{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# More Usage Examples\n", "\n", "Here we simulate multivariate autoregressive processes from papers in order to show how various directed connectivity measures work. See the papers for details." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from spectral_connectivity import Multitaper\n", "from spectral_connectivity import Connectivity\n", "\n", "from spectral_connectivity.simulate import simulate_MVAR\n", "\n", "\n", "def plot_directional(time_series, sampling_frequency, time_halfbandwidth_product=2):\n", " m = Multitaper(\n", " time_series,\n", " sampling_frequency=sampling_frequency,\n", " time_halfbandwidth_product=time_halfbandwidth_product,\n", " start_time=0,\n", " )\n", " c = Connectivity(\n", " fourier_coefficients=m.fft(), frequencies=m.frequencies, time=m.time\n", " )\n", "\n", " measures = dict(\n", " pairwise_spectral_granger=c.pairwise_spectral_granger_prediction(),\n", " directed_transfer_function=c.directed_transfer_function(),\n", " partial_directed_coherence=c.partial_directed_coherence(),\n", " generalized_partial_directed_coherence=c.generalized_partial_directed_coherence(),\n", " direct_directed_transfer_function=c.direct_directed_transfer_function(),\n", " )\n", "\n", " n_signals = time_series.shape[-1]\n", " signal_ind2, signal_ind1 = np.meshgrid(np.arange(n_signals), np.arange(n_signals))\n", "\n", " fig, axes = plt.subplots(\n", " n_signals, n_signals, figsize=(n_signals * 3, n_signals * 3), sharex=True\n", " )\n", " for ind1, ind2, ax in zip(signal_ind1.ravel(), signal_ind2.ravel(), axes.ravel()):\n", " for measure_name, measure in measures.items():\n", " ax.plot(\n", " c.frequencies,\n", " measure[0, :, ind1, ind2],\n", " label=measure_name,\n", " linewidth=5,\n", " alpha=0.8,\n", " )\n", " ax.set_title(\"x{} → x{}\".format(ind2 + 1, ind1 + 1), fontsize=15)\n", " ax.set_ylim((0, np.max([np.nanmax(np.stack(list(measures.values()))), 1.05])))\n", "\n", " axes[0, -1].legend()\n", " plt.tight_layout()\n", "\n", " fig, axes = plt.subplots(1, 1, figsize=(3, 3), sharex=True, sharey=True)\n", " axes.plot(c.frequencies, c.power().squeeze())\n", " plt.title(\"Power\")\n" ] }, { "attachments": { "image.png": { "image/png": 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" } }, "cell_type": "markdown", "metadata": {}, "source": [ "## Baccala Example 2\n", "\n", "> Baccalá, L.A., and Sameshima, K. (2001). Partial directed coherence:\n", " a new concept in neural structure determination. Biological\n", " Cybernetics 84, 463–474.\n", "\n", "\n", "$$x_1 = 0.5x_1(n-1) + 0.3x_2(n-1) + 0.4x_3(n-1) + w_1(n)$$\n", "\n", "$$x_2 = -0.5x_1(n-1) + 0.3x_2(n-1) + 1.0x_3(n-1) + w_2(n)$$\n", "\n", "$$x_3 = -0.3x_2(n-1) - 0.2x_3(n-1) + w_3(n)$$\n", "\n", "![image.png](attachment:image.png)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "def baccala_example2():\n", " \"\"\"Baccalá, L.A., and Sameshima, K. (2001). Partial directed coherence:\n", " a new concept in neural structure determination. Biological\n", " Cybernetics 84, 463–474.\n", " \"\"\"\n", " sampling_frequency = 200\n", " n_time_samples, n_lags, n_signals = 1000, 1, 3\n", "\n", " coefficients = np.array([[[0.5, 0.3, 0.4], [-0.5, 0.3, 1.0], [0.0, -0.3, -0.2]]])\n", "\n", " noise_covariance = np.eye(n_signals)\n", "\n", " return (\n", " simulate_MVAR(\n", " coefficients,\n", " noise_covariance=noise_covariance,\n", " n_time_samples=n_time_samples,\n", " n_trials=500,\n", " n_burnin_samples=500,\n", " ),\n", " sampling_frequency,\n", " )\n", "\n", "\n", "plot_directional(*baccala_example2(), time_halfbandwidth_product=1)\n" ] }, { "attachments": { "image.png": { "image/png": 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" } }, "cell_type": "markdown", "metadata": {}, "source": [ "## Baccala Example 3\n", "\n", "> Baccalá, L.A., and Sameshima, K. (2001). Partial directed coherence:\n", " a new concept in neural structure determination. Biological\n", " Cybernetics 84, 463–474.\n", "\n", "![image.png](attachment:image.png)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "def baccala_example3():\n", " \"\"\"Baccalá, L.A., and Sameshima, K. (2001). Partial directed coherence:\n", " a new concept in neural structure determination. Biological\n", " Cybernetics 84, 463–474.\n", " \"\"\"\n", " sampling_frequency = 500\n", " n_time_samples, n_lags, n_signals = 510, 3, 5\n", " coefficients = np.zeros((n_lags, n_signals, n_signals))\n", "\n", " coefficients[0, 0, 0] = 0.95 * np.sqrt(2)\n", " coefficients[1, 0, 0] = -0.9025\n", "\n", " coefficients[1, 1, 0] = 0.50\n", " coefficients[2, 2, 0] = -0.40\n", "\n", " coefficients[1, 3, 0] = -0.5\n", " coefficients[0, 3, 3] = 0.25 * np.sqrt(2)\n", " coefficients[0, 3, 4] = 0.25 * np.sqrt(2)\n", "\n", " coefficients[0, 4, 3] = -0.25 * np.sqrt(2)\n", " coefficients[0, 4, 4] = 0.25 * np.sqrt(2)\n", "\n", " noise_covariance = None\n", "\n", " return (\n", " simulate_MVAR(\n", " coefficients,\n", " noise_covariance=noise_covariance,\n", " n_time_samples=n_time_samples,\n", " n_trials=500,\n", " n_burnin_samples=500,\n", " ),\n", " sampling_frequency,\n", " )\n", "\n", "\n", "plot_directional(*baccala_example3(), time_halfbandwidth_product=3)\n" ] }, { "attachments": { "image.png": { "image/png": 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" } }, "cell_type": "markdown", "metadata": {}, "source": [ "## Baccala Example 4\n", "\n", "> Baccalá, L.A., and Sameshima, K. (2001). Partial directed coherence:\n", " a new concept in neural structure determination. Biological\n", " Cybernetics 84, 463–474.\n", "\n", "![image.png](attachment:image.png)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "def baccala_example4():\n", " \"\"\"Baccalá, L.A., and Sameshima, K. (2001). Partial directed coherence:\n", " a new concept in neural structure determination. Biological\n", " Cybernetics 84, 463–474.\n", " \"\"\"\n", " sampling_frequency = 200\n", " n_time_samples, n_lags, n_signals = 100, 2, 5\n", " coefficients = np.zeros((n_lags, n_signals, n_signals))\n", "\n", " coefficients[0, 0, 0] = 0.95 * np.sqrt(2)\n", " coefficients[1, 0, 0] = -0.9025\n", " coefficients[0, 1, 0] = -0.50\n", " coefficients[1, 2, 1] = 0.40\n", " coefficients[0, 3, 2] = -0.50\n", " coefficients[0, 3, 3] = 0.25 * np.sqrt(2)\n", " coefficients[0, 3, 4] = 0.25 * np.sqrt(2)\n", " coefficients[0, 4, 3] = -0.25 * np.sqrt(2)\n", " coefficients[0, 4, 4] = 0.25 * np.sqrt(2)\n", "\n", " noise_covariance = None\n", "\n", " return (\n", " simulate_MVAR(\n", " coefficients,\n", " noise_covariance=noise_covariance,\n", " n_time_samples=n_time_samples,\n", " n_trials=500,\n", " n_burnin_samples=500,\n", " ),\n", " sampling_frequency,\n", " )\n", "\n", "\n", "plot_directional(*baccala_example4(), time_halfbandwidth_product=1)\n" ] }, { "attachments": { "image.png": { "image/png": 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" } }, "cell_type": "markdown", "metadata": {}, "source": [ "## Baccala Example 5\n", "\n", "> Baccalá, L.A., and Sameshima, K. (2001). Partial directed coherence:\n", " a new concept in neural structure determination. Biological\n", " Cybernetics 84, 463–474.\n", " \n", " ![image.png](attachment:image.png)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "def baccala_example5():\n", " \"\"\"Baccalá, L.A., and Sameshima, K. (2001). Partial directed coherence:\n", " a new concept in neural structure determination. Biological\n", " Cybernetics 84, 463–474.\n", " \"\"\"\n", " sampling_frequency = 200\n", " n_time_samples, n_lags, n_signals = 510, 2, 5\n", " coefficients = np.zeros((n_lags, n_signals, n_signals))\n", "\n", " coefficients[0, 0, 0] = 0.95 * np.sqrt(2)\n", " coefficients[1, 0, 0] = -0.9025\n", " coefficients[1, 0, 4] = 0.5\n", " coefficients[0, 1, 0] = -0.50\n", " coefficients[1, 2, 1] = 0.40\n", " coefficients[0, 3, 2] = -0.50\n", " coefficients[0, 3, 3] = 0.25 * np.sqrt(2)\n", " coefficients[0, 3, 4] = 0.25 * np.sqrt(2)\n", " coefficients[0, 4, 3] = -0.25 * np.sqrt(2)\n", " coefficients[0, 4, 4] = 0.25 * np.sqrt(2)\n", "\n", " noise_covariance = None\n", "\n", " return (\n", " simulate_MVAR(\n", " coefficients,\n", " noise_covariance=noise_covariance,\n", " n_time_samples=n_time_samples,\n", " n_trials=500,\n", " n_burnin_samples=500,\n", " ),\n", " sampling_frequency,\n", " )\n", "\n", "\n", "plot_directional(*baccala_example5(), time_halfbandwidth_product=1)\n" ] }, { 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" } }, "cell_type": "markdown", "metadata": {}, "source": [ "## Baccala Example 6\n", "\n", "> Baccalá, L.A., and Sameshima, K. (2001). Partial directed coherence:\n", " a new concept in neural structure determination. Biological\n", " Cybernetics 84, 463–474.\n", "\n", "![image.png](attachment:image.png)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "def baccala_example6():\n", " \"\"\"Baccalá, L.A., and Sameshima, K. (2001). Partial directed coherence:\n", " a new concept in neural structure determination. Biological\n", " Cybernetics 84, 463–474.\n", " \"\"\"\n", " sampling_frequency = 200\n", " n_time_samples, n_lags, n_signals = 100, 4, 5\n", " coefficients = np.zeros((n_lags, n_signals, n_signals))\n", "\n", " coefficients[0, 0, 0] = 0.95 * np.sqrt(2)\n", " coefficients[1, 0, 0] = -0.9025\n", " coefficients[0, 1, 0] = -0.50\n", " coefficients[3, 2, 1] = 0.10\n", " coefficients[1, 2, 1] = -0.40\n", " coefficients[0, 3, 2] = -0.50\n", " coefficients[0, 3, 3] = 0.25 * np.sqrt(2)\n", " coefficients[0, 3, 4] = 0.25 * np.sqrt(2)\n", " coefficients[0, 4, 3] = -0.25 * np.sqrt(2)\n", " coefficients[0, 4, 4] = 0.25 * np.sqrt(2)\n", "\n", " noise_covariance = None\n", "\n", " return (\n", " simulate_MVAR(\n", " coefficients,\n", " noise_covariance=noise_covariance,\n", " n_time_samples=n_time_samples,\n", " n_trials=500,\n", " n_burnin_samples=500,\n", " ),\n", " sampling_frequency,\n", " )\n", "\n", "\n", "plot_directional(*baccala_example6(), time_halfbandwidth_product=1)\n" ] }, { "attachments": { "image.png": { "image/png": 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QUGC9PnPmjPWaLpRt7urVq0yvlw48l9Ion1GEkk5WVhYzmUxWWsq0jtCxxw+1T2U/UOah5scenZr4UfYJZ+go8VHTyczMZNeuXZPwqokfe3SUGKjpvPTSS4yOJtcgVHfUsxmlujv2cJ5N0DFQnt5VjvcJCsP76/ZCnz0aK9ZkWD8+NIoJDg623isdLNM+d6XjV7XOTulEl9LJOlHSw5KLuxkzZkgeoWg6qaRbWzrElPK9mvihqa8clPw4Sqe6chEd0mXK+/9r4sceHXvlIoe+StwdpUPOuEkdQBYDvXr1ks7EIisC2lQwfPhw6UeuDuX6kjHT/N9SCj3uh+RP3ssbN85cQBlloo4/XYQSVTr/YVOxbi9Dzksn8f72Iitr1F6pXHJQYqN23K1sZ6TOUp74QOoQZVDSIfWJEpu60rHHD80SlHTt8WOPTk3lovYqB2foKPFR0yEVk7xoWhM/9ugo8VDTIVUhl73/SumcGRvJttCn35zJQkOXMxqkUqgunpVlsqglqXdSMWl0kpGRYb3X4mL9+vUsMjJSC1KCBkcE6EvPd2RaypaHRrBsKkPeaha+RLqiYaoqPk11L6djrCxzCYvaUmhFwcNDWjKw3ouLhoEAzXBbtGihRWFtRqZWHT59cfq+9Fds/GQtvLufwyvLo+CHAsSEfYKIL/6KA4p43dqZ+O+T/TEpCHg+Yob8sdL8n3ZDrFmzBt98843mtAVBd0PADy8sfhzL4hKRU1yM6Nn9AWMWpkzJQ+zix/G5NX4mugw/rkjXE4kzw3C4/yvofrMDoiKFztTdat5t+K0kns1lTF+qUCzJCVTxZaWld3RWcgLGPD09mVYj09u3b7OXX36Zbdu2rSIDxlhhYSE7ffq0TRyPm/T0dB5kbWjm5uZK+kibSI1vrly5wo4ePaox1crkfHx8OI9M7+RZVsqqap5MHW9zb2bUXtXBFSNT0i+Tzo5nuHTpEjt+/DjPLCTaSp0pr8xIp3/27Fle5CW6NDJt1qyZFnnYjExVplHOfQNIN0FHG9C2R2cDjUiPHDmCjz/+2FlS4n0XIOAS0yiNyyFMozQG1E3IucQ0qr5gQXaR5MSEjh8RQSAgEBAIuAMCmnqN0qLA5M2bDqST/ZSqaZI9I3+bRkiem9R5a31PXth5e1siawjKR4S7gwBhz3tnILUhV9Qx9U3egfo27z7BqwyaClMtGs3SpUulfeVkelNVUHvaryqNFnGu8CpO0w1yYMIzCE/7PNGtmbbwtF8zRsoU7uxp32Y1X1moulyT3Z4zgY7zIOcd9lbvyW7PFYFsKnkH2srJO5Adn9qWj0eeXOz2eDDqYppV7T7TmgWyK1XblmqdB9Ej5zm8Q/v27XlnIdHn0V41FabOoEBf8MWLF0sG+mQoLoJAQCAgEHAnBOrFNJ88HtEZTnPmzEG3bt3s4kdTY/K0zzu40tM+z7IIT/s80a2ZtvC0XzNGyhTC0/4dNOpqGjV06FDJZZxyu5oSYHFd/xEQplH1v44Eh+UI8DKN0nRkWpfKWrlypeTQmPZ/iyAQEAgIBNwVgbuqMyVbUvISHx8fb3X44a5ACr4FAgKBho2ApiNTR0yjSIB++eWX0oKTIyuRZ8+eBelVeAfytM87kD6NTL14Bjr9NDc3l2cWEm1X2P5yLwSHDMjTPvmF5RnI/2x+fj7PLCTa6enp3PMgT/s6nY57Pjza613ZTko7m6Kjo6XjNWrryZ07uiIDpxAQOlOn4BMvuxABXjpTl0/zP/30U/zwww84cOBArY/EcCHOIiuBgEBAIFAnBFw2zadjMObNm4ecnBxJR9qhQ4c6MUx0aOrKO5A6gXeg3R43btzgmg0dQ0L58A7uugWQNy503haZ/vEM169fl46a4ZkH0aZzxHgHvV7PXS1CZeDRXjUVptXtgNq2bRuef/55dOnSBatWrbLxCu5o5ZCHc1eoBlyxa4g84Mue9h3FobbpPT09bTzt1/Y9R9NVV/eO0rnX0pMXfKWnfR7lozbkio0uSs/2PMpBNKlvk4kl78CjvXKb5tPCysGDB7Fx40bp8DUygdJia50rGg1VpPIoEF4V6wqBTR2Nt8AmfHg0Tl64u5KuKwQQCR9XCCA6Aod3UB6xwzMvHu1VU2FKq/n/+te/YDKZpKnNgAED8MYbb2DQoEE8cRG0BQICAYHAXUdAc2E6atQoPPPMM9LhdzxKR2ZRpO/o3LkzD/JWmrRAFhISYr3ncUFHK9PBfTw3LJAOilYv+/Tpw6MIVpo8TE2sxN34ghz3kHpLecCb1sUpLi6Wju3u2bOn1qRt6JHj9yeeeMImTuubU6dOSYcVduzYUWvSNvR4uCysu2mUyQiD2Rf+fhXyuK7bSW1KKW7cEoH6bhplMRpQ5usPRXOVTqjksRDhlhXYgJiuV6ZRlqJkvBWnR2jQMegHvoWp/f0bUFWIorobAiVpcVh2oh26F2XiwdmxCGtfMQBwt7IIfusvAnVqVRlfr0fI7HUY2yYLfb0+RzibDxKnZrMZ2dnZ4Kmo3rJli5TP5MmTuaI6fvx4bN26lWseCxcuxLhx49CvXz9u+Zw4cQLr16/He++9xy0PMr8iEy9HdsBxY6YSYSM2vJOOCbvXoX+RHuPWZCPs74OlVMTvV199peniDS1syKvrpPogZ+cRERFwxk8n0STzJ/UomqwECHdSF9Eut4kTJ1YqPb1L9aPFtPbDDz+UzBsrZaJhxN69e6XF30ceeURDqrakyOscj11pdZjmG7C07zQMT9+OwX5FWDRlB2avmyMJ05YtW4J0dGSOQ4Eaq7xqJnc05b187UhauUHJzl2VeThCpyZ+qCPIJi320tp7VhM/lAeVg3Bwhg69K2OppmMPL3Vae3SUz9TlonJQnbviWAvK26FgycXMCfvwwfY58DdlYcrzR7Bq+0z4AVL9Ej7KelbiKF9Tfsry28NNTivzqHxPjnP0X24f1fFjr45lfuR31fwo72sql7pPyDSryoPi5OfKPKpKK6ejZ1QWuqdfTfwo6Sqvq8pDyQ+Vg9YqyAbYydDbw8PjuEyjDiNTP/QIawvpNBjTFWTnmGRa3PeZWzMSFwKB2iLg+QC6+plQRuZuZdfRpHOQJEjpdepUIggEtEKgDkb7nujVF9i67zygP422Lz4mjUq1YkjQEQhoi4A/ejRJxu4CC0rS9qDlM3ytGrTlXVBzJwTqMM2n4pmQm/x/yNU3w8jJo9DanUoseG2ACJRgb+IPuOjdA5PG9kcdpmMNEDNR5FogYDPNv28hrYI4HDzRtltPBAd3Q9M77xrz92LD/2XA6NcJQQGNHaZo9wVTERJXfYw9BY3QMzgIjS3nkbzxW/x05jYe/lM71GF4XW12lpJcHLrYBB0CGqMgbSd27suFT1BPtNLwWCrKY+Oa7bjRsTc6WPKQsCkJZ276408dWlTLl2MPjDic/G98n34CPkHd0cr3FrJ2bsaebB0CFXXmGE1FaosRuT8egKldZ7TwBNR1r75XvHmXLpuic89gBCvaCq+6pQIacpPx8WdbYQzojm5tm1bCR0sQCvYmw9CuGwLAr08UpCXim+Sz6NKvGy4e0L5PUH/YuiMJR3S38VC3dvA05GraJ0wl+cj49TqC2lH/Mqn6gvreodpZ9e6775ZY32BaBH0qiwhfzUqZni0Pj2TZZVoQraCRsnwJSy0sZOsj+rDYzGK2JTKUrS80M92OKBa5/lRFQqev9GwJwKIz9awsL56FR6cyZs5hkeHLWbHTtMsJlObEs9Dw5Uwn3Ray6NBIlmdmLDU6nMXnaQOcPnUJi9pRzFhZCouITmGn1kexqKRixgrXs9CoHczsZFnKdKksHKEstZQxpq77C3zbgpOsS6/zqluJuD6TLVmexApPJbFQRLAcjniU5a1mtDaWWWrm1CfMLCk6nEVtyeOIWylbHRrOshlj2dGhbHXer5r3ibykJSw8NlUqg7ov5DvXN2yOMNZkUGc8+SN0QwfCD/54fOgl7DqqrVenoZHzMSwoCCMmjkHjW5eRd2MURgR5on3oeODQcVisnwbnLrLW7kCPLcsRBODEzu0YGt4P8OyEXqXbka9JkUz49xvTsK/tNaxZFIf8C2eRiV4I9AQGTghDyu7fnCvAnbf9ezyGy+HPYW70Hrw4IxhpSZfxfEhrIDAYgUfzYXQyF5/2/RAW2lyioq77bd8lcW0LTrIuvc6nbu9w5tcX8+aMQlDXEIwLb4VbBZz6hikfX+33Q2x4BIBiPn2iZA9GL94B39NbsDTxMHK59Ak/DH+9M6aNm4l1eAWTAi9p3id6jBiOntJk2aTqC7nYo2Hf0ESYAo2Bm+aKdi4t9VfcOnvl4wPAUoDEzN74r8c8oMf9kGbdXt64ceaCtFLrbB6GrDjsDgjFY22B4kt6lN0sRYXjtObQRNFmOoEkLIE+7u946eHDeO6L0whs3hxeZKMLE3QXrzpbjPL3/dpjYNRDOPrRYpy8/AdKdXfEp2cTdAwkMJ0Nys+Xqu7NqnuN24KznNP7Zh51KzPm6SM1FUNWAvBqFLp78sDDiMTorzFw0gg0PqODwVDCpU8YTx9Cn9hMvD//VVydOA2HSzn0CQAtO/bFEL9L+GjXMVy66a19nyijRkieqMyqvuANo4Z9QxNh6tuqDSAxTC3KDx1ba6hglBqpETtXpSH8/cnwNzZGB106zlB84REYpRGx3JLr/q83AGVHN2HZN9uR+OUaXO06CPpLZPZFos4PTenP2eDTGQObX4AeQNCfeqGlxQPGM+dAnyHL1ZsIfaKrszlI7xsOJsA0ZSX2mlOxZsgWPBzaFudInlouI1OnxXehfAnH2wtQ132nzu05twXnIeo4cIj2datgy3J+L9YVDMecUUEw+bTUHg+LHn8E+GLP5//Egpx9WL/xNJc+4dWkDVpK5WqN0bFhCOjHAzcD4qOP4p1121G8qAxf//yH9n3C1xuQxhB+GGzTFxpjkM29c32jjgtQipYDoFFAELxSViPbcBE/l43ArDEPaboolLXiOTz1Rj5uFHyGzb8/ivkzfPHlrkKcO1SEv772PDpoILsDug3Ak8NDEBJogvfQ1/FCaFcc+mITym7lQzdkOib00sL9mC86tjmJuN3ncOnY73h2+ut4pk06Np8oQca+RpgxO9RqA2mLsGN3Xo3KsHXdQXiXFcHvLyPxwl8CEf9pOm7pfkHv6a9hQFvnFggtJUewdtY6ePwlHIOCe9vU/ezJT6Ixx7bgGBJVp/brEMihbu/kZcrHawGDcLCVGdv+Zw3unzIPfX/5Qtu+0agF+g0fjpCQp9DpyBmMWxaDJ3qWaN4nPNt2hdf3X+JXDwPSzj2IKdNGIpdDn/A1fY9NJwHD6RvoM/IFzftEUepWrNylw4hnB6NrNy+bvvD0oKY29w72DZsFqDqaRlXdSI0GA/z8XbRP32SE0dPPxnFF1Vw5E2uB0WiBn58WU2MFHyYDjJ4VTjdMdHKAv3/5x1ORzKlLiwmGMsBf5l2697RxTFNn+hYLLDQ4NQGePuWjVHXdq+/rnBe3FznVbTX8ugQPTn3CZDTBR25H4IObyWiAWeGIRss+YTFZ7gw5PSFtzlT3BfV9NXVYRbSNaZSmwrSKzESUQEAgIBC4VxGwEaaa6EzvVaREuQQCAgGBQG0REMK0tkiJdAIBgYBAwA4CQpjaAUc8EggIBAQCtUVACNPaIiXSCQQEAgIBOwgIYWoHHPFIICAQEAjUFgEhTGuLlEgnEBAICATsICCEqR1wxCOBgEBAIFBbBIQwrS1SIp1AQCAgELCDwP8DsDekTE79k7wAAAAASUVORK5CYII=" } }, "cell_type": "markdown", "metadata": {}, "source": [ "## Ding Example 1\n", "\n", "> Ding, M., Chen, Y., and Bressler, S.L. (2006). 17 Granger causality:\n", " basic theory and application to neuroscience. Handbook of Time Series\n", " Analysis: Recent Theoretical Developments and Applications 437.\n", " \n", "$$ x_1 = 0.9x_1(n-1) -0.5x_1(n-2) + w_1 $$\n", "$$ x_2 = 0.8x_2(n-1) -0.5x_2(n-2) + 0.16x_1(n-1) -0.2x_1(n-2) + w_2 $$\n", "\n", "![image.png](attachment:image.png)" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "def ding_example1():\n", " \"\"\"Ding, M., Chen, Y., and Bressler, S.L. (2006). 17 Granger causality:\n", " basic theory and application to neuroscience. Handbook of Time Series\n", " Analysis: Recent Theoretical Developments and Applications 437.\n", " \"\"\"\n", " sampling_frequency = 200\n", " n_time_samples, n_lags, n_signals = 1000, 2, 2\n", " coefficients = np.zeros((n_lags, n_signals, n_signals))\n", "\n", " coefficients[0, ...] = np.array([[0.90, 0.00], [0.16, 0.80]])\n", " coefficients[1, ...] = np.array([[-0.50, 0.00], [-0.20, -0.50]])\n", "\n", " noise_covariance = np.array([[1.0, 0.4], [0.4, 0.7]])\n", "\n", " return (\n", " simulate_MVAR(\n", " coefficients,\n", " noise_covariance=noise_covariance,\n", " n_time_samples=n_time_samples,\n", " n_trials=500,\n", " n_burnin_samples=500,\n", " ),\n", " sampling_frequency,\n", " )\n", "\n", "\n", "plot_directional(*ding_example1(), time_halfbandwidth_product=3)\n" ] }, { "attachments": { "image.png": { "image/png": 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" } }, "cell_type": "markdown", "metadata": {}, "source": [ "## Ding Example 2a\n", "\n", "> Ding, M., Chen, Y., and Bressler, S.L. (2006). 17 Granger causality:\n", " basic theory and application to neuroscience. Handbook of Time Series\n", " Analysis: Recent Theoretical Developments and Applications 437.\n", " \n", "$$ x_1 = 0.8x_1(n-1) - 0.5x_1(n-2) + 0.4x_3(n-1) + 0.2x_2(n-2) + w_1 $$ \n", "$$ x_2 = 0.9x_2(n-1) - 0.8x_2(n-2) + w_2$$\n", "$$ x_3 = 0.5x_3(n-1) - 0.2x_3(n-2) + 0.5x_2(n-1) + w_3$$\n", "![image.png](attachment:image.png)\n", "\n", "> dashed curves showing the results for the first model and the solid curves for the second model" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "def ding_example2a():\n", " \"\"\"Ding, M., Chen, Y., and Bressler, S.L. (2006). 17 Granger causality:\n", " basic theory and application to neuroscience. Handbook of Time Series Analysis:\n", " Recent Theoretical Developments and Applications 437.\"\"\"\n", " sampling_frequency = 200\n", " n_time_samples, n_lags, n_signals = 500, 2, 3\n", " coefficients = np.zeros((n_lags, n_signals, n_signals))\n", "\n", " coefficients[0, :, :] = np.array(\n", " [[0.8, 0.0, 0.4], [0.0, 0.9, 0.0], [0.0, 0.5, 0.5]]\n", " )\n", " coefficients[1, :, :] = np.array(\n", " [[-0.5, 0.0, 0.0], [0.0, -0.8, 0.0], [0.0, 0.0, -0.2]]\n", " )\n", "\n", " noise_covariance = np.eye(n_signals) * [0.3, 1, 0.2]\n", "\n", " return (\n", " simulate_MVAR(\n", " coefficients,\n", " noise_covariance=noise_covariance,\n", " n_time_samples=n_time_samples,\n", " n_trials=500,\n", " n_burnin_samples=500,\n", " ),\n", " sampling_frequency,\n", " )\n", "\n", "\n", "plot_directional(*ding_example2a())\n" ] }, { "attachments": { "image.png": { "image/png": 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SJSOGS8UKh0uKdk4bwyXPgqA6p6qGS9+t/w5DHnsMo0aNwqOPPSbI3rdvH4Y8+hjWrV1baTVuvvlm9Lr2Wrz84kuVlvM1U+lwidMCiuRcDJcUfX++8qKycn4pGU/B3RyBvbKcwd0c5r+aoyk5XFI1ZOIwQpWJy6GSqi0K5Jd0BqussXzJO1/DpZyMNKRn5TrjcakeLpFHHy35CI8PGYJx48Zh1PPPC3ZwqXbUiJGgAqHl4i59+cWXmPH22yLrrbfewqZNm7B82TJ3Rf16RllSNTRVKefCT6bMT82vClVRYZ+VjOfgbqlIWnoQDbAVryanCTJ5YBX9NVQk+kdU5iPhDw4e5KMSlipfBNKlCpYddmUHhvnK27y0OViwKwS19n+EN1dmi9dKSktRyhPgFaT8/HyMHDECEydOwIyZ3DowzAk1a+dOcLvJP9560/nM9SKqbhRmvD0De/bsQaPGjfDqa68icXwisv/4w7WoX/eUJVWHQymV85JSlCryUfKLIR4K+6xkHMHdHkTHhAGIN+U4N0gGx/ZFcmJ/xF3dDGcOle89OnbU4V6udTDSzsTLGX5tQ8lnpFVe099BwtCuMGhhyeeyHN/X5ktY/JClkpHPXHHJj13CdIUln3vD5Uu9tLhYTxW4Dh06pCxKgCDIh/9ieo3A1MHxaBcbhd3HHQd58bR80/F88XagvGYbchn6Lzf3we7fd+PLr75C39tuc1JEuB06dsTX//sGcouAO1zXXnut2DA55bUpIlTI/Q88gNtvvx1PPfmUc4Uw0HaV7Sbx8l7brpJYrTwGikvC8oaL3s2SLvnO+fz1Wcm4C+4mCbflbUHSmFQ8NNYhAHTGK7Q4hE1+1Czr7po9gWSINl82FCfspKMaPYll0paV1/LXEy76IkgHOm1ZiYt0yJ7JGy6WpUOeJ1ze6qXFxQOGpDOWli55LX99wcVxfZAiHyVROV/+CwZMWWswal4RXnuyg/MNdzLgC69ZBw6NbunzF7z26msY+sxQrPnic7Rp08YpQ+Sf5AvblfdM8hmvtbjGJyaiUcOG4hnl6c233hJBB4c+/bToxOR78tcVlnyubVeWkfKkxeWrDEmYhMMkYcnnWlzyGct5w8W5IjplXjDJbrcNsttL7X+snmVfvb/UbrcX2GcPm2U/auc1/w7Ypw2ZYt/vvC+1f/H55/b/rlpZli/LBfZbWHjGfubMaSWwLJZC+5nTamAVFVnsp0+fUkIXYZ06ZVYCa+fOHfb333tPCSxH+/rQbvk/2ceOWWG3amRg0aKF9o0bf/GZDvLgu/Xr7S+9+KL96rg4+zVdu9pnzZxpP3myQPCG+ZIePh/27LPOe/ncl1+2mYR15Mhh+7Xx8fYnn3jc+cwXGLIMZYkyJe/1/FLGKet6YMh3//e/b+xffL4mQFhFjp3NCjWUz34ynoK7jb32V8zItSAmZQ6K6vTAMwPjRQ8hexa9tKqaWCMdqvxaCMsxua1mE5pKWJz4DQtXM+nua9tlrf4AmWiHJbPnILTrAAxOiEUYfX8qibvEYd2urF3YunULNm3chJ/TfxZe4pzAfSt5Gvr27eu0FCUdDOU7bsxYcZzF3Hnz5GO/frUT/w0bNsTHK1bgvkGD8Ogjj2LRvxb5da6PSt8WVYsbZAblSdF0mF+89VTYZyXjObhbPA587Qm88fxS4EDckHeQ6lJRmvfvvfceGsTEiKVZ88mTOJqXh8OHDiE3N1d4XvN4Am5e7NatG54dPgw9evSotCPI2Jwh3vv6m68R27SpC0bfb1euXImCEwV48qknRfzxTz9bLZbA7+p/JxYuWoTWbVr7Dswo6ZUDvisZAcpTcLeKeDixpcqtWfgOKApTy8k3jnO1vVlFyn2/4+Qbx8YqlrEFvxSGqVXlb+E7N84uST+ZQ4cPoai4WCzzMij9VW3bonGTxmjSpAmuvPJK8Xv2m+VPaLmQzzyrhb0z9yDxaE3OwQSauBWEbUaLKDKyDu67/37ExMRg5apVePHvf8ftt92GxAmJwgdHzgV6wsW5D5ZRYW2LrTOKwtQ6thV4P67UU71UP/dTyfiGXqW5ptKMVCEMkgPVeVuBSp7J+vr7W7tWLYx/ZTw6dens16scZqcsXoxvvvkGaT+k4Zm/PgNO2sqkR8EQBhXMbbfdhrdnzMDo559Hw4aNcONNN4pY67PmzMaqlaswceJE/PvDf2PS5ElIuP56ifqsXxWdlQSqcuhV3bYVVImSkYwzfn3nAD8uvR+QE1t1OHrRi4sMh0z01D3w559i6JOQkCDIJw/Wr/8OV199Nf7+4ovo3LmzWDlSxpsyJt1z7z1ib1OPnj2dbOPFgIED0OcvfTBzxkwxT9O5S2eMGDECN/fp41zlrPCCceOVA1WiZDiMUHVolfQpENaR1+pUXoC+LRwuqZgAdtTRpsRUVgnrfBxa5Y7rHC699NJLYiKVwzdaJP3vvFMUZRtcG99LDIGaNm2Khx55GFLJsMDilMUVQHLIRHcB6TJQIdPPGw6ZJSxXK+XAgQNo1qyZ8LmZOGkinh76NBbMn4/hw4ajXr16GHTffRgw4F5c2aqVwEq6OFyS7gd+klKhuEo5N8LUVmCt9xsVykViUSEMEpYUVHmv51clrOoSppbHb15zzTWIbRortoW0ueoqJ4v4YW7ekoEGDRo4n1V2oXKY6wkWDyLvfeNNYhL6qaefQp+//AWxsbEi8sHYcePwySefYMXHK8T2BCoZKsXrr78e8fHxqFe/XmXk+5SnUs6rW5jaqrFkFIbJZG/BoYQn4fCpBcsKsbfgqoeKOQtaRewxVIylVcKqLmFq6cx4z4B7haJx10a+Khi+y0lRfjgqOglPsOgx/O26tVi4YAFGjRyFSZMnY/BDgwXpXAV79NFHxR+HeevWrhPn1HCimFsemjdvji5du6Jduzi0at1a3Lds2fKsIyjc8UE+o4XFIaEKK5vydHGFqWXQt38sxGYTcOPQMbgzLhpGmFopOr798uNR8QER2/kIU0uP7xkzl+BwYWM89NJodIsJFr5S5ytMbWVcr6xTaNGiBaZMnYqXX3mlwvzYH7v/EEdLMOwtIzBwlevhRx4Wnd/evXuxdctWbNu2FRs2/IQPP/gQR44cEcNybnpt3LgxGjdpIn4bNoxB3brRYi6odp06iKwTidp1aoshZZ3atVEnMlLIgbdVrcrqxzzKUnUKU6vbknEGfUsoROKgJUhYMQKWwkJYLGqOeuAyIcfwKnYpsxdjT68NH+GtwTzlc56BPYYMX+GpnK/PGZtIhtXw9R1P5c6cVhNx0xN81+ebUxah7fB3MC4kFcPn/4y5iQk4ZT6FIkXHDajkDTdT8iOszJp1XTXiBsuBgwZh+/btWP3pp2jVupWwVnhiX0R4BP45fTrqN2gg2o/L33f064c/c3KEPxCHWfTJOXr0KA4eOCDmcI4dOybOvuEQTcq3lqdUMhw+cRhNC55n9nJVLLhmTSfdtMh5jnatiAiRLybG7Xah+I4fP44xY8dqQZ7Xa91KRgR9e4pRCiKdQd846ceDm195+WVRaTYazVHuzK0ZFAQygUMXMob7NWg685rKhA1HxsvVFk64MZHp9HGQgdyYX79+ffGc75HpbDzBbC5Vip6ijniX+Wxk/nLRg70GFY3sMfgeJ1+ZSA/9JliW+RRK4pVwmccyVDBUNK60UjD4HuvHevI90kplREGRPJCb2JhPE5k84i/zeaQk4fM9fhDkgaSVH5zcbMd89pQy8TlxPjjYYebL51X7a0LWiS64Q5wi3xNdLKthQgKysrKwbv16cHNiUZEFYYzbVbZxVQx9uZGwxIbg4BDhU+VYdnVsbJVD4+LiIoSGhiH3UC4aNWwk+M46ynwOpQXPSmyCz0FBNb3iOpSbi8ioy1Cndh3BRwlL4iLfpVXpiuvyyy9Hs2ZNsSUjA9u2bgO9liMiwhHfq5dTLtN/Tsfu3bud9crZnyNkhP5C9A+i46HE9WNamtPqYVsmXJ+AiIhagq59e/eKXeN8ztS+/dUij3J+5PBh/PHHH0I+mB/Xrp2QaY4gyJOtW7dWi2OeBeG0ruVFoL8M+mYVUMqDvg0aNAj8M9KlwIEI1KsbWhY50oawupFCqGbMMoLde2v90S+M9lbkosj3eRe2p9qeFfTNU0Hj+UXKgXA0DfsFqzLMMGd+gnW4Amqiel+k7LoEq+XVP5u7sIGgjz3zxoLM1E/w3e/AXx5/EHGGhHlm1UWbY8K6pSvwW3FrPDykNxwh/i7ayl7kFbO2q1EjzBFvWlFNvR46MXnyxKuBGvd7xheMRq07oGd8BzQIA7jS8M83pmPV57+iQbeeaFI7AGPJtAVJiXPxw8YMhLXricZntumEacLSxHcQct11qGvSQZ8tBymvJ+Pfn/6EWh2vQ6wlcLpseel4440U/LD2BwTFBQrLgqx1SzDxX3tww83tEMaVvteTkfLpOhRd3hVt6+ZVvG8Q4bkZdeVE4IqO16BnlytADOasVEx5412s3XgIrXt2QVQAg3Jz1iqMf2MVNm7ci6Y9uyDkD50wLduRNHktut7cAcU66LPlpuGNyQux+utstLrxGl10mTKWIemdT/HThr1oeV0XBP0eQB1tJqR9+DoW7IzFzR0bnPX9xfj97ZS+8+qrU4/pEgd/X5bnycizKrz9/jxtmH31wVK7/eiX9mFTvg/oTIujv35v33my1G7P/9I+ZMr3dr0wj/4wy960yUD7zydLdcH6dfEU+1dHS+126xH7HwcLdMH6edoY+w+FpXZ74ff2sdN+CgxW/g772h++tE8dNl+c73N07Vv2aT8cF2f8jB84y/67y32+5rwXb+0YeP5x++yB48X5Qid/nmWf+tWBgGRg5w/fizqd/GGKffza33XD3Dx/oL3pLbPs+XY99BXbv5o2y/4H+Zi/z74//4gOus7YV46fZT9oL7VbN8+yTw2wjoX7N9vXfjVfyBDbzPVbcb333q7qz5MJwMyoTE05Vhp6caUhhisN2c5jOit7yzUvpmOCGHatm74U1919uVi9CBimLQvLt7TBsjfiYYU++qx5n+KpSUlIevFNbDt+TBddnft3x5Rnk5D07BRc1Tc2MFjRceid0BMxZQaKWOlrz8FKQ7HSl7mxAL009/mOBTRXdiu+NyP0xptFyOLIq3ugMHNPQPDjEhIQgzykzNiN2zqE6oJpy1mDtfWHI+kGjuX10GfG7q8/wPTkZIwb/yGOoVAHXeHoHr8PoxKTMeqvm3Bjl8DqGN6iK3pf1wnhYurdVb4zkXGiCwL+dgJqubNfUqxk3K80nI3W2xMzlo59HDkDpuGZjjFuVy+8QZD5mfOex/owK7LT07FjxyldsKzoi2Vvjsf4Nx/GztS9umDt+P43/HXCKIx9bSR+X79PFyxZV670OdYLHSt9dSIq3kcEMGyRsH3/DQaKTjujFiAsxPdXtSVtWUgc9Ca6zFuEhBg9MC1YMuY1hNc5jczvf8Hvpho66LMBrR9D0rhxSE7sjI8+ztYBy4wf1zfGpBfH4aWp3bHj99OBw7JZ6YIHwPX7q4f6blb+tGw+F9eKlYyalQZT2iyktnweD1wdDJM5WNfqRbuhK7BwcDzqRdRGgyYxumBFxRRi6w4TLPt34SBq64JlPZmPIoQg2FqMM0WhOmDZUFzocHx0Xenr2DMKn6zJAsw78eV2ejKdixSJsD3rsc1sQ/bXa1C3a/meJX+wZ8z7ByJGj0H3cDPMNj0ww/HAwlQ83K0lwhGBqMi6OuiLRpvYI9iaZ0Nu5jZEX95MBywbzMcLHLoBBThpjdABy4p8CxWN6/d3FVpXg5U/BatLrqKjf6UhL2MdfthrAoqLUbvtDejbLUL36kVuZjpsbeLRIlwPfWakLV2GrcVNcNcD/fXBsuQi9b+fY39xE9ymC5YFmWl/oE1CB4TDdaXP9d61raro3pyNpYu/RHHL/8MDd3aFww3PP1yZqWuw+1QxioqBtjfegW6RB3XCtCAzfR/axHAo9MsAACAASURBVMchXA995mysWvoljtXvgcED4xGpA5Ytbzs+/u9PKK7fCXcNjEd0oLAsuUjfAcR34zyFq3y73ntrB/WrS1WgZLxVwsg3OGBwoPpyQL2SUTxcqr6sMygzOGBw4PxwwFAy54fvBlaDA5cMBwwlc8k0tVFRgwPnhwOGkjk/fDewGhy4ZDhgKJlLpqmNihocOD8cuOSUjCl9DpI+ywWQhzljUzx7JFu2I2Xp9vJWseUhdekyLF3wHJrdmgJzeY5xdYFxwJa7BUuXrkLy400xfGW2R+otWWuwND3Pme+z7DjfMC7IgUtOyUTH3wV8+Q3yTNtxuG0n545hiykXOTk5zr9ccz00PpiMxJVlG1KDY9B38INofBSYNuuBc+TYZghpVXAgOLYrBt93FfZgMpIGOiIPEI8pt7z9c3JyYa7fDsenPYKUDIei8SQ7VUHjxQTznDiaVy+GtcCjt+dh0vhM3D52qpM085E92Ln/tDhpDygGQmrj9IkdWLxhP6YOdMQgz12XhM9bjUFyXCDuZU5UxsV554AZKU/Pw5DZ7zg7GZJ0ZM9O7D8dCoaSdohACCwnt2PTruMY0i0GgHvZOe/VqeYEXJrOeLYsPN5iEV7LTUYLTw1ky8acGTvx9Lj+Do9V8U4fdJg9H1eiNq6/uze4pcZIFx4Hcj57DtfNjsW8ka2ApjfgTuEp66YeOWuQ/GNLjBvcoTzTF9kpL30BXql3xrs0lYxpHca9E4LkREfUQn8kwWaxiM1/8mxYf941ylYjDthssNh4xnA4gv3pLHTITjWqfSWkqFcy/rC3EsIunKycdSmYteYA7nvpxYCIDg4P138wckCYjZeUcoCRAPzSLoBe2VFK/wUE7NK0ZC6gBjJINThwbjmg3pJRsrpky8tCWtp2Y1n33ErDecGWl5WO9Ey6AFRMpuwtSMvILj9HpmK2cXcJc0C3krHlrsPk+TvQJGofZqVsuYRZefFXPXvlBExKtwIZ/8S4peVnTZszl2HuL8VokLcW76WdrYAufs4YNayMA7rnZMx//gZL8zY4VtAQzzzcVeBioLSUxSlgMKwKwbKKLAgvC/LF6IJhoWEiwBcDnDFQvAzWRSDyutReilJbiQh9K99hvkUDi3F/Q0NCfcLFdxnKVcLX4rLDjhIxGRgioh+SvspwMT5zDdSoQIukkYHLKquXKy4Gr3OF5U+9JC7Gar7l1ltEIDFBvLL/bMjZ2whjxyWgFZpgY3IObIgT81M71m9Csw5X4Fit6/FYvIjyJqInrl+3Hg0bNtTNa8kH17YIhNdaudFeSxz+yKtr8DcGmnNtV28yJAPJFVoKRdA6ykAg9ZLvkEd79mTjqaefFsHwlDW/DkC6lUxwCHAsLxTNE47ib0+nYPbiIfjko4/AGMFxcW0dgdLLJtgYBTEsjE4IjNToCMXJSI0Mdxckokk6njFflj185IiI7tisaVPUDK6J0BDHcY4yX8Aqey6CsleCi1Eki61WCFhl+LW4GKyvpLREhAP1hst8ygxLgQUtmjd30upPvVxx5R7MRcuWl1eE5WO9tDwMCQnG4vfex8vjXyE5CpMJvx0KQxcBsR5CD30JE3qD3iMhBZlIz38avbEGz84uxOKRXTFv7lzENm2Kyy9v4WxrvirbzbX+lbXrwdyDaN3K4TQn3ycsX2VIi+vQ4UOoGxXljMrplMcAeH30yBERubRBg/oB1Usrr0fzjopOslHDhgHVSyuvBQUnsXzZcjz08EMK2z9wULqVjO2MBR2uvxaxrYDrai2CBUCT2FjUr98A/5fg/xJx4FUx3iQHGv+RLZS2em7EoEvLo9hrA6JxEHlNuggFQzxnwntiSL84tAgPQYfthwTqtm3bolPHTujUpbNuUlTKUbWFpZtL5QBK7XYU80jBapJ0K5no9n1wYvx0pGyz4Pcu/YUHpbXYKuL9qqgjTVLG+60sQLorHpbn8ME1cYhUWlKKiFr64w8x1jWHha7B2V1x+nJPE53wGCtbb+IwrcjiOPNXLyzX99v/XzOMn7wQXbAVMXdOhil9IT7GIDx2bzwSx8/BtuidQA+HawBjP1tL1IRHYCxyDifl0MKVLn/uGbuc8coJT28qPFOIoJq0zh3Daj3wGFedMqvC/4qyxHjb1SXpVjKI7oqpc9vBZAKGRDvc7UNCQ4RiUFFJf5heUFCAF0aPxg/f/4ARI0fg+dEVYw2rEAZZJwqpCkElPH48Kj4gwuJ8U1i4fqGX9dT+RncbgrlXm2HCUDiaeiieEQX6I/lNM0y2CESHO0QqjEqhpn7xIngVylfWQ0WnIGGp6KycsCL0d3wSlpBLu7w7/7+6V5ccVQhHdJmC4X1pSQlKFPVitBb45y3Rehn+7DBs3bIVLVu2xKyZs7By5coKr5WUlIhxb4WHAd6ohMU5FfY+KhInyjl5XWUpPLJMwbhgCObzcqVis5WgFGoknbwR804uKAO5pdXItlORVMLyVc59oZv149xidUmKlEzF6tDsqxGkBjQn+vjnLS1ftgw//vijsC6uve5ajH5hNCZNmIiTJ086XyVdvsByvlDJha90VQLCmUW6atb0GjHYWb6yC5V1rAyPtzwOI7hSoiKRN6yXiqSy3QirWtIlFlK8fzMq+OkLjCqhhAomqIYa0L4Ihdlsxhuvv4HeN9+MVZ/8F69NmYLnRoxAo0aNxCqHZARhqfyYqyUsfto+KGXJk6r65WqhGrXAVSR1SkY1LMqUiuSLnPuKh+2vSvn5irOycmo45IJBTDwVqZl44oQYJ9gqS3NmzxZLkov+tQixsQ4/DTba3198EQsXLMTx48fF65xE5sSfisRJZE5Iqkjk16lTp1SAgtVmBet5vpOlqAjFIrKhfkrIG1XDSbYZ205Foiyp4jVlnLKuIhWT94rqqIKeKlEyYlJUwYw7K8hVpcom2HjQ1KKFizBh0sSzrJSE6xPEHMykiRMFrziJrGrij5PIqiYkya86deqoaE+EBIcoWaHQS0x4WBhC6USlIJE3qibZ2WaqFgAoS/4sTFTGCsq4PyuolcEKJe8VfX+V4fE1r0qUjK/IVZR7YsjjaN68OW6++eazwFGgbrzxRnz6yac4cuTIWfnGA4MDBgeqngPKlEza7DnIKDv49lwNlxYuXIhdu3ZhyOOPe+TU2zNniPHp6OdHC9PWGC55ZJXXDFveFiQnjsO4scnIyHNdwTJhaWIysspGasZwySs7KxQwhksV2HH2jS0nFTM+2OfMOBfDJe7RmfraFHTs2BFPPPmEE7frRf369TFx4kRs+PFH5B48aAyXXBnkx/3mlEVoOzwZyS91xKL5P1d4My9tCf72XjoKGPedod+N4VIF/ni7MYZLlXLIhI8/OIxX5vdDSFnnRp+VjIzN4i3thGb+8XwnpBMnTohrTpzR34DJRI++smTKd5Sl/4CcYKWzHRPhvzD6BTRr1gzL/rPcuUztCdeg++8TmwYnTZzknPRzh4v+BXKSWeIiPi3dckmcK1rSd0Ob72u9tLj4jjtYEpenernD9csv6ThzWs3kdllTlP2YkHWiC3pxXj2mJ7pYsssjPdiysHxLGyx7Ix5lOganzKeQuT1TvKuX1+QD25xJL69JiztYgfCatEhYUl617epNhrTteuzYMScsd+3qDw9/2rAB9JeqLkn3cMmcsQRv5wJ5mRvwXZpj+7+9tBSdOjn2rGgnNOvVr+esd926dcU1J86kt2t0dLQzP7peeVk56RcVFSXypydPx84dO/Dxio/BZ5dddpl4XhmuCbRmNmzA/775RpR1h4vLm3KSWeJiYS3dEhcn/aSToDbf13ppcUVGRjoVrRaWxFVZvUiflofde/RQNkkqGOX8LwL16oaWKREbwupGOk8IzJz3PNaHWZGdno4dOxwn+4dHhOPq9u3F23p5zYlaqYS1/AmE15yncwcrEF7XiazjdOyT8qptV28ypG1XlqWCYgqkXlpcPePjwW+wuiTdSiay09NITboLsfUaIrZlI1GvoJo1xf4QFZXkPhOphAjv7X++LXxf5i9cIHb5+oqDx07cc889GDliZAWLydf3XctRmKTyc83z956wVK140D+Ju3vVp3A0DfsFqzLMMGd+gnW4AiG525GRa0G7oSuwcHA86kXURoMmkQI1262mIl8p8oY8UpHYZiphsZ4qEmVcFSzWr6aiLR0q6qZbySCYWwqi0abXzejVxmGJqN4gKf0Hxr4wBtOTkzH51cm49tpr/a7/C2PHiF7s/vvu9/td1xc4ua1qEpnDRVWwuEGyqnwkuo2civa7liElozXeHtcVsJ2G1QYEc6tBZAyueXwYujd07F8rLrYq2yBJ3sghtWs7+HtPWKp8bji0VuVzQxlX5XMjFl6q0QZJ/UqmrJXDY1ohtiwcETdIhpYd+OSvELiW51CA/gMPPTgYy5cvx5NPPYlHH3vMtZhP95zD+ceb/xBDrdeTknx6x1Mh9oiqfG7Yi6mCxQ2SVecjEY3eg4dixJDeYrd9eIt4xLcoj0EV2zEe8jY0NETZBknyRmvNemoTX54TlioLlENrVRYoZVyVzw3rp+r784Wn3sooUzLeEAWaz0nfEc89J+ZTXhn/itgyECgsvvfg4MFCUdGB79dff9UDynjX4IDBAR84oGZA6YJIlZ/Mzz//jDGjXxAa/tu136JV69YumPy7pTnKyTXubWKiI99nn69xbkXwBxrNZJrw2sk7f97XliW/CI8TwHoTtxXI4aVeWHreJ69VbSvgSh4tBhUWCFd0aBWpsEDYAXL+Q4UFIlY1azg83PXwne86thWo2dWvlxa+XyWWjDDXdLg1f/nFl+jauQvuH3Qf7ujXD1+mfqVbwbCyFAa5FWDS5Mno2KkTBtx7L/bs2eM3LymkKhQMEZNfKhQMYXFbgSr3dL+ZonmBvFa1rYC8UaFgSB7bTIWCISzKkgoFQ1iGn4xGeKrycnvmdlzTtRuGlh2CnPLhB0ickKhMKLS0swd6d/67wp/jLzf3wW+//abNNq4NDhgcUMSBKrFkbFarT6sBNKk3btyIBQsW4K4778Ltt90mfF7emTsXmzI2o3fv3mIYoWoGn8MS7Qw+e6Hvfvhe9Eh33HY71q5d6zNbOVRSNSyhv410AvSZAA8FeVhRdTjflSuMNkUHJ5E30ifJQ7V9fsw2U7VSJYaEig4bo4yrknPWj8Pm6pKUzMkwsNdvBRHo3C0OnFUIDglBaWn5qWj0iuT5FvSq3L17N2bOmIFtW7c5j2C4+uqrcfsdt2P2nNkijIqWOapMW8J0Z3Jz20H6xl9wZ7/+ePaZv4J7nfr166clwe01x/WqVjzoH6HMRyKoJkLLIkK4JVznQwZ322NtjviOjiM1JLicjDQcqnUlromLFU56XGEMDlLj2yIdJCUuPb8qh5Kqhkqsj0o5p1zaNd+fHn6peFe3JWPLTUXS0oNogK14NTlN0MReZ+SIEWh1xZVo0aw5OlzdHp06dMTVce0w8N4B4ohMnvvCg6XSNvyIr//3DV4YM+YsBUNgclJURWVdLRkJk8ua365bi5dfeQUjnxuBv40b59zKIMu4/rK30FpFrvn+3AtLRtFZIrRkrFV0Ur2n4G55aXOwYFcIau3/CG+uzBZVJ3+UWTKF6iwZtll1tWQonyqSzWqrVpaMbiUTHNsXyYn9EXd1M5w55NiPxF65zVVXCevk4YcfxshRI4WF8NXXqfhjTzZ+3Z4pTrB7+ZWXxf4j6U6tHTLIa2plefqYdniidV6TH7vW3NTmy/cIR1ofEj4bVV4//sTj+O+nn+CX9F+EYpw5c6Zocy0siYuu6bIn0+ZLXFQcldWL1p0Udv7KHlYLS+LyVi8trgN/HgCCVJ1JpxX5suBuQxIQP2QYWh485AxJG9NrBKYOjke72CjsPu44eIlhORjnSstf7bW2/pJnzHdXf7abtPS0+fI9bf1lW3rCRbxSBrSwAuE1rQVpHUu8/tRL266UFSessg7Hn3pJXrDef/75p1gA4HV1SEqGSzwC4M1JqXgocZKzTvfdN0hEsaN21jJPCos8HpC/zmvtx+HmO5HKhkjkO9prd89c82WZGh5wcejGZe1HH34E0958SwRKmzl7Fm644QZRN+f7mjNn5TN/cQmAZQHP5LUnWN7y5XsM8iWv5Ttqfj0Hd+P4yJS1BuPnFeG1WR0EOm5vkB+zJ15Lus5Fu15KuEIUbXWQPNP7q9uSAXIx429f4NG5U5AQ69BZVCz169UXtEkFwxvZW/NaWgFc5ZFCJp9py7KHofnHpB23amHJ595w0WKQPZY7XPw4+WFws9ynn63G0mVLRQ/6yEMPi+FfVlaWkwb2WHIXrZYWCddbvSQu1ovX9AVh0sLytV5aXDzXWFpIAqCy/8qDu8FWMbgbTOlIWliMWXNHoEVZt8VoFXLTnuSJtn7a+st6avN5LZ+zx5dDCS1/JFxt/eUzLSwtLvJGWhBaWBKXNxnS4qI1K+VJwtLikjC1tGjrpcXFwA7SGpF10OKSz7SwPOFq2KhhlW0tIX5/k24lY8n8HDNyLViXMgcLVqYL/GSeKtd2Np6qiT82lD/u+9ffcAM2bt4kFA5N61v6/AV9b7kV096aJhTjpeYnw+BuiyYvxILJ8xBzfVsR3G1BuglZqz9AJnKxZPYcLE3LFTJAXl/sfjKUJe3H7+/Hpy1/MfvJ6B4uhXccigNfa9l18V137doV/3rvPfz+++9iFzdXx2bPmoVrunfHK6+8gmu6X+O0xi6+2pfXyGNwt/h3kFpezLgyOFCBA7qVTAVoZTeqd2FzaCLNUXf4fH1GM1lPmNqrrroKqV+n4ljeMbzx+uvIyMjAA/ffL4ZXfW/riyuuuAL9+vcXZw77ShPL0YTncEB6I/vzrmvZqgxTK3Bxx7UrUjf3RphaN0yp5BGHShz+qLCMKEsXV5haN4w7X2Fq3ZBS4ZF2jFwhw8+bBjENMP3tf4q3OC+z9ttv8dVXqXg96XVMnTJVzCV06NBBbMbs0rULWrdu7ZwEdYeK80ByktRdvj/PqjJMrT90GGFq/eFWxbk4/948u7SY6yl3Uzu7wDl+UiWWjOowteSJXJXSwx8uE3KyTsUHLWFxXuauu+8Wf3Qm/PqrVHy25jMcPXIU8999F3/88YfYREdLLKpuXTRtGov27dvjrrvuRpPYJmjYsKGoG5crK0wEBljRKg9T6yNdqsPUsv3lAoGPJLgtRquRcDipqjephMX2Z1Il59UpTG2VKBmafaqiGKoQLClMpEsVPHdwKLi397tD/Emc3KlLL+cPP/gAmZmZ2JO9B7/v+h1L/r3EuWJCC4u01a5TB/Xr1cPNffqIYHWRkXVQaLGIFYx60fXA4x65xM7jGYmLSkn660grTWUdZR0C+TXC1PrHNXfy5B+E8tKM3qkqgms51MCvqkbJKA5TG3j1Kr6psiH5MfvSG3KepUuXLuJPSw3nmfLz83H40CF89/332Lljp4imQKVy4M8/kfnrr2JZe+++vWITJ8t7S6SJf5Nfe9Vb0SrPVx2mVhXBvrSZr7hUwlIqm0HVK0xtlSgZMfGkKEym8B2wO7bC+9r4nsrRp4E9vz/L2J5gcRKZJm6gk7VUBtw3xT96R5NnlS2JU8kQH+tA66jEVoLjx4/h8JEjwkuW9PDkv7yjR3G8LNKDJ9rPxXPVcZeEW0RoqG7SyTsOSaTlpwcg3RqoHFRM1gqP4Yv0PBn9SsaWg6X/WIjNJuDGoWNwZ1y0Y27Be8frU/uqWFWSiFQIg4RFIVUhqITnywdEpSQniOXZM02bNUUnSVDZb/Yf2fhl4y8uT6v2lh7fM2YuweHCxnjopdHoFhOsPO6SqhoE2im4w6+is5JwVfmCEZ7DR82Ny7xEdo5/dSuZvB/+g4M3jUFyQiESBy1BwooRwsy3FKoJ+s4YNAzvIENO6OEPd4Fzso7Wg97EVSVaWTExMXpBifcZRpfeuiqSNt6PCnjeYDiCvr2DcSGpGD7/Z8xNTMDx4/lC2ZlPOTyZ60ZHV7D6Dh48yABaAnStWrURXa98YTwvL8/pscod/RyWNGjQQJSlPJw+dcpJUtNmzZzXZ06frhCJIqZhQ+dkOtv96JEjOFFQIDqHJk2aBEyPbCdBy+nTznqQEH/pkcTXDKqJWnVqO8P7+MMfSQ9hkaZNGzfiyitbSdDn/Ve3ktmzuQC9nqKARKLPjWHItzlOH5uQmIhdu7LAU+t5qDRTYaEFERGOg6ctliKEh4eJIUCNGpztDxJDAWltyLL8mLmtoG50XeEOLq0HfuDSyuH5KTzewBsu80kzSkpLUbdulFtcHEqVlHD1KdgrrpMn+fHYhVBIWllHX+ulxXXmTKEYLpGuQOrFYZTkIcP2dut2zTkULEfQtzvEyQ8M+rYaJiSI2OMrPv4YjL/EjYRRdaPER81Vp+Dgmjh86LAjmFkNRpsMdyoZ1qXgRAGKrcVkr7DexGl24Y7JcZPpBCwWxyZMwuUKHcuhRg1YCguFkpF7perWjXbImx2g305+/nExzOQQh/RQluRqzqHcQwA7/7KhOSfXJa3Hjx0X8kC4dBFoEBNDdGBHyvayFFlEHZnfuFFjQU5QUA2x7URuFyGtdH0Qk/UlpeDqD/2tBE4RcTNcnI7IcDYcClPRynk4WjmRdSLBfWlMeUfzQH8oIiL9MQ1jxGZcKuOTBSfFu+8vXnwOZaByVLqVTEhYOKwCig2nioCIYOCWW27BduOkuco5f9Hkug/69vobr4N/RjI4oHvvUpueUfhkTRZg3okvt9OeMdKlxYGzg74ZMnBpSYC32upWMpHxT2NIva2Ys3gXRs0eKpQMT09Lz3RslPNGgKd8nrSWnpXrPLNEL0xzXh7kLJEeWDwFMC0jWwFdNuRkbkFGZo5OuizIzclz0mPO3Y609CwnTNd7T/zW8/ysoG+wIDs9DZk5jvmYwGCbkZlGGDI+ul6YNuQ5+aQHlg0O2XSE44WuupqRlZGuv442E3LzpHQDrvLteh9YewT+lm4lA4SjY98HMWLkg4iLBDydnuYPia4nremGaU5Du879sM2sjz5z5jLM/aUYDfLW4r20XF11zUmdgQ9/B0L2/QfTU3MCg5WXjqThd6PnwBTwc7ZkL8MT07cjypqOMVNTccrl3uFT6k9L+FpWG/TNhnVTx+Jba23snjkSKVnlwu8rNJbLWPAqfkIDHPtPElIyTbphWjLfRddeC2CGPvqyV76J1QUNYP0+Bak5p3TRlZb8KtKtUTj2aRJWZQcGy5KTiuHXdsA987cJ9rp+K673/rSBqrIKlIyWFM+np2lLebuueNLaKeTsbYSxbk5k8wbHkW9D6vzvMOzJuwGbPvp2rN+EZo2BY3Wvx2MJDXXRdeYU0K59a7RscyWQbw4MVkw8xs9dgaQbooQlszvtAJ576UF0TBiAeFMOMlzupU3gG98CLWXCb6aeGJzQFQMSn8aB73cGBKjTk8l4JiEOLZoWIu/MMZ0wc/HB8iN48EmuROmhz4S0DWFoX+sYcO1D6NuiUAddNiCsJeKuao1WLRvjWMGhgGCFt+iLuWtX4VaxnuIq3wewV9e3E1DTnfWSYiXjOD2tnkBTD6GHfkNAgl120toonrT2ZCx+OxSGQGGa0t/Fpo6P4q4WwBmbPvpCCjKRnh+FFmfW4NnZ3+uiq1GzcHw0az5SZi1FVPOaOmBZUFTWrAV5BQgRk/CRiOsEHDhU8f54YEbFWUJT6QPbSYS2dRwoL07MO3q60uKeMnm4W3bqHEzPvgsjrgnSBTMzZR4aPDIU16AYNp30mTO/gSnqSoT8lITk7/bpoCsYUZftw7x/vY9Zs9PRpok9cFjOyASu8r0Jm3R8O57axt/nipVMJaen+UNZhZPW9MHM5zGz+1OxfMVcfJtRiC4tj2Ivxw2up7v5QN+Z8J4Y0i8OLXrfiw4I1QXrt2/24ZW54zBi7iTsW39IB6zyBcImbRvBJKZBzNiYXoQ27Sve1y8PW+1DbQMsElwPxVs3OjoX82k0bufwb/EXmjkzBfP234S5iX0RrgumBceKonAsfTUWv7cCP+fW1kVfaMdBuCUuFvGDB+PEr4U6YOUhdV1bLBo3FMmLBuO3rCAdsCR3Xb+VBCTokHcJVe9vuYTqhVT2Pk9PGz95IbpgK2LunBwQVMdJa+3ESWuhXQfgNh0wW905AuM5xsdRWK9rgatiAqev+73xSBw/B9uidwI9XkR7HbCu/L+W+OfUFGQiEy3/bxTaR+Xo5lurXl0wb1IS8ttZUNDnAfTodQLjNPdq3Aa9NWk0/nK7BdNnpyBiZyauS/yHtxfc5q+f9w6OXTkUC5LX4+r7n9YBMxy9nxmH3jAjbHckElo0RpuA6YvGbbcW4NXkFDTe8wviX5qJNi1/CbCu0bj+uhxMXrAMdbf+gLZj7wicLn7FYQ42un5/7UOydcuV2wby46FX32O73TYICPrYD5iAxQwTIhGtsudUCVMPLJsZJlsEosPL9LMeWBYzzIhApApYzgayCGsmOlIy3/XeWbBKLyxmExARDVk1FchUwtQDy2Y2oTAiGpFOEQi8riphOXnsKpOu986C7i6s7WrUCMtylxPos6pRMoFSY7xncMDgwHnmgHolo3hO5jzzx0BvcMDgQLXjgKFkql2TGAQZHLi4OGAomYurPY3aGByodhwwlEy1axKDIIMDFxcHDCVzcbWnURuDA9WOA5eekslbh+FT18GcvQrDZzsiXrptFct2pCzdXp5ly0Pq0mVYuuA5NLvVsVeoPNO4upA4YMvdgqVLVyH58aYYvjLbI+mWrDVYmi43QvIgFx9lxyPESzPj0lMyMb0xtt0KtHtwJxJHxjtb3WLKRU5OjvMv11wPjQ8mI3FlmctAcAz6Dn4QjY8C02Y9YBxp4eTchXcRHNsVg++7CnswGUkDy0+QM+WWt39OTi7M9dvh+LRHkJJRpmg8yM6Fx4FzS7Fyj99zS35g2Lg50gM8PAAAIABJREFUEdEWnLQBsWUcMB/Zg537T5cd11gMhNTG6RM7sHjDfkwdGCcQ5a5LwuetxiA5Tjq6BYbfeOt8c8CMlKfnYcjsdypEwzyyZyf2nw6FOK9ciEAILCe3Y9Ou4xjSzeEv7U52zndtLnj89Pi120vtF8ufdf8K+5ApP9mtB1fbh4z/1nO9rLvts6etthfKult32Ic0aWKftmK1feWKb+1HrRcPTy6WtvW1HvtXD7M3vWWKffXqj+yrNx/wLAP7V9unffSrM99n2ZEyc0H+Fjl6VIWay/D49ZOZNotFHKsgzyL283WjeHXhAMPL2GwIDg4Hd3wbSXJAvcevwV7JWx9/g8PDeYKBkS50DgQHI9zQLuekFS+9id9zwlYDicEBgwOSA753ym6CuDmAmLFu9ix8u8+E9g+/iMFlE2QSgfF7CXDAloOUfyxEpikc94x9EQlyNv0SqLpRRe8c8FnJuAvixmhLpvQUbLjqGUwdGYns7HzvGI0SFx0HMpd8iMZ/nYIh0XnIPsqYSEa8gouukXVUyGcl4y6IW3QwEBwShk+nv4mwjUB4j2EY0Qo4euQoZs+ahY6dO8FaXIyQshjGDIbFYF9MjN3M4FoM5hVUIwhBNYNQZLEgLLwsv+ya75eUlCA8IgIyiBvf18KyFhUjJCzUKy7iZCJed7gYqZK4GLXQGy4G9WJgLYaO1dLia71ccTFYGPmkheVrvbQ83Ld3L3rffDN69Ogh6nou/rPmfYqnJgHDIkxo9/h4tIoFNvy4Ad99/x1atWqlm9eMXy3Dy2r5EwivCYuT9gyEpoUVCK9Pmc2IqFVLwJLy5NquDDrI5A3XKfMp8W1QpgKpl1Zet2dux6jnRzmjbp4LGagMh89Kxl0QNwK2WYvw2MRJGJEAzBmegry+I/Dt2m/RuEkTdOrUSSgRGaWPQeUZQY+JYUP5gTKSIuM8808+Y74seywvTzxvEhvrNl/QIFYJgr3iOnbsmIAbWwksKhkKoDtatLiOHz8uIhYyLKmk1Z96sawW1+HDh9G8efMKsKg8yDv5y3e84bryyivxww8/nFslg75Y9uZ4JERsQdKM34COCVi3fh26X3MNLm/Z0iMvtfWnLLjWT9Z77969uOKKK87Kl23kTYb4osS1f/9+EfUzOjq6Ai8lLvnrSos7XH/++Sdq16qNevXrVYAlccl3XGFJHPKX+QcPHBCdH6NTyvf8qZd8h7B4vfbbtbj/gft5e96Tz0qGQdxeXZOFhP6FIojbTZZcpO8Arg4Bdmz7A+gegn1HIVZeGB866rIoxMUpWHJXAeO8s9k7AR06dBCK1nvJyktk/5GNxopialeOqTw3KqYQ/9thQvcGu3AQDmVwefMWaNK4iRIZaNu2rRLekGIlMllW9eoKyxFLvLi8gc7zlc+rS2cHcbPBytF3t2cxqs0uzFm4GQ/Ne1Z4UFJD25wnqOurIXtu/qlI1PByyKQXHutosag5/p+wVNHFGMus57lMcUMmocueFViUVgcvjXBs1bBSBkpLlJBB3pBHKhLbTBUs0qWK1yrlnLHjVdVRBc99tmRkELeOfSXaFkjo5riO6/0g4nrL544g4KUlpeUPdFzJ4ZUOEM5XpUnufKDjgsMYOQzUAUa8qhJWzaCazjkwvXT5/n4kEgYPRYLmhZCQYAQHOQLEax4HdKnS8VElLM7tqUoq5Tw4JFhMQ6iiTS8cny0ZfxDZrFYUW9VYH+wtVFkM7C04YasisQcrPFP9YNlKbGLSWkUd9cCwFlthLVFjfZDPqiwGpbAKC5VZ2ZRxVdYseaXq+9MjA/JdPywZ+Yr3X67OhJbavRf0oUR17S1oFamyjFTCCq4ZDLmi4QN7q6xISGgIQmqqEa+IWhHK6FQKK0IdXSotLMqTXdH3p4LxVWLJqCDMgGFwwODAxcGBKlEyHJaoMv04vDlz5owSbtMkpZ+EisT6nTrFMyP0J/LLbBahH3UDs9qsyoaEeoghr4sVTf6TN+SRisQ2UyWblCVVQ3nKuKqhfHFRkbI6quC5GnvWhRIxiaVmtISIamqSchinaihHfqma+AsJDlHKM5em9fmW5n9osMP3xeeXPBSMjFTnQVynTh0PWPx/LB0E/X/z7Ddq1ap19sMAn4SKCWmvBywECN3/1/yyZMy525GWngV3C7c8Wc6sZp7P/1oYb1QLDpjz8tzKRrUgziDivHHAZyVjyV6GJ6ZvR5Q1HWOmpoozVcqpzsXU9vdgW5nFX11Xl2gmKzNJuVKlcHVJ1ZDQsbrk2D5R3j7n4Mqchnad+zlloFjh6hJ54+/q0pdffIkXRr+A9evWV6g820zV0IuypGrodTGvLvmsZHanHcBzLz2IjgkDEG/KgUnTdFlLP0Ldyc9BGnxcXZI+JHSNlonu1jLJa7u9fFwln7GMvNYOS+QzbT6vJQ7565ov3+OQRA6/5DPXspIeT/kSB+snVyrclZVwXOFry8oyQUFBkOayNl/ikr+eYEk4zOf2DIe5zLtzlWxInf8dhj15N2TvE8rVt7LVJW2dtNeSbu0z7bWsN4deciVPmy+vJRzWls+WLV2K4cOG4fSpU3ji8cfx888/Q5bhypscmsr3+Z7EJX8lLMlBWVbC4XPCkUNmmc/nsoz2mfZa4pC/fIf1c4Ul4TBf+772WpbRPqOvVGiIY/sO3z3fyWclU5BXgBAxgxOJuE7AcTlmyluHRQd7Yci1jWEtGy6V2Erw22+/ibppJ8a0E6VyApa9ivROlM/4oizLnkJOimqtEPmMZeVzb7hYTlof7nCx0SUMCZPw3eHSTiBKWllWwvVWLy0uvi/xusMl87R88YQr89dMJ+9Y5lwkU/q72NTxUdzVAjhTJgMnzWb8/vvvAr3kCW8kr7T198brghMnnB+ZfJ+wJFwtr3fs2IEJiRPwVvI0TJuejGf++gzGjH4BJ0+eFLQUnChwypteXp84ccIJS9LlT7207WoymZzWmrt6yWe+8HDLlgwnLFHp8/yfz0qmSdtGMInhkBkb04tQv+wsbcvJYkRjJ5YvX4qPv3CEGOGOau7FYZI9NK+joqKc1b3sssvENbW3tHrkM21Z9hZy4k87aVe3bl0nLDkB5w0XrRi5C9wdLloU0tLxhovvyx4xkHppcfF92YsFUi8tD7t06YI6tWs7eXMuLvKPAtifiuUr5uLbjByB8rLISFx11VWO67K25o3klbb+3nhdNzpabFrVvs9r2Yba+k+dMgW1atcSO5CJa/QLL4BbHJYvWyZoia4X7ZQ3vbyuV6/eWXT5Uy+tvNavX99Jl7t6yWdaHnjC1e2aa0CP6+qSfKakVa8umDcpCfntLCjo8wBizOlIWgqMf6Yvxo8DzJktsLuZY9+K2FUNNbPbhKUqqYRFmlTCUwkLCnnmC+9b3TkC4wFk4Cis17VwvKKu2Xzm86effIJf0n8Ru6J5AgATO41x48YiaWoSHnn00Qqdni91q6yMyjZTD0thA1TGBB/yfFYyiElA8tzuwpqJjnSYMeOfKccQ2bEvyrYyiYk1rtWrSMKUtsM5/6EHJs1TmrPaHiRQeBzGcZgnrahA4fA9mvv80/bogcKjn4zWDA8UTiDvdXuGqsaRLEVFyvxkOBSh1SgtR4lD+8uhz+RJk8Xcxt/+9jfQMmDi8R4DBw3CrJmzsPj9xRjy+BBhMUjLUQvD32tOSNOaUOGtK4bxNRxK0V86XMvz2+P5MtUl+TxcchAcDqlgKquAEAhFm8fYE8kJ1spw+pJHYVChYIiLQqpCwRAW+aVCwRAW/WRUCL0v/KysTHhYmDI/GfKmMgVDOjhMomJ5fvTzQqnw2datW9GrZ7xw5uQhTu/OmyesIhUKhvApS6p4TRmXQ/XK+OpLHif+z/3kv2fK/FQyngEZOQYHzhcH1q1bh+XLluPtGTPw3IgRzpWozp07i7kZDqNozXBu7/333j9fZF6yeKtEyTjMf3XDJe3qg56W4jBClT8Kh0vaGX89dJFfcnVCDxy+ez6HS1raVQ+XyCN36dChQxg96nmMGTsWHTt1rFCE8xw8HW7Z0mViiDR23DjMmT0bR44cqVAu0BvKkqqhKWVclZyL4VKxmu8vUN5o36sSJSOGS6FqztoQwyVFWwuM4ZK26av2+lwMl/iRP/XEk+jYsSPq1KntdE/Q1mzwQw9h+IjnxKN7B9yLFpdfLhSNtkyg10qHS5wWUCTnYrik6PsLlDfa96pEyfDAKp7QpiLRyUjraKQHJid9VcKS/j16aOK7pEsVLDvsUHVgmJ56lZSWohTljpZ6YJE35JE2sdd/Ysjjwh/kxptuxIy3Z6DUXrEMyzdp0gT9+vUTr9KyefXVyfgg5QPQn0hvoiy50hUoTKVyXlLqlheB0qb3vSpRMoIojSevXiKlV6MKOKpg6aXF9X1VdBEO/533VIXtn388Hw8NHgyeZfvugvmYNWsW/v7Siz5NxHfv0UMMocaOHatbsQteK6qnqvaX7a4anoQbyK/vSobB3aZOwLixE/BZlnZTQS5SEschMXECVmU6ntMZr6aiA4sYOUA66wVSQe07KmFx6VIVXYQl3ea19AZyzfAyrOc5TaYtSBo7AUlTk5Ge53D5JQ1BinylyBvyiGnzpk247ba+IozOylUrsXfPHlzV5io89NBDlVY5KysLP3z/vWizCRMnIv/4cUxPnl7pO94y2f6qeK0Slvj+FB196o0HvuT7rGScwd2mD0N64hLn3iVb7hHEPTEVU6cORca81aBTMI9eLFY08cSJNVUTYpysldsKfGFOZWU4EalqEpmwVE0ic+K3yHJuJ/3yDpzGwMlTMP65jpg3/2fBtiL6/ig6T4a8ob/L5EmTMODeAejf/04s+89yRNerh7/ccgtWrFrpVEKe2oxxoMaMGQtuBeDc3Jy572De3Ln49ttvPb3i9TlliTKlIlHGVU0iU55UfX8q6uazkhHB3dozZmRD9LkxDPlle1SCY7sivlU4cj5biPz4eBE7kEcv5ux3uJdrFYR2r4j8qMgQOR+hXWGR15xElr2Y9qPWwpKKwxsujslJG5OEr73m+FoKjTdcHENLnxstLb7WS4uL9Zc+N1pYvtZLy8PsP/7w2UNWhQARRkzHBMRFAuumL8V1d3cWYO0lpcg9eFBc6+E1+fnev/6F3jfdhLQf0pDywQeYOGmisPwkr7lDuzIZIq8H3TcIpSUl+M/y/wifm169emH0C6Mx8rkR2JOd7ex8vMmQltecd5Q+N7KO2nb1JkNaXKRf+tzIemlxSfhkqLz2hIthcUIvxIlfBncTQZVgw6kiIELjK5yx4DksKH4Yc4eUx1m64kpH/B3tMEA2CBklnau0ZqK7fO2wxBMsqTg85V9KuFq1bn0ezvg1Y+nYx5EzYBqe6eg4YIqRQC+/vKVQMv62K+cTNmzYgJdffgldO3fBRx8tRWJiIlK/+RrX/d91WP3pp5iQmOiXDFGJvzB2DL784gtBE/8b/txzuPXWW/HAAw/i8OFD4vnFIENt2rRx1rE6XPhsyTC42ydrsgDzThHcLZLB3TJygdxUvL71eozt1xQmxw5K4SLPndhM2nkL+bHzuWxMKhG5b0M+Y74sS20vXaTd5WtxeMPFnkH2Hp5gyTG2p3yJg5aM7HEkrf7Ui2UlLn5UsnfSwpK45K+WL55w8bmsI6/PRTKlzUJqy+fxwNXBMJWdXFZUXCR8dojfEy+19ad37uL338fzo55H546d8OjDj6CoqFhM7H6V+hXuHTBAWCuvJyWJMtyAK+F6kyHSQFyct1n8QYrTWiWvp7/9T3Tr2hUPPPAAaAX6w2taUHKIo203WS9JH/Fr8yUO+ct8fi+y3eR7vtbLlcelpSVQta2HsPUmjT1SOSgR3O3EJ5izGBg1eygikQMrgmFBQwzpcxrrPv8cqNMBd/Xt4GCoogUOVb4DrJ00RyuvqW+57J21PbRvb7kvRQHUCqH7Ur49PR/Hb9pqXYe7Yvfii//uQu22N6Bvt1iEhYbieN4xcMK1xGbDmTOFOGk+CYYdLigoQG5uLvbu3YcDf/6JPXv2iKXguHbt0L17d7z51ltIuD7Bufte1vyz1avxzdffYOV/V6FbN7lTTuZ6/+VHK3eBy9JUCO/Mm4txY8bizv53YvY7c9CnTx+ZXemvHC5XWsjHTFVbZ4jOsaXgQtwgiXB07Psgzg7uFos7B3b1kZVGMU8coDUjLTpPZXx+rmhZ1Vd8Md16Y4DLN8+e+amnnnKCoBKlW78IYRwVhcZNGgsnuttvvw0079t36HBWJ8B5Clp4VAzkzZ133SUmelV0PL9t3446kZG4/PLLhfUyY9ZMMRFM576/PvtX4UGsqhNxMuESvfDZkvGHPxQOlWFqiVtFT0/zlpNlKoTHUcfyyTp/+ONaViWs8xGm1rU+vKchu3T5MsTHx4uPmFaEr+mLL77A/775H7755mv069cfk1+dLGBweKFXwXB4QzgLFy7CL+npwiqiwx7TsOHD0a3bNXh+1Cis+WwNJk6ahL63OUOmnkU+FwlYLzm8OauAHw84lGdSIefVLUyt7y3vB8PYiMGKTqon01UwnuRTGFQoGMJiHVUNv1TCOj9has8WDh6aFBXpONjLnYI5fPgwMjIysGrlKnEGjBbCu/PeBc+J5rBp0uRJgs/kkYrENiOsacnT0OaqqzDgnnuxb98+J+j4XvFY9916DBw0EM89Nxx33XkX/vfNN249eylLKhQMkauUc4apVcUvJ2N0XKhpORcCVB8kzqGEig+avQUnbPX2hqyuWDa12pQcQ6ESVnUJU8vl9+eff14s89N6GDFyJLh3SKae3XsIK6B5ixa4//770TO+p8zC6s9WO695QVj8cFR80FpYi/61CK8nvX7W3A/lgxsuecjV3HfewfBhw8FT8Abddx8GDLgXV7ZqJejjRC3ndFR0guQRh4QqOkHKkxGmtoIIVX6jgukSgwphkLAo8CqEnvBUwqouYWrDwsPE8nCz5s1EB9HJZYf0pozN4vwXuRIj+eruV+WkqBYW+U5LSZvopySPe23YsCEmv/oquHv7k08+wYqPV2DG22+LOaRbbr0F8b16oWuXruIkPi2MQK5VdKISL+tVncLUVoklIytr/F66HOAQiRsTO3VxOOe5coIfcHVLtHKuu/ZaoTg4XLq1b19h9VLpPProo+KPDoapqV9j3dq1WPLvJWKlrHnz5ujStSvatYsD/ZR437JlS+cZxNWtnueanipRMhyWSM9ZvRWiScrhkorlQpqkHC5J71o9tLF+NEtVnGgn+SV7UD10XaxhamnRqrBEuVrFnt6dhUwr5+MVK7Dk3//GxAkTkZPzJ0aOGulsDiqh2KZN8cSTT4g/wuIS/I4dO7Ft21Zs2PATPvzgQ3FeDRcYKBuNGzdG4yZNxG/DhjGoUycSdetGoX6DBoisE4nadWoLy4lzaZGXRYpr0uZuHstJiJcL+sjQx6i6JP1Khhsn/7EQm03AjUPH4M64aIcwGH4yPrexykm/8+Ink7cFM2YuweHCxnjopdHoFuOYFL8Qw9TGxcVhytSpmDR5stPRjg3JPU8d23cQCqN161Z4+JFH0L9/f9C3h39t49oiIjwctevUER1i3tGjwhfo0OHDOHzoMDjRvX/ffphPmcGwLNyLRSXFP3Z8ronzQlSGHEbVLFtVC6pRQygf5kl3h6CaNQVe5+Hxdrug9e8vvugK8rzd61Yyzo2TCYVIHLQECStGwJSfj39/+G989dWXYi2TGpr+EaV2O8io3IO5KBQTXZyPCEXz5s0EA8i4U6dOCyaBvh41aqBJk8bCkuH5radOn8aRQ4eFJ2lJSakIu3JZ1GVi/GkpsmDnjh2MIQB7aSkaNIxBTIMGAq7VahPnvVqLi0XjNGrcGAyHUVLi2IB14OBBp4ekpIe00p2JTmN0HpONSlOYvQytohMnClBUZBH0MZ+9FhUGr9mTSFd1WmL169UXPZX0h+HeLsf5JzWEZcX3GPaC+Ty5TViCdrtwrCIPWC+m48ePO72DySMewuQITkDencLBgweE/4kofI7+25yyCG2Hv4NxIakYPv9nzE1MEB8We30ex8BeXfbM2mvJC+0zd9cHDxxA02YOGXGXL+Gwuu7y+VyWOXjwoLAw6HvjrqwsJ2FJL1xarR+v+Fg4DnI1in5AmZmZ4OFcDNny4P0PgLGTmG7qfZM4CrRNnTpoGxeH1159Db9u2yYUBr+D9xa/L/hBXJ+v+Rw8PpTWB+l5buQIQSvx0knx++++F/JsKynBtdf2Qv36DVBYeAaFhRb89NNPsNtLQdmnvw9lk2lP9h7HNyTuzv9/upWM2Dj5FDdORjo3TnJpMDs7WygVbkqLvOwy8UFyZyg3bh05fFjsYKaG5sTfmTOnERRUUzCaQcGkdmcePUT5wbMxTxQUiEBr/Nyo/fkxMlIhG4CKhfdSmGmqsvGZuNqVd+yY2O7Ackfz8hDFuEllh50fOHBANDDzuPRHBUKhYk9ywmQSDUZamWrUcPhFUAjOnD4tFB89WplPvUglGhIaikJLIY4ePiIUJfMZtpVKkkMjKhQqLyHkNWsK79ioulGCJ+RRfr5JKBnyjj0ZfyX+I0cOw1K2y5pwWQcqKx6rcPrMGezbuw83XH+DoPXc/GdC1okuuCOW2Hqii2U1TEhAncg6+GjJR2jfvj2KLBZwLxMTecs6kddsQ0Yb5RaEsLINfeRbRHiEKCt5lZ9/XHQKlBFtvoTLFTVHL1/TKy4qacalIj1aWBKXbHcSoM3X4uJwhgpg46aNwmohvQ89/LCQF7YJ25WdrKwXFUvPXvEICwkFLQ9GTaAMEBf50ahRIxQUnBBDuE0bN4GdIemjhzQ7GB7fQfpsthLR4fEdfhvNmjYVPKRscNgl3UY4ed26TWvBw+rwn24lw42TVgGlfONkqy5dsH2HI4JkdaikQUNVciAC9eqGwipQ2BBWN1Lso3122LCqRGrAvoA4oNsZ76yNkxdQ5Q1SVXAgHE3DfsGqDDPMmZ9gHa4Qx32ogGzAuDg4oFvJiI2T9bZizuJdZRsngbysdKRn5uriUE5GGtKzcmX8dt0wzXl5cIbv1kGfKXsL0jKyFdBlQ07mFmRk5uiky4LcnDwnPebc7UhLz3LCdL3X1SgeXu42cira71qGlIzWeHsc97FZkJ2ehswcEdfYw1veHpuRmUYY8hRGvTBtyHPySQ8sGxyymVdWAT2wzMjKSNdfR5sJuXlSus/+/lR8j95aq7J83UoGZRsnR4x8UBxclL1yAialW4GMf2Lc0qzKcHvMy0ubgwW7QlBr/0d4c2U2dMM0p6Fd537YZoYuWObMZZj7SzEa5K3Fe2m5umDlpM7Ah78DIfv+g+mpOYHByktH0vC70XNgijiR0JK9DE9M344oazrGTE3FKZf7snPGPPI98Ixo9B48FCOG9EY0bFg3dSy+tdbG7pkjkZJVLvz+wM9Y8Cp+QgMc+08SUjJNumFaMt9F114LYNZJX/bKN7G6oAGs36cgNeeULrrSkl9FujUKxz5NwqrswGBZclIx/NoOuGf+NsFe12/F9d6fNlBVVoGS0ZJiQ87eRhg7JAHxQ4ah5cFDzh5WW8rbdUyvEZg6OB7tYqOw+/gpnTBtSJ3/HYY9eTdg+//2zjam7SKO459uPBQMK1RxZWLTwBjFysIyNyZ0RnwY28yWjJg5jA8JGYuJZG8kcRGSoZHoC2YiYKvbfOgSH5YQXyx7QxYV56J2IwRtEJIFBwTXCLWl1LVlNKlpga5rulH/VxNf3Kve73933/v9P7+7+/9z117F/PttYJBiHbjyd/KS+X4hv/x/Q4VpI4ayEnD7lGkVVtNm6aPzMU2U89VL07x67BCV5gaqPVMMJdgr7wSr8RfL9zDi2U6jeQsN7YeZvjiqSG5zUxdHzEb0DwSY9bsENa9z5uyfHGqK7FCJ+Ofh0o/ZmHJd8Ojz1OsDAn6FINuAcdNGSg06XF6nIi21vh7Lt1+zK7qunti/p7mWhvGoKIBxldI8yXgYcWajjTagJcs5EjsLOK7N1ZMZ4Bk7z1HrAm81bRDS9Ng/ZLDyRfbrwR8S8y/T68Du1qD3n+eVnotCfq0vVvNF90fYur9E8+BaAa0gK6fMeme9ZEYX4fMwboZp5+32X8peKlaPV3yJ0DxZ5caldZlIHGduxOemnI5s5o3393JifD8tW9cIaTpsVu57oZmtRHZoxPzzOS7g0ZSQ+VMnXd9PCPiVgWbdBNaPP6W7x05ZUVi5Vuws5cT+PchgOsZjylFLXjDNk0whVYYZrkXey0N/MFtURWHydu9+1WOn89RNui0t6DPENN0zwGQ/Z/ssfDMUEPLPr97Oy88Y0dcd4GGyhLRGLkzwhqWVFstxJgacAlq3NgiLytezdDihjyv2BcpMt9v3Lu0i3529aG6GlpvDV5YeLr4b6CqWvqv0b2V9DhvWycextNejFtIM4lrQ4LKf47NP+vj5+j1C/mVVPsvTxg1UNzYy92tAQGuW/u/KOd3aTNfpRkbG1ghordBNHCtmzOkYjyvyCj9v9VCFAonVTLXFtHWcoophCvd1JGanZI+dO4ODCj7v6SVrSwO7BTRL97XQBgwxw2KNnk2Fyv175EA17W29/FIwCttexySgVVJr4L23bThwYKg9ikkzJcytdEcV1uOduCuCeJ98jm075miNsxVN+ClFLL5QAU/tCXKix0bOqIOa9nfjM1NOD1g/wFXSzMmuAR46eFhAU03dkVbq8JF9NQ+zXkeZYv8K2L3Ly5tdNnS/X6b62PuUGS4rvNcCdtZM0XHyK/KHf6D8tb3K/YqM4uU/bE0cf6bMceF+lXLQ7lBw1TP6wuHFJ2DtO3eon/xy0McceeSn88mZTk0RrZCPuVAO+erl+VlEK+jDRw556dCKRSKIez6s0q7LWf5hR6IdK/ifJgLzbpUqVxteubV0NJZOTRGtxXm3KpirDectd4H/i1YeoL+ZAAAAQElEQVSMcWKfTLRjBZMlFg6qVDmTyXLkNUlAEpAEJAFJQBKQBCQBSUASkAQkAUlAEpAEJAFJQBKQBCQBSSBK4B+YgHi+b7H15AAAAABJRU5ErkJggg==" } }, "cell_type": "markdown", "metadata": {}, "source": [ "## Ding Example 2b\n", "\n", "> Ding, M., Chen, Y., and Bressler, S.L. (2006). 17 Granger causality:\n", " basic theory and application to neuroscience. Handbook of Time Series\n", " Analysis: Recent Theoretical Developments and Applications 437.\n", " \n", "$$ x_1 = 0.8x_1(n-1) - 0.5x_1(n-2) + 0.4x_3(n-1) + 0.2x_2(n-2) + w_1 $$ \n", "$$ x_2 = 0.9x_2(n-1) - 0.8x_2(n-2) + w_2$$\n", "$$ x_3 = 0.5x_3(n-1) - 0.2x_3(n-2) + 0.5x_2(n-1) + w_3$$\n", "![image.png](attachment:image.png)\n", "\n", "> dashed curves showing the results for the first model and the solid curves for the second model" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "def ding_example2b():\n", " \"\"\"Ding, M., Chen, Y., and Bressler, S.L. (2006). 17 Granger causality:\n", " basic theory and application to neuroscience. Handbook of Time Series Analysis:\n", " Recent Theoretical Developments and Applications 437.\"\"\"\n", " sampling_frequency = 200\n", " n_time_samples, n_lags, n_signals = 500, 2, 3\n", " coefficients = np.zeros((n_lags, n_signals, n_signals))\n", "\n", " coefficients[0, :, :] = np.array(\n", " [[0.8, 0.0, 0.4], [0.0, 0.9, 0.0], [0.0, 0.5, 0.5]]\n", " )\n", " coefficients[1, :, :] = np.array(\n", " [[-0.5, 0.2, 0.0], [0.0, -0.8, 0.0], [0.0, 0.0, -0.2]]\n", " )\n", "\n", " noise_covariance = np.eye(n_signals) * [0.3, 1.0, 0.2]\n", "\n", " return (\n", " simulate_MVAR(\n", " coefficients,\n", " noise_covariance=noise_covariance,\n", " n_time_samples=n_time_samples,\n", " n_trials=500,\n", " n_burnin_samples=100,\n", " ),\n", " sampling_frequency,\n", " )\n", "\n", "\n", "plot_directional(*ding_example2b(), time_halfbandwidth_product=2)\n" ] }, { "attachments": { "image.png": { "image/png": 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" } }, "cell_type": "markdown", "metadata": {}, "source": [ "## Ding Example 3\n", "\n", "> Ding, M., Chen, Y., and Bressler, S.L. (2006). 17 Granger causality:\n", " basic theory and application to neuroscience. Handbook of Time Series Analysis:\n", " Recent Theoretical Developments and Applications 437.\n", " \n", "$$ x_1 = 0.95\\sqrt2x_1(n-1) - 0.9025x_1(n-2) + w_1 $$\n", "$$ x_2 = 0.5x_1(n-2) + w_2 $$\n", "$$ x_3 = -0.4x_1(n-3) + w_3 $$\n", "$$ x_4 = -0.5x_1(n-2) + 0.25\\sqrt2x_4(n-1) + 0.25\\sqrt2x_5(n-1) + w_4 $$\n", "$$ x_5 = 0.25\\sqrt2x_4(n-1) + 0.25\\sqrt2x_5(n-1) + w_5 $$\n", "\n", "![image.png](attachment:image.png)" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "def ding_example3():\n", " \"\"\"Ding, M., Chen, Y., and Bressler, S.L. (2006). 17 Granger causality:\n", " basic theory and application to neuroscience. Handbook of Time Series Analysis:\n", " Recent Theoretical Developments and Applications 437.\"\"\"\n", " sampling_frequency = 200\n", " n_time_samples, n_lags, n_signals = 1000, 3, 5\n", " coefficients = np.zeros((n_lags, n_signals, n_signals))\n", "\n", " coefficients[0, 0, 0] = 0.95 * np.sqrt(2)\n", " coefficients[1, 0, 0] = -0.9025\n", "\n", " coefficients[1, 1, 0] = 0.50\n", " coefficients[2, 2, 0] = -0.40\n", "\n", " coefficients[1, 3, 0] = -0.50\n", " coefficients[0, 3, 3] = 0.25 * np.sqrt(2)\n", " coefficients[0, 3, 4] = 0.25 * np.sqrt(2)\n", "\n", " coefficients[0, 4, 3] = -0.25 * np.sqrt(2)\n", " coefficients[0, 4, 4] = 0.25 * np.sqrt(2)\n", "\n", " noise_covariance = np.eye(n_signals) * [0.6, 0.5, 0.3, 0.3, 0.6]\n", "\n", " return (\n", " simulate_MVAR(\n", " coefficients,\n", " noise_covariance=noise_covariance,\n", " n_time_samples=n_time_samples,\n", " n_trials=500,\n", " n_burnin_samples=500,\n", " ),\n", " sampling_frequency,\n", " )\n", "\n", "\n", "plot_directional(*ding_example3(), time_halfbandwidth_product=1)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Nedungadi Example 1\n", "\n", "> Nedungadi, A.G., Ding, M., and Rangarajan, G. (2011). Block coherence: a method for measuring the interdependence between two blocks of neurobiological time series. Biological Cybernetics 104, 197–207." ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "def Nedungadi_example1():\n", " \"\"\"Nedungadi, A.G., Ding, M., and Rangarajan, G. (2011).\n", " Block coherence: a method for measuring the interdependence\n", " between two blocks of neurobiological time series. Biological\n", " Cybernetics 104, 197–207.\n", " \"\"\"\n", " sampling_frequency = 200\n", " n_time_samples, n_lags, n_signals = 500, 1, 3\n", " coefficients = np.zeros((n_lags, n_signals, n_signals))\n", "\n", " coefficients[0, :, :] = np.array(\n", " [[0.1, 0.0, 0.9], [0.0, 0.1, 0.9], [0.0, 0.0, 0.1]]\n", " )\n", "\n", " noise_covariance = np.array([[0.9, 0.6, 0.0], [0.6, 0.9, 0.0], [0.0, 0.0, 0.9]])\n", "\n", " return (\n", " simulate_MVAR(\n", " coefficients,\n", " noise_covariance=noise_covariance,\n", " n_time_samples=n_time_samples,\n", " n_trials=1000,\n", " n_burnin_samples=500,\n", " ),\n", " sampling_frequency,\n", " )\n", "\n", "\n", "plot_directional(*Nedungadi_example1(), time_halfbandwidth_product=3)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Nedungadi Example 2\n", "\n", "> Nedungadi, A.G., Ding, M., and Rangarajan, G. (2011). Block coherence: a method for measuring the interdependence between two blocks of neurobiological time series. Biological Cybernetics 104, 197–207." ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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ymQgNDWX06NGVXr/88svLf05MTOTRRx8lOzub/Px8zj333PLXLrroIkwmE9HR0Rw+fLjOurdu3UpiYiJjxowBjFvNHTt2rPGaoulIEiiEEKJFqroOmlKKe+65p9vq1auTevbsab/77rs7FRcX19gjV7GHb8SIEflLly71T01NtU6bNi37pZdeCgX0hAkTqiWPixYt2v7zzz/7f/vtt22ef/75Ttu3b0/UWjNv3rwd/fv3t9UX84wZMzLPOOOMgm+++SZw3Lhxvd9+++2UyMhIW03vRWutevbsWbR+/fpKO4JkZma6fZfOx8en/H3OmTOHtLQ01q5di4eHB+Hh4dW2/qtJfb2Fvr6+5T9fc801fPvtt/Tv35/Zs2ezePHi8tc8PT2r1Vlb3VprYmJiqvU61nRN0XQkCRRCCFGj728bUel5YmJicWxs7AnboPbgwYPWhQsX+p5zzjkFn332WfDw4cPz//77b7/Q0FBHTk6O6fvvvw+aMGFCVn31jBkzJu+f//xnp8GDB+ebzWbatGnjWLRoUeBrr722v2I5p9PJzp07rRMmTMgbO3ZsfqdOnYJzcnLMo0ePzn3ppZc6zJ49e6/JZGLFihXep59+elFN10pKSrL26dPHFhMTc2TXrl2e69ev946MjLTV9F769etXnJmZaSk7brPZ1KZNmzzj4+OLQ0NDSz755JM2V111VXZRUZFyOBwqMDDQmZ+fX+vMjJycHNq3b4+HhweLFi1iz549bn3OI0aM4KOPPuLqq68mLS2NxYsXc8UVV9RYNi8vj44dO2K325kzZw6dO9e93nxtdUdGRpKWlsbKlSsZNmwYdrudbdu2ERMT41bMonFIEiiEEKJF6t69e/EHH3zQ9pZbbukWERFhu/fee9OysrLM0dHRMWFhYSX9+/cvcKeeyMjIEoAzzjgjD2DYsGH5Bw8etIaEhDgrlnM4HOqKK66IyMvLM2ut1c0333y4Xbt2zueee+7ATTfd1DUqKipaa63CwsJsixYt2lHTtT755JPgL7/8sq3FYtEhISH2Z5999kB2dra5pvfi5eWl586du/P222/vmpeXZ3Y6neof//jH4fj4+OJPP/1094033tjt6aef7uTh4aG//PLLnYMHDy6yWCw6MjIy+oorrkgPCgqqFP+0adOYMGEC8fHxDBgwgKioKLc+58mTJ/P7778TGxtL7969GTJkCIGBNQ615Omnn2bIkCF069aNvn37kpdX94o8tdVttVqZN28et99+Ozk5OTgcDu68805JAk8w1VxbtsXHx+uEhIRmubZoWZRSa7XW8c0dh6iZtNXWJzk5mT59qq8Ek5iYWHiiegK3bt1qHT9+fK/t27dvPhHXa0on4r0kJSXFRUdHH/P5+fn5+Pn5kZGRweDBg1mxYkW9YwlbQt2tXU1ttSHfqdITKIQQQrRy48ePJzs7m5KSEv7v//6vUZO0pqxbHB9JAoUQQrQ4kZGRJS25F/Crr74KeOSRR8IqHuvSpYttwYIFO6uWbSnvZdOmTVx11VWVjnl6erJ69epKEzwaW1PWLY6PJIFCCCFEA02ePDl38uTJSc0dR0P07duX9evXN3cYogWRxaKFEEIIIVohSQKFEEIIIVohSQKFEEIIIVohSQKFEEIIIVohSQKFEEK0eHfffXenxx57rMOdd97Z6dtvv/U/3vr+/PNP7y+++KLmFZHrMHjw4MilS5f61Pb6gw8+eELWP7n55pvDevbsGXPzzTeH1V+6blOnTqVfv3688sorjREaYMwI/vPPP8ufz5o1i48//rjR6heNQ2YHCyGEqNm7Iys97VFU6MUSU/VVpI/HrasbtPj0q6++eqCm4w6HA4vF/a+0hIQEn4SEBN/LL7+82v7Bx+P111/v+Nxzzx2qetzlcqG1xmyudde3BpkzZ05IWlraem9vb7d2fKjt8zl06BB//vmn21vMuWvx4sX4+fkxfPhwAGbMmNGo9YvGIT2BQgghWqQHHnggNDw8PHb48OG9t2/f7gkwefLk8A8//DAIoHPnzn3vvffejnFxcZEffPBB0Ndffx0wYMCAqOjo6D7jxo3rnpOTYwJYsmSJz8CBA6MiIyOj+/bt2ycjI8P87LPPdvr++++DoqKiov/zn/8E5ebmmi699NLw2NjYPn369In+9NNP2wDk5+er8ePHd+/du3f0BRdc0L24uFjVFu8tt9zS2WazmaKioqInTpwYsXXrVmv37t1jrrzyyq4xMTHRO3futE6bNq1rbGxsn549e8bcddddncrO7dy5c9+77rqrU3R0dJ/evXtHr1u3zgvgxx9/9IuKioqOioqK7tOnT3RWVpbprLPO6llUVGQaOHBgn//85z9BBw4csNxxxx0MGjSIQYMGsWLFCgCeeOIJbrrpJsaOHcv06dNrjHns2LEcOXKEAQMGsGzZMkaNGkXZDkHp6emEh4cDMHv2bC6++GLOO+88evXqxf33319exy+//MJpp51G//79Ofvss0lJSWHWrFm88sor5fU+8cQTvPjiiwCsX7+eoUOH0q9fPyZNmkRWlrH986hRo3jggQcYPHgwvXv3ZtmyZQ3+nRENIz2BQgghWpxly5b5fPPNN8GbNm1KstvtDBgwIHrgwIGFVct5eXm51q5du/XgwYOWCRMm9Fi6dOm2gIAA1yOPPBL69NNPd3jmmWcOTZs2rcecOXN2jhw5sjAzM9Pk7+/veuihhw4kJCT4fvzxx3sBZs6c2Xn06NG5X375ZUp6ero5Pj6+z8SJE3NffvnlEG9vb9e2bduSVq9e7X366afXujfb22+/vX/27Nntt2zZkgTGdnEpKSle//nPf1I+/fTTvQAvv/zy/g4dOjgdDgfDhw+PXL16tfeQIUOKANq1a+dISkpKfu6550Kee+65Dl988cWel156KfT111/fM3bs2IKcnByTj4+P648//tjh4+MzsOw6EyZMiJg+fTpXXXUVe/fu5dxzzyU52ehgXbt2LcuXL8fb27vGmOfPn8/48ePdWj9w/fr1rFu3Dk9PTyIjI7ntttvw8vLixhtvZOnSpURERJCZmUlwcDAzZszAz8+Pe++9F4Dff/+9vJ7p06fzxhtvMHLkSB577DGefPJJXn31VcDosfzrr7/46aefePLJJ1m4cGG9cYljJ0mgEEKIFmfRokV+559/fra/v78LYOzYsdk1lZs+fXoWwOLFi3137tzpNXjw4CgAu92u4uLi8jdu3OjVvn17+8iRIwsBgoODXTXVs3jx4oBff/21zeuvvx4KYLPZ1I4dO6zLly/3u/32248ADBkypKh3797VEtG6dOzYseTss88uKHv+0UcfBc+ePbudw+FQaWlpHhs2bPAqSwKvuOKKLIDBgwcXzp8/Pwhg6NCh+ffee2+Xyy67LHPq1KlZPXr0qBb/ihUrArZv385LL70EQG5uLnl5eQBMnDix1gSwoc4++2wCA41hlNHR0ezZs4esrCzOPPNMIiIiAAgODq6zjpycHLKzsxk50hhqcPXVV3PppZeWv37xxRcDEBcXR0pKSqPELWonSaAQQogWSala77yWK0sStdaMGDEi9/vvv99d8fXVq1d7K6XqHTentWbevHk7+vfvbzuWOGrj4+NTnrRt2bLF+uabb3ZYu3ZtckhIiHPy5MnhxcXF5cOyvLy8NIDFYtEOh0MB/Otf/zp00UUX5Xz33XeBw4cP7/PLL79sGzhwYHHV2D/77DNOO+20atf39fVtULwWiwWXywi5uLjSZfD09Cz/2Ww243A40Fof1+dTVdk1yuoXTUuSQCGEEDW7eUmlpzsTE4tjY2MbNJHjWJ111ln51113XfjTTz990G63qwULFrS5+uqr02orP2rUqIJ77rmna2JiomdsbKwtLy/PtHv3bo/+/fsXHz582LpkyRKfkSNHFmZlZZn8/PxcAQEBzvz8/PIEbPTo0bkvvfRSh9mzZ+81mUysWLHC+/TTTy8aMWJE/qeffho8YcKEvDVr1nht27at1pnBYCRwNptNeXp6Vks8s7KyzN7e3q7g4GDnvn37LIsXLw4cOXJkXl31bd682XPw4MFFgwcPLlq9erVvYmKiV9UkcMSIEbmfffZZcFkSuH79egYMGFBXtbUKDw9n7dq1DB48mHnz5tVbftiwYdx6663s3r270u1gf39/cnNzq5UPDAwkKCiIZcuWccYZZ/DJJ5+U9wqKE08mhgghhGhxRowYUThp0qTM2NjYmPHjx/cYPHhwfl3lO3Xq5Hj33XdTpkyZ0r13797RcXFxUZs2bfLy8vLSc+bM2Xn77bd3jYyMjB41alTvwsJC07hx4/K2bdvmXTYx5LnnnjvgcDhUVFRUdK9evWIeffTRzgD33nvvkYKCAnPv3r2j//Wvf4X27du3oK44pk2bltanT5/oiRMnRlR9bdiwYUWxsbGFvXr1irnqqqvC4+Li6nxPAM8//3z7Xr16xURGRkZ7e3u7Lrnkkmqzmd977719mzdvpl+/fkRHRzNr1qz6qq3VvffeyzvvvMPw4cNJT0+vt3xISAjvvfceF198Mf379+fyyy8HYMKECXzzzTflE0Mq+uijj7jvvvvo168f69ev57HHHjvmeMXxUVq7Nbu80cXHx+uyGUiidVNKrdVaxzd3HKJm0lZbn+TkZPr0qb4STGJiYuGJ6gkUDZOUlBQXHV3rnBVxiqqprTbkO1V6AoUQQgghWiEZEyiEEEI0UL9+/aJKSkoqdaR8/PHHuwcPHlzUXDHV5ddff+WBBx6odCwiIoJvvvmmmSISLYEkgUIIIUQDbdy4cUtzx9AQ5557Lueee25zhyFaGLeSQKXUecBrgBl4X2v9XJXXA4FPga6ldb6otf6wkWMVQtRB2qkQJ4fMzMyA1NTUrgDBwcHpYWFhlbaZczgc5p07d0bY7Xar1lq1b9/+UIcOHTKaJ1pxKqt3TKBSygy8BYwDooGpSqmqo09vBZK01v2BUcBLSilrI8cqhKiFtFMhTg5aa1JTU7v26tVrW2xs7Obs7OzggoICr4plDh06FOLl5VUUGxubFBkZufXAgQNdXC5X4y3GJ0QpdyaGDAZ2aK13aa1LgLnAhVXKaMBfGStG+gGZgKzyKMSJI+1UiJNAXl6er9VqtXl7e5eYTCbdpk2bzKysrDZVyzmdTrPWGqfTaTKbzQ53FrwWoqHcuR3cGdhX4XkqMKRKmTeB+cABwB+4XGtdbWsbpdRNwE0AXbt2PZZ4hRA1a7R2CtJWhWgqJSUlVg8Pj5Ky51artaSgoMCvYpnQ0NAj27dv77lhw4Z+LpfLHB4evqumXTkOHTrULj09PQQo3+VDiIZwpyewpi7oqn+RnAusBzoBA4A3lVIB1U7S+j2tdbzWOj4kJKSBoQoh6tBo7RSkrYqT3yeffNJm7dq15bdZ77zzzk7ffvutf13nTJ48OfzDDz8Mcqf+H374wX/06NE9AebMmRP48MMPhx5HuBogPT3d/Nxzz4VkZ2cHent7F/Xv339jnz59kvbt29fV4XBU+74ODQ1Nj42NTf7ggw9yPvnkk+O4/FGLFy9m/PjxjVKXaPnc6QlMBbpUeB6G0ZNQ0bXAc9pYeXqHUmo3EAX81ShRCiHqI+1UNLrLf7i80vPCokIv805z9VWkj8O3F37b6ItP2+12vv322zYOhyMnLi6uGODVV1+t2h4azbRp03KAajt52O12PDw8Kh2zWq0ldru9fCxuac+gHSAjI8P83//+t/2kSZNsoaGhh5RSeHt726xWq62wsNArICCgsKneQ2NxOBxYLLLwyMnCnZ7ANUAvpVRE6SDyKRi3lCraC5wNoJTqAEQCuxozUCFEnaSdilPK1q1brRERETEXX3xxeO/evaPPO++87nl5eaZ77723Y2xsbJ9evXrFTJ06tVvZbdDBgwdHzpw5s/OgQYMiH3300dCFCxe2efTRR8OioqKiN2/e7Fmxl6+2Ouozb968gIiIiJi4uLjIefPmtSk7/vrrr7edPn16VzB6E2+44YawIUOG9L7lllvCNm/e7HnGGWf0iomJ6RMXFxe5Y8cOp81m89qxY4fPmDFjepx11lmdzj777LYLFizwveeee8L27dvnOXHiRN+77rorDOCRRx7peMkll/jFx8dH3HXXXZ3KrvnAAw+EhoeHxw4fPrz39u3bPeuKe8eOHZxzzjn079+f0047jZ07d6K15r777iM2Npa+ffvyxRdflJfPz8/nkksuISoqimnTplG2s9jatWsZOXIkcXFxnHvuuRw8eBCAUaNG8fDDDzNy5Ehee+21Oss98MADDB48mN69e5dvJ+d0Orn33nvp27cv/fr144033qjzeqLx1Juua60dSqmZwK8YS098oLXerJSaUfr6LOBpYLZSahPGbakHtNb1bzoohGgU0k7FqSglJcXr3XffTRk7dmzBpZdeGv7CCy+E3HfffUdefPHFgwAXXXRRxNy5cwOvuOKKHIDs7GzzmjVrtgLs2LHDa/z48TnXXnttVtV666qjNoWFhWrmzJnhCxYs2BoTE2MbP35899rK7ty502vFihXbLBYLw4YN6/3ee+/t6du3r+2PP/7wveWWW7r+9NNPe6dMmRLZv39/14cffnggNDT00I4dO9o/8sgjhVu3bvXeuHHjtt27d4e/8847scnJyZbff/89JSQkJPOcc87p+fPPP/v5+fm5vvnmm+BNmzYl2e12BgwYEB0VFVVr7NOmTePBBx9k0qRJFBcX43K5+Prrr1m/fj0bNmwgPT2dQYMGceaZZwKwbt06Nm/eTKdOnTj99NNZsWIFQ4YM4bbbbuO7774jJCSEL774gkceeYQPPviA0s+eJUuWYLfbGTlyZK3lHA4Hf/31Fz/99BNPPvkkCxcu5L333mP37t2sW7cOi8VCZmYmdru9zuuJxuFWn63W+ifgpyrHZlX4+QAwtnFDE0I0hLRTcaoJDQ0tGTt2bAHAVVddlfH666+37969u+3ll18OLS4uNmVnZ1uio6OLKL0VO3Xq1Ex36v3555/9a6ujNuvXr/cKCwuz9e3b1wYwbdq0jPfff7/GAbMXX3xxlsViIScnx7Ru3Tq/Sy+9tEfZayUlJSo4ODhnzZo1ru+++26jt7e3BoiKijqydetWK9DW09PTHhUVtf3ll18OW716ddCoUaNCgdDCwkLTli1bvPLy8kznn39+tr+/vwtg7Nix2UCHmmLJy8tj//79TJo0CQAvL2OY5PLly5k6dSpms5kOHTowcuRI1qxZQ0BAAIMHDyYsLAyAAQMGkJKSQps2bUhMTGTMmDGA0XvXsWPH8utcfrkxdGDr1q11lrv44osBiIuLIyUlBYCFCxcyY8aM8tvIwcHBJCYm1lmPaBxy414IIUSLVHVGrFKKe+65p9vq1auTevbsab/77rs7FRcXlw9rKkuK6lJYWKjqqqMh8dTGz8/PBUbi4u/v79iyZUuSWydWobXmzjvvPHjfffdV6rF/6qmn2rsbS9mtXHePA3h6Hr27bDabcTgcaK2JiYlh5cqVNZ7j6+tbXm9d5crqLqu37Jyq76e+ekTjkCRQCCFEjb4Y/0Wl54mJicWxsbGNPpGjNgcPHrQuXLjQ95xzzin47LPPgocPH57/999/+4WGhjpycnJM33//fdCECROq3e4F8PPzc+bm5lZL7goLC00A7tRR0YABA4pTU1Otmzdv9oyJibHNnTs3uL5zgoODXWFhYSUffPBB0HXXXZflcrlYvXq197Bhw4pOP/30vBdeeCHkscceO+JwOMjNzTUFBgY6CwoKymMeN25c7hNPPNHppptuygwMDHTt3r3bw2q16rPOOiv/uuuuC3/66acP2u12tWDBgjaXXXZZjTEEBAQQFhbGt99+y0UXXYTNZsPpdHLmmWfy7rvvcvXVV5OZmcnSpUt54YUX2LKl5t3wIiMjSUtLY+XKlQwbNgy73c62bduIiYk5pnIVjR07llmzZjFq1Kjy28HHUo9oOLf++hFCCCFOtO7duxd/8MEHbXv37h2dlZVluffee9OmTZuWFh0dHTNu3Lie/fv3L6jt3GnTpmW+/vrroX369InevHlzeddWu3btnO7WUZGPj49+44039owfP75nXFxcZJcuXUrqPws+//zzXR9++GG7yMjI6F69esV89dVXbQDeeeedvUuWLPHv3bt3dGxsbPTff//tHRoa6oyLi8vv1atXzM033xx28cUX51566aWZgwYNiurdu3f0pEmTemRnZ5tHjBhROGnSpMzY2NiY8ePH9xg8eHB+XTF88sknvP766/Tr14/hw4dz6NAhJk2aRL9+/ejfvz9nnXUWzz//PKGhta9yY7VamTdvHg888AD9+/dnwIAB/Pnnn8dcrqIbbriBrl27lsfz2WefHVM9ouFUXV3CTSk+Pl4nJCQ0y7VFy6KUWqu1jm/uOETNpK22PsnJyfTpU30lmMTExMIT1RO4detW6/jx43tt375984m43skuKSkpLjq66k6R4lRXU1ttyHeq9AQKIYQQQrRCMiZQCCFEixMZGVnSXL2AY8aM6bFv375Ka+/985//TJ08eXJuc8TjrltvvZUVK1ZUOnbHHXdw7bXXNlNEoqWTJFAIIYSoYMGCBTubO4Zj8dZbbzV3COIkI0mgEEIIcQopcTixOVyYTQqLSeFhNmF3ukjLK8HhchHg7UEbbw+3l7wRpy5JAoUQQohTSEGJk/Q8W62vp+fZSM+zEeDtQXt/T0kGWzGZGCKEEEKcQpwu91b9yC2yk1fsaOJoREsmSaAQQghxCnE3CQTIt9WeBDqcLtLzbRzOLabY7myM0EQLI0mgEEIIUYfBgwdHLl261Adg5MiRPdPT083HU98PP/zgP3r06J6NE111TpfmndderHTs8vHn1Fi2oMSB0+XC7nTh5+dXftzhcpGaVURWQQm5RXb2ZRay/XAeRSVG0njNNdcwb948wFjsOSnpmHbGq2Tx4sXHtCB0eHg46enp9Rd0Q8X31RrImEAhhBA12j35kkrPTYWFXjvN5uqrSB+HHj98f8K2oauNy+VCa43ZXH9ut2TJkh0nIKRjprXGala8+/pL/OOOe8uPf/HDwlpOgF1pBaXnGpNKrBYz2QV27M7qWzGnZhUR6ONR6dj7779fY9VOp9Otz7TM4sWL8fPzY/jw4W6f05JordFaYzKdPP1rJ0+kQgghWpX77ruvY0RERMzw4cN7TZgwIeKxxx7rsHnzZs8zzjijV0xMTJ+4uLjIdevWeQFMnjw5/JprrukycODAqLCwsL4ffvhhUFk9//d//9chNja2T+/evaPvuuuuTmDsSNK9e/eYK6+8smtMTEz0zp07rdOmTesaGxvbp2fPnjFl5arq3Llz34MHD1qef/75kKioqOioqKjozp079x0yZEhvgK+//jpgwIABUdHR0X3GjRvXPScnxwQwb968gIiIiJi4uLjIefPmtanrfd99992dLrroooihQ4f27tatW+xLL73UDiAnJ8c0bNiw3tHR0X169+4d/emnn7Ypey8TJkzglltu4bTTTuO+2/9BcVERk8aM4J5brgdgQPeOABQU5DP9kglcNOYMxo8aysJffqx07YM5xRTYHGQVVt4VT2vNkw/dw7gzBnHZpAtJPXgIrTV2p4uRI0exatVfHM4txtfPjwcffpQhQ4awcuVKPv30UwYPHsyAAQO4+eabcTqN28q//PILp512Gv379+fss88mJSWFWbNm8corrzBgwACWLVtGWloakydPZtCgQQwaNKh8DcSMjAzGjh3LwIEDufnmm6lv57OPP/64fEu6q666CoA9e/Zw9tln069fP84++2z27t1bXn7p0qUMHz6c7t27V+oVfOGFFxg0aBD9+vXj8ccfByAlJYU+ffqUf/b79u2rs9yNN95ITEwMY8eOpaioCIAdO3Zwzjnn0L9/f0477TR27txZ6/UamySBQgghWpylS5f6fP/990GbNm1K+vHHH3du3LjRF+CGG27o9vbbb+/dvHlz8gsvvJD6j3/8o2vZOYcPH/ZISEjY8t13321//PHHO4ORlO3YscNr48aNycnJyUnr16/3+fnnn/0AUlJSvK699tqM5OTkpN69e5e8/PLL+xMTE5O3bNmyecWKFf6rV6/2ri2++++/P23Lli1JGzZsSA4NDS254447Dh88eNDyr3/9q+PSpUu3JSUlJZ922mmFTz/9dIfCwkI1c+bM8Pnz5+9Ys2bN1iNHjnjUVm+Z5ORk74ULF25ftWrVlhdeeKFTSkqKh4+Pj+vHH3/ckZSUlLxkyZJtDz/8cJjLZfTW7d69m+nTp7Nu3To+/PBDvL292bhhPZ/NmYOflwUUtA/wJKJDEG9/OIdvFyzj469+5LknHq6URJU4XBzILqoWz28/fc/unTv4YfEqnnnpDf5atYpDOcWkpBdQbHdyIKeI3CI7hQUFdAzvxTe/LgYvPz797HOWL1/O+vXrMZvNzJkzh7S0NG688Ua++uorNmzYwJdffkl4eDgzZszgrrvuYv369Zxxxhnccccd3HXXXaxZs4avvvqKG264AYAnn3ySESNGsG7dOiZOnFgpgatq8+bN/POf/+SPP/5gw4YNvPbaawDMnDmT6dOns3HjRqZNm8btt99efs7BgwdZvnw5P/zwAw8++KDx/n/7je3bt/PXX3+xfv161q5dy9KlSwHYunVr+We/devWWstt376dW2+9lc2bN9OmTRu++uorAKZNm8att97Khg0b+PPPP+nYsWOd12tMcjtYCCFEi7N48WK/cePGZfv5+WlAjxkzJru4uNi0bt06v0svvbRHWbmSkpLy9U0mTpyYbTabiYuLK87IyPAA+OWXXwKWLl0aEF26sW5hYaFpy5YtXt27dy/p2LFjydlnn11Qdv5HH30UPHv27HYOh0OlpaV5bNiwwWvIkCHVM6IKrr/++i5nnnlm3hVXXJHz+eefB+7cudNr8ODBUQB2u13FxcXlr1+/3issLMzWt29fG8C0adMy3n///ZC66i17735+fo5hw4blLlu2zPeyyy7LufPOO8NWrVrlZzKZOHLkiDU1NdUC0KlTJ4YOHVqpDpNS+Hl54OflgQICva2UlJTw8rNPsWblCpTJxOFDB0lPO0JI+w51/nskrFrB+IsuwWw20yG0I0NHnFljObPZzLnjL6TA5uC33xay7u+/OS1+EBaToqioiPbt27Nq1SrOPPNMIiIiAAgODq6xroULF1Yaa5ibm0teXh5Lly7l66+/BuCCCy4gKCioxvMB/vjjDy655BLatWtX6VorV64sr+Oqq67i/vvvLz/noosuwmQyER0dzeHDhwEjCfztt98YOHAgAPn5+Wzfvp2uXbvSrVu38s++rnIREREMGDAAgLi4OFJSUsjLy2P//v1MmjQJAC8vrzrrOfPMmj/3YyVJoBBCiBanplt8LpcLf39/x5YtW2qcheDl5VV+Utn5WmvuvPPOg/fdd1+lmQNbt261+vj4lA9627Jli/XNN9/ssHbt2uSQkBDn5MmTw4uLi+u8W/b666+3TU1NtX700Ud7y641YsSI3O+//353xXJ//vmnd0PX4qtaXinFu+++G5yRkWHZtGlTsqenp+7cuXPfoqIiE4C3d62dlpV89tln5GZl8PVvS/Hw8GB0fCy24uJjiqkmnp5e5eMAtdZcdNkV3Pfok3Rv54vJZJw/f/58t+pyuVysXLmyxvfm7ueptXarbMUynp5Hdwys+Hv00EMPcfPNN1c6LyUlBV9f30rlaytXsV6z2UxRUVGtt7Jrq6exye1gIYQQNYr4al6lh+uF54t7/PB9cmM+arv2qFGj8n/99dfAwsJClZOTY1q4cGEbHx8fV1hYWMkHH3wQBOVJQp3Zz7hx43I/+eSTdmVj83bv3u2xf//+ah0gWVlZZm9vb1dwcLBz3759lsWLFwfWVe+yZct83njjjdAvv/xyd1nSM2rUqIKEhAS/xMRET4C8vDzTxo0bPQcMGFCcmppq3bx5syfA3Llza+76quDnn39uU1hYqA4dOmRetWqV/4gRIwpycnLM7dq1s3t6eurvv//e/8CBA9bazvfw8MBut1c7npOTQ1inUNr4ebNq+VL2p9Z+K7Wi+KGn8+N383A6nRw5fIjVK5bVe87wM0bx6w/fkn7kCMV2J+kZGaxP2ka3Pv1ZtHgJ23bsJKeohDVb9rD9cB7FWDmYnlW+xM3YsWN58803y+tbv349AGeeeSZz5swp+5zIysqqNYazzz6b//3vf2RkZACQmZlpxDZ8OHPnzgVgzpw5jBgxos73cu655/LBBx+Qn58PwP79+zly5MgxlysTEBBAWFgY3377LQA2m43CwsIG13OspCdQCCFEizNy5MjC8847Lyc6Ojqmc+fOtn79+hUEBgY6P//881033nhjt3//+98dHQ6HmjRpUuawYcNqvWV78cUX527evNlr0KBBUQA+Pj6uOXPm7LZYLJW6YIYNG1YUGxtb2KtXr5iuXbva4uLi8uuK77XXXmufk5NjPuOMMyIB+vfvX/DFF1/seffdd1OmTJnSvew29eOPP76/X79+tjfeeGPP+PHjewYHBzuGDBmSn5ycXGfyOnDgwIKzzz6714EDB6z33nvvwfDwcPsNN9yQOW7cuJ6xsbF9YmJiCiMiImrtwrvpppvo168fp512WnnCBMb4swkTJjDxnDMYMGAAUVFRtPWrNZcEwM/LwlVTL+WvFUsZP2oo4T16MmjY6XWeA9AzMoo7H/g/rp1yEWgXZosHjz/7IgPiBvPk869y0aSLcblctG0Xwuz/fcdZY8/j9hum8+uPP/D2W2/wyquvMXPmrfTt1w+nw8GZZ57JrFmzePzxx5k6dSqnnXYaI0eOpGvXrrXGEBMTwyOPPMLIkSMxm80MHDiQ2bNn8/rrr3PdddfxwgsvEBISwocffljnexk7dizJyckMGzbM+Ez8/Pj000+rzX52t1xFn3zyCTfffDOPPfYYHh4efPnll7XW0759+3o/94ZQ9c2qaSrx8fE6ISGhWa4tWhal1FqtdXxzxyFqJm219UlOTqZPn+orwSQmJhbGxsaesCVdcnJyTIGBga68vDzTsGHDImfNmrVnxIgRhSfq+s3l7rvv7uTn5+d86qmnDrt7TlJSUlzpsMcG01pzJM9GblHlnkOL2USIvyd+nkf7i4rtTnKL7OQUVe9lbEwmpXCV5idKKdr6WgnyrT1Zdfe276mmprbakO9U6QkUQgjRIl155ZXdtm/f7m2z2dSUKVMyWkMC2ByUUnQI8KKdnyeFJQ5MSuFjNZe/VpGXhxkvDzPt/D3JK3aQXVhCiaP6eoLHy1Whg0prTUaBDV9PM1ZL5R41m93JodxiHC6Nj9VMB3+v8rGHon6SBAohhGiRqk6wONW89tprbd95551K03IHDRqU/8knn7g3UK+RmU2KlO1bytfSK+Pp6cnq1asrHTMpRaC3B4HeR1e7ySu2cyjHvUkmDaU15BU7aOt3NAnMKiwhPc9m/JyZwfhLJ6IAq+XodIfff/+dtm3bNklMpwJJAkXDHdkCRzZDu94Q2heKskCZwSug7vPyDkNOKoTFnZg4hRCiBbvjjjsy7rjjjozmjqOivn37lk/AaCg/TwueFhO2JugZBCiwOWjrZ8ywzSwoISPfVv5aUHBb5v9uLCbt5WEmLMi7Vd4ebihJAoXB5YJtv8DhROgQA5HnQ9UGlL4Dvrq+9jq6DYcz7wOfChPfXC7Y8gMse8l47uENV3wBXnVOvBNCCHGSUUoRFuRDns1Oel5JpVu6jcHmcGF3uCiyOyslgFUV250UlDgrjWUUNXPrE1JKnQe8BpiB97XWz9VQZhTwKuABpGutRzZalKLp/fYo7DH+imLLj5CaAGf9H5TtgWjLg/m31V3Hnj9h1TtGIrjlB0j6DrJSKpexF8Hq92DkfY3+Flo7aadCnBwyMzMDUlNTuwIEBwenh4WFHapaJjs72z81NbWL1lqZzWZHdHT01hMfacOZTIpAbyveHhb2ZBZAlTzQ19NCOz8rJqUwmxR2p8ZiVqSkF5QvDVOXYoeTw7n133LOL3ZIEuiGej8hpZQZeAsYA6QCa5RS87XWSRXKtAHeBs7TWu9VSjXuHGbReBw22L3M6PHza2/03q15/2gCWGbnHxDQCQbfaAzG+PNNsLsxJnv7b5C5CzLq2GN9yw8QOQ5CY4/vvYhy0k6FODlorUlNTe3aq1evbZ6envakpKQ+QUFB2b6+vuWZjcPhMO/bt69rr169tnt5eZWUlJScdNmM1WIiLMiH7NI9iNt4e+Btrf42rBbjjlOAtwdZBSXVXq8qu9C9WcnFdicOpwuTSWGS28K1cucXazCwQ2u9C0ApNRe4EKi4YvsVwNda67JV0xt/RUPRME4H5OyFgDCwlE6rP5wE3/6jcrnV79Zex7pPIXYyLH2xepJYl7oSwDJrZ8MFL7pfp6iPtFMhTgJ5eXm+VqvV5u3tXQLQpk2bzKysrDa+vr7lvYFpaWnBgYGBWV5eXiUAVqvV0VzxHg9vDzPege7tZBLsY6XY7qSoxHn0mK+VzCqJYbHdWfXUGtmdLnanF2A2GTOffaVXsEbu7BjSGdhX4Xlq6bGKegNBSqnFSqm1SqnpNVWklLpJKZWglEpIS0s7tohbG60hdS389R/Y9psxxq4ujhL47f/g/bPhy2vhv2PgvdHww13VE0B3fDKpYQmgO2IvhnOeaNw6RaO1U5C2Klqeu+++u9Njjz3W4c477+z07bff+h9vfX/++af3F1980aDByZ07d+578OBBC8DAgQOjjuW6JSUlVg8Pj/LM5rPPPrPu3bvXq2IZm83m5XQ6LcnJyZGJiYl9jhw5Uml669atW629evWKOXToULvExMQ+iYmJfRyOo3ni+vXr+emnn44lvAZJS0tjyJAhDBw4kGXL6t9BpC7btm1l/OjhXHrumdizDtKzvR8+NfQc1qa2SSD/nfUmOw9klN9qPv/888nOzi5/3aV1rVu3tQbufMI1fbJVPzELEAecDXgDK5VSq7TW2yqdpPV7wHtgLEDb8HBbiQPrjfF1Gdth/9+VX9v7J4x6GHYthuIcCOhojL3LPQC+IXBgXfX6tKt6Pc3lwjeNGcWisTVaOwVpq8Lwv3+tqfS8qKjIa9NXq6uvIn0cpj4+pEGLT7/66qsHajrucDiwWNxPGhISEnwSEhJ8L7/88pyGXL/MunXrthxvDABffvmlf8+ePSuNtdFaq8LCQp+oqKhtLpfLlJycHOXn55fv4+NTaTZEaGhoemhoaDoYi0WXHV+/fj0JCQmcf/751a53LDHW5vfffycqKoqPPvrI7XOcTmeNu2d8++23XHjhhTz55JPlx7w8TFgtpnrXIQwL8uZIno0SR/X/VX303jtMnDyF/VlFdG3rU54cO12aI7nF5NscmE2K9v6e+Hl5VDv/VOfOb0Iq0KXC8zCgaiNMxRhkXgAUKKWWAv2Bal8uoh6rZsGGz2t/feci41GTnNSmiamxDJspCWDTkXYqTjkPPPBA6BdffNGuU6dOJW3btrUPHDiwcPLkyeHjx4/Pufbaa7M6d+7cd+rUqemLFi0KuPnmm4+0a9fO+dRTT3UqKSlR3bp1s82dOzclMDDQtWTJEp8777yza2FhoclqterFixdve/bZZzsVFxeboqKi/O65556DN954Y7UNaA8dOmSePHly98zMTI+BAwcWVOwx8vHxGVhYWLjuhx9+8H/66ac7tm/f3p6UlOSzdevWzbfeemvYihUr/EtKStSNN9545L777ksHePTRRzt88cUXIUopj3POOccxaNCgws2bN3vefffdlocffjg6ISEhed26dd533XVXYGFhoQoODu4xZ86cFF9f37wlS5a0ufPOO9t6e3u7hgwZUuuWdiUlJTz22GMUFRWxfPlyHnroIZKTkzlw4AApKSm0a9eOf/3rX1x11VUUFBQA8OabbzJ8+HAWL17ME088Qbt27UhMTCQuLo5PP/0UpRQPPvgg8+fPx2KxMHbsWK688kruv/9+ioqKGDBgACtXrmTZsmU8/vjj2Gw2evTowYcffoifnx/h4eFcd911/Pbbb8ycOZMpU6ZUivmnn37i1VdfxWw2s3TpUj788EPGjx9PYmIi7fw8efpf/6agIJ/b73uYKyedT//T4lm1Yil5uTk89+pb9Bw/FouCp554hOWLf0cpxaXTrgY0Rw4fZPrkCwgKbsuypYvp1aM7CQkJKC9/Xn/tVb76/BMALpt2NU88ch+pe/cybtw4RowYwZ9//knnzp357rvv8PZ277b2ycadJHAN0EspFQHsB6ZgjC2q6DvgTaWUBbACQ4BXGjPQU5rLZYyjy91fdwLY1Dqf5l6P4Zn3Qv4ROLQJ2veBgVfBh+NqLnv2Y+ByQlA3CIls3HhFRdJOxSll2bJlPt98803wpk2bkux2OwMGDIgeOHBgtdlpXl5errVr1249ePCgZcKECT2WLl26LSAgwPXII4+EPv300x2eeeaZQ9OmTesxZ86cnSNHjizMzMw0+fv7ux566KEDCQkJvh9//HGtCzM/+OCDnYYNG5b/4osvHpw7d27g559/3q6mchs3bvRdt27d5qioqJIXX3yxXWBgoDMxMTG5qKhIDRo0KGrChAm5Gzdu9Prxxx+DEhISklJSUmKCgoIyw8LCit966y397LPP7hkzZky2zWZTt99+e9d58+btKikp6bxs2bL0e+65p/Pjjz/ue8cdd/i/8sorKRdccEH+zTffHFZbzFarlaeeeoqEhATefPNNAJ544gnWrl3L8uXL8fb2prCwkAULFuDl5cX27duZOnUqZVtDrlu3js2bN9OpUydOP/10VqxYQXR0NN988w1btmxBKUV2djZt2rSpdJ309HSeeeYZFi5ciK+vL//+9795+eWXeeyxx8r+nVi+fHmNMZ9//vnMmDEDPz8/7r33XlJSUspf87GasVpMFFQo73A4+OqXxSxe+Ctvv/xvLp9wLl99NpvUfXv4duFyLBYL2VmZtAkK5sNZb/HxVz8S3LYthbajt8xXrl7D13M/5cuf/kCjuXTcWQwadjpBQUFs376dt//7EU88/xq3Xj+dL+fNY3qVBbRPFfUmgVprh1JqJvArxtITH2itNyulZpS+PktrnayU+gXYCLgwlqdIbMrAWzytjeVRSgqgMAOUyVh/r+IaegC2fFjwfyf+du2IO8HsaSSeygTdR0Fwd9i/Fn68p+ZzwkfA2Geqrx8IMP4V4zxdodv+8k+hTZfqZUWjk3YqTjWLFi3yO//887P9/f1dAGPHjs2uqdz06dOzABYvXuy7c+dOr8GDB0cB2O12FRcXl79x40av9u3b20eOHFkIEBwc7PZKxqtWrfL/+uuvdwBMmTIl5+abb65xVkK/fv0KoqKiSgAWLlwYsGXLFp/58+cHAeTl5ZmTkpK8FixYEHDllVemBwYGurp06bI3NTW1R+nYNIenp2fJoUOHQjZt2uSxfft27wsuuKCb1tridDoj2rVrp81m84G8vLz2F1xwQT7Addddl/HHH380aDzjxIkTy3uz7HY7M2fOZP369ZjNZrZtO3ozYPDgwYSFGTnmgAEDSElJYejQoXh5eXHDDTdwwQUXMH78+Jo+K5KSkjj99NMBo0dy2LBh5a9ffvnlDQm3nFIKfy8LhYVHbyGPvWAiAHFxcfz7cSOHX7LoD2675R/lt7rbBAVXq+tIng0NOJwuVq1cwZhx4/Hx9S2tcwIJq//krLHnE9a1G2E9+lBY4qRXdD82Jm/H6XJhNrkzjaJmLpemsMSBSxvL5JhbyNZ2bg0M0Fr/BPxU5disKs9fAF5ovNBOYoWZsPAJOLih8nFPfxjzJHQuHbqx43f4/akTG1vbnsakjNqSs7B46DXWWOqlona9YMzTNSeAYPQinv8i7FgIfiHQZyL41vhHs2gi0k7FqcadHR/KkkStNSNGjMitutXc6tWrvZVSxzyu1eTGF7+Pj095Yqm1Vi+99NLeyZMn51Ys89NPPwWUvZ/g4OCc4ODgnNL6IwFCQ0PT9u7d692zZ8+A9evXVxpvmJ6ebj7eJZ18S5MdgFdeeYUOHTqwYcMGXC4XXl5H56V4enqW/2w2m8vHEP7111/8/vvvzJ07lzfffJM//vijUv1aa8aMGcPnn9d8N6vi9etjsVhwVZgEabPZ8PO00KuDP95WM11CAggL8iHf5EfZhBitNV5WC218rOXL0tTE6dTsySisczKI1Vr5MygoLuJAdvEx70Licmn2ZxeVz2y2mE10DfY+rqSyscic6cZWlG0sqlzT+DxbHvxwN0z/1thqrSkTwLY9YfzLxs4ceYfBw8v9XTpGPgBWX0ieb9zK9QmuvHB0bcLiZEs4IU4hlz08qNLzxMTE4tjY2AZN5DhWZ511Vv51110X/vTTTx+02+1qwYIFba6++upap6qPGjWq4J577umamJjoGRsba8vLyzPt3r3bo3///sWHDx+2LlmyxGfkyJGFWVlZJj8/P1dAQIAzPz+/zv+pDR06NO+DDz5o+/zzzx/83//+F5Cbm1t9RkMVY8aMyXnnnXdCxo8fn+fp6ak3btzoGR4ebj/vvPNy//nPf3a68cYbM/39/V2HDx82d+jQwenn5+fMyckxA/Tr1684MzPTsnDhQt9zzjmnwGazqU2bNnnGx8cX+/n5OX/99Ve/c889N3/27NnVu7kq8Pf3Jy8vr9bXc3JyCAsLw2Qy8dFHH+F01r3sSn5+PoWFhZx//vkMHTqUnj171vRZceutt7Jjxw569uxJYWEhqamp9O7du76PrJoOHTpw5MgRMjIy8PPz44cffuC8884rf93TYsbbaqagQkI2duxYZs2axWcjR+LSHqQeOkJAYBC+fn4U5OcRXGX/4EFDT+fBO/7BTbfdjdaaBT/9wAtvvldrTMV2J4UlThRQUOLAw2zC38vDrR69I3m2SkvbOJwusgrttPPzrOOsE0OSwONRnGuM4TucCOFnQMzFsPjZ+idofHyRe71kvcbA8NuNPXm3/ARL/l1zOZ+24N/RuP0c2NlYiDnygqPrA/p3qPm82pgtxu3igVdC3iFjj+CyuoQQ4gQYMWJE4aRJkzJjY2NjOnfubBs8eHCtkyEAOnXq5Hj33XdTpkyZ0r2kpEQBPP744/v79etnmzNnzs7bb7+9a3FxscnLy8u1dOnSbePGjct78cUXO0ZFRUXXNjHkueeeOzB58uTu0dHRfYYNG5bfsWPHelczvuuuu9JTUlI8+/bt20drrYKDg+0//fTTzksuuST377//9hkwYEAfDw8Pfc455+S8+eab+6dPn55+2223dbvvvvtcCQkJyXPnzt15++23d83LyzM7nU71j3/843B8fHzxf//735Qbbrgh3Nvb23XWWWfl1hXD6NGjee655xgwYAAPPfRQtddvueUWJk+ezJdffsno0aPr7aXLy8vjwgsvpLi4GK01r7xSfShxSEgIs2fPZurUqdhsxiTmZ5555piSQA8PDx577DGGDBlCREQEUVH1r8Zzww03sG3bNgb074+Hhwc33ngjk6+6nsuuvIYbpk2mfftQPvn6x/LyMf0GMOnyaVwybjQAl06bTnTf/qTu3VPrNQ5kF1V6npZnw8dqJjTQu9ZksLDEQV5x9QWu84sdtPW11tqz6HJpsgpLKLa78PQwEexjxdQEt5BVc62PEx8fr8sGorYY2fsg4QNjt4ygbhA1AboMhsAwMFX5A7Aw01h3L6/abj+NQ5ng2p+MvXbBGGP4xzPG7VaAiDPhnCcr985pXfvt2hZMKbVWax3f3HGImrXItiqaVHJyMn36VF8JJjExsfBE9QSKhklKSoqLjo5u7jBalOzCEtLyat9juLFYLSa6BPnUmKQdyikir7jmtb7Dgn3w9qi5czktr7jS7ij+XhZCa1h4u6a22pDvVOkJdJTA9l+N2bmbvz16PGsPrHwTVjZTXFd+dTQBBCO5O/v/YND1xvOATtXPOQkTQCGEEKIp+Ht5kFlQ4taexMejxOFid0YB3h5mShwuvDzMBPl64GkxU2SvfR5SamYhPdv7VesNdGlNTlHlxDGv2EGAlwOfRt75pPUlgVpDQRrYi4zetrWzj/auNYV2vaEk31jMuT5n3GPc+u06vPbbrzUlf0IIIY7Za6+91vadd96pNG5m0KBB+Z988kmty8e0BF999VXAI488Ur5cjJeXFxEREXzzzTfNGVadbr31VlasqLwL1R133MG1117b6NcymxRdg31Iy7dRYHNQ041Ps0kR4u9JRn4JSlHvwtS1cbk0BaVL0NidLvKK7QR4e+Bw1l1fWp6Ndn6e5Bbbcbg0fp4WtKbGiSv7s4uIaOeLxdx4E0pO3tvBGTvh748hbSvkHTSOBXWDzvHQf6oxQxUgczdsXwCpayD9BK+Ja/aAyz4Bqw98NLHusuf+C8JPPzFxtTByO7hlk9vBrU9ycjJRUVHVeijkdnDLJbeD6+d0aQ5UmKULEOLvSRufo50uDpeL/NLbt0opjuQWn/A462O1mPDztNDGx4NtW7e2ktvB2xcYkzAydtZeJmuP8Uj86sTFVZf+U41t3QBuXAR/f2T0PFbk6Q+n39FqE0AhRMvj5eVFRkYGbdu2PaYlMUQL5XIaD7NHqxw+ZDYpOgd5k11op8Tpwtdqxq/K7VWLyVQpKbSYVLUJIc2txOEiw24jLyer0vI+x6LlJIEul/FLWfaL6XQYkzGUgl1LjEkRJ5Nupxs7aZQxmSD+Wjjtati3CtK3Q3AEdBtR/9IrQghxAoWFhZGamkpaWuUVWQ4dOmRxOp2yAGgLlJGRcTRh1xqcNmPYk6vC2DJXlaVgvIPA0vzLlDSXatPBa+F0aYrsThwujafFhJfFjMPlIqug3sniTUYDOSVw/tDY46qn5SSB236BdZ9UHzvXdRjsbYbZGaMeBGWGRf+sv+yYJyH8TMjZC047WLxqX4zZZIJuw42HEEK0QB4eHkRERFQ7Hh0dvUmGbrRM5cM2MnfBLw8fHSZVn/Oerf37qKTA2KvelmdsctC2p3RaVPDmH9v5dfPhBp3z7MV9eejrTY0WQ1jXPOK61blsZJ1aRhKoNSTOq3nyRHMkgBFnQq9zjV/23mONYxWXX3G5QDuNYybL0UYRFH7iYxVCCCHKBHQGe0H95cr88pCxEkWHGOgyBGIvMb7TclLhu5nGxgZVTXoX2tewdp/LBc4SY3OCVuCWUT1p7+/FJ6uMtQVDA71wunSty9IM7NqG2M6BPDQuimd/3lJjmYZ6Yn4ST0yMIa5b0DGd3zKSwIPr6x7rVx9lqrxnbW08/Y2/aGpyRul+ub7tIGxQ9b92Ko6fMJkA+WtICCFEC2PxNLbtXPep++fYiyA1wXisfAvMViOZq803Nxv/9Q4yxhcWZVcvf8HLkLMPQqJqThhPASaT4rJBXbhs0NE7f/k2B1PfW1Vj+XNjQgEY3rMdsZ0DSNxf55rfbvvXT8k8dWEMMZ0atJ000FKSwE3zGn5OUDcI7Qfx1xnbmjls8P0dcKSGiWsj74fe51Vf8FlrIyn0Cji2uIUQQoiWJvoiWP+Ze50jNakrAayopl7CMj/effTnEXdBzEW1l9XaiFVrY8eqk5ifp4UXLu3HfV9urHS8a1sfhnU/unVdaIC3W0lgfHgQVw3txrtLdpF0sObyDqeLQznFJ2kS6LQbu2+4K2aSsaVZVRZPuPBtSFlmjIkI7g5dh9Y96FUpSQCFEEKcWvxCoMdZsH9t9UQtqJuxisaJtPJNCIuHrT9X7qH08AF7YeWyHj5wyX/Bpx0Uphs5gncb8Gp4gtNcIjv4E9ctiLV7jM/ebFLccXavSjuKjIoMYWFy/eMJB4cH0z3Ej39f0g+XS/PPn5L5a3flnOnecyM5o1fIMcXaMtYJ1BoOb4akb42evPwj4OlXPTk8bTrEXSsDU08xsk5gyybrBIoy0lZbrmrt1OWsfPerpNAY+6cULHketvxYvZKWymSBwTdB/8urv+YogV2LjDkFYfEQ2vfEx1cDh9PFoq1pZBbYGN6jHV2CfaqVWbTlCC8vqH394lGRIdx2Vi+slqM5T4nDxc+JB3l/2W4AHpsQzaDwyhNDTr51ApWC0FjjUVFJIeQfgoCw2nfQEEIIIURlVYc/WSskISPuMsbzNWTcYHNyOWDV2xASCZ0GlB5zwYpXIGn+0XJrZ0OXwTD0FmMJtmZkMZsYE92hzjKjo9oT0c6XD1bs5nBuMUMi2nL5oC5sO5xHaKAXHWvYK9hqMXHhgM6MjmpPamYR0Z2O725my0gCa2P1MW7rCiGEEKJxmD1g8I3Go8y23yDpOzicePSYpz/0uxxiJxvfxy4X7P0T9qyElKVQ3DgTG9y24jWY/F/I3Q9fXFlzmX1/GevwXvKBMV+ghQtv58tTF1buABvYtf6ZvgFeHkR38jju67fsJFAIIYQQTa/3WONRNkSsph1FTCYIH2E8Rt5nHCvMNIZwOYqN280LnzSStKaQuQsS/lt/D2ZRFnx9EwydAYFdjB5EUSNJAoUQQghhaOh2cj7BlXvcJrwGyfMhbSvsW924sYH7t7AL0uD3p42fO8TAhW9Vf29aG+sh+rStfLu8FZEkUAghhBCNwy8EBl1v/LzvL/jrPeP2bPgIY+JGlyEQ0Kn6ealr4ef7qm9t1xgOb4alLx7tvQRjebgf7ob0bcbEkxF3Qp8JjX/tFk6SQCGEEEI0vi6DjYc7wuLg4v8Y6wanbzNWAwmLh8+nNM7Ywy0/QMf+0GO0MSZy5VvGdcCYeLL0ReNRFrfLCdl7oWM/iLm4+sTVY5F70LhtHhTe8B7XJiJJoBBCCCGaX9seMOqBysfGPmP02LkcNZ/j3xGmfg4b5sLqWXXXv+ifxqM++/46+vOO341Hv8tg2K3GLeSCNPAOdn9h6+Jc+OPpo/WGDYJz/1n3OsYniCSBQgghhGiZOvaH8a/A709CQXrl1wI6wwUvGb1qsZONnrutPzVNHBv/Zzyq6nc5xF1T+5jCkkKYP7PyAt2payDhQ2PiSm1cLtj2i7GtbodYiDy/SXZTkSRQCCGEEC1Xx34w5TPI2GH0qhWmg9UPug4DDy+jjMVq9CL2GQ+/PlL3lnaNaeMXsGMhnPMEZO40EtXAMGPso08wrJ9T8w4tGz43FrYOP73metd9AgkfGD9v+xWWvQTX/9bovYeSBAohhBCiZbN4GrN869MhBi772Bjvl7IcNn/T9LEVZsD826of7z/VSPZq8+vDRi9fv8vgwDpj15Meo6F99NEEsKI5l8DZj0NxDnQa2CjrILq1/5pS6jyl1Fal1A6l1IN1lBuklHIqpS457siEEA0i7VSIk4O01SbmFWBMKhl6C7Tt2Xxx1JUAljmcCAseM5LVfath8XPwv+k1ly3OhR/vgd+fgrnT4MiW4w6x3p5ApZQZeAsYA6QCa5RS87XWSTWU+zfw63FHJYRoEGmnQpwcpK2eQBYrXPQO7FgAaVtg1+LqM42HzYTuo4wkzOprjO1L/gHshcYkkLyDzRF5/eyF8M3NMP078G5zzNW4czt4MLBDa70LQCk1F7gQSKpS7jbgK2DQMUcjhDhW0k6FODlIWz2RLFaIusB4nHEP2Itg+wJjEkmXIdCl9OMdctPRc2ImHf05KwX+d3XlOv1DjZ1SnCVNHn695lwKw2+DqPHGji4N5E4S2BnYV+F5KjCkYgGlVGdgEnAWdfzCKqVuAm4C6Nq1a0NjFULUrtHaaWlZaatCNA35Tm1OHt4QPdH98kHhcPMSKMo2loYJ7g4ms/Hahrmw6p2GXX/qXPjuFiOJbAzOEmPSiL0Q+k9p8OnupI01rWioqzx/FXhAa13nUt9a6/e01vFa6/iQkBA3QxRCuKHR2ilIWxWiCcl36snIuw2063U0AQQj6brifxB/ndHTOGwmXDq79jrGPQ8BHeHSj9xfLFq5kab5BBs9gcfAnZ7AVKBLhedhwIEqZeKBucp4U+2A85VSDq31t8cUlRCioaSdCnFykLZ6KvHvAHFVbhdf9yvMvuDoAtdKGQli19IOX68AOO85+LnKwtg1OfNeCBsM6z6Grb/UfAt66K3g6XdM4buTBK4BeimlIoD9wBTgiooFtNYRZT8rpWYDP8gvqxAnlLRTIU4O0lZPdR5ecOU8Y7JJYQZEjKy+fV6XITDyfljyfM11KJMxNrH3OGOs3xn3GA9bnrEzSvIPRrmO/aHn2cccar1JoNbaoZSaiTFDyQx8oLXerJSaUfp6Pfu0CCGamrRTIU4O0lZbCe8g4zZxbZQybiH3HmcsNp13wJilHNgV8g+Dp3/NvXue/nDmfcbj4AbwCjyufYiV1lWHIpwY8fHxOiEhoVmuLVoWpdRarXV8c8chaiZtVZSRttpySTsVZRrSThs+n1gIIYQQQpz0ZNs4IYQQ4hS1Z89G1vzvLYJ+XVN+LCvYimlYHCOueoD27WRpmdZMkkAhhBDiFJORtZ8/P/w3Pj8tJ6jKa0GZJfDjSjb9eBExH39BaKdetdaz/+B2igpzCA8fgMUsKcOpRv5FhRBCiFPI6j8+I+3NN/HJLa637Obpl5P6wjPk7dxG28i+7Fm3jLwNfxMYGUvB3t0E/bUNk0uzB8hsZ0WHhRIcN4yRl96Fh8WKS7swVVjLzqVdOF1OPMwe5Jfko5TC18O30jXLyvy9dB6Fuen0G3UJVqsPhSX5BPu1x8PsAcDBwztJWvwN3m3bM2j01PLjNXFpFzt3r8PT25cuoZGo45gs0ZrIxBDR7GSwecsmbVWUkbbacpW1079+/IC8V948oddOH9yTLhMuJeufz+NVfHR9a6dZ4TIpsgb15KKH3+dQ6lbWffgSPn9vxcNec+6R386XyP/7F9t+/QKfn/9ElRbLierEuc/PwdcnsLxsbnEOGWl78fMLZvED1xK8K738NceMqZwxfgY+Xv5N86ZbsIa0U0kCRbOTL5aWTdqqKCNtteUqa6e2onwWXTcBj7Sc5g6p0RWMHMjE//svBw5sY+2MafgU1r35kc3TxID/fk6n0Npvd5+KZHawEEII0Qp5evsRdf+Tx7V2XEvls3Qdu3esZc09N9SbAAJ42lwkX3k5q37/pM5yTpeTRd++zlePXsH8d+7jUNa+OssfK5d20Vwdb7WRMYFCCCHEKSR84JnsnXge9u9+xtkllD4z7iNs8ChsWRk4tIOEKRNw1r+FeIujNOyacSMN3SCt4NlX2BwUSvTAcziQsZu2bTrhZfHiSPoeNv7+P46sXkqHjftpA8AWNn/1O5uBrB4hWKMiOfvmpyvdhm4orTW/ffpPCn/5DWV34DF2NOde+2SLmGjT/BEIIYQQolGdPuNxEjtH0PfCazGZzQB4BbczXvt+KUvvuAJ27mnOEE+oQ/c/wKHSn4v8PMgNb0fQtsNYS1x0qOWcoJ1psDONBVm3MfHJ2axZ+j/yMw4RENqV6LixLPvyVQo2bcTULYy4yTPo2qF3jfX89sHjWD7/gYCyA3N/5oesTC66751a47U77fy1+HP2zJ6FckHYNTcy9Kwr65wccyxkTKBodjLOqGWTtirKSFttuY6lnWqXC1dREY6CfJJ//pysv/7EnJWL/ciRSuXMnTpCgB9q224cLkejxOs/dBjFmWnYt+1olPqamlaUT1KpTWpXHwLjh+BhsdKm70CGDLmYlC1/kXLHzBrPzTt/GBPveoMjR1JIXPYNTu2i55CxHEhcTcnL1XcPzDmtB+P/+SlWD88645CJIeKkIl8sLZu0VVFG2mrL1ZjtNCd1N9sXfoUzPYOek66ibY/o8tcKM9PI2JWMX2A7vIPasvm3/5G7bAnYHXj0iyG4ex8Or1+FMy8PD7sLx64UyC8oP98VHEjnG2YQPfZywLhV6ioqwl6Qx4pXHoK/1leKxTx8MM4//6ozXnPXLiiXi67Tb8Lavj1bHr8fcvIa5bM4Hvl+FuxWk7EuYx2cZoXZ6V4uln/xaM658Sl8LD7YnXYO7E8mvFv/SmUkCRQnFfliadmkrYoy0lZbrpbaTrXW5Wv2aYcDzOZa1/DTWrNr+U+kJa8nsEt3ep01CZPJzB8PXoPakFz9BKXo8viT9B4xvnI9LhdJ8/7L4fdmoWlZEzEaU5GPGaxWxs79A6vlaO+gzA4WQgghRLOrmPApi6XORZyVUvQ44wKG3vQIfcZNxeLphcnDg3NemoPXuLEoKtQVGEjnBx+ulgACKJOJmMtupMP99zUwVlOla7R03oVOvLOLWPvLx8dch0wMEUIIIUSLdvo9z6Fve4qS/Dw8g9u6dU7M2Cn0HHoeq997hpIVf6Hy8mss59muPQEXT6LXmMmYTGbWvP8cjsUrcBYVNuZbaDJH5n+NvuCGY9olRZJAIYQQQrR4ymp1OwEs4xnQhjPvfRF9jwatyT+cSsKsf6H/3ojTx4vO19xI9Liplc4Zcc+/4R5YcP9VmP7eXH7c2a4N4VfdxOGt63GV2Og5cgKpq/4g/8ef3I4n6vV32frEg+jMLPfi9/TFZiuos4zfrsNs3bCIqAFnuR1HGUkChRBCCHFKU0qBUvh37MroJ6vPvK3JyMfeYt3nb1Kwdzd+Eb0YePktePj60fuCKeVlOg87i5xLryfx6/9itjmImnwNtpIiEmdeX62+4JtupHP0IDp9sZCl5w6pf6Z1XF+G/+sDNn//MUfefKPWYq5e4XirumcM10YmhohmJ4PNWzZpq6KMtNWWS9ppy1Kck8nyx2/FvHkHjgAfOlw5nX6TjiaGzhIbSx64Fr1pK5ROXnF27UiPaTdyZOsGArv2oM/5V6BMxtQNp62Yv997jvz5P+DSLuOYvw8RM++h19mTKl1bZgeLk4p8sbRs0lZFGWmrLZe005ZJl5SAyYSy1HzjNWfPDtJ2bcYvqAMd+g5ClS7sXZesXVvI2r+Lzv2H4RkQVO31hrRTuR0shBBCCNEElNVa5+uB3XoS2K1ng+oM6h5FUPeo4wmrnCwRI4QQQgjRCkkSKIQQQgjRCkkSKIQQQgjRCkkSKIQQQgjRCkkSKIQQQgjRCrmVBCqlzlNKbVVK7VBKPVjD69OUUhtLH38qpfo3fqhCiLpIOxXi5CBtVbQU9SaBSikz8BYwDogGpiqloqsU2w2M1Fr3A54G3mvsQIUQtZN2KsTJQdqqaEnc6QkcDOzQWu/SWpcAc4ELKxbQWv+ptS7bCG8VENa4YQoh6iHtVIiTg7RV0WK4kwR2BvZVeJ5aeqw21wM/1/SCUuompVSCUiohLS3N/SiFEPVptHYK0laFaELynSpaDHeSQFXDsRr3mlNKjcb4hX2gpte11u9preO11vEhISHuRymEqE+jtVOQtipEE5LvVNFiuLNtXCrQpcLzMOBA1UJKqX7A+8A4rXVG44QnhHCTtFMhTg7SVkWL4U5P4Bqgl1IqQillBaYA8ysWUEp1Bb4GrtJab2v8MIUQ9ZB2KsTJQdqqaDHq7QnUWjuUUjOBXwEz8IHWerNSakbp67OAx4C2wNtKKQCH1jq+6cIWQlQk7VSIk4O0VdGSKK1rHIrQ5OLj43VCQkKzXFu0LEqptfI/uJZL2qooI2215ZJ2Kso0pJ3KjiFCCCGEEK2QJIFCCCGEEK2QJIFCCCGEEK2QJIFCCCGEEK2QJIFCCCGEEK2QJIFCCCGEEK2QJIFCCCGEEK2QJIFCCCGEEK2QJIFCCCGEEK2QJIFCCCGEEK2QJIFCCCGEEK2QJIFCCCGEEK2QJIFCCCGEEK2QJIFCCCGEEK2QJIFCCCGEEK2QJIFCCCGEEK2QpbkDqOrA9mwO7MjGYXOiAbTGadcUF9pBg9nDhMmk8PA0o7VGu8ClNcooitYaD6sZAGVWmEwKZVI4SpxQ+rqnrwdevh7lr5nMxutmDxNmiwnt0jjsLlxOjae3Bd82Vjw8LTgdLkxmhZefB97+ViwWkxFDab0msxGbEEIIIURL1yKSwNStWWxetp+cI0XNHcpxUQpMZgUolKnsmPGz2WzCZFZGomhR5c9dLo2jxIWH1YSnrweePhbsxU7sJU4cJc7ypNLD04KnrwWrtwWTSeGwu9AujdXLjNbGdc0Wo26TyYTL5cLl0Jg9TFg8TJWDBMpSVZNZ4enjgcmsypNqrTUAVm8Lnt5G8ms8NE67C6fDicupsXiasXpaMHsozBYzFqtxnZIiBy6nBlX6/hXYbU5shXaK8u2YTIqI/iEn4p9ECCGEELVoEUmgw+Y86RNAMHoinQ4NRh9mFc4THU6L5R/sJUmgEEII0cxaRBJossgt1NakKL+kuUMQQohWQWuNrdCB0+4CZdypMZlNeHia8fA0Y/EwoWQYU6vVIpJAs1nmp7QmjhIX9hJn+dhNIYQQjWfX+jTSU/PJyywmIzW/3vIWq6l86I7JYiodNWQ8R5UOHyobSqTA4mHC5QKT6ejYe5NJoUrHxRvj7Y26y4YcqdLzy8YiKUX5UCYff+vR4UMmUKUXNa5lxsPbjLefFQ9P89GYlMLpcGEvNu6ylY3vN5kUltIEV8bo169FJIEmS/Uk0MPTzIAxXTGZFGZL6bg1izLGpNldOOwu4x/dZPwylE3OKBtjZzIrFOBy6tLxaybQ4LC7cNid2AocALhcxutmiwmH3Zg8okyl4+vMiqK8EgpySnA6XFhKyxTl2ynOt6NdGpQRA5TdChbuKM634xEsSaAQQjS2tH157NmU4XZ5R4mrwrNTY+iSkXxaSnMIE2arCYvFBEph9jDh6WOkP44SY8x7WVIKYPU0Y/U+mh5ZvS3GpFGt0a7SyaCl/wUjf7B4mDB7mDFbVHkOUTbZ1OlwYbc5sRc7cdidmC1GT6zZbAKTkReXJcAmiwmrpwWNpqTQgcNh5Dwms8LL1wOrl6XShFQ0WKxmAkO8j+lzahFJYLswP8ZeH1M+ccLT13JS9hKVJZGU/jJpl/EPVJZoGg9j1rHTaUzc0Fpj9bJgL3GSn2XD5XSVdtNbsFhNuJwaVdqFbytyYCs0klezWeF0Gr+QyqRwOVw4nRqnw6jfZDYmn9hLjEkcQPlveMVU1VniwlZoN8JWxi+vUkbstkIHdpvxC2u2VP6lVmZl/EKXOI1JI3ajdw+MSSwWD5NxudJfVovVhKe3BS8/D7z8rJUnqwghhGg0ZrP0gLmcmqI8e3OHcUJ0iAhg5NTIYzq3RSSBHp5m2nTwae4wjpvF4/gS15Au/o0UiRBCiNZKxvi1MsdxE9KtJFApdR7wGmAG3tdaP1fldVX6+vlAIXCN1vrvYw9LCNFQJ6KdfvnxHDQuTIAJjal0HJFSYC79rwJK73KUPy/r9y1xuXC5MB5oXBpKO8yNciYTZmUMASkuceHSLhQKU+l4IpNJYbUo7A5jCSKL2YTFZMLhcuFwubAoU2k8pV+C2rjNZXe6SoeNaOxOjdYuSkceYVZHxzCZSsdBeZgUGih2uigocuByaaweCovJhMVswqzA4dSUuFxYzcayTED57SIApV3YXRqXy4XVbMLTQ+F0mTCZTVBSgHbYcWDGhQmXMmOyWDCbTBQ7nJTYnbhcLrw9PfAwWzCbwaRMuLTG6dKUD7gqV/FboPYEoMThwmoxYTEplFKYSutxlcZudzhxaCgscVBgczLmrOGER0Y35FdEuKGp26qplnH23v7GuDq0Nm5Pljir3AoWJyOXPvYssN4kUCllBt4CxgCpwBql1HytdVKFYuOAXqWPIcA7pf8VQpwAJ6qd5v5ehG7SGwg1fSHVtuwSVB+/5O54poqJUl31Q/WNlSrGqGo4VvW8qncIXIB36aMm5vJzCsrjg8rv7XjGbblzrkJh4e/0rwj/P0kCG9OJaKtdo4Np0967fLKEXxsvgjr6HP3jqAKXS+OwHf2dcDpc5WPjysaclf1cNg7NbnNiNpvKx+FrlzGEyOUse+4qH4bksBuTNzS6WjPTGuzFDkpKJ3eUXaNsGJEuHeNvK3JQmGPD5dTlm0gAKJOpdAII5dd2OjR2m6N1JbdN3BM4GNihtd4FoJSaC1wIVPyFvRD4WBurDK9SSrVRSnXUWh889tCEEA0g7VQ0OruzFX2RnjhN3lbbdvajbWc/t4IxmVSlSRCnAq01JcVOnKU7f5WNW3fYjWTTVlSaJGpj0wOzxVSaWCpAU1LkpKTYgTIptEtTlG+MLTSVjplXpT3pZTOYnQ6No8RZvomDy2lsrFA2qaNsIoiHp7GpQtlEEZfTSIw1ZRNNjPNKip1QuruZxWpMNnHaXdgKjYTZZKocg39br2P+rNz5l+8M7KvwPJXqf5HUVKYzUOkXVil1E3BT6dN8pdTWGq7XDkh3I65Thbxf6NYcgZxiGq2dgrTVGrSm9woV3u+UJ5+oeFza6vGT79SmJe+3Ae3UnSSwpgEmVTsf3SmD1vo94L06L6ZUgtY63o24TgnyfkUjabR2CtJWq2pN7xVa3/s9weQ7tQnJ+20Yd9bpSAW6VHgeBhw4hjJCiKYj7VSIk4O0VdFiuJMErgF6KaUilFJWYAowv0qZ+cB0ZRgK5Mg4IyFOKGmnQpwcpK2KFqPe28Faa4dSaibwK8aUtQ+01puVUjNKX58F/IQxlX0HxnT2a48jpjq7tk9B8n7FcWuGdgqt69+yNb1XaH3v94SR79QmJ++3AZQ+jvVlhBBCCCHEyUn27hJCCCGEaIUkCRRCCCGEaIUkCRRCCCGEaIUkCRRCCCGEaIUkCRRCCCGEaIUkCRRCCCGEaIUkCRRCCCGEaIUkCRRCCCGEaIUkCRRCCCGEaIUkCRRCCCGEaIUkCRRCCCGEaIUkCRRCCCGEaIUkCWwgpVS8Umq2UmqrUsqllJrd3DFVpJSKVEq9pZRKVkoVKqV2KaVeU0q1ae7YhDiRlFI3K6UWKKUOK6VylFIrlFJjmzuuMtJWhQCl1C1KqQSlVFZpO9hUekw1d2xw6rdTS3MHcBI6HRgBrAL8mzmWmozBiPEdYCPQHXgGGKaUGqq1djVncEKcQI8AvwBvAQXAlcAvSqmLtNbzmzUyg7RVISAI+AajDRQCZwNvAj7Ai80YV5lTup0qrXVzx3BSUUqZyv7RlVIJQKLW+prmjeoopVRbIFNX+Ict7f34FRiltV7SbMEJcQIppdpprdOrHPsTsGmtRzdTWBVjkbYqRA2UUnOAvlrrfi0gllO6ncrt4FJKqTZKqVSl1MdVjs9XSm1TSvkANGfWr5S6TylVrJSKrnBssFLKoZS6oTS+DF09s19X+t/2JypWIZpKA9pqeg2nr+MEtANpq6K1c7ed1iIDsDZthNJOQZLAclrrbOB64Cql1EUASqlrgQuAa7TWhU117dJxhpe5UfQlIAH4SCllUUp5AR8Bv2mt36/jvOGl/006zlCFaHbH2VaHcRztQNqqEO5paDstbSd+SqlxwHSMYRzHRNqp+2RMYAVa61+VUu8B7yql9gCvAC9qrf9s4kvHA28qpTy01nPqiM+llLoGWA88hDGWogPGGIoalf619RywRGu9uTGDFqK5HEtbVUpdBwwE7jmOS0tbFcJN7rZTpVQocLDCoWe01m8cx6WlnbpJxgRWoZTywxj82QnYAcRprW21lHV7TKBSKqqeIjOBfwDXaa0/qqeuWzEakxmYXtsveensqs+AscAgrfWu+uIU4mTRwLYaBywF/qO1vrOeeqWtCtFI3GmnSikLMADwA0YBDwKPa63/XUe90k4bgSSBNVBKvQ7cBtyttX6ljnINSQLd/aBztdaB9dQVCuwFcoDOWuuSWso9D9wOjNFaL3Pz+kKcNNxpq0qp7sCfwF/AJK21s546pa0K0Yjc/U6tUP4xjJ65trUN75B22jhkTGAVSql4jL8e1gGPlv5yHDettarrgTElvgCY6EZ1szB+YT2BJ2p5H3cB92L8VXNK/LIKUZE7bVUp1R5jFt8eYEp9CSBIWxWiMR3jd+rfgBdG72GNpJ02Eq21PEofGL90ScAPGGsUbQfm11E+AZjdCNf9PyAPOMONstMBBzAUuLH058FVylwBuIC7mvszlYc8muLhTlvFuLWUUPpaSCNdV9qqPOTh5qOh36kVznsWKAZ8jvG60k7dfMjt4AqUUi8C1wExWuuDSqnhwDLgeq317NIyIcDI0lP+jfHXw1sAWut5x3jdrkAnrfWqesqFAZuAWVrrh0qP/QyEAwO11sVKqZHAAuAPqv9Fk6q1Tj2WGIVoSdxsq79hjC+6Bqg0dqe+tlbHdaWtCuEmN9vpGowZuVsBD4zFmWcCL2mtHzzG60o7dVdzZ6Et5YGxIrgTuKLK8ReAbCCs9PkoQNf0OAEx/oLxC2utcKwzkIXRYMD4Ja0xPuCJ5v6c5SGP4300oK3W1g70CYhR2qo8WvWjAe30P8A2jN1C0oGVGLv7qBMQY6tvp9ITKIQQQgjRCsnEECGEEEKIVkiSQCGEEEKIVkiSQCGEEEKIVkiSQCGEEEKIVqjZ9g5u166dDg8Pb67LixZk7dq16VrrkOaOQ9RM2qooI2215ZJ2Kso0pJ02WxIYHh5OQkJCc11etCClG4uLFkraqigjbbXlknYqyjSkncrtYCGEEEKIVkiSQCGEEEKIVkiSQCGEEEKIVqjeMYFKqQ+A8cARrXVsDa8r4DXgfIxtX67RWv/d2IEKIep2ItpqXvaR8p+1y1Vjmaq7EJktVqxWb8xWK2Zz/cOQXS4XaI1GH72O1mjtMo6VX1bjKj2mK56jy2LQUBaLUsbDCBBcLpTJVHpMgTLKKGX8XaxKz1Oo8rgq/ow2roMqu8bR10zKqFeZTGAyoVT1OjSUH3dpF06XgxKHDY0uL6OUovQjMN5j2TVroMzGtTCZoPSzwOVCu8o+k7Jdrjj6mVSkyy9U4bnG2zcIq7dPzRcVx0S+U0VL4s7EkNnAm8DHtbw+DuhV+hgCvFP6XyHEiTWbJm6rq6acj8lRc/LnDq0UujTnqpxwVEyjWouyd9xyt+70nnEtwy+5rbnDONXMRr5TRQtR7+1grfVSILOOIhcCH2vDKqCNUqpjYwUohHDPydBWldaYXBrl0ihd+qA1JoBwdA/6FqyFh3cyOhnaqWg9GmNMYGdgX4XnqaXHqlFK3aSUSlBKJaSlpTXCpYUQDSBtVTRMTbeORVOTdipOmMZIAmv6I77G/3Nord/TWsdrreNDQmS9USFOMGmrokGUJIHNQdqpOGEaY7HoVKBLhedhwIFGqFcI0biOu606PT1wmZ1HD1SY9FDbPV3l1CiXq8FjCcu/9SpcQ6sKx1Qt5WoqjzGHA63RJlX5GMZx4+fSySilYxerB1Nhoknps7JyWhn1qdIJHKrCNeujlDImhJTXe3SihjGGso7PWRvXMbmOXkebjr4HrWr4h6n63srmoFSc+4LCZPWsN3bR6OQ7VZwwjZEEzgdmKqXmYgxezdFaH2yEeoUQjeu42+p536085ou7XC6cjhK0NpJBpUzGw3T0hoRSJkymU3/lKmNGsJFMW0yWSjOIRasn36nihHFniZjPgVFAO6VUKvA44AGgtZ4F/IQxlX0HxnT2a5sqWCFE7Vp6WzWZTJisXifyki2WSZkwmU/9ZFdU19LbqWhd6k0CtdZT63ldA7c2WkRCiGMibVWIlk/aqWhJ5E9RIYQQQohWSJJAIYQQQohWSJJAIYQQQohWSJJAIYQQQohWSJJAIYQQQohWSJJAIYQQQohWSJJAIYQQQohWSJJAIYQQQohWSJJAIYQQQohWSJJAIYQQQohWSJJAIYQQQohWSJJAIYQQQohWSJJAIYQQQohWSJJAIYQQQohWSJJAIYQQQohWSJJAIYQQQohWSJJAIYQQQohWSJJAIYQQQohWSJJAIYQQQohWSJJAIYQQQohWSJJAIYQQQohWSJJAIYQQQohWSJJAIYQQQohWSJJAIYQQQohWyK0kUCl1nlJqq1Jqh1LqwRpeD1RKfa+U2qCU2qyUurbxQxVC1EXaqRAnB2mroqWoNwlUSpmBt4BxQDQwVSkVXaXYrUCS1ro/MAp4SSllbeRYhRC1kHYqxMlB2qpoSdzpCRwM7NBa79JalwBzgQurlNGAv1JKAX5AJuBo1EiFEHWRdirEyUHaqmgx3EkCOwP7KjxPLT1W0ZtAH+AAsAm4Q2vtapQIhRDukHYqxMlB2qpoMdxJAlUNx3SV5+cC64FOwADgTaVUQLWKlLpJKZWglEpIS0trYKhCiDo0WjsFaatCNCH5ThUthjtJYCrQpcLzMIy/Tiq6FvhaG3YAu4GoqhVprd/TWsdrreNDQkKONWYhRHWN1k5B2qoQTUi+U0WL4U4SuAbopZSKKB2YOgWYX6XMXuBsAKVUByAS2NWYgQoh6iTtVIiTg7RV0WJY6iugtXYopWYCvwJm4AOt9Wal1IzS12cBTwOzlVKbMLq6H9Bapzdh3EKICqSdCnFykLYqWpJ6k0AArfVPwE9Vjs2q8PMBYGzjhiaEaAhpp0KcHKStipZCdgwRQgghhGiFJAkUQgghhGiFJAkUQgghhGiFJAkUQgghhGiFJAkUQgghhGiFJAkUQgghhGiF3FoiRgghhBAnP601S7ens2FfNl2CvRkX2xEvD3NzhyWaiSSBQgghRCvx46aDvLvk6OYjO48UMDgimD0ZBUR3CiSuW1AzRidONEkChRBCiFOY06X5a3cmf+/N4pfEQ5VeW7ItjSXb0kqfpXLzyO6M79fpxAcpmoUkgUIIIcQpKqfIzpXvr3a7/Ly1qVzQtyNKqQZdx+XSZBSU4OtpxscqqcXJQv6lhBBCiFPUG79vb1D5jPwSDuQU07mNd42va61ZviOdlIxCBnZpQ2znQNLzbfzrx2S2H8nH22rm1tE9Gdk7pDHCF01MkkAhhBDiFLRiRzqrd2c2+LwZn6zl1SkD6BHiV+21/y7fzXfrDwDwvzX7uCQujHybg+1H8gEoKnHy9qIdxHULws9TUoyWTv6FhBBCiFOI1pofNh7kvaW76i9ci3v+t4H7z41k1e5Mugb7cF5sKHsyCsoTwDLz1qZWO7ewxMm6vVmc0Ut6A1s6SQKFEEKIU4TD6eLdpbuqTQBpKKdL8+zPW8qff/RnCpGh/m6f/9XaVKI7BtDWz/O44hBNS5JAIYQQ4hSxZFvacSeAtdl6KM/tsjvTCrjmwzXceGZ3bHYnH6/cA8DVw8O5eGBnTKaGTTwRTUOSQCGEEOIUcVZUe9buyWLZ9vRqr3l5mLA5XGgNEe18OZRbTFGJs0nj+U+VW9If/ZmCS2sui+/SpNcV7pEkUAghhDhFKKW445xeHMopLp+sAfDG1IGEt/PlSF4xBTYn4W192HIoj2d/3kJWQckJjXFeQiqTBnbGwyw71zY3SQKFEEKIU4inxcyj46O578sNTDqtc6XFn9v7e0Hp0L4+HQN4f3o8GQU2Qvw8mfT2nyckviK7k6QDufTv0uaEXE/UTpJAIYQQ4hQT7Gvl7StPw9NS977AVouJjoHGmoCjI0NYtDWtzvKNZU9mId1DfNmTUci6vVn0CPFjaPe2MlbwBJMkUAghhDgF1ZcAVjW+fye3k8Cz+7Tn9+QjxxIWYIwVrDpe8OLTOnPt6RHHXKdoOLkhL4QQQgh6d/DntSkDGN+vI53aeHHxaZ15aFwUPtajyaTJpHj+kn7cflYv+oYFNur1v/57Pwdzihq1TlE36QkUQgghBADdQ/y4eWTlnULaB3jx3fr9FJY4Ob9vR/p0DADg4fP7MH/9AQ7lFjO0ezDd2vryyDebyMg/9okmf2w5wrQh3dBaAzR4D2PRMJIECiGEEKJWPdv7cc/YyGrH/TwtXDGka6Vj/716EPsyC2nrZ+XjlXsavGbh3L/2sWJHOvsyj/YIBnhbuO/cKAaUTiRJy7ORdDCXbsE+hLfzbfgbEuUkCRRCCCFEozCbVHliduvonkwb0hWL2cS+zELun7fRrToqJoAAuUUOnvs5mQ+vGczmAzk8/UMSLqOjkH5hgdxxTi8278/lYE4xgyOC6Nne/Z1NWju3xgQqpc5TSm1VSu1QSj1YS5lRSqn1SqnNSqkljRumEKI+0k4FAFrD+s9h9njjsWnesdXjcjVuXKJca2qrbXys+Hla6NMxgNGRx76XcIHNyardGbyycFt5AgiwMTWH62cn8PKCbXz+117u+mIDa1IyGyHy1qHenkCllBl4CxgDpAJrlFLztdZJFcq0Ad4GztNa71VKtW+ieIUQNZB22goUpMPORZCxAzoNgF7ngqnK3/FZe2Dxs3Ak+eixP9+ArT9D30shfSvk7Adn6ZitXmNh3yo4lAiFGWDxgrY9wWSGkgK45L8n7O21Fq25rV43IoKkg7kczrUBMLF/J87sHcL98zZUSuxq8/Jv29y6zgfLdxPfLUjGE7rBndvBg4EdWutdAEqpucCFQFKFMlcAX2ut9wJorY993rgQ4lhIOz3Z2PIgYycEhYN3m9rLOUpg1Vuw+dujx7b9Aoufg26nw1mPwO6lxvPaZOwwksOqDqyrcq1iOJx49HlhJvgEu/FmRAO02rbaxsfKrCvjSD6YR7Cflc5tjPUJx8aENup+x6lZRfySeIjRUe35YMVuNuzLpkeIHzNG9SDAy6PRrnMqcCcJ7Azsq/A8FRhSpUxvwEMptRhjLfLXtNYfN0qEQgh3SDttqYpzYdP/YP/fEBgGcddA7gH49WFw2Go+J3wEdBliJGk7/6i97j0r4MPzmyRsAA5ugB6jm67+1qlVt1WL2VRtaZlL48JYvPUIxfbGG4Lw9uKdzFubypE8o40dyC7mcK6NFy7pJwtSV+BOEljTp1W149YCxAFnA97ASqXUKq11pb5bpdRNwE0AXbt2RQjRaBqtnYK01WNiL4LsfeAXAi4nmK1gy4Xv74SC0gV4D2+Gbb/WX1fKcuPR3CQJbArynVpF+wAvHp8Qwz9/TCbf5mi0essSwDLbDuexJiWTId3bNto1TnbuJIGpQJcKz8OAAzWUSddaFwAFSqmlQH+g0i+s1vo94D2A+Ph4N0YACCHc1GjtFKStuk1r49bsxi8gc3fl10xmIxk8mWXtrr+MaCj5Tq1BbOdA3p52Gst2pKOAUZEhXPGf1Y1+nfX7siUJrMCd2cFrgF5KqQillBWYAsyvUuY74AyllEUp5YPRtZ2MEOJEkXZ6ojhKjOQPYMPnxli8qgkgnNwJYP8pcPknMP7V5o7kVCRttRZBvlYm9u/EhP6d8Pfy4L9Xxzf6NQ5ky44kFdXbE6i1diilZgK/AmbgA631ZqXUjNLXZ2mtk5VSvwAbARfwvtY6sfZahRCNSdrpCXBgPSx5HnL3g18H6DIIkn9o7qhq1mUIhPaFrkONmcGHE0tn/vaA/lNBmYxJKelb4eBG4z1plzFmccAV0Dmuud/BKUvaqvvaB3gx66o45qzaw8pdGZiU4vSe7bjktDAcLhd3zF3f4Dr/3pvN7vSC0p1OiojuFEhabjFJB3PpGOjNjWd0p2tbn8Z/My2UKtua5USLj4/XCQkJzXJt0bIopdZqrRv/Tz7RKFplW7UXQdJ34OEDEWcYCdTnU6Eoq3ni8etgTBaJv86IJXuP0Qu5fUHlcgGdYfL7YG2aLzFpqy1Xa2ynecV2Xv99O4dybfQPC+TKod24/L1VuNxZb6YWHQK8uHJoV+ZvOIBCMTmuM8N7tGvEqJteQ9qp7BgihGh9tIblL0NSlbtwvc8F72AjwSrz5xtH19VrbJ3j4Nx/gYeXEVP+EVj5htHr6NcBRtwFobHVz2vbA0Y9DD5tYcfvxiSUgVdC5DiQtdFEK+Hv5cEjF0RXOhbZwY/kg3nHXOfh3GJeqrAe4bM/beH+8yI5o1f1ha4dThcOl8bLw1xvvS6XRmPsqNKSSBIohDi1uZyQ+BVk7oLg7tBnAnxwXs1la5q52xgJoDLBkJuN5G7/WmNtwEE3QNcKK4MoBf4dYOwz7tVpMsHQfxgPIQQAk08L45kfG3f45PO/bCW6YwBt/TwB0FrzZUIqc9fsxenSjI0J5R8je9S69MzPmw7y4YoUbA4n58aGMuPM2sueaJIECiFOXdn7YN51lRO5lW81zbWG3mIsp7LlR2NmcNuexjp/Fi/jVm5IpDHhwuWqvtOHEKJRDOneln9P7seqXRn4eVoYG9OBJ79PYseR/OOq95oP1/C/m4eRfCiXLxP2kbg/t/y1XxIPERbkzZjoDmgNvp5HU6vUrEJmLdlZviPKz5sO8fOmQ3x6/RACfZp/4WpJAoUQJ7/iXPjrPWOWblgcxF5iTIZY/krT3cqtqE0X6HuJkfzFX3v0eLfh1ctKAihEk4ruFEB0p4Dy56Oj2h93Eghw2bsra33t/WW7eX/ZbkwKLh/UlSuGdCWzoIS5f+2rcUu8lxds5ckLaxjqcYJJEiiEOPm4XFCcDV5tIH0bfHPz0dcOJ8Laj5ru2j3PgbQtkJNqPPf0h1EPGQmgEKLFOadPe35NPMTezMImv5ZLw+d/7WXumr3UNe/2773ZbD2UR5CPB+0DvCgqceJwubA5XGQXltAjxK/S3sdOlyav2M6+zCIO5RbTLyyQDgFexx2vJIFCiOaTfwT2rQbf9tBl8NFJDS4XpCWDywEhfYx9djfOhYJ0MFngwN/GzyfaoBvgtKvA6TDiLs4x4vY9uWYPCtGa+Fgt/PuSfnz0Z0qj7lFcF3cWXrn3yw0ABHhbcLo0Bbaja4v2CPFlxqgefLf+AMu3V/9/nafFxBMTY4jtHFjttYaQJFAI0XAuZ8N6vuxFsPlbWD3LeN51qDFmLvFrsFf46/ycx6HTQPjtUThUuiyaVwDY8o117JrCoOuh11hY+SbsXnb0ePgI6HwaJH9vJJ6nTYeIM43XzBYIP71p4hGiqZUUwJFkY0mhgI7NHc0J4edp4dbRPfnHyB5sOZRHscNJaIAXBTYHSinu+mJ9s8WWW1R9q7ydaQXc9+XGWs+xOVw89PUmvr319OOacSxJoBCiYfauglVvG0ubBIbVXs7lMnryLFZY9M/KCdbeVcajqoVPVj9WnFv9WENZfWHYTMg/bGyFlrUHrH7Q7zIIP8MYpzfmaeM2b95BCO4BQd2Mc2MnH//1hWhuxTmQvddIAH9/GkryjT/k4q41jqVvg04DoN8Uo82eokwmVWm8YJkL+nXkx40HmyGi43PLnLVMHxbOsO5tj2nGsSSBQgj3pe8wEjV7IcydBr3GQNR48O9oLH3itEHESNjzJ6x53+gBdBQ3b8xKwRn3QM+z6y/Xvo/xEOJUUZAOvz8FBzdUf83lNNppmf1rIWMHnP1E3ROYMnYaSy6F9gX/UONY2jbYswICu0D3UUZv+UnkpjO64+tp4Zu/U7E7NefFhjKiZzse/bbujVouG9SF0AAvXv99+wmKtLID2cU89/MWbhnVg3F9G96re3L9Kwkhmk9BOvzyYOXbt9sXVN+1YvmrJzSsasY9D0eSIGefsYhy99GV1+MTojUoSDd67Hf83rDzdi2BXaPh8k+NP4z2/w2BnaHTacbra2fD3x8dHfQ28Epj2MSP9x4dsrF3JZz16Em1cLnJpLhqaDcujTPubpQtAH3P2N78uvkQbXysTD4tjJ7t/QBjrcCKEzf6dg7kH3PW4nDWPhgw0NuDnCJ7o8ce4G1hVGT7YzpXkkAhhHsW/QsK0po7itopE1zworELhyR9ojU7sgV+fRgKM469ji+urH4sMOzorPgy6z41HhXtWGj8ETbgCuPOgLPEWCjdw8tYsN3T/9jjamJVd/8YFdm+xgRLVUlwQwO9uO/cSJ79aUu1siH+njw0LgofTwszPlnbuAEDl8Z1wdt6bKsTSBIohHDP8Nvgl4eMMXMtwZinjLUBc1KNL5XznjVuTwnRmu37y5hY5bA1ft1VE8C6pG2FBY/X/NqkWafksIvhPdrxyfWDeer7JHam5RPoY2XGmd0Z3vPo6gHzZ57Oyp0ZPPtz9WSxTIi/J2l57v37BftaGdc39JhjliRQCOGe4Ai46G1Y8Bgc2nTs9Qy4wljL7+BGI3m76B3j+eLnqpf19DeWhynTfRSc/djRmcndRx57HEKcioLCjYlQTZEENpZfH4apc8HiadxWzjsEfu1PibU22/hYefnyAWit0ZpqkzWUUgzv2Y63rjiN2z7/u9JC0krBd7eeXt7LmJZnw6U17f09Scu38eeODDwtJkb0aoefp4UNqTkUlTjxtBz75yZJoBDCfT7BMOF1SF0DP9/f8PMv/9TYXaOqNl3AOwj+/sS4dRQ90ZhwciQZljxn9EB0GQojHzglviiEaDJ+7Y2Z+/Nvr7xbjk9biDjDWHop/zD4dTCGdxTnnPgYCzPhv2MrH/P0h3OeNHb8OQUopeocEtm1rQ93nNOL1xZux6WN3r8nJ8ZUus0c4u9Z/nN7fy8uGti5Uh0DurQ57jglCRRCNIzJZIy5u+5XSJ4PiV8Zy61k7Kj9nI794fwX6156outQ41FRh2i47GNw2sHc/PtsCnFSaN8HRj9kzORv0wVGPgjto6vP+NXaWPT84EZjKMXyV4wEsTnY8ozb2Jd+aMw4Lsw0/vjz7wge3uDp1zxxNaGzojowsEsQh3KL6RHih9Vy4reUlCRQCHFsPLyMdfb6XWY8z94LCR9CUaZx2zb6IuOYs8RYGPp4ZgpKAihEw/Q4y5gsFTYYrD41l1Gq8h9fnQbA/Nsg3Y3lTvpPNSaANOZkMXshfHZ59eMmM5x+B0RfCCWFkPCBseSNpz/0Phd6joHcVCNpbN/HuKtwkgjytRLk23zrMirtzt4mTSA+Pl4nJCQ0y7VFy6KUWqu1jm/uOETNpK2KMtJWW65GbafZ+4zbxPYi6BBjbNP413vGuoL9LoM+E40EsjAT/voP5B0wZv12GwF/PA1FWY0Tx7HwCjAWfu80oPliaGYNaafSEyiEEEKIo9p0ASqM3Q0fYTyq8gmGUQ9UPnbF/4yFpP07GD1zu5YYPXlmD2PMb1MrzoXv7zAWiO9xFix/2Viepm1POOPuo4tbC0CSQCGEEEI0FosV2kcZP3sHVV62qfto+GZG5QkrVj9jC7vGtuwl41GmMMNIDi/5sPbb462QJIFCCCGEaHpte8DV840xhz7BR/ceT/v/9u48To66zv/461Pdc+UOyQRyk0g4whVgOJZjARE5VjfwQ5BDEWSNuILgjesqux54orKCYmBjwAcrKouAyLEIAiJXhjMQCIRADkLISa6ZzHR3fX5/VM+kZ9Iz0zPTM90z9X4+HpWZrv5W1aem+5P+9LfqW7UY/nR527sR9YUtq6OBbAd/PBoUk94eDTqB6FA31vnt8gYhFYEiIiLSPypqYPwBbefV7gUfvia6BmnLxegPPBsW31v8S9gsuDE6n3HhbTufuzhsHBzzpahYXfpwNG/6cTB0bPu1DBoqAkVERKS0aveEc2+NBptUDo0uJL3fR+CWjxR/W0/fkH/+1jU7X//08Z/D8f8WjULO1bQFlj8FmSaYehTUjOp4e+lmeLsemrfB5MOgemSvwi8mFYEiIiJSHobssuP3YbUw5+FooMnGt3YUh7vuB5aAJ34OL90etZ1wUHQx+d+eXfyY/npVdDu+A8+BV+6MisXlT7Ztc9J3o0vWJKqins2WS2KFIdz/NViZM3J7/zPh0H+JLrNVYioCRUREpDyZRYdnx7xv5+eOugyO/NyOdgCzr4M/fS57jl8RLflLNHXk/q/v+H3XfWG/M6LC8bX7dm678A+QboSDPg4VQ6LL2qQaowminyMmtL22ahjC9vei8xg3vR0NuClCEakiUERERAam9heh322/aATwsr9HvYXTjoGX74AXf9d/Mb37cjR15pW7owlgaG00QrqlCAQYNSU6zPzCbztex2m/jO6q1AsFDYMxs5PNbLGZLTGzKzppd6iZZcysDw7ii0hnlKciA4NytY+NngqzzoUDPxr1qB1+Mcz4YNfLlcq2tW0LQIjuttRZAQhwx2eie0TXz+vxBbq7LALNLAFcB5wCzATOMbOdSs9sux8A9/coEhHpMeWpyMCgXC2BIID3fx3Ougn2PT26l/m4faL7Eu/zITjuiuiw7ED0zgvwzE1Az27LWcjh4MOAJe6+FMDMbgVmA4vatbsU+F/g0B5FIiK9oTwVGRiUq6Uyenc4+vIOnpsGj3wfNrwZPR63T1Qw/vWq/oqu53aZ1vno5E4UUgROBFbkPF4JHJ7bwMwmAqcD76eTN6yZzQHmAEyZMqW7sYpIx4qWp9m2ylWRvqHP1HI0bm84Y140EjnVEI1ADgJIVsOrf45ue7f/R6LHAE1bo5HK4/aBIAlrFsHdX4gGbnRk8uGw4qnixz5+Vo8XLaQIzNfH6O0e/wz4qrtnrP1JmrkLuc8F5kJ0s+sCYxSRrhUtT0G5KtKH9JlaroIAxu7Rdt70Y6OpK7vuC5/4Eyy6E564dsf8UZOh7iKYdmy0/qUPwwNXFjVsJhzU40ULKQJX0uZO0kwCVrVrUwfcmn2zjgVONbO0u9/R48hEpDuUpyIDg3J1sEpWwgFnRtO2ddFFoRMVbdtMPw4+/Uh0yZcH/3PHnUkADr0IDj4/GiSSSUHjBsiko8vjpBqjtpVDYeLB0T2X31sO7zwPE2b1POQC2iwAZpjZNOBt4Gzg3NwG7j6t5Xczmw/crTerSL9SnooMDMrVOOjqVnNBAB/4j+hSNpveju4kskv2Za+oiabqETvaVw6BvU9tu47RU6OpF7osAt09bWaXEI1QSgDz3P1lM7s4+/z1vYpARHpNeSoyMChXpZUZ7H50SUMo6GLR7n4PcE+7eXnfqO5+Qe/DEpHuUp6KDAzKVSkXumOIiIhIDLk7725dzcK/3c6yx+7HRw7nlE/+J5Nq9+hyuQ3bNzCqahSJIAFAU6aJpW+/xNgxk6kdOq4/wpciUBEoIiIyyIQeEtiO+0G817iRhfX3MnbKXqxb9ipv3nIjE9/YBER3jWg5CXHxA2ex+Kuf4YQTP0VzppmKoIKWEcrN6WZu+/UV7Pq7hwFYP2EYY848i73qTuSJf/9Xdlm2kTerAt49+WAO+uB5TNhtBuNGTujHvZbuMvfSjCqvq6vz+vr6kmxbyouZPePudaWOQ/JTrkoL5Wr5ys3TpqYG7vjMPxHMmMbYuqPY7X378+qXL2XEplTB61tfW0XNtjTbxg1n1Fln8Y/Hn89ffvXvDL3j4TbtMgmjqTpgyLbMTutoHJJkl8sv5cj3fxx3pyHdwNCKob3aT+lad/JUPYEiIiKDyOJn/8LY5Ztg+fOEDz7PKmBEl0u1NWZtEwBD3noPfjiXJ344l3zlWyLjeQtAgJqGNO9dfQ0/++tv2f+J1QCsnjWZoz73HXafsj8Ab69/i9eee4iaUWPY/4APMLSy8yIxE2Z45c2nWb/ydabMqGPahJ3uuCfdoCJQRERkEHn7yb9SWeogsqqawtYCEGC351fwysUXUnXzbbz9xvO8+92rqG5Isw24e/drGHPueWxduoQhu47niBM+zogho4HoPMSnX32A9V/6N6qaQgAWVwQ8f/rxnHzht6ipqCnF7g14KgJFREQGkeaFL5VNEZhPZXPIorP/HwDVOfPHvvUeXHUdw7OPF1wzn/CyC9nvmNN54PNnM3FFA1U57StSIRW/f5A/vfQKs6++jaqK3LXt4O50dZekuFIRKCIiMkhs3bSe4Ss37nQfuoEquObXLLrm10zspM2YRat47JQj2fihIzng9IvYc+pBPL/wQZ79/bVMeno5W4cnaZo2gaMvv4rJE/dh+buv8eyf5pHa9B6TjzmJww89LbZFoopAERGRQWLYyDEc9Zu7WXTHTWz4w+86bZs4YCZHX3UDls6weulCXv3CZwveTkVQQSpMk3vb4+pZs6jaYw+a7/gzjenGnu5Cj42++3FW3P04L42qYOR7KVrupTHyvRQ8t4wXPnM+f54yhBmvbmntbdx679Ncd/Svqa3cheoJk3j/WV9i+JBRretMhSnWbH2XCcMnthaK7s7zr/yVZY//HyOn7cmx77+gzUjsfN7etILGhs28b7eZZVVwanSwlJxGHJY35aq0UK6Wr3x5uuShO1n2w+9COg1AMH5Xak/+MM3bG5gw6x/Y9eAj2xQkr942j7evv7b1sU+fwrHfn8eb997Gmpvn05TZTmVQyS7/chEzz/gkqxY8yvJH7yVRM4Rpx5zC2AMOxYIAd+eRr11Epv75ftn3Ylq/z3hGnnIqG5/6O7s8uZhEJqqRlk0fyilX3UxDw2Yeueoypi7Z3LrMhhNmccRn/5NhlcMYXT26zfpeW/E8L37xYkZvaAYgNKi56t85su60LgvH9jZtW8/Df/gpm5e/QWKfPTn7I1fmXUd38lRFoJScPljKm3JVWihXy1dHefrem6+x5P7bqBo5mn0+/DGSw4bnWXqHTUsX89q9v6dml7Hsc/qFJKrzn2fXFc9keP6X32PDHX/EgOrjjqFqyHA23XMPPmgOVue37tOz2di0kRnzH+2wzZuHTuSkz/+EyeNmtM5LZVKkwhQZzzCsYhhmRiqTIgwzPHTfr6i85qad1rP5rA8w8bDj2G/f4xhSMQRQESgDjD5YyptyVVooV8vXQMnT1Jo1vH7v79h47z00r19LMHE8404/kyCZZNXvbyHx7nrMoTnTnHf5wAL2+daPeW/zGlb96AeDoqDMJKy1x7GnZv5iHuP3nAXoOoEiIiJShirGjWPmJy6FT1y603N7/dO5eBhiQUB661bqv3EJDQsXthZ6o04+lYO/+G3MjN2Aqfsfyeu3zGXbQw/RkGro5z0pnt4WgJlhNew248AeLasiUERERMqCBdE5bslhwzjip/NJbd6Eb9lKxW67YYlEm7Y1EyZxwJe/BV/+Fn+/+qtsv/eBndY35tQPs23darY/vaBf4i8F32tajwebqAgUERGRslQxYiSMGNlluyO/8H1erJ3A+kcexCorGXf4P7LXmZ8kOXQYEJ2j+N6iF2jYtJ5x+x7CqlefYelPf0CweSsVJEoymrlYRh54SI+XVREoIiIiA5qZceD5l8H5l+V/PpFg9P4H0zJ2d+o/nMjUfzgRT6Wwigqe/OnX2fbne3csEATse81cdtvnYNYtrOelX/2IzKuvA5DYbx/2u/ByRk6cxjNf+TQNy98isICM57993v7f/BG1x7yflU8/zGtf/2Kv93Xo8F2Y/vmvsfKVp9n84nNMP/zEHq9LA0Ok5HSyeXlTrkoL5Wr5Up723tqXn2PxDT8hHcD0M85nylGFF1cehmx4/SVe+u+fELzwKu7O0A+fyr7nfpbqMWN3tEulWPDlOWx7eSGhhzutJxkkSViSjKdJh+k2z9Uka5h06eeZfOI/Y5Ud3xNGA0NEREREuqF234Oo/dlverSsBQFj9jqAY384v/N2FRUc9rNf07xuLU3r1jBkyjSCqioaV62gcvRYksOGtWm/ZdlSVr/0NGN235vRMw8s+oWmVQSKiIiI9KPKsbVUjq1tfTxk8u552w2fOp3hU6f3WRzdu1y1iIiIiAwKKgJFREREYkhFoIiIiEgMqQgUERERiSEVgSIiIiIxpCJQREREJIYKKgLN7GQzW2xmS8zsijzPn2dmL2anx82sZ3cyFpEeU56KDAzKVSkXXRaBZpYArgNOAWYC55jZzHbN3gSOdfcDgG8Dc4sdqIh0THkqMjAoV6WcFNITeBiwxN2XunszcCswO7eBuz/u7huzD58EJhU3TBHpgvJUZGBQrkrZKKQInAisyHm8MjuvIxcB9+Z7wszmmFm9mdWvXbu28ChFpCtFy1NQror0IX2mStkopAjMd6M6z9vQ7HiiN+xX8z3v7nPdvc7d62pra/M1EZGeKVqegnJVpA/pM1XKRiH3Dl4JTM55PAlY1b6RmR0A3Aic4u7rixOeiBRIeSoyMChXpWwU0hO4AJhhZtPMrBI4G7grt4GZTQFuBz7u7q8VP0wR6YLyVGRgUK5K2eiyJ9Dd02Z2CXA/kADmufvLZnZx9vnrgW8CY4BfmBlA2t3r+i5sEcmlPBUZGJSrUk7MPe+pCH2urq7O6+vrS7JtKS9m9oz+gytfylVpoVwtX8pTadGdPNUdQ0RERERiSEWgiIiISAypCBQRERGJIRWBIiIiIjGkIlBEREQkhlQEioiIiMSQikARERGRGFIRKCIiIhJDKgJFREREYkhFoIiIiEgMqQgUERERiSEVgSIiIiIxpCJQREREJIZUBIqIiIjEkIpAERERkRhSESgi/cbdaW5Mk05lSh2KiEjsJUsdgIgMDO7O9m0pPITli9bz1ovr2b4tRSYVAt7arrKmgiBhZNIhHjpBIiCRNDJpp7kxRSYdta2oShAkjCARECSMRMLaPA4zTjqVoaI6SVVNkiBh4JCsDHAgTIdgRhC0LGdYYJgZZpCsTFBZndhpPxIVAYlkQKIiAIdE0gAjWRmQrEwwbFQVYehs35oizDgV1QkqqqIpkez8e7N7tG9mVqw/u4hIn1ERKCIF+9N/vdBlm8YtzQWtK9U08HoDg0RUZAYJI1kZFZjNjVGxCJCtAVuL0oqqJDXDKggzIc3bMyQqAqqHVbQpJq31HzAMLCqQK6uTWLuas6W4TKcyNG1L40Rtq4fuKLyTFQHJioAwhEw6JN2caV1fRVWCTCYk3RwSZkLcYUe9GhXP5NSv4983kpG1Q4r5JxSRMqIiUEQKYhb1tHnoXTcepKJiz8mkOy9iw4xHPZnNzTsVxVvWb+/jKIunqiapIlBkEFMRKCIFCwLIhKWOQvqNDmsPeOlUhvVvb6NpW4qmxnRrT3a6OYMFRkVVgmRFgHt0OkPNsErSqRAzsqdXROsJEgGV1dEpHE0N6agXOYi+HAZB1CjVFPU6DxlZSUVlAkynRpQ7FYEiUjALjNzz/3oikQxaD0WKSPG9/Le3WfHKRho2N5FuLt23NjOorEniHvWMV1QlqKxJUlmTJBEYTnT2QZCMzhtOJKPzcjPpKOZkZVSgVg1JEiTyn48bJCw6zzcRLV9RnaRqSJJkZdQ+zDhBEB3FCHLOOzYgdCfRwXrjQkWgiBSspZcgCCBRkWD0bkM48ITJ0bd+ov9Ut29NAZCsCLAgOk8tkw4JgoCqocns+WpOJhW2HjYNMzt+z2RCwrRH/7knA1JNGZoaUlHR6JDK9mAkkhb1XrSsI3TCMASHMHRS2zPRB2BOR4S7E6ZD0qloGwDpVPSBk0llaNiSoqkhRRBYdJ5ddvuppjSp7ZnYFa7qwxmYGrem2LyusdRh4A5NDenWx+nmkMYtqRJGtLNkZUCYccyi/1OChBEkg2jAWbZ4tCAqNC3bs9nyM8xEg9OqarLn72Z7RSuqE63/v7X8/xemHTOoGlpBoiKgojIRDU7Lavk/EKIvyi0D3cj20LrTeiqOu+PhjoFow0ZXs8ch43q2/73784lInJxy8f6dPp8AKnbZeUTuTu0SNuC+gbf0ZkSFpJNqjs4JrKxJkkwGrRVTU0M6OjxmsH1biubG9I4ejlSYHWGd/c+87T8AhCHRZXSa2xWd7jtaOdFAj+oEzdvTrSOZk5UB6eboQycqlKNBIqmmDM3b06Sbw9ZBLYlkNMjFc7bfur3szxFja4r9ZxQpKzt6SqNzfQeiXXcfoSJQRKQvtfQUAFARFX/5VA+taP29slr/xUoJxKzHOu5683IX9D+UmZ0MXEP0Rf9Gd/9+u+ct+/ypQANwgbs/W2gQT9xzB0sefCr6hu0Q4oTZ4jzqDt3xDdiy11NIZOeHDmEYYjgWBARBgBN9uw1yDwNlf2bCqEs29zBHYEYQRN/AnajbNXQnkw0iEQQkzHB3sr21mGWvtJ1dV8u5r2EY9RS0OYxiFsWXDcTcd7R3yGS3FwTZ/cLIhDn73LI9C9oEHnUmtNuZNu+G9m+NAt4qnR3v6vY7LWcBb3tg6eM//g4VlZXdXaF0oq/zVESKoxS5OmJMNWOnDMcsOk+uZdBHqik6bSIIos+4xq0p0s1h6yCQlo+ETCok1ZQhzIQkqxIkk9FgkrClVzt0khUBTY1pGrc0Z3vNexOxFMp78Yfusgg0swRwHXAisBJYYGZ3ufuinGanADOy0+HAL7M/C7L0mZdoWrdX3uc6KmPa99pmTxci9xTYjk6HbWnbVbvcg1otF4PILWU6O922uy9Jy+n2+Xqj8+3bgKf/HIqqP/JURHqvP3J132MmMOPQca3n0Q4ZUdlhz3VfyqTD6PSI7ICMVFOG5sY0TY3p1s8A9+h8uEw6JJOKrmFp2fPxUs2Z1mXyFTot58lF5/hGyzdtT9PcmCGTik6nSCSjc5Bbzj320FsLVLPO+z0GjF5ctquQd8VhwBJ3XwpgZrcCs4HcN+xs4GaPXqUnzWyUmY1393cKCWKAnRokReA+qEractDneSoiRdHnuVozvJKa4aU/0pJIBgwZsSOOyuokQ0dWlTCiHVoGW6SbMySSQWtx2DIwraVwbJkfhmHrYAzPHjUMgujORqnmDB5G62vpMU1WBq13S0pWBATJgDAdXTQ+3RySTmXIpMLWQralPUTFc8u2LXsosOWSPdByzdbsUcLAqBnW89e6kCJwIrAi5/FKdv5Gkq/NRKDNG9bM5gBzsg+3mtniPNsbC6wrIK7BIpb7+6mbL8ydN7VEsQwmRctTUK7mEad9hY73V7nae/pM7Vva327kaSFFYL6rBLTveyykDe4+F5jb6cbM6t29roC4BgXtrxRJ0fIUlKvtxWlfIX7728/0mdqHtL/dU8iB2JXA5JzHk4BVPWgjIn1HeSoyMChXpWwUUgQuAGaY2TQzqwTOBu5q1+Yu4HyLHAFs0nlGIv1KeSoyMChXpWx0eTjY3dNmdglwP9GA2Xnu/rKZXZx9/nrgHqKh7EuIhrNf2NH6CtBp1/YgpP2VXitBnkK8Xss47SvEb3/7jT5T+5z2txusN9eXEREREZGBSRdnEREREYkhFYEiIiIiMaQiUERERCSGVASKiIiIxJCKQBEREZEYUhEoIiIiEkMqAkVERERiSEWgiIiISAypCBQRERGJIRWBIiIiIjGkIlBEREQkhlQEioiIiMSQisBuMrM6M5tvZovNLDSz+aWOKZeZ7WZmd5rZcjPbbmbvmNkfzGxGqWMT6U9m9mkze8DM3jWzTWb2dzP7YKnjaqFcFQEz+1czqzezjWbWYGYLs/Os1LHB4M/TZKkDGICOAo4GngSGlziWfIYAG4FvAMuA3YB/Ax4ys/3d/b0SxibSn74O3AdcB2wDPgbcZ2anuftdJY0solwVgdHAH4EXgQbgBOBaovz4cQnjajGo89TcvdQxDChmFrh7mP29HnjJ3S8obVSdy35jeQ04w91vL3U8Iv3BzMa6+7p28x4Hmtz9+BKF1SnlqgiY2S3A/u5+QKljyWcw5akOB2eZ2SgzW2lmN7ebf5eZvWZmQwBaCsBSMLMvZ7ujZ+bMO8zM0mb2L50suj77s7JvIxTpe93I1XV5Fn8OGNcPMSpXJdYKzdMOrKcfckB5Cri7puwEnAQ4cFr28YVABjiyg/b1wPwibLcOOKuAdgHwGLCA6FB+NfAKcE8HbSuAqcBvgLeA4aX+G2vSVIypu7mas9yzwB96sV3lqiZNBU7dydNsngwDTgHeAy7txXaVp4X+rUodQLlNwK+Ad4GDsm/EH3TStlhF4MVAGjivgLZ7AFuJzk/4CbABmJCn3fXZ5HPgDWBGqf+2mjQVc+pOrmbbfzKbD8f3YpvKVU2aujEVkqdE59l5zvTtXm5TeVrgpHMC2zGzYUQnqE4AlgCHuHtTB20LPifQzPbuosklwGeAT7r7TV2s67PAT4EEcL6735KnzRRgV6JvLV/K/n6Eu7/bVawiA0E3c/UQ4FHgBne/vIv1KldFiqSQPDWzJDCLqCfwOOAK4Ep3/0En61WeFoGKwDzM7L+AS4EvuPtPO2nXnSKw0D/0Zncf2cW6dgOWA5uAie7e3EX7EUSjmn7u7t8sMA6RsldIrprZdOBx4GngdHfPdLFO5apIERX6mZrT/pvA14Ax7t7QQRvlaRFoYEg7ZlZH9O3hOeDfs2+OXnN362wiGhK/DfjnAlZ3PdEbtgr4jwK2vZmo+3p6z/dApLwUkqtmNg64n+g/7LO7KgBBuSpSTD38TH2W6Py8CR01UJ4Wh4rAHGZWDdxM9KFxNNG5AXP7YbvfAC4ATnH3R7poez7wIaJrnn0R+IqZHdbFMmOBvYA3ixKwSIkVkqvZw1D3ZB9+qKMehW5uV7kqUqBefKYeBTQBq3q4XeVpgXQ4OIeZ/Zjo5PF93f0dMzsS+BtwkbvPz7apBY7NLvIDom8P1wG4+2093O4UohNRn+yi3SRgIXC9u38tO+9eYHfgIHffbmZfBKYRnf+0Jvv754m+Uc1y95U9iVGknBSYq/9HdH7RBcDS3OW7yrVOtqtcFSlQgXm6ALgJWEw0+vZEovP5rnb3K3q4XeVpoUo9MqVcJqJvHhng3Hbzf0Q0omlS9vFxtB3F1Dr1Q4z3Eb1hK3PmTSS6mvnV2ccfAB4C1gLbiU7EvRGYUuq/sSZNxZi6kat581S5qklT30/dyNMbiC683ACsA54g6pWzfogx9nmqnkARERGRGNI5gSIiIiIxpCJQREREJIZUBIqIiIjEkIpAERERkRhKlmrDY8eO9d13371Um5cy8swzz6xz99pSxyH5KVelhXK1fClPpUV38rRkReDuu+9OfX19qTYvZcTMlpU6BumYclVaKFfLl/JUWnQnT3U4WERERCSGVASKiIiIxJCKQBEREZEY6vKcQDObR3Rz5TXuvl+e5w24BjiV6LYvF7j7s8UOVEQ6p1wVKX/9kqdrX4Mt72QfOLTeGSz39x4yy33Q9fy8y+YuF0RT3viyv7uz037k6mifEhUQJCFMQ5iJfrZftrN4d4q7g/btn3cHD6PfgyQEiew+WtQ2zERxhBnwzI6/QfvJQ0g3ZePOt63s7zWjYMJBne9DBwoZGDIfuBa4uYPnTwFmZKfDgV9mf4pI/5qPclWk3M2nr/P0lTvhlbt7HqEMLBNm9bgI7PJwsLs/CmzopMls4GaPPAmMMrPxPYpGRHpMuSpS/pSnUk6KcU7gRGBFzuOV2Xk7MbM5ZlZvZvVr164twqZFpBuUqyLlrwh52sXhTZGsYhSB+d5teQ/Qu/tcd69z97raWl1vVKSfKVdFyp/yVLqp50V/MS4WvRKYnPN4ErCqCOsVkeJSroqUv97n6dgZMO0Y8g/csDwDHQqUb9DGTvMpvE3LgI8w00F8eeI3I2/Rk29wRsuAkCAJQRD97LJg6mrQSYGDUlri8RDCMBoA0tK2ZeBHkIjatQwkaf2ZncwgWZWNu/22cn4fPa2LfepYMYrAu4BLzOxWopNXN7n7O10sIyL9T7kqUv56n6czZ0eTSBcKuUTMb4HjgLFmthK4EqgAcPfrgXuIhrIvIRrOfmFfBSsiHVOuipQ/5amUky6LQHc/p4vnHfhs0SISkR5RroqUP+WplBPdMUREREQkhlQEioiIiMSQikARERGRGFIRKCIiIhJDKgJFREREYkhFoIiIiEgMqQgUERERiSEVgSIiIiIxpCJQREREJIZUBIqIiIjEkIpAERERkRhSESgiIiISQyoCRURERGJIRaCIiIhIDKkIFBEREYkhFYEiIiIiMaQiUERERCSGVASKiIiIxJCKQBEREZEYUhEoIiIiEkMqAkVERERiSEWgiIiISAypCBQRERGJIRWBIiIiIjFUUBFoZieb2WIzW2JmV+R5fqSZ/cnMXjCzl83swuKHKiKdUZ6KDAzKVSkXXRaBZpYArgNOAWYC55jZzHbNPgsscvcDgeOAq82sssixikgHlKciA4NyVcpJIT2BhwFL3H2puzcDtwKz27VxYLiZGTAM2ACkixqpiHRGeSoyMChXpWwUUgROBFbkPF6ZnZfrWmAfYBWwELjM3cP2KzKzOWZWb2b1a9eu7WHIIpJH0fIUlKsifUifqVI2CikCLc88b/f4JOB5YAIwC7jWzEbstJD7XHevc/e62traboYqIp0oWp6CclWkD+kzVcpGIUXgSmByzuNJRN9Ocl0I3O6RJcCbwN7FCVFECqA8FRkYlKtSNgopAhcAM8xsWvbE1LOBu9q1WQ6cAGBmuwJ7AUuLGaiIdEp5KjIwKFelbCS7auDuaTO7BLgfSADz3P1lM7s4+/z1wLeB+Wa2kKir+6vuvq4P4xaRHMpTkYFBuSrlpMsiEMDd7wHuaTfv+pzfVwEfLG5oItIdylORgUG5KuVCdwwRERERiSEVgSIiIiIxpCJQREREJIZUBIqIiIjEkIpAERERkRhSESgiIiISQyoCRURERGJIRaCIiIhIDKkIFBEREYkhFYEiIiIiMaQiUERERCSGVASKiIiIxJCKQBEREZEYUhEoIiIiEkMqAkVERERiSEWgiIiISAypCBQRERGJIRWBIiIiIjGkIlBEREQkhlQEioiIiMSQikARERGRGFIRKCIiIhJDKgJFREREYkhFoIiIiEgMFVQEmtnJZrbYzJaY2RUdtDnOzJ43s5fN7JHihikiXVGeigwMylUpF8muGphZArgOOBFYCSwws7vcfVFOm1HAL4CT3X25mY3ro3hFJA/lqcjAoFyVclJIT+BhwBJ3X+ruzcCtwOx2bc4Fbnf35QDuvqa4YYpIF5SnIgODclXKRiFF4ERgRc7jldl5ufYERpvZw2b2jJmdn29FZjbHzOrNrH7t2rU9i1hE8ilanoJyVaQP6TNVykYhRaDlmeftHieBQ4B/Ak4CvmFme+60kPtcd69z97ra2tpuBysiHSpanoJyVaQP6TNVykaX5wQSfUuZnPN4ErAqT5t17r4N2GZmjwIHAq8VJUoR6YryVGRgUK5K2SikJ3ABMMPMpplZJXA2cFe7NncCx5hZ0syGAIcDrxQ3VBHphPJUZGBQrkrZ6LIn0N3TZnYJcD+QAOa5+8tmdnH2+evd/RUzuw94EQiBG939pb4MXER2UJ6KDAzKVSkn5t7+VIT+UVdX5/X19SXZtpQXM3vG3etKHYfkp1yVFsrV8qU8lRbdyVPdMUREREQkhlQEioiIiMSQikARERGRGFIRKCIiIhJDKgJFREREYkhFoIiIiEgMqQgUERERiSEVgSIiIiIxpCJQREREJIZUBIqIiIjEkIpAERERkRhSESgiIiISQyoCRURERGJIRaCIiIhIDKkIFBEREYkhFYEiIiIiMaQiUERERCSGVASKiIiIlEBq9Wq2v/oqYWNjSbafLMlWRURERGLK02me+c6X2fL3vxF6CMCISdOZ9fN5BJmQYMQILOj7fjoVgSIiIiJF5O6k3nmH1U89yshJ0xhxyKFtirqXb7iaTY890maZzSuX8vf/dwKJIIGNHMHE8y5k2uxzCLdvZ+NTf4f171Ez/X1U7bEH4ebNJMePx8x6FaeKQBEREZFe8jBky7PPsPR7/8HWrRtoyjRlnzFGHn88h/zbj8Cdhf/1HdbefUfedWQ8QyaTgQ3reOvaq7GqKlb9ei6N69e0aZewBBWjRlO9//6MnrEvU2Z/lOSQod2OWUWgiIiISB5NK1fw5v23k3xvK2MOPoIRhxxKYsSINm3SGzey7M5bWfO7W2hINeRZi7Pprw/xRt3/QmAdFoDthR7yxo+/k/e5jGfIbFzH9kf/yobHHmbX2Wf0qKBTESgiIiLSzntvvMpzl1/UOmhj2b3/S2ABE48/lSlnnEeakBd/9i0aX19c0PpW/+QnNGW2Fz3OxtrhDB0yskfLqggUERGR2Mhs3Uq4bRvJcePanFPXuOxNXvntr/CGRqYefCyv/+b6nUbthh6y4qG7WfHQ3d3ebl8UgAA+eXyPly2oCDSzk4FrgARwo7t/v4N2hwJPAh9199t6HJWIdJvyVGRgUK72H3fnnQfv4e07f48tXU7oIc2Z5tbz9YYkhzC0cig1dXW889hfSIUpAN57/G+lDLtbaqZN7/GyXRaBZpYArgNOBFYCC8zsLndflKfdD4D7exyNiPSI8lRkYFCu9q+F83/G2lt+0+HzDekGGtIN8Oi9/RjVDuvffyCJaVOp+p8/U9OYYcuIJMM3pwtadtH+IxkxeToHHnpMj7dfSE/gYcASd18KYGa3ArOBRe3aXQr8L3Boj6MRkZ5SnooMDMrVPubNzWxbtIiKsWPY+Nvf9uu2N4yt5O3JQxj3D8ex/2H/xKp/mUMy7Xnbrtm1mg9cchVjh+/Gax/4KBu3rqFuwizWbV7N05+/kHGrdxw+Xv3hQznm3C/x8K1Xk16+guGHH86//r+vkwgSvYq3kCJwIrAi5/FK4PDcBmY2ETgdeD96w4qUgvJUZGBQrvbA9uXL2PrmEoZN2p2q6dPzXh+v6Z1VvHnrPNbedzfNmeaix9BUFVDVFOZ97pmjx3HRV29heOVwKhOVrfNfP2I/Rj62MO8yR3z7WmpHROfz7VW7D9TuA8DI2pFMuekR7n3wV2x4fgEj99mPM0+9jMpEJedfen1R96mQIjDflQjbl7U/A77q7pnOLlxoZnOAOQBTpkwpMEQRKUDR8hSUqyJ9SJ+pnQibmiAMCWpqAHjvlYUsvHwOza3X3APD2PszX2bCGWe3zlu/eCEvXT6HdKppp3UWQ/M3L+GEo85jS/MWHnzgBkb94jaSaceBt4/bm89dMY/qZPVOy+199qdY/tTlVKTaFo8bdt+F46fN6nB7FYkK/vmDl8AHi7wj7RRSBK4EJuc8ngSsatemDrg1+2YdC5xqZml3vyO3kbvPBeYC1NXV5e8fFZGeKFqegnJVpA/pMzUPD0Ne+Nl/svUvfwEzRp5+OvucPYdnL70Ab1cjO84rv/whm1YvJ729gcYHH2ZL8+aixJFJGKsm1TB2TRM1jRkahyQYccUXOeHIqOCsqqnizA9/ladmHMyy+ocZOXUPzj3qfCoSFXnXN3Pvo3nrcxewde7NDNsSnev3zvtGsf/lXyewvr8tXFfMvfP3jZklgdeAE4C3gQXAue7+cgft5wN3dzWSqa6uzuvr63sSswwyZvaMu9eVOo6BrK/yFJSrsoNytff0mZrfwv/5BWvm3din21i7axV7/eQ6xg+bEF2Ief1rNGzZyIL/u5nd3tpCcuJ4dv/AaRxz0Gm8sf413nx9AdNmHMaetXv3ettbm7fy4urnqEpUss+4/RlSMaQIe5Rfd/K0y55Ad0+b2SVEI5QSwDx3f9nMLs4+X9wD1CLSbcpTkYFhMOaqh2Gb++K2ePvh+3jrDzdDJkPtvodQs+turL/9dti6jfSooYS7jSUYOZJRE6ex8daOR/AWQxgYe3/9u8za9eDWeROGTQDgpP1O36n9nrX7sGf2HL1iGFY5jCOn9HwUb1/psiewrwz0by1SPOpdKG/KVWmhXC1fxcxTb24m9c47BMOGkRwzpsN2GxY9z6Krv4WtXU/lIQdzyNd+QFAZDYpY/fwTLPrK5/AwU5SYeuOt9w3ljGv+xKjqUaUOpV8UtSdQREREBj/PZHj5sjm8++pzQDQAY5fDj2LUAYfw7vz/JuMhw046kZkXXsb2d97muc99snXZ7X97hCceP45ZP/81Sx+4nbV/vG2nc/n6y5K9hsNhs6h86Q2SkybwoQuujE0B2F0qAkVERAYZd8fM8EyGsKGBYOjQvIdsPZ0m3LoVTyZ5+iMn0ZjecZs0x1n/1GOsf+qx1nmNf76TR/58Z95tbs9s58l/Paf4O5NV+e0rWLXkecbedF/e5xuHJNh4xrGce/aVDK8a3mdxDCYqAkVERAaZJ668hMpnXiEVNpMO0zB6JFM//Tl2m1nHqsf/QnLDFtYsrGf7q6+QDtOtt0srB6sm1TBqYzNDtkWHkt3g3Q/O4twjzqT50Nn84eVXGF+/rLX9ulPq+OgX55Yq3AFNRaCIiMggsu3dVTQ+/gSNuTPXreX1736DNywg9PwXPC4HKw+eyMlfv55dR07knS2reP65exk2elc+uu/JmBlVySpO+9ZvuPeOq9n26isM23smHzrti6UOe8BSESgiIjKIvHhbx71ipSgAl9dN4siv/IgRlSNwnKpEFWNqxvBewwbuuvYL2KLX2TqikvEfu4Dz6s4jGUSlyfjhExj/jxfttL5hlcM486wr+3s3BiUVgSIiIoNE2NzMtr88mPe2JP1t29Ak2z50FGd94jsMrRy60/OjhuzC+V+ZTypMURHkv9iy9K3SX65aREREiuKt1+vZntneq3Wkk8auv7qONVNHANFdNFYeNJGJv5nP8+ccRFNVVDpsHllB+iufYvj3vtk6D6J74G37zqV84LaHOedTP81bAOZSAVg66gkUEREZJKbveyT+61uov/vXND/6d8Yv29qtXsF3x1fzoRvuZUT1SKb84i6WrH2V6opqPjBuPwIL2Pui/+bVUxeyauUiDptxJBNHRXfAe+Hntbz+9AMkq2o45LizmTx6at/soBSVikAREZFB5H1j9uR9n/geqY+l2Ni0kWWvPcOSn32PcSu3kk4aG8ZUsXn3MVRbJVtnTGD4k4vY5e3NbJg8iuOuvI4R1SMBGFE1goMnHbbT+vcevz97j9+/zbwDpx/FgdOP6pf9k+JRESgiIjIIVSQqGDdkHONmncLMG/6RF15/jF1qJ3Pi2L0JbMfh29THUqxuWM34oeNbB2VIPOjVFhERGeSGVgzlyJkn5X2uIlHB5OGT+zkiKQcaGCIiIiISQyoCRURERGJIRaCIiIhIDKkIFBEREYkhFYEiIiIiMaQiUERERCSGVASKiIiIxJCKQBEREZEYUhEoIiIiEkMqAkVERERiSEWgiIiISAypCBQRERGJIRWBIiIiIjFUUBFoZieb2WIzW2JmV+R5/jwzezE7PW5mBxY/VBHpjPJUZGBQrkq56LIINLMEcB1wCjATOMfMZrZr9iZwrLsfAHwbmFvsQEWkY8pTkYFBuSrlpJCewMOAJe6+1N2bgVuB2bkN3P1xd9+YffgkMKm4YYpIF5SnIgODclXKRiFF4ERgRc7jldl5HbkIuLc3QYlItylPRQYG5aqUjWQBbSzPPM/b0Ox4ojfs0R08PweYAzBlypQCQxSRAhQtT7NtlKsifUOfqVI2CukJXAlMznk8CVjVvpGZHQDcCMx29/X5VuTuc929zt3ramtrexKviORXtDwF5apIH9JnqpSNQorABcAMM5tmZpXA2cBduQ3MbApwO/Bxd3+t+GGKSBeUpyIDg3JVykaXh4PdPW1mlwD3Awlgnru/bGYXZ5+/HvgmMAb4hZkBpN29ru/CFpFcylORgUG5KuXE3POeitDn6urqvL6+viTblvJiZs/oP7jypVyVFsrV8qU8lRbdyVPdMUREREQkhlQEioiIiMSQikARERGRGFIRKCIiIhJDKgJFREREYkhFoIiIiEgMqQgUERERiSEVgSIiIiIxpCJQREREJIZUBIqIiIjEkIpAERERkRhSESgiIiISQyoCRURERGJIRaCIiIhIDKkIFBEREYkhFYEiIiIiMaQiUERERCSGVASKiIiIxFCy1AGIiIhI39i8rpH1b28FwAIDBwdwxz1q462/0DrPDDAws9bnzQyzaD0WRL+HmWiFQdKoqEqSrAx2LOPRuj37M3f9uJNJhyQrE9FU0UGflLV9mEgG0VQRECQMD50w45hBkAwwsvsHJJMBYeg0NaQBCALL7lNOHDnrTVYGLaHhoUfrDnc0tMBIJoPo79gBD711n1v2P0gYQaI8+9xUBIqIiAwii59azeo3NvHuW5tLHUpJ5Sv2etveDBIVQbZAhCDIFsVmhJmQTDr/ChJJY8iIKsygcWtqR+HdZt1RcWlBVLBaEOTE5G0K+JYf7lA7ZThHnbFH4TuaQ0WgiIjIILJ5XWPsC0DoXgFYaHt3SDeHrY8zIezoe+xYJu1s2bC9ewEVKLU93eNly7N/UkRERHqkpUdJ4qGbtW4bKgJFREQGE9WA8dKLKlCHg0VERAaRoIOBC1P3GxMNjADIDvLI/krLEy3zooEN3magSOuAiZyfFkQ9j5l0SLopQ6o5k22fXX/LYJKcx9GCRpAw0s0ZMqmQTDrcuZZpN8Od7Hl3YXaZlkEX0UCUTMpbB7R46GTS0eOqIcnWwSrhjiO55HaYppszrefztQ5+MWvdP4gGwWTSOSvoQMugmZa/a5gJu31our+oCBQRERlE9jhkHBP3HN1a1A3fpZqa4ZWlDqvfZVIhQcI6Hc3bomVEb0vB2pEwdNLNmezAjaiw9DAqOoOkkUjsPHrY3Ultz9CwuRmA6mEVJFpGQ7cfoU222M5EI5PdvU08raO2W6t5CBI97/otqAg0s5OBa4AEcKO7f7/d85Z9/lSgAbjA3Z8tNIh7b/gl7zy+puCgi8Zb/+nmMllt/u47XhCcNsPUe9U13+NvD57nt348SpDzddKyQbiBB4YHxllXfZIR4yb1VzSx0Nd5CjDvwivBgwLfSFEjz/m3MNbutzL9Ct0bfbRLvtOHV2cbav933tnYupH882cv621Y0k5f5+qIsTWMGFtTxIgHpkRHl53Jo7WnsgtBYFRWd6//zMyorElSWVN+/W5dRmRmCeA64ERgJbDAzO5y90U5zU4BZmSnw4FfZn8WZOvajYTh1O7EXR7a///a0f+3ZfQZ1m+h5NuQA5nsJEXVH3kK4OFknGS/vZHKKHUGhh7+wTpabNuaZT0ORfLrr1wVKUQhZfJhwBJ3X+ruzcCtwOx2bWYDN3vkSWCUmY0vcqwyiFQNHV3qEAYb5anIwKBclbJRSN/kRGBFzuOV7PyNJF+bicA7uY3MbA4wJ/twq5ktzrO9scC6AuIaLGK5v5+6+cLceQOwG7jsFC1PQbmaR5z2FXL299xv/UfufOVq7+kztW9pf7uRp4UUgfmOkrc/elBIG9x9LjC3042Z1bt7XQFxDQraXymSouUpKFfbi9O+Qvz2t5/pM7UPaX+7p5DDwSuByTmPJwGretBGRPqO8lRkYFCuStkopAhcAMwws2lmVgmcDdzVrs1dwPkWOQLY5O47HWISkT6jPBUZGJSrUja6PBzs7mkzuwS4n2g4+zx3f9nMLs4+fz1wD9FQ9iVEw9kv7Gh9Bei0a3sQ0v5Kr5UgTyFer2Wc9hXit7/9Rp+pfU772w3m5XoZaxERERHpM7p3sIiIiEgMqQgUERERiaGyKgLN7GQzW2xmS8zsilLH0xfM7C0zW2hmz5tZfXbeLmb2gJm9nv05YK+kbGbzzGyNmb2UM6/D/TOzr2Vf78VmdlJpopbuUJ4qT0sTtXSH8lR5Wsg2yqYIzLmVzinATOAcM5tZ2qj6zPHuPivn2j5XAA+6+wzgwezjgWo+cHK7eXn3L/v6ng3sm13mF9n3gZQp5anyFOVp2VOeKk8pME/LpgiksFvpDFazgZuyv98EnFa6UHrH3R8FNrSb3dH+zQZudfcmd3+TaCTcYf0Rp/SY8jSiPJVypjyNKE+7UE5FYEe3yRlsHPg/M3vGolv+AOzacg2o7M9xJYuub3S0f3F5zQeTuLxmylPl6UAWl9dMedrLPC3ktnH9peBbWg1wR7n7KjMbBzxgZq+WOqASistrPpjE5TVTnu4Ql9d8MInLa6Y83aFHr3k59QTG4jY57r4q+3MN8Eei7tp3zWw8QPbnmtJF2Cc62r9YvOaDTCxeM+Wp8nSAi8VrpjztfZ6WUxFYyK10BjQzG2pmw1t+Bz4IvES0n5/INvsEcGdpIuwzHe3fXcDZZlZlZtOAGcDTJYhPCqc8jShPpZwpTyPK0y6UzeHgjm6lU+Kwim1X4I9mBtHf/n/c/T4zWwD83swuApYDZ5Ywxl4xs98CxwFjzWwlcCXwffLsX/ZWSb8HFgFp4LPunilJ4FIQ5anyFOVp2VOeKk8pME912zgRERGRGCqnw8EiIiIi0k9UBIqIiIjEkIpAERERkRhSESgiIiISQyoCRURERGJIRaCIiIhIDKkIFBEREYmh/w+li0MwrlZbSwAAAABJRU5ErkJggg==", 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "def Nedungadi_example2():\n", " \"\"\"Nedungadi, A.G., Ding, M., and Rangarajan, G. (2011).\n", " Block coherence: a method for measuring the interdependence\n", " between two blocks of neurobiological time series. Biological\n", " Cybernetics 104, 197–207.\n", " \"\"\"\n", " sampling_frequency = 200\n", " n_time_samples, n_lags, n_signals = 500, 1, 3\n", " coefficients = np.zeros((n_lags, n_signals, n_signals))\n", "\n", " coefficients[0, :, :] = np.array(\n", " [[0.1, 0.0, 0.9], [0.0, 0.1, 0.9], [0.0, 0.0, 0.1]]\n", " )\n", "\n", " noise_covariance = np.array([[0.9, 0.0, 0.0], [0.0, 0.9, 0.0], [0.0, 0.0, 0.9]])\n", "\n", " return (\n", " simulate_MVAR(\n", " coefficients,\n", " noise_covariance=noise_covariance,\n", " n_time_samples=n_time_samples,\n", " n_trials=1000,\n", " n_burnin_samples=500,\n", " ),\n", " sampling_frequency,\n", " )\n", "\n", "\n", "plot_directional(*Nedungadi_example2(), time_halfbandwidth_product=3)\n" ] }, { "attachments": { "image.png": { "image/png": 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Z586XdMN7xfdkwwWkSAkf+qvmxBVlZS+Pg+/xrreDAa3p5Mi1hnwMt27bgcnjJwCCiLfmf4CRwxPg5eXFZqptkZG6xFIXmyIGkVe4f4MGtpCwOi8tQ+zZswerg1yX1q7bwOq2moBJRuq2N23aBAeTk+FXpw4uX7iA2Ki2zGmeJpFIJp5qDwJcUdaetrZKUlJsK/9YhUfumwmtVo1X5r2O8ePGQC5XMPcge2apaRzy488+h16vw8yHHmZO3VYxY0Mm4psSjSVu37uHViji6VmPQqM1riKygVRJVvINpY/DvoMH0TYmjn00IkNCkZJ8jK0hL8nITzweAa4oPb6Jby8gucDQHwWHuHHzBl5/+SXmwtOzbz+MHz+OTWaQM7lMZt9CLlJeP37zDfNJvGv8uNszZEcOaVKIFHmTwEB40X63goAvvviK8W+PBUg0adkl8b/st6Xo1X8g42zm3ffg8JEj7FxS0HawzIvUIAS4oqxBjeUsVkm5UIBcVVER+vXsDZ1eh/Yd4vDdd4uYotAVRxS3p37qwlJ5ih1J3eE2rds43YmblP6S339n7H75yccl68/t4Z/KyGRy9vfttwsRHhUNVeEtzJg8GT//vJjJQoqUJ89GgCtKz25fq6QjS1Gr0aJLXAfo9VpEto/Bst+WM0uMxiuruj92SkoK67oHNmsOuULudEVJUYkiwsPQwL8Bi2r02GNPWYVDRZlIERIGpPD/WfMPhiWOZNtRvPHqXCTNe8sTtpWoSHR+nSPg/gi4atZbpVIzNxhyhYnvES/Sb3tni81ngmk2+qEHH2EuO3/9s9r8ttN+06x0ds4FMTo8nMkmzVKTE70jHMf/XrNOjAo10h4yZCiTQwoq7DShyhLms94ufIW5RelCsN2pKmnMjrqpHdq3Y1ZR4yaB2LV7FwsYYY+zdkXybdmwHjJBhjuGDGbjoM4e1yMLkMYXaa/vfoMGs/1zBg4YxPbKMY612v/YS93sYUMGYdvu3WzS6GxGOjrExLLJqoow4NdrNgL2PzE1W+5azz298KQse3Tpwo716tfHzj17Stx/JIVQVaDSM04zEhSgl7aSdUUk8eIJcFbvO+++A9rd8VJONgoLVeya9JGwRzbpA0KKOKChP/YfPsLGL1WFhegd3xPZ2Tn2kOVl3BwBrijdvIEczR4pCVIkdOwYE4vCW7cQ2LgJdu2jWIxCyXibPW5Aprx+8dU3ePfd97F82TK2v3av/v1LxiYpuK8zk2kEIz8/Pzz29LNso7F777kHJ06mYfxdE+2uXlKURICUPsW/PJSSjIaBgci/mY8h/fsjNS2NfXCkj01VFLPdjPKCDkXAPn8Ph7LAiVWEAI1RAuhZ0X17rlO3l/769u6HK5cuwMvbB4dTjjpszTXxRDEps7OzMbh/PyiVXtBqNYhqF4u5815Dx7hY5ptoD+/2lNFoNEy26PBwVlwuk8PHzw+7aQsIhdH9xx66lspMmzoNB/fsg86gxWdfL8TAgf2ZMqUtMMjNyMGJB+51MKCVkeMWZWXoeOi9fr37MCVJLkFHj9OMtKM31hLRpk1ryAU5mykmZ/WTx5Pxw6If2KofydJyBbxU15Qp05hfqFLhxY4yyODj4+0Q5UX0JYvx58U/45kX/sPEmvXg/Xjzzf+yj4bpdhSukJnX4XgEuKJ0PKZuRZFe5LVr1zOeyMWlT89euHTxIrOmDh5NhoqWFTo4SYpXkMtYtCCayOnQpSs++XQB6tTxYxatg6uskBzJHxYWxvbToXOyplUayxuRVUikkhs0RCHJS9kefPB+/LBkCbyUXli8aBFmTJvONjKjuufOe4P5dFZCjt9yUwR419tNG4bYckTXm8YDE0cm4tL5bAQ0aozsc1lQeimxafs2NKjfADSeZzru5ig4ilRq9O3RAzfzbyI0PByr/vmHdUPJ+jI6cLvm0ZPCwe3bvx/3TpsKsiYNMID26zFVcI6Sm+gQ5sePncDUieNZOLpGjQPRsFEjpKel4uiJE46a0OJdb0c22m1ocYvyNgDV9NukjjJPnWLbuZ7NzABkYFsfNGrYkC1JdIaSZJiJBoS3bYcGDQLw9+rV7BLVRTPftNWsqxJ9CMia6xnfgynHgMaNmFV5q7CQbXDmaD7IYqWudvv2bbFm4ybI5HJcupCD1JQUNol28NAhi1WStU9b7uYXFEClUpV4H1jMzC+6HAGuKF0OuX0V0stOiSYGKP3v3fnoFBeHiOAQRIWGISosDJOnTMOBg4fZffKPVKnUWPT9j9BpddDpNSyqjk6jRYP69Vieqs5sExFaH05WIv1lZmWhX99+iI6IRFzbdjiwexdu3MhDdFg4YiOj8c+adaxe0/9oXxpHJ5JdwosUl1KpxEsvzwVN6Fy5dJlVRzs3to+MQvvoaMya/QS7RuUokRK1N0kfHsK2UcMAvJyUxD4MtHxTr9Vh1gMPl1nptHrtOsS2a8/26unQrh26xMYhNrotokPDmbtRWnpGSZtLbW8vb7yc/Qi48NtuP5O1taRp15sUEYVAGzpwMC5ezGGTEqQEBAhsDTVhROdkwYiiHo8+9SyeemI2+vfpi5zz55ljNA3U+fj4ImHMGLz7v7erDCst6SMLMT+/AH3ie6CwsJB1qw0GPVPKCqUXWxKplCuh0WmY07kgk+HbH39Ez/h4pkCcNCNcItsTTzyN1X+uhLe3D4vQTrPe9EfjpxqVmu0vTmOotBNjXKfO+HnxT8zidES3fP2GjZj90IPMNUliiMYuF/38C/z962F0QgKzMmlfdGobmvTS63Rs3T3lJ2VPitc4VLIDgY0bSWToyLvepmjw89qLAClKaVnc7yv/ZEvmokPDxaiwcHH+ex+IGWfOigUFBWzJ4fXrN8QtW7eJgwcMZssFKXjt8DsTRLZHTUiIeN/M+8UzmZkOW5pIe97QMsfU1FQxOiyCBcptFxEtbvh3Y8l+ONKKOwqge+LESbFfn35G3oJDxKeeeobxTfccnaTlit27dRejQsPEthGR4nPPvSBeu2YMGGy6hPFybq741tv/FcODQthSxx5duzG+JJ4oGLC9ifggjHJycsQlS5aKI0cmMvk7xsSV4DB44GDxROrJEswoP/1RkORtO3aI0eERYlR4pBgZEib+vXoNY6WYf76EsfaqBi65KQJarZYpyvPnc8T2UW3FtuGR4p13DBOv37jBXhhJIUgvsrRGe/fefWJUWJjYLiJKHNCvP3vx6OVzVJIUzY2bN1k0cdom4o5BQ9g2ChptecWiM9mU67V5r4uRwaGMv3//3eyQddfmcpFyGz1qDNt2Ija6nbh7z/4KMSBZSFlfuHCBbUzWoX2MOP6uCaJeb2BRzOlob5JwoiNFRlepNOLvK/5gypswe/Ott1k9RF/ayM28LmrTO4YMYZHWo0JDRcK8+OPCFaXpy8LPay8CZFEWFamM2xEEBTMrzFThSdam6cul1miYUqBrZFW2i4wUn312jmkWh52TNUQv/PCEEYymZA2ZVkBKkhS6pDRIif348+KSgBIkn6PT+g2bmCVG+/PcuJnP6idFRUk6mtdJPJICojL0gXn55bnmWar0mxQh0Y8Oi2Qfivfe/78STAgbUojmibApLCxi/E+dMk1sFxXF8KZ8hYWFXFHWXtXAJTdFgBTlI4/OZl3CcePGlyhA8xfK0m96+XKvXGVlI0JCxVuFhZay2XWNaC/6/idmFca0bWsXjWeemcOU2cSJk8soUruImWx7S8qalDdFQsrOybGJHMl17VoeK0tb1lKia45IpIjHjB7LaA8rjjZkC12tVsfK0jDC6jXruaI0fVH4ee1GgBQlvfDGfbCNFkeZLpr2mph88KB49nJRuXeOXvCbN/PFKZOnMQtm3F0TyuWx9wJZZZ3ijONsy39fYVGBXz6xR9yTnC6W58xYK+2YSLLRPtzSHt/28iOVIwt7y9btTFF269KNKWDpnvnxWvZl0dLoKMk2aMBANib43vwPzItV6Tdt0kYyX712zSJm+ZezxZzss2KqGW6kZImvzLNZzOKNDgvnitLFqoG7B7kYcFuqKygoZLPVDRsHwstLyZyXKUyYMWXhgwdfxbp/FmJwt4HYlGt0G5Lo0xrnevXq4s233wIFsj11/Jh0q8pHmoktyC9gDtvjxo4pt8d37t4f8PGGVGx/fQju+eGkxfooMEd9f3+2D/epU+nMvYhm8e1NVJb2If9+0XdsP5sPFnwE2gTMUtJlLEH3Xj8g3+wmzTLTmuwnn36W3P2x9OcfS9yMzLLa/DPrHHkeCAiPbss2VyNXpDLyFhzC67Nfxtsvz8FvmTr4mNRArkbEV5vWrRk/eoMe586dM8nBT52NgPTWObseTt8OBNasN/od3v/oI8xNhBSBlAoyMtBj3ofo3UaBgT4JWHEyDwMDA6Xb8PExvmptWrdiL6RG5Th/RbWKdlM0wL9hExZB3HwvHUWrBLzePRC67ucwba/lzb1I8d/9wIP4/IMPsP/AfsTEtC9xhykRwoYTyX9x366dzE2qT+94y6V1GfhySQamTGhd7r7kVzpk6CCQyw4pM+laucw2Xvhr9VrmHjVq9GhG09vbqwyFQ9+9hBV1RuDnV+5F97C6Ze5JspGjvpeXNzRaNZYtW1YmD//hXAS4RelcfKtEfceOnRBEAb3jy7/0dcMGMiUJqHBgPdAnNMBiXfRyNWneAnqxrMVpMbOVF3OvXoVMrkRgYBOLPocBLQKRl/I7Rk/8BlERvhapkvXWITaWhWC7mHOJWZRVVUpEs6iInMXFEidt88o3LViJIc8+iXY+5de4Sw7dfr6+zK9RrVIxvsxp2PP7TEY6yBJs1bqVheI6tEp4D18NU2Pa4Fh8sD3XQh7jpTahoezkyJG0CvPwG45HgCtKx2PqMIoUfUcUROgNlruQVFHBoaW4/NAnuKOF5c4BOU5LFomjGPPz8YFep0VRUVGF66UDokfhpzXv45eHVyKvgopzLlxkCql+A1pzLq+SUiIlSYqWZCVr0FJYs9xNb2H+9SgoMg/j+Pk07EstG2RXKkO0WBLICbzUiq9ADKsu+/sHMFkpZmX5pEBgWAwGTn4WyWtewp4tlocrqJxKVcToNGpUxvm8PEl+xaEIcEXpUDgdSyy+Vzzrru0/eJBtY0Crc0xTQerv+Cg5Fi+NC8OFlJMoML1pcn4pO5t1R00uVek0MLAx4+v82bOse2qRmEKBgOiBeHSgNyzZsqTU/lixghWNjWvPlGRVlRKtlw6Limay3szPL6d4df69cH8nDY4cPoHsC1eQdfZaGdYlfE+kprGxYVrN46g0ZMgQRnPr1m2MrxJlbFaBj18jNGlQp8xVyistFc3JymJ0RowYVCYP/8ERqLUI3MzP30luKvHd40WaJS6zSuTaNnF4ULAYPmwCO9731cFyM7LkKnP2bBabBSYHdEclokuz1eR2lHE6U1Rrys4fJ381Wxw+52Pxl6/mi99vy7ZYLXPjIf6DgplLDv0mFxh7E5Wn2eGvF37LvAQeePAhizPLRvr54vevfC/mW6iMvApmzX6MyTZt+oxKaFgoXMklokubkUUGhzGXI+K3xPVImy4+FxQsPvfxV+Inb34sJhsXEJVQk/LeyM9neJH7E/ejrLVqgQtujoBOp9tJTuP0YhQVFZW+WCWvUMUnkgPzPffMZC/XXXeNrzizHXdmzryf0R0/1hJdrZh/7ZqYX1Z/lqnl4KHDTK720W1LFEeZDHb8oA8Jud4wP8rgYNGSQ/7tyJJSiolqy2icTDtVqYvR7WiZ3+8UG8eU+NffLDK/JYraIvHatXyLLktS5qQ33hKjwiPEp599ji5xh3PzF4b/rp0IkB/lE088wxTSAw8+LL0vJS9vGZ/K4rtkpZDPXcGtW2y7VrLYyJJxpMM5VUW+j0SblMr+g4eYsqN6dbqKHbRplUlhURGzHCWfwr379pXI5aiTO+8cznibcfe9JStxyNqsKBUvCWR577prIrMme8XHV5TdruvULpu3bme0CVIr4qUAACAASURBVDfycZVSRbxJ/pOU79DhI8yHkspS74IrytqpE7jUFhAgRUkvGHW/o8Mjxaeeepp1BUkhUTJ/weg65ZeuUzlakvfkk0+x/I76j+ogRbnst9+NL29wsJiWnsHIk0VWUaJypNyp2x4ZEiIO6D+wwjXOFdGw5jrVwz4QYeHijOl3lyjxispKivLJp55hliR9WK5ey2PZSbk7IkltNiJhBMOMhkKu37xZ0rU3/+hJwywky/4Dh9ly1KiwCPHTz79k8vCut4UXhl+qnQiQoqSX9Pz57JKX644hQ2l8ir27psEm6AIpSHqx9u4/wBQFKYspk6eWvIyOeOGJBnXr6cUm6/F//3uXrY2mKD0UEUhSOpbq+vGnX0RaVUIRceLatbOUxSHXCIOsc+fFthFRYlRImNilQycxPeOMRdqU99z5HHFA335iRHCoGB4cIqalpTMcSVnRfUckiQ7hNmL4iJJgIt8sXFTyYTOth/LTJ+epp59h0aIoCtT0aTNYFoosxBWla3UCj0fpWrxtqo0UpbQL4+JffsW8l19i7i+0ouORx5/AhIkT4O/fAF5KJW7mF+BkairmvzcfKYcPsT1xmrVsiQ3//svcZqrqo1gZ4/NefwuLv/u2OI6igL4DB2PSpAkIbNKEreDZumUbvv/2GxabkmJmtg4OxvLff0eDBvUd7rok8UkzxXv3H8SD99wNjUbNZsKDQsMx/e7paN++PVutlHw0Bd8vWoSszNOQyxQQYcDyP/5kzu/OfDEoruioEYk4nXGK8SWTKzBu4kQMHjIYjRs3Qs75C1i3fj3+/G0Zm+Em3oaNGI7577+P0pVZPB6l1NauODrzeXAF/x5dh6miJOV4/cZNjEtMxPlz51jAXHJnoaCz5MjMFKEIth+MXBDw6NPP4bFZD5X6Fhb7GToSMOKJ/BbJUTs39womjBmLK7m5oMC9dJ2iegsic/tjL3ydOnXx7ocf4o4hg1kZyW/RkTwRLVKS0oeBzue+Ng8rli6BVq1lfqn00JNnKjnz0+5ncoUCHbt2xS+/LIZarWb3fLy9Hc1WOXr/btyCOU88gVu3yLeSgDIGXjYUu4HJFArUr18Pf69bZx60l2jxwL3lEHXeBa4onYdtlSmbKkraMkFa9lZYVIS3//sOlv70I1tCKFUUHB6O115/A316xbNtIMj6kHwTTZWHlL+qR6aoi5286ZyUIymoHbv24NclS3D58iXUrVsfffv1w+SJ4xn/xIdxCbZYwltV+TAvL8lqyh/lyc65gO9/+Aknjh9niim6bVvcM2MGWrRoVkJCUrAlF5x4Qh8YmSBAo9WybTI2rFuHK1euoEWrlkhIGIE7Bg8oo/DNeOOK0oltw0lzBDgCHAGOAEeAI8AR4AhwBDgCHAGOAEeAI8AR4AhwBDgCHAGOAEeAI8AR4AhwBDgCHAGOAEeAI8AR4AhwBDgCHAGOAEeAI8AR4AhwBDgCHAGOAEeAI8AR4AhwBDgCHAGOAEeAI8AR4AhwBDgCHAGOAEeAI8AR4AhwBDgCHAGOAEeAI8AR4AhwBDgCHAEPR8Axu7t7OEhcPOcikJSUJMu/ejUmsUfrggNpF7ThCY97h/sUdhrXpf7V4dOfEGXqvBanz10sWLduXcsHwsOLNp85I/bduDGwRYsWTc498MDNn31jvSj/+VmzLs7bvFnskviQX7C3Jvr85cuXifOePXu2DG/VuFHm+YvXnSsJp+6pCPDAvZ7asjVIrpCQ4MMjoxN7bMz48/78Jr1/8cneumlY9Ngeq47/qZrYqlX9JdkXjvZqZhi480az8ADNuQkq3+Cv9fnZ+5Ry+S9hgS1fO3Mlc07DFj1euZC187KsRadWPrnJT2u8m2zR38r5obBBdI/W6rRe1+RN0h9rc2DfE6uhrkHQcFbdBAGZm/DB2ajFCBjkfhvWnfgjtUegz4+4fPTJ8LqY8fHqj9WGuk1Grb2U+ZpcWfczQIVb/o1PQED+yZQd+wVBm3nidMbUo3nXpsUGav67bduy3FOZ2TLV1cwHBchQB5q85vXq9ctu0e5sbpF8UQPxRguuJGvxQ1ZF0bmirCKAvHjVEWjX3Psdr3rBo7Zl38qSK3yPZxfqH5Oo+nphrygY6ngJF7VX4Qu5TCgw3it9dDOvKwfQtbYdu0d4yUShnrd6y4FjR7ZfrNvi2pzG1xWD42Lr5BbhpbEdWkZKdPmRI2ALArzrbQtaPK9TEAgNCdnSrlnI1NOX0+cez8h6ODQk5HAjP79XbxTdmnIyI3NaaEy3kV63Ln9kEJQ35FBBrBP0gD4/a1+/Vn71v1V+URR6ZqZWLuB6ozqGu3e3Gb0u9PgqlUIQMuv6iPOue4ftDChKH5KPuujdVL1s0bb0XKcIwYlyBDgCHAFnIzBgwACFaR3mvyHSlokVJ9oQ0vQuTRCV/BZFwfx+yT1+whHgCHAEOAIcAY4AR4AjwBHgCHAEOAIcAY4AR4AjwBHgCHAEOAIcAY4AR4AjwBHgCHAEPBeBpCSZaDp76oGSxsfHBz+eEO5do0UTRaFLbGxsjZfDrBESE7v4mV3yqJ+JiYl+9DeiT2yAuwtW6kLh7py6mL8OPQe1DF30nX7ciq/DXVy1y6oLDQndcv3K9cdWH9eqPqrByjIiPPwLnV7WdvVxjcpT3IBC2nWemHU85/9c9jC4uKLIniNbnkxJ3pmakryziVBUxjXMxazw6qqKQFBE3HOeupojts/UgPt6N65HGLWJjEkaHtsqtqp4VUt5URSSksA++EHBQXmeoCgb976vXrvwyPkdI4NmVQumLqg0KDgkr3NE2HNicdu5oMoqVcEtykrgo6Vzldyu0beSty/O+3bHlXwSQtDcuqd7sCGjRgokCGJSEgwhYdFfKkW9f42UwYzpxpc2vXbs1MnnDKLeY5+/Fs2bxRQI3nUiFgXpa0JvxrGKkr7uAwYowhMSvOPjOwZL7T+qd29muUi/+dF9EAiOvzO4eR39E0mrcgrdhyvbOTmTfuIRrdz3rxFxrWJsL+0+JYLC281vrFSuiYvrH6PRy/s95KHjlLt27cpOSzuepPVuMHvNeZXbr8F3qKKMCAv5OWnzZt31m829rly4ckZ6/NIKfJr3adtmiPS7phwFUXbL21epqSn82spneN8JgQ2vpw7YfSxrVYeePVvaWt6t8guCaPBrMs+teLKDmbreypWFMqWvQX21r0FE65wr+W4/0WGHmCVFRKXiHGRi7Ql9FxwW+eWmAWCDsmSldI5o9VzSgKSSQdrg0IjFSYktaswsHgV/DQkOyevmqeNEAzYpwoKCxajg4DN07BbZumaOh4miEBoclNe5XczEmMjQpJI3sKafiKIQF9HquZouhiX+2/SZGhAWFCR2jm5/b1xEmEfKaEluUMCCsOBWedLNkIi45yKCW+e1jYh5rm1Iqy10PTh+THDnyFae8yBLwvJj9SNQPORT/YxwDqxGoIa1WYnFZ7WAljLOKxu5Ra+5+e6EVufqvzs061bk962nSUX0BrGudM6PHAGHIUATOoDOYfQ4IecjUMPazGFjlAJEI7gJH3n7yLRH3t2B/DY/tv28jZ+sJAir89HnNXAEOAIcAccj4BhFmSQYdILXWfKJiry+rrFcUJyLjo69t6m3+t8Nx7K2E9vitdPD2zZWflJVEfr27RuY0LdToCU6HrHKxIJgnrpCo7cHekN4alvRY+nJsll47cpcckzXG4AmZmivDovXzE1L+ysJojiK4qgKxWZmi8SH/OqcWBu6ZPfZzDK12/iDVitor57HKQQgvl0b7D6etVQiUbzKZN/qC9pnP0oI93lidTqbSSssLGSzub6+vigqKpKyV8tR4oGO1qQLZw4pJiRO+Ce7IGK7KO5/3bSMO8hiyo9t51cxadjwZw+eVD9dKIqtCA1JHgkj2+g5L7e9bUXyuJsshJIkj8SfNciZP4dSW1lT1lV5fH19LwmC4LThlzJRoasqVGyfEQE9Ay6qv1p1oIxPXvv27fscO3aMWZZVqSM4qI14JjNLRgo4NKi1ePrsOcY/rTLpJq7TkQM1rTKJ8b7+2z/J55OXLl0q961Tj4EniiJkMscY0PbIYDAY2ODEiDvvgFxu/S7BqpRPcNcf3fH3y91Lqj17Ngspx06g7MhwyW3XnBiKh1oA6A16DB9+JxQ2yAXVIUwasBFf7H4W5P9C7fPX36sBmQBq4GoVziBCp9dh5IgEu9uK5NFoNMjMzEL66dOuaRMraiFkhwweBIVCbtP7YPockmynTmXg5Mk0yBTWP8tWsGdzFp1WC0GQQSYYOiYmJh6xmYCVBRxmUVJ9ydv/zku2ULEjlCSSRJniu1bXJSvVIMgzyR1p4GboaJWJVC9bZRJlePefZGDixIk4n52Dli2aW+DKtZd0OuPHTqvV2fTy6bRlXczoId29dy8mTRjvWgEqqW3BR58yJanRaOHlpawkp8ktnRZAaSwOvV6PmJgY1lZW0zAh5+jTwsJC6HR6u9tKEAR4e3tj1569uPfukvlMR7NpM73/vTsfwxOG2VzO9Dkk2bZs24EZ0ybDx6e0DW0m6qACWq0Wk2bMcBA1y2Sqz8SyzM9trpYawCLEcsvVKltloi1WVLepwGm3JSuSGrUqiRQKbcfqTklvMIDwraqCI2yqSsMRuJD1r9XpoVaX/UjZQptoUFIqrfxw2EK8Cnn9fI2uzBJ/9pCisoIguoWSNPIvoI7Suas93euNq6zVkgSDVpT7s0X0oigoRL0/WZPSJlK3W2WiVDjUeK6MU4v36Cus1xuYlWExQwUXFUpvwKf0ZSOFW9rpraCQiy8bRBFymQw2vXwkkz9QKhkgk5V+CF0sQpnqaIhGqZDbrORM24osf/qjj4g7JZ1ez9ixdRjKVDYqKxpgW3s7CQR65mjoB15OqqCYbM1RlADk/uFRsT+FvBsZ1f61KH+vKOqO/7joGz0GbFKIWfsu31LhNVpl4nX1/GjnwuYi6qocrPz1b6Sl7EeWykV1uqQaFfYu/x0HU1OxL6t4m26X1OvESjy2rQB4smxWPhLVa2ZZyaSU7fSRf9OSkpKep99JSUkGHBGQIUIGYaCYYTL6775hcMjKkKSx4ujTApPfWI3JVmStWVl80Hn8azg1GVA5bZ7SxYiYtVWx4eZiJpxUnZlsTqrFrcnWKEVJSDIFaQppiae76UX3PKcuC00Q8AQoiodCfGrcE8hbrzYiUKO63rWxgbjMHAGOQPUjwBWlWRvQrDIlmyYmzGjwnxwBjoBnIcAVpVl7kp9j5w6dmDMu+T7SzCVPHAGOQO1GgCtKk/anlRQyuRyFt25h/PhJbByN3Hp44ghwBGo3AlxRmrS/l5cX9u3bD71OiyP797LuN++CmwDETzkCbogA6/U5eR8CrihNGp7GJ/fs3kXhPEyu8lOOAEegtiPAFaXJEyCtphAFPi5pAgs/5QjUegTcUlFWV5xCGo+UCTL4+hjXw97Mzwctz+OJI8ARcE8EyLhh8wi1bQljeGRM0qXzmTero1lIJe7csQMBjQLYOp9jx47DoHevtbrVgQuvkyNQ2xFwO4sy/WTyPFEQrldHwxj0ehw/loxNW7ey6inQg1zudhBVBzS8To5ArUbA/bQA26jMtd1dycmcTHitRguKq0hd8GvXrjN3oVr9hHDhOQJujAC9s3zW20UNRKHLSFnK5QrQPI63txfeem8+npz9CJ//dlEb8Go4Au6MgPtZlEmCQQaZS7veFHSWlOWUSZMQ2KwZbVOO0aMTIZc7eYTYnZ8MzhtHgCNQgoDbKcqodh0miiKC7+sdVa+ESyefSEF9C28VYurd01n0Zp1WB9GgY5amo6o3GESbthZwVL2cjusRYDOxrq+W1+gkBNxOUZ48fmRp+tlzwrc7TuY7SeZyZNVqDVQqNc5mZqJ+A3/Qem9fXx+0CQ3D/324oFx+foEjwBGoXQi4naKsDvgVSgXOZWdDpSrE9KlToFQq2PLFps2aQjTZbbA6eON1cgQ4AtWPAFeUtMWETMa2FiWlSGu7qdsk/ZF16ahEe8JIM+yOosnpuCcCbCbWPVnzOK7YMIeTpxO4oqQ9pQFMHDMa/33/g5KtGgj8BR99hB+/XYicCxc97uHiAnEEOALWI8AVJQXp1evZrnIdOsSW7LxDll/DAH8olEps3LTZekR5To4AR8DjEPAoRRkfHx/8UGIX40Lt2zQVKULqHl2/fhMdY2Ixcsw4RISHs244FZV8Kz/+4gu8/vJLSDl24jYUnXP7QmoKDqXmOId4NVItyDmJQ4dOwkP2YGRIempbkXDuLBt3OLfhRQ4KjVjVWijSrj1289eZfcMDb1eUAvQW3LqFMaNGoWXrNvjv/94sU4QUKW0EFt+jO5q2bImzZ8+Wue+KHxlLnsPbh7VQHv4/PL7kpCuqdEkdqowlmPTWITTyPYRJM5fAE3bi9dS2ogfCk2Wz9oH3CIuyRWKSn5ehsM+yXUey9U2jHtl9vnC5BIClQfXCoiI899x/0CUuDvXq1cWadWugNwt+QRYlrdDx8fHG1GnTMOeJx7H+341V3hqCDTxLzFV6zMKXL5zFfWM6IWb8VFx+4Ru47za8RkEsYV1eRB02fLAAwx8YgzbRYzD2wgL8kyVNmLl26Wp53kqv0KID61P5tjpdXNh9JLJemrI5y8tmfA7dRzJbWqqsbNb/8ojNQoWsba38FFhIYp/fuSonLKR1nARBRsZpDOzdm/2kgLwim7oBaIeHw8eOM39JWpkjyATQHjmWFNm9M++FXpBh1gP3s5mfho0bY8v27VCpVVAqlfDz9bVYTuJBOupomaRMLv2s/FiQhWPN+iHCh7JFoF/0WVzMA0L9AaJDs/O0/a07JPIWsJ6XfKQdaI0+7zDB0GVoa6zOysfolvUhk7vT4yhaH2LPQltdvilHWAMDFDJXvMbWPwUUNpCed2mRxW1LWpAt+6oBgkxmQ5vftpYqZaDeIeDcEOfu9GRWCaySwvOYDiz5+fjDj+DHJUvQqlVrpiRJWVJEIP8A/+KGFm770CgMIh6ceS8efuA+XLx4Ec89MwfdOneBVq2Gt48PW8lTt179kjotnRgMxgmjnXt3W7pdwTU1tOyOFihe1ElWmyAa0L9vP4gG9wgB5+tXF08+PgteXsoK5Ch/2SgXiuUz3r9vxgyoVSrIi/f8Ll/KNVfIjYssym07t9tQYdm2YvsvybxwNfcK+vTsZQMd52aVywTMefoJGyspKxu506k1KvTuEc8Upo3EHJqdwiAqvb2Qf8u5o90eoSizA1457XN9xrMA5rRcMSLcV2ZYTa0xYcIEDBg0BAcOJeNwcgpzHqfvO1mPZDka9CIgE43+QVRAoH8WLACBZsaN/pWUbfCwYRiSkACFXMFW8fz95x80d27VA0ArgGjVz21T3Sj0vvgWjhc8i96KU1h8sQMmUphMUUC9+vXQqFHjkhn629JycoZ69eszJcmU+G03YwtAj6HnsPZwAXr3AbZ/fA5d7w4AoEeDBgGQNZKx9pAsfyezbpE8YUw974KCAtStW9dinjIXLbTVyqZebJimcZNGaNykSZns1fmjYUBDxpelnpNFvizIRs/h+UaN0Kxly2r3C5bJ5OyNbd4yCIcOHbIogiMuWtAKjiDrehqhkXGzmig15y4XqucsDDozeOBm6ERRJJtcJ20QZn330Hn80yQRjX9ak/L2fo256xthoM9GXOj7GmZ3DyyOciRnCppWELlDIgVJGNNRYY01mLcXzz+zDUMSgVU5ffHxY91Lxn6tfoGdKDjJQckWXiy1lTs9dxJcxBN1vxVWPoNUzly2Wd0as/am2AXu8AySTDKZrKMgCEckOR199BhFScAkJCR4r169Wi2BJClK6Xd1H+15cXQFuchDAALrGpWiZLXZonBdJbdNPOkKkJsHBAaWWmyED62Eokm06kwUj9SWYQSJV0ttRZ4T7qBMJB6pR0MTlLYmU9mkZ9BWGk7OzxWlvQC7m6K0Vw5ejiPAEbgtAk5VlO4xbXpbDHgGjgBHgCNQfQhwRVl92POaOQIcgRqCAFeUNaShOJscAY5A9SHAFWX1Yc9r5ghwBGoIAlxR1pCG4mxyBDgC1YeAZynKpCSZmJTkQTLpkJVyCClZudX3hDitZh1ys3IhrfJ2WjUuJVyACznOXSHiUnHKVObJspUR1OIPj1EqHXoOahm66Dv9uBVfh1uUtMZd1GHTW0/hm7X/4OF+3TF3kyeFWsvDuvenole/H+CyjZGc3P66vBR8MDEW4xcdd3JNrifvybJZi6bHKMojuzZm673qP2+t4G6fT5WBW/2fx+vPvox/VzyGfzdK8WjcnnMrGAzAHbNfROdmVmStIVkUATGYNfdZ+NcQfm1h05NlsxYH91gDZy23t8knCoY6plmWLVsGH9960Gg1xiVbLlqHZLrcuXg1HGNLL4oYN2qkKYsVn/tEYWQf4+30/XswuM8U9oNWepzPzsbR5OSSbStMiVRUt2keR5/TSpqhgwexUHVWr2jRUViMsitEVvyxigUqoQWEtjSVo2WmVfuCKGKMtW1VDKhOW7IojF1RqdXIybmA5JRjjobcbnp169bBgH592fJMW5b0mspGK6gys87h+LET0Bv0NvEitZXpe2ENAakc5TUtq6c9rkTAvwHFC3Be8ihFaQ7TxIkTcTbrPNq0bsnWEpvHnDTP76jfFJ1ISqZ10tIvWqJn05K2gkP48/LdeOnBFoykQiHH7r17MWHc2DIPjFRfRXVL951x/HDBJ7jzjqFWr2G3xAOFuGvfvh3CQ0NAa4htSY6WmdpJrVazP2/vssrcWr4oFJ63lxe2bt+B6VMmW1vM6fnee/9DDB44gIUUtEVRmjO2Yf2/ePCBmeXiuJrnM/1Nyk6qk5StqcIzzWfpvKI2pkhPGq0ODz7wqKViDrvmUYpSEGW3vH2VZoHpjC8drUOWGslh6FVAyDSYAjWklEhp2rT2V5WCDxacxKMvTwayTiKrYRRa+uopUJzR8rLwpFVUt8SDM45UJyk6sgNJkVuVfJSgfqoUmI1EIaiIlq1hNh0tsyDIoFaLNr3IJLNC6Q2QXJREKm8MEmL6DBhvVt//Xl7GrZht+xSVlU1a603PsqkCs0Yqqa3oaGol3q6sVI7ymeJJH1WKMgsnhwfwGEXZJfEhv2vJ61/KuCbeAvCZBLwUqceqqDZSIQceTZUzKWvrUy4+HZOIz1Oj8e+2F5HW/CXsXRQFmUjWqsgUiunDY4muad2W7jvqGoUks60uFfYu/x0HU/OwL6sAA9vULX5pSrcJtpc32/iouBaiQwrB6qTKwcpf/0baeW9kqTqhlZeMtRG9yI7iyWpeKslIHwHixyaezGRr40MfQ2NcV5vomPBlbzkiUbasATpbXisTHmw59RhFeWDVV4UAAs7YIr1b5w3E7DVnMNuMRxteXbOS7vTTB53Hv4ZTkwGVp/gH+bTA5DdWQ+pku0lMZcc0uplsjiFas6h4jKKsWbBzbiUL34c/gfxhqAEIlM461ABmOYscgZqCgE3d9poilBvy6SqcuaJ0w8bnLHEEOALuhQBXlO7VHpwbjgBHwA0R4IrSDRvFGSzR9gY8cQQ8DQHy/GDdbzOnQEfLyRWloxF1U3rkQP3Z51+iqKjITTnkbHEE3BcBt1OUvXuPqjeoZ4eWroTMdEB467Yd2LhxC6uerpvecyVPjq7ryNGj+PzDBWz5o6Npc3oVI1C63KDiPPyOAxCoTQ7noe179Ll+8diMIr1hYoewVkuPZJx/2AEQ3pYEme+0pOq1pNex/Jef4edXF62CQ/D7iuXQqGkfbt/b0nD7DKIIlboI12/cdHtWPYFBaTGAxX3iPUFAN5JBwtqZLLmVRVnHkOdzLCPj4dNnTjcs0OEhZwpuSlut1jBv/wN7duPRx5/AvkMHcfzIIdx5RwLsXetrSp+fcwQ4AjUbAbdSlMkn0jYQnK16JbbwkRt+cQW01LWmIBULv/sBp06exNixY9la0pOnM3Dl4kV88ukXsG3poSu4tq4O4pv+SMbVq9dALlOwQA3Wlea5qoKANGRjoHXIPDkVAYZ1bZzM8b58Yu6x0zlTnYpuMXFp1uz9t97EL7/9hmbNmkOyMLv2jEdq6rGSqDjGwA+u4MoxddA6d/qjJcvLFi9Gn0GDcPc0l8DqGAE4FY6AmyDgVhYlYRIeHj4/fUbGoxBF4aHELn6uwClxxCjU9/dHXGwMBEEExVekNPe1udi8fj3eeuu/0Gg0NkeTcQXvt6uDWcMChdEQ8dFH/wd1oep2Rfh9jgBHwAwBt1KUIRFxz0Grezbyu5CM8OAgw5ddDjjtrSYFQhM49Hcq9Tg2b9sKLy8vSGuQCafWrVri8Wfm4J9Vf7J7NkWTNQO6un6y6ElkUooiC/Gm03N/Sle0hSsmGFwhB6/DiIBbKcozp46+l342UziVeSYk/WyWICSBgk07JRlEY/irF154CXKFnHW3SWmapy5du+DypYv4efGvkNkSQM+cEP/NEeAI1FgE3EpRuhJFpUKBU+kZ+GvlChw5dgwNGtRn8QNNedDqdKw7/s+GDXhj7sslY5Wmefg5R4Aj4PkI1CpFSftrSLORGp0OY0eORN+BA6FUKlmEbvPuEilTH29vNKjfAKJBRNqpU6w8WaMU3dndkzTrnXLsBLx9vNk4pVLpxWSoCfy7O76V8Sc9Z5Xl4feqjgDhzN5bJzuc1ypFSeN01L0mBdI5JgYDBg/Bp59+wnwoTccmzZuvSWBjPPX8fzBy2DCQlUlK0+otD8yJufC3NOv9/rvvoHXrIKb0DQY9Nm3eWiacvgtZ4lVxBGokArVKUbLI/oKA6LBw9OzXH598+nGZyZuKrACyvmbMmMYUpEqlYvuEkAuRuyeVSs0Uu1/dutCLeuY83y6uA06fySw3zODusnD+OALViUCtUJRkQVL0HL1eh07tYxHTqTO+/OLzcribd72lDLSBEt3r2rM3P/RIQwAAIABJREFU+nSPh0arhUEsP/Ej5XenIw0fkOxK2vgKAHW9dQYD27mOtlPliSNQkxGg95IZOE62WzxeUe7YsQt/r16LiXeNR2zbdujRuw9+/fWXkg2KSIneLlFD+Pn64ocfvoMgl2H58t+N+4TfrmA136c9tkm+rRs34OFZs4q5EeCtUEAhl7GueDWzyKvnCNQIBDx+x5L/vfkGAAPzg1y2ciWbxZa62LTHtjVjjcZtZrWQyxVY8OmnePjemfAP8MfwO4e5dSPTbnVSWLVRiSPY+GxoaBi++fIL3HP3NPa77I52bi0OZ44jUG0IeJRFGR8fH2y+mufPf/7GwSNHsHvfPnSIi2VdaEk50Brvirrbpi1C+SiCEFloA/r3w49Lf8XTsx7Fnj37jLPgrCtrdOS25ItpSsvW8wupKTiUmmNTMfoAlKbSQF8k93//+wby827gVmFRiVVdmtd1ZwU5J3Ho0EkUuK5Kp9dkT1s5nSkHVeDOsrF3mM96W9fSQaERq1oLRdq1x27+OrNveKBUyhpFKOW15kiTON27dcWfa9Zi+uSJiG3XHidS05jCLSwyKh9SltKfNTQrypOx5Dm8fVgL5eH/w+NLTlaUrdx1spJp4orGJuO7dkFwWAR0xSuRiEfIBZw5k1munKsuqDKWYNJbh9DI9xAmzVwCpy2/cpVAAOxtKxeyaHdVniybtaB4hEXZIjHJz8tQ2GfZriPZ+qZRj+w+X7hcAkAag3SUpUdWJXXdQ0NDsOvAAfTqOwDjEkeiZ9duGDZ4MG7cuIH8ggL2V3DrlsSGHccsfPnCWdw3phNixk/F5Re+QYaVVIg/UTSgW6dOCAoLx5q1q0tWFXl7eWHOiy9g/OhEnM48ayVFR2bTYcMHCzD8gTFoEz0GYy8swD9ZphawI+tyFa3ybXXaVVU7vZ7ysln7HDqdNRdW4BFjlELWtlZ+Ciwk3M7vXJUTFtI6TsLQGD1HZBaV0oFLEBVyORo3bIjPP/8Yly7n4tixFLyR9Dq6duzIqpbL5MzKHHJnAnR6HQQR0Bv0+PSzTyXWKj8WZOFYs36I8KFsEegXfRYX84CwAIH5QJLit2QtX716DW/Mex2pqalo0rw5/vhjJVueKQX6oDJ3T5+Gzz76CP+ZMwcvvfIqYmPaVWnVkVwmWOTFsoD5SDvQGn3eYYKhy9DWWJ2Vj1Et6kGQyVkRaQzZcnnnXy3FtXTYotJaLbTVhesCQv0NrK2qWx5T3ik4ilarZT0O+ujfNlmQLeeqARDoOZQZZ5xvS8S5GeQyGZzc84ZHKMoyzTCPmrA0UReUnMTJTUayLkvvVu2MlDA9LM2bNUWjhg2xZdsW0N40FOyXog39seov/LFiBXNLYuOigoxNCFlfqxrGkU8tcN1YiuhSN7p9VDR0WssBLlq2boOmzVvglyU/s0JkXZrKTnyv+PMPPPH4E5g4djTLQ4rc3siJgc2aYfajj7AxXGtlkziXjqSc7hw0oLS4vcyUUrD7TJAJzGc2NSPdBhpl24peXlHU4erly4gMCbWBjnOzNg5sgsdnP2pTWwFlZaMFFwa9DpEhIUzhOpfjyqlLbdWsdavKM1bxrqlOqSKpaiw+YJMi7MwMbcbZ80LLDsMjG+YfTko+nTN16dKl8o6duug0Wg0UcoVTvn4yGUFohJGUEX2xyZokK4KWTNKTRJNBzNkdQFRkuJVA5eLt4LvRP2U1eiv2onf0eqzMfBkBej2zCC5cuGhxMkYml0OtUkOj00Ipl7Mvv06rK5OXfEApwIdCoWRfFVqVRFsW2OsbSl4BFGnJKgsFwI5Xe2LtsPV4vQ/wQfBQxOzbhTsCgYzTmcwCY9snVOuTadwrKSQ4uEpt1dBgQFFhIa5cvWYlHedno0cyNKSNDRWVfw6Xpf8H/hot60mVsUpsoOqorIIgg96gg7efX8dWTZsecRRdczrV+jiaM1OV36GRcbOaKDXnLheq5ywMOjN44GboRFGkvlyNHQDL2/s15q5vhIE+G3Gh72uY3b1kjqoqUFV/2by9eP6ZbRiSCKzK6YuPH+te/TxVkQOPbSsANUS2joIgcEVpzXOckJDgvXr16pLlJjVdUZLMuoJc5CEAgXU9bJREV4DcPCAwsK41TVsj8nhsW9WM55ArSnvfEk9QlPbKzstxBGoZAk5VlB7hHlTLHgguLkeAI+BiBLiidDHgvDqOAEeg5iHAFWXNazPOMUeAI+BiBLiidDHgvDqOAEeg5iHAFWXNazPOMUeAI+BiBLiidDHgvDqOAEeg5iHgWYoyKUkmJiV5lkwowIUcTwpGJr0kOuRm5dbc1QCSGGWOntpWJKQny1amES3+8Bil0qHnoJahi77Tj1vxtbVrBC0C4k4XdXkp+GBiLMYvOu5ObDmAlzyse38qevX7AfkOoOYOJDy3rQBPls3aZ8djlnsc2bUxOygi7nngaonsEydOxITJU6DT6IzRbRzxWahoq5zb0Kb1y7T3zphRo6yKqk5CKAJiMGvus/j3jxKRoNZokZWVhf0HDoICApQkia+K+JDulxQoPqkov3m+Sn5TkIRxY0aztd6lkXcqKYAA3DH7RXRetrEkE62NX/zrUrZOnl00Ea0kk60nFcl8GzoUwITW6U+4a0yZzecqK2beVhQ8meIAJKccQ2pamuWipvxV1A6W8li6Zl5DBXkoDsHYMaNs2srEXDbC5tSpUzh8JFkKc2CsvYI6UdF1c57pt2le0/sV4GPQU4QmGQTx9lu6mJKz9dxjFCUJLgqGOqYALFu2DP/34QK0bNHc9HKVziuKa8miA92Gsk6nYwEtrNl+QiKl05asyGSXKAjBocNHMf6usSwikpRP4qsiPqT7Un7pWFF+6b41x/fmfwgK40aBgq0NjAEdxQ0ybnhGdVBgjX59eqN1K8dFgalIZmtkoi00jFuFWP+KmLYVBUKh+g8dTcHMGVMtVmnKX0XtYCmPpWvmFVSU5735/2eTkpTomspGkZE2btqKRx66v2ywFYq4UZxM5amIFymv6dE0r+l1U3qm1+mc3qvp06ebX3bo7wr0tP11JBWPEXbv0D3y8YTw0jfBfpJVKkmWCoVZc1SiBrP0Zw19io5OjVqV5KVUsig/9LCaJokn02um59J986NpHnvPtXqjTGQx25voAyBtYeGo+I3mstry2145TMvRNsdeCmOMTdPr0rkpP9I186OlPJauWVOO8sgUChaftCKFZE7H0m+yKKUA1qb3K+KrouumZaVz07ym59J9S0eDQUSdOv6Wbjnsmv1PtgUWouPvDN7w6w+DwqI73nvjxqW1mzIML1rI5rRLgii75e2rLLNxJXUFKRalOyR6uCikmS1JQdvM+pQGWCUlQt14eojcJXl5eTHrybpudzHXJJM/IElGckkvrzV0yHqlJJWhc9OYm8W12H2whgdz4qZtRXyRVak3VGNgTXMGiwMCkvVv6/NjKhuLtcli9zpifMQCkzZcojan8ICa4sitNhS1KatD3zaDoNFqZQEqoShvUeqZzFAVFJdt4qYKmbskPuQn0+a/lHFNHF4FMu5VVJWDlb/+jbSU/cjyhI1lStBVYe/y33EwNRX7suyb0afhC1JG1/KusyP7gFRncESPbSsAnixbyTNZ+Ylt5k3ltJDmP+ZKdN5nQ/u18qnfud/wxnUEveMGB29T94FVXxUCCDhzm3w16rZPC0x+YzUm1yimrWHWB53Hv4ZTkwGVnSMRZBHRMMbgvv0xZuJEzH31JRu2o7CGRxvzmLWVyXCdjYTcMLuZbG7IodNZcphFSe454akf7hE0mrt2X9K/VnThzH9uqdSvOF0CXkGNRMA4BKGAj41DEZKwZE3SlhaFRQX45ftF7LKt3UmJljOOjhpndQZvnkTTniESe+R3mEVJ7jnh7Tq83UjQ5WgUdS7TZj/t2tSZm372vD188TIcAY4AR8BtEHCYRUkSpR87vCy7sOiTLvWKci/qdFGnM/PC3EZSzghHgCPAEbATAYcqytCOQyLqKZQ/X9DlN0g/dnBV5i3923byxYtxBCpFQBqjlAkOfYQrrZPfdE8E2DBHGV8Xx/Pp0KdM4SfeEpTKs1fyvVq1bRs/RDDo+jieZU6RI2BEgManaBc+njgCzkbAoU9Z2q6N2SrIcalQ+wnUl57s27KuLftiOltWTt+DECD/uW8Xfcf2TPcgsbgoboqAQxUlRFGY0iTg91NnznQ8cfpM4tb6d2j6dIiOdFPZOVs1GAGyJhVs33KwvdRpFQyfaa7BDVoF1tnMN80eOzE5VFE27nN/3Z/OZGojg4POULgzzYlVqTqNb5s+7dtY3QXv1DchcFDPDi2dKDMn7QEI0HoX+mvg35CdHE1JYYEsPEA0LoIbIuBQRVn/Znpw3zaqJmn3Zob1/PXXQT4K+W+7TxzacFktH2ON7NEdBkfqL6bfe+birb/jo1vfa00Znqd2IkDL6NhSTgFo2rIlrl+/DvP177UTGS61MxBwqKKU+Te9uDu7zoLw78MOXlepXzVoNc9O6JsQKOq1Q6xhPqLN9fNHT516L79+5ESNXh9oTRlH5qGgDNR94104R6LqPFq0YpGUpVqtBgVGcJXzsfMk4pRtRcBV76pDFWX61qVXQtq0fqZNs3ojUs+c7t+sdVzDgzkZb7ZvWtcqi3LVqgOFkT1Htmxw/fjJ+l4+u2wFrar5KYjBM08/i3ZR0VjxxyoWZIFeQJ44AhyB2o2AQxVly45DIq5dPHXnxl1HsgnWogCZOiMj7eGVu1MzrYU5bddf2fXbdGtyvkC9zdoyjso3dcpUbN64EX/89RfmvvAfxHfrDpVKxYIuSCHAHFUXp1N1BMiiFNlIZdVpcQocgcoQcKiiFPx8b10pUiyKDg1bHB0asbgg5fDOyiqv6N6hbctyDTL51oruO/o6hez63//ew+GDB7Bmw3oEBwcj+cRx+DdsiGFDhzLLkmItOjKMl6NlqG30aK03dbuUSilQW21DgMvrSgQcttabmDY0bpFX/2bqqDoNm++uL9bXZV49ZTm0cwUSBkXGzaqru9kHCt/tzb3Vj52uIJ8jL1PXOj09HQu//Az/rN+AwMaNWBRyqmPturXo2qkzJoybgF+X/wpv72qPQ+xI0Ws0LVqZc/XqNegoUjp3Oq/RbVkTmHeoRZmz6qvCQr13o/zc3BGZlzOnaIuK5tgCwtm0o58Ftrn37mNpJz7bkHw62Zay9ualfU0m3XUXQsIiEREexgKakkKkqOiiCLz6xps4eeI48gtulVRB1gz98VS9CHz12af4+ddlgBtO5FBkI2PiY9zV+5Q4pnaHKsrQDn0i/QXZ+Vtq1cz63vW3KeTCOlvZ3Lw5yc4IhbbWZMw/cvhI1K3fAOs2rC1DQCYILHLy8GFD8fb8+egXH8/2hKFMNLvqTiG9yjBeq34ICAkJQp169bB8+TI+NFKr2t61wjpUUXr51tWo9Lcilb51P5WJem+tQezhWnGsr02r1aJ3fC/kXbuGrdu3lXvJSBnSFhIUNzHhzmGQKeR45933oNMbd3vjFqX1WDsrpyga2Edr3YZ12LJuXbk2dFa9nG7tQ8ChijI1IOKCXu6ddvx4ytKLquuT/by8llc3pHqdjr1AtLEXbYpEEwDHT6Ri4ICBUKtV2LpjG9vbpLSrZORYshjpOm07sHv/fvz47Te4ceMm2zGQaPFUfQjQkkXyoWQbeBVvuOZOndzSib/q31em+lrJ+TW7ynfWYYrSGOH87z06tfrJduHh85WQ4ZZK/Ybzoaq8BkEmY11m2lBJq9Hiq6+/w+jhCRg4eCj27N9nlZMyKUs/X1+EREShV7euIEvGXTYsq1x6z717+OhRFjmILHuVSm1cz+i54nLJqhkBh816u2uE83Pns3HjZj4mjE5kEzB+fnWwbtNmhAQHMWuE/PBu97UgK5QszLVrV2P82PHoHNeBuQ9Vc9vV6uqfe/IpTJw6BT4+3qzHQJbFzRs3ERjYuFbjwoV3DgIOU5TEXvrxI0vTTfjcfsTkRzWdPnzvvWwTqpfnzUPfvv3QulWLkokY6lJbk6RuOOX9ecnPePSRR9GhfQwmTb8bL/xnTsmSR6n7Ts7pNJtOXUEW4aa4EnJFkvJYUy/PUxYB6mYTrqQUadjEy9sbGo0GtF1upx7xeO+99/HGG/PYntNkaXKsy+Lnqb/YMsaaFLi3uhsiPj4++KHELn6mfPy7bQtOpKdhwvjxCGrTiilJaULGNJ+15/RSfrvoW8yYeR++X/gVFn7zLfLz88sGkBUE9pLSzHlV04XUFBxKzakqGbcrX5BzEocOnYQtm9XSh41WSpGivHWrAOS/pVAomUUZ0DCAKVHaO50m6qpDSXpqW9HD48myWfNy3K7XaQ0Nt8gTFBqxqrVQpF177OavM/uGlwTUYJM4ej1ojJKsDPKNrIoCo0F62iZ1zpxn8O/mLVj41Zfo0akL2kVEYOfuPbhy5SouXrjIgjSYWqL2gJSx5Dm8fVgL5eH/w+NLTtpDwi3LqDKWYNJbh9DI9xAmzVwCW7Ys9/HxwZGjKSgsLMSrc19lylGj1WLs2LuwcvlyrFm7vlpW63hqW9ED5MmyWfuCOLTrbW2ljs7XIjHJzyv56z7Ldp3KbtVz5CO7zx+k2fb+VA9ZH2RdkHIzbpFK1+z/Pkg0iHbjxo2xa98+ZuXs2bcP90yeDLlCAZpp9/LyZrPselo5UpwUXl44kWatwsvCly+cxX2pnRCjAC6Hf4OMye8hlOIwinrmEO8uYcUUclv8SnXY8MECDH9gE9pEA2MvDMQ/WeMxuiXNYQvlHPmljw11r6gtL13OxfhRifhr3Tqo1Gr4eHvD18cHw4YOwvOvvIKXX3geCXceZoibunBJdKS2oKPpfdPrVJdGo4NCad3QDFC+rc5MfAch1P2XlZfJtC5Xn9OzaVsqL1va+P9CoVSAhpgokExVk2nbVNQmpnWY5tfrDYyPOnXqmGZx+HnVpXQ4S7YTFLK2tfJTYCGVPL9zVU5YSOs4iQq9XJTkcseLShMJNONKVk6v+B5IOXmSWa5FRUU4nJwMuUAxE43JaM2KKCi4hbp1rWjUgiwca9YPET5UPgL9os/iYh4Q0kCERq3BPXffQ5+BYuquORihLF+nWl2E2bMetdITIB9pB1qjzztMMHQZ2hqrs/IxulUDvPjii8Xji6WOPoQbDXcUFRXi6IEDbBHAmo0b0bp1ayY99Riot0Dp7ulTsejrbxAdHomuPbrTgp2SRJ4K5qmiDyYLtiGK+O7778yLWP5toa0u3ZAhpIEB165cwfTpd1suZ8VV6fmlrGwszqzM7e6bZUfelSt4bs7T5pcr/m1Bttx8BbRqDe6+5x7IZdZ+TCquwrRtKm6T0ufOYDD6MhNFMoJIWV66dKHiChxwx/HawwFMVYnEPJQZGVyzZh3q1K3Dumhl3pwqVWIsbKAZc7JORREG6tMXtyVZRhREg95TseRtFaHV6dGpU0cbalbDaI9qgevGYvSy+Pj64lTqyZL6bCBYxawmmseEkr9/AJu0kqw+k1sVnkp2tnQknDJPZzAIGZZSSdGoIMiKuGvqNMTFxeHggUPYf+AAi3GukCuNliFFEjIATz7zFLZs3or9e/cY14EX0ynzUBRfoyazmAQYPSEqzGCpVPm2IouflsOeOplqqYCV10yZLFUWpYVvd780J535N/Ave8GqX2Vlo4+X0kuBzIyMCq1yq8gWZzJtm4ohL5XT9ONAJEi5BtRraEuVtTTvgE2KsKBWDMmWHYZHxoa2WExIiKIoF0VR1Op0ol6vp9NqTcSH9emy+FbQneL2fFEUi/aIvYLeFC+bFNZotCa/qvdUrVYzBnRWyrf9lXjx1W0kWL74flC8uLZYMNvwsSyztTxYLm3v1fJtdVGvZ8+cOzx3plJJ/FiPk2XZiKb1NEw5cNp5B2dqP0ufKGfW5zTaoZFxs5ooNecuF6rnLAw6M3jgZuiWLl0qHzdunI7Mc/oKVudqGrIuyCoiPkzHWCoDJG/v15i7vhEG+mzEhb6vYXb3kjmqyoq5/B7JRMlauZC3F88/sw1DEoFVOX3x8WPdreKZApXcLpmO21rNjwWitrQTFTdvq4c6B1g5FGGhcidekuQiLK1dNGEu26NdG1nf1k6UxYx0R0EQnOaQ6DGKkkBLSEjwXr16tVoCkCxKALd/u6QCTjxSt5T+bH15dQW5yEMAAuu67yiJ9PLZBJ+uALl5QGBgXZuKuSqztATRFjcj07YiRUQ+tObdRFfxX1k91F70LNorW2W0q/EeV5T2gu9OitJeGXg5jgBHwCoEnKoo7feTsYp3nokjwBHgCNR8BLiirPltyCXgCHAEnIwAV5ROBrjq5AtwIceWhX5Vr5FT4AhwBMoi4FmKMilJJiYleYxMurwUfDAxFuMXHS/bavyX2yKgys1BnltMHzoaotr9wfYYpULxMEMXfacft+LrcEc/ItVFTxEQg1lzn4U9LsLVxbP19eqQm5XrHi4J1jNdeU7dSczudheO27J4vXKKbnGXf7CLFyC4RWtUkQmKh6n3qv98Fcm4XXGdtsTbye14s5+hPKx7fyp69fsB+fYTcbOSKqz74i+ETRgCpbTcyM04tJcdz/5gW4eKx1iUJK4oGKxYRG0dMDyXMxEIwB2zX0TnZs6sw7W0L2z6BteGPIy7Yn2g9cCtxj3zg239M+K+XszWy1BhzmXLlqFvv/4lq2GqEl6twkqsviFArpChUUPb1qQqlN6AT+mbJzkLX7uWZzFIgtXsODAjOVXXq1cPcoXc6tUeYFGVyu6TnnvlKiigCEUEqtYkCAzbpk2sXAmVuwlPvXMDL3yajT3J6dC0TkFMr7bwk1EMAAP+v70rgY6iytpf9ZYNBwJGkS0LJAQICWGJCZuJioIQF9aIiIqKioyjIorKSOM6KogDKAOouAs4ih7UuB3RH0cElIBsISEEMggIIwESyNJL/ee+pkJ1pzq9pKu7U7x3TlLVb7nv3u+9um+/7+SJkyEVR5452WKNbdOGGR/xZcO5nAZZDSJbBnSvOm1cD6Wj03ZGoxGt/3KBqmxoSlEKou50RJSxwdbx+PHjUVKyF+0vuZgZd5WbSFMVVQXiZOGETnvU1dUxQwkKURp71R7CJ6s+R8nBCFTUZqJLpOOY4MrVH2L4VVcxU1eNEwXf59Uly/DQg3/z+dSRnFMyg3f06DF07tQROn1oBzrEi6XeipqaOkRFeVbatZY2mHBrD5RvK8LB/x3Bib2HcGZgD7Q2GvD2Ox9g9Ohr5aKG9H3x4n9h1iMzmGV4XxSlvMEmJfnGW++gYNzYEBhmcYaPbg0gU4ZTptztHBDgX5pRlP3yp0Yf3/7NY2XHxdMAXpVwio6JRoQpglkP8qViSOkD+STL2/UWK7zuMEV2QMFThSiQMcGOQQo6tGnTOuStucSWyWTwXUlSL7kNIPWVqWNiMhoRExPtOy2JkQA96fhhna4WcnNeTZGO7JCJ0QWZLErRn2Ww3HgVLjI4TIGRUomJdjK63xQp1cNMESZWb9yZM1NkwKXB7hxBpppEREdHhfyIJnU+7HYTLGjoHymK0FxPzSjKX9cuOwMgtlwBEboeIBwcDVHlRhv85Uk8a88tXM4RW21ig7kt786y12LTvz/GluJKbK6oRl6XVsw2nqBzGFn2F5dApSOFbbVY/DLwnHnn44wNu90xfKcGIFzKScKH+PHJ4G6jBltgJu2IXqhlo/rGDHzAYZNUkjHQT80oykADw+mpiUAk+o6dg9ICoFaTew7VxI7TDgUCXFGGAnWeZ8O1HJG8BvLa0AIQCO2seQsAiLPIEfAHAWk1mKzgc6ceAoQzG/6rO/J2WLxXTwxOmSPAEeAItHwEeI+y5Zchl4AjwBFQGQGuKFUGmJM/PxGQVoPP3cN5fuKgttSEM5vmUHd3EB96q12QnD5HgCPQ8hHgPcqWX4ZcAo4AR0BlBLiiVBlgTv78RoCveqtb/uf3qrcoCloywKtuVeHUOQIcAbURCMvtvvFJyUUjW9XeDGC72gBw+hwBjgBHwBMCYTf0TurVb3CMXvctdKIWLdZ6Kg8erjEE/Fn1PnrsGEbfMLrh/LzGIAmoONLugoASVSAWXooyf2p0O/FIh/pLMp6vtwue7VspCMS9OAItHYHKyhMo3rkLm3/d0tJF0Qz/YaUoE7Z/vTOh9YX/EY4Vj6ysMw3h85SaqWdcEB8QIIs4ZFG85ozGLt/xAYNwixpWijImJua+slPWvoLVklZrtQ++b+O7qttHI8OfZDWcHFl//uzzQgzI7Iva2jpmaFc6sxtuBcf5CW8EJHNzdjjqli/cGgx6ZuKN6iM5srlYX6+xi3h8ASQM4obVYs7OnTvXEibts4dv71uz3bSocL/q85Q6nQBSlrOfmINPVq9GfV0dzM8+h34ZGUhI6orPCz8Pg2LiLJxPCNTX17PTJi889yyuyBvKDBkHay7ufMLZF1nDqkcpMX7k5y/3f7Ht9xLpdyCfSj3EBS8vxMfvr8TEybdiz74yTLxxAnYU70ZF+T5MvfMulj1ZJ6crArjjCHiDgFTPhLNGlr1JI8UhS/wiRJSXloDuhCElyRWlhE5onmHVo1QbAqp0NquNXYxEQ6O6unqs+eRTLFu8EFt37kRUVBQbhlOlpOH4lh3b0Tu1B26edDPefvcdWPjwR+0i0gx9qj9Ux/wxskbTPpJrULiCIHnxpwwBCR+ZlyqvYdmjVEVSus6W3dhmALXYVdXVSE/tgSdmPYLde/dCrzew4Q5VbjItT3EMej2K95Ziy6ZNuDz3cnZznVq8cbocAQmBG0aNxKNz5ko/+TMMENC8oqSJcLk7fOQPDL/qamT1ycQ/FixA6f5yNqyhKy+l4Y3R4OhoS7+/W78eBw+UsxsUpRaMeqPSIpCcPn/nCBACUt3xZx8ldUOvvy6fAUm3dnLnHgEJZ/cxAhOi+aH3/vIDOHXqFF5//Q389MMvibLnAAAXoklEQVQPOFF5HGmZffHjxk1o1y4WVqsNtMrYlGvbti2eef5FpKWm4oMPP0L//n3ZVbHSymZTaXkYR8BXBOimRMdtawK745yuOgZENsrxlRaPHxgENK8o77nzdnYJvclowoOzZiE+PgFDBw9kWy6oR+hJSRLMFGf8+LFYt24dJk0Yj/wxYzF3rhkmo4Hd/UK9zGC1bIEpdk4lnBGghUNBdFwJu6dkL1K7J4e8fh0u3oEjaIvM1A7hDJ1qvGl+6P31unXYXVKCbTt34JabJyF36GA2yU5DbW/v+ZaU4JIlr6C4bC++/GwtsjIzseHnTWz47bhb2LFfTj4RLy81xzBdYKuZcn9P71RBi4oPeYrGw8MMAWmKxlfrQZUnTiDCGAm9QYe84SPw8ZpPaCDPVr9DJWLZypl4dqsFxq0L8NeVe0LFhmK+Es6KgQH01JSizM7OTpia30/12+Z/2VqE199+B/fdcw/Se6Yhs3c6Kv77O479709ERiqfvKRhOu2P0+uaHubLyzacK6icT/7uQKA5jZq0ofzFF+bh4o6XsJGK1WIF3TGu1+sgzZsHH+sKLJ11AFOuz0Ta2Ik4Ous1lAWfiZDnqJmhd3xS8trOQs3dX+08s+q2Id2mrFi/95ga6DqG6wZcmtUfRdu3gc7lzp//EoZfngej0QS9UY+oyMhGWZOitIsiftq4sVGYssfZClqciTQDcLTbaygreBFJypFbnG/1oT0o/QNIzuyOVi2O+8YMU6P2MibiLizAX7fegZfHdWscqQkfk8lxCK2mpgZ0CEKv06F7ane8tXw5pky5FRe2axua4Xd1BXa2H4pkVqWTMTT1AI5UNiGIRoM0oSg75JujTduXD/5wQ+nvnXJG3f3zwS3/BnAZlRkNm2nBhp7UMjfXuS7gxMa2wdNPP4knnzQzRfjCP15Q3mIsADbRznqVERHKvU4n3txU0KQ2gKDTsTlWV16c0gfxB33Y5Lzlp7ZsJSa8BCz5KzDhtiJ8tKIA1M8mKrSp39spEbVEbJgmEb3dBdm4USsd/SxSBAE66U4XD8zSEHLRwsX4bM3HWLR0KXQ6PR568AH8svFnTJ40CYVfFjruhvFAx1OwoHPcMUOn0bz/HurgOEBpAU7AsdtDJzj2iXqNkSfO/AtnHRC7HSaoe9pZE4pSqFjfKdqA1wnqgz+tPdQ1sXO6BLuj0jtWDB3vUkhgn9RbpI9i5iMz3Q6TTp8+A53e+6E34FxBiWNS+GdOn0bPlBTY2WpoYOXwh1q7C+Mw/Z676VSyF3tNrfj2pX/imjvWoUsqcMPhPHxRMRbXd9Lh+lHXoq72DFvhDen3JwB6QY9de708HKbQqB2r0qN7WwFH/ziClETP4wCD0YSo6Ci8t3o1evdOY60G7TF/5LFHMWn8BPTqnsqO1/pTPvI0sW1jcd+998i9mn5v1R2DjjyDXdUzMMhQivePZGB8Ox2219cjOSGx6bRBCNUbDKzT0PaiOFVz04SidEJoLttYwbzGjRuHL778CvV19ayX4rqn0ildc3/QaR7as0m1W/ErF2CzWvHA/dO9y0mpgsY6kmZfmoWHHpvNDCd4R0zdWBGREUxB0kZ9z64KJb92xuDnHdMT/YZ1RmFFFXRdYjHtgftBuxOCNUHvjlfq2dbVW7zuITvoNG7UqNd2We5l+EvrNu6yavAXRTtEQcDGzb/i502bmYEWOvAgCDrMePRx0Eq4yWRqiO/vS0x0tI899jjcs3o0nvjnx/gj8jtMXD0HbSxW5ORkwfSE2V82ApbOaqVy0iP6gmjcXFAQMLraJJS7ztA1vhMbJ3XMuCald1KH90lQURT1Ygt2xzcuE6c//ZH40bx7xcUbj7ZgSeSsHxfnXzpO/LHK4bdx3jjxmfXH5RFa4PtR8Zn44Q6ZajaKA+OfFrVSWlJhWKqOikerLNLPcHxmqKncNHOANCklfdpFxvr/Hj1T99Dr8eVX5H0PKylKmvZSE0C1aVurj6ESsYhrpZ3O/3/+noOvrv4GTw4GXkoYhrTNG3CVuiMntYsJlZuW44lv2iEv8jscHjIH92a1cIFURyzgGfQRBGFbwKmeJagZRUnyjBgxIqKwsLDhzJcWFKVaBR9SupWb8PCD63FlPrD20BAsmp4VUnYClbkWG7VAYRMEOlxR+gsyV5T+IheEdNZqHKsE4uK0sDkoCHjxLDwhoKqi1M54zhOMPDy8EDC0QhwfnYZXmXBu3CLQ/I2FbknzAI4AR4AjoA0EuKLURjlyKTgCHAEVEdCWojSbddq7ubEahw9Vq1gFQkXaimMVx1r2loRG0GmjrKyVFSgq2oNjsksgm3OOvRFMLdBDM4oyI+fyjkkr3rSNXrPct0O2YVxo1sodeGl8b4xdsSuMufSHtUp8PX8iBg59G1X+JA/DNFopK+uhr/HAg8tR+NqtGJj6DA4D4MZZAM0oym0bvvvdZvrLw0rfkJpHF5XyU/Kj+3p8dYbYNEx7YgY8n+vwlXJg4/t+nWosrrr3UfRt35gPVU9PNc7OrY+vMrmWFVkDCvUJI7fCAey6E6XwA3uAmcufwmOvrMP97X9EcaWy9SA6hRUO35WSDGr4aWrVWxTsMXKQPvzwQ4wZM6bhKFooC1a0i6xZogrmi8ksq6VhWygTjWQgi9d0UtJbIxRyTNR4dxgm8NaAxFkOrGRm4ZxxEEpNm3olIwdq8OktTVJwZJjDV+Mc8rIyGAzsXD7RCieFSbYCiB86HqnkuuZd5fCu3Y3/w2CMNlZgnov1oMPHRXRt61AdofymiFGqL9So+VpWSrI35acpRekqKCnKepsIq8UGnQ6w23z8mF0JNuO34wi4iPHjx/ikKF2zpIr+2/Yd2LZjB/RhMiAg60ETbxzvyqpPv+mc/LsfrIRoJ4UZ2nMQgg7srPVNBRMQQdcy+OHY2W1Rh02bf0Vxscy4hly0EFTHyEgTxo0dw+RrqsEuWv0FJrw3A5fgFzr57mQ9iOrgL79uxW87Q18Hqe6R4q85I5tQ9aO8PCXRlKIURN3piChjvSQ0KcqXFryMi+LimNEGT62fvOWnyiA5d/5SeFNPKS21fGRCrN7iMFjVVBp5mMEYAUQ6m5AqLinFlMmTnIY+RJ+cJxnltOldSudrWnm6hYte8b1FJ5naoME4FvUKBg8chIT4zk605PJIWBKv8vKR8yKP7yqrt7+pnKjnX1tb45OilJcV9XCI393FezB50o0NWXvDqzyOfCpC6jUp+VEG3sg+/+WFzN6lTuf+09/z8Xxs7z0Nk7sCe3a0xqAj3zpbD4oF1mz5BVPvvMOrPBuEV+GF6oHFYsXkyTerQP0cSfdonYvTIt765U+NPr79m8fKjounAbwqZ1r6wOQVUB4uvcsroDyuO38pXVNPedqa2jpERTU26us2fe0hfLLqc5QcjEBFbSa6RDoURNRZK+pyHiUaSn5SmKenv2nrrTbHHUSi6GVvuRab/v0xthRXYnNFNfK6tGIKm3phkjKQeJXzJMdS7i/Fpac7f3kcT+9kpYc+PqMv1npcyqqTyXGvN/VO3fHkzt8Tf+7CvaEneBiFHNu0GKMeXIyUrG/x1KZiPLJmSyPrQReKIqTBmTd5uuM3EP7UOJCNTWOM06xbIEg70dCMovx17TIyZBhb7iQeKRad170C149UIuXOXwpv6ilPSwqOpgGaGvI40YrsgIKnCiE3HkVKn0xuhZcTHIaRZb3wpvmLRN+xc1BaANT6YLJEjmXT9JsfSqL4NAXgUla0dkdlZRCa94kpyazk563EOv25kZJSmris6Sjd72oK8E4s6EnGWa5tMM5i0BlYbzLUipJksAbhe2heKSohHXZ+IZgIahKDQPDTdGVvMntVAn2XiRY7yEVqvAb6jowqBXSOqJ8MGVrFIWxPnFKr1jDhdk7UQL5pZntQIEHhtDgCHAGOgBwBrijlaPB3jkCAEJDmxX29rjZA2Z9XZNjCnn+bE7zGiStKr6HiETkCHIHzFQGuKM/XkudycwQ4Al4jwBWl11DxiBwBjkC4ISBNcajNF1eUaiPM6XMEOAItHgGuKFt8EXIBOAIcAbUR4IpShjCd/Ki3+LADWpaWv3IEOALeIUCWlQLl5EdZA0VTiY7Gt/sqiezej04ZMOMZdsfxM/cxeQhHgCPgKwJ2UWTmTkwmZ9sFvtIJRfyw61GazWZdfn5+dE5OTsdgA0KtE/3V1jqbNgs2Hzw/joAWEbBZrXjl1WUQ/TwdFEpMwk5Rvv32u5+W7ty96vSxQw8ECxgaCtCf3S7i9tvvQEavnli0ZCmqqk4zv2DxwfPhCGgZgf/9708snPc8qk4H7mqT83LVOyF7eILOVjeq4wWGGb/tPfBQMCsNDQeuHjYMvxUVYXNREVa/+x4G9O0DCzMwG0xOeF4cAW0iIIK6kiL+9eqyFidgWPUoDbHJhy+44JIB5Sdq9/RN6WIOFppkoCF/5ChUVVVh/Yaf0Lp1a/yw/nsMys1DTlZWsNjg+XAENI+AQHY6hZY39g4rRbm3cFFd0Y5Nv+w7sF84WS/eonatkQydPvzwLJSX7cMXX37JTORLK2mvLVuK+po6fPTJp2eH5r7fe6O2DJw+R6AlIWC32qATlK+hCGc5wnbVWyegQm3gyFblyZMn8elHq7F561a0ad2aZUnbhCSbf6++/hqm3noLIk0mjLxmhNoscfocAY5AGCIQVooyPil5bSvYqkSDoSSpHSaWulrhDSCANAlcVVWN/hl9MPza60BWrcmRv9SjpN85l16Kwm+/xfArrsQ1I0qdwgLIDifFEeAIhDECYTX0PrCvND+uy+TJu0pKzJ9tKPk90LhZrTbU1tWhrq4ec59+Ftn9B2DEdddj/rwXYTIaG5Sk3Gqz0WhA506d0KFzF2Smp7MrD4K10hZo+Tm94CEgNba6EF+UFjyJ3edEU1z0zaxcuZpdtak3Bm7oTTiz7/F8M9z7/fdm1Y7G0I1tOkHA44/PxpqVK3HH3Xfhpfnz2GVL0vWiSsVNhfHNt1+j9kwN9pSWMmWpFI/7cQQ4Ao0RoI4HbTZ/54032PUadmvLm+sPq6F3Y4gD40MtDl0WNX36fSjdU4wjhw+h6Lff2KVE1ODbaIKZncpR7mDTXKZeL+DGW27F6FGjsO7H/+CS9hcHhjlOhSNwHiCgZ7eEOnp/dOFaS3MtkGXfIF7w8j/RMyUF6T16Yn95Ge68+x7s2L0LbE+XCLbKHRER4famPMqNbgckN+eJ2Xjo0ccxNCcbhw4dZn6Ojeotr4VkzPN/qiEgTc9wC+eOa3QZHjrAYKAprsDBTnTZNAe3cN48UGvOnMFNt92OXaV78NkXn2PsmBvYijYNwb293F5aAae5lpsmFuDvc5/GFUOG4r33V8FIc5vNY5Gn5gicNwjcMW06li56GXV1LeuYsOZ7lI89OguzH5vFeoy0YCMdyKdepLdO6h3Q8JzS3XRTARYuXYKn58xGVr9+WLlqtWNCGWDzl/L7p+V5WG022M/2TuX+/J0joGUEpMVRPfTIyclmotKcZSDcebuYEwjwnGh4fde0UyqnH6xrf9aHCp16mHm5udhdWooxEwrw1OzZyO6fhVcWL8E777zLhgLSkJwMbJDitFitLJ2cllMm/AdHQKMI0EissvIEas5UIzoqAnracC46tuJJhz7CXXTN9ygDXQDUKyTFRwqPCvnhmTOwe28pcoddiW3bt+PF555F96Su6JOWhu5d6dkbPbp1w4oVb+KnnzYEmh1OjyMQ9ghYLBas//FHtI27EGlpvWATbezboZGa1NsMdyE0v+pNw21yNCdC84lKTiosd62bFE5pDXrlPWDPPfuMEmlWEUrLyjBq2NVsUaikfJ9iPG89SUlHRkSwiibny9v0asQT7Y4KT71mf3mikZhOZ2A9b4PegAAMBPwWVWoM7aIVUVGRftGhUQcpAtotEU6u3lLPGnpp3t0f3mx2O6AXQE9vypumq/7+6CwkJCaxURXl/cD9D+LVJa8w+6/+8CBPQ/RiYpS/bXm85rxrXlFabVa2yubNnKQ3he4O7KbSJnftij379jJlfeLkyYajku5oNeVPleJk1SlcfcUwRET69xE3Rd+fsDqLBTNn/M2fpLI0IqbdNRVWqwWREaGVS9DpIArAylUrZfz59soaDUHAkcNHMGrESN8SqxibOgwzHvgblJt7LzOmVs0u4pphV3tVB8vLyjAkLxdL/rUEtOP8t1270D+zL0YOH4HoVq1gacbCDn3fzOnUXfbWtKI0m83iwoWvbKA9lIJApwO8rAgBiiZAB6toRaQpClabhc3LvPjCc82iTr3eHt27Y8DgwdCHyYa0mOhoWK1WGA3+Vyfq7WflDAQN02jzfyidtEDQKibGfzZEkW2yzujdGycqT/hPJ8ApCWerxQKrxf/eMtXB9N69sKtfX7SKbuWRw74DLkXVmSo8MutxtneZTsZdN2YcS2cT7c2qxwIEWGxWXNSx/emvvvrMIy88AkeAI8AR4AhwBDgCHAGOAEeAI9BsBLKzsxOm5veLbjahABEYNGjQBXJSrvz1y8+Pzs3ukyCP4/o+ZMiQuBFDMuNc/UP222zWiWZzw24JJRlc5VTiVSmdUrxg+uXL647ZrMvNzk4QzWiQ1VNZeAoPpiyU14gRI5w2CzfiT0FGdzw2SusuYpD8A/Ft+cJqQyXwJVE4xiUTbZ2FGstXO0+tum1It5Arlm4paeY/Du4/JWHlyl+XwRNjz+wsWmUzJp9OTez0gxRP/kzs2Xe85c+DeaV/CnnZPbuMl4eF4j0j5/KOSSvetI1es7wb5a8kg6ucSnwqpVOKFyy/3FyzITGx29aK3UeelPJMfPONP1Pi0o92fTO+jE7JeSoLT+ES3WA9e/QYcGXprl21kqJX4s9VRne8KaV1FzcY/oH4toLBZ9jl0SHfHJ2c0LGSGOuUM6pjj8QOioonqIyLotA1oRPjSYk/UigF2e1ZbzI+IbH84UEXOvU+ideE+C7sKCu9J8V3DvJSlDJa8cnpM2/I6JhCoa4y3Dzwhou8KQfXdEqyK+euni/Vm4xuHedRDkk9sq/sn9xpJpMxOX3m4F7d8j2Vhadw9Th3TzkhIaFcUpSu/DWWsUO+O0quad3FC5p/AL4tX3nVRI9SqFjfKdqA10n4gz+tPVQv6tJ9BSLg8eeSXSKHbmvMnz4d9vrBHww/wqy4i6aYt3acinQegptFnUGwnSBze8SbXdDvX5eL0C4Hk4EQwX5uKdhFhr2nDmR5VQ4u6RrJHvDC8EzQIBoaNuLZLKeGd44WP6VUQrukD6vq7LlNlkWYllWD1Ar8mSwnr3GWUbisIb78RSFtyOthc78tuXxevmtCUTrJOjeke5WdWFH8ocCf+0I4t1lZhNhGkV6YeDaSQUFOJVYbpVOKFEI/S03V2Q16nsrCU3gIhWBZu+fvnIzueHSf1l2KkPgr1LlA1a9A0QkJLlKmv8fO3ldtEWbQ745rRnaL0tkLpbCQPc2CXQcd20DXmD9boaiPWj3yo4t7EX/2uqo5wzsdLHHi1SzYLaK+DRs6iaJgEG1t8r6HakaNnfJu4ocg6k5HRBmZPWlXGQZ16LXOm3JwTddI9ibyVyvIKlgtep3ALpy2RXV4a2+1ndUnw+nDUztGGj9osizCtKwYVnMgQoG/6qiOK5xl1CnvrldIG/J62NxvS61K1BLoJqWkT8vulZqflJj4Q8iHBgC698wY3y2+szhlUHc299iIv9x1huTELj+k9+qb3+fsfJgrzkkZV6SkdUucl5LS03xNRhKbF3SNE8zf/fKnRicmJFYOSImfxvJVkKGRnEoMKqRTihY0P5rz6pq6tEdi5x9o4YbyTUrqtnZQWlb/1KT4tey3h7IIt7Lqkz08oWt8vHhl79Te7vh3ldEd3uEmWyC+LXeynhf+rtshwk1oJf6U/OR8m81mHf3J/cLt3VUG19/u+PU2nrv0avs7bRcC4KksPIWrza8i/bOKn8KU+HOVUZGGm7Tu4obCX6kuKfmFgjeeJ0eAI8AR4AhwBDgCHAGOAEeAI8AR4AhwBDgCHAGOAEeAI8AR4AhwBDgCHAGOAEeAI8AR4AhwBEKLwP8D6QhtHQvGrBUAAAAASUVORK5CYII=" } }, "cell_type": "markdown", "metadata": {}, "source": [ "## Wen Example 1\n", "\n", "> Wen, X., Rangarajan, G., and Ding, M. (2013). Multivariate Granger causality: an estimation framework based on factorization of the spectral density matrix. Philosophical Transactions of the Royal Society A: Mathematical, Physical and Engineering Sciences 371, 20110610–20110610.\n", "\n", "![image.png](attachment:image.png)" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "def Wen_example1():\n", " sampling_frequency = 200\n", " n_time_samples, n_lags, n_signals = 500, 4, 5\n", " coefficients = np.zeros((n_lags, n_signals, n_signals))\n", "\n", " coefficients[0, 0, 0] = 0.55\n", " coefficients[1, 0, 0] = -0.70\n", " coefficients[0, 1, 1] = 0.56\n", " coefficients[1, 1, 1] = -0.75\n", " coefficients[0, 1, 0] = 0.60\n", " coefficients[0, 2, 2] = 0.57\n", " coefficients[1, 2, 2] = -0.80\n", " coefficients[1, 2, 0] = 0.40\n", " coefficients[0, 3, 3] = 0.58\n", " coefficients[1, 3, 3] = -0.85\n", " coefficients[2, 3, 0] = 0.50\n", " coefficients[0, 4, 4] = 0.59\n", " coefficients[1, 4, 4] = -0.90\n", " coefficients[3, 4, 0] = 0.80\n", "\n", " noise_covariance = np.eye(n_signals) * [1.0, 2.0, 0.8, 1.0, 1.5]\n", "\n", " return (\n", " simulate_MVAR(\n", " coefficients,\n", " noise_covariance=noise_covariance,\n", " n_time_samples=n_time_samples,\n", " n_trials=500,\n", " n_burnin_samples=500,\n", " ),\n", " sampling_frequency,\n", " )\n", "\n", "\n", "plot_directional(*Wen_example1(), time_halfbandwidth_product=1)\n" ] }, { "attachments": { "image.png": { "image/png": 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" } }, "cell_type": "markdown", "metadata": {}, "source": [ "## Wen Example 2\n", "\n", "> Wen, X., Rangarajan, G., and Ding, M. (2013). Multivariate Granger causality: an estimation framework based on factorization of the spectral density matrix. Philosophical Transactions of the Royal Society A: Mathematical, Physical and Engineering Sciences 371, 20110610–20110610.\n", "\n", "![image.png](attachment:image.png)" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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d1yzDlhpDE0P4YQcAufwMAX4unkzpdUNxtNxS24z6aErMIiKbgJcBDzbjfEuRoYkh8kGcBDzfnTvp8758PJnS6VKKx00sWaQZWfR7gG8CN6nq8Rk+t4yUwLGJY/REywDomEEsqztXAxDmSxTMs2SSRhOD54iF8mVV/dZMdSwjZcyx0jFW6CpgFrF0x2KZ8McsZskojfSGCfBZYJeqfqp5Ji1Njk4cpVeXk+twp6VBqpJ38/R39DPmjVAuBpblJYM0muv4OuIcxw8nr7c0ya4lx1BxiO6wb0avUuWMrjMmBybHhq37OGssuOtYVX8CyLwVDQAGC4N0hb1zi6X7DA76z3EWr2DoYIFlA10ttNCYDxvBbwGVsBJ3HVc66eiZXSxrutawR54AYPiFQqvMM+rExNICjhSPAOCW/Hk9y1E9jN/pMnq02CrzjDoxsbSAwcIgokI06tLb3zFrvTXdawDIL3c5PmQxS9ZoShZ9Y24OFw/TVe5DI+hdObtYNi/bDEDUM8Ho0dk9kJEO5llawMGxg/SW+oG5xXLu8nNxxWU0P8TxoxO2vDhjmFhawL6xfQwE8bS5vjnEknfzbF62mUPefoJSyMSYDU5mCRNLC9g3uo910SYQ6JkjZgG4oP8Cno12A3D8qMUtWcLE0gL2je1joLCeFWd0zZjZpZbz+8/neXkGgOFB6z7OEiaWRSaMQvaP7qfrWD8DG3vnrb+lfwvDnYM4ORjcc9K8VCNFTCyLzN7RvXgTHUjBZ/WGvmmfVQ4cQIPpmVzOX3E+KhGsnmDwmZFWmmrMg4llkdl9bDcDYxsAJj1LVChw4IMf5OnXX8Hz730fUWGqubW8YzlrutdwbNkBjuwdo2IPZM0MJpZFZvfQbjaMbMHNOazeEIvl0K0fZeTO79D9mtdQ2LaN/X/6gWnHvHTVS3nc304UKQefGk7BamMmTCyLzIMHHuSckYtZf0E/XuEApX/47xz7xr+z/OxRNrzrHFbf9H7G7ruP4W9OLQe6dM2lPJZ/kFynwxM/O5ii9UYtJpZFZHB8kONPQkexlxet2w9//0oOf2sbjp9j4KrL4b5b6M/dSdfWSxi85RYqg4cAuOzMywidAN1yjKe2H+Lw86MpfxMDTCyLyg+euZet+95IV2+Zcx55D2V3I6P7Ollxw/vw3vtVeNv/Rvb+lLXnPYJWyhz6xCcA2NC3gd8Y+A3u7v8KfofLju/tSfeLGICJZdEoV8o8/vVhVhXO4nXup2DgxRzYsQ6nq4sVV18dV3r59XD9nfidBVZeOMHxu+5i6CtfAeCqc6/iycITLHt5xK8fOsxT2wdT/DYGmFgWBa2U+LtP/RNnHtrCmpW3s/n1r2Tw4GsoPrqTtbfeSm5dTcaojZfDDd9n1aXd9JxZYvBjH2PoS1/irWe/lXOXn8un5S/pOkv44Zd28dQ2E0yaNJqw4k0isltEnhaRm5tlVFsSRbB3GxPf+zj/+JefpuPZlxCc8QBXvec6Brd1Mvy1r7Pyf7yPvje+4eRjV52H/N6PWHfdxfScWWTwlls5/Pu/x9+/9KOsW7aWf1rzFwTLCtz92Z3c+4XHObJvrPXfz0AWOrNVRFzgSeBKYB+wDbh2royUW7du1e3bty/oepmhNAYje2F4L4zspXx0P8ee289jz8OzhRdTnNiCqEt54Of8zrJOxr77XSr797Piuuvo/tM/o1iJGCsFlMOIDs+ly3fp9F06cy6eKPqDjzH0uX/m8KO9IELHS9bz4/XC97oPcKZezaYjr0IihxUbO9jyijNZMdBN78oOeld2ku+0FRcLRUR2qOrWOes0IJbLgI+o6huT/Q8BqOqtsx0zm1ie2PZTtn3pTkBRFSCxSac2QSe3Jb7QVPFM5ZPb8fmk9mtOnSopFxQXcGveHWLHO1UW4RKJSyQ5IukjcpahztTEyNzEQfqPPc6GfQ/SO76fSISda87n2+e+lgdWvmi22zKJ7zn05D3W50Z459gP+c1HHiB3sEBlbEoEJa+bvWddygtrXk25Y8204yUq4ugxRIcRSkAAUn2FiChI/G2FmnfRJJmCTr4EQKopFvSUsi1ITd3k9s5ReZYdmefA2Y6rbs9w6MCFG3nzDTfOfLo6xNLIf0XrgL01+/uAV85gxI3AjQAbNmyY8UTP/PIRjleuXJgVQtPSZkgUIBrGryjA0RDRmjIN8KL43Q0O4IZPIMEoTjSOUx4kcpSx7jX8/GWXM7pmPSObXoTbv4ILfI+X5z168i5dvkdP3sP3HIrlkGIlZKISUiiHjJcDCqWQ8dIAPy9v4t5N1+MXXuCcY4+w6fBuBkYOkS8W6Qp/wfqjPyEKuwh1ORH9qNtPJbeSst9PJbec0F1F5OSSl0/kJI8Tn+n/xtNk2Uzwsx/CDQs/vhGxzPQTPem2q+ptwG0Qe5aZTvTq376W1Rc9BuIg4iCOxO+ugzhuvI8HjoNTLRMBkXgfwXEccFwch7jcceNziIPjCE5irYOAIziSHCcgjuB6Do44U+UOeI6DI4LjpJ3E5h0LPjKKIrQSEFbKhOUSYRgSlgMqwQTlIKASBARRSBAEhGFEFCmRQhjWTLOZ9OI1rj4CRRGUqMaba1Tr2SMm3biCqp6woE2n/tWpPGmqUXKMTtWbdpii1NpUa2eNjTr9uNUbr57/hs1BI2LZB6yv2T8LOLCQE/UtX87Wy17dgCnGbDiOA3kfN+8DPWmb09Y00hu2DThPRDaLiA9cA9zRHLMMI3s0kmQvEJE/BL4PuMDnVHVn0ywzjIzRUF+jqt4F3NUkWwwj09gIvmHUiYnFMOpkwYOSC7qYyGHguTmqrAKOtMicU8HsOjXa0a6NqjrnA4RaKpb5EJHt842ipoHZdWosVbusGWYYdWJiMYw6yZpYbkvbgFkwu06NJWlXpmIWw8gyWfMshpFZMiGWrKy4FJH1IvIjEdklIjtF5P1J+UdEZH+aD5oVkT0i8mhy/e1JWb+I3CMiTyXvK1ps0/k19+RhETkuIjeldb9E5HMickhEHqspm/UeiciHkt/cbhF547wXqE6bTutFPK/s18DZgA88Arw4JVvWApck273EK0FfDHwE+LOU79MeYNUJZX8D3Jxs3wx8IuW/4wvAxrTuF/Ba4BLgsfnuUfJ3fQTIA5uT36A71/mz4FkuBZ5W1WdUtQx8lUYWcDSAqh5U1YeS7VFgF/Eit6zyDuCLyfYXgXemZwpXAL9W1bkGnRcVVf0xMHRC8Wz36B3AV1W1pKrPAk8T/xZnJQtimWnFZeo/UBHZBLwMeDAp+kMR+VXi6lva3ElQ4G4R2ZGsPgU4Q1UPQix0YHUKdlW5Bri9Zj/t+1Vltnt0yr+7LIilrhWXrUREeoBvAjep6nHgM8A5wMXAQeB/pmDWq1T1EuDNwB+IyGtTsGFGkvVMbwe+nhRl4X7Nxyn/7rIglqatuGwGIpIjFsqXVfVbAKo6qKqhqkbAPzOPu14MVPVA8n4I+LfEhkERWZvYvRY41Gq7Et4MPKSqg4mNqd+vGma7R6f8u8uCWDKz4lJEBPgssEtVP1VTvram2lXAYyceu8h2dYtIb3UbeENiwx3A9Um164Fvt9KuGq6lpgmW9v06gdnu0R3ANSKSF5HNwHnAL+Y8U1q9Jyf0YryFuOfp18CHU7Tj1cSu+FfAw8nrLcC/Ao8m5XcAa1ts19nEPTePADur9whYCdwLPJW896dwz7qAo8CymrJU7hexYA8CFWLP8d657hHw4eQ3txt483zntxF8w6iTLDTDDKMtMLEYRp2YWAyjTkwshlEnJhbDqBMTi2HUiYnFMOrExGIYdfKf/8WXANko7OMAAAAASUVORK5CYII=", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "def Wen_example2():\n", " sampling_frequency = 200\n", " n_time_samples, n_lags, n_signals = 1000, 4, 5\n", " coefficients = np.zeros((n_lags, n_signals, n_signals))\n", "\n", " coefficients[0, 0, 0] = 0.55\n", " coefficients[1, 0, 0] = -0.70\n", " coefficients[0, 1, 1] = 0.56\n", " coefficients[1, 1, 1] = -0.75\n", " coefficients[0, 1, 0] = 0.60\n", " coefficients[0, 2, 2] = 0.57\n", " coefficients[1, 2, 2] = -0.80\n", " coefficients[1, 2, 0] = 0.40\n", " coefficients[0, 3, 3] = 0.58\n", " coefficients[1, 3, 3] = -0.85\n", " coefficients[2, 3, 0] = 0.50\n", " coefficients[0, 4, 4] = 0.59\n", " coefficients[1, 4, 4] = -0.90\n", " coefficients[3, 4, 0] = 0.80\n", "\n", " coefficients[0, 2, 3] = -0.50\n", " coefficients[0, 4, 3] = -0.50\n", "\n", " noise_covariance = np.ones((n_signals, n_signals)) * 0.5\n", " diagonal_ind = np.arange(0, n_signals)\n", " noise_covariance[diagonal_ind, diagonal_ind] = [1.0, 2.0, 0.8, 1.0, 1.5]\n", "\n", " return (\n", " simulate_MVAR(\n", " coefficients,\n", " noise_covariance=noise_covariance,\n", " n_time_samples=n_time_samples,\n", " n_trials=200,\n", " n_burnin_samples=100,\n", " ),\n", " sampling_frequency,\n", " )\n", "\n", "\n", "plot_directional(*Wen_example2(), time_halfbandwidth_product=3)\n" ] }, { "attachments": { "image.png": { "image/png": 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" } }, "cell_type": "markdown", "metadata": {}, "source": [ "## Dhamala Example 1\n", "\n", "> Dhamala, M., Rangarajan, G., and Ding, M. (2008). Analyzing information flow in brain networks with nonparametric Granger causality. NeuroImage 41, 354–362.\n", "\n", "![image.png](attachment:image.png)" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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prqzfmGtLjQwxpyo0o7xMmKNdmlldS8epHINLXMTF1saticoDznLl4kfS9DAKQc6FX7ztQS/z127+2/Lcf7rSy5WKRVKkIxgIAnDjwhsTlTGn7D+2fQejIORD+AXgEkzwJT37znZl1VEAnP/8+QCMKh/Vrum4ynEArKxbmaiMzWW1/fPc2Wh0i5wKvwCIyBjgFKCLOTd3U5Z5GTVFLnJia5O7tbv3pHvbNd13kMv1nDZsWqKyZA9Xbng/ZyYa3SPXwi8ANwJXAJ2KhO+Wwi+Rjm/1RlZ0/FL3yRVJidexWRVXvZItq4xdJKfCLyJyKrBZVd/t6iC7pfDLTu+fx8EXFtYOI6vkWvhlJvAlEVmNu208VkQewHC8/5ArRx0EJMKTJg2a1GGX6cPcwEQ4WZm2v3vWMrVaf5Br4ZerVHWMqlZ5/V5WVYv+jLHehSMxzI37vLH+DQAG9hvYUQ9mj3cDG7FnLwDqPnPlipezb6PRbfIh/GJ0xNKnXOk5VUyC7KeH/bTDLrFnrS2NidwrvnafK6OR7NtodJucC78ktZkHzOu2hbsD3mDD6rrV9Av2Y3Rl23GgBP2Cru3i6sXsP2R/VxlTYXr2Cpg0O6emGl1jERV+wFNCWrZtGRP6TyAg7mvZ0RTm9eVb2FqfkCuLPXelyEAPHO9Km67UF9hE2oUipkfhBdKqKktrlnLcuOPc5nCEqde+ADifW/VrF+N39JijAThrn7MS++rvXdkakm4JjYJhV6pC8fC5rlw5D4ANOzdQ11zH5EGTeX9tLZN++ly8qSrxWT/Eu6o9vOzh9Puts8iKQmNOVSiGekrY33oMSOj8TR48mdNvbT9F6bpt7W/tUqbXOepyV242Ve1CY05VKN6+w01IsIcbzXtxzYsAPPBqQhjz/vMP4YIj3PPSkb+Z224Xq7avSqwc4E1runFxjgw2MsWcqhDE5pRqrIlXtUZbOWbMMTzyTiLZ8MiJQ/nxiYnpSmNXphP2PAGAF1e/mNhnbATw1d/lyGgjU8ypCsEK76pzkBPI3N6yne0t21m+vjje5MkfzASgJBSM163Z2gDApdMvBdpoAMZmDFF7V1VozKkKwTM/cuWh/wbAt+a4IJMVm1zM8SWzJnLAmAHx5td9ZSoAn9U4pxpa5mIj7/nwntT9BkLQ2gStpq1eSMypCkG5FzDsTYK9qs49G0Wa3ND4fxy/T0rzo/d17c+7+20ASopK0u/3xF+5cmX75y8jf5hT5ZvGbW6EbuKJIJIyghepn8yDFxzarsuo/u2d6MyJZzKg34DUEcDR3oxFD30t62YbmWNOlW/u+KIrJx4PwL0LUofPZ+7dfnYPEeFfD6+iuCgQd6JwNExtcy2LtySN9o2a1q6vkX/MqfLNNm8YfL+vsGbrTn678BcANFcfz6pfdxy3N3ZQGS2tUbbudM9LMfmytza8lWgUSPo6G2owCkNOhV9EZKyIzBWRpSLyoYhcku0/oFeRlOl7z6IdHP3buQRLNgDwp1MvjkdLpOOgsQMAePUTl9h4/v7nEwqEUuXKkvEiNYz8k2vhl1bgMlWdDBwGXJSm7+7D2/8PgJsrL+XnT31EoN+G+KbjJo3vtOuBY/oD8KNHnBZFcbCYfQbuwyfbPklteNE7rnz0O1ky2uguORV+8RIVFwKo6g5cPlbHeQ19GVV4/moA7qt2L3TLJ9wMdJ4/FaMo2P6r6t+vP/M3zCccTcr4HTIx9ZhG3smH8AsAIlIFTAPeIg19WfglElX+708S6WZb6E+yDs5XJn4lo/1cMss5TGOLe8E7styFOL236b1EIxGYfp5b/mz+Llht9JScCr/EN4pUAI8Bl6rq9nQH6avCL+FIlMOufoifhB4EYGbTTTxx0UwuP9ulwE8bNo1QIJTRvobt4RIU/7HUhTKdWHUiAHcuaaP+dtzPXfnSz3fVfKMH5Fr4BREJ4RzqQVV9vOem9j7eWL6Fidc8y42hW+N1r//62+w3uoLb33eJ0784/BcZ7+/UA5zA5sLPXNr9F0Z9AYA3N7yZ+r4qFrL02ZsQ7VQZzsgBORV+ETecdRewVFV/n1XLfU7Vlc/wjTvdne7M4Ieu8pyHQYRTHj8l0a5/Vcb77F/qrmj3vL663bYU1VqACje7PX9q/zLZyC25Fn6ZCZyLkyZb5H36tIjCum0NVF35THz9+8G/JzbuexLLapaxfqe70L/9zbe7vf/iIveV1Te74fnYbIsvrHkhteF3vVClLZ9AS0O3j2P0nIzeU6nqHFXdR1X3UtVfeXW3x8RfvFG/i7ztU1V1gVf/mqqKqh6gqgd5nzmdHas3s7K6niNuSMTdnTF1MFeEvNk4Tv0DTa1NfPUpN1n2MWOOobSotNvH+NM3nO7fnCVuOP6I0Ue4+kV/Sm24xygY4OkBXmdTmOYTi6jIAtGoUnXlMxz7u4T08kMXHsrvPz0x0WjG/+HgBw+Or/5x1h97dKx9R1QC8JvnPgZSg2s/3fZpauML5yWWW3Zi5Adzql1kZXU9E65Ovfgu/9XJHP5pIlmw5YqVTP3z1Pj6/G/0fKh77CA3y8eW+hbCETcIcd4UN4T+/ZfayC2WD4ZvPuqWr2s/i4iRG8ypdoFb5y5PuTrdcOZUVl43m6Ln/xPmu9ux6Nfu41/+95h4mxu/eCPlofJdOu6Eoa5/7Bbwh9N/CMDGnRtpam0zA+NesxLLT3QqzWhkCXOqHtAUjlB15TP89vll8bqV183m6wePIzDvOqc/AdSddS8HvvOTeJtLpl/CrHGz2u2vuzz274e7/f11EeAENicOdC+Gfzn/l6mNAwG49AO3/N4D8MFu9VajIJhTdQNV9+yULB82fI9+rL7+FAIC3H4kvPobAE7c9wCOWPBf8XZzzpjDBVMvyIodA8sTafdbPKHNh091kmVPrniS2qba1A4DxsLMS93yo9+B9YuyYoeRHnOqDNjRFOaavy1h/FWpz04f//Ik3rr6OPjwb/DzATRvWsyssaOYOn4c61tq4+0WnbuIsZXZnT70Vm8U8NF31wEQCoS48hCXQHDkw0emvgwGOP7nsKcbKeSOo2HL8qzaYySQdiffB8yYMUMXLFhQaDN44cONfPf+9lNrPX3xEew/uj/UrERvnsaPhg3hH+Vl7dq9dNZLDCsblhPbVJXTb32dLTuaefnHx1ASCqKqHHCfS9E/c+KZXHv4te07zrsB5l3nlvc6Fs79W07s66uIyLuqOqPTNuZUqWyoa+TLt77Opu3N7bYt/OnxVJTA4pd/ylPLHuHxyoq0+3j1668ysKTj6XCyxZsrtnLO/7iRxNXXuyiNDfUbOOExJ2H2wOwHOHDoge07PnQ2fPJsYv3ihTB4r5zb2xcwp8qAldX13PTSp7z26ZZ4Vm0MCdUwZtxiKgd/RP3OTWyLtne0GOdNOY/LD7481+a2Ixa9cf0ZUzn7EPeyd9HmRZz7rJOVPnrM0dwy65b2Hde+DXcdn1g/8Bw47eb43MNGesypPFpao2za3sSitdv40aNvEQ2tZVBFgO3yAaAUD3oTVUEk83Nx3IDJ3HDqAygan96mENTsbGH6L52o5g++uHdcfPO5Vc9x+asJJ3/2jGfjKfhxWlvg3lNgXZtwqbPuhcmnp6bnG0AfdKotO2s547HvsU0/YFDR3tS0pj5sa7QICbQSbR5GNDyAoopP2u2jJ4wJh7mtuZw9T/4DMv7I+NQ3fmHJujpOu+U1AGbsOZAHLjiUklCQ9fXrOfGxE1Pa3n/y/Rw07KDUHbQ0wG1fgG2rU+v3nAnH/wJGHgjBzNJT+jp9zqkun/NHnqu+o8f73aslwpYg1AWd6uuASIQrarbRKAGOamhkcMUoQnVJuZYXvAyjp/vOidKxblsDs2/6J9ubWhmxRwlXzZ7EifuNoCQU5IXVL3DZK5fF2/YL9mNI6RCuP/J69huyX2o+10dPwCPntT/AmIOh/1ioGAZ7Hw8Dq9xzWC84N9kka04lIicBNwFB4E5Vvb7NdvG2zwYagH+NpdF31TcdHTnVNfd/myejC3nxs88p1ShhhEqNoghFqgRJny3JXse6+XD3Ph6Ky9wPZ+pZMHQSTP0qVAyHUPeDW/3IbfNWcO8bq1IGWv7r1CnMqBpInS7l9iW3sLg6dRKDSYMmceiIQxlbOZZRFaMoKSph2rBpFNWshg2L4OOnYeMS2JpmGH7YFHf+KkdC5XCXchIvR0BJfygd2GecLytO5Qm/fAIcj0tGfAc4R1U/SmozG7gY51SHAjep6qGZ9E1HR0515T1n8EzgU96b8UuKBo13X5hGoWm7i8ou6Q8SgEBRn/kSe0Jza4S5H1dz5z9XsmDNtnh9MCAMqShmSGUx5RXVbA+9RD2rKA6GqAmvI6Kps9tXFlcyvGw4g0oGURGqYFjpUPo376QyEmaPzZ9QJAGKI2FKG2spbailtKGGskgLQYUgSpFXBovKCIbKKAqVEgyVEyx2yxKqcP/kQmVQXO6VZRAsBgl6y/3c9K0irj4QcoMpEoCiEkCSBlcEAkHXRwKujwTcJxhy20U6LlUhGnYKwoEg6cjEqTKZSTEu/OLtNCb8kuwYceEXYL6IDBCRkUBVBn0zJhxtoh9Riqacvls7TVf0Kwpy0v4jOGn/Eagqa7Y2sGhtLcs27WBrfTPVO5rZUj+c2h1nsqW+mdaogrQiRXUES9YTGvAW0ebh1ARaqSveQbBoMwRXQmAnKk3QdkAnBPQPQP/2QqCpKFDvfSDQAsEWCKrGnbAoaTmIElQo8sq29UGI36EEVON3KYrbFiCh6SBem4C3HPW2JQ/FKBAR4fLT/87I0VPpKZk4VTpRl7bppB0Jv2TSN2NC0TCDVM2huoGIUDWknKoh6YN4o1GlrjFMdX0zW3Y0U13fzLadX6e+uZXGcITmcJTGcISW1ihNrVGaw2EaIw00ttbTEgkT1jAtkSYi2kwrTbRqMxGNEG3ziWgUJIISRYl4nygQRSQK4paDEkYkQoAoQWkhIBECRECiiEQQXIlEEaKouP6aJKQ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"text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "def Dhamala_example1():\n", " sampling_frequency = 200\n", " n_time_samples, n_lags, n_signals = 4000, 2, 3\n", " coefficients = np.zeros((n_lags, n_signals, n_signals))\n", "\n", " coefficients[0, 0, 0] = 0.80\n", " coefficients[1, 0, 0] = -0.50\n", " coefficients[0, 0, 2] = 0.40\n", " coefficients[0, 1, 1] = 0.53\n", " coefficients[1, 1, 1] = -0.80\n", " coefficients[0, 2, 2] = 0.50\n", " coefficients[1, 2, 2] = -0.20\n", " coefficients[0, 2, 1] = 0.50\n", "\n", " noise_covariance = np.eye(n_signals) * [0.25, 1.00, 0.25]\n", " return (\n", " simulate_MVAR(\n", " coefficients,\n", " noise_covariance=noise_covariance,\n", " n_time_samples=n_time_samples,\n", " n_trials=4000,\n", " n_burnin_samples=1000,\n", " ),\n", " sampling_frequency,\n", " )\n", "\n", "\n", "plot_directional(*Dhamala_example1(), time_halfbandwidth_product=1)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Dhamala Example 2\n", "\n", "> Dhamala, M., Rangarajan, G., and Ding, M. (2008). Analyzing information flow in brain networks with nonparametric Granger causality. NeuroImage 41, 354–362." ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/edeno/miniconda3/envs/spectral_connectivity/lib/python3.7/site-packages/ipykernel_launcher.py:52: 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:55: 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": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "def Dhamala_example2a():\n", " sampling_frequency = 200\n", " n_time_samples, n_lags, n_signals = 450, 2, 2\n", " coefficients = np.zeros((n_lags, n_signals, n_signals))\n", "\n", " coefficients[0, 0, 0] = 0.53\n", " coefficients[1, 0, 0] = -0.80\n", " coefficients[0, 0, 1] = 0.50\n", " coefficients[0, 1, 1] = 0.53\n", " coefficients[1, 1, 1] = -0.80\n", " coefficients[0, 1, 0] = 0.00\n", "\n", " noise_covariance = np.eye(n_signals) * [0.25, 0.25]\n", " return (\n", " simulate_MVAR(\n", " coefficients,\n", " noise_covariance=noise_covariance,\n", " n_time_samples=n_time_samples,\n", " n_trials=1000,\n", " n_burnin_samples=1000,\n", " ),\n", " sampling_frequency,\n", " )\n", "\n", "\n", "def Dhamala_example2b():\n", " sampling_frequency = 200\n", " n_time_samples, n_lags, n_signals = 450, 2, 2\n", " coefficients = np.zeros((n_lags, n_signals, n_signals))\n", "\n", " coefficients[0, 0, 0] = 0.53\n", " coefficients[1, 0, 0] = -0.80\n", " coefficients[0, 0, 1] = 0.00\n", " coefficients[0, 1, 1] = 0.53\n", " coefficients[1, 1, 1] = -0.80\n", " coefficients[0, 1, 0] = 0.50\n", "\n", " noise_covariance = np.eye(n_signals) * [0.25, 0.25]\n", " return (\n", " simulate_MVAR(\n", " coefficients,\n", " noise_covariance=noise_covariance,\n", " n_time_samples=n_time_samples,\n", " n_trials=1000,\n", " n_burnin_samples=1000,\n", " ),\n", " sampling_frequency,\n", " )\n", "\n", "\n", "time_series1, sampling_frequency = Dhamala_example2a()\n", "time_series2, _ = Dhamala_example2b()\n", "time_series = np.concatenate((time_series1, time_series2), axis=0)\n", "\n", "time_halfbandwidth_product = 1\n", "\n", "m = Multitaper(\n", " time_series,\n", " sampling_frequency=sampling_frequency,\n", " time_halfbandwidth_product=time_halfbandwidth_product,\n", " start_time=0,\n", " time_window_duration=0.500,\n", " time_window_step=0.250,\n", ")\n", "c = Connectivity.from_multitaper(m)\n", "granger = c.pairwise_spectral_granger_prediction()\n", "\n", "fig, ax = plt.subplots(2, 1, sharex=True, sharey=True)\n", "\n", "ax[0].pcolormesh(\n", " c.time, c.frequencies, granger[..., :, 0, 1].T, cmap=\"viridis\", shading=\"auto\"\n", ")\n", "ax[0].set_title(\"x1 -> x2\")\n", "ax[0].set_ylabel(\"Frequency\")\n", "ax[1].pcolormesh(\n", " c.time, c.frequencies, granger[..., :, 1, 0].T, cmap=\"viridis\", shading=\"auto\"\n", ")\n", "ax[1].set_title(\"x2 -> x1\")\n", "ax[1].set_xlabel(\"Time\")\n", "ax[1].set_ylabel(\"Frequency\")\n" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/edeno/miniconda3/envs/spectral_connectivity/lib/python3.7/site-packages/ipykernel_launcher.py:5: 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", " \"\"\"\n", "/Users/edeno/miniconda3/envs/spectral_connectivity/lib/python3.7/site-packages/ipykernel_launcher.py:8: 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", " \n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "dtf = c.directed_transfer_function()\n", "\n", "fig, ax = plt.subplots(2, 1, sharex=True, sharey=True)\n", "\n", "ax[0].pcolormesh(\n", " c.time, c.frequencies, dtf[..., :, 0, 1].T, cmap=\"viridis\", shading=\"auto\"\n", ")\n", "ax[0].set_title(\"x1 -> x2\")\n", "ax[0].set_ylabel(\"Frequency\")\n", "ax[1].pcolormesh(\n", " c.time, c.frequencies, dtf[..., :, 1, 0].T, cmap=\"viridis\", shading=\"auto\"\n", ")\n", "ax[1].set_title(\"x2 -> x1\")\n", "ax[1].set_xlabel(\"Time\")\n", "ax[1].set_ylabel(\"Frequency\")\n" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/edeno/miniconda3/envs/spectral_connectivity/lib/python3.7/site-packages/ipykernel_launcher.py:5: 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", " \"\"\"\n", "/Users/edeno/miniconda3/envs/spectral_connectivity/lib/python3.7/site-packages/ipykernel_launcher.py:8: 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", " \n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "pdc = c.partial_directed_coherence()\n", "\n", "fig, ax = plt.subplots(2, 1, sharex=True, sharey=True)\n", "\n", "ax[0].pcolormesh(c.time, c.frequencies, pdc[..., :, 0, 1].T, cmap=\"viridis\")\n", "ax[0].set_title(\"x1 -> x2\")\n", "ax[0].set_ylabel(\"Frequency\")\n", "ax[1].pcolormesh(c.time, c.frequencies, pdc[..., :, 1, 0].T, cmap=\"viridis\")\n", "ax[1].set_title(\"x2 -> x1\")\n", "ax[1].set_xlabel(\"Time\")\n", "ax[1].set_ylabel(\"Frequency\")\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "anaconda-cloud": {}, "kernelspec": { "display_name": "Python 3.10.8 ('base')", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.10.8" }, "vscode": { "interpreter": { "hash": "5a3b2deeb102fb02a32e2553273f747f97af86d4b3d5a906d25aa7703e697fde" } }, "widgets": { "application/vnd.jupyter.widget-state+json": { "state": {}, "version_major": 2, "version_minor": 0 } } }, "nbformat": 4, "nbformat_minor": 4 }