsokuyywjtzevqysD0ZewYdnr6s627AyvO66eldxBPJsa07MFU/9w6bKqphR96ffZ6ybdl/ZjNBn4e7N5i8umJEtCfQSEhFGY7G8WhTmbHUe6A56MMTaoUkqOGdRLSf9uYQjUEfI3vSffrsxRVvs5m0+xtLEH2tc+HUT5dkV0EaO03odcAhjmzBprzp4kwOErnCO+MJ890e+qYCos/h6Ytmij6lFNFAh2l0A3j8wZz31IKZHUb0JaLsHYrSRRSPP5huKA90NQdTos8XyPHbkk22p8/KkRtt6SGaSLJ22wDnHzonvUCTiFrVO8deV86WDSRiBIjjc4i+n77pqFR0t8ejTC/LcJyY38OwDtK0x8pVtj26OehoCvDrdxzD4Z1xeNB60uF1HY9Cy1OvBnYAtymlfq6UOh2TryAIgiAI0526HSP92eGdjkIuk8Ju2wCZnj57Nte1P/7mTlrVKIODJpzSk6MfFZBRbr6nq4kHIwuId+zHI53ncmbsm3wrfhG7ByKO8M7xPH1mktY/GoNEhIjVbL2tJZ+nzyn6rH5vviDKagw/qgPGQ1rMeWtbYP53Nmh3NGcHZyGXCoi+QDMoD6GEU/SlJ8R9gW6CKk4oss94PLJFX+9zACnRN0Zg58D29O11ePqyc/rsaqr3PreHvUPRjMbsNkGfN7N6p7VNu3W+sr2OPq+H5XNaeWKbub6KEdG+YKNVvTOBNxlLVVwslZY2E07pG9lDGD/tjQGaAl6Go2P79IVazUS9qbVACGalsYWbU/QF7Mq5cyGHNzHps7yZzvBOq5UGS88yAsRqAwKmZQNkevqyC7kAxEPp+92X5zehZ5aVBzkynMrp8wUaLNE3nDqeLfpyRhFkky36rMqd8fYlAAxG4iyb3ZLeVzxiNWcvIPo8fkianD6P41pqCHgzvNlNQS/DkTjDkTj9qgV2r7NeGNuY3clLD5hJW4dD6JUQ3pn310prfY3W+vXAcuB24KPALKXUT5VSZxV9BEEQBEGYYtTzGGn35LOrd0YTydSEfFLYngHlSQtAZ17QjKUEW8xkJbZvG2BC68ZjcVcT/TTzyIU383X/h2iauwKAXYPhVEsAu09fCjtfztGyAUzDbuIRwtqH16NobggZe8d4+lQqJG/vUMSIMm8g1UB6NGGqgRYl+oLNZmLmrOCZiGaEd1Y0p08pCLYQiA/i9Sg8yUiGp2+f10wy/cMvWqLP8Z0EmlK9wHanPH3Fh3fmyulLe/riNAa8xBKa9TsHc3r6gn4P4Xi6yqwzvNPYMlaYHDKvNdUioJgqnL6gyekbDsfwEcc7QdHX1m4m38HIHkYJ0tHopzHgYySSGNPTsbHN3AfLF82d0LHKgl3MJcPTZ3mfc4R2AiSsBQGnSIvELdHnC8Cb/gJnfCm9O5/XNF/PyOkbW6m1IRRi2Apz9AZyF5HqmW2Oubd/kN7hKCFPDE/ACu+MDkEySdDnpS1g9Zf05d5PBtnhnXY1zI7FqU2Wz25N/57Y2+Xw9KX69Hl9qGScgIqjCtjQHDRtTUwFz9b0b1CB8M4UXn+64mo5RJ+N1npYa32V1voCYD7wKLCq6CMIgiAIwhSlXsfIgNeT1aevDKKveXb6f6tke8rL5WuA1nkpD0dknxESniKqztkV657fPcS6HYMcNr+d1pCPXYPpnL4xXqI8nj47vHM06aO9wW/C+LzBHC0bjKdPa81T2wdYNqslYxI5rH1ESzlv7Vm9+uLZhVx8GXaWnWAbKjLIfjOb8GTl9O2xRJ8aeHGsp8/fCNoIll1YhVyCRXj6UoVc0p4+n9eDRzlEXzjGsYs7UyGAwZw5fWP79EFa9GXn9AEc7ChCVExOny/YTIgoI2Fjq2eCom/GDHNte3WcMAFaQ37jzYnGx+T00TIH5h6Jd/7KCR2rLKQ8fTkKueRo1wCgrWsjGnSKvkT6u5t3JMw8IOM9nU2BlKcvkdRE45nN2cFcL/3KfG+BPKJv6ewOklrRNzjE3uEoTZ54upALpELLu0JWZEFJnj5LzO19Dlrn0dicDlFdPrslvUBj9yHMJ/piCbTD04cn/6KDHd45HIkz4nFUTR3H05c+YLv5v5yiz4nWuldr/TOt9WmlvE8QBEEQpjr1NEYGfB5HeKcevwJlMaS8e44Joy36ZuwHHg/KKlUftzx9vuD4nr557Q34vYq7nt3DUCTOgXNa6W4NsXswQqTIQi52eKFdyGUk4aPN6kmIL2DydCAjvDOe1GzdN0rfSIyD57dliL6RpI9YPEmg2PPWvtAUcrFJRDMmjgs6G/F6VKq6X9kJtUJ4gIPnteHT0YzqnXs81iRzYNvYQi4OQbBbm0l5LqGVTbqQi/H02WIn4PNkhHd2NAY4bbnxbOQq3mH69CXQWpu2Dr5MT1+ugisHz0uLvmJaL3gCIXwqSSxsKkA687BKYfbMdMhdVJm8tIaAl6SGoYi5vlL3mS8I770Nlrx0QscqC7nCO+18vDyePvv+iATMfay1Tnv68tDRFKDX6teYzzPfEvTRr1qI4acxmPs7m9PeQBQfA4MmvLPBEzch0vY1aoVovv5wy1NWjKfPazz4dk4g+zZBR0/quuluCdLRFEgv0Njb5QjvtL/rpPLhScbxkcgI4c6mKeizwjsTjPis3M5Qe3F2Q7ofoyMUfjzKsLQnCIIgCEI94femS+GX5LEqhB3e6ZwwNnYaL9+M/c1jq4y8Gtpu7AiO7+nzeT0s6Gzk1nW7ADhwTgvdLUF2DUYck8jChVzACAW7ZcNwwpvKC0t73FTqfXa46yNW6f9D5rVleOaGkz7jIS02LLZjkSmakbQak8czQyxPW97NnZ86ldltFRJ9wVaIDHDInGb8xBlKpIVbr242fQj7txrRl5HjZeVwhdqJYM5NMeGdQZ8Hn0cRjZvQYbswR8DryQjvbG3wc+YKU7giZ3in1bLBvlZtj1J7Y+6cPoCls5rxexUNjjzCglj5jYlRk6/py+NpGo95M9oIa2NXwmP2YZ+r/tEYSpnQ6pqhMVd4ZwusfCesuDDnW5S17YjfWrxJarSmoOjragqkPL6jUet+zeHp26tbiSlf3sqpSininiCDw8bTF1Jx482zharlhZttf5xiPH1ghKwdttm3GdoXpVp2LJtt7dv29Nm5fznEnL3wlFA+fMkIHnRB0dcc9DEUMeGdYZ8l4AoUcRl7QOs9jkqq4yGiTxAEQRCmGUGnpy9ReKW+aJq7TdW/9gXp55SCc74Ox3/APLZEX3BkBwD+UBFl1TEVPEeiCZQyE7GZLUF2DYZz9ukDxnj6wOR3GU9flKGEl3arfHpqW39jqnm6XRX04c378HmUFeJltovjYTRuwmMDRYd3LjTevSHzuUnEMkSkUop57UVUG5wooVYI93PILDMR3jmSfmk0DrvVDOPpiw6PbdkAGZPRYgq5KKVSIZ7O7ybg8xKJJ0kmNYPhGK0hHycvnUlTwJsqZ+8k6DPFMewQz/Gqd9rvWTa7pfj8SMvrqUdN8Re/f2Lhnc62DXGryqUtYPpGYvi9nolXxq0EuTx9SsEF34M8YadDs4/hpsSRDAaMNy0lxnN4aW1mNAfYY4m+fC1WWkI+diTbGKWhYLuMpDfAyOiI1bIhau7JVIim8dSm7vkCgiuDQJMJ74yFYXC75ekz187ylOizBKTt6fOOvbZmtZr7+bHtIwR02Nouv6fZFn3DkTjRgC36isjns0l5+srQp08QBEEQhKlJwJeuTll0QZLx8PrhjX+CWQdnPr/ynem/reIRHYm94IVAaHxPH5hefQCLZzTRGPDR3RJkt+Xp83sVvmz7U56+aOqp1ga/ldMXZkh7HJ4+a1uH2LHPxyMv7GPprBYzSbW2ixIgmkiWmNPXY/7ve8FURkxEMgq5VJxgK0TWsXymOebWQc1+1kuReIK9npnM688f3qlaZuOxPFXFFv1pCvjoG4ll5OrZiw3D0ThJbb6ThoCXf33oJLpaxnrYgj4PSQ2DVnik7Q208wDzhW++/LC5PLdrOOdrY7CErY7Ynr6JeVvntIXYQgMz6Sfpy2zC3T8aK36BoFrYYsHRYmE8YrMO5z2xT/DXhPlO7fDqYA4vrU1Xc5C9Q1GSSZ3yzGeHCDcH/fwoeiF3tJ5GQwFPsvIGSEYibA+HCTTEjBjLCu8kHjbPFyuwA01GzPVvMY87FtHdEuLE/Weke/HZCzRWE/hc4Z3nHTyHt5+wjycfGOYob8TUci4ivDOZ1MTa260TUYros94jok8QBEEQhHw4w+zKVsgFYOmZhV8PtpLEwyzVa+xoKE70LZ5pRN+Bc0zuS3dLiHAsyZ7BSM5csIwS6xatIT8DI2HQCQZiXkdOn8PTZ2GHbT61fYBXHjEvY7uoChCJJY1YLtZD6mzQvuDYMS0bKo6V09fsMeLphYFE6qVwLMle30wYeC5Hnz7zt2qZTWPAV1J4ou0tcYZt2jl9A2HTe88uXLNkZvPYHZD2CPVbPf3s7/r4JTP41msO5ahFuVsevPfk/XI+nxPrWomN9BkbJxje6fN6iHibIEkqZDTT01dDXj7I7ekb7y3W57HFW9rTV1j0xZOagXAsHd6ZndMX8rE50clAZBZn5SjoY+MNhAiMxIgnNT5ilqfPunbsIitZodPjYod37ttkHrcvIuDzcNW7j0tvU0R4p8ej+OLLVvDYrm48W61iMoU8fSHj6UskNYmQdR03VdbTV2PLDoIgCIIgVBq/T6UKahTdb64ceDyEfS3MVvsAaGgobsK5eIYt+oxXYqblFdrcO5Kz6mPO8M4GP6OjowAMxr20N1gTtxyePrtASyyh04VBrH3GVJBI3DTcLr6Qi6NXXyKWedxqYOX0ETdhZxv7k6mXwrEEfb5uGHzRVEDM7tMH0DyLkN9bVGN2G7uYizP0zyw2JOi3CnuMF4Jpe5BSos/6rn1eD69duaA8OXLW9x4b7jM2BieeV5nwt2Ts0/b09Y1Gq3ePFUvrXOOxcvbXHAf7/I9Es0Vf4fBOgD1D6Rzc7PBO+1rZNxIrGD7sCzSkm68nrfBOu82EHXppe/qKxQ7vtEVfR8/YbbILueQI7wQT1nx4jyPHbpzwzlhCMxiJo22vXSmevpbZZnHBbr1RBDV2BYJS6ktKqW1KqUetf+e5bZMgCIIguE05x0enp8/06aueFyLib2cmfQCEGosTfQfPb+OoRR2cYRX96LZE35bekbE9+sA0llbejEIurSEfkVGzUh/FlyoGkvb0jQ3vBEc1SK8t+gJE4snSPKT+BmidD3ueTdtUijdisoRaIRlPtabYMazptSprhuNJBgLd5vVkPKtlg/X9tMymIeDJWTglH7bgcXr6gn5TmMVuzD5eiwrbgzQwmhneWVZsgRA24Z3B4CS+FytU0u4/mZ3TV1M0dsIHH4QVryj+LdbnCac8fXbLlPyfbWazOZ+7B6Ppwkt5RJ/zGLnwB0M0eOJ4SeDR8azwzgl6+uzwzr7N5h7PVUwl29OXI7wzhfO1cQq5AGhNuqhOKaLvmPeaCrB5BGhO04rfe1X5ntb6cOvf9W4bIwiCIAg1QlnGR2fpfOOxqt50IBFsw6tM+FNDY+6wvmxaQ37+9r4TTKNkoNsqmrBjIJw7vBPMxC/L0xeJGE9fhEBa9OXw9Nk5gl6PYoUVUmpP/GIeI/qiCV1aU/vu5bD7aYhbeYbeKoq+oPUZhk0F1Ah+ntxmCpdEYolUYQ5gbHN2gOZZNPp9pXn6Qvk8fcmUiGsdp4+e/d5sT19ZsURuC6a6TXASnj5vgznP3qA5b3b1zsFwvLRrpVp0Li5JNNheuJSnL2ZXVS0Q3mkt0OwZihCO5q62a18rkF4syIXyBmnzawKWty+jkEtkgp6+VHjnZhOG7cnxWcYUcingpfcWJ/qcnzPScQAsPhkWnVC83cFm6D6w+O2pXdEnCIIgCEKFCPi8jj59ZczpK4JkKJ2H1Vik6MtmZrNVcVEXqCbpDWQUcmlr8OOx+vFF8aUFRw5Pnx22ubS7OS00LJGWsMM7Sz1v3QfC7mfS5eELhH6VHTv/Z2gnAGECPPmiJfriSYZCs9PbZog+y+vXMpvGoLfghDyb5kCenL742Jy+vGaPCe+swHVqVe9sUeZ7CYUmLvqCTe0A+CzR1+hoZF9zOX0ToNFvvtPRrPDOgDe/GO9qTou+fJ6+Fofoy34tA1+AVn+CAOb6wRvMUchlIp4+K7yzY1HubWzxFikc3glkNmQvGN7pWAxp6oC3/Qs6lxRp9MSoVdH3QaXU40qpK5VSubN0BUEQBGH6UZbxMeBVGeGdRRckKQcNabO9gYm1KWht8KU8J/k9faExhVyCGBEY1f6xffqchVwsMeds9J1q2eAJEo2b6p0leUi7V5jQzt3rM/ZXFWxP39BuANpbWli7zYQzhmMJRp2iz1nYY9GJcOhFMPcIPn3ugXz8rGVFHzKnp88u5DJaZE5flqevUO7YhLGKrtievoZJiL7OTpPP1dFmwjydPQ1rLrxzAoSsUOrR7PDOAmK8vcGP16PYOxRNeQjHiD5HQ/ZC4Z34QjT7krR4LdHnCxoB5gs5WjZMJKfPCu/Mlc9nHwcKNmdPUaSnr9nxmUtZTJkMrlyBSqmblVJP5vh3IfBTYD/gcGA78J08+3ivUmqNUmrN7t27q2e8IAiCIFSIcoyP1n4KjpH25FtrXd1CLoCvyVFtzjcx0aeUSuX15Z1w+gJZ4Z2+lIcggt/Rpy9/y4aD57Y69md5+rzOnL4SvDd2KNb2R8z/1a7eCanwzvndndz3/F5e+ZO72d4fxt88I/1dOD19zd3wqp9BoIljFnfmrZaZi+YcOX2p8E4rp695nMmunStWWU+fJfqUCf1tCE28X2Jbu8nNmtlhzpNT3EwF0RfwevB6VNrTFxu/eqfHo+hsMr36Un36CoR3FuwD6Q0wI6T53dsPM49tcRdozvL0lRjeGe43/9rzefps0Ze/emcKpyAsIA6bHJ6+8e6DcuFKywat9RnFbKeU+jlwXZ59XAFcAbBy5UpdPusEQRAEwR3KMT5a+yk4Rga8pk9fLKGtx9ULPfO3GNEXx4uvhHyibLpbgmzdN5o/HMwbzCrk4k/lAkXw5fD0pSf7CzobaQn6OHF/ZyU+S/R5QkQiSTyqxIl81zJAwfbHrP1VuXonpMI7D5jXxd5no7Q3+vnc+Qdy0TELYeNc6H0us5DLJEiJvmxPXzzJwGic5qBvbH/FbLMtkdc3UkFPnz/T09fYMHFPX6rnnRUy6vEoGvxeRmOJ2uvTNwGUMp/H9tjZecHjfS9dzUH2DEWY127OdeFCLgV+E3xBPIkoi9t8qcfGgObMnL6GEoIgAk2A9ROZN7zTB8qT7tNXKDTbW2x4pzOPsQLXdQ5qrk+fUmqO1nq79fCVwJNu2iMIgiAItUA5x0d78m03aK+mFyJkib4ogUlNQuy2DXmLe/iC6aIpmKIhdrn3KH5HTp/t6UuLncVdTTz+pbNQzgbP1nZJr8np83o8pYXFBhpN+NiLj6XtqxahzPDOlx25hMOO7Ga/mc3pz9g2zxJ9E/d0OUmFd2bl9NnVO1tD43/7VSnk4itfTl8qd9JxLTUFjejzV7FCbiVpCHjHhneOcx90NQfYPWSqd/q9aszvjTOnr2B4p9cqzpRdATfQnFW9s0RPn02+8E6wQkjt6p0Frl3nYk6h8E7HZ57Snr5x+KZS6nCM7N4E/I+r1giCIAhCbVC28dHvzRR91aws6G82oi/mmZynq7vFTOzyhvx5A2NaNgSUCe/0BULpHm85PH1ApuBzbGdEXxK/l9K9N90rYP3qtH3VIsvTFwg1sn9rS+Y2rfPN/+USfTn69AUdOX3jVe6E9Hdb0ZYNKU+fCe9Uk/lebE+fQ3QYz1UN9umbIA1+L6NRK0y6iOqdYDx9G/cMMxpL5BTuQZ8Hv1cRS+hxcvos7308j+iLR0xBlgXHFv+BnDms+cI7wdyvxVTvLLJlQ1OGp2+aij6t9VvctkEQBEEQao1yjo+2py/qgqePRhN6FVeT83TZOX15wzuzC7k0pAu5BIOO1X174jhefqHl6dO+ULpqYaliufvAtOirpqcv0AwoGN6d/9ht88z//qaxr02AlOjLk9M3XuVOqJKnz+Ml6QnQou2qqpMQfbanzyEkbBEzVURfY4anr9jwTpPTNxpN5LxflVI0B33sG4mNG95JPGpCOCEtroPNMNILG+80wuyAc4r/QPZ3FWqDhvbCx05V7yy2kEuBnL5A9UXf1LgCBUEQBEEoGruQSzRVcr361Tv9ocmJi/HDOx2FXAa20+qJpAq5BBscAi9Hn77c+7PaRPhCJJKasBWqVhLOvlrV9PR5PMbbFzEVO3OGv3UuAVThiW8J2OFr+XL6xqvcCemwwb7RGF7P2LDAcqF9oVRO36RaacxbCWdfAotfmnrKntBPhZYNYO63VJ++osM7g4RjSfYMRfMWarGvl8LhnZb33g7bThVysSpwrr/eLFosPrn4D2SHdxby8oHx9MeKCO8ssmWD16NSn7WU/peToeY8fYIgCIIgVJagN1P0VTXfyBJ9rS0T69FnYzdozyv6vEFI7DPC76cnEPD4eLlvP/OeUA5P33iizw4DtbZP6gl4b9wSfWDy+iKmN19O0XfIa2HGUmiZPfa1CWB7MrJz+qIJ4+lbHmrJ99YUQeu7HRiNFe7fNkm0L0Rr1BLEk/levD44/v0ZT01FT59dhbOY6p0AM6xefVv3jeT9Hk0Lg9HC1Tt9IePli5tQ3NR3FWgxRVbW/xv2Py1VSKcobE9foXw+SOf+Oo+biyJbNoBZEEhqPW5Bo3IxNa5AQRAEQRCKxu/1oHW631ZVJ6QNpqz9RNs12KRz+gp5+qKw8S4Y7QV/A+d67gWgsdEh+rxjC7nk3R9k2F3yeZuxNO0JqGZ4J6Tz+rwB4/nLxuuHBUeX7XAtuTx9Xi+JpKZvpLicPltMJHWFQjttnIJ/Mp6+HNjid6qIvoYMT18Sr0eNK1q6ms29s6V3JO/32BIswtNn34N2mKXT0ze43fxbdn6Rn4T0eyF/5c7UsR1CstA14ikuvBPMZ65WERcQ0ScIgiAI0w47F2044oLoC7aa8uelrMbnYHZbCKUKNPi2Wzasu86EfH3gfr4d+l/+ED8NWuaktyvZ05e2ezwPxxh8AZixv7U/Fzx9MGmxXSwzW4IcNLeVgxy9Du3rbigSL7J6Z/r8VlL0qQqKvsbg1PL0ZVfvLOYe6LI8fcN5cvogdzjwGOx7MBWm7GjZAOZ35YCzx7Ung6LDOx33a8Hqnc7wzvE9fdXK5wMJ7xQEQRCEaUdK9FlV+KpZvROPB0LtkxYfXc1Brnr3sRw2vz33BnYhl/X/hv1PB38D97ady0N9x/GhJueqfWmePuUQqxOayHcfCLvXVV/02Z6+KnkYQ34vq//3JRnPOa+zYjx9SqlUHuB4FSIng8efI8ezTNievmr2wqwkpnpn2tNXiuiD/J68lpCPxoAXj6fAebKv3XBWbmrAEn0Lj4fGznHtyTTuAFj5Llg+jofQed+UoXonmHYeiWT1Wo2L6BMEQRCEaYYtVoYjluirtheieVba8zQJTtivK/+LvgAMbDN/L78AIOVdanMKjmI9fdYE0xOYrOhbAWuvKVtrhKJJefom52GdDBmir4jqnQAhW/RVojG7RYanzyOevkJkVO+MFfe9zGhOi59QHtE3p62B2a3jXJv2vZrKTbVz+izRt+y8cW0Zu88AXPDd8bfL6L9XZPXOQh5B4M3HLUqFylYDEX2CIAiCMM1IhdmFjeir+oT0Nb9M9zSrFHYomPLC0jOBtNhrbwyM3a7I8E6PwyM4oYqMR73DiN5SPRKTxfb0TTKsdlImeJ2evuKmoEG/F8LxyvTos0l99wo85RWXqZy+anrTK0gokFm9s5goAb/XQ3ujn76R/AV5Pnz6Ut510uLCO/Lm8fR1LDKvHXhBUZ9hQjgXSwotDJTg6bvg0LmTNKo0RPQJgiAIwjQj6MitAhfKyc86qPLHsL0APSemBJYdUpjh6bPzgYLjeB6bugBFsrk79dSEwmKbZ8JRbyv9fZMlVN3wzlxMxNNnX6sFc70miy36vAFQ5b0Xplz1Tr+PaDxJIqmJJooL7wQT4llI9DUEvIUrd4KjkItdadW6lpeeBZ98Nt0nsRLYx1be3IWQbLzFtWxwg6lxBQqCIAiCUDR2OKe9Yj9VJqQZ2BNCRzU/W2i0NzomY/ufCRf9AWYuK7y/jkXwkScYnXtC6qm6Om/BGgvvLCKnDxyir5KePvucVCDPsnGq5fQFzPcwGkuY8M4iv5cZTQHr/ZMQ705Pn8efFl9KVVbwOY89npDzOsVhdfrvFUsd/VoJgiAIglAOxuT0TZHQswzs8NFl56aeskMK2zNy+gKmiEMxHp72BaneceBCLuRkqIWcPsf5aitS9NlVOyvbssEWfeUPgGuaYjl9DZaIHYnGrUIuxX0vXS3j9NUsBvvajQxU/zq2PeTj5Xzar1e7UFMRSHinIAiCIEwzAlnhnXUlXorliDfDnMMy+m8t7W6hJeRjdtvEJ4zOSW5d5WkFLU9IrXj6Sg3vrKjos/I0K+jpmzKiz/oewtFk0S0bAGZaFTzzhXcWhR1iGR6ofpiyfW2M6+nzFbedC4joEwRBEIRpRrpPn5XTV0/ipVgaO2HJSzOeOmXZTB7/4lmoSeRtOcPZqp4LORlC7hdycYq+5iL69EFaZNdreGeTndM3Re4xO0dxJGY8fcU2F0+Fd07me3T26au6p8++Ror19NWe6JsaV6AgCIIgCEWT9vTZOX11JF4mgVJqUoIPMhuG15WHtIZy+lqCPryF+rE5sEV2JVs2pAu5lH+i3hicYjl9lqduNJooumUDpMM7bc/nhMjw9FU5fNI+3ngLA97aDe+so18rQRAEQRDKQcDtPn11jNNbVVche7VQvdM6X8UWcYF01c7Khndaoq/MPfog7enzFar4WEfYhVhGowkT3lmk585u0J6vT19R2AsWseHqL17YXsZxeu+lXhdPnyAIgiAIbpMK74y61KevjsnI6aun85by9FW5KbzTBNvTV2RoJzg9fZUM73S0bCgzS2Y2c/FL9+PkA2aWfd9ukPL0xRJWIZfivpe57UakFVvAJyfO76faixe+YnP6atfTJzl9giAIgjDNsD0uQ1O5emeFyAjvrKfzVguePl/pnr7qFHIpMl9rAng9ilXnLi/7ft0ildMXTZRUvfOguW384d3HcuySGRM/uPPadcvTN56Yk+qdgiAIgiDUCtmFXHxF5lcJdZzTF2gBf1OqUb0rJtiir8jKneBs2VANT1/theTVGiGnpy9WfPVOgBP275rcwZ1Cr9qiyj72eOGd9jU03nYuUHsWCYIgCIJQUdJ9+hIEvJ5JFzeZTiilCPg8RONJ/L46Om8eD7znFmib75oJ6Zy+EsI7q+Lpq1x451Sj0ZHTF00U35y9LGSEd1a7emeR4Z0eL6Bq8lqqoyUqQRAEQRDKgTOnb7pU7iwnQUu81FVOH0D3gemm9S4wEU9fVVo2VLB651TDLuQyFIkTS+jKVlXNJiO8s9p9+ooM7wRzHYnoEwRBEATBbWzvidZTp39YNbG9G3Un+lzGFgilFPNIefoqKS4q2KdvqmF/D/2jMaDKea214OkrJmzTG6jJBQQJ7xQEQRCEaYZTrIhwKR1bvFS0ouQUJODz8P3XH86xS4rPK0zn9FUyvLPR/F+DeVi1hsejCPk99I1EgSrfA0oZj1siUv0+fSlPXxFizuOryQUEuboFQRAEYZrh9Si8HkUiqeurGEmNYE90RTCXziuOmFfS9qmWDRUN7xRPXyk0BnzsGzGevqqGd4IJ60xEXPD0lXCNeP016emTXytBEARBmIbYYq+u2g7UCAGfB48y4lmoLFUp5CLhnSXR4PfSnxJ9Vf79sL+jWg7v9IjoEwRBEAShRgikvFUiXEol6PeKl69KpAq5VNKjJIVcSqIh4GWfHd5ZzeqdkC7g4lohlyKukRot5CLhnYIgCIIwDQlIiOKECXo9EhZbJY5c2MGpy2bS09VYuYOI6CuJBr+XHQNhwKXwTkiLsKod127ZUISYO/Wz0L6wsvZMABF9giAIgjANCdRr24EaIOj3SNXTKrFwRiO/escxlT2IT/r0lUJDwOtOIRdIiz23PH3FhHce9vrK2jJB5BdLEARBEKYhtqdPPFalE/SJp29K4QtiGmqLp68YGvxeYgkNuCD6fG7l9JUQ3lmjyC+WIAiCIExDpJDLxAn6vPh9kgs5ZVAKDnsDLH6p25bUBY2BdEhnsJIFdnLhlqfPV0Jz9hrFlV96pdRrlVJrlVJJpdTKrNc+rZTaoJRar5Q62w37BEEQBMEtqjVGSiGXiXPuIbN57VEL3DZDKCev/CksPdNtK+qCBofQq76nrw7CO2sUtyx/EngV8DPnk0qpFcBFwEHAXOBmpdQBWutE9U0UBEEQBFeoyhhpiz3J6SudCw6d67YJguAaDYFpKPpShVwkvLMktNZPa63X53jpQuBqrXVEa70R2ABUOHtXEARBEGqHao2RKU+fhHcKglACGZ4+18I7q5zT55XwznIzD9jieLzVek4QBEEQpjtlHSMDVql1KUgiCEIpOHP6qv774VrLhiCseAUsPL66xy0jFQvvVErdDMzO8dJntdbX5ntbjud0nv2/F3iv9XBIKZVrVdRtuoA9bhtRR8j5Kh05Z6Uh56s0avV8LXLbgMlSS2Pk94HvX5Tf1gpSq9dXrSLnqzTkfJXGhM5X9zcqYEkxfNmt/Mvf2n/U6vWVd3ysmOjTWp8xgbdtBZyZ0fOBF/Ps/wrgigkco2oopdZorVeOv6UAcr4mgpyz0pDzVRpyviqHjJFyfZWKnK/SkPNVGnK+SqMez1etxXT8E7hIKRVUSi0GlgIPuGyTIAiCINQCMkYKgiAIE8Ktlg2vVEptBY4HViulbgTQWq8F/gw8BdwAfEAqdwqCIAjTCRkjBUEQhHLjSssGrfU1wDV5Xvsa8LXqWlQxajq0pgaR81U6cs5KQ85Xacj5cgEZI4U8yPkqDTlfpSHnqzTq7nwprXPmgAuCIAiCIAiCIAhTgFrL6RMEQRAEQRAEQRDKiIi+CaKUOkcptV4ptUEptSrH6x1KqWuUUo8rpR5QSh3seK1dKfVXpdQ6pdTTSqn6bfpRJJM8Xx9VSq1VSj2plPqjUqrKHTmri1LqSqXULqXUk3leV0qpH1rn8nGl1JGO1wqe56nKRM+ZUmqBUuo26z5cq5T6cHUtd4fJXGPW616l1CNKqeuqY7FQT8j4WBoyPpaGjJGlIeNjaUzp8VFrLf9K/Ad4geeAJUAAeAxYkbXNt4AvWn8vB25xvPYb4N3W3wGg3e3PVKvnC9N4eCPQYD3+M/B2tz9Thc/XycCRwJN5Xj8P+DemZ9dxwP3Fnuep+m8S52wOcKT1dwvwzHQ4ZxM9X47XPwb8AbjO7c8i/2rrn4yP1Ttf03F8tD6njJHVOV8yPpZwvhyv1+z4KJ6+iXEMsEFr/bzWOgpcDVyYtc0K4BYArfU6oEcpNUsp1Yq5oH5pvRbVWvdVzXJ3mPD5sl7zAQ1KKR/QSJ6+VFMFrfWdQG+BTS4EfqsN9wHtSqk5FHeepyQTPWda6+1a64etfQwCT2MmUlOaSVxjKKXmA+cDv6i8pUIdIuNjacj4WCIyRpaGjI+lMZXHRxF9E2MesMXxeCtjb4THgFcBKKWOARZhGukuAXYDv7Lcv79QSjVV3mRXmfD50lpvA74NvABsB/q11v+puMW1Tb7zWcx5nq6Me26UUj3AEcD91TOrZil0vr4PfApIVtkmoT6Q8bE0ZHwsPzJGloaMj6VRt+OjiL6JoXI8l10G9VKgQyn1KPAh4BEgjlmVOxL4qdb6CGAYmOpx5RM+X0qpDsyqymJgLtCklHpzBW2tB/Kdz2LO83Sl4LlRSjUDfwM+orUeqJpVtUvO86WUugDYpbV+qNoGCXWDjI+lIeNj+ZExsjRkfCyNuh0fXenTNwXYCixwPJ5PVkiFdWO8A0zSJybufiMm/GKr1tpeLfkrU39Qm8z5OhvYqLXebb32d+AE4PeVN7tmyXc+A3meFwpcg0opP2ZAu0pr/XcXbKtF8p2v1wAvV0qdB4SAVqXU77XWMtEUbGR8LA0ZH8uPjJGlIeNjadTt+CievonxILBUKbVYKRUALgL+6dxAmQpkAevhu4E7tdYDWusdwBal1DLrtdOBp6pluEtM+HxhwlaOU0o1WoPd6Zi48unMP4G3WhWkjsOE9GyniPM8jcl5zqxr6pfA01rr77prYk2R83xprT+ttZ6vte7BXF+31tKAJtQEMj6WhoyP5UfGyNKQ8bE06nZ8FE/fBNBax5VSHwRuxFSDulJrvVYpdbH1+uXAgcBvlVIJzKD1LscuPgRcZf3oPI+1gjdVmcz50lrfr5T6K/AwJvznEeAKFz5G1VBK/RE4BehSSm0Fvgj4IXWursdUj9oAjGBdP/nOc9U/gAtM9JwBJwJvAZ6wQqcAPqO1vr5qxrvAJM6XIBRExsfSkPGxdGSMLA0ZH0tjKo+PSmsJZxYEQRAEQRAEQZiqSHinIAiCIAiCIAjCFEZEnyAIgiAIgiAIwhRGRJ8gCIIgCIIgCMIURkSfIAiCIAiCIAjCFEZEnyAIgiAIgiAIwhRGRJ8g1AhKqRlKqUetfzuUUtusv4eUUj9x2z5BEARBcAsZIwVhckjLBkGoQZRSXwKGtNbfdtsWQRAEQaglZIwUhNIRT58g1DhKqVOUUtdZf39JKfUbpdR/lFKblFKvUkp9Uyn1hFLqBqWU39ruKKXUHUqph5RSNyql5rj7KQRBEASh/MgYKQjFIaJPEOqP/YDzgQuB3wO3aa0PAUaB861B7UfAa7TWRwFXAl9zy1hBEARBqCIyRgpCDnxuGyAIQsn8W2sdU0o9AXiBG6znnwB6gGXAwcBNSimsbba7YKcgCIIgVBsZIwUhByL6BKH+iABorZNKqZhOJ+YmMfe0AtZqrY93y0BBEARBcAkZIwUhBxLeKQhTj/XATKXU8QBKKb9S6iCXbRIEQRCEWkDGSGFaIqJPEKYYWuso8BrgG0qpx4BHgRNcNUoQBEEQagAZI4XpirRsEARBEARBEARBmMJMiZy+rq4u3dPT47YZgiAIQhV46KGH9mitZ7ptR70gY6QgCML0oND4OCVEX09PD2vWrHHbDEEQBKEKKKU2u21DJVBKXQlcAOzSWh+c43UF/AA4DxgB3q61fni8/coYKQiCMD0oND5KTp8gCIIg1Aa/Bs4p8Pq5wFLr33uBn1bBJkEQBGEKUFXRp5S6Uim1Syn1ZJ7XlVLqh0qpDUqpx5VSR1bTPkEQBEFwC631nUBvgU0uBH6rDfcB7UqpOdWxThAEQahnqu3p+zWyiikIgiAIE2EesMXxeKv1nCAIgiAUpKo5fVrrO5VSPQU2Sa1iAvcppdqVUnO01turY6FQClprYglN/2iM7f2j7OgPs2coyot9o2zuHWH3YJiRaIJYQrO9f5S+kRgAy2e38ObjFtHa4GfNpl5+e68JP57TFqI15CeeTNLZFKCrOcis1hAzW4LMaQsxoznIzOYgnU0BWkI+GvxePB7l5ikQBEGoJrl+8HKW4FZKvRezeMrChQsraZNQZsKxBLev38U5B4sTVxCE8lFrhVzyrWKOEX0yoFWOWCLJY1v6uH39bm5Zt4untw+Udf/rdgzyuX+MjfDd3h9me38YgOd2D5fteF3NAQ5f0MHhC9pYOquF5bNbmNUaIuT3lu0YgiAIVWArsMDxeD7wYq4NtdZXAFcArFy5Unoz1RFf/tda/vjAFv7xgRM5fEG72+YIgjBFqDXRV/Qqpgxok2fz3mEuv+M5/vjAlvE3LhNKwd/fdwLz2hsYCMdYs2kfq/7+REWPuWcoys1P7+Tmp3cWtb3fqzhteTcvWTqTYxd30tPVhN8rNY8EQXCdfwIfVEpdDRwL9EskzNRjS+8oAIPhmMuWCIIwlag10Vf0KqZQGs/vHuJ7Nz/Lvx5z73Q++7VzM8RTd2uI/btbuOiYhewejHD01252zTYnsYTmxrU7uXFtYZE4r72B8w+dw6nLujlkfhvNwVq7nQRBqCeUUn8ETgG6lFJbgS8CfgCt9eXA9Zh2DRswLRve4Y6lgiAIQr1Ra7NUWcUsEy/sHWHV3x/nnuf2um0KbzhmIZe86pCC28xsCbLp0vN50y/u4+4N7ttcDNv6Rrnizue54s7n825z/iFzeNlhczl+vxm0hnyYNluCIAhj0Vq/YZzXNfCBKpkjCIIgTCGqKvpkFbNyaK254ckdvO+qcfv0VpV3n7SYz12woujtr3r3cfzwlmf57k3PVNCq6rH6ie2sfiL3usXCzkYuOmYBZx80m8UzmqQojSAIgiAIglARql29U1Yxy8z9z+/l9Vfc57YZOVk2q6UkwWfzv6cvpSno4yvXPVUBq2qHF3pH+OYN6/nmDevHvLZ/dzNvO34RZx88m+6WkAvWCYIgCG6ipVqBIAhlpNbCO4UiGI0meOuV9/Pgpn1um1KQGz968oTf+66TFvP09gH++tDWMlpUP2zYNcTnr13L569dO+a11x41n7ccv4iD57aJd1AQBGGKIVkAgiBUAhF9dcTzu4c47Tt3uG1GUaz7yjmT3se3X3vYtBV9hfjLQ1v5S47zcv4hc/ifly7hoLlteEUMCoIgCIIgCBYi+uqAZ3cOcub37nTbjKL57HkHlq0H3sZLzmPxp68vy76mOvnyBz946v686biFzGlrcMEqQRAEQRAEwW1E9NUwuwbCHPP1W9w2o2Tec/KSsu1LKcUTXzqLQ770n7Ltc7rx49s28OPbNmQ8d0xPJx86fX+OWzJDehAKgiAIgiBMcUT01SDxRJJjv34Le4ejbptSMrd8/KVl32dLyM8nzjqAb/9nalT0rAUe2NTLW375QMZzs1qDfPrcAzn3kNkEfeXx1AqCIAilIQVcBEGoBCL6aoxrH93Gh69+1G0zJsx+M5srst8PnrZURF+F2TkQ4SN/epSP/Cn9XEejny+8bAXnHzKXgE88goIgCIIgCPWIiL4aIRxLsPzzN7htxqR48stnV3T/az53Biu/enNFjyFksm8kxkf/9Bgf/dNjqeeWz27hc+ev4IT9Zkj1UEEQhDIj1TsFQagEIvpqgHs27OGNv7jfbTMmRcjvoTlY2cupqznI+07Zj5/e/lxFjyMUZt2OQd78y8zr9aKjF/DB0/ZnfkejS1YJgiAIgiAI+RDR5yJaa9756we5bf1ut02ZNPesOr0qx/m/c5aL6KtBrn5wC1c/uCX1uDXk45uvOYwzDuzGJ4ViBEEQBEEQXEVEn0vEEkmWfvbfbptRNjqbAlU71nUfOokLfvTfqh1PKJ2BcJyLf/9QxnMfOm1/3nvyElpCfpesEgRBEARBmJ6I6HOBgXCMQ6dQC4K1Fc7ly+bgeW1VPZ5QHn506wZ+dGu6dcR5h8zmc+evYG679A8UBEHIRop4CoJQ+Yx6XwAANi9JREFUTkT0VZkX+0Y54dJb3TajrDRVOJcvF8989VwO+NzU8ZROR65/YgfXP7Ej9fjkA2byhQtWsH93ZSrACoIgCIIgTFdE9FWR9TsGOfv7d7ptRln5yZuOdOW4AZ+HnhmNbNo74srxhfJz5zO7OeO7d6Qen7R/F5e86hAWdEpxGEEQBEEQhMkgoq9KPPXiAOf98C63zSg75x0yx7Vj3/rxU1jymetdO75QWf67YQ8v+eZtqcevPGIeX7hgBR1VzB8VBEEQBEGYCojoqwIbdg1NScF35opZrh7f41G84ZgF/PGBLeNvLNQ91zyyjWse2ZZ6/Mmzl/GukxYT8ntdtEoQBEEQBKH2EdFXYXYOhDNC1qYS33ndYW6bwNdfeYiIvmnKt25cz7duXJ96/Ot3HM3JS2dKw3hBEARBEIQsRPRVkKFInGO/fovbZlSM1hoova+U4jPnLefr169z2xTBZd7+qwdTf59x4CwuffUhdDUHXbRIEARBEAShNpCuyRVCa83BX7zRbTMqxuVvPsptE1K85yVL3DZBqDFufnonK796Mz2rVtOzajX/fOxFEkkpgC7UNkqpc5RS65VSG5RSq3K83qaU+pdS6jGl1Fql1DvcsFMQBEGoP6ou+qbLoLb401O7wMg5B89224QUSikue6M7VUSF+uB///gI+33menpWrebi3z3EQDjmtkmCkIFSygtcBpwLrADeoJRakbXZB4CntNaHAacA31FKSWUjQRAEYVyqGt7pGNTOBLYCDyql/qm1fsqxmT2ovUwpNRNYr5S6Smsdraatk+Fjf37UbRMqypEL2902YQznHzqHD/zBbSuEeuCGtTu4YW26P+A17z+BIxZ2uGiRIABwDLBBa/08gFLqauBCwDk+aqBFKaWAZqAXiFfbUEEQBKH+qLanLzWoWSLOHtSc1PWgdtv6Xfz94W3jb1jHXPrqQ902ISd/eM+xbpsg1CGv/Mk9qTDQ3923mVgi6bZJwvRkHuCsSrXVes7Jj4EDgReBJ4APa61zXrBKqfcqpdYopdbs3r27EvYKgiAIdUS1RV/ZBrVaHNAi8QTvcBSTmKocMKvFbRNycsJ+XW6bINQ5n//Hkyz97L/pWbWaL177JOFYwm2ThOlDrrKz2YmoZwOPAnOBw4EfK6Vac+1Ma32F1nql1nrlzJkzy2mnUCW0ljxkQRDKR7VFX9kGtVoc0JZ97ga3Tag4Z7ncm288/u+c5W6bIEwRfnPvZpZ//gZ6Vq3moivupXe4biLMhfpkK7DA8Xg+ZvHTyTuAv2vDBmAjID96UwwT6CQIglBeqi36puyg9tE/Peq2CVXhJ2+q7YIp7ztlP7dNEKYg9z3fy5FfuYmeVas5/Tu3s61v1G2ThKnHg8BSpdRiqzjLRcA/s7Z5ATgdQCk1C1gGPF9VKwVBEIS6pNqib0oOahv3DHPNI1M7j8/G5639Lh9vPm6h2yYIU5jndg9z4qW30rNqNcdfcgtb9424bZIwBdBax4EPAjcCTwN/1lqvVUpdrJS62NrsK8AJSqkngFuA/9Na73HHYjj+klt4/1UPuXV4QRAEoQSqWr1Tax1XStmDmhe40h7UrNcvxwxqv7YGNYXLg1oxnPrt2902oSocMq/NbROK4isXHszv73vBbTOEacD2/jAnfeM2AGa1BvnrxSewoLPRZauEekVrfT1wfdZzlzv+fhE4q9p25WN7f5jtT+wYf0OhJCSXTxCESlBV0Qf1N6iNxwf+8LDbJlSNX73jaLdNKAqlFOcePJt/PymTEaF67ByI8JJvGgG4uKuJP7znWOa0NbhslSAIgiAIggvN2acSuwbDrH58u9tmVI2u5qDbJhTNDy46wm0ThGnMxj3DHH+JCQF98y/uZzhSN11nBEFwGSnkIghCJRDRNwmO+dotbptQNZbPrs02DfkI+DycfEBtVHUVpjf/3bCHg754Iz2rVvPZa55gNCptIARBEARBqC4i+ibIXx/a6rYJVaXWq3bm4ruvO8xtEwQhg6vuf4EDv2DaQPzu3k0kk5K7IwiCIAj1yC//u5H1OwbdNqNoRPRNAK01n/jLY26bUVWWzGx224SS6WoO0tUccNsMQcjJ569dy5LPXE/PqtU8vX3AbXMEQRAEQQA+948n6Fm1etztvnLdU5z3w7uqYFF5ENE3Ac79Qf18weXgpP273DZhwtz/mTPcNkEQxuXcH9yV6gEoTeAFQQCQOABBqCwnfeNWXnv5PWOeL6UCfKKOInaqXr2z3gnHEqyrI1duOfjgafu7bcKE8XokIV6oH57bPcyRX7kJgA+cuh8fPv0AAj5ZmxOE6YSMWoJQHbbuG2XrvlG3zagaMpsokeWfv8FtE6rOcUtmuG3CpLj9E6e4bYIglMxltz3HAZ/7Nz2rVvPAxl63zREEQRAEoY4RT18JbOubPqsBU4meria3TRCESfG6n90LmFDrn791JQ0Br8sWCYIgCIJQT4inrwROvPRWt02oOpe9sf6qdubi0lcd4rYJgjBp/rthT6r6541rd7htjiAIgiBUldFogr4RyX2fCCL6iuShzdMzvOr0A7vdNqEsXHTMQrdNEISy8j+/e4ieVas5+3t3MhKV5u+CMFWon7IQglB9zvvhXRz+/25y24y6RERfkbz6p/e6bYIrhPxTJ4zslUfMc9sEQSg763cOsuILpvn73Rv2uG2OIAhVpn80NumF6bs37GHti/1lskgQKsfGPcNum1C3iOgrgh39YbdNcIU3Hju1vGPfes2hbpsgCBXlTb+4n55Vq3nLL+8nHEu4bY4gCBOg1Oqd7/7Ng7z6p/cSiU/8nn/TL+7n/B/+d8LvFwSh9hHRVwTHXXKL2ya4wv97+UFum1BWfF4PLz1gpttmCELFuevZPSz/vMn9e3KbrN4LwlTm8a3mHtcuxYU+tqWP/pGYOwcXKsLqx7dzxzO7S3rP8Zfcwht/fl+FLBLKgYi+cXj4hX1um+AaPu/Uuzy+Kd4+YZpxwY/+S8+q1Xz3P+vRbs0KBaGO2bx3WFqnFODCy+7mzb+8320zhDLygT88zNuufKDo7Z/dOcj2/jD3PLe3glYJk2XqzerLzKt+co/bJghlZFZriJBfLnth+vHDWzew+NPXc+Dnb2AoIoVfBKFY7t5gJrLXPLLVZUtqlyckomBa8/O7nnfbBKEIZPZbgC29I26b4BrfePXUbXHw6BfOctsEQXCN0ViCg79oCr/c/7ysygpCzVKkY17894IgFIOIvgK85Ju3uW2Ca7xu5QK3TagYU6kiqSBMhtdfcR89q1bzjRvWkUzK1FGYuvSPxFj++X9z3wQWOnRKVpVaYmViqOocRhDKRjkyB/YORfjEXx6TImQVRERfHqZ7+JOa4qPOdR86yW0TBKFm+Ontz7HkM9dz4qW3MhiWggxuoZQ6Rym1Xim1QSm1Ks82pyilHlVKrVVK3VFtG+uVR7f2EY4luey2DSW/157QTvFhsa747n/W07NqtSxW1SA9q1bz+Na+kt/3rRvX89eHtvL3h7eV3ygBcEH01cugduZ3p+9YunJRh9smVJyD57W5bYIg1Bzb+kY55Ev/oWfVajbsGnTbnGmFUsoLXAacC6wA3qCUWpG1TTvwE+DlWuuDgNdW287pSDlkxea9w+z/met5fvdQGfaWiZtatFLFoSLxBP2j+RegfmyJd5F8tcm9kyjoUouLK39+cAvrd9T/mFhV0Vcvg1o0nmT7NO3NB/CNaVLh8oOn7u+2CYJQs5zx3TvpWbWa29bvctuU6cIxwAat9fNa6yhwNXBh1jZvBP6utX4BQGstX04F2brPyuu3hM1k5qLXPvoi8aTmmkfG92JIkV246Ir7OOzL/8n7upwiAeCq+zfTs2o1o9HcIaG/vXcT//O7NZM+zqf+9jhnf//OSe/Hbart6auLQe1z/3ii2oesKZZ0NbltQlX4xNnL3DZBEGqed/zqQXpWrebK/26UUKrKMg/Y4ni81XrOyQFAh1LqdqXUQ0qpt+bbmVLqvUqpNUqpNbt3l9ZvaypSqkfq+ie2c9I3buN2x6JHOTwQ63YM8tXrnpqUhyyeSPLolr7U40rdlcOROD2rVvOLApUZKyVQH3mhb8xzkXhCws+nGH968AX6RqLAxK6ln9z2HAB7hyM5X//CtWu5ce3OCds3EW5bv4sdNeo4qrboK9ugVskB7c9rpm9Z5oWdjVM+n8/J0u5mt00QhLrg/133FEs+cz2r/va49PurDLl+eLNPtA84CjgfOBv4vFLqgFw701pfobVeqbVeOXPmzPJaWscUO749ZuUkPb19sKyi6qandvKL/25k73A07zbjmfjdm57hFZfdzZMVbpPQa9n463s2jbttNaYNr/vZfRzyJeP9mz6zlOrxsT8/yg9ufrYs+yrmnlm3Y4D/+9sTfOzPj2U8Xy/fbb5x8B2/epALL/tvla0pjmqLvrINapUa0FY/vr1s+6pH3nTsQrdNqCrXfvBEt00QhLri6ge3sPjT13Pad26XKmvlZSvgLJs8H3gxxzY3aK2HtdZ7gDuBw6pk37QlVcilRqaja18cAGD3UG7vRrkoZm1nooJ412A4w1tZDI/l2F4WoMrH3x/exvdufqZqx4vEkgDsybqO6+UbLdSbcOdAZe/NiVJt0Vfzg9oH/vBwtQ5Vk7znJUvcNqGqNAZ8BH1SxFYQSuX53cMs//wN9Kxaza7B2gxlqTMeBJYqpRYrpQLARcA/s7a5FniJUsqnlGoEjgWerrKd0w5bWEzGm5VLm2zpHeEfReT4uU2hz60nmO949vfu5BWX3T0he/YV8JIKQrV4aPM+t00omWrPdmt6UKtEVa16w+OpjZXMavIvad8gCJPimK/dQs+q1WzrG3XblLpFax0HPgjciBnz/qy1XquUulgpdbG1zdPADcDjwAPAL7TWT7pl83RAO/wO5RwdtYZX/uRuPvKnRyexk7KZk2f3xR+g1LSQfSMTz817+IX0ZLtevELCWPJ9dxO5z7SGnQNhdg7IAmQhfNU8mNY6rpSyBzUvcKU9qFmvX661flopZQ9qSao4qJ32nenbpgGmTwGXbA6Y1eK2CYIwJTjx0lsBuGfVacxtb3DZmvpDa309cH3Wc5dnPf4W8K1q2lUrDIRjPL6ln5OWdlX8WM5QzmKFRTSexKPA5x27np5LE+0ZmpjHqtpp94XCWishuh7a3FuBvQoT4entA1z447u541OnMKct/2/6ZK4DO8xzshz79VsA2HTp+WXZ33jUY2Rx1ePatNbXa60P0Frvp7X+mvXc5c6BTWv9La31Cq31wVrr71fDruufmN65fABff9UhbpvgGg985nS3TRCEKcMJl95Kz6rVJefsCEIh3vf7h3jzL++venifPbnbsq+wJ/uAz/2bC35UvgIOpXjaKkEpk9py6tBX//TewsdS4uGrFr+7bzPRRJJbnq5cIf31O03/u8lc79Oo/uCkkGQmYCgS5/1XTe9cPoBjF3e6bYJrdLeG3DZBEKYcr7jsbnpWrZaV+ylOqVUkT7z0Vl42AXH0zE6TghFL5PcM7BoI5yzINtHppFP43Lpu/InvujwNnLMFVKEJbj3NXyvt7UgmNe/+zZqMZt8ZXthxjr+ld4Qntla2yulUxj6/P751Q9mL5uTbn1PA3bZuFz2rVtM/6k6rjkKf+T9PVbcVRDkQ0QckErJmBKXH5E81rnz7SrdNEIQpyat/eq94/qYwpXq3tvWN8kSF2g288Rf384E/PJxq1nzHM7tZ9bfHU68XO8o5h8NanSG46Qnc1jdKz6rV3L1hD1A5T8tgOM7NT+/MbLA9zrE27hlO9RR9yTdv42U/rp3y+ZfdtoF3/vrBiu1/S+8IH7n6EaLx8oRM2lf/joEwaxyFS0ajiZKO8aV/ruXaR4srWuTUWT++bQMAz+7MvZhSToasvpTORaPrplhFfxF9AgBnHzTLbRNc57Tlcg4EoZK84rK7eWHviNtmCFOYbVYIpi2I3nblA1z94JZCbxmXirQFKLDL8Y42RvNUSPvZu80l6NZsMt77Pz7wgmVT9RaNnUfKFr5PvTjAqd++nZ/dmb+cfjWJxBPctj7tIf7WjeuL8hhPlM9c8wT/ePRF7nt+7/gbl0gimT7XB37hBs79wZ1Fv/fX92ziw1c/Wnabyok9Nv3o1nSvwhd6p9Z4JaJPAOC7rzvcbRNqgunWp1AQqs1ze6RKsmB4cFMvn//Hk6nJZM+q1XzluqfGfV80keSq+zdnTEJtyuX9qnTYonP3ecPcaiTQsygrqmiqp4Bbces+M0nPVU7/y/9aW/VezJdcv453/OpBflNEg/tapNB98NzuYc747h08uGls+P5k7p+pFHQWjiX42uqnGI7E3TYFENEnWDQFq1rItWb52iunbzEbQRCEcvGOXz3AFXc+V3Cb115+L7+7b3PGpPGX/92Yd3t7LviLuzby2Wue5M9rxnrwxmukfsczuwsbXiEmMpEdT8CmJtZlnCT3O1oplOLhLF84YSa5zkHBvoEF9vWruzdVvRfzxj3DAHzxn2uretxycfM4BVw27Briq6ufrstKltlUQmz+/r7N/Pyujfz09szfQq11KgS5mojoE4Qs5rZJURdBEITJcNv63Xz9+nWpx1t6R3jPb9ekcu2clDrX2jdiqncOFCjuUOwE7vP/eJKP/fnRgu8vx4R2opUwk0nNvuEov7p7Y2qSWMn8+/c4c+dse2rA9ZLPhnKKDa01A2F3CobUKnuGIqm/K+79ngLCMZuYVTMklsxcFPnfqx9lyWeuz/WWiiKiT+Atxy1y24Sa4tZPnOK2CYIgCFOKr61+mpue2snt68d6DtwUFb+7bzN/f7hwgYlKFExxTnALTXY/f+2THPGVm/jyv57ixrU7Jny8nlWref9VD4273fO70+HXxXzqas3TnV7HiXgVw7Gxiw3Z/PbezRz6pf9MKu+4dzjKR//0KCPRyoXzfW31Uxz8xRsLbjPe9zISjZfc+uTZXYNc+u91Yz3AWlc8JLOaerAY8fmzOwpHMdjkikYA+NdjL5ZiUtkQ0SfwPy9d4rYJNUXI78Xj/sKmIAjClCPXfKrUCeOEPAIZIqu0HVTKA2F/7kK7/5OjCM2oJVzGFAIp0r7rn9jBlQXCZ0uhWl6ZXGG6Nzy5Y9zjZ19Tyz9/w7jHuskqwb+5d7ho+7L5/s3PcM0j2/jLmq0T3kchNuwa4ud3bWQoEieeSHLJv59mr8MbZ5N9je8ezNzmzO/eyRFfuamkY3/h2rVcfsdz7M0hFidyPWS/pQYcymPI91vx0yJFnx3eWyslgEX0CczvaHTbhJrjNvH2CYIglI1CE7pYIskXr32yLMcpZm5VaipNpeZr481x//zgVuIOY5Uio+z9RCba/2/cQjmVmXlv7x+ldzjKc7uH2DUYLvp9ubyshQq5uB0iWOj4k6kCG0sk+f7Nz3DGd+9IPXfb+t387I7n+YIjXzCX13z149s5+ms3c9X9m7l1nRG22/pGJ2xLpbRZ9um58r8bUwV5xjum872/uWdTZSruTgFE9AlCDhbNaGJBZ4PbZgiCINQdf3sov5cj11zshid38Jt7N6ceL/3s9WzYNbYvV7k8AckiJoTOQ23YVf6Ks8WEjN6QFc75wMZ9rpS9L3Tai51bH3/JrRz5lZs4/Tt3cMzXbhnz+t8f3krPqtXsGsgtCJ1ippjrYDAc482/uD/na7dlhRgnkrpsIsH+Xsez8fwf3sXNJTT3vvrBLXz/5mcznrOr18biSe59bi83PJk7/HfNZlMo6bPXPMk7fz02Z3OylFtexZOalV+9OWOB4jWX38tv791U1Pu/+M+1PL29tL5+yaTmyQr1Dq0lRPRNc37+VmlIno9/vP9Et00QBEGoOz7+l8fGPFdoEvzUiwMZj2MJzV8KCMe7ni1QgbOIGWiuVg/Z/MRRba8ioq9AuGm+HMdSc7AmQrEFbGxx88S2vrIc1w5jfW537tDKfkfRnuzTo7Xmoc29aEdu2X3P9/Jfq3F8Nv9ZmxZb9zy3h/0+cz2/vmdTWXI309Vj878GsPbFAT7x17H3ST4iOXIS//TgC6m/3/Dz+7j49+mczUr6ucqVg5uveuW+4WhGARmbqx/I328z26RYorS8z5/cvoFP/vVxoDI5vDab9w7zuX88UbH9j4eIvmnOkQvb3TahZpnRHHTbBEGYekjUzbQm14RqTY6eaoXYZ7UVuOTf69iZ1zOU/7jFePpS79OVmwLak+fHi/QwZHv+rnvcnWIQTnYOjJ2cZ2M3cC9EOr8x82zn/qoyv9xP/OVxXv3Te/nX49tLCu/cum+EN/7ceAOveaRwMZ9stvSOFA6RzCGMhspc3OW29WMXP1JH1ZVro1EMxdw1r7n83qz3FOap7QPjbFEaz+xMewOd+94zlF5c+fZ/ninLsf7+yDZ6Vq3moivu4/f3jX8/VAoRfdMcETaFueXjL3XbBEEQBFfpH41xz3O5vSbFYhfkKHeqzV/zeAQL51aVdoxK5QfZE/RX/eQetvSWXjHyH4++yI7+4vPj3OLTfx/fs2Hn6RVzqrNF5N8eNtfAC3tLK8By0jduy3icr7djLl7yzds48dJbxzxvmz8wGuNtVz6Q4bFa9bfHM7ct4bK689n891+u3fzw1mc54HP/ZjAcK+lzFUP2NVfq7fGftTvG9K2D9L1crWq+Z33vzpzPx8oklp3honYhne1Z5+7xrX1lOVaxiOibxhy/ZIbbJtQ8+81sdtsEQRAEV3nvb9fwxp/fz+BkephVYR4XjiWI5gnrmujEVylV0DO4vX80Zyiaza/v3sidORrCR+LJjCItW/alRV8pIrPUMLbxyHmWqvDd2fP8N+XJwyuG4k/b2A0LvXfvUCTveb7stg0Z7SDs/Vz94Avc8cxu1jpCl7f0Fi6eonVmbuFINM76HcYblesayoV9Hh95oQ+AvpFY2atixpNjz0Up/vD3/u4hvnHDuoznJrt4kf39VVo3FrP7C37033G3efmP7568MSUgom8a8+nzlrttQl1w88dOdtsEQRAE11hvhUHFE/kndgPhGA9s7B13X8VODSci0n5zz6aitiun3+74S25l5Vdvzvv6l/71FG+98oExz38yR97jZPnOf9aX2Stp9mXnQK5+fHuqCMrtOUILc/GPccImbXvzfd/HXjK26EvefRW9Zb73j91DPJHkqK/ezKf++niOd8C3blzP5Rnl+0sLHXay+NPXp4TCkV+5iRVfuJGzv38n8XGE/VC4cj0Bq8VxRX7PT2xNe89WP769UuZMiHIWBKoUIvqmMYfOb3fbhLpg/+4Wt00QBEFwjWLmMRf/7iFe97N7+d5NuXNgSpVwE8mkizjCsn5y+3P0jaRzcyaamWe8LxN6awbRRGYhjlLzGPPh9Gj8/K6NGZ6lye7PZrPVrPwDf3iYd/zqQQCufXT8fMLhSJyP/OnRgtvcZYUt5vPMjJeX5vxuvnvTMxnFTCaKU4AmdFrw5mM0h6cvl1evmGvQ/v56h53XbmHufX5v6m+3Wt1li/ZKaZ+X/TjtPfvAHx5OeR2r1eNvJBqnZ9XqVF6xk/0+cz2f+EvuxYFaQUSfIBTB5W8+ym0TBEEQXKVgBU6rEMIPbnk2/0ZULj8umx/e8iyf+0d5ev+V2tcvF73jVd50HKNaOU252DkQYe2LEytd/97fruG8H9yVepwo4ru2RZ2bnzmbXOKs2EWDHXkKCwGEY+4UVin1zI5Gx1YKzdxf5h4TSZ3KqywH37pxfdHb5isktKV3lJ5Vq8c8H4kn0g3THdy9Ye+Y53KR3eQ+m3Keh0ogom+aIvl8pXHOwbPdNkEQhCmOUuocpdR6pdQGpdSqAtsdrZRKKKVeUw27yiHUSp3UOyeW/7Aq3+VaXS/EcCR32NvDJXrZajlkK/u8/r/rnuIXdz2famqdj+z8MSd/WbOVb9ywrmSv4X+e2plRBbGU0+apouaL5BBfGp0zxNR+LpbQGW0jnOy2hMe1j24rGPZabOuPR17I/O5KyXcbzdHa4c9r8rc6yMX9G4sTQDa5qmoqZQqZfPRPjxZusVIhHtyUO9T8M39/klO/fTv9Wb8l+b7bbGr4p6AofNU+oFLqHOAHgBf4hdb60jzbHQ3cB7xea/3XKpo4LfjWaw9124S642uvPJjPXlOelWNBEAQnSikvcBlwJrAVeFAp9U+t9VM5tvsGcGO1bLPnOQrFv5/YznA0wWuOmp+xTbFz9olUqfyN1ZR5vFC/YpuIv/XKB9jwtXPxecdf9x5PPBXiWzc6i1VURtXs6M8MI3xgY28qt3LTpeczEI5xd47Kj1/651p+c+9mNl16/pjXfj1ObuRQHjHtJBxLcGOeZuG5qKaf79E8FRPH8/Ad9uX/cOmrDiGW5fr9+yPbOGZxJ6uKqFJaDNle4Zd887Y8W47lvufHip2BrJy/8bzO5fK6Xvz7h9i6b5S2Bn9Z9leIHLVlcmJXIR4uc/uMeqGqnj7HoHYusAJ4g1JqRZ7tqjeo1U5UQdWY39Hotgl1x5uOXeS2CYIgTF2OATZorZ/XWkeBq4ELc2z3IeBvwK5qGgeAgvdd9TCfyFGEpFgvXLn6XhVDrj5mNhp4aHN6gmwXy9i4Z5gTHEUlblu/e8Kr+5fdli7wMd48+o2/uJ87n9mN1ppb1xX/1b76p/cWfP1jf3qU9131cMZzw5E4v7l3c9HHyOZrq58ed5uvrn6KT/2t+Pwmt8M7nV4+59/ZHqBVf3+Cr16XsQ4DwKNb+ko+pltOoyO/clPB1+txSvzV1WO/Eydr8nj+SqXOHX1VD++szUGt3r9FoWpIbp8gCBViHuCMw9pqPZdCKTUPeCVweRXtKssYWepEshoa4PndY3N7fnPPJl7M7kOW4wSEYwkuvCx3ufXdg2NL/P/h/vEbMv/7yR08l8Om8SiUb5aroMgPb03nXU5kMlyMp2+89gQ29vdczfDOXIfKdQ4f3NTLMV8bW1UyksPjXM6wv1zXZTUZ794bjIy/wKN19YqrgAktLsSHr34043GhqIGpLAmqLfrKNqgppd6rlFqjlFqze3f144XrmbccJx6riSK5fYIgVIjcc9FMvg/8n9a6cKUFKjNG/unB8YVLuZjIJLrQJDPXa85D7LIKNKzbMTY/KZctT2zr57E83p2jv3Yz/1eCl8tJohxVY8bhZ3c8n/r7NZcX9hTm4l+PFa7cObHegdVTCOOdYVsAvraEczPR6rC5+Nr143tSi6VQj8l8jJd7+MafT7yXolvYlXzt5uhf/tfaot97n6M6ar482It/N/mqsdWg2qKvbIOa1voKrfVKrfXKmTNnlt+qKcznLjjQbRPqmqvefazbJgiCMPXYCixwPJ4PZM+uVwJXK6U2Aa8BfqKUekWunZV1jLT4+vXrxt8oi017hkuaYNkUW/SiWHLO1RzPnXDprXz+H0/mzIkKx9PTkXO+fyd/e2jruKK0lHy2yRIr0D+xnGKkWL594/qSjzpRr9CEPl+Ot4xEE5MS3JNtlVEpJrJ48uV/FQ6VLBY7THa8HNFqMJxVkbRQ6He2J/uiK+5L/f33h3P3nbxhbfXu98lQ7UIupQxqAF3AeUqpuNb6HxWzair7cnMQ9HndNqGuOXH/LrdNEARh6vEgsFQptRjYBlwEvNG5gdZ6sf23UurXwHUVHRvLwMW/f4h1OwZZPru0fqc3P50O1yp24joyTqn58fjdfbnz3Jyhiut2DPLxvzzGn//n+EkdKxcv9A7zwgQK3dQaT77Yj6fkaq3u8vzu4VRYZb5G8YWYkOirwtzz6gdLq9xZLrb1FRfeW01uebpwCGgx/Pi2DWWwxD2q7elLDWpKqQBmUPuncwOt9WKtdY/Wugf4K/D+Wh/UhOnHXZ861W0TBKEuccPzUA9orePABzEFzJ4G/qy1XquUulgpdbGrtk3ivet2DE76+Fv3FTeB/Mntz42/kYPJXIuVaONw94a9vOe3a8q6z4kImMlSbM8zJ6WKRJttRV4bTsKxBMkqhNHWApffUdo9US7y5bB+96bqFHKKxMcuAD2xbWL9JytNOEebjUpRVdFXy4PadOHT5y5324QpwYJOqX4qCEJ50Vpfr7U+QGu9n9b6a9Zzl2utx+S4a63fXq12RrnKm9ttAYplZ4Gm1YWIJZLsGSrcELkYcmm0yei2epEM63dOXnRXktVPbAcmHt75+NbSJ/Iv9of53s3VqyKbj8FInDuecb8mxX/W7sjZsHyy5PJa//CWZ3NsWR1qtcdeNa/Fqjdnr8VBbTqtPL/1+B63TZgy3Pvp09w2QRAEoeLkmiy97melFQAptbG6TaUKmygmJ9zGm0Bm5xC5gVteHii+gIidI1Xtjg3XPJI7N6vavO3KB1w9fjKpee/vHuLUb9/uqh3lx+2A4eIZClevZ2DVRZ/gLg0ByecrF3PaGtw2QRAEYUoznniYaJilprwr/9c8srV8OysTV9z5/PgbFcldz5bmkSr13O4enLw3Vyidy+o8R60UfnvvJrdNyMlV97/ASDTOf5/dU5GwcSci+qYRxy3pdNuEKcctH3+p2yYIQl2RnEg1d2Hacs84+WG/untTUfsptycpO0Loo38a27DebXqHo2Xb11t+WTmP1O7BCA9u2jeh97rc070sxBPJsn5XpfCdKuXYVZtc18VEow2qwZnfvZM3//L+inugq129syap1TjfcvPVVxzitglTjv1mNtPZFHDtB1sQBGGqEkskiY+zSrC3yN/eF7OqCb7/qocZGJ34JFB+8wtTyrzq6K/dPOHj9NXwRL5Y3vWbNTWR2zeVqLe1ALvaabFFqyaKePqmEfM7JByxEtz28VPcNkEQBGHKsfSz/y5L9U+Az1+b2Svwpqd2cn+JxWicfPAPj0zWpCnNQLg6YuzKuzdW5TiVRASfYFNpJ5SIvmlEyC/5fJWgrdHPW45b5LYZgiAIU45iwp2ymykLpfFUBRqL12qzcptCHpWNe4Z492/K2zpDEIph097yV1F1IuGd1E/p5cnwrdcc6rYJU5rPX7Aib2NfQRDSTIffW6F8bN47frPyC354F+ceMqcK1kxNzvvhXW6bUFNke4UFoVo88sLEcluLRTx904TXrlzgtglTmoDPw1XvPtZtMwRBEKYdm/aO8NMSG7MLU4NK50AJ9clVeZrD1zqVXhQV0ScIZeKE/Wa4bYIgCIIgCIIgjEFEHxPv8yMITpRSPPL5M902QxAEQRAEQagzKl11VETfNODP/3O82yZMGzqaAm6bIAg1jSyyCYIgCMJYJLxTmDTHLJam7NXk6f93jtsmCIIgCIIgCHVEssKLoiL6kGpyQnlpCHh55RHz3DZDEARBEARBEAARfVMe6R/nDt957WFumyAIgiAIgiDUCVt6K1uNVkQfMJVTTD53wYFumzAt8XiU5FIKQg6m8M+tIAiCINQsIvqmOEGf120Tpi3HLO7kxP2ljYMgCIIgCILgLiL6pjAvO2yu2yZMe658+9FumyAIgiAIgiBMc0T0AXqKBhy94egFbpsw7Qn6vNzxyVPcNkMQaoapHE4vCIIgCLWKiL4pzAn7d7ltggAsmtHktgmCINQBSqlzlFLrlVIblFKrcrz+JqXU49a/e5RSUjFKEARBKIqqiz4Z1KrD4i4RGrXExkvOc9sEQRBqGKWUF7gMOBdYAbxBKbUia7ONwEu11ocCXwGuqK6VgiAIQr1SVdFXs4PaFAw3klyy2kIpxa/kOxEEIT/HABu01s9rraPA1cCFzg201vdorfdZD+8D5lfZRkEQBKFOqbanTwa1KjG/o8FtE4QsTl3ezYJO+V6E6c4UXGUrD/OALY7HW63n8vEu4N8VtUgQBEGYMlRb9JVtUFNKvVcptUYptWb37t1lNHFq4PdKumYtcscnTnXbBEEQahOV47mcClkpdSpmfPy/vDuTMVIQBEFwUG1lULZBTWt9hdZ6pdZ65cyZMydl1FRbd77m/Se4bYKQB49HcecnRfgJgjCGrYCz5PJ84MXsjZRShwK/AC7UWu/Nt7NyjpGCIAhC/VNt0VfWQU3IzRELO9w2QSjAwhmN/PytK902QxCE2uJBYKlSarFSKgBcBPzTuYFSaiHwd+AtWutnXLBREARBqFN8VT5ealADtmEGtTc6N5BBTZgOnLliltsmCIIrSJ++3Git40qpDwI3Al7gSq31WqXUxdbrlwNfAGYAP1FKAcS11rKCJAiCIIxLVUVfrQ5qU2kScumrDnHbBKFINl16Pj2rVrtthiAINYLW+nrg+qznLnf8/W7g3dW2SxAEQah/qu3pk0Gtwrz+6AXjbyTUDGu/fDYHffFGt80QBEEQBEEQpjBS4nEK0dUcwPKOCnVCU9DHb955jNtmCIIgCIIgCFMYEX2AniL1O0U81CcvPWAml0hYrjBNmBq/toIgCIJQX4jom0IcNLfNbROECfKGYxbyhmMWum2GIAiCIAiCMAUR0TdFeP1KyeWrdy551SHMbQu5bYYgCIIgCIIwxRDRx9So3rnq3OVumyCUgXs+fbrbJgiCIAiCIAhTDBF9U4SOpoDbJghlYtOl57ttgiAIgiAIgjCFENE3BfjDe4512wShzDz/9fPcNkEQKsJUiKwQBEEQhHpDRB/1X03uhP263DZBKDMej+KZr57rthmCIAiCIAjCFEBEX51zTE+n2yYIFSLg84jHTxAEQRAEQZg0IvrqnKsktHNK4/EoNl16PiftL95cQRAEQRAEYWKI6AN0nSaZdDUH8HvlK5wO/P7dx/Lh05e6bYYgTBpd9wH1giAIglB/iGKoY67/8EvcNkGoIh898wD+8G7x7AqCIAiCIAilIaKvTjlsQTvdLdLIe7pxwv5dPPbFs9w2QxAEQRAEQagjRPRRnyXE/3bx8W6bILhEW4OfTZeezzkHzXbbFEEQBEEQBKEOENFXh7z6yPn4JJdv2nP5W47ixo+c7LYZglAS9bjIJgiCIAj1jiiHOuQ7rzvMbROEGmHZ7Bae//p5vO+U/dw2RRAEQRAEQahRRPTVGdf/rxRvETLxeBT/d85y1n75bLdNEQRBEARBEGoQEX11xCuPmMeKua1umyHUKE1BH5suPZ9Hv3Cm26YIgiAIgiAINUTVRZ9S6hyl1Hql1Aal1Kocryul1A+t1x9XSh1ZaZvqJcfkuxLWKRRBe2OATZeez2NfPItD5rW5bY4gZDCnTaoO56MWx0dBEARhalBV0aeU8gKXAecCK4A3KKVWZG12LrDU+vde4KfVtLFW2XjJeSil3DZDqCPaGvz860MnsfGS8/j9u6S/n1AbzO9odNuEmqSWx0dJKxAEQah/fFU+3jHABq318wBKqauBC4GnHNtcCPxWa62B+5RS7UqpOVrr7VW2tSY4bEE7/3j/CSL4hAmjlOKkpV1suvR8ANbvGOSdv36QbX2jLlsmTEeCPskqyEPNjo+SViAIglD/VHv0nQdscTzeaj1X6jYopd6rlFqjlFqze/fuSRnl99WeoGoKeHnws2dw7QdOFMEnlJVls1u4e9VpbLr0fDZdej4Pfe4Mvv3awzi6p8Nt04QpTkejn46mgNtm1CplGx+hvGMkwFP/72wCRQr2j595AABnHNjNp89dzqnLZvKjNxzBJa86JLXNG49dmPO9b3I839bg5+aPvZTDFrSXZOurj5zPs187l/MOmc2iGY186zWHMrctxGuOmg+YxdRfvf1oAL792sN4x4k9qfSJ7PDjz5y3HIBZrUG+//rDOXxBO6ct7wbga688uKAdS7qaUn/7velxfH5HA6csm0nPjEZ+/Y6j+Zh1vmzaG/0AeD0Kn2fs+G+/bn+WQJlbOLWEjD9gQWcDbzt+Uer5kw+YOWbbsw+aldq2uyU45vULD5/LykXpsWVWq9mmo9HP/56+FIDFXU387+lLOW15N8tmtWS8/9RlM3nXSYtTjz959jJ+/MYjUo+PXdyZsb3zWvnoGQdw2Px0isMpy8ba//kLjDP9jAO7M54/3LGfmz92Mr9+x9F5WyR1NQf53PkHZlwPxy7uzLB7/+7mnO/Nx/sLVORe95VzUvba53M8GgPeMc+1hHy85qj5HNOTeQ7bGtLX16zWYOoazDcVfcnSLu7/zOkcMMt8xqasY73zxPR5eO/JS+ho9PPyw+amtrW/8/1mNrE0z3k6cf8ZAPz6HUeztLuZIxa2Z7ze1Tz2PLSGfBy1qIMfviF9vZxx4KzU3w1+Lzd+5GSWdjezclEHrzpiHg997ozcH3Icch0f4FPnLEv9ff4hczjSsjv7HAFccOgc7v/M6RM6frEoXcWENqXUa4Gztdbvth6/BThGa/0hxzargUu01v+1Ht8CfEpr/VC+/a5cuVKvWbOmssYLgiAINYFS6iGt9Uq37SgnlRofQcZIQRCE6UKh8bHanr6twALH4/nAixPYRhAEQRCmEjI+CoIgCBWj2qLvQWCpUmqxUioAXAT8M2ubfwJvtaqUHQf0T9d8PkEQBGHaIOOjIAiCUDGqWshFax1XSn0QuBHwAldqrdcqpS62Xr8cuB44D9gAjADvqKaNgiAIglBtZHwUBEEQKkm1q3eitb4eM3A5n7vc8bcGPlBtuwRBEATBTWR8FARBECqF1M4WBEEQBEEQBEGYwlS1emelUErtBjaXYVddwJ4y7KfaiN3VReyuLmJ3dakHuxdprcfWXxdyUqYxsh6ui1yI3dWnXm0Xu6uL2F0Z8o6PU0L0lQul1Jp6LAMudlcXsbu6iN3VpV7tFipLvV4XYnf1qVfbxe7qInZXHwnvFARBEARBEARBmMKI6BMEQRAEQRAEQZjCiOjL5Aq3DZggYnd1Eburi9hdXerVbqGy1Ot1IXZXn3q1XeyuLmJ3lZGcPkEQBEEQBEEQhCmMePoEQRAEQRAEQRCmMCL6AKXUOUqp9UqpDUqpVW7b40QpdaVSapdS6knHc51KqZuUUs9a/3c4Xvu09TnWK6XOdsdqUEotUErdppR6Wim1Vin14XqwXSkVUko9oJR6zLL7y/Vgt8MWr1LqEaXUddbjmrdbKbVJKfWEUupRpdSaerHbsqVdKfVXpdQ661o/vtZtV0ots861/W9AKfWRWrdbcA8ZI8uPjJHuIGNkVe2W8bHW0FpP63+AF3gOWAIEgMeAFW7b5bDvZOBI4EnHc98EVll/rwK+Yf29wrI/CCy2PpfXJbvnAEdaf7cAz1j21bTtgAKarb/9wP3AcbVut8P+jwF/AK6ro2tlE9CV9VzN223Z8xvg3dbfAaC9Xmy3bPICO4BF9WS3/Kv6NSJjZPntljHSnfMuY2T17Jbxscb+iacPjgE2aK2f11pHgauBC122KYXW+k6gN+vpCzE3E9b/r3A8f7XWOqK13ghswHy+qqO13q61ftj6exB4GphHjduuDUPWQ7/1T1PjdgMopeYD5wO/cDxd83bnoebtVkq1YiacvwTQWke11n3Uge0OTgee01pvpr7sFqqHjJEVQMbI6iNjZPWQ8bE2EdFnfmS3OB5vtZ6rZWZprbeDGTiAbuv5mvwsSqke4AjMimDN226FfzwK7AJu0lrXhd3A94FPAUnHc/Vgtwb+o5R6SCn1Xuu5erB7CbAb+JUVLvQLpVQT9WG7zUXAH62/68luoXrU4/dfV9eyjJFV4/vIGFktZHysQUT0mVCFbOq1pGnNfRalVDPwN+AjWuuBQpvmeM4V27XWCa314cB84Bil1MEFNq8Ju5VS/7+de1etIoriMP4t8IKKeMNCiKCF2InaRkRUxARJHUGwsPQJRPARbH0BxULx1ivW3pV4QwRB8RKwtLJYFrPFQ0hMBJ3ZM34/2MycnQn855zJWVnnbOYYMJuZD5f6K/PMdXWtjGfmXmACOB0R+39zbE25l9EsK7uQmXuAbzTLPhZSU3YiYgUwBVxZ7NB55vr6Hqk/N6TXv7pzsUa2wxrZOutjhWz6mq5868jjMeBjR1mW6ktEbAEo29kyX9W5RMRymmJ2KTOvleleZAcoSxHuAkepP/c4MBUR72iWXx2MiIvUn5vM/Fi2s8B1mqUR1ecuWT6UT7kBrtIUuT5kh+YfiEeZ+aU87ktutauPr38vrmVrZKuske2yPlbIpg/uAzsiYnvp7KeBWx1nWswt4GTZPwncHJmfjoiVEbEd2AHc6yAfERE0a7lfZub5kR9VnT0iNkfE+rK/CjgMvKLy3Jl5JjPHMnMbzTV8JzNPUHnuiFgTEWt/7gNHgBkqzw2QmZ+B9xGxs0wdAl7Qg+zFcX4tXYH+5Fa7rJH/gDWyXdbIdlkfK7XQHV7+pwFM0tw56y1wtus8c7JdBj4B32k+UTgFbAJuA2/KduPI8WfLebwGJjrMvY/mK+5nwJMyJmvPDuwCHpfcM8C5Ml917jnncIBfdyarOjfNuv+nZTz/+fdXe+6RLLuBB+V6uQFs6EN2YDXwFVg3Mld9bkdn14s18u/ntkZ299xbI9vJbn2sbEQJLEmSJEkaIJd3SpIkSdKA2fRJkiRJ0oDZ9EmSJEnSgNn0SZIkSdKA2fRJkiRJ0oDZ9EmSJEnSgNn0SZIkSdKA2fRJkiRJ0oD9ALgnAqm7CzJjAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "time_halfbandwidth_product = 5\n", "frequency_of_interest = 200\n", "sampling_frequency = 1500\n", "time_extent = (0, 50)\n", "n_signals = 2\n", "n_time_samples = ((time_extent[1] - time_extent[0]) * sampling_frequency) + 1\n", "time = np.linspace(time_extent[0], time_extent[1], num=n_time_samples, endpoint=True)\n", "signal = np.zeros((n_time_samples, n_signals))\n", "signal[:, 0] = np.sin(2 * np.pi * time * frequency_of_interest)\n", "phase_offset = np.pi / 2\n", "signal[:, 1] = np.sin((2 * np.pi * time * frequency_of_interest) + phase_offset)\n", "noise = np.random.normal(0, 4, signal.shape)\n", "\n", "plt.figure(figsize=(15, 6))\n", "plt.subplot(2, 2, 1)\n", "plt.title('Signal', fontweight='bold')\n", "plt.plot(time, signal[:, 0], label='Signal1')\n", "plt.plot(time, signal[:, 1], label='Signal2')\n", "plt.xlabel('Time')\n", "plt.ylabel('Amplitude')\n", "plt.xlim((0.95, 1.05))\n", "plt.ylim((-10, 10))\n", "plt.legend()\n", "\n", "plt.subplot(2, 2, 2)\n", "plt.title('Signal + Noise', fontweight='bold')\n", "plt.plot(time, signal + noise)\n", "plt.xlabel('Time')\n", "plt.ylabel('Amplitude')\n", "plt.xlim((0.95, 1.05))\n", "plt.ylim((-10, 10))\n", "plt.legend()\n", "\n", "m = Multitaper(signal,\n", " sampling_frequency=sampling_frequency,\n", " time_halfbandwidth_product=time_halfbandwidth_product,\n", " start_time=time[0])\n", "c = Connectivity(fourier_coefficients=m.fft(),\n", " frequencies=m.frequencies)\n", "plt.subplot(2, 2, 3)\n", "plt.plot(c.frequencies, c.coherence_magnitude()[0, :, 0, 1])\n", "\n", "\n", "m = Multitaper(signal + noise,\n", " sampling_frequency=sampling_frequency,\n", " time_halfbandwidth_product=time_halfbandwidth_product,\n", " start_time=time[0])\n", "c = Connectivity(fourier_coefficients=m.fft(),\n", " frequencies=m.frequencies)\n", "plt.subplot(2, 2, 4)\n", "plt.plot(c.frequencies, c.coherence_magnitude()[0, :, 0, 1]);\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### With trial structure (time x trials), 200 Hz, $\\pi / 2$ phase offset" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "No handles with labels found to put in legend.\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "time_halfbandwidth_product = 5\n", "frequency_of_interest = 200\n", "sampling_frequency = 1500\n", "time_extent = (0, 0.600)\n", "n_trials = 100\n", "n_signals = 2\n", "n_time_samples = int(((time_extent[1] - time_extent[0]) * sampling_frequency) + 1)\n", "time = np.linspace(time_extent[0], time_extent[1], num=n_time_samples, endpoint=True)[:, np.newaxis]\n", "signal = np.zeros((n_time_samples, n_trials, n_signals))\n", "signal[:, :, 0] = np.sin(2 * np.pi * time * frequency_of_interest)\n", "phase_offset = np.pi / 2\n", "signal[:, :, 1] = np.sin((2 * np.pi * time * frequency_of_interest) + phase_offset)\n", "noise = np.random.normal(0, 4, signal.shape)\n", "\n", "plt.figure(figsize=(15, 6))\n", "plt.subplot(2, 2, 1)\n", "plt.title('Signal', fontweight='bold')\n", "plt.plot(time, signal[:, 0, 0], label='Signal1')\n", "plt.plot(time, signal[:, 0, 1], label='Signal2')\n", "plt.xlabel('Time')\n", "plt.ylabel('Amplitude')\n", "plt.xlim(time_extent)\n", "plt.ylim((-2, 2))\n", "plt.legend()\n", "\n", "plt.subplot(2, 2, 2)\n", "plt.title('Signal + Noise', fontweight='bold')\n", "plt.plot(time, signal[:, 0, :] + noise[:, 0, :])\n", "plt.xlabel('Time')\n", "plt.ylabel('Amplitude')\n", "plt.xlim(time_extent)\n", "plt.ylim((-10, 10))\n", "plt.legend()\n", "\n", "m = Multitaper(signal,\n", " sampling_frequency=sampling_frequency,\n", " time_halfbandwidth_product=time_halfbandwidth_product,\n", " start_time=time[0])\n", "c = Connectivity(fourier_coefficients=m.fft(),\n", " frequencies=m.frequencies)\n", "plt.subplot(2, 2, 3)\n", "plt.plot(c.frequencies, c.coherence_magnitude()[0, :, 0, 1])\n", "\n", "\n", "m = Multitaper(signal + noise,\n", " sampling_frequency=sampling_frequency,\n", " time_halfbandwidth_product=time_halfbandwidth_product,\n", " start_time=time[0])\n", "c = Connectivity(fourier_coefficients=m.fft(),\n", " frequencies=m.frequencies)\n", "plt.subplot(2, 2, 4)\n", "plt.plot(c.frequencies, c.coherence_magnitude()[0, :, 0, 1]);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Cohereograms" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "No handles with labels found to put in legend.\n", "No handles with labels found to put in legend.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "frequency resolution: 25.0\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAABDAAAAJXCAYAAABltaTOAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8QVMy6AAAACXBIWXMAAAsTAAALEwEAmpwYAAEAAElEQVR4nOzddZwTx/vA8c8kZ+jh7l6s0FKoQr2l7varC3X9Vmipfevu9qXuTg0oFFocirsffhxycJxzySWZ3x8bz0buLnfJwfN+veCSzWZ3kt0kM88+M6O01gghhBBCCCGEEEIkM0uiCyCEEEIIIYQQQggRjQQwhBBCCCGEEEIIkfQkgCGEEEIIIYQQQoikJwEMIYQQQgghhBBCJD0JYAghhBBCCCGEECLpSQBDCCGEEEIIIYQQSU8CGEKIKlFKHa+U0kqpzTW836nu/V5bk/sVQgghDmbyux+eu3xaKdUp0WUR4kAlAQwhRFRKqS5KqTFKqd1KqTKlVLZSaoJSqiuQDbwJfJLgYgohhBCiiqL85sMB9rvvF5DRSqk3/Ja/4V72WQU296b7X2GciymEcEtJdAGEELXCL0B/4B9gHdAOGAq01lrPBO5JXNGEEEIIEUdhf/OBDVrrLJL8d9+dAbEJOEFrPbUCT71ZKfWS1jqnMvvVWt9TmecJIWInGRhCiIiUUk0wKjL5wMla61u11mcDLYBFZqmkSqkLlFJZSqlCpdRrSqlp7nXucT/+pPv+T0qpL5RSxe71T/bbxqtKqc3uqz+lSql/lVLH19wrF0IIIQ4u0X7z3escqL/7GsgAHg63glJqqFJqulIqXymVo5T6WinVxu/xgC4kSql7lFIb3K8p190Npqf7sbpKqRfc70OJUmqRUuq86n2JQtR+EsAQQkRTBBQDjYDF7orJeUCK1ro0eGWlVDfge6ArMAU4Cjg2zLYvBNoAK9zr+6ejdgbmAh+7tzME+FEp1aDqL0kIIYQQJir0mw8H1O9+IfAXcJNSql3wg0qp/sBkjNc2AdgCXAFMVEqlmqzfDXgdaAh8BkwCOmBksoDxOh8CCoCfgfbAGLlYI0RkEsAQQkSktS4HbsD4gT0UuBcjvXSDUuoIk6dchtE9barW+lxgGLA3zOZXAqcAl7vvt1dKNXPfvhH4273f9UAp0AzoV9XXJIQQQohQlfjNhyT53VdKdXOPW/EG8Lh78R2eZe6AQjRPAOnAKJPHbgFSgc+11pdhdKvZDfQFTjBZ3xPUyAHGAA9qrbsAM5RSzTHeNxcwG8jDeG+Uez9CiDBkDAwhRFRa6x+UUr9jVEqOA24CWgKPAa8Frd7W/Xe1+7l2pdQGoLnJppdorbVSKt9vWX2llAaW47tK4c9sO0IIIYSIgyi/+eeYPCVZfvfbAXcHLbvQ7/avQFakDWit/1VK/QlcD4wLeriT+6/ndZYrpTZidK/paLKt1UqpJ4C7gIkASqm1wEVAHfdqFuCOoKfGEmgR4qAlGRhCiIiUUqlKqWO11mVa64la60eB590Pm6V1bnf/7e55PtAlzOYd7r86aPlxGJWYXKAVxtWQfE+RKvwihBBCCBFVJX7zIUl+97XWU7XWSmutMLqjgDGIp3L/mxrLdjCyN9KA84KWb3b/7QUhr3NL8EaUUlbgWa11M4wAx4tAT4ysFs+27EBzv3KnAefHWE4hDkqSgSGEiCYdI91xNbAYI6XT8+M6yWT9bzFSME9WSv2CcWWimcl6kexy/22O0X+0C1C/gtsQQgghRMVU9DcfDrDffa31AqXUWOCsoIdGY2SjXKOUqoMRlGiB0fVjqsmm2gNzlVLTMbqaHONenq+1zlVK/QBc4l5nEtAUI5DzAfBkXF+UEAcQycAQQkRThlGZsAFnAFdhXBV5GngpeGWt9QbgUmADcBIwD5jvftgWyw611nOAZ4F9GH1lv8V3hUcIIYQQ1aNCv/lwwP7uPxG8QGu9BDgVmIPx3nQGvgNO11rbTbZRiPFeHIMR+GjjXv8Z9+M3AC9gjINxrXu9ORgDhAohwlBaB2dwCSFE1SilMrXWBe7b9YBtQGOMKdn+TmjhhBBCCBFX8rsvhKgp0oVECFEd/nSnn27FSMFsDCwFpie0VEIIIYSoDvK7L4SoEQnrQqKUaq+UmqKUWq2UWqmUCh41WAhRey0AzgQewegH+xEw3D09mxBCxI1S6hOl1G6l1Aq/ZU2UUpOUUuvdfxsnsoxCHATkd18IUSMS1oVEKdUaaK21XqSUagAsBM7TWq9KSIGEEEIIUesopYYCxcAXWuu+7mUvAXla6xeUUiOBxlrrhxJZTiGEEEJUXcIyMLTWO7TWi9y3izDmVG4b+VlCCCGEED5a6+lAXtDic4HP3bc/J3Q6RCGEEELUQkkxBoZSqhMwEJhr8tgIYARAvXr1Du/Vq1fNFk4IIYQQIRYuXLhHa9080eUIo6XWegcYF0yUUi3CrSj1DCGEECL5hKtnJDyAoZSqD/wM3KO1Lgx+XGs9GmPeZQYNGqQXLFhQwyUUQgghRDCl1JZElyEepJ4hhBBCJJ9w9YyEdSEBUEqlYgQvvtZaj0lkWYQQQghxwNjlHmvLM+bW7gSXRwghhBBxkMhZSBTwMbBaa/1aosohhBBCiAPO78A17tvXAL8lsCxCCCGEiJNEZmAcA1wFnKiUWuL+d0YCyyOEEEKIWkYp9S0wB+iplMpWSt0AvACcopRaD5zivi+EEEKIWi5hY2BorWcCKlH7F0IIIUTtp7W+PMxDJ9VoQYQQQghR7RI6BoYQQgghhBBCCCFELCSAIYQQQgghhBBCiKQnAQwhhBBCCCGEEEIkPQlgCCGEEEIIIYQQIulJAEMIIYQQQgghhBBJTwIYQgghhBBCCCGESHoSwBBCCCGEEEIIIUTSkwCGEEIIIYQQQgghkp4EMIQQQgghhBBCCJH0JIAhhBBCCCGEEEKIpCcBDCGEEEIIIYQQQiQ9CWAIIYQQQgghhBAi6UkAQwghhBBCCCGEEElPAhhCCCGEEEIIIYRIehLAEEIIIYQQQgghRNKTAIYQQgghhBBCCCGSngQwhBBCCCGEEEIIkfQkgCGEEEIIIYQQQoikJwEMIYQQQgghhBBCJD0JYAghhBBCCCGEECLpSQBDCCGEEEIIIYQQSU8CGEIIIYQQQgghhEh6EsAQQgghhBBCCCFE0ktJ5M6VUp8AZwG7tdZ9E1kWIYQQQhxYlFKbgSLACTi01oMSWyIhhBBCVEWiMzA+A05PcBmEEEIIceA6QWs9QIIXQgghRO2X0AwMrfV0pVSnWNe3F+ZSUFrO5tx8OjeysrHQQtfm9di6fhkdu/dn7c5CDmmRwardNvq2zSRn2ie0PfRklhQ1ZGCHxqxbMJneu8ayvsERdB1yFvN2OBnSuQnrp35Fj6GXMntzEcd0a8qsrL0c060pc5evZkjnpixbtpj+RwxlzYyf6TnsMuZsLuDILk2Zu3Evgzs3Yd7mPAaXzmBLzg7anTiCJdsKOLRNXVZk76P/nvFscrWkY+vmrLU1pVumZm15c7q3qM+upX/Rsm1nNuo2dGpaj615pbRrXIft+ftp06gOOwr208a2Edu6KViPvp29JTaa1E0jf385mXVSKdm7gyY7Z7Cn6wXUSbNSVu4k3aqos/hjyg65EAepZOQuI6VoG0U9LiS9eBup22Zh63Ue7FiCpXkvyotySW/YjEJrExpSgm3XOjI6DSav1E6Temnk5RfSLLM+u4rLadUwgx0FZXSwZZG3czMtnDvY0O4CuhTOY0dZKi279CNrfwO6t2zA2p1F9GrVgDU7C+ndOpMVOQX0a5vJis07GbD1U9bUO4JeqXuY3+h0jujUmHmb8xjSJo3iTy+gwVnPsXnpNDq7tjC/4wiOOLQfy2eNpV+nNmTP/oF2R57PLFs3jm5SxKrVKzjk6LMCjsURmUWs2rydQwYczeKt+zi0fSNWbMymb6u6rNhnpf/OMWwvgdat2pBFOzp2PYSs3cV0bVGfLTm76dC4DluLLXTd9iN7nPVo2HUI2boZrTMz2FVoo3mDdIq2LaWJI5ddLYbSqG4qhfvLaZCRinPjNDIopzStCZa2A7GVO0m1WrDkrqFuzmzKWh6GtTgHe7ujKU/LJMWiKHe6SE+1Up6fQ1rDFuhN00lv1Ia8+t1otnche+t1J7NJU/YW22lWP53cIhstG6azo6CMNo3qkJO/n3aN67A1r5SOTeqxeW8JnZvXY+OOvXRt3ZT1u4vp2dJ3LFbmFNC3bSbLsgvo3y6TpdvyGdihMQu37GNQp8YsXbmSgXX3snHDGrqcPILNE96g8wnX8++WQo7qWJ9/3ef/2hk/0fPk65iVtZejG+5hybZ9DGhTlzmlbTmyXTqrF06j15FnsGrhNA5pYiVrx166HHUOW2d+R4feR7KstDF922SyZss2ejRNY01RHXrnT6Fk5V/UGXA+2WUZtDrkaLbsLaFjHRvZ+WW0adWa7fn7aZ2Zwc7CMlo2zCC3yEbT+mnsKymncd1U8veX0zAjldK8HJpu/oM93S8ho34jbHYHaalWyp2aFAWWfRtQgKNRV1yA1aJwuDRpzlLKLHWok6KwFewmo3ErisscNKyTSum2ZWSmWygqyqdut+PYU2yjeT0ru/OLadW0MfvWzqRVeTbZ9fvTqnMfNu8toattFTmFdto1sJC9r5R2TRuyLXcfHVs2YcuOXDq2ac2W7dvp1L49m7ZsoUvnzmzcmEXXbj3JWrea7j37krVmKd17H8a6lQvp2fcI1i6fS68BR7N20Qx6Hj6MtQun0HPQSaybP4keg09j/dw/6TbkTDbM/YMuR53Hptlj6HT0hWye/SMdj7mMbTO/oe2x/0fOjC9pfdw17Jr5GS2OvY7cGR/TbOiN7J3+EY2H3sS+GaNpdOwICmeOpv4xIyieNZr6R4+gZPaH1DnqRsr+/Yj0I2/ANvdjUgdfj2P+51gPvwrXoq+wDLgC19LvUP0vgeU/4ep7PpZVv+HqdTaWdeNxdD2N1I2TsHc+ibTNU7F3OI707FmUtT2SOjnzKG11BHV3L6KkWX/q5a2kuFEvGhauo6B+NzJLNlFQtyONyraxL60Njct3kpfSgqauPPbQkOaqiN3OerRMLWOXLZ1WdRzsLIVW9S3sKHLQJjOd7ftKade0AdtyC+jQojHbdu2hQ+uWbMnZQae2bdm8bRudO3Vi48YNdO3anaystXTv0Zv1a5fT45ABrFu5iJ59B7FuxXx69DuSdUtn0XPgcaxdNJWeg05k3fy/6TH4FNbNnUj3IcPZMHcsXY48l01zfqXT0Re4j8WlbJ35He2PvYLt7mOxc+bntDruGnbP+JTmx91A7oyPaHrcTeTNGE2jY2+iYMZoGh53M0UzPcdiNHWPvon9cz4i/cgbsf37EWlDrqd83mdYj7gG54IvsB5+Ja7F36AOvQy97AfoexFq1S84e52Dde1YnD2Gk7L+L+xdTiZt8z+UdxxG2tYZlLU7mjo5cyltNZi6uxZQ0nwA9fOWU9y4Nx02/1RdVQMhhBBCiLCU1jqxBTACGGPDdSFRSo0ARgB0b13/8O4jx/Ng7iMMsy6jU9k3XNc2myf2Psi/GcdRVFLKKdaFdC37kneajWF48S9sTu3K8UVPM7RHc77Yeop3u3utzfnSdhz21kfwYO7DLKhzDNfsu56VGTew2tWeWc0u4ca8V0PKszGtB3VtubRS+xhU9j69e3Rj0/oVzEi/F4B3mz7My9v7sTnjirCvuVPZN4xovZFH9j0KwOm2F3im3o8Mcizkn5TjuL74Vi5psIK77KNpp/YAcJ1+kim2HmRYYU3qFdh0Kit1Rw6zZDG47F1205iRKd9wS8pY033+7jyKc6xzoh8QoHv5t5Q7NaPSf+Am9at3+bD0H7ixZDRXpUw2fV6+pTEDSt/lqC5NuT/7DnTdplyUf5c3KHRc92acuOlVrkuZ6H3OkWVv07dbJzZvWM3k9AdNt3tTuz/4MPvsgGWHl73PwoxbAbi24yQ+22Ic235lH7E840YAxjW4mFV5imVdbuTLbadiU+ncZLuHL9JeDNjW33VP56TSCYytex4nlPyJzVKX+2w38VnaSwDYSKNn2We0aJDO7iIbvTPyGM8dxntV9gUOlcJA1jEm/cnA97HsC8pJATSbM/4v5HV1KvvGe/s0y3z+l/Z6wOO9yz5hVcb1/Os6hOv0k1zuGsvWtC44bKUcl7GJp0svoEOTugwt+I12DSy8kH8S/dsZgYkHWyzgtsLXWJvam57lq7iy9Vhmbirk46Zf892+nuzvcjozs/ZwXPdmzFjv+3tH+43cn/uotwyjmz7IiL0vBZRrv05jcb3jOLr0b55o+Q6fb2kScL7fbr+L6zMXcPj+2dzZ9jve3n6Z97GRrT/ihR03sl/V4XrbfbxW9zOalO8mXZXTqeybkM/Nec3Hs2Rbvnf5ZXVH81zx44xPPYVXSobzR8bjtNR7OEH/jxK7E4sCl/srbUza4xxmyQLgU8dpXJcykWvsDzHN1T/gePzHfguXpfzDZOfhLHZ144f0p7na/hCDLGu5K+VXAH5wDONBx80B5Tucr9hbZuGrOq9wrF7E8XV+ZOr+i72Pf5NxOc/nn+Q9H+PNrtJI03aKLQ2o7yoiz9qMJs497EppQ0tHjvfvzpQ2tPL7m5PSnjaObexIaUtrx/bQv9a2tHZuJ8fajjbObHKsbWnj3E6OtQ1tnDlst7ShrSuHbNWGdjqHbao17fUOttCGjuSwRbeio9rJZt2KTmonm1wt6WzZ5f27wdWarpYd3vubXS3pZNnFFlcLOlp2k62b0U7tYY9uSDNVSLHOoL4qw6UVFpXY36twHFhJwUmpqkddXUK+pQmNXHnstraihXNnyLHYkdKO1o5sdqa0pZXZMQj6m5PSjjaObL9jYxwT77GwtKGdK4etqg0ddA5baU0HdrCFVnQk9Fh4jsFGVyu6WHaGHAvP362u5nSw5LJLN6KlyqdQ16Gh2o9dW0lLr4satX1hsmc1KKU2AfsADfxPaz3aZB1vPaNDhw6Hb9mypWYLKYQQQogQSinTekZCMzBi4a5sjAYY1Maqx+WdBVbf42U710IqHFk2w7v8npSfGV78KwCdyjfQnH1MXwdk+J7X1JnLPSljeDQnE1Jh0P5ZrMyYBcAhlm0cYhK8AOhiXwfKuN1Z7WD6ukzeT/U1REt2bgD6RX1dnuAFwIT0keAwbp/omMER6gQesb9JI1XiXedT9SSd+IbD9AoA0lU5LcgH4IaU8TSglCtSpoTd38mWRVHL5NHEuZdOaldA8ALgwdJXODNlXtjnNXLt4wi1hqFbF3N4ynooWw/cxaysvQBGAzktsGKYqhx8lH02pIcvT9nGWZAWuGy41VeOqWtzvcf2wzTfcTuz6EfOTIUfN+2EFEjXNh5I+T5k+yeVTgDgrNJfQUE9beNs62zv4+nY6ac2cu7+WfRL28QQ1ngfW59xNYW6DhOcg0O2q9CcYlnAVdZJpq+ri8pho24DwJGWVSGPp7pPikPUFprYd/J4xpdGFTwNcMEHnMjWPHgm41Mogxc4iWXZBcZz9v0NVuhZbmz3huxR7FfncVLJOE5KG0enLOO7YMb6PQF/D935S8Dna9vO3ZAaWK46yo61eDtYoO/2HzjXEhh7HG6dx+H7/wVg2cacgGO7ZrNxv47ez+MpX9Dasd37eTJzyo4PyOIc7/2TCn+lS8pO7nB+ySsMpx9ZoODQ8qV8mv4yR9repqXKZ43uQHMKvM/zBM0+T3uRu+23Beyjr2UTR1jWcYRlHS+VXwoQEuS6JGUaDzpuDlg2Vt/FUbzDsdr4bOXsKw34jrmi7FuuyPg2/IurojRtB6C+qwiARo69oKBReS4oaFi+BxRkuv96ljcq3x10P/BvY8fugL+NHHvc942/TZzG32YuY/3mLuN+c23svwV5ALR0/22l9gHQWuUF/PUsbxn0t5X7ec1UofH6VBlA0gYvAFJwAlBXG9/ZjVzGa2jkCDwWnvc4M+hvyDFwH6PGwcfK4TlGuYHHwpnrPiZ7A4+FzgPlOxbBxyDcsWjlXe4+liofgIZqPwBpysn+ckf1vaHxdYzWOkcp1QKYpJRao7We7r9CQD1j0KDkPdGEEEIIkfwBjGi0Seunj9occP+F1I+4ofwB0+f/J+XHailDVfyY/hSl2rxFb8FXt/JkZ9ycMi7qNl0VKOPcjDtMl59pDR+88Pgq7TnSla9ie5plPhNdR3jvD7GsCVh/qGV51G0ebVkZsuxIy2rv7ddS3/Pe7q82hqx7cYqvrloXW9T9AVxonRlw/4/0R8OsaVTqzc4BjeLDtNfCPu8m6zguT5lC/7IPI5ZFo7AoV8jydGXH73TgUusUvneeYLqNE6xLOcG6NGCZwsVzKR/zpfMUVulOADRTBQHrPJ36men2PI3Mi1OmczEBbQHOsv7rvf14ypcBj/2a/rjf/qO7PeV3bk/53XvfE9QBqEuZ9/Y3ac8B8GnaywywbOBm+72Ea4W8mfZewP1BlrUxlATasCfgfmuVR0e103t/cfqImLZTXTwN/HRVDhiBJv+/Ge7ldZXN9PHg9Tz3w63vWa+i2422vRSTc722SlNGYKOyxyBe721l1/OU30wdvT+GdyDxtNY57r+7lVK/AIMh6EtLCCGEELVGogfxrLJYggfp2MM+1lgVV3rf/SybKv3caDwVzHjxXMWsbmVBqRI3p/wRcf3GFEXdZrGuE7LMv5F8gV+wIdqls66WHVH3Vxlm+1VRSnO5O2NmZvpdEddrpEq8XZT8WYK2f2fKL377jq4Ne7k8ZQofp73iXTbQ3eUimo6W3TGtd5J1cdjHelm2BdyP9Dn1uDblL+/tZ1M/Dnm8u8oGoJvaHlP5APpZNvvdC3/MZmeEHqeGlHpv14vzZ1YIUTVKqXpKqQae28CpwIrElkoIIYQQVZHQAIZS6ltgDtBTKZWtlLqhIs+fkXY3V1j/DlnuSYP1iHeGhMfjqV+SRjlnxJCZ4O/d1Dcqvc9ojeJEK69gUo+V6Fdby/37NEThStApXZVzzJOWHSzasbbE8N6Fo3DxQKrRncaTRp5oT6V8VqH1z7fOClnmOQ4WXJU6Jtf4BUhiUdHzXQhRo1oCM5VSS4F5wDit9YQEl0kIIYQQVZDoWUgur8rz21tyaU9uyPI+lsBxFqorgAFwbAxdIILF0hWjtnJUINgAsTUAK3L0qvNYR3K5yfgjDfyuzlfGkoybIz4enIHRTu1hgMpiie4WNfhxm/V3zvMb5wPASvh08ZrQOQ7ZMZ7XbUFX6lzw9PWPlV0CGEIkLa31RuDQRJdDCCGEEPFT67uQiOQSHMCI1oS0xdAADG6oR9JQVS1oEE+eWVKqi1mQ4tf0x7HijBrAOMM6N2TZhoyr4la2yohHdpGnG4dFaTpZdlV5e9FUNGAnhBCiekxZs5sxi7ITXYzqt3MFfDIc7MlT3xFCiJp0UAQwhlqX807qW9Wy7eBGV5pycLf152rZVx+1mUxKoq+YQA4dHMCI3CiNLQMjubvNJEq4wE4TCmu4JPERz9yZu1PGxHFr4cm5KYQ42LlcGq0T/1143Wfzue+HpdFXrO0mPgxbZ0P2gZvNK6pu/uY8PplZfWP1CRGLGetz2W+Pf4b3QRHAgMBBH+MpuNF1pXUy96ZWTwCjsSrinbS3q2Xb8eIMOqV8Kf0uUqjstHuJrxglo6o0nhPT0ebAE8sYLkIIcaCyOZx0eWQ8r/61LtFFqT4rfoaloVOwJ8ym+E6ic/s3i3hz8vq4blMk3sUfzOGpsasSXQxxENuQW8xVH8/jkV8qPtxCNAdNAKOmZMQwk0Jl1YZmfCmB078qNEMtS9mYcSVZGVcnqFQHJgua39NGJboYB7WqDKQqhBDRbN5Twmt/rU2KDAczZXbjO/CLOZurtiGtk7dLxE/Xwy+JnSa7wjZNh7mjY1p13LIdvD75AA5ACSESoqjMuHC9IbfyM36GEzWAoZSqq5R6TCn1oft+d6XUWXEvSS0VfBXcdZBf287RzQLu97ds4ou0F8Ouf6JlSdRtPpj6Q1WLdUB6P/V1+oeZyrc2dm0YZKl9FagUCWAIEbMDpj5RmgdbqyerM9iNXyzgrX+yyN5nPltVvLhcmus+ncecDXsr9fxIvzhaa96dkkV+aYQLPHM/gOdaQ2FOpfYvgnx+Nvz5QEJ2vSw7nwkrdiZk30J42Yph3odGcPRAMvUF+PvpRJfCnMsFa//0vueewHt1tIxjycD4FLABR7nvZwPPVENZDhDVF8CoDaGR4C4k0RxvPQj6q8bgupSJFX5O57CDVNaGM+XAIBkYQlTIgVGf+Ows+OS0GtlVudP4jnG6KlEJX/krPJkJBdEHttxXamfK2lxu/2ZRxfcTxewNe3l54lpG/bIi/Eorf3EXZEv4dUSt8NS7H/PB10nU5eYgsC2vlHf+WV/tmVpb9pYwde3uij1pxc/wcc18XwaY+DCMvx82hs4SWKtNfR5mvJLoUpib8zZ8exmsGQv4BbZV/NslsbQ2u2qtXwLKAbTW+5EWklfwle5kmgUjEc44gKeIrU0yVXIP9nqgkACGEBVyYNQndq+Mfd1t82DL7OjrhWF1V/ycFWyYOHOz4MdrjDs7QwMHdoeLVyaupcRmpPjGsnWXS3PmWzP4c3nolNeRDqLdHYQptgWNg6U1bJzGuKXbYZt7ZixtMtjbtJeMQExF2IrAFYeB4/K3Vn0bHn89Bhunhi7fvghyFhtXL50O8kvtnPb6dA5/ehK/LE6+WVX+WrmT35ZsD/v4T+lP8Wv649VbCIcdVoyplqvrf63cGXquxll+qZ1OI8fx3bz4nF/XfzafV/5ax/Z8I1OrrDzMub/460oFCUvtDlbmFDDs5alc++n8ij35p+thWyUz1iaOgv82rtxzS/OMv3HumlbudOFwVq7uZ3e4sDmcsG0+rJ8c13IlTOEO3+dwh/uidLlxHnoW+/8+7Cm2xWW3sQQw7EqpOrh/35RSXTGuoAigo6r+qRo9vkp7vsb2JWq3cF1LRHyNTX800UUQojapXfWJ0jx4rbevUhZMa1blFHLrVwvDV2g/PgU+HR5xN7Oz9nDR+7NNt+G5cOWqYAaG9d3D/coZut2fF2XzzpQs3gga+yBSIKLc5WJlTiF3fbcIsiYHNB4r1YxcMxa+OIdtPz4UsaxMebbi236+Hfx2e2VKFej9Y8M/ZisKbBw9mQm/GNOn77c7efWvtUZjxWP2W/DFuaHb+fAEGH08+z46F55uypS1u1m7q4i9JXbu/T7w3ItXg9crazIdPPVYZznkbYRNMyI+ZcSXC7n7uyXxLUdFTX0OfroO1k+KvF7JHvjguKiN9n0lRvemjbnFjPhyIQ/8WL3ZwZ4uYV/+W4WMowWfwLtHAlBqd9JPbcRaZHTB6vXYhND1nQ747bbI2WPTX4H/NglZfNe3iznzrZmVL2tlzXnH/DuhNI+sX58nZ1/44ISzmpJRDnlsAie9PBlcTkrtjvDBIhNDX5pCz0cnwMcnw9cXRj9/a5DD6eLz2Zu9WX8x2b4IXusFi74w7nuCxqV74eNTSdlvZOt4fseWbMtn0DOT4xKYjSWA8QQwAWivlPoa+Bt4sMp7PkCMSv0m0UUQosJCx8g4wPoICiGSUe2qT2yaDoXbjUq9Ga255/vF7Fv1D/u/uNi4gl4Rn54B/xvKfT8sZcGWfewp9hsjYtab8NEpWC1Gza8yPUh85Qwtl8PpYnX6tRy95QNjlQps/xImw1cXwvIf0ZF+O7ImQ84SABQuOtqDZrpwZzd0Vn4ZHWaNlYryvJil31Z9W7aC8I893w5e7x24bKlRJ/xwxkbe/ieLL+fE3kBtnGPMLmIJk269LDufkWNiGM0/f5vp4k4jx3HPd4sDF351IdPT7+Vi61R4uhm8NRA+j21YmmXZ+WzaY2R7Ltq6jwWb82J6Xoit/4Z+dlwu+OcZKHZ3V8jf5u0KZXM4ycvZYCzfOBXmfwzA7A176DRyHDsLynzbWf4j7FwGc94FjK5Y707Joqis3Njv1n9Znl3AwKcn8evi7d7Mi20RGsZfz93Clr2xZbmGm2LYc4g7l28IHfdl/sdhj2GAsfdC7mpjP1rzR/qjtPp0cIQnuMtR7Hfh1eX0fV5y18I/T5tmQc3fvC96eaIJfh+yF8KTmfz+2i3w0ckV29bYe+i25AUeeytwoFqtNRtzi3E4XUxa5Xmd8a3fOlyaaWUXw0cn0/vxiZzy+rSAx10uHTbgvLOwLHDB1xcB8N7ULO78drHJM3y01uTk+8ZCqkyWUKQuRp/P2cJ/f1/O1zONoHbUQIbTYXSnBF+WoTLCCnru/2DbXJqt/c5Y7H7Kmh2FAKFjLZXmGQHgrNizUqIGMLTWk4ALgGuBb4FBWuupMe9BCJF0GgZ1MWlNJSseQggRo1pRnygrMCpSnwz3tTLCNqo1WsMHqa/TYMtkKMsHh81IqQ0yceVOjnr+b76Zu5XLRs8xUr23zIIdS70VxRSrotTu4Pv5W2HS45A9z9uYrdQYGN5iBpU/ewGt986ljrJzwu7PPa8EiNxV2VP3ba/cjcrCHG9gpQ25RgPI31cXwuhhTJ27kFEpX/PUzttg69yQDWr/vI94dPuIEAT5depcOo0cx8qcCIGJ4lyY+mJsAan95g07R7huMxiBhB0F4QdlDRfAKCsPU57n28OP1wJw2uvTsb09JOy2f11iPkjqWZbAFH9PMOA/P4TPRDjnnVmc8MpUAC54bzYXfTAn7LphbZxqZATMfgv25xufP4Cts2H6y74smjf6wut94MlMil/qy6z17nPw33dh3H2U2h3c9rUxfsuirb5jUmwzzqeC/UZwcPLqXbw8cS3PjF1t7PeT01i902hUzVi/x3s+W8McA5vDyahfVnBxjK+1yyPjOe+90C5kW/YaAZJ3iu42XpebsyQPxt0HX57vW3nHUniunen3ioc3Vd+sC1bwSv6fj6eawO93GLff9QU/rvt0XsB3jqfh24BS2lcy89zpdLLa3YAFYN7/ADin8FvInk9eiZ3OD48zHUg4tygoUc9WBEC5zR1oWjMOnszkjykzOPHVacyONhhx+X7je37Zj5V6LQDkGOfbtrzAz3KXR8bzyWsPwWYjY6Ws3Ind4Yr4Hf7ShLX8sTTos1lext/Lt/H8+NWwZTYTfvmCo1/4x/twRX8Txi7LofPD49ldVGb6eEGpndGpr3LtlCEs+Hcqfz15GmtWLkGv+p3//raMjasW+FZ22I3fqHKjLeHYPJv5jx/Bup35AGzPM46PRlGP/fS3LwFg2rpcY3lw0XPcwZvZb8f8esIGMJRSh3n+AR2BHUAO0MG9TAhRS7VVgV/uE9OT9yKoEKJ2q1X1ibyNxt+ts71Xk8KmJ7w7hDdLHvDNPqY1/HidkVIb5MnfV7KjoIxHflnOvxvzOMavIuoZI0IBz45bzUM/+66yexqzruAyTH3RtLKXW2Sj/5NBg0JrF3z3f0aF3eWEj07i5AWxTQtaYnNw3Ev/MG9TnrcMVs/YP8rCLvcVxYncHtAA8vffjZdxY8qfxp19mwPLRdD10QjBh2KbI2z/6VU5/g2jD703p63LNRp+q/+AnSs4b+qpXGOdGDkd/vc7jS4KWwMbnnaHi91FZbw8cU3kLj0uFylW49xZuGUfnUaOC2hUAyzdlh/26eECGGHZCr2DoK7dVUS6M3p2wPR1uSzc4itTcFbmFR8agaafF8WW6n2YWscV1r8Dlp337izOeDOoO8qkx43z0H0ufTHR/R7nroEXO8ILHYz7LnfgxxHa2GpqzyGTwNfY+/GJ5JeWA2Dxe/tW7TSmb1zlDljZHaGBJavfZ8xzjqswx8AT0yrYXx7y2NatWzjvue/YVVhG9r5SOo0cB/iO9bWfzuOjGcb3iyfYAhjnfMF2+PE6jnv6D2PZfr+LSgs/B3sRrPrNtEyesnt8FdQt5dpP53Hya9MIm4mw+Ct+WBCY8VG8bgb7stfCbiPDo8RuBEb+Sn+QGen3hi2Hr0DucR78vP3POm596weyZ3xt+pRFW/ahtZG9FOyJ34PG8VFWwG8csuVGIGLBrEkMsyxlQ26x79X6vTefztrEtrxSKHLPkvPPU8zfnBeQ2RDssV9XeI9brG4s/h98diZgdOc58dWpPPTzMgDaqcBBUPfbwwSdnm1Jn5+O43/TN8Knwxm+7K6Ah1PWhD8fzHw43XgN2/JKKSgt56MZG43AlMsFznJcGk62GoGEjlPv5kzrPHr9OAz1w1U0m/8yXX44Cfa4s+j+ecoIHnrKUriVIyzrKN1jnEee46JRvJb6Pk/mP4IrP5s/3bMThY7p5InAxT4RRKQ1X3X/exeYC4wGPnTffivmPQghkl5DVb1T9AkhDmq1sj5R5q5X/rshl9u/XgQlewMzBPaup7dzLS53VSq3uBTWGo0WtIZJT3hX9W8O3Wb9ja7KNwiiJwNDA3uLA6caXeW+YvnlnC2B6b9Tn4O/jDF4dhaU0WnkOMYv38H0dbkUlgVe9f9l8TbvqPD8E2bSF99w8QGLV+8oZFvefl74czWu8jI+SH2dm1LGGw9arAwPaqB+PXcLy7MjZDc4/QMQJg0ql9PIalj5a8hDp746lUHPGCnGunw/FPmuBJ/xll85JvjG1Ljmk3lGl4jvr/Q2Wk61+F1JNFFSbJS/eH9g4/mvVTt5+OflvDtlA/9ujHSFV5NiNd7HGev3AMY4J2bMGk6WoLZzqd04nsFt6pDsjtI8fk8bZbqfH4MaqFd/Mo8L359lui5Ac/I51xJ9zINGFLHky5GMSX+S51I/Zs1OXyBpybZ8Vu0oJL/Uzp3fLua+H5bALPfH3eWELbO5eteLAOzYGtS9yH2u5xSYXy1OJVKmjiJ73WJ+nrnUG4jwZMR4gkP+XZ883bSc7u4eF1mncbjdfKBKT8PLLMjU4ZP+/Gq/mT+W5niDQyk4OMcym5KycqauzeWZcavZmFscuuG/RsHKMZxiXQgYY1p86xnvpE4j46876wCMgKhH1u5idvtlKDz6a2Bjf+raXLJ2F4cGB/26rjz407KAh35Mf4pmnwyB94wxNjxX+1urMNm6LqcxhorHtBeNcR4WfeldZFk/ganp/6Hd37cZC7YvDNhE2zWfANp7PPzHBHI6XVBeBqV5lDtdZOUamRfeYKr7uFxW/hufp71Im92B3ToACsvK+e8fq7hs9L8U2t3HL38rt34wgQdeec/Yvokv/92MfeITPPju1wx86q+Ax261/h75c/JqL15IGU32vv38tDCbt1LfZmb6PQGr3O3u1nWhZTpLp/0SECxppcJ33an32w3h9+svZ4kR/HKfsxaluP2bRTwzbjULtuwzspyebhYQBNvvDDy/B1ncYyV5Aj955uPsebLp2rjPE42im/u3zmXznfeh8Qu/AIbWsPAz70Cg4YQNYGitT9BanwBsAQ7TWg/SWh8ODASyIm5VCJEwPS0x9J0UQogaUlvrE7d/Y1QsS2zlzFi+Hl7uApOfCFnPc/X6P9/79WHOXQOz3ghZNwMbD6Z+z49p//Uuc7hHm3vgx6UhjVQLLjZnXMGLK47jycf/Y1y9dgY2XKes3U0ftYkf5m02fR1/r/JL+Z75WriXa7wWv/0XlpUHdAuo+8EgTrf6GnbaZMjPT36dyBfvR5gZ998PfN0uzLqQaKcxa8GP14RM/7qz0Feh3fDW2fBqj4ivxaU9jRT3b6L7boqK3E1ls3tch9+/+zBged3SHG+2THmEDIxFW/NItQRWr9NTrAH3PfX14MwMAEtQBOObue6GbFADdMSXC/lsll9DYvITYQfwfsC/gZq7lmGWpaT4BQGGWgPH1vgk7SXeTHuPxhQSTjeVzZKMmxmw4X3vsmveCL0qPOCpSfyxNIcxi7b75u3STrK/vdu7TvM88+l7N+WWkJcb2nWilTIPIGVSTMesL2n3zfEMm3QWv7vT8p0uTwDDWM+/d5Dn/a5fnktKUTavpP6PxwpCP+cAfZ8wspv8Pycz1+9ht9/YBlpDHVsurdjLrdbfeSvtHR59zveZOPHV0Ma1J4PG812yv9zJw57xTtxXpYtt7gDBmnEcMu8R71PPfjvyoKseH8/Y4Lsz7WV47ZCYnsdvt3Ob9VdOs/hmGZywYgcbJn8Mr/Q0uv481cQYQ8UT4N3lDrB4uqcAd+X+lwB7A7/6D1n2AkdZVjFw/xz44WrySn3BXCsa12dnwkudGfXLcnLz9rmXewIYxt+2yuii4Crw647xy82waxUp6yfQR21if0khJ7/hCzrcn/I9X6c8BeP+Y/ry61HGbSm/8+ju+6lTuoN0fOV6KPU73kx7D8oKOeW1aRz9fGAWEkU7uCxlKndax7A54wrOsYZ2PfrL/f38atoHHDrlWv7986vATLUo8kvtrN/lC27tK7Gze/UsbxcWRg+DH66mwP1+/r40h5nugKrWeMftaVrqOx5FtsDvmpAZ98KOpRH0m6CU9/vd7vD9bmmteWnCGjqNHMfCLXl+323KmPb2j7th3P2wIzCwFlim6Hpprb3fbFrrFcCAGJ4nhEgAma1GCJGkalV9or/FuBKm0DRR7grimnEh6zV1P7bXv2+x+8qlh+dKsKeBkoHvaqXnyteUtUbluxG+ymh9fIMJPmBxp16X+w0wuOgLvvhlLOPSR3FhweemSeKWaIPYOew0/uJ4brD6vbZ1E6n7cnvq4ntNlqLAhqSrrBCFi49TX/Yu+zNtJC+nBg6sF2D3SqNyCngyMFx+ld59hYWwa5W7XIHdRTzv3UmvTqVbUfSpHC3K/botKf67o4cyAiPB3UD+WJpDp5HjKHR3D7hCBc7kcMTsW7zHMaRLj59H//cDz45fHbAs+P5hs26BJzP5d3XoIJ/BV/df+Wsttu3LOeLzrpxo8TX0h1vm8eQfq7z3523IDVumAO8O5vO0F0kl/CCAnivt1qBzxz/dvasKHU9jbsYdIcsysFHHcx55Npe9gHZlvhlw/M/R4Nl4mrwb2iWrs8V8HIYv057nkCVGsKCZKvQ2nrS7geR5ay/f7QvkNd1nNJKe23gxh/50nHf5a5PWMXuDeeaM9wiV7GXmZ6PY8cpRAY+f+ucw/s24kx4W41x73fIGn6e+YLqtwO2anVfG3j6c5m5gfncFl6ZM9T56nmsSmzOuCHlWQ0qw4uSPtEd4IWU030zy6xI1JUKQMdjir3gw9Qf+l/aGd9EtXy2i1YyHoXin0fXH47k2sY0IPOZm08VWXNy241FY9RsOm++7x6qcWLYbmVO2Rd9xlNU47zupnUZQd/XvADgwAoXeMVLA+L58/yjq/nwl49JHcQ1jA97nju4uHTkrjUF0j3zubx4e42s4e9ZtqEqZnXEXazOuDS34m4eyc/fusBlD/0n9KexbsTnjCr5Pe8p7/6O0V+HNQ733/X8DmhMY8Fy7s4gn3/6QMW/d71121At/0+L7M7xdWDxceZu4zforQ5f6MtQ2rvUFLm9Y9n/e230sgd9LKZ4uIdplzH6zNvR3EEAHfXdpLN7v93PfmeVd2rhwLe9NNQJqD/28HHa7v8eU8gUzNk2H/x1HOLEEMFYrpT5SSh2vlBqmlPoQWB31WUIIIYQQPrWqPnF3inFV1IL2NbBKww943ErH2IAM4t+Ovjj3HZZk+Cr3/tVBb6bCzzf6Fv5+J3+mPwzA2YXfsm5MaMNEBV89C/LlmF9I3bOax1K/pqEugg+OhW8uIcW5n85qJwoXymRsCuu057kv5SdOsvoyT9Lc2Q1vTl4fsr5XaZ6RhTH5yZBX2Xj8LUajyM2bfYCvIbEhN7YZILw8AQyncQWysTJSmbs8Mj5gxorR7j7iSpk3wFLKi7AoeDDlO4Z+3yfwwTxf2vf49Efw7x7TjAJa4csYSMdOy51TAchdGjrdZXAXkrJyF9P+NhoMd6WM8S6/KiVwxP7BBX+GbOuFH6aYvhaADOxhH/Ouo2zkr57qvd/nCV9562HeWAu2NH0EqzOuD1z42RkBdy1+7/mzb7yOo8AIlqWq2GdasOIMP4W81jD+AVrsMN6PYUVjvQ+13Wo+lsBbf6/3jgXy9dwt5Mw1rqI3J983RsZvtzMy9TsOtfiO/03/DPTePtvqGxx1mDX81WSP4Cvd+aV2b9Ql3Hn5fOrHJks1yzJu4oWUD+ln2cxlKVP5O/2BqPuP1f0p31NPmYxH4ygzvj/WjA19zN+y70wXO/2apa3+55vhx+l39f58q6/r0yOpgTMNeQIYV1onM9xqHuQ8Vc0NCJh5giFtyrfCoi/YWVjGt/O28dpfxsCaUQPAAPvzWJ5xIx/5BXMrYohlTdjHVmT4vu/nZwRODX3aG9N5Y/8jPJTqez8DBvv1C7hPT7+XB1N/4ATHDC6xTuG/KZ9y/JxrYiqf1Z2tNXvDHpj7v7DrHUbg67A5tLeLpSdb5njLUp7IudmY+Qiw7y/1/RbkrsWJ8X1tLwnffQZiC2BcB6wE7gbuAVa5lwkhhBBCxKpW1ieOty71XbEryw+73seOR8I+1lVv4WzLbG9Tva5Z5R84sWBMwH3/K4XeK+brgwbp9DMiZRxnWQLTlK1RAhiXr7zFe/tZ5+uw03dVro3aw6aMK/k513xqzTtTfjVd/vrkdabLAbBYYcpzfgvCNBA2z+SRX/wGNDUdM8PF+OXhZ2cAfFOhOnxdUH5PG0VDitm5YSl603ScLu3t529+FRzq7N+JVSluS/kdqyuo8Z+zOODu5oz/8waOFmTcyr8Zd3ofa67yvbf9r2p7DJ54Di2CrrSWlRvHfoBfQzkWI1edB2Nu5tXU92hIScDYK4szbgn7PM978FbqOzT6/lyK10yBfZsDgm2vpX0Qcd91KOMS6xTSVbn3viVMI9zfE0VPkfL7rQAMtqyNsraHNs0Iaac8qfIa5o3msFm3hgQJUkt28lTKp6Zb7ei+wp85dgRZ414HoLdlC8U2BwWl5RG/DyrD81ltqoqoTykDnprk7UKiMMa7iOYm61gaYJzrF6dMj2v5PO5IiTCA5K4V4R+LwqF9Xa0s5b5AZZ8dP3tv14swZltL92erV8Su1Dq0S4TnkT992Qlv/ZPF/d/O5fHUL03XNXOydTFHWlZFX7EaFJSGDizLd6GZOQAvpX7INSmTaET08wnwBgaPmXW9b6agGOQtn+h9rz1/W7jH9Ris1nCiZRHTyy/zPSF/C+oP47syzVFEJCnRdq61LgNed/8TQgghhKiw2lyfiOkqXARf2O6BNOhb9pHJtl2cb5nJA6nfhzzWXPkqixnKpIIapJkq5J20wNlJbo/U2ABSlK8y3zooi+TDtMhjZoTjn3EQomQve4uW0dS7IMysG3/cxQD1lN9aocfANu9Tbvu1JV3UDjbqNiGP91N+Df6ffFkA/S2bGJP2JN1+Nxq9Xcu+oWfLBkDkq6Gms1OEycppSCkF1A9Zfqf117DbB2iQv4ZLrVN423kBA1QWWboNmyqadeJv2XdcaIULrdEH5fTwjI9xmMXotlD/u/MAsPCV94pqNI+nfMnlKb4MkO/Tno55/xU1Ke1Bulu2hyy/JcU9q4dfBtF3QeVou+sfrg7TGpqWfh8AZ/llUnjOwzu+XcQXAR2gouuqtvNc6sdcbn/U9H1M8WtY35byOy85LiOn0EYb4GLrVM567Q8WZUTex6jUbxjvDD+VrpkBKjmGIvJkUAS73e4LMNXDPPgbKyuusNkszvLAwOR11glcZK1YEOi7tAp0z6miZvh+H+5/5jk+zHibuoTPkAgWy29KiKIoAWM/R+ol3lSJbmo7Z1jnes9xFxaOt4RO02wp2BqyzEzUAIZSahMm4XGtdZeY9iCEEEKIg15trk+EuypfUWaBkP+lvsYpVvNBDCfFYYrrrpbYK5zxeZUEZByE2LXcL3gReZ/XpoR2sTjJ4pu9IH3CfSxNr0umKuUS22PM04EDE/6R/mjYbXez+K7Y16WMAXumsJMjIpQG+pQtDF04+ng4InRGgKUZI+hU9k3Icv/xC8JRGF1Nfk1/nMWubmwvaUqYtl21yFSlpss3ZlzJIWWfxBTQ8880AcJ374gDs+CFvxNLfedR7Fkd4Rivfcb6PZR2sFOvAs/0dON4NOUrNurWIY8/6BfE9LzH38zdxv2pxswOv6U9FtN+6qnYuvd4/Jr+eIXWry7OGIJjvYPGZ6ioHpbtXG2dZPpYStC4MHVU9G5WibQg41bv7ftTfgBXOe2DpmlNFm+lvRtwX1O139WoAQxgkN/tDOBioEml9yiEEEKIg1GtrU9E64YRqxST6R/DBS8SoWLXk6vfeVbfwIMWXAxU6/k47dWAdTyN7Y6WXcxzxjizQpBRKV/zfyl/R63837vDJKCUvwUmmTcA22A+CGQ0Cu3tMjTQksXAJJqsJ2Q8i4OM5xNixUm93YsjrhvO9SaBuWCNKKKT2hHwmWxviW2cnVjHJ0k2ZjMbVYcRKeaDUAJMSHuI6+0PkEOzsF1NklFP94Cx4bJYks151lmVywBxixrq0lrv9fu3XWv9BnBipfcohBBCiINOba5PVLULicec9AiZCUmgC5GvZFeHtAizYfhLxcEv6ebTWwK4dGxdG8w0c3fVidi3vxJmZ9xV6edGa8p5p4lNUslduuj6KPOMkU/TXqY+pdyd8rPp4/FyWcpUpqb/hwdTf6jwc+uEGWMn2UXKmKopvSzbeDb1Y3qrzTGPEZFMYu3ilWhVCV5AbF1IDvO7a8G4gtKgSnsVQgghxEGlNtcneqrY+uVGk17FStuB6DTrgpjWu84afvBSAEcVKu71CT8wYCLcm/oz96ZGbiBbVPjBCEXVjUsfFfaxF1I/pJWKPEtCIg1SEQbRFTExZhOqfa4K0z3mQBNLFxL/XD0HsAm4pHqKI4QQQogDVK2tT0SbcUFUv2gN+pZqH00orNS2j7GurNTzEi3c7BnJIF7jqSSjs6xzE12EiO5L/SnRRajVTrCGDi5ZW8TSPelAEEsA4watdcC8TUqpztVUHiGEEEIcmKQ+IarNI6nf8kjqt4kuRo26MuXvRBchrCMtqxNdBCHEASqWfDuzMF5cQntKqdOVUmuVUllKqZHx2KYQQgghklK11SfCkXqGEIlRv4IzYQghRKzCZmAopXoBfYBMpdQFfg81xBg9vEqUUlbgXeAUIBuYr5T6XWu9qqrbFkIIIURyqO76RIT9Sj1DCCGEOMBE6kLSEzgLaASc7be8CLgpDvseDGR50kmVUt8B5wJSsRBCCCEOHNVdnwhH6hlCCCHEASZsAENr/Rvwm1LqKK31nGrYd1tgm9/9bGBI8EpKqRHACIDDW9eOqWGEEEIIYaiB+kQ4Fa5ntGzVEpJsRgohhBBC+ETqQvKg1vol4Aql1OXBj2utKz+5tXsXJstCBi3WWo8GRgMMamM9kAc1FkIIIQ44NVCfCLtrk2UR6xlNWreTeoYQQgiRxCJ1IfEMHxzbBN0Vlw2097vfDsippn0JIYQQIjGquz4RjtQzhBBCiANMpC4kf7j/fl5N+54PdHdPobYduAy4opr2JYQQQogEqIH6RDhSzxCiEsY6h3CWdW6ii3FQmOHsy3HWFYkuhhC1SqQuJH9gkmrpobU+pyo71lo7lFJ3ABMBK/CJ1nplVbYphBBCiORS3fWJCNs94OoZr5dfyL2pP8e8/iTnYZxiXVSNJRIHokJdL9FFOGjYSU10EYSodSJ1IXmluneutR4PjK/u/QghhBAiYaq9PhFOPOoZxTqD+qosTiWqmlwaVWj9P52D4xrA2K0b0ULlx217QhzsXMgEBSJUdX/X2nQK6cpRbduvbmE/NVrraZ5/wBxgH5AHzHEvE0IIIYSIqDbVJxxYQ5YlOnhxo/0/3ts/O4+r0HPzqR/XsmzSrfjDeWRct1kZD5ffwHxXD+/9p8qvitu288NkH5Tr0HPjQKVNx7+tPt84TqjR/SWT9bptwvZ9hu25hO1bRKZwxX2bubohd9rvAMASPimyVoga9lNKnQlsAN4C3gGylFLDq7tgQgghhDhw1Ib6hI20gPvvOkJ7tyzwazjXhCWubt7bweWLZJWrI/+4Bsa1LP8pv5W3HefHdZuR5GnzAMw23YKL7U96H5/h6sc0Z/+47HO2q4/p8v1B7/2+MGUDON72aqX2/d9KBmJcumYDDvH2iOOmmNdd7uoU03pTnIdGXWecc3DM+60Ol9tH8Zrjoipv5xvHiVHXean80oD7ncu+YpXuVOV9J6OTbS8xqtmbpo/da7+1QtvyDyDXpHgGGHaltKHgsFs51vYWNneXJXWgBzCAV4ETtNbHa62HAScAr1dvsYQQQghxgKl19Yl3HedV6fmfOk6rchlKSQ+4/4HjrJieN9V1KOYzyVZega6HtRquDJpZ5erovb3I1Y05zt7e+56qt+fVlWOtcIX8E8fppsvNtjPf1YMS6gQsC/c+jLDfy2bdqkJl8fjc6Ttfiqgb8/NcNZwxEc4t9nu42PZ4tW3/L+fhXG9/IOI64zsYj/t3zSjWGabrbtBtYt73JOdhMa8bqzmuPjgi9uaPzXOO6GMT+3+P/DPsR3Scu67EEkSpqO26aciyWLJGsnQ7Nmf0Mn3sF1fFstgmuw6v0PrBFvkFoMMxC7bFM8Cw31KfgmMex0aa95viYAhg7NZaZ/nd3wjsrqbyCCGEEOLAlPT1ibppgd0EzKp43zuPj3l7zzr+L6b1CnX4xmrwlf+sGFPONfDMeX1jWjdWTixYaiiAcb79v2SkGsfjNvvdXF7+qPexZhQAvkq4gxTqq/0V2v63TvMGl1koIF/X52r7yIBltjCDL/7lOgJQzHSaZ3JE4h+IGGs9OebnLdTxzQparAMbXUtcXXm9/MKoz5vgGsx8bdJwHHhl4P26voapWZedZa7OptvfoNsw7n7zwJPHGYd3BwLfyyG2d03XHe0XDJzsjJytdFP5/Zxjezrs419kxPZZrw7F1OVa+4Omj0139gOgWQNfEKegkV8w0Goe3IlVrs4E4A1H9PMjnE5l35guv9QeGgxbr9vFtE2rpWIBmnvTnmCEHhXbyoNHxLzdcpMA1bL0wGBYOuUA7Ne+7/pSQo/L947jY96vv0b1MlDej4PxnTnXdQibXS050/ZspbZZGTYdvwFrYzm6K5VS45VS1yqlrgH+AOYrpS5QSl0Qt5IIIYQQ4kCW9PWJrs0DuwVoFJMaBhbtZ+fQmLcX09XVOxbQ3/ZR2Ic9V0rfd5wd8349rjyyY/SV3Dx9oyNxoSqdgbFXN4h53dzUNlw7rBd1UozX7gyqrqa5B5+rjxG0uOnUw8IGJMIJd/3R7MrkI+U3sF63o3PZV/Qo+xxO/i8vtYrcTWRR5immy58tv4I9uiEAY5zHBjXefI1u//dZWwOzcMBo9F1pf5iPG93FDfb7I5bFjH9jyd+xtjf4yTmUuS4jEPF6+YWcZ3+amZlVmCxo8M3MPvZT3vZkNDXuzKvlRteJv5yDQlaf6zrEdDNdm9enRcPATJijy94Ks1Pfe2k2tg0YDf+77Ldzge1J7i6Pfv6v0uE/T+cMG2K63FG/ddjnnDegDW9eNoB8a2imgU2H/+7YUben9/b8rka5p7oGsNrV3rv8qLK36Vn2GVt1CwDuONEX5NIBp3jg+f6mI/av4j+dR3Cs7U0OLRvtfY/36zTW+JWjwtr5uvVk6+YhD5eTEhLwcGV2gIxGkN7Qm/WWagmflfR8y9BxpW+69kZW1gk9F02d8XJMq73nOIcsV2jAufv1o723n+49juYXvsxiV7eA7oIfOc5gV2pgsKa+KgUgr0EvfnMeHVtZgUb1fZ8Zz7tSQD2Ot7/OSm0eLKwOPW2BM6nfYr+n0tuKJYCRAewChgHHA7lAE+BsILY8RiGEEEIc7GpdfUKjWF0n8GrZCxcGpfsOG4mzrXlf+uF9/boSdB5mvhMVvSrWqewbXnRcHnU9f2bdGP5bfhVDbYG9djwpztt1M/MN9T4P7S6jCwspOEPXuWsxuucZ3rtmV9APt/0vpnKfZ3uKd7t8wMPDD/FeNQyeqcGpjfueq74Du7XnR+fxzEk9CoCCYeGvlHuEa95MdgUe7yxXG3JpDBjBJDupcOw9vHzrxRG3f+MVlwUuOPxa3mn+JB86zyTvHKMiv8hlZAtcbh/Fbfa7gsrna1jaTnjSdB8zXf0478ZHKa5AdxOPca7QwVjPsz1Ftm6B/7vzr6s3j53VmyuP6hR1mxcf3o55o04KfaBuE3KbDfEFK1wOunfrHnY7L4Q510/t3SLk81JMHVb4j4vhPmn8m+VrnwsffPnddQyLdGgXIVOWVEY7zgwsa/llOC79lkYDzceGsWiTz4vbaX1ace6Atrzd/rWQLirhgjgATc9+Csf1k9G3zqH3Jf/liiEdWP7kqaRZfe/NDppiI83XFSk9tgBioY7hfXAb0rkxNtIooL43I2mRq7u3m8923ZTTbC8AeIMaUccQuuGvgLvH2t7gWNsb0LQbW12hAQ3S6mO5eyk8uBEe3sZ/HdcAcHyvFuHLfcI5kBYYrO7dpiGfXndE5LJVkB72EPagIPbDjV+Dxl1wusetefCM3nToexTn258KyLa77rgeNDr94YDnTncZvz11Lnw3JKhrNgbQd56MDWX1fpd6MuhO6NmSaQ8cH7bsE00Ci/G20BX+OyCaqL+aWuvrIvy7vtJ7FkIIIcRBo9bUJ859z3tTo1hW9yhmON1dMY65h6O7+TX0Ow+DEx7G2ts8/vLKxYdCqyiDS1rCX2m91X53yLLuLXwNkS0W8yud92Y8w2+EzuzwqXM4W3XLwO21bBi5fMqCcl+ydaHMu5AoC8qvYWkP070iFkt0N5x1Aq9IB4/xYFVGGfpe/gz7Hsj17vvTetdCx2NIH3wNN4QbfM+97qsX9Qt56OLUd/jReTybXL736HW/QRbTUyxcPrhD1NeQZrVQt80hgVeKz36T22+7h03Pn0mPw0+EOxdxxEVG5sQcVx/GuwMKfcs+omvZl3Rr5gtKuAaP4IUmT5nuK8UaWJX/2mESQDBhlmmyRJv3109LsXiDWB7rTK4sKwUtGgSlvg9/GTKNK8k7dRNjWa+zOOfQwPEnbrLf573tDJMxgdYhAQwbqZxl9xsXoetJ5OgmfODOWHKm1AFL4PaWuTrDfavN9+E2zPZayLKs586g99VvsuyEz7zLPnCeg+o5POznOFIAw+U+BDvTOnBTuS+L5i77HdxeHvrZ90hLsZLS4QhUy97US0/hufP70SAjlfrpvtdpdWcgbO57F5z6LPTzBdyU38dpf5/AQJsKE1C93D4q5PuoQbrvNZdQh0ttj3Fr+T1Y3J9PjfIORqmBw8o+4LowXV1MCwdk6xZGUO3OhQy1mwzMqTVYLCHH+Moh5p/TFf89jRN7tYR7lsO9KwMe69Ey9iyxWDSsm052UGDY8+o8Qdn0FCsW92v2/0x2bFqHdGvga1rg6kGnsm/QbQYw0WkEW3ZqI7haRhq7dCPvup3KviF9oHvgVouVto3qBOw/I81Kx6bmMy4B3Fl+Z8iyw8o+CP9i/ZQFdRW5xX4PN5tkW3gCw5URyywknZVSrymlxiilfvf8q/QehagGPzqGViq9tqa84ziXMc5jE10MIYRImFpTnxjo68uuURzdtSmfdXmdTbdnwyn/JdXdYPzQcSZc4y6+y7yRUi89BW6aAo/mBiw/wfaqt+KJxcr3I8ynJv3TFZqWfsOxXQDY1/1CMu9fZPq8Vx68g1VPBY0V0ME85djTCFFodnY6L3QFZcFzPduJBWu4zhf1fY3+0pZVu3rXsE5gY/Cao4yMDs8VRSsu/nfV4ZzetxWN66V52zzZqi1cN56Mepl8/FyYwSSbGO9f/46hV3PvvXQ4Y+88lpYDjavsh5V9EJCpsPaZ4Tx/QWjgA4ypXMcd8xMA5wwwHxxSKYXyFLZpV84d2I4hnZsErFNMXaaPPIVDe/u6CViUYsQw86uVqVbFwA6NvPePPqVyYxEsqT+UH285in8fPokuzQIbNj1a1Mfl17AdUvYOl3jGJ0jxBSxUcF7LGa/AEGO8gLppKeTSiKf7jIfj/uPtx+CZsnWSK5ZzRhOcOzPp/lNY8rhfd516TZl8+hQeveESAKyZ7kDL7fPhPKMBNr7x1dDQd4zODTpe21zN2aJb0bvsE++y647pBMCxPZrTf1hgtoVFEdKALuzhDnyF+W7wPg/o1DQwg+Z319EBg7heZn+UWDTIMD43p9le4J6TujPqjEN4/PzD4Og7Asrn34Vk79Bn6V32iXccnvtO7YmZ5a7OIUEv//sT7xnKXH0IjrSG3qCFS/sHMCzk0ZASv7Edvnccz13222N6bf7WPhN5HBTA9zkLUt8TdKnbxBtYC3DLrAqXJxyNhU+dw7ErXxcw5RfQMRZYsHoDGJF5gh4WpZjoOoIuZV/xRLmRcXJs9+ZYrvktYP3zB7iz8CxW7/vhO2a+vT1bHjoIbEAQutdZuNIzyaMhh/h9Jsyc4XqdY2y+bl3bdEsmuAYz0RWYpfho+kMA3NXyi4DlnzhOJ69L9O5qsXQh+RXYDLyNMYK4558QScNOKi86LucOe2jEMBmU6gw+i8No9EIIUYv9Si2rT2ggPdXCx9cNpnNz4+pcikXRqeybwAE6I1xlxZoCKWlwltF1w6ZT2KRb+yqSysKQLqF94MNJ6XkKpGfS+MS7aVTXl3Jc1NRILy5s0herRfmuzLc/ElofCtf/6V33bvttpttudc1n9HR8G7jQYoXzPmCLqwUahVK+RourSVfjRkYmnPqMd/nQW96GW2d7r5b3L/uQIzrFfrXt9hMCMwE6uBt4nivzL5x3CKf1qdxMH1zxA1zyRcBAkh5Hd2tG37aZ1D3nJbh7GXlEzk7Zeta33ulUV7g6ceYpp7D4sVN4wS/I8b7jbLh+YthtfH/zUax/djiDOhrvzxuXDqBtozpYjr3Hu45S0KRe6DgY4LvS7tE5aByXYAW6Lj85hxI89kGDOqkc0akJrTIzuGVYV6a7U9Jfv+kMhnRpik71Nah30cRvENPYZkA5qVcLHjurN/edM8S4Ym41zt00Ve5d54vm91HWZgjPnh9m8FmTDIwOzeoHfA4Arj6qE4d1awsXfAjX/GEsbN4DBlwOTxYw8l4j2yPNPcbKm5cFDuB5nPtK/ze3+7JZHh4evkuHUgpUYACj4XkvQ7eTIw746Dl295zcg0+vDd994V/XIYxvd2/Yxz3quge9femi/tx+QjduGtrFCKJGek5GGqVkcFv53cxy9aVuw8CMgTENroRRuyimru9I13F/luv7umn0bNWAcXcdy9T7jyff/Zn4yTkM5c7YSk81yuGfTfWQYwS/u46J+rqCpaf4vdcdjwp4rE1m6OCXZ9meCVkWVqv4DXysseDCwsrGvvF57CqNjFS/jDVlweI+Dx4uv9HvyZrgz2iJezYds6519dKsNG8Q1JXM5fLuw8P3u+M7Dj86zbs3jiq/3hjk87KvsTy8FYD9JoOLBmjanb1keu82fGgFCx8NHZD4xpvu5sUL+7G/XmAm11OOq9k07C24ZiwcF35sn1gCGGVa67e01lO01tM8/2J4nhA1bnEM0xUlgkZ5rzIIIcRBqtbVJ8y+t4NT9oHAq6yeBlOwpl1ZcdNWetqMK04WvwAGAP/3Ewy5xfSpf97tN/Vf/Rbw8FYjKAGQalwtb3C+kfLeMCNocMYbJsLN0wMW/eY6lkFl7xsN68bGwIQl1AGlWPpEULBdWWDA5QyzvwEo5rl8s0xYzn4T7s8yGjRpfpVnawq07ANtDnNvOwOtYbTjTBzpjczfH+BNx/k0qZdG3TR3o2uAESTSKUb68w5PF4SMwG146uIhuSHX/AGXfwcPb/fNhNGwLfQ+NyRVPYA11fu+RNJh0BlktD7EvW9je43rpXnPkQsPa8fuIQ9DB/MMG49Uq4Wfbj2azS+cyXkD23rL8L/mozjT9qyRYu4+Txa6uvNIdyPz57fbjwlszAHegEJ393EcdIP3kaJjH+VQ20fcXx56nnXu58sSPaprU95znsPCC2fTposxY8W5h3UKWD/k/DXT5Xjf+hbFDcd29jWoWxsBkjUuX6r/7IZnkTHiL/5vSEcYFjjrCwAdjwncX/DsJsH6XxKQaRFs0r1DeeeK0NlHmtRLY3DnJgxo34hhttc41vYmqdag86VJV3Z1u4QrPF0VrClGwMSjbhO48meoF2ZsGfBmc6VaLZwQYcwGUGysH3mWFH+HtmvsbRQHOOMV6OXr7nb+wLY0rZ/OrJEnMtPVj6Unfg69zoB2R8CRRpDzjNPPgtQMLh3UnjaZ7iBa52Fw7rvoUwNnsOjTJpMWDTP4cMRJbLllI285z/eeJ828g69Wvi586/FdObZb0Pt5SeAV/L/uG8b8UYEN5hW6CyfbXsJ+/scV2t+0I43BlctbmGddReXJenCnvMx29mZjajeUUt5j7/9+7KApP1nCZ5fspjEDOzQKyHQKeDfd+/PO7OMyBjv27960yTM2kjsj76guTamXbt7l72vnyTEN8jk6824KqA+nPssXNwzmgyvdU8+2P5LMumk0rW8yCHGzelx6RIeAmbIuau6XkNn5ODjpsbD7jGXy4TeVUk8AfwE2z0KttXneoqi1SnU6dZUt+opJyJeSlZxBAoWu5TMuCyFEldW6+kTw2AtAaEMGIM1dYTztOegcfpYST1/nXq0a0Lw8DUrwNci6n2L8G/YQvBRYaTykdYRMgNvmQO4aXxDFEmb8gCB7yDQa1i37sq/j6TzXwrja7Jm61KurcfXw9zuOoXC/g+x9paz4qw99He7+4/VNBtbzuPInLnzqU5zujifPOf6Pwy5/h0GfhVaK77DfyVjXUTTxr+ue8jSc8AiuZXkAfOA8m0P79eeUvoHdJBq7r8Af5teVAgg8Fme/ZRyfVM8VRPdxVBbQlZ8atk5q+Ab8q5ccGvaxWFwz4j+cWlBmNHbc545Np/LM5UN58lLtzSAI4DmfLCnw2B7j7wKj4dbg5AdYNdTBL4u3c352G1iO0a2idX8szX0ZBu2b1GXTC4HdctNSLNDtZB5abRy7Ms+Agyc/AX8GjWvQ9nDYvhCaRRikr2Ufcq/7lw/f982sHBBTOuFhmGYMAPl8t28YPrgPA3p0Cuz/cK759Kix6ti0nuk4APMeOcmbcn/i0Ufy6azNoV0S7lpES+A5/2X9L4ExNwWuFxzguXspv376Iuv2OjkyOMjw4CbQLm6ZvocPpm0IeGhnRhdoMxByFhM+CBClpjn4Jhh8E62y9gDQtbnx2ts2qsPmF/wGJ71xsvE+97mAjPZGZsiLF/WHFevhJ4wDNfBKrO5BPOoHZXl4Msqm3H8CezY2hvGQ2bor7DAv1ifXDoLv/Bb838+c8cla7932TYzgx0Onm0zRmxZ4/Oqnp3jLc6P9PzRRhQBk6XakHXpmyNM55BxoYt5IH3b6xWw+HXCcDE47vN4XyvKNsjR/lxdzg7q/tDkMcoyfs/92+ISO7nPVk4Xyg/8U3CaBv/MHtuWi+u1gPsFTxUD3U9n8f0b5HU7f95V3sObOQ73bzPPM+OTJDHRnB9VPT2F/w35w/VJoZARovx1xJJTmwUsYA5vai73bTk+xYHOE/25c5epI7yGnMOLMpwBjjJ5mwOl9W0HvfWGf569lQ19Gh0t5zqPoLaZYAhj9gKuAE8E7cpN23xcHkDJSqUvFAhifOk7jupTwqZE1J7kDGKCTuGxCCFEjal19wjQDw2LSaBx8s1F5jJAuDkbmPHiyg0PTewHjyu2lX3PHl//GVsjGHY1/W+a4txc+gJFiUTjcjY4z+7und0yvT+NBFwUOp/bYHkCBrdAoD9C/XSO/F3IjjL03IIXcq71ftkGdxizURp967V8hv/Rr+P7/MHOM/xVWiwXS6mFRRmXYQQrHX3xHSPZEm0Z1+PPu40KmwQ1gsRpdXTxUcACjkr/RA6+CbXPp0L2SV2kjyEi10tkzHoXy9H/XWCyKtHDTRDZyD+zaZqCRSRKkblqKkeGw3e/5LfvEVqArf+b7keMAozvP80P+5eEhh4QGMK75A/bnR91cWotuuNhI3TQrpXZnSFKMK6UOFsd+Hr7Sr+EZLnPmxr8jZjvE4k3HBdx91aUBWVZPnN2HJ86O8f0xM/Aq2JsFc90DIKY3pMU5T3P/J/MY0S4zcF33Z23k8GaU2BywxPeQ1vi6boTT43QjmBnlfTi6WzO+H3Ekgzo1Cb+SUtA+qFtLUKPaYlE8fW6fwIGN/XRuVo/OzY6Bep9B15Ng0YyAxyfeM5Rm9f2u0A9yj+Xc/WRWaaM9cuFh7cwDged9EDl4Cpxz6Y2MWZQNa3PDr3Tpl6HLOh4DW/zGwkhJN/7duRBK9wJw9qmnw9fux6//CzZOhSNvgReMjBzt9z3sP+6Fd7yVE0fBX496u1Ktfup0I0j451fm5TzPN4Cmxe8zsEZ34IoGn/DN4Asgb6PxuCcA4M6AY7ARVFv+5KnuAgV9huo0NrL/Drsa3veNlTThnqEsy843Lw/QYdQiCNdFyex3MpzTX4Q9a6m/2/i+skTKjnOLJYBxPtBFa22PvSSiNqrMT/cGHT41LxGSO8tBAhhCiINaLaxPxJiBkZIGR0UfjM5TMXO4XNDzDFj8JaSaTFt4yFmMdVXwN8MTTAjqE+4v67kz6ORugL57xWFh1/M2fOuGaeAMut64chncULo/C9IDgwgNMlIoKnN47ysFHHIWPLYXnvaNQ7FBt+Hek3tw87AuIbvz1IXPG9DGL/U6UMQsFVOeAIYVcMBJYQb9BJ49v2/IVWavw66Cw66q/sFc3AGMwztkhj7kf6f1ocb4I83Dj9lQFTce25mPZm4C8A4+GCKtXsiVcTOZdVKZ9sDx7Cwo49LR/9K3beBrs9y3CuwloU889j7oFXQ1vV3VBo6d/sAJ2J1DwW+Wn7hIzYDhL8L8j4yUfqU4ulszsp47I+LTnjynT0AAwxV8Rd7MSY8bXT/MAotBKjLuTijfcb8qhul16WMMevrDzUcZn6OJx0LfC+jZyu+9frLA9Klhs5gGRJ9W+pxD23DOoW149a+1LMs2376p//sRSvaELq/XzPudd2x3v+++DkOMf0BJ3XbUK81GY+WM/q35eNYmWg65GCZM4uW7riG1pbtr2tF3Gv/c6qS5Ax7ez5Tf8T70cqjnO17BH7vyeq2Nhe7vCO84Fw1bB7yv4QY2RSnjHA1iBKB8n+Nbj+9KikVBvxlQt2n478SKOtLo0vZqkY3v529lQPtGUZ8Sy56XAo2A3VUomqgFzKbUiiZZsgqSoxThJXv5hBCiBtTK+sSwHoFX+cJWAv1d9Qtkhk5x2qiOERgosTmNQT1PfDRqQ29w5whXSf017Qq3z4OmNTQWlNlVXpMrohPuGUrW7mLemLzOvcT9/ll9VdBRXX9m9UobtzSrG9qFBV/gxxXPqxR+g+iFazx5/N+Q6ONhVDv3cU09zDxzJUBwRsVRd8CCyLMHxOrRs3pz36k9eHrsam493hjEVSsLSru4+uiKv0+ebhxj7zyW3sFBqLpNzINoJz9RmaJH1CFoJpD4U0F/IwsenNUVSy8nixUatIy+XmV1O8k4D4c+UKmne7/LrhsXx0JF958wM6uEFWMAzoxyd9twWay0aJDBjAfdCYaDLyItpu59ngF9wn/Z+f8G/eeUHlxyhPu3xj3WhY00Hjitgq85BqZdeGL0wZWHM275Dlgbfp3mDdK548QI3c78xBLAaAmsUUrNx9dnVWutz41pD6LWqEwAI1kk+xgYQgghal99IqBfuJ+bh3bhpEMiNBS6mveKad4gnWuP7sQFh7U1shwahJ9JY+kTp2JR0CDDfIA18x3Ev9JaVW0b1aFtozq8PskIYJjFf4pSmgI5YbdxSu+WnNq7JQ8Nr3wFOqxIg1AmkwatIgZadulGtFT55g+e9qzxz0wsAbkgddNSAqaTVSO3AdAnPUIXniiCsy8OON6AWQXe7+PuhxmvAMZsSBz7lDFeQZRBYatNncZGNwphGDYSigIH9ljZ5356z3+EImtQ4C3GsYl8tO/7vIN5Vt3Dw3tx87CuvgWZ7eDEx+jR7yJ6NO5Uwf1Vr9P7tjLGxngyPtuLJYDhH+ZUwLFA9LwdEeCV8ou5P/XHRBcjoso0/ZMtYJBs5fFXe8NDQggRF7WnPnHjP7A2/FXCh8+oXHq+UspIDY9BZp0KBC4q4LfbjzH619cw09/ATsfBjmVRn1s3LYXRV1eti0BogTxjkCRvvSFWSilOt73AV5d2JObRGmLpkhCrKgQuDjhnvwnpJt2ZvIGyCpxvJz2G4/hR3PVPFjcd1xkyUuHmpJ646eBywsMhixoMuoQ+M1vzcq+2Jk+IwSFnw7z/Gd+NrfrCvatMZ9IxDa4rBUPDTz0akzNe4eJfCqu2jRoQNYChtZ6mlBoAXAFcAmwCPoj4JBEi2caKONCY9BhLOskcXBFCiOpWq+oT7Q43/iWR587vF9AfubIOjaF/cXV4eHgv7v9xKb38+71fO9b4++3imi+QJ3ARbWDEWmIfDdnfuDIZKlI3iavDrzVfXpkMDIxpm+87pUfVylQLLXvy1Fp5ZvZq1ZClj59KZt1KBqA7HxeYaZVZyUBIZQ2+ifljaraLT2WEDWAopXoAl2FcHdkLfA8orfUJNVQ2UeOSufkfmacLiSXOr+Hp8v/jsdSvo68YhUKTRnkcSiSEELWL1Cfi44ohHRJdhCo5sktTZj5k3rUmIUkQ6Q3gjFeMqWtruRcu6MdLE9cGzhQTVe2t89VKKvrYBsKnYUW6ziWZSgcvRMwidfxbA5wEnK21PlZr/TbgrJliJbe77bdFXefh8htqoCTxVZnGf1XGzVjtin9lLN4BjHhemWig9sdtW0IIUYtIfUJE5GnT1UuL06j2sRp8E0ToK/7XvUOZ8WDyx9m6t2zAh1cPMqZhjFW/S4y/VZy9Q8SqNuQKC1E7RPqluBDjiskUpdQE4DskzwyIrSG6Vwf2f6vO7gN5uj5NVHG1bT+SqgQwJroGkUY5XS07oq8cI6uKZZjm2MXzuC11dWWbqzntLRHmoxZCiAOP1CdERA+c1pPmDdIZ1jN0FpNE6tEyzlNqJpMep0adfUXEUb2mYC9KdCmEiOrp8/rSvH5aoosRUdhQrdb6F631pUAvYCpwL9BSKfW+UurUGipfUtqsw48a7lGT4x185PDNJT3OOdh7e6xzSIW2U9OzkMTzHfJ1IYl3ACM+FJoi6nKc/c04bbF6ZGuTafH8FOuMuO1rv06+L8dPHafFdXvJ+BqFqGlSnxDRtG9Sl8fO6k2qtZbMCCJERV3zB5z5KmQc4LOtiFrvqiM7cnrf1tWz8XtWwH8izKUao6i/FFrrEq3111rrs4B2wBJgZJX3XIvNdPXjqLK3meuKfbCkcio6fU7syv0SafbqTL/bJqMgR1AHe9zKFJv4BUw8XQvjH8CoeJhlgvOIkGW15VLjKlfkOdwfLr8xLvt5uvxKDrcl39h9uX6fn4Wu7txlv6PS2yrUdTnd/kI8iiXEAUHqE0KIg1ajDnBEfOpQQtRajdpHnD48VhUKdWut87TW/9Nam4/ClAB7deXT+/4MamiW6vSYn7uDpmxwhY9OLXJ1D7j/j2tgxQpXAfn4pq+qSBZFblCAw6IqHlAoo2pXmOOdqZKvqz6V13bdlBWuTkDlyve588C9oFhAxUfAv8H+n5BlnztPpZT4ZXNUhwvt/+V319ER11ni6sKd9jt4rfyigOUfOs7gCNt7bIkhW0uIg1Ey1ieEEEIIkfwSkqunlLpYKbVSKeVSSlVp9KDL7I9V6nmvl1/IyPKbvPdHO87k1vJ7KrSN/zqu4Rb7PVxpfzgg9X6tqx17yeRa+4MATHUeiq7gW73e1ZZHy6+Lad0/nEeZLo/W9La5gw8PlI+oSNEC/O0cyFPlV1X6+RUNEHzjCBxMa7qzHwAF2mhY59OA7x3HV7o8ANt0C35xHgPADt2kws83e03+gaUlrq6VL1ycfe04KeC+RvE/h8nc0m6uCp7Hvcs+4W9X6FSEzqDt9C77pELbrS4VDVcV6zr84Tqat5wXBCx/1nGl9/P1cvklcSqdECJWSqknlVLblVJL3P/OiP4sIYQQQiS7RHU2XAFcAEyv6BO3uQIHeFqv21Wq3/r7znMo8MtceM7xf8xx9Y6YVQFws/1e720baUxwDWamqx957kyQEfZ7ucD+3wqXJ9iLjsv4ynkKJ9le9i4r0nVC1tvkahnQqKxIQMCuja4nC1w96VT2DSUVyEDxboNUPnEOD1gWa6O/omNuTHf24xGHL+i03tWWm8r/w6vlF/Gq42Lv8tW66rObfOIczmX2RyuVOePpWrTZ1dL08f+zP8JnjlMp0HVNH9/ialHhfcb63JfKLw24P8oROFuOFSelQeNcvOnwNc5dFTi/Zjj7mmZZTHf2q3BArzqsNOkuUx3jwDiqsfuYECKi17XWA9z/xie6MEIIIYSouoS0IrTWq7XWFR7Bw9WgDWfbn+HMJmMDln/X6CbvleRojecc9+PBV4DBaIyfZH81YNmr5RfRrewLfnAMA8J3mdilGwOwRbekBCPQMNfVi3munjznuAKrJbTht97VlsKglPxcZWRylDYfAEBG60P42DGcDdYujCq/nlxLM+8V8oFlH/CfZh9gJ5WVKX0ASG/QhBnOvoyuezMlJo3HGxt9jEMbr32VNhpwdp1Cv7aZ7CP27jh3Zb7FBbYn6djaaKRfmvk137qzI14qv5Q1lm4AFBPYSH/O6cvWmOIcyCMm080udXUJWXaZ/VGuLn8YgBfKL+Ma+0OcYn8ZG2m87bwgoKH8hfNUbrHfE/NrcQSdC3vT2qCxsK/5kKgBIZdWPNngSe/91a729G3bmFNtL/JwU9+AnRt1aw5tZ4yv0KVtK550XMuVTX/g1aCuBwAPNH+fE22vMD81sIvTs/VHRSzLBY1+5EXHZWEffz/lSn5wHh9xG4tcPfjAebb3/hxnb153+Mro0EZjvEz75rjuVPY1Q22v84fzyIBt3Vh+v/e2f5bO1eWhXd4tFt8xsGsrH1guZYzzWLKV0QXj11RfVsjPzuO8t/NUY2zuQNxiV7eIr61A1+W9er4xLW4y6drSOLMh7znOwY7x+vq1zfQG9s60PcfHdQPP18WZxvdO/3aZHGvzHe8+bYzuWb1bN2SCK3RMFCGEEEIIIUTFKa0TNx+xUmoqcL/WekGEdUYAIwA6dOhw+Ed/zmNQx8asXLOa3m0bsTS/Dn3bZrIyp4A+jTWr98HAbV+yovWFdM0ooHj13zRo14sGkx4k79LfybbVpU1aKTt0Y5rVT6ckZzVNy7ayo9UJNMxIodjmpEneEvZb6tJswxh2DrwHlVoXZS8ic+0PFPS7HocL0lIslJU7qZtmpdjmIJMSLOvG4zr0CvJK7DSrn87uIhutGmaQU7Cfto3qYJv/OY1admSrozHtG6Wx3taI7g2d7F77L133TGFxt9vo3qs/y7LzGdC+MYu27GNQp8bM25THkC5NmbNhL8d0a8rMdbsZ2jWTqRuKOLFXC/5es4uTezVn3dg36HnG7UxYs4/hfVvz9/xlnFr8G7s2Lqe1bRN/HfYuJx01mL/nzOPkFkWMK+jIGY2yGVvckzP7t2byghWcPuUs/jnuO4blfkPx5sXUOedlds34lFYtWvBP+zs4cf2zZKlOtD3tbuZtyuOITo1ZuGUfAzs0Zum2fPq1y2TF9gJ6t6rHmh0F9GqaSuH8b2nWsC47yuvRcOB5bN1bSrvGddiev582mXXYmV9Ct41fkpfehnp167KrYX/abvmVfU0Opb4jn/yGPbE2bo/d4SLFqnC6NEqBQuHSmhSrwu5wkZFqpdTupH66lcIyB81s2ygpyKXZ/i2U567HdfgN5O3ZSWu1j/pTHqXs8JvYUn8grZs2Im/DQpr0O5XCBT+QeeSVrNrjoE8b47UMKvyLHTnb6GDZy5Imw+ndqw9rVsyjv2UTi1Rv+g8+gfmLFjGkd2embizmxL4d+GvVLk7r05IJy3dwRtNdjN/bkjP6t2Hcsh2c1b81fyzL4ez+bfhjWQ7nuP4ha80yuh12AvM35XH4af/H+OU7GN69HgWfXkLj9r1YlD6Y/iddzoY/XqFHnULm1TueAYf0IGv+X3QZOIw5e+szpEtz5m/ayxCWs2HXPjq3bc0SRwf6NE+nZPrb1DnxAdbuLad7kzQKF/5As8aZrGlyIj13/8ku3YTM9n3Ybq9Hy0Z1Kdq2khal69iZOZB6LTqis6ZQT+1nd5uTabf0TXb3vIo09uOy2yhv0gMAXb6fBrkLKW7Uh7Q0KyWqPvXSrRSVOWiQkcr+3E00K9/J9kaH07xBOrsKbbR3bKEwZx11+50N/zxNRq9TWJfRn67N67N+dxG9GpZTMPdLMo+/m53zfqRtr8EsKW7EgDb12TrvDzoddT7zNuUxdOen/NtwOEOsq9m+bgmdrHvZ6GpJ55aNWL+njO7t2zA+/VSG92vHn8tzOOOQxoxbnc+ZLfeyduYYep15N2v/eI2eF4zij5V7OLt/G8Yu28GZ/Vszbc4cjq+ziXHWEzi9bytmzp3HsS3LmVzckRMPacuUdbkM69GcGetzObbeVlZkF3DI4Scwb3Megzo2ZtHWfQxo34hl2QW+z0frhqzZWUSPlg3I2l1M1xb12JRbQoemddmWt592jeuQk7+fVpkZ7C6y0ax+OnklNhrXTSN/f7n3u6pempX95U7SU6yUO11YlEJ7ZuRRCodTk5ZiweZwUifVSondSf30FAr2l9O4bir7Su00rZdObrGNlg1831XZ+/bToWldNu8poUvzemzYXUL3lvVZu7OIXq0bsDKnkH5tM1meXcCh7RuxeOs+Du/YmPmb9zG4cxP+3biXo7s2Zeb6PQzt0Zxp63I5oaf7u+qQlr7Px4qdDO/bmvHLjfd6rN/nwv+v51iMc/8dv3wHp/dtxYQVOzmtTysmrTK2+8+a3Rzf0zgWx3RrxqysvRzVtSlzN+5lcOcmLNi8j8M6NmbJtn30b9fIOBZtGrJ6RxG9WjVg3a4iurWoz8bcEjo1q8eWvSW0b1zX911VWEaLBunsKbbRpF4a+0rLyayTSlFZOfXTUyi1O8lItVb4uyqzTir5pXaa1DO23aJBOjsLymjjPhbtm9Rh695SOjWrx8bcErq1qM+6XUaZV+0o9H5X9W+XyZJt+RzWoTELtuxjcKcm/LvJeA9mZ+3h2O7Nmb4ul+N7NuefNbtNj8WfK3ZwRr/Wpt9Vwcfk/MPaLdRaV6kbaHVRSj0JXAsUAguA/2it94VZN6CesWXLlhoqpRBCCCHCUUqZ1jOqLYChlJoMmI1gN0pr/Zt7nalECWD4GzRokF6wIKZVhRBCCFGNwlUsanD/YesZwL/AHozprp4GWmutr4+2TalnCCGEEMkhXD0jxWzleNBan1xd2xZCCCHEwS3WeoZS6kNgbNQVhRBCCJH0Ej+SnhBCCCFEHCml/EfkPh9j8HAhhBBC1HKJmkb1fKVUNnAUME4pNTER5RBCCCHEAeklpdRypdQy4ATg3mhPEEIIIUTyq7YuJJForX8BfknEvoUQQghxYNNaXxV9LSGEEELUNtKFRAghhBBCCCGEEElPAhhCCCGEEEIIIYRIehLAEEIIIYQQQgghRNKTAIYQQgghhBBCCCGSngQwhBBCCCGEEEIIkfQkgCGEEEIIIYQQQoikJwEMIYQQQgghhBBCJD0JYAghhBBCCCGEECLpSQBDCCGEEEIIIYQQSU8CGEIIIYQQQgghhEh6EsAQQgghhBBCCCFE0pMAhhBCCCGEEEIIIZKeBDCEEEIIIYQQQgiR9CSAIYQQQgghhBBCiKQnAQwhhBBCCCGEEEIkPQlgCCGEEEIIIYQQIulJAEMIIYQQQgghhBBJTwIYQgghhBBCCCGESHoSwBBCCCGEEEIIIUTSkwCGEEIIIYQQQgghkp4EMIQQQgghhBBCCJH0JIAhhBBCCCGEEEKIpCcBDCGEEEIIIYQQQiS9hAQwlFIvK6XWKKWWKaV+UUo1SkQ5hBBCCFF7KaUuVkqtVEq5lFKDgh57WCmVpZRaq5Q6LVFlFEIIIUT8JCoDYxLQV2vdH1gHPJygcgghhBCi9loBXABM91+olOoNXAb0AU4H3lNKWWu+eEIIIYSIp4QEMLTWf2mtHe67/wLtElEOIYQQQtReWuvVWuu1Jg+dC3yntbZprTcBWcDgmi2dEEIIIeItJdEFAK4Hvg/3oFJqBDDCfdemlFpRI6USsWoG7El0IUQAOSbJR45J8pFjUnUdE12ACNpiXCDxyHYvCyH1jKQnn9XkI8ck+cgxST5yTKrOtJ5RbQEMpdRkoJXJQ6O01r+51xkFOICvw21Haz0aGO1ef4HWelC4dUXNk2OSfOSYJB85JslHjkntEUt9wuxpJsu02YpSz0huckySjxyT5CPHJPnIMak+1RbA0FqfHOlxpdQ1wFnASVpr00qFEEIIIQ5u0eoTYWQD7f3utwNy4lMiIYQQQiRKomYhOR14CDhHa12aiDIIIYQQ4oD1O3CZUipdKdUZ6A7MS3CZhBBCCFFFiZqF5B2gATBJKbVEKfVBjM8bXY1lEpUjxyT5yDFJPnJMko8ckwOAUup8pVQ2cBQwTik1EUBrvRL4AVgFTABu11o7Y9iknBfJR45J8pFjknzkmCQfOSbVREnvDSGEEEIIIYQQQiS7RGVgCCGEEEIIIYQQQsRMAhhCCCGEEEIIIYRIekkZwFBKna6UWquUylJKjTR5XCml3nI/vkwpdVgiynkwieGYHK+UKnCPabJEKfV4Isp5sFBKfaKU2q2UWhHmcfmM1LAYjol8RmqYUqq9UmqKUmq1UmqlUupuk3Xks3KQkTpG8pE6RvKRekbykXpG8pF6RmIkXQBDKWUF3gWGA72By5VSvYNWG44xonh3YATwfo0W8iAT4zEBmKG1HuD+91SNFvLg8xlweoTH5TNS8z4j8jEB+YzUNAfwH631IcCRwO3ye3JwkzpG8pE6RtL6DKlnJJvPkHpGspF6RgIkXQADGAxkaa03aq3twHfAuUHrnAt8oQ3/Ao2UUq1ruqAHkViOiahBWuvpQF6EVeQzUsNiOCaihmmtd2itF7lvFwGrgbZBq8ln5eAidYzkI3WMJCT1jOQj9YzkI/WMxEjGAEZbYJvf/WxCT4RY1hHxE+v7fZRSaqlS6k+lVJ+aKZoIQz4jyUk+IwmilOoEDATmBj0kn5WDi9Qxko/UMWon+ZwkJ/mcJIjUM2pOSqILYEKZLAue6zWWdUT8xPJ+LwI6aq2LlVJnAL9ipEqJxJDPSPKRz0iCKKXqAz8D92itC4MfNnmKfFYOXFLHSD5Sx6id5HOSfORzkiBSz6hZyZiBkQ2097vfDsipxDoifqK+31rrQq11sfv2eCBVKdWs5ooogshnJMnIZyQxlFKpGJWKr7XWY0xWkc/KwUXqGMlH6hi1k3xOkox8ThJD6hk1LxkDGPOB7kqpzkqpNOAy4PegdX4HrnaP6nokUKC13lHTBT2IRD0mSqlWSinlvj0Y49zaW+MlFR7yGUky8hmpee73+2Ngtdb6tTCryWfl4CJ1jOQjdYzaST4nSUY+JzVP6hmJkXRdSLTWDqXUHcBEwAp8orVeqZS6xf34B8B44AwgCygFrktUeQ8GMR6Ti4BblVIOYD9wmdZa0qOqiVLqW+B4oJlSKht4AkgF+YwkSgzHRD4jNe8Y4CpguVJqiXvZI0AHkM/KwUjqGMlH6hjJSeoZyUfqGUlJ6hkJoOS8FkIIIYQQQgghRLJLxi4kQgghhBBCCCGEEAEkgCGEEEIIIYQQQoikJwEMIYQQQgghhBBCJD0JYAghhBBCCCGEECLpSQBDCCGEEEIIIYQQSU8CGEKIKlFKNVVKLXH/26mU2u6+XayUei/R5RNCCCFE7SX1DCGEP5lGVQgRN0qpJ4FirfUriS6LEEIIIQ4sUs8QQkgGhhCiWiiljldKjXXfflIp9blS6i+l1Gal1AVKqZeUUsuVUhOUUqnu9Q5XSk1TSi1USk1USrVO7KsQQgghRDKSeoYQBycJYAghakpX4EzgXOArYIrWuh+wHzjTXbl4G7hIa3048AnwbKIKK4QQQohaReoZQhwEUhJdACHEQeNPrXW5Umo5YAUmuJcvBzoBPYG+wCSlFO51diSgnEIIIYSofaSeIcRBQAIYQoiaYgPQWruUUuXaNwCPC+O7SAErtdZHJaqAQgghhKi1pJ4hxEFAupAIIZLFWqC5UuooAKVUqlKqT4LLJIQQQogDg9QzhDgASABDCJEUtNZ24CLgRaXUUmAJcHRCCyWEEEKIA4LUM4Q4MMg0qkIIIYQQQgghhEh6tWoMjGbNmulOnToluhhCCCHEQW/hwoV7tNbNE12OeJJ6hhBCCJEcwtUzalUAo1OnTixYsCDRxRBCCCEOekqpLYkuQ7xJPUMIIYRIDuHqGTIGhhBCCCFqFaXU6UqptUqpLKXUyDDrHK+UWqKUWqmUmlbTZRRCCCFE/NWqDAwhhBBCHNyUUlbgXeAUIBuYr5T6XWu9ym+dRsB7wOla661KqRYJKawQQggh4koyMIQQQghRmwwGsrTWG92zCnwHnBu0zhXAGK31VgCt9e4aLqMQQgghqoEEMCrJ7nBx2eg5LNq6L9FFEUIIIQ4mbYFtfvez3cv89QAaK6WmKqUWKqWurrHSiVppd2EZ57wzk12FZYkuihBCiAgkgFFJG/cU8+/GPB7+eXmiiyJq2JJt+czduDfRxRBCiIOVMlkWPCd8CnA4cCZwGvCYUqqH6caUGqGUWqCUWpCbmxvfkopa49t521iWXcDX/x5wY9MKIcQBRQIYVaRD6kziQHfeu7O4dPS/iS6GSHJjl+XQaeQ49hTbEl0UIQ402UB7v/vtgByTdSZorUu01nuA6cChZhvTWo/WWg/SWg9q3vyAmhVWVIByh8VcUq0TQoikJgGMSlKmF4CEEMLwxRzjKl7W7uIEl0SIA858oLtSqrNSKg24DPg9aJ3fgOOUUilKqbrAEGB1DZdT1CIWd7XunSlZrN9VlNjCCCGECEsCGFWkJVIvhBBC1BittQO4A5iIEZT4QWu9Uil1i1LqFvc6q4EJwDJgHvCR1npFososkp9SvgtTH0zbmMCSCCGEiESmUa0kz++cxC+EEKbky0GIaqO1Hg+MD1r2QdD9l4GXa7Jcovbyi19glct7QgiRtOQrWgghhBBCHNQsfhEMq0W6CQshRLKSAIYQ4qDz6+LtvDZpXfXuROq/B40v52xmQ66MdSJEbeb/le3fnUQIIURykQBGJclPmxDJZ8b6XPaV2KOud8/3S3jr7/U1UCJxMHjst5Wc986sRBdDCFEFAV1IJIAhhBBJ66AKYOwptnHxB7PZXVQWt23qg2gUz9lZe5iwYmeiiyGEqbJyJ1d9PI9rP52X6KIYDp6vhoOa5zegyOZIcEmEEFUhXUiEEKJ2OKgCGF//u5X5m/fxlXt6w6o4GIPzV3w0l1u+WpjoYghhyukyGpLrZdpSUYMOohi2EAc0/24jloOxkieEELXEQRXAcHlqmvLDlDQK9peTW2RLdDEqZdyyHYkuQlLSWvPe1Cx2FsQv06li+0/IbsOSb5sDW6JPt017SpixPjfBpRCi9vP/rpZZSIQQInkdVF/RnopmPBsUia681nZHPDuZI56dHJdt/fePlXQaOS4u24rF7d8sYvWOwhrbnxmtNVv2liS0DMGydhfz0oS13Pp1zWbr+KY2Tq5PZXKVJjEcThdl5c5EF6NaJLob4QmvTOWqj5Ok25QQtZj/tS3JwBBCiOR1UAUwPJdm4/O7VH0/buVOF69NWkfJQdCn2u5wxW1bn87aHLdtxWp/ghtln8zazLCXp7I8uyCh5fDndH/OSm01+94kW+aFpF74XPPpPHo9NiHRxagW/qfdxzM3MWXN7oSVRQhRef5BC4uMgSGEEEmr2gIYSqnTlVJrlVJZSqmRJo9nKqX+UEotVUqtVEpdV11l8fBlYMTxh0nDb0u202nkOPbb49NgG7Mom7f+Xs8bk6t5mkdRZYmu4izckgfAlrzkysJIBM/nO2kCGclSjiQwK2tvootQbfzPt6fHruK6z+YnrjBCiEqzKPPbQgghkku1BDCUUlbgXWA40Bu4XCnVO2i124FVWutDgeOBV5VSadVRHo/qGgLj9UlGoGFnYXz6/NvcWQll5fHLThDVQ9JMa964ZTvoNHIcxUEZSolO5Q9HzpADW7J1WRJCVJL/LCTy2y6EEEmrujIwBgNZWuuNWms78B1wbtA6GmigjGGf6wN5QLX2mfBUNP0j65NW7WJHwf5Kbc3zf7yrr0naDhMmpI5T8976ez0A2/JKA5a7JyGR5mQVaa0r+Z14cJLvayEODAEZGJKCIYQQSau6AhhtgW1+97Pdy/y9AxwC5ADLgbu11iEpB0qpEUqpBUqpBbm5VRtp3eXNwPD9MN30xQLOf3d2hbdlVmkN/rlbt6uIsctyKrxtUTU1eSU+rt2RauH+PZZsy6fTyHFk1cAUpt7BOoMPsw76Kyrlk1mbOer5f1i3qyjRRTngaa3ZFafMPSFE1fj/nkoGhhBCJK/qCmCYffMHNytOA5YAbYABwDtKqYYhT9J6tNZ6kNZ6UPPmzatUqHDt2sp0/XCZbCt40amvT+eObxZXeNuiasyOTXWROo7h9yVGoG7q2t01dkU6OHVfe7OiJIJRFXM27AFg8x4ZVyUWVTnfR0/fyJDn/mZjbnwCf51GjuOJ31bEZVtCHGwkA0MIIWqH6gpgZAPt/e63w8i08HcdMEYbsoBNQK9qKg/ga9j4ruBWvubpbSxVY2tNGseVU6MZGDV0jN6fuoFOI8cl7VSUnvfhxwXZvDslK2BZ/PdlvmFJ5Y8X4/2tytv50oQ1/LI4Oz7FSXKVCZit2F7Aiu0FzFhvBIu258evy87nc7bEbVtCHEwCZiGRCpgQQiStlGra7nygu1KqM7AduAy4ImidrcBJwAylVEugJ7Cxmspj8HQh8VTQq1BDj6ULiUiMGs3AqKGj/tEM46NRVOYgI9VaI/usjLW7ilhbQ10Pgj+DLq1Nl0eyZmchvVqFJH4d1CzhuuhUwHtTNwBw/sB2cShRcqvM+3TW2zMBOLZbs0pvQwgRZzILiRBC1ArVkoGhtXYAdwATgdXAD1rrlUqpW5RSt7hXexo4Wim1HPgbeEhrvac6yuMtl/uvNwOjKtvyGzCwqpVPrTVT1+7GWZMt7wNYdXYhKAma+aKmLtIEn7vJpiaLFW5flRkC4/Q3ZlSxNAcez5XHZJ3VJdlU9F3aurc0ZNmanYVh11+/q4gJK3ZWcC9CiIry/22xSgRDCCGSVnVlYKC1Hg+MD1r2gd/tHODU6tp/mDIB/lcYq96FJB4mr97NTV8sYOTwXtwyrKs0HKqoOt++T2ZuCrhf0wGFZK1S1eT7EG4QT29QMUk+P7V1LA6LO6wt8dTYVPR8O/n1aSHLnhu/hvMGtqVFg4yQx055fToAm184s3IFFELERLqQCCFE7VBdY2AkJe8sJO5mYFUq6P511qr+zm3fZ1yR2xHHftAHs+psvyZroy5J2uw1wpdBZT6IZ7IJN2ZHsrjq47neqWnB//sxOd/PZFPRd8nu8E225X9q7MiX2UiESCSLX404xZrc39tCCHEwO6gCGJ76eLgGUGW2tWVvaZUbj+VOYwOpVuNwJHuDJ9lVZ8MrOKvUFTLxb/XwXOWN9dzQWjN9XS6uKBGXDbnFzN24t8rlq8lzNuy4I0na3k6WjJBwZqzfw2uT1vkWVLGLXTK+3rJyJwu37KuWbcfr5SbfuybEwcX/tyXNelBVj4UQolY5YL+hN+YWM2HFjoBlIVdsq5KBYVLdrGwbzu40WsGpKcbhSMYGQG1Sne9e8DGuqav+3jEwYlz/zxU7ufqTeXw+Z3PE9U56dRqXjv63KkWrULniKXQQT/fymi+KqZoa4DXeqjoGhuf7LJmM+mUFF74/m215oeNPVFm8Ahi15Hu/1O6IvpIQtZD/77tcRxJCiOR1QAUwZqzPZcQXC9Bac+Kr07jlq0UBj/syMEJnIXG6NPM358W8r3jWNT0pxRLxjw//DIxSuyOug6MGZxokvM0RppKV7e6WlHMAdksKNwivb2pj8+f9tmQ7hWXl1VewMOWpbTynVGXPbZsjegBjy94Srvt0HvvtNTMt8MqcAsCYxSfe4nWco22l08hxcdlPVSzLzqf34xOZuFIGFRUHHsl+FUKI2uGAajFf9+l8/lq1y9slIxzPT5R/Q/e9KVlc/MEc/o0xnT6eTZNy9xXLtJQD6nAkjP9gjr0fn8jDY5ZV+76qW0X34/kMWC01dE5Vst5X7nRF7eYSblfBV6wjvUdrdxZx93dLeODHpRUsYdXVtkqxpYpd7Gzl0QMYz4xbzZS1uUxfn1upfSSTuHUhSXg0NDpPN5zZWdU6YZgQCeHfRbQWfByFEOKgdVC1mENmIfF7bNl24wrdzoLYBlIzq2xW9gfPk4GRGjRoVO1q9iQPz7HxHI8fFmTHbdvBbdGaGuiwoo0bhzuAkVJDU8FVtrtE91F/8vCY5d77707J4qUJa6LszJ1BFbQ40ju0v9y40h/r5zueakPD1J+nC0llx3eJpQuJ77u49n7L3ff9Em78fEHcgtmxnCYVDfaFs6uwjPxSe4Wf580WlGC7OAD5/47Vrm9tIYQ4uNT6WsjKnALu+GYRDr9Kc7grh566n8USOsr+pFW7Ij43mA64rUOWVYQnAyP1AOlCorXmzcnr2bK3JOw62/JKOeGVqdW0f/ffath2cIOrpis5vyzebro8uBxOd+uzNoyk/v2Cbd7bL09cy3tTN0RcP9wriiVQkIhK6Y1fLOC+75dU+Hn5pfaAGStqiidjpLLBOWeUDDhj2+59VWoPlRfPbj1jFm9n8updcQtQxbIVR5wCGEOe+5shz/1d4edJAEMcyPy/H2pZ3FkIIQ4qtb4Wcue3ixm7bAeb95Z6r47/s3q36bqeCnmkPt6x/miZZ2BUdtC7wFlIars9xXZen7yOKz+eG3adz2dvZtOe8AGOqnB5MzDiXwMJbnDV9FSTT41dxQp3tlAknoaOVSnW7yqq7mIlZMCz4Lc+0qGo6rgOleG5mldU5mBMmMBTJAOemsSILxfEu1hReccYqeR75YwlkOTJwPD7yttvd7K9msZsqc5uPPE6pWLJrojn900sY5XsLizD5vCNU+Lt7mi1xq0cQiQL/49XbR3DSAghDga1vsXsy17wVVBv/XqR6bren6MIo+zHHsCIsP2QdSNv1FcptETcTm3h6bZQHQPmxaIm378aGwPD73aJzfe+jltmzLQT3DzzBDDenpLFKa9PJ2t3cbWUa8X2AmZn7anylfSRPy/j45mbYlrX1xaNfQyMSO3X6uriUbVpmo3nTl1b82NEeIM9lSx/LI1sbwaG34E5/71ZHPPCP5XaZ03zHxi4JqdRjVcGRqwGP/c3t3+92Hvf5p0xK/kzu4SoCsnAEEKI5FXrAxjevv4xZC94ZyEJuu8v1itcZmuFawjF/ENYxTrh36t3mTZUb/9mEaN+WW7yjOrhaZMkIv0d/DIwqmHboX32az6CYTariv+SLXtLGD19I+A7Bv5XUePprLdncsVH4TNtIvH/vHw3fxtPj10V0/PCfX4jNbg92RBm69RwmzAmkQYizi2ycfvXiwICWfFkMZmlKZISm4Ojnv+bORuMAZCjZRJs2lPC0uz8gH0BrNlZ/ZlC8VIdU4nG8n5H6p5T2UDczoIy1kZ47yev3uW9LTNmiQNZEv4UCCGEMFHrayGeir5FxTKQoLsLiXs1s2BFpB8wrTX3fb+EuRv3BqYa6sC/FdlmPN3w+QJOfX0aM9fvCZh5Y9yyHXw9d2sNlcL3PiQqgBHteFRF6CCe8d9HNNGuwn4xZ0vIsvSU5Ev5ruzxUeEG8YwhA6MqQcua5Bl01Mwbk9cxbvmOSnVLiYXv+zG29dfuKmJHQRkvugdfjfa8E16ZSn6pMZ1tDY0xG3f+079WJdPGPwMllu04IoysWtnvoiOf/5vT3pge07qebifpMgaGOAD5BwGT71dBCCGER62vhXi6X8RSefNlYJg3gMIvNNgcLsYs3s5VH88L/KGLMmhkZRtIFem37bka69Jw5cdz+XbetoTNfuDZq39De8HmPF6eGGV2iXjt33s8qv/1J6ILSbQxBswahdV9LpidqtHO30gluvu7xWEfC5eBEcvnrLYEMMrcAYzgmYkCVFO5fQGi2LZvCeqSZ5YhFO25tU2pXwAjXl8ztnIXD/60lN2F4WfK8X9vV+YUsDzbNx5OPM/jnQVlFLiDTP5kEE9x0EjC3wUhhBCGWl8L8QYwYqg0e36PLBEzMCKl6Bp/lQoMmPgGjYz8vOgFjHE9E7uLbEBgxTJRqfFmjeWLPpjDu1Mizy4RzXfztpITwyB/0Y5HrAY9M4kbPpsfsCy4UZ6Ixm+0WR4sJhGMRJwKUfOhIrx3vy3Jibr94OfH8hrNu37F8MQa5rnCn2GSOePNJqnEdhdt3cdfK3dGXKeiGRiWoPUr8pmoTPhiy94S3v57fUKnp/XPkIlXKf5atZMfFmTz37GrcLq06evzDwqf+dZMzn5npvd+PL+Ljnz+b455MXQ8Es/vbIql1lcdhIgoCX8WhBBCuNX6Wogjhin7PLyzkPhGqTNZJ/rzrRYVEOjwjblg/uRoFct4XIP0XLH177ZR7ozchWPYy1N4d0pWHPYeqLINyUgK9pczcsxyroxhvIV4VTz2FNv5e03gjDYhI2DUVAaG347MupD4P252Vbu6yzkza2/M6z7x2wp+X5pT6QBbuAZ2ZQfxrEjGQE3xNJDTU+P7FX3Be7MZ8eXCiOtYwqW4hF0/cNrVCgUwKpGBccPnC3h10jpyCkIzFbbuLa2RrmvVMYinp3eIrdxJ10fG8+bf6yPuN1i8P+PF1TTGSrwopU5XSq1VSmUppUZGWO8IpZRTKXVRTZZP1D5mXYOFEEIkn1ofwCh3ebqQxJCB4f4bqQvJw2PCD3bp2YdFqYAne688JmbIB8D8xzZaw2zL3lJenri2RspS9W0aG91TbIu6rucqYXWUIzi5oaauAvvvJdq5btqFpJqvJy3dlh/zup/P2cJd3y6udJm8n9+Q9yGWLKzQdap65XrhljwKy0LT7WN11tszuPHzwEwfz1gDiZha2ReQiG19/4DS2W/P5Jx3ZlVgXxUtnS9YG5yJVFhWztCXp9TIgMX+50yVxsAw2aZnfJBv54WOWxRp/JvqDMStzClge/7+pLkqrZSyAu8Cw4HewOVKqd5h1nsRmFizJRS1kUydKoQQtUOtD2B46pEujWkqg9lYFaV2B78t2V7hhosnQBEUv/DuI5YMjLJyZ0g3iHj8ZJrtu6an3PPwL0twpbqyDf5wAzfGWo5I8krs9HtiIou27ou5HL59xGbepryIfdsrItpxtZpc1a5qcG1jbnHcr2xXOm5QmQyMCHlOVfmY2BxOLnx/TkhXo4pYsb2QyasDM3282WIm6/sCOJXeZUSefcb6/egfUFq+vSDK2oHMujtF45mmOXhAS8/5GZw1VRm5RTZ+mL8t7OP+50zcMjDc2yl33zALXkUKUvgfr04jx7G7KD7fN2B0VznmhX+8399JMHTJYCBLa71Ra20HvgPONVnvTuBnoOonhTjgBWZgSDBDCCGSVbUFMGJJ71RKHa+UWqKUWqmUmlaV/YWrbAf8ILmbm0/+sYq7v1vCiu2F5tsKU0n0b1T4b9ezumfZ7qKygCCF/7o3fbGAo18I7VscicPpivpjWpkMjOrw3tQs73SKAN/MDZwRo6p1gqIyB5NX7Yq4TkXHwJi7cS9FNgejp23kpFenctbbM8KuGzoLSWw7ueR/czj9zfDbrQhnlGiEWVp+Va4sFZSWc+Kr0xjpN7NNPFT1XAh+7yOd7pEaXJWpqD4zdhUz1ud6X8PSbaEN96q8vkgDA1d349EbLIyx/J7hECrzeivzUqyWwC4r/Z+cyFUfz2XQM5MBowtGOLGW8ZavFvLgz8tCgs3dHhnP1Z/MC8rAiI3TpXFE6dYHkacqjRzACLy/ZGt+1H3lFkXPaPPnzWJMfACjLeAfYcp2L/NSSrUFzgc+iLYxpdQIpdQCpdSC3NzcuBZU1B6B9UUhhBDJqloCGLGkdyqlGgHvAedorfsAF1dln1qbV4Z12Du+mTuChbvC7Zn9wRI0BkZwA2jws38HBCn8K7sz1u8x3bZRPM3srD0B5XI4XXQb9SfPjV8d9nlGGUxeRwyV5Xh7acJa7v5uifd+ftBI9i5tDE63u4IVZ/9jd+MXCyKvGqHxZ8ZzvK1WxYbckrCBLajaGBh5JfbYV46wn2jjvljNBvGsYpYBwPR14c/dyqhM143X/lrL6h2Fps+PFKSJNHVyLHE+m8MZMHXmRzM3uWcjMu6Xx73/WOW6w8Rq8dZ9vGUyxgJEfq/MBI+BUVXRXpdnAEnP57awzBHwvVpmkilU0fa2p6tacNaRw6WZvi43KLMvttd9+hvT6Tbqz7CPe7bj+d5OMZmBJtI0qpU5HxbHkHUWuI/AvwkU9eceeAN4SGsdPqLleaLWo7XWg7TWg5o3bx6P8olaLgnOcSGEEGFUVwZGLOmdVwBjtNZbAbTWUVM8bQ4X7001H3RSa/PmS6R5vcM1eMJd5fJkZliUCpqFxPM3TBaI6VIfT00st8jGFR/N5ZW/1nkf81TSv5izxeSZ/mVIni4k/oKv1Dm15os5W/hjafhZJn5csI2FWwIr1rE0jira8PKWyRPAiOWyYhVnIXl23Co6jRwHGN0yYg1qmA0aG05lxhWIJMXqaTBWrJEe7e2M9Z3bllfKI78sZ2dBGW/9k0VRmRHgC34bKtuFJJZMpZNfm8Yhj08IWe45LvGu7EZ+LVV3/nuzeW3SOtPHgt8rm8NJUYQxPiLN6hSN2Vsf7XB4up04Xdo0Wy4emWc73AOEhpuyuDJdSNbvLo74uOf983xvm830UZEMjFjUz0ip0PqeXSRB4y4baO93vx0Q/KMyCPhOKbUZuAh4Tyl1Xo2UTtRKOsxtIYQQyaW6AhhR0zuBHkBjpdRUpdRCpdTVZhvyT+3M2lXISxPWmlamw1XezKY7jWbuJvMZFbwZGCowMBJt0EgdY7uvKgkTZrs2q+zml9p5acKaCmVnbN1bWulsjpAxIzT8E6WP+gM/LePC92cHPq8C+9xdZKPTyHERgyT+nN4GQ/SmYcggnhUoF8CHMzYZz9OaE1+dxkmvTg14/Ky3Z/DsuFURtxEtMGXWhSQeV8fL4z4GRuQy/bp4OwA/L8rmm7lb+XlRdsDjntfUaeQ4bvpiQdiMqsB9Ri9H9r5Stu4tDVi2Lc98+t7KznwSTSyN0YDKttZMXbs7Lv22Pee4Z1PnvjOLfk/+FeEZsXc5CZn61uRJkV7D5FW7fBk4rvABBn/RZmPyWJadz53fLmbyql3ezItwZYll2u7K8uw7NSX05znSZz/aZ7zE5uD5P1eTvc93btdP9wUwnC7tHSA1miRo3M0HuiulOiul0oDLgN/9V9Bad9Zad9JadwJ+Am7TWv9a4yUVtUZlMquEEELUvOoKYMSS3pkCHA6cCZwGPKaU6hHyJL/UTpRRXLNpIl1ah9mp/w9SbIW/9tP5pgOgeRq6SinTWSHCbT7W8Qeq0uAx+7E1q+w+NXYV703dwKQo40h47CwoY+jLU3hu/JrKF86PS8deSQ5+XjSet2/driIAvpkbOoq/Gc9xjWVAwVG/rAi4X9lKjmeWiX1+XWzsDhcrthd6gxyB+/HdjnaFuTJdSCK9Ds97X16BKYs9/l69izFBgQffdiM/97v5xvHzTCka3HXG//mTVu3iog/mhN1WpM9WcDmOfXEKQ1+eErlw3ueGfxFVGwOjYpkdvyzezrWfzucbk5krKsoSNMbEmp1FUZ6hA9aPuGZw1ozJOpHOC//uYw6XK+o+Z67fQ/dRf7JqR/huYWBkmZzzziz+WJrDX6t2epc7XfDxzE10eXhc2DLGq53j2Yzd6RkDI/SkjZiBEeUDNWnVLv43bWNA5o1/ts3In5fR67HQLKOAMurYj3V10lo7gDswZhdZDfygtV6plLpFKXVLQgsnai0JWQghRO1QsfzR2MWS3pkN7NFalwAlSqnpwKGAeV4zkQMBkQbxfPvv9fRrlxnahSTCr9XanUW0aJARdv2ADAwduiywbGbl0iFXys1eQ6z1RLN9mGVN2MqNZbF2L9lbYvQFn72hcuMfhA56SVwDGCO+WMC+Ujs/3nK0d5ln1Vgr2Y4KZGAEi7SL7H2lNEhPJbNuqneZUsZzik2yBSJ1J/HfjdkYGJ6Udwg3jWpkLg0m7SXjue4n2yuRhXPD50aD84LD2lW4UN7GVZjj6dKxDYoYbZdVaYxVV4U30nbNBtn0HP/t+8wzRSrCf1rUWPg+bxXfV/AYOcZ2YtuQ0YUk8joz1sc2IKN/YNL/lHJpzdNjjYwo/0yOgMB4nM4C7ywknjEwTLqQRBr/Jtr7v3lvCQCZdXzfR/7v9Y8LzQONppKgpae1/v/27jtOjrr+H/jrvXv9Uu4uvVx6I4EQQggl9CIhNFHAoAIqiCgo/iwU/SpY8Iui2JUvIkWliIiCVOkdQhJKenLpvSfXy+5+fn/szt7s7Mzs7H5mb+fuXs/HA3K3O5+Zz07Z+8x7Pp/352kAT1tes03YqZT6XFfUiYiIiPIvXz0wMnbvBPA4gBNEpEhEKgAcjfiTFGcuN6ZK2T9lVQr4xfOr8bl737Ppvuy8qfqW9BtM4+nX7oY2fOsfnTMyJMfBO1XbY2DiVy/YJ9UD0j9b3a5G3PLEMtNTt8w9MCLRzieWdvvqJ0+vwJt1qYEKI9+A3bAEL6zj6ePdlHMYiuCwc/+7fCfe27A/vq20gFDnz88s2Z4MnHy4+QAuu2dB8kbB6IZu13MhE7ebhuN/+jLO/NVrKa8Zx725LT2I4/XGzW6p255ZiTcSiQzteihl6ini3pPAn7uVX7+wBnW7Op/mZxs4SA9AqqyDKnafRSuAkacbOWO9O+pbXfNPpJXzYdvGNet1vxjXgLV3gO33seX3q/+2KNvqJUVjKvMQEo+X9MIN+5I/mz93TCmUJoZytJgCr6nBbG/byMTYrjGExC6Jp9u1mGlfGIfH/J2cbdU7/9oEIIJB5Lc8XNdEROS/vAQwvHTvVEqtAPAsgI8ALABwt1JqqdM6zWIq3pBbvq2zW7Bj/omUJ2V6zA1E89PynHpgeNymXUMxEo3h9DtexX1vbcDmxHhmu01bbygmfPcZPLM03j3aGliIxRTuem0dPnP3u8nX1u5uxPy73vFYU2DRxn1pr1lvYpRSaI0498BwnsLWeZ1Wnd3vOwt9+YHF+MF/lgEAvvWPD/Ha6t1Yvyf+RDKauAnOJYCR6eZ+R336UCTAvgeG6w2jQ+8fs5U74teD/RArl0pm2LYfw/0bWjvwyxdW4+L/6zyfMq3W7tyx1qvNJRi2t7ENNzz6ERrbIq4z02TbUO2KcdLm6/7mJ5Z5L+dDdbKNVRp1tZ5DtkP6PFQwmx4YmYZT2V0LmZYzr1MpdAYwTLPQmL8ndXZ5SvUSKzJ6Wdj1CDOqZtdbK9MQErvhH/YPAzJ/D/HmjnqifPSsIiIi/+VrCImn7p1KqdsB3O55naYf/rFoC65/tLMXhNsQkvQVZGbX7nVqIGYar273hzBeRhy3Zfhfm9wTD5nGuZckGte2Q0iyuPM0elqYrdnpnjXf6pN/TM9BYP1oMZV6I2Dl9ETdfHydZgtJ31bq59+yvwUb9zYl808YbyenUdXsgaGUwu7GNgzuW+b6GQHYBnHc7xsyH0uj/vYfI9PNjd62MzHqZk60me3Nv90QkjaXxKKPLtqCvy/cjAF9SnDejOGJjaYv53QTPPNHz2Px985Ie92vp+83PfYRlmw9aP+mab0HE8Ms3l67F/Wm3hjmTRuXRLbHamNiWIFhV30r7n59nWuZ5vYIKko6/3QY+yC9B4ZNDwIPdfruv5bijosPz9jrK6rsZyEB4gHCN9bs9j5ji2lB8+eIxhRKi8NAa8TxmvYriGVst7OXnE0OjMR7M3/0vE09LL9b3o/ZBDC89g7sXKeyXTdRT5CPnlVEROS/fA0hyauYUli5vSHtNadlDdbGfbZ/n5y66BoNT6f12RW7K8NNguGv76RPn1pvCjYY46Rtk3i6dK+37ov9zfEnev1SptXT/wtufQIajSnXWQG8BDAyPVU1lrTe27RHYjjp9lewaV+i14rlybH5iae5d4+7zo08uGATZt/6IlZsr0/uTyd2N166DSaj/rkk8TTv37m/eg23mJ7659oDw+4wmYNq2a7XunxMxZMvOhlRXQ4AWL+nyfXzO313OOUkMS//8qqMsz87emjBZizd2nmeRWOqMxhqWs7Yj5f86R186a+LkrNImK95a74Qr066/ZWU3z911zuuyVrrdjVg6vefw7/e78yX4JQDwzYXi82qrd9d/3p/q6epUCMx5Xjsvv2PD3H13xYn8z5kYq5qNOUctR9CYubXfY7xvejeG8r5Pa9DSKIZrkEvn4c3d0RERFQo3TaAYZcc0o75ZWvCN7cut3a3yE4J44y1OPbAsHn9Z8+uwj8XbcGvXnDMWerILpGb3aaz6YFhPNntW9aZ4M2tkXqguR2X37MAexrjST6d9qXdMAC3m5N2hyfq5rrY5Laz3Za1sX+wJTWXgFLAdQ+/n5xhxfzEc95vXneso1O93qqLT7+7dncjvvzAYtdydvtAd0YLY/aIXJ58m6uzckcD7ntrg2nb+ncrdk/pvfYW6AxIWQKQyj2fihHca+2Iug4hcbtMdta34tI/v5vymnn5bzzyoXPhLI3/ztP42sMfAHA/3i+sSA+a6MxgZGYMq3Ji9Bh5eWVnckznISR252H6BzMHbjqXy+ydtXtx5I9fsH1v3e7457AGY8ybeX3Nbvz5jfXxupqHkDjkwLDmB7Jbp46OZA8M52Xc/mZlGsLTGWhSaa+lLpf5e+g7/1qSUzJmoiBTDj8TEVGwdNMAht2ryr7BbFrW2sBze2Jlf6Njv7xdw9BLuW/+40PXxJ1m5s8WjaVnw7fbhpenmNZlzcEBt+IPvLsJr67uvAHIJuGfXb2MRrOnAEamHhgq9V+D3YwHj3/QOTlOpjHkduxnmIknCnVjd+55TuKZ/HypyxtDa2xzYKSM61dYt7sRdbs6hwgZ27brtXPaL151qIf3/fXY+1ttyruXSesSn9YDQ7n2wDCu4paOaGfX9yzH/P/xlbV4fU3qjWs+x0b/58NtadvwkkDXWCLfjW7j+jSGrgHOQ0jsosB2uzpik8vCy6n1kMuUsR0xYyrS1D9x5v166Z8XJGcYceqBEY0BJUVhAMCPn3LKMZ37Xk/dbuaEtG5fUZmuR+N9c1DHNgeG6zo6fzZ/fxD1BBxCQkTUPXTLAMYLK3Ymb5wNjj0wUoaQpHLroWD3xytTQMA5B4a/UuqtLP96qI/de8kp/CIKzy3bkVil2/6Jv2c0wJ2CQdabr6iynznAeMkpgGE3hGTbgdQpI40gj9MT+wMt7sM6cnmKnbKPHHrx291Y2PfAcN5OxKbngnW14eQQErt6xr21dg9+9twqnPqLV3H6HZ2BCZXY7fttgjzmPBPLtnXmbMimgfe9f6fn581mWAuQHmBSKv0Ju936WzpiGYaQOL9nFyBxWteYG5/CEx9aZ4vu9MaaPTj3t2/g5scz5ypW6aeVq2QOjDy2ul9bvRvtif1tDmAYrMfH6+VkN5uIl2Bekd2JnmD0Uiu2zOThZfdYh5Bk4lsPjGjm/ef2NyjThDzGZzEPjbJL0uzaEywlsOa+PaLuhkk8iYi6h24ZwHjw3fQnb84JNu1/Bjpnn7AtZ9fVOdMTLoc/eJme7Nv1HHFjrodL/CLLP8DxZXfUt+JLf12ExZv2Z3jaF//XCCY47RrrJ7v58aW23f6N4hGHp5Dm1Rtj6x9ZuNl22TU74/lRrA1x63atdc5lqtg7X12Lv7y9IV7eYRnbp862N96pr/3r/S1YapPk0Wk4RNhtCEli4U//6V388ZW1ae8b+8q9RwPwyqrOoQM6048Cmc/PtB4Ytu87r8M4f9vM01/aLGfOyWINANidq26f+2sPvZ8yVazZZ//8LpZsPYj7307Pa2Nl3kI2p2U+nxpeds8CdETSezYY+8P6/eg0rbVVVKmc6m03S4fBmJ3JGuRw2oy511KmWTqs/NrlbrmBDB9uOYCXVu60fS9TXY3r4aWV7nlb+OSZeiv2wCAi6h7yNgtJPtk19GLKYeaQlL9CqX+Rsu2BkXGIQY5/8LwEGlo6olizswETh/S1DAdI1M12SILbNi2/W17oiMQcn+buqm9NrtvY505PBq3HxG78fryuCmGIY51TemA43bgkXn74vXhgI1OPbD+esCzdWo+lW5fhsmPHJAMHXsbz2yUrtX72//f3eH6FDbedbbtt6zHvnIXEW+4Bu3Vl7BWhkYQzfZvu72d6Kh9zufG95oHFeGrJdgCpyRftlt/d0OZYJ7uATqZ6L9tWjwmD+7ovlIFtgk4X1t5H+WKct16GkHgNzEajClHJoQeGSwDDKJ6eByLz91RKD4yYl6EZrm975mXI3x9fWYs/OrzntM921bfij6+uzWpIoZPUnkHsgkFERERdr1v2wLALYDjdoKWELyyLuHeVTZdr/CLXBq71PvSMX74GwNtwgvhrbgEa6w1D6vuVpUWO9T7hZy8nt5txCIljDaz1Merh1JOm83Wv06hm250+m+X/ftUxnpe1+0z2QbjMnx1wHiKT7IFhu45MdXR/32457R4YGcpnyoug4HzNGcELwJrEM73E9oOtyZ+tn6nNrrdQhnrvbXQfquRFyo2iw0Vkt0y+nxq22/TAcDofbXtg2Oz/iM0QEi+fIxzO/gbay+5JyYHhqQeGPzs9fRra7Mo7BWxvfGwJ7n1zA95wSEJq5Tr00PQzh5BQT8NOF0RE3UO3DGDY9ZxQyr7hZb5RtDaw3XtgKOxpbMMX7nsPBxJTYmZ6gpVtEs9cRW16YNhtIZvNWm/KisMhx3q3RTpzCogIOqIxPPXRdttlvQ7LMG4CjM9mLnb36+vwZmKGD8ClB4ZFtg8cPfTgTrKbqjSZSNF6o53hvDQ43YBc8qfUcerJY25Zr/FEOpdzITl9Z8ZAR/q5lyuvdbLbdnwBb4lXW9qjroE+8+w0aQEMm5wsmTa5v7nd03AAN+abYqektR9tPYi31+61fc/Ou+u8L+vEPoln6rVraG6PYmd9a8prtkNIYirtOHrrgZH5z1f6LEhOy9kPIfGSWDNfPTBeWLELX/rrQs/lnb+vs5stxO+/V0TdRsrfN14HRERB1T0DGDb5A2JK2eZP+P7jy5I/W0tFMyQA/PMb6/HSyl14IJFzI1PDzultv/8MpvbAiLMfQuL++VJ+t74P93HpySSeAvz2pTrc9NgS2+W8PqWz3pSbi/34qRW4+YnO41heHPa0zmyPVzYNd7sgivFZd1hv2mzOgI6ITRDO4Ux5Z92+tOV21rfiH4u2pLweTtzQ2TW8XlhhP27eYJxSmfNSdL6faX9l6mKeba+Qv1hyRyiPz75bMyTxbHUZYmKfxNN9q+9t2IeJ330GCzfu91A7eymbkHgQxuo/H25LD2657JHVPswacdfr6wBYAhiJf+0CO0f/5EVL/dJFYrH03jYe6uI2hMSZ/ZrdZiHJHGjLoRo2Vu5Iz53y3DL369bM6Xo0gr+ZZm8yuH0cLz2DiLor87nP+AURUXB1ywCGUw4MuxkJnl/e2QC0/kFy7YEBhdJEI914CptxFhKH13Vv9NLWZ5kS02nj2fwBttZRqdTXVmyvty0nEGy3zAaS+r43/12+E9945ANPQQTvAQyPG0/I5omL283Abc+stKw3fRm7HBheN68UcNmfF6TN7GH06rdbzX1vbXD9fJ5zYCjzz3otPO95OeyXc+p1ZdUejXUmu7VZvjXiHMB4b0N6ECLTeWUNOOUiNdcAMPXmZ12XlwzJdAH7KXIzsfaMMHpgmIMHOj29gEQPDGtAVa8DS5L1u9W5B0ZqfTp/jmUO6mmEqP28R0rbh5b3vQ/ncw1hZFEjou6LZzoRUXB1yySedoGHXLLFuwUklAJKi+I3ysYsBhlnIXG50fJTxGYISdY9MKx7w/LrjvpWPL3EfliIeXGRDE/2PD6m+9pD7wMAzjhkSKKYc7my4viduvXmJL27eLY9MLzUNM4uD0c2YShrEK5uVwNuMfUyyWR3Y1vaa8l95vA53KYcTQYLMmw3dYaGDAtnXJf++15vHt3OhVZT7wYv3yNd0cU+pQOGSMbvEC/nXrZJHD/YfAC/eH6V7Xvmaz6bwJ99DwyVHkD1cFy9fB7repxKpAQwTHW58bElqKkocd+GxungZyeGTMfBc284122Y1sckntTDmM9v9sAgIgquHtMDw8t9jLWBl2kWEqMHxj8Xb8WYG59CvWmsvH29FJ74cFvG7Xp175sbbF83PxV9btkOLNywzz6Jp8u6rcv/x5LD4vP3voeXTVNmptXBGEICwG0oera9vL/8wOLkep2U2fTAWLzJ7kl5dvs9m+XLS9I/tFPQxbYHhiW3wmfvXuB5yIFSyn7/JDvj2H8Ot7wMnUN4vPcyuueN9a7Lrt3tPmQh07bGDazEh5sPYJHDfsk0zMnJQct1bJ4q1VMgtAsatqmzkGTm5ebULYBl5/nlO/Hs0h2275mv64xBL5uAq/V9azDC+HXj3iY8tCB92mwA6PCQn8LKsQeGaS+bL5MDzR1Yt6cp6+14Zfddlqv0WWBSeR5C4nJAeU9HPRnzXhARdQ/dMoDhlAMjW5lmISlNPOnfk3javWlvs+v6fvdyXbIngXVdAPD1h9Pfy9Zn7n4npRH546dW4MI733ZI3Oh9nzjdJDjpTOIJuN1i5fqUzq2tXV6S3uj/2zsb07aVbQ+BbJYvL/HeecnLLCQHWrzPXBGfMjh9B3370Q/RFok63oDYXTfWOpqXeHll+pS35s/y6xfXuNaz2SZvQ+q6XN9GeUkY5//+TSzedMD2fa9DSADgF/9dndimwlceWJTynjGERCmFHz25POO6uqKRmzJtsIdLqDOBbHrddjW0YunWgxmHkIy58an09TpciKEshpCk9FyzWTZiE8AwPsdl9yzATY8tsc0BkkP8wvHYmT+ml8SwXsz80fP4bYZrpLTIvz/BmartOaGya+4kU2CNHTCoh1EpPzOYQUQUVN0zgGHTcvXS5kybhcQ1iadKDiHxuo2dB1ttXze2++8P0ntnZMs8G4fdNszcbizMuUHWZXhSbqdzCIm4NmRzbQS4BT6M8feZGtCZexNYnvpmceNizcPh2CsC9k8t2y3nXqvNdJ1OYkrZ3tTuaWzHa6v3OO5xtyfWySSepsKfv++9tOX8vXd3X5mXnDNezy/zFJKrLMkSjSSeP3pyBR5ZmJoY1Y4f97dvrXWe0lIphav/tjj5u5cbz0374nlo7Kp22s9fxTm/fSOnmVGcgrySxRCSlFmTbGq4q6HNZghJnNFTaf6f3sFhNz+Xsozd34H0baf+bnfslm+rT03imeVJbrd4NKawr6kdv3h+tXvZrLaUqR4ZhpB4Xo9+XYi6O14HRETB1S0DGHZdoXPp+p2xB4bl6Viuydy6pst5+mtuN1rPmLqGn/qLV7Pe3sa98W7V8RwYzsvlfLOXwzq9Tpno9H42vXiKwpKeyNChzg+9m967JZeEioZfvbAGuxrSc2AA8Rs+p4/hdgPb+dnd94FfT6cBD0/uM21LZT+EZPvBVuxpTO3tYgSP7nnTfUgMEP/8fuTA2LLfOfFtpqEAdoy621WtoS0CAOjI4dhZhzrZ1SnTWhes70xqale/y+9ZYDOEJP77wD6lAIAPNx9Ifg6DlxwY/1ycGpBSiPf2aDKta95vXseHWw5mtV7rOq0aWlOHKTkFF7Ldlhu7wEsuvYW8lvj8vekBTqLuLENnMSIiCohuGcCw46WhZl3E9QmeSr8h9nA/ZSvjLCQ+dMW16/qezy6QTy+JB0AaWyN45D3np9a5drd32yUHWzow5sanPEwNmt22s3nyKkgdvx5TyrHXyK1Pr0h7LZen4V7ElPPkonZTtxqM42TdBdbj5+P9VsZ1ZXrCHlP+JNTMZh3x/avPNYGw9YUsvh/++s5G3PTYR7bv/cND7xIrt0CLIdPuu+yeBRnX0WYNlCTWWVnqnCMi25wexnpveWIZpll6c5hlHcCwWXx/czyAYSQcdlqnn8Ft6yZ++OTylDxPXs9z1yEkpp+3usw+RdQdpZz57IJBRBRYeQtgiMhcEVklInUicqPLckeJSFRELtTZnlLACRMHui7z9rrU4RfuNxE2T3ezSHCYRTFf2DUm/bzZdPKHV9baTgmarEOOlXAL6qzZGR8C8JHpqSmQfp+XMeBk/T2LqoZEkjcnXrZlldPNlwcxl14JbRHnnBQxFT9W1rwVF935dtr6/ZIpFNDuEnAB4jdaXd3EjCmgw6FXQjbceuBY93GmPDLWa+yhBZttl9tjM3NNrlTKz96PgtOSTkk83T57Lr0XFIB/LLLfP7mu1y7waSR8rkzkynFapZ89MKznzZb9LSnDJL1uy20x3tNRT2YO3vFUJyIKrrwEMEQkDOD3AM4CMBXAJSIy1WG5nwJwfhzmUUxl37hyz4GR3iDMtHqn7Wc7lCETr70agpBRO9f2uduNi+dkdJmGQ6T1LsiiB4bY9MDI4km5WzBBh1LO52naU26TmFL4xfOrcP7v30x53Tozip/n1Lf/Yd9TwJCpl4pK/k/P62v2oG5XQ+YFE3U6+eevaG/TLYBl3cWZkniO/+7T2vXJmrmhn8UxcDp/rDNCGdeu2zWVUwDDQ5Hse2CkL298HqP+Tt8tUaXQp9Sf2cztgsXmvDeee2C4XFSF/4tCREREvV2+emDMBlCnlFqnlGoH8DCA822W+yqAfwJIn+4gSzGV/dj0TN24V2xPvanJtH6nJ5y55s7QFYD4Rc6fzO3GxemGzhrYyDzkx9vwiO0HW/CXtzekbguCknDn5aNUVj39k0/Jw9nOM5tB1CWS5zZtcCzmbYiBn716lmw96Pp+pgDG1v0tvg3FOf2O1zwtl2lmFa/chsdYD1/mZLU+VChLKT0wsglgOLweteyPZA8MvwMYcB7qlVxvljvUrhrWIVmOwwtj9gl5c2FXD3OQ3vPucu2BEYA/KkRdgKc6EVFw+fPoJ90IAOZ+ulsAHG1eQERGALgAwKkAjnJakYhcBeAqACgZOsFxgzkFMFyWjymFO19da3ktq9UnPfze5pREdunbym29mfjZ3T9X+Wjw+jEdIJC+352Gu3z+3vewckcD5k4baqqDZerFHD9nRbH9GH+7aSO9iLoMq8g0bCGbmXzqdmU/c022MgUn7n5jPZ5bvsN1Gb/5FTBxCyZZj2CuUxHnU2qyO+/nvtO0otbecMa16/bZ3WbVcaKU/uxFVnbfG0ZwxXjH6fshppRvQUy7gI75mvca8Cn8Xw2iwsj1e42IiLpWvgIYdi0y61+DXwG4QSkVdbshVUrdBeAuACgdNtH1L0rWQ0jcbiJs3sp1vPKDNrNQmPk5s4NZAOIXOd/YuzXpHXtgpG3bfRtek7paZ60A4jdB5huPbIeQGCpKw7bBiq89/H72K0P8HHWehcT9fPeUCBfA3sY2nH5H9jPXZMs61aydzfu6NpGgbwEMl89mPW/9SPLrN6Xis3k8snAzhvYr81zu/rc32r5u/W41TkXXKZpz+GpRyNxTyu3vgh27GYEWbYoPvTKuKadgeVTF8+n4we76/ZUpYLRpX7On9by6ercv9SHqbsxBiyC0n4iIyF6+AhhbANSafh8JYJtlmVkAHk4ELwYCmCciEaXUv3PZoFvyQidRtxs6m9fcbjp0ZHuT/+8PrLvSn/Xmw8GWDvz7/a1Zl3MKasWDBt4a/Jk+v/V955kCjPHsndsVSMqNR0zl9qR8Z30bDvn+s2mvv7N2r83SmUViKqcpG732YFJKoaE1knE5PzhN4VlIftXJrTeM9fgFMYARU8CD727E9x5fhpMmDdJen3WK13x9dSmlMvbgyjZQ/dWH0oONP3t2FYDOYJRyONyxmELIpx4YdtXOFDy386vnV/tQG6Luh9OoEhF1D/kKYLwHYKKIjAWwFcB8AJ82L6CUGmv8LCL3AXgy1+AFEB/Dn22XYtcnbTYtaOs4bb/kKS4SiD/Av395beaFbDg16cMhce4pYCmU6SbIawAjmgxgmDYlqU9OYzGFDXub3DeYhVy6xxv1cPrYbuv0OoRkZ31blwXG8jXVrA63RKjZeHaZ89AX6971OmTKqrUjiu/9e2lOZTNRAHYneiYdTMy4oeOjzQdSfo/ZBA394OXM9TNQbXxXOSbxjCmEffqM2ebucOK2lt02vU2IeqIAPP8hIiIHeUniqZSKALgW8dlFVgB4RCm1TESuFpGr87HNO55fnfXTUbcbMdseGHka6pGvG8LunHAtqhTG3PgU/vTaupTXwyK+HYf0ISTuPRfMywuAkOnq+fajH+Fdlzwn2cp1mtWIyxAStx5HMeXtPHxp5S78K4ceNbkIZgDDnySeq3c65xCxPq0vd8iT4iYWU3hn3V78Y1HmxKy5iA8hiVfU2oGgb2kRPj5jeFbr+4Xlqb9xJvrd+eSeN9ajsc29B5FbgtVsZcqB0dwR9S0Hhl/f926rWbnD22w9RN1R920xERH1LvnqgQGl1NMAnra8dqfDsp/T3d7WAy3YeiC78fBuN8Lff3xZ+vL5GkLSg3Ng5KqlI36j+BtL0r+ikDjur2xvA6z7x6kHRiwZwOh8PySS8uT0hRU7s9y6u1zzrbh1SXef+cL7EKx31/kXqHHTEcAhJH71wHBj7UNTWpR9nHnRpv05BT6yYXx/FoVS63fTvEOwxuO0tE4u/r+38dmjR/s+fOb1NXsyLpNr8NBWYlVOl/OHmw9gZHW5L5vyKxAehKGHRIXAJJ5ERN1DvqZR7RayHRKSa7f+TPLVYMzX7CZdwXEISdi5B0a23c2zHUIy+ycvmrblf/d2P7jlwHC7MYsp70GTBRu6JoDRHsAeGF2Rl8N6GHK9jFvzWFelOnv0WOIXnqYqzWR3Qxt++cLqAM6/kh3j2Ln1jvCrB4Zff5668Z8NIi0pQQteCEREgdWrAxjZ9qjI9al4Jvub9MeQ2+mJTxDCIrZjvR9bvDXrsfjWPATOPTDSXxMR3248/GQOyhw1pjrlPbceGLlMQ5xvPTmJpxvrzW4uhyUkkvNUvF7ElEoGEq3XgVL+ffcEMUiYjUyzkADwLQfG0m0HfVlPdx56SOQHEcYviIiCrFcHMLK9YctXDox8PdHuzj0wDA2W8erhkPgWSLJm6Hc6vk7nSQDjF4hEO4eCWG8s3XtgBC+Aka/rTUdXDCFJ64GRw3ER8S9fhx2FzoCfdRpQP49aAC+xrBjH0u1U9msWknvf3ODLegL2NeBIROaKyCoRqRORG23e/4yIfJT47y0RObwQ9aTuwzj3Q+KSLJyIiAquVwcwsr1Bcpv6MJAK8Ad4ytC+vqzH6dAU+RjAsMo0hMTKeuPmVZ/SvKWeQTQWSz79tgYw3PabUsELeAWxB0YhcmDkclgaWyN4L49DfW57ZmWyR09aTyQfv3eC2gGjtCiEqorijMsZx9Itz5FfPTD8ErRAph0RCQP4PYCzAEwFcImITLUsth7ASUqp6QB+BOCurq0ldVfBuiKJiMiqxwYwTpg4MOMy2d4I5+vGOV8KUd18D6vw62mlHadZL5za87kGMPK5i6LK3AMj9fJ2C8DtrG8N3PkdxB4Yb63NnARSl/V8yyXJ72X3LMDf3tmUeUENxhA86w24Qvd5ip+r2WNrcMzYARmXMw6d2/4oLgrW7VIALzs7swHUKaXWKaXaATwM4HzzAkqpt5RS+xO/vgNgZBfXkboZo9dFvAdGgStDRESOemwAo7QojMF9S12XyfaGLYg3VG4K8SQt3wGMojyu3+vxPby2CkDunzWf+ygS63x+b91Xbp/vgXfze7PbUzy2OP9TyKYFMAL6tZMcQmKXA8PDd89Zhw7NuExQc2CEHHLxOHH7LrYGGtO3BVx5/Ni89twy6yZd50cA2Gz6fUviNSdXAHjG6U0RuUpEForIwt27d/tURepujFOfOTCIiIKtxwYwRDLfKPrZA+PK48dmta6uUIh2aL5vN/J68+9xiNCpkwcDyL17ez5vymIxlTKO18wtaW136DbeW2w/mDoddFCT8T72fjyYk9YDQ3mrsZdrOZjhi3hQwVPPmMQibsGOTLshpoDiolCX5dzpJl8FdnvDtuYicgriAYwbnFamlLpLKTVLKTVr0KBBPlWRuiuRbnMdEBH1Sj03gIHMXfyz7VHhNMQAAPqXZx4Pna0Hrjxaq/z2gy1otCTB7O7yGcBwS3JpZlQh17r4+QlmjbbONKKSN7zWHhhu0wAfaM7PTDiUvQv+8FbK734lZ8yX9GlUvTX+i8OZ//wEtAMGQiKegn7t0Rga2yKuvRq8DEUT5G/43I8+fmjK79bEyQG1BUCt6feRALZZFxKR6QDuBnC+UmpvF9WNuinjKg2JBDZwTEREPTmA4aEHRt2uxqzW6fYEOxz2v3E5Z8JAXHbs6JzL/+n19Tj/d2/4WCMP8nzHkam7tQ63aUbNjI+Yaw4Mv3bR0H5lePTLx6W8Zu6BYd2O2/m7fk+TP5WiXkdsQnJebu699cAIZgRDROB1Fu6jb30Bb9Y53zt7iUuEJH97Iph7OKP3AEwUkbEiUgJgPoAnzAuIyCgAjwG4VCm1ugB1pG4mdRaSwtaFiIic9dwABsT3p/ULN+53fC+fuRl0rN3ds25M85oDw+MdiTEEJPcAhj+fwW5XmHsVWRtg3W4WnS4wI5HPhHJnHVrndUYbL9dyUHtghEPek6s2tUdx8xPLHN/3Eprwaz9UloTTXsv1e6yQlFIRANcCeA7ACgCPKKWWicjVInJ1YrHvAxgA4A8i8oGILCxQdambMHpddL8rgoiod+marGAFIJLf2R6sivLYM6Any3asaX6HkHi7wQ8lAxi5bcevT2AXCInGVLK7uvUpeHdLQptPU4b2xTPXnYAL73y70FXJ2dB+ZdhR31roaqTld1Cm/7vx1AMjoHcSIfFvOmcvn9Gv3WA3DCWo+zgTpdTTAJ62vHan6ecrAVzZ1fWiHqCbXhNERL1Fj7vrLi2KfyQvQ0j8VJyHISS9gd1eczts+Tym9a3exn4bDf6cc2B4KDa8f1lO64mahpBYb69aO9gDwzB6QAVEpLvMuGDrvBnDC10FAOk9EZRpKl83XnJgBPXwZDsLiRtPAQSfogx2a+FfLqK41CEkAf3yISKinhXAWPXjufjsMfGcEQLpkq6xnTez+dmVvbFx6dabpSuDUk6MGuR6fmUqd8y4Gk83R44BjMTP1lXc8+Z6jzXs+bpjt3mroHwEu3wXXnJgeBlC0twezalO+RbvOebPDY7XJJ5+sOu15eU8CsDXLlHeGVc0p1ElIgq2HhXASEl0Jl1zk2JsIag5MLojtyCF7n7++UWHa5UHgKLEk+NcZwXIdF5WlBR56p5ut56o6el3d3qC9KlZtZkX8lGPCGAEJLxpTR3jNQeGl8THr67enWOt8iskggGVpb6sy3wqzhxV5bg9P3Ln2H1leVmv+Xo5emyNdj2IAkl15sDoRn8+iYh6nZ4XwEi0swRd87TeaNgVcQhJTuwaz277UveYDvMwNCOTkrBeDoxMisPiKV+F3ebN06gaa/jyyeP9q1weVJaEfetNcMlsb4EQY3vduY0alJipNVCm4G0ISXcO+oYE+Oknp+dc3hjqCKQGopyCCX5dH7Y9MDyUM/cI8zL0h6i7EvE+TTIRERVGj2qJhKSzgSYiOT8hz4bRHixio843FTaZ8g26AQw/bpqMYx3O0zSqIRFEPcyIYnczYp5G1bix7FsW7Fy9T37tBN9u0C47dgzqbj0r43LdvQfGE9fOCcwQErtZSJSnJJ7B+s4sLw7jcI+z0oRE0L+iOOdt/e8nDnNYr/3yAn+Gkdit30vw3Xwvx2A99VSdQ0jEUy8yIiIqjLy1IEVkroisEpE6EbnR5v3PiMhHif/eEhHtvv1i7YHRhe2s4i4Illw8a2Tet6HLj71QVuwcwNANQPjR+DaeQObapdtTACPHpz8RUw4MowHWtyz3G62uED+k/lw/xWFBUTiEM6cN8bDN7mvi4L6BGUJifVKp4K37ddB6YJQVh1J6RrjRDY6b9495/zkdU/+CVekryjaQxBm3qKdSyui9632aZCIi6np5aYmISBjA7wGcBWAqgEtEZKplsfUATlJKTQfwIwB3+bJtGD0wgBKPjVGt7SVall0xXCVoTyzzpdwlgKH75NyPxrcx40yunW4y3XiKeJvy1C7HRTSmkndHxo1Rv4D3wDAP/dJlXCOZbqD97oHxu08f4ev6MsnXNNEft5nZZNKQPo65GQAgZpncJp4Dw0MSz4A9yY8p70EV3X1v3j/mnwf0KbFd3o/8F4BDD4wsP0xJUbCOG5FfFBREBGEOISEiCrR83RHPBlCnlFqnlGoH8DCA880LKKXeUkrtT/z6DgBfuheYe2CUFDnfCPutKwIYvWWq1nKXISS6Nz1+3DSVGEk8c56FxPm9suJQvAeGlwCGzWvGLCQinTdGfUoDHsAI+deXwLgZy7T3/Lgh/PrpEwEAJ08ehHOm209pmq8gakjE92lIBvYpxeXHjUl7vSgUct1f1t5CCgrfnXcIjp8w0HV7QeuBoZTy/D2ey7VvDiSa95j5Ur/tk9Pxw/OnYfrI/ill/cuBkf5atsehoiTY3ydEuYqpzqHIfk2TTERE/stXAGMEgM2m37ckXnNyBYBn7N4QkatEZKGILPSyYaMpJiKeuwP7oSv+1gVhCtFMsm1oj66pSHu6W+YSeNLtheJHDwzdWUjcbgZHVJUjHPIYwLBZJJrIgSHofDJeFA7htCmDc6prVwiLf1MeGwGqzD0w4Gk5N8ZQJ7dDla/voHz0wAiH7M/NTEEYa28hpYDB/crwy0/NcC0XtGSQ8ZsXbzs1lwBYyve3aZeZe1L1Ly/GZceOSTsvlQJGDajIeptWdp/PS1D33MM7A3RuOYqIurNYTCEkgnBIOISEiCjA8tWCtGsR2f41EJFTEA9g3GD3vlLqLqXULKXULLv3/3RZ6supPTC6roHcFdH6oDX4/fDwVcfg7186Fi9/6+Tka249MHQ7UPiTAyMxhCQPOTDiT7tzWi0AoweGSiQhi5+TxaGuSWhrduiIfp6XDYl/wbnOAJX79Wh3I3fBEW4xVrttxdfh1tDNVwAjPmW0v8c0LPZrzPQZPtx8wH59GY5prt/P3zhjUsbeHbmIKZXXISROwZGYAh6/Zg6e/OrxKXUx+3DzAdx92SzMHqM3halRgx9//NDka5mCwkeNqU75vOyBQT1VLNELKxxiEk8ioiDL1x3xFgDm+QxHAthmXUhEpgO4G8D5Sqm9uWzojKmpyfpCpghGl/TASPyRy/VmNhPzkz5z4/oH503Ly/a62uB+ZSgOh1LyXrgGMDR7UBT70APDGEKSazDErVQ45L03gt1MDyk9MBI3QfF1Oq+nrNj/6+QH5x2aeaGEUKLB6IfkEJJMPTBsPvLgfqU5bcutt0xJnoKOAv97YJiTIJvlGmjIVL/KkqKc9k9RWPISnI4p5TnQl0uPIfO6zdeuUgqH11bh0BH9Ta+llhUBBvQpxdxDh2a93dT1dOaIMmQK2pw4cVDK7+yBQT1VNNaZk4lDSIiIgitfd/jvAZgoImNFpATAfABPmBcQkVEAHgNwqVJqtV8bTg4hgaDUhxwYEwf38bTcpCF9tbeVibmhaW7s9gTmBnWlWw4Mzbu2sA89MIwhJLnWxe3mpyjsHmzIJKrMOTDir2UKingZrpKtbO7vjC67fkgOIcmwnNMUtNkIJ84Dt2Rv+eoFlocUGI7nSbbfo8aQiEzBgJKiEL53rjW3c2YCvWvESSzm/ZrO5XxNGUGSMguJ9+3lI06e6TNbZ5VhAIN6qphS8R6BwiEkRERBlpfWtVIqAuBaAM8BWAHgEaXUMhG5WkSuTiz2fQADAPxBRD7wmuMiI9MTJj96YKzZ1ZjNZvPKPITEj+0FKbmj+fO4DZXRHQrhx3S3nbOQ5HZ+uR27rHpg2LSvIskeGJ1DSCRDjomOaB4CGFksGxL/ZgUxzh27GVqs27TKtr1q7e1x7+eOwnfnHZKyjNuUwDrivSV8HkLicG2UFoUy7k8zY9FMxzTXIXEhAV5YsSunsm6y6YGRy67fWd+W/Nm8N+32rfUV47tG9zppao8ASJ3pyUtPMnN9OISEeipjCEmIs5AQEQVa3sZYKKWeVkpNUkqNV0rdmnjtTqXUnYmfr1RKVSulZiT+s81xkS0x/duVSTy7IsdAX1MWez+2dvVJ43xYS6pc62VumLvd2OjesxX50KXfqF8+plEtComnKVSdfLj5AO58dS0gnT0KQjk8rT9Ls6t6Njdafl47xk14pj1o1M+8XLY9UYxtGV2NT5kyGF88MfWaKs1TAAPwP2gqDuvM9ns02fMnYwAjtw+Qr2TGMaWSdZ6coUedl/P72lMmYMF3TrN9L1MPDGtQw9hVusd8RFU5AOCIUdXJ17x8FnN9aiqL9SpBFFDRRBLPUEgQjWVenoiICqPHZYU0t8VyuQ28eFZus7l2RY7EfuWdDUc/nr76cTPvF3Mj2q1Brfup/chVMqhvqda6MvXAaO2IelqP2wOieA6MznVme9Onu5tE4okJvQiJZPWE343nHBh2Q0iyrINxA+4W+MhnENXvJJ4Q+3WWFIVyChpkOodyzQ+Sr+lXY6pz3QP6lLgu66UKoZBgcL+ylNeOGz8A3z5zcsprdrls0mYhSfz7/qYDmTfs4ttnTsbTXzsBYwdWei5z2bGjU2o4oE92uWKIugujF1Y4lLkXHxERFU5w7mB9Yn6yOnWY95kQDD+78PCsljcan77fTNjoV2YKYPiwvnzdCOTCXBW3+xrdLtQ+5PDEoEQD3m0IyUVHjvR8A29WFAqhpd1bAMNNPAeG0QMj+2lKzefzr+fPyH77EBxeW4WlPzgTf/jMTNdlwx666/7tiqO9bdemZ4UdY3vbD7QkX8u+B0bm4Sr5GkIC+B80bWyNOCbxzOb8KS8xeii5l8k1gBrOY+DV6A2UKc+Dl/1ht8SDXzwG15wyISVoEbN50msNahjn5v7m9ozbBVIDZ+NMwYry4jCmDvf+d7FvaRGqKkowflBnLqjqCvfgDlF3FYt1TuvNJJ5ERMHV4wIY+5riDbwxAyowwSUB53HjB/i63a6IBaQMIclye5+fMybttSBNy2q+YXbtgSHuv2fiR/dz4ybHbfcVhcVx/7p9vnBI0OK5B4ZzA6u1I5a86dFN+DjLNHXj0h+c6bjcQ188JtlF3dhen9KijLOcmBOOOpkyLLskueZ9s/Yn83Dk6OqU9419862PdT4Nz7YHRpFlCImdsnz2wPD5O2dXQ5tDEs+Q5xl3zp8xHJ87biwALzkwJHNXGRtFIcEdF2cXaPbK6FXVv9z9Jt2pB9wnTFPxun381CEkmXtgGMt4DW6av+fMP2c7XKs90Y/+a6dOSL4WpNxJRH6KJpJ4hkTyktyaiIj8EZw7WA+89BjY0xhPlFZbU5HW6DY/CfZr+IRx4+13Qj07fVN6YGS3vdmmm1BDvsaS50JMh8OtkW19J9su+n4liwTc6xkfR+tUznmdxWFBs8tNSn/TMKKKDDcSxk1QpsSgtjPtmBY3f0y3bv/VlcUpw5wMmQJl4VDmHhg6Ry0cSr9ajO1dfFQtbvvEYfHXshzz3DmNqvMyOj0w/nrFbNf389Hry6kHhteEtdedNjE580qmrxe7c8WLcEhw+tQhKQFdJ7MsgauM6078zaiucK+b02cz/81xOz6pSTzT37deD8bNlPlvgBvz8LaUAIbLMbF7z8jHUxQOJc+N8jz2KiIqpFhMJaf1ZgcMIqLg6l4BDA9Bh0hiRoXicCjtxinlqZRPbX+jq282sYA5EwbgL19wvzmxU27q1pztfbjd3+Jsk+jlOmbdC/MNtltuCWugyMhHkct2dLnV0y1oYHdj84PzpiXLueXAOGnSIPzswukAgKoMN4DXJp6a1lZXuJ6fcyYMtKljJ/PncNt9gs5cFuYyRRlufuM5MDp/P2JUFb53ztS0ZbKRqfFpfro2pH88T0FtTXlW2xiT6Jr/xRPGOi6jM41qps+cj5ip3SpLi8Kevy9TZ0oSfO20ibbLnX7IkJRhCdkIi6BfWTGW3OLcGyhXRuLb/hmuLafgr9drxXyC2ubAsPxuBMmMaz8T83TRqXVyrpTd31fzdWJUuaykWzUbiDzrnIUkP9OLExGRP7pVS8Ta9DJ3azVEEo9Ri0KCYsuNk9NTKT9kc4N1zvThnpc3d9fVyVlh94Q7042llZcnnrkyf7RsujkPzDKhnNNxP2PqkKzW47Yu4z2nt+0OvXEzPKx/ecYhJMa5U5VhLPq5hw/HhtvORmVpkev5lqmhZi7qdmTENCLAXKakyP14hiR1yMepkwfjsBH9HevgxWXHjgbQeYys5c29Jk6ZPBj3f2E2vnxy+veJm35lxdhw29n4xEznxL86STwzfeR89PrS7YFh/bzfOGOS7XJzNWa5yeZjZ7uLjB4H1p4z/SzffU773vzd5XXT9rOQWJeJv1BT6S3/hPlvRZFDMMNgBMZHVnsL4JWEQ3jXYXYVou4sqjpzRjEHBhFRcHWrAIbVNz42Oe01owFaHE4ft21+KuX336asGtUuy58wMfVp+LWmII35htncnffs6cOSr9941hT87tNHpK1XKeCfXz4u5TWv49oNuXb59iJ1FhLn5az7rZ/HLtWZ1j15SF/cdemReOcm7w1ztwBG/AbCoQeGzcE/ceJA/OKiw3HjWVMyjnM3Svcpde7KfdNZU1J+dwsK2TXUzHU09xhxu2kWmJLamhbLFCgTkbSbON0A48emDcWG287G2p/MS9QtdX3W/CEnTRqU9Ta9LD60Xxm+eMJYTB+ZGpC5ZPaojGUzBShynYbUbPKQvvikKQDTHkk/F0qLQsl8L9fPTf/OTa2T87Ee0q802YvL2He5fA1n892d7TAbY93WffvRLWcm87sAzsfe/LJrDgzTz3bBZSMQP3daPNCT7dNg8/fpkq0Hkz/bBdSmDO2HX37qcPzy4hlp75n3w72fPwoXHDECIpKX3j9EhRaLdebA4CwkRETB1a0CGF4aTcYQknAoPYmiH1NoOsnmaaiI89O5K08Yl/K7+UlgSgADnWO15x9Vm3z96pPG45zpw9PWq4C0RIbZJvEcPaAi4zK6T4XDIXEfQmLZc9l20Xeqn4LCx6YNxdD+ZZ6nGHS74Q259cBwqNcnjxyJsuKwawBDpDPg4BaUGGKZvtGtMWb3ntONWKbgUrIHhmkNbufZ/zs9/oQ+ltKlPr23kXl9G247O2094zIdM0u9sw3e2a7Sw7keCgm+e/ZUTB6SXRLS+Prd3y8r0s9FcHht/5R9Pdom+XFJUSgZhBpV4/4dYHc9Pv21E5LvnT51MAC94S9Z3VYIcPTY9Pw/josn6lVs8znMcTgviXbdzg/zJWebAyPRQ+jQEfEZQ7wmmD08ESgzfzeZizrlZLngiJG2vTvM6zll8mD88lMzAPg7FI8oKIwhJOEQk3gSEQVZ9wpgOLz+qVm1+PHHDwUAdCT6hsdngUgtMaBPZwMt2z9NmRKXZfPw1u2poNt67HJQVJQWeQrM2N2kZvvEefJQ95uw575+In50/qFZrdMqLOKexNPyll95OWIpNxTOZ8ebN56a/NnciL9hbmqPhyK3HBgZdrvbzZGgc5y+25Ai6zYeW7zVcdlskleKCEZWl2PeYelDAErC4eR1Za6aW0+BYVXxQItOD4yLjhyJJ792PBZ/7wznelt+9zokwo2XKhrHIZcbvpAIHr7qGMfzpdIliWum4WbG2xfNqk32WjPW+cI3TkpZtrQonLwmozGF7847xHG9dgEMI1hUHA4lv/u66gZYAFw8qzbjcublAftgt/m1dbubbMt7PW/N3zF2wQnj5snYn14DGMZSTvVwmxHILqhnHYZpYACDeqJoTCUScKf3CiQiouDoVgEMpxDGTy+cjs8eEx/zbh5CYn7yO6CyBNOGd3bjtrtJrShxDlLcnyHpZrYNuiNGVdsGRdzWYx7C0RaJ3+RWloQ95Yywa/9m2wW9otg9B8bkoX0xdXi/rNZpKAmHMHNUFX776SNc94H1c/jxJN1uvU7M3ciNZJuXzB6FL588PmU5Yy55O5lqfN7h6T1ozIweGMZNygNXHo2vnDw+JfGg9elvh8tUGZnG+lrffuOGU/HTT6YnEywvCeMXFx2OkycPSub0ALwl37Vej9kc13BIUFFS5Jof4BeWaTedzv2fXHCY5+16ueaNZao95i4wa+2I4phxA/CZo+PDTU6ZPCjlfbe8LZl6Vx0xqhprfzIPR42pyXhzXFIUSibxjMYUvnjiOMdl7QInRq+4TMHG82eknvfnZrgOvBDJLlhtHFK7Q2v+nm1sjdiWnzLU2/dfpiEkxjVZmuhl4/VpsLEqpwCWW68du6FeTtdhcVh8n4qcqNBiKhHAkOyn1SYioq7TrQIY3oaQdCbxNDe+jvXQ2Fr+w7kA7LuoOwU3jL9xIZG0GwxHEr/Ze/Jrx6e/5fIZzU/VjKk2y0vCqCxJDyzMmZD6ee2eyLnlJpgzYUDafnAL8Jh9+ujM4/utQiHBY1+ZgzOnDcVRY6pR6bAt6z1Qphs1r3WxmwkgkzkTBmJgnxJccfyYtPfCoZDjscy0pZ9mmGnAuJkxjumcCQNx/dwpGNKvM6Gp9XC7TecZs7k5ynSt2d28V5SEcXhtFe77/OyU4+Ll5svcWKwoCduemz/6+KGYNCR95govDc2R1RUpSQqdzv1PHz0Kv54/I+P6AG/fR8ZxGJGWIDFznXccbI1vJxHyilqKuA2f8hKcDJt6VbgpCXcm8YxkTPhqE8CIdfaKg6QuZz50bR2pQTannlCZxqabE8AKMk/RazAHUOyKmHtgNLbZBzBmjekcpqfTS8E4JkbOCq+9pIzvMaceGKVuPTBsyjjNxtK3rBgPfvEYb5Ui6iZiKj5ULCwcQkJEFGTdKoDhRXLe+lAopfurtbdDtn+aMt0oiwB/umyW65SKyWUT/9p1U3a70TRrTwRqqitKUNMn/enuA1ceg2+aZgA4yybrv9tT7t9/embaa+UeAxg/ueAw2yCQV7PG1GDpD+ynSLTun0xd5Y8ZZx+4GlBZghm1VZ1Phc1DSDzW85Bh/bDwf87AhMHpQ2vCofQb3NsvnI5/fvlYNDnc/BjczjUxNays5495aJL15sltNgzbJJ6uNXSYzcDh3PUyE4fRVhw9oAKXHTsm7bgWhQWXHjMa//1/J6WVzXRTbcft3I9YIwUOvOTAMI7JRUeOxOeOG5N83e4G86umhL1nHToUcxPDdIzN2AWanJRkyI9h3nymHjilRaHk8cilUd9hmtraYLfn2l16CWXDPC1wOOTeBePf18xJ/nzHxTNch/eZj1lDa0fKe2/eeCpuveBQTDTlD3FN4mnOS2FzrIz9bOQcOWactzwenT0wOve1OaePaw8MyzVx/dzJ+MsXjva0XaKeIBpTyWGsjF8QEQVXzwtgmJJ4mrv8/s85U1OW8/JQbkZtFZ7+2gl48qvHJxuv1RXFWP+/89KWFYl3la+w6Q0xqK/9VJ/WBu7PPjkdh2TogvzgF4/Gk189HidMGIirTxqPWy84DAMcuqcbf4C/euqEZDf+2prMT6EB+yk67T7HyV57nZgMdtgfZiKC+z5/VNrr1gCG0w3VM9edgAe/eDTOnT4Md182K+W9l755El7+9sn49zVz8M2PpSeRNNxhGXaQjRm11Wk3+RfNqsWRo2vQ1JY5AaATgbkHRurxc5vutNTmxuXiWfHZJ2IKeOEbJ+Llb52ctkw4JLbHPVMXe7PamgoMtSQVtTL2/7WnTEhM29m5rkevPtY134PXgIOZW+DL6016NjkwyorDuOW8acnX7Y6HOSDyx88emZxhx3g1m15CJZab0UOGpX6vmG/UMwVG+pYVJYOXufQpMIYvmQPKdls0hsW5LWN9fdboapx+yODU903X8u0XTXfdb+XFYdzzuVm493NHpSa+BPDEtXNSljVfz1dYki2PqCrHZ44enXIMrTNK3XXpkbafwS5obZyDYwdV4vXrT8F1p9tPR2uV7BFo+izXn9k5c4zbcENr4PQrJ0/AKA+Jm4l6iphSyQTc2QSMibq79kgM7RF/HiIQdYVuG8AwMttbdST62pq7UH/t1AlpXWFvmDsFpx8y2PFJ/8ofzcWjVx+LqcP74dARnZn6i8Ih2yevTsnpbvvEYfjPtcfjZxdOTz6dM8pbn/ZdfFRtxm7px40fGK9POIQbz5qCmsoSlBWH0besKG3qzOSUlqbXXr++MwmllzwD5qEoH5s6BD/9ZGeOgA23nY2vnjoRADAti9wXC757uqflTp48GL+55IiU1zIFMC47Np4LZfygPjhu/ECICE635AoYN6hP581hYhfYzQowvMra7d+bBd89DcdPHOh4LJva3Xtg2DEnTowlc2CkLmOeZcZ6w293E/eNM+I3Np85ehQmDO6b8qTW2K3XnDIhrRzQeZ57zbV5vOVmzqpvor7GjbJxbpYWhTBrjPvT52zzAwDAzFHVjssZiUUz0RkiYNcrJZdeL07Mw0v+8oXZOH6C8xC6Q01DLgzvf++M5JCkfuXF+MbHJuHK48figpkjHNez7ifpgV0AGDMgfl5dOGtk2mc0BxuuPmm85U2HDZlef/TLx+Huy4+yffu8w4djWP9y1yepRWHBqVOG4JQpqbOjKAVMH1mVsqwR4Hj8mjm4NJFzyY055xIQn9o3WUfT57Y7FyLJv2Mh1NZUpARXXr/+FNseGeYZYswBOq+zTZm3seC73qeTJupumi1/g2MxhZ89uxJbD7QgJIlZSJgDg3qR4257ESf+7GXXZWIxhb+9s9F1pjyirtKtAhjmxq9TsshLjornPBjSP34TsuG2s/GNj3U+gXr4qmNw/ozhmDK0L+6+/Cj0Sdw4GU+jDWXF4ZTkg0bjzvrktqoi9UbYekM3f/YoDO1fhotn1SYbxMYytk+xc7wpWnLLmfiS5QYgOaWlwzqdMsyfM31Y8ue/fuHoZD4KEcGnjkrNKWHkxTBuUtx8/5ypaUGWTKw1tw5T6LDcndxy7jQsueVjafkBbvvEYbjgiPSbLyOIZF7LZ49JnEMZeg04Gdw3Xs7c/jHnD5mduCGfkmFWFwD4zrwpuPOzMzE4cTNZUhSC0dPe+jT15nOn4Z9fPhY//vihaU9/rb0UjhxdjaH9y7DhtrNth9kYN1BOZ2OWE9g4Lm+cN9fPnYIb5k7BWYfGzz3jevMyTW7EY4IA41r/42dmpgW1zE6YOAiPfeW4tNffuvHUlKfyXi5Vp942Rg+Mw2ur8KVEUkzj2jf3kopvJ/76SZOcezvNqK1K+d28306cNCj9e8X065dPGo/PHjMKf/xM57Cx6sqS5Pnbr6wY/cqK8T/nTLXtOQLEh885Pd0f2r8M6/93Hi6eVZv8/uywPOm57NjRaUElBZUy7Mb8uhsjOBAyBSOcpE3Xa5RJbOOwEf2T01Qbn8/v5H52PTCMU9ruO7q2pgJHWYJ6n5pViweuPNp2FhIjGJhpKl/zvjC+wyh+s/vFvyzEhj32M894tXpnA8bc+BTeXbc3p/LtkVjG4Yd+aO2IYsyNT+GhBZvS3tvf1I5731yfMQ9NIfx32Q68vTbzvn1l1S5M/f5zeLNuT/K1lTsa8IdX1mLd7qZkAm72wKDeZE9jO3bUt7ou89LKXfiffy/Fz/+7yvN6N+xpwtKtB3Wr50kkGuvy76ad9a14y/RdYraroTUtWEr+cZ9Wohv64onjcOUJYx1v2o8ZNyDths1LvgbjmrCOXX/06uPwet2e5FOuiTZJBg3fmTcFpcUhnJ0IEJhnTTAayX7OTmeMKXdap7UHRkk4hPZoDN83DbcJhQTPfv1ErLM03ozZOA4Z1g+/ueQITwlMv3B85vwgVta6Gz1paipLsK+pPZm01VzfvmXpiefmzx6F+bPTE3oa54J5KMxVJ47HVSeOR71lnHu2jJ4Bg/uW4o0bOnu+/Hr+Edh6oAWjB1Rg4nefsS375o2noj0SS/aK6IjGsHx7Pb5y8gT89e0NANJzYJQUhXDk6BocOTr96aw1T4Q534KdDkvA446LD8cD73Y2aI3rq6ayBI1tEcdcIwa7wNy3z5yM2WPjda0sLUqbyQXwlj/Da7fHU6YMxqqdDRjoYQjTzFHVmDW6GkeNrcHAPqVQSmF4VXlKrxwvwcaDLfbnkJFM8eixNcnrMCTAwv85Pe2G9pQpg3HfWxuS+8rOv6+ZgzE3PpX83frU3RpcEMt7P/54+uwrxjr6lLn/mTi8tsp1RhTAfL7E9/3+5nbX5YH4Tfwt501Dn9Ii/O7luuTrmYJa1gCfW8Aj/R4ldT/956udiZaNXZgpgPGPq49NDViOrcGC9fscl7dLjmw8/XXqJTdnwkD89qXOffL1MyZiWP/yZOMtlx4YxjE6NsO13Bu8u24vhvYvw+gBlXhn3V48v3wnWjui+OsVzjlBItEYXl+zBydPHpTW/liwfh8u/r+3AQCfuuudrHJEbd7XjIbWCH767Eq8unq3Y9lHFm7G2l2NuGneIXj8g63oiCpceORI22XdrN3dCAD47YtrcEnib2YsFh9a8bWH38fra/bg2PEDMKxfOfpX2Cd5tWPkjbH7+5wtpRQiMZVybl/110UA4u2555btwKiazsTNxja3HmjBwws2AwA+3HIgmS/HnJQ3FAIqS4pSXmtpj6I4LDjQ0oGaihJPM7/N/dVrGNKvDGMHViIkgu+fO9Vx2fV7mlJ6QBqf0UueJb+8tXYPpgzt5zqbVz7V7WrAsm31OH+Gcy+/XDS1RaDQ+QCjK+xtbENUKVSWFLkOf+1uDiTaM25/z8xiMYWTf/4KAPv7rKVbD+LxD7biW2dOdnw44tXybfWY95vXccy4Gjx81bEA4tfQoo37M/biNer6p9fX4emlO/DXK2Yne2lnKnP0T14EAKz/33lp1+vsW1/EYSP6p7QjDNsOtGBAnxIIBCVFoeT1bnzXBs2LK3Zi9tialO/vjmgMf317Iz5zzCjt45eLvF1ZIjIXwK8BhAHcrZS6zfK+JN6fB6AZwOeUUot92rYfq0nRYerSazZmYGXKlJFzDx2GJ796PM757Rtp6xjQpzRlmsbK0iJsuO1stLRHk41yP2tuPOG3Pq0zWJ8+fuNjk3DBESMw2NLzoLamArWm7slLf3BmSlmnaT/fvPFURKMKJ96e3i3tkS8d62lWE+tN29xDh+LbZ07G6AEVuPbB99HYFsHtF07HPxZtwbmmniNeHTayP9b9ZJ7tF0a/smL87YqjcdiI/jj8h//Net3GjU5ZcTjlpqu8JIwJieFEM0dVYfGmA2llR1iGrxSHQ7jprPgwEuMGzWmmATvWYRZO+U+mDe+HZdvq04ICn5g5Ep+Y2dkYDocEP/3kYTh23EDU1pRnzCljd0lOHeY87Mh48mweFmNWWhRCW6KOkzI8WTZ8+8zJOHpcDWY5rNPq0S+n98Iw8/I109Jh3wOjLHE+tHZEURQqSq5vYJ/04MpJkwZhza1n2d6I9i0rQkNiSs9/XzMHb9btwe3PrUqbuta6Xi91/+sVs/HKqt2uDb9XvnVysneQFwMSCYf3NKYGMMSmTkbgwWhQf3LmSIyqqcC509O/b/7n7ENw+3Or0BaJYWfiKZIRYHI7N63XxfyjavHQgk04cWJ6QHbO+IF4f9MB22NkZv2+vf/zs9MCWQNMiZd/fMGhjvVyCmAcM24A1v1kHub89CVsP9ia1sNqRHU5Fm7cDwAYluiNeO7hmb8fX7/+lJS6BVm+2hgxFQ8yhARY979nJ9sT5mN4oLkdjyzcjAuPrEVNZQm27G/G8T+N/52793NHJYckGebf9Xby5/LiMNojMRRZ8nTZaWqL4ARLt+6FG/bhiFHVuP25VRg7sALzDhuGvmXFuP7RjwDE/0Ze9/AHAIALjxyZbBiv2F6Ps379Ok6dMhj3fO4oNLdHsHRrfcrf2CVbDuL3iWChMfXzW2v34NN/ehfPXHcCFm6In1NPfrgdv3u5Dvd/YXZKz7Bfv7AGEwb3waiaChw2snMIVSQaw9xfvQ6lFN66KXV40iurduFz976HP3xmJm59agV+++kjMHNUNdbtbkwOoTJbuaMec3/1OkYPqMCr3z4FB5rbMfdXryffv+/N9bjlP8sBxL/3mtsj+O0lR2BkdQXO/s3ryWD+4o37cfGdb+PrZ0zEvqbO76M9je0YWV2BXQ1tGHPjUzi8tgofbj6QfP+yY0fjvMOHY9rw/mmJzZ9fvhPlxWEcOboaK3c0YOWOBry6ejcA4PvnToVSCr95sQ7TR/bH71+uw5UnjMWB5g7c+NgS3PnZmThj6lBc9ZeFeHHlLowdWIn7Pn8URlt6t769di/6lBYl929rRxSlRZ1Dmx9esAmRmMIhw/phUJ9SLNy4DxccMSKtXWwEO0UErR1RfPpP7+LQEf3w5Ffth2d7Cajsa2pH37IiFIdDeHvtXjy1ZBt+eN6hjud5RzSW/Lt2+h2vAYg/kDhm3AAM7FOKcEjw9/c2Yeboavzy+TX41fwZKAoJnlu2A83tURw5utr1739TWwQzfvhfFIVCuGHuZJw/YwSqK0vw7rq92LC3CYeNqEJJUQhvr9uL+UfVJuuyq6EV+5raMWlwX4RCgrZIFLc9sxKXHjMaYwdWpu2HXQ2t6FdWjJb2KE75xSs40Nz5XfHmjadiQGKo96odDdi0rxmnTB6EcEiwu6ENzy3bgfmzR6E4HEJrRxT/fn8rzp4ev6ZfXrULG/Y0pfREFBG8WbcHSsUDb5OG9MG4QX1w75vr0dIRxWdmj8aDCzZhZHU5zj5sGLYeaMGw/mW49sH38emjR+GEiQOx9UALGtsiGFVTgYqSopReC1v2N2NkdUXyWJjbrtsPtAAAlmw9iF0NrYjGFAb2KU1pmyil8Mrq3RhYWYrtB1uSrx9obk/Lrff9x5di8aYDmDWmBmdOG4q9jW1YtaMBx01I7UF8sLkD5SXxdvT+pnZ8sPlAynfsyh31+O/yHQCAd9btQ2tHFCXhEH794hr8+sU1uO0Th2H22BqMG+T8gPnqvy3Cf5fvBABMv+W/ePCLR+O48elDn1vaoxCJ/2v+m7C/uSPZVlFKJds4S0y9T5ZsOYiqimIM6luK4257qXPbJ43H00u24+TJg/Cv97fijRtOTUt7sGpHA5rbI5hRW4WXVu5CSVEIEwf3xeC+pVi1swGThvRFY1skWe6tuj2YNqI/+pcXY/XOBnzq/97G/V+YjZiKDze1C1S2tEexp7Et+Z1761PLEYkpzD9qFK64fyFOmDgQ/3fpkclcj48s3IwfPrkcP3tuJe66dBZOdOklbLVmZwPGDKxEcTiEgy0dCEk80ByNKbR2RHHDPz/CNz82OS2wa5aXAIaIhAH8HsAZALYAeE9EnlBKLTctdhaAiYn/jgbwx8S/LivOR229qa2uwIzaKtzoYQiE3ZhyN+Y/guGQ4JMzR+KTLmPNvTpn+nDMHluDYf3tczlYb3KOHTfA07AJr5Fs6024mdvTZLPBfePDHIyny+GQ4JpTJmDljnoAwPaDrbhoVi0umlXraX123BqRmXI3uDGOq9NNOAA8+MVjsu7pEU0E07IJYJiHWVx32kQc5zCt8OgBFVi2rR7HjBuAV1fvTpkW0so8nCjTDfEXTxiHt9fuxZwJA5M9OdyeDFdXluDf18xx7Pb++g2nYF9TOzoiCmMGeks0GA4JTpk8OPOCGYjEb4rdZqwA4kORrjvNPvni0MQ1ObBPaTLI4dY4dNpXr19/SvJJ4YzaquSNb0iAcYMqcUWi19PnjhuD/uXFeOLDbXht9e6MdQfiuWLc/uADSAneenH2YcNw+3OrcPZh8ZvpU6YMxi3/WY5PzByZ1qPFaFMZwwUnD+2Dq05M76UDAFeeMA4nTx6Emx5bgpmjq/HUku3JHhN2vYOOGVeDDzYfSPuOOry2yvEJ9/87YxIuPHJkyg3FZceOxj8WbnH9zOUl4bQbnY/PGIGScBhzDx3qeh07DfMD4t9b50wfhj+9vj7ZU8nYZ188YRwe/2AbAGBwvzIs/+GZjrMEmVlvFoMqb20MAMu2HcQwxAMZ5l5NH205iDE3PoVPzapFc0cU//lwG37y9Er8v9Mn4ZcvrE4u9/n73sPphwzB8RMGoL41gv97dW1KT5+Wjigm/U9nz7vrTpuIzfubsWV/C0bVVOD9TfuxdrfzcJUL73w75fcb/rkEP/tk59TbF/zhreTPx/zkRYjEA74b9jYDiHcDN3+uL500DmcdOgyvrd6NO57v/Bz1rR245sHFeOqj7QCAeb95PXl+GT2iLr9nAU4/ZDBeWLErrZ6jB1Tg/50+Cdc/+lHKDEPf+dcSlIRDOG/GcLy0YldyXV95IB5b+oSp/gDw6/kz0LesCG0dMfQvL8an734XALBxbzN+/3Idbn8utTu7EbwAgD2NbQCAK+5fmFY/o86f/tO7Ka/X7WpM+V4wBy8A4C9vb8Rf3t4YX+/xY3H02Jpk7w83p/3iFYRDgtU7G5OvGUFGALj6b4tTAtLr9zThpNtfwWEj4oGSSDSGaEzhwy3xG6KJg/tg24EWNLVHMaqmArdfOB2rdzbge48vS9v2gvX7MHNUNWaOrsb9b23A+j1NeCPR7f3BK4/G7sR+Wrq1Htc9/D6qK0owaUhf7DjYgpKiED7cchDPJ27uPj9nDOp2NeL1NXsweUhfHDKsL15auQt9y4qxNXGDaz4nxgyoxOG1VXjw3U04dER/bNzbhF31bdi4rxkrtsfbcWebHj59OxGIs3Pozc+lvRYOxWdmmzW6Gv9zzlQ8u3QH7nx1LSpLwmhK5GroiEZxy3+W45b/LMepUwbjpZXp5+v3/r007bWvnDwem/Y1Y19TO95auxf3vrkBJ08ehIF9SvHooi0Y2KcEI6sr8IHlHDE777dvYG9TO6orirG/2b6t973Hl+GaU8bj7+9txp7Gdtz42JKU95/8aDua2iJYuaPB9qHX5+eMwb1vbgAA/OzZzuvhlieWYa8pOLdw4z6MqqlIKz9zVFXy51N/8Sq+dOI49Cktwv8+sxJAfPhhY1skeXwB4ObHl+GZpTuSv3/7zMlobItg6daDeH1N+pCKGT98HkA88fb0kVXYvL85WY8v/XURDh3RD0u3xs+H2ppyTB9ZhU/NqsXra3bjT6+vBwB88YSxyZ9nj63B98+Zim/940Os3NGQsq0p33sW50wfhicT313G/jxn+jBs2d+CL588Hrsa2tCnNIwjR9Vg/d6mZPDC8Ok/vYtbLzgU/122E+GQ4PwZw/H+pgN4aMGm5MMz84PcHz25HMVhgUDwrw+2pjwEfG/DPtz61IrkeXLoiNSHd3e+uhYAkt8rb6/di5HV5Whsi+DV1bvxt7c3oiHRzrtkdi0eSvQiszNnwgCUFYXxos05ft7v3kz+fP3cyTjjkCGoqihBa0cUizftTwa+Tz9kMMYN6pPc10sS3zmvr9mDqd9/DpfMrsWSrQeTx6u1I4bL7lmAAZUl2NvUjnMPH46ScAgnThqIfy7eiiNqq6AA/ObFNY71BoB5hw3Fwg37sash/n305EfbXR90Sz7GC4nIsQBuUUqdmfj9JgBQSv2vaZn/A/CKUuqhxO+rAJyslNrutN4ph85Qrefc6hol7ipGA8CpsXvLE8vwzrq9ePbrJ2pv6/pHP0RMAT+/KPdZMczqdjWitCiEQX1LMeV7z2LykL54+roTsrohzsbYm56CUt6G6jj5/L0L8PKqzu6zbZEoTv35q/jBedNc8xn4ZcJ3nkYkplw/g905sXTrQUwY3Mfz9LhePPLeZlz/z49wx8WHp/SKcHPe797AR4kvIbfP0NDageeW7cSFR47EweaOrLoIe9EWieL11Xvw0IJN+P1nZvq6X7rKLU8sw31vbcDan8yzvWbuem0tSsIhfG5O+pCpfy7agjfq9uCOiw/Hs0t34PSpQ/DfZTtxzYOLce/nj8oYYDnslufQ0BpxPIZ7G9tw5I9fwM8+OR0XH5Ue1Fu7uxGn/eJVfO20ifjGGd5mtrDz0ZYD6FdWnHUAI5N/vb8FI6oqcPH/vY3fffoInJPobfHB5gM4bER/T99ROw62Ys5PX8Lj18xJCSY3t0ewcW8zfv7cKtzxqRlpTziC5A+v1OFnz67K+J0ZjSlsO9CSDDz8+MnluPuN9VjwndNw7UPvY8H6fVj147m23Tsz/Q3zQkQWKaVmZV7SX/lqYwBA6bCJatjlv8pX1cnGrNHVKTfzuuZOG4pnl+1wfN+46bVTWhTC2YcNw2Pvb9WuR1lxCK0duc3sYL4BJwqKSUP6pAThMrnqxHH41/tbsTtxUxpkI6rKsaexLRmgoGDY+NNzbNsZ+QpgXAhgrlLqysTvlwI4Wil1rWmZJwHcppR6I/H7iwBuUEottKzrKgBXAcCoUaOOfOvDlagqLy74uLINe5qws74VR3fz8cIrd9SjuqIk54SVXmzZ34ztB1sdh7J4EYnG0B6N2U5T2xX2NLahsTXiesP2xpo9GNyv1POQhlwppfBm3V7MmTDA83CpfU3teOqjbZhRW53StZeyF4spdMRivo7527i3Ka2rsJ19Te1oaO3wtKyT9XuaMMoyswX1DJFoDNsPtqK2pgIHWzpQt6vBNicOAKzb3YhwSLTOpQIGMHxrYyTeS7YzhtWOOXLbpvV4edUubD/QinGDKjF+UB+0dkTx8qpdGFBZisa2Dpw0aTDeWrsHy7bVo6UjiqnD+uGUKYPR1BbBgvX7sLO+FadOGYyDLR0Y1r8cQ/uXYWd9KxZu2I/qimK8smo3Jg/ti1ljqlFeHMZj72/F8KpyDKgswRlTh6BuVyOG9y9H37IiPL10O3bVt2HOhIHoX16M55fvwDnThyMkgv8u34F1e5pw5rShEMRnuVq5vQF9y4owvKocb63dg/qWCMYPqsRFs2pRFBa8vnoPRlSXY+v+FlRXFmPNzka0ReI9HI4YVYXykjCWbDmIAX1KMW14PzS2RrB6Z0NyWu131+/DqVMG4826PZg2vB8eeHcTZo+pwYxRVajb1Yiq8hJ8sOUA1u5qRHVFCWaOjvcOUwpYvGk/Ykqhf3kxJgyOzwh25Ohq1LdGUFoUwu6GNry8ahdOmjQIj3+wDeXFYYweUIG9Te14f9N+jB5QiaqKYtS3RLCzvhWlRSGcdsgQHGzpwITBfbBiez0+NnUInlu2EyLxZNwL1u9DfWu8m/L8o0ZhZHV5vHxDK1rao9hR34qJg+M3ZmdOG4L61gj+9s5GFIUE580YjgXr9yGmFA4bUYWW9ij2NrWhT2k8T8ba3U2orijGjvpWnDxpMCYM7oM36/Zg5uhqVJSE8d9lO7GnsQ1VFcXYdqA1mZdjzIBKLNt2EHub2jFrdDXW7WlCbXUFKkvDKA6HMG14P9TtasSSrQcxpF8Zth1oQf/yYhxo6cDUYf2wZX8z2iIxHDqiP55Zsh37mzswZmAlzpw2BOXFYSzfVo+dDW3YfqAF4ZCguqIEm/c3QylgUN9SjB5QgYqSMBZu2I+oUjh1ymAs2XIQZ08fhsc/2IYnP9qG0w8ZgklD+uKFFTsxZ/xAVFcW4/1NBzC8qhwHmjuwaV8zBvUtRf/yYlSWhLG/uQMHWzoworococSQyOXb6hESYF9zB6rKi7G7sQ2VJWHUVJZi1Y56nDltKFbsaMCkIX1wxKhq7G9qx4rt9ThkWD+s29OEqcP6IaYU2iMx/O3djRhYWYoJg/tg8/5mnDxpMP76zgaMrK6ASGfS7NMOGYylWw8iHBKcO304lm2rx/ub92Pd7iYcMqwvjhpTg0hMoaU9iqhSqK4owXPLdqCqvBhRpXDK5MHYdqAFH2w+gJhSaGmP4YypQ7AnkdvipRW7cMnsUXhr7R70KyvGvOnD8OKKnRgzoBKThvTFqp0NWLurEXMmDMSTH23D+TNGYO3uRvQpLcJHpmEE+5vacfS4AXh00RY0tMb3z4WzatHSHsU/Fm3GgMoSnDltKJ5btgP9yorRHo2hvjWCqvJi7G1sw9D+Zajb1YhITOHTs0ehb1kxFmzYh8Ub96M9GkNpUQhzJgzE3sZ2hEOCNbsaMLCyFLsb23D8hIFYt6cR/cqKURyOP9CsLCnChr1NaGqLYHdjG86dPhyNbRGUFIVw75sbcMXxY1FVUYx73liPVTsbcMXxYzF1WPw8XbmjAWMHVmLt7kZEYwqlRWGUl4Rw0qTBaGyL4P1N+7Grvg3N7RG8s24fTpg0EJGowhGjqrByewN21LfiyNHVWLG9PvlwYenWgygrCWPK0L7oiCiUFodQ3xrBzFFVeOKDbagoKUqeC6NrKnD61CF4oy7eM2hvYzs+2LwfE4f0xbYDLThtyhCs39uEdbsbUd/SgdqaCizcuB99Souw7UALpgzti88cPRpN7RGs2tGArQdasLuhDeGQoLKkCHW7G7GzvhWfOqoW2w+0Ykd9KypLwjhqbA1Ki8JYvGk/Nu1txht1e3D5caPRpzR+Tazf24TmtiiqKopx/MSB+OMrazFxSF/MP6oWG/Y0YXC/Mjy/fCcOH9kfH245iOb2CDbtbcakIX1RXVmCfmVFOHJ0NUQES7cexGurd+OosTWYOaoaG/c24YPNB9AWiaGyNIzqivhQpXBIMKKqHCt31OM/H25HOCS46sRx2LyvGeXFYfQrL0Z9awcWbdiPtkgMjW0RjKwux7hBlThsRBXue2s93qzbixMnDsTU4f2w42ArhvYvR3s0hvLiMDqinUN1Jw/pi6qKEhxoaUdDawSHjeiP7QdbseNgK5raIhjUL/4dEA4J9jS0YcLgPpg+sgoja8rx2urdGNqvDO3RWLxuJUU4bvwA9C0rwuZ9zXhvw36cMnkwhlWVd2kA4yIAZ1oaF7OVUl81LfMUgP+1NC6uV0o59sWbNWuWWrgwvSsgERERda0CBjDy0sYA2M4gIiIKCqd2Rr6mUd0CwNx/eSSAbTksQ0RERGTGNgYREVEvla8AxnsAJorIWBEpATAfwBOWZZ4AcJnEHQPgYKaxqURERNTrsY1BRETUS+UloYBSKiIi1wJ4DvEpzu5RSi0TkasT798J4GnEpzerQ3yKs8/noy5ERETUc7CNQURE1HvlLSOiUuppxBsQ5tfuNP2sAFyTr+0TERFRz8Q2BhERUe+UlySe+SIiDQBWZVywZxsIIH2S5d6jt39+gPsA4D7o7Z8f4D4IwucfrZQaVOA6+IrtjECcV4XGfcB90Ns/P8B9AHAfBOHz27YzCjsXafZWFSLjeZCIyMLevA96++cHuA8A7oPe/vkB7oPe/vnzqFe3M3hecR8A3Ae9/fMD3AcA90GQP3++kngSEREREREREfmGAQwiIiIiIiIiCrzuFsC4q9AVCIDevg96++cHuA8A7oPe/vkB7oPe/vnzpbfv197++QHuA4D7oLd/foD7AOA+COzn71ZJPImIiIiIiIiod+puPTCIiIiIiIiIqBfqFgEMEZkrIqtEpE5Ebix0ffJFRO4RkV0istT0Wo2IPC8iaxL/VpveuymxT1aJyJmFqbV/RKRWRF4WkRUiskxErku83pv2QZmILBCRDxP74AeJ13vNPgAAEQmLyPsi8mTi9972+TeIyBIR+UBEFiZe6237oEpEHhWRlYnvhGN70z4QkcmJ42/8Vy8iX+9N+6ArsZ3RO84ptjPYzjCwncF2BtsZ3bidoZQK9H8AwgDWAhgHoATAhwCmFrpeefqsJwKYCWCp6bWfAbgx8fONAH6a+HlqYl+UAhib2EfhQn8Gzc8/DMDMxM99AaxOfM7etA8EQJ/Ez8UA3gVwTG/aB4nP9Q0ADwJ4MvF7b/v8GwAMtLzW2/bB/QCuTPxcAqCqt+0D074IA9gBYHRv3QddsH/ZzlA9/5wC2xkA2xnGfmA7g+0MtjM690W3amd0hx4YswHUKaXWKaXaATwM4PwC1ykvlFKvAdhnefl8xC8wJP79uOn1h5VSbUqp9QDqEN9X3ZZSartSanHi5wYAKwCMQO/aB0op1Zj4tTjxn0Iv2gciMhLA2QDuNr3caz6/i16zD0SkH+I3Wn8GAKVUu1LqAHrRPrA4DcBapdRG9N59kE9sZ/SSc4rtDLYzALYzXPSafcB2Rppu1c7oDgGMEQA2m37fknittxiilNoOxP/wAhiceL1H7xcRGQPgCMSfDPSqfZDo1vgBgF0AnldK9bZ98CsA1wOImV7rTZ8fiDcm/ysii0TkqsRrvWkfjAOwG8C9iS6+d4tIJXrXPjCbD+ChxM+9dR/kU2/fd73ynGI7g+0MsJ3BdgbbGYZu1c7oDgEMsXmNU6f04P0iIn0A/BPA15VS9W6L2rzW7feBUiqqlJoBYCSA2SJyqMviPWofiMg5AHYppRZ5LWLzWrf9/CZzlFIzAZwF4BoROdFl2Z64D4oQ7+b+R6XUEQCaEO/G6KQn7gMAgIiUADgPwD8yLWrzWo/YB12A+85ej90vbGewncF2BtsZYDsDQPdsZ3SHAMYWALWm30cC2FaguhTCThEZBgCJf3clXu+R+0VEihFvVDyglHos8XKv2geGRFe2VwDMRe/ZB3MAnCciGxDvxn2qiPwNvefzAwCUUtsS/+4C8C/Eu+j1pn2wBcCWxFNBAHgU8YZGb9oHhrMALFZK7Uz83hv3Qb719n3Xq84ptjM6sZ3BdgbbGWxnoBu2M7pDAOM9ABNFZGwiQjQfwBMFrlNXegLA5YmfLwfwuOn1+SJSKiJjAUwEsKAA9fONiAjiY9FWKKXuML3Vm/bBIBGpSvxcDuB0ACvRS/aBUuompdRIpdQYxK/1l5RSn0Uv+fwAICKVItLX+BnAxwAsRS/aB0qpHQA2i8jkxEunAViOXrQPTC5BZ7dOoHfug3xjO6OXnFNsZ7CdwXYG2xkA2xkW3a+d4ZTdM0j/AZiHeKbotQC+W+j65PFzPgRgO4AOxKNcVwAYAOBFAGsS/9aYlv9uYp+sAnBWoevvw+c/HvGuSB8B+CDx37xetg+mA3g/sQ+WAvh+4vVesw9Mn+tkdGYH7zWfH/FxmR8m/ltmfOf1pn2Q+EwzACxMXAv/BlDdC/dBBYC9APqbXutV+6AL9zXbGb3gnGI7g+0My75gO4PtDLYzumE7QxKVISIiIiIiIiIKrO4whISIiIiIiIiIejkGMIiIiIiIiIgo8BjAICIiIiIiIqLAYwCDiIiIiIiIiAKPAQwiIiIiIiIiCjwGMIiIiIiIiIgo8BjAICIiIiIiIqLAYwCDiIiIiIiIiAKPAQwiIiIiIiIiCjwGMIiIiIiIiIgo8BjAICIiIiIiIqLAYwCDiIiIiIiIiALPtwCGiJSJyAIR+VBElonIDxKv14jI8yKyJvFvtanMTSJSJyKrRORMv+pCREREPQfbGERERAQAopTyZ0UiAqBSKdUoIsUA3gBwHYBPANinlLpNRG4EUK2UukFEpgJ4CMBsAMMBvABgklIq6kuFiIiIqEdgG4OIiIgAH3tgqLjGxK/Fif8UgPMB3J94/X4AH0/8fD6Ah5VSbUqp9QDqEG9oEBERESWxjUFEREQAUOTnykQkDGARgAkAfq+UeldEhiiltgOAUmq7iAxOLD4CwDum4lsSr1nXeRWAqwBAikuOLB0w2LqIZyV723MuCwCximKt8u01mr1doqJVvOSA3uaht3kAQKitwA+/NHsctQ7WOwegeQqUbWvRWwGA1hHlenXYq3cMo6VhrfLhRr3rGMV620csu4PY1L4PAFBZUpN8bfSkPXp1IAqAJR9F9iilBnXV9vLRxkisN9nOCCN8ZAX65esjEBH5rhkNAIAK9C1wTYj81YD9tu0MXwMYia6ZM0SkCsC/RORQl8XtbofT7gyUUncBuAsAyofVqrFf+EbO9Rt9//qcywJA05G1WuW3fKpDq3ysUe/mefS/9e6eVZF+BKOybr/2OrR0RLSKr7xuiFb5UKvePpz4o6Va5QFg9TfdLksPdfhbg1b5+gl9tMpXvbFJq3xsSHXmhVxIS3bX8YINfwMAzB7z2eRrf3r6Hq06EAXBqJE7Nnbl9vLRxkisN9nO6Cc16mg5LbcKSgDyoqtYYbevuw906+/HMdCsg4T1guQqylFOvV6W5/HC2MsAgFmhUxLF9dqaPAcpKF5Qj9q2M/Ly11YpdQDAKwDmAtgpIsMAIPHvrsRiWwCYIwIjAWzLR32IiIioZ2Abg4iIqPfycxaSQYmnIhCRcgCnA1gJ4AkAlycWuxzA44mfnwAwX0RKRWQsgIkAFvhVHyIiIuoZ2MYgIiIiwN8hJMMA3J8YoxoC8IhS6kkReRvAIyJyBYBNAC4CAKXUMhF5BMByABEA1zA7OBEREdlgG4OIiIj8C2AopT4CcITN63sB2A4oVUrdCuBWv+pAREREPQ/bGERERN1XZXUFLr75XAybMCglT4uKKWyv241HfvAfNO1v9rQuX5N45lv/miacc/FbOZd/ZNTRWtuf8ju9BJSybYBW+eHv6SXhbB6il9TnwDxvJ5WbzxyyTKt8seg9QLv7/Tla5SdduVirvPSp1CqPkcP0ygM4dc5HWuW/8YnntcrPe/mrWuXDbXrJdMs0ZyOadU92iVSXXxG/bmb8eVVnHYKQ7I+I/FXoBJpBUOh9UOjtI94Y79UCkEi14MlkdWW9fWUppznbWg/AZLr6/N6HF998LqbNnoKyojKIKc+2gkJNzQBcfDNw79f/7mndbEUTERERERERUV4MmzAoLXgBAAJBWVEZhk3wPis7AxhERERERERElBcSkrTgRfI9SFbT/zKAQURERERERESBxwAGEREREREREQVet0rieWB/JZ547Licyxdp5k+UFr3kf2OebNUqv/ZTJVrlJx6yRat8y1OjtMoDwLvfHKtVPrJ1u1b5KZPqtcqv++4srfIVO7SKI6R3CgIA5Ky9WuW/fuAErfKHjNVLhouODq3ie08aqVX+/cunZbV845qFaeVKn1qgVQci6qG6e/JB6vXHIJtu4E50JzzWTj4Y6d5JRHtEAkrNfdgj9kGB+b0PVUxBQdkOI1FQWSVAZg8MIiIiIiIiIsqL7XW70RpphUJqoEJBoTXSiu11uz2vq1v1wCAiIiIiIiKi7uORH/wHF98cn43E3FNLxRS21+3GIz/4j+d1MYBBRERERERERHnRtL8Z9379776si0NIiIiIiIiIiCjwulUPDFWq0Do+9yyGh9ywSWv7kZ27tMoXbdmmVX7YsJla5fct1kvCWVSqVRwA0D5+iFb5phNqtcpXv7pRq3y0zHuCGTtDH1mtVX7FjydolQeAuV/VO48XnVSjVb7u80O1yo9+tkWrfP+/vqtVPjR4YHYF2uNJR0M79iRfKpVu9dVLRF7oJu4D9BNA9vYkoEE4Br1cNon48laHiF6yb/0KFPgc8uM60FXofVBg2olkmYTUVQDOHu/0vAAAKjpJREFUcCIiIiIiIiIid74FMESkVkReFpEVIrJMRK5LvH6LiGwVkQ8S/80zlblJROpEZJWInOlXXYiIiKjnYBuDiIiIAH+HkEQAfFMptVhE+gJYJCLPJ977pVLq5+aFRWQqgPkApgEYDuAFEZmklO7sz0RERNTDsI1BRERE/vXAUEptV0otTvzcAGAFgBEuRc4H8LBSqk0ptR5AHYDZftWHiIiIega2MYiIiAjIUw4MERkD4AgARra8a0XkIxG5R0SqE6+NALDZVGwLbBojInKViCwUkYXRhqZ8VJeIiIi6CT/bGIn1JdsZHWjLV7WJiIjIB76nwheRPgD+CeDrSql6EfkjgB8BUIl/fwHgCwDEpnha6mKl1F0A7gKAyoG1auCrxTnXbeefqzMv5GLIF/XiPZExejNwtNbobX/el17XKr/os1O1ygNAtE+ZVvnyPRGt8psuHatVftw/G7TKz3ppp1b5HX+crFUeAK44+22t8otGXalVfvBivczU667WKo7xr+ttf8X3szuHmn8ZP+dX/L/OcsWchYQoJ363MYDUdkY/qcl5CoVQmf5UXbFWvQBKqKREq7zu7A2FnoEiVKz/3Rprz322O6Dwsw9IUe7t5HgF9P5G+jJ7QoFn09Hdh7rXUbbnkEQkpZz2MQjALCba11GksDM6Ffq70BcBntXK1zNURIoRb1g8oJR6DACUUjuVUlGlVAzAn9DZhXMLAPOcmCMB6M0zSkRERD0S2xhERETk5ywkAuDPAFYope4wvT7MtNgFAJYmfn4CwHwRKRWRsQAmAljgV32IiIioZ2Abg4iIiAB/h5DMAXApgCUi8kHite8AuEREZiDedXMDgC8BgFJqmYg8AmA54tnFr2F2cCIiIrLBNgYRERH5F8BQSr0B+zGnT7uUuRXArX7VgYiIiHoetjGIiIgIyEMSz3wqaopg4IK9OZffFxmgtf3WaX21yu+/rlGr/NBLN2qVf23rsVrlO27fp1UeAKq+1aJVvnWIXhLQ4uP1PsOO1hqt8q98f45W+bZpWsUBAKc/9i2t8pMbtmuVL2rtp1X+sFq9YeztI4ZrlZ/yf/VZLV+/LZpe7gKtKhBRnkhIECorz7GwXXwlO+H+et+PopnEMrpvv1b5cJ9KrfLaNBP/AUBRVX+9Fegmc43odRRS9XrJxqVcr53lB9XSqreCEr0knDJI734hsnqdVvlQeZbfQc2hlHINH9NrLIbb9RNQhtr1EjhGKvSu5Vix3vdxSX1hO+zFSvT/nhQ16n2Gtmq9vydFLT4k8Xz6UduXC59mloiIiIiIiIgoAwYwiIiIiIiIiCjwGMAgIiIiIiIiosBjAIOIiIiIiIiIAq9bJfHs6FeE7acNzLl8+W69ZCJl6/Zolb//sIe1yt9YfI5W+T7vbtAqv+KCUVrlAaB4vF7MbPsleomd+j2pl4SzLffTDwCw8yi9pETVK/UTK0lU7xjsOUkvCebAV7ZolW87r02rvK6Ww0ZktXxsc/yYtwzvk4/qEJGPVEUZojOn5FS2eN1O7e3HNJNothw7Uat82YvZJSm2ijboJZAsGl2rVR5F+s3avccN1Spf84HeMZTWDq3yGFilV76+Wa98h2b9AWDYIK3isWWr9bZfr5d0P6SZCFUGZ9nY3FqcUm7eD17R2n5I9JMvtsX0EqmGoNfeLQvpnYfNsRKt8qWa29fdfwDQJ6x3zxRTevcLuvsQAF5zmGeMPTCIiIiIiIiIKPAYwCAiIiIiIiKiwGMAg4iIiIiIiIgCjwEMIiIiIiIiIgo8BjCIiIiIiIiIKPC61Swk0QqFg0e051w+tEAvG2p7rd4MFp/91Te0yo8csFurfKyyVKv8t45+Tqs8APznKyO1yv/w56u0yv/vO/O1yovmJCA1y/VWsOM4/czQh/x8h14d5mY3C4dV4+HDtMr3eVdvFpLo6CFa5WOl2cV9leRWjoi6ngoJOvrk1jQq6qc/01AoEtEqX77poFZ5FdabKStUqjf7AjS3H92oN8sVALTP1fsbBRG98jHNv/O65TXF9h/QXkeoTK+9GurfT6t87KDebDyieR4jlmNbMddyFh0x/dtD3Vk4dOvQofSOQbFEtcoHQVhzJhf4MBtNvvjWohaRWhF5WURWiMgyEbku8XqNiDwvImsS/1abytwkInUiskpEzvSrLkRERNRzsI1BREREgL9DSCIAvqmUOgTAMQCuEZGpAG4E8KJSaiKAFxO/I/HefADTAMwF8AcR0QxZEhERUQ/ENgYRERH5F8BQSm1XSi1O/NwAYAWAEQDOB3B/YrH7AXw88fP5AB5WSrUppdYDqAMw26/6EBERUc/ANgYREREBeUriKSJjABwB4F0AQ5RS24F4AwTA4MRiIwBsNhXbknjNuq6rRGShiCyMNjTlo7pERETUTfjZxkisL9nO6GhnO4OIiCjIfE/iKSJ9APwTwNeVUvXinMzI7o20bCNKqbsA3AUAfapr1Yj/5N4D9MCEnIsCAJpG6CUVihXrbR+aAZz22v5a5c+oXKlVHgD+E9VLjvV2vd5BnHThGq3yy5+dqFW+rb9ecq8RL2kVBwDEqiu1ytef2KJVfui39JKIQuklJQrXt2qVLynP7kIOReL1LTmgl9CKiPxvYwCp7Yz+5cNUxfoDOdVNFeuPUFEdet8TsXK9dgo69JKIhso1k3hGNRPnKf2kc5q5B9E+qEKrfGmT3t8oiWjug+ZmreKhPnptDADoGF6lVwfdZK6i93xXteudRJLtMYgmjnmiXFTp1b/NhySexSG97xLdOpRqbr/QQroJOAEUi94+iCq9G9eOWP5GbfraA0NEihFvWDyglHos8fJOERmWeH8YgF2J17cAqDUVHwlgm5/1ISIiop6BbQwiIiLycxYSAfBnACuUUneY3noCwOWJny8H8Ljp9fkiUioiYwFMBLDAr/oQERFRz8A2BhEREQH+DiGZA+BSAEtE5IPEa98BcBuAR0TkCgCbAFwEAEqpZSLyCIDliGcXv0Yp1f0n3SUiIiK/sY1BRERE/gUwlFJvwH7MKQCc5lDmVgC3+lUHIiIi6nnYxiAiIiIgD0k88yncFkXfuvqcy/et06zAer2kQDv/oJcAck3NGK3yVav1EsJ89uZvaZUHgNJ5esml3rpTLyHM4Gc3apUfU7RVq7yqz/38BYDItDFa5QFAfbRKq/yk64dqld957lit8uMvXa23/Z9W65W/PLskpm3fj193W77KJJ5EgdcRgdqxO6eisUb9GUwkrPc3Ltygl2QZI/S+39Gil4Aytn2nVvnwgBqt8gAw+O/LtMqrFr1jEI3ptdVURDOBpOY5qHQTsQII7d2nV75/P70KDB+ceRk3G/TaitExWV6HzSUp5V68YYzW9sPt+slw2/vq3WKWHNRMAlqtt/2iZr190NFH7zoSze8BAGjvp5cpoqRBrw7FDX4kUv2X7at5mUaViIiIiIiIiMhPDGAQERERERERUeAxgEFEREREREREgccABhEREREREREFHgMYRERERERERBR43WoWkkhFGPsOr8q5fPUyvRkg1t+jN3tCaEOpVvmJ9+hl566fPkir/LaTtIoDAMp26WXlffFLt2uVX3TjQK3yP/zx57TK99midww2n1GsVR4AJu7SO4/bh+pl9x7yrzVa5Q8uGqZVvqK9Qav8uBuyy7K/e0s0Ua4x+Vrsdf0M30TkPxWNInowx7aC0r+uJeQ0U6w3kVW6063pkSK9v1G6M1jEduU2g0xPEiot0yofa9ObScYPuudBdN9+vQrsP6hVXPc6Vu9lNxOOijWllCvx4btIV7noPSMPlZRolQ+3t2uV16V9DDT3HwBUFPo88OEzOGEPDCIiIiIiIiIKPAYwiIiIiIiIiCjwGMAgIiIiIiIiosBjAIOIiIiIiIiIAq97JfEsB/bMyL18R5/+WtufPHidVvnIdXpJfbZdqJd88cD0Dq3yUqyfDKakTi+R6bzbvq1VPlKuVRxlovTKr9FLxFqLIVrlAWDtpYO1yldu0dv+X/7yhFb5+b/7plb5vqfu0ipf9e0sE0uF49e9Ku8s16b0rkUiyqMCJj6LdUQKtm0/6CZfJGgnvlORHvD3RTf5n+41rFlexfh8WHsf6n6XFDqBpSbdRLAAoAr9dZzHY8ArjIiIiIiIiIgCz7cAhojcIyK7RGSp6bVbRGSriHyQ+G+e6b2bRKRORFaJyJl+1YOIiIh6HrYziIiIyM8eGPcBmGvz+i+VUjMS/z0NACIyFcB8ANMSZf4gImEf60JEREQ9y31gO4OIiKhX8y2AoZR6DcA+j4ufD+BhpVSbUmo9gDoAs/2qCxEREfUsbGcQERFRVyTxvFZELgOwEMA3lVL7AYwA8I5pmS2J19KIyFUArgKAksH9MOzQ3JMg9r1ZL3lf8/JJWuWLG9ZolT84RS8by+jH9RLCREuKtcoDQHFDu1b5khff1yr/sY/2a5V/4sbTtcrvnFurVV58yO827o4VWuVXf3eKVvlvXnSVVvnh4Sat8qHfbdUqv/L26Vkt3/yr+Nfsyqurkq/ti+ldB0SUwrd2Rhkq8lzVDLp54rmC1183+aMfunsCyUIn0PRrHYWkW/9Cn8d+bL/A14G2Al8HTIjsLt9XyB8BjAcwA8B2AL9IvG53J207vYNS6i6l1Cyl1Kzi/ppTSBAREVFP4m87A3ozZREREVF+5TWAoZTaqZSKKqViAP6Ezu6bWwCYH0WPBLAtn3UhIiKinoXtDCIiot4lrwEMERlm+vUCAEbm8CcAzBeRUhEZC2AigAX5rAsRERH1LGxnEBER9S6+5cAQkYcAnAxgoIhsAXAzgJNFZAbi3TY3APgSACillonIIwCWA4gAuEYpxcE+REREZIvtDCIiIvItgKGUusTm5T+7LH8rgFuz2UZoWxiV36vMtmpJUl6Wc1kA2HKqXvlxWwdpla991nb4rmebL9LLAHn8xLVa5QFgz4W5Hz8AKHtlgFb5u/51tFb5StsUcN4NfTH3JLQAsPpLg/UqAODEa+q1ykevbdEqv2luX63ygz7QO48H/ldv++XPZjcTY6gtPhS/fHtnuc0R5vMhylZXtDN0SFh/llYV0/s7X/DEdz2B5j7UPQ8Kfg7oJi8MQgLI7i7rz69Sy2keA1++yyLd/Bj29nMw4AKQrpmIiIiIiIiIyB0DGEREREREREQUeAxgEBEREREREVHgMYBBRERERERERIHHAAYRERERERERBZ5vs5B0hfb+IWw8O/cZBPqt76O1/XF/3qRVfu3Pa7TKf2LSu1rlP5w/Sav8nt36p8vyn+pN43HzoCe0yg+be1Cr/Jv3HalVPtq/Qqv8F858Sas8APx93Uyt8kXT9D7D8DfbtMoXv7Vcq3zDvsla5UcvX5HV8jsPNsfL/bGz3JrLhmrVgSgY1he6Aj2OhESrvPZEsX7MIFFIAZg5QHsWkmi7TzXJjXb9Ix0+1YQKJQjHUEULPOu17ndhAL6LerJu/peKiIiIiIiIiHoDBjCIiIiIiIiIKPAYwCAiIiIiIiKiwGMAg4iIiIiIiIgCr1sl8ezXvxmnnb0o5/Lrz9NLotl0ZK1W+fYGpVV+8ZXTtcrXz9RLYrr3fL3kjQAw5Cm9U+7XH3xSq/zwJ/QSsdbcs0Wr/Ob+I7XK//N3p2mVB4DhDy7RKn/6O3rJZF88XS+Z7LobjtAqP+hDvcRQkblTslv++Xji1QNndJZb0bJPqw5ElEc5Jm9TMb2/8YmV6K+jkDTrL0XFepuPFH7/xToieisocPLAICRwpMLSTeQK+PB9qPtdqHkdFTyhMrliDwwiIiIiIiIiCjzfAhgico+I7BKRpabXakTkeRFZk/i32vTeTSJSJyKrRORMv+pBREREPQ/bGURERORnD4z7AMy1vHYjgBeVUhMBvJj4HSIyFcB8ANMSZf4gIvr9lYiIiKinug9sZxAREfVqvgUwlFKvAbAO7D4fwP2Jn+8H8HHT6w8rpdqUUusB1AGY7VddiIiIqGdhO4OIiIjyncRziFJqOwAopbaLyODE6yMAvGNabkvitTQichWAqwCgtKwKK246LOfKfPKF53IuCwCPXzlEq/yYUfu1ym8623YXeRZu0SqOMfP1kj8CwMYfHKNVvnyX3vZX3DxMq/zkbzdplR/TuFOrfNOUAVrlAWDDvWO0yj/zlYla5dffrpfYafRQvUSqLauGa5XvV9eY1fJFLdG0civqh2rVgYiSfG1nlKEi5+RtviTxLLQCJxHtEQkku3si1iAocCJTbYWuv24i156QgFJ3H8SYJjLICnV07FoHtn/5lVJ3KaVmKaVmFZdU5rlaRERE1APk1s5AaZ6rRURERDryHcDYKSLDACDxr/H8fAsA85ykIwFsy3NdiIiIqGdhO4OIiKgXyXcA4wkAlyd+vhzA46bX54tIqYiMBTARwII814WIiIh6FrYziIiIehHfcmCIyEMATgYwUES2ALgZwG0AHhGRKwBsAnARACillonIIwCWA4gAuEapHjHiioiIiPKA7QwiIiLyLYChlLrE4a3THJa/FcCtfm2fiIiIei62M4iIiCjfs5D4KlYkaB5cnHP5v980T2v7DTP0ppAfeuF6rfKtP9ObBWXyXc1a5UOTx2uVB4Dxd2/SKr/t/FFa5cf8XS9L/N4j+muVL9unlxX5lB+8qVUeAF6//lit8m3f3aNVfsTvB2deyEXxdr1j0HTLXq3y6xsqslq+5ZZEuW92jtgr31+jVQciyp8eMZtIrgo9ewKRDySs115X0QJ31sr2OlSSWo7XYfen+10MFPw80L0OAcT7T9rgHDFEREREREREFHgMYBARERERERFR4DGAQURERERERESBxwAGEREREREREQVet0riKTGgqCX3hCSbP+GQCcSjyqV6yUhu/+hZrfLXH1OuVX7DF8ZplY+WaRUHAJTv1Cv/uauf0Sp/56NnaZWvOVrvA3T8TS+B5Ws36CXgBIDJP1qmVX7Fjw/VKr/rSL3rSKJ9tcq3r+yjVX7SD5ZntfzehlYAwPirNiRfW/nLiVp1IKI8yjHxmR8JyzjRawAwkameACQf7O7XUbbfJZJI4mmU0/78vf0cBgq/Dwq9fR/kMxkue2AQERERERERUeAxgEFEREREREREgccABhEREREREREFHgMYRERERERERBR43SqJZ7i5Hf0Wbcu5fN+XGrS2r9rbtcpf/89LtMqv/kW1VvnwOq3iGHPLe3orABAeoPcZnn17jlb5cQd3aJXfsn+oVvmyS3Zrld9UN0CrPAA0//5wrfID31ytVb7PYr1ssM2Hj9Aqv/GTmomRYjmWN5UL7ynWqwMR5U+OSQjzmbCsq0hItMoXPHmiHwkkC62bJxHVPYcA/fNIN6Gu7rWsvQ+yPYZKpZTr9tdxT9DNr2MAgf4MPeCbnoiIiIiIiIh6ui7pgSEiGwA0AIgCiCilZolIDYC/AxgDYAOAi5VS+7uiPkRERNRzsJ1BRETUO3RlD4xTlFIzlFKzEr/fCOBFpdREAC8mficiIiLKBdsZREREPVwhh5CcD+D+xM/3A/h44apCREREPQzbGURERD1MVwUwFID/isgiEbkq8doQpdR2AEj8O9iuoIhcJSILRWRhe7Sli6pLRERE3Ygv7YwOtHVRdYmIiCgXXTULyRyl1DYRGQzgeRFZ6bWgUuouAHcBQP+K4SpW1TfnSrQeOiznsgBw/K1va5X/28JpWuWHPKN3uAa8tlmrPGqq9MoD2PS5CVrlB72vNxPMps/mfv4AwKQ/79Uqv3f/QK3yU97Qm0UFACLrNmqVbz19plb50kVrtcrv+2KjVvl+L1dplW+fNSmr5dXiV+LlZnaWK92nn6WdiFL40s7oJzUqXxXsEj1hFo5C082cX+jM/QXefhBm49Gug+4+1CyvIh3ZLY/411YQ9r1vCn0dFZjuTDqAD+dDgPdhl/ylU0ptS/y7C8C/AMwGsFNEhgFA4t9dXVEXIiIi6lnYziAiIuod8h7AEJFKEelr/AzgYwCWAngCwOWJxS4H8Hi+60JEREQ9C9sZREREvUdXDCEZAuBfImJs70Gl1LMi8h6AR0TkCgCbAFzUBXUhIiKinoXtDCIiol4i7wEMpdQ6AIfbvL4XwGn53j4RERH1XGxnEBER9R5dlcTTHwIgnHvyu82n6iVEKQ7pJUOZfPUHWuVDZaVa5RtP00siuv04/RFHqlZvJpnoimKt8n026iVPlNbsEitZDfiP57xytmKt+hnyw/30EpmGt9VrlW86IbskmFYjr9FLRvuFV57UKv/nWUdktbw0xM/5ksV1yddKp+hdi0REtnQTMMYKmwRUN3GdL0kMu3vywEJvnwp/DIKQzFd3HxR6H+rq5t/FvvDjPHRIq90D9g4RERERERER9XQMYBARERERERFR4DGAQURERERERESBxwAGEREREREREQVe90riqQCJ5J4UZfJP6zIv5OKdew7VKt98brVW+frResmt+m7WSygz+hn9BJIlq7Zrld89d6xW+fpJegm+qqYM1Cpf/k29fdh+63it8gCw75ASrfJD735fq3zT8Xr7sO200Vrl/3y0XiJZNW5YdgVWlybKjUi+VNTskJWIiAov1+RrviQsK2ziOgnpJbpWmjk0A5HEU1d3TwKqSfcYAj4cx4IfA/19UFABOAcL/l1Q4HMoVKx/ix5rb9deR1CxBwYRERERERERBR4DGEREREREREQUeAxgEBEREREREVHgMYBBRERERERERIHHAAYRERERERERBV63moWkrSaMuk/nPpPHuEf1Pu7qa0q1ytcMOqBV/urxb2qVv7zfOq3y5aL3+QHgzBFHaJUf9LJeHfbMHqpX/jC9c6ht4Sit8rFz9WevWHrhr7TKX/jEJ7XKD3lxh1b52Da98neseEGr/PkPfCur5Vvuip8z6y6qSr5Ws4yzkBD1NLozeAD6s3joZs4v9CweQciarz8TS2H3Yai8XKt8rEVvpi4p0ZvpDACUZh0KPYuGFBVrlS/0ORSEmWQKvQ+0zyHN7+IgfBdqy+N1WNAeGCIyV0RWiUidiNxYyLoQERFRz8J2BhERUc9SsACGiIQB/B7AWQCmArhERKYWqj5ERETUc7CdQURE1PMUsgfGbAB1Sql1Sql2AA8DOL+A9SEiIqKeg+0MIiKiHkaUKsxYbBG5EMBcpdSVid8vBXC0Uupay3JXAbgq8euhAJZ2aUUpk4EA9hS6EpSCxyR4eEyCh8dE32il1KBCV8IJ2xk9Bq/V4OExCR4ek+DhMdFn284oZBJPuyxJadEUpdRdAO4CABFZqJSale+KkXc8JsHDYxI8PCbBw2PSK7Cd0QPwmAQPj0nw8JgED49J/hRyCMkWALWm30cC2FaguhAREVHPwnYGERFRD1PIAMZ7ACaKyFgRKQEwH8ATBawPERER9RxsZxAREfUwBRtCopSKiMi1AJ4DEAZwj1JqWYZid+W/ZpQlHpPg4TEJHh6T4OEx6eHYzugxeEyCh8ckeHhMgofHJE8KlsSTiIiIiIiIiMirQg4hISIiIiIiIiLyhAEMIiIiIiIiIgq8QAYwRGSuiKwSkToRudHmfRGR3yTe/0hEZhainr2Jh2NysogcFJEPEv99vxD17C1E5B4R2SUiSx3e5zXSxTwcE14jXUxEakXkZRFZISLLROQ6m2V4rfQybGMED9sYwcN2RvCwnRE8bGcURuACGCISBvB7AGcBmArgEhGZalnsLAATE/9dBeCPXVrJXsbjMQGA15VSMxL//bBLK9n73Adgrsv7vEa63n1wPyYAr5GuFgHwTaXUIQCOAXAN/570bmxjBA/bGIF1H9jOCJr7wHZG0LCdUQCBC2AAmA2gTim1TinVDuBhAOdbljkfwF9U3DsAqkRkWFdXtBfxckyoCymlXgOwz2URXiNdzMMxoS6mlNqulFqc+LkBwAoAIyyL8VrpXdjGCB62MQKI7YzgYTsjeNjOKIwgBjBGANhs+n0L0k8EL8uQf7zu72NF5EMReUZEpnVN1cgBr5Fg4jVSICIyBsARAN61vMVrpXdhGyN42MbonnidBBOvkwJhO6PrFBW6AjbE5jXrXK9eliH/eNnfiwGMVko1isg8AP9GvKsUFQavkeDhNVIgItIHwD8BfF0pVW9926YIr5Wei22M4GEbo3vidRI8vE4KhO2MrhXEHhhbANSafh8JYFsOy5B/Mu5vpVS9Uqox8fPTAIpFZGDXVZEseI0EDK+RwhCRYsQbFQ8opR6zWYTXSu/CNkbwsI3RPfE6CRheJ4XBdkbXC2IA4z0AE0VkrIiUAJgP4AnLMk8AuCyR1fUYAAeVUtu7uqK9SMZjIiJDRUQSP89G/Nza2+U1JQOvkYDhNdL1Evv7zwBWKKXucFiM10rvwjZG8LCN0T3xOgkYXiddj+2MwgjcEBKlVERErgXwHIAwgHuUUstE5OrE+3cCeBrAPAB1AJoBfL5Q9e0NPB6TCwF8WUQiAFoAzFdKsXtUnojIQwBOBjBQRLYAuBlAMcBrpFA8HBNeI11vDoBLASwRkQ8Sr30HwCiA10pvxDZG8LCNEUxsZwQP2xmBxHZGAQjPayIiIiIiIiIKuiAOISEiIiIiIiIiSsEABhEREREREREFHgMYRERERERERBR4DGAQERERERERUeAxgEFEREREREREgccABhEREREREREFHgMYRERERERERBR4DGAQERERERERUeAxgEFEREREREREgccABhEREREREREFHgMYRERERERERBR4DGAQERERERERUeAxgEFEREREREREgccABhEREREREREFHgMYRERERERERBR4DGAQERERERERUeAxgEFEREREREREgccABhEREREREREFHgMYRERERERERBR4DGAQERERERERUeAxgEFEREREREREgccABhEREREREREFHgMYRERERERERBR4DGAQERERERERUeAxgEFEREREREREgccABhEREREREREFHgMYRERERERERBR4DGAQERERERERUeAxgEFEREREREREgccABhEREREREREFHgMYRERERERERBR4DGAQERERERERUeAxgEFEREREREREgccABhEREREREREFHgMYRERERERERBR4DGAQERERERERUeAxgEFEREREREREgccABhEREREREREFHgMYRERERERERBR4DGAQERERERERUeAxgEFEREREREREgccABhEREREREREFHgMYRERERERERBR4RYWuABGRF2eELlKQeMxVQoLED7a/I/m7JF4OpfyOtN8TyzmUdyyX9r719Qzrcyinkq/DtVym5ZzeT74ultfTlrOuF7brta7PWq7zd6R8XuvrmcplfD+U5fJZ/+70OfXW67gcclu/bv0cX4fuelVO9U0rh9T3lWW59PL27zuVk0zrg3X5TL+nrk+S/7qX7zx97cuF0l53fz+EDO87/N5ZzvK607/IdbmYp/fDae+nlgs7vZ4sZ13eulwsZf3J343tW9af/rv9+h3Xi9TP1Vk+ZimvLMtbtmdZb7JepuXDln2aXHfa69Z9Ccs6E78nXxfL68bvYnlfLO+HLK+HUl4HgNDQ1dYrn4h6OfbAICIiIiIiIqLAYwCDiIiIiIiIiAKPAQwiIiIiIiIiCjwGMIiIiIiIiIgo8BjAICIiIiIiIqLAYwCDiIiIiIiIiAKPAQwiIiIiIiIiCjwGMIiIiIiIiIgo8BjAICIiIiIiIqLAYwCDiIiIiIiIiAKPAQwiIiIiIiIiCjwGMIiIiIiIiIgo8BjAICIiIiIiIqLAYwCDiIiIiIiIiAKPAQwiIiIiIiIiCjwGMIiIiIiIiIgo8BjAICIiIiIiIqLAYwCDiIiIiIiIiAKPAQwiIiIiIiIiCjwGMIiIiIiIiIgo8BjAICIiIiIiIqLAYwCDiIiIiIiIiAKPAQwiIiIiIiIiCjwGMIiIiIiIiIgo8BjAICIiIiIiIqLAYwCDiIiIiIiIiAKPAQwiIiIiIiIiCjwGMIiIiIiIiIgo8BjAICIiIiIiIqLAYwCDiIiIiIiIiAKPAQwiIiIiIiIiCjwGMIiIiIiIiIgo8BjAICIiIiIiIqLAE6VUoetARJSRiFyllLqr0PWgVDwuwcTjEkw8LsHFYxNMPC5EZMUeGETUXVxV6AqQLR6XYOJxCSYel+DisQkmHhciSsEABhEREREREREFHgMYRERERERERBR4DGAQUXfBMbDBxOMSTDwuwcTjElw8NsHE40JEKZjEk4iIiIiIiIgCjz0wiIiIiIiIiCjwGMAgIiIiIiIiosBjAIOIAkNE5orIKhGpE5Ebbd4XEflN4v2PRGRmIerZG3k4Np9JHJOPROQtETm8EPXsbTIdF9NyR4lIVEQu7Mr69VZejouInCwiH4jIMhF5tavr2Bt5+B7rLyL/EZEPE8fl84WoZ28jIveIyC4RWerwPv/2E1ESAxhEFAgiEgbwewBnAZgK4BIRmWpZ7CwAExP/XQXgj11ayV7K47FZD+AkpdR0AD8CE6/lncfjYiz3UwDPdW0Neycvx0VEqgD8AcB5SqlpAC7q6nr2Nh6vl2sALFdKHQ7gZAC/EJGSLq1o73QfgLku7/NvPxElMYBBREExG0CdUmqdUqodwMMAzrcscz6Av6i4dwBUiciwrq5oL5Tx2Cil3lJK7U/8+g6AkV1cx97IyzUDAF8F8E8Au7qycr2Yl+PyaQCPKaU2AYBSiscm/7wcFwWgr4gIgD4A9gGIdG01ex+l1GuI72sn/NtPREkMYBBRUIwAsNn0+5bEa9kuQ/7Ldr9fAeCZvNaIAA/HRURGALgAwJ1dWK/ezsv1MglAtYi8IiKLROSyLqtd7+XluPwOwCEAtgFYAuA6pVSsa6pHLvi3n4iSigpdASKiBLF5zTrPs5dlyH+e97uInIJ4AOP4vNaIAG/H5VcAblBKReMPlakLeDkuRQCOBHAagHIAb4vIO0qp1fmuXC/m5bicCeADAKcCGA/geRF5XSlVn+e6kTv+7SeiJAYwiCgotgCoNf0+EvGnYNkuQ/7ztN9FZDqAuwGcpZTa20V16828HJdZAB5OBC8GApgnIhGl1L+7pIa9k9fvsj1KqSYATSLyGoDDATCAkT9ejsvnAdymlFIA6kRkPYApABZ0TRXJAf/2E1ESh5AQUVC8B2CiiIxNJE2bD+AJyzJPALgskZH8GAAHlVLbu7qivVDGYyMiowA8BuBSPkXuMhmPi1JqrFJqjFJqDIBHAXyFwYu88/Jd9jiAE0SkSEQqABwNYEUX17O38XJcNiHeKwYiMgTAZADrurSWZId/+4koiT0wiCgQlFIREbkW8ZkSwgDuUUotE5GrE+/fCeBpAPMA1AFoRvxpGeWZx2PzfQADAPwh8bQ/opSaVag69wYejwt1MS/HRSm1QkSeBfARgBiAu5VStlNIkj88Xi8/AnCfiCxBfNjCDUqpPQWrdC8hIg8hPuvLQBHZAuBmAMUA//YTUTqJ95IjIiIiIiIiIgouDiEhIiIiIiIiosBjAIOIiIiIiIiIAo8BDCIiIiIiIiIKPAYwiIiIiIiIiCjwGMAgIiIiIiIiosBjAIOIiIhyIiJDReRhEVkrIstF5GkRmeSw7Mki8mRX15GIiIh6DgYwiIiIKGsiIgD+BeAVpdR4pdRUAN8BMCRP2yvKx3qJiIio+2AAg4iIiHJxCoAOpdSdxgtKqQ8AvCEit4vIUhFZIiKfMpXpIyKPishKEXkgEQSBiBwpIq+KyCIReU5EhiVef0VEfiIirwK4LsNyPxWRBSKyWkROSLweFpGfJ+rxkYh81W17REREFGx8mkFERES5OBTAIpvXPwFgBoDDAQwE8J6IvJZ47wgA0wBsA/AmgDki8i6A3wI4Xym1OxHwuBXAFxJlqpRSJ4lIMYBXXZYrUkrNFpF5AG4GcDqAqwCMBXCEUioiIjWJ9bhtj4iIiAKKAQwiIiLy0/EAHlJKRQHsTPSeOApAPYAFSqktACAiHwAYA+AA4sGQ5xMdMsIAtpvW9/fEv5MzLPdY4t9FifUC8SDGnUqpCAAopfaJyKEZ1kNEREQBxQAGERER5WIZgAttXheXMm2mn6OIt0MEwDKl1LEOZZpM63Vbzli3sV6jjLKpn9t6iIiIKKCYA4OIiIhy8RKAUhH5ovGCiBwFYD+ATyXyTwwCcCKABS7rWQVgkIgcm1hHsYhM01jO7L8ArjYSgIpITY7rISIiogBgAIOIiIiyppRSAC4AcEZiGtVlAG4B8CCAjwB8iHiQ43ql1A6X9bQj3pPjpyLyIYAPAByX63IWdwPYBOCjRJlP57geIiIiCgCJtz+IiIiIiIiIiIKLPTCIiIiIiIiIKPAYwCAiIiIiIiKiwGMAg4iIiIiIiIgCjwEMIiIiIiIiIgo8BjCIiIiIiIiIKPAYwCAiIiIiIiKiwGMAg4iIiIiIiIgC7/8DcWsP7MaY9koAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "time_halfbandwidth_product = 2\n", "frequency_of_interest = 200\n", "sampling_frequency = 1500\n", "time_extent = (0, 2.400)\n", "n_trials = 100\n", "n_signals = 2\n", "n_time_samples = int(((time_extent[1] - time_extent[0]) * sampling_frequency) + 1)\n", "time = np.linspace(time_extent[0], time_extent[1], num=n_time_samples, endpoint=True)[:, np.newaxis]\n", "signal = np.zeros((n_time_samples, n_trials, n_signals))\n", "signal[:, :, 0] = np.sin(2 * np.pi * time * frequency_of_interest)\n", "phase_offset = np.random.uniform(-np.pi, np.pi, size=(n_time_samples, 1))\n", "phase_offset[np.where(time > 1.5), :] = np.pi / 2\n", "signal[:, :, 1] = np.sin((2 * np.pi * time * frequency_of_interest) + phase_offset)\n", "noise = np.random.normal(0, 1, signal.shape)\n", "\n", "fig, axes = plt.subplots(nrows=3, ncols=2, figsize=(15, 9))\n", "axes[0, 0].set_title('Signal', fontweight='bold')\n", "axes[0, 0].plot(time, signal[:, 0, 0], label='Signal1')\n", "axes[0, 0].plot(time, signal[:, 0, 1], label='Signal2')\n", "axes[0, 0].set_xlabel('Time')\n", "axes[0, 0].set_ylabel('Amplitude')\n", "axes[0, 0].set_xlim(time_extent)\n", "axes[0, 0].set_ylim((-2, 2))\n", "plt.legend()\n", "\n", "axes[0, 1].set_title('Signal + Noise', fontweight='bold')\n", "axes[0, 1].plot(time, signal[:, 0, :] + noise[:, 0, :])\n", "axes[0, 1].set_xlabel('Time')\n", "axes[0, 1].set_ylabel('Amplitude')\n", "axes[0, 1].set_xlim(time_extent)\n", "axes[0, 1].set_ylim((-10, 10))\n", "plt.legend()\n", "\n", "m = Multitaper(signal,\n", " sampling_frequency=sampling_frequency,\n", " time_halfbandwidth_product=time_halfbandwidth_product,\n", " start_time=time[0])\n", "c = Connectivity(fourier_coefficients=m.fft(),\n", " frequencies=m.frequencies)\n", "axes[1, 0].plot(c.frequencies, c.coherence_magnitude()[..., 0, 1].squeeze())\n", "axes[1, 0].set_xlim((0, m.nyquist_frequency))\n", "\n", "m = Multitaper(signal + noise,\n", " sampling_frequency=sampling_frequency,\n", " time_halfbandwidth_product=time_halfbandwidth_product,\n", " start_time=time[0])\n", "c = Connectivity(fourier_coefficients=m.fft(),\n", " frequencies=m.frequencies)\n", "axes[1, 1].plot(c.frequencies, c.coherence_magnitude()[..., 0, 1].squeeze())\n", "axes[1, 1].set_xlim((0, m.nyquist_frequency))\n", "\n", "\n", "m = Multitaper(signal,\n", " sampling_frequency=sampling_frequency,\n", " time_halfbandwidth_product=time_halfbandwidth_product,\n", " time_window_duration=0.080,\n", " time_window_step=0.080,\n", " start_time=time[0])\n", "c = Connectivity(fourier_coefficients=m.fft(),\n", " frequencies=m.frequencies,\n", " time=m.time)\n", "time_grid, freq_grid = np.meshgrid(\n", " np.append(c.time, time_extent[-1]),\n", " np.append(c.frequencies, m.nyquist_frequency))\n", "\n", "mesh = axes[2, 0].pcolormesh(time_grid, freq_grid, c.coherence_magnitude()[..., 0, 1].squeeze().T,\n", " vmin=0.0, vmax=1.0, cmap='viridis')\n", "axes[2, 0].set_ylim((0, 300))\n", "axes[2, 0].set_xlim(time_extent)\n", "axes[2, 0].axvline(1.5, color='black')\n", "\n", "m = Multitaper(signal + noise,\n", " sampling_frequency=sampling_frequency,\n", " time_halfbandwidth_product=time_halfbandwidth_product,\n", " time_window_duration=0.080,\n", " time_window_step=0.080,\n", " start_time=time[0])\n", "c = Connectivity(fourier_coefficients=m.fft(),\n", " frequencies=m.frequencies,\n", " time=m.time)\n", "\n", "time_grid, freq_grid = np.meshgrid(\n", " np.append(c.time, time_extent[-1]),\n", " np.append(c.frequencies, m.nyquist_frequency))\n", "\n", "mesh = axes[2, 1].pcolormesh(time_grid, freq_grid, c.coherence_magnitude()[..., 0, 1].squeeze().T,\n", " vmin=0.0, vmax=1.0, cmap='viridis')\n", "axes[2, 1].set_ylim((0, 300))\n", "axes[2, 1].set_xlim(time_extent)\n", "axes[2, 1].axvline(1.5, color='black')\n", "\n", "plt.tight_layout()\n", "cb = fig.colorbar(mesh, ax=axes.ravel().tolist(), orientation='horizontal',\n", " shrink=.5, aspect=15, pad=0.1, label='Coherence')\n", "cb.outline.set_linewidth(0)\n", "print('frequency resolution: {}'.format(m.frequency_resolution))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Imaginary Coherence" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "No handles with labels found to put in legend.\n", "No handles with labels found to put in legend.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "frequency resolution: 25.0\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "time_halfbandwidth_product = 2\n", "frequency_of_interest = 200\n", "sampling_frequency = 1500\n", "time_extent = (0, 2.400)\n", "n_trials = 100\n", "n_signals = 2\n", "n_time_samples = int(((time_extent[1] - time_extent[0]) * sampling_frequency) + 1)\n", "time = np.linspace(time_extent[0], time_extent[1], num=n_time_samples, endpoint=True)[:, np.newaxis]\n", "signal = np.zeros((n_time_samples, n_trials, n_signals))\n", "signal[:, :, 0] = np.sin(2 * np.pi * time * frequency_of_interest)\n", "phase_offset = np.random.uniform(-np.pi, np.pi, size=(n_time_samples, 1))\n", "phase_offset[np.where(time > 1.5), :] = np.pi / 2\n", "signal[:, :, 1] = np.sin((2 * np.pi * time * frequency_of_interest) + phase_offset)\n", "noise = np.random.normal(0, 1, signal.shape)\n", "\n", "fig, axes = plt.subplots(nrows=3, ncols=2, figsize=(15, 9))\n", "axes[0, 0].set_title('Signal', fontweight='bold')\n", "axes[0, 0].plot(time, signal[:, 0, 0], label='Signal1')\n", "axes[0, 0].plot(time, signal[:, 0, 1], label='Signal2')\n", "axes[0, 0].set_xlabel('Time')\n", "axes[0, 0].set_ylabel('Amplitude')\n", "axes[0, 0].set_xlim(time_extent)\n", "axes[0, 0].set_ylim((-2, 2))\n", "plt.legend()\n", "\n", "axes[0, 1].set_title('Signal + Noise', fontweight='bold')\n", "axes[0, 1].plot(time, signal[:, 0, :] + noise[:, 0, :])\n", "axes[0, 1].set_xlabel('Time')\n", "axes[0, 1].set_ylabel('Amplitude')\n", "axes[0, 1].set_xlim(time_extent)\n", "axes[0, 1].set_ylim((-10, 10))\n", "plt.legend()\n", "\n", "m = Multitaper(signal,\n", " sampling_frequency=sampling_frequency,\n", " time_halfbandwidth_product=time_halfbandwidth_product,\n", " start_time=time[0])\n", "c = Connectivity(fourier_coefficients=m.fft(),\n", " frequencies=m.frequencies)\n", "axes[1, 0].plot(c.frequencies, c.imaginary_coherence()[..., 0, 1].squeeze())\n", "axes[1, 0].set_xlim((0, m.nyquist_frequency))\n", "\n", "m = Multitaper(signal + noise,\n", " sampling_frequency=sampling_frequency,\n", " time_halfbandwidth_product=time_halfbandwidth_product,\n", " start_time=time[0])\n", "c = Connectivity(fourier_coefficients=m.fft(),\n", " frequencies=m.frequencies)\n", "axes[1, 1].plot(c.frequencies, c.imaginary_coherence()[..., 0, 1].squeeze())\n", "axes[1, 1].set_xlim((0, m.nyquist_frequency))\n", "\n", "\n", "m = Multitaper(signal,\n", " sampling_frequency=sampling_frequency,\n", " time_halfbandwidth_product=time_halfbandwidth_product,\n", " time_window_duration=0.080,\n", " time_window_step=0.080,\n", " start_time=time[0])\n", "c = Connectivity(fourier_coefficients=m.fft(),\n", " frequencies=m.frequencies,\n", " time=m.time)\n", "time_grid, freq_grid = np.meshgrid(\n", " np.append(c.time, time_extent[-1]),\n", " np.append(c.frequencies, m.nyquist_frequency))\n", "\n", "mesh = axes[2, 0].pcolormesh(time_grid, freq_grid, c.imaginary_coherence()[..., 0, 1].squeeze().T,\n", " vmin=0.0, vmax=1.0, cmap='viridis')\n", "axes[2, 0].set_ylim((0, 300))\n", "axes[2, 0].set_xlim(time_extent)\n", "axes[2, 0].axvline(1.5, color='black')\n", "\n", "m = Multitaper(signal + noise,\n", " sampling_frequency=sampling_frequency,\n", " time_halfbandwidth_product=time_halfbandwidth_product,\n", " time_window_duration=0.080,\n", " time_window_step=0.080,\n", " start_time=time[0])\n", "c = Connectivity(fourier_coefficients=m.fft(),\n", " frequencies=m.frequencies,\n", " time=m.time)\n", "\n", "time_grid, freq_grid = np.meshgrid(\n", " np.append(c.time, time_extent[-1]),\n", " np.append(c.frequencies, m.nyquist_frequency))\n", "\n", "mesh = axes[2, 1].pcolormesh(time_grid, freq_grid, c.imaginary_coherence()[..., 0, 1].squeeze().T,\n", " vmin=0.0, vmax=1.0, cmap='viridis')\n", "axes[2, 1].set_ylim((0, 300))\n", "axes[2, 1].set_xlim(time_extent)\n", "axes[2, 1].axvline(1.5, color='black')\n", "\n", "plt.tight_layout()\n", "cb = fig.colorbar(mesh, ax=axes.ravel().tolist(), orientation='horizontal',\n", " shrink=.5, aspect=15, pad=0.1, label='Imaginary Coherence')\n", "cb.outline.set_linewidth(0)\n", "print('frequency resolution: {}'.format(m.frequency_resolution))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Phase Locking Value" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "No handles with labels found to put in legend.\n", "No handles with labels found to put in legend.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "frequency resolution: 25.0\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "time_halfbandwidth_product = 2\n", "frequency_of_interest = 200\n", "sampling_frequency = 1500\n", "time_extent = (0, 2.400)\n", "n_trials = 100\n", "n_signals = 2\n", "n_time_samples = int(((time_extent[1] - time_extent[0]) * sampling_frequency) + 1)\n", "time = np.linspace(time_extent[0], time_extent[1], num=n_time_samples, endpoint=True)[:, np.newaxis]\n", "signal = np.zeros((n_time_samples, n_trials, n_signals))\n", "signal[:, :, 0] = np.sin(2 * np.pi * time * frequency_of_interest)\n", "phase_offset = np.random.uniform(-np.pi, np.pi, size=(n_time_samples, 1))\n", "phase_offset[np.where(time > 1.5), :] = np.pi / 2\n", "signal[:, :, 1] = np.sin((2 * np.pi * time * frequency_of_interest) + phase_offset)\n", "noise = np.random.normal(0, 1, signal.shape)\n", "\n", "fig, axes = plt.subplots(nrows=3, ncols=2, figsize=(15, 9))\n", "axes[0, 0].set_title('Signal', fontweight='bold')\n", "axes[0, 0].plot(time, signal[:, 0, 0], label='Signal1')\n", "axes[0, 0].plot(time, signal[:, 0, 1], label='Signal2')\n", "axes[0, 0].set_xlabel('Time')\n", "axes[0, 0].set_ylabel('Amplitude')\n", "axes[0, 0].set_xlim(time_extent)\n", "axes[0, 0].set_ylim((-2, 2))\n", "plt.legend()\n", "\n", "axes[0, 1].set_title('Signal + Noise', fontweight='bold')\n", "axes[0, 1].plot(time, signal[:, 0, :] + noise[:, 0, :])\n", "axes[0, 1].set_xlabel('Time')\n", "axes[0, 1].set_ylabel('Amplitude')\n", "axes[0, 1].set_xlim(time_extent)\n", "axes[0, 1].set_ylim((-10, 10))\n", "plt.legend()\n", "\n", "m = Multitaper(signal,\n", " sampling_frequency=sampling_frequency,\n", " time_halfbandwidth_product=time_halfbandwidth_product,\n", " start_time=time[0])\n", "c = Connectivity(fourier_coefficients=m.fft(),\n", " frequencies=m.frequencies)\n", "axes[1, 0].plot(c.frequencies, abs(c.phase_locking_value())[..., 0, 1].squeeze())\n", "axes[1, 0].set_xlim((0, m.nyquist_frequency))\n", "\n", "m = Multitaper(signal + noise,\n", " sampling_frequency=sampling_frequency,\n", " time_halfbandwidth_product=time_halfbandwidth_product,\n", " start_time=time[0])\n", "c = Connectivity(fourier_coefficients=m.fft(),\n", " frequencies=m.frequencies)\n", "axes[1, 1].plot(c.frequencies, abs(c.phase_locking_value())[..., 0, 1].squeeze())\n", "axes[1, 1].set_xlim((0, m.nyquist_frequency))\n", "\n", "\n", "m = Multitaper(signal,\n", " sampling_frequency=sampling_frequency,\n", " time_halfbandwidth_product=time_halfbandwidth_product,\n", " time_window_duration=0.080,\n", " time_window_step=0.080,\n", " start_time=time[0])\n", "c = Connectivity(fourier_coefficients=m.fft(),\n", " frequencies=m.frequencies,\n", " time=m.time)\n", "time_grid, freq_grid = np.meshgrid(\n", " np.append(c.time, time_extent[-1]),\n", " np.append(c.frequencies, m.nyquist_frequency))\n", "\n", "mesh = axes[2, 0].pcolormesh(time_grid, freq_grid, abs(c.phase_locking_value())[..., 0, 1].squeeze().T,\n", " vmin=0.0, vmax=1.0, cmap='viridis')\n", "axes[2, 0].set_ylim((0, 300))\n", "axes[2, 0].set_xlim(time_extent)\n", "axes[2, 0].axvline(1.5, color='black')\n", "\n", "m = Multitaper(signal + noise,\n", " sampling_frequency=sampling_frequency,\n", " time_halfbandwidth_product=time_halfbandwidth_product,\n", " time_window_duration=0.080,\n", " time_window_step=0.080,\n", " start_time=time[0])\n", "c = Connectivity(fourier_coefficients=m.fft(),\n", " frequencies=m.frequencies,\n", " time=m.time)\n", "\n", "time_grid, freq_grid = np.meshgrid(\n", " np.append(c.time, time_extent[-1]),\n", " np.append(c.frequencies, m.nyquist_frequency))\n", "\n", "mesh = axes[2, 1].pcolormesh(time_grid, freq_grid, abs(c.phase_locking_value())[..., 0, 1].squeeze().T,\n", " vmin=0.0, vmax=1.0, cmap='viridis')\n", "axes[2, 1].set_ylim((0, 300))\n", "axes[2, 1].set_xlim(time_extent)\n", "axes[2, 1].axvline(1.5, color='black')\n", "\n", "plt.tight_layout()\n", "cb = fig.colorbar(mesh, ax=axes.ravel().tolist(), orientation='horizontal',\n", " shrink=.5, aspect=15, pad=0.1, label='Phase Locking Value')\n", "cb.outline.set_linewidth(0)\n", "print('frequency resolution: {}'.format(m.frequency_resolution))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Phase Lag Index" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "No handles with labels found to put in legend.\n", "No handles with labels found to put in legend.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "frequency resolution: 25.0\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "time_halfbandwidth_product = 2\n", "frequency_of_interest = 200\n", "sampling_frequency = 1500\n", "time_extent = (0, 2.400)\n", "n_trials = 100\n", "n_signals = 2\n", "n_time_samples = int(((time_extent[1] - time_extent[0]) * sampling_frequency) + 1)\n", "time = np.linspace(time_extent[0], time_extent[1], num=n_time_samples, endpoint=True)[:, np.newaxis]\n", "signal = np.zeros((n_time_samples, n_trials, n_signals))\n", "signal[:, :, 0] = np.sin(2 * np.pi * time * frequency_of_interest)\n", "phase_offset = np.random.uniform(-np.pi, np.pi, size=(n_time_samples, 1))\n", "phase_offset[np.where(time > 1.5), :] = np.pi / 2\n", "signal[:, :, 1] = np.sin((2 * np.pi * time * frequency_of_interest) + phase_offset)\n", "noise = np.random.normal(0, 1, signal.shape)\n", "\n", "fig, axes = plt.subplots(nrows=3, ncols=2, figsize=(15, 9))\n", "axes[0, 0].set_title('Signal', fontweight='bold')\n", "axes[0, 0].plot(time, signal[:, 0, 0], label='Signal1')\n", "axes[0, 0].plot(time, signal[:, 0, 1], label='Signal2')\n", "axes[0, 0].set_xlabel('Time')\n", "axes[0, 0].set_ylabel('Amplitude')\n", "axes[0, 0].set_xlim(time_extent)\n", "axes[0, 0].set_ylim((-2, 2))\n", "plt.legend()\n", "\n", "axes[0, 1].set_title('Signal + Noise', fontweight='bold')\n", "axes[0, 1].plot(time, signal[:, 0, :] + noise[:, 0, :])\n", "axes[0, 1].set_xlabel('Time')\n", "axes[0, 1].set_ylabel('Amplitude')\n", "axes[0, 1].set_xlim(time_extent)\n", "axes[0, 1].set_ylim((-10, 10))\n", "plt.legend()\n", "\n", "m = Multitaper(signal,\n", " sampling_frequency=sampling_frequency,\n", " time_halfbandwidth_product=time_halfbandwidth_product,\n", " start_time=time[0])\n", "c = Connectivity(fourier_coefficients=m.fft(),\n", " frequencies=m.frequencies)\n", "axes[1, 0].plot(c.frequencies, c.phase_lag_index()[..., 0, 1].squeeze())\n", "axes[1, 0].set_xlim((0, m.nyquist_frequency))\n", "\n", "m = Multitaper(signal + noise,\n", " sampling_frequency=sampling_frequency,\n", " time_halfbandwidth_product=time_halfbandwidth_product,\n", " start_time=time[0])\n", "c = Connectivity(fourier_coefficients=m.fft(),\n", " frequencies=m.frequencies)\n", "axes[1, 1].plot(c.frequencies, c.phase_lag_index()[..., 0, 1].squeeze())\n", "axes[1, 1].set_xlim((0, m.nyquist_frequency))\n", "\n", "\n", "m = Multitaper(signal,\n", " sampling_frequency=sampling_frequency,\n", " time_halfbandwidth_product=time_halfbandwidth_product,\n", " time_window_duration=0.080,\n", " time_window_step=0.080,\n", " start_time=time[0])\n", "c = Connectivity(fourier_coefficients=m.fft(),\n", " frequencies=m.frequencies,\n", " time=m.time)\n", "time_grid, freq_grid = np.meshgrid(\n", " np.append(c.time, time_extent[-1]),\n", " np.append(c.frequencies, m.nyquist_frequency))\n", "\n", "mesh = axes[2, 0].pcolormesh(time_grid, freq_grid, c.phase_lag_index()[..., 0, 1].squeeze().T,\n", " vmin=-1.0, vmax=1.0, cmap='RdBu_r')\n", "axes[2, 0].set_ylim((0, 300))\n", "axes[2, 0].set_xlim(time_extent)\n", "axes[2, 0].axvline(1.5, color='black')\n", "\n", "m = Multitaper(signal + noise,\n", " sampling_frequency=sampling_frequency,\n", " time_halfbandwidth_product=time_halfbandwidth_product,\n", " time_window_duration=0.080,\n", " time_window_step=0.080,\n", " start_time=time[0])\n", "c = Connectivity(fourier_coefficients=m.fft(),\n", " frequencies=m.frequencies,\n", " time=m.time)\n", "\n", "time_grid, freq_grid = np.meshgrid(\n", " np.append(c.time, time_extent[-1]),\n", " np.append(c.frequencies, m.nyquist_frequency))\n", "\n", "mesh = axes[2, 1].pcolormesh(time_grid, freq_grid, c.phase_lag_index()[..., 0, 1].squeeze().T,\n", " vmin=-1.0, vmax=1.0, cmap='RdBu_r')\n", "axes[2, 1].set_ylim((0, 300))\n", "axes[2, 1].set_xlim(time_extent)\n", "axes[2, 1].axvline(1.5, color='black')\n", "\n", "plt.tight_layout()\n", "cb = fig.colorbar(mesh, ax=axes.ravel().tolist(), orientation='horizontal',\n", " shrink=.5, aspect=15, pad=0.1, label='Phase Lag Index')\n", "cb.outline.set_linewidth(0)\n", "print('frequency resolution: {}'.format(m.frequency_resolution))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Weighted Phase Lag Index" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "pycharm": { "is_executing": true } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "No handles with labels found to put in legend.\n", "No handles with labels found to put in legend.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "frequency resolution: 25.0\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "time_halfbandwidth_product = 2\n", "frequency_of_interest = 200\n", "sampling_frequency = 1500\n", "time_extent = (0, 2.400)\n", "n_trials = 100\n", "n_signals = 2\n", "n_time_samples = int(((time_extent[1] - time_extent[0]) * sampling_frequency) + 1)\n", "time = np.linspace(time_extent[0], time_extent[1], num=n_time_samples, endpoint=True)[:, np.newaxis]\n", "signal = np.zeros((n_time_samples, n_trials, n_signals))\n", "signal[:, :, 0] = np.sin(2 * np.pi * time * frequency_of_interest)\n", "phase_offset = np.random.uniform(-np.pi, np.pi, size=(n_time_samples, 1))\n", "phase_offset[np.where(time > 1.5), :] = np.pi / 2\n", "signal[:, :, 1] = np.sin((2 * np.pi * time * frequency_of_interest) + phase_offset)\n", "noise = np.random.normal(0, 1, signal.shape)\n", "\n", "fig, axes = plt.subplots(nrows=3, ncols=2, figsize=(15, 9))\n", "axes[0, 0].set_title('Signal', fontweight='bold')\n", "axes[0, 0].plot(time, signal[:, 0, 0], label='Signal1')\n", "axes[0, 0].plot(time, signal[:, 0, 1], label='Signal2')\n", "axes[0, 0].set_xlabel('Time')\n", "axes[0, 0].set_ylabel('Amplitude')\n", "axes[0, 0].set_xlim(time_extent)\n", "axes[0, 0].set_ylim((-2, 2))\n", "plt.legend()\n", "\n", "axes[0, 1].set_title('Signal + Noise', fontweight='bold')\n", "axes[0, 1].plot(time, signal[:, 0, :] + noise[:, 0, :])\n", "axes[0, 1].set_xlabel('Time')\n", "axes[0, 1].set_ylabel('Amplitude')\n", "axes[0, 1].set_xlim(time_extent)\n", "axes[0, 1].set_ylim((-10, 10))\n", "plt.legend()\n", "\n", "m = Multitaper(signal,\n", " sampling_frequency=sampling_frequency,\n", " time_halfbandwidth_product=time_halfbandwidth_product,\n", " start_time=time[0])\n", "c = Connectivity(fourier_coefficients=m.fft(),\n", " frequencies=m.frequencies)\n", "axes[1, 0].plot(c.frequencies, c.weighted_phase_lag_index()[..., 0, 1].squeeze())\n", "axes[1, 0].set_xlim((0, m.nyquist_frequency))\n", "\n", "m = Multitaper(signal + noise,\n", " sampling_frequency=sampling_frequency,\n", " time_halfbandwidth_product=time_halfbandwidth_product,\n", " start_time=time[0])\n", "c = Connectivity(fourier_coefficients=m.fft(),\n", " frequencies=m.frequencies)\n", "axes[1, 1].plot(c.frequencies, c.weighted_phase_lag_index()[..., 0, 1].squeeze())\n", "axes[1, 1].set_xlim((0, m.nyquist_frequency))\n", "\n", "\n", "m = Multitaper(signal,\n", " sampling_frequency=sampling_frequency,\n", " time_halfbandwidth_product=time_halfbandwidth_product,\n", " time_window_duration=0.080,\n", " time_window_step=0.080,\n", " start_time=time[0])\n", "c = Connectivity(fourier_coefficients=m.fft(),\n", " frequencies=m.frequencies,\n", " time=m.time)\n", "time_grid, freq_grid = np.meshgrid(\n", " np.append(c.time, time_extent[-1]),\n", " np.append(c.frequencies, m.nyquist_frequency))\n", "\n", "mesh = axes[2, 0].pcolormesh(time_grid, freq_grid, c.weighted_phase_lag_index()[..., 0, 1].squeeze().T,\n", " vmin=-1.0, vmax=1.0, cmap='RdBu_r')\n", "axes[2, 0].set_ylim((0, 300))\n", "axes[2, 0].set_xlim(time_extent)\n", "axes[2, 0].axvline(1.5, color='black')\n", "\n", "m = Multitaper(signal + noise,\n", " sampling_frequency=sampling_frequency,\n", " time_halfbandwidth_product=time_halfbandwidth_product,\n", " time_window_duration=0.080,\n", " time_window_step=0.080,\n", " start_time=time[0])\n", "c = Connectivity(fourier_coefficients=m.fft(),\n", " frequencies=m.frequencies,\n", " time=m.time)\n", "\n", "time_grid, freq_grid = np.meshgrid(\n", " np.append(c.time, time_extent[-1]),\n", " np.append(c.frequencies, m.nyquist_frequency))\n", "\n", "mesh = axes[2, 1].pcolormesh(time_grid, freq_grid, c.weighted_phase_lag_index()[..., 0, 1].squeeze().T,\n", " vmin=-1.0, vmax=1.0, cmap='RdBu_r')\n", "axes[2, 1].set_ylim((0, 300))\n", "axes[2, 1].set_xlim(time_extent)\n", "axes[2, 1].axvline(1.5, color='black')\n", "\n", "plt.tight_layout()\n", "cb = fig.colorbar(mesh, ax=axes.ravel().tolist(), orientation='horizontal',\n", " shrink=.5, aspect=15, pad=0.1, label='Weighted Phase Lag Index')\n", "cb.outline.set_linewidth(0)\n", "print('frequency resolution: {}'.format(m.frequency_resolution))" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "pycharm": { "is_executing": true } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "No handles with labels found to put in legend.\n", "No handles with labels found to put in legend.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "frequency resolution: 25.0\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "time_halfbandwidth_product = 2\n", "frequency_of_interest = 200\n", "sampling_frequency = 1500\n", "time_extent = (0, 2.400)\n", "n_trials = 100\n", "n_signals = 2\n", "n_time_samples = int(((time_extent[1] - time_extent[0]) * sampling_frequency) + 1)\n", "time = np.linspace(time_extent[0], time_extent[1], num=n_time_samples, endpoint=True)[:, np.newaxis]\n", "signal = np.zeros((n_time_samples, n_trials, n_signals))\n", "signal[:, :, 0] = np.sin(2 * np.pi * time * frequency_of_interest)\n", "phase_offset = np.random.uniform(-np.pi, np.pi, size=(n_time_samples, 1))\n", "phase_offset[np.where(time > 1.5), :] = np.pi / 2\n", "signal[:, :, 1] = np.sin((2 * np.pi * time * frequency_of_interest) + phase_offset)\n", "noise = np.random.normal(0, 1, signal.shape)\n", "\n", "fig, axes = plt.subplots(nrows=3, ncols=2, figsize=(15, 9))\n", "axes[0, 0].set_title('Signal', fontweight='bold')\n", "axes[0, 0].plot(time, signal[:, 0, 0], label='Signal1')\n", "axes[0, 0].plot(time, signal[:, 0, 1], label='Signal2')\n", "axes[0, 0].set_xlabel('Time')\n", "axes[0, 0].set_ylabel('Amplitude')\n", "axes[0, 0].set_xlim(time_extent)\n", "axes[0, 0].set_ylim((-2, 2))\n", "plt.legend()\n", "\n", "axes[0, 1].set_title('Signal + Noise', fontweight='bold')\n", "axes[0, 1].plot(time, signal[:, 0, :] + noise[:, 0, :])\n", "axes[0, 1].set_xlabel('Time')\n", "axes[0, 1].set_ylabel('Amplitude')\n", "axes[0, 1].set_xlim(time_extent)\n", "axes[0, 1].set_ylim((-10, 10))\n", "plt.legend()\n", "\n", "m = Multitaper(signal,\n", " sampling_frequency=sampling_frequency,\n", " time_halfbandwidth_product=time_halfbandwidth_product,\n", " start_time=time[0])\n", "c = Connectivity(fourier_coefficients=m.fft(),\n", " frequencies=m.frequencies)\n", "axes[1, 0].plot(c.frequencies, c.debiased_squared_phase_lag_index()[..., 0, 1].squeeze())\n", "axes[1, 0].set_xlim((0, m.nyquist_frequency))\n", "\n", "m = Multitaper(signal + noise,\n", " sampling_frequency=sampling_frequency,\n", " time_halfbandwidth_product=time_halfbandwidth_product,\n", " start_time=time[0])\n", "c = Connectivity(fourier_coefficients=m.fft(),\n", " frequencies=m.frequencies)\n", "axes[1, 1].plot(c.frequencies, c.debiased_squared_phase_lag_index()[..., 0, 1].squeeze())\n", "axes[1, 1].set_xlim((0, m.nyquist_frequency))\n", "\n", "\n", "m = Multitaper(signal,\n", " sampling_frequency=sampling_frequency,\n", " time_halfbandwidth_product=time_halfbandwidth_product,\n", " time_window_duration=0.080,\n", " time_window_step=0.080,\n", " start_time=time[0])\n", "c = Connectivity(fourier_coefficients=m.fft(),\n", " frequencies=m.frequencies,\n", " time=m.time)\n", "time_grid, freq_grid = np.meshgrid(\n", " np.append(c.time, time_extent[-1]),\n", " np.append(c.frequencies, m.nyquist_frequency))\n", "\n", "mesh = axes[2, 0].pcolormesh(time_grid, freq_grid, c.debiased_squared_phase_lag_index()[..., 0, 1].squeeze().T,\n", " vmin=0.0, vmax=1.0, cmap='viridis')\n", "axes[2, 0].set_ylim((0, 300))\n", "axes[2, 0].set_xlim(time_extent)\n", "axes[2, 0].axvline(1.5, color='black')\n", "\n", "m = Multitaper(signal + noise,\n", " sampling_frequency=sampling_frequency,\n", " time_halfbandwidth_product=time_halfbandwidth_product,\n", " time_window_duration=0.080,\n", " time_window_step=0.080,\n", " start_time=time[0])\n", "c = Connectivity(fourier_coefficients=m.fft(),\n", " frequencies=m.frequencies,\n", " time=m.time)\n", "\n", "time_grid, freq_grid = np.meshgrid(\n", " np.append(c.time, time_extent[-1]),\n", " np.append(c.frequencies, m.nyquist_frequency))\n", "\n", "mesh = axes[2, 1].pcolormesh(time_grid, freq_grid, c.debiased_squared_phase_lag_index()[..., 0, 1].squeeze().T,\n", " vmin=0.0, vmax=1.0, cmap='viridis')\n", "axes[2, 1].set_ylim((0, 300))\n", "axes[2, 1].set_xlim(time_extent)\n", "axes[2, 1].axvline(1.5, color='black')\n", "\n", "plt.tight_layout()\n", "cb = fig.colorbar(mesh, ax=axes.ravel().tolist(), orientation='horizontal',\n", " shrink=.5, aspect=15, pad=0.1, label='Debiased Squared Phase Lag Index')\n", "cb.outline.set_linewidth(0)\n", "print('frequency resolution: {}'.format(m.frequency_resolution))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Debiased Squared Weighted Phase Lag Index" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "pycharm": { "is_executing": true } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "No handles with labels found to put in legend.\n", "No handles with labels found to put in legend.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "frequency resolution: 25.0\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "time_halfbandwidth_product = 2\n", "frequency_of_interest = 200\n", "sampling_frequency = 1500\n", "time_extent = (0, 2.400)\n", "n_trials = 100\n", "n_signals = 2\n", "n_time_samples = int(((time_extent[1] - time_extent[0]) * sampling_frequency) + 1)\n", "time = np.linspace(time_extent[0], time_extent[1], num=n_time_samples, endpoint=True)[:, np.newaxis]\n", "signal = np.zeros((n_time_samples, n_trials, n_signals))\n", "signal[:, :, 0] = np.sin(2 * np.pi * time * frequency_of_interest)\n", "phase_offset = np.random.uniform(-np.pi, np.pi, size=(n_time_samples, 1))\n", "phase_offset[np.where(time > 1.5), :] = np.pi / 2\n", "signal[:, :, 1] = np.sin((2 * np.pi * time * frequency_of_interest) + phase_offset)\n", "noise = np.random.normal(0, 1, signal.shape)\n", "\n", "fig, axes = plt.subplots(nrows=3, ncols=2, figsize=(15, 9))\n", "axes[0, 0].set_title('Signal', fontweight='bold')\n", "axes[0, 0].plot(time, signal[:, 0, 0], label='Signal1')\n", "axes[0, 0].plot(time, signal[:, 0, 1], label='Signal2')\n", "axes[0, 0].set_xlabel('Time')\n", "axes[0, 0].set_ylabel('Amplitude')\n", "axes[0, 0].set_xlim(time_extent)\n", "axes[0, 0].set_ylim((-2, 2))\n", "plt.legend()\n", "\n", "axes[0, 1].set_title('Signal + Noise', fontweight='bold')\n", "axes[0, 1].plot(time, signal[:, 0, :] + noise[:, 0, :])\n", "axes[0, 1].set_xlabel('Time')\n", "axes[0, 1].set_ylabel('Amplitude')\n", "axes[0, 1].set_xlim(time_extent)\n", "axes[0, 1].set_ylim((-10, 10))\n", "plt.legend()\n", "\n", "m = Multitaper(signal,\n", " sampling_frequency=sampling_frequency,\n", " time_halfbandwidth_product=time_halfbandwidth_product,\n", " start_time=time[0])\n", "c = Connectivity(fourier_coefficients=m.fft(),\n", " frequencies=m.frequencies)\n", "axes[1, 0].plot(c.frequencies, c.debiased_squared_weighted_phase_lag_index()[..., 0, 1].squeeze())\n", "axes[1, 0].set_xlim((0, m.nyquist_frequency))\n", "\n", "m = Multitaper(signal + noise,\n", " sampling_frequency=sampling_frequency,\n", " time_halfbandwidth_product=time_halfbandwidth_product,\n", " start_time=time[0])\n", "c = Connectivity(fourier_coefficients=m.fft(),\n", " frequencies=m.frequencies)\n", "axes[1, 1].plot(c.frequencies, c.debiased_squared_weighted_phase_lag_index()[..., 0, 1].squeeze())\n", "axes[1, 1].set_xlim((0, m.nyquist_frequency))\n", "\n", "\n", "m = Multitaper(signal,\n", " sampling_frequency=sampling_frequency,\n", " time_halfbandwidth_product=time_halfbandwidth_product,\n", " time_window_duration=0.080,\n", " time_window_step=0.080,\n", " start_time=time[0])\n", "c = Connectivity(fourier_coefficients=m.fft(),\n", " frequencies=m.frequencies,\n", " time=m.time)\n", "time_grid, freq_grid = np.meshgrid(\n", " np.append(c.time, time_extent[-1]),\n", " np.append(c.frequencies, m.nyquist_frequency))\n", "\n", "mesh = axes[2, 0].pcolormesh(time_grid, freq_grid, c.debiased_squared_weighted_phase_lag_index()[..., 0, 1].squeeze().T,\n", " vmin=0.0, vmax=1.0, cmap='viridis')\n", "axes[2, 0].set_ylim((0, 300))\n", "axes[2, 0].set_xlim(time_extent)\n", "axes[2, 0].axvline(1.5, color='black')\n", "\n", "m = Multitaper(signal + noise,\n", " sampling_frequency=sampling_frequency,\n", " time_halfbandwidth_product=time_halfbandwidth_product,\n", " time_window_duration=0.080,\n", " time_window_step=0.080,\n", " start_time=time[0])\n", "c = Connectivity(fourier_coefficients=m.fft(),\n", " frequencies=m.frequencies,\n", " time=m.time)\n", "\n", "time_grid, freq_grid = np.meshgrid(\n", " np.append(c.time, time_extent[-1]),\n", " np.append(c.frequencies, m.nyquist_frequency))\n", "\n", "mesh = axes[2, 1].pcolormesh(time_grid, freq_grid, c.debiased_squared_weighted_phase_lag_index()[..., 0, 1].squeeze().T,\n", " vmin=0.0, vmax=1.0, cmap='viridis')\n", "axes[2, 1].set_ylim((0, 300))\n", "axes[2, 1].set_xlim(time_extent)\n", "axes[2, 1].axvline(1.5, color='black')\n", "\n", "plt.tight_layout()\n", "cb = fig.colorbar(mesh, ax=axes.ravel().tolist(), orientation='horizontal',\n", " shrink=.5, aspect=15, pad=0.1, label='Debiased Weighted Squared Phase Lag Index')\n", "cb.outline.set_linewidth(0)\n", "print('frequency resolution: {}'.format(m.frequency_resolution))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Pairwise Phase Consistency" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "pycharm": { "is_executing": true } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "No handles with labels found to put in legend.\n", "No handles with labels found to put in legend.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "frequency resolution: 25.0\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "time_halfbandwidth_product = 2\n", "frequency_of_interest = 200\n", "sampling_frequency = 1500\n", "time_extent = (0, 2.400)\n", "n_trials = 100\n", "n_signals = 2\n", "n_time_samples = int(((time_extent[1] - time_extent[0]) * sampling_frequency) + 1)\n", "time = np.linspace(time_extent[0], time_extent[1], num=n_time_samples, endpoint=True)[:, np.newaxis]\n", "signal = np.zeros((n_time_samples, n_trials, n_signals))\n", "signal[:, :, 0] = np.sin(2 * np.pi * time * frequency_of_interest)\n", "phase_offset = np.random.uniform(-np.pi, np.pi, size=(n_time_samples, 1))\n", "phase_offset[np.where(time > 1.5), :] = np.pi / 2\n", "signal[:, :, 1] = np.sin((2 * np.pi * time * frequency_of_interest) + phase_offset)\n", "noise = np.random.normal(0, 1, signal.shape)\n", "\n", "fig, axes = plt.subplots(nrows=3, ncols=2, figsize=(15, 9))\n", "axes[0, 0].set_title('Signal', fontweight='bold')\n", "axes[0, 0].plot(time, signal[:, 0, 0], label='Signal1')\n", "axes[0, 0].plot(time, signal[:, 0, 1], label='Signal2')\n", "axes[0, 0].set_xlabel('Time')\n", "axes[0, 0].set_ylabel('Amplitude')\n", "axes[0, 0].set_xlim(time_extent)\n", "axes[0, 0].set_ylim((-2, 2))\n", "plt.legend()\n", "\n", "axes[0, 1].set_title('Signal + Noise', fontweight='bold')\n", "axes[0, 1].plot(time, signal[:, 0, :] + noise[:, 0, :])\n", "axes[0, 1].set_xlabel('Time')\n", "axes[0, 1].set_ylabel('Amplitude')\n", "axes[0, 1].set_xlim(time_extent)\n", "axes[0, 1].set_ylim((-10, 10))\n", "plt.legend()\n", "\n", "m = Multitaper(signal,\n", " sampling_frequency=sampling_frequency,\n", " time_halfbandwidth_product=time_halfbandwidth_product,\n", " start_time=time[0])\n", "c = Connectivity(fourier_coefficients=m.fft(),\n", " frequencies=m.frequencies)\n", "axes[1, 0].plot(c.frequencies, c.pairwise_phase_consistency()[..., 0, 1].squeeze())\n", "axes[1, 0].set_xlim((0, m.nyquist_frequency))\n", "\n", "m = Multitaper(signal + noise,\n", " sampling_frequency=sampling_frequency,\n", " time_halfbandwidth_product=time_halfbandwidth_product,\n", " start_time=time[0])\n", "c = Connectivity(fourier_coefficients=m.fft(),\n", " frequencies=m.frequencies)\n", "axes[1, 1].plot(c.frequencies, c.pairwise_phase_consistency()[..., 0, 1].squeeze())\n", "axes[1, 1].set_xlim((0, m.nyquist_frequency))\n", "\n", "\n", "m = Multitaper(signal,\n", " sampling_frequency=sampling_frequency,\n", " time_halfbandwidth_product=time_halfbandwidth_product,\n", " time_window_duration=0.080,\n", " time_window_step=0.080,\n", " start_time=time[0])\n", "c = Connectivity(fourier_coefficients=m.fft(),\n", " frequencies=m.frequencies,\n", " time=m.time)\n", "time_grid, freq_grid = np.meshgrid(\n", " np.append(c.time, time_extent[-1]),\n", " np.append(c.frequencies, m.nyquist_frequency))\n", "\n", "mesh = axes[2, 0].pcolormesh(time_grid, freq_grid, c.pairwise_phase_consistency()[..., 0, 1].squeeze().T,\n", " vmin=0.0, vmax=1.0, cmap='viridis')\n", "axes[2, 0].set_ylim((0, 300))\n", "axes[2, 0].set_xlim(time_extent)\n", "axes[2, 0].axvline(1.5, color='black')\n", "\n", "m = Multitaper(signal + noise,\n", " sampling_frequency=sampling_frequency,\n", " time_halfbandwidth_product=time_halfbandwidth_product,\n", " time_window_duration=0.080,\n", " time_window_step=0.080,\n", " start_time=time[0])\n", "c = Connectivity(fourier_coefficients=m.fft(),\n", " frequencies=m.frequencies,\n", " time=m.time)\n", "\n", "time_grid, freq_grid = np.meshgrid(\n", " np.append(c.time, time_extent[-1]),\n", " np.append(c.frequencies, m.nyquist_frequency))\n", "\n", "mesh = axes[2, 1].pcolormesh(time_grid, freq_grid, c.pairwise_phase_consistency()[..., 0, 1].squeeze().T,\n", " vmin=0.0, vmax=1.0, cmap='viridis')\n", "axes[2, 1].set_ylim((0, 300))\n", "axes[2, 1].set_xlim(time_extent)\n", "axes[2, 1].axvline(1.5, color='black')\n", "\n", "plt.tight_layout()\n", "cb = fig.colorbar(mesh, ax=axes.ravel().tolist(), orientation='horizontal',\n", " shrink=.5, aspect=15, pad=0.1, label='Pairwise Phase Consistency')\n", "cb.outline.set_linewidth(0)\n", "print('frequency resolution: {}'.format(m.frequency_resolution))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Group Delay\n", "\n", "\n", "#### Signal \\#1 leads Signal \\#2" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "pycharm": { "is_executing": true } }, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import scipy\n", "\n", "sampling_frequency = 1000\n", "time_extent = (0, 1)\n", "n_trials = 500\n", "time_halfbandwidth_product = 1\n", "\n", "n_time_samples = ((time_extent[1] - time_extent[0]) * sampling_frequency) + 1\n", "time = np.linspace(time_extent[0], time_extent[1], num=n_time_samples)\n", "\n", "signal1 = (scipy.stats.norm.pdf(time, .40, .025) - scipy.stats.norm.pdf(time, .45, .025)) / 10\n", "signal1 = signal1[:, np.newaxis] * np.ones((len(time), n_trials))\n", "signal2 = (scipy.stats.norm.pdf(time, .43, .025) - scipy.stats.norm.pdf(time, .48, .025)) / 10\n", "signal2 = signal2[:, np.newaxis] * np.ones((len(time), n_trials))\n", "\n", "noise1 = np.random.normal(0, .2, size=(len(time), n_trials))\n", "noise2 = np.random.normal(0, .1, size=(len(time), n_trials))\n", "data1 = signal1 + noise1\n", "data2 = signal2 + noise2\n", "\n", "signals = np.stack((signal1, signal2), axis=-1)\n", "data = np.stack((data1, data2), axis=-1)\n", "\n", "fig, axis_handles = plt.subplots(5, 2, figsize=(12, 9))\n", "axis_handles[0, 0].plot(time, signal1, color='blue');\n", "axis_handles[0, 0].plot(time, signal2, color='green');\n", "axis_handles[0, 0].set_xlabel('Time')\n", "\n", "axis_handles[0, 1].plot(time, data1, color='blue');\n", "axis_handles[0, 1].plot(time, data2, color='green');\n", "axis_handles[0, 1].set_xlabel('Time')\n", "\n", "m = Multitaper(signals,\n", " sampling_frequency=sampling_frequency,\n", " time_halfbandwidth_product=time_halfbandwidth_product,\n", " start_time=time[0])\n", "c = Connectivity(fourier_coefficients=m.fft(),\n", " frequencies=m.frequencies,\n", " time=m.time)\n", "\n", "axis_handles[1, 0].plot(c.frequencies, c.power()[..., 0].squeeze())\n", "axis_handles[1, 0].plot(c.frequencies, c.power()[..., 1].squeeze())\n", "axis_handles[2, 0].plot(c.frequencies, c.coherence_magnitude()[..., 0, 1].squeeze())\n", "axis_handles[3, 0].plot(c.frequencies, c.coherence_phase()[..., 0, 1].squeeze(), linestyle='None', marker='8')\n", "\n", "delay, slope, r_value = c.group_delay(frequencies_of_interest=[2, 10], frequency_resolution=m.frequency_resolution)\n", "axis_handles[4, 0].bar([1, 2], [delay[..., 0, 1].squeeze(), delay[..., 1, 0].squeeze()], color=['b', 'g']);\n", "axis_handles[4, 0].set_xlim((0.5, 2.5))\n", "axis_handles[4, 0].axhline(0, color='black');\n", "axis_handles[4, 0].set_xticks([1])\n", "axis_handles[4, 0].set_xticklabels(['x1 → x2'])\n", "\n", "\n", "m = Multitaper(data,\n", " sampling_frequency=sampling_frequency,\n", " time_halfbandwidth_product=time_halfbandwidth_product,\n", " start_time=time[0])\n", "c = Connectivity(fourier_coefficients=m.fft(),\n", " frequencies=m.frequencies,\n", " time=m.time)\n", "\n", "axis_handles[1, 1].plot(c.frequencies, c.power()[..., 0].squeeze())\n", "axis_handles[1, 1].plot(c.frequencies, c.power()[..., 1].squeeze())\n", "axis_handles[2, 1].plot(c.frequencies, c.coherence_magnitude()[..., 0, 1].squeeze())\n", "axis_handles[3, 1].plot(c.frequencies, c.coherence_phase()[..., 0, 1].squeeze(), linestyle='None', marker='8')\n", "\n", "delay, slope, r_value = c.group_delay(frequencies_of_interest=[2, 10], frequency_resolution=m.frequency_resolution)\n", "axis_handles[4, 1].bar([1, 2], [delay[..., 0, 1].squeeze(), delay[..., 1, 0].squeeze()], color=['b', 'g']);\n", "axis_handles[4, 1].set_xlim((0.5, 2.5))\n", "axis_handles[4, 1].axhline(0, color='black');\n", "axis_handles[4, 1].set_xticks([1])\n", "axis_handles[4, 1].set_xticklabels(['x1 → x2']);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Signal \\#2 leads Signal \\#1" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "pycharm": { "is_executing": true } }, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sampling_frequency = 1000\n", "time_extent = (0, 1)\n", "n_trials = 500\n", "time_halfbandwidth_product = 1\n", "\n", "n_time_samples = ((time_extent[1] - time_extent[0]) * sampling_frequency) + 1\n", "time = np.linspace(time_extent[0], time_extent[1], num=n_time_samples)\n", "\n", "signal1 = (scipy.stats.norm.pdf(time, .43, .025) - scipy.stats.norm.pdf(time, .48, .025)) / 10\n", "signal1 = signal1[:, np.newaxis] * np.ones((len(time), n_trials))\n", "signal2 = (scipy.stats.norm.pdf(time, .40, .025) - scipy.stats.norm.pdf(time, .45, .025)) / 10\n", "signal2 = signal2[:, np.newaxis] * np.ones((len(time), n_trials))\n", "\n", "noise1 = np.random.normal(0, .2, size=(len(time), n_trials))\n", "noise2 = np.random.normal(0, .1, size=(len(time), n_trials))\n", "data1 = signal1 + noise1\n", "data2 = signal2 + noise2\n", "\n", "signals = np.stack((signal1, signal2), axis=-1)\n", "data = np.stack((data1, data2), axis=-1)\n", "\n", "fig, axis_handles = plt.subplots(5, 2, figsize=(12, 9))\n", "axis_handles[0, 0].plot(time, signal1, color='blue');\n", "axis_handles[0, 0].plot(time, signal2, color='green');\n", "axis_handles[0, 0].set_xlabel('Time')\n", "\n", "axis_handles[0, 1].plot(time, data1, color='blue');\n", "axis_handles[0, 1].plot(time, data2, color='green');\n", "axis_handles[0, 1].set_xlabel('Time')\n", "\n", "m = Multitaper(signals,\n", " sampling_frequency=sampling_frequency,\n", " time_halfbandwidth_product=time_halfbandwidth_product,\n", " start_time=time[0])\n", "c = Connectivity(fourier_coefficients=m.fft(),\n", " frequencies=m.frequencies,\n", " time=m.time)\n", "\n", "axis_handles[1, 0].plot(c.frequencies, c.power()[..., 0].squeeze())\n", "axis_handles[1, 0].plot(c.frequencies, c.power()[..., 1].squeeze())\n", "axis_handles[2, 0].plot(c.frequencies, c.coherence_magnitude()[..., 0, 1].squeeze())\n", "axis_handles[3, 0].plot(c.frequencies, c.coherence_phase()[..., 0, 1].squeeze(), linestyle='None', marker='8')\n", "\n", "delay, slope, r_value = c.group_delay(frequencies_of_interest=[2, 10], frequency_resolution=m.frequency_resolution)\n", "axis_handles[4, 0].bar([1, 2], [delay[..., 0, 1].squeeze(), delay[..., 1, 0].squeeze()], color=['b', 'g']);\n", "axis_handles[4, 0].set_xlim((0.5, 2.5))\n", "axis_handles[4, 0].axhline(0, color='black');\n", "axis_handles[4, 0].set_xticks([1])\n", "axis_handles[4, 0].set_xticklabels(['x1 → x2']);\n", "\n", "\n", "m = Multitaper(data,\n", " sampling_frequency=sampling_frequency,\n", " time_halfbandwidth_product=time_halfbandwidth_product,\n", " start_time=time[0])\n", "c = Connectivity(fourier_coefficients=m.fft(),\n", " frequencies=m.frequencies,\n", " time=m.time)\n", "\n", "axis_handles[1, 1].plot(c.frequencies, c.power()[..., 0].squeeze())\n", "axis_handles[1, 1].plot(c.frequencies, c.power()[..., 1].squeeze())\n", "axis_handles[2, 1].plot(c.frequencies, c.coherence_magnitude()[..., 0, 1].squeeze())\n", "axis_handles[3, 1].plot(c.frequencies, c.coherence_phase()[..., 0, 1].squeeze(), linestyle='None', marker='8')\n", "\n", "delay, slope, r_value = c.group_delay(frequencies_of_interest=[2, 10], frequency_resolution=m.frequency_resolution)\n", "axis_handles[4, 1].bar([1, 2], [delay[..., 0, 1].squeeze(), delay[..., 1, 0].squeeze()], color=['b', 'g']);\n", "axis_handles[4, 1].set_xlim((0.5, 2.5))\n", "axis_handles[4, 1].axhline(0, color='black');\n", "axis_handles[4, 1].set_xticks([1])\n", "axis_handles[4, 1].set_xticklabels(['x1 → x2']);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Signal \\#2 leads Signal \\#1 over time" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "pycharm": { "is_executing": true } }, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sampling_frequency = 1000\n", "time_extent = (0, 2)\n", "n_trials = 500\n", "time_halfbandwidth_product = 1\n", "\n", "n_time_samples = ((time_extent[1] - time_extent[0]) * sampling_frequency) + 1\n", "time = np.linspace(time_extent[0], time_extent[1], num=n_time_samples)\n", "\n", "signal1 = (scipy.stats.norm.pdf(time, .43, .025) - scipy.stats.norm.pdf(time, .48, .025)) / 10\n", "signal1 = signal1[:, np.newaxis] * np.ones((len(time), n_trials))\n", "signal2 = (scipy.stats.norm.pdf(time, .40, .025) - scipy.stats.norm.pdf(time, .45, .025)) / 10\n", "signal2 = signal2[:, np.newaxis] * np.ones((len(time), n_trials))\n", "\n", "noise1 = np.random.normal(0, .2, size=(len(time), n_trials))\n", "noise2 = np.random.normal(0, .1, size=(len(time), n_trials))\n", "data1 = signal1 + noise1\n", "data2 = signal2 + noise2\n", "\n", "signals = np.stack((signal1, signal2), axis=-1)\n", "data = np.stack((data1, data2), axis=-1)\n", "\n", "fig, axis_handles = plt.subplots(2, 2, figsize=(12, 9))\n", "axis_handles[0, 0].plot(time, signal1, color='blue');\n", "axis_handles[0, 0].plot(time, signal2, color='green');\n", "axis_handles[0, 0].set_xlabel('Time')\n", "axis_handles[0, 0].set_xlim(time_extent);\n", "\n", "axis_handles[0, 1].plot(time, data1, color='blue');\n", "axis_handles[0, 1].plot(time, data2, color='green');\n", "axis_handles[0, 1].set_xlabel('Time')\n", "axis_handles[0, 1].set_xlim(time_extent);\n", "\n", "m = Multitaper(signals,\n", " sampling_frequency=sampling_frequency,\n", " time_halfbandwidth_product=time_halfbandwidth_product,\n", " time_window_duration=0.500,\n", " time_window_step=0.100,\n", " start_time=time[0])\n", "c = Connectivity(fourier_coefficients=m.fft(),\n", " frequencies=m.frequencies,\n", " time=m.time)\n", "\n", "delay, slope, r_value = c.group_delay(frequencies_of_interest=[0, 15], frequency_resolution=m.frequency_resolution)\n", "axis_handles[1, 0].plot(c.time + m.time_window_duration/2, delay[..., 0, 1]);\n", "axis_handles[1, 0].set_xlim(time_extent)\n", "\n", "m = Multitaper(data,\n", " sampling_frequency=sampling_frequency,\n", " time_halfbandwidth_product=time_halfbandwidth_product,\n", " time_window_duration=0.500,\n", " time_window_step=0.100,\n", " start_time=time[0])\n", "c = Connectivity(fourier_coefficients=m.fft(),\n", " frequencies=m.frequencies,\n", " time=m.time)\n", "\n", "delay, slope, r_value = c.group_delay(frequencies_of_interest=[0, 15], frequency_resolution=m.frequency_resolution)\n", "axis_handles[1, 1].plot(c.time + m.time_window_duration/2, delay[..., 0, 1]);\n", "axis_handles[1, 1].set_xlim(time_extent);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Phase Slope Index\n", "\n", "#### Signal \\#1 leads Signal \\#2" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "pycharm": { "is_executing": true } }, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sampling_frequency = 1000\n", "time_extent = (0, 1)\n", "n_trials = 500\n", "time_halfbandwidth_product = 1\n", "\n", "n_time_samples = ((time_extent[1] - time_extent[0]) * sampling_frequency) + 1\n", "time = np.linspace(time_extent[0], time_extent[1], num=n_time_samples)\n", "\n", "signal1 = (scipy.stats.norm.pdf(time, .40, .025) - scipy.stats.norm.pdf(time, .45, .025)) / 10\n", "signal1 = signal1[:, np.newaxis] * np.ones((len(time), n_trials))\n", "signal2 = (scipy.stats.norm.pdf(time, .43, .025) - scipy.stats.norm.pdf(time, .48, .025)) / 10\n", "signal2 = signal2[:, np.newaxis] * np.ones((len(time), n_trials))\n", "\n", "noise1 = np.random.normal(0, .2, size=(len(time), n_trials))\n", "noise2 = np.random.normal(0, .1, size=(len(time), n_trials))\n", "data1 = signal1 + noise1\n", "data2 = signal2 + noise2\n", "\n", "signals = np.stack((signal1, signal2), axis=-1)\n", "data = np.stack((data1, data2), axis=-1)\n", "\n", "fig, axis_handles = plt.subplots(5, 2, figsize=(12, 9))\n", "axis_handles[0, 0].plot(time, signal1, color='blue');\n", "axis_handles[0, 0].plot(time, signal2, color='green');\n", "axis_handles[0, 0].set_xlabel('Time')\n", "\n", "axis_handles[0, 1].plot(time, data1, color='blue');\n", "axis_handles[0, 1].plot(time, data2, color='green');\n", "axis_handles[0, 1].set_xlabel('Time')\n", "\n", "m = Multitaper(signals,\n", " sampling_frequency=sampling_frequency,\n", " time_halfbandwidth_product=time_halfbandwidth_product,\n", " start_time=time[0])\n", "c = Connectivity(fourier_coefficients=m.fft(),\n", " frequencies=m.frequencies,\n", " time=m.time)\n", "\n", "axis_handles[1, 0].plot(c.frequencies, c.power()[..., 0].squeeze())\n", "axis_handles[1, 0].plot(c.frequencies, c.power()[..., 1].squeeze())\n", "axis_handles[2, 0].plot(c.frequencies, c.coherence_magnitude()[..., 0, 1].squeeze())\n", "axis_handles[3, 0].plot(c.frequencies, c.coherence_phase()[..., 0, 1].squeeze(), linestyle='None', marker='8')\n", "\n", "psi = c.phase_slope_index(frequencies_of_interest=[2, 10], frequency_resolution=m.frequency_resolution)\n", "axis_handles[4, 0].bar([1, 2], [psi[..., 0, 1].squeeze(), psi[..., 1, 0].squeeze()], color=['b', 'g']);\n", "axis_handles[4, 0].set_xlim((0.5, 2.5))\n", "axis_handles[4, 0].axhline(0, color='black');\n", "\n", "m = Multitaper(data,\n", " sampling_frequency=sampling_frequency,\n", " time_halfbandwidth_product=time_halfbandwidth_product,\n", " start_time=time[0])\n", "c = Connectivity(fourier_coefficients=m.fft(),\n", " frequencies=m.frequencies,\n", " time=m.time)\n", "\n", "axis_handles[1, 1].plot(c.frequencies, c.power()[..., 0].squeeze())\n", "axis_handles[1, 1].plot(c.frequencies, c.power()[..., 1].squeeze())\n", "axis_handles[2, 1].plot(c.frequencies, c.coherence_magnitude()[..., 0, 1].squeeze())\n", "axis_handles[3, 1].plot(c.frequencies, c.coherence_phase()[..., 0, 1].squeeze(), linestyle='None', marker='8')\n", "\n", "psi = c.phase_slope_index(frequencies_of_interest=[2, 10], frequency_resolution=m.frequency_resolution)\n", "axis_handles[4, 1].bar([1, 2], [psi[..., 0, 1].squeeze(), psi[..., 1, 0].squeeze()], color=['b', 'g']);\n", "axis_handles[4, 1].set_xlim((0.5, 2.5));\n", "axis_handles[4, 1].axhline(0, color='black');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Signal \\#2 leads Signal \\#1" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "pycharm": { "is_executing": true } }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAtQAAAIICAYAAABO0XmkAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8QVMy6AAAACXBIWXMAAAsTAAALEwEAmpwYAAC360lEQVR4nOydeZwdVZX4v/dtvWRPOoSsJDRh3wkJBEHc2IKijjqKI6tBx2V0GFQk/hycAcWNUcdtQAg4grigIzOAgAuKBhISBQyQkHQIkASSdPall7fc3x/1qru6upZb9faX8/183qf71avl3qpb55577jnnKq01giAIgiAIgiDEI1HrAgiCIAiCIAhCIyMKtSAIgiAIgiCUgCjUgiAIgiAIglAColALgiAIgiAIQgmIQi0IgiAIgiAIJSAKtSAIgiAIgiCUQKrWBfCio6NDz5w5s9bFEARBiMyKFSu6tdYTa12OaiIyWxCERqVcMrsuFeqZM2eyfPnyWhdDEAQhMkqpl2pdhmojMlsQhEalXDJbXD6EmqC+oAY+vvso6yMIQvVQSk1XSv1eKfW8UupZpdQnal0mof7J5+Hxx2tdCkGoHaJQC1XHrUR7KdVORVqUakGoKjngX7TWRwGnAR9VSh1d4zIJdcw118BRR8H8+XDPPbUujSDUBlGohbrAqVR7KdCiVAtCddBav6q1/kvx/z3A88DU2pZKqGe+/nVYs8b6/33vs+T1Bz4APT21LZcgVBNRqIWq4lSc9b/q4b+L4iwIdYNSaiZwErDU47erlFLLlVLLt27dWvWyCfXBjh3e23/0I7jjjqoWRRBqiijUQt2itfWxEWVbEKqHUmokcC/wSa31bvfvWutbtNZztNZzJk48oJKaCEW2bIHp0/1//+53YeXK6pVHEGqJKNRC1fCyTjut1EEBioIgVA+lVBpLmb5La/2LWpdHqE8uuQT27fP/feVKOO646pVHEGqJKNRC/VAY/FcP9wYRBKEKKKUUcBvwvNb65lqXR6gPCrrAuh3rhmzbtKlGhRGEOqQu81ALByg+BmqtB909lBJlWxAqzBnAB4C/KaWeKm67Tmv9QO2KJNSSP6z/A2/98VvZ07+Hcw49h2mjp/GNc77Ns8+21bpoglA3iEItVIWgYET9r1rcPQShTtBa/wnf4a1woPHXV//K2XeePfD94XUPA/D03/IUCnfUpEyCUI9U3OVDKXW7UmqLUkpCEwR/Clhd+KeVWKAFQRDqhPf87D2e21fk7gTMhPXatWUskCDUKdXwob4DOK8K1xEaGdt/uqWmpRAEQRAcrN3how0r4EizeNXZs8tXHkGoVyquUGut/whsr/R1hPolLPc0ALuwjB0BftSCIAhC9djfvz94h3e9y/hcIsOFZkeyfAj1wX8Wpa1Bi5R81IIgCJVn5JdGBu+QAlrNFvXJ5UovjyDUM3WjUMuqWwcuoiALgiDUF/e/cD/axEf6Xw42Ol9vb4kFEoQ6p24Uall1q/nxdfcY2MH6Ixk/BEEQasuFP77QbMd0IXwf4KMfLaEwgtAA1I1CLTQnkZRjaY2CIAiNRyrE1xr47/+uQjkEoYZUI23ej4HHgSOUUhuUUldW+ppC4xDF3UOCWgRBECrP/zz/P9EOeJ+ZNbu7O3pZBKFRqEaWj/dprSdrrdNa62la69sqfU1BEARBEOLxjp++I9oBh/zeaDdx+xCaGZlkF6pCqP+04T42EsgoCIJQfrL5bPSDDNdc3rMn+qkFoVEQhVqoGFH8p8WdQxAEofZM+cqUeAcm+0J3Wbo03qkFoREQhVqoGUFWZsn0IQiCUF36c/109wc4Ov/0bv/fzv7X0PNvlyXehCZGFGqh4kRx5RAEQThQuPba+nJf++cH/zl4h+feZ/196u+H/zbvK+UvkCA0EKJQCxWhUhZmcQ0RhOZn+XIomKU3bmi+/OVal2CQZ7c8y3f/8l3vH186Bf5jvfX/9Rr+5x6GrfmSMRPOjSbDt25tzEVpXnzRGqw99JDZ/lrXj0tOTw+cfz6sWlXrkkRDFGqhJjitMo0mYAVBKC8PPgi7dln/P/oonHoqfOMbpZ1zzx5LMfdj6VL4059Ku0a5MB08PPJI5ZbwPu0Hp/v/eN+PYNchQ7ft8lghMdEfep2HH45YsBpz0EFw3nm1LkV0Hn/c+nvHHWb7/+AHcNppcN99FSuSMY89Br/+NfzTP5kf88tfWoOIWiIKtVBXSKYPQTiw2LIFLrgA3vMe6/vzz1t/n3nGesevv35w3337rO1bt8LatbB+/dBzZbODA/S/+ztLMe/pGXqt3/zG+v+00+DMM6MN6Nevh//4D+/ftm2D3bsHvz/2GKTT8JGPeO/vtAb++c+WQhPEww/DOefA618fLPsuvhg+9KHgc3mxN+uTgmP9PNh25PDt3143fNuUZaHXqbXC9uc/R58Z+MMfKlMWN7kc5PP+v2/aZLV9J8uWDb4zThJF7c50sLZypfV3ncdjNUFr6z7FMZD97nfWe/3731v1t9u3fS+6uuDnP7fe30cf9R5UvvOdcMIJ8cpeLkShFsqO091D/KcFQfDi2WetTn/NGuv73/5mWZlsBXR/cfG9L3xh8Jg3v9nqNA86CGbPhlmzBn/btg0yGfhK0ZX3iSesv/0Oo+mb3gRvectQJeNLX4LnnvMuY6EATz01+H3BArj6arjnnsFz7NsHTz8NHR0webK1TWs46yyr4//e96y/Tz459NynnTb4/1lnwcKFQ3/ftAl+8Qv41rcsZcJWdJYssf5u3Qof/ODggOGhh6z9f/xjuOUW+M//HFRICgXrfF7WyhtuzJP83DjvGwBwxxPe23Ntw7edEL4c4nd9vEoqzb/9m9U2Xvc6y3f9xhutbd/61uA+O3ZYz8lLqb355qGKnNZwySWWgveGN8DHPma1tauvhhkzrOfrzrvd1+evcPb1WQOwiRPhk58c3P6Nb8App8DHPw5Tp1pt38m8eXD00cPPZyvUWlsL6tzmWgHkrrvgV7+y2sa2bYMzRImENWP0d3/nXc5nnoENGyyl98riMn27d8N//RecffbgwDCft87rp9Dv3g0bN1rvzpveZL3Xb3yj9T66BwPHHQfvfjdMmWLd649/HF56aXBwsWOH9bfmaRm11nX3OeWUU7TQuHA9Ax/P3xn8VOJ4QaglwHJdB3K0mp+oMnvvXq3f+lbrHX7b2wbf54suGvp+259vflPrQsH7ty9+UevNm7X+2Mes7zNmaH3qqYO/f/7zWs+erfXBBw9uW7du8P+xYwevvWiR1lu3WmW85Rat3/Me67f779f6wQeHXnfiRK3zea0XLBi6/dxztf7AB4ZumzTJ+nvwwVr39Wl94YXedVmyxPr85S/DfzvqqKHfzzprsH7PPut9vr//e63vvFPr008f3PbCC1qfd57Wl1yidTarNUfdM0TmDvlch+d5Bz6fc+3/ryH7Fz+FQqTmYsz27Vp/4Qtab9lifV+3zmoPL70UXJ5du7Tev1/rTMb6/ta3Ws922bKh+916q3Xe557T+pFHrG1KDf4+f/7wc69bZx3z8MPW98su0/qmm7Tes0fr226z2tm0acOPs/Eq7759Wr/xjUO33XCD1vfeq/WHPmTdh5/9zNr+d3+n9RlnDO73m98MbZ/2e2N/Tjxx8P89e7ReuFDr668fvIa7LNu3az1u3OD3T396aLnnzdP6vvu07umxnsuPfmS9azNnetftkEO0fuihwTZu18P5sd/lVMpqx173LQrlktkln6ASH1GoGxtRqIUDGVGow3ErKvYnmfTeDlrPnev/27HHWooTaJ1I+O9nf97xDv/fRozQ+gc/GL7dqTg5P6lU+PWcn9mzo+1v8jnooHjHtRx7v78yfT2ayUuDz3HFycOPMbjud74TqbkY8dvfDp7/7W+3tl166eD3sPv3ve8N3ZZOD9/v8MO1Hj06+n3esmX4tg99KPiY//u/oQM/56ejI/jYI4/Uur19sK0HvVctLf6/TZkSXrfJk4d+7+wcqsDbnze/2fx+2YPU6dO9fx81yv/YOJRLZivrXPXFnDlz9PKgaBKhbjFx9wgLSAw7hwQ0CvWMUmqF1npOrctRTaLK7I0bYdq0ChZIMONzCUj5CFENfCFEwI58Ba6ZMWRTdpEmnQ4+7MMftlxhysm//zt8/vOD3087bdDtx4RkMth/uVEZMcJySzpQ2LDBco2JQrlktvhQC1WlHMqwKNGC0Ng0o+LSUIx8DU79tr8yDfA/Bhrv3um40+e9sudFxo4NPuxnPws/dRTyeXj55aHboijT9jmakQNJmQbvAM1qIQq1UDYkGFEQBBNCsyaM2sgwTa0eSPXApKejHdOyC1p3VKY8fqR6ILMH0vuHlzezB66ZDAs+HnyOpz9sdi3XY3r3T9/Ns8/CZz/rf8i2bWanNuWyy8KzpAxhzEsw71vh+9WC0a/A9QoOe7D0c418FQ5aWfp56pm2oY3JDnKuBaJQC1XD1DotqfMEobnp9lrd+h/Og+N/CCcuhn+ZBif8cOjvHzwN5n2z+EXDmz4LHWVc+WFRG7z/Aut/VYBk3/B93nEp/OOJ0LrT/Lyf7oBrxw9+n7oMxq/13jfV47FRw1uvshStIKYshb9/h7X/R4+G60bDRZdb5W0ppnAgD9dMCC9zhLFMe/+hQ76veG0FU6bAv/yL5Ubhe4kyjJeWLrXSGP7oRxEPfN/b4PxPWIr12f/qc9+LjF0/+P+xP4YzvjR8n797H7zl0zDtCTj2bsf9LpLZC29daNZuphZTD576HRj9MozYDJP/MnSfI34Fk1eEn+ufZ8BHjgM0zPwdZHZb5x+1yfp90jNWW1cFUAYm+steD8c5lp9P9hOpsUx7HD4+G/5VwelfNz+ufSvM+CO88x9gjGMqYtLT8JkOOOHOgU1//av5actNqnaXFpqJSq2MKAhC83HHj3rh0vNh70Gw5RhY9Xdw2EPWx+bw/4OnL4WD/mYpumM2wLSl8NqJsGMWnHmT9clmLIXg4a/AzD/AU1fC+jfAP5wDMx6HOx6Cud+FR/8d8i3Quh2OuhfWXGApnCsWwpLPQroXZhetghddASfeCb/6L9h6HGw7Ao75Kcz6rfX7oQ/BIY/CvO/DsxfC9BXwy8WQ6YVXT4b9E+CsG2D12yBZzLU262F44+dgejF/3gvnW4ulrD0PUvtgxhKY9x3Ydgj85H9hy3Fw9ufhdTdCqgDH3gW3LrXK9edPwYdOgrGb4A+fgSlPwazfQ6of3nQNjFtvXWPmo9bfz46FAqCKnzB+dnf4PlhpzG657FtceM+Fw36bMMFKy3bh8J8Aa+GR+fONLjOA1ppfPP8LLjz8QlpSLZz24cWwexok3gDT/gTz/hPWngOb5loDsvnfgK7XQ+cfYNOJcO/dVhsaVVTKLvgoHHE/HLwCth4Fhz1iPbPts6B9O2yfDRdfBM+9DTafCG/4N+u43VPh+fdYyvjJP7D2BTjjq9bf/ePhqUuhvRvQliJ79H0wbh08fQmseju87gbYdAr0jYNTboUn/xH6RsPh/2Od44j74fBDBp/X3g746wetd+J9b7e2/fheKKRhzEY4eDkc/2N4/BOgU/DaMYNt74MnwrRnBm9kz1jYfBzMfAz+sAiO/BVMWgm//TdY/hGY8SfIjoB1b4aZv4fNJ0C2FWb+0fq84Tq4bSl86mCrXOvfAA9/3VLUE1l49SSYtsx6115YACO2Qv8YOO8TMKE4mDz3GmvQ8MQnYdk/wUm3wJk3wi/ugq3HwoULYXsnPPEpuHL+4HEtu+CeX1kDm8N+bW3rfBi2HAudD7Hs6Y8Bo6M1rDIhQYlCWSh3IKF9vriBjYJQKyQoMRw1bi18crbZzprhSuC+NhjR47/ftmkwYYNxeUKvl1eQ1JBPDSopQeSSkCrRKderHCa/lYpJMGKRH/4Qzn3nFiZ9bdKQ7Sv/cSXHHHQMzz0Hxxzjfey991qLcUThdy/+jjf98E0AzJl4Jsu3PhbtBOWkQPw5/iwQErhZkeua4GxbOWX52Ztc03mc1/5BA7p+NXTp+rC2j//vLbc/Te9Lx4cUdigSlCjUDWHW6VLcMsTyLQhNyGk3me/rJQLcyrR7v7jKtN/1ksVe3ESZhtKVab9ymPxWKj/4o9FuyaS1+MfoluHWwP94/D9Cj7/rrmjFWrV1FW/54VsGvtdUmYbStKe4ynSp1zXB2bbsoFWTazqP89o/gX+7zbgGcGFtP+D3vs7wxYUqhSjUQkm4Fd4w/2exJguCwIm3he8j1IaNZxrtdv310N4OLcmWYb/999OWUhMk73/xC/MifffJ73LUd4+igOE62sKBy4nfrtmlq6JQK6XOU0qtVkqtVUpdW41rCpUnTJlWqnJBg6KYC0LlqLjMlomn+mTDqca7Xnqp9VcpxZfeODRQr19b6713dkbPCexm0W8W8dEHPhq+oyAAtPTW7NIVD0pUSiWB7wBvATYATyql7tNaP1fpawuVwcsNw0uZHraPKMGCUPdURWaLQl2f3Pa48a7Tpw/+P3PcTM99WluthTb8DCtaBxtdHnvpMb745y8al0kQaul3UY0sH3OBtVrrdQBKqXuAi4CyCWeVUHC2Y8NIx/9tjv8zrgOdfkxJn/9h6APy+x+GdhJh/kRe+wWdI+y4Uo4J2y+BdU+cvksKKzigAPy7Rl0ffMqoyrT+V12X/tOhZQrLrys0FPp3B+QosOIyW6hDNh8GOiDPnYMFC4Z+f8uhbxm2j9YaFTJF+c//DN/4hv/vC+9baFQeQagHqqFQTwWcCTQ3APPKeoX/h3iDVwtbvygAq4Cf1t5nWqnSrlNWxf315TuVUGMOSF0aMJTZSqmrgKsAZsyY4f45mPobKwu/+LnxrvNcrWFC+/Dc1n9Y/wfOnnV24Hm++U1vhbqgC3z64U+zevtq4zIJQq2phkLtJTqHdVUlCecmXTK0rtBY9/lXwLO1V6LLgZEi7VWXBqmfIMTESGZrrW8BbgErbV6lCyVUiDzwuy9ZuYYNmeORYCxBYkjQ4Gce+gxLP7w0VpGu/vXVfHPZN8N3FIQ6ohoK9QbA4W3FNGCTe6dShLO+QWR51bix+pdUX1BlX8rcT5m2rxPk8ycITY6RzC4JeY/qhwe+DSuiBf2df/7wbbe89RY++L8fHPi+bPOygf9vuw2uvNL8/KJMC41INRwlngRmK6VmKaUywHuB+6pwXUHwxC+oMkiZ1lqUaeGAofIyW96l+kATSZn+p3+Cb/tkJbvyZH+N+Yor/M/5P/8z9PvLO1/23E8QjOiv3aUrbqHWWueUUh8DHsIKbbtda/1spa8rND9hEeJeRM2bbV9HEA4UqiKzNxwLnSvLekohAnsnwIht8Ms7Ix32zYiG41d2vcL0MdMD93nHO4bK2NNuPS3aRQTByY6ja3bpqoTyaa0f0FofrrXu1FrXwGlAEIYTtkQ6iDItHJhUXGY/I3mFa8Lu8fD8hfCd563lxZ+5pKKXO+WWUwb+/8d/NDvm1f2vVqg0wgHBkv9Xs0tLbgzhgCHqEumiTAtCZcisuQxWvsP6snPy4A/uhfAe+Ib1t8+xGt8Gj+C5oMD0ndPhxTOGX2PjsUP36zoT9o6z/g9793tGw/rTvX9b+zrrePtj02+w3rRz/13jIF/sov96sff+2QTsGQ/9jvyweaC7c/D7g1+HB2+GL+6Bm7fBT/4XeiaGl8XB6NHwpjeF7zdKjRryfev+rQP///u/+x+3Y4f195wfnhOpXL7PKZcK/t3NzoOHn9P5vHY4rOw513PMOVINbj8EssW26m6TuTRkHbl7H/2M9ff588PL2uc4zm6/+0d57jrAvjGwbzT84RrYPsM6zl2mlx3RpRtPGvrbnrFDv/e2ebfhXPGvBvozsOnI4HJ58dpRg///7d1mx9j3K1vsuPeNhx8+Qsu690a/fpmoRlCiIMQiSi7qqKnzZIl0QagdR81u5emf3wuProLuo+DK02H6E/ClvTBqAxz9M3j1VOg6F559H2TbIJ+B6Y/D+rNh6lLYNQPmfgsOexjueBRGvwzTl8I5V0PbLvjuXyE7AvZMh1wrnPMvsOUYeMrh0Jvsh6unwL5J8N9/BDQks9bf9q0wcguc8j148U2w5ny4biz8+Rp45KvW8bMfgPe+vXhMkR89NrSy49fC8f8Nf/g8dDwLnY/AS6+HI/4Xzv63wf0e/go8/04Yux4O+7V1jZbdMPZFKwPHtuMgvR+WXA3H/BSeezf0FgcAyV7rnrzsyNv50aNh0ymw9OrSn9dR8JvfhO93/yX3c9adZ3n+NmF4Zr0Bxo+HvX37eOTFR8wKtG0W7OiEJZ+CS86FW5bCprmgCqCLCyZk9kL/SPj4YTChyzrurvvgxTdb9++0b8Cyf4T1b7LOdeJiuPBD8I11ljvM+LXw9++C338e/vAFSOTgDf/PuuYpt0AuA6+ebLWxN34OXjsRHr0eEnkYtw62HgUn/xdc+HEoKLh5I+yfAG/4HPR2wONXw6r3WscBpHpg3rfghDvh9zdA95Hw0WNg9Vvhpz+H4++EF95m1Wn647DuzXDKf8FrJ8HGU2HUqzDvG7Dq7VYb++P/A10ckP3+K9bf9F4YtQlGbrXaRq4N0vuse7V/InQ+DK+eAOPXwSvFQegJt8OOw+Dl4nM99sfwroth+UJ49F9h71Ro2WW9Y/niYOJzLZAqOjOvfDdMfBZ+90XYNhs+dgxsOh7adsPI12DXdPj+czDmJev57ZwF4+dY79SE1ZDus86z/VC460FrUHL61+EvH4L+UdA7FpJ90DcW8hkmzzRrQpVA6TrUHObMmaOXL19e62IIdYCtUPspwE6rclBTdirm4uohVBKl1AqttUdiseYlqsz+yEfge99zbEjkrE69d2zphUn2WwpNdwxLWRhOhc1mzEuWAtx9JPSNthQcUzpWQWaPpdDvipgutop861vw8Y+b7RsUpxIU83Lov1zKulE/NLvI9REE9Pi1cOLtsPSfYN/B4fsPQVNy0vRRGy3Fr2909GNbd1gKe969Kl2Nyeyx6uTHqI1w6G9h5Xshn2bIPZz+Z3j1FEsBV3nrN+3jLDFhNRx7D7zherj3R/C394cW7Y1vhN/+NkplyiezxUItNASVSJ3nhyjTglBZpkxxbSikyqNMg6V8VEKZBu+Of9chsOJD8c5XqXKWiWTSyjn9sY/FP8fSDUuZN81aCWbaNGspci/WjTBQplddCD//SbQCbD/Mso7GogwrEO2ZGv9Yewai3ghSpsGq89M+/vmvONyvwlbm3HYE/OFfrY8hH/xg+D6VQnyohaYnzDotCEJ1ca+0J9Qnl14KTzwRPZuSkzff+eaB/xf6rSSe6gnXRr79HPzkfyDXHr8wQtNzxBG1u7Yo1MIBj6nbiCAI5aGlJXwfgK9+Fb7zHWhrC99XKC9dXfD975d+nr25vQP/jx/vs9PCADcZDfSNhG2Hh1s064i3vrXWJageI0YM/p+oslaZdsVJBvnqVxpRqIWGRhRgQWg8vCzU7o7xJz+Ba66x/K1fegn+93/hhhvCz/16R1zeI64Yt2TSWrXvkUeGr9z3nvfApz8N7e3WtXt6Bn+705Wuuatr6Pd/+Zfh5XjxRavsNgcdNPj/f/yHd9lP90kcAsGKQsblYptOw803Q2ur9/5+2196afD/Qw8d/kxMWHTGomHbsnkraNNztcRkH0xa7X/Cn90DX9pTkjLtVvLs+/WnPw1u++pXrZzYQYwfD+ecAxdfPHgPv/tdePDB4fsuGn4bAGtxnD//2WpDX/uatS2dHjpo7OgY/H/atOAyTZ9uKbTvf//QNnLHHXDrrd7HnHHG8G2vvBJ8HYBTThmqPF96Kbz3vfCWt1jfFy+GD7m8n97wBnjb2wa/X3+99dddr9mzB/8/2OHq/t3vBpfpC18Y/P/kk4e+Z1VHa113n1NOOUULgtZacz0DH999iusYVuJ4QYgKsFzXgRyt5ieOzP7gBwffPdB6+nStc7ngY3p7hx4zZYp1jP29u1vrfF7rJUu0/s53rGPs3xIJrX//+6Hne/bZEPnh+M153bDvzvN99rPW97e/XeuLLtL67rut7Vu2aL1okdbr12v9gx9Y+yxdqvXrXz/8XPb5vvlNrf/hH4b/dtBBQ7/fcou1/9Sp/ufavl3r979f6wsusLa9611a9/WVRx465S7Xoxc9smjYPR34XJcctv/A56OzPctv8jn5ZOvvlVdq3dWl9XXXDf72pjdZf7duHaz/+vVW+U4/XeuTTrK2ff3rWs+apXVPj9avvWbdH5sPf3jwXvf3D557xQqt//pXn7q67uv+/VovWKD1c89Zbdbe52c/0/rBB7W+6iqt9+zR+qmntG5tHX6uceOG3/tDD9V67lyts1mtV62y9hs/3nov7ON6erQ+7jit3/lOrR9/XOt/+ietCwWtN2+22uCWLcOv9eKL1vlfe214Xfbu1fr737fO8YUvWL+dcMLgfX3vewePyWa1XrlS6927h57/5z+32uO99w7+lslY5/7Yxwb3+8AHrL8TJ1p/v/99rT//ea3/8z+tOsZqr2WS2SWfoBIfUagFJ6YKsVcnEKZQBx0rCHEQhdqcvXutDvLkk7X+zW/C97eVgrY26++0adb2TZu03rDB+5hly7T+6le9f3vhBes8kyd7/w5az55t/b90qdZPPGEpYfZvoPVZZw39fuqpWt900+A5/vd/re0LF/rXq1DQ+pVXBuv4l79YitnLL1vHvuc9w8v1mc9orZT1/7HHDl7/pZcG93vuOa0/8hGt//hHPaA0P/fc0HP9/OfWb6tWDQ5ODj7Yv6wmeCnHNjNmDJW7vsr09URWok85xfp72GFa79yp9fe+Z91b530DazDx4IPWtv37tf7Tn6LXsbvbUnj377eu4dWPLFum9WOPWQotaH3hhf7ns5/1xRcPLbPzep/+9OB1rr3WUuSD6Oqy9j3pJOv7GWdoPX++Wf1WrrSU/A0bBtumzYYN1jvnRX+/1osXW3WwFdxrrtEDSrMTe/DoVd8NG7TescP6/4EHBuvd36/1v/+79T7B4MC5FEShFg4YyqFQxzlWEOIgCnVl+elPtV671lKeHnqotHPZCnVnp/fvW7ZYSr8X48ZZyvTGjdb3666zrGRu8nnL0rl7d7wy7t/vb7m3rd9XXjkox2xLaxSclr3bbtN63bp4ZbUJUqh/8hOH3D31G/7K9DkfiaRM21b5PXusmQzPclVQ1h96qKXAe7F2rdU2whTgdessC64fN9wwWIdnngkvU6Gg9Ze/PHSQVQt6e7W+/fbhivPu3Vr/7W9m5zjsMK1Hjhz8vnixdR8eeaT08pVLZkseaqHuiZJD2tmcTbJ72MfW4WsgNCiSh7px6O21/DVvvx3e+c5alyY+DzwACxZY/69fD4ccUtPi8K4fv4t7X7h3yLY7L7qTS068hEcftfxqSfXC53yiTXsTcFPQ8pdDMZXfXV2wa5fla9uIPPYYnFVcX+XVV4f6Gjc7heIKkbY/vNawapW16FCplEtmS1CicMBSSiooQRAan9ZW2LmzsZVpgAsugBtvtP6vZZYDm5/8/fBc0Zf+6lLAWsYcgA+e6H+CxU8YX+ss74UZPensbFxlGuDMM2HvXiuA8EBSpsFSpJ3BpUqVR5kuJ6JQC4IgCEKDc911ltVu5MhalwSSCe+MHL9a9Stea38E5t8UnNlj+9HG17IzZRwojBgRnvlDqA2yUqLQ8Gg93Nosi7kIgiDUF2//ydutf84J2Km31Vpu25CJE0sqkiCUDbFQCwckspiLIAhC5ThuwnHxDrx5i/GuH/4wzJwZ7zKCUG5EoRbqnigWZvGLFgRBqD0Xn3hx9IMKQP8oo12/8Q1rFU1BqBdEoRaaGnH3EARBqD6fOeMz0Q/6doBftYtPfKL6y1wLQhDSHIWGwukbXco+NuLuIQiCUH5UnOnC7YeXvyCCUCUqqlArpd6tlHpWKVVQSh1QeVmF+kXcQgRBECpPa7K11kUQhKpRaQv1SuCdwB8rfB3hAEcszYIgCPXF/e+/33znxz5rtNvBB1sLeghCvVHRtHla6+ch5tSPIMThHyRdniAIQj3wxllvNNtx+eXw2xuNdl2zpj5ybQuCG/GhFhoCY+V4VvDPki5PEAShehwyxmAd9N98HTAzvIkyLdQrJSvUSqnfKKVWenwuinieq5RSy5VSy7du3VpqsYQmJjDoMAGIoiwIglAXLP3g0uAd+tugd5zRuQ46qAwFEoQKUbLLh9b6zeUoiNb6FuAWgDlz5ohKJMRA3D0EQRDqiUkjJ5FWabI6673D1zYZn2vy5DIVShAqgLh8CM3D9Vg6tY8uLe4egiAI1efFT77ouf1H7/gR9I81Ps9nYqS2FoRqUem0ee9QSm0ATgfuV0o9VMnrCQIAfbUugCAIgmAzdfTUYdvufde9XHyc2WqKo0ZZRpD3va/cJROE8lFRhVpr/Uut9TStdYvWepLW+txKXk9obozcODTwZS25pgVBEOqIZz78DFeffjVjMmP41Omf4p3HvBOlFG1t4cemKpqPTBDKg7h8CA2JOzBx4Lu4ewhCbJRSX1VKrVJKPaOU+qVSamytyyQ0B8dNOo6vn/N1dn52J1855ysD23ftCj/2v/+7ggUThDIhCrXQXPTXugCC0NA8AhyrtT4eeAEwW21DEGKSTofvs2BB5cshCKUiCrXQ8Dit1fpLg+ZncfsQhGhorR/WWueKX58AptWyPMKBQVD2ji9+sXrlEIRSEIVaaCicftSB+agdiLuHIMTiCuDBWhdCaH6m+QzbHnkEPitzJEKDIAq10NCEKdVipRaEoZgsxqWUWgTkgLsCziOLcQllwQ46vOYaeN3rBre/uSyrXAhCdRCFWmg4/LJ92Nv9rNBinRYEazEurfWxHp9fASilLgUuBN6vtf9bo7W+RWs9R2s9Z+LEidUqvtCEZItrvrz73fDQQ/Cf/wmbN9e2TIIQFVGohabArWSL8iwI0VFKnQd8Bnib1np/rcsjHBjccgu85S1wwgnQ3g4f+5gsMy40HpLdUWhITHJSi1ItCJH5NtACPKIsf6kntNYfrm2RhGbnpJPg4YdrXQpBKA1RqAVBEAQAtNaH1boMgiAIjYi4fAiCIAiCIAhCCaiAmJOaoZTaCrwU8bAOoLsCxakXmrl+UrfGpZnrF7duh2itD6govZgyG6T9NCrNXDdo7vpJ3YZTFpldlwp1HJRSy7XWc2pdjkrRzPWTujUuzVy/Zq5bvdDM91jq1rg0c/2kbpVDXD4EQRAEQRAEoQREoRYEQRAEQRCEEmgmhfqWWhegwjRz/aRujUsz16+Z61YvNPM9lro1Ls1cP6lbhWgaH2pBEARBEARBqAXNZKEWBEEQBEEQhKojCrUgCIIgCIIglEDDKdRKqfOUUquVUmuVUtd6/K6UUt8q/v6MUurkWpQzDgZ1e3+xTs8opZYopU6oRTnjElY/x36nKqXySql3VbN8pWBSN6XU2Uqpp5RSzyql/lDtMsbFoF2OUUr9r1Lq6WLdLq9FOeOglLpdKbVFKbXS5/eGlSf1QjPLbGhuuS0yuzFlNjSv3K5rma21bpgPkAS6gEOBDPA0cLRrnwuABwEFnAYsrXW5y1i3+cC44v/nN0rdTOvn2O93wAPAu2pd7jI+u7HAc8CM4veDal3uMtbtOuDLxf8nAtuBTK3Lbli/s4CTgZU+vzekPKmXTzPL7Aj1a0i5LTK7MWV2hPo1pNyuZ5ndaBbqucBarfU6rXU/cA9wkWufi4AfaosngLFKqcnVLmgMQuumtV6itd5R/PoEMK3KZSwFk2cH8HHgXmBLNQtXIiZ1uxj4hdb6ZQCtdaPUz6RuGhillFLASCzBnKtuMeOhtf4jVnn9aFR5Ui80s8yG5pbbIrMbU2ZDE8vtepbZjaZQTwVecXzfUNwWdZ96JGq5r8QahTUKofVTSk0F3gF8v4rlKgcmz+5wYJxS6lGl1Aql1CVVK11pmNTt28BRwCbgb8AntNaF6hSv4jSqPKkXmllmQ3PLbZHZjSmz4cCW2zWTJ6lqXKSMKI9t7rx/JvvUI8blVkq9AUswv66iJSovJvX7BvAZrXXeGjQ3DCZ1SwGnAG8C2oDHlVJPaK1fqHThSsSkbucCTwFvBDqBR5RSj2mtd1e4bNWgUeVJvdDMMhuaW26LzG5MmQ0HttyumTxpNIV6AzDd8X0a1ugq6j71iFG5lVLHAz8Aztdab6tS2cqBSf3mAPcUBXMHcIFSKqe1/p+qlDA+pu2yW2u9D9inlPojcAJQ78LZpG6XAzdpy4FtrVLqReBIYFl1ilhRGlWe1AvNLLOhueW2yOzGlNlwYMvt2skTQyfw84DVwFrgWo/fFfCt4u/PACcXt08Hfg88DzyLNaVQijN6ClgHzGLQ0f4Y1z4LGOqQvqwazuilfgzrNqN4j+fXuryVqJ9r/ztonAAXk2d3FPDb4r7twErg2FqXvUx1+x5wffH/ScBGoKPWZY9Qx5n4B7g0qjwRmV2d+9y0cltkdmPK7Aj1a1i5Xa8y26TgsaO0gckOQT0Ka2Q3LEo44o28oHieLmBRcduHgQ8X/1fAd4q//w2YU+uHX8a6/QDYgTVN8xSwvNZlLmf9XPs2jHA2rRvwKayo8ZXAJ2td5nLVDZgCPFx831YC/1DrMkeo24+BV4EslmXjykaXJyKzq36/m1Zui8xuTJltUr9Gldv1LLNDlx5XSp2ONYo5t/j9swBa6y859vkv4FGt9Y+L31cDZ2utX3Wd61fAt7XWjwReVBAEQYiFyGxBEITqY+JD7RUxOc9gn6lYowgAlFIzgZOApV4XUUpdBVwFMGLEiFOOPPJIg6IJgiDUFytWrOjWWk+sYRGqIrOddHR06JkzZ8YrrSAIQg0pl8w2UahLjtJWSo3EylP5Se0TQaq1vgW4BWDOnDl6+fLlBkUTBEGoL5RSL9W6CB7byi6znUaQGTNmIDJbEIRGpFwy2yQPdUlR2kqpNJZgvktr/Yv4RTWnpz9PmCuLIAhCk1IVma21vkVrPUdrPWfixNKMO73ZPPmCyGxBEBoXE4X6SWC2UmqWUioDvBe4z7XPfcAlxTXUTwN2aa1fLa7AcxvwvNb65rKW3If13fs46vO/5t6/bKzG5QRBEOqNhpLZ2XyBI//fr/nUz5+uxuUEQRAqQqhCrbXOAR8DHsJKpfRTrfWzSqkPK6U+XNztAawULWuBW4GPFLefAXwAeKNS6qni54JyV8LJPU9aboF/eXlHyJ6CIAjNR6PJ7N8+b63o/AsxggiC0MAYLeyitX4ASwA7t33f8b8GPupx3J/w9tWrGBu37ebTqXvQXFbNywqCINQNjSSzN+3s4RD1GhPGT6jmZQVBEMpKo62UGMqJO37Nlan7ePwVhbViqCAIglCv9Pfs5Q8tV7OqpxN4e62LIwiCEAsTH+qGYva+vwKwo9Be45IIgiAIYUzZ/HsADi3UOjmKIAhCfJpOoW7J7wUg1eeZ6UkQBEGoIzI9lg/1a3q8ZGcSBKFhaTqFOp3vAaAlt7O2BREEQRBCUf37AEiRY19/vsalEQRBiEfTKdStej8A7TmxUAuCINQ7iZylUI+ih1092RqXRhAEIR5Np1C3FCwL9ciCKNSCIAj1TjJbVKhVD7v27KtxaQRBEOLRVAp1oaBppxeA0eylICtvCYIg1DWp3KASnd23rYYlEQRBiE9TKdS9uTwjsCzUY9lLT1b88QRBEOoZO+4FILdXFGpBEBqTplKo9/ZmGVG0ULfRT09/rsYlEgRBEILI5Act1Ln9e2pYEkEQhPg0lULds28vSaXZq0aSUJre/XtrXSRBEAQhgFbdQx8tAOT6RGYLgtCYNJVC3bvPCkTck7aWsO3rEeEsCIJQz7QWetiTGg9ArleCEgVBaEyaSqHOF60bPZmiQi3Th4IgCHVNOz3sz1gKdaFPFGpBEBqT5lKoey2Fuq/FEs79YqEWBEGoW7S2MjP1tlhGEN0vCrUgCI1JcynU/VZAYqF1HADZXrFQC4Ig1Cv9+QItZMm2WDJbFGpBEBqV5lKos1b6JdVmWajz4o8nCIJQt/Rn82TIkcuMKW7YX9sCCYIgxKSpFOpCth+ARLttoRaFWhAEoV7JZvtJKE0+PYo8CVROFGpBEBqTplKo8znL5SM90rJQy/ShIAhC/ZLts2S2SrXQSwuJrCjUgiA0Jk2lUBeyfQBkRlkBLhIxLgiCUL9k+4pueqkW+lQriVxPyBGCIAj1SVMp1LqoULeO7rC+iz+eIAhC3ZLtLyrU6Vb6Eq2k8iKzBUFoTJpLobZdPkZYLh+Iy4cgCELdku23XT4y9CdaSeV7a1wiQRCEeDSZQm0FJaZGjKWAkgAXQRCEOiZfnFVMpFvIJtpI58XlQxCExqSpFGpylnBOt7TRSwtKAlwEQRDqlny/JbOT6VZyyTbSBVGoBUFoTJpKodZFhTrT0kqvaiGRFeEsCIJQr+SKLh+JokLdosXlQxCExqSpFGrylkKtUq30q1aSMn0oCIJQtxSylgKdzLRQSLWLQi0IQsPSVAq1yvVT0AoSKfoTbaJQC4Ig1DG2D3Uy3UIh3Uar7qtxiQRBEOLRXAp1vo9+lQKlyCZaSUvEuCAIQt1iW6hT6VZ0qp02+sjlCzUulSAIQnSaTKHuJ0sawFKoJcBFEAShbhlQqDNtkBlBO73s78/VuFSCIAjRaS6FujCoUOdTbbQUxEItCIJQr9iLcaUyrZBuJ6k0vT2SnUkQhMajqRTqRL6frLIVaglwEQRBqGcKOVuhbiHRMgKA3n17alkkQRCEWDSVQq0K/eSUw0ItCrUgCEL94lg7YECh7tlbyxIJgiDEoqkU6mShn6zKABQDXHrRWte4VIIgCIIXOm+tbptuaSNZVKizolALgtCAGCnUSqnzlFKrlVJrlVLXevyulFLfKv7+jFLqZMdvtyultiilVpaz4F4kC1nytkKdtiLG+3ISMS4IwoFFo8hsHItxpVpHApDtEZcPQRAaj1CFWimVBL4DnA8cDbxPKXW0a7fzgdnFz1XA9xy/3QGcV47ChpHU/eQTlsuHyowgo/L09IjbhyAIBw6NJLNthVqlBhXqXO++qlxaEAShnJhYqOcCa7XW67TW/cA9wEWufS4CfqgtngDGKqUmA2it/whsL2eh/XBaqFW6DRB/PEEQDjgaRmaT7yenE5BIkm4rWqh7xUItCELjYaJQTwVecXzfUNwWdZ9AlFJXKaWWK6WWb926NcqhA6ScFmo7wGW/CGdBEA4oGkZmK0dmppaiQl3oEwu1IAiNh4lCrTy2uSP9TPYJRGt9i9Z6jtZ6zsSJE6McOkBKZ8knLAt1csAfTyzUgiAcUDSMzFb5PvqxFepRABT6RaEWBKHxMFGoNwDTHd+nAZti7FNxUjpLIWkp1KmihbpfFGpBEA4sGkZmJwr95GyFekRRoe6ThV0EQWg8TBTqJ4HZSqlZSqkM8F7gPtc+9wGXFCPHTwN2aa1fLXNZQ0npLNploe6XiHFBEA4sGkZmJ/J9w1w+EAu1IAgNSKhCrbXOAR8DHgKeB36qtX5WKfVhpdSHi7s9AKwD1gK3Ah+xj1dK/Rh4HDhCKbVBKXVlmeswQJosumihThcV6nyvWKgFQThwaCSZnShkBxbjUul2629WLNSCIDQeKZOdtNYPYAlg57bvO/7XwEd9jn1fKQWMQkYPKtS2tSMvAS6CIBxgNIrMTjhWtyWRoIcWEIVaEIQGpKlWSrQs1C0AZNotfzxRqAVBEOqTZKGfXNFND6CXFpI5UagFQWg8mkahzhc0GXKDFur2YgqmfhHOgiAI9UjS4fIB0KdaSeR6algiQRCEeDSNQp3N5UirPKQsC3Vr0UItAS6CIAj1ibW67aCFui/RRiovCrUgCI1H0yjUfb1FIewKStRioRYEQahLUjpLQQ0q1NlEK2lRqAVBaECaRqHO9vUCkChaqEmmyZKUiHFBEIQ6JaWz5JMOhTrZRqogCrUgCI1H8yjU/ZZCbbt8APTQSkIUakEQhLokpfspJAZ9qHPJNloKvTUskSAIQjyaRqHO9VtWDeVQqPtUKwmZPhQEQahL0o5UpwD5ZBsZLQq1IAiNRxMp1EWXj/RQhVpSMAmCINQnabIUEoMyO59qp1UUakEQGpDmU6gdFur+RKtEjAuCINQpaZ0bYqHW6TZadV8NSyQIghCP5lOo060D27KJNlJ5sXYIgiDUIy30D2RmAtDpEbTRS76ga1gqQRCE6DSNQp0vKtTJzKCFOptsIyMBLoIgCHVHIV+wFuNyzCqSbiej8uzvkZlFQRAai+ZRqLPWNGHSYaHOJ1vJSAomQRCEuqM/209C6SEWatUyAoDe/XtqVSxBEIRYNI9CXczykWppH9yWaqNFAlwEQRDqjr4eK2BcpdsGtqmMJb/79u+tSZkEQRDi0nQKdbplUDgXUu20IgEugiAI9UZfn61QD84qJlusFW57e0ShFgShsWgahbqQtSzRaYeFWqclBZMgCEI9ku0dbqFOFuV3tkdcPgRBaCyaSKEebqHW6Xba6Ceby9eqWIIgCIIH2T5LZjvjXlKtloU6KxZqQRAajKZRqHXRQp1pHTG4Md1OQmn2iz+eIAhCXWFbqBOZQSNIuii/c737alImQRCEuDSNQk3RQp1pHRTOCTtifJ9MHwqCINQTuf6iQu1w+ci0j7J+6xUjiCAIjUXTKNQ6ZwUftrQNWqhTbaMB2L93Zy2KJAiCIPiQ67MzMw0q1CNGjgUgu39XLYokCIIQm6ZRqFWul5xOoJLpgW2ZkRMA2LdjS62KJQiCIHiQs1OdOlw+Ro2fBEB+//aalEkQBCEuTaNQk+ulT2WGbGoZMxGAvj3dtSiRIAiC4EPBVqhbBzMzZUaMtQwjolALgtBgNI1Cncj30s9QhXrkuIMAyIpCLQiCUFd4ZWZCKXarUSR7d9SoVIIgCPFoGoVa5fvod1moRxUV6vzebbUokiAIguBDod/OzNQ+ZPve5GjS/aJQC4LQWDSNQp3M95F1WajbRo2noBW6R6YPBUEQ6olBC/VQhbonOYbWrAQlCoLQWDSNQp3I99GfGKpQq2SK3WokyR6xdgiCINQVWW8LdV9mDO05UagFQWgsmkahThX6yLlcPgB2J8aQ7hWXD0EQhLoiZ1moW1wKda51AmMKO9Fa16JUgiAIsWgahTqZ7yOXaB22fU9mEiP7XqtBiQRBEAQ/dK6PvFak0i1DthdGT6VD7WLXHlmQSxCExqFpFOq07iOXGG6h7hkxhYn5zTUokSAIguCHyvbSRwaUGrI9M+EQALZsWFeLYgmCIMSiaRTq1vw+8umRw7YXRk9nArvYs2d3DUolCIIgeJHo381+1TZs+4iDOgHY/VpXtYskCIIQm6ZRqMcUdtLf2jFse2q8Ze3Y/PKaahdJEARB8CHTt43dyXHDtk+YdhgAPVvEQi0IQuPQFAp1X18PY9Q+dPtwhbqj8yQAutcsq3axBEEQBB/as9vZlx6uUI+dNJM9tJN47ekalEoQBCEeRgq1Uuo8pdRqpdRapdS1Hr8rpdS3ir8/o5Q62fTYcrCz+1UAEqMOGvbbtMNPYR+t6FdEoRYE4cCg3mU2wKj8TvoyE4b/kEjwctvRTNr9t0pdWhAEoeyEKtRKqSTwHeB84GjgfUqpo127nQ/MLn6uAr4X4diS2dO9CYD06EnDfkukUqxrO55Dt/2Bvr7ecl9aEAShrmgEmQ0wtrCLXNvwWUWA3qnzOaywnueeebISlxYEQSg7KYN95gJrtdbrAJRS9wAXAc859rkI+KG2Eoc+oZQaq5SaDMw0OLZk9m+30uK1jTvY83c17yomPfpBnv6PBfROOgWdbkOjPPeNSnnOIghCvZFoG8vcv/tkrYsRh/qX2Xt30q760CMmev5+xIKP0vPN/6L1F5fx8B/eCJkRw7KB2IRnq258Ke2so10b5bofYXm73fs3BnWQi9x9X73uo8e9d2+JWpNGfFr1wPz3foZRo8fW5NomCvVU4BXH9w3APIN9phoeC4BS6iosSwkzZswwKNYgvft20q+TjBw/2fP3Y1//Lpa+/DSHr7uDcS8tj3RuQRAOTDaoydCYCnXdy+yd3ZvJ6ATJkcPd9ABGjjuY9efdyohHPs05234Y6dyCIBy4bOv5CNSxQu01UHIPtvz2MTnW2qj1LcAtAHPmzIk0mJt74QfpPecypiR9PFiUYt4lNwA30NvXR75vf5TT+1IHY2dBECrEuIa06AENILOnzDyCvs9t4fhCwXefmaddBKddBIUC5Hr9ihGMrLbY+DTueyjUgAnp9vCdKoSJQr0BmO74Pg3YZLhPxuDYstCaMakKtLa0QEtL+I6CIAiNSUPI7JZ02mzHRAIyteskBUEQTDDJ8vEkMFspNUsplQHeC9zn2uc+4JJi5PhpwC6t9auGxwqCIAjlQ2S2IAhClQk162qtc0qpjwEPAUngdq31s0qpDxd//z7wAHABsBbYD1wedGzYNVesWNGtlHopYl06gO6IxzQSzVy/Zq4bNHf9mrluEK9+h1SiIKY0kMyG5m4/zVw3aO76Sd0al5rJbBUWGdwoKKWWa63n1LoclaKZ69fMdYPmrl8z1w2av361ppnvbzPXDZq7flK3xqWW9WuKlRIFQRAEQRAEoVaIQi0IgiAIgiAIJdBMCvUttS5AhWnm+jVz3aC569fMdYPmr1+taeb728x1g+aun9StcalZ/ZrGh1oQBEEQBEEQakEzWagFQRAEQRAEoerUrUKtlLpdKbVFKbWyTOf7tVJqp1Lq/1zb71JKrVZKrSxe03C1gfKXURAEQRAEQWg86lahBu4AzjPZUSl1XlEpXquUutZnt68CH/DYfhdwJHAc0AZ80OP8dyilzi6ljEF4KeZKqfFKqUeUUmuKf8c5fvtssa6rlVLnlnr9SqKUmq6U+r1S6nml1LNKqU8UtzdL/VqVUsuUUk8X6/eF4vamqB+AUiqplPqrPRhtsrqtV0r9TSn1lFJqeXFb09SvXjGU2XWNyO3GrJ/I7IavW/3KbK113X6AmcBKx/dO4NfACuAxLEU4CXQBh2Itm/s0cLTP+c4G/i/gev8M3Oix/Q7gbJMyxqznWcDJrrp+Bbi2+P+1wJeL/x9drGMLMKtY92Stn1VA3SYDJxf/HwW8UKxDs9RPASOL/6eBpcBpzVK/YpmvBu62350mq9t6oMO1rWnqV4+fKDK7nj8itxuzfiKzG75udSuz69lC7cUtwMe11qcA1wDfBeYCa7XW67TW/cA9wEVRT6wsV48PYCnsVUVr/Udgu2vzRcCdxf/vBN7u2H6P1rpPa/0i1kpnc6tRzjhorV/VWv+l+P8e4HlgKs1TP6213lv8mi5+NE1SP6XUNGAB8APH5qaoWwDNXr9aUxaZXWtEbjdm/URmN27dAqiL+jWMQq2UGgnMB36mlHoK+C+sUfRUIKksH+iVwEeAa4rfH4pwie8Cf9RaP1a83rnFKYWngLcBPyh+X1q+WgUySWv9KljCDTiouH0q8Ipjvw3FbXWPUmomcBKWRaBp6lecXnsK2AI8orVupvp9A/g0UHBsa5a6gdWRPqyUWqGUuqq4rZnqV480831surbTjHJbZHbD1g3qWGanKnXiCpAAdmqtT3RuVEq9G1ivtX5z8fsHgLla64+bnlgp9a/AROBD9jat9UPAQ8Xf7wDu0Fo/WloVyoLy2Fb3uQ+LA6J7gU9qrXcr5VUNa1ePbXVdP611HjhRKTUW+KVS6tiA3RumfkqpC4EtWusVyjuGYNghHtvqsm4OztBab1JKHQQ8opRaFbBvI9avHjkQ72ND1rlZ5bbI7MFDPLbVZd0c1K3MbhgLtdZ6N/BiUYFGWZyANeKY7th1GrDJ9LxKqQ8C5wLv01oXwvavIpuVUpMBin+3FLeXVN9aUHSnuRe4S2v9i+LmpqmfjdZ6J/AoVqBqM9TvDOBtSqn1WNPyb1RK/YjmqBsAWutNxb9bgF9iTQc2Tf3qlGa+j03Tdg4EuS0yu6HqBtS3zK5bhVop9WPgceAIpdQGpdSVwPuBK5VSTwPPYvnHPAnMVkrNUkplgPcC93mc7zHgZ8Cbiuezoz2/D0wCHi+6dHy+xDKWi/uAS4v/Xwr8yrH9vUqpFqXULGA2sKyM1y0ryjJp3AY8r7W+2fFTs9RvYtHKgVKqDXgzsIomqJ/W+rNa62la65lY79XvtNb/QBPUDUApNUIpNcr+HzgHWEmT1K+OMZLZDUpTtJ1mltsisxuzbtAAMrtS0Y72B7gda7RQUiaMkGtcgBWF3AUsqnSdKlD+HwOvAlmsEdWVwATgt8Ca4t/xjv0XFeu6Gji/1uUPqdvrsKZYngGeKn4uaKL6HQ/8tVi/lcDni9ubon6OMp/NYMR4U9QNK8vE08XPs7bsaJb61fOn0WV2sQ4itxuwfiKzG7du9S6zK770uFLqLGAv8EOtdZCfkiAIgiAIgiA0HBUPStRa/7EYJWxMR0eHnjkz0iGCIAh1wYoVK7q11hNrXQ4vlFK3A3bg0jADR3Gq/5tY1sj9wGW6mD4tCJHZgiA0KuWS2XWZ5WPmzJksX7681sUQBEGIjFLqpVqXIYA7gG8DP/T5/XwsP8PZwDzge8W/gYjMFgShUSmXzK6boESl1FVKqeVKqeVbt26tdXEEQRCaDu29GImTi7Dc87TW+glgrB09LwiCIPhTNxZqrfUtWCshMmfOnHrPgygIgtCM+C2E8GolLvbTJ1/hrqUvsWVPHwmlmD6+jfOOOZhLTp9JIuGb81gQBKHuqBsLtSAIglBzjBdCKHVW8ZXt+/n0vc+wrz/PGYd1MHfWeHb35Lj+f5/jlsfWRT6fIAhCLam4hbqYq/lsoEMptQH4V631bZW+riAIghAZ44UQSp1V/PXK1wBYfNmpTB/fbp+TK+9cznd/v5YrzphFJiU2H0EQGoOKSyut9fu01pO11mltJRwXZVoQBKE+uQ+4pLgS7WnALq11Rdw9NuzYz9j29IAyDaCU4v3zZrC7N8efu7orcVlBEISKUDc+1IIgCEJl8ZoxBNIAWuvvAw9gpcxbi5U27/JKlSVb0KQSw206ZxzWQULBX1/eyRuOOKhSlxcEQSgrolALgiAcIGit3xfyuwY+Wo2y5PIFUh6Bh63pJFPGtvHStn3VKIYgCEJZEAc1QRAEoerkCppU0juTx8wJI1i/bX+VSyQIghAfUagFQRCEqpPLa9JJ7y7okAntYqEWBKGhEIVaEARBqDq5QoGkT67pg0a1snN/lly+UOVSCYIgxEMUakEQBKHq5PLa04caYFSrFd6zty9XzSIJgiDERhRqQRAEoerkCv4uH7ZCvadXFGpBEBoDUagFQRCEqpPN+7t8iEItCEKjIQq1IAiCUHXyBU3aJ8vHqNY0AHt6s9UskiAIQmxEoRYEQRCqTi6vxUItCELTIAq1IAiCUHWyhUKAD3XRQt0nFmpBEBoDUagFQRCEqpMvhGf5EAu1IAiNgijUgiAIQtXJ5jXJhGT5EAShORCFWhAEQag6uXzBNyixJZUknVSSh1oQhIZBFGpBEASh6uQLmpSPDzVYSnV/TlZKFAShMRCFWhAEQag62ULB14caoCWVoC+Xr2KJBEEQ4iMKtSAIglB1gpYeB8ikEmKhFgShYRCFWhAEQag6uVCXjwR9olALgtAgiEItCIIgVJ1cPszlI0lfVhRqQRAaA1GoBUEQhKpjWahDXD7yolALgtAYiEItCIIgVJ0wH2oJShQEoZEQhVoQBEGoOrlCIdiHOp0Qlw9BEBoGUagFQRCEqpMraNJBWT6S4vIhCELjIAq1IAiCUFXyBY3W+C49DhKUKAhCYyEKtSAIglBVskXLc1BQYktafKgFQWgcRKEWBEEQqkq+oAFIB2X5SEoeakEQGgdRqAVBEISqkstbCnWgy0daVkoUBKFxEIVaEARBqCrZgqUoB1moW1JJsVALgtAwiEItCIIgVBXb5SMVYKHOSB5qQRAaCFGoBUEQhKrSnkly9VsO5/hpY3z3aUklyOY1haLyLQiCUM+kal0AQRAE4cBiVGuaf3rT7MB9WlJJAPrzBVoTyWoUSxAEITZioRYEQRDqjkzK6p4kF7UgCI1AVRRqpdR5SqnVSqm1Sqlrq3FNof4oFDRaN9f0bU5WchMaiDBZrJQ6Wym1Syn1VPHz+VqUEyBTDFi0AxgFQRDqmYq7fCilksB3gLcAG4AnlVL3aa2fK+d1erN5WtNJ+nMFMqkEm3f3sr57H/MOncAr2/fz8R//lcvPmEl7JsXO/f0sOH4yLakk//fMJl7b1cuHXt8JWAsOpJPe44zebJ5UQpFKWumc0klFX67A2i17OWbKaO57ehOPd23jfXNnMLY9zcRRLTy2pptCQXP+cZMHzrNy4y46RrZw8JhWwFI0d/dmGdueAWBfX45v/34tc2eO5w1HHjRw3JKubka3phnRkmLG+HaSCcXtf3oRpeC5Tbu54PjJ3PKHdbzl6Em88+SppJIJfr3yNXb1ZHn7iVMY1Zrm5e37aU0n+M/frmXCyAz/eHYnm3b28pMnX2FWRzsvbN7L0he3cdPfHc+J08by7/c/x8wJI3jf3BkDFiObPb1ZfvLkK1xy+kye3rCTY6eMQaNpz6To2rqXTDLBn9d285ajJ7G3L8d7b3mCMw7r4KZ3HsdfX9nJyTPGsa8/x+Nd27jvqU1MGdtKJpXgijNmMbY9QzKh+MVfNjC2Pc2zG3dz8iHjOP3QCdzz5CtMGt3CG444iERx6eKfPPky9z29iY6RLUwc2cI7Tp7KMVOG+mf29Of5z9+tYU9vjn9/+7E8t2k3P172MteefyQjWlK8tquXyxYv4+0nTeWtJ0zhyw+u4vhpY7jydbNQSrGvL8fL2/dz1OTR1vNY283FP1jKHZefytSxbdy19GU+c96RtGWS/Oqpjazv3s+HXn8oyYQinUywY18/Y9vTbN/Xz00PruLieTM4acY4dvdmGd2aJpsv0JPNM7o1zbqte3l83TZ29+R458lT6dqyl67ufbz1+Ml07+3n0I4RbNzZw66eLO2ZJPmCZvyIDBNGtgCgteY3z2/hxOljGd2W4tcrX+P8Yyfzq6c20r23nwuPn8zEUS0kE1YbTipFXy7P2PYMm3b28HjXNi48YfLAtDvAxp09vLarh1MOGc+mnT3s2N/P0ZNHs6snyxf+9zkmjW7lTUcdRGsqyXHTxrBjXz//97dXOf3Q8fTlChw9eTRKeWd1WLtlLy927+MtR09id2+WZ17ZxfzOCfzhha2MbE1x3NQxtKatsqzZvIddPVlaUsmB9vbo6i184PRDSCcS/MdvXuDkQ8Yxa8IIvv+HLj7x5tlMHtPG1j19vLB5D1PGtvH1h1cz+6BRfOj1hw6c99VdPRw8utW3jI1OBFn8mNb6wqoX0EWqKIezMmgVBKEBUJW2GCqlTgeu11qfW/z+WQCt9Zf8jpkzZ45evny58TXuf+ZV/vmnT3HeMQfz65WvceTkUTyzYRcA333/yXz1odW82L1vyDGzOkbQ05/ntd29ABwxaRQazSvbe3jPnGns6csNKCHXXXAkKzft5tLblzFxVAvde/uKy+aqgWj1SaNb2L6vn2ze+37++9uP5Y8vbOWJrm3s6csBMHVsG0ccPIpsvsBja7rpGJnhwuOnsOKlHfxto1X+t54whWvOOZw/re1m0S9XDpzviEmjOL1zAncsWW90j0a1pGhJJ+je2z9ke0vKf/GEdFIN1Gfq2DZOO3QCKzfuYvXmPXSMtO6DF687rIPH120buDduTpg2hqc37OIfTpvBy9t7+OMLW4ftk0klmDymlZe27fet09xZ45l90EhSCcWdj7807Pcb3n4so1pT3P/MqzyzYdfAs7aPXfbi9oHvh3aMYJ2rjdi0Z5KcfugElq3fzp7eHDPGt/Pydu9yXXDcwfRlC/x21ZaBbRNHtfChsw7lhvufH1b+98+bwSfueYqTZozlry/vBOBdp0zjgb+9yv7+aBkOMskEHSMzHDZpFLMmtHPn4y+hFNiv+NSxbWzc2RN4jivOmMV/P7F+4Lm//vCJfPO9J/LzFRsGyv/Ok6byi79uBOCMwybw57Xbhp3noFEt7O3LDatDx8gM2bymNZ1gZEuKKWPb2Lk/O9Dej582hhc276E3W+B1h3Xwp7XdA8emk4qjJ4/m6eK77eaNRx7E7xz33ckFxx3MUy/vZNOu3mG/Lb7sVE7vnMCbb/4DB49u5eb3nMj08W2xFWul1Aqt9ZxYB1cQE1mslDobuCaqQh1VZpvw8xUbuOZnT/PYp9/A9PHtZT23IAiCTblkdjUU6ncB52mtP1j8/gFgntb6Y679rgKuApgxY8YpL700XEHyY333Ps7+2qO+v7emE/S6/PBGZJLsC1FYZnWMYOOOHjoPGsnzr+4e8tvx08YwfZylWHVt3cvhk0bx9Iad/OuFR3PrYy+GKi5BJBT8x9+fyJPrt/OLv2wkoRR7i0o4gFIwYURmiHL8yTfP5hu/WTPwfdLoFt5y9CR+9MTLgKWgjsgkmTK2jWc37ebr7z6BfEFzy2Pr2LBjP2PbMuzs6ac3W+DcYyaxpzdHMqF4/eETGdGS4tu/W8v2ff30ZL3vWSaZoL9oSTp04gg6J47kkec2+9bR+UxSCUXOIJI/oaBQHMjMnTmex9cNKnITRmTYtq/f8ziv5+8cDNnHa2B78RwLz5zFuBEZfvPcZl7e3sPu3uyQRSbmzhzPtHFt/G3jLtZs2Tvsmp869whe7N7HL/+6kYLWuF+zzokj6NrqrcCDpcR/8s2z6dqyj189vXGg/G8/cQonzRjHb57fzMqNu9ixPztwzBGTRrFpZ8/AgO2wg0YyfkRmyMABhiueR08ezXOO9v32E6dweucEvvLr1UPu6ZQxrZ4K6dj2NBedMIW/vrJzYCALcOrMcZw0Yxy3/HHdkP3PP/ZgHlz52sD3g0a1cMoh4/jTmm729OU4YdoYChqe3bQLr2YxbVwbWjPwjh0yoT1w4PXmoyax/KXt7Czeq8MOGsk/vr6Tny5/haUvbieZUFz/1qPJpBJ85t6/cebsDiaPaeUr7zrB95xB1LFCHSqLiwr1vVgW7E1YyvWzPueLLbNN+NVTG/nEPU/x2395PZ0TR5b13IIgCDblktnVyPLhZeYZ1k1qrW8BbgHL2hHlAjM7RrDg+Mns78vx1XefgNaWe0ZBa+5e+jJvOPIgpo1rY/PuXv7ue49z7flHsuC4ydy97GU+fFYne/qyLF23nbmzLCXp2U27+cvLO3jPnOk88txmbnpwFRNHtfC1d5/A6w+fyNotezi0Y+SAu4HN/v4c7ZkU/3DaIeQKmmc37WZ3T5Zjpo7m7qUv8/Czm/n0eUdw+KRRfOXXq1i04GjyBc1Dz77G6Z0TeHnbfnbs72fq2DbmH9bBRSdOZcKIFr752zW86ciDuOqsQ9ndm+OswztIJxK8tH0/L2zeQ2s6yZmHdXDslDF89aHVHDKhne++/2RSyQTvPXUGu3qyzJs1noKGgtY8unoL5xx9MImE4j2nTnc+A9ZssQYHbv5+znRyBU2uUGDTzl7efPMfAHjbCVN445EHcfYREznx3x7huguO5KqzLPeZF7v3kc0X2N+fZ+KoFn63agu79vcztj3DxXNn8Nyru+nL5TnlkPFs29tnuY1MHUNbOsmITIqP3PUXTu+cwMRRLcydNZ72TJJXtvcwfkSGtkySe1ds4NSZ4/nOo2v5yNmdvLK9h6t/+hT7+/Pc97EzWPXaHlpSCd5y9CTWbtlLQilufWwd75kznVNnjmf5+u0ccfAoVm/ew+mHTqA3W6A3m2fznl6OPNhy6/jI2YcBsGNfP0tf3EY6mWDquLaB3/f25VjfvY/p49rJpBLc/ucXOeygkZx7zMForfm3i47htV2WS80bjzyIVFLxyvYezj/uYL7zu7X88qmN/P2c6by2u5cfPfEyJ80Yy41vP46Jo1qYOMpy3/jyu45n484eJo1qGZgGv3T+TPb353jfrUv54OtmkU4mOO9Y65p/eXknrenEgMvLc5t2M25Emj29OaaMbWNkS4q7lr7EfzyyhvfMmcbF82bwui//HoBTDhnHl991PC2pJH9/6gx+t2ozn7n3bxw7ZTRfeNuxLPqfv/Hcpt1s29fPeccczBEHj+KTb549YM3d05vlijue5NL5Mzn/2MkkE4q/P3U6/+9/VvK3Dbv46YdP56jJo3m8axvjRqRZuXE3Fxx3MO0Zy+Vm9eY9vP7wiQPtEaxB1Evb9vHXl3ey7MXtXHPuEQP3JpcvkEomeOS5zWze3cvbTpzCiEyKZEKx4qUdHDymlalj29Bas3l3HxNGZgZcut524hTWd+/j7d/5Mzfc/zyrbzifIw8ezeV3PMnRRbeeJsNEFv8FOERrvVcpdQHwP4BnOo5SZLYJaXH5EAShgWgKl48oFAoapWgYP8l8QbN+2766s9Ds68vRkkoMKHhgDWJaUoma31vbn76R0Frz65Wv8fojJtKeqa9sllrrgWdqy4u+XCHSPS4UNAWth7SXemHn/n527M8yq2MEWmtyBe0bR2FCHVuoI8tipdR6YI7WuttvH6iMzH7kuc0s/OFy/vdjr+O4gHzVgiAIpVAumV2N3u1JYLZSapZSKgO8F7ivCtf1JJFQNVf4opBMqLpTpgFGtKSGKUet6WRd3NtGU6bBGuCdf9zkulOmYejgUynr/Yl6jxPFYN56ZGx7hlkdIwCrfqUo03VOqCxWSh2sig9cKTUXq48Y7iRfBdKS5UMQhAai4r231jqnlPoY8BCQBG7388kTBEEQKoOfLFZKfbj4+/eBdwH/qJTKAT3Ae3WNcl1mbJcPn6BpQRCEeqIq5jCt9QPAA9W4liAIguCNlywuKtL2/98Gvl3tcnkxmDavuXLXC4LQnDTt3KYgCILQuAy4fEhQoiAIDYAo1IIgCELdIVk+BEFoJEShFgRBEOoOe2VWcfkQBKEREIVaEARBqDtSCXH5EAShcRCFWhAEQag7bJePflGoBUFoAEShFgRBEOoO2+UjJy4fgiA0AKJQC4IgCHWHuHwIgtBIiEItCIIg1B3plGT5EAShcRCFWhAEQag7MrKwiyAIDYQo1IIgCELdIXmoBUFoJEShFgRBEOqOZEKhlCjUgiA0BqJQC4IgCHVJOpmQtHmCIDQEolALgiAIdUkmmZC0eYIgNASiUAuCIAh1STqpxOVDEISGQBRqQRAEoS5JJxP050ShFgSh/hGFWhAEQahLWtNJerP5WhdDEAQhFFGoBUEQhLqkNZ2gNysWakEQ6h9RqAVBEIS6pC2dpEcs1IIgNACiUAuCIAh1SYu4fAiC0CCIQi0IgiDUJW2iUAuC0CCIQi0IgiDUJeJDLQhCoyAKtSAIglCXiA+1IAiNgijUgiAIQl0iafMEQWgURKEWBEEQ6pJWsVALgtAgiEItCIIg1CWt6SR94kMtCEIDIAq1IAiCUJe0pZP05wvkC7rWRREEQQhEFGpBEAShLmnLWF2U+FELglDviEItCIIg1CWt6SSA+FELglD3iEItCIIg1CUDCnW/KNSCINQ3olALgiAcICilzlNKrVZKrVVKXevxu1JKfav4+zNKqZNrUU6bCSMyAGzZ01vLYgiCIIQiCrUgCMIBgFIqCXwHOB84GnifUupo127nA7OLn6uA71W1kC4OnzQKgNWv7a1lMZqKXT1ZcnnJnCII5SZVyZMrpd4NXA8cBczVWi+v5PUEQRAEX+YCa7XW6wCUUvcAFwHPOfa5CPih1loDTyilxiqlJmutX61+cWHauDZGZJJ8+derBraNH5GhP19gV0+Wce1pXtq2n1xe05JOsGHHfk6eMY6OkS0oBTv2Z/npk69w1uEdVk7r/jwjW1OMa8/Qm82TL2geW9PNEQePoj2TpKBhxvh2ClqzZXcvz726m86JI5kyto1cQZMvFNiyu49x7RnGjcjQlk7y6q4eEkqR15p9fTkOHt3K3r4cD658jQuOm8xBo1p4+pWdrN+2nyMPHsWhE0fQmy2Q15pRLSm69/bRk83z65WvcfikUbzl6Ens2N/PyJYU67v38cyGXZxzzMFs2tnDhJEZtuzuoz9fYOLIFvrzBfb25diwYz8jWlIcMn4EL2zew/gRGZ56ZScnTBvLKYeM4/lXd7NlTy+rN+9l6bptaA3vOGkqp3dOYF9/jpe27WdUS4qDRrdQ0HDw6FZ29vSzc3+WllSSVFKhgIRSjGxNsWNfP7f8cR0nTB/L1LFtTB3XRiqhyKQSrH5tD1v29HH6oRPo3ttHazrJpNEt7O7N0Z5J8tquXqaNa2flxl3s6snyzIadvPPkaRwyoZ0te/pQWEGoXVv3MaIlSS6vmT1pFBNHtfDUyzt5ads+Jo9tpXPiSMaPyLB9Xz9j2tL8bPkG9vXneMvRk5g+rp2dPf3kC7B1Tx8dIzOMaUuTTiXYtref3mwerTVPvbKLlnSCs2Z3kE4m2NWTZX33Pnb2ZJk0upVjpoxmy54+cnlNXy7PQaNaKWhNf66AUjCqNc22vX2sem0PqYSi86CRZJIJkgnFyo272LynjxOmjeGFzXsY257huKljGNmSoj9foGvrXl7b1UsqkeCIg0cyqjXNi937eG7Tbl5/+ET68wVa00kU0J8vsLsny6ETR6KAVa/tZvKYNhIJWLlxNzv29bNhRw9XvG4mr+3qZV9/nlGtKZIJRTZXYFRrGjtPTjqpGNWaQqHo3tvH2i176RjZQtfWvezY3z9Qxq6t+8gVChw3dezAs80XNP35Atv39TNpdCsbd/SwaWcPMya0M6o1xfgRGfb353n6lZ0cN3UMiYRiw/b9nDJzPPlCgade2cXmXb3MnTWeES0pHu/qZk9fjs6JI+nLFRjXnuawg0aybus+UknFuPYMbZkku3uytKaTbN3TR/fePjonjiSbL/DgytfYtLOHubPGM2/WeJ5/dQ+ffPNslFLVF1aAsuRmhU6u1FFAAfgv4BpThXrOnDl6+XLRvQVBaDyUUiu01nNqXQ43Sql3AedprT9Y/P4BYJ7W+mOOff4PuElr/afi998CnwmT3ZWU2Vf/9Cl+8ZeNFTl3PdGeSbK/jL7i49rT7Nif9f19TFuaXT3+vx/IpJOKbD6abpRMqIZO79iSStCXiz5zMbY9zc6AdlZNMqkED3/yLGZ2jIh0XLlkdkUt1Frr54GajRYEQRCEAbwEsVsDMNnH2lGpq7DcQpgxY0ZpJQvg5vecyNfffQJPb9hFKqHoyxVozyQZkUmxY38/Y9vTZPMFsnnNIRPaeWV7D7t6siQUJBKKKWPa2LhzPy2pJOmkZWVTyspxnSto2jJJduzrZ/yIDKmkYuOOHlKJBIkEHDFpFNv29bNjfz+phCKVSDCmLc3WvX30ZvP09OcZV7TKjW1LM7I1xebdvezcn+WoyaPZsqeXXfuzHDJhBBNHtbBxRw879vfTmk5S0Jr9/Tk6RrbQk80zc8IItu/r55Xt+2nLJMnmC7SkkowbkeG1XT1MGt3K7p4co1pTjG1P0120tE4YmWF8e4aurfvY359jTFua0W1pJozI8Pyre9jTm2Xa+Hba00n29uUAmD6+nXxBs+q13SQTikPGj2B3b5Yd+/vJ5ixr7PgRGUa0pNjblyOTTNCXywOKvlwerS13nHXdexnTlmbzbsuy3J5JkkgoWtNJuvf00Z5J0pcr0Ju1zrenN8f4ERl292YZ2WJZSceOSPP8pt0opegYmSGZUOzryzN1XBvb9/WTSSXY15djd0+WMW1plIKZE0bw7KbdA22hP1/g0I4RpJIJNu7oGSizRnPQqFb29GbpyebpzRZoSSWYOKqFVFJRKMDeviw9/daMwciWFC2pBGPa0/TnCnRt2cvBY1rJF6zfNu/uQylIJRXZnEajac+kmDiyhZZ0gh37++nPFQaU8dFtKbbu6WPiyBYyqQQvdu8beJlmjG+nP1cgk0rw2q5ekgnF+BEZtIbNu3tJJRWZZIJUsc2Oak2xZXcfuUKBGePb2bizh1xBM2vCiIH2snLjbiaOamHS6BZ27s+itVXWXT1Z0skEmWSCbKHAzv3W+2G3E3vGY+2WvRS0pZi2pZP0ZvPs688NlENrjVKK1nSC/f15Jo5qYXRrmn19Obbv62fz7l4mjmphytg21nfvI5vXpJKKHfv6SSQUY4vPzxrIKca1p5k2rp3uvVZb2bE/y6adPUwc1UJ7Jsm+vsHraw3jRqTJJBPs7Mmyty/HjPHt9PTnGd2aZs2WPcyeNIoxbemKyaIwKmqhHriIUo8iFmpBEA4A6thCfTpwvdb63OL3zwJorb/k2Oe/gEe11j8ufl8NnB3m8iEyWxCERqVcMrvkoESl1G+UUis9PhdFPM9VSqnlSqnlW7duLbVYgiAIwlCeBGYrpWYppTLAe4H7XPvcB1xSzPZxGrCrVv7TgiAIjURdWqiVUluBlyJepgPojnhMIyH1a1yauW4g9XNziNZ6YqUKUwpKqQuAbwBJ4Hat9Y1KqQ8DaK2/ryz/vG8D5wH7gctN5HZMmQ3N3XaauW7Q3PWTujUucepXFpldlwp1zGssr8dp1nIh9WtcmrluIPUT4tPM97aZ6wbNXT+pW+NSy/pVNA+1UuodSqkNwOnA/Uqphyp5PUEQBEEQBEGoNpXO8vFL4JeVvIYgCIIgCIIg1JJmWinxlloXoMJI/RqXZq4bSP2E+DTzvW3mukFz10/q1rjUrH5V8aEWBEEQBEEQhGalmSzUgiAIgiAIglB1RKEWBEEQBEEQhBJoCoVaKXWeUmq1UmqtUuraWpcnDkqp25VSW5RSKx3bxiulHlFKrSn+Hef47bPF+q5WSp1bm1KboZSarpT6vVLqeaXUs0qpTxS3N0v9WpVSy5RSTxfr94Xi9qaoH4BSKqmU+qtS6v+K35upbuuVUn9TSj2llFpe3NY09atHRGbXd7tpZpkt8rrh61a/8lpr3dAfrAUKuoBDgQzwNHB0rcsVox5nAScDKx3bvgJcW/z/WuDLxf+PLtazBZhVrH+y1nUIqNtk4OTi/6OAF4p1aJb6KWBk8f80sBQ4rVnqVyzz1cDdwP81U9sslnk90OHa1jT1q7ePyOz6bzfNLLNFXjd83epWXjeDhXousFZrvU5r3Q/cA0Ra9rwe0Fr/Edju2nwRcGfx/zuBtzu236O17tNavwisxboPdYnW+lWt9V+K/+8Bngem0jz101rrvcWv6eJH0yT1U0pNAxYAP3Bsboq6BdDs9aslIrPrvN00s8wWed24dQugLurXDAr1VOAVx/cNxW3NwCSt9atgCTjgoOL2hq2zUmomcBKWVaBp6lecYnsK2AI8orVupvp9A/g0UHBsa5a6gdWZPqyUWqGUuqq4rZnqV2808z1sunbTjDJb5HXD1g3qWF5XdGGXKqE8tjV7LsCGrLNSaiRwL/BJrfVupbyqYe3qsa2u66e1zgMnKqXGAr9USh0bsHvD1E8pdSGwRWu9Qil1tskhHtvqsm4OztBab1JKHQQ8opRaFbBvI9av3jgQ72FD1rlZZbbI68FDPLbVZd0c1K28bgYL9QZguuP7NGBTjcpSbjYrpSYDFP9uKW5vuDorpdJYgvkurfUvipubpn42WuudwKPAeTRH/c4A3qaUWo81Nf9GpdSPaI66AaC13lT8uwVrZde5NFH96pBmvodN024OBJkt8rqh6gbUt7xuBoX6SWC2UmqWUioDvBe4r8ZlKhf3AZcW/78U+JVj+3uVUi1KqVnAbGBZDcpnhLLMGrcBz2utb3b81Cz1m1i0dKCUagPeDKyiCeqntf6s1nqa1nom1rv1O631P9AEdQNQSo1QSo2y/wfOAVbSJPWrU0Rm13m7aWaZLfK6MesGDSCvKxXtWM0PcAFWFHIXsKjW5YlZhx8DrwJZrFHVlcAE4LfAmuLf8Y79FxXruxo4v9blD6nb67CmWZ4Bnip+Lmii+h0P/LVYv5XA54vbm6J+jjKfzWDUeFPUDSvTxNPFz7O2/GiW+tXrR2R2fbebZpbZIq8bt271Lq9l6XFBEARBEARBKIG6DErs6OjQM2fOrHUxBEEQIrNixYpurfXEWpejmojMFgShUSmXzK5LhXrmzJksX7681sUQDFnS1c3li5+kL1egJZVg8eWnMr+zo9bFOuCR5xKO8x7ZlHqvlFIvlat8jYLI7OYiruwQmSM0IuWS2XXp8jFnzhxdz8K5EkKj2oKoXNdb0tXNlXcspyebH9jWlk5y22VzmN/Z4XkdgEtvW0a2YLW9dFJx5xVzRfCWkbDnUs1yRGln7v2vOfdwvvbQC57Hl9qGb32sixvv9864VMq9Ukqt0FrPiXxgA1PvMruZKKfs9jpPXNlRLzJHqA1B7bLeB1rlktkHjEJdLQUybtlMzlmPdTjicw8Ose7Z2MqQW2HJJBMUtCZXGNruMqkEd9T4JQvqYOpZGHjh91zSCcWaL15gdI5S6x21nXnt70U6qfj0eUdw88NrYrfhJV3dXHzr0sB9WlIJVt9wfui53IhCXT7K+e410vtdCWXXPVD1e3/cMzZOgu6Pn8wJO04Ixs8oVU9tNqhdAnU/0BKFOgLVUiBX33B+LOEcdk7wtqbFVbpNrmfKzGvvj7R/EH7Xr0aH59dGrj5ndkmKW60Iei53L5wXWvZyvDNR21lQh2yKaRs2vdb6mxZELoMo1OVhSVc3l93+JP35weeUSSa444ro779fe37nyVO4a+krQ/at9fsd9O5devsysvnhfXZQuzcdqNrnCXsv/O5PWF9Qqftq0j/U46DJBK9nl0kmQEG/4znVus0GyXqgbPpGpSiXzG6GPNShXL74yWHCpCeb59Lboqcj9BM2fbnCQOO39+nLFbjyjuUs6eqOfU6wXiqvqemebJ7LFz858N30+mHXi0I66btyVmT6cgWO+NyDQ8ob956GsaSrmyM+9yAzr72fIz73IJfevsyzjdx4/yrP7c77Xm7cZfOra9B+tiDzwqTsfu+M+9igMgS1s1sf6/LcXiqm5zDZL+geCpXn0tuWDVGmAfrzhVhy2689u5Vpe3uca5QLv7J+4AdLPZVpCG7PXufzw1Y4g/CTf3GPi8uSrm5mX/cAF9+6NLB/qFQfUi6CZKjXs+vPF4Yo01D5PimMIFkfVd8w7f/qkQOix/B7cNmCLuvDuuQ2b6UsrKH7CSJ7+6W3+wt3Z91MlaCw60WizBMcbmFXzsGQjZeA9euogspZCfyE/62PdQ0RMrc+1hXYSdjTgnHLbiIEwzqqoPZ04/2rhinV5VBg/c7hFtJhA8G2dDLwHgqVJ1vwfif9tgcR9X0td98QBb+yBomooHcnat2vOfdw2tLJwH1sA5LznTI9Lgp+ypUte7zagrvPM+0Xa0GYDI1yvyrVJ5kQpFNE0TfqffATxgGhUJdqrTPF7RdsE9bQF19+6jBBZHfoS7q6Q5W9sJfPvT3oelGJ07mF4RR2QYOhmdfeT+dn72fmtYMfL8unmygWGz9KUf6iWiRsS7lTyIRZzud3dvgqjSZlDxOCtg9y0GDHq505cc+6XHPu4aHlCsPrHF5CWqHIBNSx3l16hGjEeV9rpXDFKWuQ7I56vpsfXsPV58wOPC6dUMPeKZPjopQlSLkKk+HOfqOUGdlKW0vDlP0o96uWM2pBOkUUfaOeBz8mHBAKdanWOidxGm3YMfM7O7jtsjkD+zk7dJOGZAsZEyXoiM89yMW3LiWXLwwoXKUoEJV6iW0LSBjuscaN96/isOseCDzW9Jm3pZMsWnBk2QYfENxJLOnqLtnK4Dz+zivmxi572CDvstv926Vt3bPbtSlfe+gF4339uPnhNcOevZc7T3++gC7oIe/c3Qvnsf6mBay+4XxRpusAvwFhHDezsMGdF7Wy+EWVLemECmyvfu/yogVHeu5vD+ABX/mHwlPx+dpDL7D6hvO5e+E8I9njVlidM3F+A/agoEkb034pzKXustufHCKrL7v9ydhKtZdyHqbsez27TDIxzBjgvLe2K4xtZJq9KLg/LAdBOkzQb27K6Y5aCw6IoEQIDpiIEngUlh2gLZ0sawCbadCfHWjhFXyyaMGRHDNlTGiQ2ZKu7iHp7NznNs3M0JZOkiuEu1EE7ZdOKFLJRGxLctB9D8qAkUiokrIAhO0bdO1S6uvEGXToDmZdtOBIFp7ZaXQev7qYBPQ5A05M371yBbg6rx32vpoEaEZFghLLw5Kubi5b/OQQf9FSsgGZZLpwUo6gqbjBcLMXPWDkhmbav/iVwySQ8OpzZg+krkwnFCgCy2a/02F1jxIs6SYoeNJ9T+IGS3Zedz95j0v4ZUoKSxsXpZ90yzB3mtn3zJk2xP/flutegbxQH1m0TChnwoQoSJaPiJRLoQZY9MtnPINZ7BF/XAXGiyiZD9bftMA3G0jYi+v3IjrPEZTuzN1RfeXB1UbuIEnl7RuYSihfFxpTgrKGeAnyOPmwnXVPJxQqoQKjr8uZFcUP5zMNG0TFUbijDvKe3bTLM6jWfa1yZPmwsd/psHNWIjpeFOryUensDH5GhHK0i1Iy5QRlHXLnZYf4KdSiDI5NFOAoik/c9z3IeATD5YrJ4MRd7rCBuFtnCHvWUQwpXoausPtumvIwqlJa7ZR9fllNNJpsXlcsQ4tk+YiI3xRQOhF9+vDGdxw/bLrMtgLf/PCaIdu9pqCDiBPoAYP18Jo278nmQ6PDL1/sr0zb5/BzP5nf2cHqG85n/U0LWHz5qdz88Bpj32o/OVeqMg3B00Q5j7pm8zpSAITbfSNb0J7R1xffutQoUM8Pr2nXIJzPNMgfzWvw5RUs6Ma0DrY7yzFTxnhOL3/toReGBBkVyuSP7yxfWIdtP59GiyY/UHDKlkq44szv7GDNFy/g7oXzjKako+D3/l1869LQqXi/afKFZ3YOuR9AYBBX2PS/iStMkDxxEtUVLo4ybV/Dvj9e/bezz13S1Y0ivI93lyWqz27Qsw4aOGQLOtQdwiTmx8QVJk5AqLttXXLbsmFZVS6+dWnZ3Erc7d49I1LvQYoHjEK9+PJTrfyNLjTEejgLz+xk/U0LBj4Lz+ws2aHeqwGbBHoA2DIjrk94KZkfnJQj4K9cBEUR+yn8UZ5XlLraQsDPnzHIL/SYKWMi+SKHPVN7u98qgX7bbfzeJS/s+7nwzM5hSrUzg0nQM4mCu1OPqvzXq6AWKkslFPcweZnNay5b7O+T6y4TMMwHN6jPsWcdne+V+5puBcYLkz7CdBDiNBjFwVm3+Z0dJDwUamdgdJihyFl+J0F1tWW1sy5xFdmWVCK07Zn26eXyK7fxalt+hq6oxqggnPcj4ZrxhfoOUjxgFOr5nR3k9fAGlyvosuUcLdWh3k842oEeQWTzwWme0gkVGCRSSuYHJ1EV+pTPDIGXftmWTnL3wnlDrElBOBUrZ0BmmBJcLgHmxBYCfpanO6+Y63vsxbcuNRYgJs+01EDS+Z0d3HHFqcazO3aAqV8uda+MJXHw6tSjBKPVs6AWyk+lMziYvGf9uYJRm/MLZg7qcy6+damnMum+pq3AhAUSBskTk0GIuw4meAWGOwe/QZZf0yBvL8t60LO784q5seriRV/Oe+2FKCk+TcoMkCsUIgUqRq2bU36W691qtCDFA0ahBjwDDKB8qd9KdSsJajxLurp9lU/7Glfe4e/D+OnzjwicWgqzOppO50VV1rxGvJlkgqRHWa4+Z/ZA1LA9gg26524fNNOX0LQOUetqX9/LIhHWGZmW3f1My5mhxInXVLkfLalEVRRVr049aGrYi3oV1EJ5sQMeh2RwCLAWx8F0MBd35q+UQaiXIheWjaFUeWIyo5dUDLv+1x56wdcKH5YS10Q2eVnW/Z7d++dN5/LFTxoZZvyu58ad6SlKik8b+zkE1dep/4TNjviVNQxbVylXLulKGYUqRcVLpZSarpT6vVLqeaXUs0qpT1T6mnEohyD1U0pVQhmdP6jxXL74Sd/pFr80Rk5s326/qSXb6ug3GLaV2TBKVdbSSYVmuC8yWK4ITt84P9+0tnSSO68ctPhGcc3IOAIvwoiaistEuJfK5QHTue7Owy9tlt92NyYDFVvQx1FUo2ZHC5o695oa9qJeBXU1aRSZXQqX3r5smIzpzxUCF9GKiok7BZQ+8xc1HaDznG5FJ8j9IEr6s6h1sMnr4X1UkKEpLCWu3yAgLEWmV10XLTiSX/xlU+xBt23J93retr+1l6LuleJz0YIjPZ9DlD6pvziL4WdFjpNq0tZV/NYniGq1rqRRqBJUo/fIAf+itT4KOA34qFLq6CpcdxhBUyflsKDN7+xAeywdaDqtF9R4gl7i2y6bExrFbDKdPb+zg5SPldo0R3DQgiImJJQKrIstAJyBEU68hHwkARhhsiKK9TNMCJQrKM/dSQZ1kF5+zVGy0oQNVJzPIqqimkooz4DV98+bHlgeP+JO/R6g1I3MrhR+Msa5vRzT1k53Ci9jS9AA3sTf2H7H4g4Eo7o5xfU1N713XvUIMjSFLWBVyiDAXVcvS7kXYe6VcRTybEEPKcvCMzsHLNJ9Rf3CmfvfWV8T/AZXUdpWmK6SLejIVutSB3HVpuIKtdb6Va31X4r/7wGeB6ZW+rpeBPmplmuqNyybRhBBjSdMqJTLv7kcPkt3XjF32BRVKhE+bWVfJ27n4OfLF+V8/XmzwY+NX5YAPwuCF2GBklGJ0kl6BdeaEhZs40xvFNXa4Tcb8/MVG2OXJ4h6F9TVpJ5kdhzKoQiXc9oavOMO0knFHUUly13eKLM/Ji5wQXhdo5z+5XZdTChobTwLaSuoYQtYlSvg1LQPDMvcEbd/s9uFc+Ebr/bprq/p9dwZqWDw3kWRn6YGNdN+qtKZfspJVec3lVIzgZOAYQkelVJXKaWWK6WWb926tSLXn9/ZgZ+bcJz0eV6U6vPj13jCpj5MFJagMtjpleIc64lLH0ooxafOPdzoxYy7BLWfwIuqzMUZXNnTbbbF4GsPvcDiy081EgKVyIxSDV/goGfp9gv0qmNQTEDQef3e1aB3OKgNOBUTYSi1ltlRMVWE/dqKrQtUYglke/BtD17vvGIul3qkIbvyjuWeq3u6cWa8sPGTnamkCrTkOgm6h3EU7Sjyzc4WYWf+MZmFrJYVM0psTZASGMeVAuCy258c4vfvxq99RsnKBHj6Vpu6zpimKbQptZ+qdGBxVKqmUCulRgL3Ap/UWu92/661vkVrPUdrPWfixIkVK0dCeT/sQpS5/gAq5fMTJjTs38PK5oWJhTRK+b1SFfXnCwPZStbftCAwojzuEtRBAs8r73Sc8/hRikWrUspvpYVLWMdg+835dYwJNXzWwmhQ6CevA+R40Psh2T28qReZHQVTRfjOK+d6DuiSyURgdohyvatBMjdo3QAY+o645Yyf7NQF7enO5tU3BfnAumXcZbc/yexFDwQqNHGyRfhl/vGbhXQbNNwDjTBMFDMTRdikr4/qSmHTny94xhY58brXUbMyebmomg5aTNMU2pRiyCz3LFI5qIpCrZRKYwnmu7TWv6jGNf3wE1T5QnkUkEqOlsOmPuZ3dngqqmD5xvqVwcSCEKX8Jp1R0H2K02n5CTKvjivIMhp38BOU2N89hWmnLoqaFsmLIIFUaSXRpGPIFrRv2/IKtgk73+LLTzXyf/Urrx+S3WMo9SSzo2CqCM/v7MDLttKfKwSmUfVqm5W22roJyjvtV/+8Hp7NKp1Unn1TkA+sV8Bc2KIb5Qz09SubiXLl95xMFTMTo1WYa599/csXPzkwg2kaBG6C12yDnS42kVADFuW7F84LPI+fYh7mehFZjpbgGFCJWaRSqUaWDwXcBjyvtb650tcLI+jlLlc+6lr6/HgpqncvnBfoG1vuhPCmbi9+9ymOAPYTZFGS0wedJ4ygexg0hWmaFsmPoFkF+1phq6WVgqmPnR/uYJugSHV7UFiKW1WjpWGqBfUms6MQ5tbmxHdgFvJOhSljJivHmQbJBn13ny9oqWwvEkp5yrpS3gUvhabcgb5e9zVMuQpSmqMoZn5GK9v9ISxOxn39Wx/rGra6MsRzh3Mbg4LqHObrXEocUxSyeR3bZSMszXAtqEYvcgbwAeCNSqmnip8LqnBdT4JebjsZfKPjjCwHQpdWDnoJ4lhsvRSiTDJBQWujF8fPbcZPyNg+a15EHTHHHfwE3cOwxUtsS225/PidZTJZLa0cxFkB0i6jm7BBYSluVSbH1ptfXg2oK5kdhaBpebfVMa7SEKaMgfWOXXzrUm59rMvzHCbX9prBq4a1N+677HfechuUvAYsYTMTQUqz6ayG09qbyxeG3A8vf3Z3AKHX9f36BcXwAVQmmfA1vHjNhIcNFO68Ym7kzDNhxGk7bheiUjLC2JS7fzOlGlk+/qS1Vlrr47XWJxY//tFvFSZsZNYsvpRR/Iv8OiG/KcEw3ApROqFAMWRqMCj/pZ87yA+vDI7m9lKEonRApXRWcQNNbLIFzZovBuss6aQyXiXSvi9+Pm1hU9s2psql3zPzisB3l9HvfJXIhxt2bD365VWbepPZXvi1yyi+8qUojmHKmI0zd76TMHnhF9hWqpxxX8OJn8Jo8i4HnddvWyk4gxeP+NyDoWUJUppNZq3cciFb0MNmFoMWaImKV6aQO644lTsci7fYhoaoS5bb24Myz8QdBMXpB5z05836JQg2jpqmKi43SuvyBOOVkzlz5ujly83S7MRhSVd34PTY+psWVOza5cK2jtgCwZ2lwC/dkB3UEfV8peBXFpu2dNJYIfIrpy3AnCPytnSSq8+ZzVcfemFIMEcqoUgk1JBtUcoQVLao065O7l44z7eTTifUgMIdlJcWLKF45xVzmd/ZEbqvyTSl+55GvU/OZ2ZT7jZWLqK+N14opVZorYOdLZuMSstsJybtMqjdO+W7lzwBjN9jOwgubB97cOu+zqW3LRvmYhL2jnm9T2G0pZOB98vkni7p6vYsrxsvmeJ1fhhcG8LL/cbk3gbhLL/fe51OKO68cu6wsmWSCTSabN6K8ShoHRqj4Sw3lBaXEUXe+FEOWVZOovSPpjpYWP9mep5yyewD0nGw3jrxqJhY0aJGqQdZBEudAg8TLFFWUfIrp9/01lceXO2bws85Ms8VSg9Ks/3rvKbRTPJw24EqXlN9KIyDGJ2+kWGWoUtvX+b7fIOi/aPgfGb2p17ziVY6u4NQOiY+r2FWR6c1Fiwl0G6T8zs7jALFbMU4zPJmy2e3vAYGcthHkUVR4xbc7iJx3ANMc+XbcQ5umQLDXVjuXjiPNTdeEJhHuhRfXvey6X6rGNtlcz4Dd7ClqTJt72/qI++1UFW5FpgqxTWuEm5vlZD3Qe2jFnExB6RCHUa9T++Wo0MxJcoUeCkvYZxVlJwERaZ7pfD7yoOrh6wKaU8hlvrs53d6r5aZK+ghGS286MsVjNxlwoS7816E5SC1/am97n3QPa33dyQuErRY/5gMeoKUCROZtvDMzlD3qkJxdve2y+YQ5iUSJq/jyCLTNG7XnHt46OxjHB9kJy0pazGrrz30gu+iIzB8WXEIdsOK6+Li5Sbmt4qxveR3uRbWakklQuVFOqHoz+e5a+krw367+pzZZcsKFsc1rpJubyZy1G0wCtIr/Pq3UvzAS+GA7SWCHmy9+1GHRbearC5liqmVstwvYdT0N5Gjiz1SQJUr5U5Q9oAgy5K93WnRdbummOC0tNh+ckG4z2/fh0Z+R+JSqTzyQvkwyeQRpEyYZnVwvoduKzIMKr7PbtpFJuUfJ+CHScBcEF51dK/QevU5s7n54TWhcjlMJoW57F1z7uFDruMmrD5+M492HaMEbPvVJYqVOS72vSh4KOd2JpC7F84jlUzgl67Zz+8+jsEqTsaxSqajCxsgZVKJIStah+kVlfADL4UDVqEO6iDrfXrXT2CkE8p4dSlTTK2UQYp3KdH0ppQamR52zSjCLKi+R3zuQa4593BjpS1OW1QJNaR88zs7ImcQ6csVGvodiUu1Vl0T4hPUKTszQPgpE3HceuZ3dpDweIfCMvgEZeYwCZgLw1nHxZefylceXD1wXEFrvvLr1UbKUdhAspQsRlHq48X8zg5P15hkAs+FofzkVqmzTGEy1DmACcr5bZKD3CuHdpz0jHGopNub1wysM/jVrQibKPd2+7DdCdfceEHN5PUBq1DP76z8MuSVwk/4oYZPLYL/6lImmFopgxRvLwXSef4gpddUWESJLg5StL3qG9X6HtTh9+UK3PzwGq4+Z7aR0hanE/CKcL7zSu8USX7YWQb87lO9vyOlUMs88kI4YQtshLlMxHXriaNQ+LktmCirUd59v/SYflZZr9R2bvl59TmzuXzxk8y89n4KBR07V76TUn1yna4x+QKgGZaNxO99LSVDSls6yZ1Xzg3cZ/UN5/O1h17w7IOdcS0m7citNAalZyxnFqK4hqKwc7r96W35uuaLF7DmxgtiZyqpNw5YhRoqvwx5pfBTHk2FZxRMrJRhL/PXHnrBMyDFfomcUzxuogTAeSlCURVtr/pGnQJzX9NNTzY/ZBn2IKUtbifg1WGGuX7YOO/Dp887wnMfreor1kByRzc3Xp1yEEHvZxy3njjtyenCFTTrUQ43o6hLPnulzLv0tmUDciNXKPDVh14YkiauXN1iXHdALzncny+QUMpo8Bsml4Ow/Zr9glXt7SYKoOn1nccE9eFBbT2KXLQNR17EdXvzs6zPvPZ+Zl/3QOiy9Y0W05KqdQFqSdgy5PVsmbKVRyd+aYbiND6T1Ez2ecN8q+xgO79UPUH32XYtKeVZ+F37tsvmDAnW8bNuxJ0iXn3D+b5pfUwHOXYn4JdeK1fwDlL0euZ2FpKwFFHO+/C1h17wLFcur7l88ZM1Sb/kxm8GQVw1mgO/TjmVUIGrnjrfMXd6vHedMnVIQJhfIJhpqjg3dso2mzD5537HTbMOxU2h5yybl3U7X4C8qwz9+QLphCKVTHimJ7354TXGy6nbSmAU+REWO2Sah96+ZpQ0bl976AUWntk5sLjUjfevGvht0YIjB7ab9MGLLz/VM4WgG+csYFgKQa/fwuSi+50ISg3oJ0vD0u1eevsyoxVJ/WS2171yt996oj7V/CrRbEFX5QqoMklK7zyvSR7WMGrxLEyn9ksZJZdjhO30ISzF0m6fy2vBAL9pt6hCvBZUMohGqD1+0925EDcEZ4o8t2Lhzq5w88NrhlnITFPFeV03zmAuaqYP08VD0gkVmjLP1LrtteDIbZfNYeGZnZGVnL5cIdKsUpCbmXORF9PzRXk+znu88MzOISlAbWUa4JpzD/c83rndy4/YaxVgZyyMyUJAboLkotc7ERa0Ofs6y5o889r76bzO+nhlc7HLvKSrO1IgqF9gcCPFtByQC7vYNMMCL27KsUBL2EIs7vMG7Z/xCDTwK7fps6jkIjR+ZYu7wEm5FkcJu0ac+2FyXFhbqId3xHQRj2ohC7uUl6Dnm1SW617Q4ihhbdjGjjWxMT3OiV97K/dCXKblM5G/YYtjmJbHtEx+hMnF2YseiKSgBZ0vqmU/rN42cRdT8aub8zi/2RK/egY91zCLt5N0QqGUMh502YuQxW0L629aELlPK1UnkIVdykC9jnJKoRwBVWEKlPu8fqPnVMI8fU1QAJxz9F3JHJlBZavUUtflKl/UZ256H8NmN2rtq1yJIBqhvgh6jnltBdx6zd5ECQKz93P6nEZVBvzKWYmFuMJ+A/P0YabviclsZymBf2GzSlHT3vmdz9Sy76SgzXLvxw2iM4l/CpqpjBLQHkWZtpMdRPHPt9004yjTLalE5D6+FjqBH9LjBFBrZaFWRHVT8FIa7144j7VfjJa+xisAzi3EazW9X8pApR6zRkTJxRuUhaWWbhWVCKIR6o+w53jpbcsC3zFThTEo7WgYQe2tUgtxBR0TJX2Y3+IYKVdKMxNDQCmBfxCseMY5p9f5gtLW2bm8/XKOh+kEcV38ohxn2p8EuYAGpd41TXYQRNg6Bl7YZfN7Xy6+dann/a8nl78DXqGulO9uUHRt3N+qhd/y1wWtfctVqtK4pKubmx9eM2y7O1io0dLo1CtB99Gd2zQoC0st73tQx5grWIFrkvGj8QnKrgDhK3earijol3bUTTqphi2gEqRsmsisOPEv5YqZ8Vsc44dXzg1MaRZ0PrsviEpQfxzH+u11vjCZdeP9qzz95oOUurAyhlm4/Z7lNeceHlsfCJod9fL1tlMDuvvxuAOZsFV63Tmo7bIFPR+vQU096QQHvEJdicUrgqYg4v5WTbyCJtzLX5e7XH7KkTvLRKOl0amHAZIXQfcrm9fDFsioR4Lez0q2VaH6LDyzM3CmJGjw5KVYeCnEYZY4e+ZtzY0XcMyUMcZlN5FZcVzDyu1OZi9c05KyVqsrx3sfVS4H9cd2fd3WY3uAYzq4CCqTSZ8fJE/8yhhm4fbLA+5e5XIg5Zzhgi5ehq4w45W7z7rm3MMjrWFgl39+p/dy7/bvfjmog56Pl+W5nnSCAzoo0abzuvs9lwG1neujEhSYAN4vbdhvtUxPFjfQIgqmgWVhQX7uwI10UpWtc4hKNQIS45QpapqtMO5eOK8m9YkS9FLNd0iCEiuDSZqzUt4vUzkX9b2+9bGuIWnWSi1nuamUnIqTcjDMqh1UVsAzMM0dsGYvk26a4s+LuMGZ6YQikVBGwXNh8i2VUKiioStKIF5QO/dKU5dJJsjrwhAdKaHA77E6206cgHGvZxx0bDnab0MFJSqlzlNKrVZKrVVKXVuNa0ah3Au8BE1BxP2tllSjXKajzCCrjN9qYZcV0wRVm3ry7YJ4wTgm1Ko+UaaA7RRdYqk2o9IyO87MTZg/P5T2fi2+/NRhafgyRSXDSZT32tSVrVKYuBdefOvSssspv5SD6aSKtEqtm6B772eNdc/6eq1UG5UwGer3e7agjWegw66RK+hYM3FB/bnf4jlOZbotneRHH5w3JDjSxj1LEsd6bPfxQTjrWU+p9SquUCulksB3gPOBo4H3KaWOLtf5yzGlHrbAS1SCGlGc32q9zHNQ4y+XghLFH9DPX9svn6rXUtzVoN4GSEE+x6VQq/p4CdIghUvcP8yohsyO69rmlXfdTUnt0d0VeHQNUd5rU1e2ShDFvdCLUu6jX70TSvk+Q5NBb1SZ6qeAO1eqjRO8HDfI0E05DSym5yo1+4fXAMb+2EGFTncRv349SHezFyHze9fd8qJeAv+rYaGeC6zVWq/TWvcD9wAXlePE5fI5Lndgop/D/+LLTw1UHP2c+J0J3quJ3eCDXrJyCYNyjDLL3TmUOlgrl29XOQaNcdMYmVBL/3W3IA1TuGTBFyMqJrOhtJkb0ywScd4RrwF5f374YDzKe13LQXXQfTYZXJfyXofV2+8ZhvXhUWWqyf0PandevtkwvI/38juOMntWLkzOFSf7h8l1TGcDbOtz0GDPnjnJ+aTrswNETZYvrybV6AmnAs5lqTYUt5WMn8C49LZlkc5TzsDEsCm+IMXRz4m/P1eIXCdneeIoY6buAeUUBqWOMuOkmPKjlMFa0EAkahR+OQaNQenlSqXe0tOZKFy1dqFqAIxktlLqKqXUcqXU8q1btxqfvFQl05YTdy+c57tPnEGTablMZ9OqmSPdS87HcS+0KfW9DqqfLYtW33C+535Bg6uomU1MFPCge7HwzE6uPmf2sO3OlTW9ZPSN96+iP58fksUiqqtLnDZickyQDlJKHnGT2QC7Xw/S3Zz3Msz/PhvT7aVSVEOh9mpFw+5SHOEc5KcUNb1MuTCZ4rMbrj3FYi8FCv7uJ+46mSjKpShjpu4B9ZRdw8/C7+UHGUZUP0n7Wcy+7gEu8wn6c1vdncfZH/ezLIcfdrlcPTI+2RHivj8m9Y+DrXDVU/R3g2Eks7XWt2it52it50ycONH45H4ubCaubc42E/QOxBk0lSOOw1nOODnS4xhA/OR8kAIXZnwo1Qc1SDFzyq+og6v5nR3DFNwgf3QTBTzsuXu55zjr4Cdf8wVQSnH3wnm+s2dBbSHoHiYTDPP39zvXrY91DZGxtz7W5Wu88rq/pkR5lkG6Wyl9Va1nIKvRs2wApju+TwM2uXeKI5wrlUPaTZQO3qRRxVV07TqZHl+KMmbSIdWjddIrn6rpao1OTIWD+1lkC5r+gEwBTmXaawbA/SzLMWVcLousLmgWntlZFl81O4A0rP6lEMWaVa/pDWuEkcyOjY/eHBYE7iX3/IgzaCpHHIdN0CA2aDnsuP2Cl5xHE+he6PWbrfyVOki++Nal9Of8FSO7jlEHvV4zwE5rsRuTwU/Ycw+TwUHtsD9X4NLblxmXJazsdy+cx/qbFtD1xQXc4XDR8DuXV4aZG+9fxa2PdXle02+G3Y3X84nyLCtp1KjlDGQ1FOongdlKqVlKqQzwXuC+cpy4nK4a5VLOTQL44iq6dp1Mjy9FGTNp8NkIy5FWC3t51vU3LeDuhfNIKBVrgQ9T4WBq/XXf86DjnM8yTofjVgyDnmWU6b0o6a/CuPS2Zb7L2ZbTyuD0wUsnlWenUy/53+uIislsiB8EbvquxR3oe7kL2W0xalsIkrF+ClRcF8Yga1+Qe6Gpcmc62HS/R0Fpve3rRnXhCOv7vMoaNvgJuxdhrhphfaWzvUd1awza3+RcbmXab3tQxhc3XjO+S7q6KXj0D36uUH77+t1r5wqOYdRyBrLiV9Za54CPAQ8BzwM/1Vo/W45zl9NVo1zKedB5TKa5TPyATRXlUqa8TXypcoXapaQLo1QlyVTQm7YN9z039U2PamX1qrNfgIytYFZbUC3p6g5Vzku1Mnil7UolvMtfb+kNa00lZTbEN16YGgJKcVfw8iONM8CKI3vjujAGXcsvlZytPAGBVukocjSKa5ktv6JabYP6vlJkvp9yuqSrG+UxpeJUKkvxO64HoqRT9ZrxDUqR6OcK5bevn1uMvYJjUOYPe99azppXRZXXWj+gtT5ca92ptb6xGteMSliOU1NhGiTITaa5/PyAUwk10FBMhXUpS9OaRtPXKiVdGKUqSX4rVzlTAoVZf23ivOT2eaN0OEFBIV5Th2tuvMA4EKVcgso0QLIU5X1JV3ek3Lq1zMRQr1RSZsc1XpikKitHyiy/9yhs2WkncWSvyUDDywJbjkG3X72iyFHT9yWdUJEtrTZBfV9UmW8aw+I1k6YLeojfcVDeZHdsQL25l5lmfFl/04KBPsPkeHt9D2ddL719mfe1NEYzJ+7f/ZYvrxUNH51j4mJhyp1XzPX9rRxuHybTXPM7O/jUecPT7iUcL6WpAC01FZ1T0AVRj4pHOZQkZ/0XX37qsGVgL7v9SXKF4efLJBMlv+TOtEymHU5QncOmDk2WZi6HoDIR3plk9CBSmzCF3S9Y1AsJXqwMcdtR2MDPHacSV2kJkhFRLJ4mstdZTq9pcGeZ/JRhoORBt1//FkWOmhoX7rzSv58NI6jvi1LWUmNYnLMGS7q6fe9fKqFAMdAOb32sq6ruZYsWHBm6vdSML0H3/eJblw6pq0nSBXfSBnu5dS8XHr/ly2tFw/cYQQ86aqo5E+uyaZmCFN4wYesVVey0BNvHO0e+Xordki5r6Ve77IUSlpkvZ0q6auBXpriL5JisIAXFKbErTmXNjRcMpPXy8uEOu2dxFn4oRTF0K9x28GFQHeJg9B6VsI6RicLurkcpMzlC+QkLMPPDbudeiqe7Uw4iaKbStlSbnCdsIOwV0BxUt6irBHoRVekMKo8br/eoHMYFJ0F9ZxT5V2oMC1iDK7eC7MReZtyZ1u3G+1dVZFVKv8HjwjM7hynVixYcycIzOwe+x8n44rxmufBLumBjG7HqKe+0m/rThCIS9HJGTZ9XLkysE0EC0FTopRyuIdm8HjLStbMolGsZbhNXlHqi3IvkmA6oEkoN+Cl6dep2dHUUa5sp5VYMKxGsZ6Lcl+JGZHLf3PUodSZHiE4pQeBhqTF9p5UJb8N+PrNe53F27nEWmIgaZBnmP2xikTdVOu3+w4tMKsE15x7uGfznfo9s40I5LYh+fafXgmp+201iWMIWNevJ5j0VZLDqnkgoz4xPfteLg4mMXnhm55DVDJ3KNPj3G36+9VF8rqMQlHTBpj9fqKu8024aXqGG+kyfZ2Kd8BOAJkIvbOouaBluty+giTA2cUWpF+wpuHIuQ25qhQ8TCjfev2pI51Pq9ZyUWzGsRLCeaQCPibD28oE0xV2PqNH3QmnE9aMO82ld0tXtO61sE9SG/c7vhbNzj7PARNQgy6BZN9OBr+mgO+g+5POFYe5v9vWq/R45ZYBfRguv2T4T+VqKwtiXC188J2p5vCiHjI7ab5RrXQM3YUkXvIga21BpmkKhrlb6vLirFTpZ0tXN7OseGOZb5BSAJkKvlNyYMOgLGMUKGeaKUmlMFH+T0XO5rL9emAgFp+uOV9RyKVblcnZoQW3M7znY7dtWcGcvemDI76bBrmG/l8NKUo++/wcK8zs78DA0A8FuWUE+rWBuQKl0IKqJUmOiRDnfYb9+AYWxUmWqPAXdh7w2v56TsCBArwVIws4XdzXfSmfmaEkljN0LS5H3tQioLiVwGLyXc3fegziDi3qxVDeFQl2t9HmlupD4pYyBoQLJxEc6zIod1ijt65Ujirsaiomp4m8asRyVMIuyjYlQcN8v01zJ1Y4MN6mD8zlEcTMKCsAy6WDKYSWpR9//Awk7C4CboAVewuSeqSyqRiCquyzud9gvnaUT57vupwz7WeT97oXJ7Gkc7IF2FEOHLT8W/fIZzwVIFv3yGd/rlbqab87DAh/l+belk8HKoY8+nUxgbA0OI6i8Xs/Cy+ARNVAyTpYyJwvP7Awc1MUZ7Jjka68GB0SPEtVVI4hSrLFhAiCKj7RXw3VmRzBp2EHTUvWWDcF00YNSI5aDsC3KYftA8MDMHTwVliu5Er7MJgq6qWBzDs7C3Gy8lG4nph1MqYM4CTqsPXEWeAmbvYubxtJ+H8ppHHAaRLze4ZsfXsPV58wOtci7/f3dynA55XJYlpxUiNXVLu+tj3WZpUvDkh93LX3F87e7lr7i2xZMnpXfs3bLXafPcJBrjTuN6tceemFIvZzyK6h99+UKAwpoKQbBIBntbjt+Bg+/QEk/BTUsS5kOWfEUhrdjGEyvd/niJ7n6nNnDnkM6oYYtt+6kVjFzTppGoa6WH3Wlp5jtBmFkOXbLNsf3+Z3Dl+F205JKRBLGtcyGYJK+COJFLEchSsrB98+bPmy7836Zzg6U25fZFqzOzv2y24dbkb0sYn6E+Qw6fcuDfFRNO5ioykK5sw0IpRNHZnu5DDlXM4yTaSLIdcCvE08mCOzcYWgAdFCO+DVftDIC+d2PsHe9nHI5yOiTTip8JhWGYAfrmaRLMy2TGxPFKZ1Q5AqFYVlZwuSp3/20FxfxSqNq7+OUX2EyykvhDXKX8yLMhc4krsoPd2pAP4XX/U4FPev3z5s+zJDjN9i85tzDh1zjzivncofBzGUtaRqFulp+1FE6cmcjPNQwYMpkNUV7P3cEsdufeX5nx4Cw9hO4QcLYbcUE83yn5SRMqDjrHDViOQ5+gxS3ReoXf9k0bJ+rz5k9UAbT2YGoqa7CLM9ey3735wueFgm3JSGo/QelGzOdkje1vEedFqxEtgGhNExltpcc8lvNEIbLqLBn76dEphOKNV+8gDuKOXHt8y1acCSpRCI0g4NTHoe9w/Z7FnQ//N7pcgYjB72fa268oCTFOC5eriRBitPdC+dx98J5pJIJz0BRk2cRdj9NjBwmMso5GIyblcuk7Tj/RsFON+mO+br54TUsvvxUz3fKr49IAL/4y6ZhM61esxdegzL7/Q6aJa51XEzTKNTl9qMOS80UhnvUZfqY7f3j+gp6bQ8SEH6/Ab6LCFQ7G0LYqNNZ56D6RPFBDlJM77xyrqe7jXPBAr9O2hnYaTo7YLKfSbCrjZ+7Rdhy4BDsSqQ1+E2IvOuUqcPK7IWp5d00uNG+pt1Oa+GLLnhjIjv83J38OuEoOZltwma/ghZ4CiNMnqcTakh7DBqU2ue7+NalnsG+5ZDLpcbmxKEtnfSczXPilmVB939+Z0egwhtUR1s+hC3LHhaw7ZVGMKhu5chK5dd2KvHsguS0n1ErmVSez8R0kOZ8v8PqWiuaRqEuJ7a7hPuZfercwwMFlbOz9lr62AS7QcT1FfSznoatlOf+LWwEXk3FJKzzct8LL/+sKD7IYT7LdvtwXrc/XxiwNASV2bnddKo2bD/TYNdyEOQjlyto/HRy2xfS1LfftCz2c7574TzPtu91n8rpiy5UDjv9ZZROOI6FKorrSdRg2CB5DpbS7myPimA/0YHjXDE15cJP1th5p0uxADp9kG1sg8eN7zg+VKk2WXDFxOAUVEdT+RDm/uaVRjCozKZZqfz63SVd3vnTnUbAIENhmG98WLmcRA2ejXPNO6+YW5eLcTWVQh3UyOMInkxq6AO78f5Vvql8ypHGCwaT0IdNO5V74RI3QQKp2opJ0HMNeomc1oYoPsgm03nzOzuGLRjgvA8mVmXTqdqw/aIGu/qN7sOsYzZxBaNtXTDx7Y+K070pyn2y85g6lwYWC3b1CFNm48jTqAusRHEXjFKeoNVx/ejPF9AFbfQOlHuwDN6y5upzZgda5ZMJhvio+2W+uPPKuQNLStv72j7HS7q6+fmKjaHls8sQ5qrohz1b5eWHH2UVwzB3Dq/jgsps4mbq1+/e+lgXF9+61NPCnc8XBuSfl+xNJxV3XH4qP7xyuIIaRlCZowTPRsGe0bn41qXk8oUhfZbTfaZWKF3CctSVYs6cOXr5cv9IYz+WdHUPTNW4aUklAv2M3ASNxu9eOG+Y0lOuCPEo5Zy96AFP5SZqXb3wq4+9nGpQXcsRvezEFiRuYZdOKu68Yu6AQLY74JaUtZLXzQ+vCbUmrb9pwbBtQQuE2PuHtbXFl586rMxt6WRFfM7DFjRxt4clXd1c5vLBz6QS3OF4Zu776XyepbR15/32eq6VukcQfp+8iFMepdQKrXV4jsUmohIyG8Ktd2FkkpYPtTsI0d22L719mZEsjdL2nfLJiUk7tN8Tk+uVW966MSmD+z3xuseA5/tuK+ymKfDs5+Eno4LK61x2269f8cKrn3Be3/Q4vzLbPtRupdgpl+PKXb926ObWx7p8F8dxE0cumt5vv/47k0yAYmi/5bGtljK7qSzUQTcwakMM2j9KjuaomEzv2JhOe8Zxz/CzgGuP83tdv5wWay+ryd0L57HmxgsGhJF75O63JKyTKBlO3NuDLEN2OaoVwBnVgj+/s2NYoJVbmQ6agTBx2zApZzmDqeJc34RKWAGFQYL8IcF/OWlT7GBbtzueu21/+rwjjKaQ/cqzaMGRw4K/s3nNxbcuDV2gxI2znZoEttl+1VGvY0JQEJ8Tk5VH/WaITGQ1DH8efm6MQeW9+eE1gdk+vPCTG/b1o/QjfmUOsh6b1CsIU/cgr4XbvIgrp8PWcmhJJQbui1euao0enoghXxi2rZYyu6ks1GBmXTQhbDTotrQFWVmg6NuswqfL7RG4ifXOxIpeihWw87r7iZBlx7cupRJkLYV4FlPnPTC1bicT1mIUJi4PlbS0ujGx4EfB7366rUOX3rbMKJARzO6H8zk435dyWeCiWKTcRJEdYqGORthsT0FrX+ux6Xvflk4GPne7jQXJGQh+N8Bf6XHOagb1UV7vSRTLodfsaVzivC9B70mcGSInTutyEGH9gS3HTMpjKrfc9ymTtBTAcsqvUmfBnbqFU3bb/USYDgPhlnqTusbVSaK2n1rI7KayUIcRxWIa5FfnHEXa/kt+LFpwJOtvWsCaL14wkLrJDqIKsoiYLGQSVEZn7kk/v9Ewa3UpyjQM+ls7iWotN/HXjipknCNsvxyYXgsu5Avm/sPVHCWHWfCjYhJQafssB1l9o+R9dj+HbEF7prwqFa/V0cKodeR4NVFKfVUptUop9YxS6pdKqbGVvmbYzGJQAJLpswlTCvtyBaNMGUHvhsms5pKu7sAAMGdaTXv/r/7azHLovE45iBuAGff3MG68f5VRv7H48lMD77GdiSMMU0usW/66jWd+8isowNArH3Wpy6X35QoDmaDc6flMlGmv5xcnnipuJq4o7adWMruiV62FcI4SsR3E/M4O35fSXhp3SVd3qOXAbxrFblR+y4uHpXKyz+GHs4EH7VPpLAfuxPVRX76gAMFbH+uKNGr1ykcdtOBCIkbksxO7ntXIiFKutFkQ7vLirE+hoH2zEqQSCeP832Gdt+kAJaiTcmdCySQToRkV6iFyvMo8AhyrtT4eeAH4bI3LE+gaVK5nY9oBB70bYZkfwGrnuYBZHXd/EXUxjqjGhSDZFHQu93uTSVozCVFXXvVbvjsIk34j6B7b5/DC7iOiylGn/E0kVKgbgu0z7ewLL7vd6tP88lHDcDfCsMwobkxnFN34ycG4i47FycTlt2iTuy3WUmZXWo2vunAu5wIvfi+lvTSuSQcfdk2/5cVNBwZhyk9YRxHU+E2zPpieP87LF2QRMp0GtXFbf8LOX6pffEsq0ZCp2sIi6N2WZL+VZqNY6U3uddg+YVHw7rbnzqhgZyiolk93PaK1flhrnSt+fQKYVsvyAMPSj7l9T4PIpBKhcixKBxz0bgSdI8wlxKYvN3QBlzizb6aEyaagvsUZg2FqkfXLIOJevtuEsCxNcSjX+24yw+e3uNaN968KzEftzonutXhYiXagYQTdF5O6mmCaWctr0SZ3PFAtZXaqkifXWj/s+PoE8K5KXg/Ku8BLkI+eaUqnqGmh7Ea0+PJTfadhnMcEZZOwfw+bzvGrx51XzB2WDSJVzPIRtkqY1/lNXj63P1Y6aeazbMLXHnphmA+e3zM27QDDMnoEPeNy+JdXAltwOZ+DLaS8/PiCLGimgtXEHzZMWfDK1GAHPfmRLWjWf/GCIdtM/DQPEK4AflKNC4XJ2qB3JehYe6liP1/gqB1w0LsBloufV3uz3QxM5VlfrsAlHiuXhuHMue6VZcO5zcs33SmbvOQaQKEYd2U/Ey+Z4CfjbIXQLqM71WyUrB/lUuZsbP9iuz7uLBymfsJhfQrEsxS7z+mng6STw+MB4twTEx9kk7qaYPosne3HSb30pdV0NLkC8HVcUkpdpZRarpRavnXr1ioWy59yWLvjnMP25zNZDSgsU0JYFL2Nl8XUKxvED6+cO2SbCWHWcqcrgdti4rXQQVw/Mq/7HdfiBINJ84OeQbmFfrWIE0HvhWk7WXz5qYHuF2FWxCVd3bEGXgeSf7SNUuo3SqmVHp+LHPssAnLAXQHnKZvMNpGTfu4Jfu/w3Qvn8eymXcNmJ+wYg7juUUHuVQvP7BySC91dD9OFWyDcbcFNOqF840Iuu/1JLls81MUgLEuUl1siDM8aEVfGBbnbmeTs9vPpDSKoTw2a4Yoyy2i6YFdU3PUN0x+cbTSqnIsit+txgZVaUXJvUi7hrLW+RWs9R2s9Z+LEiSWVKagxRJlqL9Xa/f5504ekInN3BmEKpulqQGH+s3deMXypbDd+02Re5/YbJXrhLG/Yy+clYL2m5YNS74Thfg7gn94u7Pnrgh4ycPF6BlFSKjUCfuX26qeiCNZnN+0KnPXwctdxEmea90AV/FrrN2utj/X4/ApAKXUpcCHwfh2QBqqcMjvsXQtyT/Ab0D67aZentfiakBVvSyUonVqUhVuC8DIy3HnlXMBfjprOKjqXQ7988ZN4LMAXadVCP0wVwrAAfidBcmDRgiMD+9Qoaf2CXE5M0oH6KfbJBL6rGbrrG+W+RwlojCIXy5H6tJ7dH6NSssuH1vrNQb87hPObgoRzOQlyc6jmVPvPV2xkwfFThqUXszuDd50ylbuWvjLsOPdqiX7Ti6bM7/RfLtpZpqiETSV5WcuD6hMUiOmelvebWvXbbuNMnm9bbu644lTfNhE0RWsybRfmkhOHqGmKyolXfezk+nnX83vnyVNCp53tbSbBvUGuGHHar/tdquV9rReUUucBnwFer7XeX+vy2IS5TnkN8v36gBvvXzWkLVXquUeRZ1FTot3hmtI3kaMm2O+yaVA7xJdxpu4CUfrBoPIeM2XMsHZkMpvoh+3v7tVmgoxOS7q6PeNO7EVcgGFp7e7waJNR7rvXPfRzZ4mqY0QxsLmxB8ph+zSKHK5oHuqicL4ZSzgbzwmWktPUplr5qMMIy3/qRTqhWOMSuKVimg3DpEMJWyHKNF+oG5P8x07c+Vnt60Z9Zs77HTW/skne13J22FFyeFZKUXCf1y9PsBu/Va1yBf/pZydB723UZ+5+buVctbGR81ArpdYCLcC24qYntNYfDjuuHDI7rqz1axdBMs85mKvUap1Bq8265XuUnM9h8jXSao6OlW+jvMtgtmphEJVYKTXonqeSidjrOoRhWu44awYE3dty9y2lnCvO8aYrgVbaCFoumV1phbpmwrlcCrXJoi2VIK5S6kXUOgQJBxPBH/cFKJeAjbsgQZQFFOKWr1ShZTro8KpLFKEfpYylLthgQlibivLsvN6tqIO5IBpZoY5LOWR2HFnrp9SlE8poUJxKqEBf5VIVCy+cy0lHOQ7M+gU/+ZdMKPLOtJEOi6hpkL2NlyyJq1SXc9Dv14f4Ddrd7aeUpdH9ZIXJcw061qRPLIcyXErfW+nFWtbftKCiM4gNoVDHpdIKddTVpGYveiBywFMcy7SbuxfOA4ZP/0RZ/a6U1eFgeIdiOoqPMmhxUq6XJo6lOe7AyW3l8StzOQYMJgPFsJXnghTEOGUsdRYnDJN7ZFoGv3e/XANwEIW6FMJWEfRrl3Ze3yg5m00JmgFyy+ZPn3dEScqXfd5S5YTJADOTTPCp87xXhXXjJ+OClMVqrhbrxKsPCZLt7lWPw9wignDLiij9r9exJnK8HLOWpRoU4h5vaqH2czUs12qUslJiCEEBEZdGTEd05xVzI187zH8sk7Jy3gZx6W3LfJO8mzryR13tyo07otlEaSkl4GZ+Z8fACmh9OSv3ZpyghfmdHcYLs6STqqQVxrIFbRQBfunty2IlwXdiEohy6e3+7Ttu5H1QGUtdwSudUL7Hm/r0mbbLoFRXUbYL1Sco+Mkrr2+5cLZ/Z1Cz14pzXgFsXgS113IEevktKObEznscVl474NEddO2V9s6JvSJvtYPOvALETd9vv+By5/YossK0/3UfG+Zb7LznpjI7KLC31GxUcY8P6zuCAkb784WKrKZbChXNQ11Lgkal9mqDpgJqfmcHyYTZUtymI7p8ocDCMzv58oOrfaccLWE9/Dc7ybvJdcphOXQG/5jktHRGCEcd8b9/3nR+8ZdNw176OJYO07pbL2X5Zmq8crDe+lhXaJoqE4ICUUys8qVE3vvhDngJIpNKDPOhtgefpcxMhLXLsCCpSgSPCuXHT+bFXQHOlL5cIVSBjMoRn3vQt52XEugF5UvLGaTMm7qJRJXf7j7jmnMP52sPvVDSrGU53+8o5zK5P85jTS3hTjkeJLOdMz5e7k12X2UaIBpUnjjHu/uOpAJnN2lndzK5j/WwvkPTml/mdwbnX45qkUwoM2unO4LYD1s5j7uokfM6S7q66fzs/cy8dvBz2HUPhK64GOd6YSPKRQuOHBIwYZLX08ldS18p2YprU0vrovv5BE2/Rimnn/UKGLa0thdh6ZBMcp/7lSsozRVYbcNvVauw1I9hBLVLEwtfOayCQukEtbNSZpGCSCdUaPtuSSVKnu1zU0mrWqmyryWVCH0XTZX2KPLbq8+48f5VRjOAznO4U9SW8/2Oci6TduV0WzIZsLnT2pk+az/DXV+uUHI+6VKOt2X/3QvnkUkNPcfND6/h1se6jMoAtV/foWkVagh21Yh646NEPtuYNKa4lhX7Oku6urnktmW4i5craC65fRnXnHt4SdPx7uvN7+zg6nNme+7jDpiJktczDNtCFIWgBR+idjhxjrHLG9aZOFc381q4wo2X8mnS2TvzovuVV3kM8bxyoAbh1eHcvXAeC8/sLElxDro/fteMcp1SlXqhdOIuphW2eFVLKsH7500ftt3tzhCU87gSnXVcY0EYpbphmbzvUeSh6b0zkWNB9ywsX3m53m/Tc4UtR+881nTA5lbeS33WtitcKQOOcgxYgvQFU2rtote0Lh8Q7KrhXv0pDBNXB/e0j8n1Tc7rxqngXL74Sd+RZy6v+dpDLwxZhjQO7nr5+ee5cwWXuwPymzr0miazpwad00nphCJXKEQOPrSt7kE5mL0WTbDLa+K37M5JHtXVxeRe/3zFRm58x/G+bjiXL/YO6nIuYGOKfb/s69j3PMqUbdD0p9f9MZ0m9womixLoK1SOuM/gzivmctniJ4e8h+4sFnctfYV0QlFAD8jkXGFo23JPQTsVAxNZnUkleLfP+gJ+xJWTQQHcXvXIF7Tx6osmz8FvaXIvTBWdKD67XkuEh+Urr0SmiLDn4LU2QiY53Ehhql/4ZfeIg7NvN5GfQe44NnGzjJSqL9SDi15TW6jB31WjENFnNmzE7jci++8r5w1b+SiTTAysamUyunQq/+4k72GNsC83dNWpqCM4r3qZ+tmWe7RoEmjhLIsd1GFPJ6WSiVjLU9/88BrfacM7rjh1oNP2K6+J37JXBxzFemVyr738QE0CU+LMooQ9l7DZBpPpzzjWPTsbRCmBvkLtCJq1cbsT2e+lsx1lC3qIgcO9jLZ9Li/ro73glh+2bP75io2R6hRHTga9xzbuevzwyuGrBJZSHrc89COK60Acq7dpcJ3JPYuKyTmPmTJm+HLzHmpJUN29+uG4Pv1xrchh7jg2Ue+ryeIuJtSDi17Tps2zKWf6vLiptcJGxaWkOQtLO+M+3jSNT1DKI9MUOUF5PaPme3bivNem9S81tVvYcwhrZ6WkLjRJ22aaHxy8B0Rhv0UN9IjaLqMe76RcCzXFqacXkjavNIKeUTqpWHOj+aJXpu0o7Nn7vV9eeaGDZIFfUG5URSBumrKwdHrlSHVXihW4lPSH1ZRvNibPodT+Mmo/HEQp61tEvZ7pfQ06r60vfPXXL/i2iXK0WUmbZ0gtglzchPlbze/sCPTdC2Lx5aeS8nFfSSXVsONtq0KYy0tQAzUNQPDzq1p4ZmdoykA/3M/TxEJvsl86oQL9MKNEXbu32/chDlGtRUEE+YGWIzDFfb5K/m4T1boXdN5aB7QIFkHtLeoMUxQXgiD8/Fu93N/82mQ6oXyDcqNiOkvoJiidXjqpymLlK8VXeX5nBzpmxqUwGRb3noVdM2y76XWj+iFXU5mOc71yvHu2vhDUJurBMm3T9Ap13CAXL6Lkn4xKXKf++Z0d/PDKubh1wVRC8UMfv9D5nR2s+eIFgRkdypURwU+4Ljyzc0ignx1EFnQvvZQ7kyjqoP3saPY1X7yANTdeEPsZhymjQblQw85rit/ADAb9wE0U/3J0+KbPJe7vEE/ZD5tWFWpPOTtH02dq4pZlut1PFtx55dyyBcbFlVNBfd6aGy+oC8UkjlsehMuwSvTfJueMct0o7cNEhq6/acHAp9SVl+O4i5ayn1MPCWoT9dBmbZq+BwlKnxe1gZTTgudFXGE7v7ODri8tGPLyrP1iuHC884rhPnVRU92U0jF4ncPPp9zPehLkg+6si+mzi/uMTZTRqNHYzhSEpgRl2PArg1vxL0eHb/pc4hwP8a1piy8/dVhMA0TPZCJUFr8ZtKjB5CbvnEl7jKoUVToFY1w5VUmjULkIM6osWnBkLBlWif7b5JyV0htKlbHlvF4p1ze5P43QbuEA8KGG8izl6jxXpdaTrwX1WJ+oZQrK8uEXER103kreE7+ylmPxgjhlqOS1TJ9LpY4POm8ls3yID3XpePnSZpJWEHCpMjvOu1bOPqRcxHmP67Eebvz81Z3vaVwZVu0sH5W8rvu8NtWS6e53qZTrm8SZVbLdlktmHxAKNdSn4igIQvMhCnV5qDeZXW/liUsj1KMRyihUl0q2iaZWqJVSW4GXIh7WATRz3iupX+PSzHUDqZ+bQ7TWEytVmHokpsyG5m47zVw3aO76Sd0alzj1K4vMrkuFOg5KqeXNbBWS+jUuzVw3kPoJ8Wnme9vMdYPmrp/UrXGpZf3qy6NbEARBEARBEBoMUagFQRAEQRAEoQSaSaG+pdYFqDBSv8almesGUj8hPs18b5u5btDc9ZO6NS41q1/T+FALgiAIgiAIQi1oJgu1IAiCIAiCIFSdplColVLnKaVWK6XWKqWurXV54qCUul0ptUUptdKxbbxS6hGl1Jri33GO3z5brO9qpdS5tSm1GUqp6Uqp3yulnldKPauU+kRxe7PUr1UptUwp9XSxfl8obm+K+gEopZJKqb8qpf6v+L2Z6rZeKfU3pdRTSqnlxW1NU796RGR2fbebZpbZIq8bvm71K6+11g39AZJAF3AokAGeBo6udbli1OMs4GRgpWPbV4Bri/9fC3y5+P/RxXq2ALOK9U/Wug4BdZsMnFz8fxTwQrEOzVI/BYws/p8GlgKnNUv9imW+Grgb+L9mapvFMq8HOlzbmqZ+9fYRmV3/7aaZZbbI64avW93K62awUM8F1mqt12mt+4F7gItqXKbIaK3/CGx3bb4I+P/t3X+sZPVZx/H3J7AQhY3YLrRkF70YiQltUMgGtTSy1sYstBVN/INGG6JNNpo0KYlRW0lo/NukaYyaZtOStBHhH8ASA5athRol0O7iQsFl6xZX2ezG3foLsMa69fGPmQ3D7dy7c+bMOWfu8H4lkztzfsz3+Z4889znnplz53Pj+58DfnFi+f1V9T9V9Y/AMUbHYSlV1amqemZ8/1XgCLCT1ZlfVdVr44fbxrdiReaXZBfwPuAzE4tXYm6bWPX5DcmaveR5s8o123q9dee2iaWY3yo01DuBlycenxgvWwVvq6pTMCpwwBXj5Vt2zknWgOsZnRVYmfmN32I7DJwGDlTVKs3vU8DvAP83sWxV5gajX6aPJTmUZN942SrNb9ms8jFcubxZxZptvd6yc4MlrtcXdvXEPcqUZav+r0u25JyTXAo8ANxZVa8k06Yx2nTKsqWeX1V9F/iJJJcBDyV55yabb5n5JXk/cLqqDiXZM8suU5Yt5dwm3FRVJ5NcARxI8uIm227F+S2bN+Mx3JJzXtWabb1+fZcpy5ZybhOWtl6vwhnqE8BVE493AScHimXR/iXJlQDjn6fHy7fcnJNsY1SY762qB8eLV2Z+51TVfwBPAHtZjfndBPxCkuOM3pp/T5I/ZTXmBkBVnRz/PA08xOgtwZWZ3xJa5WO4MnnzZqjZ1ustNTdguev1KjTUXwOuSXJ1kouA24GHB45pUR4G7hjfvwP4wsTy25NcnORq4BrgqwPEN5OMTmt8FjhSVZ+cWLUq87t8fKaDJN8HvBd4kRWYX1V9vKp2VdUao9fWl6vqV1mBuQEkuSTJ9nP3gZ8HnmdF5rekrNlLnjerXLOt11tzbrAF6nVXVzv2eQNuZXQV8jeBu4aOZ8453AecAv6X0V9VHwbeCvwV8A/jn2+Z2P6u8XyPArcMHf955vZuRm+zPAccHt9uXaH5XQf83Xh+zwN3j5evxPwmYt7D61eNr8TcGP2niWfHtxfO1Y9Vmd+y3qzZy503q1yzrddbd27LXq/9pkRJkiSphaW8KHHHjh21trY2dBiS1NihQ4e+VVWXDx1Hn6zZkraqRdXspWyo19bWOHjw4NBhSFJjSf5p6Bj6Zs2WtFUtqmavwkWJkiRJ0mBsqCVJkqQWlvIjH9Kyyu9v+MUGWiH1CS/WllaBNfvNYRlqtmeoJUmSpBZsqCVJkqQWbKglSZKkFmyoJUmSpBZsqCVJkqQWbKglSZKkFmyoJUmSpBZsqCVJkqQWbKglSZKkFmyoJUmSpBZsqCVJkqQWOm+ok1yV5PEkR5K8kOSjXY8pSZqPNVuSmruwhzHOAr9VVc8k2Q4cSnKgqv6+h7ElSc1YsyWpoc7PUFfVqap6Znz/VeAIsLPrcSVJzVmzJam5Xj9DnWQNuB54esq6fUkOJjl45syZPsOSJE1hzZak2fTWUCe5FHgAuLOqXlm/vqr2V9Xuqtp9+eWX9xWWJGkKa7Ykza6XhjrJNkaF+d6qerCPMSVJ87FmS1IzffyXjwCfBY5U1Se7Hk+SND9rtiQ118cZ6puADwHvSXJ4fLu1h3ElSc1ZsyWpoc7/bV5V/Q2QrseRJLVnzZak5vymREmSJKkFG2pJkiSpBRtqSZIkqQUbakmSJKkFG2pJkiSpBRtqSZIkqQUbakmSJKkFG2pJkiSpBRtqSZIkqQUbakmSJKkFG2pJkiSpBRtqSZIkqQUbakmSJKkFG2pJkiSphV4a6iR7kxxNcizJx/oYU5I0H2u2JDXTeUOd5ALgj4FbgGuBDya5tutxJUnNWbMlqbk+zlDfCByrqpeq6jvA/cBtPYwrSWrOmi1JDV3Ywxg7gZcnHp8AfnKzHY4ePcqePXu6jEmaz/GhA1Af9jy+Z+gQhmTN1uo4PnQA6sMy1Ow+GupMWVbfs1GyD9gHcPHFF8892Fe+Mveu2kJuvnmgcdcGGljqjzVbC2fN1qrro6E+AVw18XgXcHL9RlW1H9gPsHv37nriiSfmGizTfhVo5cyZHlLnsvWLkDVbC2fN1rJaVM3u4zPUXwOuSXJ1kouA24GHexhXktScNVuSGur8DHVVnU3yEeCLwAXAPVX1QtfjSpKas2ZLUnN9fOSDqnoEeKSPsSRJ7VizJakZvylRkiRJasGGWpIkSWrBhlqSJElqwYZakiRJasGGWpIkSWrBhlqSJElqwYZakiRJasGGWpIkSWrBhlqSJElqwYZakiRJasGGWpIkSWrBhlqSJElqwYZakiRJasGGWpIkSWrBhlqSJElqodOGOskfJHkxyXNJHkpyWZfjSZLmZ82WpPl0fYb6APDOqroO+Abw8Y7HkyTNz5otSXPotKGuqseq6uz44VPAri7HkyTNz5otSfPp8zPUvw48utHKJPuSHExy8MyZMz2GJUmawpotSTO6sO0TJPkS8PYpq+6qqi+Mt7kLOAvcu9HzVNV+YD/A7t27q21ckqTvZc2WpMVr3VBX1Xs3W5/kDuD9wM9VlUVXkgZkzZakxWvdUG8myV7gd4Gbq+rbXY4lSWrHmi1J8+n6M9R/BGwHDiQ5nOTTHY8nSZqfNVuS5tDpGeqq+tEun1+StDjWbEmaj9+UKEmSJLVgQy1JkiS1YEMtSZIktWBDLUmSJLVgQy1JkiS1YEMtSZIktWBDLUmSJLVgQy1JkiS1YEMtSZIktdDpNyUOoWroCCRJs7JmS1oFnqGWJEmSWrChliRJklqwoZYkSZJaSC3hB9iSvAocHTqOKXYA3xo6iCmMqxnjasa4mvmxqto+dBB9smY3ZlzNGFczxtXMQmr2sl6UeLSqdg8dxHpJDhrX7IyrGeNqZpnjGjqGAVizGzCuZoyrGeNqZlE12498SJIkSS3YUEuSJEktLGtDvX/oADZgXM0YVzPG1YxxLY9lnbNxNWNczRhXMysd11JelChJkiRtFct6hlqSJEnaEnptqJPsTXI0ybEkH5uyfk+S/0xyeHy7e9Z9O47rtydiej7Jd5O8ZbzueJKvj9ct9Or+JPckOZ3k+Q3WJ8kfjuN+LskNs86p47h+ZRzPc0meTPLjE+uGPF5D5df54uo9v5JcleTxJEeSvJDko1O26T2/ZoxrqPyaJbZBcqwr1uzGcVmzFxuXNfuN41q3Fx/X4nKsqnq5ARcA3wR+BLgIeBa4dt02e4C/mGffLuNat/0HgC9PPD4O7OjomP0McAPw/AbrbwUeBQL8FPB018drxrjeBfzg+P4t5+JaguPVe37NEtcQ+QVcCdwwvr8d+MaU12Pv+TVjXEPl1yyxDZJjHc3Xmt08Nmv2YuMa5PV0vrgGzC/r9uLjWliO9XmG+kbgWFW9VFXfAe4Hbuth30U/9weB+xY09qaq6q+Bf9tkk9uAz9fIU8BlSa6k2+N13riq6smq+vfxw6eAXYsau01cmxj0eK3TS35V1amqemZ8/1XgCLBz3Wa959cscQ2YX7Mcs410mmMdsWY3ZM1ebFybeNPVbLBudxHXJhofrz4b6p3AyxOPTzB9Yj+d5NkkjyZ5R8N9u4yLJN8P7AUemFhcwGNJDiXZt6CYZrVR7F0er6Y+zOiv5XOGPF7Qf37NbKj8SrIGXA88vW7VoPm1SVyTBsmv88S2tDnWkDV78azZzS3t62nI/LJuLzSuheRYn9+UmCnL1v+LkWeAH66q15LcCvw5cM2M+3YZ1zkfAP62qib/cr2pqk4muQI4kOTF8V+3fdgo9i6P18yS/CyjF867JxYPebyGyK8mes+vJJcy+mVwZ1W9sn71lF16ya/zxHVum0Hy6zyxLXuONWHNXjxrdjPL/noaJL+s2wuNa2E51ucZ6hPAVROPdwEnJzeoqleq6rXx/UeAbUl2zLJvl3FNuJ11b+1U1cnxz9PAQ4zeJujLRrF3ebxmkuQ64DPAbVX1r+eWD3m8BsqvJnrNryTbGBWZe6vqwSmbDJJfM8Q1WH6dL7YtkGNNWLMXz5rdwBZ4PfWeX9btxca10ByrDj44P+3G6Gz4S8DVvP4B73es2+btvP6/sW8E/pnRXwnn3bfLuMbb/QCjz1RdMrHsEmD7xP0ngb0LPm5rbHzBxvt448UHX20ypw7j+iHgGPCudcuHPl6959cscQ2RX+N5fx741Cbb9J5fM8Y1SH7NGNtgObbo2ywxDzHfWZ+779fUxBib1SBrdrO4rNlvHNO6vfi4FpZjvX3ko6rOJvkI8EVGV0/eU1UvJPmN8fpPA78M/GaSs8B/A7fXaJZT9+0xLoBfAh6rqv+a2P1twENJYHTw/6yq/nIRcQEkuY/RFag7kpwAPgFsm4jrEUZX9B4Dvg382mZz6jGuu4G3An8yPjZnq2o3wx+v3vNrxrig//y6CfgQ8PUkh8fLfo9R0Rsyv2aJa5D8mjG2QXKsC9bs5qzZC4/Lmv1G1u3Fx7WwHPObEiVJkqQW/KZESZIkqQUbakmSJKkFG2pJkiSpBRtqSZIkqQUbakmSJKkFG2pJkiSpBRtqSZIkqQUbakmSJKmF/wd5PrflNpQHkwAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sampling_frequency = 1000\n", "time_extent = (0, 1)\n", "n_trials = 500\n", "time_halfbandwidth_product = 1\n", "\n", "n_time_samples = ((time_extent[1] - time_extent[0]) * sampling_frequency) + 1\n", "time = np.linspace(time_extent[0], time_extent[1], num=n_time_samples)\n", "\n", "signal1 = (scipy.stats.norm.pdf(time, .43, .025) - scipy.stats.norm.pdf(time, .48, .025)) / 10\n", "signal1 = signal1[:, np.newaxis] * np.ones((len(time), n_trials))\n", "signal2 = (scipy.stats.norm.pdf(time, .40, .025) - scipy.stats.norm.pdf(time, .45, .025)) / 10\n", "signal2 = signal2[:, np.newaxis] * np.ones((len(time), n_trials))\n", "\n", "noise1 = np.random.normal(0, .2, size=(len(time), n_trials))\n", "noise2 = np.random.normal(0, .1, size=(len(time), n_trials))\n", "data1 = signal1 + noise1\n", "data2 = signal2 + noise2\n", "\n", "signals = np.stack((signal1, signal2), axis=-1)\n", "data = np.stack((data1, data2), axis=-1)\n", "\n", "fig, axis_handles = plt.subplots(5, 2, figsize=(12, 9))\n", "axis_handles[0, 0].plot(time, signal1, color='blue');\n", "axis_handles[0, 0].plot(time, signal2, color='green');\n", "axis_handles[0, 0].set_xlabel('Time')\n", "\n", "axis_handles[0, 1].plot(time, data1, color='blue');\n", "axis_handles[0, 1].plot(time, data2, color='green');\n", "axis_handles[0, 1].set_xlabel('Time')\n", "\n", "m = Multitaper(signals,\n", " sampling_frequency=sampling_frequency,\n", " time_halfbandwidth_product=time_halfbandwidth_product,\n", " start_time=time[0])\n", "c = Connectivity(fourier_coefficients=m.fft(),\n", " frequencies=m.frequencies,\n", " time=m.time)\n", "\n", "axis_handles[1, 0].plot(c.frequencies, c.power()[..., 0].squeeze())\n", "axis_handles[1, 0].plot(c.frequencies, c.power()[..., 1].squeeze())\n", "axis_handles[2, 0].plot(c.frequencies, c.coherence_magnitude()[..., 0, 1].squeeze())\n", "axis_handles[3, 0].plot(c.frequencies, c.coherence_phase()[..., 0, 1].squeeze(), linestyle='None', marker='8')\n", "\n", "psi = c.phase_slope_index(frequencies_of_interest=[2, 10], frequency_resolution=m.frequency_resolution)\n", "axis_handles[4, 0].bar([1, 2], [psi[..., 0, 1].squeeze(), psi[..., 1, 0].squeeze()], color=['b', 'g']);\n", "axis_handles[4, 0].set_xlim((0.5, 2.5))\n", "axis_handles[4, 0].axhline(0, color='black');\n", "\n", "m = Multitaper(data,\n", " sampling_frequency=sampling_frequency,\n", " time_halfbandwidth_product=time_halfbandwidth_product,\n", " start_time=time[0])\n", "c = Connectivity(fourier_coefficients=m.fft(),\n", " frequencies=m.frequencies,\n", " time=m.time)\n", "\n", "axis_handles[1, 1].plot(c.frequencies, c.power()[..., 0].squeeze())\n", "axis_handles[1, 1].plot(c.frequencies, c.power()[..., 1].squeeze())\n", "axis_handles[2, 1].plot(c.frequencies, c.coherence_magnitude()[..., 0, 1].squeeze())\n", "axis_handles[3, 1].plot(c.frequencies, c.coherence_phase()[..., 0, 1].squeeze(), linestyle='None', marker='8')\n", "\n", "psi = c.phase_slope_index(frequencies_of_interest=[2, 10], frequency_resolution=m.frequency_resolution)\n", "axis_handles[4, 1].bar([1, 2], [psi[..., 0, 1].squeeze(), psi[..., 1, 0].squeeze()], color=['b', 'g']);\n", "axis_handles[4, 1].set_xlim((0.5, 2.5));\n", "axis_handles[4, 1].axhline(0, color='black');" ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "pycharm": { "is_executing": true } }, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'Phase Slope Index')" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA2gAAAKQCAYAAADqoFn9AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8QVMy6AAAACXBIWXMAAAsTAAALEwEAmpwYAACZUElEQVR4nOzddZhc5fn/8c+zHnffuJEESWATXIK7FadFilSgRr+/GqVISx0o1kJwl5biKcGCB0JCQkhIQkLcdePJ2vP745lhfHZmMzNnzuz7dV1zHZ1z7p2d3XPu85ix1goAAAAA4L0irwMAAAAAADgkaAAAAACQJ0jQAAAAACBPkKABAAAAQJ4gQQMAAACAPEGCBgAAAAB5ggQNyCFjzIXGmNdzcJ4jjDHLsn0eAEDzxPUMyB4SNCALjDGHGGM+MsZsMsZsMMZ8aIwZba19wlp7rNfxAQCQCq5nQO6VeB0AUGiMMW0lvSLpB5KelVQm6VBJu7yMCwCAdHA9A7xBCRqQeUMkyVr7lLW23lq7w1r7urV2hjHmEmPMB8EdjTHHGmPmBp5M/tMY864x5vLAtkuMMR8YY/5ujNlojFlojDkh7L2XGmNmG2O2GGMWGGO+lyggY8wvjTHLA/vONcYclc0PAABQELieAR4gQQMy7ytJ9caYR4wxJxhjOsTbyRjTWdJ/JP1aUidJcyUdFLXb/oH1nSX9VdIDxhgT2LZG0smS2kq6VNJtxph945xnqKSrJY221raRdJykRbv1EwIAmgOuZ4AHSNCADLPWbpZ0iCQr6T5Ja40xLxljukXteqKkWdba/1pr6yTdIWlV1D6LrbX3WWvrJT0iqYekboHzvGqt/do670p6Xa7qSbR6SeWShhtjSq21i6y1X2foxwUAFCiuZ4A3SNCALLDWzrbWXmKtrZS0p6Sekv4RtVtPSUvD3mMlRfdUtSps+/bAbGtJCjzN/DjQaLta7gLZOU4s8yX9VNINktYYY542xvRs8g8HAGg2uJ4BuUeCBmSZtXaOpIflLmzhVkqqDC4EqnpUKgXGmHJJz0n6u6Ru1tr2ksZLMvH2t9Y+aa09RFJfuSehf0nrhwAANHtcz4DcIEEDMswYs4cx5ufGmMrAcm9J50v6OGrXVyXtZYw53RhTIukqSd1TPE2ZXDWPtZLqAo2t43Z3bIwZaow5MnAR3Clph1w1EQAAEuJ6BniDBA3IvC1yjaE/McZsk7uQzZT08/CdrLXrJJ0t11h6vaThkqYohe6LrbVbJP1YrtvjjZIukPRSgt3LJf1Z0jq5KiZdJf0m3R8KANDscD0DPGBcNWEAXjPGFMnV2b/QWjvR63gAAGgKrmfA7qEEDfCQMeY4Y0z7QHWN38jVuY+uOgIAQF7jegZkDgka4K0DJX0tV13jFEmnW2t3eBsSAABp43oGZAhVHAEAAAAgT1CCBgAAAAB5ggQNAAAAAPJEidcBZELnzp1tv379vA4DANAEU6dOXWet7eJ1HPmCaxoA+FOmrmcFkaD169dPU6ZM8ToMAEATGGMWex1DPuGaBgD+lKnrWU6rOBpjHjTGrDHGzEyw/QhjzCZjzPTA63e5jA8AAAAAvJTrErSHJd0l6dEk+7xvrT05N+EAAAAAQP7IaQmatfY9SRtyeU4AAAAA8It87MXxQGPM58aY/xljRngdDAAAAADkSr51EvKZpL7W2q3GmBMlvSBpcLwdjTFXSrpSkvr06ZOzAAEAAAAgW/KqBM1au9lauzUwP15SqTGmc4J9x1lrq6y1VV260DszAAAAAP/LqwTNGNPdGGMC82Pk4lvvbVQAAAAAkBs5reJojHlK0hGSOhtjlkm6XlKpJFlr75F0lqQfGGPqJO2QdJ611uYyRgAAAADwSk4TNGvt+Y1sv0uuG34AAAAAaHbyqoojAAAAADRnJGjNgLnRfPP6Zp0JvQAA8LPVq6WTT5Y2bvQ6EgDYfSRoBS48KQMAoBD95S/Sq69KDz7odSQAsPtI0EApGgCgIHA9A1AISNAAAIBvLV4s3Xab11EAQOaQoDVDPGEEABSKsWO9jgAAMosEDQAA+NbChaF5HkACKAQkaAAAoCCQoAEoBCRozQy9OgJA7hhjehtjJhpjZhtjZhljfuJ1TIVs/nyprs7rKABg95CgFTCSMQDwXJ2kn1trh0k6QNJVxpjhHsdUsO6+W/r9772OAgB2DwlaM2at1xEAQGGz1q601n4WmN8iabakXt5GVdjmzPE6AgDYPSRoAADkgDGmn6RRkj6Js+1KY8wUY8yUtWvX5jw2v4r3oJGHjwD8jgQNAIAsM8a0lvScpJ9aazdHb7fWjrPWVllrq7p06ZL7AH1q8uTYdZ/EpL8A4C8kaAAAZJExplQuOXvCWvtfr+MpJBMmxK5bsiT3cQBAJpGgQRJdEwNANhhjjKQHJM221t7qdTyFJl4JGgD4HQlac0PdfADIpYMlfUfSkcaY6YHXiV4HVSjoUh9AISrxOgBkn73eZWV0uw8AuWWt/UAS/3yz5K23vI4AADKPEjQAAOBLlKABKEQkaAAAAACQJ0jQAAAAACBPkKABAADfqa31OgIAyA4SNAAA4DtvvOF1BACQHSRoBYoeGwEAheykk7yOAACygwStmbKMhwYA8Jklm5ZowcYFje43d24OggGALCFBa44MpWsAAP/p+4++GnjHQF0/8fqk+/3jH7mJBwCygQStuTGSfhhapCQNAOA3N713U9Lt99yTo0AAIAtI0Jqjll4HAAAAACAeErTmqMTrAAAAAADEQ4LWHPFbBwD4zOLqxV6HAAA5wa16c0QfIQAAn/npaz/1OgQAyAkStOaIBA0A4DMvzH3B6xAAICdI0AqcvT6sm8Y67+IAACCjWq/0OgIAyAoStOaELvUBAIXiwmO8jgAAsoIErTlpCEyp4ggA8Lses7yOAACyggStOaGKIwDAh+ob6r0OAQByhgStOdmefLOhZA0AkIdq6mu8DgEAcoYErTn5p9cBAACQvtr6Wq9DAICcyWmCZox50BizxhgzM8F2Y4y5wxgz3xgzwxizby7jK3jWuo5CKCkDAPjI5l2bvQ4BAHIm1yVoD0s6Psn2EyQNDryulPSvHMQEAADy2PNfPp9gS+LuiZcvz04sAJBtOU3QrLXvSdqQZJfTJD1qnY8ltTfG9MhNdIXD3EgRGQCgcPzj43/E3zDw9YTv+eCD7MQCANmWb23QeklaGra8LLAOmUT+BgDwkQWbF8Tf0PvDhO+h4ysAfpVvCVq8f6dx6y8YY640xkwxxkxZu3ZtlsMCAAB5p+dHCTeRoAHwq3xL0JZJ6h22XClpRbwdrbXjrLVV1tqqLl265CQ4AACQR3pNTbiJBA2AX+VbgvaSpIsCvTkeIGmTtXal10EBAIA8VJa4d0cSNAB+VZLLkxljnpJ0hKTOxphlkq6XVCpJ1tp7JI2XdKKk+XLDKl+ay/gAAEB+mb12duKNJQ0JN9nEHTwCQF7LaYJmrT2/ke1W0lU5CgcAAOS5jTs3Jt5IKRmAApRvVRwBAAC+UddQ16T3UYIGwK9I0AAAQN667u3rmvQ+EjQAfkWC1kzQWBoA4EfvLXmvSe97553MxgEAuUKCVsDs9Tw+BAA0T5MmeR0BADQNCVpzE8jZzI2hIjWqgQAACk1D4g4eASCvkaABAICCs2mT1xEAQNOQoAEAgIKzYYPXEQBA05CgAQAA/zLx6zLu3JnjOAAgQ0jQAACAf3WbEXd1bW2O4wCADCFBAwAAeWlrzdbGd2q9LPuBAEAOkaA1N/TYCADwiZr6msZ36tu0cdIAIF+RoBWY8O7zAQDws89Xfd74Tns+k/1AACCHSNCam2KvAwAAIDXvLnq38Z06LMl+IACQQyRoAAAgL63YusLrEAAg50jQAABAXnrj6ze8DgEAco4EDQAA5KVFmxZ5HQIA5BwJGgAAAADkCRI0AAAAAMgTJGgAAAAAkCdI0BDBMIwaAAAA4BkStGYgPOmy11vvAgEAAACQFAlagSIRAwDvGWMeNMasMcbM9DoWAIA/kKABAJA9D0s63usg/GjKiinxN/xxU24DAYAcI0EDACBLrLXvSdrgdRx+tH77+tiVdcVSTduUj/G//2UwIADIERI0AAA8Zoy50hgzxRgzZe3atV6Hkxeqd1XHrtw4KK1jPPVUZmIBgFwiQQMAwGPW2nHW2iprbVWXLl28DicvPPV5nOxqQ4IErag2u8EAQA6RoAEAgLyzYUecmqFTr4y/s2mIu3rnzgwGBM81NEi7dnkdBZB9JGgAACDvfLzs49iVSw9O6xirV2coGOSFSy+VKiq8jgLIPhI0AACyxBjzlKRJkoYaY5YZYy7zOqam2L7dTWtrpT/8IbScTbWKU21xR6f4OxfVxF39xRcZDAiee/RRryMAcoMErYCYG03jOwEAcsZae761toe1ttRaW2mtfSCd93fuLH3nO9mKLjVz5kitWkmPPSY9/LB03XXS73/vbUxavUfkcnH8BK0hfs1H7KZ166Sbb5YsQ64CWUGC1ozwjxQA/GX9eunxx72NIVgK9eKL0o4dbn7bNu/ikSRtqoxcLt0Rd7fNm3MQSzN0+eXSb38rvfee15EAhYkEDQAAn7FWevfdwn3w1mhHEGtGRS63WhB3t3z7fK65Rrr77tyf9+ijpRdeyNzxtmxx07q6zB0ThaehQfr2t6VPPklt/08+kZ5+Orsx+QUJGgAAPvP009IRR0gPPdS099fXp98bngmrRZ/txOcHP4izsjbslmVL98htB/w1q/E01dq10ooVoeXbbpOuvjr3cbz1lnTGGbHrt23bvdLQfEuAkV/WrJGeeEI67bTU9j/gAOn881M//pw5uWkP6wUSNAAAfObrryOnqfj3v12StWiRdMop6feGZ21kkpZNr815N3blrjah+c19I7f1+SC7ATVR165Sr17expAsierQQWrdWqqpkV5+OfVj5up7AH8Lfk+y0RZ0505p2DDpvPMyf+x8QIIGAIBPpXOjHGzLNn269L//ufn585t2juBN/65d0quvph5DqtYcfFHsyh1hA3jXtIrcVrop80Fk2JIlybd/8EF2bmSTJWi1gY4yf/1r6dRTaVOWbQ0N0vjxhVfy+NZbLlGK/rmC/zuy8fMGv7sTJ2b+2PmABA0AAJ9pyg1PvERr7NimHSN4/l/9Sjr5ZOmjj9KPJ5n6VnGymZfvCs0vPCpyW3lmz58NyRLZ8eOlQw+V7rwztWNNmiR99llq+6byXVkQaMK3fn1qx/STP/85cff8kye7anK5cvfd0kknSc88k3y/ffaRWrTITUxBW7dKl10mVVen/95jj3U/U/QDhmCpbDZ7Uy20ZDeIBA0AAJ+KTrqWLnXrgiVk8YTf0Gzdmvq54lVxnDfPTTN+Yx+vZHDTgNB8Q0nktqhFv1m82E1TTRYOOkjab7/sxZNPxo6VioqkBx8MrUv1pnz9elc6ePHF8bfvv7+rJpdNq1aF4l20yE2XL0/+nhkzXBW+XLrnHvcZ33xz8v3efDP1hOuvgaahTelM5sUXpalTE29vajXbhgbp+OOl119v2vtzhQStwCX7AoePm1aoTyAAoBAl+p89ebKb3ndf7LZsVjdK92Zp/vxQFaVowZ8hRn14o7moE2awTdSGDe7nSadNVmMeeSSUzMaTzu9k6dL0zp3OsYP7nnyyS2xSsXKlSyiy5Z13XFyXhQ3xHkwQtmxJfhPfuXPk8ubNUt++qfcq+OqrkedN19y5Uo8ermOYfL/PShbfRRdJP/qR9Mor0jHHSLfemtoxgv8XduxIvyr06adLVVWh5fp6V41y2rTI/RoapD32CPUsOm+eSzajffih67Rn2zZpwgTpW99KL55cy3mCZow53hgz1xgz3xjzqzjbjzDGbDLGTA+8fpfrGP3OXp/n/wUAABkRnRitXp36vvEsWCDNnNm091sr/eIXrrqeMW4YgHDz57tSgRUrpMGDpZ//PP5xFi5McIJd7ZMHkCHBcd/+/vfMHfOSS1wPjo1J5XfUp0/q550711XxS/e8r74a+b6PP3Y3yPEMHOiq5GXCzTe7WII98yUqeQkmCGec4W7ig6VNZ58ttW2b+PjvvuvaAv7854kfEIQ7+eTIkrt0BTvx+ec/pX/9K7T+T3/a/aR28+bkyankfm/pJoYNDdItt4TGPJTcIPV33SUtW+aWE7VdjT5XcLm21n2Wu2PePFeNMrpTkF273Pd80iS3fOCBrhfY6FK+Qw6RBg3avRiiffCBS/qyIacJmjGmWNLdkk6QNFzS+caY4XF2fd9aOzLwuimXMQIAkM82bZI+/9zN//GPofXPPitddVVon0TCq1dF31ANHCjttVf891nrboSk2C76V62S3n9f+tvfpLPOcuvC2/1s2+aSsksuCVWHDDbur68PVf2SJKsEmUBtm/jrpYyWoCUraVy50pWG9ekjzZ4dWm+t6wkxVWvXRpaoJbqJvuYa6bjjElchveAC93uXXJWt6JKhI46Qrrsu9bjimTzZ3fTelOBubEecMcKXL5fWrXPzW7dKf/lL/Gpxn33mEqYvvnDfkbsCzQyrq9360tL45wyWbgZvyuvq3LH+859QSUo8waRo9mzpl79MvJ8UOch58GeJp6ZG+u9/3YOH00+PPH/47zW8A5b166Uf/rBppWr33uu6rz/1VJecjh4d+fcTNGGC+73dcUd6x58zR/q//5N+F6d4JPi3Ef33n2qVx23bpCuukO6/X3rqqfTiShRD+Ge4fXvobyXeZ5vpgesPPdR9xtmQ6xK0MZLmW2sXWGtrJD0tKcXREQAAaB4+/TT0tDraXnu5G0LJJTf33uvmw5+mv/124pumH/84NF9bG3oafuON8fcPHqe2NpR0PfBAZOnGFVdIhx/u5uPdsAdLON54IzTuVm2tNGWKq0rXv3/o531oQYrPZbNUWSRZgjZ2rEsyly6V/vGP0PpbbpHKy5PfyIcbMEAaMiR2/YYN7nNZtswlIbfd5hKvzp3dDWl0TE89JZ17rps/7jg3jlS46DHOgqWWgwZJw+M9Ho8jmNAHHwqEi/cZLV8uVVZKXQKdbv7qV+713HNuub4+9J3abz9X5XDvvd3PEf7ZBx8GxPP++5HLO3dGVrszJn6pXrAnza1bI0s0Z81yJb+bNrnhKKTQ5ypJhx2WOJbrrnPV5S6/3LWbCh/zK/zz+eqryPd9+KF7oJGOqVOl73/fPez48EO3bsqUyHZjixe78waTti+/dN+nxhK1V15x02DJYrIhPB5+2E2XLJGefz60PrqUNbpk9qqrXHJ2xRXu4ULQ66+nVkIfLtgrbXD9z34mbdwY2h58AFRX586ZiuuuS6+EWnKf06BBqVebTVWuE7ReksJrTy8LrIt2oDHmc2PM/4wxI+IdyBhzpTFmijFmytpslS8CAOCBMWPcjWvQ6tXSSy+5+eg2SN//fvxjfPWVe5r/29+6m654N0C7drmbvblzpRtuiH+cn/3MTd9/P/KGv7Y29RKAYNK2bVvoifPcue7p/xtvuOU1a1wVtNdnpXinE3XubHf28PLLkUlD+Of52GNuGkxmhg6VunVLfKzwzlkaGkI9Mj7zjCs1GzPGlZCEq6hIXE1y1Kj466N/P8Ek5uuvI0sAUxFe+hD82aNjvO8+l5yFC5bmBr8DJSUu3u98J3K/998PHfeRR1zPgI0J7n/77W5A5HDxqhAGS12iE4k993S9K15yiXTOOa4UKbytU6LPavr0UEcYwWOHd/se/vnH+1v55S9j14cnGcH3/eAHLhkPtsnavDnyZzDGPdR58kmpXz+X+IUf99RTpZ/8xJVUJqraGT3EQnjiFXTNNZHLY8ZIZ54ZWq6vd6Wfd97pzh/9OSfqHCWd9p47drj9g/+Xgr78MnL5mGPcQ4FbbnEJYbRt29yDg2AJtCT94Q+x/18bGhJX7w36+mv3fzaTcp2gxcuPo7+yn0nqa63dR9Kdkl6IdyBr7ThrbZW1tqpL8DENAAA+F6z6Fl4CVlXlnsxHl4gEvfVW7Lq6Oun6693T9Uceif++4I1HdGndAQe4J/ENDa7qluRuvMJLzT77LHmbt3DB80dXjZJCN9kffeSq5Mmk2OVb1E3T9den9rZUhd/grl3rbnATKQrcTf3mN1L79i45XrOm8XN07CgVF0e2c/roI1eVMp5gqUG06dND8y+8kFp7t3DJOjAJmjgx9PsOfjbhPQ3u2CFde23i9//+96GOImbMiP1ZrA19jomqUyaSSm+kr70WOn4iwaQu2AYuWl2dK71etcotv/hi8uOFlyZbG//vsFMn6cILXVK1fXtkgjZvnksA77knssQpeLwgY1yydOGFbvndd0NtOY0JHXPvvV07vWSSVY8O/1zOOSf27/+TT1w16R//2LWzS9QmLR3XXOOS/mDp55IlLuGMd6zoh1D/+Y9LwsIFk21rXdXbc891iWN4zYJwJ57oHio0ZtGi2FLS3ZHrjmmXSeodtlwpaUX4DtbazWHz440x/zTGdLbWplhxAAAA/4rXTiKYQCWqtnj00bGN5//1L9cDnuTaySSrQhR9g/vJJ+5JfLL2S4ccknhbtGQ3fcGk75tzFaXYv7gtlRQqDthjj9TjSSbe53ToobGdl4T3UBf8vYwfn965oktLpOS9NKYynMEZZ7jpz36W+g1xsGOYHTtCN/mSS6jCqw5WV7uSwXglIS1bxj928HOaPz95RxFbt4bab8VL5JMdOxWfftr4/sHx4OINKSG5ZCmYhH79dWTbr+hSlokTI6tJzpkT/+fauNGVfD35pEv8gu1IpfjVYOOJ1/4xWLLX0BD5vQlPKvfay227KGxc+IS9qEYJVgUNd9JJoaT92mtdshYu3oOA2lrX2Ua48GQp+LAhUadC4VasiFyO9z2NNxh7dKnvtGnSQw+50rcJE9y6k05yn93Gje7vIPpvcf78wAOmDMl1CdqnkgYbY/obY8oknSfppfAdjDHdjXF/FsaYMYEYC3DoxMwK7zIfAFCYkvU8F10K9txzoWo/1savshQUr1t+KbUeABOZPt1VHXvtteRtbYK9Jn4zQG7lpNid4iUa2ztFLCbqSXBSnMOloqHBVZ2rr4/fHmrOHLe9R4/MdjOfrNVGsBQhFevWpT9A8Oefu0Qh6MwzI2+eg9+xVEtO0xkEuimlK8GfL5X3/u53of0aq7IWL+4lS1xbtaDFi0NtsaTI3k/ffjv2byqVpPO112JLfFIRHofk2jIG/fe/8TtOufxyF/PKla4kKZ4zzkj+cCVadK+b0e3Y4n1/r78+sgRYij9geypxHH105HJ0W0Up8f+6cPvu62IIrzo8frxra9i1q0uc43UOkqjktSlyWoJmra0zxlwtaYKkYkkPWmtnGWO+H9h+j6SzJP3AGFMnaYek86zN99EjAADIvk6dEm+LfgodXhJ39dXJj5uoak4qXZEnEmxXdcIJab6xLE5WURfndmVFldT+lUYPN21aej2tBUtOli2TfvrTxCVD77wTKqHMR0OGxO+wJdnv9LXXIpejS2aOPtq1/2kswQkaNix7A2qHl3Cl2hV+Y1USg779bVf9NFx4m1ApstRJiixROeqo1M4T7csvY9tSNUV4hy7xSl1/9jPX0U9jXngh+f+caOkOSH3ppfFLkeNJ1GlSuFSSuHSqIYYn5FKoHXAi8f7emirXVRxlrR0vaXzUunvC5u+SdFeu4yp0pLgA0Lykc7OQShuk3EhwsdrRMXbdxgGpHTHN61/wxj94s3nllem9P18kuvGN7tgjXLA0M5lTTkkvjnQ7I2mKZF3rhwsvWdrdY6aSMHilsb/98B5IG5NqMt4U0SV/fpfOUBuNyflA1QAAAHGNfDj++kVx+jnfmd0Ownan9DCfRZeSZVsmq33lUqH+/uEPJGgAACA/9ErQQ8GWfk0+ZFNrkPg1sQDgfyRoAAAgP/RO0KPHe3G6k2woTemQqfYIGBTeOyMAeIEEDQAA5IdOCbr929U2dl1Das3o003Qgmi7DcArJGgFLJ3xQQAA8F4aWdGmvo3vo9Q7kAji2gnAayRoBcZezyM/AIBPlaTRDdqX34pYnLd+nnr1it0t3c4eSNAAeI0EDQAAeM+kOaqyIjOp1+e9rl/8InavdAZLBoB8QIKGGDw9BADk3PB/R+dcabln6j2qqIhd//HH6R2HayDgE11nSv3e8TqKrCBBAwDAT9ouk06/WCpuYu8X+aoijVGE41i1bZW6do1dv379bh0WgNdMvXToH6WyqAalP9xLumSsNzFlGQlaM0Q7NQDwsROvkkY+Kg3K8YjDmXTi1dINUUVVFQkyqRRrPm6v3R63DRoAnxv2X+moa6Vj4tRhLlAkaAXA3Eh9DABoNkwBPGQbc3fUCisdFWesM0myxSkdcnvddnXuvHthSVRxzLqjfiP1mOp1FE1XVCt1n554e4sNUlFdzsLxnfJNUum2qHWbpZIkAw+W7HTTsq2Zj6f9IpcA7o6Wa6X971BavdA2ggQNAIB8V75Z6vlp1MosZhLtFya/Cc20I36X+I6koSzx+7KQqzbEK7FrvTJ23Z5PSRXVmQ9gdw19SRobleyaBmmPF5SVDywdfd+RDv2TdOXoxvft/5Z0zrekXpMb2dFK11RKIx9KPY4LT3CJYlMc/Wvp+6OkzrNjt5l66ZedpFOuiN1WVCcdfmNsNb1UdPkycVurlmtd0piPTIPUIqpk/Nft3e8rYl076eo9Aoltku9ooodTu/PzX7mfdO63Gt8vnq4zXU2A80+VTviJ1P3zpscRhQStGWCwTQDwuR8Nka4ck/wpc2PaLXE379E6zpPaLI9c99MB7ia0OIVu728w0uE3pR5H22WRy+WbpCP+kHj/rd1SP3YGPPxw1Iojfy39X0/p0D9IB97i1nWaK511gXTGRckPdsZF0n73Nj2Y4hp309+Yolqp90du/vzTpMOjPs/97pXOO0M68NbUv0NNSSSS6TRXujTQXshYaa8nk+9/8dHS8P9KV+wfu63XZFfyIUlF9VLb5dKpl0sH/EMa+XD843WcJ11fJHWeIw1+zSWK4QaPl/Z+PPZ9LdZLez4dWg4+KOkyK3bfYMnZXk/E9kq651PS2BukI38bP75krhrh2lp1nSkNfjXyfL/oKp323fSPGbT/HS4BTJt1VQ47znOL5ZtdSdfl+0uVgZ55jrhe+mVnqdUa9z8meJ4W1bGHa79E+l2pq8Idk3A18jAq0e9cct+Lw29MvL3lbrR9HfqimwaT9QwmyiRoAADkkx5TY5+Wt17tpkX1alIpyMD/ST8e6G7eS3ZGVhX68RDp55Xx33fcNakdf+z1ybf3e0c66G9u/preofVlW6TiRm5qalqlFkOG3HNP1Iox/3TTo66Tjvs/N18WqKLVcX7yg+3zmHTK95sezHXl7gm/aZD6TZTKq90NZ9kWqfeHoZvj/9dVuuzgxKWewaT4uP9zT/s7LHAJZ88pkfsNe84lIENflH7TVtrn4dC2Ec9KvT5J/2cY8aw05k6px2eR6w+/ySVF553W+DGCN77tFrsHAlfsL/20v1v3TSJkpON/Jp1+aex79xsn7flkIDF8IrTt0D9Ksi7Zu/Ak6czvuPWj/+mSwIqN0uUHSmedH/tg4dyzI5fPPkc65I9uvrhO+lX7yO3BanqtV0rnnR4/Ue6wILK63ZCXpUsPCy3/cC/pwpPDfrZAQjji2cjjHPwXqdv01BKGE34ifW/f+NsuO0j61vnxt3WeLR38N+nbx0kjnnGlYMOekyonuzamP+sjHRR4oNHvbfc/5qoRjccz5l/S76JKzbt/Frtf+4Wh+ZKdLlmMl6ju+4BLjLMikDi22JTxI5OgAQCQbxJV16q6Wxr4upvv/aEr0bnBSC3XSaPvdvM3GPfE+tA/SpWT3L4XnOpuGiXpmp7Sb9q4KmTdpoeOffL3Ys/XY6prUxN+c/1NqZqNfH8yl4yVjv1FbNucbx8nHXxzI29OvSpneXnKu8aYM0eqqgos7HeP+zxarJOKokoRT/uuNPIBN99ltiQrtVnmkocW693NboevY0u+imqlQa8mrhbZYYHUelXs+h6fu4ThkiOlUy9zN5yXHSRddohLrqVQiUSr1Ql+urDPcOCb0o8HuYQzWNXw3NOlE38onXuWK6kd+IZbf0ZYsnP2udIVB7j5Qa9JQ14JxD1f+sFe7nvXbknsqc8+Vzrxx7HtjiSXFO3xkhp96PB/3aWf9o1NKIe8IpngdyqsxCq8Wt2Bt0qnfE/qGecm/6hrpQFvhJK9oJOuckng9/aVOgWS4O7TpAtPjDzPHi+4vyNJGvFvaWygJNlYqXxLoHQ5WHoT+B30e0fa40Wp/9tu+doK6YrR7jP4/j6h6nZX7+GS6b7vx8Y95jbpsN9LB9waeWzJ/S845lfSD0ZJF5wS+942y1yCGP6QpmSX+zsPfjfbL5R+OELqPUna6+lQEm3qAwlylXR1INnquDCUIA6Y4Ka2SGq3VCoNJKFnx0nyOn0V2HZ27DZJunisNOzfbv6g2wLHf13qE/g8zoo65sF/k0Y9FEp8OyyQ2i0Kbe86M/Yc5Ztj11VsdD/jiGekVquk1mG1C/Z6wn0Xg3/bez8W+d7omgi7oSRjRwIAAJkR3tbi6F+G5o/6bSjROuSvofX7PCwd9PfQcuUkd/MpSTO/FZkYtdzophcfHXnOqnHSvBMib26Nla7YT+q4SHrqRZewnH6Z9Ph4qdVa6YyLQ/veYKQbgnFb6ZhfSlO+79rIBHWbEXnOPpPcK6kkCVqDpLA+RHr2bORQSVx/vTR1qtxnecoP3MqO86WynZE7jopKnqvulU4O7P/RT6Qe06RD/iztd39on4pq6dTvSsOfd8tv3yi9d52++dmKd0k/Gejm75otjXpAeiPs97tfoFgvmMB1C7vZbBXWPm7Ii6H5E3/oSiPWD4gtpQz/fu35lDTsxcjtybrOPP4n0gF3uPmJN0SWTgx7Tpp5vnTAbW5+/D9D2/q/GRVD2HfSNEid50q935eOv0Z6Lqr6Y8sN7jXmzsj1F5wi/SlQRa0o7Gf6ZWf3XWy7VOocqFYXTF6j2zEd839RcYUl1h0WheaP/pXU9UtpRVhp03lnuOk7SaotHvJn6evj9M1n2nptKI7Db5RKd0m9pkhDX5bKw5KmznMTH/PEJCXb4VUrB01wpUt1FdJxP3JJat9AVdjTLpFGPBfa95ed3PQGKx1wu/tZg/Z4yZWedgiUGPeK6uRleKDUb1QgYYnXZjPaj4ZKty2SRvwn/vb+77jXR2E/a+u10hnflh6YFNnRTHj73P/XTfrT5tDfU9DZZ0t3z3aJ6ZCXXYnovBPCdrCSTChxPOgW6ezz3Hzw/9rJ33e/ozO/40qZy7ZHnuP8M6QbGv/RU2FsATRQqqqqslOmTGl8xwIV3otjsAv98F6o4v2Kg+8J73K/sfcAQDYYY6Zaa6sa37N5MD2N1Wl7ufuFp16VrukT2thQJBUluHmuKZfKAmOjffwj6YA74++XCZsqpVlnh55sB73wgBtweslB0tG/k1bt5Z7Odw7c9Mz8lrTnc7HHS2bRYdLD78bfFtVVv73exu2FMZVr2jEXf6o3nxohXRtWpXLd0OQ3ypL05enS8Bfc/I72rjRr9qnSsKj2fg3FgSqqYWadJf3739J3DwolqjUtpLId0lPPSeen0HnBrpZS+fbG90vHkgOkPoF2RI++7toJRlfpi2fdYGlTv1AJXF2JVJKgR8PA/bAk6bH/Sd8Ju1leMzwyQUjm9tnST4bFrr/v41CJnyTVtnAlOusGS53nxY8jmbV7SF3mSCv3lnrMaHz/aDPPkvYMS0ai/5bf+7V0WKBd3Ib+rmQqHRv7So++JZ35bal32Ojsa4dKH/1cOu3KyP1ry11yGO0va6WTf+hKBP3qBhs7jMeWbtLti1xV1KEvx77nhQekvZ+Uun0utVoXue3RCVL1AOl7oyKT6LjnVkauZyRoBaApyRYJGoB8QYIWyfQ0VsHahpu6S+3Cqr2lejOZL8KTxqZ671rp7QSdiGQoQVu9dbW639JdWrq/1LsJ7ay+OZFxJSN1RVJJigO4jb9dOvEnTT9nNuxsLVU0sUvzujKpJIXOZcKtHiZ1C+sVcXNPqe2Kpp0/W3a0y0pbo4xK57P32/+SdHx5mjQ8ulQ4RzKUoNEGDQCAfNUuqk2S326odjc5k6SJiXtga13cevePL2lrTSAZ2Z3kTApVn0s1OZPyLzmTmp6cSeknZ5LUNarL+nht8byW78mZlN5n77f/JenwKjnLIBI0AACQn+qKkg5U3ad9n4Tb0mG9Hh+suYtOFhJV4wWaCRI0nwtvfwYAQEFZPyTp5hFdU+i2uxFvLXhLg+8cvNvHAYBMIUEDAAD56aUEww1IKi2V+nfon3B7qo5+7OjGdwKAHCJBK3B09gEA8K3lByTc1L69VAgdnQFANBI0AADgO61bS6N6jNqtY2zcsTFD0QBA5jBQdQGK18UwAACF5P77pRbt++3WMRZsXJCZYAAggyhBKxDh45kBAFDo+vaVGuzu9fb3Tff6AJBHSNAAAIDv9OsnDesyLGb9tdfG7vvpp/GP8dD0xJ2QAIBXSNB8LBNd7Icfg7bWAAC/KC6WOrboGLFu+eblOvDA2H3vuSf+MVZsWZGFyABg95CgAQCAgrCjdkfc9WvXxt//wyUfZjEaAGgaErQCRokYAMC36tO/RdmwY0Pc9TU1setWb12t7XXb0z4HAGQbCVqBoQdHAEBBqK9I+y2bdm3SoYfGrp8wIXbdRc9f1ISgACD7SNAKAD04AgDgBq5u2za1fbfUbMluMADQRCRoPpWJDkIAAMhbO9ul/ZZFGxZlPg4AyDESNAAAssgYc7wxZq4xZr4x5ldex+Mby8ck3FSU4O5l8srJKR9+446N6UYEADlBglZAwtuf0UEIAHjPGFMs6W5JJ0gaLul8Y8xwb6PyiSRt0IqL469funFpyoefs35OuhEBQE6QoPkc7c8AIK+NkTTfWrvAWlsj6WlJp3kck08kvr4lKkF7ffHrWYoFAHKHBM2HaH8GAL7RS1J4sc6ywDo0ZuOAhJtat85hHACQYzlP0Bqri2+cOwLbZxhj9s11jPksUXJG9UYAyEvx/mnH/Jc2xlxpjJlijJmSg5j8YeJNCTclKkEDgEKQ039xKdbFP0HS4MDrSkn/ymWM+Sw6OQtWb2TsMwDIW8sk9Q5brpS0Inona+04a22VtbYqZ5Hls/UDpIbSrB3+qS+eytqxAWB3leT4fN/UxZckY0ywLv6XYfucJulRa62V9LExpr0xpoe1dmWig05dPlXmtyb+c8pM8yoZMmEvK+kmydwQu1s+lJ7FLeWrzX0cAJAHPpU02BjTX9JySedJusDbkHxg4u+Tbt7dB5NPfPHE7h0AALIo1wlavLr4+6ewTy9JCRM0GUnZe9CWP6ykBkk3BReiNnuYnDXaLq45/H4AIIq1ts4Yc7WkCZKKJT1orZ3lcVj5b8ExSTdXJO7gMSWbdm7avQMAQBblOkFLpS5+yvX15apASj0k1e9uaGnKdjIUffzNku6Mf1KvS83iJmcNgWkelOgBgJesteMljfc6Dl/Z3iXlXdsWt9Xm+s1pHX7BxgXpRgQAOZPrBC2Vuvgp19eXNE6Sqqqq7JSbmkG76ju8DiBWqu3ivE4iAeQv83sa0iI94deYH1T9QH/55C8R24uKpIYGJbRia8xtBQDkjVz3g/RNXXxjTJlcXfyXovZ5SdJFgd4cD5C0KVn7M+SPeMmZtSRnAIA0pFAjplWr0Hxlu8qY7d27ZzAeAMixnJagJaqLb4z5fmD7PXLVQE6UNF/SdkmX5jJGOMY0nliFl54xYDYAICNqWzS6S3g3+73b9Y7Zvsce0ooEhWTba7c3NTIAyIlcV3GMWxc/kJgF562kq3IdFzKD8dgAALtlV8dGdznhhND8wI4DY7YXF8e+Z+dO17nIPZ/eE7sRAPIIQz02U7tb4kXpGQAgK2pbNrrLEUeE5ju16hSzvW/f2Pfcd5+b7qjb0cTAACA3SNAAAED+WLNno7uEV3FsWRqb0B11VOx76gNt24oMtz4A8hv/pZAVVG8EADTJv//d6C7h15h4CVe8cdKC75myshn0+gzA10jQkDHRXesDAJCW2jLJxmlAlkS8BK1t29j9Pv3UTT9c8mFTIgOAnCFBw26h/RkAIGPWD01pt8ZK0FrE6QhyR6Dp2brt65oSGQDkDAka0hY9ODUAABnx4Acp7ZYsQZu6YmrcGh21tW5ab1MYaA0APESChoyj/RkAoElq4tRNjGPUqMTbVm1dpXbtYtfX1TUxJgDIMRI0AADgG9ZKPXuGlkuKIod0nbF6Rtxx0GbOzHJgAJAhJGjICDoIAQB4obgoMhtbv329Ghpi96upyVFAALCbSNDQZHQQAgA50FCAT8B2RvXisamX9PDbGTn04urFcbvZj5e07Rab4d/LjAvCjh3vfJk9XcHZ0crrCDKrIUe36Kn8Xexok/UwVFeSeFum/3Z9gAQNAIB8VhfINnbFDsiclkze4E+7WNrQL/k+K/aJXF60v5vWlUn3TY/ctrODtGhsRkKbumKqevWKXb9+vbRp56aMnEOStHFA7LqaVtKbv0//WC/fLW3vHFre1DN2n6b8/mrLI5cXRI3gvfjg0HxNnO9XXVn84y4fndr5k910S7v3ndzaNXL52Zd241idG98naGeCZKWpP0tdiXs4cYOV7g6rh/tsI+MBrkjQEPO5R2PXNSQZumJ718TbtnWUllVJW3rHbov+bgVt6O+mW7rFbtsZ1sb0n9Mjty07KHEc9QnOFe3fTza+T/h3PhXjb0tv/wwhQUNa6MERAHLkxX+56c4O0uPjpa094u9XVxq5vLVL/P1s2CV/8UHSliQ3ZhFx3C99dWLUuoel2WeFlrd1kt69TqoPuxF8/Rbpvd9Ir90ibe4pPTxJ+u/D0p1fSeuHSE8+L9WXxMa2m5ZuXqrS0vjb7vjkjtQOsjHODakkLTgyNF++OXb7PxZJ809y8/FuUBNZcnho/o0/S3PPDC1/9FM3bQhLlp58SXr7Runp/7rlunJpzsnShL9LH/5cqu4t1baQ/rhdunlL6H2PTZD++bn07rXSPxZIH/0itO3d38bGFSwl3BaVwOzoGJrf2lV68mVp3GRpS/fI/SbcKk2/KP7PPP4f0oPvSZN+Frl+WZWb1gd+iSv3jn1vXan0yj2R6zYGEoMNA6SVI6VX7wptS5RMBE39XuJtb98QuTzxd/H3u7FB2hnVO82OdtKmyvj73ztZunOu9Ifa0MOJtSNC21fvIz3+qrTkgPjJ2Ir9wuYD2x8fL33xncj9bp8vbQkk/C/dG1pfWy4tr5LG3+UeLKwPfH7hP8Pti6X7P3V/y+FqK6RbVknL4iTq98yQbv9aunVZ7LZJPwnNBxPD+hLpkTeSJ6TLDki8zcqNnyhJSw+Vlu8b2jb/mLDztXfTN/8s/e8fofUv35342Kv2kSb/NHLdzjgdGdWXSPdNksbfnvhYaSJBAwAgn9S0dtM5Z7vp8v2l+SdIOzpE7re9k/T5t6WGwI1sdSCpuGuOtDYwntgX50ozznfzJuwR/0MfSncslO6eJb11szTlysTxTLtMGp/kJkaSvj5OmniTu6kM2tRPevtm6eNrpFuXSzLSjIulTX3d9q9OlxYf5uZTTNDOPLPxfeqUuLvG1VtXp3QePf2SdGNYd/zBG72Pfyr9PjCg2hcXxLxN2ztLGwe6+SWHJD/H+LBkcd2w0Hx9eWRp2sSb3TT8M/rqFOm930lzT5V2tZZevVt6+mVp0s+lN/4u/WOJdPN2957a1tKkn0r3f+QGAV+ztzTxD1J1f/f+oA9/5ZK2f34RFkvgxvfzb4fWvXSvZAKfzeOvSn9fLX11srRitPToW6Gk++V/SZ/+SHrhEZcYPvKW9PTzLkG8Y540+SfuhnrCraFj32BdHJI092Tp0TekBz5xcQVLzN65TvrbOmnOGdKO9m7d6392P89D70gPTJLunSZ9epX01k3Sp1dK4z6TlsQpOaktd8nlB7+J8wsK+OLbLiEJmvyzBDsaaf3g0OIbf5Hunu1+1kk/duu2hyU/K0e7BxWJ1LaS5p8oPThJGjdVuu/jqNOF1furT1DSKbnvYzDBmXu6NO94N//aHdJ9n0pfni39catUH6h2vHxM6L3B/0Xzj4885tTvSTvbh/6WpUAy8wP3no0DJBtWerou8HN+fYL7/tw5O7Rte2dp4dHSrvahdY9OkKZf7Obv+1h6+oXEP19NG2lCIDHa3in0/Xn9Ty4ZC7KBh0c7O0qf/ESaekXgZ/lBaJ8Jt7i/E0na1Fu6Z7qbD66TpC1xiufv/lJafoA0+ceJ40xTI2XPQHroYh8AdtP6odKNn7gbivs+kdYEnqrXRzWsume6tLlSGvCmVLbdLbda525AHvxIGviaNOtcaZ+Hpb2fCr3vkx+5aW1Lae1w99rzKalqnCuZKKmNjWlLnCp3QYsOk14L3CA9PkHqMcWVBGxOUAoV7tMfSgPelralVpr33HMp7ZbQ9JUpduVoSyIToqdellpslLYGSohu3irVtZAOiPPEfFdbl2h0nCeNSBDw31e4EtHWq6Vhz7lzTfmBtNeT0pdnSb0+cfutHOmquG6qlN76oytN3dk+LM5i6U9b4p0h0oRUqmkZl+RI0sNvSQf9XeoxTarYIk26RlpwjPTtk9y0eoA08E338CDc2uEu6Rv+X2nd8ND6r49N4fwBwZLitSOkBUe7+er+Lj5JmvJD9xlL0qxz3Pe2NpBILD484lB6/7rQ/IMfSDcEjrF2sNRlnjTxRpdchqutkEp3Sv+aJu3o7P7Gbt4h/bKj+w7YYpd0lW2Sek6TRt8t9Zju3vv636ULT5Le/GPkzfrrt7ok5KuTpZO/n/zvSZIWHRr6rknuZ1++v/TF+VLJdmnYi5HV/j76f9KIf0sLAyW8DUVSUVgC98LD0of/z/2dbQ6U6EW3oQwmMG/9wSXNrdbExrVmuHTvZ6GHQkET/iZN+r/EP8+aPaXOX7n/OZ8FHga1Xhl1/rC/twXHSouOlF77R+T3fd0Qd5xwSw6RpnzfvSSXcP5hR6hq+L+flM6+wD2Y6D8xlHS+PM69wk26xk1vWSbtCkumlx0Ymt/aXeoSSDB3tZbKt0YmyxlCggYAQL4J3iyFP80Ov4FZNzR0o/XQe9LQl1xitjNQ9WxHR2lmoIQnvNrUDQmeogWPPf94aY+X3fzWblJRoDSqvkx64EPpxKtin6Z/dXKoxGd7Z+nrqO3J1LaM/dmy6MuvN0txOhCJMPGGUFL87L+l4l3uZjj8hrk2hQ4pNgyW7vhKKtkp7TdO2j+syl0wCXn7D+4lSev2kP621s33nOKmm/q6z+a2pY2fL5MWHele1wRLC4pcaU7w+1PdP/F36eVx7oZ28aFNO/fSg1zVx/Cb4ghh5w3+ncjE3TPGVydJQ16V7v4qdlt1H6n9ktDy+qEuCQ+6a7bUJpBUbBjkpqv2k2af6ZJxySWIf9waJ+RiV+opSa/cG7s93F/XhhLQaM896b5PI56R1g+SxgSqQW/tIf3n6dB+/7tTOuHH0r+mu+Xalq6EM6nA51pf4RKqaH/c7BKz8MQw+D1es1fiw27vJL34oDT3tMgS9m1d3e/jw/8XOH3U/4CGksjk7LEJrpTu/0VVo41XNbIu7I981vnuVbZVqvxY2tQncaxB8UrJ7vtE6j5N2vMZt/zIm+73dPjvQ6XmGUSCBgCAH/zvDvf0vffH0rTvhtZvGOyqtiWyIpDkBasMxRO8OQovpbtleeQ+Sw9yVccyKXhj8/VxmT1uAtUlsxvf6d3rQ/NfnpV4v1RsCFR5e+12146n8mOpbZy2OdGCN8hzTt+986fi5Xsiq1Turh2dpI+SlKbE88X5Uq/JoeUlcZK7Kd+XjrgxsmQj3Z45nv13/JIhSfrXDKnj19J3A1UhTdSxt3Vzr2g7OsaWJO6Oxn4XdRXS54G/5ZX7SD0+V8zn8OkP3Sue6J8r6MNfSGdeJFX3i7+9Jk7nKG/8xbWFS1RC+sQrLnnb1U76PKotoi2WnnwlbLmRJDv6HP/8wr0nlYclkis5C5bIxtPYA4XlY9yr7/tuOZj0PrUbndMkQYKGJgnvYp8x0AAgB1bv49rXFNUl75Utmi2S/rwxVLUnnsWHu7ZDk34mTb/ElZjZNM7RVOuHSH9bLW1L0LFJhtninfE3rB0qdZkrPfV8egd8/mFX2hVeOhb3xEXuMw22uWvMhkGR1bSyKVkHGRNulU69Qtqe5d/Pcyn0vvfO9a4jmvDv5ecXS6PvSb0KZV2LyHZT4Xa1k1bu6x4W7PGiK8HJd2/8XTrv9OQlWAlF3bzN+I57paOuRShZjGfeSenFs3CsNPnq5LvVl0jFdfFL+Zrq9vlRVUqTePWfrippso5LMsAH3z4AAPCNptw4hlcVimdbV+n3cdqeJRPsZj6VtmaNnTsFe8fpzC9tiR4ovnyv67QhWOUyVZ9f7F5DX8psKZSUm+SsMbPOda+8YGIfGiw7IHFVy6b6z1NS2+XJO97IFwuOjl+lMqk87izgkRTGQrx1udRybWbPm04VxV1tI2swZAkJGmRuNN+UiFlLiRgAIAVTv+dKepJVG8qgtgma5WREeDf3TfGPxZmJA96raxFqY1aIpnxf2vdBaX5uqhVn3LauKT/U8TMSNAAAkD5b5Hr0y5FUuthvkjwuUAAybsXozJc6IuNI0AAAQF774APpoIMSb29T0kZb6lLobj6e+hy0tQOANDBQNVJmbqTuIwAg91q1Sl79fnSv2C7Ehw2Ls2M8q/ZrWlAAkCUkaMgYBqkGAGRDp07Jt7cqj+1q+4ILUjz452n2XAcAWUaCBgAA8tavfy31bqSjSBNnDKU+MePRJniK+OlVTYoLALKFBA0AAOSt2EQrVlWvqph1MVUiR9+Z4N1U3weQX0jQAABA3ipOoQ+PTi1j60C2jB7SbPh/MhMQAGQZCRp2C2OmAQCyqSiFO5WTB58cs65Dh6gV3WZkJiAAyDISNKQtOKg1AMB7HTt6HUF69kuz08RUErQ+7WPrQR54YNSKFpvSO3EjTjwxo4fLibIyryPYfTwY3n177+11BOlrbr93EjQAAHws3YTHa1deKfXrF3/bT38auy6VBC2ekiyP9Jrt43sl32+E8yHJPOmk1Pft2TN7cTRFly7Siy+mtm+r2M5RG5WsSnL79ukfL6i8PHI50f+QdJSW7v4xsoUEDQAAH9lrr/g3qX37Ri4PGpSbeLp2TW2/ww93U2sTJ12XXBK7rikJ2sYdGz1PNEpLpR/9aPcTuREjMhNPqjp3ls44I/X9e/QIzTc1mY6++U7Wa+fgwU07x+4Kj/HRRxPvF37T/9pr0hdfRG4/4wzpv/+VHnoos/FJqX1X1qxJPbk57bTUz/3Pf7pp+JAY3/52aP7JJ2N/z+mIHsrpmWfi73f//akfM6adahqi/78MHdr0Y8VDggYAQJ5J9uR6+nRp4ULprLPccvCmuHNnN62okN5/v2lPv5uiokL67DPpkEMS7/P449KQIaHldu3cdOjQ2MQyWlNu+l//+vXYBC1DCVswOY6XAPbvH5rfulW64w7p669TP3a8HitnzpQWLw4t33qr9IMfpH7MdPXtK/Xqlfr+kydL3bq5n/W44yK3jRoVSsyTads2cjm8/WD0779bt9j3P/aYm+5OCU1jwn/fyW7sq6rc0BCS+zyivyc//7lL0uI9jNhdd9+d+r6NJUutWkkDB6Z+vGDJ2XHHud/7t74VmTCef37i0tkuXRo/fvTvfcyY+PsdcICb7rNP8uNVVEjnnhtabuz/THTJYHTCGP6gIhNI0AAAyDNbt8ZfP2SIu5Ho2VN68EHp5pulAQPctmDi0KaNS5YyWYK0cmXk0/Bw7dq5G7LnnpPuTNCT/YUXhubD4+rSJVSt8bzzIt8TLAFM5yYx6LWvXstaCdqee7ppdLyS9ItfhOaDv4941ajKy6Xvf9/Nh8cZnsSGC0/cfvYz6brrUo83PGmsqEi8X1GRS3Refln6Topjdx91lFRZKa1a5UoLW7cObevWTZowIX5p2BNPRC5HJ4ThN7+bopoOVsWOqKCRI900eKMf00FMBoT/nqJvzqP98Y+J98lmyW68ZDhRCe62bY0fr7GfM96+wQc2/4nTaWr49yNcvOTmooukPfYILadaEj1ihDv/1VdHrn/44cjlP/3JJctBjZUWduokzZkjvfeeW77iith9ZmSwHyISNAAAfCK8pKFNG+k3vwnd8LVo4abhNzWp6NbNlcok0727u3l/7LFQwhHsaCB4Y9a1a+RNUaIqXNE3fcHlbt0in5JfcYX05ZehJ+LpeH7286ndCL//q7SPHUy8Giv5i2fCBGnqVGnnTumyy9y6X/1Kmj8/fknbsGHpnyPakUeG5pM95a+vd0l49+6udKKhIXaf6Bvs6LZM//pX6HM59liXMF18cei9P/6xO8cFF0S+L/ieYIIa/h2JPmcwQQ4XLN0I/g2MGiXddVfy7/V++0kffRRZJS74/qA//Sk0H54gRCe6AwdKTz3l5seOTXzO665L7fv8hz80vk+qErWzKi52/z+Cnn8+cru18ZPhRIKlislKMRMlWfH+Vh95JPT/bsiQ1JLFZ59101GjYs91zDGRyz/9aeIHIvEUF7sS/0MPdcntPfdEbh8wwFU/zxQSNKTE3JjnrYYBoMA88YT00kuN7xe8cTn5ZOmHP5T+9z+3nEqCMmyYayPzs5/F3z5kiPTJJ6Hlb387dNw333Q3ZTffHP+90VW4wuMJ3niNGRNKIE47zSUHK1e6apz/939NT1A21W2K/Pk7zYm/49sJgk9RsKpmqo49Vtp3XzdfVeUShJtucjf4wZLQcKn0thfvhjg8cQqvupVO6U1w3/Bk6ne/i9wnuhptp07SjTdGvv/oo913dMsW6fbbQ9URTz5ZuvRS1x4r+P1LlEyEJ1pHHx27fY89pOuvd38vL7/sSm+uuir2ex1eTW3cONfTZzBRlkKljbffLt17r6uWF1RZ6abDhsV+jh07uhLVr792v89w4YnFTTc1XpVux45QiWC0RYsil4uKYpOMZJ2oRJeMhv/tnn567P7hpUodO0pHHJH42BdcIP3tb6HfvxT7OUUnwMFq2sH9otvQBROel14KPTAYPTpxDGefHZqPTuRTLQ2MTuTiadky9veY6c5rSNCQEekUgwMAGnfBBdIppzS+X/D/b3m5a4OSStuzW26RPv3UlVBFt//YsCE0365d4rYebdq4J8mnnhq5fs4cafZsN//00y7RihYsFRk71rUVsTZU8tC9u1vX1A4n4jr9kvjrbfKTJOuRzlp3Qz5/fmhdMHkIT5qCN5/hnScEHXhg5JP+4L5DhrhkKFGbos6dXdXB737Xnb+uLnL7qadKn3/u2v4NHx5aH32DHV79MZ4NGyKrhrVpk3z/dLz8squme8YZyateSo23LTNGuuEGVxJ38smJqzi++mry4wTbLZ14outttG9f93t+661QcnPssbHvC96cDxiQ2sDqQU8/HbuuoiJxgta3b+S2Dh2kuXMj91mwwJVkhmvf3rURTNa5ieQejgRF39etXy9NnJj4vcXF7m89OgmTQlV/w5NhKfR5R9cCCLrrLumdd1zJVTCeJ5+MrZ55112xnYZEl/6l0s5t/Xr3vQz63/9CiWtjDzcS/Z9sqgLtJBaZYAyJFwDkux/9yLX/in4CHn5Dsdde0tKlUnW1W77mmsTHC7+5jXdTElyX6PoQ3pvZuedGNsRP9r6sar26aW9rHWoD1aWLtHZt5GfSqVNk4jVoUOKfL53eHO+8M34iEFRaKi1ZkvwYe+/tXnPnhkqSbr/dVe364gu3bciQ5Dee0YlOvGqPmRAdQ/RnmKwDmsYMHBiqPtpYO7L77nOletE9oB55pEt448UqpZeUhTv3XFfldY89IpOXXr2kFStcwhQ9jMa0aaEYvvc9Nz3xRGn8+NB7w5NySdq4MbV4uncPzQc/g5NOikxsZ850fwcvvCBNmuSSqkRjMUZ/xtGdwTT2v6CiItSurlcv951v1SpUnfK229xDpquuSn6cOXNcEv3OO65k/y9/ib9f8OeYO9d91/fYw/3vfOGF+Pt//rn029+6pC7TXfaToAEAkEeib67Cxbs5HD7cdZ0d7amnpN//3pWiXH+9u9H66KPYalLJJEvQ0nXzzVJNjWv8H7yZzJmSnU17W+Au6Ve/ch0KrF0bupFON9FsSocLmTB0qHTCCa7nx7Iyt9zULsFzlVxHn2fwYNc+cfXq9GOYMSNUqnzkka53weXL47dla9UqtSpukvssa2rcfGMlgMn89a9uGl261KNH4z0DBtuqPf984o6FmuqNN9z0ueciS9WD1RCTVXeMFvyfEZwWF7s2j8FEq08fl3hKbrp9e+wxXnjBxRT+mcQbNzHcOee4737w+3744a4H3MaEVxvt0cNVX41XDXzvvUNJZ6b/NnKWoBljOkp6RlI/SYsknWOtjcnpjTGLJG2RVC+pzlqbRhNFpMNeb2lbBgB5Jl4VoaYYMiTUsUdQeIcRTXXOOa6qVLrje3XuHOo45J573BPx6G7Zs6aoJnZdGqVBrVq5+Dt3dqWPZ58d2RlLaalUWxv/vU1p99UUF1/sOlaIJxMJcY8erurkT37ibq4TOeMMVy3yhhtSP3bw5jZYVfDKK13Pn7t2hfaJ/mzGjk1e5S6oZUvp8stdklFSEr93wRkz0k+yZs50Pfo9+mjiMbnS0a5d6oPOr1vnqgAHP5OyssSlWE0V7LCnvHz3u5AP/n6DbcqGD3eluP36udK5tm1du0lrE1fv7No1sjfYVKTze0mUYBUVhTqAiSdbvXLmsg3aryS9Za0dLOmtwHIiY621I0nOAADN3YMPJu8ZLlM+/zy2PUs899/vSjJ2p0pPz56unUymqwUlVF4du+6tPzb6tuBNe3jSfNZZ7mYuvGrjggWRnak01fHHu2m8DkMa6wa8Z8/dP38iO3e6ktfevWPbu0Vr29YlTo21bwsXHHz6mmvcZ/uTn7hkOLz7/WDnEx07uhjefDOUJDXmvvtcSVAie+3V+ADYBx3kpsEStsGDXanXu+9mZvy16mrX1i2R8AcAnTolH0ognSEBsik6edlnH9fOK9i2tls3Vz0z+Pflx2Y1wY5O0unxMhW5rOJ4mqQjAvOPSHpH0i9zeH4AAHzn0kvdU+V9983O+E5BqfQYKLmkqmvX7MWRKYurF0sK9N9eHKe4bEHjddn22MNVh4vuXS5aZWWol79oXbq4G/nguGfJ/PSnrpQg3uf7n/+4RMkLjQ1qvLs6dmz85vzKK90rXGO/l0zaf39X9S5TJdzpSqfEOvyzbKzL/vffl+bNCy1fdVV2S7Y7dnTJ9pFH7l7bwnxx2mnZSSxzWYLWzVq7UpIC00T/3q2k140xU40xVybYB3kgm4MtAgBCRo50XY0//nhuzvfCC65EJtg+xo8mLZuUfIfNfZJvV/rVOOMpKnKljqk8YTcmcfJbUpJ4oN/dceihmT9moWpKcha8ec9kD5ipOuSQyMGYE+1z6aWh5bvuSq332FQEh6GILmEsKXGDnAcFOyfJWZVnH8hoCZox5k1J3eNsujaNwxxsrV1hjOkq6Q1jzBxrbUwBdiB5u1KS+vRp/J8sMsNe78PyZwDwOWMSj1WWDaed1niVunxX1xBWFy/eA8VtPigGzIGJE7PXOyNcqfdRR7mOZnJl1ChXRfT3v8/dOeO54grXXjG65DNar16ul9ndbetWSDJagmatPdpau2ec14uSVhtjekhSYBqnzynJWrsiMF0j6XlJcUcWsNaOs9ZWWWuruqQyuAEAAGg2np31rNch5NSPftS09xUX57AtYDNUVOTay8UbYDtb2rRxPY6m09NiNhQXuyqTqXy/KiubPlzB7nj3XTc988zcnzuZXFZxfEnSxYH5iyW9GL2DMaaVMaZNcF7SsZJm5ixCAADgSyaqmGzJpsBAYb0/aNLxvvxydyPKrR49XHfrwfG6ADTusMNc287gQOT5IpedhPxZ0rPGmMskLZF0tiQZY3pKut9ae6KkbpKeN65xU4mkJ621r+UwRgAA4EOdSjtpXe26b5YbbKDeXtW9TTresGGheb/0Lhc9WHm2LF5MtUgUjmx3gtMUOUvQrLXrJR0VZ/0KSScG5hdI2idXMQEAgMJw/ODj9fiXoV5U6huSDNaVIjrDio+m/0B25bKKIwAAzYYx5mxjzCxjTIMxhnE9s+y0YZG9mizdvNTNlG/yIBoAaDoSNAAAsmOmpDMlpTCULnbXGcPPiFjeUrPFzbRYH7tzTVkOIgKApsllGzT4lLmROh4AkC5r7WxJMtSTy4kik+CZc4f5sevqU2t00rKlm3rRuxwQdMEFXkeAXCNBAwAAvpcwEW65NnbdzuSjBr/+upvec480fHhuu0gHwvmlgxpkFgkadhv/PAA0V8aYNyV1j7Pp2sAYoKke50pJV0pSH3pgyKySOBcpm7wE7Zhj3LRLF+8H+wXQ/JCgAQDQRNbajJStWGvHSRonSVVVVTz2ypSiuvjrN/ZL+JaxY7MTCgCkik5CAABAYdrz6fjrZ1yU8C0tWmQpFgBIEQkaAABZYIw5wxizTNKBkl41xkzwOqZmp8us+OuTdBLSqlWWYgGAFFHFEQCALLDWPi/pea/jaNYO/XP89RsGJXzLv/6VpVgAIEWUoEFSZFf6dPoBAChYVtKK0Qk3d+qUu1AAIB4SNAAAAADIEyRoaBLGXQUA+FKCjh0BIF+QoCFl9nrqPgIAfG57Z68jAICkSNAAAEDzUdvW6wgAICkSNAAA0HxYbn0A5Df+SwEAgOZjW4+Em2hfDSAfkKABAIDmo6E04SYSNAD5gAQNAAAUhLYlKbQvW3ZAwk0kaADyAQkaAAAoCN3adGt8p+1dEm4iQQOQD0jQAABAQejWOoUEbfLVCTede24GgwGAJiJBQ1LmRh4nAgD8oVebXo3v1FCScNPjj2cwGABoIhI07BbL2NUAgDzRsrSl1yEAwG4jQQMAAAXBqulPDUsSF6wBQE6RoAEAgOYhSf5WXJy7MAAgGRI0JFfndQAAAKRm/177J9+hPvEYaEXcEQHIE/w7QnL0EQIA8InjBh2XfIckHYRQxRFAviBBa+bs9Y3U1ydBAwAUis2VCTcxBhqAfEGCBgAAmocnX064qawsh3EAQBIkaAAAoHnYMDThpvbtcxcGACRDgobkAlU+wqtCUg0EAFBo9tvP6wgAwCFBAwAAzR69OALIF/w7AgAABaFf+35Nfq9t+hjXAJBRJGgAAKAgGOrgAygAJGgAAKBglCjBgGYNyd83bFjmYwGApiBBAwAABePW42+Nv6GmTdL3XXttFoIBgCYgQQMAAAUjYTu0hYclfV9xceZjAYCmIEEDAACFb3NfryMAgJTkLEEzxpxtjJlljGkwxlQl2e94Y8xcY8x8Y8yvchUf4qGxNQDAX0yia1ddi9wGAgBNlMsStJmSzpT0XqIdjDHFku6WdIKk4ZLON8YMz014iPEDkaMBAHwlYU+ODQk6DwGAPJOz/1bW2tlSo13gjpE031q7ILDv05JOk/Rl1gNErLbJNzNmDADAN+pLvY4AAFKSb23QeklaGra8LLAOOWBuDCXP1kqiwTQAwGdalCaoylhfnvA9d96ZpWAAoAkyWoJmjHlTUvc4m6611r6YyiHirItbTmOMuVLSlZLUp0+flGNEGvItfQcAoBFj+42NvyFJBZ5zzslOLADQFBlN0Ky1R+/mIZZJ6h22XClpRYJzjZM0TpKqqqqobJcNtD8DAPhMwqYUn1+Y8D0lNE8DkEfyrYzkU0mDjTH9jTFlks6T9JLHMQEAAD+b8l1pU/+Emzt2zGEsANCIXHazf4YxZpmkAyW9aoyZEFjf0xgzXpKstXWSrpY0QdJsSc9aa2flKkZEoQQNAOBDM74/I3LF2r28CQQAmiCXvTg+L+n5OOtXSDoxbHm8pPG5igsAABSWvbpFJWSbGKQagH/kWxVH5BOjmC5ako+SAABAHtrZwesIACBlJGholL2ePlgAAD5meboIwD9I0AAAQEHrWjw04bZixvwEkGdI0AAAQEHq376/7PVW+w6JN0SrQ9V9APmGkT8AAEDB2fCLDSovKfc6DABIGwkaAAAoOB1apNYxCCVoAPINVRzRKC5eAAA/o50ZAD8hQQO9NAIACtq4cV5HAACpI0FDXOZGis0AAIWhZ8/E26glAiDfkKAhsTgDVQMAUEgGDfI6AgCIRIKGJrEkbgAAH0lUUvb227mNAwAaQ4IGAAAK3qGHxl/frVtu4wCAxpCgITlKygAABeD5572OAABSQ4KG5EjQAKBJjDF/M8bMMcbMMMY8b4xp73VMzVnHjrHrknUeAgBeIUFDcg1eBwAAvvWGpD2ttXtL+krSrz2OB1EqKryOAABikaAhuTqvAwAAf7LWvm6tDf4X/VhSpZfxIFaHDl5HAACxSNCQ3AqvAwCAgvBdSf/zOghEKi/3OgIAiEWChggxA1Q/HmqExmCeABDJGPOmMWZmnNdpYftcK1cf4Ykkx7nSGDPFGDNl7dq1uQgdAJCnSrwOAAAAv7LWHp1suzHmYkknSzrK2sQjSFprx0kaJ0lVVVV0z5Ql++8vffJJaJkHjwDyEQkaAABZYIw5XtIvJR1urd3udTyQSrjrAeADVHEEACA77pLURtIbxpjpxph7vA4Ike66y+sIACAWz5IAAMgCa+0gr2NAYj16SCNHeh0FAMSiBA0AADQ7RdwBAchT/HtCjJieHAEAKABdu4bmE3fZAgDeIkFDSsJ7uuKiBgDwo/BOQhoavIsDAJIhQYMkyV5P1gUAaD542AggX5GgAQCAZocEDUC+IkEDAADNDgkagHxFggYAAJqdykqvIwCA+EjQkBDt0gAAhejHP5bGj/c6CgCIjwQNAAA0KwcfLHXv7nUUABAfCRqSoo4+AKDQcG0DkM9I0AAAQLMQPqYnAOQrEjSkhaeOAAAAQPaQoOEbdAoCAChkv/yl1KWLdNRRXkcCAImVeB0A8ku8JI1SMwBAIdh3X2nNGq+jAIDkKEEDAAAAgDxBggYAAAAAeSJnCZox5mxjzCxjTIMxpirJfouMMV8YY6YbY6bkKj4AAAAA8Fou26DNlHSmpHtT2HestXZdluMBAAAAgLySswTNWjtbkgyDkAAAAABAXPnYBs1Ket0YM9UYc2WinYwxVxpjphhjpqxduzaH4QEAAABAdmS0BM0Y86ak7nE2XWutfTHFwxxsrV1hjOkq6Q1jzBxr7XvRO1lrx0kaJ0lVVVV0BA8AAADA9zKaoFlrj87AMVYEpmuMMc9LGiMpJkEDAAAAgEKTV1UcjTGtjDFtgvOSjpXrXAQAAAAACl4uu9k/wxizTNKBkl41xkwIrO9pjBkf2K2bpA+MMZ9LmizpVWvta7mKEQAAAAC8lMteHJ+X9Hyc9SsknRiYXyBpn1zFBAAAAAD5xFjr//41jDFbJM31Oo4m6CzJj+O9EXfu+TV24s4tv8Y91Frbxusg8gXXtJwj7twi7twi7tzKyPUslwNVZ9Nca22V10Gkyxgzhbhzx69xS/6Nnbhzy89xex1DnuGalkPEnVvEnVvEnVuZup7lVSchAAAAANCckaABAAAAQJ4olARtnNcBNBFx55Zf45b8Gztx5xZxFwa/fh7EnVvEnVvEnVvNOu6C6CQEAAAAAApBoZSgAQAAAIDvkaABAAAAQJ4gQQMAAACAPEGCBgAAAAB5ggQNAAAAAPIECRoAAAAA5AkSNAAAAADIEyRoAAAAAJAnSNAAAAAAIE+QoAEAAABAnijxOoBM6Ny5s+3Xr5/XYQAAmmDq1KnrrLVdvI4jX3BNAwB/ytT1rCAStH79+mnKlClehwEAaAJjzGKvY8gnXNMAwJ8ydT2jiiMAAAAA5AkSNAAAAADIEyRoAADsJmPMg8aYNcaYmWHrbjDGLDfGTA+8TvQyRgCAP5CgAQCw+x6WdHyc9bdZa0cGXuNzHBMAwIc8TdB44ggAKATW2vckbfA6DgCA/3ldgvaweOIIAChcVxtjZgQeSHbwOhgAQP7zNEHjiSMAoID9S9JASSMlrZR0S6IdjTFXGmOmGGOmrF27NkfhAQDykdclaInwxBEA4GvW2tXW2nprbYOk+ySNSbLvOGttlbW2qksXxuwGgOYsHxO0lJ448rQRAJDPjDE9whbPkDQz0b4AAASVeB1ANGvt6uC8MeY+Sa8k2G+cpHGSVFVVZXMTHQAAsYwxT0k6QlJnY8wySddLOsIYM1KSlbRI0ve8ig8A4B95l6AZY3pYa1cGFnnimI6GeqmhTqqvddPgK51la6WSMqm4XCopl4rLoqblge2BlzFe/9QA4Dlr7flxVj+Q80Cao7oaqWarVLMt7LVVqtsplbWWWrSXKtq5V1lrrlsA8p6nCRpPHHfTmjnS9MelGf+Wtq6W+8hyrLgsLGkLm5a1kk6+Veo5KvcxAQD8aflUaeH7kYlW3Pmw5Yba1I9vikLJ2jev9gnmA68W7aWOA9xDSgDIAU8TNJ44NsHOTdLM56RpT0jLp0hFJdKQ46Wuw918cYmbFpU2bdnIPY2s3xU23SXV17hX9LqIadh7vn5Heucv0gVPe/2JAQDy3bp50ls3SbNfCq0ra+0e9n3zai217Ci17x1/W/R8SYVL4HZWu2tn+GtH2Lp18wLz1VLt9vjxDT1ROv+pHHwQAJCHVRwRR0ODtOg9l5TNfslV2+gyTDr2Zmnvc6XWedjj18Q/Su/+xV34Og/2OhoAQD7askp658/SZ49KpS2kI34jjbnClWQVedCPWV2NtGtzKGELfyi6YYErSQOALCNBy2cbF0vTn3SvTUuk8nbSyAulURdKPffN73r0oy+XPviH9PE/pZNv8zoaAEA+2blJ+vAOd42or5FGXyYd9gvvHziWlEklnaVWnUPrugyTPn9a+vQB6bibvYsNQLNBgpZvarZLc16Rpj0mLXxPkpEGHCEdfb20x0nuCaMftO4q7X2OSy7H/lZq1cnriAAAXqvb5RKd9/4m7dgg7fkt6cjf5nfJVNse0rBT3HV57LVSWUuvIwJQ4EjQ8oG1rmH0tMekmf911Sva93UXgn3Od/Xt/ejAq9zPNOVB6fD/53U0AACvNDRIM/8jvf17qXqJ1P9w6Zgb/dOR1OgrpFnPu59h34u8jgZAgSNB89KW1dKMZ6Rpj0vr5kolLaQRp7tqjH0P9qb+fSZ1HSYNOlqaPE466EdSaYXXEQEAcsla6eu3pDdukFZ/IXXfW/rO7dLAI72OLD19D3KdcU0eJ436Tn43MQDgeyRoXpn2uPTSjyVbL1WOkU65QxpxhlTR1uvIMuvAq6THznBPHUd92+toAAC5svwz6c3rXXX99n2lbz0gjTjTnw8fjXGdl7zyM2npZKnP/l5HBKCAkaB5pXKMdNDV0shvS12GeB1N9gwYK3UdIU2625UM8tQRAArb+q9dVcZZz0stO0nH/0WqutT/44jtdY70xvXSp/eRoAHIKh8+xioQXYZIx9xU2MmZ5BKyA6+S1nwpff2219EAALJl6xrp1f+T7h4jfTXB9cr44+nSAd/3f3ImSeWtpZEXSLNecD8rAGQJCRqyb6+zpNbdpEl3eR0JACDTdm2VJv5Jun2k6xRq34tdYnbktYVXbX/05VJDrTT1Ea8jAVDASNCQfSXl0pgrXQna6i+9jgYAkEm1O1w19sHHSFdNlk6+VWrTzeuosqPzYFd1f+pDUn2d19EAKFAkaMiNqu+6Xion3e11JACATGrdRfrxZ9I5j0idB3kdTfaNuULavFyaO97rSAAUKBI05EbLjtKoC6UvnnXDCwAACkfrrl5HkDtDjpfa9XadhQBAFpCgIXcO+KFUX8tFDQDgX0XFrlbIwvekNXO8jgZAASJBQ+50GigNPVH69AGpZrvX0QAA0DT7XiQVl0mf3u91JAAKEAkacuvAq6QdG6TPn/I6EgAAmqZVZzfo9udPSTs3ex0NgAJDgobc6nuQ1HOU9PE/pYYGr6MBAKBpxlwp1WyVZjzjdSQACgwJGnLLGOnAq6X186V5E7yOBgCApqnczz1wnHyfZK3X0QAoICRoyL3hp0ltK+lyHwDgb6OvkNbNlRa973UkAAoICRpyr7hU2v977oK2YrrX0QAA0DR7nim16ChNHud1JAAKCAkavLHfxVJZa0rRAAD+VdpC2vc70pzx0qblXkcDoECQoMEbFe1cN8Wz/stFDQDgX1XflWyDNPUhryMBUCBI0OCd/b/vLmqT7/U6EgAAmqZDP2nIcdLUh6W6XV5HA6AAkKDBOx36SsNOlaY8LO3a4nU0AAA0zZgrpG1rpS9f8joSAAWABA3eOuhH0q5N0rQnvI4EAICmGXCk1HGA9Ol9XkcCoACQoMFblVVS7wMCA1fXex0NAADpKyqSRl8uLf1EWvm519EA8DkSNHjvwKuk6sXSnFe8jgQAgKYZeYFU2tINXA0Au4EEDd7b4yTXyPqju7yOBACApmnRQdrrbOmL/0g7NnodDQAfI0GD94qKpQN+KC2bLC2d7HU0AAA0zZgrpLodtKsGsFtI0JAfRl7oxkabRCkaAMCnuu8l9TlQ+vR+qaHB62gA+BQJGvJDeWtpv0ul2S9LGxd5HQ0AAE0z+nJp40Lp67e8jgSAT5GgIX/s/z3JFEkf3+N1JAAANM2wU6VWXeksBECTkaAhf7TtKe35LWnaY9KOaq+jAQAgfSVl0n6XSPNelzYs9DoaAD5Egob8cuBVUs1W6bNHvI4EAICmqbrU1QiZ8oDXkQDwIRI05Jce+0j9DpU+uVeqr/U6GgAA0te2pzTsZOmzx6Sa7V5HA8BnSNCQfw76kbR5uTTrBa8jAQCgaUZfIe2slmY+53UkAHyGBA35Z9AxUqfB0qQ7JWu9jgYAGmWMedAYs8YYMzNsXUdjzBvGmHmBaQcvY0SO9TtE6jJM+vQ+rmUA0uJpgsYFDXEVFbm2aCs/lxZ/6HU0AJCKhyUdH7XuV5LestYOlvRWYBnNhTHSmMvdtWzZFK+jAeAjXpegPSwuaIhnn/Oklp2kjxi4GkD+s9a+J2lD1OrTJAV7PHpE0um5jAl5YO9zpbI20uRxXkcCwEc8TdC4oCGh0hZusM+v/ietm+91NADQFN2stSslKTDt6nE8yLXyNtLI86UvX5C2rvU6GgA+4XUJWjxc0OCMvlwqLpc+vtvrSAAgq4wxVxpjphhjpqxdy418QRl9hVRfw/AxAFKWjwlaSriYNQOtu0rDT5NmPS811HsdDQCka7UxpockBaZrEu1orR1nra2y1lZ16dIlZwEiB7oMkfofLk15SKqv8zoaAD6QjwlaShc0LmbNxNATpB0baWANwI9eknRxYP5iSS96GAu8NOYKafMyV20fABqRjwkaFzSEDDxSMsXSvAleRwIACRljnpI0SdJQY8wyY8xlkv4s6RhjzDxJxwSW0RwNOUFqWylNvs/rSAD4gNfd7HNBQ3It2kt9DpC+et3rSAAgIWvt+dbaHtbaUmttpbX2AWvtemvtUdbawYFpdKdYaC6KS6SqS6SF70qblnkdDYA853UvjlzQ0LjBx0qrv5A2r/A6EgAAmmbgUW66dLK3cQDIe/lYxRGINPhYN51HKRoAwKe67SmVVNCmGkCjSNCQ/7oOk9r1lua94XUkAAA0TUmZ1GOktOxTryMBkOdI0JD/jJEGHyN9PVGq2+V1NAAANE1llbTyc6muxutIAOQxEjT4w+DjpNpt0uIPvY4EAICmqRwt1e9y7aoBIAESNPhD/8Ok4nKqOQIA/Kuyyk1phwYgCRI0+ENZS6n/odJXjIcGAPCptr2kNj1ohwYgKRI0+Mfg46QNX0vrv/Y6EgAA0meMK0UjQQOQBAka/GPwMW5Kd/sAAL+qHC1tXCRtW+d1JADyFAka/KNjf6nzEKo5AgD8q3K0m9IODUACJGjwl8HHup4cd231OhIAANLXY6RkiqnmCCAhEjT4y+BjpfoaaeG7XkcCAED6ylpK3UaQoAFIiAQN/tLnQKmsDe3QAAD+VTlaWv6Z1FDvdSQA8hAJGvylpEwaeIQbD81ar6MBACB9laOlmi3Suq+8jgRAHiJBg/8MPk7avFxaPdPrSAAASN83A1ZTzRFALBI0+A/d7QMA/KzjQKmiPQkagLhI0OA/bbpLPfaRviJBAwD4UFFRYMBqutoHEIsEDf40+Dhp2WRp+wavIwEAIH2Vo6U1s6VdW7yOBECeIUGDPw0+VrIN0tdvex0JAADpq6ySZF1vjgAQhgQN/tRrX6llJ+mrCV5HAgBA+nrt56a0QwMQhQQN/lRULA06Rpr/JuPIAAD8p0UHqdNg2qEBiEGCBv8afIy0Y4O0fKrXkQAAkL7K0dLyKYzrCSACCRr8a9BRkimimiMAwJ8qq6Rta6XqxV5HAiCPkKDBv1p0kHrvz3hoAAB/qhztplRzBBCGBA3+NvhYadUMafNKryMBACA9XYdLpS3pKARABBI0+NuQ49x0/hvexgEAQLqKS6SeoyhBAxCBBA3+1nW41LYX7dAAAP5UWeVqgtTt8joSAHmCBA3+Zoyr5rjgHS5uAAD/qRwt1ddIK2d4HQmAPEGCBv8bfKxUs1VaMsnrSAAASE+vKjelHRqAABI0+N+Aw6XicukrenMEAPhM2x5S20oSNADfIEGD/5W1kvodQnf7AAB/qqxyA1YDgEjQUCgGHyutnydtWOB1JAAApKdytFS9RNqy2utIAOQBEjQUhiHHuinVHAEAfhMcsJpSNAAiQUOh6DhA6jSYao4AAP/psbdUVEI7NACSSNBQSAYfKy36QKrZ5nUkAACkrrSF1H0vBqwGIIkEDYVkyLFS/S5p4XteRwIAQHoqR0vLP5Ma6r2OBIDHSNBQOPocJJW1lr6a4HUkAACkp3K0VLtNWjPb60gAeKzE6wASMcYskrRFUr2kOmttlbcRIe+VlEkDjnDt0KyVjPE6IgDgeobU9NrPTZd9KnXf09tYAHgq30vQxlprR3IxQ8qGHCdtXi6t+dLrSAAgHNczJNdxgNSiIz05Asj7BA1Iz6Bj3JRqjgAAPzHGVXOkoxCg2cvnBM1Ket0YM9UYc6XXwcAn2vaQuu8tzXvD60gAIKjR65kx5kpjzBRjzJS1a9fmODzkjcrR0to50o5qryMB4KF8TtAOttbuK+kESVcZYw4L38jFDAkNPlZa+om0Y6PXkQCA1Mj1TJKsteOstVXW2qouXbrkPkLkh8pADdgVn3kbBwBPNZqgGWMui1ouNsZcn72QHGvtisB0jaTnJY2J2s7FDPENOU6y9dL8t7yOBECe8eKa1tj1DPhGr30lGao5As1cKiVoRxljxhtjehhj9pT0saQ22QzKGNPKGNMmOC/pWEkzs3lOFJBe+7mG1lRzBBArp9c0rmdIS0U7qctQEjSgmWu0m31r7QXGmHMlfSFpu6TzrbUfZjmubpKeN66b9BJJT1prX8vyOVEoioqlQUdL899wA34WFXsdEYA84cE1jesZ0lNZJc0Zz3AxQDOWShXHwZJ+Iuk5SYskfccY0zKbQVlrF1hr9wm8Rlhrb87m+VCAhhwnbV8vrZjmdSQA8kiur2lcz5C2ytHSjg3ShgVeRwLAI6lUcXxZ0u+std+TdLikeZI+zWpUwO4aeKRkiuhuH0A0rmnIb5Wj3ZRqjkCzlUqCNsZa+6YkWecWSadnNSpgd7XsKFWOkeaRoAGIwDUN+a3LHlJZawasBpqxVBK0FsaYB4wxr0mSMWa4pJgugoG8M+RYaeXn0pZVXkcCIH9wTUN+KyqWeo6SllGwCzRXqSRoD0uaIKlHYPkrST/NUjxA5gw+1k3pzRFAyMPimoZ8VzlaWvWFVLvD60gAeCCVBK2ztfZZSQ2SZK2tk1Sf1aiATOi2p9SmpzTvda8jAZA/uKYh/1WOlhrqXC0QAM1OKgnaNmNMJ0lWkowxB0jalNWogEwwRhp8jPT1RKmuxutoAOQHrmnIf5VVbkpHIUCzlEqCdo2klyQNNMZ8KOlRST/KalRApgw5TqrZIi2Z5HUkAPID1zTkv9ZdpfZ9aIcGNFOpDFT9mTHmcElDJRlJc621tVmPDMiE/odLxWWumuOAw72OBoDHuKbBNypHS0s+8ToKAB5ImKAZY85MsGmIMUbW2v9mKSYgc8pbS30PdgnacYwPCzRXXNPgO5WjpZnPSZtXSG17eh0NgBxKVoJ2SmDaVdJBkt4OLI+V9I4kLmbwhyHHSa/9StqwUOrY3+toAHiDaxr8JXzA6uGnehsLgJxK2AbNWnuptfZSuYbUw62137LWfkvSiJxFB2QC3e0DzR7XNPhO971cFX0GrAaanVQ6CelnrV0Ztrxa0pAsxQNkXqeBUseB0rwJXkcCwHtc0+APJeVS973pyRFohhrtJETSO8aYCZKeknvyeJ6kiVmNCsi0IcdJnz4g1WyTylp5HQ0A73BNg39UjpamPizV10nFqdyyASgEjZagWWuvlnSvpH0kjZQ0zlpLl8Twl2GnSvW7pPG/kKz1OhoAHuGaBl+prJLqdkhrZnkdCYAcSulxTKB3KxpQw7/6Higd/kvp3b+4sWWO+KXXEQHwCNc0+EZ4RyE99vE2FgA502gJmjHmTGPMPGPMJmPMZmPMFmPM5lwEB2TUEb+W9jlfeueP0vQnvY4GgAe4psFX2veRWnWhHRrQzKRSgvZXSadYa2dnOxggq4yRTrnDjSnz0o/cuDIDjvA6KgC5xTUN/mGMK0Vb9qnXkQDIoVR6cVzNhQwFo6RMOvcxqfMQ6ZnvSKup1w80M1zT4C+VVdL6edKOjV5HAiBHUknQphhjnjHGnB+oGnKmMebMrEcGZEtFO+nCf7veHJ8425WoAWguuKbBX4Lt0JZP9TYOADmTSoLWVtJ2ScdKOiXwOjmbQQFZ165SuuBZaecm6YlzpF1bvI4IQG5wTYO/9BwlydAODWhGGm2DZq29NBeBADnXY2/pnEdcgvbsxdIFz0jFpV5HBSCLuKbBd8rbSF2H0w4NaEYSJmjGmDvlBvGMy1r746xEBOTSoKOlk2+TXv6x9MrPpFPvdI2yARQUrmnwtcoq6csXpYYGqSiVyk8A/CxZCRpl6Wge9rtY2rRUeu9vUoe+0mH/z+uIAGQe1zT4V+Vo6bNHpA1fS50Hex0NgCxLmKBZax/JZSCAp8ZeK1Uvkd7+g9Suj7TPuV5HBCCDuKbB18IHrCZBAwoe5eSA5Ko1nnqX1O9Q6cWrpAXveh0RAABO5yFSeVvaoQHNBAkaEFRSJp37uNRpoBsjbQ1DJQEA8kBRkdRrXxI0oJkgQQPCtWjvxkgrrZAeP0vavNLriAAAcNUcV8+SarZ7HQmALGs0QTPGDDHGvGWMmRlY3tsY89vshwZ4pH0fN0bajo3Sk4yRBhQSrmnwrcrRkq2XVk73OhIAWZZKCdp9kn4tqVaSrLUzJJ2XzaAAz/Uc6cZIWz1L+vclUn2d1xEByAyuafCnXvu5KdUcgYKXSoLW0lo7OWodd6sofIOPkU66RZr/pvTqNZJNOIQSAP/gmgZ/atVZ6tCfBA1oBpKNgxa0zhgzUIEBPo0xZ0miYQ6ah6pLXff7H9zqxkg79OdeRwRg93BNg39VjpYWve91FACyLJUE7SpJ4yTtYYxZLmmhpAuzGhWQT468zg1k/dZNUrve0t7neB0RgKbjmgb/qhwtffGstGm51K6X19EAyJJGEzRr7QJJRxtjWkkqstbSYwKal6Ii6bS7XY+OL/xQatND6n+o11EBaAKuafC1yio3XfYpCRpQwFLpxbGTMeYOSe9LescYc7sxplP2QwPySEm5dN7jUscB0jMXSl+97np5BOArXNPga932lIrLaYcGFLhUqjg+Lek9Sd8KLF8o6RlJR2crKCAvtejgxkh74FjpybPduvZ9pO57u1ePwLRtT8kYb2MFkAjXNPhXSZnrZXjZFK8jAZBFqSRoHa21vw9b/oMx5vQsxQPktw59pasnu6eXK2dIq76QVs2Q5ryqQJ8DUstOUve9AknbPm6+0yCpqNjT0AFI4poGv6scLX16v1RfKxWXeh0NgCxIJUGbaIw5T9KzgeWzJL2avZAcY8zxkm6XVCzpfmvtn7N9TiAlFe2kQUe7V9CuLW7MtJUzXMK2aob0yT1SfY3bXtpS6jYiUNq2lytt6zpCKq3w5mcAmq+cX9O4niGjKqukSXdJq2dKPUd5HQ2ALDC2kbGdjDFbJLWS1BBYVSRpW2DeWmvbZjwoY4olfSXpGEnLJH0q6Xxr7Zfx9q+qqrJTplDcjzxTVyOtm+tK2b5J3L6Qdm12202x1KGf1KK9VN5WqmgbmLaTyttEritvE5hvF5i2kUoqqEqJgmCMmWqtrcrRuXJ6TUv3eiZxTUMjNi2TbhshDTxS6nOQ1Ka71LaH1Kanm1a059oAeCRT17NUenFss7snaYIxkuYHetuSMeZpSadJSnhBA/JOSVmgquNe0sgL3LqGBql6sUvWVs6Q1s93CdvOzdLm5W66a4tUuy35sSWpqDQygSttIRWXuSovxeWBaVnYusB8SZx137ynzB1rjxOz+9kAHvHgmsb1DJnVtpc07BRp8UfS12/Hbi9pEUrYopO34LR1d3ctAJCXUqniKGPMqZIOCyy+Y619JXshSZJ6SVoatrxM0v5ZPieQfUVFUsf+7jX8tMT71de5xG1XIGHbuTmUyO2Kng9sr9vp2iTU7nBVK+trw6a7otbVJDx1Q5teKiJBQwHL8TWN6xkyyxjp3MfdfN0uactKNwzMlhWB6Upp8wppyypp+RRp9kp3DYiyvaSDNpZ01ibTRg0ystZIxnwzbxWYl2Rlwl4KbCuStZI1Rg3WKLw+lvlmar9ZCC/TM9atd+8yoX3D3udeCpwtcl3E1FgZa12hoQ0uy00jYrIJ5sPF3ydyD/PN1ujPRFayRt98lsHPxwY/X7ntmWDihBf+eSf6GdxnnyAIa2VN+KeumLiDy8HzfPNzK2w/q4hjKLQqal3sfHC/ms7DdeTlzbc2eKMJmjHmz5JGS3oisOonxphDrLW/ymJc8b45Ed8yY8yVkq6UpD59+mQxFMADxSWyLTpoR0lbbS2u0+aiOm0pqtUWU6etRXXaYmq1RXXarDpttXXaamu1s6hBtfXuVVNvVVvXoNoi99plGlRrGlRrrJuqXg1hCVxxQ61KVadSU6fuZeV6xuufH8gSD65pjV7PAnFxTUP6Ssq1vVWlVtV11qq6wVpdu1OranZpdflOrd61U6tKd2p18Q7V7FivznaDupsN6mY2qrs2qFv9RvWp36RORVtVorAEyEjGNriprIoiEqMGN7VWMlZFwYRI7j0RKZEJJSxBNnRX7xIBG52wRG4PT4IUNv/N+m+OEz9haohJECJTlsaThkhJE8WYaeBIgQQy+JEY2cjPaTfEHCcq+Qr+zFFvinN+lyiHErzAHmFxuyNFHvGbTzOYIIeJlxDHJOnfrAxst9+8QWt3tVNzlkoJ2omSRlprGyTJGPOIpGmSspmgLZPUO2y5UtKK8B2steMkjZNcff0sxgJk1NZddZq9crNmLd+kheu2afPOOm3ZWRuY1mnrrlo33VmnuobGv9qty0vUurxEFaVFKi12r7KSIpUVF6m8tEitK0rcuuIilRYblZVE7ldabCLe07aCXsFQ0HJ9TWv0eiZxTUN6rn3+C01euEGrNu/Ulp11MdvblJeoW7sKdWtbrgMGdVb3tpXq3q5C3dpWqHvbCnVvV6FOrcpUUtzocLiAJ3p6HYDHUqriKKm9pA2B+VyktJ9KGmyM6S9puaTzJF2Qg/MCGbVmy07NWrFZXwZes1Zs0qL127/Z3qaiRO1alKpNRanaVJSoV/sKtaloo9blJWpTUfLN+tDLLbvtpWpdXqLiIhqDA2lqr9xd07ieIaPWbN6pJz5ZopG92+tb+1aqW1uXiHVvW6Fu7VwC1qo81ds7APkolb/gP0maZoyZKFcQeZikX2czKGttnTHmakkT5LolftBaOyub5wR2R0OD1ZIN2zUrkIR9uXKzZq3YrLVbQvX++3RsqRE92+pb+1ZqRK+2GtGznbq2KZehty0gl3J6TeN6hkybtrRakvS7U4Zr3z4dvA0GQFak0ovjU8aYd+Tq7BtJv7TWrsp2YNba8ZLGZ/s8QLpq6xs0d9UWVyq20iVks1du0dZdrppJSZHRoK6tddjgLhres61G9Gyr4T3bUnUQyANeXNO4niGTpi2pVmmx0fAeGR/lCECeSJigGWP2jVq1LDDtaYzpaa39LHthAflp3dZdOueeSVqwznWD37KsWMN6tNWZ+/bSiJ6uVGxQ19aqKC32OFIA4bimoVBMW7JRw3u24zoDFLBkJWi3JNlmJR2Z4ViAvLajpl6XPTJFKzbt0F/P2ltVfTuoX6dWKqINGOAHXNPge3X1DZqxbJPOHd278Z0B+FbCBM1aOzaXgQD5rL7B6sdPT9OMZdW699v76dgR3b0OCUAauKahEHy1eqt21NZrVJ/2XocCIIsS9q9qjBltjOketnyRMeZFY8wdxpiOuQkP8J61Vje9PEtvfLla1588nOQM8CGuaSgE05ZulCQ6BwEKXLIBMO6VVCNJxpjDJP1Z0qOSNikwVgvQHDzwwUI9MmmxLj+kvy45uL/X4QBoGq5p8L1pS6rVqVWZKju08DoUAFmUrA1asbU2OE7MuZLGWWufk/ScMWZ61iMD8sD4L1bq5vGzdcKe3fWbE4d5HQ6ApuOaBt+btmSjRvVpz/AsQIFLVoJWbIwJJnBHSXo7bBsjIKLgTV28QT99ZrpG9W6v284dSWcggL9xTYOvbdpRq6/XbtMoqjcCBS/ZRekpSe8aY9ZJ2iHpfUkyxgySqxICFKyF67bp8kemqGe7Ct1/8Wi6Mwb8j2safO3zwADVo3q39zQOANmXrBfHm40xb0nqIel1a60NbCqS9KNcBAd4Yf3WXbrkockyxujhS8eoY6syr0MCsJu4psHvpi2pljHSXpXtvA4FQJYlrdZhrf04zrqvshcO4K3gWGerNu3UU1ceoH6dW3kdEoAM4ZoGP5u2dKOGdG2jNhWlXocCIMuStUEDmpX6BqufPjNNny+r1u3njaQbYwBAXrDWavrSasY/A5oJEjQg4A+vfqkJs1brupOG6/g9e3gdDgAAkqRF67erenstCRrQTKSUoBlj+hpjjg7MtzDGtMluWEBuPfDBQj304SJ99+D++u4hjHUGFDKuafCbaUvcANUje1OzA2gOGk3QjDFXSPqP3CCfklQp6YUsxgTk1GszV+oPr36p40Z007UnMdYZUMi4psGPpi2pVuvyEg3q2trrUADkQColaFdJOljSZkmy1s6T1DWbQQG5MnXxRv3k6eka2bu9/nHuKBUz1hlQ6LimwXemLd2ofXq34xoFNBOpJGi7rLU1wYXAQJ82yf6ALyxat01XPDpF3dtV6P6LqtSijLHOgGaAaxp8ZUdNveas3KJRVG8Emo1UErR3jTG/kdTCGHOMpH9Lejm7YQHZtWFbjS55aLKstXr40jHq1Lrc65AA5AbXNPjKzBWbVNdg6SAEaEZSSdB+JWmtpC8kfU/SeEm/zWZQQDbtrK3X5Y98qhWbdur+i6vUn7HOgOaEaxp8JdRBSHtvAwGQM0kHqpYka22DpPsk3WeM6Sip0lpLdRD4UkOD1c+ema5pS6v1zwv21X59O3odEoAc4poGv5m2pFp9OrakpgfQjKTSi+M7xpi2gQvZdEkPGWNuzXpkQBb8cfxs/W/mKl174jCdsBdjnQHNDdc0+M20JQxQDTQ3qVRxbGet3SzpTEkPWWv3k3R0dsMCMu/hDxfq/g8W6pKD+ukyxjoDmiuuafCNlZt2aNXmnRpF9UagWUklQSsxxvSQdI6kV7IcD5AVXyzbpBtf+VLHDO+m604eLmPoqhhoprimwTemL6mWJI3sQw+OQHOSSoJ2k6QJkuZbaz81xgyQNC+7YQGZ9coXK1RsjP5+9j6MIwM0b1zT4BvTllarrKRIw3u09ToUADmUSich/5brhji4vEDSt7IZFJBp78xZqzH9O6pdi1KvQwHgIa5p8JNpSzZqz55tVVaSyvN0AIWi0QTNGFMh6TJJIyRVBNdba7+bxbiAjFlevUNzV2/RtfsN8zoUAB7jmga/qK1v0Ixlm/TtA/p6HQqAHEvlkcxjkrpLOk7Su5IqJW3JZlBAJr09Z40kaeweXT2OBEAe4JoGX5i7aot21TUw/hnQDKWSoA2y1l4naZu19hFJJ0naK7thAZnzzpw16t2xhQZ2YUBqAFzT4A/BAarpYh9oflJJ0GoD02pjzJ6S2knql7WIgAzaWVuvD79epyOHdqXnRgAS1zT4xLQl1erSply92rfwOhQAOdZoGzRJ44wxHSRdJ+klSa0l/S6rUQEZ8vGC9dpZ20D1RgBBXNPgC9OWVmtU7/Y8XASaoVR6cbw/MPuupAHZDQfIrIlz1qiitEgHDOjkdSgA8gDXNPjBxm01Wrhum86p6u11KAA8kEovjuVyXRD3C9/fWntT9sICdp+1Vm/PXaODB3ZWRWmx1+EAyANc0+AH05dVSxIdhADNVCpVHF+UtEnSVEm7shsOkDlfr92mpRt26MrDBnodCoD8wTUNeW/akmoVGWnvynZehwLAA6kkaJXW2uOzHgmQYRMD3esfSfszACFc05D3pi3ZqKHd26pVeSq3aQAKTSq9OH5kjKELYvjOxLlrNLRbG3rAAhCOaxryWkOD1fSl1XSvDzRjCR/NGGO+kGQD+1xqjFkgVx3ESLLW2r1zEyKQvi07azV54QZddmh/r0MBkAe4psEvFqzbpi0762h/BjRjycrOT85ZFECGfTBvneoarI4cSvVGAJK4psEnggNU70sJGtBsJUvQVkv6vqRBkr6Q9IC1ti4nUQG7aeLcNWpTUaJ9+3bwOhQA+YFrGnxh2tJqtako0YDOrb0OBYBHkrVBe0RSldyF7ARJt+QiIGPMDcaY5caY6YHXibk4LwpHQ4PVxLlrddiQLiotTqWZJYBmIOfXNK5naIppS6o1snd7FRUxQDXQXCUrQRturd1LkowxD0ianJuQJEm3WWv/nsPzoYB8uXKz1m7ZRfVGAOG8uqZxPUPKttfUae6qzTpm7CCvQwHgoWTFC7XBGaqBwE/enrNGxkiHD+3idSgA8gfXNOS9Gcs2qcFKo/pQPR9ozpIlaPsYYzYHXlsk7R2cN8ZsznJcVxtjZhhjHjTGxP0vZYy50hgzxRgzZe3atVkOB37y9pw12ruyvTq3Lvc6FAD5w6trWqPXMyBo2pJqSaIHR6CZS5igWWuLrbVtA6821tqSsPm2u3NSY8ybxpiZcV6nSfqXpIGSRkpaqQTtBKy146y1Vdbaqi5dKCmBs37rLn2+rFpjKT0DECZb17RMXM8Cx+GhIzRtyUb179xKHVqVeR0KAA95MkS9tfboVPYzxtwn6ZUsh4MC8u5Xa2WtdOQetD8DkH2Zup5Za8dJGidJVVVVNjPRwU+stZq2tFqHDursdSgAPJZ3XdwZY3qELZ4haaZXscB/Js5dq86ty7Vnz3ZehwKgmeN6hnSs2LRTa7fs0kjGPwOaPU9K0BrxV2PMSElW0iJJ3/M0GvhGXX2D3p27RseO6E73xADyAdczpCw4QPWo3jRVBJq7vEvQrLXf8ToG+NNnS6q1eWcd1RsB5AWuZ0jHtCXVKi8p0h492ngdCgCP5V0VR6CpJs5do5Iio0MGU38fAOAv05Zs1N6V7VRazK0Z0NzxXwAFY+KcNarq10FtK0q9DgUAgJTV1DVo5orNdK8PQBIJGgrEiuodmrNqC9UbAQC+M3vlZtXUNTBANQBJJGgoEBPnrpEkjR1KggYA8JdvOgihB0cAIkFDgZg4Z40qO7TQoK6tvQ4FAIC0TFtare5tK9SjXQuvQwGQB0jQ4Hs7a+v14fz1OnKPrjKG7vUBAP4ybUk17c8AfIMEDb73ycIN2lFbT/VGAIDvrN+6S0s2bKd6I4BvkKDB9ybOWaPykiIdOLCT16EAAJCW6UurJYkOQgB8gwQNvmat1cS5a3TQwE6qKC32OhwAANIybUm1iouM9urVzutQAOQJEjT42oJ127R4/Xa61wcA+NK0pRs1rEcbtSjjISMAhwQNvjZxjute/wjanwEAfKa+werzpZvoIARABBI0+NrEuWs0uGtr9e7Y0utQAABIy9drt2rrrjqN6k37MwAhJGjwra276jR54QaqNwIAfIkBqgHEQ4IG3/pg3jrV1luqNwIAfGnakmq1a1Gq/p1beR0KgDxCggbfmjhnjdpUlKiqH1VDAAD+Exyg2hjjdSgA8ggJGnwp2L3+YYO7qLSYrzEAwF+27qrTV2u2UL0RQAzubOFLs1Zs1potu3TE0C5ehwIAQNpmLK2WtQxQDSAWCRp86Z25dK8PAPCvaUurJUkjK9t7GgeA/EOCBl96e84a7V3ZTl3alHsdCgAAaZu2ZKMGdGmldi1LvQ4FQJ4hQYPvbNhWo2lLqzWW0jMAgA9ZazVtSTXjnwGIiwQNvvPeV2tlrRj/DADgS8s27tD6bTV0EAIgLhI0+M7bc9aoc+sy7dWrndehAACQts8YoBpAEiRo8JX6Bqt3v1qrw4d0VVER48YAAPxn2pJqtSgt1tBubbwOBUAeIkGDr0xbslGbdtRq7B50rw8A8KdpS6u1V2U7lTCOJ4A4+M8AX3l7zhoVFxkdOpgEDQDgP7vq6jV7xWaqNwJIiAQNvjJx7lpV9e2gdi3olhgA4D+zVmxWTX0DPTgCSIgEDb6xctMOzV65WWPpvREA4FPTllRLooMQAImRoME33pm7VhLd6wMA/Gvako3q2a5C3dpWeB0KgDxFggbfeHvOGvVq30KDu7b2OhQAAJpk2pJqjepD9UYAiZGgwRd21dXrw/nrNHaPLjKG7vUBAP6zZstOLa/eQfVGAEmRoMEXJi/coO019VRvBAD41nTanwFIAQkafOHtOWtUXlKkAwd09joUAACaZNrSapUUGY3o2c7rUADkMRI0+MI7c9fqwIGd1KKs2OtQAABokmlLNmp4z7aqKOVaBiAxEjTkvYXrtmnhum0aO5TqjQAAf6pvsJqxbJNG9W7vdSgA8hwJGvLe23PWSKJ7fQCAf321eou219TTgyOARpGgIe+9M3eNBnVtrd4dW3odCgAATfLh/HWS6CAEQOM8SdCMMWcbY2YZYxqMMVVR235tjJlvjJlrjDnOi/iQP7btqtMnCzZo7NAuXocCAECTNDRYPfHJEu3bp736dmrldTgA8pxXJWgzJZ0p6b3wlcaY4ZLOkzRC0vGS/mmMoSVtM/bh/HWqqW/QWKo3AshTPHREY96fv04L123TxQf18zoUAD7gSYJmrZ1trZ0bZ9Npkp621u6y1i6UNF/SmNxGh3zy1uw1al1eoqq+Hb0OBQAS4aEjknps0iJ1bl2m4/fs7nUoAHwg39qg9ZK0NGx5WWBdDGPMlcaYKcaYKWvXrs1JcMitTdtr9fKMFTp2RDeVleTbVxUAHB46IpmlG7brrTlrdN7oPiovIT8H0Lis3fUaY940xsyM8zot2dvirLPxdrTWjrPWVllrq7p0oX1SIXpy8hJtr6nX5YcM8DoUAGgKHjpCj3+yWEXG6IL9+3gdCgCfKMnWga21Rzfhbcsk9Q5brpS0IjMRwU9q6hr08EcLdfCgThres63X4QBo5owxb0qKVz/tWmvti4neFmddwoeOksZJUlVVVdx94D87a+v17KdLdcywburZvoXX4QDwiawlaE30kqQnjTG3SuopabCkyd6GBC+8+sUKrd68S38+c2+vQwEAHjqiSV6ZsVIbt9fqogP7eh0KAB/xqpv9M4wxyyQdKOlVY8wESbLWzpL0rKQvJb0m6Sprbb0XMcI71lrd//5CDeraWocPofoqAN96SdJ5xphyY0x/8dCx2Xls0iIN6tpaBw7s5HUoAHzEq14cn7fWVlpry6213ay1x4Vtu9laO9BaO9Ra+z8v4oO3Ji1Yr1krNuuyQ/qrqCheDSEAyB88dEQ805dW6/Nlm3TRgX1lDNcyAKnLtyqOgB54f6E6tSrTGaPitqUHgLxirX1e0vMJtt0s6ebcRoR88OikRWpVVsy1DEDa6LsceWX+mq16a84affuAvqoopTtiAID/rN+6S6/MWKkz961Um4pSr8MB4DMkaMgrD364UGUlRfoODaoBAD71zJSlqqlroHMQAE1Cgoa8sX7rLj03dZnOHNVLnVuXex0OAABpq2+weuLjJTpwQCcN7tbG63AA+BAJGvLGE58s0a66Bl12SH+vQwEAoEnenrNGy6t3UHoGoMlI0JAXdtbW69FJi3TE0C48cQQA+NajkxapR7sKHTO8m9ehAPApEjTkhRenL9e6rTW64tABXocCAECTLFi7Ve/PW6cLxvRRSTG3WACahv8e8FxwYOo9urfRQQzmCQDwqcc+XqzSYqPzxvTxOhQAPkaCBs+9+9VazVuzVVccOoDBPAEAvrRtV53+M3WZTtyrh7q0oaMrAE1HggbPPfDBQnVtU65T9unpdSgAADTJC9OXa8vOOjoHAbDbSNDgqdkrN+v9eet08UH9VFbC1xEA4D/WWj02abGG92irfft08DocAD7HHTE89cAHC9WitFgX7k99fQCAP326aKPmrNqiiw7sS1V9ALuNBA2eWbN5p16cvlxnV1Wqfcsyr8MBAKBJHpm0SG0rSnTayF5ehwKgAJCgwTOPTlqsugar7x7MwNQAAH9as3mnJsxcpXOqeqtFWbHX4QAoACRo8MT2mjo9/sliHTOsm/p1buV1OAAANMmTk5eorsHq2wfQOQiAzCBBgyee+2y5qrfX6orDGJgaAOBPtfUNevKTJTpiaBceNgLIGBI05FxDg9WDHyzUPpXtVNWX3q4AAP40YdYqrdmyi671AWQUCRpy7q05a7Rw3TZdzsDUAAAfe3TSYvXu2EKHD+nqdSgACggJGnLuvvcXqFf7Fjphz+5ehwIAQJPMWbVZkxdu0HcO6KviIh42AsgcEjTk1Ixl1Zq8cIMuPbifSor5+gEA/OnRSYtVXlKkc6p6ex0KgALDHTJy6v73F6p1eYnOGc0FDQDgT5t31uqFact16j49GccTQMaRoCFnllfv0KtfrNR5o3urbUWp1+EAANAkz01dpu019br4oH5ehwKgAJGgIWce+WiRJOmSg/t5GgcAAE3V0GD12KTFGtWnvfbs1c7rcAAUIBI05MSWnbV66pMlOmHP7qrs0NLrcAAAGbSjpt7rEHLmw6/XacG6bXStDyBrSNCQE89OWaYtu+p0+aEMTA0AhWTzzlod9reJuu6FmVq7ZZfX4WTdo5MWq1OrMp24Vw+vQwFQoEjQkHV19Q168IOFGt2vg0b2bu91OACADGposDpuRDc9OXmJDv/bRN32xlfauqvO67CyYtnG7Xpr9mqdN6a3ykuKvQ4HQIEiQUPWTZi1Wsurd+iyQyg9A4BC075lmf5w+l5642eHaezQrrr9rXk6/K8T9chHi1RT1+B1eBn1xCdLJEkX7E/1RgDZQ4LmkaUbtuu+9xYUfHUQa63ue3+B+nZqqWOGd/M6HABAlgzo0lp3X7ivXrjqYA3u1lrXvzRLR9/6rl76fIUaGqzX4e22nbX1eubTpTp6WDf1at/C63AAFDASNI+889Va3Tx+tg7801u64tEpeuPL1aqtL6wnjZL02ZKNmr60Wt89uL+Ki4zX4QAAsmxk7/Z66ooD9NClo9WyrFg/fmqaTrv7Q304f53Xoe2WV2es1IZtNXStDyDrSrwOoLn6zgF9dUD/jvrP1GV67rPleuPL1ercukxnjOqls6t6a0i3Nl6HmBH3vbdQ7VqU6uyqSq9DAQDkiDFGY4d21WGDu+jF6ct1y+tf6cL7P9Ghgzvrl8fv4cvu6R/9eLEGdmmlgwZ28joUAAWOEjQPDe7WRr8+cZgm/fpI3X9Rlfbt00EPfbhIx972nk67+0M98clibd5Z63WYTbZ4/TZN+HKVLti/j1qW8SwAAJqb4iKjM/et1Fs/P1y/PWmYvli+SSff+YF+8vQ0LVm/3evwUvb50mp9vrRa3zmgr4yhNgiA7OKuOQ+UFhfp6OHddPTwblq3dZdemLZc/56yTNc+P1M3vfylTtizu86u6q0DB3RSkY+qCT704SKVFBldQnUQAGjWKkqLdfmhA3TO6N66552v9eCHCzX+i5W6cP+++tGRg9SpdbnXISb16KTFalVWrG/tR20QANlHgpZnOrcu1+WHDtBlh/TXF8s36dkpS/Xi9BV6YfoK9WrfQmftV6mz9qtU7475Pdjzpu21enbKUp2yd091a1vhdTgAgDzQtqJUvzh+D110YD/d/tZXenTSIv1n6jJ977ABuuzQ/nlZ22LDthq9PGOFzqmqVJuKUq/DAdAM5N9/Qkhy9ff3rmyvvSvb67cnDdeEWav0n6nLdMfb83T7W/N00MBOOruqUseP6KEWZfk3FsuTk5doe009A1MDAGJ0b1ehP525ty47pL/+NmGubnnjKz368WL95KjBOnd0b5UWe9cCo6HBamtNnTbvqNXmHXV6ftoy1dQ16KID+3kWE4DmxVjr/65vq6qq7JQpU7wOIyeWV+/Qc1OX6T9Tl2nJhu1qU16ik/fpqT26t1FxkVFpsVFxUVFgalRSVKSSIvP/27v3GLnqMozj32d3drcX24JtbQlQCrWAFuTSBikIATQBIdhAIMEY/zBqrQlBY2JiNKlEYzTqHwQSoo0hSAQMAsWIlJsSSECqLbR0a61poUqlCrSE0pbuZfb1jznbruNezrQ75/xm+3ySzZw5lz1PT97Zt79zZs5Qac+m25U9Hzq/tqy9TUjQ2z9Ab3Wg9pj99FQH6Kufn0331D3v7R9gTfcuzpg7jXu/dGHZh8zMEidpfUQsKTtHKo6lnjZo/T/e4UdrtvCXHe/QVWlj2qQKUzorTOlsZ2pX9thZYUpX3eMIy6d2tdNVaedAb5V33++rDbYODj72183rZ+/BvkPz3uvpp/6/RhctmMl9X3Y/M7PRjVc/8xW0FnPicZO55ZMLufnyD7P2tT38Zv3rrH55Jwf7yr9Ff6VNdFba6Ky0MbWzwi1XLCw7kpmZtYDFpxzPA19ZyjNb3+RP23ezv7fKgZ7+2mNvP+8d7Oc/ew+yv6f2fH9v9ai+BHtKZzszJncwfVIH0ydXmDt9EqfPmZbNqzB9yLLpkzpY1IJ3nTSz1lXKAE3SjcCtwEeACyJiXTZ/PrAF2Jqt+mJErCgjY+ra2sTSBTNZumAmP7z+bPb3VOmvDtA/EPRXg/6BUaarQXUg6KsO1B4HgurAAH3VgODQIKuzve3QdEd7G13DzD/0vL2tpW5gYmZmaZHEFWfO4Yoz5+Rav686wIFsAHdo4DZkAHewt8rUrkpt0JUNtKZP7mDapEqpb6E0MxtLWVfQuoHrgZ8Ps2x7RJxbbJzW1lWpvZXDzMyK55OO5ehob2PG5DZmTPaNO8xsYillgBYRWwB/l4iZmU0EPuloZmbjJsVr/KdKelnSs5IuGWklScslrZO07q233ioyn5mZ2SERsSUito69ppmZ2diaNkCT9LSk7mF+lo2y2S5gXkScB3wDuE/S9OFWjIhVEbEkIpbMnj27Gf8EMzOzo5XrpKOZmdmgpr3FMSI+dQTb9AA92fR6SduB04Fj637DZmaWFElPA3OHWfSdiPjtCJsNnnTcLWkx8IikRRGxd5jfvxxYDjBv3rzxim1mZi0oqdvsS5oN7ImIqqTTgIXAqyXHMjOzY1yzTzpGxCpgFdS+B+3o0pqZWSsr5TNokq6TtBNYCvxe0hPZokuBVyRtBB4EVkTEnjIympmZHQ1JsyW1Z9M+6WhmZrmUdRfH1cDqYeY/BDxUfCIzM7MjI+k64A5gNrWTjhsi4kpqJx2/J6kfqOKTjmZmlkNSb3E0MzNrNT7paGZm4ynF2+ybmZmZmZkdkzxAMzMzMzMzS4QHaGZmZmZmZolQROvfzVfSe8DWsnMcgVnA22WHOALOXbxWze7cxWrV3GdExLSyQ6TCPa1wzl0s5y6WcxdrXPrZRLlJyNaIWFJ2iEZJWufcxWnV3NC62Z27WK2cu+wMiXFPK5BzF8u5i+XcxRqvfua3OJqZmZmZmSXCAzQzMzMzM7NETJQB2qqyAxwh5y5Wq+aG1s3u3MVy7omhVY+HcxfLuYvl3MU6pnNPiJuEmJmZmZmZTQQT5QqamZmZmZlZy0t+gCbpKklbJW2T9K1hlkvS7dnyVySdn3fbknN/Lsv7iqQXJJ0zZNkOSZskbSj67mY5cl8m6d0s2wZJK/NuW3Lubw7J3C2pKumD2bJSjrekuyS9Kal7hOWp1vZYuZOs7Wz/Y2VPtb7Hyp1ifZ8s6RlJWyRtlvS1YdZJssabxf3M/Wyccif3es/27Z5WIPezwo93sT0tIpL9AdqB7cBpQCewEfho3TpXA2sAARcCa/NuW3Lui4Djs+lPD+bOnu8AZiV6vC8DHj2SbcvMXbf+tcAfEzjelwLnA90jLE+utnPmTq62G8ieXH3nyV23bir1fQJwfjY9Dfh7K/z9buLxcD9L73gn93pvdN+pvN6zfbunpXW8k6vvPLnr1k2pvgvtaalfQbsA2BYRr0ZEL/BrYFndOsuAe6LmReA4SSfk3La03BHxQkS8kz19ETipoGyjOZpjlvTxrvNZ4P5Cko0iIp4D9oyySoq1PWbuRGsbyHXMR5L0Ma+TSn3vioiXsun3gC3AiXWrJVnjTeJ+Viz3s4K5pxXL/axYRfe01AdoJwKvD3m+k/8/GCOtk2fbZml031+kNuIeFMCTktZLWt6EfCPJm3uppI2S1kha1OC2zZB735KmAFcBDw2ZXdbxHkuKtd2oVGq7EanVd26p1rek+cB5wNq6RROhxvNyP3M/y2Oi9jNIs74blUp955VafeeWcn0X0dMqR52yuTTMvPrbTo60Tp5tmyX3viVdTu0F/4khsy+OiDckfQh4StLfsjMOzZYn90vAKRGxT9LVwCPAwpzbNksj+74WeD4ihp69Ket4jyXF2s4tsdrOK8X6bkRy9S3pA9Qa7NcjYm/94mE2aZkab5D7mftZHhO1n0Ga9Z1bYvWdR4r13Ygk67uonpb6FbSdwMlDnp8EvJFznTzbNkuufUv6GPALYFlE7B6cHxFvZI9vAqupXRotwpi5I2JvROzLph8DOiTNyrNtEzWy75uou1xe4vEeS4q1nUuCtZ1LovXdiKTqW1IHtUZ2b0Q8PMwqLVvjR8D9zP0sj4nazyDN+s4lwfoeU6L13Yjk6rvQnhYlfNAu7w+1K3yvAqdy+EN1i+rWuYb//UDen/NuW3LuecA24KK6+VOBaUOmXwCuSij3XA5/f94FwD+zY5/08c7Wm0Htfc9TUzje2T7nM/IHfJOr7Zy5k6vtBrInV995cmfLk6rv7LjdA9w2yjrJ1ngTjof7mfvZuOTO1kvq9T4kw2h/X5Or75y5k6vvnLmTq+88ubPlydU3Bfe0pN/iGBH9km4GnqB2B5S7ImKzpBXZ8p8Bj1G7a8o24ADwhdG2TSj3SmAmcKckgP6IWALMAVZn8yrAfRHxeEK5bwC+KqkfeB+4KWrVl/rxBrgOeDIi9g/ZvLTjLel+andZmiVpJ/BdoGNI5uRqO2fu5Gq7gezJ1XfO3JBYfQMXA58HNknakM37NrX/7CRd483gfuZ+No65Ib3Xu3taesc7ufrOmRsSrG8K7mmDI2szMzMzMzMrWeqfQTMzMzMzMztmeIBmZmZmZmaWCA/QzMzMzMzMEuEBmpmZmZmZWSI8QDMzMzMzM0uEB2hmZmZmZmaJ8ADNbJxJmilpQ/bzb0n/yqb3SbqzCfu7W9Jrg9+TM8I6l0j6q6Tu8d6/mZlNTO5nZuXw96CZNZGkW4F9EfHTJu7jbuDRiHhwjPXmZ+ud1awsZmY2MbmfmRXHV9DMCiLpMkmPZtO3SvqlpCcl7ZB0vaQfS9ok6XFJHdl6iyU9K2m9pCcknZBjPzdK6pa0UdJzzf53mZnZscX9zKy5PEAzK88C4BpgGfAr4JmIOBt4H7gma2p3ADdExGLgLuAHOX7vSuDKiDgH+ExTkpuZmR3mfmY2jiplBzA7hq2JiD5Jm4B24PFs/iZgPnAGcBbwlCSydXbl+L3PA3dLegB4eLxDm5mZ1XE/MxtHHqCZlacHICIGJPXF4Q+EDlB7bQrYHBFLG/mlEbFC0sepnc3cIOnciNg9nsHNzMyGcD8zG0d+i6NZurYCsyUtBZDUIWnRWBtJWhARayNiJfA2cHKTc5qZmY3G/cysAb6CZpaoiOiVdANwu6QZ1F6vtwGbx9j0J5IWUjtj+QdgY1ODmpmZjcL9zKwxvs2+WYvzbYnNzGwicD8zq/FbHM1a37vA98f6Yk/gd9TeImJmZpYi9zMzfAXNzMzMzMwsGb6CZmZmZmZmlggP0MzMzMzMzBLhAZqZmZmZmVkiPEAzMzMzMzNLhAdoZmZmZmZmifgvySIjJ76Rk9sAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sampling_frequency = 1000\n", "time_extent = (0, 2)\n", "n_trials = 500\n", "time_halfbandwidth_product = 1\n", "\n", "n_time_samples = ((time_extent[1] - time_extent[0]) * sampling_frequency) + 1\n", "time = np.linspace(time_extent[0], time_extent[1], num=n_time_samples)\n", "\n", "signal1 = (scipy.stats.norm.pdf(time, .43, .025) - scipy.stats.norm.pdf(time, .48, .025)) / 10\n", "signal1 = signal1[:, np.newaxis] * np.ones((len(time), n_trials))\n", "signal2 = (scipy.stats.norm.pdf(time, .40, .025) - scipy.stats.norm.pdf(time, .45, .025)) / 10\n", "signal2 = signal2[:, np.newaxis] * np.ones((len(time), n_trials))\n", "\n", "noise1 = np.random.normal(0, .2, size=(len(time), n_trials))\n", "noise2 = np.random.normal(0, .1, size=(len(time), n_trials))\n", "data1 = signal1 + noise1\n", "data2 = signal2 + noise2\n", "\n", "signals = np.stack((signal1, signal2), axis=-1)\n", "data = np.stack((data1, data2), axis=-1)\n", "\n", "fig, axis_handles = plt.subplots(2, 2, figsize=(12, 9), constrained_layout=True, sharex=True)\n", "axis_handles[0, 0].plot(time, signal1, color='blue');\n", "axis_handles[0, 0].plot(time, signal2, color='green');\n", "axis_handles[0, 0].set_title('Signals')\n", "axis_handles[0, 0].set_xlim(time_extent);\n", "\n", "axis_handles[0, 1].plot(time, data1, color='blue');\n", "axis_handles[0, 1].plot(time, data2, color='green');\n", "axis_handles[0, 1].set_title('Signals')\n", "axis_handles[0, 1].set_xlim(time_extent);\n", "\n", "m = Multitaper(signals,\n", " sampling_frequency=sampling_frequency,\n", " time_halfbandwidth_product=time_halfbandwidth_product,\n", " time_window_duration=0.500,\n", " time_window_step=0.100,\n", " start_time=time[0])\n", "c = Connectivity(fourier_coefficients=m.fft(),\n", " frequencies=m.frequencies,\n", " time=m.time)\n", "\n", "psi = c.phase_slope_index(frequencies_of_interest=[0, 15], frequency_resolution=m.frequency_resolution)\n", "axis_handles[1, 0].plot(c.time + m.time_window_duration/2, psi[..., 0, 1], c.time + m.time_window_duration/2, psi[..., 1, 0])\n", "axis_handles[1, 0].set_xlim(time_extent)\n", "axis_handles[1, 0].set_xlabel('Time [s]')\n", "axis_handles[1, 0].set_ylabel('Phase Slope Index')\n", "\n", "m = Multitaper(data,\n", " sampling_frequency=sampling_frequency,\n", " time_halfbandwidth_product=time_halfbandwidth_product,\n", " time_window_duration=0.500,\n", " time_window_step=0.100,\n", " start_time=time[0])\n", "c = Connectivity(fourier_coefficients=m.fft(),\n", " frequencies=m.frequencies,\n", " time=m.time)\n", "\n", "psi = c.phase_slope_index(frequencies_of_interest=[0, 15], frequency_resolution=m.frequency_resolution)\n", "axis_handles[1, 1].plot(c.time + m.time_window_duration/2, psi[..., 0, 1], c.time + m.time_window_duration/2, psi[..., 1, 0]);\n", "axis_handles[1, 1].set_xlim(time_extent);\n", "axis_handles[1, 1].set_xlabel('Time [s]')\n", "axis_handles[1, 1].set_ylabel('Phase Slope Index')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Canonical Coherence\n", "\n", "The advantage of canonical coherence is that it can be more statistically powerful than coherence because it is combining coherence from groups." ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "pycharm": { "is_executing": true } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "frequency resolution: 25.0\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXcAAAEZCAYAAABsPmXUAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8QVMy6AAAACXBIWXMAAAsTAAALEwEAmpwYAAA2nElEQVR4nO2de7xdVXXvv799ckIISYCAYAQEtFALtipF1GotFhWlj6DVa2yvUi+W29Za/Xz6ELz3traVXrztx09te22bvoi3Kqa+oAoqomhblaf4AASCD4hE3pCER0LOGfePtY5ZOZy99/yds9c5O/uM7+ezP3vtteaaa6y55pp7zjHHHEMRQZIkSTJadBZagCRJkmTwZOOeJEkygmTjniRJMoJk454kSTKCZOOeJEkygmTjniRJMoJk457MiKR3SIr6c/JCy9MLSUc1ZD1/oeVpi8Y9Xr7QsiTDz5KFFsBB0mHALwGnAMcBBwP7AQ8Cm4GrgEuAT0bEzoWSMxkdss4leyt7ReMuaX/gncCvAfvMkOTg+vPMOs3dkt4J/E1EPDZfciajQ9a5ZG9Hw75CVdKPAP8GPK2x+0rgUuC7VD2og4CnAi8Dnt5I96KIuHxeBE0WDElHAd+pf26IiF+dY35DWeckTb2sX4iIk9u4RjI6DHXPXdJBwGXAk+tdXwd+PSK+3OWU35N0ElWP6yXzIGIyYmSdS0aFoW7cgQ3sfsm+DLwsIrb2OiEirgReKumtQOpAE5esc8loEBFD+QGeB0T92QocOaB8nwC8EfgX4Jt13o8B9wBfAf4EeGJBPlOyXV7/Xg78LnA1cD/wEHA98L+BAwtlWw38L6pG5W6qhmIL8FngzcCyPuef35DrqHrfqcDHqSb/dgB3AP8KPKdPXu9o5HVyn7RLgNfX+X63vvcdwO3AJ4G3Aod0OfdpwO8BFwHfBh6uz90CfAr4zYL7Pqoh6/nDVuca+T8HWA/cBGyry+lWqj+Un12gOtcB/gvwISrV1sO1bN8C/gb4cbeeUE0+f7DO79FmfZx27vHAu4HrgPvq5/79ui78CtBxnjnVHMg7gG/U97ANuBY4B1heWB6zrsuDuK+B1rf5uMgsX4QPNR7eewaU51OAXY18u322A6/sk9cPX7Q63+t75PfdmSr3tPzW1i9oL7m+BzyrRx7nN9I+BXhvj7wmgDN75PW4l7ZLuhOBTQVl+vkZzn19wXlR5/9jPWQ4qpH2/GGqc3W+S6ga9X73uRHYdx7r3FOBr/aRaQL448J68iLgr7vkc9S08nhPnXeva19Bl47W9Gde18PNPfL6KrC6T3nMui4P6r4G+RlKtYwkUf37T/H/BpT1UmCMqod4GVXP/W6q3suTgRcDP0tl6naBpBdENeTuxSqqf/SnUf0zX0L1b/0U4DfqfI8E3ge8cKYMJJ0GfKSWDeCLwIeBO+tzXwf8eJ3XFySdFBHf6iPXO4HXAjfX194ErAReCby8vuf3SvrPgrxmRNILgM8A+9a7bqVqoG6k6q08iaq3+nOAZshiOVVlv4bqnm+i+oNbRXXfrwGOpWqELpH0zIh4YDayFtxLW3UOqvJ/bb39KFVP/UtUjcCJwJlUz+bVwP6SXhZ1a9GFQdS5p1KNVA+ud10BXEjV2x4DTgB+lXo0KWkyIt7R5z5/j6pu/YCqwf0mVYN3ElV9mCrnjcAr6nPupurlf5Wqlzz13E+sz7tM0rMj4uEe1z2iLo/VwPuBz1N10I4D3kQ1+f1M4C+oOhQzlcec6nJL9zU32v73mGVP58fY/S/3MLBkQPmuBp7fJ82LqCpG13/o2LMXFVQP/+dnSHMQ1R/JVLqTZkizkqoRn0rzO116BM2e31VdZDp/mlwbZio7qt7FVJr3dsnrHY00J89wfH8qFc9Umnd1e05UjfipM+w/Hji6Rxl3qNQOU9f4wy7pjmqkOX/I6txrGvn+ADhuhjRHTqsnb2q5znWo/lCDaiT7hi7XO4TdPfsJ4Pg+9SSAfwdW9SiPtzTSfqxbWuDcRrrz+jzzoOoUPE7VCBzN7hHxLuBJLdXlgdzXID+tZTzHF+LFjQK4cQGu/0eN6x/RJU2zYv2vHnm9sVc64Lcbxz/UI58xKh3eVNoXz5Dm/Ga5AUu75LWSqgEL4NYuaZov7ckzHH974/gHWn4eX6ivs6nL8eaLfv4w1Tkqne9Uvi/vke4kYLJO911grMU698qSfOq0x7Jblbm+Tz3ZzgyNZyPtMnZ3ZLrWz0b6L9ZpH2TavAuPb9xf1yOfd/ZKN9e6PMj7GuRnWN0PHNTYfmABrv+lxvZJfdJOUOkZu/G5xvZxMxx/ZWP7Xd0yiYgJ4M+7nDcTfxNdVkxGxDaqSTiAoyUt65PXTPxK/T0J/M9ZnO8w9TyeKungnilnz8DrXG1//6z65zci4pJuaaNS/03VlSOBn+yR9Vzr3Ovq753AX/XIh4i4mcrGH+ClvdICH4mIO3ocP5VqNADwl93qZ4N/qb9XAc/tke5u4AM9jvcrj7nW5bbua04Mpc69bSQdD5wBPB84hmpYtrRL8sP7ZHdzRNzf4/j3G9sHTpNDwLPrn/dExLV9rvXpxvZz+qT9Sp/jU3IJOIBKZVCEpNXsfkm+GRHfLj23S34vBtZRlcWTqUYWY12SH0Zl2bQ30OwYfKYg/WfYrfd/Drsb1enMus7V/HT9fRdwclUNezJRfx8pad+IeKRLun/vk89PN7ZXSDq9T/rDGts/RjWRPBNX152fbvR6BwdRl9u6rzkxrI37vY3tAwaVad2Ynkelxy0dtazqc7xnQxMROxovz/Qe8ioqHR7ALf0EiYi7JT1I9We0Zi5yUU9wdZGrH83KeaN57g+pl/hvpH+PsEm/5zFb2qhzzWd0c0H6Zppez3fWdU7SCnaPUg6n0g87HAh0a9y/32X/FEc1tv/PLK7bjbnU9UHU5aMa24O8rzkxrI17c2h3pKQlEbFrAPm+Hfj9enuCyn78S8BtVDPaUz5Bnk5l7w7de5BTTM5BnpWN7YcKz9lO1biv7JNuLnL1o9nAbp9DPh+m0nVDZZP8b1TzCluo5gSm7mEd1cQk9H8es6WNOuc+32ZZ9nq+c3m2+8/hXOg+woXujf4grt3runMpj0HU5bbua04Ma+N+I1VP6iAq06RnsltHPCsk7Uu1mAGqhuRFEXFNl7Tz5fhpW2N7v8JzVsxw7nzTXLG5omuqHkh6Ibsb9q8BL4mIu7ukff5srmEy8DqH/3ybZdnW8202YJdHxItauk6/ax8VEd+bx2t3Y851meG8r+GcUI1qSvmyxq7XdUtr8Dx2v2B/161hrzlyANcrYStVDxUq3X9PJD2B3b2EXhNXbfN9qtl+qHSGs+HFje3/0a1hr2n9ebRU57Y0tvs+32lpWnm+EfEguxuj41SgcB8gTbXN8fN43V4Moi4P430NZ+Ne857G9hskzfUFP7SxfWuftKfO8VpF1A3KVfXPgyU9s88pTd10v8VVrRER9wE31D+fLunoWWRT9DwkLQVOnkX+s2HQda75jEqcis3X8/1i/X0I8FMtXmc6X2hsv6JrqnlkQHV56O4Lhrhxj4gvARfXP1cCH5TUT8/8QyS9RVKz4jZXgj21x3knAD/vyDpHPtLY/r1uiSSNAb/T5byFYMqcq0O1MMOl6HlQrbh8wizytxl0nYuI71LZuQM8Q1LXiWNJJ1KtjobKzUSvkeVc2dDY/tO6bs0HF7N78vP1tdXaMDDXujyU9zW0jXvNGVT+IqBSq/yHpJ52oZKeLekzVEuNm5MVTf3pG2f6h5Z0DFWjOZ/lcj6VSRrAL0v67RnkGqOya56ymb4qIi6bnm6e+Rt2qw5eK+ldkmacw5G07wwN21WN7T+Q9LiAGJJ+gcq6aT4ZZJ2DPdcunC/padOOI+nJwAXsrnd/1se0b658mN3l/0Lg/b3+xCQtk3SGpHVzuWhEPES1QBCqcrq4/lPrSl22rgWKy5zq8rDe17BOqAIQEfdIOoXKiuJY4CeAL0u6gt2BE7ZSuRWYCpzw413y+r6kj1It/jkA+Jqkv6Py192hGp6+nspU6n108UExaCJim6Q3UPkIGQPeI+kVVC/g3VR236+juneoJtrmRbZeRMSDkl5D9RyWUVkh/ZKkD1FNTu4Enkhlu/4LVFYwTVvvj1HpKg+jsge/QdI/Ui2dPwA4rT7vYWDqubXOIOtcnd/G2u75tVTmjdeqivP6Zfb0LTNltfEZKodvrRERk5J+qZbhMCpLpJfWz+4aqkVcy6l8tvwklUppBZXH0rle+68lPZuqDj8ZuFLSp6jmOzZTrbs4mKpMT6Eq41vZbeU2cAZQl4fyvlpZ9jroD9XL/l4qe9Uo+GyhchW7ZFo+B1E15t3Om6BaoXZyY987usg0dfzyAvn7pqXyCvlAn/v6HnBCjzzOb6Q9qo9MPdNS7hXyOVQNXr9n8rkZzn0ulcOrbufcT9XI95SFAXmFbKPO1XktAf6+II9/pdAr5IDq3Boqc+CS+9sFvHG29WTaOaJ6zx4tvPbj7sF55qVp51KXB3Vfg/wMdc99iqg8Af6mpD8FXsWewYqXU/louI1qqPlJ4OKYwUY5Iu6th9i/TeXD+kfrQ1uoJpn+LiKukHRym/czExFxYe2p7zepPM/9CFVv7n4q73oXAn8f3VcHLgh1eR1Lpc5YS6U6Opiq8v6A6s/001Qe8qaf+xVJz6Dqvbycqqf4CLt9Z783Im5TFeloXhlUnavz2gX8Wj0yeSPwM1QNa4eqjP4T+OeI+NxM57dFRGwBXizpZ6hGFi+g6smvpLLL30zlG/1y4MI6/SCuG8A7G+VxCtW7uJrKZv0eKn/yX6Yq136rrQfCXOpyff5Q3dfQx1BNkiRJfIZ9QjVJkiSZBdm4J0mSjCDZuCdJkowg2bgnSZKMINm4J0mSjCDZuCdJkowg2bgnSZKMINm4J0mSjCDZuCdJkowg2bgnSZKMINm4J0mSjCDZuCdJkowg2bgnSZKMINm4J0mSjCDZuCdJkowg2bgnSZKMIEMRiWmplsW+2q8orRNaRJKTuDzt5KQhhYkhRmtYhdxi3g6WHEZiJ5hNm2Xh1M+2AvA492eK0Np7PQzBiFoUd1vcd09EPGGmY0PRuO+r/XjuPqcVpY2J8qDwWjpupJ0etL6HDI88Wpy2OsH4Mxgb8/Jug0mjhnXMFs3J28GQQ0YZx86d5TK4z84oC42Xv6qWzDIG786zNp+z81539l1Wnu+OHeVCOGXhYJRbPDZjpMauXPrYB7/X9bJWTkmSJMlewVD03FvDGONY//BtYvRgrJ6iMZSNXeU9P+2zT7kMVe5G0vIRj/ZZXp6tO/IqlcHtuS8pfyYT2x8qTttZVv5MtMQYETh10+w2xo7HyhOPlalwASaNnnDHGL0zVn6Dk0Z9c54dAD2KLXvuSZIkI0g27kmSJCPIXqeWsSaWnCHZqhXl+T70SHFaMIeGxv05KhxrSN3WxBLQOWBVcdqJe+4tTquWysIaJhsT+ADsLFdFjO1nqJ1asuay1E4dsw49Wq4WlTGh2nn44fJ8nXfPUHO29U73vW6/BJJ+VNJ1jc9WSW+VtFrSpZJuqb8PbJxzjqRNkm6SdOrApE2SJEmK6PuXEhE3Ac8EkDQGfB/4GHA2cFlEnCfp7Pr32yQdB6wDjgeeBHxW0rER0f0vSfgmdQU4ppBObzx2GZM/eKZbTBi9Lsf8rzxXyyzUJXYYk7VOT9ExEHYmah2zO3ei1rm/AfbomsQuw/TOMW90zH9NwphcdkahbY14nOdsmbH2wR1/nwLcGhHfA9YCG+r9G4DT6+21wAURsSMivgNsAk4agKxJkiRJIW7jvg74YL19aERsAai/D6n3Hwbc3jhnc70vSZIkmSeKNf2SlgK/CJzTL+kM+x43npN0FnAWwDKWFw9HLLtqQ8VhrXw17ZnlTC4Zaa1J0pZwh5FW2bU1pDbynXzImJBzJxENmduqn47RQavviJPeub+JclWZDNt151lbq04HaMzg5PRy4NqIuLP+faekNQD19131/s3AEY3zDgfumJ5ZRKyPiBMj4sRx3IUwSZIkSS+cxv217FbJAFwEnFFvnwFc2Ni/TtI+ko4GjgGunKugSZIkSTlFahlJy4GXAP+9sfs8YKOkM4HbgFcDRMT1kjYCNwC7gDf1tJSpicKZeDmz+y3Za5fK+kMxrMTtOWcqxliSbjtCNNQ4lt2xY2PekqdA1+mT3KXmbWBYtTg2/666zlH5WHk7llGWuqcl66UB5lv09kTEw8BB0/bdS2U9M1P6c4Fz5yxdkiRJMivS/UCSJMkIste5H3BUBo6nRy0xFjyZi5gmHylfINVZUe4GoS0f3+Es2Ta9QjoLpOQsud+2vTytoT7xrDha7CsZw3XH3YWMhXCThosAa+EeMLbvvsVpw3ifHBWqs6BrkIuNmjjPA4AeWqfsuSdJkowgQ9NzL/3HCsPZkvOvbf9jGth+vguxbJTbWjpuTgB1VhoO2rZuK0/bUk/Km5DzHIfFY0ZdbsvG3FlLMGGM/sz4CJ0D9i/P23Ey1pLNvzUCbcmGH4AHuh/KnnuSJMkIko17kiTJCDIUahlJ5ROalre5lrzuufbzztDQmCxysDxkGkNqd/jtqFqcCTxn6NtZ1lK1N+3nHRWj5amzpfUPll9yE8ejpqWictStxnvdWV4+2W8ZVJgT0T3zGlhOSZIkydCQjXuSJMkIMhRqmcAYajnWC8ZQ1lEBOCHPwBuWteX1EsOG11IBOO4SMC0SHBtsw1qmY+TbltdEFyvc35J2LL8mW1KdgBcm0aMllwItWde5Lix6kT33JEmSEWQoeu6SvJ5JKcYkoox/TKeXD6adq+MYzaCzcmVxWneS1MGa6ttVPjIZW7FfuQzGRGabWDbYLYWAsyZ1rbCHnryt+atvaUTg+Pm33ukBronJnnuSJMkIUtS4SzpA0oclfUvSjZKeJ2m1pEsl3VJ/H9hIf46kTZJuknRqe+InSZIkM1GqlnkP8KmIeFUdbm858Hbgsog4T9LZwNnA2yQdRxVr9XjgScBnJR3bz6d76bCzY0xmWiHSWrIDrygfalmTmY7Mjr/sNicRzeF6MS2ps9pURVjqBUd9Ytijt+V2w6rHeBOqjmM0y27cMVAw0nb2X1Wcdl4nVCWtAl4I/CNAROyMiAeAtcCGOtkG4PR6ey1wQUTsiIjvAJuAkwYmcZIkSdKXErXMU4C7gX+W9FVJ/yBpP+DQiNgCUH8fUqc/DLi9cf7met8eSDpL0tWSrt4Z5SZWSZIkSX9Kxm9LgBOAN0fEFZLeQ6WC6cZM47zHGUlExHpgPcD+40+ITqk/Z8Ofu4M1RDbdD1jDSCfvllQtnVWG58YHtxanBW/ZtkNrFjCOqsWsF5Y/fkf95VieGOsqHDt3TG2dUxbOO2K91y2F8HRcK7jrRnpRIuFmYHNEXFH//jBVY3+npDWVPFoD3NVIf0Tj/MOBOwYjbpIkSVJC38Y9In4A3C7pR+tdp1AFv74IOKPedwZwYb19EbBO0j6SjgaOAa4cqNRJkiRJT0rHQm8G3l9bynwbeAPVH8NGSWcCtwGvBoiI6yVtpPoD2AW8qZ+ljMOkoQawLAz2a8fyBNyhYTvqBSuMoDOMNLHKzvGy6IS4c8KpOQFfzAUoToCRjrFIa3L7Q+VCOGVhPDvbg2RLXlmt0HnWsy5OaqlaBqleLHoCEXEdcOIMh07pkv5c4NzZi5UkSZLMhaFwP8BklPdijN6cNWHlBP9t06/1ZDuLhlvr+bk4tsTOZGZLoQxbix+A2VNsqYfthRFsJ3yfi/NeOwzSxnyPfJ3e+ACDrKf7gSRJkhEkG/ckSZIRZDjUMhJ0Bv8/05bvcFsFYIU9a8mLneFT3prUbXH47axpaMu7oZYY9+e6H2jJr7wVctBYnu+43XD864On6rTUJ22pnYx8nXUubqyIXmTPPUmSZATJxj1JkmQEGQ61jIOh4vCsBsqHyB3T413ICYdXrl4odtmAaVNt5OsGLnGwrAyMYbKz6sLxFurUIXBVLeX5OpZRln25gWtRJqfObd/uilNEZ3m5KwZHRWWp30x1Vi+y554kSTKCZOOeJEkyggyFWiYmJoqHWs7Cj9YWG7me21oKJOFYk1gSG/fnLrm3xGjr+TmLhxwVnPucnXI2rMmcZzLR0oI1+9k5ZWE8E0dtaOVruOiw6pBlWdeb7LknSZKMIEPRc5dU7tjKmQByfL87y7tN5z5WZHfDwZfVU3ScFxn5tmnP7Jj8OyM6C8eJmmvnbvhSd9aBOO4jLBcdjn25HX7RMJRwYhM4vfGHy8NyWu+0U+fT/UCSJEnSi6LGXdJ3JX1D0nWSrq73rZZ0qaRb6u8DG+nPkbRJ0k2STm1L+CRJkmRmHLXMiyLinsbvs4HLIuI8SWfXv98m6ThgHXA88CTgs5KO7evTvXBIay0dbyvEljn8tpboG8OymDSWVjvuHYwhp7tc2nGDYD1rxx69pWdtqVkALTNC3G0tt+12ysJRMXYMeV0Pi5MPlatELLtxKzxheVLPhUU7bjT6MRe1zFpgQ729ATi9sf+CiNgREd8BNgEnzeE6SZIkiUlp4x7AZyRdI+mset+hEbEFoP4+pN5/GHB749zN9b49kHSWpKslXb0z2ov8kyRJshgpHS88PyLukHQIcKmkb/VIO9OY6XFT4RGxHlgPsH/noChWXTgqESdMW4tDJ8/bXDth3Sx1SEt2xGCWhZPWCQLiqMkctwbukNqxVDHcUljWGS15prTDRbblXdRVoRZiqXyd8ISrVniC9OgXF5VoRNxRf98FfIxKzXKnpDUA9fdddfLNwBGN0w8H7vAkTpIkSeZC3794SfsBnYjYVm+/FPhj4CLgDOC8+vvC+pSLgA9IejfVhOoxwJV9LlI8CeTYolqrMo1JNntVpuMr3ln9aqTtLDcmPp0Rjxss3HAQ5dyfZdvdUq8Lmbb2zqjHCQrtTLQ7a0EcTHtta9TT0spsZ0Lcm6htcfTXg5JSOhT4mKoXbQnwgYj4lKSrgI2SzgRuA14NEBHXS9oI3ADsAt7U11ImSZIkGSh9G/eI+DbwjBn23wuc0uWcc4Fz5yxdkiRJMiuGwv0AEcX+ka3l+c6Q07HLddQsmHauhp/oMNQnjlpm1333F6d17dzjsZbC4RnPxFpy704MOrSlCnTUakZZOLb2jk08YE2eO2s2oi21k7NWokXner1I9wNJkiQjSDbuSZIkI8hQqGUiojhCuBWt3bCscawRXGsZS9Xi2MS25PHOikRveoV0IsG3xZhhsePY/LuWJ44v9faW/ht+yR37eccdBBBthWt07Nyd97qldTGDtF7KnnuSJMkIko17kiTJCDIUahl1OuXqFieohhNOrWMsNDAWidSZG3kbQ2pnCGeoT7xyMy2HjKGvo4qYKAzTCEBbi3wcKxVMixLjmbTlqqBzwP7lMjhBTkwcmScMb5MdRzVrBeAw1D0DDC2ZPfckSZIRZCh67g6d/VcVp518cGt5WqNna/8jGj0CKwyd01O0nGU5tt3e5LLla9xa+m+EoXOCG7flOxyvLofjXsFZC2IQD5c7n7PzNsrOGTm3NTqy3IQY5IRqkiRJ0pNs3JMkSUaQvU4t43j/s9QhjrdCc/jtDtdLkTOUdaK1O37iTTv3jjPsdLxeDnAiag8RnNB5rp9/x1baSNtxlucbKg7HdYQ9udyWOrIl1Z6z/sGxcx+WMHtJkiTJkFLcuEsak/RVSZ+of6+WdKmkW+rvAxtpz5G0SdJNkk5tQ/AkSZKkO85Y9i3AjcDUFP/ZwGURcZ6ks+vfb5N0HLAOOJ4qWMdnJR3b26d7FA+1nOXujr22NSy0Q4K1oxKxlv47y7BVbm3huEBwcdw2WBYiRiAJGdYWjhUOtGgL3pIlh/M83Hdk7MByG3rHCq618H0OTqhGp4z7UHTnkg4Hfg74h8butcCGensDcHpj/wURsSMivgNsogrLlyRJkswTpd3VvwB+H1jZ2HdoRGwBiIgtdfBsgMOArzTSba737YGks4CzAJax3HR2VIYdDq8UM4RYx7HtdpyMOasWWxrF2AGyW7PNd3pHxgSX65fcoC2HcrRk5+5MIrpMGitJLYx1Ck5dVjjhIo0J7gG2g32vKunngbsi4prCPGcqzce90RGxPiJOjIgTx1Xu6TFJkiTpT0kX7fnAL0o6DVgGrJL0L8CdktbUvfY1wF11+s3AEY3zDwfuGKTQSZIkSW9KYqieA5wDIOlk4Hcj4r9K+jPgDOC8+vvC+pSLgA9IejfVhOoxwJW9riHKl3nHZDt+1y33A64/97ZsbQ1nZxozhtQthbezcVQtLdULZ0l6Z9WK8nzxfJhbpeyUW0t106UttxSWozrHqMLx0e7k675PPcSYy8qP84CNks4EbgNeDRAR10vaCNwA7ALe1NtSJkmSJBk0VuMeEZcDl9fb9wKndEl3LnDuHGVLkiRJZsle537AGlIbVi1W+D5ziXBnv+VGYsOlgDGzbg0NnSXpjic9QEvKh53Ws27LF7dj3fOYOUCdaCkEXFvuLhyVgWup5pSFgbVuxFgf4FjWOJ4pLXcXAD2MjIbAwj9JkiQZNNm4J0mSjCDDoZaRikPGyfB4Z0Uod5aCO0v5TayFFC1ZqlgWFG5ZOMPvtlQtxvDb8oRohIB0iZ2GhYgztG9pIRxOuEgTx9WE5fVygB4ZZ8sgXVJkzz1JkmQEGY6eO+UTH+H0jtqacDTdDzgTXG1NWrU2+era/BvBmy27ascZ2LjR8xuSQM9WCDjTl3op1uRkS5O6gP/+FdLW82h1JNyD7LknSZKMINm4J0mSjCDDoZaJKPeQ53hYM1QA1pDMxPL01tLSeGcoay3vNu1yHTWHo6KyPBY699eSR0/w6kVnxX7l+RquNCxVS1sqNcz3z1DNWnXZqUNG3bTiLgyQ7LknSZKMINm4J0mSjCBDoZYJym1oNW4M1d2lvKX5ukurHS+LxtBw8uHyAAdOCDhLHWKWhbMU2woEYpSFDBWHFVzEDWZh2Ntb6pO2rGWcICCm1Yd1f06+xloXC0M1ZN2b6c6jFyXBOpZJulLS1yRdL+mP6v0ZIDtJkmRIKflb2wH8bERslzQO/IekS4BXMqAA2Y4/97ZC5zmTW64Nr+U4bInjLKu85+f0mK2yMMOCeU67ynt/k4+V93jGWgjpCLMoC2Oy1hmlWRO1Rr2YMELhOY74AC+ot2Vj3s573dYI1C63HnPcfXvuUbG9/jlef4IMkJ0kSTK0FE2oShqTdB1VKL1LI+IKpgXIBpoBsm9vnD5jgOwkSZKkPYrGyLVK5ZmSDgA+JunpPZIXBciWdBZwFsCyzgq0vFB14di4tqVqMSeLnHBqllMrw656bPWB/RPVTNz/YHFad32AVq0sTuuYcjnPz5pcNlQnY/uvKk4LMLn9oeK0lr12Sy4sHJWo5eDPlWO8XC3jhM+0DAkM9YkcO/cBOp+znkBEPEAViell1AGyAWYTIDsi1kfEiRFx4lKZeqYkSZKkJyXWMk+oe+xI2hd4MfAtqkDYZ9TJpgfIXidpH0lHUxAgO0mSJBksJWPqNcAGSWNUfwYbI+ITkr7MoAJkx2SxiqG1ZeadoTD5b80nuKMacoantve/rduKk1rWGYZ6yBp+G+oFtyzaUgXGpCGzUcYOruVQZ/m+xWkntpXXodYwfL939jXubYDPo+8bERFfB541w/4MkJ0kSTKkpPuBJEmSEWRIdBEt0dby7hYDEVhWEU64MUfd4yzZNpe6t2b14cjsWFwZYdosVwWY6i9D1eIsmpvcvr1/oql8Sy3a8CySwKyfhsfJsf3acUFiYVkZmaEze1TP7LknSZKMIMPRcw+KJz8tm3GnZ+T44jadETlh3Ry/65MPbi2XoS3nZc7zwLMbb83xmzHBZfnBd8vCuT+jfsYjj1hytIHtJsSYoHR6t9bS/7ZcChj5OpOvAPSYW86ee5IkyQiSjXuSJMkIMhxqGSifJGkp8vmk40nPVMs4w2RnqN5ZsaI47cSD5S4FnBJ2J4DkeKc0hr5hDOstX9yG73d3jYIzidjWJL41Ke+oTky3FI6awzN+KF/631p4QsfbpDFpDaRaJkmSZLGRjXuSJMkIMjxqmcLl1bGzHTtpa3Z/wvMK6di5OvbBjhdCZ/hd7KETmHSXgjsWJYbduKMGsIbfhirCDZFmWQ4Z+XaMeuF4pnRUhs69AchZ/2B4ZBxzythQGTohFcOwanMs/PpmNbCckiRJkqFhKHruEVE86WBNADm9Aafn54Zp22WscnSDLBfilEU4waZNe2ZrUs7y8W08v+KUXi/fxekpVg5Zy7jlr8pj4+x6xOhhO27il3oTwPssKy/nJWPl79P2beW9/EMOKh+F3ru1fKJ9yZLVxWkf2W6u7Xh990PZc0+SJBlBSvy5HyHp85JulHS9pLfU+1dLulTSLfX3gY1zzpG0SdJNkk5t8waSJEmSx1Mylt0F/E5EXCtpJXCNpEuBXwUui4jzJJ0NnA28TdJxwDrgeOBJwGclHdvLp7ukYnWLZSdt+EZua6m7jRNmryWVgbM835VBjhbHUSW15czNWdPguLDALOeW/K6vWXN/cdotPygP1Tg27j2PpUb68U552kcN9dD+y8rXozy6q7xe7HysvNK76qxe9O25R8SWiLi23t4G3EgV8HotsKFOtgE4vd5eC1wQETsi4jvAJuCkgUmcJEmS9MXSuUs6iipwxxXAoRGxBao/AOCQOtlhwO2N0zbX+6bndZakqyVdvTO8Hk+SJEnSm+KxhaQVwEeAt0bEVnVXH8x04HEGChGxHlgPsP/YwVHqViAea8l7nGGv7dgRA4Tj29qwoXesPjqOFY7jw9y07nHUOI5LiDHHk6Vhjy53TYNBGDbm1jMxrFomDD/xbCtXRTzW8cptYrz8WT/8SPmzXr5veX27/xFjfcdkeSE7ZbzEVGf1ouiqksapGvb3R8RH6913SlpTH18D3FXv3wwc0Tj9cOCOwYibJEmSlFBiLSPgH4EbI+LdjUMXAWfU22cAFzb2r5O0j6SjgWOAKwcncpIkSdKPknHW84HXAd+QdF297+3AecBGSWcCtwGvBoiI6yVtBG6gsrR5Uy9LGaqTytURhqqls3Jlcdpd95VbDTiBBVxil6F2wliA4gQucRYaGUvBwVsA5gQ5sPJ1PBYaXkgV5oIuJ+DD6gOK0z7lDbeU52uE5Dtw++bitG690MpyD6dsNyyHHJcChsxx3z3l+Rp107X6urnHsb61PCL+g+5r007pcs65wLn9RUuSJEnaYCjcDyAVLx+fcOx9jZmljtnTsGjLBrvQ2RrA5KNGz9ZximQGQrZcChhrD6wwicYElyPvpDmi03hLYSANrOfnzNSaLjomf3B3cVrLrci2dkb6TohLJ6C38073I90PJEmSjCDZuCdJkowgQ6GWiclJJtuI2O6EU3OijrelZjFxbMzl+BofoE/pueCoDCy3FI7LBEeNZHrIlOHawJl8tfySO/7qDdWQDBUHQEwY6iFDdRGGCi6MfC31oqPmtD3Odj+UPfckSZIRJBv3JEmSEWQo1DLqdOgUqkWsYYszfDPcGjjh3wBraG95QjTUC441kGPn7s7uW6HonLx3tqRKalEF5wzXHeuMzoryQBKTDxnqUMfqw1CJgqfmCCv4jbEWxKn3jrxOm2Wsq+hH9tyTJElGkKHouSNB6T+s8S9o+Wg3euPu5G/HCDht9dydXrDRk3JWydpBoZ3JWqOn2NaIzutRenbu1gSls8L44fL66YQnbDUU5QDtu5tYE+2OIzdz8rwYc8TTi+y5J0mSjCDZuCdJkowgw6GWiSi243UmSBxnRJP3ljsOKw0J+EMcR1WO3fFE+YSqM6y37OfdCUdH1dLSZKalajH8qJcaBfww75Z82y85aHW5DIYKx5pcNtdKxE4jb2di11QblstguDXY32iHHiyPK9H3ugPLKUmSJBkaSvy5/5OkuyR9s7FvtaRLJd1Sfx/YOHaOpE2SbpJ0aluCJ0mSJN0p0RecD/w18L7GvrOByyLiPEln17/fJuk4YB1wPPAk4LOSji3y5144SxxO2LNt24uTWp7mHNtZzKXjhgqn41gYGEvdHcsh21rG8IRIWybmxrBeHUON5Lg1MOWw1mw4VjjLy1VJk/c9UC6DaTlk4dR7xwWJsT7AeacZN9W4A6Jv7YqILwL3Tdu9FthQb28ATm/svyAidkTEd4BNwEmDETVJkiQpZbY690MjYgtA/X1Ivf8w4PZGus31vsch6SxJV0u6emd4PsGTJEmS3gzaWmamMfeM4/aIWA+sB1il1VGqFumsLF8Q5HgVdEK6uSHEnKXjlpLDsTxpKTSgtSgJLIsLa+FOW24N2lqsAl4IP0cOoywsFY6ziMm0dLLqkeNN01lMZVhG2S5IFoDZ9tzvlLQGoP6+q96/GTiike5w4I7Zi5ckSZLMhtn23C8CzqAKkn0GcGFj/wckvZtqQvUY4MqSDEt7Xs5kZjxcHpLP6mm4vRLHQZQz+brU6PkVpzSDdC/1bLut+3N8ZhsTtVYv2HEH4dYLI60zMpk0ltE7TsacCWOnl+/m7YxMnADgk0YIT+tZ31e+hmaQsRT6PgFJHwROBg6WtBn4Q6pGfaOkM4HbgFcDRMT1kjYCN1C5kX9TX0uZJEmSZOD0bdwj4rVdDp3SJf25wLlzESpJkiSZG0PhfkCdDmOFwycr9JrhjdFS4TgR4/HCqTkTu5ZP6QnDLteglfCINRovLwtH3eNMsnmuCkyb/yWOvb2hdnImPo0JVUsVYZaFU3adpc7kcjveJp34CBhrc9w1NL1I9wNJkiQjSDbuSZIkI8hQqGUcJg31ieWlz7GgMDzCVYKU/4c6M/aOpYNjUx07yoffnX1Mm3/DKsLxyGgtzzdUAI46xFKpYVqIOK4KHPWJY5FkBL9x11VYaqf9yt/rcMIIGshwKRC0E76vH9lzT5IkGUGycU+SJBlBhkQtE8Uz8Zb1grP0eICLBx4vhzEsa8vjnTP8NoKROENkgI5Tzs79OTJbcVzbCXICLS4KcixPDNWeozK0FooBjBlqjpZinToBQ6xn56izDLVzP7LnniRJMoIMSc994bH+ic0emmPnPuk4fXIm5Bxbe2PJNmaUe8sVw/Zyf/ydFcYkm+OL21hgbcUagNYmSZ0JY6csHJt4694wncQ5zucMGSzngUY9ttbmmG0LPR5J9tyTJElGkGzckyRJRpC9Ti3TlksBxybesr8Gy86940ycOZOkjg22o14w7g1ABx5QntaYiHYmrR1//Ja/c3MS0XkmltpQxtJ/8/kVy+Auo3eW6BsTlG3hhCd0sEM19iB77kmSJCNIa427pJdJuknSpjqIdpIkSTJPtKKWkTQG/F/gJVTRma6SdFFE3DDjCUGxba41TDZULVq5ojyt6RXSmt031E6WBYUpczGmKwYtcQJllA/VHbcGnZbyHVu1sjgtgPYvTx933lOer6OCM1SMlqWTWd8cdaRjj+54bwxjXUVsK7fksgLUDHC9TVs995OATRHx7YjYCVwArG3pWkmSJMk02ppQPQy4vfF7M/CcZgJJZwFn1T93fObRf/nmwKVwFns9MPCrD4KDgfIu297ALQPJZW7l0tIgxq5Dbvr+VOXS1v21STvhBuCxEXyH9uTIbgfaatxnGlvsoXeJiPXAegBJV0fEiS3JsteS5TIzWS4zk+XyeBZzmbSlltkMHNH4fThwR0vXSpIkSabRVuN+FXCMpKMlLQXWARe1dK0kSZJkGq2oZSJil6TfAj4NjAH/FBHX9zhlfRtyjABZLjOT5TIzWS6PZ9GWiSK8QLZJkiTJ8JMrVJMkSUaQbNyTJElGkHlt3Pu5JFDFX9bHvy7phPmUb6EoKJeTJT0o6br68wcLIed8IumfJN0lacb1D4u4rvQrl8VYV46Q9HlJN0q6XtJbZkiz+OpLRMzLh2pi9VbgKcBS4GvAcdPSnAZcQmUn/1zgivmSb6E+heVyMvCJhZZ1nsvlhcAJwDe7HF90daWwXBZjXVkDnFBvrwRuzrYl5rXnXuKSYC3wvqj4CnCApDXzKONCkK4aZiAivgjc1yPJYqwrJeWy6IiILRFxbb29DbiRapV8k0VXX+azcZ/JJcH0B1CSZtQovefnSfqapEskHT8/og01i7GulLJo64qko4BnAVdMO7To6st8Buvo65KgMM2oUXLP1wJHRsR2SacBHweOaVuwIWcx1pUSFm1dkbQC+Ajw1ojYOv3wDKeMdH2Zz557iUuCxei2oO89R8TWiNheb18MjEs6eP5EHEoWY13py2KtK5LGqRr290fER2dIsujqy3w27iUuCS4CXl/PbD8XeDAitsyjjAtB33KR9ESpcpwu6SSq53bvvEs6XCzGutKXxVhX6vv9R+DGiHh3l2SLrr7Mm1omurgkkPTr9fG/BS6mmtXeROWw9w3zJd9CUVgurwJ+Q9Iu4BFgXdQmAKOKpA9SWX4cLGkz8IfAOCzeugJF5bLo6grwfOB1wDckXVfvezvwZFi89SXdDyRJkowguUI1SZJkBMnGPUmSZATJxj1JkmQEycY9SZJkBMnGPUmSZASZzxWqyTzxkrHXhMbGUEcwNgYSGhuDTgfGOkjVN9p9/HG/67QhwZhAIjqdqjvQ2b0/JOiI6EB0ptIJ6t/RESHqtBAd6jTUvwWCGJv2+4fH99w3/dge+7XncZrf0/dpz9+784o98qQTjXyj3gco6jSB6u+qqxSoTqdOIIE6k/V30FEgBZ16u1MfG+tM0iEY61THxzqTdBSMqfpeUv9eosk9tjuarL+D8c4EHYIlnQnGpr4VLNEEY0z+8Ph4ZxdjBOOaYFy76ChYql3VMe1iTPU3k4xrgjFNMs60b03WxydZyiQdwTjBmGAcMSYxTocOYlxj9fcSOk+8eaaVokkLZM89SZJkBMnGPUmSZATJxj1JkmQEycY9SZJkBMnGPUmSZATJxj1JkmQEycY9SZJkBMnGPUmSZATJxj1JkmQEycY9SZJkBMlgHSOIpLMiYn3KkTIMmxzDIMNiIXvuo8lZCy1AzTDIkTLsZhjkGAYZFgXZuCdJkowg2bgnSZKMINm4jybDotMcBjlSht0MgxzDIMOiICdUkyRJRpDsuSdJkowg2bgnSZKMINm478VIepmkmyRtknT2DMcl6S/r41+XdMICyPA0SV+WtEPS7w76+oYcv1KXwdclfUnSMxZAhrX19a+TdLWkFwxahhI5GumeLWlC0qvmWwZJJ0t6sC6L6yT9waBlWPRERH72wg8wBtwKPAVYCnwNOG5amtOAS6gifz4XuGIBZDgEeDZwLvC7C1gWPwUcWG+/fIHKYgW757l+AvjWQpRFI93ngIuBVy1AWZwMfKKN+pCf6pM9972Xk4BNEfHtiNgJXACsnZZmLfC+qPgKcICkNfMpQ0TcFRFXAY8N8LqzkeNLEXF//fMrwOELIMP2qFs2YD+gDWuGknoB8GbgI8BdCyhD0iLZuO+9HAbc3vi9ud7npmlbhvnAleNMqhHNvMsg6RWSvgV8EvhvA5ahSA5JhwGvAP62hesXyVDzPElfk3SJpONbkmXRko373otm2De9J1iSpm0Z5oNiOSS9iKpxf9tCyBARH4uIpwGnA38yYBlK5fgL4G0RMdHC9UtluBY4MiKeAfwV8PGWZFm0ZOO+97IZOKLx+3DgjlmkaVuG+aBIDkk/AfwDsDYi7l0IGaaIiC8CT5V08ALIcSJwgaTvAq8C3ivp9PmUISK2RsT2evtiYLyFsljUZOO+93IVcIykoyUtBdYBF01LcxHw+tpq5rnAgxGxZZ5lmA/6yiHpycBHgddFxM0LJMOPSFK9fQLVZOOg/2T6yhERR0fEURFxFPBh4Dcj4uPzKYOkJzbK4iSqtmjQZbGoWbLQAiSzIyJ2Sfot4NNU1gn/FBHXS/r1+vjfUllCnAZsAh4G3jDfMkh6InA1sAqYlPRWKsuJrfMpB/AHwEFUvVSAXRFx4jzL8EtUf7aPAY8Ar2lMsM6nHK1SKMOrgN+QtIuqLNYNuiwWO+l+IEmSZARJtUySJMkIko17kiTJCJKNe5IkyQiSjXuSJMkIko17kiTJCJKNe7JXU9tLXyDpVkk3SLpY0rFd0p4s6RPzLWOSLATZuCd7LfUimI8Bl0fEUyPiOODtwKEtXS/XhSR7Ddm4J3szLwIeay7MiYjrgP+Q9GeSvinpG5Je0zhnhaQPS/qWpPc3Vkn+pKQvSLpG0qenvGdKulzSn0r6AvCWPuneJelKSTdL+ul6/5ikP6/l+LqkN/e6XpIMiuyJJHszTweumWH/K4FnAs8ADgaukvTF+tizgOOpfJ38J/B8SVdQOa9aGxF3138G57Lba+MBEfEzksaBL/RItyQiTpJ0GvCHwIuBs4CjgWfVKzdX1/n0ul6SzJls3JNR5AXAB2uvh3fWve5nA1uBKyNiM4Ck64CjgAeo/igurTvyY0DTB8+H6u8f7ZPuo/X3NXW+UDXwfxsRuwAi4j5JT++TT5LMmWzck72Z66l8lExnJpezU+xobE9QvQMCro+I53U556FGvr3STeU9le/UOTO5Yu6VT5LMmdS5J3sznwP2kfRrUzskPRu4H3hNre9+AvBC4Moe+dwEPEHS8+o8xrsEjyhN1+QzwK9PTcZKWj3LfJLEIhv3ZK+l9iL4CuAltSnk9cA7gA8AX6eK3fk54Pcj4gc98tlJNQJ4l6SvAddRxVydVbpp/ANwG/D1+pxfnmU+SWKRXiGTJElGkOy5J0mSjCDZuCdJkowg2bgnSZKMINm4J0mSjCDZuCdJkowg2bgnSZKMINm4J0mSjCD/HweEAJ7kEW1NAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from itertools import product\n", "\n", "time_halfbandwidth_product = 2\n", "frequency_of_interest = 200\n", "sampling_frequency = 1500\n", "time_extent = (0, 2.400)\n", "n_trials = 100\n", "n_signals = 4\n", "n_time_samples = int(((time_extent[1] - time_extent[0]) * sampling_frequency) + 1)\n", "time = np.linspace(time_extent[0], time_extent[1], num=n_time_samples, endpoint=True)\n", "\n", "signal = np.zeros((n_time_samples, n_trials, n_signals))\n", "signal[:, :, 0:2] = (\n", " np.sin(2 * np.pi * time * frequency_of_interest)[:, np.newaxis, np.newaxis] *\n", " np.ones((1, n_trials, 2)))\n", "\n", "other_signals = (n_signals + 1) // 2\n", "n_other_signals = n_signals - other_signals\n", "phase_offset = np.random.uniform(-np.pi, np.pi, size=(n_time_samples, n_trials, n_other_signals))\n", "phase_offset[np.where(time > 1.5), :] = np.pi / 2\n", "signal[:, :, other_signals:] = np.sin(\n", " (2 * np.pi * time[:, np.newaxis, np.newaxis] * frequency_of_interest) + phase_offset)\n", "noise = np.random.normal(0, 4, signal.shape)\n", "\n", "\n", "m = Multitaper(signal + noise,\n", " sampling_frequency=sampling_frequency,\n", " time_halfbandwidth_product=time_halfbandwidth_product,\n", " time_window_duration=0.080,\n", " time_window_step=0.080,\n", " start_time=time[0])\n", "c = Connectivity(fourier_coefficients=m.fft(),\n", " frequencies=m.frequencies,\n", " time=m.time)\n", "\n", "time_grid, freq_grid = np.meshgrid(\n", " np.append(c.time, time_extent[-1]),\n", " np.append(c.frequencies, m.nyquist_frequency))\n", "\n", "fig, axes = plt.subplots(nrows=n_signals, ncols=n_signals, figsize=(15, 9))\n", "meshes = list()\n", "for ind1, ind2 in product(range(n_signals), range(n_signals)):\n", " if ind1 == ind2:\n", " vmin, vmax = c.power().min(), c.power().max()\n", " else:\n", " vmin, vmax = 0, 0.5\n", " mesh = axes[ind1, ind2].pcolormesh(\n", " time_grid, freq_grid, c.coherence_magnitude()[..., ind1, ind2].squeeze().T,\n", " vmin=vmin, vmax=vmax, cmap='viridis')\n", " meshes.append(mesh)\n", " axes[ind1, ind2].set_ylim((0, 300))\n", " axes[ind1, ind2].set_xlim(time_extent)\n", " axes[ind1, ind2].axvline(1.5, color='black')\n", "\n", "plt.suptitle('Coherence', y=1.02, fontsize=30)\n", "plt.tight_layout()\n", "cb = fig.colorbar(meshes[-2], ax=axes.ravel().tolist(), orientation='horizontal',\n", " shrink=.5, aspect=15, pad=0.1, label='Coherence')\n", "cb.outline.set_linewidth(0)\n", "print('frequency resolution: {}'.format(m.frequency_resolution))\n", "\n", "\n", "group_labels = (['a'] * (n_signals - n_other_signals)) + (['b'] * n_other_signals)\n", "canonical_coherence, pair_labels = c.canonical_coherence(group_labels)\n", "fig = plt.figure()\n", "mesh = plt.pcolormesh(time_grid, freq_grid, canonical_coherence[..., 0, 1].squeeze().T,\n", " vmin=0, vmax=0.5, cmap='viridis')\n", "plt.suptitle('Canonical Coherence', y=1.02, fontsize=30)\n", "cb = fig.colorbar(mesh, ax=plt.gca(), orientation='horizontal',\n", " shrink=.5, aspect=15, pad=0.1, label='Coherence')\n", "cb.outline.set_linewidth(0);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### More signals, higher noise" ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "pycharm": { "is_executing": true } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "frequency resolution: 25.0\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from itertools import product\n", "\n", "time_halfbandwidth_product = 2\n", "frequency_of_interest = 200\n", "sampling_frequency = 1500\n", "time_extent = (0, 2.400)\n", "n_trials = 100\n", "n_signals = 6\n", "n_time_samples = int(((time_extent[1] - time_extent[0]) * sampling_frequency) + 1)\n", "time = np.linspace(time_extent[0], time_extent[1], num=n_time_samples, endpoint=True)\n", "\n", "signal = np.zeros((n_time_samples, n_trials, n_signals))\n", "signal[:, :, 0:2] = (\n", " np.sin(2 * np.pi * time * frequency_of_interest)[:, np.newaxis, np.newaxis] *\n", " np.ones((1, n_trials, 2)))\n", "\n", "other_signals = (n_signals + 1) // 2\n", "n_other_signals = n_signals - other_signals\n", "phase_offset = np.random.uniform(-np.pi, np.pi, size=(n_time_samples, n_trials, n_other_signals))\n", "phase_offset[np.where(time > 1.5), :] = np.pi / 2\n", "signal[:, :, other_signals:] = np.sin(\n", " (2 * np.pi * time[:, np.newaxis, np.newaxis] * frequency_of_interest) + phase_offset)\n", "noise = np.random.normal(10, 7, signal.shape)\n", "\n", "\n", "m = Multitaper(signal + noise,\n", " sampling_frequency=sampling_frequency,\n", " time_halfbandwidth_product=time_halfbandwidth_product,\n", " time_window_duration=0.080,\n", " time_window_step=0.080,\n", " start_time=time[0])\n", "c = Connectivity(fourier_coefficients=m.fft(),\n", " frequencies=m.frequencies,\n", " time=m.time)\n", "\n", "time_grid, freq_grid = np.meshgrid(\n", " np.append(c.time, time_extent[-1]),\n", " np.append(c.frequencies, m.nyquist_frequency))\n", "\n", "fig, axes = plt.subplots(nrows=n_signals, ncols=n_signals, figsize=(15, 9))\n", "meshes = list()\n", "for ind1, ind2 in product(range(n_signals), range(n_signals)):\n", " if ind1 == ind2:\n", " vmin, vmax = c.power().min(), c.power().max()\n", " else:\n", " vmin, vmax = 0, 0.5\n", " mesh = axes[ind1, ind2].pcolormesh(\n", " time_grid, freq_grid, c.coherence_magnitude()[..., ind1, ind2].squeeze().T,\n", " vmin=vmin, vmax=vmax, cmap='viridis')\n", " meshes.append(mesh)\n", " axes[ind1, ind2].set_ylim((0, 300))\n", " axes[ind1, ind2].set_xlim(time_extent)\n", " axes[ind1, ind2].axvline(1.5, color='black')\n", "\n", "plt.suptitle('Coherence', y=1.02, fontsize=30)\n", "plt.tight_layout()\n", "cb = fig.colorbar(meshes[-2], ax=axes.ravel().tolist(), orientation='horizontal',\n", " shrink=.5, aspect=15, pad=0.1, label='Coherence')\n", "cb.outline.set_linewidth(0)\n", "print('frequency resolution: {}'.format(m.frequency_resolution))\n", "\n", "\n", "group_labels = (['a'] * (n_signals - n_other_signals)) + (['b'] * n_other_signals)\n", "canonical_coherence, pair_labels = c.canonical_coherence(group_labels)\n", "fig = plt.figure()\n", "mesh = plt.pcolormesh(time_grid, freq_grid, canonical_coherence[..., 0, 1].squeeze().T,\n", " vmin=0, vmax=0.5, cmap='viridis')\n", "plt.xlabel('Time [s]')\n", "plt.ylabel('Frequency [Hz]')\n", "plt.suptitle('Canonical Coherence', y=1.02, fontsize=30)\n", "cb = fig.colorbar(mesh, ax=plt.gca(), orientation='horizontal',\n", " shrink=.5, aspect=15, pad=0.1, label='Coherence')\n", "cb.outline.set_linewidth(0);\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Global Coherence\n", "\n", "Global coherence finds the linear combinations of signals that maximizes the power at a given frequency." ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'Frequency [Hz]')" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from itertools import product\n", "\n", "time_halfbandwidth_product = 2\n", "frequency_of_interest = 200\n", "sampling_frequency = 1500\n", "time_extent = (0, 2.400)\n", "n_trials = 100\n", "n_signals = 6\n", "n_time_samples = int(((time_extent[1] - time_extent[0]) * sampling_frequency) + 1)\n", "time = np.linspace(time_extent[0], time_extent[1], num=n_time_samples, endpoint=True)\n", "\n", "signal = np.zeros((n_time_samples, n_trials, n_signals))\n", "signal[:, :, 0:2] = (\n", " np.sin(2 * np.pi * time * frequency_of_interest)[:, np.newaxis, np.newaxis] *\n", " np.ones((1, n_trials, 2)))\n", "\n", "other_signals = (n_signals + 1) // 2\n", "n_other_signals = n_signals - other_signals\n", "phase_offset = np.random.uniform(-np.pi, np.pi, size=(n_time_samples, n_trials, n_other_signals))\n", "phase_offset[np.where(time > 1.5), :] = np.pi / 2\n", "signal[:, :, other_signals:] = np.sin(\n", " (2 * np.pi * time[:, np.newaxis, np.newaxis] * frequency_of_interest) + phase_offset)\n", "noise = np.random.normal(10, 7, signal.shape)\n", "\n", "\n", "m = Multitaper(signal + noise,\n", " sampling_frequency=sampling_frequency,\n", " time_halfbandwidth_product=time_halfbandwidth_product,\n", " time_window_duration=0.080,\n", " time_window_step=0.080,\n", " start_time=time[0])\n", "c = Connectivity(fourier_coefficients=m.fft(),\n", " frequencies=m.frequencies,\n", " time=m.time)\n", "\n", "global_coherence, unnormalized_global_coherence = c.global_coherence()\n", "global_coherence.shape # n_time, n_frequencies, n_components\n", "time_grid, freq_grid = np.meshgrid(\n", " np.append(c.time, time_extent[-1]),\n", " np.append(c.frequencies, m.nyquist_frequency))\n", "plt.figure()\n", "plt.pcolormesh(time_grid, freq_grid, global_coherence[:, m.frequencies >= 0, 0].T, shading='auto')\n", "plt.title('Global Coherence (1st component)')\n", "plt.xlabel('Time [s]')\n", "plt.ylabel('Frequency [Hz]')" ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "is_executing": true, "name": "#%% md\n" } }, "source": [ "#### Xarray interface\n", "\n", "The xarray interface provides three things:\n", "1. a nicely labeled output for the connectivity dimensions\n", "2. a unified way of estimating the spectral power and connectivity together.\n", "3. easy and quick plotting" ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false }, "pycharm": { "name": "#%%\n" } }, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "
<xarray.DataArray 'coherence_magnitude' (Time: 30, Frequency: 60, Source: 6, Target: 6)>\n",
       "array([[[[           nan, 2.08445759e-03, 6.38772392e-04,\n",
       "          7.25645676e-03, 2.18606451e-03, 3.57603936e-03],\n",
       "         [2.08445759e-03,            nan, 6.73329640e-03,\n",
       "          1.55010738e-03, 3.17180695e-04, 1.23702707e-03],\n",
       "         [6.38772392e-04, 6.73329640e-03,            nan,\n",
       "          3.43372943e-03, 3.67021000e-04, 6.25549185e-03],\n",
       "         [7.25645676e-03, 1.55010738e-03, 3.43372943e-03,\n",
       "                     nan, 4.33401517e-03, 9.88034432e-03],\n",
       "         [2.18606451e-03, 3.17180695e-04, 3.67021000e-04,\n",
       "          4.33401517e-03,            nan, 4.74304847e-06],\n",
       "         [3.57603936e-03, 1.23702707e-03, 6.25549185e-03,\n",
       "          9.88034432e-03, 4.74304847e-06,            nan]],\n",
       "\n",
       "        [[           nan, 1.95792847e-03, 4.78595112e-03,\n",
       "          6.32804088e-04, 9.75904756e-04, 2.22267229e-03],\n",
       "         [1.95792847e-03,            nan, 3.27527073e-03,\n",
       "          3.04599547e-03, 4.52339920e-03, 2.81317846e-03],\n",
       "         [4.78595112e-03, 3.27527073e-03,            nan,\n",
       "          9.95100471e-04, 2.22317542e-03, 2.50317006e-04],\n",
       "         [6.32804088e-04, 3.04599547e-03, 9.95100471e-04,\n",
       "...\n",
       "          5.48440707e-03, 1.76854804e-03, 6.92467748e-03],\n",
       "         [6.43278006e-03, 7.71744653e-03, 5.48440707e-03,\n",
       "                     nan, 6.09645947e-04, 8.70175573e-04],\n",
       "         [4.78705515e-03, 1.66259436e-03, 1.76854804e-03,\n",
       "          6.09645947e-04,            nan, 1.76529904e-03],\n",
       "         [2.40235883e-04, 1.12021124e-02, 6.92467748e-03,\n",
       "          8.70175573e-04, 1.76529904e-03,            nan]],\n",
       "\n",
       "        [[           nan, 1.01926980e-02, 5.71676520e-04,\n",
       "          3.32848656e-03, 3.38782168e-03, 1.10414148e-03],\n",
       "         [1.01926980e-02,            nan, 3.67052326e-03,\n",
       "          2.83449004e-03, 1.28761927e-03, 2.13895709e-03],\n",
       "         [5.71676520e-04, 3.67052326e-03,            nan,\n",
       "          3.77439290e-03, 5.20035000e-03, 2.51114305e-03],\n",
       "         [3.32848656e-03, 2.83449004e-03, 3.77439290e-03,\n",
       "                     nan, 4.20354885e-04, 1.13101329e-03],\n",
       "         [3.38782168e-03, 1.28761927e-03, 5.20035000e-03,\n",
       "          4.20354885e-04,            nan, 2.23638303e-05],\n",
       "         [1.10414148e-03, 2.13895709e-03, 2.51114305e-03,\n",
       "          1.13101329e-03, 2.23638303e-05,            nan]]]])\n",
       "Coordinates:\n",
       "  * Time       (Time) float64 0.0 0.08 0.16 0.24 0.32 ... 2.08 2.16 2.24 2.32\n",
       "  * Frequency  (Frequency) float64 0.0 12.5 25.0 37.5 ... 712.5 725.0 737.5\n",
       "  * Source     (Source) int64 0 1 2 3 4 5\n",
       "  * Target     (Target) int64 0 1 2 3 4 5\n",
       "Attributes: (12/15)\n",
       "    mt_detrend_type:                constant\n",
       "    mt_frequency_resolution:        25.0\n",
       "    mt_is_low_bias:                 True\n",
       "    mt_n_fft_samples:               120\n",
       "    mt_n_signals:                   6\n",
       "    mt_n_tapers:                    3\n",
       "    ...                             ...\n",
       "    mt_nyquist_frequency:           750.0\n",
       "    mt_sampling_frequency:          1500\n",
       "    mt_start_time:                  0\n",
       "    mt_time_halfbandwidth_product:  2\n",
       "    mt_time_window_duration:        0.08\n",
       "    mt_time_window_step:            0.08
" ], "text/plain": [ "\n", "array([[[[ nan, 2.08445759e-03, 6.38772392e-04,\n", " 7.25645676e-03, 2.18606451e-03, 3.57603936e-03],\n", " [2.08445759e-03, nan, 6.73329640e-03,\n", " 1.55010738e-03, 3.17180695e-04, 1.23702707e-03],\n", " [6.38772392e-04, 6.73329640e-03, nan,\n", " 3.43372943e-03, 3.67021000e-04, 6.25549185e-03],\n", " [7.25645676e-03, 1.55010738e-03, 3.43372943e-03,\n", " nan, 4.33401517e-03, 9.88034432e-03],\n", " [2.18606451e-03, 3.17180695e-04, 3.67021000e-04,\n", " 4.33401517e-03, nan, 4.74304847e-06],\n", " [3.57603936e-03, 1.23702707e-03, 6.25549185e-03,\n", " 9.88034432e-03, 4.74304847e-06, nan]],\n", "\n", " [[ nan, 1.95792847e-03, 4.78595112e-03,\n", " 6.32804088e-04, 9.75904756e-04, 2.22267229e-03],\n", " [1.95792847e-03, nan, 3.27527073e-03,\n", " 3.04599547e-03, 4.52339920e-03, 2.81317846e-03],\n", " [4.78595112e-03, 3.27527073e-03, nan,\n", " 9.95100471e-04, 2.22317542e-03, 2.50317006e-04],\n", " [6.32804088e-04, 3.04599547e-03, 9.95100471e-04,\n", "...\n", " 5.48440707e-03, 1.76854804e-03, 6.92467748e-03],\n", " [6.43278006e-03, 7.71744653e-03, 5.48440707e-03,\n", " nan, 6.09645947e-04, 8.70175573e-04],\n", " [4.78705515e-03, 1.66259436e-03, 1.76854804e-03,\n", " 6.09645947e-04, nan, 1.76529904e-03],\n", " [2.40235883e-04, 1.12021124e-02, 6.92467748e-03,\n", " 8.70175573e-04, 1.76529904e-03, nan]],\n", "\n", " [[ nan, 1.01926980e-02, 5.71676520e-04,\n", " 3.32848656e-03, 3.38782168e-03, 1.10414148e-03],\n", " [1.01926980e-02, nan, 3.67052326e-03,\n", " 2.83449004e-03, 1.28761927e-03, 2.13895709e-03],\n", " [5.71676520e-04, 3.67052326e-03, nan,\n", " 3.77439290e-03, 5.20035000e-03, 2.51114305e-03],\n", " [3.32848656e-03, 2.83449004e-03, 3.77439290e-03,\n", " nan, 4.20354885e-04, 1.13101329e-03],\n", " [3.38782168e-03, 1.28761927e-03, 5.20035000e-03,\n", " 4.20354885e-04, nan, 2.23638303e-05],\n", " [1.10414148e-03, 2.13895709e-03, 2.51114305e-03,\n", " 1.13101329e-03, 2.23638303e-05, nan]]]])\n", "Coordinates:\n", " * Time (Time) float64 0.0 0.08 0.16 0.24 0.32 ... 2.08 2.16 2.24 2.32\n", " * Frequency (Frequency) float64 0.0 12.5 25.0 37.5 ... 712.5 725.0 737.5\n", " * Source (Source) int64 0 1 2 3 4 5\n", " * Target (Target) int64 0 1 2 3 4 5\n", "Attributes: (12/15)\n", " mt_detrend_type: constant\n", " mt_frequency_resolution: 25.0\n", " mt_is_low_bias: True\n", " mt_n_fft_samples: 120\n", " mt_n_signals: 6\n", " mt_n_tapers: 3\n", " ... ...\n", " mt_nyquist_frequency: 750.0\n", " mt_sampling_frequency: 1500\n", " mt_start_time: 0\n", " mt_time_halfbandwidth_product: 2\n", " mt_time_window_duration: 0.08\n", " mt_time_window_step: 0.08" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" } ], "source": [ "coherence_magnitude = multitaper_connectivity(signal + noise,\n", " sampling_frequency=sampling_frequency,\n", " time_halfbandwidth_product=time_halfbandwidth_product,\n", " time_window_duration=0.080,\n", " time_window_step=0.080,\n", " method='coherence_magnitude')\n", "\n", "coherence_magnitude" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "coherence_magnitude.plot(col='Source', row='Target', x='Time');" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "anaconda-cloud": {}, "kernelspec": { "display_name": "Python [conda env:spectral_connectivity] *", "language": "python", "name": "conda-env-spectral_connectivity-py" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.10" } }, "nbformat": 4, "nbformat_minor": 4 }