{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Shapelet Discovery\n", "\n", "This tutorial explores the \"Shapelet Discovery\" case study from the research paper: [The Swiss Army Knife of Time Series Data Mining: Ten Useful Things You Can Do with the Matrix Profile and Ten Lines of Code\"](https://www.cs.ucr.edu/~eamonn/Top_Ten_Things_Matrix_Profile.pdf) (see Section 3.7). Also, you may want to refer to the [Matrix Profile I](https://www.cs.ucr.edu/~eamonn/PID4481997_extend_Matrix%20Profile_I.pdf) and [Time Series Shapelets: A New Primitive for Data Mining](https://www.cs.ucr.edu/~eamonn/shaplet.pdf) papers for more information and other related examples." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## What Is a Shapelet?\n", "\n", "\n", "Informally, time series \"shapelets\" are time series subsequences which are, in some sense, maximally representative of a class. For example, imagine if you had a time series that tracked the electricity consumption being used every second by the large appliances within your home for five years. Each time you run your clothes dryer, dishwasher, or air conditioner, your power meter will record the electricity being consumed and just by looking at the time series you'll likely be able to associate an electricity consumption \"signature\" (i.e., shape, duration, maximum energy usage, etc) to each appliance. These patterns may be obvious or subtle and it is their uniquely \"shaped\" time series subsequence that allows you to differentiate between each appliance class. Thus, these so-called shapelets may be useful for classifying unlabeled time series that contain an occurrence of the shapelet. Don't worry if this sounds bit jargon-y as everything will hopefully become clearer through our example below. \n", "\n", "Recent research (see above) suggest that matrix profiles can be used to efficiently identify shapelets of a particular class and so, in this tutorial, we'll build on top of our matrix profile knowledge and demonstrate how we can use STUMPY to easily discover interesting shapelets in only a few lines of additional code." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Getting Started\n", "\n", "Let's import the packages that we'll need to load, analyze, and plot the data." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "%matplotlib inline\n", "\n", "import stumpy\n", "import pandas as pd\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", "plt.rcParams[\"figure.figsize\"] = [20, 6] # width, height\n", "plt.rcParams['xtick.direction'] = 'out'" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Loading the GunPoint Dataset\n", "\n", "This dataset is a motion capture time series that tracks the movement of an actors' right hand and contains two classes:\n", "\n", "1. `Gun`\n", "2. `Point`\n", "\n", "In the `Gun` class, the actors draw a physical gun from a hip-mounted holster, point the gun at a target for approximately one second, then return the gun to the holster, and their hands to their sides. In the `Point` class,the actors leave their gun by their sides and, instead, they point their index fingers toward the target (i.e., without a gun) for approximately one second, and then return their hands to their sides. For both classes, the centroid of the actors' right hand was tracked to represent its motion.\n", "\n", "Below, we'll retrieve the raw data, split them into the `gun_df` and the `point_df`, and then, for each respective class, concatenate all of the individual samples into one long time series. Additonally, we establish a clear boundary for each sample (i.e., where a sample starts and ends) by appending a `NaN` value after each sample. This helps to ensure that all matrix profile computations do not return artificial subsequences that span across multiple samples:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "train_df = pd.read_csv(\"https://zenodo.org/record/4281349/files/gun_point_train_data.csv?download=1\")\n", "\n", "gun_df = train_df[train_df['0'] == 0].iloc[:, 1:].reset_index(drop=True)\n", "gun_df = gun_df.assign(NaN=np.nan)\n", "gun_df = gun_df.stack(dropna=False).to_frame().reset_index(drop=True)\n", "gun_df = gun_df.rename({0: \"Centroid Location\"}, axis='columns')\n", "\n", "point_df = train_df[train_df['0'] == 1].iloc[:, 1:].reset_index(drop=True)\n", "point_df = point_df.assign(NaN=np.nan)\n", "point_df = point_df.stack(dropna=False).to_frame().reset_index(drop=True)\n", "point_df = point_df.rename({0: \"Centroid Location\"}, axis='columns')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Visualizing the GunPoint Dataset" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, axs = plt.subplots(2, sharex=True, gridspec_kw={'hspace': 0})\n", "plt.suptitle('Gun vs. Point', fontsize='30')\n", "plt.xlabel('Time', fontsize ='20')\n", "fig.text(0.09, 0.5, 'Centroid Location', va='center', rotation='vertical', fontsize='20')\n", "\n", "axs[0].plot(gun_df, label=\"Gun\")\n", "axs[0].legend()\n", "\n", "axs[1].plot(point_df, color=\"C1\", label=\"Point\")\n", "axs[1].legend()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In this dataset, you'll see that there are 24 and 26 examples for the `gun_df` and `point_df`, respectively. Both classes contain narrow/wide samples and vertically shifted centroid locations that make it challenging to differentiate between them. Are you able to identify any subtle differences (i.e., shapelets) between `gun_df` and `point_df` that might help you distinguish between the two classes? \n", "\n", "It turns out that matrix profiles may be able useful in helping us automatically identify potential shapelets!\n", "\n", "## Finding Candidate Shapelets With Matrix Profiles\n", "\n", "Recall that the matrix profile gives us....\n", "\n", "According to Section H of the [Matrix Profile I](https://www.cs.ucr.edu/~eamonn/PID4481997_extend_Matrix%20Profile_I.pdf) paper, the main intuition is that if a discriminitative pattern is present in the `Gun` class but not in the `Point` class, then we would expect to see" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "train_df = pd.read_csv(\"https://zenodo.org/record/4281349/files/gun_point_train_data.csv?download=1\")\n", "test_df = df = pd.read_csv(\"https://zenodo.org/record/4281349/files/gun_point_test_data.csv?download=1\")" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "# Split train and test into features and target\n", "X_train, y_train = train_df.iloc[:, 1:], train_df.iloc[:, 0]\n", "X_test, y_test = test_df.iloc[:, 1:], test_df.iloc[:, 0]" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "# Split train into features and target (Gun and Point)\n", "X_train_gun = train_df[train_df.iloc[:, 0] == 0.0].iloc[:, 1:]\n", "X_train_point = train_df[train_df.iloc[:, 0] == 1.0].iloc[:, 1:]\n", "y_train_gun = train_df[train_df.iloc[:, 0] == 0.0].iloc[:, 0]\n", "y_train_point = train_df[train_df.iloc[:, 0] == 1.0].iloc[:, 0]" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "((24, 150), (26, 150))" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "X_train_gun.shape, X_train_point.shape" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# construct and plot Gun timeseries (T_A)\n", "X_train_gun = X_train_gun.assign(NaN=np.nan) # add NaN values\n", "T_A = X_train_gun.stack(dropna=False).to_frame().reset_index(drop=True)\n", "plt.xlim(0, 4000)\n", "plt.plot(T_A)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# construct and plot Point timeseries (T_B)\n", "X_train_point = X_train_point.assign(NaN=np.nan)\n", "T_B = X_train_point.stack(dropna=False).to_frame().reset_index(drop=True)\n", "plt.xlim(0, 4000)\n", "plt.plot(T_B)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Matrix Profiles" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We then compute two matrix profiles, $P_{BB}$ and $P_{BA}$. In the first matrix profiles, distances are calculated within the same timeseries ($T_{B}$), in the second case we are comparing subsequences from $T_{A}$ with those of $T_{B}$. For simplicity, we use a subsequence length of 38, which is the length of the best shapelet reported for this dataset by Ye and Keogh (2009) [2] " ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "m = 38\n", "P_BB = stumpy.stump(T_B.iloc[:, 0], m).astype(np.float64)\n", "P_BA = stumpy.stump(T_B.iloc[:, 0], m, T_A.iloc[:, 0], ignore_trivial=False).astype(np.float64)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Since we have some `np.nan` values in the our timeseries, the outputs of the Matrix profiles contain several `np.inf`values. We will manually correct this by changing them to `np.nan`" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "P_BB[P_BB == np.inf] = np.nan\n", "P_BA[P_BA == np.inf] = np.nan" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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kpbwXwB1CiIvHP/p6ANfU2CRCCCGEEDInHj2OWgU9juyhn1NdcVT3qaYpNikTpqotPnUrjgDgfwB4qxDiiwCeAOD36m0OIYQQQgiZB1ZVaxcCDPDZYkLZM/FlPQvtj1x3BBf92n/g+Pqolvcni0UcdK63HcQ+tVZVAwAp5RcAXFJ3OwghhBBCSDmwqlq74OLPHnrcqAmKo1e+9xp4gcQt96/X0wCyUKj7mGrFxYfbQIQQQgghpFRixREDR20grqrGxV/ZBBOpavHP6zrTJzdDpdHWyK+pBWQRocfR4sPAESGEEEIIKRUqjtoFFUf20FPVmqA4Us/kqS2mqpH5UcFmehwtPgwcEUIIIYSQUvnwtUcAMHDUFsQ4csSlX/k0IVik03PD5Z9SHhEyD+qepuJo8WHgiBBCCCGElMoHvnwvAKDjMnDUBqJUNS7+SmectQmgGT4w6plk4IiUAT2Odg4MHBFCCCGEECu4rKpGdjj+FI+j3Uv11ChSvmNv/OSttbw/WUyYqrb4cDQnhBBCCCFWoDl2O4hT1bj4K5v3fvHu6OsmLK67Lpd/pDzUHc1UtcWHPQchhBBCCLECPY7aAc2x7fGPn709+lo/vXWl9jQheEUWB3Uf875afBg4IoQQQgghVnAFA0dkZ7OrH6ek6cGiupbZAy/IfhEhhjButPgwcEQIIYQQQqxAi6N24ESKI67+ykb3MmpChbXBiIEjUj7sOxYfDueEEEIIIcQKXEu0AzGuq3bk9KDmliweT3nIgejriQprNWmOPJrRkBJRfTxvq8WHgSNCCCGEEGIFBo7axT98+jZ89IajdTdjoXDG6ZoPOmM54XFUT3voRUPKRAVAeV8tPgwcEUIIIYQQK7BKVzvod+IlwZW3H6+xJYuHP15QO0JMpqrV1B7Pn0xVow0ZmQcqjnYODBwRQgghhBArcBO6HejBA58rwFJR51MgYY5dm+II6LrxBe+w8iGZA3Ub0+No8WHgiBBCCCGEWIFLiXagx4oYOCqXINAVR/pv6jnPfiCx1HGj7x1KjkgJMFVt8WHgiBBCCCGE2IFriVagL/oYOCqXyIxaTKqM6lpn+4FEvxsHjqg4IvOglEbsNhYfBo4IIYQQQkipKM8cehy1A0nFkTWioJyMv3ZEjYEjKbHUjZeALgNHZA7UbUzF0eLDwBEhhBCyQFxz9ymc3BjV3Qyyw4nWylxLtALdn4Tl2stFBeIk4vPsOqKWoKqUMkxV0xVHLpeDZA7Y1+8Y2FMQQgghC8Q3//nH8b1/85m6m0F2OGr3mWuJdqDHiqgcKBcVOAqkjM6zI0QtC231/rriiB5HpAxojr34MHBECCGELBjX3nOq7iaQHQ4r7bSLgIoja0wGjmKj7DrOshcEADBhjk2PIzIPcaparc0onZObI7z+0psic3vCwBEhhBCyMHCRTpoCFUftQr9Ovs+rVia+Mg8O4nQe16lJcRTGjbDciwNH9Dgi8xCbYy9Wv/E7//ZlvOYD1+OjNx6tuymNgYEjQgghZEGgqS1pAlJKehy1jCzF0U1HTuPwy9+HT918f5XNWgh0xcKEOXYNYVWlOOp3GDgi5RCrS2ttRumcHngAgMEoqLklzYGBI0IIIWRB8Bdt5kZayUTJ8fqaQQzQr1ma5c1nvnIMAPDvV91TUYsWB09LVdMVR3U8HEpx1Nc8jpiqRspg0RRH8VOxWJ9rHhg4IoQQQhYEKo5IE5i4CxdsMbGo6GmuaWGErhv+1A+4+26KWlD7QTM9jqg4IvOguo6FCxzxsdgGA0eEEELIgsDAEWkC+gKCd2Q7CDIUR64TLhk8+h8Zo5tjq7PnOKIWTzqlStWrqjFwROZB3dWLNv0Q4xD6gsXD5oKBI0IIIWRBoBiANIGJwBEn3a0gSy2gFEesuGaOOmcDL4jOs1uT4igyx+7GiiM+o2QeYj+7xbqRVACdXV4MA0eEEELIgqDSECixJnUy6XHEWXcbyFrzKVWKx+i0Mcoce+QHtVdVi1LV9MARn1EyB3GqWr3tKBvOo7bDwBEhhBCyIPiafwYhdTEROFqwxcSikqUWUAbKTFUzRymOhl4QBZEcp540ThX301PV+IySMlg4jyOVqsbAagQDR4QQQsiCoLw0aFlB6mTRFhA7gQmPoxR7bOVxRB81c1SwLZBxEMkR9XgcKcVRv6MrjgiZn4Xr9sfd4MJ9rjlg4IgQQghZENSiTlBxRGqEHkftI2tXPVIcMXBkzMiP0/sGXvh1XR5Ho3EQa6XvZrySkHyoAOiibRioWdRifar5YOCIEEIIWRCe96cfB0DFEakXPbbASXc7yKqqpn5GxZE5I+2c/d+P3gxgfD5rOJXDceBqV78T/WzRTI1Jtai7Z9FuI7UBx+cjhoEjQshULr/tOE5ujupuBiEkJ2sDDwA9jkjNTHgccdLdBmSGSkz9TFfPkO388juuwuGXv2/iZyNv+zkTQtTinTLwfADAak8LHFXeCrKItE1xdP/aAO+8/M6pv+csajvGgSMhxIuEEG8XQlwlhLhJ+/kjhRC/IoQ4r9wmEkLqYOQH+M6/+hR+4s2fr7sphBBDGDgiddK2BQSZDBb5KddPXVMqjmbzjvFCVA/EpVWiE6hHoaEUR6ua4oiRIzIPcVW1dt1IP/OWK/BL77gKd53YTP29oMfRNjrZLwkRoV7rTQB+cPyjTQDL2kuOA/g9hH3hH5bUPkJITWyOwl2pq+86WXNLCCGmMG5E6oQeR+0jkBJnrPZwemuES68/giCQcLScVxUvGjFwlIv714Y4tLsPABimVKITotpnw/MD/P77r4tS1Pp6VbXqmkEWEKWca1vXcHRtAADYGq93ksQeRy37YBYxURz9DIAfAvBGAGcA+GP9l1LKewF8EsALTBoghLhVCHG1EOILQojLTP6WEGKPrWHYkXYcZrQS0jaoOCJ1MulxxEl3GwgksNx1MfIl7l8b4u8/eUvi90pxxFS1PPzH1fdEX3sp6X0C1aaqXXXnSfzdJ27Bn33oRgBAz9UCR4zukjlQt0/b7iN3HBifpqKMPY4qa1LjMVkRvgTAVQB+Ukp5EukB6hsBXFigHc+WUj5BSnlJgb8lhFhgQwWOXC5ACWkbNMcmdaIviDnpbgfJNJM7jm1MfK8WhV6KeobEPP78vQAmvaDSfKGqVhwl27DU5aYgKZe2KY6iSpFT+jQ1jWrb57KJSa9xMYCPyNnhxCMADs3XJEJIE1Cpah2uQAlpHVQckTqRE4oj0gokoAuMk9dNLZ48rqJmos7OQDPE9nyJXmf7kqvKM5lcvfVct5Z2kMWlbR5HSnGU1u7r7j2Fd195V/h79nkRJoEjD8BSxmvOA7Bm2AYJ4L+EEJcLIV6a9gIhxEuFEJcJIS47evSo4eEJIUXYYKoaIa3FZcCX1MikxxEn3W0gkHJmwJnm2PlQ52moBY6GfoClROBICFGp4ij5HOqBLD6iZB7U7dO2riFSHKU0/Jff8cXoawbLY0xWhNcAeJYQ6aOKEGIJwHMAXGnYhqdLKZ8E4PkAflYI8czkC6SUb5BSXiKlvOTQIQqaCKkCZRbHVDVC2sfe5W7dTSA7mICKo9YRyNnlpyNz7JS0KxKjAkZDf1JxtNSNFT7/+QvPHJ/r6p6O5DtNBI74lJIyaFkEUm2wpfVp+s/o6xZjEjj6fwAeAeBPhBATfyeEcAG8FsC5CCuv5UZKeff4/yMA/gXAk03+nhBih82x4qjrUnFESNvYv9qruwlkByOZq9Y6JGanuEoqjnKhUtS2KY60wNFDD61W7nGUTMeh4oiUTdu6BpVRoT+rCj3w27KPZRWTFeFfA/gvAP8TwB0Avg8AhBDvBHAbgJ8G8G9SyrfmPaAQYlUIsVt9DeAbAXzJoE2EEEtsjBVHTHkhpH3so+KI1AjjRu0jkBJ63OgDX7oXb/jYzRO/B5i2kYUy2tUXo1sjH6v9TvS964gwcFRhu5LBoT4DR6Qk1P3TVo+jYUJx5PkB7jy2GX3fso9lldyBIymlD+CFAF4JoAfg4QhVrd8BYAXAqwB8l+H7nwXgE0KIqwB8DsD7pJQfMDwGIcQCW0OaYxPSNg7uCpVG3RQjVkKqgh5H7UNKCd2N4sjpAX7vP66LvlfZGmml5UmMUmSpwJGUEpsjH7v6seJICAEBUemzkVzUc25HyqZtMWVlxZFUHP3uf1w7qTjiGBbRyX5JjJTSA/AKIcTvIAwcHQBwEsB148CSEVLKrwB4vOnfEULss0mPI0Jax0qvA2BImQepFXoctQ8pgVmxBCqO8uErc+zxwnPgBZAS2NWfXHLVrTgSQuDqV3wjXv6uq/GFO05U2BKyqLQtwBIpjhKBow9ee9/E9+36VHYxChwpZHhnXF9yWwghDUJVVXNZVY2Q1qB2u9smGSeLhboPnYp9XEhxsqqqqeuoUrFIOpHiSAWORuH/q8nAEap9NtIMsHcvdbHcc1u34CdNo53zjlkeRzot+1hW4YqQEJKKUhz1qDgipDWoBQAnOqRO1H3YcRxWbGoJWUIitSikOfZskqlqai61eymxVy9EpU/GtMJQAlRUkHJoW9egav8kPY6StOxjWWWq4kgI8eGCx5RSyq8v+LeEkIZwanMEoH0DASE7GZUm0badP7JYqPvQdQSDmC0hTFWbvlGk5gIeS1PPJJgSOFrtpSmOqns4pr1T1dXdyOLStnmHUhyNsgJHLftcNpmVqvasgsfk2SWk5fiBxJs+dSuA9g0EhOxk1OKOTy2pExVbYOCoPUgpMSszPQ5KV9SgluIlAkcnx5tw+1YmK13OiNFZYdpcTkBQFUjmQt1abevrp3kckelMDRxJKZnGRsgORU10AE4SCWkTarebO2SkTtQilYWb2kMgJQRmeRyxT8lD0hz7vlNbAIBz9i5PvK5yj6Pxez3z4YfQ16puUnFEyqJtfYSqLDhIBI4oqpxOIXNsQshio0ff2zYQELKTCehxRBqA8nnpuNyDbAtBVlU17iLlIpmq9uW7TgIAzt2XCByJapU+ai73q89/BB55zh6tHZU1gSw4besipimOkoEkzqdiOKITQrYx8PzoaxphEtIemKpGmkCsOBLcfGgJEmEwY9vPmaJmRDJV7co7TuBhZ+7COXuXJl5XfVW1kDQfK15aMg/q/mmbtYXq05Lm2EnPI6Zyxswyx37m+MvPSSm3tO8zkVJ+bO6WEUJqQ4+2c7JISHtQu91tm8CRxULdfx2n2spRpDhSylTFUSABV0z2KZ4fUE2Wgq7KUovRExsjnL9/OVI3KKpOEVOL4e3XmD5kpBzadh+pPu3ae07hu//603jjj341Vvud7YGjln0um8xKVbsUYRDxkQBu0L7PgztXqwghtTIYhZ1mx+FuMSFtgqlqpAn4mjk2VavtIJAyVXHkBQFcx53oU0a+RIcz/W342klSiqMTm0NcdOYuOMnAUcWm1D//9i+E75u4xOH3fEZJcWJVYrvuI9XeS68/CgD49M0P4LmPOit6dp918SFcev1RPh0aswJHr0TYk9yf+J4QsuBsjVPVlrsuJ/2EtAi/pRM4slio+891BMu3twQ5xePI8yX6nck+ZegFWO4xcpREny8p5faJjRH2LncjI96Imkypk8HBqlPmyOLStnlHcn2jHg2VbqrSOlv2sawyq6raK2Z9TwhZXJTiaLnntm4gIGQnwzgvaQIqZafjCGzxnmwF0xVH2z2OGAxMR1+IDscbcEMvQL/jbPMWckQ91ZuSV1gIqgJIObRt/pFc3yS7P1YF3c7UBGUhxDEhxC9r3/+Wic8RIaS9KHPslZ7LSDshLYIeR6QJ+JriiHdiOwjk9qACEAdD9D6FSuR09FQ1dYoCKeE4AnuXuxOvrTpVTZEMYAnQkoDMR2SO3bJ+YbviKHw2nvqQAwCAlz//kQBojq0zy9luHwC9duQrADzLYlsIIQ1BGcP1Os7ERIgQ0mzocUSagJqPuw6Nd1uDDIMKyV32G+87DWByUch5QTq+H56XnutEi1I/kHCFQK/j4I+/6/F4848/GUD15tiKFFEZIaXQtn4h4YEdBc57HQePP38vzt8fhkFa9rGsMitwdB+A86tqCCGkOYzU5KfjULlASItQazs+tqROVJAhrCTFm7ENhMqY7YqU/77mPgCTi0LP5zVNQ52jjisQSAkpJQKJyBj7xV91Pr7u4YcA1Jcitk1xxFQ1UhJ+y/qF5PrmR9/4edxy/3qkEmSQdTuzzLE/A+CHhBA+gHvGP3tWWv5zAimlfFUZjSOE1IPaKeu5Ti05+IQQc3RFAAO+pE58zeOIt2I7CKSEgBgHFuKL9uCDq+HvdcVRy1JSqkKdo67rYOR7sfIuZe3UlBQxmmOTeVH3j9eyfiGtvTfcdzoMHAkBAWWO3a7PZZNZgaNfBvBwAD+l/exZyE5XkwAYOCKkxajOtNdx2GES0hL0YBGfWlIn195zCkCotOC92A4kQvVJMsahSlNPKI5atkCsCk8LHAUyNhHvuCmBo7oUR05ScdSMABZpP20LKHvJXDUAe5a6CIIw2Kv6Qj4eMbOqqt0khHgsgAsBnAfgUgBvAvDmSlpGCKkNfzzZ6br0OCKkLejPKhcCpE7+z3/fAEApjngvtoFg7HF0/v5l3Hx0Pfq58jzU14RUNKbjR4GjMFVNKbaT6WGKOk5jWqUoXk1SBm2rtpiWcjv0A/hShkH0GtrUdGYpjiClDADcDODmcYrarVLKj1bRMEJIfahds37HaV15TUJ2KvoihOs60gRYVa09yPFi6a0/8RT8xnu+hA9eG3obKcWRnqpGj6N0VL/bccMUTbWQdlMcZYWo59kQ2O5xxIeUzIPaHAhk2E8kVW1NZZQS6Bp6AYJAoteJH1o+HjGzzLEnkFI6UspX2mwMIaQZqElh12WqGiFtQVcBUBFAmgCrqrUHOVYcnb13Cd/yhHOjnyvFkU+Po0xU2e6OEy6v1FwqTXEkgFoi/Mk1fTKQRMg8tClLIa0fG3oBAinhOgLK17lFH8k6MxVH0xBCnA/giQD2ATgJ4Aop5Z0ltosQUiO6xxEniIS0A/1Z5VNLmoDrcPOhLYSGsNt/PvS3exy1aXFYJeq0uOMTqYJunZQTW1s1M6aqEYv4gUTXrbsV+Rhpysm9y12c3Bxh4PnwZagIVI+K5BMSkVtxBABCiAuEEB8AcBuA9yD0PPoXALcJIT4ghDhcdgMJIdWjPI56LlPVCGkL+rPKdR1pAp2aUtVuvO80/uyDN0YLd5JNMF4sAeEiSqFS1fQ+xW+Zl0lVKKWnqqKmgm5uWuAIdXkcbU9VY3CXzIN+97TJOF83x96zHGppVKqaqxUK4OMRkztwJIQ4G8AnAXwjwsDR/wPwmvH/t4x//onx6wghLSaqDNJxmPJCSEvQPUi4ECBNwKnJP+VX3vVF/MkHb4iqu5FspJTRDvszH3YQf/o9T8Cufic1VY0eR+mos6ICRVGqWqriSNSiZEi2hBZHpEz8FvUNepBrdz8Mlg/9YKy+1FLVamldMzFRHP0mwupq/xvAw6SUPyql/FUp5Y8CuBjArwA4F8BvlN5KQkilqI6/5zoTi1FCSHPRg7x8akkTCGQ99+L1954GEKtlSDbK4wgIgxrf9sTzwsCRF15Bpqplo5tjA3GqmjvF46g5iqPq20EWC5WO2abKanpbdy/FiiM/afDNByTCJHD0AgD/JaX8Iymlr/9CSulLKf8YwH8BeGGZDSSEVI83UVK25sYQQnKhL+Y4zyFNoK5UsY1hOE0dMlUtN4GUcBKrgm5HROcwoDl2JkrpqRRH6tylK46aEjiqR/lEFggZ3/Nt6ht05eTupVBxNPACSBkHe1Nivjsak8DR2QAuz3jN5ePXEUJajBcEcB0BxxFMVSOkJeiPKhcCpAn0O26taZNMqcpPIOW2Cltd14kDR9p1bJOPSZVEqWpCKY5UlbW01Wc9/l/JXDWui0kZdN1xJcEW9Q2jicCRpjhKBNHb84nsYxI4OgngwRmvuWD8OkJIi/ECiY4j4AiWUiakLQRUHJGGcNGZuwAAhw+s1Drppjl2fiS27673XAcjT3kcxT9nCns6yapq3ixz7JpMqdNiWBwvyLy0UnGkpaotdV10XYF7Tm7ipiNrOLExAlBfSmlTMQkcfQLAi4UQT0v7pRDiawB81/h1hJAW4/sqcEQvA0Lagh8wcESawVLXwdc/4sza/VNGVBzlRvc4UriOwGW3HQdAxVEe1DmKPY7G5thTPI7qQCTbIqioIPMhoXsctedu0o28+x0HPdfBP192JwDg87ceA8BUziQdg9f+LkKfo48KId4O4CMA7kGYmvYsAN8HIADweyW3kRBSMV4g4ToCrmCqGiFtYTJVjZD68PzQXLTuSTcVR/kJpNymOPry3WFVuqvuOMGqajmIFUfhvvwoU3FUWdMikk0RjByRElDBUr9F5ti6B16/66DXcbA+9seLCgWAG3E6uQNHUsorhBAvBvAmAD8A4Pu1XwsAxwD8uJQyyweJENJw/ECi4zrhpF+Oy/TSIY6QRjOpOOJMh9RHICVcIWqfdLepwk/dpCmOFMfWhxObSNxQSkcFSZX6YmbgCNUFVfXxIOljJQQ98ch8SCnRcdrlceQHEgOt6ma/4+L4OD0NiMctwbjqBCaKI0gp3yuEeDCAbwXwJAB7EXoaXQngPVLK9fKbSAipmsgcezyJDCTgMm5ESKPhYo40BT+QcF1RexqMKiVPsklTHCl6HSesuibC+QD7mnSSHkdR4CgtVa1CxZG+qZCSqUZFBZkbpThqixpxcxQqi9Rz2O9MuveoTYdkoHWnkztwJIT4ewBXSyn/BMA/jv8RQhYQT/M4Asa7x+w8CWk0NMcmTcEPlOKo3sjRiIqj3Eg5fZHU6zjwA4mu62DgBQwcTSEKHI2jM8PxInpqqlpF7dK9KrcFjqioICXQNnPsjaEHYFw50gvQcycDR/rHYHcXY2KO/f0AzrTVEEJIcwhT1UQ0wWCnSUjzmZjocClAasSXoU9e3WkwI4+Bo7zIsaIoja7rwA/iktuMx6Wj7nV3rL7YGvulJNUMwDhVraLJlX69kumIVFSQeWmjOfamejbHfVpnWloFUzknMAkc3QoGjgjZEXhBmK+sfI3YaRLSfKgCIE0hCMId6DrSYPTFeFsWMU0gmOFxFEgZ+pgoA1z2Namo200tolU6TL+bstyqSXGUdo3piUfmRXkctUdxFD6b3XFQtzMlai4ASvI0TAJH/wjg+UKI/WU3QgjhCiGuFEK8t+xjE0LM8YN4txig4oiQNqAmbK4j+MySWvGCIExVqyENZqR5bAxZVS03szyOgkDC1wxwGWhIR50XlbazESmO3G2vrXJBqpcdT15ipqqRMog8jloiR9waqepp4ff9josP/uLXbXsdn49JTAJHvw/gMgAfEUK8UAhxVont+HkA15Z4PELIHIz8AB1HRBJmzhEJaT66vwYfWVInfgA44zGk6iCDvnBpi1FrE5DAtuqp3/81FwAIg9Khx1FcMINsR52WpOJoKUVxJCrsp2d6HIFzPDIfUrbP40gptIfjdOZ+18He5e6219UxhjUZk8DRFoAXAHgcgH8FcLcQwk/555k0QAhx/vi4f2vyd4QQeyjFkYrEM1WtHfzsW6/A8//s43U3g9TEpOKIzyypDz8Ybz7UrDgaUXGUmzSPoxc97lwAYeAh0FPVWrI4rJpYcRQurzbHBrzTFEdV9dPqer3qWx+9LTg4VWZGiAHd8T3flvRg1UylSl3quumBowqrH7aB3FXVAHwcdsb/PwXwKwB2T3uBEOKlAF4KABdccIGFJhBCdLxAouM60XyiJePAjud9V99TdxNIjQRamgQfWVInnj8usIDqJ91DzRB7RMVRbtI8jpSKIAjCf12mqs0kUn2Ot+U3ZpljVxhUVWODk1bdbfy/lHJ7UImQnESKo5b0uepZHXhx4KinPac/9cyHANie2rnTyR04klI+q+w3F0K8EMARKeXlQoipx5dSvgHAGwDgkksuaccdSUiL8QOZSFXjY0dI09EDR4wckTrZHPlY6bm1qBlUmWWAiiMT0jyOVADEl6HHkaqqRsVROnGqmlIczfY4qmpqFalRU55HxorIvEhIzeOoHX2Dmi+pZ3ApEdz91W9+ZPR1Oz5RNeROVRNCHBBCnFHy+z8dwLcIIW4F8HYAzxFCvKXk9yCEGOIFwaQ5dr3NIYTkIIh2u6k4IvUx9AJ4gcRy151QM1TF2iAOHHkMHOVGpiiO1PdBIBEE8eKwJWvDbfzbVXfj8Mvfh5ObIyvHD8YnZrUfBooeWB8CwISSQRF6HFWbqpamOFJwf5DMQ6dlHkfqfn/pWFn0iHP2pL5OCBYb0ckMHAkhvlUIcROAIwCOCiFuEEJ8SxlvLqX8VSnl+VLKwwC+F8CHpZQ/WMaxCSHFiRRH40mj5NybkMajFi2OoMcRqY/YENitpTLn+sCPvh62JG2iCaQrjuLFoC/DFHb12jbyNx/7CgDgtgfWrRxfnZUzVvsAgCOnBwAQmYrrVKk4itSoaYojpSyvpilkQXEjj6N2LBhU0PY5jzgTt/7BC1L9jYDxc8qnI2Jm4EgI8RQA7wLwEITnTgC4CMC7xr8jhCwgIz80x452i9lpEtJ4VOWcDhVHpEZUmeOVXqeWRek6FUeFkDIOIiiU4ig0xwa6yvOopYEj276N6rQc3NUDABwdB47cNKVPhaa7SgXSSQtgRcHddl5TUj9StldxlJmpSXPsCbIUR784fs0rAZwF4GwArwbgjn9XGlLKS6WULyzzmISQYoRld524qlpDO82B5+Pwy9+H1/73DXU3pVFwArgziY1ZKa0m9aEMgZd7Ti2L0nV6HBUirapabI69GKlqtlMn1XEP7urDdQTuXxvAEUg1nU4G6Wzia2rU7e0IaeklJQ2hbR5HqguYlb4J0Bw7SVbg6KkAPi6lfIWU8qiU8oiU8rcQVlh7mv3mEULqwAvGiiPR7N1FlZLwD5++td6GNIyBx8XSTiT2saBKkNSHMgRe6ri1LEpVVbWe62DUkkVMEwjk9kWUrjhSG0pAe1QFSaL0e0vHj82xBc7btzz+On2pFZb5rsjjSC+ckNIOoLkbhKQdtE1xpNY1WYEhVhqcJCtwdCaAz6T8/LMADpXfHEJIE/CDYOxxFH7f1GFg1i5aGptDH3//iVuiVIpFZTBi4GgnEqeq5a57QUjpDMcqn363nvtQBY6Wey5GNQTRX/6uL+LX/+Xqyt93XgIpty2ioqpqgUSgVVVrq6rVtgJOVzEcPrgKYEqaGpR3SjXMVBxFwbR2XlNSPxK6x1E77iPVymRg6N0/8zS886efOvnalvZ3Nsga1bsA0hzk1gF0ym8OIaQJ+IGEIzSPo4b2mcqEL2/g6CPXH8Er33sNXvOB6202q3baYk5IykWZYzNVjdSJSg/ruk4tagb1/qs9t5ZFzNs/fwfe+tnbK3/feZHYvohSY+vPv/0LuO7e05qqoOrWlYP6PP/w6dvwwNqg9OPrKoYLD6wAiJUYSUSF3ilqSjAtiEVm85I3fR5P+b0P1d2MRhP1DS3pHKJnNfFIPOmC/bjkcFxEXojmbp7XAYM/hJBtyLFkPdqJaugqdOSphXK+16tJ0x3HN2w1qRG0RSpMyiUyQGXgiNTISEsVq0PNoCqprfQ79DgyYJbHkaLb8qpq6tP86xfuxpFTA7ztpeXW+YlVDMC+ld7km25ri6jsuYhT1aa/pqWXtBI+dN2RupvQeNyWeRypRy9r47nK6odtIE/g6EeFEM9K/OwwAAghPpzyeiml/Pr5mkUIqZNgPIFseqra0A9TztJKzKZh2xizKbRm4CalEszwsSCkKlSqWrcTr1Kr7HJVqtpqz42+JtkEcvvue3JR5YxT2FsbONI+zt0nN0s/fjy3EFGqZjBlPK5ScTQ7Va2aNpAFpoVV1Uw8jpjGGZMncHR4/C+NZ6X8jGeXkJYTSIxT1ZTiqOYGTWHoKakpZz46bRm4SbkocUWoOOI9QOphOKE4qv79lcpouedi5PM5yEuoOJq8YMkgtCvCuUF7A0fx57HhdRh5HAmg33EBTN/IqTIF5jv/6lMApphjN3yeR9pBp20eR+NmZo1RVBxNkhU4enYlrSCENIpASgiBSLbe1Emi2tnOq7BQn6KhH6c02jJwk3JR3lauI7iDQ2pDBWt6HaeWRenID+AIYKnrYmM4rO6NW06oOJodOHKEgCsE2jrE6J9GVf8rE6VMEEKg38mqQFd9SnGaOjtWlrf0opLakZDouO1SHKlWZqaq0eNogpmBIynlR6tqCCGkOUilOGp6qpqnzLHTf/+JG+/Hn3/4RrztJ58yYRjc1EBYUe49uYVr7jkZfe/THHtHou7rjussfHCUNJdUc+xKPY4CdF0HHceh4ignckraxtRUtZYsDpPoH2dgIY0xUjEAUeBoluKo6tlVuuIohGMGmQd1b7Vl4zL/OoAZDTo0xyaEbCPyOIp2i5s5EKgFijMlcvS//vkLOHp6gKOnBzh77xLUJK2Zn6Y43/76T+Kek1vR920ZuEm5TKSqLdxdTtqCCuh33eorc0op8dcf/QoAoNcRNMfOiRoykoGiXsJN2RUCrtPiVDVtEZi3GqsJUjuP/a6b0ZbqgzWpgSOui3MjpaQ1whQEwvurLRuXckqfN+u1BMhZi4gQspMIxl4HdZRSNkFJzaeVu13phRO3E5thuoL6HE39PEXRg0YA4HGXfUeiVAAuq6oRi2yNfPzVpTfDmxKUUSnEvQnFUTVcdtvx6OuO40xtI5lEbQ4lh9Kl3uQywXEEHCHQ1tPqaB/HRg0BvcR3MuiWpI4UmGmbbMDibajZYNjWG98yar7hOqI1G5dSe1ZnUYcysMkwcEQI2YbyOohKKTe0z7zhyGkAwIP2r6T+fnm843dsLQwcqfGsoR+nNNqSY07KRZVc7tDjiFjk9ZfejD/8wHX4p8vuSP29UvlMehxVc0fqCqOuy1S1vESKI2e24sgZex9ScZSOflZUVbVZbalazd11trep6cryJsEqjdMRIpx7+C3pc3N7HKG5a6A6YOCIELINGaWqjb9v6DL0yKkBAGDXUnrWrTLrOz3wAMSfY9EnSG3Z8SHl4keKI3ocEXusbYX96cYg3Vw4TlWrXnGkBwa6LlPV8jItEJRmlu20uGqj/nFsZBxNpKp1mqE40q+VmhMl2wEs/oZaGWyN2J/MwnVEtIHVdAIDxVFLPlIlMHBECNlGMDbHVptTTe00lbnltECJStlS/zf1c5QNFUc7k0BTHHEZQGyRNdHWzbEVVfW9ettCxREXeiZk7b47Ypyq1tLBVA+E5a3GaoKe/tLvNMPjSJ8fdWekz7X0klbKxtCruwmNRN06HUe0Zv4ZB3lnv06AnpE6DBwRQraRNMduqixd7WxPk8aqCZNaPKjP0dCPUxpeS8wJSblEiqOUXWVCyiJLiToc98ddN053rmPe3XEF/d5yosbGrEWUO/Y4asnacBv6x7OZqhYGjrIUR9Uot/Tqcd1UxRElR3lZGzBwNA0BAddxWqN4j9c1GalqVBxNwKpqhJBtBIEcexyF3ze1z1RGhWkD1drAw01H1iZep1j03QMulnYmKnDUoTk2sUhW0YShF4yNsUXl6c76EqDnOjSzzYkaQrNiKZHHUUsWh0n0wNgso+ii6KlqS90c1ZpKb8F2dIP4ToriqOmWBE1ifUp6Lglpk8eRIjNVrZpmtIbciiMhxMNzvu5bizeHENIE5DhVrenm2EMvHMTTyn/+9zX3Rl8rxdGiVlVL0hapMCkXX6+qVnNbyOISjQtTfj/yg0jZUHVlTj2Fiqlq+Ymrqm1fJr39pU+JvnYcAdcRjVUhZ6Gnqlmtqgag52akqlWUUaxfqnTFkf02tBldFbY2GNXYkuaizlGbqqoFM/q8JO34RNVgkqp2mRDiB6f9UgjRFUL8OYB3z98sQkidBFJC6ObYDZ0kRqlqKc3bu9yNvh55Oy1VbcE/IElloqraot/kpDayptkjP0BvnKYTqxmqQa+i1u84CCQYPMpBrDjafnX1sdRVHkctPaWVpqrlqapWegu2o79HWlW16HUcMlLRU/3WqDiaihBhenDaRm4TUfd7Vi8QppRab05rMAkcbQJ4sxDijUKIZf0XQoiHAvg0gJ8D8PkS20cIqYHQHLv51TZUGkLaQKWXTR0lzLEXXZLdloGblEugV1WruS1k8ZmVqqZMeGPVajV3pJ6WoxbuA5bQzkRqSpkkeoAlrKrW3M2kLCYVRzbNsXNWVavgPGZWVVOvs96SdjLQKql5bY2YVkSbFEd6Wmnma/l0RJgEjh4P4FIAP4JQffQYABBCfB+AKwA8EcAfA3hGyW0khFSMhIyqpwDN3YlSwaE0Tx99saACTOpVTf08ZdGWgZuUi5rT0uNo8XjHZXfgG1770bqbERJtKEwzx9YDR+q11TCpOApThQYjqgSymFVhSP/ZUtcdm2O3s4PR14gzxDeF0VUMuaqqld+EbUwojtI8jioO7raNTa3/oA1AOm2sqhallWZ5HLFI7QS5zbGllPcKIZ4L4LcA/AaAzwohPgLg+QDuB/DdUsr/tNNMQkiVBBITxqZNnSRGqWopA5W+S7StqloFbauTtgzcpFx8zWeAi4DF4pff+cW6mxAhMsT9I19Gaos43dlyo8boFSWXqDjKTeT3kRI50n+2Z6kTpqq1tHuxn6oWK45UuqY7xUypqmpNkx5HaYGj8evsN6WV6IGjps6Fm4BAqHYetaRz0NNKZyEEnw0do6pqMpyJ/o4Q4giA1yEOGj1JSnmXhfYRQmpASjmZqtbQXlMtCNIUNgMvHuwjj4tIcmS7ZfXCqmo7kyCQkTqAd8BiEgTSSjUoE7KrqvmpC9Qq8NIURwwcZRJ5HKX8Tg+w7F7qhlXVmjopyGBCcWQlVU0dOwwY/dI3PhzPfsSZU9oiKkmB0d8jLYhVdXC3bWxNKI5qbEgL6LpiInjfZPS00llkbZTsNIxHdiHETyJMSfMB3ArgEID/J4Q4p9ymLT7/+eV78eW7T9bdDFIyIz/AL/7TF3Dr/et1N6UwQbKqWkOXobHH0exUtcjjCJP/LypUHO1MvECi4ziUVi8wTUhDzTbHluh2xq+qeAxRmwSv/rbHRKqnLaaqZaIrZZLosYY9y6HiKGjAfVgEfRFoQ5UZB+DC9/m55zwMjz5375S2VBSsyXoPllWbiW6uT//IdNR93HWd1mxczkrP3f7adnymKsgdOBJC7BZCvB3A/wVwDMBzADwKwN8AeBaALwghXmCjkYvKT/2/y/GCP/9E3c0gJXP5bcfx7ivvwq80KLXAlEApjsbfN7XPHM5UHIW/O7irj7uObwKIJ3VN/Txl0YTFJameQEo4TnXVekj1NEnpMW0yPfID9NzJVLWqbki1SfDcR55Fc2wDZhnF6j87c/cSXKe9Hke6r5Fv4TPInL4p4Yuq9Tg6uKuX8bp2XlPb6KlX3JSbgRDouiLa0G06ySDvNJiqNomJ4uhKAN8N4D8APEFK+XEp5UBK+VMAvgdAH8C/CSFea6GdhLSGtu/dSCkhlcdRS8yx03Y/1WLhax5yBj5+49HocwGLPwhwV2xn4gcSrhCVVesh1dOEhUtaqtqL/+pT+O1//RKAsO+tyxxb+ZEs91yaYxsQeRylTGD0IMgjz9kDIQQacBsWQl8k+haUEXl9U6K2VOhx9IvfcPGUdqgX2m9LG9H73JaIaWqj6zoTCq0mowKlWYqjypSBLcEkcPQgAL8kpXyRlPIB/RdSyncAeBKAywH8fInt2xGsD7y6m0AS/NI7roomwTsNfecx9ktpZq+pdjbScqoHno9+x8H9pwc4teXhfVffE6eqLegosNoLF0pUHO1M/LH/TduD12Q6NlQSpqg7TG/JZbcdx5s/fRuAseIoMseudvNhcxjOp5a7LjrjAYz9YTbR7ntK56H74rhOOC9oa6qa7g9mV3GU3QuHSobqPI6mLZBpjj0bfX7Z1vu+KtqUqhZdykxzbCq4dUwCR18rpZyqJpJSfgXA0wD8ydyt2mEcPT2ouwkkwTsvvzOaBBelqcGWLPSdRzWhaOpYmVVVrddx8A2POgsAcNsDG3GqWmUtrJblceCoCaoEUj2BlNEij3fAYmJDJWFKljn2RKpaxZsPmyMfrhOmTHTGbWDgKJtZAY9k+lqbU9WWu/Gyx8Y4qQ6ZxzelKiXDrKBg2I5mK8vr4nUfuQl/94lbEoojnqRpCAAdR7RGcaRu+MxUNSzuZnMRcgeOpJSfy/EaT0r5S/M1aefBSU1z+egNR43/Js9OU5OJJj6O0CYUzbxHszyO+h0X3/mk8wEAKz03Giga+nHmZqlLxdFOZjJVre7WEBs0aeEyLXgw1FPVxj+rTnEUYKXrQggRK47aspCpkVkeR8kfCSFam7KzPB4jATuBI7VozlNVsCrvFJmxQK46uNsW/ug/r8er3nvNhIKGm3Lb0dcH3Y7TGo8j1erMIC89jiaop14qmaCtOzc7gXtObBb+27Ze1iDaeWy2hDkIZBQgSa+qFqaqrfTDieLG0I8+RxM/TxmowNFOntwcOb21Y6sohebYorIyz6R6mpAq4c/odwFVVa0ujyMPS2PlZcdlqlpeonE/5XfbFEcWPdT+9uNfwbe//pPWVAvq3gDs3BdqM0ulas5CQFSyKRe9xVTFEZmFfp/s5LlVFkIAvTalqgX50kr5fEzSmfYLIcTfIxzrf01Ked/4+zxIKeVLSmndDoEdUXPZs9w1/psmB1vyoO88xubYzfs0+q7GVMVR10HPdeA6AhtDL/IAam1UL4OlsQy/LQO3DZ78ux/C0y86gLf+xFPqbkrleL5EZ+xxtKC3+I6nCUEQpXoaTTHhH3p6VbVqx5CNoR+pSjpOvf2hlLI1CuRo3E+JdyQDR44Q1uatr37ftQCAExsjHNrdt/IeChtBWNX+XoMUR9H7ZfyeY0Y6erERrtdm06ZUtdyKI/3FZHrgCMCPIjxVfwjgvvH3eZAAGDgygB1RcynSAbZjmjidCY+j8c+aMqG48vbj8AKJrz58xkSJ5bQJ4HCcqiaEwErPxfrAx8Fd4e8a8nFKJ/y86WbhO4lP3vRA9osWEF/KcJFHafXC0oT5gupvp/kthebY49Ejww+pbNYHHnb1w6ltrDiqpz8Mq5PW8tbGxOP+9ga745+pXzkt9jjSO0abQdhcgSNU81yo95gWxGz7ZqdtRlo/19r73iL6Kel22lNVLfL+yvI4ooJ7glmBowvH/9+V+J6UgL771oSJIElnc7jzUl70CaSaRDblDv32138KAHDrH7wgkoS7jpjhcRRO3lZ6LjaHfjTALerY33FCX48mqBJI9QRBaI5dVZlnUj1NWLio7mVaPzP0t3scVcWpLQ+7l8aBo8jjqP5z1nRmDRliHAPpjuVIjrBfMMPWQk0d9WFn7sKtD6xbeQ9gsnrbVCqKKqpzOe3dmu5lWTejDHU7CREQ6LnORKCtyUTeXxkxXiq4J5kaOJJS3jbrezIfdOlvB5tzeKW0dRCOK3CIuKpaAwdLlaq20nWnVFXzo8BRb2zYpxZdi7p7sNJz4Tr20ghIs/FlGEitqswzqZ4mPNuqH1VKnmSbRnqqWpTuXE3bTm95OG/fMgBEVdXqOmf1XykTpiuO1E+UgssRwr7huKWTJ6XEctfF8x9zNv7iIzfZeZOcOJEaz25KY6w4mvKCilWBbWOYoW4nMa1KVYsUR7NhsZFJcptjCyG+IoR4nc3G7CRottZc9IFha1QgVa0l0vRpyLRUtfqaMxU1mC/33NRUhNDjKPS66LnOxOC/qFxwxgq6TnvMCctmp0/qgkBGzy0nOotJE+YL6t5SbUkuFCbMsdXfVDSKnN4aYU9CcTTNi8k2bdo8isvIb5/AqNPnjs+nW0Gqmq2jSxnObRxHQMp6xwyl9LGv3hq/H82xC6H7aTah/20a+hlpU6qanBEs1xFgqpqOSVW1QwBOlvnmQoglIcTnhBBXCSG+LIT4nTKP32QCpqo1Fn2QmEtxVEZjakCfQFa9W2yCGpxWelMUR9qud6/jYuAFjfwcZXDGag8A8HPPeRhcV0yYOe4kdrp601epasxUW1iacI9HiiN/e+BISjmZqlaxmmFj6GO1Pxk4ouIoG72aapLdSx288HHn4O9/9KvHrxGwvTdh634JZNj+6N4o8Y1MA4VCUxzZJErJmRIiavI8rwnom45N6H+bihBAd5yq1oageZxdMft1VBxNMsvjKMmXATy05PcfAHiOlHJNCNEF8AkhxPullJ8p+X0ah6442um75E1DDxwVi5y3e/9Gn0BWNbEpQqw46qTmVA88H/1ueqqabf76ozfj6RcdxGPO21vJ++1Z6uAZFx3Eod39He1xtNOD8Mocu6oyz6R6mnCPx6lqkwEkAPg//3UDAKDrTBoqV9XqwciPSqGrqmp1eW606RGMq6lu/53jCPzl9z8p+t4VFQQ7rHkcSQjEHkR+IDEWJs+N6aNZlaKbiqP50AuxNKH/bTKq3/cCia7b7DsrTlXLNsfmZY8xURz9OYAXCSEeV9aby5C18bfd8b8dcXn0YNFOXeQ1FX13YZ70pjZNGnXiwJFodKqaGsxXe+GsLzmgD0axOXbfdTAY+ZV9jt9//3V44V98oqJ3CwMGehrBTp3cNME4uEou/o334y8+dGP0fRBIdFwqjhaZJjzbSXNsfYPlLxO+MVUb7w79IA4cuSo4UFOqWoueQn3cz8IR9scYW7eLlACEHTWa6UZjVWq8vMdv0/1aJWqu2XV37txqFnrfrlKU22CXEJnGZ3R5YVfR/M9TFSaKozsBfBDAJ4UQfw3g8wDuRcrZlFJ+LO9BhRAugMsBXATgdVLKz6a85qUAXgoAF1xwgUGTm8uEx9EOW+w0HX13oYjiqP0eR+H/ygdA/1mTUEG9lXFawsgP4Drx1uHQD9DvhN/3uw7WBl4jP0cZBEGcp91xnB0bjN5pk7qBF+D//PcN+B9f/zAA4bjiiqz9M9JmmnCPq4WCCshspFQfTaYBVNHqIJAY+TJKUVbBdCqOsslrFAtUswNv8/AC8XhZ5vxbPZu//E0X52tHVLW2Gs3RNC+XqtNJ24aaa/ZcZ8dtTpkggChFeegHWEZJUj5LZJrGj3GoOJrAJHB0KcLeRwD4Rczu13PfLVJKH8AThBD7APyLEOIxUsovJV7zBgBvAIBLLrlkIS6fz1S1xlKW4qitbI19nZY6bjSJbOJgqVIKleIoGSyZqKo2Nsdu4ucoAy8Ioh3UHa042nmP6wSBlI0O9pL5aUIfpp4zFZBZG3jbX5NoZxXNVmOCUhx1a66q1ibiDaPs0JHrVOfLY+O4Ex5HJQYVlcpi2TD3zfazkeXlUnU6adsYaf0K+5LZqPS0Nhhkq7V3Vp/niGaMu03BJHD0SljsV6SUJ4QQlwJ4HoAvZby89fhMVWss8waOmpzelQdVSW6p60Y7tk0cLCPFUS/sxpLlgcOqaprH0QIHAf0gVoftaI+jHTS4py2s/LHiqPWyRzKVJszHg0hxND1wFPuqVDciqsCR2jBQfj3WS8cvAOqaOjkMLFqdqoawe3QtmGOr6q6dnN4uVXXTWV4uVaeTtg0VBOm6TiP636ah3zUqWN+GVDXVhblZVdWoOJogd+BISvmKst9cCHEIwGgcNFoG8FwAf1j2+zQRfdA9sTHEsfVhVBmJ1MvAi2X3w0Kpau3W/UaKo64TDwIN7DVVO1f74e6eno4gpQwDR+NUNWWOrSZGLb00UwmkxPhSjRVHO3N2o/err3rvNfjNFz6qxtbYJe2R9INQcRQt1ce762Rx8BrwbKt7Ty2o1rZSAkdRJafqiFJKOqqim0DXrS+Q3qZxxsjjyBGt3YGXEtvMsctC3WedPNE36AGb0pqQSpaXCxVHs9H7lZ06t8qD0LzD2qA48uXs50LhVFAMoE3kNscWQlwghNiT8ZrdQggTE6JzAHxECPFFhJ5J/y2lfK/B37cWfbD63++6Gk961X/jlvvXa2wRUTBVLQzILGuKoybu2N53agsAcO6+ZQCTC6rkzrPrCHi+rGQiX8cA4wcymqyqz7oT0RczTbxnyyRtwRPIscdRu2PXZAZNuKaqj/OalqqmeZEo3BoVmG0yG47SmXK8tgrPD3uKo0SqWokf5OTmCEC8eM4iDthUo97iFkIxhrriqD2PdC2ooH2RTfeqkVLCEdnB8rC/44VXmFRVuwXAz2e85n+OX5cLKeUXpZRPlFI+Tkr5GCnlKw3a02rSJjL3rw1qaAlJMpzTHFvR1m5ma/z5+103ylduouLorhObWO25ODBW6unBEjUZVIEvR4TlybNy/cugjlPlBzI2x97BlT/0z91xTYa39pE2kfGDsLpetJNddaOIdZrwbKt7T42PaRssdZhjJxVHANB1nNoC6e1aa+Tz+wAAt8WeH5HiSJQfOPrld34RAHA051w+VoaW1oRU8poAt/SSWmfkhwEGR9CTNg39vmlTqpo+b56FEPTP1DGZWQswYF0aTZj8kXQG48mw64hiqWplN6hiNodxqprrqFS15vWa6wMPe5a7E1UcFFHgaDwouOMdUrWzZ3OCVJfiKE5VY1U1IL/PRFtJG0N8GaZgxIqjnXkfLDJNWLCrNcHmWJ2aNk4mfVWqNMfu6oojV9Q2ftV/pfKjupM8C6kqduBtqXCUx5EaH8qci193zykAwLH1Ya7XVxVUjc/ltKpqbXfmtMvIC+A6YkcXHsmDruRrQ6paIOOU1VkIIVqlHrVN2VuyZwFgvlUO0jqfBswHdzxHTm/h6jtPAgirdc2TqtbW66k8npa6bjQING33IAgkPF+i6zrRBHCm4sgJ85mruCa1KI60alqdHTy50Rcz3Zw+E20lzdTV88PqelwGLC5NCBypNqjAUdoi4WVf91AA1aXjAPEY0NWCxp0aA+ltCtwqJUUeNa4QwvoOvLVUNQkAIgqQlXlvnLc/TJs/c3c/1+urMqXOUhxVpXxqKyM/gCPEjt6Uy4tSew5aYPMRjFPVsgirqtlvT1uYaY4thPjhxI+ekPIzAHABXADghwBcXVLbFppp/hSkXp71R5diY6y42dXv7MhBIpp8O1pQpmHnwQskhn6Ajisib59RmuIokapWhTl2Hc9x6HE0Vlc5ohW7PTbYSYojmXKJh16Afsehx9EC04RHW/Wjg3EFzmR/87xHn429K10A1S5Ko8pgQg8cidr8ztr0+EWalBzdpuvYH+fsHV2OTXzDeUOZn+Nx5+3FV46u4yXPuDDX66s2pZ52aWmOPZvheEOmivu+jeibAqogjV5kqKkEqgptBmEVyQYMvA0hq6ramxD3JRLAt47/JVFnfgPA75TSsgUnbbeY/VH9qKARACz33ELKjSp3WG2g7k3HiSdXTQscBVJi5AfouU6qD1P8GeLAUZiqFv/9IuFrA2DHETvS1B1IKI4W3ONIH0M8P0DHDSsH9jpOlHrQ1j6ITKcJfZeaQ8eKo8k2LXXjZ6/KIGZywwAIA8hNG7+aSFrQbRrhQsq2SsZSqpoMFQRqeChTTb028PDIc/YY++tV53E0JVWtwnTSNjL0AjiOgFvBfd92+t32KI58mc/jqIpiAG0iK3D0Y+P/BYC/B/AeAP+a8jofwAMAPi2lPFFW4xaZtOglJ/nNYqXX2TYh3gmogbHjOFqqWrMGgTBwpFLVlBlf3Eb1eHWiwFH4uarc9a4KlWIQpaq5zkQAdCeh36Z5K9u0FX0Ce3JzhAO7+hh6wURFKS4EFgN9Ed0Ec1bVxx1bH+Kau09tWyQs91ztOzHxNzZJbhgASnFUV6paLW9bCJPKW45TQVU1S8cNpISAiPwby7wvR75Ez0DpKiqS+qi1RbbiqEU3bIWM/NDjKLzveY5msaQUR6NmrRnSkLk9jpqxYdMUZgaOpJRvVl8LIX4EwHuklP9gvVU7gNR1OO/LRrHSc3F8I5/JoU7b+xc/CkTYMZAsg0CGg3nXFZHiSDdoVWaoSoWjBnzV+dscBKo+VWqxpCuOmna9qmKnVlU7cnoQB460VDWyGEwY/zdggNG7l2973Sfxkq+dTM1R6QoAcnlIlEW86aErjpz6+sP6L1Vu1G2VZyHlVLCQsulxJHTFUYn3hhcERuNO7EXXDI8jks7IDxXddcyt1gYevu11n8Rrv/vxeNz5+yp977zoz2qsOGr+5mVejyNBxdEEuXs4KeWzGTQqj7QqH7wxm8VqQY+jKLezpdcz0AIRsX9Qsz6MHKeqdV0Hu/ph/Ht9EA9U6vGaSFULZCXXpuqdiSg9w409jnZqasZkqtpiT4f1Cey9p7YAIAoctZl3X3EnbnuANTZ0toaamrIBj7augBr6AUYzFEcqFaDSVLWEx1Fdnm9tUnDEqWrZr62iqpqtqJtEGChRiqMyAwEjXxopXatK41SHz0rLaeuc1TZbIx+OExqqVz23uvL247jpyBr+8APXVfq+RRAC6Ctz7BYojvwgb6oa+HBotHuG2WJSq6q1aJKxE1juuXNJ3Nvaz+g+EcoromnGcKHiKExV27fcAxCm6yjUrryeqhbI+JrYvDRVX/eoBPV4IhzuijXrelXFhOJowauqTSiOxoGjgReg33Fb61khpcQv/vNV+KY//VjdTWkUGyMv+rpJqWqKZGBmSVMcqXl5FQH1ZNouEKpm61Icten5i69PTs8P6x5H9o4rhIiCi2XeG34gjYoyREHV0lqQTnRtpymOWExhJlueD1eE8+Gq+191j7RlSrfUDfv+rVYojvIqLKk40snyOJpACLEK4GcAfBOA8wCk1ZyUUsqHltC2hSY1cMQbs1EsdYqZY7epBG8avjb5VoGXpiqO9ix1sHc5rN5zQksrVIGTSHE0TlVT18bmIqbq67859jNa6YcD9k5WHOlpPIteVU2fSN57cgAppWaOHf68bZsRqp/ZasFuZZXonmVNSENNNmHoS7haGodujl3V4hjQ0na1xYDrOBjVFTiq5V2LEatSsl9bxULK1uFVnxhvipWYquYH6PTzL6vUubZvNB7+P/3SspjCLDaHYbVS1xGVpwpXlc5YBgKiVYqjIMiXqlZFam6byN3DCSH2AfgEgEcBOAVgD4CTAHoAlscvuxvAKO3vySTpiiPSJLquSE0pzEIm/m8beqpaKM9txmJFJ5BhWk7XdbB7qQNHYMKPSm2ARx5HY2l99CmspqrZO3Yan/nKAwBCTy4AEwu4nYYetOstuMeRPoF9YH0QKc/6HafSEuhlMmyYCX9T2NDTcBtwUQMpcdaePu47NcAzLjqIkR9g33IXD6yHffCEOXaFiiMv2B446taowGzTJpJqa57UjSrKkls7fORxVH7gKFRBGyiOHKUMrSbtb2pVNSqOZjIY+VjuOZUo7bbRsmuj/O3a4nHk5ujv6HE0icnM+jcQBo1eAmD/+Gd/AmAXgKcBuALAzQAeWWYDF5W0waoJE0ISoiYWRVLV2n4Zk5Pvjutg1DCdbKA8jjoOHEfg/P0ruO2Bjej3ybLM7rjjX0TF0ds/dwcAYLkb7gPs5JKx+sdedMWRfo0HowDDsc9Mz9UVR+1i2IISvrb54p0n8KcfvGHiZxtDLVWtAQOMlMD5+1dw9p4lnLdvGSM/wO6lDnYvhX3QUifN46i6VDV9MeA6olLFrP45679S+VFDfB5jfaeCMcaWwkIiETgq8b70AzkRtMwiSkOyrd7KUBwt9kg5P5sjPzLHrlrNXaVHXFH0tnXdcLO5DaphX8qpwVQdR7RrE8A2JoGjbwHwMSnlG6V2BmXIZwB8M4BHAPj1ktu4kKQOurwvG4MrBLquU3CQaPeFjHwi9CpdDUtVC6SEF0h0x5O0Bx9YwR3HN6PfJwNHSmqqrqfNT1N1zGbXkhKOximGTfBBqQN9bF90j6OkQbEqid7rOJrHUbvuAwaOgG/5y0/iTz9448TPNkZ6qlrVLdqOqkaj0mJVoQKVprDU215VrVJz7Bo9jlr2yEUEBoojxxGt/ZxSSgjY8W8cGVZVi1LVbKu3xv9PrarGMpzb0MdOL5Ch+r4GNXec6tv8B06I8F7qd9xWKI6kRK5Ar0AVxQDag8nM+kEIVUWKAJrHkZTyCID3A/jecpq22KQFJNrQMewUnLExtDfHLL1tizZFlOblxIGjpnnmSAmMxqlqALB/pYeTeqpa5HURfi9EONFVJq42L03V1313oqpcp4Y8/Kawo6qq6YEjL1Yc9ccqPKAZFbhMYOAoRu9HmpiqJoQYB2WCKG1YsaRV9lNBzCruxbTgR8dx5hrHTdE/ZgMuVW6yggs6VXh+WDPHRvgZO1HgqLxj+9pmVh5UwKYqo3GRoS1q0/1qm+S5cMeG6lX3v3FxgUrfdi6Wuk47FEd5PY4cPhs6JubYGwD0EOJJAGcnXnMfQtNskkFa58Mbszk4onjApO3X0Y8m3+H3Hdcp5PVkk0BKDH2J7niBsm+lixN6VbVo59kZ/x9+GGXYZ3Pwr3qAf/nzH4GhH+B5jwm74zp2xZqCfl1Ndn7byESqmufHqWodB5tjhUrbgtdt2KWsCinjRUPTUtUCiQnFUdwXhw1eTlUcVedxpKepVr3xMZmqVv+1youJx5Ej7G9OWK2qhvhzlqk48nwZzTny4FaUhqSu7VTFkXpdi+5X2yT7WVVluOq5VexX2Nxrk7xv2qI4CqTMVVVN1BAwbDImM+s7EKqOFNcAeKYQQnNBxDMA3FtGwxadNO8c3pfNwYl2UwsEjiy0p0qCcZ6+0FPVGhaICMbqIWWAvG+5i1Obo2jnLgocRebY4d8Nq1AcVXwHnLlnCX/5/U/Cap8eRxO59gY7v21EX+8MvCC6t3sdpzLvjDxIKXPfjwMqjiL0hfmmlqrWhDRUKWU4Ro7HhpEXoO86UKOfKskMaKqKClPVJhRHbjGvwqJMfM76L1VuVLvzehxJaXcxa9fjSETBxTIVR2HKpok5dvi/dfXW+P+pHkctM2CugmR/VVvgqEV+her+6nedVozlwXgcy0L1dyTEJHD0UQBfJ+Jk2H8C8FAA7xNC/KwQ4h0AngLgP0pu40KStlvDiGZzcIWA64QeR6aTo7ZfRj9RaaBTsbloHoLIVyNs566lDgIZe4FECwgtVQ2IFUc2J7x1r+t2dlW1+OuFVxxNSVXruU5lZZ7z8LqP3ISH/tp/YGuUvQPJqmox+rVb11LVmtAVh4qjeIwMCxUInNoMlVFn7o5cDLRFqf2GRxVBdY8jp1rFrH7dGnCpcqMuT96FFGB3rLOnOJITiqMy7w0/kEZFGSLVU1XqrakeR+PXWW1Fu5iqOKp8gt98c+wkSx0313hfN0GAXFXVqkjNbRMmqWpvBtADcD5C9dH/BfAcAN8G4BvHr/kkwuprJIO0CT1vy+bgOCJSLJhOBtQEua39TBBI6Grrjus0YgGqI2Wo2lPBAaU8GnoB0I87+U4iVS1SHFlsW92KAGcHlw6dTFVbcMWR9lkHXhBJw3uax1ET5O3/+NnbAQB3Ht/ERWfumvlaehzF6JduU09Va8DDHXocxWrUkR9g11IHHVdg6ANn712KXhubu9on8udLKo4qPGd68LMBj19uYn+o7Ne6mlLGbVlNLgkAmsdRmQvCkR8YFWWoquKgUm9N8zhqazEFmyRPhSNEOLeqeIiqMtW3KMmmtUVx5I/HsSx28pw6jdyBIynlFQBepn3vAfgOIcRXAbgIwK0APi+lbP7d0gBSA0e8MRuD6wi4rtqRkui4GX+g0fbL6AVpiqNmPda+lBj6sSFrf5waoRaeaqGgJrhq8FWL60V+1lynGUqTOpgwx17wqmoqgNDvOBh6cVW1fsdtVKravpUe7j65hbtOZAeOTmyMZv5+J6HvbG8MG2aOHcix4kjgw9cdAQB8w6POwjt/+mn47C0PoN/RU9XGf1OF4kj1+1rQOCxyUd0508fKNnnGBFmyFA2l4PUDia7B3MgEm4ojde8C6bYRRfHHaf55qayfzkpDpOJoG8lnN1Qc1Te3asJYnoW6v5a67sSY1VSkzPe8CiqOJph7Zi2lvFxK+U9Sys8yaJSfOBdf/ylvzKbgaDtSRXcr2zRp1PGDScO4qssZ50FNznvjBYIqA60CQ0H0fImJ/6sxx673XLmOs2OrqumfetEVR+qZXO65GPrBhDm2U+FiPQuVCpKlJpJS4mVvvbyKJrWCiVS1oR9VT2zCsx3IcCGl74L3XAePOncPfuzpF068Nt4xt9+uaMNAWyF3K05VqzJIVSZpaX7TcCNFo732WPM4krGxO1BuH+kFMpo35qGqfjrT48jie3t+gKf/wYfx/qvvsfgu5bPN42icmlt1/6va0ab1xO5+B2tb3raf33RkDW/65C01tCgdP8jncSRAjyOdxd6SbTBqgtPTytY2bG2+oxFCRJJj33AiqDqYtnY0QSIK7zpO4zyOVABIKY56UeBovEjVjIKBOHBUSapa7R5HzUhnqQN9IWtiUtpG1AR2petOVFXrd5wJRUDdKGPnrJLoJzZGre0zy0I/R/ozvDn0sHups+3ndRGaigL3rw2jn0173mJzbPvtjiqCajNbt+KNj1FLU9XS0vymUUXAw9ahAykhoCmOSrw3wkqI+cedqvrpKA0xI6hl45xfd+9p3HViE3/4gevKP7hFkve249Sj5m6D9UWyabuXOjg92K4eftFffAKv+PdrGjGGAWOvvhyBXkc0O1WwamamqgkhfrjIQaWU/1CsOTsH9eD0XAdbkWFvnS0iOq5WdWNkuFvZpp2BNPxEqlrXFaWWrC2DoR8uRpXHkUqNUIvngbaIBrRUtUrMsWtWHIlqPT2ahH6bmpRFbiPqsy71XKwPvChAs9xzNe+MuloXo57JUcY9+d7EjrSU0mgRtgjovhB6P7Ix9KOqiU14tIPxAvmuE5vRz7pTzOjjctIVtCtVcVRtcYfJVLX2EKl0c3SbVZg62zpyeO9qaWIlPlDhplv+11eh3NKPP72qWvSUlv7eR9cGAIDz96+UfmybJPNnXEfUUrE2Uhy1oDNRXlm7l7o4naI4UnOUpnwUtQGSBT2OJsnyOHoTzK6xGL+egaMMYsWRCyB8wNoecFgkVAUFoMAOQ8svYyAnU9Vcp3mBiIE3marWS6SqxRWmwoCSupbX33cagGWJfc2nSl27IJFyuBPQT/2if3IVWFjuuji+Powmarv6nQnz2qaQFXz+zfd8KfF6s6IEi4B+vZIeR7vGiqMmqMhkyoR791I39bWxOXYFiqPI225SMVut4ih+rzbtUqv7LU+qWnRNS95PmqhIZ+nchalqYm4rgjT8nOW9FZWnqk2rqqZeZ6EZarOubX35NsWREHAcUblaRj0HTRrLs9i91MHpLW/q5k9TTPWDnM+r47Tr/Nsmjzm2B+C9AK6x3JYdhboJ+1qqGu/L5iBEbK5rOrFo+2VMKo46FZuL5kEFjiJzbBU4GinFURhA6nfDnycHL5ufpu7FgqvtBjsNGJyrRB/cTSbwbcTXAkcDL8D6IAwcrfY7mulqc55bU9WHaVECE951+Z141Ll78Mhz9th5g4LoQ40eZ9sYeljtdRpj0qkm3K/97sfjF//5KgDAnuX06WRkjl2BaFWdG5FQzFZZ3KGtqWqRx5FBqlrZiiM1bgP2xmg5rqTkFN0YnHFcFZTKS6TcshyMiOck09JJx6+z8N7KHsDE+6kJJM9FpDiqyeOoySTnvLuXuvADic2Rj5Xe9nGhCWMYsH2tMw1BxdEEWYGjjwJ4JoBvA3AmgL8B8M9Syi3L7Vp41EJc9wVoysNEkKi6UWzS2dar6SUqg3QqNhfNQ6bHUaQ4Cn+e3EW1a46tfV2D6kefENuqeNNU9AnMgseNop3P5Z6L4ThwJEToeRT7ytTZwklmLY70XdyLz9qN6+87jZEfYMnSDfz/vSMMdtz6By+wcvyi6Pev3ketD3wc3NWHK0Qj5gnBeIH8HU86Hy9/99UYetOvVaw4qg69y3Wd+jyO2oR6BvOkh9owlgYQ2TYAFquqIbwn1dygrDRGdYsZBY6cavrpbMWRvZS5wTg9qdOy1PHkvd0ZV1quWn3fJsWRur+UH9/alhcFjtTGFtCcgHo4R86+L+lxNMnMMyalfDaAiwH8MYCLALwRwD1CiL8QQjyugvYtLEq2v9NSSdqC68QeR8aKoygnuZ0djefLiYBmp4bBMg39fKqdye44YLRr7P+xNh6cVCnQXsLjCACe+pADpQ5cIz/AL7/jqsjvQ0/JqOO82ZrUtwH9dO+ZkjqzKERV1bouvEDi1FaoSnEc0aiqampRMisAf3IzNNL87Rc9Ct/75AeNX19/26tGv3/V9ZVS4s7jGzh33zIcIdCEuEQwVm0AcZD+xMZ2M1RAUxxVcC+mKY46rgMvkJWNx5OpapW8ZSmkpflNw5bh+ds+d3upx0tD+ZqouUFWtUeT4wIw8jiKKw5WEzma7nFk763VZt4ipKq5ovpUtTZ5HClU4OiU5nN0bD0upNCUz5LcJJ+GQDM2bJpCZhcnpbxJSvm/ATwIwHcD+CyAlwG4UgjxOSHES4QQq5bbuXD4Mizbqe9O8L5sDo6Id0hMdyvb7lUVeovEXUPPdUqbXM2DfhmiVLVxp793OQwSqAXoH/3n9QDiFDZ9IbF/tVvqIPDJm+7HOy6/Ey9/1xfDdmqnqg4/kk7JEvw2oS7rm3/8ydi7stiBo8jjqBcqPe47tRU9B66lhd08zNrZP7YRTirPWO1FfY9pUYJFQL9e6uvjGyOsD31ccMYKHKcZGxJpKTkv+7qHpr42VjPYb7d6C30tUHV/2FbFkXo886WqKR+9ctugxu0QO9crkADGinLXEVGhjXnxDRRbCqciZaiak2a1zcYzmrQVaAvJU6Hul+pT1cYbCJW+qxnJtqlNu9Nb8WaCvrHQlHmJH8hcKZSOaPb5r5rcT7KU0pNSvktK+TwADwXwewDOAfAGAHcLIZ5qqY0LiTdOYdFv2bYHHBYJPVXNdCIYKY7KblRFjPxgojPdt9LDcW23oC70wWaYmIwkA0cKtQh9+Fm7o591XafUi6MCjKp9ejvnSfF77xfvxr9fdbfx39ma1LcBde7P27dUc0vsoxYby+MUobtPbuHg7j4ATRHQoHtg1sL9gXFZ9/0rvSgYvDMVR3rgKPz/hBZUc2qo6pOGXo3mPT/7dPzdj1wyNVCrMlQqqaoWKSsmFbNAderP4URVtfqvVV5MqqqpGECZi+gjpycdMKylqmn3br/jRGnv8x83/N8kVU291L7H0fj9prVDvc7Ceyt1eNs8jrYpjsYb/VJWG7xX72Qz2PLRG47iuntPlXY85Xenz8ePb8RriKYEjjxf5qq+K2pQmjWZPObY25BS3gbgN4UQnwLw1wDOA3CozIYtOsE40qmPMQ15lgiAC85YidK1zBVH7cZLVDM6uLuH+9eGtZfH1gebaBdrrCha6rrodRyc2hyldvCHD8SlYHuuU+rA5c5Y6M4zIXzLZ25DEAAvevy5hdpT9c5YE4iva7smqUWIUtXGiqM7j23gCQ/aB6C6aj15UF3GLAXRX3z4RgBhcOTI6bB8804MHOmXS11fNfneu9ytxZw1Db0ajbrnpqGCOFXMu2NlRfyzqhVHytMFaNecrkhVtTIXUx+85sjE97ZOna6W63WciUDfPBRJVVPqLtuBiChwlBE5YlW1mNizKvza1SrxVVnxMxrDLd4iP/L3nwMAvOtlT8NXPXi/8d8n75szVsMNLD09bTJwVKCRFvCCIKfiSLSqL7eNsXZQCHGuEOI3hBBfQVht7QCAtwC4ouzGLTLe2M1d351oysO0kzlv3zKWuy5e+z1P0BRHhoGjlvcwYd5v3DUcXO1j6Ac4rZnb1YF+WiOPI23w3rvcxcnNUTRAveBx50S/0ys79DpOqWNwJxFgnFQcFX8nP2f+dRLlm9Y0Q/MqadnmZiHUfXbGSg8A8MD6EGftDZVWTayq5s/oR1VK6cVn744mckxVmwwc7VkO/auacEmDIH9KTuTjUsGWStoCWT0LVSmONkf2K4PZQI1feRQzroVg3NZoMmXM1n0eSBltK/Q75aXhq8Bbo82xp1VVU+mkFu5YtcnXtu5czeO7WoGVeG5VoeKowlS17/yrT+HjNx4t/PdqTDiwazwnWYuDRXqqWlPWSMlN8mmEwcNmtLkJ5AocCSEcIcS3CCH+DcCtAF4J4DSAnwdwrpTyR6SUd9pr5uIRBBJu4oZtysO0k/EDiRc9/hzsXe4W9jiKaOnl9PwgShcBYtnp6a16A0cTiqPR9rx5FTg6uhYqFl7w2DhwpIww1d+U+ai5iclEmsFtEYoGjtwGpilVRVBg8g6E5/rV770G955sT8FQdW8d2NWPfnbevmUAukF69e1Koq7JaEZjVnodHD6wgq7rxKlFlhRHukri8tuO4aYja1bepwgTFRnH500ZjO5d7sIRzfAu09N9sqiywp9Mef6rVhxtDvXKYPVfq7yo5yLPmGND1XoskQ5v69wlFUeDkgJHcnwYo8BRRcpQdS6nVlWzmKumAnNNUEqaoJqr5pi6fUWVQQQ1j6vqPZPPYRF29zvougIPTFEcNeVWyO1x5IhGzKWawsxUNSHEhQBeAuDHEPoZrQN4M4C/kVJ+zn7zFhcv5YblfVk/gYwX67E3gqHHUeL/tpGMwu+eMLpbrqlVScVReuDo6OlBtPg/tLuPNHqdclPV1ESxdMWRzDeJT2LDf6ItqEfVNKPy87cew99+4hZcd+9pvOUnvqb8hllA3W9nrPain52/P3w+q6xklYXKBJlVVW3kB1FwVwXsbZkM68/Fd/7VpwEAt/7BC6y8lyl6UCuZqrZnuVuLOWsagcy/QFYvqyKIEnscxbjunBtAhmwMtbLTlbxjOUSpajUpjpIpY7bOnV4RsMzCH7HiKP/fqKCq7Wc66+hVeBy1zSNGjZ1K1e468bNRZfA+zTvTJoWq0SaaJoTAGas9HFsfRD/T1UdNmJcABh5HaE6bm0CWx9FN4/8vA/DbAN4mpVy326SdgR+EHgETky/el7UTaD4+KrBnvPPd8uvo+cFEaldUWnOzQYqjlFS1fctdfOi6I/jRN34eQGi0m4YjRKmXSE0iVJBowqdkDtWEHwQFA0djs+6WTdTKQH1iU8WRumZtqoik2nyuZgSuFEfq8zdB8aAC77Mm20MvDhwV9ZbLSxMUO9PQL5cKgp5SgaOl7throf72B1LmMlEG9HvRYoPGpCkOq1QcffHOE3j1+66Nvm/ApcpNbI6d3XfaOKfJAI49c+zYALzfcaO5xLzEHkf5x56qPY6mjYs2vSsHLVUcqVtbT1WLFEcVThOijeiKTl+/W7z6nX4XHVjtTwSL7jsVq7mbMgTnVRwJehxNkHWHCAAeQrXRbwG4Vghxe8a/26y3egFQN6zeXzOiWT/KBA+IK3KZm2O3+zrOVhzVh34Z1CSzpymOlNpCsaufHhcXotyJmnpu/ZQF8jw+Q34wp+KoKaNzhahrUXQe3KYzpibiurLuIYd2AdBVcNW3K4kKns7yihv6QTRBV/2uLY+uJo+z0zyO+h0HS123QVXV8i821auqOO9pHkdxKrH9h+FNn7o12SLr71kWvsyfGp1U2ZbBwAtwcFcfb/vJpwCwN4+SiI3dH3veXlx4cLWU46rAm0kQpqoKqFmpavHryn/vKHDUgH7LhFhxtD1VrUr/yMjjyFogVSa+L+e4B3b1cP9arDjSA0dN2PwAwuuYtIxJwxHtX9eVSZ6qal0A59t4cyHEgwD8A4CzAQQA3iCl/DMb79U0/EDCSVZVq685rUJKiZuPruGiM3dnv9iQUAkWfh0pjkwDR1L9384r6vmTUfg9S83wONLPZ1qq2kue8RC8+dNx3Hql76YeR6DcQVgp0tR9ou9gzudxFORKG0jiVCR/byLxBNnsvNVYLLAw6t5yhcA7fvqpOL4+jNLW1I56E4IkoyigOn2yPfCCKAis/NVMixLkpckLGP16qef31OYIe5fD4L3riEYEAwMDj6MqFUdpz3+ViqOlbvqY0wb0TbMsrKSqeQH6Hceq3w4wmWb5hy9+XKnHBcw2e9RnrSpVbdrltem1pKoMNmEsMkE1964TmwCAe09u4RHn7AFQ7dzKdreVXN8UsVdIC6qct28Z195zOvr+vlNxEKkpQ3CaZUwajqDHkc5MxZGU0inyz+D9PQD/n5TykQCeAuBnhRCPmucDtQVfjhVHmrivZf1qbbz1s7fjua/9GD53y7HSjx2MA3qAXma92Ey9rZczLFEZP8ZNVBypCixdzfT6ggMrePS5e6LvV6ZM4stOVVMTIuWtpIy7gRKqqhUo+RrLqdt6BxZHL6FrQhv73igtxxH46sNn4BsffXb0uyZVVVOLy1nm2BMeR0pxZM0c28phS2HCHFvzOFKBI8dpxoZEIGXuIEOVflsS25/9ZPECmyx1JsecBlyq3ASBzB1At2GOPRz3AZbjRhMeR2UfFzAbe9R5bEqqmpXAUUsVR8lrcvntx2spPGLb4yiZnj/PvFG/vc7bt4z71wbYGvnwA4mjawMcHBfyaIp6x/flxFpnGqyqNknxZMYSkFLeI6W8Yvz1aQDXAjivzjZVhTcOUOiDTFMepqZz/b1hFPvae06Vfmx9Qtx1i004296/bE9VG3scNaiq2togbEsyHU3f8e24k93b/37eI/A1F54BUfIgoCZEG8MwmLVVmuIo/+JMR/1NlSVjm0LWBDn7AOW1xTa64ihJlSqPLNR9OC0AvzXyceXtJyLFkep7RpZm501W4umLlbtObOLwy9+HD157H/aowJFoiDl2IPOnqkXm2BYbNEb3KFTYUMdMY7k3OebUf6XyY1LF047iyEfPdaLrZ9PjyIanjzoXhVLVLN8oUQr3lN/brBamFNjrAx9X3H689OPbQl2TX/rGhwMIz10dhUfUW9kKXCS9xcqaN55/RmgdcdeJTdxzchN+IHHe2E6iKVPT5FpnGsrjqAmbNk2g1sCRjhDiMIAnAvhsyu9eKoS4TAhx2dGjRytvmw18lQ6kDTJNeZiazq4odap8BYwvdcVRMa8NdRnb2sckU9WWui56rlN7qpo+cCrD2O2Bo+ld2sue9VD80089tXSju+QkojTFkcwno03iVLhQahpFPY7amKoWq6vSAkfh/3XfA34go2dt2rPwC2//AgDg3rEHQtexqziq+5zMQm/az4/Py8iXcapaQzyOpMwfnI2CmBWEUcJ2Tf6s0lS1FiuOfAMVma1UtZ6eqmYJKeXUAMp8xw3/N9nssZkiphOnqqW3zaaSRgUmPnHT/fiO13+qlHLvVaCuiVLJrA28aE0wT9GTou2wdYskqxkWeabT2nb+/hUAwO3HNnDTkTUAwMVnhR6MTVHD5w2WN2kjrgk0InAkhNgF4F0AfkFKuU1GIqV8g5TyEinlJYcOHaq+gRYIjQidyQGMd2UulALm9KD8QIae/160qlrbo9KeH2xT6xzc1cM9JzdralGIflpPbo6w0nO3dfrq2j3xgn1TjxNN1koavJLHGWg7OLN8XbLwfZmrwk2SaBLYoPvwVe+9Bo99xX9af5/I48TK0qBZxFWQtv/OKbiDLKXE1sgv7dnQg+7T+tHP3PIAAEQLCrUDWDRFOIsmPRdJprUtTlUzD3p/8Jr78LhX/Cc2h+VUjwLMPI7iVLXS3n4qgdz+7EeLvQoakHyLNqnI9TT9LGyUJR/5MkpXBWyaY5unMudBbSDlrTYIxIEc2/emGhenfW6bXktfffiMie+rNJaeB9UXq753pdeJshCSwRabRJ6plo6fVBwVuRe/9XWfBDCpaHv4WaEH7ZfvOhkFjtTPmjIEh7YceRRH4f9NnjtUSe2BIyFEF2HQ6K1SynfX3Z6qCCOdkzvdvCXz0XHsRX8D3Ry7YFnotl/HNMO4R527x0pqoAl6p31yc5RaNe3I2IDvR556eOpxoklvSTdQ8v5Q/kvAfKoJkx1gHddyOfMi/N0nbqlEsaY+senCoI1hJnX/pu2YFd0hu39tiEf85gfw1s/dPnf7gMl7cNr9uNoLn2M1qexGqWo7UXGUETgS5u3/gw9ch1NbHu44vjF3+xSBzFe2HajYHBvb/WuKFrlQ+IHEK/7ty/jEjfdnvnboTwbn2rTOMKmqZk1x5GoeR5bOXRj0LL/Hjz2O8h/btTiX1clqm01fxF/95kdObOQVmdPUQaQgcwT+8Dsfi3f/zNPQHwc2k8EWm9hWHCWf4SLz4tuPbR9b9i53cdGZu3Dl7SfwpbtO4uCuflS8owkBmCCQYUGAXIqj8P/6W90Mag0ciTDc/ncArpVSvrbOtlRNGDiaVBw14FlqBSrYb2P80SdP6n/TBUy8Q9DOC5qW93tgtY8TG80xxz62PoxSFnXUYuaCAytTj1N2KldyEJxUHM0ROCpqjt1AxVFVRCqcgp1Dm55Zf8ZnLZoCoY5ZJEUyDb0yWtKEU3H4YPis/un3PGH83ipVzZLHUYMDR9Mul6psGVZ3MWt/NOkt8WObGAxXao4tt88L4iBHsftp5Ad406duxZfuPpn52uSCsk1dsB/k7zdtBI4GfoCulqpm69QFgZ25Y5Gxp6pUNXXrZwWObHn36MGiBne/E+h+id/z1RfgoYd2RYo4vXKubeLzVc1Gyjwq+SRPfNA+XHH7cXz8xvvx9IsONKpoh1KN6SrHadg0j28jdSuOng7ghwA8RwjxhfG/b665TZUQGt9O5hzzpsyHOk9l71xIKSe8G7pRPnPBqmotvZyeH2yrNLB7qRMZUteFvhsWSGB3iuLor37gSfi+Jz8Ijzl379TjlG0Embw9JhRHdZhjR5P6wm9tDduLdnV409PWBMNhU1T6wSzFken5VmkEJiWlZ6G//7RnYWsU4BkXHcT+8W5kXM3SzjWxMc6++4o78fEb5/dfnNY23RzbtP0qdavMz23icaTev4oUbpmiJpn3flILjK6bPV1WmwY/++yHFnqvOgnGKvg82FQcwfL9ImHHHFudCpO+s2g/bUqW959tk25dndgWK4e4amn8s54bephVqThS58vWtVGf89y9SwDmG3eTz9WTLzwDxzdGeGB9iOc+8qzo/vvVd19d+D3KQm1kdXNVVaPHkU7dVdU+IaUUUsrHSSmfMP73H3W2qQpuuO80PnFTKHueqKrGmzIXUTWhkhPVk2azbsGqam0XNKalqu1a6mBj6FtTAeQh+XykKY4OH1zF73/H42buIpTtz5AMOmwM4wDb3IqjIubYFU1Gi2B7wqU+senCoCW2CxP4M3aRiy4EylYcTXgcpTTG8wNcftvxiaCGWqBbq6pm4bn4xX++Cj/0d5+b+zjJpqngeGSO7ZibY9uoambicVSlzF/3KFTMG+QYjfusXg7159ALcObuPh573j4ALVMwFjHHLvGmGno++hUojqTBvWtCnA6W/29UQMX23D8eF6e0QymfLM0Z9PuqLZs0cbAtbruaV9bicWTpvKmP8uPPuBBAuRsML3r8uXjh487Bdz7pfDz/MWdH5/Kztxwr7T2KotTQ3Rz9elXKwLawfeVFrPOxG8KdyZEvJ5QdvCXzMStFo4zjql23ot4Ibe9bPF9uM8fevRQuXNYHPvau1BNvTnbaaR5HeYiMg0sa+3Vpr5QS68MSFUdFzLEtltadl62Rj+Wem/3CgmSZgE5DTWYbeMqm4s/4rGpYMZ1sqslUWUF5ffcyLej8trGX0qdufiD6WWyO3R7FUVkk26b6qj2aObZpl2IjPcDEJyaS+VdiTr29YlZnziBHvMDIHveGXoB+17ESrLONkTm2DcWRP66qpn5gUWFho3iCOhcmmxaVVVXL6XFka7NJH08auJ+VSqRe1n5Wp8eRrfOmNnfUZ5tnzppkqeviL7//SaUdr0zUfKSbI1XNtiKvbdSdqrYjURMQPywBEtEWCWfd2BpkkzsMnYLVWNSr23o5vSDYFoVXO9+nturzOdoeOOoWOo76aOWZY+tfS2wMdMXRHFXV5HblVx7U+qbMCUBZDCxPuIoYlALNKQ9rgh8EcB2RulCZX3FUztRgIlXNl/jinSfwlN/7EI6PK6gdT/FNU9JxW/dvE58LRXIOoBYoujm2scfR+FKWuSgMZP4FcpWKo1keR0UDkSOTVDV/0uC5TRiZY1tQtUbm2CotxFZVNWlW+czkuICZhUJVC9Kkmn56O+w0RA9Itmes3T6X6NUSOBq3xta6Z/xRVP82z/XJuvWbdO1NUpBZVW0SBo5qIHpALUlmFx21A1j2Qxx5JzkqcCTG72c2SLS5b5lWaWD3OC2sTp+jbWkcKalqeSh7d00fDL0gVBx1C6c5xvgGO8A6qvx0kwZphW1TycIeR+M/bN4Zm44fTFcGOQWDo2r3MWmOXxRv4tkI8Bcfvgn3ntrCZ74SKoyUH9hvvfBR0etixVF7UtXKItk01dYoVU2Yp6qphU9ZZbBNVX2iwt1aKeW2gJaabxVNL1F/l+eZGIwC9DpuHPxo7q22jUDmD3pY8zjqVFNVzYbHUaQANVhViYL9tClZaXSOZZWy/ui0ZfGdFmyrJVUNdtXQ6t5Tn+3o6YHR35sEtJo09qp1ZC9X4Kh9/blNGDiqAfWA+sGkZLZpHep7rrwLh1/+PmwOq6sgkAcVyCk/cBT+ryZPjiMKlT+umu/+60/jrZ+9rZRjqYVeMgqvUtWqKKk+jeQANXeqWlmKI+04fiCxPvCi8zWvx1EhxVGDPY62RpY9jjJ2VqfRFt8FHT8Ipi704omO2ecq3ePIn/Q40psjpcQHvnQvdi91In8FQAscWbp/0+InZe3mXnn78bn+Phns/bGnHwYAHNzVB6BS1czaqq7k526Zr22KLPXCtveP0rbsP2MS2xfH86aXqPlGngXG0A9Cn56oPe3pV4Igf6U8q4Ejy2l+clLoXxpFLBTcgv20KdFlmtK0eM5g5/1bmaoWXc/4Z6oPsK2cnmiHUhxZOr5Sxat16Z9/+CbDv8/fsiatcU2UpE6FY1gboMdRDSg1gi/lxO5E0+7JP/zAdQCAYxtDnNdbrrk1MWoxUvYgF+eoxz/rOI65x1G0Q1DNBb3s1mN48uEzSjnWtKpKyoj6dI2pasmzmWaOnYfSzbET6TgnN0c4sNrDsfVh4fQIKWWq0WseotSUhnQousqoLNXDNLKqx0z9u6DaZ7YM/GB6gMctmHqg+rrSPI60Z2Pky+j8vuytV6DfcVIn4CpVzVTpmZe058ILZC6TzCxObs7XPybb9vLnPwI/8rTDOLR7HDgS5t5sKoj4hx+4Di971vzVvkxNgDsWggzTSFOTzJteMvLSN1PSGHp+JcEPG5h46lkxx448jlSqmh3C4GL5oaOkYj0PUYqY7WcjI4Xb9pxBf98mBQ9mEauX47avjjcr1ytU3qsx07Y5dp7AeBr6rZt15zfp0qvxII+SlB5Hk1BxVAM9LZdUVxw17Z5UaQRlTKjLRKkWSlccpSyaOq6IqqrkpcrOUQUYylroKflmckHajFS1chVHpaWqae3aGHk4tj7EmXv6c73HPJUDI3PshoxyJzUfG9uLRzW5MjU/bUqQzQQ/CKamMsYLEtNjque/XI+j5a6LrZE/McapoNHDztw18TdK6WnLHDvtHizrveY9b/pt+O1PPA9CCJy7L960cR1hfK+WfRbTqg3NIvIYqqA/knJ7QCuq0jdnqloeE9WBF0xUBmsTvoHhuY1075Evxx5H4c+sebpYsoiIxuwWehzZVj5NKI4aMi/JIi0ld+9yF0Kke/PZItrUsnT8aIwuWLTEZB3WpHmWiZKUVdUmoeKoBmKPo8md8abck1JKvOWzt0edY1PapdgYB7TKHoDSdoy6rmPucVRqq2YzT4Bh1vGSu6tK7q+CiXWQXAQX9Tgq2whSnzz/9r9+GcfWh/iaC0MFWJHFkpQSV915AkDBwJFSVDXkwT2i5czbDhzFE2Szv2tiWl8Ws8zTi5o5qr6uvEB0eLw9yx2sD7zUvvTNP/7kbT/ruA5GltRpaedk6AdYxvzV/jbn7B9V2974o1+NZz780Lbfu44DLzB7j7WSVaKm6aBFi0wUIXyLKYqjgoGjOKUh+/MOvQD91XZWyg1MFEclq3bVtenlCM7Niy2Poyi1yaDvFE7cJptkehxZTm+fMMduyUORpjhyHYE9S12c2BhW3g7bRYF6roOnPuSA0XrnvlNbk2uCjOeqSfMsk2qZouQ1Q9th4KgG1OCYLGnblJvyyjtO4Dff86Xo+yY97ACwOQxVL2UvjP2UndRexzGecEbS0vKaNhU/Jdg1D96UhWM8+a7vXihLcaTGCRupapfecBRDL4hSS4pUVXvTp27F7/z7NQCKXdeyFVXzcu/Jrehr231c0UBqUOEzWxazzNOL+njFgeNyA9F7l7u4+8RWaiqXrqhRdB1RqeKorLS4eQPrqml7lrup93B4XupVwMZeLvler15ny+x8ku1qkrlT1Uw8jrxEulVD5nR5MKqqVvIY0+84uPw3noulrotb7l8HYDFVTZqnMudBzcVM/OGKphSbkhYE0bE9Z3AbuM7JQiK9n9u30q1UcaTOlq3pnNrc7LgCHVdgy8v/Rl/zex8yeq8mXXvPYEOgjanHNmGqWg3oZQ+bWFXtgbXJaHpTFqCKjaEdxVFaOdWem+7D0RRUXKI0hcCUhWPfDXfjqyxDmiTZaRdOVbOoOFLnRwWOiiiOvnTXqejrIibFnYJBA1scW4/7E9trx7CqUv40GkWFRVJKww/k1LQIt2AKRNkeR2pXb89SF+tDD/ed2pr4/dMeeiD17zquYy3QkDZulBWkKktxNO30u455VbVLDu8HAHztww7O1TZF3MZ894gQAh1HVJKqFgTb29Wbs6qaiYnqgw+s4oIzViPRUzN64Hz4QX2pakIIHNjVx2q/U4k5tg2PI3V/myiOqkpVi1K4Z/Qr4evsvL8+njRtPTGNacG2Xf0ONmrwOLLVmcQm4AKOEFZTCZuUpmiSglz2mqHtUHFUA71OnEqiD2BN2Z3aGE52ig1pVoQKHJWuOErZSe13HGwO/TDIZ7iYquK8RWbWJU2EfF8tHCc703l3bctgm+KoqDm2U+5kTb8Pdy91cHrL0xRHxVLVFIXMsVX57RrVYTp6f2LbHNvEp0MnNscuu0X28GaklhTNyfcjj7NyPY72LHchJXDfqclSv//4k09J/buuK6IgdtmkjRtlKY4GcwaOZEZQpkjqtHp5v6Q0oHhBlf9vOq55wKsIgdxeGSwKHBUcu4YG5th/+yOXAAAuvf4IgHb1J0EBxZGNhZTQatLZIJDSSlW1yCPT4MFQL7Xv/Rf+P9UcW7WjAnPstjwT04L4q70O1ofVBY5iNbRdBa7riEIeejpZd36D4kbRppaJx1Fb7l3bUHFUA72xesNPlD9tykO1Ppic/DbFK0WxqRRHtiT4CY+j93/pXjzp1f+NW8cS6iyqPF1qHW4a1JqG8hVJKo6aGDja3e8WOk7Z/gxqwvhVD96P01vhhOLQriUAxRRH+vOWp+JDErXAqWKHPw8b2mLactwIflAsiNq0Pi4PszxJREMURypQuG85flZ/4hkXZv5dx7GnOEp77ouqUZLMrThS/fmUe7hIAEaly45KCiTHBur575Ei1UmLILH93DlOqHgqOnZ5Ublqk4CA3eCHzvu+eA9e9xGzEtppzFIwJrFpeN5WxVGRNOlY6WM7VW22ktG2x5G+Nm+LamNaEH+l70ab11WgLomt06bbXYSKIzvvAzTr2psoSelxNAkVRzVwYFcPAHD/2hB6jLYp92RScdQkaannB7jtWBjAsZWqpg8UesDk/P3bvThSjwO7OwQ6RfLqZx5vSlUld1zpaOjXaI6dOJ17lptRVU2tOfXF8TxV1fTJeJEJrgr6VeMpks2mNsmyHaAJpEQRsUyT+ri8+HL6cx8pjgw/l1okFwlYph5vHKw4NH4eAOD7v+YCPOUhB+DOeA/XosdR2uSvLMXRvIeJK5al/951hHEASPUnZXu6uQblm4uk2BVh2sS+13Hm9jjKs8BQRGEjyx/5xvtO4zX/eR08X+Jnn33RXMcKAuTuO20GGqLAUelHDklTpZV1XMAscNSYqmqWK7FOpKo1ZaGTgQqgJE/Zaq+DO45tVNeO8fmyFbTQA56OsBscadI8S/XreeY66rlpya1rHQaOauDsPaEa4UFnLE/sADQlmqlKrl/y4P247LbjjWkXANxy/zq2RuEDX3YnFEfe45+pwNGzH3EmOjknjlWeLrXQK01xNKOq0jyT7zJI7srtW+kVOk7ZhpTqvtmrBY4O7Rp7HBVY/Oqfs0hAsNsAI3OdicCRZclRYLBrDgCvfu818AKJhxxaBdA2T5Jg6nNfNJWk7CqNKmhx1u6l6GdnrPbwkEO7Zv6d1VS1lFtwniCV/rzOe39nLfC6jlNAcRS+vqw00WKKI2E9TRUAINODH/N4LI0MUtUUtoMfim/4k48BAA4fWJn7WL6U6OaMHHVK3nzRiY3FSz90eFyYe+DloYhas6oy31nHL+qJl5cmWnJkoVq5TXHUq1ZxpE6XrWsTjflCzB3gz3qsmhQ0VGsZk1S1Jq2F64SpajXgOALv/Omn4h0/9bRGVlXbGPpY7rp4yTiloCntAoCbjqxFX5efqqaCJvFjoVQbjz1vb+7j1JGqVpbHkReVqEwJHLlOaekORVDX+//+4JNw+W88t/Bxyjb2VCb3e1fCwJEjwiCSEMUWknq7igQE1eS/LBXFvOiparabZOpxdP19p3HVnScatROWFz+QUxfvhVPV1PNfssfRmZriaKWXvV/VcR1rQcayU9X0w817f0fpEVNOv+uaB2CiwFFJfXfkq2eYklOZx1GK00YRbyjFsJDiyIaLznTybmrNok5zbJ046GbnfpHSTlGa2CPTPKXRtmlwlnda5LVkafKq9xVtGWqnqT9X+x2s12GObYkojdERcOb0OMpC30CqGxXozdOvV6UMbAsMHNXEJYfPwNl7lyYmiE0J0KwPPKz23WhQa9KiSgWODu7ql36+/JQgjCq7eebuftqfzKRKc+yyUtVm7Zr1Om6tFebU9d6z3MWBXebXQ1G0VPk0VBnjh45VFIGMfTWK7HLrf1JIcTQO+o0aUg1Qr0Biuy8xNbFXC8qoXQ3pg/Mwa6EXmzkWVByVlao27p/O1CaMvRwmzZ0CKVl5SXvu5wmq6Pe0fcWR+XmJFUclp6oZLJA7FlMPdSTSfVw6bvH3VwGnPDvT29pTUXdiEtSahjQIugthL63FdppfIM2M3fMf11yJB4RzLftV1cL/pzUtup6WGqLfV01aT8xiqsfRWHFUlXLK9unSFaSu5apq3/Gk8wAAz7r4kLX3yEucgpz9vKpboClr9Lph4Khm9J2ppvSn6wMPK72Olvdcc4M0bjq6hvP2LWNX3y0/VS0KmsQ/U5LUs/bkj5TLxP82Kdsc25uxu9rvOBh4dXocjXeA5tzNjc2x524SgNik+OFn7Z58n4K77PrAXSRlSP2NrVQfU+7VSrBbDxxJs3PWcx2MPNnKCYEfyKn5+UU9SLyg2OJn6vHGi/WDu8zSSrtutebY86jz9Htn3uBMlomtWyBVzYsCR+Wcz+geMQguupVVVUtPQ5pHcRQtMIzMscP/q1pc9koI9KoNkLy4c6T/zaIKjyM75tjh/6Zjtm1fGSA7IA2oAFYViqN2jLXTqkeu9jvwAllaQYXsdsTny0Z/op5hR5RRVW32vS+EwOMftK8Ra12VqtbNsZGlxpSW3LrWYeCoZiaqqll6mq68/TgOv/x9uPrOk7levz70sdJzowBKk/JSf/2bH4m//qGvgmNhkAtSdhjUOTBRHFWZw53myzTX8WYsHHf1O1jbqk6imyQoODFLolR+ZS1kvLGvzsVnh4EjtatStJKQ/rwVmeAKIcZphfVHfK+79xQ+85Vj0fe2+xLfMA2h21GKo/D75vR02XgzFEexx5HZMf0CaUizjxc2oN91jf6u49pZlALlm2NPKI7mvL/j9IgpiiNXGLe17FS1qOx4E6uqTTE+7rpO4UD6KErfLmCOXegdzSknVc1svHGsqRPUIs3O2TNJyTM7bjG/SSHspgcB2ab7ttuh9xUNWk7MZJqycqUXjmUbg2o2UfXzZSP4rvfnplXVlg3HdSAMlDbB50r16yYeR01odxOgOXbNVOFx9MFr7wMAXHr9ETz2/L2Zr98YeljtdxpZgvDMPUs4c89SKKksPVVt+4T4ey55EP78wzfhzCKKowpOW5ov0zyMZuwm717qRMbpdZC1G5+X0s2xx+lRe5e7+PivPBvn7gur74WVocwXpPOmqgHjBWYDUtUuOGPStNW2l0NguCjougIDL2hUH5eXQM7yOIpfY4KaTJWlOBppqbR/+8OX4IH1Qa6/6zr2Ap/piqM5UtV0c+w5gzNplT11OgWUO0ppVGagHDC7R9yKzLGlROqed6dgXwzEO9NGz0S00Cj0lsaU8byGylmz97QRDHQsnzulEC6bNKuDPIQL6dKbM4HMCEgDsJqm1MZUtWlB/NWxR9/60MP+1WIFWkyYKL4gZemL9njzWcB17F8fV1SjPs0iqqqWoy+gx9EkVBzVjN4n2RIIRFUqcr5+feBjtd+JF9gNfFocC52P3oEqfuG5D8cXX/GNExWzMqnwdBWdrEzDizrT7V3D7qUOTtepONJM/OahdHNsTeL/oDNWoq8LexzNaY4NhDvQVezwZ6GMkL/qwfsB2J+U+IaLgn4n4XHUIjx/up9TXD7W7HNFisOSJIy6gvG5jzoL3/PVF+T6u3k8afK2SWcuxZE/ObGfhzypal4gja6rNY8jg82K6jyO0gPHnTkKO4z8AD3XMarEFc+5qulXyngX01Q1x5LhuZp72OqTTT+nyXEBc7WmbV8ZYLr310Q7HGFtDeI20Ms1C9XM5PVc6Ycqm82CldW++nc/iNd84Lrcr9dvDRuxd33D3DRVLbkZkKeLtNVvmDLyAwiR73llVbVJGDiqmac+5ED0dVNuyvWBh9Wea7Vyxrw4FgwF0xRHjiOwZ8kgaAR9smjvvB05vYXTW6NUX6Z5mGWOvXupi9Nbo3LeqABpqYRFUIvtsmTZfpBeAr6IOgCY7AeKK46cynLws7jl978Zf/a9TwBQjceRmeJoMnDUkC44F4FMv+8A3ePI7Ji2PI7SAtGz6MyRWpRFWalqIz/AHcc2JhVHc3schf/PMsc2fR91TW97YL2UBapXYMyprKralHSrboFqdIqhF+QyUNWJmlBRf1JGCoWpWrNjyROn7FTyJNPukfmPWyxw5Aj75th5fJ1sei3p41Rbxti4St7kz2PFUbHA0dHTA7z+0ptzv37SQ6/8OZ2ekmeSfiqlLBSMt5EtUoStkY9+J9+GQBOzb+qEgaOa+Z6vfhA+86tfj30rXWv5k7FRY77Xbwx9rPQ6jZbnuU75Sqgi1WLSiM9z+ZMTxZN/90N4wZ9/otDu7yy8GX4O5+1fxp3HN7ExrEd1FJSkripbSRfIdOVHxym2y61PmIsqjnoNSVUDwkHXLTlYN43wWuR/fdd1MNRS1ZoYJJ+GN9McO/zfdKJTtsdRVLrdcOHdnSO1KIu0wxZ5Tn/rX7+Mr33NR3B8fRj97J8+fweOns6XjpdGlheJOo8m6iHVzwUS+Nl/vKJw2xSFFEcVKSCDWR5HBe+ntUGYum+CvZE/nTL6raaYY9seK8LPWf5xvYLzR1GROXZm4MiiObY+j2nLGDttozL2OKpmHlyV4sgxVBwVvY5VbSJksTbwsTunKCDaB6i/2Y2AgaOaEULg7L1LYeqVrcDR+P+8sun1oYfVvmtdnnfHsQ285gPXFQqY2ThfgdaBzoOfMfmfFzUBvl3b7S5PcTROVUtZ6D3m3L3wAolb798o580MKeu8lq2km604KuJxNL/iqCmpaoq4kl0FqWoGN0ivEwb3/Ghx3ZxzlsUshYAQAqKACWXRxU/W8UzvY6upaiUpjj56/REAwDEtcDTwAtz6wHrhtk0rAa3ojoM1Ju3V+4EnPGhf4bYpZhVQmEanosWCRLqPS8cRhVPVTm2NsMckVR36DnWhtzRmo6D6Qce077Rljm1b6W76OfMSzx/N/s5mNTPFtIDqRDsses/0tMpVbRljp1kjqCByUcWRKfq6zcYaUX3OztgcO+89kDa/zPNUOY5ABVnLmbztc7djPWfwLxZRNKDhDYCBo4ZQhVw17z2/Pt5hUwP4K/7ty1ba89NvuRyvv/Rm3Hx0zfhvbZyvojnqSVS7bO063r8W72jHctqyU0u2H0+V1NYXSlUiS7o+ZQ8CfpDeJtcRhdJt9D8pOsHtusJqqtp/fflePPYV/4kb7jud6/VVpb1OU39NQ6X0qWe/ScG2LPwZ5thAsT7S88OqdPMGzxV+QbPtMFXNzv2bttgtom5SwYFkQGKeNL+sVLUiz5H+2sMHVwu3TeEVUKVVZ44tU8fdrusUVrCd3vKwe8lMcVR1RdqTm/OnkHv+dAVjGrbMsW1uMpS1OZiGHy3AzZZVTgWpO1Jmb7jZsH9Q7F+JTaTbMsSqdk6tqlaR8t52VTXdnsIRIvc6seiz7wjULt05NbbcyBtwL6L0XWQYOGoINksUqglunqMPvQAjX2K150aD641HzAM7eVDmciamkwrXKX+3K83jqAhBycGcJINRPAEuq82KWHG0vWs4sKsPAPjBv/tsLelqat4/73mNF1/ztihkWnpU1ym2WCkjVa3rOlZT1TZHPk5vebmvRaWBIxPF0XhCoJ6pJhYCmMYsc2wgHFNMF65eII0XPrMYFeyfuhbNlNPuweEc77U5mpx8mpRtT5Jljq28dkzUM14g8ehz9+DFX3U+nnXxocJtUzRZcTTNHL/jFg9ynNrycqc0KKrYodbHloce2jX/8YLAyBTfsTAHA+yOFdHmoIW5WZzyY/Z3QtgzpVbIvB5Hlp7RycBRO8bYqR5HSnE0qEZxpF8TG+dOX6+YVFUrGogXqD94uDUyu3Zdy4b9bYOBo4Zgo0qYwmSMDKTEjz39MJ7woP3WAh8KXxYPsDii/Ie4LI+jLJ+KedHTFFTnPc9iZfLY0xcF+1fiyfP7r763lPczIYgUR/Mdp+zd4GmL7aK53HoAueh17VpOVVP3Sb+Tr30qwGF70lgkVQ0ABl44kWjTjlKQS3Fk9nn8IDBSHeQ6niOMNwfcgkHXPJRljq0+UlLuPs/5i9SqU86XWtibKo4ecmgX/vi7Ho9+xy3cNoUXLZDr98NJ4sv0IGV3jqpqp7dGxoqjKHBk8TMPxhsDDz6wgtf9wJPmPt7Il+gZjDddSwb2rsWxwi9w7+YlKDh/7Lr2/NwUeTyOXIt2GQd2tS9wFKUNJ6uqzaE4KtIf6H9iJZiqvEMdMU4jy/ceqj/9uWdfFP0sV1U1ISqrNjmNrWH4oV/4uHNyvV71SfNUX10kGDhqCK5FmWhEjg5hqevit1/0aDzjYQetPyTTIvp5sCHvLUu9YzsqPdCUJOrrvAv4LFQkfqm7fYGhG4SWubjMSxyQKylVrSxz7ECm3sNdt5ivhj5wm0zkt7+3ved3ZBiw7FSkOPIDs0WBar9SP7ZpR8kLshRH+WXn+jHLLFXt+cWO151DIZJF2jUulqoW/r+WDBzNcf5khuKoyATWGwfvykL1m81UHAVTAkfF+8NTmx72GKeq2e/v1Nj/40+/EHsNPZjSGPlm90nPdTD0ylddqHNn4/mPN5/Kn7/Mqkg7C9ubPEA+jyNbCjIAuOCMlejrtoyx02wgVnrFFUdFrvOEx5FFFZ4jxhXPcnschf3PefuX8bUPO5j7/YQQVky+Tdga91vPe8zZuV6vlL5tuXdtw8BRQxAWZaIC+VPVdEzlfKaoz1vkYbRhKFhWuXfVLFuKLX0CrCaPvZICR2oBrXZVdPTgVJnpLHkJSpKZWzHHTk2PcAq9h76+KXpdVbUwWwwN7zv1LNieIEvDijkqcLSlUtVashsKhP3nbMWR+ZjiZxzTFK/g8eZJLcpCTZRf+Lhzovu3SKqaGleTO8/z9I1Zac5FJrDBFA+2ohRZIIcKsopS1VLNsefxOBrNkapW6C1zoVSSZW0ahR5H+Y/V69gZY9S5s6OusJeqFqZJm29s2fYjBMI5aabiyKJJ95m7+xNtaQPTPI5cR2Cp6xRSHBVToM/391moYLuqfptXcaT6c+WNBMRj4iyqqCKYRbRBnlOBGwWzm+Dq3QAYOGoIVVRWMGVrZFlxNEcJbBupfbpkcx5sX0ddxaImHGVNHjdGPrquSFWS6BOiOiSbapdi3oBcNDEtyxx7in+A6xTb5dZT1eYJHNlNVVOKIzOPI9seQtOuxTSUokv51LRJiuxlpOUVqTw58qVRmfUs/MBsMaroOMXLp2eh7sHXfvcTcMOrn19YjRIrjiY3WMpIVZtujh2eSxOj6bIVR7HHUf7rWpXiaFqQrFNQ/TnwfAy8wFhxpE6NzbmA8mXrd0tKUw+CyPMtD72OYyXg0bE4VkRzCBvm2AXVmrb9CIGciiNhr9qVEAIf/MVnRm1pA5HCPeXxWu118KHrjuCzX3nA6JhFCgTo58vG8+YHcXBMqZTz+O2q+WXXFUb3vYVHzxi1tk3LrEhDrYfaZGVgEwaOGkKTqqopLjpzfsPFWag+sMjDaKMCRFlV1coqGz8NfZcvUn6483tXAKHiKE9nul6HOXZJ57XsIEYwZcLYdYstlvS/yRuYSXtvm0GQoWGqmlsgWOcHEodf/j78n/+63uhvjAJHncnAke1geZkEGalqQpj3+X7JQQbT9BdF6PthK1Ut/F89s0UrbqlPlfQ4KsMcO22xAoSm4YCZOXbRBe00YsVR/r9xXWGtSp6ONy1VzXEKLdpUOoqepp0Hm5XBpJT47v/7abzqvdcAQCm+VX4gIWV6UYxp9CypWm2mqkXFPyxVVSuyqVVFqloexZFNc2wgvk9NnonDL38ffuHtV9pq0kxmZSCs9F3cdGQN3/OGz5gds8DjogeOTm+VP+/Wi7uYqPHVmNlxHKNgkED9Igk131vu5Zy/Roqj9swPbcLAUUMQwl7pVn/cW5ke/8KDq3jCg/bhKQ85w0azos6jUKqaBbmjX6DMcBqqWVWYY5umDGWxOfRT09QUjzh7NwBgo6KKEjqypMBeNDiWqDhKa5PrFDMP1e/rote1Y2lS/69fuAt/+/GvaAHL/ObYQpg968o75i8/clPuvwmmXItpqEX+YDyRSFbIajJZaWBFzNm9wKwkdxZFgxYdt9hCPw+6pwMQLiKLqFGUAnN7qto8HkcYt22a4sg8IFE0XXAa8TjZPMWRL9PVJN1OsWusxlrTfthmMYCBF+Bztx7Dh647AqActbH6nCbPvq1UNSGEtXSW6Nm3ETgq6OfWsbzJA6ig1uzXFC3mkRfVpZle1vd84e7cr90Yevja13wY7/viPWZvksK0VDUgVBwVoZjiKP769LiMfJl4flzcxWRurPrTrqsVv8hx+ztO8XTFv/vELXj/1fNfWzXfyxt0Vxu4VByFMHDUEFwhcskDi6AWr0Wipat913pZ5Malqs0Z8ZlmqlcWw4nAUbk+BxsjPzL/S+N9//NrAdSkOCo5Va2s3bVpKpewpPh8E4V+QSVZz7WT6vPzb/8CXv2+ayMliVFlJcNnVk2STLrFIDCTQqsJgVIa+YFsTbpauFM4/cN2CwRfbHgcFVHgdMfBHBtjojKzV5PdXqfYs6LO0rZUtXk8jjLMsdW5NGmv78++T0xRb21mjl2Nx1EQSKTFPoqmPpoGyBWxx5GdwJFOGYqjKEBm8Dn7HWdbW8qiY6kKX1DSHC+NaRtIWXQtjdU6vp9e+VXHRsEZHdNqeUU8Vo+cGuCOY5v42X+8Av/rn75g/Pc6aq6SdqvM2lzNc0wT5ETgyJLiaPwZ47lx9t/pKcsmz9M8iqNXvfcavOytVxT6W52o7bmtFsxTxBcZBo4ago1AiEItXovsuFXhNdGUVLXImHTOpyJKN5i3QVOYSFUruCM6jc2hh+UZqWquI7DcdbExrF6ZES2q5vyoZZtjT1O5FN3Bm0hV6xRPVbPrcWQeEDAp9QqE1YxMCQMfZgavwKTSyIbq6LYH1vHyd30R/3LlnaUdMyvIExqkmyuOyq2qlp46lEWRsvN5SS7wCi/clMdRYhfYpsdRp4A59igI5kqfS1JEmVuV4ii8f7d/1qKpj0XH1zhVzfgtM0mqfMrwOFLnxqiqmiWPI2AcxLBYQarExyFiWsp6FkWrr5owmpLCqWM7cGTqLXlq01xdo/fjH7n+iPHf68xSuJumrir0Odnx9aFROwA7gSNdFayei1yKIzUOGHocCWFeqKlsRoFZf6deR3PskFoDR0KIvxdCHBFCfKnOdjSBUJpr59hqUCoyOe66TqGKM3mYxxzbpGykaXvmNscet8tWFzNRVW1UbuBoIyNVDQhVaElfjyooq+pd7Lczd5MATC853i04sZ5IVSs4w+1YMNz0EimSpvdcxxHwDU56EVn2KAjM0i3G5/f2YxvRz7YsBEW/7o8uxds/fwf+1z9dVdoxvQw/p7AymaHiKMfOtAnzVFVTf182QeK8FTVOVkc4lZjMzxc4mu3jpvoZk/aGqQjlexyZHNO1HMhWhIv37T8vmvoYFwEwDZKP22NFcTTZP5WSqqa8fxpQVQ2wlzaVVbVwHnw5u1jBNCpRHAUy0y+xqlS1vG9xqsD4r8+3iqaTKWYp3MtQHK3lnEMHUmJpHBxOPvtlEG6khMc3qWiogihdx4mubZ67Xxlw14lpurXN+UgbqVtx9CYAz6u5DY3AdeylqqkJU5Foaa9TLN0mD3Olqjnle0LFE+L5Hgv1cWx1jhMeR34AIcoze9wY+ljOGBRXep16AkclldKNJvVlKo5S2tTvOFFgz+h4WruKVKQC7OwG33d6EH09KBA4cg2rfB3fCCeOJoFc01SrrvYZHnJwFUB7DLKDHIoj0wXJNHPhovgFPZO6jnlKVl6SvktFF24q1e1kYme8O8f4ITOC411DJZaUsnC64DSiVGxjxZH952paulDR1Me5U9UsLDS2KY5KSVUL22maqmYzcGRjkabu3TL7OP3YRVJCw/7H7oJ02uaWjg0Vv46aI+V9BpP9ah708zivV9+stOGiQSm9386b5hnI+Bm3Mh76cbBd3SO5qqppvmimiqO6zbFNFZadKFWNgSMAmC8kOydSyo8JIQ7X2YamYDNVTR23SKdjNVVtDsWRDVltXCVgTo8jqRRHdq6nPlnbGvnouU5sTjcnWyMfZ+7uz3zNSs/d5utRBWpOMLfiqGxz7ECin5JSttx1C+0QldEN9Nzy/SeOaoGjzaFnvOvmOGYqwfvXwvfbu9zN/Tem5eT1tMzHP2gfvnL/OrZK3tWz1X9mpZUVMX0u2xzb9Hoooh0+CwuqpDKgW3CMU0dILnDm8RPKSlWLFEc5gzC6gWlZFElrshUISBJMTVWLJ/55z8WbP3Urrrv3VPj3pkHykscYne0eR/MHBdWcwiQ12sYYo3AdO2lTZanKU49dUF1puwIqEG4IZAWPHcsLehM1C1AsVb3M8xhICaF54ems9ON5g5Qy9/zbmwgc5ZtnBFJGz7iNAKM+HppcI5Xu1XWF0Zy8iOLo0uuP4PLbjpv90QxMPY7iVLV2bCrapm7FERljM9qvOpsiCgSbuyHq4S0iIXcNF6F5iCbEJe1U2Npg1VMHT26OSktTA/Klqh0+sIpr7j5Z2nvmJdqNn/Pjmk5gsphWyWep62KzQNqTOtT/eM5FhdvU75a/G6ybVa4N/JleWGl0DD2OVKBql4GfgOcHRovkM/fEQdLHnLcXwPYd/XlZs+BLAGRXkOt1zMvMl22O7Qdm10Oh+jQbHipBQhnQK2jyq+bKJzdHcB2B73jSefO3LcMcWylC8qahegVSkLIICiy+K/U4SjPHVoEjg7nMb//bl/G2z90BYB5zbKM/y8W2wFEJHkeqb18yUC9ZTVWztJFqNVUtKHbcrmveT5uSp7qlrXOuiCsN5nt9EcVRmffjNCU5AOzqx5tZR7QNtSz085u7rTIeD20EavXx0DEIeMcb7Y5RBWkB8wDlL73jKvzFh/NX181CBb3yjmFuAW/BRaYVgSMhxEuFEJcJIS47evRo3c2xgs1ov3rAi6aq2VMchf8XrqpW8vlSu7jzyvptyNN19OtxYmNUilRdEaaqzV6oP+ysXbj75Ja11MpplFWtLqruUVaq2pTFylLXwVahBanAtz/xPPziNzy8cJv6493gMq+RHjg6tTkyNoh0DBePSnFk8jem5d8PrMaBo4ccClPVyp6c2TC0BCwpjix4HBXZ3VcL2CKVdbJIpjPtXuoUukZirDkaegGWuy7+6MWPx3Wvmi/zXt3q03awe4Y7z7HiqNxrCpildHcq8HEBpqcLqeBlXqVWst/sGRYpUE1oS6paFDgy2AywaY5ty2/HpuIoK5A/jVDVb3vOKDODx6bjsynq1OSdk8zrcTTvFZ4VCDx331L09c1H1nIfU98kz5+qFt5XtpRpug+hG6XYZv9dlMbbiauq5VnDigKKo/vX8hmJ58VX3nU5xzC1cWCrv2sbrQgcSSnfIKW8REp5yaFDh+pujhVsVjRQ0dWmpaopCqeqldwsZdw7tzl25HFkP1Xt5OaoFKm6YuD5mcdTk8uqO9GsNI68xObY5aWqpd0zy123UHn3kR+g35kv/bDfVTnx5d2D+kTn+MbQOFXNdEdTBY5MAjmmFaRcR+DJF56Br33YwShYUfYu+umB+QQ4iyCQkHJ2X1VksW4aeMuiqDGz6mNs+E0lFwR7l7uFdrd1lrouXEcYLbzTkFpp5DS60QQ2X0BNbRqVmapWxCemN1Yu295UCWT6/dY1VGol+xzTwFvZlTt1bJhjq+fMKHDkhuObjc9oK3CkNk9tKI6KBsl7HWF9LpVHSeoIe76c4fHNnomTG3GfnLffKLMgiBynqqVxwRkr0denDfw+JyoiG3gcOUKEfagFxZEXBFFQ0aSqml5xMtqMzXGZhLC3NsqL2vxwc46LUeDIksKybdTqcURiXAuBEIWaPBZNVbNdgrBQVTWnfIWWaYnGaajPYy/1cDJwVGaqmgpazEL9fmsUlKp2yiIoK1WtbMWRTK9upSbhmyPfaOFRhs+MGugGnl/a/aGrP45vDHHh2Ew6L+FiIP/r1S7T0MBzyM9hAprk7T/5FAgBXHH7ifD9Sp7EWymhq3bOZyyAeq6DjaHZe4+CAP1uedOCcMFifv+pKjI2FEfJylt7lrrFSj9rA/Zqv5x+cFpfoohS+HKnqpmrgzKPWWCDRaVTDf0AS469MWPa4l33OMpDsviDeVW1/DvwpmxXHJUQOPKU4sisqppqT1ZBDVNsKMqB+PqbKsjyEBQMHFWRquYFQea81nXsei2ZBBeAScVR3n6jzLF7loLsqw+fEX1tMsYWCxxJCBSv0pvFSNvcMTH11wsHCIOgoCPsVZzOi2llUMcJA3dtKZxim1oVR0KItwH4NICLhRB3CiFeUmd76sRx7OVPqolekQBQ17W/G1LENNOGmbjnh4PrvEbTKppuzRxbux6nt7zCJdvTGPnZFXhUQGRgYVE3izL9CTolmrVOU2nEqgmz8zTyg7kXetFCrcQdEr1C3LH1oXGqmmtYWUn5Q5kpjvKb3yqc8TPfN1yU58WGx1FUCnfGorFToAR62YqjURAUCoIua0HXskmaY+9d6RZKi9DH091L5QTb1O7yNGLJfL7rqu7lMg3P1YLe5DZRGwy2zJQVQZAeeFN9Qt5nez1R/MHUz80xSN0wRT+HriNK8a/aGhZLVQPs7MJ3XFuKo3LsCNLwg+meOLOoIlXN87M3o2wW6AFiT7i8z4SuAs3bb+iBr3nn8bNS1Vb7HXz6V58DYHtfMQt97m6SquY4onD1zyxGflwh10QpOak4ituahcD82TVFvEN1iqhm+x2nULGbRaTuqmrfV+f7N4mu62DNs+OFMU+qmq3OSqfIZNKGmXhZiyY1sbY1BusTtbWBhzNWe6UcV8nO8waOqo6+q/NZZHKWpExjz2kloOMAm2FJdN88+JEkVhyVd430amOBNKt2BowDRwbPhPIDGPpB7solRRUugL2FkI1UNTVpm7Vj1nXN7/GyPY5GvlnqoKJfMOiah6Q59lLXxdYo2PbzLPRxcXff7FmY2rYZ6RGAuWQ+UliUuFD2A/MNln5k7uoDKOdcpTGtLzY1W08+s0XScgEYKSzzoi9eykpTjxVH5oGjgV/+NbVl1Bz3mxYCR9Ks/1B0LfqIKrxAYiXjM9s2sDdRswCTVdXy9ht6v/ikC/abNTBBkJE2vGcpbE9hxVHOdOOhF87Je66DoWcnfTPyODIwx9YVR67BtXWc+VMij28MsdxbLvz30cabQT/Q79qrItk2WuFxtBPoOMJaSpjaZSkaOAqkXTf5TcN0CmCc2ld2qloOtU0e1Kmy5eegX8f1gVfa5FEdN6skb5RGUnH0XQ1mZdgTlGnsOV1xFJ4nU9WEnnNeFKU4Or5RnqlgchG/x1Bl4QizZ0IteqU023EsGvyN1Rzl3tdJxVEZfamn7fZNo1tQcVRmVbWRVywIGqeqWfA4SgQXlJrEdFI4ETgqS3E0RTGjME5VUwvlEhVHRbxcosCR5c2GaamqUTW6nH3+NsWRYeDIMdiBN0W/9vN6ailijyODhZRF349wY7D8c6eUPTZS1Yr2nd0KfES9IEA3o222N4ljA+V8r9cDpHnvMaVE+YcffzJ+99sfY9bABEFGIFCNG2sGiiM1xvzGCx6Jp190MNffeOPKpLbM6Ed+PN8slKqm+XHmWcIKYbbpnzZfmnde6wcBhEivhjyNfse1Pn61BQaOGoLNqiMqIFVEDqsmnDYHlPWCJctLT1UrmFaRRHW6ZaVCJRlpuw5eIEvzsFHXOGt3um+x4tEslFnhvBJkYCw7LWkQmCZRXy6gmpBShgHMORfvDztzN4DYt6cMkudrj6HiqOM4Rs+sHkhPeo5Mwy+QqqboWlIcnUoEjsp4bvJUyyrineEFQW7DyDyEMnjzxe2ucRrkmoHxaF6Sz+tywQCvPp7uMkzbnEaYqjb993FVtbyB1PI9jvwChuc2y0nrJNMQFV3DIEeyv1nJqDSaxFRdYYJ+DktTHKmqagbPqtVUNUsbqbZT1QopjirYnPVyeP/Z8tBRmKaq6fPnvBnuG+P7+MkXnjF3UDXLb85xBFZ6LjYKmGM/5xFn4szdSxmvDvHGG9pdV1gyx47nTIUUR7o5do57WMDMHHs9ISz4sacfNvbXTDIqEOTtd53KN8ubCgNHDaFnMXCkTDyLHN90p84E1dmYdLwKxxGlT8q8OdJcdNTAaGsikBzcTSe108hbujnyH5kzz9iUMKBSTpdV5u7NtBSXIil96p6ZV3H08LPCwNHJMhVHiUHTNEXSMfSV8oM4bSdvACGcIBdMVbO0g540Xi4ncJSdqlbEO6NsxdHACwoF8g7s6gMAHhhX1iuT5E6yUpMU8SJTrFRkju06Ao7If4/GPhTlKo5MF8ixx5HdMWPkB6m+X6YBt2SlJFOFVdmVO3X0AH55gSPzqmpLFn3IbFUZjvvN8pc+gZQoEnOvYnM2jwVB37LiSAgBIfIHjvS2eDkjR5tDH0KU81zkqQi60usYbXzrwZbcfzP2Xu117HkcdROKozxrF30OYhJwcoQwcn9NBvGf+pADc695itiSUHEUw8BRQyhiZJoX1VkVOb4a1Mre/Qm0Mq4bhRRH5U8slDn2vKi+Pe9gZ0oy4FFWRR91n2RNMPYsh522jWpRs/D8chRhwHgQKGkRM22Xu0iqWlTtYV6Po06YE28io84iGQC7+OzdRn/fMTTHHvkB9q+Ewam895qSdRfBlioiWeq9jIVWpA7MSFUznWiOClSlm328oJC/zmrPxVLXwf0WAkdJxVHRBbB+n5QVvM9jYmsS9FabMqsltQ+YXW1oGip11qbiKAhCtWba/RYrjopVVTOl7MqdOvq1L8MYG4iDpiYLbqWyMzEHzotryW/HZqra0CuWYm5zc1aRJ4W7iCeeKSYWE/r1z3svbA59LHfdUlTpeawrVvuukcfRIMe4ncQbB3a6rs2qapPm2HmmaYOxqbYQwshU2yR4CKRUuCwpKGi6CU1z7BgGjhpCx7FX9l5NCooMCl1Lg5reASaliHkIjXbzn6/n/J9L8T/eduXM1+SZtOdBGiiONoYefuLNl+GmI6dzH3/kBRMDT3mKIxU4mn0OlClgckFsG69ENUSvxEmSH6TnShepqhZdgxJ2RHctdbBWojHzTUfWJr5/xNl7jP7e1BzbDyT2jdPh8iiO/EAikObqAEVUVa3kvi5ZsatIoDxJ3lQ103576AelqRiAyYotJgghcMZKD8c3yu9jks/rUgEF5cgPJvp306pb08jjb2bSd6nnxrQC4iyGnvk9YqtioY5SVqfdbypQkN/jaP5NEUfYKZChVzMtK118a+Sj13GMlGRqw6qMc5XELbHqqY5NxdGpLS+aG5nQtbQ5qzPwgkz/qtCk2251N8fA30ZvS957YWPkGxvZTyOPdcVKr2NWVW3c//Xd/G1UqWS2AnthYCr8nOrxzxPYOXP3Ep5w/j4AsfI5zz3sCGFkjp3cNOyXECwvkpK/RHPsCAaOGkKR3eG8KKVAkeOrSXUZix0dfXF2/5p5Oo3JjtQVtx/HV46u49+vunvm64rkvaahOt08g90N963hg9feh+e+9mO5jz/0gwlPjV1lKY5y7oaoalpFSljPQ9EKTWmUWSEh3IHf/vMigSM18JYRwFztu6XtBnt+gI/ecHTiZ6YBmtC3wkxxpEyH86hBBgUqA+nYS1WbnPjc/sDG3MfMlarmmvuEDL1iCqFZxyv6zC73XCvpsMnnNTbHzv9eyfvR1Dx5Gnn8zUwUR2pTpszA0cALotSzvMSpavYm3nqVnyS98UIt77OtL1ZMDKN1bPlWDrRjluWttTXysWQYDLTpQ+ZaMseOqimVGBxXnNwYYt+KeeCoU4HiaGvkZ46LPde1rjgSBgUydMW+keKorMBRjlS11Z6h4mg8xvQN+pSRL9FxHfQ7jhWVvxfI2BzbIOXsJc+4EP/8008FoHkj5VSUmymOJsfaMjxdi8xzwiwFBo4ABo4ag81UNTXJLXL8s/eEBm73ntoqtU36AHWkwLHD3XSZy2TthnvzqXk2h14p6h1lhitzGB7qQYW8i+qRH0zsqiyXrjia3S3sXupACFhRA8yiLEUYEC4uyhoEwhTH7edMpYeYBG+igEAJi/dd/W5pE417TsbPaL/j4MeffqHxMUz7OD+Q0WQ3TwAk8ukoOLFQk6Y//eCNpaZIJQOsdxwvL3A0awHUKyBtH3h+aWb7wHyVKlf7nUJq1CzCqmBxm2LFUf5ztZUIaJW1y61XuJmGmeIobGdZ6cxAeI8UVRwNLBZUmOUfoiqF5g64DTys9Fy8738+Ax/6/55VqD3LXddKAQndZ+Pbn3heKcfcGgXGC+7VKFXNQuBI2ElVU9d/3uITaZzYHEWbaibE1TztLUoHOVSC3Y6w2gbALCDoaWmneecNKlWtDPJsVO5a6hjNsWYFt2e3Q+DjN96Pa+45hWvvOZX7b/O2KTLHLmjq3zW4To4QMDE5SgamSwkcFdiEDgvqMFUNYOCoMXRdx4pjPhAHJ4oc/5x948DRyXIDR/ruygPrQ/zbVXfjI9cdyf33auDP01GpAEfWbtDpLQ+7SiirrC+ys3yO9EnXPTnP8ciTEzuNZc2B1IQ0a4LRcR0c2tXH3Sc2y3njnJSrOCpv9yBcHG+/CEWk/Cr4UcbkZ1ffLW1Sf8v969HX177yefitFz3K+BhhOq6B4iiQ0YI8z25svJs3/7l7/5funfn7v/zwjXjZWy7PdaykOfZbPnMbfuBvPzPX7q7q92ZNQItsRgwLqEmmIaXEsGCqGhA+A2UrXYFxqq/2vBapfpj0+yotVS2nx1FedYINj6OtUWC0Yw5ogSObiqMZiln1+fOqY9aHHlb7HTz63L04b99yofYsdR2jwgh5GXgBDu7q4+O/8mz81Nc9tJRjbnnZipQkq5YVR3Y8juxUVfMDiY2hHylkTVDPko17BQj74TyKo/44IG1S8coUk1Q1L5BRv5FXybIx8kvdSM26T87Zu4R7TuafBw+90EfVJCXUS7Tji3eeyP23uY4fBJE1golXkY5Nj6Nk/1LGszvypfnmR4lrhrbDwFFD6LpOlKNfJlLKSHF0euDhs195wOjvd6tdpZJ3fmMj5jCd4vUfuQn/+Lnbc/+92pXNo0Q4th6qB7ICZ2sDL/q886APJFkdqd4p5vUMGvjBRBDsO554vmEL04lK8uaYQJ63f7n6wFGOyiB5KdPjaNrieMVwsQLElcuKpkforPY7pU3qv3T3yejrIiWHgTCQYTIh8QMZ7YLnWSjHlYFKuEcyJjZ//F83ZAaXFMnn+uaj67jithNz7ZypvmyWlL7rOqHvU97UAD9AIMvZ0QM0I9qCKsHVfscoDSAvyed1uWduYm8vVS1bQt/r5O+7bCyUQ8VRu1LV9o7Hy2QQdxqnt+afCyx1XSvlm5XH1IPOWCntmKc2R8ZBj9XxPd/KwFHJqWqqPyiiPCwSuDbBG3v/ZSqODNU9RRAif1DCD2S0CZTXe2lr6GOlNL+57CD+uXuXcf/aMPe1G3rmGym6eTWQOTUxZuTLSJHZMdiQ1zH5O8dMcLRt87OM+cmoQAr9EhVHEQwcNYTQ/yP/4/SBL92DJ73qvzN9GQZeMNHRmKb6RBO+kndD1CRvuevCCyROb3lGMl+l8MgTbDu2Hk4W14c+fvGfvzD1dWuD+RVHm0MfJzZG2D+eqGZ1pHoaU95J7cgLsKsfn6sLDpQzgdzy8i+8D6z2a0hVK6fqHaA8juYfBPxxdcC0Qch1BJa7ZqofNQEpR3HUKU1xdPT0AP2Og+tf/bzCx+g4+c03pZQTqWp5FsqRx1EJipmy5maeH+DE5gg/++yH4rpXPS/amTuwqzfXcYc5FkBRYYOcGxJ5Pc7ysmkQiE5juWdJcZTYwS1SVU29VnVHZflC5VmsmJieR1UaS0zNGYyyjXaTxFXV7E28Z1Ua3NUL06vzjrHrA29uX6iljqVUNc83VnxlcWJzhH3LZn1Sx3Ww1HWspKo5hoUU8jJvOvM0lBdbkXG7iBeiCXk3BG1VFdVxHZFb0TTy434mb7BpY+SVGsTPKlKybzV8ZvL6fQ4KBY6CiSqAZT8Wg1G8EaDmE6Z+W2pek0dRbloROxmY3lcgHTTJ0A+iYFleyvRFbTsMHDWEjuvAC/J59gDAX37kJhxbH+Ly247PfF0y4HPW2LMoL7bK6KrjLfdceEGAU5sjo4oUXQPF0fGN2Hz73VfcNfV1a1ve3GaTSm2kdgP9jPbpVa/yKo6SA0lZqMlPnt3kvctdnNwwNzWfB2USWAb9khRHWWXRQ58WgwXpcL7Fts6uEhVHJzdGOLirP1caU8dxck8A1YJX7eDm2cmKFUclBI5Kmp09sD6ElMA5e5ex1HWjAMOB1fkCR/ECaPpnNal0AhTzX5iFWqTvKTjRW+252LBQ6jtpjKnuF5PdRLUYUzvB5am00v3SdHqd/BNYP5BwRHGVYBrFzLHtV1VT5yTtWjiOwJ6lbuQ/mMX6wJ/bF8pWqlrZBvZA2L/vLWDsHI4x5T+jHUfkTk8yYXPko+uK0uYRChO1dhIV6LCVqqaeiyzFkdq4tVkt1xH5qyF7vuZxmDdwVLY5dkYQX6kS13L2K0UqUib9eMo2jdcVuKpfMa2uZ6RUMqw2uTbwJjY+zphz7gQUs73oW9oIaCMMHDWEJcM854vPCkthf+Xo+szXqZ3Rp190AGfvWYrMrvOiOpKydwqVodz+lR6GXoDTAw97lvMHbVSHnicyfmw9X4DjdAmKI+UFdf7+0BchqyPVB+m8A/ZwnM7wE8+4EL/+zY8s2NLtmFSl2rvctTrBSMMLglQvoSKUtXsQqTSmDEKmPkOx6mv+yc/e5S5ObI6MjQ7TOFnQ+FPHdUVu9YsKdixHUvU8qWoq8Dn/sJY3gJ/1uiOnwjTZQ7v7AOJA/KHdZv1wknihkkNxlHP3cJa5cBFU/1CkRDUwLnVsKVVNV2qpe+yK20/kPoYaV9VOa1mpYN4UvzQdkzTbZJpDGRQzx7afqjYrcAQAe5Y7uces0wNvQtVbhL4tc2wvKMXHTefk5qjQTn6ZqlYdRwjY8GneHJp7OeUhUgoXCFqo4L+J4tGEaFzM+NwHdoVj1AMlFoZI0jWo9OkFUlMc5bsZtso0xw6yNypNKwuaev5JGWZj6GNomZVG/UBO+P2YzhkUqthEno1BU3Nspf785W+6GF9z4RkQYv41QLGqag62LHuAtQUGjhrC7nHHcHqQb2JzcJzqcFeGz4yaKL34q87HZ37t6413WtRO5esvvdno77JQKqBDu/tROoJRqpqTr4Pz/AA3H13DmeOF2zQGno+hF8zta3D3OHD0oP1jxVFGR3pq04sGkrxyV5Wf+xsvfBR+8pkPmaO1k5hMfvatdLE+9K2WkE2SpzxqXsryOBplLFZWDSfWeQICeTl33zKGXoD71+efCJ7YHBUqNazTMfCtUAGmZYNUtShdoIQdx7yxtqyF8NG1sD9Q/Y+arDzojGKGu4o8O9wqOJK3Uk7WwtsU1Z8VDTiu9FxsDv3SJ2ojP0Df3R44uuG+fNU3gbiqWumBoyCf4ihvv+sHQdTGsshToSmJuqfKXPQkUbv+08bwPUv5NzvWBx52za04cqONgDIZeP7E/TsvUsrCFcFMx7e8uI55Zac8DLzyAgs6m3OkmCuPNXupavkUR0rJ8UDOjdYidA3mXV4QREG1vMGmjZFfWoVLzw8yq++pjWYTxZFJwGJt4MEPJPYud/FvP/f06GdlMYzUaONUNYMNeZ14Iz+HOTbMzbF39Tv42WdfhH/6qacatWsaRYp2rPY78APJdDUwcNQY9ow7oGf8wUdyvV4twDYyOpFv+tOPAZjfM6VsiblSAR3SAjomaijVUWUNKLcf28DpLQ/PuvjQzNcpr6F5U9XuHaeqxYqj2eft5OYI5+wNP/fv/cd1uQaFLS+wtGuWP/+/CllzkjylqvMSVkiYf6IWec1MaZepQfU8XglJ1D141/H5TcyPrw+xf06JcFhVzSxtSk3M8kxIVKBid0GFi86siY0e/Mqa7CcVR+p5uWBOY9s8gaPIdDVnmXkVwC9r4h2nqhXrU1f7HXiBLL1E9DBhjOk4As995JkYeAF++O8/h9//j2szj7FdcVROcGaUp6qa6+Q+J3k8k0wZjMxT1VxHYKVXXpXHNFQ/O+3537vcrdjjyI6Z6tAzr2o3C7U4LbIxUGYBBp2O4+D6+07j4b/+/lKPu1liKlPyuMB8Hke2gqpRtdGMZ1bN6fI+I0Uw6ru0VLXcHkcVp6qp9cLpnM/AwPPRM+g7T4x9RPeudPG48/dhpefmDlLlIaky7kYZJoaBo6iqWj6PI5OQcBkWIkmKpKqpYgA2x7C2wMBRQ1APhsmEEMif2laO70d5O0DHUwJH5xiUvY0rQMz+/HeOF82PPX/fzNepznjXnIvOu09u4YzVXlRRK1NxtDW503fVHScAhAvDl73lcrzxk7ds+5v1gVfa4k7HJE9fTTKrDBx5QXYaR16U4mjee3rkzS6LvtpzjdJtTpcY/DhvHDi6s4TA0QPrw7l9eTqOyHxeAeCH/u6z+IP3XwcAUbpInh2weOE4/yRjfYZvx2lNGZjV/95zcgtCxP2cmpBdfNbuudqXx8heKSbyqljV+Zt3waw4tRker6jiaNnSgmrky227jQd39XHTkTV87Iaj+OuPfSXzflPX/S++74n45seejUefu7eUtoXpuLOnZSv9zsz7U8cPylNpKoqaM5fpuZaGei6npZubKI7KKJSxZClV7eTmqNSFlDonpubYgL1rqpTueefD6wMvnyp1ZFdxVCSFUHnA5VWcm5K32qi6p/L2LUXIWxHygbUB1gZe5MmaxzvHDySGXlBiqlr2RqVKIcsbzNkYmimi7ji2ASCeP4SemeU9b3FQcdKrr7A5do7rJISZ4mh96M3tN5dk5JmvJdS8yEbBjrbBwFFDyLtQHPkB/vbjX4lS1PKWey1DSl+mRO/YxhC7+h2sdOMJkFJI5EE99ENvdgek0g+ekBE4Uudz3sXxncc3ce6+pdzSzaR3zM1H1wAA77nyLrz/S/fid/79Glx376no90oqqQJTZWJiLqwmOycqrKxWpAz0NPodB4Gcv/Ts0A+fv2nVrVYNFnkAIvPWMoIf540DsVnprFl4foCTmyPsX5kzcORmp6oFgcTHb7wf77z8TgCh+kWIfNU6Tpdw7r7p0WcBmDTUT6ICIkC2L8XtxzZwzp6lbfftw8+eM3CkgrwzngcVdMt7/6mdtLIWpSfnNcfu2yn3nVQcAduDW2rCPg113R9//j68/ge+qrT0vrBtsye0ew28eka+jPwnyqJIqhoQBnROl7hbniTr+d+73M21OB/5AQZegF1zjrFLXQe3PrCBz37lgVyvP3J6K0eVXB83H13PTL03QfkyHtxt3r9bS1XTHoE8apNH//Z/4gf/9rOZr1sflJfKpDNPNdTd/Q5cR1jbhMurOFL9rU1FRd6KkMpv7msuPANAvntA9cllXd9QWZkRbFsy8zgy9Yp879X3oN9xcMmD94fvV7IZfdI4PTLHNlYc5fc4EkIYFR9ZG/hzb+gn2fLMvc5M/awWGQaOGkLeyfqHrj2CV7/vWvz3NfcBmJ0qoUf250nLURPZ3J3jxihzpy1MfelGAZaOI4yCNs7YIO2K22dXlfvCHSdw7t4lXHhodebr1HG+6vD+3G1I48b7TuOiQ7u06gSzO2BVTe7K3/wGOCI2O3/rZ2/H2XuWsNx18aZP3hq9fmO822Bj8qMqjuTxxNgXpapVV1lts0Tjw7KqBUa+MFMWe7uXuhMKlSxObY7Q7zilKAR3L3Wxb6WLO4/PXgSf3hrN3AU8Pg4OzltCvuOIzEDq0YQx51LXQdfNZ2R+emsE1xFz3SOv/4Gvwll7+jMDR3eeiM9nVj932wPruOBAnJb269/8SFzy4P04uGu+hd/WKPRKmFUty3QhoF63WlJQ+tTWCI5A4QW42s3VA3VlMPS2l+JNVpTKCrbGhrPlTqHuXxtGJrXTUIUJ8qgl/SAoVXEkpcTWqJjB8O6lbu6UjiKowNG0+zevOXYUQJ0zeK/6oe95w2dyvf7Jv/sh/OQ/XD7zNb/5ni8BAM40LHIyi2vvDTfXLj57j/Hf7uq7Vqqq6YHYLIWFeg4+d+uxzOMe3xjOvQGSxuYc5thCCOxZ6ljbhBvkVByp58bmMxr6s83utzaGHl72lvA5eMIF+wDkU57FHofljF9bOdRpppsbJoEjKSU+ct0RfP0jz4yEBbv6HayVqExL+hp2I8WR2YbqY88LFbcveNw5ma9Vw1Fetf/a1mhuv7kkRdYSqwwcRTBw1BD0XbJZD9SR01sT389KlTgxXtQ/+MAKvu7hZxZu2x98x+MA5JNjDjwfj3/lf+EX3v6Fma87tjHCGSu9KEhx7r5lI7d8dYbe8LGvzHzdF+88icc/aF+UnwqkB3NuPrKGc/YuFa4ABIQLpXtObuFhZ+3GUi+7Usa9J7dw89F1eEGA/as9XHz2HtxxbANX33kSV991Ei971kPxTY8+Cx/48r2R4qJMA+AkWyN/poJBpw6Po61Red4OZaXBZE1W9q3kX+QB4T1UVKGRxnn7ljNT1R77iv/Cd/zVJ6f+XgVR5lccOZk7UskgV7/jYnfOdAiVCz9P1Q3XEThn7/LMSoyfvyUOVudRHD34jDho/ZPPfAje+bKnFW6fIvRgmf2smvovrFlQHO1e6hYuBb9vfL+dmBHEM8XzAwz9YELpCmxXHGX5gp0cB3jLqOCnGHg+jq0PM73+9i534QcS6zn6rrI9jrxAIpDFKhfuLnnRk0SZqE7b+Ni73MXWKMjcRCsrZdMkuKbG94/dcHTmWPHPl4VKzO980vlztU3nuntOYfdSB+fuNQ9G7ep3jDZG8qIv6rLmna987zW5j3t8fRj1K2WyOZws5mDKvpUeTtSsOHIcEabWW1UcicxUtb/88E2RElxtsFx5+4nMvyvTHxJArgB5v+Oi13FypxmaBI4GXoBnXXwIz39MHIw5sKuH+9eyx8OB5+ODY3FBVnuAWBWsRALJDbwsLjiwglv/4AV44ePOzXytQPgeecT+1997GjcfXcc1d5/KfrEBmwU2PyLz+Bznf9Fh4Kgh6AGLaYuk+9cG+K1//fLEz2bteCu5/Ste9Oi5KqucuSfsvO8+mZ3yoibcH/jyvTNfp8x21W7oOYaTluc+Mkwpec4jpgfETmwMcfuxDTzu/H0QQuDXvvkRANLP2c1H1/DQQ7uM2pDkxvvCNLOLz9odDV6/+q6rI5VQknddEU4Cn3HRQQChQfrpgYd//NztWOo6+LYnnofnPeYcnNgY4bO3hLtp6yUb2OqE3hX5jqsmXycrTlUra1KgAj3zelCo6zFtR2TvchcjX+bOiz616UVG+WVw/v7lXObYX7pr+sCsBsp50zjzVFRJBrn6HQd7lrtRCt8sTm95paT47V/pztz9vVxTOW4N/alpTWsDD/evDScUR2WRJ8CoFBN5FwJqElnUkyjJqYKVmhTKR63MBZV6XpNBt6S/y90ZiqP71wY4uKtfSmlghXrODmWkIZkE7cusRAnoqQ1FFEe2U9Vme/9EXjIZCrayAqj6WJoVMNcD0EdOpy/a/v/27js8jupq4PDvrnrvkiW594IxLrhgbHABA6GFDxIgoQQCoQVIIYQkJCSQUBJqKAkhlACBAKFjTMANG2zcu2VZtmUVy+q9S3u/P2ZmvVrtStvket7n8SNrd3Z3pL2anTn3nHOdJzkCXeHSWc7Besb0i/drLCdGh9PaYQ96H7JIp/Ob3sbMS04Z2T3ZVlzLgdoWx4rEwRTIqmpgjM2+moTztscRGJ8ZwWy+7Co8NKTX7KECp89T61zojTUF3Pjquh4fZwVvgjHxobX2uh9WQlQYNY29v3eddk19S4fXn4mRYSE8eMnJXDDhUDAmIy6S0rqWHh5l+OviPH74r3Ws3F3R43aVZoAoNcb4zLFWq37+y719tuy89XHU2NbheH1P1u83zrXyK3vOmvdVa7vd58l3qzz4rrc3B3VfjkUSODpKOJ/I7jroflngcjcnFD0t97rf/GML9MJlRLrRjyOvrKHXbb25wANjVTXXjCNfhNgU6XERPV747ywxfo/jsowUbCvC7Fr2orVmb3kjQ3spZ+vNqH5xvP7DaUwZnOT4wNlVWs+LK7s3uAbjoDg8PZarZgwGjBPrqsY2PtlygHNPyiQhKoyZw1MAI3MKoMz80Ojt4sIfLe12x9KwvbE+0O/7aEefLJvrTnObfyUS7ljvT6CN7hp7mZ22Svq8vfgNdsZR/6RoiqqbPb5Hzrd7OlEoMQPGgZZHRIUZJ40fbT7gcRvXIExEmI2K+lY+2nyg15OguiCtvpEUE95jxlFtU5vjwu2DTQeY9chSvswt77ZdgXn8HdQHgSNvgmQxEb4Fjiob2wi1Kb9XQXNV29we0HNZJ2q9lVr6wlMfJ+eT+ezEKPb30uOosqEt4NJNV9aY6y2zzxE48iJo32nXAU0auWoNoESv75tj9/w3keBlE2IrgBdohqXzhXpvWXPOgSNPGaL5lY1Ozx2cz0G7XZNTUseYTP96rlmz8D2V9vrD+YK9pwlL12BLT+Prg03F2BR8f/qgwHfQhaPnnJfnT64So8KoDfLv0NLoaG/Q+7E4JiKUhiA2X3YV7kXGkXP/Oefm1Mt2lffY69C6PrImugPR3mlkVnoTbOsXH8lBL4I5dUGYmMlMjKS8obXXCU/rd/Hnz3J63M76zEk2P8tsNsV3pvTnxWunBHVSxJn1tOc/tZLJD3zhcWIdDrXmuP/ik4L2+lbWsa9BXquEvC9LOY8VEjg6SjgfIC/92yq3JxruLgB6uijIr2zCpnxrOu1ORnwEcRGhjowaT3YcqOOHrxyaFehplq26yUgZtj74fc04AmuFAc8H0F1mU+nRZiNaqwzL9aBb3tBKfWtHwBlHsRGhzByeSmJ0eJcTOyuA5UxrzcaCaiaZNdzW4/PKGqhr6eC88ZmO28JDbY7xUGieVPZPCv7FqC+las7jdZ/TCW1fagniihnRXpQSeqO3vjC+XOTBoZ5XwTIqI47m9k6P75Hzz+9pJn5/ZRNKwYDkwI4j1u/8x29s9LhNUXVzl/4/EaEhjg/qj7d4DjiBkXEQjN9dUnTPgaOa5nZHOdGSXWXG15yybttZTe2twHsweTNOHD0rvAzmVza0khwTHrQTxjofZlfdSYmNYEByFBvNRqnBYP29RrsEjpzH9qh+ceS4OWY7q2psc1w0B4uV5dbb81rvu1cZR16s0uaLpgDKQfq6OXZDa8+BI29/b1bwOtDzJufP0j3lPX9GOmfseOqvlV9hPMdlk4NXplZY3URjWyejM33vbwSHgmvBLt9wPn/K9TCRCocyA88aa2SgW42+3dld1sDofvEMSA7+uVNzWyc25Xl11d4kRod5VYLkD+tvzpsgvlFOemSbY/f0O3R3Lm2x2ngEo3G8dV7kTYA2I967LCDH6oUBZAsOS4tFa9hX4fl48uHmA/xnXSFgrPLck8rG7tnkj1w6gbmjM/zex95Y5xdWZtn/PbfK7XZaax74ZKexzaTsoL2+lWzh62dYiE1x+vDUoGS1H+skcHQU2f3Hcw/93012j7sTnp5KKnaX1tM/KTrglaiUUozIiGV3Wc8n03e9s5kKp9TDCg9piHUt7TS1dZIeH0FJjXFg8zXjCIwL0aYeAmc5B+tJjA5zZOdYs6SufaGsgFiggSNnzgelXaXdf2+1ze1UN7Uz0mlZbudmnMPTjX1RSpHsdCFbVG1cxGclBq85psWful+ALUU1Qd8XV+2ddjrt2qsZIG9EOjKOAjtJ6i3jKMFRbuPdSaHRFyZ4H0wTBiQCsLmwxu39zo1HPdW1F1Q1kZUQFfBxxLn8oKPT7rbEq7C6iQHJUVx/+hDiI0MZmhbDi9dOAehx5aqOTjvf7Kvq1uTYHxnxETS3d7K1qJa31xV2y8Sqbmyjnxnotmb23M0Abi6sITo8xPG3HEzeZByF2BTRPvSsqGrsvTGzL6ob2/xa4tvZ5IFJfLrtIIu29Vz67C1PpaUDnS4mx2bGk1fe0OOsbmVDKykxwc36rHL0Eut5DFtj3JuFCYKdceSYofYjaBYXGUZDa4dXK+/4o66lo8fVd+K9LPErqm42e50F9hnrvNLmroM99+jomnHkPtvNOif8/UXjAtovZ//bbvRBOXVwsl+PH5JqZGlbq8EGi/P5k7ugvMUKHE02V53q6QJ+d2kDIzKCfywGI2gZE0B/vdH94imuaeaed7cEec+MSQZvF43oq1XyLNHhvT+/aynbn749nkvMwEFPDdAP1LSgFKTHBX5u3OpD4KhfQoRXGUc1Qcg4sq5Reqr+uN1pYq62ub3HQF1FQyuxEaFBy2D0huufyM4S98dGK/NyUEp0UFeRts75I/1o9zFxYCKNffgZdqyQwNFRJCzExtKfnwm4jyi7ix5XNLS6Xe5Va82XueVdMloCMSI9rtdSNdeDj7vSOqBLsMi64Pbn4io2IrRLCdCug/WOJmrl9a0s2n6Q6UNSHB/m1v45XxDY7Zp1+UYdrVXSFgzOKct5ZQ2c/vCSLq9rHRSznQJmyU4XIs4nrUkx4Y6VrYqqm8mI6768d6C01izbVe7TbEjO/eeQGB3GFzs9n9gFS28BGl9Z2S9NAa4Ik1vWQGxEqMeTAevC2duykgO1LV3GRKCGp8cSHR7iNnDU2tHJsl2HSqw81Zvvq2jscmHtN6cAzKur9zPrkaWs2N21xKuwqpn+SdH8+rwxrPn1fKLDQ5k7OoPR/eJ67Duz0AwsjMoIPLvHyua74OmV3PXOFrY7NWasb2mnrqWDU8yAnMX1YlRrzVd7Kjm5f0JQL9yd9yPOi+wqX8qDKhvbgtb/Q2vNwboWMgIsb7xymlFW8vjnucHYLceFpeuqdkop/n7VZJ66YiJjs+LptGuPn3daayqC+LuyWFmlSb0EZazjQ0Ev5XRglFwEs8dRlZf76I41geNpQilQDS09B90TzIyLOjeBI+fgcGF1E5kJkV2yav0xf0y642I9p4esGaBLI1tPPelyS+sZkBwVtIuo1o5O/rU6n4kDE/0Obg9NiyE8xObx4s9fUV0ytus8llEXuwSOSjxkWDS2dlBc08yIPgjigxHIDyTb9fvTBwLwxprCYO2Sg7Fv3gW1fPm8eOKL3G6f371Jig5znMuCcS7uGqB3ncy7ctpAHvvOKQxMjmZdD4Gj4hrj3LinCSZv+dLnrF98JDVN7b0GxPaawdVAMt6GpsWglHdtQ8BYQfSJL3Ld/v10dNr53/bSoPZL84a7zHZ3Gd5f5RmtCZ65clJQX7/a7EeV7EcpckpMOHYd3AU7jkUSODrKWOnRD3/avTbVU9bAw4u6btvY2sF3/r6KxrZOTh3i30ySqxEZsVQ0tPVYwhGiFP2Tovj3DdMAz70ErNmpQcnR/HzBSJ773iSmD03xeZ9GZsSx62A9Wms2F9ZwzpNfct5TK7jhX+u4+JmvaG7r5Kdnj3Rsf6jH0aEPqocX5fD4F7mkx0X4dTLsiWt/hKLqZj7ZUuL43jrRGuZ0IuOcGu8chEuOCXP0ECisago4hd6dZWaPlhW99JFxFhkWwoyhKWwrrvW4zao9lbyxpqDX9OSKhlZW7630WP9ufdh4c7HsDWvGvCrAD4CckjpOyo73GBywPpSrvQgcHahppq3D7pjFDYYQm2JC/0RW7a3scvKwak8lo36ziAcX7nTc5poqb7drFm0rYVNhDSf3Twh4X5x/B9bqQK98vd9xW21zO4XVTQxPi8VmU13+BgYkRzt6trljzejfOmd4wPs50iX49KFTT6a9ZsnJiPS4Lk0rXS9YPtx8gLyyBi6bPCDg/XGnzssLleQY71ZhAaPcJFjlV/WtHTS1ddIvIbCsnKlDkrl93ghyy+p77Y3hDWtCZrCbv7EF4/px4YQsxphlO56Oa5WNbbR12AMOirmyPlsTe5mRTowOJzU23DEWPcmvaGR5bnlQZ2utkiR/TrqtVbt6azzur/qWDuJ6uNDLTIhCqe6Tcp9uLWHanxY7zq+KqpsZEIRS8MyEKHbefw6TByX1Wua/OKeMlJhwYzEDD7+f3NJ6Rgax7PWxz3MprGrmJ/NH9r6xB2EhNkb2i3X0YAwW5+NQXUuHo0muq+KaZsJDbJyUZXw+HXTph1RY1cSv39vKGnNxkeF9UDYMvTdm701cZBj3nj8W8DyB4y+rLYQ3kmPCHeVLPWnrsPPU4t2szXf/vnhi10Z23fr9VWitueTZr5n/2HK2Oo2fZg8rRQ9Ni6HQJRvv3Q1FLDfPXQ/UNActE9/q1epN9vfJ/RMB+GJnz6uY7ThQR0SojaEBnN9FhoUwMDnaY+Co066xKbhkYjaL7pwFwDNL97Bwa/eM3X+t2k9xTXNQVwb1xjA3vWT3umQs1rW088t3twKHWo0ES2Wj8fflz7mOlZHd03XwiUACR0eZsBAbWQmRVDa2cf3La7s0r7VObK49bbDjtn7xkewpb3RcmHfaNVe+8A1r86uZMCAxaMu2jjAvpnLdlF2BkVGxJr+KaUNSDjWh9NAzZVNhDeEhNkZnxhEdHsq54zPdbtebQSnRNLR2UNfcwZKcMrSGi07JIudgHdmJUbz2w2ldLgKtA+SLX+Vz6XNfc+vrG/j7l3sB+PHcwC84nbnrK/HS1/votGu01ry7oZj0uAiGO5XHTTA/gKwV4yxJ0eFUO0rVmvskcGRF0MN8XLp5YHI0JTUtHpsvv/7Nfh77PJeQXma7vthRyuXPr/ZYLmUFIYO14pg1++0pK85bhdXNPWbjpMdFEB5qY19F7zNEe80LmmAGjgDOOzmT3NKGLif3H2wqBoxgzuRBSdgUbDvQ9eT/hZV7uem1DYAx6xco5ybRVuB0SU6p46Thg03FaI2jIbyzEemx7Kto9LiU9q6DDQxPj/V5pQx3hqXFOE5uhqTG8Oqq/eSVNaC15uWv8wm1KaYOSeavV0xk8c/OYObwlC69NbTWPLl4N+Oy4vn2xODV5ls67brXfi6WtLgIj39T9S3tPP/lHhpbO+jotHOwrqXXpeC9VWr+PvolBH6sGpAUhdaHmrQHIr+ikZSY8B6DboOSo0mMDvPYW2lfH/2d1jQZGTPeZLoMTY3ttTzoupfXAsFbJQ8OBX36+VHGZT2mpz40gejtbyImIpQhKTFdFh/ZUlTDr97bSll9K08t3g0Ef3JmZEYcuWX1Pa5SVNXYxszhqYzLinebcVTd2MbusgbHRWqg3t1QxN+X7+W7UwYwe2RaQM912rBU1u2vCmrjc+fxFRMewnPL9rjd7kBNC5mJkUSFh5AUHeb4DLX8+bNdvP5NAT94eS0hNsWkQYlB20dn3h6Pe2JlQ3mbTeKtQh/OGdPiIqhsaO21FCevrAG7No6VvggLNc4D31pbxP7KJnaU1FFU3czFz37FI4tyjAwks5z4t2YgzZIeF0FZ3aHPsobWDn761maueXEN7Z12imuayQ5S789663zTi2PnacOM85U73tzU43Y7SuoY3S8u4EzGEelxHtuGrMyrwK7h1CHJDEuLdZxLvb3+UCbbkpxS3llfxH/WGrf99YrgZvT05tLJ/R3XsD+aPRToOub3lDdwzYtrAPjulAEB/75cfbTZmMD3Z3ELqxeUp3OqE4UEjo5CH99uRIoX55Q5Zru11hRUNXHj7KHcd+E4Nt57FhvuPYsHLj6J2uZ25j+2nH98uZdbXl/P5sIapg9N5o0bpgWtdnWMGfW9/PnVbmvwrWj77JGpva5esrGgmrFZ8QGXW1nlBhWNrewpb2BQSjRPXj6RFb+Yy1s3zehWtz84xTjR/2RLCev2V/PJVuMAct8FYx0rmwXTldMGcv3pQ1jxizk8cunJbCuu487/bOK2Nzayam8lt80djs0pU2VUvzg+/vHp/PWKiV2eJzkmnPKGVqob24x06yCU47hqbjMCj+/dMtOnx2UlRtHWaXfMUrW0d/LY/3axt7yB9k47X+aWM2dUWpef0x0rk6jew5ixxlKwMo4iw0KIiwwNKHBU19JOeX0rg1I8X0CGhtgYmxnvmBXryT7zQnBoEHttgRFMTYwO4y//2+W4eGnvPHRiODA5mtOGpfLPFfscq/a1ddh5cWW+Y5uefkZvXTghiw9vOzS+rj99CLERofzo1fU8siiHP36yk9OGpTjKDpyNyYynw667zdxvLqxh9iNL+WJnadAapyul+PjHs/j4x6fz2g+nERMRwkVPr2T+Y8t5b2MxN50xzBF4HJYWy5RByZTVtzgunNbtr2ZveSPfnz6o13HvDyv70JsU837xkRRXN7m9aF25u4I/Lczhdx9uZ8XuCto67N2yrfxVap7gZwShUalVOuhptSlf5JU1uM02cmazKSYPTGJNfpXb39uK3RXYFEHJwnNW3tDarYTOk2HpMb1eYFp9Ny4JYmPRgqom0uIi/DqvyDKDiL01bPVHc1snTW2dvWZWZCdFOV7/o80HuOTZr4kIDWF8dgLr9ldz19ubKatv7XWM+GJkRiw1Te3c9u+NHoNHVWa2X3aisQqm63Zf7alAazh9hO+Z2a5W7ank7v9uYcqgJB74duCrFc0bnU57p+bNNQUBP5dlaFoMJ2XH84+rp3DF1IGs2F3hNjB1oKbZMa7GZsV3Kb0urmlm4dZDWd5zRqUFpf+NO1WNbQGX/Fj9l3KDHTiqavK6PCo9LgK7PpSV4cln240MlimDu39W98TKbkuPj3AEvl/+wan836Rsnl22h0v/9jUldc0sGJfBdacP6fLYzIQoyhtaHU2wrckvgB++so6i6mYGB2kF03ofMo5CQ2yOhtyeemZqrdlRUsfYILTDGJFhTKK5y8C1egHOGpFKWIiN1384nbsWjGLZrnIe+HgH5z65guteXsfP397MrtJ6LpmUHZR98oVSit98awxLfnYGd58zmvjIUDYV1lDT1Marq/cz79Hljkmbey8Y2/OT+Wj1XqMCAvxb/MAq6Q12huWxRgJHR6HkmHD2/uk8xmcncP/HOyita6GysY3WDruj901STDjJMeHMHpnG6cNT2V/ZxB8X7mR5bjm/OGcUb944I6gp6s7Lv7trVPq/HQfJiI/ggpOzHGVarhfltc3tfLLFKH2ZNjTwEjorYlzZ0EZ5fSsZvZwU9EuI5LHvTOC166ex78HzWPOreay8e06fLM8KRlO/e88fy4DkaC6b3J9b5wxj4dYSluaU8eO5w7nKzeuelJ3QLWvi5P6J1Ld08PwKIztqipsL60BVmScKvvY6sJqaWzPRn2wp4akleVz1zzUs3FpCXUsH55zUr9fnsT6g3a26U9/SzpX/+AboOg4D1VM2hjc2mR9uvaXSXjghi9zShh5L+sDIOIqLCA1675T4yDB+PHcEK3ZX8LZZImadfIFxvLllzjDaOu1sKKhmQ0E1b60r5GBdC1dNH9Ql2BMIpRQn9090HMPGZyfw3PcnU9nYxrPL9jB9aAp/vWKi214MVv+xjWbWZW1zOw98vIOLnvnK0evlepcTzUBEhYdwUnYC2YlRvHvzTM4dn8mA5Gjuv2gcPz2ra2nH1CHJ2DWs2Wf0mnvjmwLiI0O56JQsd08dMKtEyZuL2wkDEqloaHPbD8dqFP3JlhI+31lKRKiNc8f3/rfqDSto4U9miivrBM9dM3VfFNc0s6mwhqlelG/PG5PBvopGPtt+sNvs+xc7Spk8KCmojcQByupayPByKelhabFUN7V7TJk/WNtCU1snvzhnFGePC857CrD9QJ3fpQOJ0WFEh4cE/D66Y43v3i6QsxOjOFDTTKdd84t3tnBy/wQ+u3M2V80YRG1zO2+vN46PVhZBMMwaYWT0fLK1hKW7uvcDfPmrfdS3djhK1ZrbO7uU9drtmtdXF9AvPtKRleyvg7UtXPnCato7NT87e1RQVtw7dXAyEwYk8qeFO7uVnPgrOjyUj388i7PGZnDW2AzaOu1dgkCW4upmss3jw+wRaVQ1trFidzlX/mM1171kZNxZ2aMXnRL87E84NKkb6Gpt/eIjiYsIJc9DVr8nnXbN35bvcRtYq28xjhHe9ii0zq+cM3vc2V1Wz5DUGJ8nlCLDQkiNNcqnreuDERlxPHLpBJ773iS2FddRWNXsNsA3YUACWsPUPy5m1Z5KXv4q33Hf8txyOu3ar5YX7vz5s11A9154njxgLhfvqZfZhoIaapramTwo8OueMZnxtHfqbllHdrvmi52lnHtSvy6rLt8waygXTsjihZX72FlS12WC7fThqQHvjz9CQ2wMNVsSTBmczJp9Vdz2743c+/42RpoB1GlDkgMq/3THuSTSn+vj9PhIhqTGOM79T1SyrtxRymZTPP7dU7jgryu54V/rHBdO47K6znKGh9p47YfTsNs1RdXNpMSGB62BsDOlFGt/PZ8FT3zJ8txyfjhrqOO+xtYOlu0q5/JTB2CzKWIiQkmNjWB/ZSOldS28va6QnQfru/T4mTks8AOWtcLA9gO1lDe0MqZf75HzS5xK99KD3KOiJ0op7lowmlvOHE5oiPIp2+qck/rx87c3O9K1J7g05g2G4poWUmLCfZ5JtmrKi6qbmTAgkUXmTFRxTTN3vLmJoakxnDkyvdfnsVKC3WUcOfddCmZ5SFpsREAZR1eb6bSjermQOn9CJn9cuJOHF+Xw6vXTPG63uaiW0ZlxQVsO3dm1pw1m8c5SfvvhNioaW1nr1GRyQFKUI2BolaYBTB2czB8uGhf0/blu5hD+uHAnU4ckk5UYxTe/mkdrh73Hk4QhqTEMTYvhw03FfH/aQH721iaW7irn2xOzSY+P4Oyx/dxmKgXDwJRo/nLZBI/3Tx6URHR4CO9vPMDsEWks2VXG/DEZQQ3cO7Nmaod7kZk2zQySrNpT2e0kv9mcHW1u7+Sd9UVMH5ri0z4/+r9djMmM5zw3pcZWE+pg9AHKTIgkxKYCzjj6ancFHXbNJV6UD14yKZtnluZx02sbmDc6nX9eeypgHNd2lNRxz7mjA9oXd0pqW7wew1ZvvD3lDSTHdL0Ysds1Ty42mokvCGLQqKW9k92l9cwdPbT3jd1QSjEiPTbojZQB9lcawdTeSmeyEqMorzeyFprbO7lwQhYJ0WFcOCGL5bvK2V/VyKwRad2a3wdieHosi+6cxQ9eWssv3tnCzWcO54qpA4gOD6WsroX7PtoBGEEva9KooKqJL3PL+WZfJdsP1LGlqJbfnj82oLKNqsY2pj+4GIB/XTeVGUEKjtlsin9cPZnTH1rKVf9cw5KfnxHUxTumDklmbGY893+8g/L6Vq6aMYj4yDDaO+2U1rc4Jq+si+Wr/ml8LsdFhnL7vBGcc1I/Ptt2MOC/hbYOu9vGy+UNrTS1dfpctuXKWr3Y3Sq8PVmzr4qHF+Xw1tpCFt05u8s+FlYZx0xve3almQGb3ibUthbXMi7Tv4zLoamx7DhQ6+h5Zk2UnTs+k9H94sg5WO/I4HF2xsh0bp87nKeW5HHFP1YD8NcrJvL+xmIWmyvvBeMcoLKh1VGO7G3gaFy28btYubuCSQO778N7G4uIDLOxYFzgy9xbE8dLc8q6XA+u3ldJeX1rt9Yf4aE2nrpiInefO5rwEBtpcREUVTexfn813/KzTUgwzRmVxr05ZeytaOT2eSO4c94Imts7CfWxbYY3rGDbfQFkMo3NivfYb/hEIRlHR7Hh6bE8cfkp5Bys5401hVw2ub/HbBObTTEwJbpPgkaWtLgIvnvqAL7eU9nlgvvppXm0dtg536lZ7PjseD7ZUsI5T3zJo5/nsrWotkuPk2DM6GUlRjEgOYrVe439CWY2Sl+JiQj1+aTK+YI6MszWJ0tnFlY1OWbufDEsLZbwUBsbCqqpbWpneW4518wYxG1zhjM4JZoHLj7Jq3IdK+Pola/3d2uEmWNeaHx25+ygrlCVnRhFvpvVC73hXErQ2ypo6XGRfGfKADYV1ngsVahvaWdbcW3QZsxchdgUT10xkYHJ0TyyaBeZCVGOUpuRGXGkx0U6MjEmDUzkpjOG8fSV7rN/AnX96UPY/NuzHSf8YSG2XmeWlFJcPX0Qa/Oruem19Xyxs4w7543g8e+ewj3njumzoJE3IsNCuOa0wXy4+QA3vbaBmqZ25o7pPVjqr10H64kMs3m1+t7w9FgyEyLdLmnd1HaoX1Rbh505o3zrdfLO+iKWelgqu6S2mfjI4CzzGxpiIzMhkh0lddz06noW99KE1JONhTXERoQ6Jhx6EhkWwn9vPo1zT+rH4pwyNhQYx6T3NhgZKcEMyIARlCmuaXaUU/fGChpa/Xrsds3Xeyp4a20hN722njfWFHLhhCyvflZXWmu3ZRA7S+rosGvGZyf6/JyWWSPSWJtfFfSsIyvjaFAvpSrWMechc/ERa0GMyLAQnvneJD7+8SzuPmd00I97o/vF88p1UxmcEsP9H+9g1sNLeXrJ7i5BghEZsY7sumtfWsOd/9nEom0HiQi18ZtvjeEHMwcHtA/OkwWBZi65So+L5OoZgyiuaWZFrvcLbHjDWvHwlAGJ/PmzXcx8aAmPLMoxV1uDbHPy6rRhRn/NEJvipWtPZet9C7h93ghGZsTx43kjAlpt69H/7WLWI0vcHnsKzEUbBgVhUmtUv0MLvnhrxrAUfn3eGPZWNHYL+Fh/F95mHFnjb2lOGX/8ZAd/+GgHd765kacW73YEfJvbOimsama8n6W604cms7W4ln0VjSREhXU5H54z2vjcdDcZF2JT/PTsUaz7zXx+Mn8kj1x6MhdMyOJnZ48C8Gvi0x1r8vOFq6d4/ZjsxCgm9E/gsc9z2e7SK7KlvZOPt5Rw1th+QWm1kJUYxdQhyby7sdgxTjrtmj8t3ElcZChzR7s/98hOjHJcI/VPiuaiU7KD3j/IH5dM6k92YhTZiVHcOHuoI/kg2CtHf5VXwbsbirlgQhbXzvQ/O/2krASKqpu9Win5eCUZR0e5BeP6seZX82hq63Sc9BxJ/zepP89/uZcfvLyG+WMyKKhq4t0NxVwxdUCXnkK3zBnOmn1ryEqM4u2bTmN4eiztnXZufm0935s+KGgHrGlDUnjHTC8/FgJH/rprwSj+/Nku3rxxRtCfu73TzsaCai72o5FvZFgI04Yk897GYv65ch8A543PZNrQFH6+YJTXzzM4JYbpQ5NZnlvO8txy5o/JIMRmnCws3HqQ4emxvWb2+Ork/gm8u7GYktpmMn1s4rvODG79/kLvMnJO7p/AG2sK2FZcx/j+CbS0dzpmjAamRPP5jlI67TrgRqU9SY2NYOHts9hf1cTA5GgO1raweGepY+b5X9dNpbSuJSj9jHpisykS/OgHcfWMweSVN/Da6gLCQhTfDmLvlkDdOX8EeWUNfL6jlPjIUM7oo/dRa83nO0qZPjTFq4CsUor5YzJ4Z30RTW0dXTKKrFK1W+cMo6XdzjU+9nlLiQ33uLT66r1VQc2MHJwS4wh+rdpbycZ7z/Kpf5TWmuW7ypg53LvfGxhldn+5bAIrdlfw2qr9hNls/G35XmaNSA1qDxzAbL7ufalw/6QokqLDWJtfxfenD+Jnb2/mvY1Gz4/YiFB+etZIvxd8+P1HOyioauK5709ynLxrrR0Zw4H0drpy2kCeXZbH00vyePjSk/1+Hmdaaz7aUkJ6XESvPY5mj0zFpuCDTUbvyGCvjNeTkRlxvHPzaazLr+KZpXn85X+5jvuuPW0w47IS6Oi0M3VwMjtL6rj/onF8f/qgoAWx9lc2ohRs/t3ZAS0d78nd547m7fVFPL00j2HpscREhAStp9CA5GhevX4a24preW7ZHp5bvodnzQzs7EQjKJIUE87Sn59JR6c96NnkIzLiKK1r5fpX1pH/0Le63LfJzD4YFYT+cCMz4nhjTSEVDW0+nc9aJcFNLuVqeWaGxaBU73scgbHilqsnF+/mo9tOd/RySvFzBc5pQ1N4akke724s7rbYyU/mj2RMZny3BWKcpcZGcMf8EY7vx2TGcfu8EczzEDDx1cebSxiaFsM8Hyd//nrFJGb/eSmvfJ3PI5caGcp2u+Z3H2ynpqndbWsKf11+6gB++tZmfvjKOk4ZkMjqfZVsK67jyctPCXp5V1+LiQhl2V1nAu4XFQqGqsY27nl3K9lJUTxwUWB93azqn3+vKeDmM4cFY/eOOcfWCDtBJUaHkxicnm8BG54ey0OXjOeZpXk88cVuEqLC+O6UAfz2/HFdtjt1cDLbfr+gy0lPWIiNF645Naj7c8mkbN7dUIRde9cs9lh165zhAS81/vfle4iJCO3W02lTYQ2NbZ2c5mf54P9N6s+K3ZsAuGLqQK96iLgKsSneuGE6K3ZX8LfleyiuacZu146m2MFI8XU10Uwp3lhQQ+Z47wNHVY1t3P3fLQBeB3pmDkslxKa48oXVvHvzaTz+Ra5jidRpQ5KpbW5nUEp0n/SvchYaYnNkIQxIju4y8xIZFtLnQaNA2GyK+y86iQsnZBMRautSx3+kRYSG8PxVk/l6TyXpcRFBa+LuakNBDcU1zfzEpc9ST+aPzeDV1fsZ+9vPWPGLOY5eHLVNbUSFhXDXAv/KrlJjI9wu3VxY1UReWQNXTg18JT7LxIGJrMwzMhnevmmGz03H/7lyHwdqW7jbxxKzmIhQLp6YxRtrCtlQUE1UeAiPBCng4cwqx53k5d+/UorzT87iP2sL+fnZTeQcrCfEpvj0jlkMTI4OaOZ9ZEYcL3+dzy//u5XHv3sKja0d3PL6BpbnljNjaEpAE1hZiVFcPWMwr6zK54ppAx0lYZsKa3hhxV4e/c4En2ea31lfxObCGq6e0fuFWXpcJOOzE9hcVMupg5McpZyH05TBybz0g6ks3lnK9a+sA+BX540BjOPzWzfNQGsd9KynG2cP47tTBvZJ0AiM87vvTOnPP1bsY85flhFiU4zPTuCWM4cxc3hqULLhT8pO4JnvTWJdfhWX/m0V0DU7xZ8ltr1x4YQs8krreWpJHi3tnY6/r45OO/9eU8DYzPigTOyOyTQuSp9dlsdvzx/r9RiIMScEXPscfZlbwciMWK/fc9fXmzUilQsnZDF7ZBrzH13Og5/udGQvJfn5u548KIlTByexNr+6W2l0eKiNCyf41htQKdWt76C3yupbyDNXK4wJD+HFr/JZtbfSr6zDgSnRfG/aQN5eV8TM4akUVjXx2fZSthbXcuPsoX6dF3vy7YnZ7Cyp4/1NB1icU0Z2YhR3LRjl8+/uaNFXAaPWjk7e3VDMY5/nUtfczr9vmObXpKWzUwYmAvDwohxiI0M5a0wGO0pqyS1toLy+lRlDU5g/NvjXK0cTCRwJn102ZQCXTRlAS3snoTblMXuoL8pcXJ02LJW8P57Hou0H+2yW/3jx5e5y8soaOHtcRpeZwNdX7ycmPITZI/0LHF0wIYuXv84nNTaCBy8Z7/f+KaWYPTKtWzDGNVMiWMZkxnPPuaMZm+ndqhIt7Z18sqWEp5fmUVzTzL9vmOZ1z6WBKdG8/INT+cl/NnHW418CxknZlqJavtlnlBD84+oph+Vv5limlArqCVgwKaWYGcRmkx2dRrmQ8/H1xZX7iI0I5WwfAqnThyaTnRhFcU0zs/+8lCunDiQxOoxXV+8PaH8Hp8TwdV4lu0vru6z0aK12MydIM8BgZKqszKvguplDfFr5rbCqiZe/zuefK/dx1tgMv06sr5kxmP+sLSS/som7zxntc3Zib9bmV/HEF7mcNizFq/JDy81nDuP9jcV874VvKKhq4vJTBwRlVbwrpw2ktK6FJxfvpra5nYO1LewoqeM33xrDVV4EZ3pz29zh/HdDERc/8xUXTMhidL84nl6SR2pcOJUNbT5dgDe0dvDk4t2kxITzSy+DglOHJLO5qJYzR6Uf0ePtvDEZPPadCTS0dnQro+qr/Qr0oqk395w7hlH94nljTQFl9S1sKqzhxlfX88LVU4J6MTVlcDJ/v2oye8obDlumuZXFVNvc7ggcPfRpDnvLG3vsgeeLqYOTmTs6nZe+yqeouplrZgxmyuCkXgPBVlCuqa0TrTVbi2v5dNtB1uRXef13Yfnql3OZ+dASAO49f6zjmHLtzMH8dUmeYzt3fYi8ERkWwts3ncamwpqgrYTqry92lPGr97YCoBRoDfPHpHPDLP9Kme6YN4KFW0u4481NgDHRfu/5Y4O6cAcYx4dff2ssv/7WWBpbO4gOD5FzRxfvbyzmdx9up7a5nUkDE/n9Naf6XV7pLD4yjD9cNI7HP8/l3ve3ce/727rcb1Mc94Ej5Ust7dFgypQpet26dUd6N4Q45qzYXW42Wk/gPzdOJ8SmeHdDMT97ezM/OmMo95w7xu/n7rRrbOrwBAsPt4bWDh7/PJd31hdR29zO0NQYHrxkPNP86Ee0/UAtzyzNY86odC6bMoD2TjsPf5rDzBGpzBnVd31xxLFneW45N7+2nkkDkxieHkuITfHiV/u45cxhfmUJ7Syp41+r8nlrXRGdds3ZYzN4/Lun+J0JsLu0nsufX01kWAgL75hFQlQYq/ZUcs1LazhjZBr/8KFHRLB9tv0gT3xh9OVQCq6cOpD7Lhzn98xmcU0znZ2agUFa7tmyJKeUO97cRFpcBG//aIbPK7Ut3lnKHxfuZG95I3ctGBVwVqqlvdPOfR9u56u8CmIiQrnmtMF8Z8qAoDw3GGVT/15TwMtf5dPaYWfyoCSe+/6kXkubrLK06UOS6bBrbn9jIxsLa3jt+mleN3suq2/hyS9284sFo/s8kHKiW5JTSn1LB6cPTw36KoSH28KtJdzy+gbGZcUzdUgybR12Xv+mgMsm9+fPQQocgVne9OF23t9YTH1rR5csUU+2Fddy/l9XApARH0GpuSra/DEZPOFH+dJXeRWs31/N7fMOlYQ1tnbw8KIcUmIiGJ0Zx1ljMnzO/Dza1LW0s2F/NTtK6qhr7mBYWgyXTOofUC/NqsY2cg7WMTQ1NiirigrftXfaOf3hJYTabDz8fyczc3hK0K9Nmts6eejTnbTbNQvG9WNYWgxNbZ1Bmbw5Wiil1mutu53IHfHAkVLqHOBJIAR4QWv9UE/bS+BICP99sKmYO97cxIDkKFra7ZTXtzJxYCJv3DC9T5puHw867Zp5jy7jpOwEvjdtENOHJh+XATJxdNlZUscbawpYs6+K4ppmWjvs9IuP5P1bZwZUktHS3kldcztpcREBj+MNBdVc9rdVpMaGE2qzUVzTTP+kKN6/dabXK9L0hTfWFPDqqv1cMimbs8f2C3rAJxC1ze1c8uxXAOwpb2R0vzheuGaK36WXWmu2H6hjeHrsMXcMb+uwU9XYRka8d2Px060l3Py6sfJjVFgISsEjl57M+ScfmyUa4thR29TONS+tob7FyMLrsGv6J0Xxxg3T+2SF3rqWdtbvr+b04am9BrxrmowV88JCbJw1NoNJA5P41vhMv8vJhDiW7TpYz3f+vopHL5tw3Gf/9KWjMnCklAoBcoGzgCJgLXCF1nqHp8dI4EiIwLywYi+r91aSGB3OtCHJXHRKdkArjpwIPC3FK8SJ7sPNB/hwUzFxkWGMz07gsin9+6zHk7eO5gzI2qZ2fvXeVjrsdiYOTOIHMwcHfQWZ45XdrrnulbWE2hRZiVFcf/qQo7ovmxCHS2FVE/GRYZJFJwTGBFlYiC2oKzGfaI7WwNEM4D6t9QLz+3sAtNYPenqMBI6EEEIIIYQQQgghgstT4OhIT6FnA4VO3xeZt3WhlLpRKbVOKbWuvLz8sO2cEEIIIYQQQgghxInsSAeO3OWQdUuB0lo/r7WeorWekpYmK2cJIYQQQgghhBBCHA5HOnBUBDgv1dEfOHCE9kUIIYQQQgghhBBCODnSgaO1wAil1BClVDhwOfDhEd4nIYQQQgghhBBCCAGEHskX11p3KKVuAz4DQoAXtdbbj+Q+CSGEEEIIIYQQQgjDEQ0cAWitFwILj/R+CCGEEEIIIYQQQoiujnSpmhBCCCGEEEIIIYQ4SkngSAghhBBCCCGEEEK4JYEjIYQQQgghhBBCCOGWBI6EEEIIIYQQQgghhFsSOBJCCCGEEEIIIYQQbkngSAghhBBCCCGEEEK4JYEjIYQQQgghhBBCCOGW0lof6X3wiVKqHNh/pPcjCFKBiiO9E+KoIGNBgIwDcYiMBQEyDsQhMhYEyDgQh8hYENB342CQ1jrN9cZjLnB0vFBKrdNaTznS+yGOPBkLAmQciENkLAiQcSAOkbEgQMaBOETGgoDDPw6kVE0IIYQQQgghhBBCuCWBIyGEEEIIIYQQQgjhlgSOjpznj/QOiKOGjAUBMg7EITIWBMg4EIfIWBAg40AcImNBwGEeB9LjSAghhBBCCCGEEEK4JRlHQgghhBBCCCGEEMItCRwJIYQQQgghhBBCCLckcHQEKKXOUUrtUkrlKaV+eaT3R/QtpVS+UmqrUmqTUmqdeVuyUupzpdRu82uS0/b3mGNjl1JqwZHbcxEopdSLSqkypdQ2p9t8fu+VUpPNMZSnlHpKKaUO988i/OdhHNynlCo2jwublFLnOd0n4+A4pJQaoJRaqpTaqZTarpS6w7xdjgknmB7GghwXTiBKqUil1Bql1GZzHPzevF2OCSeYHsaCHBNOQEqpEKXURqXUx+b3R8UxQQJHh5lSKgR4BjgXGAtcoZQae2T3ShwGc7TWp2itp5jf/xJYrLUeASw2v8ccC5cD44BzgGfNMSOOTS9jvI/O/HnvnwNuBEaY/1yfUxzdXsb9e/a4eVw4RWu9EGQcHOc6gJ9prccA04FbzfdbjgknHk9jAeS4cCJpBeZqrScApwDnKKWmI8eEE5GnsQByTDgR3QHsdPr+qDgmSODo8JsK5Gmt92qt24A3gYuO8D6Jw+8i4BXz/68AFzvd/qbWulVrvQ/Iwxgz4hiktf4SqHK52af3XimVCcRrrVdpYzWDfzk9RhwDPIwDT2QcHKe01iVa6w3m/+sxTgqzkWPCCaeHseCJjIXjkDY0mN+Gmf80ckw44fQwFjyRsXCcUkr1B74FvOB081FxTJDA0eGXDRQ6fV9EzycL4tingf8ppdYrpW40b8vQWpeAcQIJpJu3y/g4/vn63meb/3e9XRz7blNKbVFGKZuVdizj4ASglBoMTAS+QY4JJzSXsQByXDihmCUpm4Ay4HOttRwTTlAexgLIMeFE8wTwC8DudNtRcUyQwNHh566+sKeIsjj2zdRaT8IoT7xVKTW7h21lfJy4PL33MiaOT88BwzBS0kuAR83bZRwc55RSscB/gTu11nU9bermNhkLxxE3Y0GOCycYrXWn1voUoD9GpsBJPWwu4+A45mEsyDHhBKKUOh8o01qv9/Yhbm7rs3EggaPDrwgY4PR9f+DAEdoXcRhorQ+YX8uA9zBKz0rNNELMr2Xm5jI+jn++vvdF5v9dbxfHMK11qXmSaAf+waGSVBkHxzGlVBhGoOB1rfW75s1yTDgBuRsLclw4cWmta4BlGH1I5JhwAnMeC3JMOOHMBC5USuVjtLOZq5R6jaPkmCCBo8NvLTBCKTVEKRWO0dDqwyO8T6KPKKVilFJx1v+Bs4FtGO/5NeZm1wAfmP//ELhcKRWhlBqC0cxszeHda9HHfHrvzZTUeqXUdHNFhKudHiOOUdYJgOnbGMcFkHFw3DLft38CO7XWjzndJceEE4ynsSDHhROLUipNKZVo/j8KmA/kIMeEE46nsSDHhBOL1voerXV/rfVgjBjBEq319zlKjgmhgT6B8I3WukMpdRvwGRACvKi13n6Ed0v0nQzgPXMFxFDg31rrRUqptcBbSqnrgQLgMgCt9Xal1FvADoxVV27VWncemV0XgVJKvQGcCaQqpYqA3wEP4ft7fzPGylxRwKfmP3GM8DAOzlRKnYKROpwP/AhkHBznZgJXAVvNPhYAv0KOCSciT2PhCjkunFAygVfMVZBswFta64+VUquQY8KJxtNYeFWOCYKj5DxBGY22hRBCCCGEEEIIIYToSkrVhBBCCCGEEEIIIYRbEjgSQgghhBBCCCGEEG5J4EgIIYQQQgghhBBCuCWBIyGEEEIIIYQQQgjhlgSOhBBCCCGEEEIIIYRbEjgSQgghxFFNKZWvlMrv49e4VimllVLX9uXrCCGEEEIcayRwJIQQQoigUUpNNgMwqz3cf6V5v1ZKDXFzf5RSqkUp1aSUiuj7PT62KKXOUkq9p5Q6oJRqU0pVK6VylVJvK6VuV0opp20Hm7/nlw/j/t1nvuaZh+s1hRBCCNG3Qo/0DgghhBDiuLIRqAamKKXitdZ1LvfPBTSgzP//0+X+mUAE8LnWutW8bV4f7u8xQyn1K+CPQAewCNgFhAFDgDOAS4FnzfuFEEIIIYJCAkdCCCGECBqttV0ptQz4NkYw4yOXTeYCy4CTcR84mmt+Xez0nHv6Yl+PJUqpQcAfgDrgdK31Vpf7bcBZQOcR2D0hhBBCHMekVE0IIYQQwWYFfeY636iUGoyRHbMYWA7McfPYboEjdz2OnHsSKaXmKKWWKaXqlVJ1SqlPlFJj3O2YUmq4WdZVrZRqVEp9rZT6Vk8/jFl+91+lVJlSqlUptV8p9axSKtNluwfNfTrL5fY/mLd3C4AppQ4qpQp6en3TNCAEWOoaNAIjYKe1/kxrrc3nvQ/YZ959jVN5oKOPk1IqXCl1m1JqofkztSqlqpRSXyilzvXwu8g3/8UrpR4z/99ulqjlA78zN13q/Jpe/HxCCCGEOEpJxpEQQgghgm2J+dW1xGye0/21wCVKqbFa6x0ASql4YApQA2zw8rXOBy4CPgX+BowFzgNONZ+7wtpQKTUCWAWkmNtvAoYD75vfd6OUOh/4L0Zp3TvAfmAycDNwkVJqptY639x8MfBL8+f83OlprGDYUKXUYGt7pdRJQAbwshc/Z6XTc4RorXvLLFoGJAJ3AJsxfkbLJvNrMvAk8LW5v+VAJnABsFApdYPW+gU3zx2O8R4mA//DyILaBzwBXIyRafYKkO/FzyWEEEKIo5wEjoQQQggRVFrrnUqpA8BJSqk0rXW5eddcoAFYixFssG7bYf7/DA5l1di9fLmLgQVaa+cMpQcxAjjXAY84bfsMRtDoTq31k07bX0TXwIp1eyxGUCcUOFNrvcLpvruBh4DngbPNm78CWnEKmJnPMRUjMHOWeZ9VnuccSOvNaoyg1XiMbJ6XgW+AHHdBJK31MjMD6A5gk9b6PjfPWQ0M0loXufzcCebP8ohS6nWtdbPL4zIx3rMztNaNLo9NxHgfX9ZaL/Pi5xJCCCHEUU5K1YQQQgjRF5ZiZOk4l6PNAVZorTu01tuBMrqWs3UrU/PCm85BI9Pz5tep1g1Kqf4YgZt9wNPOG2utP8AonXN1EUag6T/OQSPToxgZNWcppQaaz9OMkdE0SSmVZG43G6OB9RMYGT3OWVheB47MAM2FGNlCszCCT9uAeqXUcqXULb6uQqe1bnUNGpm31wIvAknAqR4e/jPXoJEQQgghjk8SOBJCCCFEX+jS58jsOZSJEVCyLAPONBs7O7YFvvDhdda5ua3Q/JrkdNtE8+tKD2Vey9zcNsn82i2wo7XuAL50eW5rWxtwpvn9XKDd3HYph34fIRhBpV1a62I3r92N7HO2HQAABDBJREFU1nqL1noiRjDnF8B/MIJvszGyqb5xClh5RSk1Tin1slJqr1Kq2akn0aPmJtluHtYCbPHldYQQQghx7JLAkRBCCCH6ghU4mufy1TkIswwjuDNRKZWKUYZVrLXe5cPr1LjeYAZ1wCh7sySYX0s9PM9BN7dZjynx8Bjr9kSn29z93N9orRvM+zLM3kZTzOf3JbsKAK31Oq31n7XWl2utB2M0zs4BJnCoOXWvlFLTMcoGrwR2AX8H7gd+D3xgbuYui6nMasIthBBCiOOf9DgSQgghRNBprQvMVcSGK6UGYGTa1AAbnTazso/mYvTvUfgRSPFSrfk1w8P9/Xp4jLv7wMigct4OYA1GH6f5SqkUjGDOH8z7rKDZfCDa5Ta/aa3XKKVuw8jUmtvb9k5+A0QBc1z7ESml7sEo1XP7kv7spxBCCCGOTZJxJIQQQoi+YgWB5mM0TF7u3PRaa52DkbUzF//6G/nCClidbpaJuTqzh8d0u08pFQqcbn7rWAHOqYRtFHAVTsEwrXUeUICRhTQXsNO1dC8Q9dauOd1mleS5+3nBWFGuykMT6zP83I/eXlMIIYQQxxgJHAkhhBCir1jZND/BWLrdXZBkGUazZ2tlsj4JHJlNoD8HhgC3Od9nrqrmLlDyPlAFXGGWdTm7ExgKfKG1LnC5z/q57wEaMVY/c77vDGAmsFlrXeXN/iulpiqlrlVKRbm5Lwy42/z2S6e7qjGygwZ6eNp8IFkpdbLL810PLPBmv9yoNL96ek0hhBBCHGOkVE0IIYQQfWUJRuBivNP3rpYCV2AEdLxuFO2nWzFWPXtCKXU2sBkj6+bbwEfABc4ba60blFLXAW8Dy5VSb2NkDE3GCHQdBH7k5nWs4Fc6sEhr3eZy37Uu23kjC3gJeFoptRLYgdGkOhM4B6OcLo9DZXHW/n8DzFJKvQ7kYmQEfai13oKx0tsCYKVS6i2MkrspGJlU7wCX+rB/lqUYmVQPmr2cqs19ecCP5xJCCCHEUUACR0IIIYToE1rrcqXUVuBkoAJj+XhXzllIfVWmZu3PbjNz6CGM8rkzMVYHuxhIwyVwZD7mA6XUTOBXGEGWBIyA0d+A+7XWB9y81GaMnzeV7sGyJR7+35vFGE2sz8YIXE3BaMpdh9EY+0ngGa11vcvjrgIexwguXYFRylYEbNFaL1JKXYDR6+i7GEGlNcAcjGwqnwNHWuudSqlrgJ8DtwCR5l0SOBJCCCGOUUoWxRBCCCGEEEIIIYQQ7kiPIyGEEEIIIYQQQgjhlgSOhBBCCCGEEEIIIYRbEjgSQgghhBBCCCGEEG5J4EgIIYQQQgghhBBCuCWBIyGEEEIIIYQQQgjhlgSOhBBCCCGEEEIIIYRbEjgSQgghhBBCCCGEEG5J4EgIIYQQQgghhBBCuCWBIyGEEEIIIYQQQgjh1v8DRgrYcdGJEcMAAAAASUVORK5CYII=\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Plot P_BB\n", "plt.suptitle(\"P_BB\", fontsize=\"30\")\n", "plt.xlabel(\"Window Start\", fontsize=\"20\")\n", "plt.ylabel(\"Matrix Profile\", fontsize=\"20\")\n", "plt.plot(P_BB[:, 0])\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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gCIIgCAI7kqp25iCBI0EQBGGlUBI3EgRBEARB4Cedc4nqe/WRwJEgCIIgCIIgCIIgCFbQXl0c99oMoQMkcCQIguARb/7U7fif//jJvpux1IjgSBAEoRlvveoO/MNHb+m7GYIgLBmiN1p9JHAkCILgET/6tx/H66+8re9mLCVaEuwFQRBa8d/+5kr87Os/jfFU5AOCICyGqqrJHGz1kcCRIAiCsBJk5tgiORIEQWgE9aNSWlsQhDqIOfaZgwSOBEEQhJVCqqoJ3IynMXYmUd/NEAQ2ZBEoCEIdlJhjnzFI4EgQBEEQBMGCp//Wu/CIX3pr380QBDZEcSQIgg3SZaw+EjgSBEEQVgKZswhdcdeJ3b6bsBTccXwbUSxP5jIiV80dJ3cm+OdPfKHvZggCC6Tylq5+9ZHAkSAIgrASiMeRIPjDHce38eT//S783juu7bspQgNEceSOl/zz1fjxv/8EPn3b8b6bIgjOkVS1MwcJHAmCIAgrhcSNBKF/SJX13uuO9twSoQkSN3LH0VPJs3Dv1rjnlggCH9JnrD4SOBIEQRBWAtntEgR/IMVKIBLApURKa7tjbRACgBjqCyuJSvt46TNWHwkcCYIgCKuFLFQFoXfimAJHPTdEaISsAd2xMZLAkbD6SJex+kjgSBAEQRAEQXAKmWKHSxY5evOnbsfFP/cWbI/P7EW+eBy5Y32QLLckcCSsItTDS5ex+kjg6AzgprtP45+uvK3vZgiCILCSmWP32wxBEJBX2FFLpgD83bcnZt63H9/uuSX9ImtAd6wPSXEU99wSQXAPdfESbF59Bn03QODn+X/4PpweR/jGL3lA300RBEFgg6YsS7ZOFYSVhBYR4ZI+kGf6GkgWge5YHyb79FtnuIpNWG2ky1h9RHF0BnBaBipBEM4EZNYiCN5AqWqBzDSXE+lOnTEIk4fg9O6055YIgntob0C6jNVHhnNBEARhpVCSrCYIvTOeJmk5y1pVbUmb3QoyNAfyVEOhPXReT0ngSFhBaM4lVdVWHwkcCYIgCIIgCM74wrFt/Ne/vgLA8gaOzkQmce7Bo0U/4IxJlJzLkztTnN6d4qVvuhqfv/u0LLSFlSBTHMntvPJI4EgQBEFYCcTjSBD84Pojp7Lvl62q2pnMNBLFEQfTNCA3iWK88RNfwKs+eBOe9TuX4z3XHu25ZYLQnqyqmgSbVx4JHJ1ByM6GIAirjFRVEwQ/MGNFy/o8nolTpkLgSCJHziDFUaQ1Du9fy35+5/GdvpokCO5Id+uky1h9JHB0BnEmToIEQRAEQegWs5KaTD2Wh3Ek5eI5iFLFURRpDAf50mt9GPbVJEFwjqwzVx8JHJ1BSGlVQRBWGZFJt+PfPn0HLv65t+D2Y9t9N0VYcgJDciRq5+VhangcyZzRHaTkmsYakaHq2p1K1WNh+eFKVdseR/jRv70SR06IMs8XJHB0BiFTgMX8xr99Fv/8iS/03QxBEFogHkfNeN3HbgMAXH37iZ5bIiw7wTIrjs7g/sNMVZO4kTsmaQ5PFMeItBk4EoWXKz54/d14zEvehhM7k76bcsbBZY79L5+6HW/+1B34zbd+zu2BhcZI4OgMQiYBi/nT99yAH//7T/TdDEEQGiB9XDtU5lMgJ1Joh+lxtHS+F8vWXodMIlEccTBNz2ukgch4IHYnEjhyxe+981qc2p3is3ec7LspZyyu1aViuu0fEjg6g5AHTxCEVSavqnYGSwZaEKYzAjHFFdoiqWrLydR49uWquSMzx47jYuBIUtWcId1Mf2QBHsfXQOZy/iGBozMI6VQFQRCEWVDZdIkbCW0xU9WWTrlyBq9VTMWRBPzcQebY00jj9Vfelv1cUtWEVUBxV1WTrsgbeg8cKaUOKaVep5T6rFLqM0qpJ/fdplVF5gCCsDzIpF3oGpr8RXLvCS0xYy9yOy0PZ4rHUdfjKym5Yq1x+eeOZj/fmfSvOPr7j9yCW+/d6rsZrRFxSn9wpZTlxxV8offAEYA/APBWrfUjADwOwGd6bs/KIqlqgrA8rPKknQs5Z+2gEuqSqia0xbyDlndBd+Y9B0WPox4bwkzXYwWd14/edF/h51HPgqOdSYSf+6dP49te8aF+G+IAGf/7x32qGh1XLq4v9Bo4UkodBPAVAP4CALTWY631sT7btMr49ty99ao78FcfvKnvZgiCl3j2uC4FFBxf3oVqv5AtzdKlFgneYd5Daklzv87Ex2BiKo5WeBTq+pOZSq5iO/o9xxTQuvvUbq/tEFYD5+bYFDhyelShDX0rjh4C4CiAv1RKfVwp9edKqX09t2ll8e3B+6HXXImXvOnqvpshCMKqkHZyy7pQ7ZtAPI4ER6zCDrGPnyCKNd561R1s59cM+MUrbL/TV6ra3nZ02owCdx7fwY/87ccByGaL0A5d+uoKmcv5R9+BowGALwHwJ1rrJwA4DeDnyi9SSv2AUuoKpdQVR48eLf9aqMkqTOQE4UxBntfmyCS4GYGkqgkN2ZlEhT7L7L6W9Xn0UXn31/9xE37oNVfin678Asvxzc/ctxqGk84VRzOicH2O87/4xqvw3muTNdUqLdCXtb9ZBbhuZw+74jOWvgNHtwG4TWv94fT/r0MSSCqgtX6F1voyrfVlhw8f7rSBq4SsBQRheZDHVeiaUMyxhQYcObmDR/zSW/HKD9yU/SwuBI6WcyXn42Nw14kkpejOEzssxzdLxfv4+V3R9WerSlULVL/j/GfuOJF9v6SPaCU+37c333N6JTcF6TO5DrZLqpp/9Bo40lrfCeBWpdTD0x89B8A1PTZptZEnTxCWhhWcW7Ajp6wdlKoWyS6DYMEt9yQVmd7yqduznxU9jpYTHxVHYTpr51IFmh/Zw4/vjK7VVJMKF+xBGPR2j913eowvHNvu5b3PVD5x6zE847cvx2s+dHPfTWFjhbsMIaVvxREA/HcAf6OU+hSAxwN4eb/NWV1WWXYsCIJAu17LulDtG1qUruKOqMDHOF0Ujwb5lNLHoIstPn6ErPIhU9sKHkc+ngBHdP3RqoLxw0D1do/dfO9W4f+rNGb6qp66JT3nH/r8vT23xD2ZxxFbqtrq9kXLxqDvBmitPwHgsr7bcSYgz50gLA8S6G2OrxNH3wmYF6XCakKVuIahsRe5Ah5HPs6ZMlUgmzm2+b2HJ8ARXX+0SUWq2iAMehvl7zxeVBstazrpMjFK+8fx1C/X+c/deRIPObyv2H9bQs+T+6pqyX25uj3R8uGD4kjoCHnwBGF5WOE5OxtyztpBgSNJVRNsmKQLoVFoKo7y3y/rktTH4H3IaGD/nmuP4vv/+ors//59end0fW2rzLGHoepNSXFyZ9rL+57JrA39CxxdfftxPO/334v/954bnBzPfVU1pgMLjZHA0RnEKu8enUlMohjX3XWy72YIgresUoWYLskVRzJWCPUh/5ZhWJ2qtqx3k4+PAafiyPSoAlY7PaTrj7Y7jfHES84p/CxQ/aWqTWVzoHPW0v5xdxr13JKcK285BgC47b52fld5qhqXObbcr74ggaMziBWeA5xRvPaK2/CVv/devO+6o303RRCEFYLW/aI4Emwgj6PhDI+jZb2dfAyghgGf4qh8SA8/vjO6/GhxrHFie4InPPBQ4ec+BY58vNdXDVIc7XqkODp6MqnSeP7BdSfHc30bySagf0jg6AxCIrarAeWmf2QFDfaEHJnH2UOnTOwamkFqhmVd6Av9kHsc5Q9esTrXct5QPrY6ZEwnLQej/u4jtzp/D1/o8p48NZ4i1sDZ+0bZz77vqRdDqf4CNtNSlbclfUSXClL0+pSqRhc+bDtpSo/DNXeQ+9MfJHB0JiEP3koQBsljK2vj1UYCvfbI5KIdkqomNCFLVQvyKeUy9180tvoY8KL1HUeqWvm5f/2Vtzl/D1/o8soe35oAAM7ZzANHoUq0FH3dYeXA4ypstvj3tBah9vkUOHJ9zlz3+6twX64a1oEjpdTXKaX+Xin1SaXU9cbPH6mU+hml1P3dNlFwhe+dqlCPZZ6QC/XxcM0irDhnbw4BAN/2ZQ/suSXCMkEBB1KsAYDpBbxsfRl3aek2cKaqefhx2dAdrt2PpYGjQ2n/CgBhqKA8SlWT9Tk/FIieRP4EjlzB1WfmQXy3xxWaM6j7QpXUxHsVgO9Kf7QNYMN4yX0AXo7kOv+mo/YJDpFd5BVDQvErjTyt9khQtR3kJzAaiBhZqE+VD0XR42g5n0sfWx0ymmOfSSmqXY4Vx7cpcFRSHKn+VG3lVDW1AvNJ3z8BXWqfznXeJjfH4TLHXtYxZBWxmR3+MIDvBvCXAM4B8DvmL7XWdwL4AIDnO2ud4BR57lYDuY6CMB+fJmbLBC2m5PwJzag2xF62MYvufg5VT1uCzOPI/bF9/LxcdHlPHtseA0gURyTKC4M0cNRdMwrsURytQJfv+93rY/uyMd/Z8VyzAjfmimETOPovAD4J4Pu11sdRfX9cB+ASFw0T3ONjp+UTPvoZzEO609XGt/vx1nu38KoPfL7vZswl2z3rtxlLi5w/oQnVi05tfOdXX1YXH1vNW1XNx0/MQ6ceR6ni6KwNI1UtUGlVtb4UR5Kq1jU+j6+tFUfpE8V1O585PZP/2ASOHg7g3Xp+L3cEwOF2TRK48G0h6hvLstm2JM0UWuLbdf6eV34EL/2Xa3Bsa9x3UxayCrunfUD3XCAnUGiAOcWIZ3y/TPgYSMmqqnVgjr3KdDkf3h5HAIDNUZj1sWSO3dezsVdxJH0+N7GHkSPXj8GZ1IecqdgEjqYA1he85v4ATjVvjsCJPM/zWbYOT8b51ca325F2TTnKQAt+QH2g9C1CWwrj6bJ2GR62O2BVHDk/pLd0+VHHVHUwDLJxPQhSc+wO22Gy1+Oop4Yw4NvcifAwbpTdf20Dh5nHUbvmVB25cHyhf2wCR9cAeKaacXcppdYBPBvAx100TBC6Zmk6pqVpqLBKkDeDz4sLUVW2Q06f0ISqTZeCx5GPEZga+NzXcXAmPf9dftbJNHmzYZgvudYGAZTqb8Nylauq+ToPWNZ+0AbXpz4/3uqfu2XBJnD0agCPAPB7SqnC3ymlQgC/C+AiJJXXBA9ZNkVN1yzb+amqZCOsEN7djsn95uukzGQJmug1q7T7LPBTFWAx+4llfR69XugxPKNB6ZjPfsT57t/EE7q8tpMoRhiozJ8KAA6sD5JL2NMtFsW60M+vUqqatwFfD9vlqm/mqqpGR1vWMWQVGVi89v8BeCGAHwPwLQBOAoBS6nUAnoQkaPTPWuu/cd1IwQ3y4M1nWc7PkjRTaIlvixaa8/rVqiK69FWwgyZ9EpQWrNB70wmKfkfL+UT62GzOwL0Z2FgfBjhn32jOq5ebThVHUYxhWOxT968NE3PsnkaraRxjbRBgZ5KkrK1Sj+/b3IlwlRbGQXtz7PQrk2eSn1f0zKS24khrHQF4AYCXARgBeBiSvuYbAWwC+FUkASXBU+TBm4+vg80sPBx7BIf4tmjJy0B71jAD387ZspH5b0jfIlhQ1SWYwaJlfSx9DHhli0+GpX5gPPiDIPDy87uC86O945q78Dtv+1z2/3EUF9LUAGD/+iBJVYvLf90N00hjfRhm//cxmNEYT2/bzEOw53aY0LrHVX/ieh3FpWQSmmOjOILWegrgpUqpX0ESODoXwHEAn00DS4LHyIM3H4/XwwXkMgp9kHsc+X8Dnsl93bf86QehoPCPP/Rk67+lPnClFhECOzrbFc6fO7qXLjlv39KOWV42m7FRofHch4Fa2utWB86Nwu//6ysAAD/1vIcDSBRHo3LgaC2EQn+Ko0mUKI6IVdos8HUun5lj+3SuHbWJxgDX597TS3lGYxU4InRyh3xu4QsFr5AHcD7Lttj0aewR3OPb3UjBhCV7TM44PnrTfY3/Nt99FIT6zFMcBcq/vqwuPs4JOCsfDkJTcaSWYpOgKV2bY48GxcDRxjBRHPV1inenMfaNBgB2AXgWzGiJr9kDfrbKLe7NsSVVzTdszLGFJcfHSZBP+LpLUcbXQVFwi2/Pa5COFl6nqsmz0Qovd0SFVhw5sYO//MDnWd+j8qlLf5goV5bzufSx2XmqmnsKCpRALc2cqAldfLTdaZKIMalIVRsNAijV3zkeT2NsjIxUtRXaLvDxuQX89BB0faq4UtUEf5ipOFJKvavhMbXW+jkN/1ZgRB7A+Szb5FYWd6uNb3dj5nHk8XOS58P3245lxWfzTqEZP/iaj+HjtxzDsx5+Pi4+bx/Le2S7whWG2IFa3pQnH9vNqTgyP+/qK474P9vp3QhrgzD1OCpesLVBQHVK2dtRxe60mKq2Sl2+r/etjxszeTDL1fEcHSglrhhbhH6Zl6r2zIbHlMvrKXJh5rMsHdOytFNoh2/XmSYWscfb0HlVNX/b6DVaezWpFdpz7+kx+3tU9VXUTYRBfz4ubfFxAcrZJPPzhsucY1iDLi7t6d0pztk3qlQcrQ0CBEGfqWpJUItYhW7f97QmH/tBV8EsLhNr7mDb6z52G37qtZ/EZ1721QUFnjCbmalqWuug4T85857i4RzIK3ycJM5DVAFClyyD4khoR6xXYwEh5Eyj5HkNGd1vq0omUz8xWGKTZR+bzdkm8zoNQ6mq1pZTu1MASVpY2eNobZCYY/d1jsfTGGtDU3G0Qj2/p7etz49T2/Q5Cootmzn2H73rOgDAHce3md9pdRCPozMIH6PdgD8pYh4LKQosSTOFlvj2vNK80mePI8KTLmXp0NCrtYAQ8pQx1sDR3p9No6TO+GgQLM3YSuSFAPxrOKdPinmdwlVPVetgfD2dBo4mkZ7hcdTffG53urfS27JDz62v962nzXKK63PPfS0H6TMwXbZBqkdWq9cQ5hLHfbegGl86U98W6sIZjme3YzYp87QfAfzpS3zgF9/4aeu/0aI4ssbH4IIJTYgHjIEjGjvNU0FKp2EYeH+OZuFjszlTN8w50GDVzbG7VBxVeByROXafVdXWhnmCSLACq8EqrzWfyP3J/Bllc1/DlsdJD+Q80MN8LSmgO556PLH1jHnm2F+RfvsRrfWO8f+FaK3f27plgnN8DYz40ipfB5syy9JOoR2+XWZad/qdqua3x0GXvOZDt+DXvuGxVn+j4Zdx5zKgtd/njBSCnE2s6hLGhuJoWfExcNKVOXZiau7hCXAE5ydTKjmXp3fzqmr714rLrTBINGN9pqqZiiOfKn21xde7NgvS9NqKIs7NrB3HX7L+zu1hM2h8mkQSOKrLPHPsy5Hc548EcK3x/zqIz5GH+DoHiLVG6EFX6qu8VRB8IPM48nE1VcK3R3lnEuGKm+7D077ovL6bMpckCNJ/X7xMeHar7YGeV15vHHqP/F1oIj4KA++ex7r4uNnGeS7NQFG48oojvg83CgPsTmMjVa06LazPrnZ3GpU8jvpri2t8ncv72KwqtWiz4yS43ljkPmXDdEd0Enl4cTxlXuDoZUiu2d2l/wuCU3zpTH1pxyJ8nMwK7vHtfvTdPwDw75wRv/aWa/CaD92Cf/2xp+NRFx3suzkz0Vp7EMJfLpIFqL9nLQscMT4bVQGGSRQjDNRSeuX4nPLC2STzOgbK776+LZyfbBAo7ALYGqeBo+lejyOAVF2MDZnD7iTG2sBUHK0O/t62/jXMveLIceCoo1S1qSiOajMzcKS1fum8/wvLh6+dqS+TE1/aUZdVlpEL/gUIaWK5FIojz87djUdPA+imNHobJFXNHr/utL1MOzAly4Yi42QkhsCqVwPgtvjY7nzcd/+gagAH1gf4f9/1pfitt31uxRVHfMem80b+YpMoxrAiZbPPVLXdqFjpbbWUpn7euNyl5dvQds5E/ZJrxRG3L9Qg9R4bS+CoNjOTz5VS9yqlftr4/y/b+BwJ/uFrYMSXZvnSjoWk7Vya9gqN8O36knmm6x0lDnw7d1QKvYtFfBsSxZGHs1qP8e1eK5OnqvE1lOYW5jtMohjDkAyAPT9JM/Cx3ZyLz1hrHD6whqdceh4CBdx67xY+fdtx92/kAZzXlp41ChxVmWMD/SmOtNYYT2OsDXJXkVXq9X2dosQ+B45cpaq5Vhw5PdpeKIVUUtXqM8+18BCADeP/LwXwTMa2CMz4+lj4og7wcI44lyVrrrDkZB5HHj8ovjaNKlr5rtbSOjdBF+rhy/g1iy5S1TLBkfEm5OuimN+bA5+by2oWq/N+PlAKn7/7NL7uj97P8U69w+v5lXyl9JdJVEwLy+gpHXA3rSBVaNMK9fu+9jc0Vvi4OePqlLm+nzVnf4c8VU3MseszL3B0F4AHcDdAKXWTUurTSqlPKKWu4H6/Mxkfd88Af3YHfFVklckn6fzv9a7P3oWjJ3f530jYg2934zKkqvm6iA9TudbU43MHJH3xaqUs8OP7sEG3HO9CuUJxlPq6KKU8fSoX4+O15fU4yj3OZnUDH7v5Prz7c0cYW9ENvCbjyVdSMSRpm9Wpan3cYpSWUwgceXivN8XXeYCX/YmrRqWHcS2qZvc4Sp+B8VQCR3WZZ479IQDfrZSKANyR/uyZNSaVWmv9q5bteJbW+u7FLxPa4GGfBcCfgI0fragP9+A4nsZ48auuwCMuPIC3/oRkqXaNb4FetVRV1fxqY1eKo7ZphBpijr2qcD4TNIabt98kijEIVao48ut5XEgWbPOv3dwBD1IczZrrf9OffBAAcNNvPJ+vIR3AdW211pikq2dKTR5P45nm2H2Mp7uTvYEj/+705vg6RcncyTwaZF1vRDuvqsY8dlAKqQSO6jMvcPTTAB4G4AeNnz0Ti9PVNADbwJHQAb7O3Xxply8BrEV0VfGFKoLcfM8W7xsJlfh2O9Jkx9dJGeDfOSPCkDyOeBvYdtLmeYEwL/H1nusSOgfmGDqJNUZhgGCZzbE9bHhuFstzbDruqqescl3baayNVDXT4ygJ0rzxR56K/WuJt5DqKVUtVxzlHkdLF9ydg6+fhTvtqgl0qlqbY6dfXXtgcvtCDVM1+O40qvy91hp/8p4b8J+ecH/c76yNytecacyrqna9UuqxAC4BcH8AlwN4FYC/ctwGDeDtSikN4P9prV9RfoFS6gcA/AAAPOhBD3L89mcOvnemfeNLOxaRd/S8nB4nHWmVqaNw5kF3wTIEWH1rIimOuI3FXVwbedrt8FGVUkUXVaTMUzGNYgSBglJqKfqMKnxuNodPivlxA59kEQxwXVvTK2US6USBFMUYpfOoxz/wUPb7vioO7kySud1oRRVHvuJzf+Kt4sjp0fYyHCTP5e4MxdENR0/ht976Obzjmrvwhh9+KnNrloN5iiNorWMANwC4IZWt3qS1fo/jNjxVa327Uup8AO9QSn1Wa/3eUjteAeAVAHDZZZd5/Oj5ja8nzpfO1Jd2LCJrJnODt3YTxVGVxFo4c/H5OfG1aXlVNd4Wtq6MojWCVZcaOMbn56ErKHhmBtFirREqtdTm2D42m4LPHHEdrXXBHHuV4Qr4Tqb5cadxjChVIM1KVetjw/LkTjK3O7A+wPc+5WK86oM3Ld0zOg9fA9XZPefRs+XqOaD72PXmGPfzMcgUR9WBo3H6PG+PqxVJZyJzA0cmWmuW1aPW+vb06xGl1BsAPBHAe+f/ldAET/tSb6o0+ZyCY1JV+pgDUhwNllxxdNPdp/HgczeXzvTXk8cig86fz8q8rtR4tuQeR7x59G0nzLEWxZEtvt1rs+jCDNh8j1gjCUIq//qyuvjY13G2SOt8Tbtkw6U1XJd2N8oXmJNIZwbZw6qqauhn3nliewIAOGtjiJe+8NE4vj3BFTff231DHOPar8c1PrbLsTc2g8cRfcfTIVFGxazAEc2pVj2QbkOjYJBS6gFKqa9TSn23UuqFSqlG1deUUvuUUgfoewBfBeCqJscSFuPjJAjwpzP1dZeiTNUknYNVUBx95PP34pm/czn+4aO39t0Ua3xLgclT1XptRi18e5S7qqrW9vAaeukCrH1gjqW+jqtlOPuTqnOQqFeWe8Lt45VlDQAiv17vu2716tUUn1ue96BAEZCka5KfUGVVtY4rDp7aneJnX/cp3Hxv4lt5cGOYtAP+jZlt8PWzULt87BFdjWOuq9pzz4PpY88yx84CR8u7DHJObcURACilHoQkZewrK373DgA/pLW+yeKQFwB4QzpRHQD4W631W23aJNTH077UmwWyr4NNmbz0MW+Dc4+j5e0xbzx6CgBw5S334dueuFz+aL7dj7k5tmcNM/ClLynTWVU1B+bYPk5qfcM8zX7ecd1Ct/UexVGaquZzn1FFtojysNmZOTbTsavifHG8GimsxeeW5+JGZuAo1pnn0ahCuR10HLF55zV34R+uuBX/cEWykXZwPQkcLbMq0MR3H0ZOY/umuFJp5Rvabs89tzk2tXaWOTbN2UKfLlrP1A4cKaUuBPABJEbZNyFJJ7sDwP0APA2JWuj9SqnLtNZ31jmm1vpGAI+zbLPQEE/7Um8mZ74ONmW6kuNSVbVlNscOswV7zw1ZIZbhOfEtgJR5HEW87dIt73MNvya1vhJ3oFxwTSepaiWPo0ClBsBLco7K+NaPAF2kqu3tACZxjLUgLL12+dSJXTy35j0zieIscFSpOEK3Ct7zD6wV/r8xSqu7rch2gS599Q0f2+X6OXC9OcY9dlCfsFhxtBrPiAtsFEe/hCRo9LMAfldrnYXnlFIhgJ8E8FsAfhHAj7pspOAGHydBgD+d6bJMbrvyOLr8c0cB5OZxy0jYkbcMB77djjS59Po56SiN0xZaX3E3y4niaMkWg31QmBt7dq/NgrOZ2ZhUUhwppaCgvJ17LMK3fgQwFcfuibWuDCFMI4210mphHMWFcu7LQBePrXnPTCOdmWXPTlXr7yZbHwZpO5Yn5bYWvn4UX9uF9k2j+9h9VbVuUtVmeRzRprMojnJsVoTPB/B2rfVvm0EjANBaR1rr3wHwdgAvcNlAwSGedlq+jFfLMrntyuPoDR//AoDZpo7LQBY4Wo5LW8C7idxSpKr5SR508z1VrXrhKBQpKBe8veuKdN2f3HFsG0ol3hAedxmV+Kxc4B7/aWP95f/psdnPqpSSkyUcVAupakwn0OwbprHhcVQxjwo6VuOZi3qlgFEazFLw8163pUr56BPULr/G2L1B/za4r6qWfOU6Z/S8ijl2fWxWhBcC+NiC13wsfZ3gIX52pf508stg+gsYfhKM5+1UaowNAMMllmiK4sg9Pj8nnLvxy0Brc2wtqWq2LEtQpBPFUfr/T9x6DNcdOYWP33IMgPK6z5iHj9c2P9fuGxcb6WcjI9Bx9NTOntdOZiy0fKYY8OXBPO401lkKzKjSK7LbZ8N8L1NduszppFX4+llyvx7/Btm2/Qmdc/dV1brZbNudRLjylvvw3muPVv7ew0vWGzaBo+MAHrzgNQ9KXyd4iK+dqS/t8k7hMRP+dr7ivTdm3y9zh0nyUm5T4jMB340nAePJ8KyNXT1DbfswDb0yfhecdLEAXSbKqWqfu/NE9rvk3u/+LP3Y330cv/IvV7c6hi+bWiaZGoqhaVrniiOTP/j369Pf52/qeoHYNVzzPfO408gwxx7sPbFdp4jNGruXOZ20Cl8/iY9V1VzdfnQc13u03ObYdPy3X3MXvvH/fhDf88qP4HN3nsx/T6lqS7yB7hqbwNH7AXyzUuopVb9USn05gG9JXyd4iK8Dgy+tWpbYQtYxM7Z3c5R7Fyxz0GWZzbF9m5dnPj2+NczA46Z1giiOuqG4c78cN10X5tg0KJn9bdfpOMSbPnk7/vIDNzX6267SwZvA2abE4yhVoRg/f8SFBwAU0zlcp6R0QSfm2MZxF5ljd70WnXXNVk1x5Ovmlo9rMNd93bKZY1cd/8TOJPueAuQSOMqxMcf+dSQ+R+9RSv09gHcjqap2IYBnAvh2ADGAlztuo+AIT/tSbybevrRjETT4cLb2goNJ9Y39a4Ol9Acqs4ypav6EVIv4vF7Qpa++QFOOriqENP97yeWvgzlW+HavzYavpeU+wexvFZS3C7lF+NhqznRcM3BsdgODdNG0M8ntTX0eB2ZR8Djieg/j+2msc4+jyqpq3T4bs66ZUn7e603xtbvxsV2u1xOu72d+c+y9x9+d7A2Qy7wop7biSGt9JYBvRpKK9p0A/gzAmwH8OYDvBnACwLdqrRf5IAk94WGfBcCfztSTZiwk8zhiPHFkfHm/s9aXcmeRoN2PZQx++fJcELQT7fMisKq6U13eec1d2B5Hi1/YgLyqWjf5+k3RWmOJiyh2RtkrZBngbWfxuZsaJ6jvRWmrcdLDi8udqlYVONpJF1LbRuCIK1Xt+iMn8XOv/xSL0rkLxVHBHDuKs7lUpeKoY+P42eOD8vFWt8bXjSOC2uVTDEI77lBczw+5lx9V7d2dGv1cLIqjMlZTRK31m5H4HH0XgN8D8Mr063cDeLDW+k3OWyg4Y1kUNX2xLAGSLmT0VEVlbRh4HShYBE1ul9HI07ezTpMdrx+Thm276gvH8V//+gq85E1XuW1PCXbFUcvbPNZadtZqUFQc+fxAdAPdd3QmzEW/Qr/xl3GDPOUuVL1Nyecp7lunkT//ptcZBYzMwDrXfOmHXnMl/v6jt+KGo6ecH9tsMZ/HUf79JNLZ3KPKHLtzxVF6zZ7+Refhz7/nsrwdPfmQseHpnJXuOZ98BF09xvTZnAd8W2wG1sFs7tc+NqntRSm5V9x0L269bwtA92mlPlM7VU0p9UoAn9Za/x6Av03/CUuEn12pP3281wtigy4qR03TlcDaIMRpo8LaskGDmLlTKjRjKTyOsgWfXRspp/2We7ectwnIq6hwnzlJVeuGwljh7+NQgLOZ2XOX3n/mfaiU6rXP2NqNsDYIF7+wAh+7Ok7FUTxTcZQGjgqparwnh6MX0kYMkS1VLT2wUsk8KvM4qjDHRsdqPOq3fukFj8LDLjhgNsPLe90az6uqZufYoyHWdZDcdeAoryLNg9mPXXp4PwBklRC/+U//I/udj5Xw+sJGcfQdAM7naojQAZ72pr7s2PrSjkVwThwJklePwiVXHKWjzs4SBo58Pe0+K/PanjPfPYi4j5+U43bUmBVmGT2OeE2Vi//fk6rW40naatD356pe/64ur8l5teKQUjdO7uSbSMtYNMOc43Gnqo3CANNovsdR0HEeJ7WtrJ7oO53UNR4+tgD87k9az53Sr84FR6U0aNdoDTzg7A384w8+Gd/0pQ8AkPR305JSNZSJUYZN4OgmSOBoqfE1MOJLX+pLOxaR+bgwXk8yNx0NgqVRYlUxXTLFkc8pMLnHUc8NmUPTSRC3dJyOzh10c1JVzU1TVpql9Dhi7E+y5y79f1xIVVO99mRbLRSzPl7aNj5ui49d/XMyiz16cndPO5aJojk2b/tHYYBJHBc24coodHse6b3K6gmFflWBruH4LG/4+G34v5df3+oYHgqOjAyGdueMTjlfVTWe+1NrjTBQeOIl5+DA+hBAkqp2bHtSeJ14HOXYBI7+FsDXKKXO5mqMwIuv44IvzXI1gGut8TcfvhnHSx2PK7rwOKLJztog8FphsjWezlUTUdu3mEyPXePzgjT3OPKsYQZ5UNUzOvKHajthNj1OhNn4HOCdBbdSxXyPvYqjHlPVWvT9Hnd1LPedRp6qagYX6HoeKQSOnL89O12aY48GieJoMq+qWuepasm7ldUTq6I40qWvLvnJf/gkfuutn2t1DHpmfBpiXT/HXObYnB5H1OetDZJndGcS4Z5T48LrAgkcZdgEjv43gCsAvFsp9QKl1AVMbRKY8HUS5MtOh6tmfPK24/iFN1yFn3v9p9wcsEQXC3cyxx4NArbqKS541C+/Dc/87ctn/j4zx25gkNoHvjwL8/C5ib42rauKdG0ngXEsHkd1MM/zMi6gXVMO2JqbDUHPi9ImfX9ZQeUTnIojbaSqnrdvlP08ijWiWONX33xN4WcccI6B5pE5U1+AJFA0iXTmlzIM9/argeq2mhmZ2Jf7+JXxOEpx9Vne/Knb8d5rj7o5GPyc37nqTyiQ7XqOw12owEzPH6TP6DTWuLXkd3nhwTWmFiwftc2xAeykXxWAfwZmmkVprbXNcYUzHF+6UlcdHilg7jk9XvDKZmS7KoyD0DSOoVQy+fFZYQIAd57Ymfk7mtx6/hEyupjYtsXn+6ELNV4T8kkV7/uIx1E3FL1SPLvZZtCFx1FWWadkjt1nnzFuUVHTx2vLGdTSxu77Uy49D3/xosvw8n/9DKZxjOuOnCy8ltvjiKMfKiiOuFJf0q/DgcLOTmSYY/efqkbPZfnc9m1g7wrXz8aP/u3HAQA3/cbzHR3RP1yfM65UNc4qiNTnDYLkGY0ijS8c2y68bmMkYQ3C5ky8D/6s8YUG+HTxClJ/TxrmvBlsO1r86TiTSGMYBAiUal3iu09oEPM52GHSxcS2KbRR4LfCgp4NzxrJPPkhpKpaN/icUjoLzmeifN+Z/+1bzTBeErVpXTjNYmOtC/4rz3nkBfjdd1yLKNZZ6sa3fOkD8NqP3bY0932BDp5behaGJXPsKo8jdGwcT+NPlV/LMl7OWfgaBKNmcXsq2uBMcaTpeKRcdPMZudc7sdaZWTx9ncZ6ry+qp/dUH9QOHGmtn8nYDqEDfOpMi03xo12uzg/3kNCFqiKKY4SBQhgsZ/UUImv7knwE3cHEti0+B+Hay615oHPG/Sy1n/xpBDYJ7GcoPvu+zYLX46j0f/M/PaSqmWN5O8WRi9a4hfPW03qvGmUQKExjnZ2L8w4kKRtcKeycp7wQ8GV6DzotozDAJIoRRbODNV0H6enz70lVU1iaOdIyk1W182iM5ZjPxRqoyMxsBPd6JwmW575ug0AhivWecWMJh3w2at++SqlzlVLncDZG4MWn+74Lk0JblkVZ00VVtUmkMQgVwqDfNIO2LJviyGdoHuBTALpMdp0tm8g9fzd34zhxkaomiqPFLEOAt0vKu9bmOem65HjSnvx7KvTQBO+UizBTSzgWfHuVAmG6kMqUNEE3fm0cW3DdpJjmiqPkvCU/rSrn3XmqWtqYcgyr78qHruAu3d6WzBzbK8VR8rV1VTXje5cbZNx7v+VgeZgGysuBIx/Hgr5YGDhSSn29Uup6AEcAHFVKXauUeiF/0wTX+NSZmk3xJZLruhlsOfSdKI40BoHq3Z+iLrMmgdMscNRla5rj87nOq6r124556NJXXyh7wHC/DwCcY5jb2vy9K4n5KlNYgHp3t3VPeTPDvM+7XhwDiUcf0aYwQtNmv/xfP4OLf+4tjd93HrphcLwu5ad/ECQpV3QNB2nK1bKr7vjUpcnX0SDANNYzfYXoZ32kqpUrRPVd+dA1vvbJPraLoz9x2d9XjSkuKafnJ4qjeE+K8wo9Hq2ZGzhSSj0JwOsBPATJeKIAXArg9envhKXCnzvfRy8XnxftJl1kX0VaJ6lqSi1Fqtrbrr6z8uc0ufXlHluEz0oGGlp9fk5aGykyfTSuiiNl6Pj3O2sdgwblY818f2E2S+lxxNjO8hBh/rePUt/mmNUkVa2tr8Yr3ntj4Tgu6cocO/sZNP7jxnuy96WUK7Z5Aet9yq84osNSFbXxNEagqgPygVKdzk1mpqrBp9VBe3ztkzOPI4/GWFePsXnOnQaOmK/lNI6zamrAPMWRQCxSHP2P9DUvA3ABgAsB/BqAMP2dsET41Jn6uEB2PZHgk6Pyy3HjOElZSVLV+N7HFXccr66sRrt9y/AZAD8DqgS1xudzmSmOLNvYlS8Z97nLdpRVs9SDqoWjsJfic7occPYnWaCF7nPjRlfovmJTIXDUg+LI1d9XkacFuj94VVXFj950HwDgYzcnXykgwt2XcXRDXcw76fqMBiEAYHcaVfobAcln7HI8fcmbrgZQkarWsfKJG1/nKNQv+qTqzdWibcmP4DKoXB5bXHN6d4p9RsW0QZpiulsOHHl6T/XBosDRkwG8T2v9Uq31Ua31Ea31LyOpsPYU/uYJLvHpvvczcOT4eExnPO+T+U5cFCeKI6WWQ5I+q4k0gC2DagooXlFfnguitZqnA5oqBbg/UVfm2JmfRqAa3T+iOKpHcfzy93kw6UJxRO8xNe7zoOPFMVB8zlqlqnk1a0rgbJHG7MDxPaeTqmph6uzrs/J0Fl3MO3Nz7FxxNDtQ0KyfbsveVLVulU/c+PpZcsVXv+0w4Uijd+kXm20GMl3Tj950HzZHYfb/QInH0SIWBY7OB/Chip9/GMBh980ROPFpnPfRI8LV5JZ7N4E7Ag/keb+hUmzVU1wya9AzA0fLsMDzuYm54sjfRnbh/9WEroJuFOSdtcO98O8rzHGFvZjX0bNbrRfKHkeFAGkP95NpiN0oVY2+tlUctfvz6mNSX8Jw7FjrmfJLqiY/4E5VY6Q47+R9j2F6wnancaUxNkABhG7O43uvPWq8b0Wq2vJdzj34Ov4T1E/6NMK6Wk+Yf+9yzVAuvOCS9193NwDg3z97JPvZIFCIIr13w8HTe6oPFgWOhgBOV/z8NIBBxc8FC37vHdfi3z59R2fv50uABvDTI8LnBbFJeXeX5z2SstzLUlVtVhuLO8/+fw6fF6TUNp/XC5mRouXZ457IxR2du6xqS8MFSRIwdtqklcTH8WsRnM0s39em4qiPaow7kyj7vo3iqC08HkeMG0d6tuKIgh+DLFVtSW58g+Jzy9P+THE0SJZX/3Tlbb2nqt19ahff88qPZP/f05wefMjORHTpqw9wPMduU9WKX11ycmey52ezPI6Wsb/jQoI/PfIH/34dAOCm33h+J+/n033vo/rDdYvYpNDZV75zGMUaoUqrqvU3767NolQ1IDHBGy0uJNkrPqfA5MEPv9pl0naSwVYJMf3Kfe7onglVsxQIrTWU8vsZ8YHidfT3eTDh7E/KwYzIGDQoEKF1d+IjM3DURHFEtD1nTLEdtmPHWs8MolN605A5VY3zaepiYyY3x6bzNPs+ClQ3/l/lhfxexdFqRI5cKns5FHW+zemAPK2sbcs0kqBLFGunfQPneufc/Wt7fjYIk6pq28YYAvi1fu6bOoGj71VKPbP0s4sBQCn1rorXa631c9o1S3CFrwqGwrTbk4a56tS5J8ddpKpFWiMIFMLAreyUi1kD1XTZFEczvvcBmkj5fDs0nTh2lV7KX1Ut+RoGzcyxYw0EEjdaiI8efYvgVRyR0i+hoDhS+WuCjpI0diZ5sGjcoN93tcvNcW9wmmNrLFYc5lXVnL990gbGdJ4u5p3lVDUAOD2OKl+r0I3iqFxhc0/gSPmVkdAWF9eWQ6nImXbVFJdtCpVCBMeBow7O2R9/x5dk35Pi6MTOBGdtDHHZg8/G+667e4WejvbUCRxdnP6r4pkVP5Pz6xG+Khi00Sf7MmC5Oj3cp5nT44CIU8VRqJYjVW1WE822T3tMWaiLz+eaJrg+m6W7qxDiFp2dO973oc/fdCdbay1V1WqwlFXVGBua3deZ4ij55v6HNvJUNb6338O2o1S19rvwHKoF54fMmOdxRte0q1Q1jmB+YSOVqf00PK4NFkfgVUeKozJ7qqrBr2BGW1x8lCnDPMfHqVO+nmiprkztLRAxpao5O6J57OSoZ28Os58NUtXUie0Jnnbpefjj7/wSPOYlb1up56MtiwJHz+qkFQIbvt7rBZNCTxrp86LdpItdi1hTVbUk5UXPmVD2hTnhmhXMmBZS1fy/vj4rGeh8+6xAa52qxvTRukrzo+M3N8f2q1Swr/j8nPZB+b6mvvbN//1p+JsP3wyg2/PUNlUt80rzUHGkS1+dHlvPVkyTYndAqWrM4ymPP5TxvfOj03uQ4mhxP6o6yhArX6pqxdHykz0bDj5MxKBQ72LT1xZXcxIN6htipxtkMeNJy54L43EIgyBVHE1xcGOQ/doXgYMPzA0caa3f01VDBB4KO6Me3fdxBwO4Le6qqrk5zixc7RDMI4qTBWRoVFAZ1JgIdYl5vWZdu7iQqua/4qg4WfblyUjowpS9LeXqTnXp6pnljl3S+wQNFwKJ4shpk1aSouLI4weiAF87y2NSFGk8/IIDOHvfKAtEdnme3CmO/Lu2nAsprVO/G4OLzlrH7cd3svOYzQm4/doYjtmFqT0dd1RHcYRmXnS2lO/joNTJJ+3w715viovnlmOTJ0+78udcu9yIptvKZd/Aud6hY5p93iBQ2JlEOLY1xtmbo+T3yu95b9eIm8GK4+sEtwvJsC2+tGMRnBNH8z3CIB8IfDwzU2NbY9a9XTDHXgKPI5+rNS2DIq/pJIj7o+VBt24UR0HQbEGSVFWTyNEiCuFd/x8LAPwKVfM9prHOAgx0O3V5nnYNlVE7c2wXrXEM50KqInD8R9+Z+H9QqvcwS1Vz/valtjAc01S6sxVCKCqz5pEsSPlvMvMtvuHxF1W3g70V/Lj0w5l1iDbXy8c5lKvnWGtgkPp6OU1VM47vHGOjjTh73wjvu+5uTCKNhx7eD6C/lFJf8SJwpJQKlVIfV0q9ue+2rBq+Sup9VBy5Pj9sUmjm4wPFqmqApwOesR6oW1XNd3w8zwSpt3weQDMfJs+amCkx2ANHydew4UQnFsVRLXxV8s6Ds5nlMSmK40yhSru5XZ4nquoWBgrjBoojV3szHJ+ZM1U9SVUt/ixMfzDJPI54U9U4bxNzCuCD4qipMtQW87OW1UaAeBxVHmPGCWlznnyblwBuVVABw3qB07eSroeZnv/4B5yVff/cR16Q/t6fdaoPeBE4AvDjAD7TdyNWEV8DR6vsccS97upC7hrrpKpaH7vFdTEX4bMmseZrlqGqms+mu74GZUzy82fXyFVJVSsojhr9vXgc1aFYrdTjB8KgG8VR8rVScdTheSJ16eYwbJSqlj2nLU/asplja+w1x6frSIqjgZG+zgvDuQP/+EqnZRTWM8fuYrPI/NxhVf++In2+dvTcArPvjzabP35WVXNzHK111jc4VfdTEJ8jdTA9uBlL3VzLHXwKHkceXbO+6T1wpJR6AIDnA/jzvtuyini7ENUz/9MbfrRiMV0Y7JHiiCaRPnaapnnhrMnXdMlS1XwN9ALN/YO6xMeJGdCdtwEdP2y4RSYeR/Xw+Tntg/LiI4rzRUTQw+YDBTXWR2HDVDU3u9yc6VadKY7SC0gbL/R/7oAHy+crKI6YFFPpcWuZY6Ob58J8PqsKJ2SVD5e8M9OOnltg9nVpc9/7eHpdKnpIZeoyqNyN4ij/2cYwzL6nTTSllNfz3q7pPXAE4PcB/AyAmaO7UuoHlFJXKKWuOHr0aGcN46SrDrooqffnxvfRy8X1RIiv3Cv/4pgURzTH8DGFytz5mdW6gjn2kqWq+fS8Aktijp1e4qZt5N6F5j51Wapa46pqexUHwl58Vt3NgrM/0aXJfUFxhO7TnWnDYGMYNlKaakd9Hedih0vNVFYcDrLAUdnjiDlwxHDMLlJM6bDDOubYqpky1Bbz2a9MVfNYWW6DyznKrOerzTQy7yf9OdGuzplGrrJzOdd2KCLbe+zsoPkzYQaOYPx22Z8Nl/QaOFJKvQDAEa31x+a9Tmv9Cq31ZVrryw4fPtxR63jhl/km6Bnf900XkmFbuMvLukKXvnIQx8lOcR+T/rqYz9Cs52nZFEc+en8RmcdRz+2YR+OqahyNMcgnP7xnjz5/05x8Mceuh3gcFSlvZiSKo2R6maeqdQeNB5ujsJHHkSt1JWdJea6FVPnpD0rpJ2FABrju3z9pQ/GrS4qbTbyKo3qpat1sEJlvUZWqlvmQsbeEFzqXTuarMw7RxmzfxyWGs2CW5lEccWZY0DHNWOrGqCJwJB5HBfpWHD0VwAuVUjcB+HsAz1ZKvabfJnUDt0kqoc0+zqM730/FkdvjcXmFdFGhKdLJjnEfk/66mIPTie1J5WviQuBouRRHvlH2MfERzkVHG7pKoTMVR03NsSVutBhfq5XOg1WhSkq/9P+m4qiL9y9DGwbrw2apaq52uVkWO4ypGxp7A8cUaKDiEoOuUtWYqsYRXAJkeos65thdKRkKgaO5iqPl6Mtm4TLIYB7DnEf+4buua3xMH1PpXT7HtFnQxFduFjHjpI7ud3OtVqk4Us2q1K4qtQNHSqmH1Xzd19c9ptb6f2mtH6C1vhjAtwF4l9b6u+r+/TLTVdaMrxPcgrmoJ0/ksqSqgXHiSERxkrKSeRx5GHMxg693nxovfM3Ex+2eEsXnoseGVODjpKcMXe+TO1PsTiPrv+f2vWAPHKX3eNgwBUKL4qgeHm58LIJz/C+PnVEcGx5H3e8+UFW1zVEzc2xXC1AejyM+qgLHFGgYp4qjAXOqGud9at4KXJu3NubYQUepaua1qurfM4+jDtrCiauAL1A8Z2bq1c33bDU+psv2ucJlqhqlZ7pU9+vSV5fQZzafiErFEfxZp/qAjeLoCqXUzKCOUmqolPpDAP/UvlmrT1eKI18l9WZbfGmWq7gC97or5uxJs/coKo58VMKYu0D3bVUHjqaRWenBw+hXiWKqml/n3Fc1jwndp2+9+k687F+u6bk1OXTOuJ8jOn6iOGr292KOvRifU0r7QJdWRNNob1W1vjyOmiiOfBzvCM4AvtZ703b7qqrG8fm68BCkcXtYM1Wtm6pqOVXNWhWPI5ceQua52BnnfciB9UHFq+se078T7NJ8esjQN3BuutExzWBqlVIwSSl1//7Lik3gaBvAXyml/lIptWH+Qin1UAD/AeBHAXy0SUO01pdrrV/Q5G+XkTPe48hojC+TNB879SryyhG8O8iFqmps79Qc079o1q7y9iTCwY1h+hofP0WRwrPgWXOpbb48r1WYTRt4FAHhrAxSfJ/kaxtzbK4U21XCZxP7mTBvNJhvEcU6U6b0oWagipvrDRVHeQnolg1hXOxwHLzq+S+X2KZ0FO4pLEvgqOCL6P74QN7uWubY6GZButgcm+Z5S9KXzcDlpqp5iK3JNPv+nH2jxsfMU3r9Oc+uNgS1zvt8l6lqufqTp78Dipv9VQFfBamqZmITOHocgMsBvAiJ+ugxAKCU+nYAVwJ4AoDfAfA0x21cSboyYvZ1kefjAtl1MI/rY7WtHFWHKE4mE15XVathfL01jrIdoukyVFXzuIlRR8GPNpj3KZm4+kBXai36/EHD8rFa8ysmV4FiCvhywNnOKnNsev5oodplgC3zOBo0q6rmzBybw6eHvnKczornn67f5+46CcBIVeNWHLEsFM3vedpPx61njt3Ns2F+7ipzbMLDaZ4V+aaqg2MZJ2N7nKe9P/Tw/sbH9HEe7bJNFHRhMcfmCMJX/IyqRpqI4qhI7Zm11vpOAM8F8CsAHgbgw0qpNwN4DYAdAF+rtf4ZrfV0zmGEFFMtcdUXjuPin3sLbjh6yvn7FOIzHt34Piqh3PV1vCsv1oljShzrRNKs/Kqq9sr3fx7XpRNYc3Ca1b6dSYT9a4M9r/cVnxekXQQs22Kev0HFBGAWXaWXci8Q6PhBw1Q18TiqR2H88vh5MOFsZ/nY0zhPEaa7qcvuN0rffzQIsNsoVS39pvUufLu/rz4mXwBfY+/zX07dIMURt90Cx+HNNnPPaeqoPrtLETM3VGabYy87+Ryl/Qk1D7FlBI7a3PddzN1tyZ+DtkHyXJ3o0k+UOzUXKPZ5a1WpavBvPt4nVluyOuFXAPwYgA0AXwPgbgBforV+G0P7VhZz0PqnK78AAHjXZ444f5+isMefW99HE2BfgiOLcJnHPQuqqpbNMTw5NS978zV4/h++H0BJcTRjoNoaT7EvDRwtw+X1NdALmLnmnjXMwFRs+RUA6UatlaWqNSwfKx5H9Sg+A/4+D11RVuhEZlW1HtJgqKrb2iBolDbhKrWUJbjDuWGk9Z5tr/JCit0cm/nzEVwbSflidPFru7ICMD9qtTk2KZ+YG9IRrj/HziQPHLVR2nWVsm6Dqw1BrXPFkUs/UUcx/Opj101Vk6pqBay1/Eqp70eSkhYBuAnAYQCvVkrdz23TVpsqtQRnDifg16Dgowmwzwtiky7SXuJSVTUfxDp0fcbpoGTe27MG863xMiuO/GpvpprptxlzKSiOGkRAuD5bV4qjLFUtaBY5SgJHEjlahBmgXJJhg9kTL32P9OvUqKqW3U2dKo6S9x+GqpE5tnb0vHI87/kOvPtja73XA6ecckXXtSu7BZeY54yr+XR9Dqwn3ooXnbWO9/z0Mytfq0p/w4V5+HmKI9/mHLa4VOPNUhy1uVY+jhUuzaezwBFLqhpDf5d+Nec81YGj5VkfdkFte3il1AEAfwbgWwDcDuA7AHwEwB8C+H4An1BKvVhr/RaOhq4a5iKW0zXe39QX/wJaUWEx4K9JbBe7FqQ46mpiU4eqdAhiMsMcaGcSZYojHz7DInxuY8S4YHFF0ePI5vllTi9N28W91soVR03NseFtv+cT/o6rs+lCyVH0OEruoz4KLNx8zxaCQGEYtlQctd2Fb/fn1cdkDOBXKY7K/UGYVU5iaAB4N8bMNnMFvqjdG8MQN7z8axGo2X1qV6lqi8bFTFi+LJ3ZDFyVlgeKQbRCqpoDxZFPg4arx0AjN8ee5Tna6LiMN2Vtc+yGCu5VxUZx9HEA3wrgXwE8Xmv9Pq31rtb6BwH8ZwBrAN6klPpdhnauHAXJLOODUVTU+3Pr+1jO2Fd1VplMusm8EPCtqlq5DeYAPpnubWEca0wijc1hmPy9Dx9iAYXnwrP2cnpruMI8f35VVUu+cp+7zOOosTm2pKrVwTyzy6K84GzlXI+jjgssHDm5g7dfcxdO7kwxGgSYxtr6GjlLVWP4yJkBMMuxFweO86pqzCoZZgU+17zbXIyGgZp7PruqZqYXjIu54mi5cVlx2Dxn20ZVtTb3vY9DhcuMF+obXBai4Vzv0DHNJ6Ls6Zb8Xnm9Ydo1NoGjBwL4Ka3112mt7zF/obV+LYAvAfAxAD/usH0rSzFVLfnKuTvFdfymFL1c/GhZwXfJyfEcHKQCV2Z2c98jraqWTfo9GPHKA7b5/6pdZUppWx92M9F1get70CV0C3hwK8zEvE+ryg4vgusWySc/vCePPn9Tc+xY++YN5Sc+P6cmcYWymeV9SoGWKMqrqnWtZji1ky/yaPd4bCGP0Vo7VS64hne+qBcaJQdB4t/TZXqVK+LCvJtJcWTx2q4UR2ZQYDCj3HjSDg9veAvcKo5ytsd5/9FGadeFP6ktrs5Z4nHkXnHEaeVCRzSDu1XVEEVxVKR2qhqAp2utPzLrl1rrG5VSTwHwG+2btfoU1S38E7rkfdjexhofpf5FtYdG0/QV9nVXBycsSquq5eVi+d9zEeWJnjk4VS0Mdidp4GiUKI64q8C4oCgQrN/eV33g89gYhXjuIy/AOftGLOlGnN4armjuccS9COJTCZhkqWpBs08k5tj18FkZaNJVsLzcN0zjPG2hazXDJB0XHnW/g5mx8ySKsZ4qTxdR3Gxr12qWBSLjidS62tTZLEdN3ofcnoEcRzebzLYZRuepTlW1jkypzxjFkcMPYM5ztsZuFEecaZhNcakkz1LVHCqOOIP41ebY1amcPl2zvqkdOJoXNDJeMwXwU61adIZQzLVOvrJ7HHl05xdT6HprRgEzsOBJkyrhLE9JlKuq+aDWKTdhkeJoN0ry0jfSBYPPShmioBCw+LuX/ss16Xefxo8+61L81PMe7rRdQK6S9Pk0mtfYxuMokywzBU1yawNmxVH6RqFqJq2OY3+93XzCZXCBk67GtHLfOo3j7PnLNx+6OU80Fvz4c78Idx7fAQArg2ynm22Mczou421VsWE2DIJscyZQCkGglmI8LWM+D1weTVmqWo3XBlnApjv11rxx0YNpXitcPhtFxZFjjyOPcNUmDTNVzd3n5LRIqEpVqzaPVx6P8t1jXVVNcIMZkeVUQvjoJQT4WT3KtTqL61Pp0lcOylXVfLhCVT4axKRCGkuLhfXM48iHTzEfF+Ptv151R/uDVJDvlvl7HltXVWP6aF0Ee83jN0nTo7+XVLXFxNrTgbVEVxs0ZUVdweOoqi2M0LgwDFWWqlY1PszCZUCEZbHDcEzz2FVdx8YoV2spJIFp/lQ198cvVlXjaT/N5+tsXOT+XyxNyTA/a6WiYkUkRy4Lx5i3x/bEbeDIp9PsTNGjc38gllQ1jv4gvRLmnKdq40yqqhWZqThSSr0Syf3981rru9L/10Frrf+Lk9atMKaSjzOH0+yifL3vfWnXsuwid5EyFKeKo66NTeexx+PIWCBMIl2o5AMAu2ngiBRH3NJ6F2gHC1IuCX5XwY821N1Z3fN3DG0pHD99A+7niI4fNNwhk1S1eviYal1FoXorpyeeceg41tAaFYojtrcvQIqjYRhkCxmbymouVdqc6RU8x0al7PKcfSMc354AyE2flzFVregtyjROxnkfvIiuvIXMo5P3WLEd9Dqfe7PF0PV1c23zY5hV1dykqvlznl2uP+menzqU83Eq3WkdXn5U/+g7nlAY0yRVrci8VLXvRXKtfhPAXen/66ABSOBoAQUJuauIbwVLoTjypGFFI9Hmx6mSP7okT3vhI0oVR12nGcyj3AIaUJ77yAvwb1fdiUkUIwzyndFccUTm2J00sxXF57VZg7mrxXhwK8zEXBhUTZBnwf2Zujp3ucdRC3NsiRwtpBDf9fh56GqcNU1fSfGzR3HU0QyEgkSDIMjUFbsWqWouxWQ8lcF4jp1XZNz7u7M3h/h8+j0VzVhKc2zjmJ+982RqBu62v4tK9/88uhL6LFLidmXSzY3LtVRBceQocOTjHDT7OC3bppEY6w9D5TRVLXbUvirokOX03Bd88UWF/6uGVWpXlXmBo0vSr18o/V9wgLnA4dy58dXjqLgT6geuLwPX5+IMNBJUXSnwaEKxxxw7vWCkKCoboC5nqlr7hZ5DX8LicTtSzbShdaqay8ZUHLerBULTdLPE40RYhDmJ9HlC2dVCxUx3oLGdArcUv+1OcZS80Wigsgo5Noqjqk29prCogpiOTdewyuPITFUDksA0f6VVhqCb0eZ3XHMX/vYjt+A7v/zBTt9jK01rqmWOTRtzTGM2Yd4rgxnmv4A/c/GmuFSnmLf3ViFVrfkxOf16muJyPqeQ9A3L43GUHHXRdEkUR0VmBo601jfP+7/QDvNh5VyI+Xqz761g1j/udme5d+L4Bx+qqkYLUB92SsqTK7pea1ngqNhIMvNcplQ1F30B1+eMHU7KuGicqtaRX4fr9/nT99yAp116Hh5z/7MKxw+zxbrdjrpGdY6/UMQMznoyfFXiSkW78H2MMYn8G0ntQ4GIrgLOU0Nx1DpVrXVVNfdw9VXzFEeDknozVIpN2dpVlWEAuPXebefv8Vtv/RyAmh5H6Vf+4PMixZE/yvI2uFT2mtdk21FVNR833Vz5LtFHGwaBVX+7iHxTwv25y7JDFgWOlN/jfNfU1vIrpW5USv0xZ2POJKKOJ3Tc72OLjx4RriaMXaWjcA7ykdYIgnzv0YcBr9wGGpw2R2Hh/8TupKg4WoK4kZMUmDM5Vc28R3zyOOIoKau1xm/822fxgv/z/j3vEzYM/mgtHkd18HH8qqKrdpr3da44Io8j/vc3oQ2EgWGObVNVTTsMCnJVPkuO7fq4ydeqrqMcbFCKr6oal6IK2Ds2VhlFu6JOH9yVotu8VuUgIND9M8pF3t+1/yTmNdlyVlVt77H7xuV6QikgDN36n3F6HNE6b9FmmYKkqpnYVFU7DOA4V0PONMydQFbXeHMh6tGN31XgzAbnQTbmBTwncawRFjyO2N9yIeUmUN75oY0hgL2Lg3GU/J5k9j4EvxbhYqHHZ45N3/l7HpsGjrjhUAmOK3b1slLQDZ9bSlEV5lMM8Pr7PBTTrviVHFpXeBz1ZI49CoM8cNRYceQf9FGcexzNWURRX3rBwbX0/3zjTN4e95SbzDlG1Kuq1o0ar6DEnZeq5uMNb4HLwAxP4IgvCNIUV3MT+vtBEFhVsVx4XMYNS7qUix5VURwVsQkcXQ3goVwNOdMwJ3TdeRyxvY01xYHSj4a5MhLnVy/wKz+S6kq5x5EPQZdyG06ng/lZm0ngqKw4yjyOBmngaAkkRy5SODkUR8Uyxs4P7wStdWln1SZVjaFBBhz+UDupos78mPlEKF2sWx5TqqrVo+hx5C9dddvmgqjscZQvSrtpDKXKDcIg83OxmWO5nDOxLHZinvF/XtoGncdfesGjAKSpatyBI8ZzR1BgkYN6gaPka1dzRmDGuJiNFz73ZouJHD4bxVQ1N+bYPtoluAq2aa2hoDAMFSKHRptcxQAAo89b4OzIqbBcRmx6zT8E8HVKqS/masyZxLSgOEq+cgyURcWRP/joEVH0g2jeqM5S1ZiuKC3Ag8AvxVF5wN7aTfLOz9qgwFHx91RJZ2O0TFXV2i9IOSYnkaNng5Nys+xS1brZPXd56nZTw07ycUmOnwR+8io59d9Q66SMungcLabwiPn5OADorgiFWflmr+KI//1NslS1QGVtmFrsgBe7T/8ubmQE6VxCXUWV4pCCgHQ/dbGQ4kzz64I6w08fiqPKVLXshazNYKUwf3edqjbJPY7azK8izsVeQ+jec3EPKpWaYztUHHFulNN9slBxlL5aSJhXVa3MbQDeCeADSqn/B+CjAO5ExdnUWr/XTfNWl6ogBcdt6aviKHKwQHaN7xJ1wuWuShWmT0qWg+/DGSk14fQ4wmgQFKqqmVDgaG2wPKlqLibLHIEjV2o8TsrXt1EaAtM9wtHHk+KI7m8gVwo2qZIzb+EoFHFpoMxJV+O/2W9FESmOiubYXXW/x7cmAICDG0Mc306+b2yO7bHiyPlxKc214nflAFwYKP5gB8Mxy2Mjpwq5TgC+q4CN+XxWVlVbAY8jzr7u1I5pjt38OL5NQWmzCHCXqjYMA0w4PI44+lI6pqSqWWETOLocyb2hAPwPzL/Pwjm/E1AcwLjMbIHygs+fO7/K46lvimlCzY/DrcjgkqoTeaqBX1XVym3YGk+xOQoxHFT7WFCq2towSDt+Dz7EAlzcgzyBI/N5dX54J7Tyr2CfuNNXd2+0XaE4Io+iJrEfusaSqrYY7Wis4KbYNv55hoaZKpbcSF1vPtx+fBv7RiEOrg+yPqC3VDWGzxy5WumVyNZQFc9/+TyGAV+qGm+As/h/l2XDAftAVNOUYlvM468NqhRH/ijLm+J6M9o8FyfMwFEbxZFnHkfFccyB4ghJkNllqhrrPZkFyxelqvlzzXzAJnD0Msi5c0bVQoznAfFTceSjEqrYpuaN4v44+eDDu/MYBCqLxPsQ3Cu3YTyNsTYIMEp9CibTGYqjMETAWD7YJS68vziulesJBgflz10lyZ8F9yfikFvvUODI8OmIY11Y+Nm8X+aPJJGjhWgPx68quq7eqrWeWVXN4VpiLnce38GFZ61DKZVVzbLZAXe52cazS84z/tM9XaU4PHffCECyCQMk17TL9CpXlNvs+jPYBqJUR/Mr8/APu+DAzHb4tLlsi+tgvnkuXG30N1XPHN+aJOr6kVtNBoe6MgyUU3Ns1uJR6dfFqWrK23lvH9QOHGmtX8rYjjOOqODx043iyCe68l6wIXY8yeb6XPypaunEX6l8R8yDi1RuQpRWfiODy/JgRYqj0SBAuCTmdr4qjpYv6NYsVY3rU+YiAXfvQAo7s6R0FGuEpjeZxfvlFdmcNXFlWYbUTaCbgH853aHscZQ7RHRzpt569Z348kvOSdtA3jwWqWoO5wEcn5g+iutLO2/Y+MmvfBgOH1jDC774IgBIx1PmYAejWuvFT70Er/zA550rjt533VGr13dVzYyu1e9+6+OwPtwbfFiFqmrFNUX7DzLrXLRRHDV9Zh73srfj0vP3453/4xmN37u6Peb3Di6+UlgbBFapwYvgVGnRtVyUViqKoyK1t2SVUg9SSh1c8JoDSqkHtW/W6mMuxLh2kAB3hs+ucaXucYmzqmrMH4dJqZ5BA7BZVc2Ha1QesKNYIwyNXeUZqWqjQdDJDqkLmkxKyteGI0AWV/RXvtEmVa2ribtL1UVsPKdEpJNgKmHzuei14nG0GB/Hryq68O0rf/w9VdVU9es4uOWeLWgNHD25m7aBxob6b64dzQOSYzEEP2jjyPWB5zz/68MQ//XpD8nOJ2uqGjWE4fB0OX7uax6B9WHg3OPoZ173KavXd52q9uBz91X+ftU8jlx8kFmHaLOJ1matd/2RU43fdxYcmR9rgzBTQ7sgT/N3dsj82OnXRTMepdRSB1VdY1NV7fMAfnzBa34sfZ2wAHPA4izR6Mq3xzU+qj9cLwbYPIiYI0e0uA0CleX++nC9yulStEgmxdEej6MowiBQCINEOcVphOmKJgu9qo/lesGiPayCWMaJOTYzLk9d1XWPY51WQ2xyPApEtWzYEvCH/34dPnjD3Y3/3vEahY0uxv/y4qOsOOoyEEnVj77ty5L9Sxob7KqquV9MuYRL/WmjOOykqhrDMfNNsUQ15VpxZH20LI2T92Quura5x5GHN3xNCpWaHRyv6lwkpeabHz1iUgs2xdU4RudKIUln3Z262yHjFFbU3SxT8HfDtA9sAkcKiwNzQk3MzofT48jXnOWuvBdscNaJMp/zfMeR531oYhoqeKU4Mj/vqd0ponSRTObAe6qqTeLsd0kVmO7a2pQmz8W0QsbiMscc8H8xBRSDW4CZKlPjb5mfWY48/apjRTpNVWtgdpoHjlZ/mP/dd1yL7/izDzf++2V4HgD36RvE1niK33/ntRhP4z2eQJQWRl5ZdDd1MfGmrvCB52wCyA26bVLViia77drM8Ynz4hg8QY86z38Y8Ac7OD2OwnRDiXPTtg6d9bSLFsgdqgK5cL7xm3415xEbw7BVP+bb5qXrc6ZUojjanTAEjhj7gzpV1YQcm8BRHS4AcNrxMVeS4gKRAgHu8XVn1Mdyxs4WA4wfx7UPUxWmuSnl/vow3plt2J3GFR5HZcVRHjhamlS1Bs9F1eR3Z+pOKgz4+byWaaM46iy91OH7VD2TUdxcaeXDM74sFK+jvyeOK8D1/739Wvz+O6/Dv3zy9j3vQYuG9UH3qWplZcWgUaqau0kT52LH9aFtFEchY7EJzvvE9DThCBzZLr678pDMru2M36/Curho/9H+eHQ4czzdHA3aKY4YgyBNcDU+mH+bKI7czT8zTzdnR9zLoj5PwZ9r5gNzzbGVUt9T+tHjK34GACGABwH4bgCfdtS2lcbs5HhT1fzcGfWxXVy7sy7pwrPCrKqmPFIcmZ99exxlRsCZx9G02MbxNM4qTi1LqloTT8FxhSx4azfCwfWhgxYluJ6UcVBeyDQyx2b6bBxy66pAaBTHCJVqVCVnXlUloYiP41cVXJXMbr13CwCwMQr3VDPaTv0tqAJQH/4pdA8PKFXNxhy7ZdyoOFa6/9RcxTFsFIfdpKq5f4NYo+jTxKTaqkvXVdVmCo48KoLSFNdzY3qOh2GeenXWxrDVfe/b5qXZLbpom0Jijs2SqsZw6mqnqinl7ZqwDxZVVXsV8mdQA/j69F8ZOutbAH7FSctWnGJ5R773KW6e+XPjRx56psSO5nucH6cgo2c6cXRvDgLVmXljHcyPuzOJEKdpOaMZHke70zgrH7w0qWoNFqRVgaMTOxNceNa6q2aBeS3khPLExy5VjZdsEHWqOKoKHKVKwQbvl0+i2rfNZ1wEkJfgcQDAZ2p/z+kxAODQ5nDPcbPA0ZACR935p5R9uqgPsPGyaZu+UQ6kuSazNnB9XPI2rJWqxr8Rw3HuIq2zeyMMFCLHk2/bNncVVKXjz7q22XjhdW82n4LHkctUtXRj8ssvOQendqftqqo1MLbvTFjQ4jjm3ybm2O4DRxxPySIlHiGKoyKLAkffl35VAF4J4I0A/rnidRGAewD8h9b6WN03V0qtA3gvgLW0La/TWr+k7t8vM11VZfF1Z7SQctVjO0y0q06U8QO5NgCsgoxEwyDIJll9ewEAxeuzPYkwzRRHM1LVCooj/3Z7qmhyD1bt7hzfnjhqUcIypKqVL69dqlo3iyCX92DVoWKtEQTNFiSm0nCVmTiQ4fg6rpYxAyYu25n1tXrvPb09TgJHVPY79zhy9/6zoPcop6pZmWO3HGO3jYpCHB+Zayy2MccPFb8/EMfRY62z4AlHul3zVDXec7lo3OkynZQL94qj5Cv1IcMwaK1Sy1PV6h/DZWn7MsWNhfbHSzyO3KaqcRqKLwqoEkot97PhmrmBI631X9H3SqkXAXij1vqvHb7/LoBna61PKaWGAN6vlPo3rfWHHL6HlxTNsWkLyf2d6TBd3yk+ljN2vRjgWGA3UaTYQrL+Yagyqb8PgSOzCYVUtVnm2NMYo0G+670MgaMq77NFVAaOtlwHjqq/94m9iiN7Cz+uoBiHL0m14ijx/WpSJSdfdK944MiBysBXJW8ZLsVRfsxy5TadBU42R0XFURczkKy6DwUHWiuO7Nvw+++8ttXfLyJimi/aBI678AzkmBfGsRE4Ct2rptaGIbAztW8X86OxKCWnj3RS1xTmqC7m75o2UClwlCjw28yFm+xZlJX0Lin33U0x/9Z1VTVOD+C6vm6Sqlak9sxaa/0sx0Ej6IRT6X+H6b8z4uoUUtUYzb8Kg7tHC+di5RI/iArjTotOlPETRR0otUxzbPIPcjkQNMU8r9uUqqYMj6PSgnB3GmXm2KMwwHjqy502myaTkqpUtdNj+8nrPOIGAa2uKZ86m7gR9yfiWOtln9eY9ERaF73JLI6Xexw5aZ63TB1MxLsoUuCCquqtTo+v9R6VJCmOMo8j+l2HiiNaICulMAiU1TVvq1ww0zR4SkjzLKSsU9WYLijnbVLwOFLKKqBYh2c87DAA4NMv/apar+8qqKoXLJCbbDT4hmtVNB2BNqAGqeKoVVW1Bn87YZx7u7re5lRkfRBiPI2dHZujIi1R95AK/m6Y9oHrqmrWKKVCpdQnABwB8A6tdfMauUtEV4obbxVHjncHXFCYALdoE+fYqzsIBFIAZhAkRnfJz/oPHJm7NZNIYxoli+RhMDtVjdq/PgycVxrjoMnEompHihZvrujClL0t5d1jK8UR84fimPxU3StxqjgibN6uvOheVVwojjwcviqpVDY7JI71nntsJ6uqlgSO6H7qYuKdLZCNnw1CuwBBE9Vnl/CbYy9+LadnYBZkZzh2FOsseMJhjh3HGg84ewMHahamoHPNfZvR4VdZcVRUz7Q/Hh2DAo2jMGidotnkb10HN02KSvL276MUMl9RV5vNXJ5uJosVR8wNWDIWeRwVUErtA/DDAJ4H4P5IvInKaK31Q+seU2sdIanWdgjAG5RSj9FaX1V63x8A8AMA8KAHPcimyd5irvU4XeO5PA7a4mMFM64caZd0qTgaBEHmH1Slauka8/pEcYxYawyCAEGgMBoEe4IlO5MIZ22OACS73zuOgykcNDGN/7P33rjnZ6bPhgtcT8o4KE98mpal54BjMVS1qCXfr6DBSsBm4bjMuAiCd1GkwAXcQZBY6z2pXZMoTu7BgFQ/fO9fpmqBPAwCO4+jlvMA8/5y/ZG11sZCynHQo5SaMw/VgccRxwRHa12squbYHHsS62zOVAdS+nCfyropOR53ZQuJHK916Pkic+xBqBAE7SpVNlnrcc69XdlzmH+7lm4Y7E7izOeuDTFToNw8drjgwVBQ0Oh/DeQLtQNHaWDn/QAeBeAEgIMAjgMYAdhIX3Y7gEbmGlrrY0qpywF8NYCrSr97BYBXAMBll122xF1bTmT0Pt255vtz6nxciLqqysD5cbr0OApDlaV6+aA4MpnGGlGssT5MOvxDG8M9htDHtyd40Ln7ACQVflwHUzho8rzeeWJnz8/cB478XyiXu1G7qmq8n4nOmUvVR9WwEaeBoyZlnvPFxWpHjmyCCLOIuOrcO8YcL1x24XSHRLEujuXQmMRx4dnrzuEoXwiYj34YqmxMq0PhPDVotKloc68Kcnu84rHrP/9hFx5HTB6RmcdREDhXHE2jOEudr0Me3+cef9L3m9mOLp9SHrTrtU56iLI5dpu5cKYWtGhfV+tDN4qjPEshMciup7ybB2eqGj3/Yo5th02q2i8iCRr9FwBnpz/7PQD7ATwFwJUAbgDwyLoHVEodTgNSUEptAHgugM9atGlpqVIWsAyUniqOfEx9cRWUWZRP3oZixReeMzfNFEd5xTJOg766mPfMNNKIdN7hnzUjcHTWRhIbX1+WwFGD5/VxDzi052eu1VU+VkEsU574kGl6HbpKFXDrcbT3YJEuKo5s3o4Ot+qpatSXtfmYTZSBfWAqKrjMscsp3tOoqLqgRWmXHkfmCnkQBFbpiW3V0AXFkePeknM+l6eqLn4tp8cRwaIwMOYMYeB+UT6JYqsUaTrX3HHo7LGYlapGr/O4L1uE601VOkSYXk8yx25z3ze53zgviSvnC7OfywNH/qeqZRsNCzo9pfyd9/aBTeDohQDeq7X+S23MFFKD6w8B+FoAjwDwCxbHvB+AdyulPgXgo0g8jt5s8fdLS2EnkLG37iK1qQk+BrRcR7R5Jj4dKI7SSXYY5IojP1LV8u8TxVGcyc4PbQ5xzKgkprXGiZ0pztpIdjzWh6Fz3x8OmvQFP/s1D8f3PPnB2f851FU+KgTLlD2O9q9ZZWID4PtsHOnI2cc1jhmlVYNaKY4ctY+YRLHz6kVtIPWJjSKtDHe1siruOL6NIxXqwnlwp9TFWu9RwUyiOEvvALpOVdu7gzwMlZVCrO0Yy5mqxjn+Z6lqNSKqSaqa2/cvw5WaQo99GAQMgSNtpTii3rYrxetMc+xV8DgqbKq2h+4/U3EUqHaV+DKRgMUhOMcXjv6E0tN2HXmK5lXHnRyudOx6qbmBUt4q7fvAJnD0QCSqIiKG4XGktT4C4N8AfFvdA2qtP6W1foLW+ou11o/RWr/Moj1Ljdn5cHoc+RigAcrmon40zGzTn7/vRjz+ZW9vdBzOT9PF9aT3GIYBRh4pjsyOexrFiOK809+3NihUEju1O0UUaxzaSD2OhiF2VlRxtDYI8V1PMgJHoxBbjObYXS2UbaFT99xHXoBf+NrawlcA/H1jtmvm8I2qjhVrSlWzV3lkSkOrhc9ivugX/g0vedPVTo/ZBgqMt1FWTRnTkWbx5P/9Ljzx5f9u9TfsVdXi3OMoSHdlJ5EuqC66TIKpUs2FgbJKT2w7xnKmdXMqtelz10tVc1/KPod3oZwpjpR7xdE0jjGw8DjqzBy74rkwyauq8baDE9dBEFqX0BxzEAStDdWb/C3nNXG1Dit6HCX3v1ldsg3Z+tjJ0Yokqat128HQgCXFJnC0BcBcjRwHcGHpNXchMc0WFlAlq2R5MDw0oQa6Uc7YYrbpr/7jZhzbmmCrSVlz1o6eX0GWeRwZqWoTD0rZlxVHZgWpcmCI0tZIcTQIlZNqStxEDa+vqZ6oSttri4/Paxlq4zd/6f3x/V/xEKu/5f5IHCW0s2tiTHyi9JnIUw8sFEdkFOnQHZvGn1d/6GZnx2xLXaPYOscA/N6lZ6+qpvPAURioNFUtxqigOOoyVW3vtR2GASY2VdVaeqVwehxxmp3nwYXFr+0kVY3hmKbCYMChOJraKY66ejYWqUm78lripHg/tv8cdDi6nsNBkqrWJi6cexxZtaT5Gy7A9bwuqarmVnFEG1ositlY19pAUkot8ZPhHpvA0a1IVEfENQC+Qill2qY/DcCdLhq26hQUR4yhzEKE26M738cUuqrLcM+pcePj8SvIeM4c7c4OAoUw/TeO+lfrmJ83ijWmRqpa2cOIAicH08BR2DI3vSuKKWH122t6ipy9OcR9W83v2yqyGIXHud4uzJ25VXwuj191rDhV4TXxODK9zVxhY0rcFS6GW99LthNFpSDP8ektJpHG3ad2ce2RUwXVRdDhorQq+BEGdqlqUcvAD6fHEefjZFdVjddiAeBbKNLwEHB4HMWxZVW1hK7MsWcrjoqvW0bcV1VLIJuGg+tDhEG79VoTo2dOpYsujA/t30jBMMd2oDjSxvjCE0iuGThKGsPQguXEJnD0HgDPUPms/B8APBTAW5RSP6KUei2AJwH4V8dtXEmqJOQc9+XUwwAN4GeVpqoB4Z7T9gtwzklAF8GPfAGZdA+j0M5clAuzBZMoTowus8BRUJDGlhVHyeJBQ2uNm+4+3VmbbWk6KTEnq+fsG+He024VR5ERVPDleS2zaHI8/295PxNdVu6qahRMbeJxRNfYpTm2iwpmrnFxDZoqA11gc6+a59/pBlV6j8Tx3vP5yVuPVXocdSH1rwoeDwI7tWnba8uZqtaFH2ad5z8M+FLVuBeKFBhrm3ZUxTTSVoF3yujsTHG0yOPIv+66Nubt6KKPp3725E6SdfDgczdb3zNNjJ67S1VrTlWqmgtzbG5rDtPuYh4+b5j2gU3g6K8AvBHAA9L//2n6/68C8H8AfBOADyKpviYsoCtz7NjTndEmXi7cVA02957etT5OZx09szqCJv/DUPlhjm18+CjWmEQxhmmnvzYopqqdKAWOgkAh1sCbPnk7nvk7l+N91x3tsOX1aarEMxdq+9cGOLXLk6qWmAQ6PbQz8oWP/d/SR+IqKEb3rstTV11VLbnXm+wgl597F0wbLC7fdvWdePOnbnfWhjIuxkFTldLFjNIMRticUnNuwbHpEOm95tgAsLVrKlQpHac7xZF5Bw9Du5Sk2OhHmimO+OY2XVRVq9MHhsp90KUMy0JRm1XVgkb90zwmka3iKA3A9p72141JNyeu04fpcN/0pQ/A07/oPDzt0vNam2NHDSJHnPdGYWPBwdsolczFATepakXhg/vzENf0OFLwZ53qA7XLzmitrwTw34z/TwF8o1LqSwFcCuAmAB/VWve/wlwColgXVBAAz4Mx9TBAA/BXe2mC61Q1DrrwrDI9jgBgNAidldZsQ9njaBLFWdW3jVFYkMZmiqPNNHCkkkHis3eeBAB84pZjePoXHe6o5fVpmlpqTlaHYeBc6UHnPgyUt5PLLLjVItWKqyviKIBQ1W9GcYxQoVWqmlvFkX2/8YOv/hgA4AVffJGzdpi4uAZtfXBsObWTe+0lqrJwzqtzuM2x41hXXuM7jepvXVZsqqqqFgbKSgVE1zZR3Nq3ehLF6Xjj/jNrxvuOjl2rylCg2NLmOO8Tc6EYKvc2EbaBI3T1bKRvMGtsXAXFkftUteQgT730PPzIsy4F0E6lVlUQqVY7GK9JIaDe4o3Mvmh96E5xxO2tGWtda76YeBwt8cPhGBvFUSVa649prf9Ba/1hCRrVJ4p1VrHKdZ61SUHZw/Yu9pjzOF/aVbUQa5Sq1kFHPwj4lB8UdBhmqWp2E28uilXVdFr6Nmnj+iDEOIqz87MnVU0lQVoq0X6qien5DE7vTnH55444OVbcMDBoGnIOGFILzUWFr5NLOnXNUtUcN6ZElAWO3L1R1bCxO4mTcriUHmSjtCgsmN3AObY1xUWT4jhPSenieThpBo4aVgjjMcfGwr4m6DByRMEMsw8Yhs2qqjXt68wNDdebYlVFVZwd2yZVLR1PeWG4Xw0zXA7F0TTWVorNLMDPfCoXmmPzvn0ncCmOzHMTtPDKbJoCyxmwcJ1yrZCbY7uoYpxXeOaZd1IxkUU0VZ+uKu5miIIVsc4HmGzsYrgxpx0EGpqgmSPJTYgM40Ti3kYeR3wUKtgwvUc2cQ5JcRT4kapmfOAojjGe5rt7tMtBg9Xx7QnCQGHfKBnEgtSTgfKvXX6eX3jDp/G9f/lR3HD0VOtjNd0AMhf7HIE+czHlq8k49SnNBEe8n6mJt8HiY+492s40wvowbBQ8o8W1y6pqNtWsgG4CTS7uX3OB2MXTcGInTz21WexyewlGWmcK1d/65i+ufA3dTV30G1VeLrbVs/IAarMx1tzQcP2JOYuK2KSqBQz+QGW4FAa5x5F7xdHUuPZ1aFL9sgl09Jnm2B1WPuTCVMC5OJ+64nlIUtWaHa9YqMAXxVHyYYZhu3kdt8fRIAiYUtXqKtRVJx59y8LcVDWl1Pc0OajW+q+bNefMwVQccZRqJoqBBn/ufD+rqmkMgwBjY9H9ivfeiP/1NY9oVKmJ53omX0NGk+JJOpjQjvowDLxQHJkD2zTWGEcxhoO8qhqQBI72rQ1wfHuCszaG2XUjTwYazCgP2wU337sFADjmoJJZ08k4KY4efO4mBmHQKEVoHmb6hi/Pa5k2iiOC67NlHkfMiqOdSYz1YdBosW4GB10RWSrfXJXwnYcrc+wkWBt3rjiyCYKYShuOLjxOU4YB4IKD69nPf/K5D8u+7zINht6iEDgKFXYs7is6T2HYbIydRDHWBgFOgsGHiHEYzlSltcyxeasBAzx9cRTnQZJBEDgPfo2juKD+XURXYryF5tigdvg6ui/GdWA660sMzVHYohJfMbBl0Q7GS5JlF4QBrvrCCTzjt9+N9/z0s6yPY/a7LquqmRkWDgRMe0gUiItfp5Q/lio+sMjj6FWw69NU+noJHC0ginNfEs7xt4vUpib46HGkdTLJHJc6qHtOj3He/jWL4zBKS00ZfQfvAfijOIpKgaNJFGOtpDjazhRH0yxNDcirqu2mv6dUAhdQANhJTnfDgKpSCq/83svwmIvOwis/cJPzVDWa9AxDf8tL0H3bJG5EtxbXs0uTWpd9PbXV/Lg7kwhrg7BRtR56vlwGjqYWK90/ufwG/OZbP+vsvWeRpyA0/5xxnCsXulhsnTQVRxYRoKa73DbHn2SpzQr/+INPxnuuPYIff+4XZa9RmfEuP7nqsFhVzSZVLTbnTA3aMInibExw/ak550107Do78Mtqjq21Bl2aIHCfbjeNYqtU365S1arUMyYr4XFkKI6deBxVBNvaeBw1TTPlVGqa60MAuPmerVbHU1BOzbGzOUmooN3WewGQKhBrTBhXIZXTJXXMsacA3gzgGua2nFGYqWoRw240MWXYRXaB1sgMJH0h1tWlVI+c2LULHLlsVAlTRs/1RmWPo2FYVGH1hfl87E4iaA0jVY0UR0k7j29PcNAIHAVpitUOQwCMglAugjVRugMSa/vJz7MfcQGAJLgziWNorRsp5aqgAMCgpaSZE5sd8z1/67ox5rF1XnnKqeKoovMkj6Mm1Xqikim+C2zSqn7/ndc6e995OEtVY/I4et91R/GWT92B3/imPPWr4HFkozhiqqpKd0gU62y8GIQBnnjJOXjiJecUX5stSvn7jap0K1svGzOA2szjSGN9PRmPnCuOHHuSFI+dfK3z+HMEXcpwBGQjnXscDVgCR3YeR12lceabDAvMsRnee3sc4Y/ffT1+9NmXZvM0Dgo+jA4+SdUR2lRVixr2xZx3BvWLVobuFZifZxgqBMp1qhpPhkVUc46sxOOowKLA0XsAfAWAbwBwPoA/A/CPWuudeX8kLCZKJ55KNU9PqQPtjCrFl9rUhOTzJwEJX5oVaV1Qojzv0RfgbVffhSMnd/AoHLQ+HktHlwUC+VKGsqpqvnkcGU0gZdFwUA4c5R5HBcWRSnKU6XO4vDa0u+ziHEWxxiBMznfTyc8wDKA1HctNECAzKWSQ97siXzT6FSQv+FYxHRdIrtE4TZNpshCg2HBV8LwpNkqPr3zUBXjzp+5w9t6zcGaOzeRx9N1/8REAwK9+w2OyCb2pOLJZ7HJXVdPaSG2e0dfQvdjFJhF1TXvNsev3zbkvZLMxtqg4cgstWhVp+10eu0KtNYuwZVnyeXDOU6dRHvANGAy+x7bXviOlDx1+dqoaBcHdN+TVH7oJf/Tu67G5FuKHn3mp8+MTWYqpo+yKKpVWG8WReW5tbjtWxRFtRBt9d5sNR6WS+deao0rMUcu+eBGmcngeCn5ZvfTN3B5Oa/0sAA8H8DsALgXwlwDuUEr9H6VUtROiUItIJ2UAzeoUHP3DNHWNV55lmES6W6l/HeK4aDJMKqPTu3aSS85JQMwcgQeKhupAEhjxzeNoe0KmfsXA0e40wnga45O3HsMFB3KVWKCSQYg+h8sJY644an+OprHGsOXCnSYBLivGZAM4U3ULF7RJtcpT1Vy2KIGrpGx5QknS8PVhaJid9q04qv9MbJVzhJlw63EEtg7/9G6uMjIVRzb9jBlo4FiARFpjki4QZi2YleGgwk0e/Mh/NggtzbELfZ19m82S7K4/ce415z5VnT53ncARpzk2HZVnPpynkrEojppWVWN+NqoCqgUYFUf0LNx1nFdvkPm5KldzlL0qrTbBxqKvq4XiiPHWIA9Cc91j+/nuPT3eo7ZfGwZOqqrFjoOBe46v6813gkAURyYLQ+Na6+u11j8L4IEAvhXAhwH8NwAfV0p9RCn1X5RS+5jbuXJE6c4Ht+SXqkj4tQdPueZ+VXLQujjon7tvBAA4bV26nfN6Jl9ZPY6ifHIKpIoj3wJH46JX0Xr6dXsc49+uSlQLF5+Xd0vk20CqIJeP3MhhpbYobv9cZAooh9fM3PnxNVUtKpm620ATOZb0CKZ0IToUHZ7SNNeHQbZwtnk7jrRmm+Dlqd1iP+uzoqHwnLY+WjXm+Ti529Acm1kpGMU632iYsWBmjq8VyPumosfRxCKA2dYkfhLlymXXnzmyCO7YYlNcoE11qbpw3C6mCjcIlNPNFa11pqSvS15VzVkzKsnMsXtoBym/T+zYzqPtiI3n1kmq2gzFUeNUtYaKI871BN3/ZqaFzTOhtcaX/Oo78ON///HCz9cGgRtz7ApFlEuSVLXFr1Pw16KhD2r3cFrrqdb69VrrrwbwUAAvB3A/AK8AcLtS6slMbVxJKNfa9OPguC2nkX8BGqCbibctsS7m+p5DgaNd3gHPhtzAku89ygvIYagwmfZ/lczxjHYzSJ2zOUqybk+Pp7jvdFLd7Fsve2D2enrOdhlS1YYOU9Wmcfvdagqc2KQJLSLPhfdXceSinDyPIavxvcPj0kSG7jt6JooeR/WPx1FVrVjVa35j7j1drErIFax2seA1F6Bcz4MZODLPjc3EPk4nxq53bLP0M0PFOWvB3ORebEtBcWRrjm2qeizbHMe6smKuK2IjndT5sS3mFmHAa7EA8Hl+Uv82CNwuBkl1YVN4I+hobr5IcZSnJjGc84gv2GlS2FR18DGyELTR7Da+rPTs2vrldFU8ibBRtNJm1fuuu7vw8yRVzYE5dmkz0H1/Ws8cG55l7PRNo+Wn1vpmrfUvAfgBAF8AsB/AYZcNW3Uot9Kc4HClSWQeRx7d+lEMNnPRptC5Is5JU9VsUyhY017MnF+m8zaN4+yeAYDRIPROcUSLqo1RkqJ29r5kV+vIyV289F8SH/+zN4vm2EC+uHap8qOBx2zfB6+/G0dO2EuzC75EDS/w0GHqHJHJwD0z2TdpE/jI1TsMqgza7XWcLkS3ME3Q8sCR6XFU//2y8+dwgm+mqh3bGs983d2ndnH9kVP4yec+DOenKaZsgSPjejSFPAoBPk+WU8YO/d2ndrPvbYIgZOIdKLcKLjp1E8Mce1YZ8ib3YlOqfHoGoaU5dsFH0K7NpGzKFEdWf72YPLjTb6pa2CJlZxFBxXjqCtPjKAzsvK8WkQdQ/TPHzo4/P1ONZU65MyV1OO/cIU9Vd+OHUzUetknRLKSZWhyD89bIi54YiiOL8cX03gPyAOTaIHDkcZR8pU0J1+ci1rpWf6cAiRwZWAeOlFIXKaV+USl1I5Jqa+cCeA2AK103bpUhj586pU/bkAUB4E+ABkgm29luiydPZKx1QXF0YH2AQaD2pFAsgj4NyyLUsRy3CrNiEJAsCLwwxzY+LqnAyNuI1GEfMHY+zMGQggm7DKlqVUbE3/HnH8Z/+r8ftD7W1FLqXgVVw3MZOMoXh4FXJvsm5sTMFl366hL33gvF45IkPEtVG4SNUtU4FEemuucv3v/5ma+79d6kDPCjLzqIH312YqDK1ec4McfWGmHAExwgzIn33ad2s37GxjcqjpOJcZAWB3AFHWo8jSsXHyZdpeMAxV19YmAZIMgXoPbvX1adOE9Va6GGWoRVqlraR3Ckk9L7u1TMEoniKMjex2XzzeqCdeGsZlbFrK6dsx27JT9KLrT53Drq4wEU1mhtTOGLqXT27eCAjm0G/W3Sek+W1kZ0lPWhW3NsruyUKEatNXgivBCIWk+yUipQSr1QKfUmADcBeBmAkwB+HMBFWusXaa1v42vm6hGlEzpzks7jr4FUPeJXwDQxF/VNcVTsQNcHIdaHYeMFDIeUm2sRahJFxcDRmi8eR4bRKwXzNlPF0eZogPVhgGuPnAQAPPCcjcLf5qlqye6Xy8FYlRbpFLD5wrFt62OZ5XybtnCY7uyVDQvbkFVVC4NOU05scBL4YFQJuvYlo4kyTdB2DHNsZOlB9koLl34C5vvfePT0zNfdfixR5110aMNplcIqXAQ+p7HOxgquftjsc+8+OcaFB9cB2FdVo+qtTtVuaRvG0zi7TrMVR92lpNN7FBVHlqlqpuLIstGT0rlwPacrtM31sS0CZjSecsxx6P05FE1RHGfXZhAqqyDsImjBPes5qKJJEYMm5CrLGc8o+PqyzFaAOXBUrMDV/oNUpfe1qaqWBWksfSJZFUfGhmD5Z3U4NcO3am0QZD6kJn/wzuvw7N+5vPb9ns87eZ6TxGt38esUw3svM3NPmVLqEqXUrwG4FcAbATwLwF8BeJLW+nFa6z/SWh/nb+bqQWlRLtMCqojiOH0P+0DDkRM7eOxL34ZP3+b+EpseR74wLZVSXR8Gib+PZdAkS3thmPiYKUN8qWrFazP0rKraMAyyAWsjVRwBwDmbo2xx+oYffmrhb4OS4sjtIFBcpLepJlHwOGrYRFIsuZThTwvBDz8H0GlFhZC60P3AsbtH3YBrXxI67jiKobXO7ru1tubYDsck83yenaoCq7gvTWM7d//Iqdl8dZscHKMDj76J0Vfdc3oX56eBI5uA8DROlL2BYz+X/N6Lsl3nA2vDytfmgXX+fqMqDXFonaqWfG2i6slT1dJxybXiKOuH3R4XWBxcMKHxlCO4kymOGI5tzm1cG3zTHMkmQNKVGm9BphrrM0obGtyzfXPjyMWtkxvR5z8L0g3bJucpa5+lTyRnv1nlcWQzfy3beNB9dGB9UJmp8XvvvBY33n269vUpV8p1rjiqm6rmmfCibxb1cNcD+F8AbkPiZ3Sh1vr7tdYfYW/ZihOlplymTI6jfzAVR7a3/luvvhMnd6b4u4/e4rxdseb3iLAlinXB2HB9GDYKmtDCmkOZkU1qmaoMAMXgBZBU6fIpVW0UBjg1LqaqAcA5+5OF6Xn713Be6k9F0GNGsmmXO6WZUWx6zO104G0SF3XhnZKZdbusqmYE7WzTn45vT5wYJdZ5L6CdcTxHT1RIL3X4BmYg4MT2NLu314ehsZNtfzynqWpGA+bdA8e3E6+EszaGeeCI2eOoDVEH4xcFiI5vTzCJNC48mPRpNu2nDaokLce9AnE8jXFyZ4phqLA+7D9VTVcEP8LATlmSLVYa+EJOFvg9tSVPVXPvcVjlDzUL6iM4Au1deRwNLO+LOsem49YlV+PxPhxVSrxCO0qvcwlt8nErlel2cbVBU/U8hC0CprHx7FopjqzfqT5VFTF/8Y1X1f77WWujgxtDnCj5H5nU/fymigzgqVJZt4qkJ8tUL1g0xVYApkiqp/0ygM8opW5Z8O9m9lavAHGcLHA6URw19DiiVJv7H9pY8Ep7YiO31JcHcloKHK0NAgzDAOOGFcVYpNYFxVHy/bf86Qfx6g+5e+zKarDhwC/F0cDYsSFzbAA4ezMJHD3v0Rfs+Vv6PNfccSI9lrt20Zmi670zLhqk2pCkwLTzTqFFi0uPiCjKZfg25+7zd5/G437l7XjrVXc6a8sszEVVUzj6Ip3dt25MOwnzOnz48/fk5timx5HFO7qoSrenjUa3Mc/z4MT2BGuDAOvDkD1VbVFp6jrQhgxx5MQOfuq1n2ylNiTosNTnkjH2BQ1S1XJzbLd+LmZFvxPbExxYH85Og+locQyY6SX5z4aBwiTSFukRyZwJyr4/IJXYWqo4cp3KRc9TEDAYxabHrjMnzVLVGOY49FxxeBwlxSdSj6NUmeIq8NtEcdREGdqEhQUBGNtBmwLcBuCFubGD42V9SVAROGrwWUzlsU0DOU8bPb/me3zwhntq/315XUBn6uD6ECe2ZweO6vYb5fR512OI1vXmOwr89+8yMajxmiGAB3A35ExjGsfYHAzY07UibXgcWd735DtxuKTecNMuY8fW+dGbYZbRBZKd+1GDoEmWqsaR9mJIS+noV95yDE+85Bxn7zEpeRyNwgCTSCdGqz2mF9JnNydmZqra4bQa0yMuPLDnb8u7Ci5VAnRoGuS2JtM97axLoapaQ+h9nZpjZwO4nfPkKGsL/1NuptPZwvnMmhNal8c37+Hj25Ps2Ac3BrgziY9aBQvYFUeT2ffjsa0JztpIUp0o4OrCXLMKalKbKxGVUkp/+nWfwnuuPYoXfPH98MyHn9+qfWGgEEc6U1wdPZmk8WWBIxvFkbGj6jZNMg0cRTHinSkOrs+eSna1OE7alXxVMBd7Qfa7Ol1rFCeBEQX7e4QULKS+ch1YMVULY5d5VihWf1xEbo7ttAkA2qk6FjGN44LiiN7HhYJ7WjE/WYTK0txbv/1cslS1GR8z8zhimI1T4IirCh/h2saBnodyqhrQrC8rptJZ9OEdpKqZ72GjZZitOBrg5M4UWuts48DcVLFVHGWpaiyKoxovbLB+XmXmBo601rxuZmcwkU4GX/Mh5ZC8kxeDgr3s+vZUccQhioqN6hY+PJBa6z2KoyRVrYHHUfqVY6A05bPmYtelci2KNUJjIkXnZBLHWAvCWX/GjpmqRpiBoxc/9RKc2J7iax57vz1/W14Mu5zw0qSLrjeZAjYJHE0jjbX0fP/6Wz6DW+7dwku+7tFWx6BJsMtgTb5gsZuUcfvVmJAqqlHgiDF8bZb15UpVO707za73wY1hI9PVLDjYsqpfVRvXh8HCVLVDm8XAEZs5toNrbaoyNTRuuifxVju0OdvHqS5hqpChceee04ni6Pw0MG7jnUepr7F22+dlHkfTGFtxhAPr1f5GQHeL4+Q99i728v4wRlhj/Iq1RhCkvhaW54zUyTQuuV70VSmOXUHHq7M5RNMDjkVtXj2QR3FEz62pHqmzg74I6q9sglBd+X9lKZwzdJbZ9JGhGSfSVDUOI3UT10UozEI0BD0aTeb2pnrG5q85z1oeOMp/9tj7n1X778tzTJp3HN6/hmmscc/pcWYbce/pcfa6uqfPnHdykASSF893Zj03ZyoSGOqJONYIVXGRwzGxmqbm2E0URyd3+CSmBY8jDzRHWVCiIlWtqXKDRb1QGHwS+b3W9Qwt6zKNdVbSHcgDNVwKgLpUlQ41U9Uec/+z8OcvumyPvxGwV37P4XFExyRTQDOoVZdkoZeaW8caV99+wvoYI0bFUZKqVv/cDY1FGzdtFEcET6pa8jXfNXPzJuZ4cWp3ihM7EwQK2D8aZNMcmzHFhUfUrDZujgbzFUfb40xxtMbtceTgsLEGzKqg9Ey42CygvorSnu4+2TxVLSJzbOW2z6PPu5t6HB2Yozjq0hyb3kEVFnt2u9XkP9lks436OfLec51ulS2OGXbz6LaqlarWImVnEZweR6aaOvNpctTNmGNkXbJnw00TZlKVwlloB72O4b2fn27k8VeOS76GgRt5SF7F11WqWh4E8UVxRPeseW2+7OL62Qt7UtXSU3W/1N7kjjRrBSgGjuqOYfmcjkdkMInqqQ2T9XP/61RfkMBRT9DOhzlIcwRQMnNs2A8KFE3mmL+T4groZidyESQxX6vyOLKc/GmHi4gyuRw3SBcsyc/rGLzVJfN4SKHgzE5Fec0uMb1iiLWaPkLnH8yDSaPQzpxwEdkiPb0YJM3ev2a/jzmN48JA1iQGQufHpfFnFOXn3ubMdak4arM7laUvMQZ7XZdvj3WiThuFAU7tRpnXTKJktV8KlI0oXUDH3BiGCxRHU5y1kah1slRLZo+jNpg7lRr5NXUSOAqKisG7T40RBgrnpFXpbNof6VRx7Ngcm/q6SZR4HB2cozgiuhjmc3Ps/GdZeXeL9AhSg1t7HEXFVDXniiPHqoqqY9fpPvNUNfdXlebE3B5H2fs4Giej0iK3DlmKWEdBlYU+ZAzNePHTLsH9zlpnT1XLFbOuFEfJV3MunAU1G5ljJ1+tje0ZT1uU3vvmtbGpxjvrGb0w3eS460QeOCKvPqD+/R6X506OT0a5ENAsmqyfVxkJHPVErBPvgYBZcZSZYzdIk6DFHseuUmxUj/IhV406TjMNahAmi7KmCxgWc2yzVDDMQJK795hERXNsCoCc7jlwlC/Akw+7YVSPWsTjH3go+340cFuRhtpA1+bEdqI42lxrpjgyB7Im6hkaZJuaule2q22q2rIojlw1xiBLn3Hs6aZ1MpE9a3OI+06PcWJnioMbybPapGudWiwc61JMVUvugZ9/w6fx8F/8t4LnwdGTOzgvrYqYmeMyLTTonLRZmMYxsnRerd0Gjmhh++v/+hlMoxj3nB7j7M1R1i/YPErZBpXzin7J13ENxVE2x+lgmM+VFXsXe3WvTZwF25pvtmWKIyaPI9fXE6iuSDeLzBybMVUtYjBQMj2OXCuOslQ/i/5TdTQFpgX3rKblyieehgRKsWxAm9D9MrCs/DqLqrTXNv5bTaurdqE4Mj+OzUY5zevo/qFTdV6aVk1p1kAzxRG3x9G05Oc6iyabCKuMi9ReoQGViiOOwJE2HjrLQYE6BY5dpcRvoNnkjAPqQMuVsIYDNTfFYh4c656yxxF1rC5T1crBi81UcXQ6TcHqi3I64eaofmBmc5R3dWuDgCmol9wnbRRH5aBdEyXZkENxlJoIJvdd/XNHKY/deBw1DxyZfmGuKSuhkvPX/nmN02vy4HM2cdM9p7F/bZApP5r4ymR+eA77Ejqdm6MBTu1OcdeJHfzth28BAHz48/diGCrcdu827j41xsXn7QOQK564JsymsXNTorg61dpFv2I+85+98yRO7SaBGVvlDLUnVAqx0k7PJ33OcRTj5M4EBzfmeRwldFGVpqpiXh4gqL9YyVLVLNucKY6oqprjcYYCU6NBAA2N64+cxLGtCS6zSC+ZRZXCYhZBiwX0IrLAbkceR64VRzZjdpZG6aQFs6FzOqtptsFVW4KA//mnZ2MYKmw58rEDSmmvLVLVyjYTdeE8bXGsoVQxvdJGcWT2d9vGRtC5qTr27lN5sKgQOKqr/izPnWq3rB6TqJ7iKHCs2F12JHDUE5FOvQcCM3DEs5ilAI3tU0eLPS6vnrVhkEgAPXgeI2NCZjIMA5zasQuYuNx9LlNchOo9/ikumMbF4MU+Uhz1HjhKJwZp29YtPITK3lVO0zYoNTH9ujVOztO8cqSzKFf2a6Y44vE4alKdMQgUhqHqVnHUIPBBH4mjLypX23HVLcSp4uiCg+v4zJ0nEGudBY5yxVH9Nys/9y4wU9XuObWLT992PPvdIFD4jj/7cPb/S9LAEbfiyMVhp4YXmXmK3Sgw8mPccu8WTu9OsW8tbJQmQQvlKFZONzLovtoeRzg9jup5HLl7+5nkPl0V6SV10yO0kapm+f7U564xVVXL00mTjaPn/u57AQA3/cbznR27ThcQZvdi67fdAy2qXauZtNaVHkeu3qeJbQC9lHtRukhNlgVXmdoRdrDwNhXpLt6qam7d5r6nAGVilWDRDvu3qs003QAxP6PNvJFUuxujNHCk8rn5gbVBIT3NDCLZ+M0BuQrX9RrZyuPI6TsvN5Kq1hNxuqtlBjtZFEdxG9n13vxXVySLlCBJofPgkaRFiqlMAdDM4wgk/+RQaqWD4yAZfKrktG2ZRnFBvkmBo63ePY6Sr1mqmoXiyGRtGDp91uj5oPGWqqp98rbjmVF2XaaxLnkc2V9YunZOq6rFZnVGO4Yt0j1tSNJ/61UFmgVHTzSNSpMfR+8S63y3cBppnNieZgbTyBYk9Y8XpYUUXEL908YoxO40xgduuDv7nZmqBuSBo7xMNr/HUdOJqFncofBzB2NlFGs879EXAEh2aU/tTrFvNGiUJmGO/04VR+mx7kl3ked5HLUpYW1L1WLPViVQUJNZtrmcquZecZQ8E00qdi4iXhBcMOE0x8423lwbi6eHyzyOHKummqSqcSt9CI357cpSD5mG6SBQ3XocOXir6lS15GuT+36aKaICq3GHM+BG44PZn0wsrhNtCFZ5jZ67f1QIFpl+R7apalyKo2lNxRHgPjV4mZHAUU9kkV5jkOZS9rSVXXO1a0Cm3R48kNRBldOLRt5VVaOJY3I9o2xwc6s4MoMX+9IAjW0QxDX0WYeD3OOoCbZVLRZBYyBdmx3DBLi8OF5EVCoP2uS6krrKpbkoKSySgiV2xx0Ngs4UR02Nnekzcag+szRYx+bYWmsopbLKjyd2JobHkX16chS7L3tLnzUxx47xhfu2s9/tlFKAqRpipjhiMMdN2pQfl/zIbIlibXgc6eyYLlRSsQbONUoYb42n2Lc2yBeZNqlqqV9PoJTTlHM61LGtRFU5V3GU/Q3/QB9VLfYsVQLTOPGfTDa1kuv7kn++Cu+/7u6Ff0sG8PvSDSjXi2Wzcpfrs2mjXmZNVUu/ulYckuIjS1VzHLTJFEcWfSj1t9zPRpyOFbOgYZMruNON4og2PN08G1Vza5X1JQ0CRzR3H1gqjhhP2zRdH5rjvs0mH43RFDgy77Dz9q9lFUEB4AvH8rHfRv0J8HkcTWJdqwpictk9WKh6Qq+BI6XUA5VS71ZKfUYpdbVS6sf7bE+XxLEuVb/hMsdupjiKYs1aVW3asF1cUKdeDkYMQ2UdOOLM0c88DtLqVjptmtuqasUF+GamOPIjVY0W4E0DR6Hj3a+8il7yf3NBbDtZmpYGsiYby7niyL3HUaJcsPvbYRh043EU68al5Okj8ag+iyoBV++RpKolO+iTSBeqW9EdZPNeURy3UmtVHrOgOIpw96ldPODspFRvOai6LzWTp6A11yLGPOxrP3Zrs2PEOkuZNY/nos1xnFTL2xyFOL49wendCPvWcsWRbapaoJJUBI6qasSBeVXV+khVU3v70LoBt1xdCUBrHN+e4K/+42Z89s4TC/+W1Kb700Caa0VOpqpwlI5jUhV0m0UWjGNRHNF46vjckfKznKrm6H1szh/BHSQntF6gOCr477knMcdmVhxFZjp9+/eiQ5h9Cc3Nmsytptnc3e5cc1bco/WhWanYZt0yiWIEqloBeb9DG7jt2Fb2/zuOG4GjukF8Q6UFwPkgkmRX1Kyq5sNC1RP6VhxNAfxPrfUjATwJwI8opR7Vc5s6IdKUqmZ4HDFMrSJjEmRz499j5KZyTA4oHUo1lAB+8Pq7cXLH3kNmFqZxnUmTNBv6PFyph0DSrjjWjSYri5imxuXE/hF5HPmRqkYd/XrDVLWkNLWrVhkeR+loaJoE2qaLOamqNuDwOIoxCJullu4bhZ2kOSYVMtoNaRxzg/Lkx2WqWqAURqHCziTxmiGT4qDBDl00I/2qbRuJSaRx5S3H8KBzNgHkJvLEWmoozO9xlB+3iYE9QKrMPBBIR3QSOErnBuvDJNh2aneK/Wtho/SgaZQEorn6PIKUblWoLHLEP/OmgJbZb9qqBKigCG1q3X4sSbG46NDGwr+lvn//Gk+qGhnXJj54bo9tFt5YRMioUMlS1ZiCbmVzbHeKo/rnjwgCvgCcSayN57CqHYxV8oDkczLHjdJNt8BB2YmEKs8vGqOaKKjLBXjqnmrO0xal49hLX/hovPBxF+FR9ztoNW+cpPNCepbMW/+hh/fhtvu2sTOJEMcadx7fwYUH15P3rZs2XFYcOT4bU/E4akSvgSOt9R1a6yvT708C+AyA+/fZpq6I4qQz5a+qllfKsTn8EUNiyFOBKjViVbbpFBovftVH8R1//mH83D992ll7ZpXyHg7sPY44MdupsVfK6eo9zAUkeQn1rjiioFmWqtas+woDt7s49Hj81X/cjDuP72DXCBzZVKgA8skP0aTCFVUyc+lxFMVoFIAGgIMbQ5xwGOSdBZXRbkQW7OXp6wD35tgayFLVKI2UUoaapAeZFYdcQZ/1ndfclf2MKkDNUnBQ8K8LxVHThZIZZNNGkQIXCy8qnDFKlXpbqcdRE3PsaZr62iTFdG4bS22Y73GUfO1iFKVmmfMqW3UMVSukvu6uk0ng6IKDawv/Ng8cJeeDSzWTpKoX29yWKoXFLDi9ebIgrON5V7kf5vM4sk9V487k1tBzC3lyey2FAU91ZhMav6jicFuq5tZUuKSJgrrsT1a3iZxBRcr8uP+hDfzhtz8B+9cHVoGjKEqUt3T/mMHJhxzeD62Bm+45jduPb2MSaTzo3GTTyKYvBtDYc24Rk7h+VTVO5dey0bfiKEMpdTGAJwD4cMXvfkApdYVS6oqjR4923jYOkkUOCqkVPIsWc8FX//imQoBFcWTuDlgc/nN3nsS7PnsEAHDX8Z0Fr65PbsJWfCSaeBxxdi+k1KLB0cbQsi5RyeNoNAgwCgOc6llxlHkcNUxV+5YvfUB27rjSNm67b6uQqtZIcTTYu+ixgc6PbdBqfrsS42TbADSQqDo+cesxZ22ZxTSOGytmKHjN8exO4uJ966qf11pnqWoEGdk3qWRFUn+X0LPxxQ88K/vZUx96LgDM9Iyhe55LcWSe/6YpIrERZHO9gE9SEBVGgwA7kxinxxE21wZZAMZmcUdVYwLHiqPyLTwvcNTGF8SWKBsP85/ZBgjy9P5EXUmKY1IbzGNnHEGpfLOFy+NoUFrsuPCQs6qqxqiUcekXZrLH48h1VbUGtgF5wIY9clQrVY0rSBEoxaZmIiaUxaDcfA66/cy5NamFmgSO9m4g1Wsj52mLSnOmxJrDZmMi6Sur5g0Pu2A/AODqL5zA1bcnm0SPvX8yD6g7FuT9HW3SuGUa1VNZK/BYySwrXgSOlFL7AbwewE9orfdsQ2qtX6G1vkxrfdnhw4e7byADZFptPnA8HkdppRxLqd2uYfDLMeFr6r00MhbV59fYAawLLSDoelBn0szjiK+HoaAO7SA3mawsYlKR93v2viGuveuks/doAt2GpKjZGNmlmfz2tzwO17/8a6GUgsvNTHMCMI5i3LeVV5KYWkwItdaIYp3tagHNlGT0N25T1Zr7B3zwhntwbGuCW+/dWvziFkSpb1wbOvE4cnTcOEaWqkZkJpVZJSsLxVEbxdasNqbv/9vf/LjsZw89P5lQ3j4j8B+GvIupYvpcs/cwVZm69PO2kOJlbRDgWJrOV0xVs2lnsqMaKLdBjPKip445dieKo8yLLb+PbdOBojQFlBRH5cXLPLYnETaGYRYk5kpVK5tj707aPys2qVadKI4cP/9lj6P1VLG87SiNuipouQjXqqdZxFrPTVVrUlVtZxLVbncXHkc0N3aVVkR9iUmbwNGelPWajWTdiE498IhhGFhtOE7SqmRVqWoPO/8Azt03wvuuO4pP33YcgQIedb+DAOqvdXPVF50zd2dDa11IOZ+HEsVRgd4DR0qpIZKg0d9orf+p7/Z0xTRKckPNh5bjtqQcTltljzkR4dgpIHWAbbU3Mxq+XmMHsC5m2ccP/tyz8eGffw4AZBWLfGGS+rhQznjesbp7j6qUlS+/5NzeA0eksAjbmmM7TtswB8ET21PcdWIHhw8kQc3J1GLhXtqRApoFBJVK0lxsyqouIo7zfsT21H3Llz4AAPD5u087a08VdXePqqBTxVJVrTxhdNSdxBWKo3J1EztzbL5UtX2Gl9C8IAPAn75hPha/9pbP4Pojp+z+npQZWQ6W3vO7du1LrsNoEOC+tNz9vrWB4VtlsSOcPhOBY3Ps8pzg7H2jma9Ve08TG1XBzzxVrd4x4kKQvFjmexEUOKJ+27VqZpK1pVjS29zoawo1tU7wndObhw7p+tzR+Er3x+H9id/KUcOWoQ1aF49fhybB4CYsMsemfUKb/utxv/J2/NZbP1vrtWHAX86cqqo2qSBdRVXqOwWOdpukqsXkT2b37HSxEU0MAjtrDlpfVt3zQaDwzIefjzd+4nb80buvx2UPPicrgGGj/kza5V5xlFWorPm8Stgop++qagrAXwD4jNb6d/tsS9dMIl2I1AI8gzDlcNqa2prSZ44JfFSanNVul9Fhu/X1SWXMocJFhzaycsjDtGKRTefN2cFEcZwt4ONUoQK4TVWbxnsN4w5tDjMflb4gM2BaCGyMmnVfzlPVtM4mFH/3kVtw96lxZqQ6sdg1rdrZbnqLD0Jlbeo+D1IcBQ1S1X78uV8EoFhVg4M2ihmOlE/CLKENuDTHzj2OCLoPaeFq815TjsDRHINRAPj2Jz5oz9/ku/D8iiMA+Il/+LjV308MBRntbtN5brvY1Vpn13VtEODeNHC0f23QqHw47Qi78v0gzCb86LMunfvaTP3m7u1nQmOEiW2KX96PJH0d3Yd1jPe3xzHWh2FeZt158CNPxykojhz09VUKi1k0UajUhZ4l1/PhvB9OriMp1u9yFDjKAm8WYwh3X0dQn7KwHTZB6Yp54szjd1JVLTZ8U9tTdc7WWgSOqjYG68CbqlYc80cDZac4Sj30qD8o3w0vesqDAQCboxAv/8bH5j59ddWfpWCvy3ORKRBrexy5e+9lp2/F0VMBfDeAZyulPpH++9qe29QJSUBHFRVHTLvdg2CeSLWaQqoaR0DLaJfN0c2AVt1Bqw7lyDYxyipUWbSSsYOZpCkS5DVjY2hZlyjeq9zYvzbAqZ1pr3LNKE3NoUGkqeLItWw61hoPTEuMk4H44f3JDryNh4q5s02Xs+lCfhgGTndsKbW2iX8AXScXi5t5VN23deH0XykvWFw9QlprBEEekALyoAzdPzbrkWkUZ2mgrlhk3v8/v+phe37G73FU/L/t4tdMayYFnitzbPrzMPU4orTXzdGg0eIuN4x1O47bPC+54oh/7IjjisBRA4+jQOVpuZNo/j1ssjOJsDHK0wqd+/RE1VVy3SiO9p67WVA3wVlVzXWJ+qjkcXTuvhGUAo6ecOOVmaf61f8bzgCciYaem0JnG5SOY72nAuw8lOKr2EZQ+rBtdsUsSNFrQoGjJp5i1I/QmqK2QTS34sj4kIPALsMiuQcUZk0bvvgBh/Cu//kMvO9nnoVLz9/fOHDketMNMDeA6qTm8lc+XCaa1aJ1hNb6/Zjr9b+aRHFShSWpdmIGjty/V2KOab9gMVPV+DyOUiVUw3a5riRWdUzqVCZRnHX4fRKlqWo0qeVIVZtEOsspJvavDzCNNXanyY5qH9BCma5R03YkwQ937Yrj5Fl+woMOZdUIz92X7Gba7N5EmQdDkJlJNvXsGYbKiWFq1ra4esFSqy0tfAFsmLbwOMqVey5bRMcuehy5moDQQm9YkaqWK47qU7c0rQ3mLvzZm0Pct1WsrndoIzFVftwDD2U/C9JAB1tVtdJxbce3YoC3qORtO1ZGxuJzbRBmRSr2reXpTzbvQebYikFlSWrhRZN528VCG6gYiIltVbVplCyG6Cg2SgFKVVMNg+yLIKV62XPjypuP4dLzD7Q6dqzrpakB9ufUhiwI6zrNr+RxNAgDnLd/rVBBuA1N1N9Zihjzs6H1/IWWberhpDSmLSIMFPv4n3sc2auiq4jTzTKTUZjMOZt5HJW8Dms2kvPWqPI4sjLHjorm2FW3/kMO78++ty5UUPI4crkpX/Y8m0foONV72ek1cHSmQhHdJDc0/zlP9bJE2WSbEmaqA7g8jmhyZpdCl++s1ZGO12VWVbVBVtrcwuSYUXI0ieNsB1lrc6HhUnEU74nCH0g9Sk7tTnsLHNFCmTp6qlxjSxjYG54vapdSibLmrnT38pxUcWQTvKF0STI/j9CsqhqQ3Lduq6rlkzIgCeLVnSCT2bdthTlbIgceRxy7GJPM48htyk6sk+feVN6Vg9s2Y8qkplGkDXkKIHD5Tz0Lp8fFdNdBGOCTv/xVWBvu7Xe5FEflw9qOu+YCIFMc0e9atjlTLaQeR8T+NUNxZKMiixMVWaDs1GfzoHS6uhV4ulJVANUqgbxiVL1jTNP0i8zjKCoqVeaxPY6y53EQKAafnrgyuPszr/8UvvXLHtjq2FXnbhZdmDpzeRyZfdz5B9wFjjK1oMUYRPNL1+qqMovGa1vF0bQ0pi2ii4X3lDaj4UbdSCb5Jpmh+sRe4Uf3s0+Ko2lULEdvWwwoN8cmb8X590Ng2RfHcfE+c9klTLN1eD1zbO7Ch8uEBI56wPS8MAcZjv5hGhmGcTWXLFprvORNV2dt5KyqBtuAVseKI5qk2UyQOFO5swU8koFYMwSOqrxOyNz21M4U5+13V83OBloou0hVc6o4Stu1Pgyxk96f5+6zT1Uz87mTSV79iXyZ4cCurOoipkaqGpDuYNZs2zC0D742IfEmaRb44JaDA+5T1ShgedioLkmpaoER4KtLkqrmWHFE97RSOGtziLM2E4XRWRvD7P6hn5mEAZ8nRnkctN0YMb3Iyl4zbb1KzCqZZuBoczTIvXpszbHTeYarQHIxPVovvJ+7UlXQe5RVM3Sf1b2fJpHG+lBlcyZbc+yDqYouUO7nTpSqDrjPiK9K85tFlv7HcE3pPuHyODKv408/7+GN5xFlmqSqNXmmm6Axv1226ZzZ5nfN8TZwXMm2imlU7f/VFF2hwKNn+8T2pOpPFrSv2QYS52mbpOpKwtbigHyu6gqV6XTWVn+W5k4u+4RxtgFUR3HE/4wuExI46oGp0emaAzXHPDmJCNspjswdmP1rAybFUTPvJVPB4TJwlBtgFo/ZpOys2bnFLdJnqqDzFqSDYxNDxoXvUaHc2G8ojvoiipOFctvAkXKcBkMpdGZ7zt5MA0dNzLHT6wvUTx0oM7TMVV8EVRihJ9bm7JGUmT1w1MbjiNMce49E3c29p9OA5fkH8sDRwY3kOc0D3jbt5E1VM6GqlbMYBIptF36P4siyL6D7eJhV8MnHjbZl0c3U4zUjcHT25hBKpV5FDc2xXU26yyrXRUdtYurdFPJiK7y/ZRrONI4xCnPFUWQEChexM4lwQRrI5VAcJYvjpG2uV5Sxrq9wzVLVlsjjqEo59syHn+/s+E3mYk2e6SbECxRHdErqdhFlFe0iuviMFMQgFWhbqhR468MQo0HQLHAUx+n81bK6KuNpm6TVvQnboiqTtD/KnqkFtwP1GzcePYUvu/ichccvp8K5HEPK1W7n0YW5+zLRv2nLGYjZ6RaDH0wBGssI9w1peeI/+57LEAaBc4l5nHo85R5H9T83l/eSaXhqkpWGtmij2SzXQbd84qgKk1qXQoGoImVl/3r/gSOti4PIeotUNZdGrSRpNtNtzk1T1WxUP/m1zE3zm6aqJbnqDquqGd5agH3wYxgqnGQ2V2/ncZR85UhVu+HoaWwMQ5y9L9mtdHUGaGJ7wcH17Gf3Oysxac/LgdtVSLGt+LKIKAvIFX++PgznprwGgWKrNKRLCwJrxVFWjSVVzEJn981OS5NiMyhDgaPz9o+yKp9hoOwrHwXkcdSqaRmLDM/LdJHWRFQpjmwDV5OpLqjJcm+cxc+G1sC+UTJWBgyquXxx7MbHxYQUjHXgvKakCOTyOHLdxxE0H7UdsjnTcolEFT3797bG+5PSZsgiOBWkRBSbhWPavxeZ5Jc5uD7EiZ0mgSOdpQ0D9S0tWFPVYp1ZCQCJrYBNJeDMHLvmTX9vWuzhZ1//6VqvJ+ED9eEuT0VuDVGjqhqpPEV1BEAUR71gdrrmwtB1v6q1TjtTOxPqu9MSwBefu4kwcL9TMCl5udgcfddYDLsMyszaVaQOw2b3y+xcko7VQQON49Gklv5vttMF07Tkr8mBtWTRe2pnik/ddgyXnr8fm6Nuu48sVS398JuepaqZiiMyx7bNFweSHHg6+01VdYPQrWIjihNVVT7psWNnEuNVH7wJ9ztrHT/4jIc6a5dJVHHf1iWeEeBwwW33beHB526ypKoFSuGcVN1mkpUDt0xrcr2ooiCNrZKLQ61B0HnLUmJsq6oZE04FADpXC+60VBzRLnQSOEr6kweds5n93jb9aRprhDTOujJlT9t4/sE1nDo6xeEFqctcRtGz2lYOtjcx/h2EAaBpDpXPVxbxtp/8iuz7AUfgiKrRlq7ncx95QetjVwXdZsFpeJ4pjhwHjicWqSlNiI2grw1BwP9sRNFe+4FCGxp6HNX1xHOpeJzFrIqDTZllFn9wY4AT2/YbqNMoztpHx68D51mbRDEOrOfz+EFN3zqCzjn1jYvu/CemKqMnPWSx2ghIMkyGYZBXcXR4D2WB5Bp9nvl8uFZlLyOiOOoBs9NVhcARzw5LnhJW7/j3nkpS1c7ZN0LI0OGXvVxsjr9rmNK5jT7n58qkSfUQc2LPsWuWpDKRoqDZZGUWcZwYn+71OEoWMV84to0X/tEH8FOv/aST97NqW7oIDdOOu6k5duB4EUOLYwocKQUcSn1bbII35o4oXc/mVdUCp1XVcsPYpD0fvelevPhVH8Wt925ZHecd19zlrE1lMt+0BnDK6HenMdaGoTFhdLSA12mqQ/qZH33Rwex3YYOA9yRqHnibxaxd20Vw7lBToJf4wrFtq783J5ykSqG2NjFNNTGrqpHH0f0ObWS/tz0viW9VXqXRBXT/futlD8QffNvj8aKnXLzwb7qS+kcV6SV5Nbp6x5hGOllM7FEc2d3HtuqwWm1Lg1rUEhpnfvObHtv62LHem+Y3iyZG7XWhM+Y6U5UCUWyKo7S9tmNQF89GtODaZumcdVV5FqXMgY4CR6SYVW7WBmVlKrFvNMDW2D5wRBUubdUrnPfGpLRZZLveI5Vy3TH+/IPrOP/AGh58zr6a7Sse3+U9ZBP8tFXkrToSOOqBT9x2DAClquU/d31PmlUkbDyO7t2apIvfEZTDCSdRKGcMu89tLoZddqh5MKtU3aelOTZHZRBz4ki7oa7mQrMCaJSqdmdaNezjtxxz84YWUJ4+TYCaexy5naiRgoFSbw5tDLM0ExvZr6lEpHG4sTm2Y8VR2UTxtvu28a7PHilUX6wDp7F6E4+je0+Pceu9W1kfd8/pMe455abKDjGexlgzrqmrq2JObD/2i8/Fa3/oydnvmqSSTGP3iqOmO3Qcag2iKiXnfdcdrf33hY0fJGmvueKoXeDITAOjFIKLzspTEUOL8Zg2AUjZ60rAQW0cBApf//j711ooBwxBlCqqPAVDy91qqjREajIKSNuq5sLAvTm26T9IAcvvfcrFWSpjG6K4vjLQ9pzaQId0nao6nlaryl3RVLXaRRpXnCoPZ7ZB2S2MfU1VM30YXRyvKiCyMQpxemzfz0fp+GqrOOINHJUqKFtkpgB5f0TnqU7/sTEKa6d0T6bFVDiX/enEQkmaFxtx9vZLjaSq9cCHbrwHAHD05G5h0uVccWTsCthUGjixPcGBtPwvx+QnMpVQtqlqaSrAOftGTictswImLsyxXTJJ5a5BacfPlalvVclaIE9Vo0W1SzPuulAaQuZx1DBwFFoOjougCQYpoM7dv5adP5vgjVnlga5vG4+jsWVQZx7lnZ/tdOJkq/py4T0wi2mcVEOy4Yde/TFAAU96yLkAkonB0VO7ThZixCSKsTkaZM+os5QhQzlTbm8Tb7bEKNPtc03V+GwJQ8aqanpv/3W3RbDQnHCWDZRbm2NnPikKW+kzZnpYBRbj8cRQWLjc8Y8bjDmhZYpdUyK9V3Vou+gYR+nmzDROFEdx3EjJGCoGc2wjVV1rSi9188zOUlhUwbGQM1oCwL05dpYKzqY4aqb+7iKosqgfztI5bVPV6qY2Bm7tAarI1fhuxtiyMpXYNwpx96mx9fGmaT9iOw/gvDfIM5XITdLnm6kTZK5ts2G3Pghrb7CQoikvcFD7bRaSmWPX8K6jjycG2QmiOOqBFz7uIgDA/Q9tsEYwp4VUtfqGwMe3J1mJ5ERu7bhdpO4JAwB2i/hxGiEfOA5o5cqdYgfYZAFmvpRFcWS0keTXrgI5mX9H6TysD5POmyruuaxoVxdKVaOAEVV6s8W1p0CSMpRXQTpnc5QtwK08jqZ7d/GapqoNwgATl7sztAufNud0KtW2VX1xFlZrkqp20aF13H5su9CXtF38lxlHccG3yq3HUfXvbMsrA7kBukuapg9yGsYmZceb/7054VRIlrnUb7ZXHCVfw0Dh1vuSNNDDRtU8m/Qnc/wPHAbLZ40R80gWx27efx5Vi70mVdWGWXUmjaiiymgdwtB9sIyqGJEBMKWuucBGsclqjp0pjtyn+QH85tiNAkfcHkcVAdU27cg2uQY1FUeqAx+nTBnoJsCQeH7t/flmi1S1YaCyZ6zu+NZlqlqeElbv76nPsAk8rg+D2l6Akygx7+YI3GTVzWsE3iVVrYgEjnrgSQ85Fx/5+efgqx9zYeHnrjvW/MEIrBVHB9eTwFEicXcf/AByxZGN5mg8jbE2CBMlVBeKowZeIQXFEUOa38BQfmQpdq4CRzOqyymlsG8U4siJPgNHSTte+PiL8MrvvQxn79trClwH1+mXVO2N7qFH3O9AtothYzRoehzRM9d0kjuyLKu6iCSNKReBZ4ojy8AR5+RxPI2td5MvOrSBO4/vFFIKbdPv6rYr32l0c1x6HqoYNFjY7ZGtO6CqQmMduvQ4AuyuiTnhLFe3dOlx9JSHJiq4J6dquOTn9QMwZkqdy2A5tdFmDHDtKzeLqqBgE+NfqiCZBAUbBo4YFEeR0Q9rvXfh1/bY89KZTHirqqXtca3AZ09VS77azsU4VP1lFpljA+S1VO94NmoNgPotblVVnKcPO1A2z/L82hyFmRrUBhoLbdXo1IdwiPzLY36eRle/bQOjyFOdZ3Z9GNYeJydTPo8jKrQ0qhH85FVYLh8SOOqJ8w+uF4xNAff5k5Ns8WnnJXRiJw8cuQ7QALkKo0kFhN1phNEgsJpA18E07DZpUp2I0+OIKp5RM+lcuhIKZAG0isnogfUhjpxMPI56iBtlO0AH14d49iOaV5FxufuetCs5JqXxXXjWejYYT20UR0aqWlOjTSJRbDhMVZvGhYAlTZzWau44EraTx7ddfSeOpL5aC9sYxbV3QIlDm0NMY43Tu/kOossUPzrecGBfhncR81JLmnocsaSqNVIcKedVlQibsuNV7BlX4dDjyEhV+96nXIxrXvY8nG+kqtlUOS2mqrsLls8aK+fRRToOUK1ws1100GIqD87EjYIzLObYFABQ+VhdpypQrWPH9RWHtNhyWYCBoOvkvLBI3E2qmrI8PEeAsUykFxcpsAkuTywW3cmxOwiOxWbFwfbHm5Wqtn99gJM7TRRHydyd5oZ1/S+bpkDWoexrmBt31/v7SRRjWLDOWPyHa8Ow9uYcpc9zBI5onldnDktdrMSNEiRw1DPmmO++dCtJyoPE9Kzm3x3fnuCsDVIcuZ/wlRVHVqlq6e6963SjWUqbTHHkiceRWY4XALbHyTVu6vdTxrw2ZfavDbLc7r5S1Vwoq1zLpmkhSsHWh5y3Lzs/NulipuGkaUDbhOEgsFI7LWKc7mzT6d8aT7E+DKxT6WzO+/Y4wg+++mN40V9+tNbrSdZsw8YoSXc8vZsv+HdrGjfWJVccJf931SXEcxYDYYN+i9JgXBLFzSq1cQYatK5fdryK4ria9PF0W9eV4M8iM8dWSbBnc1RMx7UxxzYDPC6D5U1Url2k4wDVz4RtBbDMzy29B6dRs4BqGKjMz9EV5PkBzPYjbMrUwstpLUzmG67VmUA+H3SpmDWP5+p8lWm6wO8sqLLgHrap7mb6MdbBpt9qyiTKU9VcvFMcV28wnLd/Dad2p9abBNSP0BhbW3GUvo5jxp1sCBqKo2yOYqHODJXVBnuo6vs7TdLAFofH0W4WOFq8duJUWC4jYo7dM+bz41xxlEnV83z9OpzYnuLgRnJrcJTRNFUtgbKTlT72AYewMQzxnmuPOn2IZ1WJoMmxzcBunmcuc0yanNDgZav8mIWpBitDldUA4NjWxMn72TBrB8gW1/d0kh6h8IPPeCguObwPz3v0hVAq2Vmy8jhKn9fRIJgbwKvDMLB770VM4xgjY4KxNY4aVbWzOe9kWHzLPadrvb5JqhV9BlNx5DxVLfM4ot08N/deHM9+HhopjiJdewe59jEbKo7M1E/XtO1HJsYmg0IxOFy3Wsy8tgGzFaRW5tg0pgUBQpVUEDxycgfnH1hf8JcL2pg+Hnapah2ZY8dVgaP0dzWeO7MSHZWmbq44CpwvljNVhbGMdJVeOrXwclobpoojlsBRcs7Gzs2xc6UgB9mza3n4QRceR/HiTbfAIlg/rvBjrHPs41u5f6prolhjGKRrCifm2NVj1zmpRcK9p8e46NBG7eORos/W/9J1dUETMxANwJij1Pt7Sg/MNqpqPLM28+9JadPN5Zpv12LtFFgExs4ERHHUM+ZzYFO6uw6mGaDNPLmcqsapOEo6kfp/+91PejB+5esfk1ZpcC9bLC+cbI3sgOLOputOPyrJybezzo9fcbTPMKM+cnLX2QK4Lm1TTAillLPS1EDyDIeBwmgQ4AVffFHmOzMIgoaparniKGy4OzoMA6eBI0pVo8/WNHBk05dQ4KhuMKPJAi8LHI15U9XWBnkf7Oqpmfc8UB9hl6rWTB00DxvDXRNej6O9KX42/XtxXFWFZ3yngfeFCX3meQFBa3PsUGEQBji+PcFL/vnqVu0D8s/vY6raJNZ70lVtqhiZleiozbTrbUsYMKRbRRphUJzPuXpm66hSCFJ2ulZnAvmidez42BNuc+wWiiPuVLVZQZBCOywCLjS3qLthGSjg7lNjPO5lb8eJHZ5Nx2nq0eVq02GWovfsTaowPLaa3yVBljxVrbY5NqVuas1gtl+symibTk/+b9QH1Zlz2sy/E/uBvJKyyzXH2OIezgQEEjgCIIGj3imoUxzvsBSrqtWLIk+iGFvjKE9VCziqqhkeRw3Thm48ehpv/tQdzto0ydIPqlPVbDps8/O4TBdKjhdnATeAT3FUNbk6UKpi5vqzLYKUPW0JnVdVq/aaSRRH9d/HlH/T7dbUv2IQKqf9CZmwUnO2xxHWRw0URxYxmROpj0Ddst+70waBo1Hy+o9+/j7jOI5T1UhxZFmGdxFazzbMtK1CorVOyhk7XlS18jhi6l9ivfeesgkW5ilCyfhltnOnZdBRL1h82qSTZNXPwiCrhvnll5zTqn2AkU5nqTjqIlVtGhWVkUA+6a9z3sw5E/k7TqOm6ZaB88DR1PBfImx93WYeO06CUnUIUq8W1+pMrTW20jmN87nTlBRHvFXVbKcoYQdqvMwba147LILS8+aJs45NNPEHqkPu/+kmSB3F1XMP2kD9uj96P570v99Vv30RBVkoVa3es0MBJq2Bh/z8v9Z+v0VorfdsRNtWVaNCApvpXLCO6bVNoQRKn7ctcFAHqp5bZ9Od4/2XGQkc9Yz5ALnedTA7dyrfuohppPHdT3owHvfAQwBSPxhmxVGb+aSrtu2WFndEVp3IopG6EDhyrziigBtgBI6Gbh7l8ZwJwcGNosS4bVqGLXV2zergPFWtYiEKJOfQxuC3UnHUNFUtDJwZl2qtMUlT1ag1p8fTRoojG1UlTazqeglM0mfYho1hMgk0zxVbVbX0/65uvWSiXP15lVJWKg96nSuj3ey4UX3DXRNOTxwyFX/6F52X/czmmmcpL+mElu6dMFDtzbHTjzzrubdR2ubtVPihr3gI9o1CvPDx92/VPiCfp9gqjrpIVavy6bJJ2zT7YFIuNA2ohopDcRTvUZDXrWy1CFt14NogdK7O3J3Gabqhe+PtaRwjUHz+jNRc2/6uCzVeVFNxVNsHjIJwtRVH+XtzKdWpcpyrviaplrv356bvHKmi60DjdZ6qVq+NXP2maY1A2HockT0AeUXWCxzVX/OVvTVZPI5qrJ1yAYG7919mJHDUM+aDYCN7rEPuJVRfcbQxCvGr3/AYfMXDDgPgqqqWTzxtos9VnBq72b0YT2OsVYwSzcyx8+9dB46o/GWuOKofNa9DPpjsnWRcdFbRG6NtWoYtswI0tijL9MhFzKpuNQhVNsGqw8TwDaBHommVq6FDxVGUmv+aqWrbDVPVbBYa5k5bHcqy6zocWN9r8/fL/3w17js9tjrOLKZRjFgjqwQJuJv8RHr+IsjGkHReNcU2NFccuVdrEJSC8KrveyJe8d1fCgDYthhHMnPsNC2C+vh9o6TMcJuFUZ6qVv17K8VRlF/Tp1x6Hq5+2Vdn/hxtWJROV0XIoFyuYlJhZG3jT2H64JByYRrbe6cBPPcwpb0W3seVx5GFOTaQqJxdqzPJa+7szRGiWDs9f+MoZjPGBvLNRdvurpPAUY1+2KZio605ttlX3Hi0nmehLeMo2aBxtekwqxLdvrVmc+1J6iFIm7J11wZcaYxVWRaZKrrmNI08VzfS4Mt2jTWBTWGjaRRjNFCZatRpqhrZk9ToE+glkqqWIIGjnjHvQ47dKSCZwDQtUalYq6oF1h5HZX7j3z7rpE2z1ApZtYCGqWpji8BBHUg2n6UMdZiqVjYCbFtByJZ55cdtCByr6KoMWYHUZ8hGYRPnixaiaZUrlx5HebvyKmqndqfYaJCqZqPssOl3aJExCu3adOn5+yt//q9XuUmDNRV8tv4Bi4gWLPRsFiQTy4VAXaI4brSw5TbHVul7fNWjL8QoDHBqt/4CeJIF2ZIJLd3TB9aH0LqdUmKRT0piMlu3nXmAyyVxpqywSVXj2zk3SUz8ZxS4qPH2ZnofKRdsTKNNAgaPo91p0WgfcBfstVUcjQZBlu7hCqpueSj1kXHr02dfddMG6o9tN7e6qDg4a45SaIfFRgNdl7rn03zZ97zyI7X+xgatdZYSHjjysIx1dT+8OWxWU2o8TQLQNLeuq0Yv9yGu+hRzY4GwmaOYqW6kwtqqEThSNubYRoVLwC7zYxE70yit0L34ec1S1SRwBEACR71TSGtybY5t7J4p2FUvI0KLh7wueUWG5h5HX/WoCwAAf/vhW5y1qSpYQh2GN4ojylUn5YfrwNGcKPz9zy4GjurIUl1SZ/JTB9cqunhGee9hGFipfqrSBJsanw7CANNYO9mhMXcXaRG2NY6w3kBxZLNDTc9OnX4rC3xUKOXmsT4M8aff9SVWf2ODabpPCwpXE78onq84svEJmhjeLi5p43HEVU0mMRXP27RvLSxU1VsEKY6GQRJcoGtMO9FtAuqLAkc2/mxtKzPOwmtz7GmF4sjC78v0OKJqV5OGSpUBQ1W13WmMtUFYSlVzpTiye1bXBu7SoYlThuIIcJs23FQ5Vv/4zStIdqE4WtQPNKrYaFFVjZNpqooehYGzKnWzNio3S4qj2iqtNOibG0nb9eOEqzXFOAv+GYqj9Gu9IHveV9ImYi3FkUWqWu6t6VatDSTqxvK1nEX2/uJxBEACR73zqIsOAgAuPncTkWtzbGP3DA0VRxyD2jhKOhfaHWiyuP2GJyReDQ89vM9Nm6YzFEeh/WKvYHjuePEzjhKpOg1oO5Oo0pupzfGB6tz1++9RHHWfquZiAtJW5VZGz9iZGhhpLHWoMu9s6scwssyjn9+ufJJIk55Tu3YeR9+YPq9NTIhrtdFyB9TkeY++cM/PivazzckmZ4O8ZK2rtWS0oAqajR9Onn7ldkrQpqqaTZqnFbpY7n7f2iBbsNbBrFZWDBwlu667LfrFRR5HNqlq5nPrEp/NscvlpQG7VDXzeaUS4uTjYUsYKOf2A+NpjLVhUDTHdnR9bZVVa4PQveIoTRk9O02pdKo4Yk5Vi5v2dQyq/jL1UtVsFEdkaVBTceRofjqL3ene57btptmsjcpDG8PCuTxdM805UUSFueKoYeDIVTC1sD5MsekrTcXSsx5xPr7s4rPxP77qYQv/zsaeZJz2vXS6XQZuTu1OsW9UTz2W+eSJ4giABI5658VPvQRv/u9Pw5Mfem4mgXeFuYus0KwMNEdVNZporw3CxrLSr3lMsth7+hcddtImyj8uY5uPDPClqmmt90jVdyaRM7URkA8GVQvwB/SsOJpVvcwW5ThtYla7BmFgFbiZRHFm7kg0XRQMLOXQ86hKVRtPY6vA0e/+58fjRU9+sNWkx0bll3uT2J8vV0HXKrK+zkhVc6V2m8bVSjdiEKja15/GHtepHNOGKsED60OcZCrbXC6zvN8ycFQu2U739P61+gahs6BFwsxqeRbBwF0jCOISGiNsA0dcprgm03SH2qRZVbUgW9BP473HrMP6MHCazh3HOvNxMW8Qdx5H9auqAWmqGpvHUZKq5tJ8e8ycqjaNdaMACQU6OKkVOLIIYFGfVzdQ5kIpPg9T2WuTmjqPWUryQRjgwoO53+eJmlXiqEgGPa91x+byPMjVM1G1UZlXfq3x99k4qLB/bYDX/tBT8NDD1an/JjYbt5SqFloEtOpyeneajdmLyANXzt5+qZHAUc8EgcJj7n8WBkHg3hzb2BlVDSNHHFXVdgvpG806A6UUDh9YczZx2Z3u9UYA8oWUzYKXK1WNFsem4mi7YcrQ7PeYvUutlMJHfuE5eNX3fRmA7hVHs5Q9trhOv5xlojgK6y/cAaoIVDxOm6pqAJyoNmiiMghVoX22Hke2nhg2aX620vmuMCe0rku6LtrhtvHDMQ2fXRLFe1OH6nBoc4hj21yBo2I/sm9tYJmqlm/IBCq/xjQJbRMs0AvUPDaLOxvzTxtyE+D613UQ8nlWmVT1ofkuer2/B5L2JkG61HC7gdfc5mjgdHOF1FDlKkCu+rzIMpWLI1WNPI4oVc1l4Ig7VS2ONcJGJuru7SDK1KqqZtGOSRrArLvpwp2qVggcpY9D23E2GSeqf3fBwbXs++Nb9capcWr0fGBtgGc87DAO719b/EfYu/5ytaYwAz9E5nFkoziyvLY2a75pKVXNZYD19G6E/RXFUarIU+VEcQRI4MgbOMxAMyliEDT2OHJduhwwFUftzLHXHJozjqO4Mj2LJml2gSPDt8rhxMqU0dN4ve1YcbSoWsb5B9Zx/oFkt6XrwBGV6W0LLQhcEcczUtUaeByVF3ltqqoBbnzTqF8qGwnaBizXBiF2p/WrTtl43Ji+aU34ixddhl//T49p9LfzqHpmXd17i3a4bXyCJobs3CWRpYqBOHtziK1x5FzRAJDHUf5/+8BR7vEzCPLF874scNRecTTfHNsucORyfAAM7ySLZ83W760pk0jvGcdt0hzMAgW0INqdRo36lfVh6DRwtGsotc3WuPKwsvY4GnKYYy9vqtq0RVoud1A1rtEP26bB2jwT5jjFEbwrZDE4UqfEc9SyZ20Ms++P19zgIMXR+QfX8VcvfiKecul5tf6OS3E0rVBpUyZDLY+jhuntNh5HYzLHTq/DHcd3cGzLTcXbU7vTbMxeRK4Sk8ARIIEjb3BZPpugicb6MGjsVcQhoy36CDQvsbg2CDI5flsm0xhrFR3gWlqlyaazNj+O08CRsYNMOz07k73ledtQJ+VnPQ2mdV1VrZxi0pSmKrdZzDJRHATKakd2WrHoaVNVDXBz/5m78AXFkXXgKECs6w++dC/Wkk23TMt5ziMvwHd++YOz/7tS1pvPbO5x5E5xtKiqWt1zTZsMrox2iaYeR2elioO6u7k2lJWLB6xT1XRa2CFRpZCnESmO2nhQ0OWaaY5tsZFj7sK7ZFFwq4phaNcXNmUSxXvuYRt/ClO5SH+3O2kWcNgYhrXMYusynu4NQgM9VlULA6fm1YDhcZSmqrk8/qQijdElTYt3JHYNvAvSZJNh/muSeVG9401mbLTOwlR2fMmDzq79d3UxfVNtUlPnEc9RaR1KxycA2J5YpKo16IvLqnVX/WhedbtCcVRDZGCaY9tQ1+NIp4UJRqHKPAlf8qar8dTfeJfV+83i1O4U+2uaY1PQlatgx7IhgSNPGIQBS+lWIInCDxtKxTmrqo3CoJWiaeTQnJFKeZYhxZFN4KjgceQwGJhPHMNsgpJ4HLlPVZs3wGUVFJY0Vc21im5W2dZkl90uVa28G7fZoOQ9kA/mLoLRuZonKHzOjZHd8GGr3rPpD6sq0vkAlafdGIWG3NnNsRcpBKiceB24ggxNKw3RwpEjXa3sSZZUVavfl43TylZAUuWM7r2nXXoebnz51+KJl5zTqm3A7BQJm5Svcctg6iyojTYLhmEYOK8wWsU0qjDHtlhI5oupvK/bne4NRtVhYxRge1JfYbkIUt+tGR6HgLtUxMk0tlIHrg1Cp6lkAHBqp1hVzWWwsanJeV2aBsldVQGbRx3lp9V4YRmE+8pHXoBLztuX/q37fmC3YoOmrTok0rP9D03F0fa4rqq3WeCo7JPp6pmrKoRjM0eZNlQp151/U6W8QRgUFGunHQTjtda4/sip2ubY1P+7KDazCvg1yz6DGQTKSVqJCe2Erg0DDMOgUYfDUlWtVKK6Vaqao1SG8Qzpbe5xVP99zJ0Kl75VhfOW/mx7Eu3xPGhDHa+Y9QGVne7BHNvBRw0dV1Wb1S7bYO24YtFTV0pbhiYoLhZrZqpaO8WRnXrPyhy7wujRB7aNwBHNfZx5HC3wrbBRHJmbDC5ZVPltFrRwvO+0G1m6SVm5aJuqtjvN04PDIFddDAdBay+PRRXLBkF9ZTKXx1ETc+xRR4GjSaz3LGRslH60EZWotNOfTaNGKcMbwzCtyuYqcJSnHhYVR26CIeMotppLrA3dm2Of2JlgfRhk497EqeJo7/jqkmhBsYJZBBbPdFOSwNH819hVVav2BJ3Fg87dxLt/6pl49iPOZ+kHzLTczEi55Tir9WyV1vmGx1GdDdS4hcl++Xy5UuHR/H3dHPMt0nqrPJLqUHfNR+3bGIbOC5j8/UdvBQB87Jb7ar0+KzYjgSMAEjjyhkEQQGu3RtTmRGM4aDZxc+0HA5QNY5unDSVVPRZ/ptO7U9xyz9bc18zaDQgClcjsLc2x1xwu3AlTjkuBCtdV1ep4xfSlOJplQm1Lm3uuisQzpdrjyK6q2t6Jxb6aUto97x3Q/df+c5qpauZi0d7jyC4IaxN0XeTN1RekONochdmumSsFwiJPDR/SmpoqjmhH9z6GVLW4tJO8f22AU+Np7etipgeHyr7C0DzyqmozAkcWARiua5qroiwVRw4rjM6iSlWSK44W/322mBqGmUKjaaoa9Y87Dje3gGJxDMBdnzerQMgsOFLVTu5McWB9mN2zThVHU82rONINPY4YVP1laplj23gcNVTPjBpuYC+iaI5dPzV1HvOsEe5/KK8wXGce3Eb9We7vXa0pzCA5YdOnmxUobQhUvTkQndf1Udi4SMwsbr03WQ/eePR0rdcPHHqGrgISOPIEjhtzdxJBqaSzHgaq0SIyVG6d7IGkE1WKqtLUN0ors1YzGPbbb/scvuK33427TuzMbtM0xmjGbrvtBElrbQSO3J078hQahblUfXvsOlVtsXKDPlvXHkdVpZabEATKaZA21qg0KR6GymqQH0/3BgHrSmmr3htw5HFkpKqZA/iBmhUpCJo01U0vJbVMnauUpVg62lF2ZYK4lXp2bA4HVtWd6hBF83e4Q4udbDMNxiVN0zfo3rJRAtWl7Em2b20ArfMg3yJ2pzHWhpSqlm8quJjc0lg461g2yh2uVDUaI0YDi8BRw40rG6I0tWFvqlr6+xoTDQryrA/DTG0wrvBNqkNe2dLRQq/CABho7oNXJknBtFMcuQ4CnNyZ4uD6IOvHXd4zO9PIWiVrQ9MgOYeqv0xUo22hZVW1JkG4jVFYu5+1oeCbSulWbVPV4tkB/Gc94nw842GHAQA7NT7PuMX8hCtVzQySE1khAQs/OFvFY92CSDtpCuDGMHRWAIA4JzXfv/T8/bVePwxEcWQigSNPoAfjy37tnc6OuZtOBJRSjT0GBpY+LXWg6gJKJeGPxoqjmp/pjZ/4AgDglntnq47m7batDe1y+eM4n6y7nFiZ5XhpPNuxnOwtok6qmlIK68Og81S1qlLLTaDP5io4UK7SZL6PzbOzW3Etm050nZpjG5WGzMnn/rXhrD+phAKcth5HNt4krhbJrvo82jVLPI6Sn7nys1i0wz0IPVAcRc2qqnGqGsueZJQWUzdItTsxU9XMBbw7xZELjyPT98MldcaIMl2YY89ayCilEpVpjfNGmyFmygvQLAV25HjzqKCqMO5fF6lqWuuZPo+zSKpkur2mJ3YmOLA+zM63y/nT9jiyVsnaEEWeB44WqElsqqol1g72z8RZG8PaVchsqCpC8ZcfvKnVMbWend53cH2IP3/RZQBqKo5aVLgsz+GcBY6mewNHNpVfs+qaTObY20aqWrlfaqvaPriezF3/z7c/odbrs6pqHaRbLwO9Bo6UUq9USh1RSl3VZzt8gDq7Ezvudlh3DRPPZMfP/mEbhipbOLpsF3UEbYyK6/o2Ucd2cmf2gJVIb2fv8tqaY4cqqUDFUVVtzaiqNjZ2v10wiWKEgVo4AVofhr0EjlwojnLzREfVKWZMogaB3TO3O8mf13/9safjF5//yMaeKS6DY5lX2qAoGbZNo7NNVSP1ZaIkmP85mixmq3jEhQcAuNtZot3VfWumOba7VLW5iiPVxOPID8URBUxdVqUiyoFeqqxSt7LaTklxRLhQHOWVaqqvwyCoX9be3KBxSZNnrQuPo3mqw7pqCnMXvqDqadCvuAzeA0VVoHmvuQgMkhGtVaqaQ49J4sTOFAfWB7k61WXgaMKrOErSweyvxSBslg1gQ1zDHDsIkk3POtiaYxOHNoc4uTNl2YwGikHVP7n8hlbHXFTFdxgGGIbKKnDkIlXNVQB+Z06qWp3ADM2fbftGVbOKYL7pFuzpl9r2C3QOz90/WvDKhKzYDHOAd1noW3H0KgBf3XMbvIDDtM808Ww6ceOohjKOcmWFUvXKbVcxqhkMo2f95Jyg3HiO2Z+tCSR5aLg+d2VvqKx9Lj2OakqQXZcarsM0duNRQIOAs53gGTu1iTm2jeIoyo7zqIsO4r8+/SGN25SlvjqYeG8biykzCGCbqrZuGQwwg7WLrhWlv7XtR//xh56cvLej55YCR+tGJURXHkfxIo8ji51sOn8ug9BAmr7R0FgY4FEclYNZlA5at7KaqTgyFxYuUobyoMyMTYxBfeVO0/LPC49bI525zNDS760JuefG3nOnVD3jX1qQrA+Lqp4m4w79jau+JHtGSwH8JkGtMtmmlI05djr/cunLeXJngoMbw2wu9qfvudHZsXcmMdYbVimtQx0D6irWBgG7Gm/q2hzb0g+LOJR617lWHZmpaq78cKJ4safmes15sFmZ1payN5yrNUWVObbKNrdqtIvGAWvFUT17Ejqv68OwUPkNqJ9WPgvbwhGZObZ4HAHoOXCktX4vgHv7bIMvuKqMYbI7yatk2PqtEDY7nHUZG4NOG4+juoojWqjNU3PNm2SPQruBXadVtoaOd5KKgaP8fnGaqjatt5O0Pgw7N8eeTJuZlJahz+dCHh6nVXOqBiDbncSqVLWmZLvdDj7jjpluVVAc2QWO9pNvzbiessN8thddK1PZ04YDawOEgXKmptseT7GRqhdsTHrrMF2QfjAIgvqBI8ceUUTTqmqDMNllZPHDKCkEN9PA0VbN+9J8Ts3P5sJqZhrPX2Ak43Fdj6OIJXA0sZx0A2SO3VWqWoXiqOYu946hrjTPXZOgIJ0f1+Wzy4tjF3PHJhX4siqZDoMeJ7ZTj6P03H/mjhPOjr3DrTiqoeqpYm0QZqpeLuqooWzMsXenzar5bq5RX+v28+4a/p/0bGy2DBLGGgsV35v/f3tnHt5Gdbb9+2i1LO927CRO4qxkhawkIQmQBELYobzwtVC2QqEt8NKFQgstbWnpW0pL6UIpdKFQSksp+xq2bBBC9n3fEzved1vWfr4/Zs5oJI2kGWlkO8nzu65csUdj6Ug6c+ac59zP/Tj0Ke8zSaUPhMNRClnzqqqJILkqcCT/r0txJAL1BucMelPVFH9Ihy0ucK/3Xp0Io6pZszebT3T6WnGkC8bY7Yyx9Yyx9Y2NjX3dnKxgtvkXEJ2qZrWkNwlPN+CUDHWQxmLJrKqankmLuBkm8rDgnCeVMTtsFt2GvkBE4uow2RBUPXFU9xdzzbH17SRJqWq9G30PpFnONBYlVc0U/5/EEwKjijPJdNeswJGJiiNRUj5GcZRnNHAkB3WSKf/URCmOUuz0eFTBrUxgjJmqpvP4Q8oEVszbzUhVE4vgZIsBi0W/tFpJRzSp/wnSNYwFpO8yG+mwsSmv4j3rXQB7AxGvlGiPIxMUR/LucuwOq8CIcsefpiogFcqk25A5di94HMl9PVEQX8+10OWVAr1WC0N+TsTDLZ3gTMTjyFyFgDNm4yjHhPt/ZG6h/7mMFjvQQ6c3gAJVVTXAvCIWPYFQVFqO2Ug+Qsb/Tu88NhP0qKFsRhSqaW5yib8x+/2KjQ+nzaIEe4xubMU9p46KxS6dG6iZ+M0FQmHkqYqkmBWI7vYFYWEJUtX0tEuekxm9v+ut1C1Sx/NzbIo5tSDTwKPRQJ5i/UCBIwAnSOCIc/5nzvkMzvmMAQMG9HVzsoJZlTHUeFU3yv0NXQCA93fUGWuXATNOvUQFjjLwOHJYma5BVNykEp3rC4bBOeBKUMHKqJS42x9Cjs1qeqqaSJdzWC2aCx8z0Osj1Ffm2GakqonnMKNfJ9uplcyx9b+GXxXozZSIx1Hm/c8bjFS3iDIVNljxTZhp600JUl9zoRSfY49qdypTcuwW09R0Pf6QEswyM1UtoPgLJFcc6V10ZctIWY8payJcdmvGO4taxKa8GlWGqKtPqa8HM1IkRJ9PJP83spGTrVS1/upxJDYCtK4Jvffi9p4ACuV0GnUqbnqpauYGjsRCKi/HFmPcbaLiyJA5thw4CmU+VgZCYXy4sx6+YFhaKKreU5cJY0AgFEYozLOqOPKn6cGYrRL1As65rnHYYdPfDm8glFZasxI4Mvn9qvtvgXzdZjoce4PhlP1Fd6paJoqjII/aEDPrs+vyBeF22KI88IxUVUvX8JvpVByJDJH8HFuU8quyyJXxPEW0Xa9gQzHHplQ1ACdI4OhUQD3ZMWuHRa04Ki9wAgCmDi0y9Bx2q5TuYGYeu9oThukszaiFHkVPMBRWlDGJfIqEEilRmotkAql/wGju8qEs32G6r0PEh8Aa1V9M9zjSsZPs6gNz7GCahoyx2EwsrZlswm2zGPc4Mi9VTfhrZP4excTIabNE9Tujxt3i+tJbvcqI4kgEo8xYGJiZhtntD0YURyamqgUVn5nE34HFoj/on0nVl2Sk63EESGkAvZGqpiiOdI7x6vuq+nowYwEfTBGUMbKRY7RKll78SbyEEmG3WhDm5qQHJyJZQMtuZXFeIVqoA0cFasVRGht7kcpg5rznTtVCSh04MsP8XFxnRtJ7nCYqjsKc47Z/rAcA5McojlIpVDcebcXS3fVJz1H79GULX5qFShw26drIVsUmccmlSlVz2Ky6N0jTVxwZq6yqF/U8bEC+tNbJdDNevemTCJdD31whnVRQQSAUjmqHWZ9dty8Yp8pSqqrpeAm1H5wR9NqTiGJG6nEYAF67cw6Gl7kNvWYsftleQu/YKRRPlKomQYGjfoJ6kDNrYFAvRH94yXh88O1zUF6QY+g5Il4p5po8RzyO0t+B1+NxpK6Uk+hcjz/5otNo2dmmLj/K8pywmVyCWH3zUfeX/BxjZdGTEQjxOFmoFn3icRQKm+LnoBhHm9Cnk+0k2eTAod7+nQ2PIzMmo96A5JVisbC01SNARKHUmUbgKFWQT6QhmKH6MDMo6vGHFCWjmDOakaqm+LkkuVaNph5kowJXulXVgOxVboxVVYp7kd4xXq3kVX/+ZixKFcPRJKlqejdyspmqZrSvmK2+0SKQJJhqs1h0jffqwFFhbuS+mk4KrNmpah09AThtFskc2+TrVCj7jATezax85rRZFbVDgcsW1W+TVcMFgKue/Ay3PLs+6Tlef/YDR/4079/ic8xWulpISWtO0Q4DyidvIJzWZ+kwqDjaXtOOhk5vyvM8/iAYk9I2B+RJgaNZI0sMt08g7CtSvUe9c4VMqqp1+4NRwZMek1S43f5g3GY5U1LVdBQSUPnBGUGvx1GnNwi7lcVdU6Vup6HX0yJgcFNFURxlWTV7otCngSPG2L8BrAYwljFWzRi7tS/b05eoFzxmTZbVC9Fchw2nVeQbfg6lDKHJypnoVLX0nsdhsyCYYhLd1OVXfk40wYkY62qnuThsFmXioYfmLh9K3U7TJcg+1c1HPTkeUuwy7TX0SpD7QnGk138pFWKxZ8bud7JqGQ6DKXG+gHkKAZuJC7VOX1CRf+dm4BtgsTC4HVb9iiN1qlpKc+ygKWlqgLRINEvpol6IRiqWmBE4Sh5gAIxVVUt30ZMMJUUizZ3fbCmOYlPVxHiXjuJI/ZmZMTb5lYBgolQ1/YtMX7ZS1YLGU4bNrjCmRTBJtTc9FViDoTDWHGpBpXw/Lc+PLFDSMdo12xxbKlUvjSVmVY4S9KThEaeYY5v0/s49TbKhsDAWFZTU64mXDOX9ZVVxlJ5i2Ox+Eou436RWHOlX1qf9XpVgo75x/dI/fIoLHl+Z8rxObxB5TimlqbwgB2/cORf/94XTDbdPID6HVP1Fr8dRRNFnbI4iMibEHAKQrDDMoMsXivOpjKTTp/578RkZtcrQa0/S0OHDgDxn3AaFKSnhBu9hZgbJTwbMmWmnCef82r58/f6EuhN7DZR+T4YvkLlnilKG0MTAkScQRHm+pHzSG33WQj2JzrFov8/zf7NC+TmRpFpUeUo0aXI7rNhT34lDTd0YkUIi2eMPodsfQlm+w/Qdc2WgtlmiKhkMKjSmIkuGV6eBpNNu6VVz7HCYI8zN8QJTFEdmmGOnUBwBIsUu+fNwzuXJmFkeR+ZVgejoCSg7XqVuR0bP5XbadAeO1DfpVN+Vx29exZz8HBs6TCoX3OrxY6Q8ZlhMDRwl98IBpEpSRqrkmB1kEC+druLI5bBGKUbNIrY6o6I40p2mEakopJ40m+E1lyz4AQAVsmK4tt2b8l6UTY8jo5V0FPVNFifeftlrJ1GqWqrd4qW7GwAAo8vz4p4nnbFFzCf0VpFMhWQcLfu3mB04SqG61kL0d71BgFQ8cPF41LZ7MWN4tFIkmeJIrweamKtkWjwhGelu/BhNlTVKUKfiyGmzwK/zu/SlqThKx+OozZP6XtzlCyJfFQSZbNCSI5ZIKfjkH1qOQ5/HkeinRqu+ihR8deDILN+/1m4/SmLmc2JU0TNHiaxHjL0nvfYkte09GFQUvSlu1ia50bm23SoVJOrtzfL+CqWq9RPUEzGzFuTplsxU4zAxrUfg8UUqDWXicSRuQrrNQhOc1y4vEtWDs5pvnn8a7l44GkN1DFpNXT4AQJnbidwUNxWPP4h7XtqCxk5fyucFpJujkG6qF2PFuZkt5tXoLVmrV3G06Wgr3txyPGNDYD1mwHpRzLFNCKokMxVWSnjquHaCcmDMLNWHuCmacaPr8AaRL18bmUr985y29FLVUgwSParqZZlS4naipduf+kQdtHUHUCRfnyK9xIyhNFWAAQCsVqZ73DYzTVIQTLPqisDM6nZq/DFeacoCWMe1EgpzBEJc+azUFa3MUBwFQmFYWOLPTEycq1s9KZ8rG99pus8bSVXLnkdEjz9xcMBmSe2HuK2mHQBwy9wRcY+lo2YUu/mr9jcZ/lstOlXjsPmpaml4HJmslBlTkY8l3zoHlTGLxWSKI/U4nSyA1TuKo/Q2ao2myholkqqWWnGkRxEYDnP4Q5ml5el5r0bmjF3eIPJyzNNB6O0vLp3VhcVmmdFxRBjDq9Nm9RYXSUVTl0/xgxKILqJPcRTxvjSCuLWl+n7r2r0YqNoU3/jgInz47XMNvVYi0qlg3BeVpPsrFDjqJ6gDAWZNlrs0zM+MIgJaO493mNEkAHJurSNS+SATjyMg+cTFwoDxgwowujwv4cSiXd7RKEoQOBpR5sZ3Lhira5e1WZ7IlOY5UqZafLSrAa9srMaZP/8If/h4X8rnFmZ2jLGohY/6ppIJ3kAI6w636trl1+tx9MrGavzoje0Ze6eIAdsMjwIxgTKjqlpPkgm3kV32dGW/iXDL7TEj1UdSHEXGkV9cdTpe/vpZaT1XXo5+xZERj6NufyijNDo1pW6Hch1nQiAURqcvqAR2xSXw2qYafPW5dRktuJTqW0kmbU4Dlaz8aRq7JiOZ54we9BqPGiUYDisbIoAqVURX+le0r4O4Xq0WZliFo0WqqpZic6NLR/pOjz9kuPKhHrw6vD9i6Q2Po2SLPbuOVLWath5UFrk0A0/pKFWEuuCl9dWmVFLsUCmORGDRLOFROubREcVRdhdTHToDR8muCaXAg4kVaGPJNH0r6x5HKfqKsFZI1VfTVZqo/0bPvc/IIr3TF4hLu8oEvambelPVRHqZ0TaKPm224igU5pqBIyPp9OL7MR44Eq+R+BzOOY6392CwKnBU4naYphhMJzU/x24xLRvoRIcCR/0EdeDIjM7JOUdHTzDOkd4owhfpmI4dTr14fCHkOiOVhtJN3YiYT0oGxLFeR5xLFm+LxpfDabMkTFVr80iTDzOUO81CcZTnTJmqVqJ6vcc+3JvyuUX5TCBaeZNv0g3zg51SZZKt1e0pzxWKo1STjPoOHwYaNGTXwqdMbDMfsuyKb1fmE7VuxR8r/obmNLC75s9gMqaFzWqB02bRHaRJhpQiERlHrp05LC6dQC9uh4HAkWpXM1V1uh5/ELkmBT5K3A50eoO6JrecJzY/b5XHlRK39NmJ9JKt1W34dH9TRlW4xOeRLFXNSHllXzBkupFyJpVkgOx5HMWmqjltFjAGXT52HT1S3y1wSWOuUByZpQDxp/BxE0ERfYuVoHKfNRPJGNeo4ij7HkfeJPcIu4WlDFo1dPiU6rOxpKNUUQftGrv0qYqT0ekNIj8mcGSW2XOyDZBEZKtCVizJUtXUAf5kyiTxHPlO8wqJxOJPQ8UAmFudTouI4ij5GKVUd0uxoSaC5+nMxYx4HBnZNOhS+X+ZgVdnINWlM1Wt2yebdxv8zEQ2wtxRZbhw4kDkOW2mKI6qWz0IhDhGlEanO0dS1VI/h0hvN7opLLrhqAfeVbI9YmnvCcAbCGNgoXn+rWrS8f9z2qyGvG5PZihw1E9Q7xybkV7iC4bhD4WVCW66jKmQ8v3NUkFxztHtDyqR90zMsdWKozN//rFSzlXgC4bBuZSH7Exi/Nfc7YeFAQUJFEdGEKlqehRHRun2RT43deUzsyohGfEiybFLk4xUC4H6Dq/hSn5amCk1t5u4w+dJIkEWu0R6cvTTlf0mI89pM8UjpsMbzHgcEeTl2HSbnfqDYWUhk0ot4DE1VU0K6IrAjxat3X4M//47GHH/u/jH6iOa54jvPTZVrcMbRKk73vTRCKK0eDJ1ip6qkwJvIL1FTzIilWTS+15y7NmZqAViUtUYY3A7bOjSMSEXCgcR9Df7M0tVAlo8pteQ1axrQk06XmyOXlQcaS327FZLStViTVtPwk2OqtJcw+1R+xCZkfra2u1HoUseS+RuZ1bgKB3z3nT8aowg1BBJU9W69AWORJGUsnzz0vrVhMNcSn9JI0jeW4qjVL5Yer/PiNIku4bxRpQ1nT5zU9W8OuebQnmfagO1pduPIpfd8D2/tr0HADCsJBdP3TAd06uKTVEc7avvAgCMltd3AovSvtSLsqHFuZg3uszwa6s/g331nZrnHG+TKukNNtG/VU069zBSHEWgwFE/QT1A6dl52FvfiT112hcdkNq3x2i7zAqA9ARCCPNIBTOWgTm2+obb1OXDx7K5pUA9+Dtt1oQ3q+NtXlQU5Jji1n+0xQObhaE8Pwe5DlvSQd7oJLpLdXM0w+snE8SENZWcuL7Di4r8zMtnmpmq5tLZdj0oFfk0JtwiYNCWJAAhENe8mWa2uU79FcySoTbHzpQ8p023WawUOJI+11Qmzx3egLIbnynCALy5K/H3tls19j694oDmOeLvRSBKPbyU5mW2gNHj+WVEcdRjorm4IJMSxICsONIxKTdCICRtqMQGVNw6r5V6uTS0+E7FeKSnfLEeUgV7lMCRzl3u7KSqpaM4Emm72fM4SqYSsFlZ0oW5NxDCkeZujImpPPv8rTNx7+Kxaaf83zxnOACgtTszs/0efwjN3X5UFomiIrLiyKT7hQi6Gdm4MFohyyjrfnA+inPtKRRHESVXpy/xecqGngmlvLUQ97R0ghcOq7nV6WLRuxYQqd6pxsFMFEdG0huNbKB3eYOmKe+B5H5pavTOJes7vEphAyMcbfHAamGoKJT6rdtpNaWq2v5GOXBUrh040rOZf/3sKjxz85mGX9uiChxVt/ZonlPXIR0fmKXAUTqpanrVZacCFDjqJ6gnO3oWVhc8vhKLf5u4TKVYtGSafiUmfEu212X0PIK2GD8hC2O6jNi0ED4V6hvuoaZu5We14aNUalT7oq9p85hWmWxffReGl7nhsFlSmqkZlXi3dAeU7zMbgSORT/37a6emPDcSOEo8kAZDYTR2+kwZ/M1UHLkU/5/MgyqeJBX5imTvqTYdFboy8Q1IhF4VRTK8gRB8wbApajxALND1tckfCispgMnSCjnnaOyMz9dPl2I5KPDS+mN4ad0xzXPUgazj7V7Nc2rapMmPMHtV77RlWp0uoCMNTK/ZKSBVujRbnSKqXKUbOHLZrQjJRqxmIRZFsYEAt9OmGJEm4yt/XwcAqJIl/mLyaUa1R0AaT5KpPpRUtRQT2GAoDF8wnJUqUt5gGh5HyiZP9ibeyVQCjhR+X+sPtyLMgclDCqOOnz1mAO5cMDrtNn3xzKEAkqsX9aCMJbI5uuhv5qWqBeGyWw1Va+uNVLX8HHtSJdGxlsjCM7niyIdClz0rVQbVr51OupQjy8otke40IC/5/VH4ZyXzlALMURzp6TPqzeq6BPdYQac3mB2PoxTXl9isSha0DIc5dtV2plURbFtNO4aX5iqfda7DpqjcM6Gu3Yv8HFvchqCYosTafpiJeog5qFqvqamVv+9BWUxVMxo4qipxY7uJXr8nMhQ46ieoB6hEeZ9GEDuj6US5tdhZ24FjLZn7HEXSN0TgKHPFUU8gMpA+8+kh5We1dD1RqhrnHHvqOjF2YH7cY0bhnGNXXQfGyFH8XIcV/lA44aI3diKbWu7qU/xSnPIulZmpTR3yzt65pw1Iea5LR+DoYFM3whxxVVLSQbyOGakhehdfekjmcSSCfHoWDSJYbKYnSZ4zueJND+J6zVS5KMhz2nUZ+wLRiqNkwYMuXxDeQNi0wJEI6jz72WHc98pWzXNix2itSf/R5m5YGDBY7v/qCVNJhjvfwocimSGztFiO937TQlK6mKtOSVZxUA8uuT1ev3kLKpG6mRdznUneEfqvFREMFwt3s1LWUimORFngVKlqYuJt1v1fjS9gvHqUWNSlWpRmQpdX8hHRWuylKpv93vZauB1WnDWq1NQ2CWXa8j0NmPijJXhvW21azxMJQkspcyJOaZahvSdFiqQWQnGSzV34/BSpzYebu5Vxv6EjcXChqcuHsgxVnsmIBI6Mj6HOLAdVlUq/Ke6PShAkicILyFBxZMD3Ud2v2noSz6E8/iB6AiFlw8cMenR6aooNtY4ka7bDzd2oaevBeeMrDLWh2xfE6gPNUX/ndpijOGrp9itjkxolcJS9uJGy6QIANQkUR7VtXlgtzLQ5XSy+gHGPo3ED89HY6ctquvWJAgWO+gnqyU4qTxQ90v1aOUfUTKmfmLxkgrgBiFx9C2Mp01ASIdRQ6s9rjypnVtx4XHYrnHar5s1qa3U7Wj0BTK9Kz+xXzSf7mnCspQdz5Lzf3BR+FLEDULLFQDjM5cFeGkgLc+341dVn4LU75mbcbkF9hxdOmyWqglYixIIpWZtX7GkEAMwfW55x29Kp+pKIVN+LETzC9FBjIWXE46hbWdCat3h3G1wMa3FczrEfXGTOOJLnlIKpenZX/SqlU7KJpuJfkWJHVS+xEyqxY6smNhioZX67u64TI2T1IRBtTprpIkZM3pNNfox4Z6Ty1kmHiOF7+oojQFJDmYVQu8UpjnSYtosF1f0XjVOOifdmVgBfT3VAPZV89jVI98ExMakIZuANhgwHyoqF+jJD5U0y2noCKHTZNVUzBTn2pEGrQ03dOG1gvunBU7FBtnR3I7r9IbydbuCoNVpxJILvZgVDegLGU1WFuqYjRaAhE/JzbGjp9uOvnxxEvUZgaMfxDiwYOwD5ObaouV8sTZ1+0+4PWijm2/1QcSQ2pVKlrYq2p/IgzERxxBhTqrelQj3GJdtsEtdGOoqeRAhvvVTzTTHHa+9J3L59DVJa2MTBBYba4Hba8Mn3FuCrZ49QjuXKc7pM07dbPdqBo97wohun2qRPdM+tbZcsLsywD9FCKrxirP+K+3I2CnacaFDgqJ+Q44h8FakmV2p5biL2N3TBZbdikAk7jno8P/QiFnnC48NqYWnLIh0agaPjquCWuqSmM4Hfx4c762G1MCwyuBugxdljyvCXG2fgyzOHAVAFVxIMNGJw/sb8UQCgmcLjD4bxz8+P4LMDzQiEuDJxBIBrZgzFBIM3o2Qcb/dicJFLl4GfS+6vyVLx1h1uQVVprinBS5+JqWriezHjBuDxh5CbQOKfY7fCZbfqWiwpKTQmLlzMMMc+1ChJicVOd6a4dfoocC6lKIkgZjJlmyLFN2l3qigmvXdnbbw8OfY7bdIILu2u68S4QZHrUx3kydTjSIwVscoZNUbKzGfDSDlTjyPhF6JXoaaHRIsotzN1Wqcin1cpKIXiw6wUU48vCHcqXw1H8mqdgHT/B+I9LMzAFwhrBsqToagvM/T6SUabJ5AwNb8gx5Y0wHGs1YNhJeaMcWqcNivcDqui+mhJcw5V0yZ7nchjnJgHXD+7ypR2qiu26cVqYcjPsenaGEmX/Bw7Nh9rw8Pv7MJNz6yNeszjD6Kl248RZXkYVpKbUL0AAC0ef8ZjbjI6fekrjhwGVDjpEPGHTD4Oi02rVHOGTNXfYi7+6JLdGP79dxIGQdTz5mRtEhWfhxSbd/0KE+RU800lvS+J4qi1O/2NrfL8HJTnR+bPpW4HgmGuVPdMl+Yuf1RVZ4G9FwJHJarrMJEtS217T9R91mx8gZDhzR63iRYXJzoUOOonqOX8qW7Eaw41p3y+fQ2dGFORZyhnPRFLvnUOgGgjwmT8fdUh3PC3NZqP1cdI6O02C/wpqp0kQuwOiklZZZEL9R1eRcHUo8PjaM2hZowbmI/C3MxTcRhjWDShQvnMcx3JAxRiYSV2Y8VimnOOZ1cdwsq9jfjLJwfxw9e343r586zKwuRW0NLl1+29IhYOiYJinHNsONKKGSYouQBzFUdOmwUWZk71wm5/SEmp0aIo165rYt2lBALMVBzp9xNKxJIddRiQ7zRNuSDeX6p0XBHsEIojPYEjs3aUY3e5Pj8YP97++oO9Ub/HKkC6fEEcbfFgvGp3Tb3YzjRVTUxekikkjOxkZ0VxFMoscCR88PR4hOlFBKFiTWzzdJhji00JdaUXsxVHelKGXDqqdR5t8aAo1x4XBDUDXzBkOE2lwGUHY9lVHLV6/AlTavNzbPAHw5pzgEAojONtXgw1ceGpRv0dCPVBLM1dPjRrqBYFx9u8GFiQo6SmThxciF0/vRCLJw40pY2JUldSUZRrTzqWd3oDWLa7QZmjGUUdiNld1xk1ljV1igW5A4MKc5TArhat3f6M/T6TIVQ6etTasRhJ30oHvaXlU81XBZmqo8Vc/MnlUlGJ1gTzoyjFUbLAkbyRPtRExZGSrZBiLFZS1ZIEpcX9q8iENYYIfjbpWIt9vKseP3htm+ZjrR6/ZmpfttVvAKJMzBOp22raekzzndXCFzSeqib6QqZz6pMBChz1ExhjSgWOZBNljz+Ie1+O+G4kitbvb+jC6AHmLPaKc6VJX1OXHzuPd2BbdXvS8x96ayc+2dek2bbadi9cdqtyg01lWpkMMfmv75AG0TEVeQiEuDJJifM4ilHHbK1uw7rDrbj0jMFpvX4qUqVEiYBZkZy2J6Lvr22qwU/e2okbn1mLX72/J+pvsrErKuj0BXSbIEfKQmsP/IeautHc7ceM4cWmtE3smpmhOGKMwWVPvfjSg8cf1PQ3EhTlOhJOjNR0yROPZM9lFLcBxVF7TyAuOFPd6sGHO+tx2RmDTQlAA5HJ5vxfL0/qjSEmLsK8MZmyTVnQm7hDddnkwZg4uACzRpRg6a6GqLFMa1yLvcZFxctxAyOKI/VnmOnud1eClCs1ucpEJ3kfCIpKY3Zz03TEd5aux5EIAtzwtzV4dMluU9qUSNmnJ61zV630nQ4vi3g0CKWReR5HqSuhueypq7s0dvpQkZ+dibc3DY8jq4WhIMduahAwlvaeQMLFWbI0nJrWHoTCPGv31mJ3pE1NXb64RWaPP4TpD3+E836zIuFzaKWWmBXobej0YsORVmxNMa/TosjlSBo4OtDYja88uw5bjrWl1bZY816hLgGAxi4pUDQg34kRZW4caurWXPCGw1xaKGc1cCR9BnlO48EBcb2bYXqshS8QAmOpg9uRio0pUnZNCRxFvqfjCSww1POzZGNzdasHTpvFVD8cZe2QYpwT/TOZ4qjNE4DDajFl7io2x37z4V7sTZKaCQC3PrceL6w5GmcFwjlHc7f2JrGR9PZ0YYzhwUsnYGBBjub36guGcKzFg5EmrV+1kKqqGfs+lOuUFEcUOOpP/OTyiZg9sgTtSRaaIkgiaNKQPosqQ2b5G9msFhTnOtDc5cPFv/8Elz3xqa6/05JTHm7uxvAyt5IOZbey9ANH8o1LGIELVYTwYlJXWcmRfSHUi77VByQlgah8YjZiEpHopiLed5GiOAohHOZ4cvkBjC7Pw4OXTsAPLh6PBy+doPxNpYm7KrF09OiXq4sAU6Idg/WHWwEAZ5oUOOpRcs7NGbJcDpspgaNuX3JT4SKXXdcue01bD5w2i6kKgVK3QzaOTv4+v/78Bkx+6AOlYpRgp1xB4rLJg0xrk1rpMf5HSxLu1ImAl/DwSPYejrV6kJ9jM83AGwD+cO1UvP2/83DpGYOwp74T22si6WpCQTamPA93L5QqLvli2rdLTm8bN0jbdD/TqmpikZEsvUwsNFMFLj2BxAbvmVAn+2Olu3NY6IoEDcXudKZ0JUgpEUHWBpViNZZV+5swbmB+lLJNFHYwLVVNR8pgjg6PowYTqwzGko7iCJA2oPQE0dMlWXAgYvwbf78SKqDRFdlZqIg2ietxn2rBxznH+B8tASCNK/e/ulWzglSnN4gCl7mBXcHGI20AgEmVxtPeC1Pc37oyqDYGxI+Tu1Rpw42y4mhAvhMzhpfAFwxj6e76uOfo9AYR5jDVPFnrNYD0UtXcOlPE0sUrV5BKZUEQWRgnH1si6qr0vtNchzVq8Z0ocNSgSv9OVVlvSLE+iwW99MipTKk2zMQ1mSx42tzlQ7Hbbkr7SmWl8jtba/G7j/fFPX6sxRMX2IhVMnb0BOEPhjU3r5T09iwqjgDg1nkjMG9MmWbg6HCTB2EOjBrg1vhLc/AFw8Z9+uQNgONtySv8nQpQ4KifUeRyYMfxdmytbtN8PFbyu0vDf6OjJ4hgmKclPU5EqdsR5XGkJ82noTP6AguGwth8rC3KHM0uK45u+Nsa3PPSFkNtEjfpd7ZKhpPCz0EYg3tUctMilx3BMI+qSLD9eAcqi1ymfk5qxPO2dGtPrEQwRAzg3f4g3tp6HPsbunDnglG4dd4I3HbOSAwvlXZCR5fnKTnI2aDTG9A9GUi10/L5oWYU5doxssycybiZqWqA5NFkRqpaTyC5J0mx244WHYGj9UdaMWpAnqlmgGKB25yg/wHSwmXJjjoAwOqYlCyhmjmtIvOKg4Ix5dHPdbBRuxyrmCiKxW8yxVF1a4+p/gYCxhgun1KJHLsFL284phx/b7v0eX3vwnG4cmqlZvt213Ug32lLWFGwNMO0um5/CA6bJel4UKSzqp9eWb5Rqlt7MtoJjlWPmJJaKhRHMbvlhS47fMEwZv7fx/jJmzvi/s4bCGHt4RbMlQsfCIQ/X7EJaQihMIdPVUkwEbk6PI4aMwwcJVIyh8IcgRBPaxwuynVk1xzbE0gYPC5QFEfx9yuxc58NI3EgMg+4YEIFrBaG5XLRCAA43Bxdqfbfa4/hh69vj3uOTm8A+WmoWfRwSC6J/fT1Mwz/bWFuchVZRImTXtBLqEjL8hwoz3fi9U3HlcdEQYIB+U4sGFuOgQU5eGl9ddxziPuvGddoIjq9AVgtLC2fOIfNAofNoih5zMYbCOm6Xl06vR9FMDDdjYb8HLvkqSX3iUSBoz11HcrcN1F60HvbarFkR53pakGvztRtp82KHLslaeCott1rWll5tRl+QCO4c/ajy3DtX6JtQnbElJA/2CQFykdozM2F4iiQpn2IERJ5cIrCDqOypDgKh7lsjm1sLXV6ZRGKc+14ZWP8GHOqQYGjfsbQEhe6/SFc/sQqzWis2oTVbmVYubcx7hzhRWSmGWBpngMHGiP5+fvqo3P1f/rWTgz//jtYtqdBORZbjehAYzdauv04e0xk8m2XS0Yfbu5GKGwsyh174Y+RF7gH5XaKSHuJ26HsNrWqFtHba9rT2mXTi/j8Ey3cPf4gXHarshvX7Qtixd5GlLoduHxypXLe2WMG4M4Fo/DEdVOz1lbOOToMGGSK87Qq1fiCIXy4sx4Lx5WbluIkFB1meYnk2jMvVQ/IiqMkk+KxFQU42NiNK/+4KuE5e+o6seloG66ePiTj9qgRgSOtqmCA1N9G3P9u1DG12mJnbQeGleQmTYcyysDCHOz7+UXK74kmjSJwVOiyw25NXn68utVjakUVNYUuO84cXoI1h1oASOPHT97cgYoCJ84dO0CZXB5riV4A7q7txLhB+Ql3GTNWHPlTmyjrrWTlUXnBmYlQgKS70xqrUkjUj43Q5dNe9Kj7zxuba+L+bv3hVviDYcyLCRydObwEdy8cjUf+5wxD7dAKzIjxKNWCLFWarVAcpxs4+vEb23HLs+s0H/NmMA5LiqPsBI6CoTA6vcG0FEd76zsxqDAnbVVMKkS6KufA5CGFWHOwRXls5/H4jT+tzcB0zKv1suN4OyqLXGn5PBa57EkV8pmYRgPAjOHFOK0iD7+6ZjIWTajAmkPNyrVT3y6V7C7JdcBhs2DqsCIcborfiBAbd9lWHOU5bemPdU4bPj/YkpbSo7HTh2v//HmUkk2NNxDSZWZvsTDk2C0p1YytHj/ynDbFb8so+Tk2dHqDSpBi49E2zfN213ViwuAC5Dqs6PJp97FfvCelMF80yTxVNCBtVOotAFDkciT1sTzW6km4gWQUdR9uiLkfBuUMBpEWKhQ7722PVHLcdLQVP3pD2hjRKqxjVxRH2ffxEYGj2Hvh+sOtyLFbTN2wVJOu96LDZsGCceVJrVpOlTQ2Chz1M9RR4Mc/3Bv3uNhl+fR7C1Cen6Mp/T7SbH6VgdI8Z5SxY+zk5plVhwAgKt0ltkT1juPSBTepslA5Ji7e+naf4V342Jt0eb4TZwwpxOubaxAMhVHf4UNxrh1OmzVSGU6eRHR6AzjU1I1JgwvjntcsStwO2K0M1QmqfYi0BLEb19ETxO7aTkyqLIxSnjhsFty7eFyUX4rZ9ARCCIW5bo+jHLu006K1KF2+pxGd3iCumFKp8Zfpty/HnlpurZcchxU9SVQsevH4g8hNspv3tXNHAgA2H2tTbuyxiJL3k4cWZdweNWLh+NBb8QoKAPjbp4eUn2eNkEzMjzRLE2/OOdYfacW0Yea2CZAmJz+8ZDyASJBXzeGmbmXhmp9jl0tpJ5OCZ7fU8rmnDcDuuk68vfU4bvvHevhDYfzq6smwWy3K5PIx1VgdDnPsruvE+EGJr9dMlXNdvmBKZUpE8ZgiVU2e7LhM9jjq6MksvSZWfadVjtsoXb4QHFZLXGqZesdaa+H04c46OG0WzBwRbfZvsTB854KxhvpfhzeA6/6yBusOt0Qd9+hUfhW7HQlVrID0ufuCYQxI85pwOWz4ZF+TpjpHeJOkrzjKPFVNK4DYnsKANj+JQnbLsTacXpm9ecCFkyQD62lVRagqdSup9ACws7YdNgvDfReOVY7F9r9gKIzmLn/GKsVE7DzekfYGWlmeEy0ef8KARyYpXABQVerGB98+FwvGlmPi4EJ0eoPKfOpYqweDiyKG4cPL3Dja4om7z4rNwmybY2cS2PMHw9hyrA3zfrnU8N82d/uwv7ELN/xtreZ9ssuX3IdRTa4juddbKMzx7GeHM0qrkwJHAWW8+2hXfdx4drCxC0eaPRhZlpew4iXnHHUdXtw6bwSumWHupltrEvViLMVuR8KAeJvHjyPNHtOqH9utFvz6msmwW1nc/VCtyvL4g4oKev0RyTaCc45vvrgZ22raMW1YkWYwqzc8jgRupw1hHq/W/vxgM2ZUlaRdVCMV4h6WTnr5qAF5qOvwal4j4TDHVU9+hoff3plxG/s7FDjqZ6jTpv6x+kjc4NDU6YOFAYMKXSh02dHeEz9giQDNaeXmRWxjJ6Fba9pS/k3sBG/n8Q44bRaMVJmL2q3S4sAfCqeVMjZzuDSRL3E7MLAgB3fMH40Djd14dVMN9jV0KsEz8f+v3t+ttAUAJg3J3oTRbrVgwuBCvLG5RtPM1OMPIddpRXm+E1YLw99XHcLO2o6oVL7eQvhRGZn8VBa5lIoWat7eWotStwNzR5Wa1r4uX9DUHeFcuzWlCaQeJMVR4htQ4byF+gAAMvtJREFUjt2KX/7P6QCQsOqLWMyY6dEDAGVy4GjT0ba4caS9J4B/rD4MAHjhq7Nw/8VSIGevrCQ80uxBY6cP06vM8aiK5atnSwG1X3+wF58daFKOB0Nh3PLcOmUhOLLMjcLcFLvaWfT/AIAvz6rC2Ip83PWvTVh/pBW/vmYyzjltAABofvc7azvQ5QtGBcgFdy0YjXsXj407bhSPL5RyMVCQY4dFRyWrbsVoW/9EinOOTUdblXRGLToMpL7qIXaHNR26Eyyiqkoj96RAiEftHIbCHO9ur8PCceWmqO96/CHUd3px49/WRinuxEIqlTn2gHwnmrp8SppcLPsbRSpCeh4RC8YOQDDMsXR3Q9xjkSBjOoEjfRUmk7FibyPOfnRpnNI6VeWiRIqj1m4/Djd7MCULAXLBiDI3tv7kAvy/GUMxqDAH9R1exd9w5/EOjC7Pw3jVplCbxx+l/Dza4oE/FMbILHh+dPuCONTcjYlpbqBVFrvAuVQ+W4vWbj+sFmbKvVssvrfINg5HWzxRAd8RpW4Ewzxuo05sYJaZqMCPpdMbyOg9CmVWQ6cvpfF9LOMGFuCvN85AY5cPt/9jvUbgLKA7aJbrSG68v7suXg1nlDynDQcau9ETCGHRhAp4/CF8tCviTeULhrDwMckovqIwB8W5ds2qfA2dPviDYQwryc1oQ1ErQF7f4dXtEVviticM5G+S1VRTTdwUvHr6ENx+zkg0dEbfA7pU96yH3typ3PcPNnajwxvA8j2NONriwV0LRuOFr87WfG6xHvv9x/tNa28iRD/9ZF9kLN/f0InddZ2YP3ZARs/d3OXDXf/aqGyEqunS4Q+ZCHFPPaShbPzsQDN213VqzvtONihw1M84a1Qpxlbk49fXTIY/FMaymMlbY5dUXcNqYQknYiv3NWHCoAJTSswLpqomVnNHlyrmx4KBBdIga7cy/O5LU6S2dsYqjjowblBBlMRV7dGRzmDx4u2zsfOni7HyvgWwWS1YPLEC4wbm476Xt+Lzgy1YOK4cADC8TJpgrNrfDG8gpFQQyabiCAC+dd4Y1LZ7Me+XS+NMVyW1iiT5HVSYoyi6zh6T2aCZiLv/vUnTvwOI3DyNLPSGleTiSEyKTjjMsWp/E84dOyBtKbMWbZ6AUp7bDNxOW1LDRb30BEIpF3oiaKmuCKOmPVuBI9VE+aV1x6Ie23i0FU1dfvz1xhmYO7oMYyvy4bBZlNLz78u+R/PHlpvaJjVP3zAdAKJSN97dXqf4HlUUOFHsdqA4N/GOnjcQgj8UNjVAEYvLYcWrd8zBnQtG4flbZ0alFDptVsyRA6QiuPXutlpYLQznj6+Ie67vLh6LOxeMzrhN3f5gyiCGxcJQ6EqdHtTSHUnp1Ys/FMZXnl2H32sYdAo6vIGM02ve/9Y5ePt/5wEwS3Gk/bnF+p+ovbfe3VaLxk4fLptsTvXNioIc/OnL09ETCEUFQMQuZirFUXm+E4EQT+gts1oOxE5MU0UyY3gJhpXk4oXPj8Y9lshcXA/FuZJZfybGq9OrijG81I07XtgYpXoWi6RExQUUT76YReJmOa1jislqT63XZ4xh7MB8BMMce+o6EQyFsUlWO6mDQmEebWgr2miGKip2kbzpaBs4T88YGwCGyKqFmgSq6tp2LwbkOU3x7ps0uAClbofiaXksJnAk+vumY9Fz04aOiBdStshUcaQuUX5AQ4WbislDi/DwlZPw+cEWLNsTHVRt9fh1F92QjKsTB472y3PUv95o3A9LUFkU+c7mjipFUa4dG1TrCfWifGBBDoaV5MalggNSKhuQmQfja5uqMe+Xy5QA/sHGLuyr70Rtu1dZ06SiOEnl3Le2Hkee04apw8zdgBtSnItQmEfNKbtU89n/rD+Gbn9I2Vhfc7AFj76/B0OKXbj7vDEJ7zHCHDtbRu1qRCD49uc3KCnQf/3kEOxWhsunZHavFffWu/+9KS59TAST0vHFEuvFT/Y1xT32zrZauB1WRWF6MkOBo35GocuO9799Dv5nWiUqCpz4ZH90B23s9Cmy+CINY8L9DZ3YcKRVCZiYhXrSMnpAXpTcGpAmJLfOG4E9P7sIV0ypRGWRK2qHOBAKY2t1G86ImfyIwFGhy57WrpfFwpDrsCnpXowxfHvRaUrOu0gVctqsivllly+ITcdaMbTEldXJBCAFAgEpRe61TdHeGV2+oKJYmDykCIC0KJg3JtpHwyyC4TDe3Var6a8hghdGJj9VpW4ca/FEPd+e+k60dPsxZ5S576HNk7jUcjoUuuymBI6klKHkC72hcuCoWkOdBUQ8GMwOHDltVtwxfxQA4E8rDkRNBoR8XxjKuxxWLBxbjmc/O4xHl+zGM6sOYeqwIgzNUolqAFg8cSCGFLuUyWg4zPGXlQcxosyNlfcuwLt3nw1AVKbTnph1KAHP7CmOACnQeO/icZpB3cvlgML5j68A5xzvbqvFWSNLs2a6D0jqlFQBSyD5pFYg0ndFxRY9OG1WXDN9CN7fURdXBEFQ09qDgRmago4dmI8JgwrgsFpQZ1LgSMuolzGGRRMqFPn+/oYuvLnlOHYe78Aj7+3G+EEFWDzRvAnhaRV5KMtzRhklG1EcAfG+WoC0i/vMqsOYM6o0bUNWq4XhxrOqsPZwCzYciSzoOOfKmJmXVuBI9tzSUEnrJc9pwzM3nwm304rvv7JVOS4qbCXyDstLoDjadKwNjAFnyPffbDNnVBly7BY88t5u3PfyVrR5Arhw0sA4W4GtKh+NdYdbkZ9jy9jz44U1R3DeYyuU6zUYCuPplQdQ6LLjrJHp3a9Fu6s1vOraPH68s+04qkrNuYfYrBZcPX0Iluyow0vrj6Gpyx9VfGP8wAIUuuz4/EBkI+J7L2/F4x/tRXm+07TKh1pIfm7p37+fu3Umbpk7AkDEHNgoV08fgrI8R1QhB0CaO+ltm8thU6psaiHuw5ko9MScHJCq804bVowNRyPjjNo/taLAiWElUgqiNxDCu9tqlaDqqv1NsFlYRj6lM6pK4A+G8eDr23GoqRsLH1uBRY+vRFOXDxW6FUfaqcNtHj/e3VaLy6cMNr3wxJlyQOjtrRH/IuED9dV5IyDitIsnDURRrh13yoH2exePTZoCxhjDL646HR/fc66p7dXivPEVytjwyb4mfLqvCS+uO4YbzxqO8vzMKoIPKc7Fo1dPxtaa9rhqwSLInY4v5rDSXJw5vDjOBzEYCuP9HXVYOL7CtAI+/RkKHPVTGGOYPbIU6w61KAvz1m4/PtpVrwRtCmNM2fzBMO7+92YUuuy4ac5wU9ujjs4OKnKh0xtUdth9wRC6/SEUueyKGfLo8jysO9yiSCm3Vreh2x9SducFQhppVtl2QFqQ7nhoMV79xpwoH5CvnSstott7Alh7qAXTTN4F0CLHbsWvrpaMU9/ZejzqscZOH8rlRcCskdKNYHSWKrsAwMJxFWjo9OGjXfEpCE2KnFv/4nF0eR66fMGoqg2r5EDnWWmkqSXyAJr4oyVYfbDZ1MBKgcuWsCKcXnr8IfiD4ZTKvkFFObCwxIqjo80eDC7MyUpO930XjsN/bp8Njz+EFapFqpZh6BXyLs+Tyw+gpduPB+T0tWxy1shSvLOtFpf94VNc/PtPsK2mHf+7cDSGleYqnh5FuY6EVUs2ygvbwSaZT6bDxWdIxpyNnT68srEGh5s9uPh0c806Y2n1+HWl5xW7U1eyqm3zgrFIuVm9XDerCiHO8fSKg/Ht6/aj1RMwpaSuxcIwsDDHcBlcrV3T7gSBIwD4y40zsPze+bBZGJbubsDd/96Ei3//CWraevDgpeNNrXjIGMM1M6RF8POfHwEQSQNLlvoKACWyeuCKP66K301t8aCl24+rpmXm+XHdrGEoy3Pil0t2g3MOzjku+t0nuOap1QDSK68uVA+ZpqsNLnLhuplV2FrTrhgCCzVaovQSq4UhT0NluuFIC8ZW5Kdd9csoA/KdeODi8fh0fxNe3VSD284egYXjymG1MGWxZ7cyrDkkKT+DoTA+3FmPOaNKM+5/M6pK0NTlw9ef34Bfv78Hlz2xCp/sa8J3Fp2W9sJ2UJF039qrkbK66VgbvIFwVKAgU755/hiMKHPjvpe3wmG14KLTI8Fci4Vh5ogSfC5/dh/vqsd/1ktBFDH3S5cNR1rw4tp4BZ6gvsOX0WJ32rBi3H/xOOTYLdicwCw6FXarBV+YWomPdzVEBTJaPX7dxuC5dis8SdQm4trNRP2dY7fig2+fg4mDCzB/bDmmVxVjf0OXcp9SKwklxZELHn8I4x5cgjte2Ihbn1uPVzZU419rjmLRhIqMUgSHluTingtOw8e7G7Dg18uV45zDkOKovScQN3/93cf74A+GcbPJazFAmnuPHOCOMmoWVa8vnzJYCSxVFrlwy9wR8IfCOH98BS47I7WS59qZw7JW0SyWN++U1MTPfHoIf/7kIAYV5piSyg9I3nL3XzQOaw61KJuTQKTKbLqecfNGD8Ce+s4o9erqg81o6fbjktNPfrURQIGjfs2MqmI0dPqUnO235cCDkMwX5UoeRyKw9NSKA9hZ24Ff/s8ZpitpbFYL/nXbLLzyjbOUgMsqWRIvBiz1a145dTCqW3uU0oUvrj0Gp80Sp0QZViItLNLNsU+E3RpvpJwnT8j/u74aTV1+XKpjEDWDa2YMxVfmDsen+5uivFrq2r2okG9O4jM1s4JVLJeeMQjjBubjzhc24lVVScna9h78Vy5jW16gv99cPmUwch1WPL/6CK7/6xpc95fP8Y/VRzBqgNtwFYlP9zXhgt+ujMuhD4bC6JZ34st13sj1UOiyo9MXjEsfNIK4AZWkkIHbrRYMKnRpKgQCoTDWH2nF6CxVkACk1JMSt0NJPwOApi4/7FYWpdRZPHEgfnblJPzrtllY+8D5yuQjm9x/8XhcO3MY3E4runxB3LlgFL4wNdpUvShBNSbOOZ5Yth/DS3Nx7mnZSe/UQ0GOHRsfXIQStwPf/e8WOG1SymymNHX58PuP90X10U/3NeGcR5fhYGM3BhakvsaKc+1JzbH9wTBeXHcUZwwpMrwjP6LMjS/OGIrnPjscNTEDgINyukG6PjuxDC9zY199J5bvacCHO+sTlosXPL3iAC763Uq0dPtxtNmDcx5dhh+8tg2fHWiG05542mO3WjCizI03txyXf5eMi81WUALAt88/DeePL8eDr2/HusMtuqvbqU3XY71+RABlcFFmY2Wuw4Zvnjcaaw+14OxHl2H6wx8pqSFAeuXVhWK0NYmxt16umzUMJbkO3Pz3dTjW4kFdhxd2K0s6Fhfl2lGvUsd1+YJYe6hF8SvrLW48azjeumse/v6VM/HAxeOVecrmH1+ALT+6AHNGleHNLccRCIXx5pbjaOryZRwIBCT13tljBmDj0TY8sWw/dtV24KHLJ2a0yWi3WjBlaJFSdVKNmOsMLzVnDACkfvnEtdMwZ1QpnrphWpxS65wxZTjS7MH9r27Dnf/aiLEV+djz8IW4dd6IjF735Q01eOitnZqmuIebutHeE1A2AdPFbrVg5ohSfLo/Pg1GL5eeMRjBMFfWCj3+EHzBsG61ttuZPFWtuduH/Jz0K6oJTqvIxzt3n40St0PxURTve9WBZuW80jwnRqu8WkeX52F3XQfu+e8W5NituO/CcRm1AwBunjMcN88ZjqumVuL/vnC6crxSpyJFKUKhmqPsq+/E86uP4Eszh2WtOlhlkSsq80MEC0vznMr82+204n8XjsbKexfg6Rumm1bl2CwKc+24d/FYrD7YjJV7G3HNjKGmKnYun1wJCwMu+f0nOOfRZXjw9e1YursBditLWZU2EdOqisB5pHodALy2qQb5ObasWjv0Jyhw1I+ZXiUt3NYfaUGXL4gnlx/ApMoC/PzKSQCkqH8gxNHRE0Sbx4+/rDyIxRMrsGhC5osWLeaMKsP0qhJMG1aEQpcd722XFqLCy0itVrnsjMGYPbIE3391Gy5/4lP8d0M1rp9dFafOOGtUKV68fTa+MT+zHSE9iKDMUyukz3FBhgZsRrj49EEIhDhWyx4y7T0BdHiDilJi4uACPHzlJOW7zQY5div+fdtsTK8qxnde2oLFj6/EG5trcNYvluJj2UvLSLpKQY4dk4cU4e2tx/Hp/iZ8dqAZR1s8mt4uqXA5LOjyBvGFP34WJQNdq5qQDtYpHdaD2G3QMl3UYldtR9SC519rjmLOI1IFFD27eUNLXDim4QPx1PIDONriwQ2zq3S1Ix2sFobFEwfiw531inLnSHM3hsaYSlosDDfMrsKcUWVZLV2spsTtwC+uOh0v3n4WPv3eQty7eFxcwLfIZZd3HN9TFvSAVL1ve00H7pg/2lQ/rXQocTvwj1tm4gtTK/GHa6eaUgFp7aEW/ObDvUrwHQC+9Z/NOCoHIPUEB0rcjii/lFg2yV5X6S6svrt4LFwOKx58fXtUMEdUyxtp0s7l2aPLsLuuEzf/fR1+8+HelGaos0aWor7DhxufWYNbn1uHoy0evLBGUgys2t+c9G/HVEhtHl6ai70PX4Q75mfuSaWFw2bBH66dBpfdine21irB0SJX8muv2O3A/p9fhEKXPc7AWgSOMpX6A8CXZg7D+ePLYbdaEI4J1CVKCUuGUC0fUPlHpcuAfCeeu2UmOrwBPPDaNtS3e1Gen5N0YVTd2oN3tkp+VcFQGOc/tgKBEMcFWZovJeP0IYVYMLY8qh8X5NhRmGvHV+YOR32HD7c8uw4/emMHJg8twqI07qlaPHzlJNx4VhVeu2MOPrlvgSnK9NkjSrDjeHucf1RrCt+pdJkwuAD/um02Fo6L/0yunFqJkQPc+Pfao5heVYwXbptlSoraF6ZWoicQwjvbaqOOH2vxYL6sVKkwYWNr0YQKHGjsxlbZANwop1cWYsrQIvz4zR343Uf7lLRQvebYRbmJKza+sbkG/1h9JOMAWSwzqopRVZqLv6w8iGMtHmytbsNlkwdjybfOhtXCMHloIYpz7bhhdhU++s652PyjC/Dfr5+Fpd8915SNCZvVgp9cPhG/+eIULBgXWRMM1Rk4GianW4lq1nvk+1Rejg3fWXRaxu1LxMTBhdhW047nPz+iVJgDpLH5R5dNwL2LpQ0PxhiGleaaqpg1k+tmDkOJ2wG3w4prZw419bkHFubgyS9Pw0WTBuJoiwfPf34Enx9sQYnbkbah+pShRWAM2HikDYC08b5kex0unjTolEhTAyhw1K8ZOzAf+U4bnl99BF99bh3qOrz46RWTlA4vynevPtiM1zfVoNMXxDfPy95AJbBZLbhw4kC8teU4Zjz8IW76+1oAiMplt1ktePr6GbhCVqXcMX8Uvpdgd2D2yNJeueDUN/Y/XDutVxebk4cUIddhVVK5xA69qDDHGMP1s6tMVdVoUex24C83zcCcUaXYU9+J+17eGvW40ZvL6UMKFUXQXQtG46qplbjtHOPS9OlVJXj77nk4vbIQ33xxM7714ib8ZeVBfP2fG5RzzExHEqaesRVYtGjp9uOqJz/Dz+Qymy3dfjzw2jblcT2S5iHFudhwpBXf+OcGRdL80rpj+M1He3H55MFZC/YKvjxrGHoCIby6sRqbj7Xhk31Npqv8soWoDucNhHH3vzfBGwihvSeAR9/fg8oiF74wrTLFM/QOkyoL8fgXp+ACk7xwLpo0EFOGFuGxD/agxx/C5mNtUYFOPVVfBhe50Njlgy+ovYt8XK6GNCnNcsFleU7cf9F4rD7YjLmPLMXzqw+jqcuHH76+HUB6PgJafEk1obxSh3HmlKFF+MUXTsf2mg4cb+vBRSrDSuElkoipQ6Ud8CHFmVXr0YPLYcWkygJsOtqqFC7Q441ls0oefmovHEAy9bYwKVCdKXarBX+96Uws++58rPvB+Xjq+unKY+n4zQ0ryUWJ24GNR1tTn6yDSZWFuGF2FVbJaV96qyDtq+/E1pp21HV4ceWUwZjRC8pKI8wfW47vLDoNaw+1YFR5Hv705WmmKQWGluTip1dMwtRhxab51501qgxhDiyNSYFv7faDMfO9+5KRn2PHO/97Nj749jn4562zDKXeJ2NGVTEmDCrAE0v3KxXxAGDZnsh7HmBArZ2IC+V7h7pghBEsFoZ/3TYLF00aiMc/2qt4lOlNuxpS7EJ9p1fzfiEC72ab/9qsFtx01nBsqW7Hjc+shc3C8MDF4zBOrjSYn2PHhh8uwk+vmAhA2gA9c3hJVgpiqD8nvYqjUbLP1sHGLqzY24iLfrcS3f6gqf1Pi1vmDsfkIYV48PXt+GBnPVYfaMbYinzk2K0oynXgzgWj+22wSE2x24Gl95yLpd+dn7YvXzIunDQIv/3S1KjN2fqO9Cu05ufYcVp5vnIf+9nbO8E5cMeC7Isf+gu9k9hNpIXVwjB3dBmW7KhDrsOKX189OcqXZ3pVMfKdNqzY24D9DV0YNzBfcarPNg9dMRGjy/Pw9MqDaPP4MaLMHZcXW5hrx2/+35ReaY8expTn4fZzRuKskaWmpVDoxWGzYPbIUryxuQbjBxXgo131sFpY1sqdJyPPacO/bpuNw03dym5ZukxQpU188cyhGU1Gy/Nz8MJts/DrD/bgmU8P4fXNx2G1MPzwkvH45+dHTE1HEgvaL//1c2z7yeKo6n6xlLgd+OrZI/CHpfsxYXAB3t1WC5uFISinEOmRIp8xpBAvb6jGe9vrsHxPI3oCIdz3ylacNbIUv/yfM8x5U0mYVFmIyUOL8NBbUvCrssiF716Q/SCzGcSm7sx5ZCnaPH6EOfCnL09L+t2dyDDG8MDF4/H/nl6Ny574FAcbu1CW50BHTxD+UFiXqmRIca5ULrvNi+EaY56YQGUSsP7SmUOxfE8DPthZj4ff2YVDTR745MpZZn03+Tl2zB1dilX7m3VXXPmf6UMweWgRyvIcONzsURSyP7wkuXfXlVMr8caWml6bCE6qLMTfVx1WftfrdXZ6ZSGW72nE91/Zih9fNhEuhxU7jndgRJnbdCNgu9USlcacTkCNMYapQ4uwyaTAESDNgUQmZ6qUqP/cPhtf/PPnONjUraQc/fDSCaa1xUzuPm8M7j5vTF83QxezRpRgZJkbTyzbj7mjyxTLgurWHgwqyOn1xavLYTU9PchiYbh38Vh85dl1eHrFAdy1UPpu3tgcUcDqDc4kY0C+E0NLXHhy+X4MK81Ny5A/12HDnQtG491tdcr9XqgoUzFUvl/UtPbEqUVrWnswZ1QpvnuBOR40ai6fMhhPLNuPQ03d+OEl4+MCCL2VYqUe1/SOoZXFLjhsFmw+1o41Kw9iUKELb9411xTVcTLKC3Lw6h1zMeeRj/G156UN1u9flHnqXl9gtipRix9fNkHxE7w9jc1tNVOHFeG97XVo9wTw0a4GXD+rClUmpuT2dyhw1M/5v6tOx2WTpbSv2IHIbrXgnNMG4N9rJQPAbMoiY8mxW3HbOSNx89zh2FrdhtMri/pd/mwsYiHWV9x/0Th87fkNeOC1bWAM+P6F47J+c0nG8DI3/nnrLHy8uz5q4WIE9QTNDHWB3WrB/ReNx32Lx6G+w4tQmGNoSS6+erZ5BptAZDfJGwhjT10nJqUodXzXwtFYsr0OD7+zC/k5Njz+xSn4ZF8jGjp9uoxFLzl9EH70hqQo+OaLm+ALhjG9qhj/uHVmrwU+Hr5iEp5aeQDjKvJx/eyqXktHy5SxA6U+9odrp2JnbQc+2deI62YOw9ljyjBrpHET9hOJmSNKcNNZVXh1Yw2+PKsK31l0GgLhMJ5ddVhXCXFxTVa39mgGjo40d6PQZc/IHNhiYfjzjTOw43g7Lvn9p3hm1aG0nysZf7vpTNR3eA3tSopiA+NUitZU96kB+U68/b9np9fINJicZkUvoZR5cd0xWCwM31l0Gj470IRrppsr9xeYkaIyY3gJPt7dgE1HW00pUa2+Bs4fn9xfQni2/fD17Rg3MB8jy9xZVQScKlgsDA9eNgFff34DFj62HDedNRzXzRqG5XsbMW5g9rz7epsF48pxyRmD8PuP96Oy2IUl2+uiqg6a5eU0c3gpXtlYja89vwEv3j4bs9O4x40fWIAStwONnT6MH1QQ5wWVCLHxt/CxFTj8yCXK8faeAGraenDdrGFZUWGW5Tmx7Lvz0dETyGolVz08df10NOq0MACkDf4Jgwrwb9k8/fcmparrfe2nb5iB51cfwfDS3Iy9vE5mbFYL7r9oHN7bXpfxWnnasGK8uO4YfvbOTviDYVzVT1TvvQUFjvo5JW4HLjkjcYWer507Eu9sq4WFSTu/vY3dalG8mIjkjKnIx8f3nIsDjV0odDlMNzBPh3ljyjCtqgh/X3VYSX00wvhB+bhrwWhMHVZk6oTCamFZrZSlrra3W0fgyGmz4p9fnYXPDjRh3ugBGJDvVEzq9VCa58TLXz8LOXYrfvPhXngDIfzuS1N7VS1z+pBC/PG6ab32emYxbmABtv7kAhTk2HHZ5MEJU15PVh66YhIeuiLa+0yvKaiYhN/94ias/8H5UUGTdk8Ay/c0YmoGpZXVTBxciLNGlmL1wWaUuh149iszTXleQY7dmvaunkiFNtMnzSzUKuLHrpms++/OGVOGBy4eh1c31uBfa47irS3H4Q+GTa+oKhhSnIuvzhuBaRmoZL88exieWnEAf155EH9Spb6li3qBVpbifmqxMJw/vgIf7arH7rpOfHnWsIxfn5BYMLYcb941D/f8dzOeWLYfTyzbD0BSIZ9M/PTyifj8QDO+/Z8tcFgtOH98Oa6ePhTrDreYVnL9roWjkWO34JWN1bjnpS147Y45hhWhFgvDnFGleHtrLcYbCN6NVZ17rMWj3D92y5XO1Apzsyl02Xs1rTER6aTiLRhbjs2yWfIlWa6oGsuUoUW6NpEIqbpiphUWAWCGXAX85Q3VOH98ecr1w8kGS1WdpL8xY8YMvn79+r5uRr/i84PNcNospuzgEacmq/Y3YcKgghNGhWIGoTDHjuPtOE3OCyeIkw3OOeb/ejmONHvwzM0zFEPZpi4fbvzbWuxv6MI/bp2Z1q62Fo2dPvx55QHcMm9EVvwKMqHN44fVwjIq35wNOOcYcf+7uGjSwLSCKZxzPLn8AFbsacQt84bjwkm9u3Axyi+X7MZTKw7g1W/MkY1GpWAm5zytzYdZ//cR6jt82PLjC3QtPK956jOsO9wadT0Q5rH2UAteWHMEV00b0qfVLrPFgcYubDjSivPHV+jyI0uXbdXt+Pm7O/GHa6eltcn41IoDeOS93fh/M4bg0av1B6QPNnZh4WMrcMGECjx9w3QwxvDk8v14dMkerH3gvKz7cJ6IbK9px6V/+BQjB7ix9J75fd0cohd4/vMj2FffiXsWjY0r+nSywBjbwDmfEXecAkcEQRAEcXLiDYQw55GlyHVY8fCVkzC6PA83/G0tatt78NT100+ZErL9GY8/CLvVctL6dalp7PRh0eMr0OYJYEx5Hrp9QYwckIfDzd1Yes983R5PgsNN3dhb36nblP5oswerDjTh/80YekKYxxKnLukGUwHpOrv9+fX49TWT4/xHU73miPvfBQB86/wx+OKZQ3HD39YiP8eG1+6Ym1ZbTnY453h5QzVOq8hPS7lPEP0RChwRBEEQxCnIw2/vxF8/jXgP5TttePaWMynNmOgT9jd04b8bjmHjkVaU5TlxqKkbEwYV4AeXjO9T3z+CIIAVextx0zNro449+eVpuLiX07AIgug7+m3giDF2IYDfAbAC+Cvn/JFk51PgiCAIgiD04w2E8OLao/CHwoq/CwWNCIIgCC2CoTC21bRj49E2lBv0dCQI4sSnXwaOGGNWAHsBLAJQDWAdgGs55zsT/Q0FjgiCIAiCIAiCIAiCIMwlUeCorxPqZwLYzzk/yDn3A3gRwBV93CaCIAiCIAiCIAiCIAgCfR84qgRwTPV7tXwsCsbY7Yyx9Yyx9Y2Njb3WOIIgCIIgCIIgCIIgiFOZvg4caZULiMud45z/mXM+g3M+Y8CAk6+8J0EQBEEQBEEQBEEQRH+krwNH1QCGqn4fAuB4H7WFIAiCIAiCIAiCIAiCUNHXgaN1AMYwxkYwxhwAvgTgzT5uE0EQBEEQBEEQBEEQBAHA1pcvzjkPMsbuAvA+ACuAZzjnO/qyTQRBEARBEARBEARBEIREnwaOAIBz/i6Ad/u6HQRBEARBEARBEARBEEQ0fZ2qRhAEQRAEQRAEQRAEQfRTKHBEEARBEARBEARBEARBaEKBI4IgCIIgCIIgCIIgCEITChwRBEEQBEEQBEEQBEEQmlDgiCAIgiAIgiAIgiAIgtCEAkcEQRAEQRAEQRAEQRCEJoxz3tdtMARjrBHAkb5uhwmUAWjq60YQ/QLqCwRA/YCIQH2BAKgfEBGoLxAA9QMiAvUFAsheP6jinA+IPXjCBY5OFhhj6znnM/q6HUTfQ32BAKgfEBGoLxAA9QMiAvUFAqB+QESgvkAAvd8PKFWNIAiCIAiCIAiCIAiC0IQCRwRBEARBEARBEARBEIQmFDjqO/7c1w0g+g3UFwiA+gERgfoCAVA/ICJQXyAA6gdEBOoLBNDL/YA8jgiCIAiCIAiCIAiCIAhNSHFEEARBEARBEARBEARBaEKBI4IgCIIgCIIgCIIgCEITChz1AYyxCxljexhj+xlj3+/r9hDZhTF2mDG2jTG2mTG2Xj5Wwhj7kDG2T/6/WHX+/XLf2MMYW9x3LScyhTH2DGOsgTG2XXXM8HfPGJsu96H9jLHfM8ZYb78XIn0S9IOfMMZq5HFhM2PsYtVj1A9OQhhjQxljyxhjuxhjOxhj35SP05hwipGkL9C4cArBGMthjK1ljG2R+8FD8nEaE04xkvQFGhNOQRhjVsbYJsbY2/Lv/WJMoMBRL8MYswL4I4CLAEwAcC1jbELftoroBRZwzqdwzmfIv38fwMec8zEAPpZ/h9wXvgRgIoALATwp9xnixORZSN+jmnS++z8BuB3AGPlf7HMS/Ztnof2dPS6PC1M45+8C1A9OcoIA7uGcjwcwG8Cd8vdNY8KpR6K+ANC4cCrhA7CQcz4ZwBQAFzLGZoPGhFORRH0BoDHhVOSbAHapfu8XYwIFjnqfmQD2c84Pcs79AF4EcEUft4nofa4A8Jz883MArlQdf5Fz7uOcHwKwH1KfIU5AOOcrAbTEHDb03TPGBgEo4Jyv5lI1g3+o/oY4AUjQDxJB/eAkhXNeyznfKP/cCWlSWAkaE045kvSFRFBfOAnhEl3yr3b5HweNCaccSfpCIqgvnKQwxoYAuATAX1WH+8WYQIGj3qcSwDHV79VIPlkgTnw4gA8YYxsYY7fLxyo457WANIEEUC4fp/5x8mP0u6+Uf449Tpz43MUY28qkVDYhO6Z+cArAGBsOYCqANaAx4ZQmpi8ANC6cUsgpKZsBNAD4kHNOY8IpSoK+ANCYcKrxWwD3AQirjvWLMYECR72PVn5hsogyceIzl3M+DVJ64p2MsXOSnEv949Ql0XdPfeLk5E8ARkGSpNcCeEw+Tv3gJIcxlgfgFQDf4px3JDtV4xj1hZMIjb5A48IpBuc8xDmfAmAIJKXApCSnUz84iUnQF2hMOIVgjF0KoIFzvkHvn2gcy1o/oMBR71MNYKjq9yEAjvdRW4hegHN+XP6/AcBrkFLP6mUZIeT/G+TTqX+c/Bj97qvln2OPEycwnPN6eZIYBvAXRFJSqR+cxDDG7JACBS9wzl+VD9OYcAqi1RdoXDh14Zy3AVgOyYeExoRTGHVfoDHhlGMugMsZY4ch2dksZIz9E/1kTKDAUe+zDsAYxtgIxpgDkqHVm33cJiJLMMbcjLF88TOACwBsh/Sd3ySfdhOAN+Sf3wTwJcaYkzE2ApKZ2drebTWRZQx997IktZMxNluuiHCj6m+IExQxAZD5AqRxAaB+cNIif29/A7CLc/4b1UM0JpxiJOoLNC6cWjDGBjDGiuSfXQDOB7AbNCacciTqCzQmnFpwzu/nnA/hnA+HFCNYyjm/Hv1kTLBl+gSEMTjnQcbYXQDeB2AF8AznfEcfN4vIHhUAXpMrINoA/ItzvoQxtg7AS4yxWwEcBXANAHDOdzDGXgKwE1LVlTs556G+aTqRKYyxfwOYD6CMMVYN4McAHoHx7/4bkCpzuQC8J/8jThAS9IP5jLEpkKTDhwF8DaB+cJIzF8ANALbJPhYA8ABoTDgVSdQXrqVx4ZRiEIDn5CpIFgAvcc7fZoytBo0JpxqJ+sLzNCYQ6CfzBCYZbRMEQRAEQRAEQRAEQRBENJSqRhAEQRAEQRAEQRAEQWhCgSOCIAiCIAiCIAiCIAhCEwocEQRBEARBEARBEARBEJpQ4IggCIIgCIIgCIIgCILQhAJHBEEQBEEQBEEQBEEQhCYUOCIIgiAIol/DGDvMGDuc5de4mTHGGWM3Z/N1CIIgCIIgTjQocEQQBEEQhGkwxqbLAZjPEzx+nfw4Z4yN0HjcxRjzMsY8jDFn9lt8YsEYW8QYe40xdpwx5meMtTLG9jLG/ssYu5sxxlTnDpc/52d7sX0/kV9zfm+9JkEQBEEQ2cXW1w0gCIIgCOKkYhOAVgAzGGMFnPOOmMcXAuAAmPzz32IenwvACeBDzrlPPnZeFtt7wsAYewDAzwEEASwBsAeAHcAIAOcCuBrAk/LjBEEQBEEQpkCBI4IgCIIgTINzHmaMLQfwBUjBjLdiTlkIYDmAM6AdOFoo//+x6jkPZKOtJxKMsSoAPwXQAWAe53xbzOMWAIsAhPqgeQRBEARBnMRQqhpBEARBEGYjgj4L1QcZY8MhqWM+BrACwAKNv40LHGl5HKk9iRhjCxhjyxljnYyxDsbYO4yx8VoNY4yNltO6Whlj3YyxzxhjlyR7M3L63SuMsQbGmI8xdoQx9iRjbFDMeb+Q27Qo5vhP5eNxATDGWB1j7Giy15eZBcAKYFls0AiQAnac8/c551x+3p8AOCQ/fJMqPVDxcWKMORhjdzHG3pXfk48x1sIY+4gxdlGCz+Kw/K+AMfYb+eeAnKJ2GMCP5VOXqV9Tx/sjCIIgCKKfQoojgiAIgiDMZqn8f2yK2Xmqx9sBXMUYm8A53wkAjLECADMAtAHYqPO1LgVwBYD3ADwFYAKAiwGcKT93kziRMTYGwGoApfL5mwGMBvC6/HscjLFLAbwCKbXuZQBHAEwH8A0AVzDG5nLOD8unfwzg+/L7/FD1NCIYNpIxNlyczxibBKACwLM63mez6jmsnPNUyqLlAIoAfBPAFkjvUbBZ/r8EwO8AfCa3txHAIACXAXiXMXYb5/yvGs/tgPQdlgD4AJIK6hCA3wK4EpLS7DkAh3W8L4IgCIIg+jkUOCIIgiAIwlQ457sYY8cBTGKMDeCcN8oPLQTQBWAdpGCDOLZT/vlcRFQ1YZ0vdyWAxZxztULpF5ACOLcAeFR17h8hBY2+xTn/ner8KxAdWBHH8yAFdWwA5nPOP1E99j0AjwD4M4AL5MOrAPigCpjJzzETUmBmkfyYSM9TB9JS8TmkoNXpkNQ8zwJYA2C3VhCJc75cVgB9E8BmzvlPNJ6zFUAV57w65n0Xyu/lUcbYC5zznpi/GwTpOzuXc94d87dFkL7HZznny3W8L4IgCIIg+jmUqkYQBEEQRDZYBkmlo05HWwDgE855kHO+A0ADotPZ4tLUdPCiOmgk82f5/5niAGNsCKTAzSEAT6hP5py/ASl1LpYrIAWa/qMOGsk8BklRs4gxNkx+nh5IiqZpjLFi+bxzIBlY/xaSoketwtIdOJIDNJdDUgudDSn4tB1AJ2NsBWPsDqNV6DjnvtigkXy8HcAzAIoBnJngz++JDRoRBEEQBHFyQoEjgiAIgiCyQZTPkew5NAhSQEmwHMB82dhZORfARwZeZ73GsWPy/8WqY1Pl/z9NkOa1XOPYNPn/uMAO5zwIYGXMc4tzLQDmy78vBBCQz12GyOdhhRRU2sM5r9F47Tg451s551MhBXPuA/AfSMG3cyCpqdaoAla6YIxNZIw9yxg7yBjrUXkSPSafUqnxZ14AW428DkEQBEEQJy4UOCIIgiAIIhuIwNF5Mf+rgzDLIQV3pjLGyiClYdVwzvcYeJ222ANyUAeQ0t4EhfL/9Qmep07jmPib2gR/I44XqY5pve81nPMu+bEK2dtohvz8RtRVAADO+XrO+a8451/inA+HZJy9G8BkRMypU8IYmw0pbfA6AHsAPA3gZwAeAvCGfJqWiqlBmHATBEEQBHHyQx5HBEEQBEGYDuf8qFxFbDRjbCgkpU0bgE2q04T6aCEk/x6GNAIpOmmX/69I8PjAJH+j9RggKajU5wHAWkg+TuczxkohBXN+Kj8mgmbnA8iNOZY2nPO1jLG7ICm1FqY6X8UPAbgALIj1I2KM3Q8pVU/zJdNpJ0EQBEEQJyakOCIIgiAIIluIIND5kAyTV6hNrznnuyGpdhYiPX8jI4iA1Tw5TSyW+Un+Ju4xxpgNwDz5V6UCnCqFbSyAG6AKhnHO9wM4CkmFtBBAGNGpe5nQKZqmOiZS8rTeLyBVlGtJYGJ9bprtSPWaBEEQBEGcYFDgiCAIgiCIbCHUNN+GVLpdK0iyHJLZs6hMlpXAkWwC/SGAEQDuUj8mV1XTCpS8DqAFwLVyWpeabwEYCeAjzvnRmMfE+74fQDek6mfqx84FMBfAFs55i572M8ZmMsZuZoy5NB6zA/ie/OtK1UOtkNRBwxI87WEAJYyxM2Ke71YAi/W0S4Nm+f9Er0kQBEEQxAkGpaoRBEEQBJEtlkIKXJyu+j2WZQCuhRTQ0W0UnSZ3Qqp69lvG2AUAtkBS3XwBwFsALlOfzDnvYozdAuC/AFYwxv4LSTE0HVKgqw7A1zReRwS/ygEs4Zz7Yx67OeY8PQwG8HcATzDGPgWwE5JJ9SAAF0JKp9uPSFqcaP8aAGczxl4AsBeSIuhNzvlWSJXeFgP4lDH2EqSUuxmQlFQvA7jaQPsEyyApqX4hezm1ym15OI3nIgiCIAiiH0CBI4IgCIIgsgLnvJExtg3AGQCaIJWPj0WtQspWmppozz5ZOfQIpPS5+ZCqg10JYABiAkfy37zBGJsL4AFIQZZCSAGjpwD8jHN+XOOltkB6v2WID5YtTfBzKj6GZGJ9AaTA1QxIptwdkIyxfwfgj5zzzpi/uwHA45CCS9dCSmWrBrCVc76EMXYZJK+jL0IKKq0FsACSmspw4IhzvosxdhOA7wK4A0CO/BAFjgiCIAjiBIVRUQyCIAiCIAiCIAiCIAhCC/I4IgiCIAiCIAiCIAiCIDShwBFBEARBEARBEARBEAShCQWOCIIgCIIgCIIgCIIgCE0ocEQQBEEQBEEQBEEQBEFoQoEjgiAIgiAIgiAIgiAIQhMKHBEEQRAEQRAEQRAEQRCaUOCIIAiCIAiCIAiCIAiC0IQCRwRBEARBEARBEARBEIQmFDgiCIIgCIIgCIIgCIIgNPn/CP8V2EwxtA8AAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# plot P_BA\n", "plt.suptitle(\"P_BA\", fontsize=\"30\")\n", "plt.xlabel(\"Window Start\", fontsize=\"20\")\n", "plt.ylabel(\"Matrix Profile\", fontsize=\"20\")\n", "plt.plot(P_BA[:, 0])\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We call $P$ The difference between $P_{BA}$ and $P_{BB}$. Intuitively, $P_{BB}$ will be smaller than $P_{BA}$ because we would expect subsequences within the same class to be more similar than those of different classes. \n", "\n", "The peak values in $P$ are indicators of good shapelet candidates, because they suggest patterns that are well conserved in their own class but are very different from their closest match in the other class." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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ehmEYhiEIO5cYhmEYhmEYphR9fdG+j2EYhmGaEHYuMQzDMAzDMEwpRo2K9n0MwzAM04Swc4lhGIZhGIZhSnHRRUBLS/n3tLQAF19cH3sYhmEYhiDsXGIYhmEYhomClSuBK68ExowBUinr/1deyVXEks5VVwVzLn32s/Wxh2EYhmEIws4lhmEYhmGYWrnvPuDQQ4EbbwR6ewEprf/feKP1+n33NdpCplrmzgXuvBPo7IT0O5laWoDOTuv3c+c2xj6GYRiGIQA7lxiGYRiGYWph5UrggguAgYHCqmK5nPX6BRdwBFOSOftsYOlSDHz4I+ht7YQphBWZdvnlwNKl1u8ZhmEYZgTDziWGYRiGYZha+OEPg5Wq//GP62MPEw9z56Lvhz/BIZ/9M4771gPA7t3AdddxxBLDMEw94RR0srBziWEYhmEYphZuuy2Yc+nWW+tjDxMbUjbaAoZhmBEMp6CThp1LDMMwDMMwtdDXF+37GIZhGIbxwino5GHnEsMwDMMwTC2MGhXt+xjyCNFoCxiGYUYYnIJOHnYuMQzDMAzD1MJFFwUrVX/xxfWxh2EYhmGaDU5BJw87lxiGYRiGYWrhqquCOZc++9n62MPEhgSLLjFMomDx5+aBU9DJw86lkQ4PuAzDMAxTG3PnAnfeCXR2FjqZWlqs1++8k6uKNQFK0FuA8+IYhjws/txccAo6edi5NJLhAZdhGIZhouHss4GlS4HLL8dgRxdMCOS6RgOXX269fvbZjbaQiQCOW2KYhMDiz80Hp6CTh51LIxUecBmGYRgmWubOBa67Dlf972PY+wt/xwNPvQFcdx1HLDURUrJ7iWESAYs/Nx+cgk4edi6NVHjAZRiGYZhYYP9D8+KkxXFWHMPQhsWfmw9OQScPO5dGKjzgMgzDMEyssAOi+VDOJXYgMgxxWPy5OdFS0HtbO2FCWJrBnIJOgkyjDWAaBA+4DJM8Vq60og5vu83qm6NGWfnnV13FpzQMwzB1gKvFMUxCGDXK0pIN8j4mWdgp6IeMshxJa753boMNYhQcuTRSYbV9hkkWLMDPMAzTcExOi2OYZMDizwxTd9i5NFLhAZdhkgML8DNMouCUqeaFBb0ZJiGw+DPD1B12Lo1UeMBlmOTAAvwMk0g4uKX5YNcSwyQETfxZsvgzw9QFdi6NVLQB18z4pLd4wGUYWrAAP8MwDAlU5BI7DhkmAdjiz8ZlH2XxZ4apAyzoPZKxB9z1X/0Oxt/1J3TlBpEaPdpKhfvsZ9mxxDBUYAF+hkkULPrcvHBWHMMkjLlzkf/Zz3HI2HORTgmsvOacRlvEME0LO5dGOnPn4vX/vgaX7/lenHHAFNz44aMbbRHDMH644gnDJBIWfW4+2LfEMMmDncIMUx84LY7RFkq8CmYYkrAAP8MwDAlMlRZHzXO4ciVw5ZVWyk8qZf3/yiu50APDQOu3DbaDYZoddi4xDtTWSQzD2LAAP8MwDAlIRkDcdx9w6KHAjTdaUa5SWv+/8Ubr9fvua7SFDNNQKHZbhmlGyDuXhBBrhBAvCyFeFEK80Gh7mhGSCyWGYVw0AX6DBfgZhjw8rzYv5Np25UrggguAgYHCwg+5nPX6BRdwBBMzopHkOq4GRx0yTQR555LNaVLKw6WU8xttSDPDgUsMQxhbgP/N8y+0Kp4IrnjCMPThmbXZMKltUn/4w2DVRH/84/rYwzAEIdZrXTjqkGkykuJcYmKF7JDLMIzO3Ll49r++iUM++2d8/f+WArt3A9ddxxFLDMMwI5XbbgvmXLr11vrYwzAEkWajLSgCRx0yTUgSnEsSwANCiEVCiMuLvUEIcbkQ4gUhxAvbtm2rs3nNA2suMQx9VGh3ivsrw5CFj2yaF2qBS+jri/Z9DNOESCgh/gYbosNRh0wTkgTn0olSyiMBnA3gE0KIt/nfIKW8QUo5X0o5f/LkyfW3MOGohZKgEr7PuccMUxJT9VdSKySGYYrB3bT5IJcWN2pUtO9jmCaEWrcFwFGHTFNC3rkkpdxo/38rgL8AOKaxFjUfarwlsQjm3GOGYRiGYYhCbo960UXBqolefHF97GEYgpDrtwBHHTJNCWnnkhCiSwgxWv0bwJkAXmmsVc0HGW8+5x4zTEVIOYMZhmFGGOSqTl11VTDn0mc/Wx97GIYg5PotwFGHTFNC2rkEYCqAhUKIlwA8B+BeKeX9DbapaWn4ZpVzj2uHUwqbHrVAIpPGyjBMART3MUw0uKnJjbXDYe5c4M47gc7OQidTS4v1+p13cuEHZkRjUpMAATjqkGlKSDuXpJSrpJSH2f8dJKX8TqNtakYklWBRzj2uDU4pHBGoTSsLejMMfbibNiNE1kw6Z58NLF0KXH45els7YUJYh0uXX269fvbZjbaQYRoKmb2ODkcdMk1IptEGMI2HjKA35x5Xj55S6CeXs/674AJrkcmnl4lGicmSOTVnGIYZQZCNSps7F7juOhwyynIkrfneuQ02iGEIQbHfqqjDCy5w1+qKlhbrP446ZBIG6cglps40erPKucfVwymFIw6uFscwlKG4k2GigFxaHMMwFSE7InPUIdNkcOQSQ2fAvegiK4WrnJOEc4+LEyal8Lrr6mMTEwuOoHdDrWAYphxORDB7IJoOksLADMOUhXS35ahDpongyCXGoeFLYM49rh5OKRwxmG4eKznuf2UTeoYqODkZZgRBsJsyNUJ5j8owTHEor50Ypplg5xJD5xSOK55UD6cUjhhcQW9aK6S3dvTjitsW47O3v9hoUxiGYWLDpLJmYhgmMBz1zTD1gZ1LjAOJ8H0t93ioowsmBLJdozj3uBJcznTEoJzBBHqrh8GcAQBYt6uIqDzDjDDY/dDEcOMyTOIgc5DOME0OO5cYeti5x1ff+hT2/sLfcefDr1o6QRyxVBpOKRxxUPAF6zS82iTDEIRaP2Vqh7eoDJM82LfEMPWBnUuMA9U1MC/OA6ClFEpOKWxqXNkA7hgMQx3e0DQfphM9ymMwwzAMw+iwc4khv/ilbh8Z7JRC47KPcjnTJoZ6GWzurwzjwt2h+eAxjmGSh+MUJrp2YphmIdNoAxg68IDbBMydi9xPf45DxlplTLmcafMhoRZItDosMXOYmLhn6UYcNmsc9pjQ2WhTSKP0PVjno/ngFm1uNnYPYsa4jkabwUQMD8UMUx84colxNqtU4U1rOLiSTXNjEq+my09fc/PJPyzBuT97otFmJAbuD80HR0A0L399cQNO+N4jeHrljkabwkQMj8XNBx/e0ISdS4ym4UILHjOqg51LTQ7RjQ0xc5gY6RnKN9qExMDDcRPCbdq0LHprFwBg+ZbeBlvCRA07IpoPblKasHOJcaCWZsNUB4+1zY1qX6pisryAYxh9HOb+0GxQj/Zmqoej0poXk7tt08FNShN2LjHs+W0ypNloC5g4cSINiS1+qdnDMBTg+bX5MO05loe85sOdX7l1mw+u8ths8GEmTdi5xDhQHW6p2kUVPlVtblT7poh2DOpP33fvew23P7e20WYkEl7IhYfvWPNBuU25j9YGdU1Dpnq4azQfHI1GE64Wx5BeKDHh4cG2uTH5ZLUmrn9sFQDg34/Zs8GWJA8eW8LDG5rmg7IDh7BpCUEd3vD82mxw12g++DCdJhy5xLjwXNoUsKB3c0M1LY5pfihvqqmhbhUvfpsPyk5WwqYlAiflkefXpoOnr+aD25Qm7FxiyG4YeFFeHUSbk4kISVQ3gJ+75ofyppoq3C+aEbqNSnU9lxSop50z1cNi7c0HD3c0YecS40Bts6rgiSAcvLhscog2r+N4IGofUzscFRkevmPNB+VuwA7g2nA1l3jh2WxQ7rdMdXAQAk3YucRw12wyeHHZ3KjmpXayypM8wxTCzv7mg7LuHY/DtcFp580L943mg/c7NGHnEuPsVnkybQ54Am1uTJNmaLfSquCnr3nhyKXg8J1qXijPsdxFa0M6qVPEJlimZrhvNB98eEMTdi4xZBdKPGZUB3vymxs3conW4leNIzzZV8erG3ejdyjXaDPKwk0bHr5nzQflNqVsWxKgGhnMMI1ASolv37MML67rbrQpReHhjibsXGK0HHOmGTDZu9TUUN08ULUrCUgpce7PFuLS3z7faFPKwpFL4aF6eMNUD+UW5eetNlj0uXlx2rbBdiSJvClx48LVeO+vnmq0KUWRZqMtYIrBziWGJ1OGSRBUNw/sd6gede9eeGtXYw2pADdxcFQEH/eL5kMS3qTy81Yb6v5Riwxmaof7RnjUPaMakU51PTzSYecSQ37A5aod4eDoguaG6uKXJ/nqSUqf5VPC8CSkaZkQUG5TwqYlgqSMxUx4uGXDo/oD1YQI7q40YecSo53CUdusMtVAdRJgokESjTRUzx0/fuFJyj1jB2J4+I41H5T7ATtHaoOqpiFTO1SjbyhD/ZbxeEcTdi4xzmTKc2lzwBNoc0N18cvPXfUk5dax4zo41NMJmOpRlTGJnccBSM5YQhWqhzdM7XDXCA915w1t60Yu7FxiyJY2Z6qDN4DNjZrrqfVXJ3KJn7/QUI6E0GFHSXCc6okNtoOJHlnwD0JQtClBUE07Z2rHdRxy2waFunOJun0jFXYuMfTXIjwPhII3gM2N2rTS6xb83FVLUrosO66rgO9Z0+HMsfQGYd5s1QhXFGteuGuEh/ycT92+EQo7lxht8ODptBngsba5cforsdM38osQwiRl0ZuUCCsKOGlxfM+aDsK+JX7aasSNDKbYukwtcN8ID/XDatrWjVzYucSQHzyYcPDJZXNDtXmp2pUEkuKA4DYOjqu51Fg7mOih3F95PVcbpuNcaqwdTPRw1wgP9UND3u/QhJ1LDFkNFx4zqsPkcuFNDs2OoSZ5yhsvqiRlrOOFXHBYc6l5odwNCJuWEKw7yJpLzQenPIaH+pxP3LwRCzuXGPKbQZ4IwkG9PZnacJyHxGZVYuYUheqpPvUFnCIhZpKA71Xz4ka30FudJGUsoYrTto01g4kB7hrhoT6e0LZu5JII55IQIi2EWCKEuKfRtjQjPJk2F8TnAqZGqDoPleOG8vNHNcSbqFkFUF9oUoLT4poXqmMwgOQMJkRR81gqEbsjJgyk+y1RqM9fJtVF3QgnKcPnZwC81mgjmhXqGwba1tGDensyteEKBdNC2UP58aPaN4iaVUBS7KQEb2iaDxb0bl7cw1aKrcvUBPHOQTGymuqaqRgU799IhbxzSQgxC8C5AG5stC3NClnNJRDdRROHx9fmhqoTh5o9xSC7UCJqlh+qt48ijuYS37OmQ21iqK2ZAMJjXEIgWoyViQDqPYNi16UeGKTfM4r3b6RC3rkE4CcAPg+gpEyxEOJyIcQLQogXtm3bVjfDmgVnoUT0pIZPfsPBi8vmhmrzJuG5o2piEu4dwGNxGKhGGDK1Q7lNEzKUkMV1HNJcDzPVQ32epWgf9bQz/Z7RtnRkQdq5JIQ4D8BWKeWicu+TUt4gpZwvpZw/efLkOlnXPBAczzwQH9vIwferuXG1jWg1NC1rimMQ7Rw0rSqE6O0jiXOriPVTpnYoNylh0xKBatsU+5aaDqffEm1bin2XosNLh7Z1IxfSziUAJwJ4lxBiDYDbAZwuhLitsSY1H27lk8baUQriYxtB+IY1M1Rbl/oiBKBrIzVHYSmSYicFHCdwg+1gosckHO3NfbQ2qM4RTO24/ZYmFB896gdKnsglijdwhELauSSl/JKUcpaUcjaAfwfwiJTyogab1XSQTXVw0gqI2kcU6pMBUxtkN63kDCqEat8galYBVO8fRahqozG1Q7lNKduWBPj+NS/Um5aiY5OiTToezaXGmcH4IO1cYuoD9Q0D8bGNHNRzpJnaoLppNYmm6+lQtY36As4lKXY2HkdzKTFtywSFcovy41Yb7jzWYEOYyGE9rfDQn7/0yKUGmsF4SIxzSUq5QEp5XqPtaEqIT6aUBrebn1yNfb78D1I2+aFrGRMFVB89qnbpUNVcSkqnpXr7KMO3rPmgXC2OI71rg+9e82LaZaEo9luA5hqK+pyv28djHx0yjTaAaTyqc1LtmJSsuvrvyxptQkWSEwXBVINJNC2Oql06VBdKRM0qgIeW4FCNMGRqh3KbUh3jkgLZtHOmZshrLhF86qjvJzxpcbRNHVEkJnKJiQ81oFHtmBTtomiTgrJtTO1QbV6qdulQjTgkalYB1BeapOBNatNCcROooDrGJQW+fc2LUyyOaOgSRcewivaiCuWxeCTDziVGi1yiCW9owsG3q8khquVCzZ5iGERtTMoYp+w8ZObYBltCHzdyKRltywTHrbBLb5PKT1ttJEE7kKkOST1yiWDlM+prE935RdzUEQU7lxhNeLSxdvihnFZA0CQH6pMBUxtUT2qS8NhRPBkEaI8nOqqNP3X6Po01JAEkoT8w1UG5bSnblgSozhFM7bhO4cbaUQr90aPSj6nYUQp9PUx1bTwSYecSo3nIaXVMyrnvVE4VisHOpeaGapiySdRJrUO1kiLl8URHOotzoqtzQlBPN2eqh/ImJiljCVUorzuZ2nDXxjTnL0lwbUd9P0HcvBELO5cY8qVXebEUDr5bzQ3VTatjF+EnkOpCiahZBai2TdFcm5OEcn9gqsNxsjbWjKIQ9Z8nBr5/zQv1edYbhUMDqmsmBQt604SdSwynxVUBQZMc2BnX3FBt3iQsyqnaSLVN/VBPK6AE1XmVqR3Kcyz1zSB1nPvHt7HpcKrFEZ2/vI4SGg8g1TWTgqJDjmHnEgNd0JtW16RqF0B7w0DZNqZ23CRWWg0tiUdAAoBBdKVErS1L4QiiUl2dE4L3qM2LJOxkpTrGJQW+fc0L5YhDgKZjmIqTqxQmQYccU4VzSQjxTiHE7UKIl4QQK7TXDxBCfF4IMTNaE5m4oZpmo6BqF1V4cdTccH+oHqqLD6JmFWASX5xTgnLkLVMblCP4+HmrDVdziW9ks0E9csnjKGmcGR6o7yc8FfYaaAfjJRP0jcI6qrwZwEX2S4MAOrS37AJwDax157UR2cfUAaonrGrQoDi4UV54UDz9YKKDaoRQEp47g6iNNK0qhtJcIro6JwRvUpsXym2ahHGYMnz/mhfqTUvx8It6f9CtI27qiCJM5NKVAC4G8FsAEwD8j/5LKeVmAE8CODcy65i6QHWzSjX9hzrU2pGJFun7PxWS8NzRrbSXgJsH2hEbVElI0zIhoNymSRlLqJKEqqdMdTiRS0Rjb70pXo2zQ4f6eOJxyNE2dUQRxrl0GYCXAHxMSrkbxZvxTQBzojCMqR9ktY0IT/IUbVJQPP1gooNq+7rjCF2oLpSImlWAq1lBc3FOiaS0KRMeqgdyAM1I7yRh8g1sWihrpQHe9QmV/RjVAzmF17dE454x4ZxL8wA8KsvvbLYCmFybSUy9cTok98umgNdGzQ1VLReqTi8dqs6lpAy+6v6luBRIYJLQL5hwUB2DAcpjXDIwCTsOmdpwI5doQrHvUrRJh9PiaBJmiZgH0F7hPTMB9FVvDtMIqEYcKKcXnySFg733zQ3VCTQJpdepDiWU75mOGotZc6ky1AtlMNVDVacS4PVSrfDta16oN60nCoeIsVR1KhX6eEfb0pFFGOfSMgCnihI1iIUQ7QBOB7AkCsOY+uFuCml1TcoLOGK3ygMvjpob52SVWM+gZk8xqJbpJmpWAcrOdIqdS5WgPH8xteFGt9Br3aSMJVRx51em2XCrxdGcvyhGCVEc43RoWzdyCeNcuhXA/gB+LITw/J0QIg3gRwBmwKooxyQI8oMHbfPIQb09mWig1szupoaYYRpU+0YSHHOAlhZHc21OCsqpU0xtUG5SqmNcUuDb17xQd7xStM+wNZeozvkenSruvGTIhHjv9QDeBeDTAN4HoBcAhBB3AjgOlmPpr1LK30dtJBMvVE9q1DhB0ptP7m65ELxdTIRQbV+qdulQjVxKwr0D3BB5qie/lJBEIwyZ2qHcX4kOcYmBclQaUxvSmb8abEgJvI6SBhqiQT3aS59eidwyBiEil6SUBoDzAHwTQCuA/WDpor0HQCeAb8FyOjEJg6pWClWnF0DvXulQdMYx0UF1s5qE505tvKitkxJw6wC4i3PWXKpMkiKX7n9lE3b0DTfajMRAuVocdY0U6iRhHmOqg3rTUtRLc3UWG2xICVjQmyahar5IKfNSyqsBTAFwAICTABwCYLKU8utSynz0JjJxQ1XQ20zS6pwQBOcnJkKoloZNwmNH1TmSlA2NevbSxO4fSYjOq3629g7hitsW4xN/WNxoUxKDszQh2LpJGUuoQnU9zNSOST5yyf03lbHFPZCjedM80V5E7hkTLi3OQVor9DcitoVpEG5VG1odU1KOXGq0AWWg1o5MtFAN26d8mq8wHOdSgw1JKNQX55RwJcgIdwgAO/qyAICd/dkGW5IcKI911OaFpMH3r3lxHCWgOYFRdAxTXzN5bhm92zdiCRW5xDQnVKvaqIGW4oBLeQFC2DQmAqi2L9VxRIfqKRzVNvVjEo38ogjFeasYuwdzAIBxHa0NtiQ5UI5uoRrZmhSctqXYuExNsOZSeKhGeyvYt0STkpFLQohHqrymlFK+vcq/ZRqAJLor5Em+OpKyqWGqwyR6ak7Z4aqgqh+QlHBuNSanqd1AglDWDNTpHrCcS2M6WhpsSXJwdSrptS7P/7XB9695od60un1UTDVM2s4lig45pnxa3KlVXpObN2G4p3C0mo7y4pyiTQrKtjG1I33/p4JJeMOloBp5kxSdNPf+NdiQBKAiSAh3BwDAcN4AALS3cCB7UBwpgQbbUYykjCVUcUWV+UY2G05ad4PtKAVFx6ZyLhFbMrkQ1KliyjiXpJS80hghUNXNVvZQHHApw/eruaHavjSt8kL1FI6yQ06HalohRVzNQNptqx49jkYLDuXuSnV+SAp8+5oX6vOXR9CbyIOozKC2ZlJQn19HKuxAYsim2TiLJGJ2AfTulQ6fXDY3VNNFqSyGyuEuLhtrhx/6d86CalohRaj2Uz9Uo/koQ3ltws6l2qC6HmZqhyOXwkNd0FvXmCN4+0Ys7FxitJLJtHom5bQ4mkbZ8Ajb1FB14hA1ywNVccok3DvAHZM5yqUypOcvDaoOV8pQbls+XKoNvn9Mo9DXdlQeQ+qHDyzoTZNygt5vs//5nJRySPu5IlLKx2u2jKkbVE9qXM0KYoYRhxdHzY27saHV0JQ3XAqqp3BJGePU2EJ1oUkJqunmfqhvHihCWV+Ook1JIgnzGFMdjp4W0aHOmxbXODt0TEdzieZN8wp6E7lpTFlB7wWwxtcDACzXfg5CuiarmLpCdTJVdlF0llDb2OtQDK1looOqUDAxc4pC1TmShHsH6AvNBhuSAJKiucSpjuFR94xiy/L8Xxt8+5oX4r4lTUyeDu6aqbF2lEISdMgx5Z1L34Q1d273/cw0GVS1IahGVFGH71dzQ3XzkIT+SvUUjvI90+G0uOAkpeiUwW0aGspjnWFWfg9TGspty9QG1bWTwuNbImIq1SIoLkRuFOOhXLW4q8v9zDQPVEuvOk4vYnYBtBce1CdQpjaoaskm4bFzU4AabIiPpIRzU438ogjViGA/3KbhUQ4cimsTnv9rw+D717RQb1mv5hINa6mumRQUUwmZMoLeQoidQoj/p/38tTC6S0xyoHpSI4naBdCepCjeLyY6qC5+3f5K0z6A7ikcwWj4ojjVdmjdPpI4qVOE+wNAV+SeMpTblLJtScA9vOH72GxI4g5/iusAd86nOT940uLItuzIo1y1uHEAOrSfrwZwaoy2MA3CjRCiBWXRTMrwANvcuGWwabUzMXOKomykdgqXlD7L4s/BIdpNC2DNpfAYhA++KG5QGYYC7tqpsXaUwitO3UBDNKhXE6V4z5jyzqUtAGbVyxCmcZhEIw4opxVQu1c6vLhsbqiKySbhuSN7CpeAewe4z16a2v0jCM1k80IMZ/PAbRoUqjqVAKfFRQXfxuaD6kG6gmLfpRrtrfA4lxpoB+OlnKD3MwAuFkIYADbZr50aYAEipZTfisI4IUQ7gMcBtMGy9U4p5dejuDbjQtWJQ3kBRxmKExQTHWTT4kBzHNFR9y5V7lilAVC+ZzqszxMcqunmfhyHIYcuBYZiVScFZdsYppFQPUhXeFO8aEB9fuD9Dk3KOZf+H4D9AHxce+1UVE6NkwAicS4BGAZwupSyTwjRAmChEOI+KeUzEV2fAeHS5rZBFAcPeha5ELxdTITQ7a/qHw01oyxUnSPe0G5JNorEifwi5pyjiHtoQ7hDQHO40nzkSEJ5k8q+pWjg29h8EM+KK1gHUIB8WpxWHZPKPWPKV4tbIYQ4BMAcADMBLABwM4Bb6mKZZYME0Gf/2GL/x09PxNCNXKJpF0BvY6/DA2xzQ9HZCiTjuTOJhnh7Tiwl4YWcKltP1UBCJCXylnraA0Uor02ozg8M02gMp8hCgw0pAUXHsDp8oDo76JH8BG/fiKVc5BKklCaAlQBW2iepa6SUj9XDMIUQIg1gEYB9APxCSvlskfdcDuByANhzzz3raV5T4AqP0uqa1CcCqlCcoJjooBoRkYDAJbLVzmSJf1ODauQXRajNp6VQ8yzVaDmKGESjRwF/aW66UZDUSUr/ZYLj7CmIzrKGSc9RQr3CnvREezXQEMZD4OB2KWVKSvnNOI0p8bmGlPJwWOLixwghDi7ynhuklPOllPMnT55cbxMTD9WTLqpOL4Du5ATwANvsGGbl9zQCyqkiCmcj3WA7/Oj3zCDsHabqnKNIUqqdupFL8X7O+l0DWLtjIN4PqROSqIMf4M0Ww5TC6bdE+wXFuYLyegTwr4dp2zqSKBu5VAohxCwARwAYB2A3gMVSyvUR2lWAlLJbCLEAwFkAXonzs0YaVMvqkhZEpWiTDVVnIRMNVBdI1PUMANdGapE3XiFPuneQalohRaif+Crq5TA86dpHAQBrvnduvB9UB6gWVQDobwYZplFQ3esovFGHjbNDx7GJiD1+THamkySUc0kIsSeAGwC8o8jvHgRwhZRyTTSmAUKIyQBytmOpA8AZAK6N6vqMhVuek1bPpGYXxVOFYiTDSqZaDKKb1iRozKiFCDXniD7G0b5/1v+pVo6hRBL6A8Dp59VAuW09G9TGmcEw5KAa9a3w6gfR6L3UD6s9zqUG2sF4CexcEkJMA/AkLHHvNQAeB7AJwHQAJwE4E1Y1t/lSys0R2TcdwC227lIKwJ+llPdEdG3GhmokBLXIpaQs2rxh8ay50GxQLTWtFkNUFkXFMOoUpREWv6A3VZwolwbbQR1JcJNQCqrOasqYJt17Rn0zmBT4NjYf1A+IKdpHeawDvOthgrdvxBImcumrsBxLXwDwIymloX5hO38+C+D7AL4C4JNRGCelXAor/Y6JEWpOHIWyh8peOinh5v4wUWobaaY2qJ6aS6J26XBaXG0YpoQQQIojl8pCMb2hFCZHLoWG6poJKDxcYlcww1i4UZoEOy58ewwiJrqphEQM8mEkZO000ggs6A3gXAAPSCl/oDuWAEd0+38APADgvCgNZOLHqXxCrGNSq4qVlNxePfSXsJlMlVA9mU6CxowjXhxm5qsDyRlbJNLEHHMUSVKoPvVUEYoYhIVICO5PGYYE1KM0KR5gU42UV1B1eo10wiyxpwFYVOE9i+z3MQmCeloclZnAWyaUiFFFMAtOLplmgmo5XcL7LQe6mksuVJ2HgLU456ilyiTFWQjQO8RJApSjNCmPH0mC+0PzQbnfAjQPJUxa27ACkjTXjiTCOJd2A9irwnv2tN/HJAiTqDdfDWpUFkuUK8ToeJ1gTLMhiTpxXF8wMcM0VNeg5h7xpsXRxeTIpUB4pwrKLarNF7TNJAXVNRPAGiQMUwqqB3MKT9YBEROp73so3jMmnHNpIYALhBAnFPulEOJYAO+z38ckCKoRB9TSbAwjGYs2gxeXTQ3VyZ6yDomCrjil1mcJpykZJpDhyKWKJEWgHQDydegTzRZBS1mHhHgWS2Ig2LRMjRjE1ygU13ZUM1sU3mgvokaOQMIIen8Hlu7SY0KI2wE8Cqta3DQApwK4EIAJ4JqIbWRihkpkkB9qJZIpDvzF4MG2uTHIOkgsqNoF0B3rvDopNG0EAMM0OS0uAEkK1TfrIHLbbA4Pyt+H53+GKQ61A2s/JkHpDerRXhypSZPAziUp5WIhxAUAbgbwQQAf0H4tAOwE8BEpZSVdJoYYJtHBg1q0vpmQdDOOXGpeKJ6UK0zCp/kKqieXSYl0MaREmp1LFUnSBr8efYKqU7da6EZAJqtSITVkgpzCTHioHVj7obh2p+xIB+jbN1IJE7kEKeU9Qoi9AJwP4EgAY2FpLC0BcLeUsj96E5m4oVraXC1IqSxMDc/Cg4ZNxaByv5jo8S4+aLUzMf39ohC7ZQ66A4Jy/zVMemLoFEnSBr8e1YAoP9PVQDkFmNq8kCR4o9rcuPo8NBua4jhpUnfIsUOYJIGdS0KI3wB4WUr5YwB/sP9jmgCq4pTUhIsplgkthskCd00L5U2rcpBQs0uHaoh3ogS9wyg1jlA8ERANtCMI9SjPTXlMqAajDqmE1ZKUdQpFuBhKc5Ms/SAaUHR46XjnWtq2jiTCLBM/AGBKXIYwjcMtz0mrY1IrkUwxZLUYBg+2TQvliT4Jexqq9y8pGj15UyKTYu9SJSg7gf3UI1WE+j0IC+UozSSMw1ShOj8w0VAPR3otGASLeRjO/rCxdpQiKfuykUaYVeIasHOpKaEqEOykxREZcJNyIsgCd80LxZMthVc3iJp1FpL4Qgmge+8A6/lj31JlKLehn3oc4jTbpt0g7F1KiqOaIt57xzev2aAccQjQfP6oj93eYigMFcIsE/8A4GwhxPi4jGEaA1X9AFfQm4Zh1AdZhUHYAcHUBmUHZxLEUKnev6SkxRmmRJo1lyqSlOp/QH0il5IydwaFqpQAwGkitUB0emAigrBPGADNKJx6aPLVQrPNLc1CGOfSdwG8AOBRIcR5QoipMdnE1BlqVdkU1PKjjYRoGVEWfWZqg3K6DeWoKgVVR3piBL2lRIqrxVVEJsVbiPqkYhDfn4SGcBdtuntdT1hzqblJUrU4KpCP9uL9DknCVIsbsv8vAPwVAETxE0wppQxVhY5pLE6HJNYxqTm9KA78xaC8OWVqwzORkukZFl7nq4Q1VdCCat9Iigi/aUpk2LlUkSSF6ht1yDtvtkU/5Q0XV0+qHortyUSHo7lEtJ0prk+ob3s4U4MmYZxAT4DbrimhGuJtEpsIDMIbex0+fWteKC4+FImIXLL30dXYt7XXOl+ZMro9OoNsZIl/UyNvSqQ4La4iFLUzSuEKtsZnJ/FbEBqqayaA/vNGmXySvMJMaCThfgvQPMCmPNYBfq3PxtnBeAnsXJJSnhqjHUwDoRgqKqUkJ76blBPBpKTvMeGh/AxSdnwpjBpsPOY7DwMA1nzv3KjMcdA3hJQ1DkxTIs2RSxVJkoNfPW9x2pmEsSEMJsE1k8ITBdk4MxIJxc09Ex0GtXQIHxTXd1SlBBTePkvUyBFIYM0lIcREIcSEOI1hGgM14WyAZlpBUhYenoV8MkxmAkJ1ggdoilH6obrJpWlVIYZk51IQktAXFPUR9I7v2o2A4ppJkaSoOWrkExKdzlQHcd8SSdkD6vsero5Jk4rOJSHE+UKIFQC2AtgmhFguhHhX/KYx9YJi5JI+YFDZECYh7QdITvoeEx7KE723f9C00ySqlZKESnuAXS2OnUsVyScocqmWaL6gUOtvtWIQPs0nPEWQxzD45jUz1KQ2/FDsu26FPYLGgWYgAlPBuSSEOA7AXQD2hqXOKgDsA+Au+3dME0BxoUTRG015Y69D8d4x0UD5VDoJ0Rp5on1Yv19UnOnFMEyJNGsuVYRyP/XjpsXFqLkU25UbA2XtlqQcglEkr+UUEu+2TBUYdUgBrgWKayjq+x6T4D1jKkcu/Zf9nm8CmApgGoBvA0jbv2OagHpoLoSFYmaXd+CnYlUhvLhsXnQ9DWpzfj1KmtcKVcdNUlQDDFMixZFLFUmS5lI9Dpeo9rtqoazd0mz3up7wvWtunG5LtJkpPn/UNZeSdJAzkqgk6H08gCeklFdrr31NCHEKgBNis4qpKxTLc1IcMJKyYUiKE4wJj7fsKq22TULEXJ5o2oO34glNGwGrjTOpwFKNIxYjQbH69RH0jvHiDYDy9/E8eoTtpEiS0lmZ8NQjSrMWKO4xqFeLq0daNxOeSqvEKQCeKfL6swAmR28OU2/0qmyUoLhASsogxtVimhfKDpwkaH1RPYXzasw10JAKsOZSMJLQFxRqQx1r5BLlh7oK3A0Xve9FMfohKVA9fGCigaIEiA7FQ3XqQzfFLBemsnOpBUB/kdf7UTnqiUkAFJ04AE1x4KTk9lIsZ8pEg/4MUpv0KTu+FGQ1l8r8RAlDgp1LAcgnZK4A6qOpQf0ehMWsg0OuWiTvtqqGouYNEx3ko3AIrk8oFnzS4T5LE45vH+FQPWGVevQNEbO8G1MiRhWBapsyteNde9Bq2yRofRlUw+ITE7lksnMpAElwtCpcW+MzlFx/qxHCkks8/9cA1cMHJhpMyh0XXt1KKiZSj4SkGIjABIs+ukQIcarvtdkAIIR4pMj7pZTy7bWZxdQLqotgb5oIDcOSEtpv8sll00L5lCYJWl8UTwYBn6A3TRMBWIvfFFeLq0iSNvj1OJkm2u2qhqJOpSIJhRWokqR+y4TH6bdE25bKXkfH7RP0bAN4v0OVIM6l2fZ/xTi1yGvcvAmCooAcQDO1i6JNxaDapkztUHS6KpKg9UU1xNtMyKbGNCXSHO9cEcpOYD/1qKBEbayqFelsUulhaANxk9322Mmb7JlrZlTzUu0XFOcNqmsmRRLWnSORSs6l0+piBdMwvA4TOl3TJOggoRr14IfiBMVEA9VIQyAZzleqfVi3ivL+xuBqcYFIkoO/HqmilNYWUUB5w1UvTeo/Pb8WZx44DeO7WuvzgXWA107NDXXNJa8TnoaV1FNFk7DuHImUdS5JKR+rlyFMY6DoxAF8AxoRw5KyYeAc5OaFYLdwSEL5dYPo4tIb2U3NOhfDlEix5lJFkrRJrYfDlfj+JDSUv48ncimmz3h9cw++cNfL+OerW/CbS46O6VPqD/WNNFMbrlOYZjtTjPB0Dx9oInm/QxI+ghzhUN0Q6nZRGXCTsmGgGp3B1A7FfqFIglOTat9IjuaSRJp9SxXxPmeEGxTaaX6MZlJ+psNCdWOqqIf2Xf+wAQDY2Z+N5fqNwjD0OYxpNojreZPcY1BPFaV4zxh2Lo14PCGFDbTDD8UoIWqb+VJ4oiCSYTITEMplpimn7CmonlzKBNw7gCOXgqIiIISg3Z5AfU6mkzJ3BkHdL1U1kdpYUg8HuvqMTJONBRy51NzUw5FeCxSrxSmHK7VxTkE0PmLEw86lEY7XEUGna1LUgsp7HF40bCoGVYchUzt5gk5XBcWFkR+ykUsJSYszpUSaq8VVRG1iWlIpwq1pUZ9qcdTvQnDUEKL6AbWvVo85QkUzZJosjNEbyU+sYZmaoTr/KyiOk3niaXEU7xnDzqURD8UIIcCf/tNAQzRMKoZUIAkl4ZnqIJ0Wl4Dnjqp+gO5QojzM5E3ZdBvKONCjW6j2BUU9ynMTvwWhUOOuE7nUSGOKUI91ihu51FxbCOopQExtmAQPrXUopnglwSGnAigptulIpblmBiY0FAczgKbTi+q98mMmxE4mPHnCbZuEiDmqCyWqEaR+TFMixZFLFXE232lBti8o6tEnCD/SoSlwLhH7cvWYI/Km9x40CxTXnUx0UF8bUzswBLTIJXqmAbB1IIk6+kcy7Fwa4VAV4aUYnmzQM6koVrnw5lr0MRb1qARULdQXboDmACNmX1J0Awwpm25DGQe6Jg3VvqBw+i2nxQWiQHOpkcYUwesgicc6pcPSbOsM1lxqbqgfgNWj74aF6oGcwpSak5u2qSMK0s4lIcQeQohHhRCvCSFeFUJ8ptE2NRve8P0GG6NB8QTJSEjItGHqp6oNNoaJlJzm4aS2YTOIOqp18gZNu/T7RS0SQsfgyKVAuPNqAjSXnLS4+KA2VtWCo7lEdI6tx2ZwREQuEWtXpna8Z9b0Gpji86dSRSneL8Cyy9G/Iz/bjhwCO5eEEPsFfN/51ZtTQB7AVVLKAwAcB+ATQogDI7z+iMcJ8Ra0nEt57eSXysLUK1hMw6ZimFrkEmU7mfAYhENcPP2UmG0KsppLCYmKNE2OigyCcti0pOlrLqkzkzjtJH74HQoV6UXVyWrUYRxuVkFvjlxqbkyCh9Y6FKcKqmsmhSctjqqRI5AwkUsvCCEuKvVLIUSLEOJnAP6vdrMspJSbpJSL7X/3AngNwMyors+4DhNqJ1AUI6qoOLkqwYNt85J3Njb0HIdmEqrFJaBDULYwb3JaXBD8qVOUqUfkEnUHWxhczSXrZ2rjcD0il5pV0NvQThCb6ZllLAyP+HNjbSmGt0p2Aw1xbJCeaHmK6GlxFO4ZYxFmZhgEcIsQ4rdCiA79F0KIuQCeBvBJAM9HaJ/+GbMBHAHg2SK/u1wI8YIQ4oVt27bF8fFNi64NQQllV2s6RWbA0FNqqNhUDNOUyNgrX8JmMlWQN9SJcQrUsjQphnT7ccuu0zJQP1GlXJXSlBIpYnMFRdRz1kJo/iqF2yfi+wzityAUagPopGIQ+3KedUrMn0Ft3VgrxPfRTA1IKSF1RwTBUYmavpHHHFqmOZhSIp3i/Q41wjiXDgOwAMCHYUUxHQwAQogLASyG5fj5HwAnRWwjhBCjANwF4D+llD3+30spb5BSzpdSzp88eXLUH9/UOKdwxML39Wo7VCKGkhD1AHhFdym1KVM7ed3pSmwqNaSEcHQVadmmoLZ4UyRgDQfAjookmg5ECU/kLeEWrZcjk7LDNCzKqa8OcKhh1iH6IUmReWGgXDCDqQ01BFFNZwXoFVjKUzvBLILlXLL+zfsdOgSeHaWUmwGcAeAbAPYD8KwQ4h4AtwEYAnCOlPLzUsp8lAYKIVpgOZZ+L6WMLOWOsVCDWSZFq2SyczpIKOw6KQtkfQOYDIuZoLgREXTSRRW6Hg812xRU9QP0+0XFme5HSglTgiOXApCUanGesvUxfk5Cps5A+PWGqLVvPXSD8trhXzPBmkvNS0GVR4JNTS36m2JhJT+GCT7wIkgmzJul5Rb8hhBiK4BfADgbwHYAR0opN0RtnBBCALgJwGtSyh9FfX2GprYR4J4gUdpEU8uHLoUn9JewnUx43EV9ityGTUXM5QwKZ27FoRu5FL8Ib61QTaGmiHs4QvteeaNc4nvwmulE2YlcIppeo5z8eVPGZptan1GOAqkGIyHSB0x4zASMydTWJ57DB6IdQmqp+jQtHJmEDgsRQnwMVvqbAWANgMkAbhVCTI/WNADAiQAuBnC6EOJF+79zYvicEYunWhyhrmk4oed07PJ68WnYVAxDSu1Eka6dTHiU5lJrOgVqbZuElKl66MtUA+EigA5JcZhQICmRS/U6mSa2Z6oJJ3JJ6XwQ+271EN1XX5n4cB8ajlxqXvQsDYBevwW8lZ4poJytLYQjFI0ERMyPRAJHLgkhRgP4XwDvA7ARwAcAPAfgZwA+BuBFIcRHpJT3RmWclHIhALpPdRPgVItLC+RzdHqmE7mUohOhQe1UoRSetLhkmMwEhHJanNRSpqiecpHVTdPsopoW16wivnFgaBGG1A8iHGI00/BFSIkEeyX0MRig5wxWkUvDiG/+V9cVTbY8T0IaEFMdBWlxBFvYMO0oHCJ7jbye2dJgW0rhLTJC1cqRR5jIpSUA3g/gHwAOl1I+IaUcllJ+HMC/AWgD8DchBKevJQi9pCylbuk4vVJ0hMap5UMXw/RNoExz4U2Lo/UQUj9BklKSdRDrVlG8d4DmXCIqZEwJqunmfuom6O1xntblI2MjT3yOrUvkkt2eCfYRFoUjl5oXvYInQHOeNSWtKpTOPSOkfevHlLSj0UYqYZ6YPQB8Tkr5TinlDv0XUso7ABwJYBGAz0RoHxMzeh4ypY7pimbScXpR3Zjq+FNX6FvMhEGlxVET4AeU5hLtRYiC2qmlt0oMTXKaDh5THsOUSAkr7JpqewL1S/WWvsilJKMfyAH0vo9hSscBTMsy+niqxRFrV6Y2cs7hCN21seeAjoCFah+WJhgpr7DmWrptOlIJI+h9spTyuVK/lFKuEkKcAOB7tZvF1AuvSCudrqk2Wy1pgaFcg42xMRKwAXTTMdiT34yok9XWTIpc21KvFke5rG4SqsXlDOVcoutApIIStxcCkHQfO/QPG86/43zs9K5H8+kOTsEc20hjimBIfRyOxzp11WYT9ObIpealMHKJXlvnDRMtmRQw3GhLLHRH+hCMCu9uDIYpSUejjVQCrxLLOZa09+SllJ+rzSSmnpCNXNL0PahMAqYnLY6GTX50gXaAxukHEx0qIiIlBDknhNpQAzSfO88Gl5h5nj0NMdsUrLkUHMNOTRKgU5CiGJt7hpx/x+pcSoCmWFD01GSA1liiUn/j7qPN6oOpx71jGkNe03EFaE6zeWIHdHnHIUe3T+RNU9O/I3DTGABVVItjmgu9ggKlbunaxWlxYcgnIK+cqR5r8ZEip3UhpYSUtCPmKEcuJWHzzZFLwVFFFYSg2RcU23rdI/I4F+aelFTC9yMI/qpTZBYocO9zuk7jMLV5qFbypl5pl2km1OFIS4byGkWLwmmwLUAytAM9acBEbRyJlEyLE0L8Btbz/WUp5Rb75yBIKeVlkVjHxI4Szk4RihAC9NNBOoNaEiqJOBMoD7ZNSd4wkU4JpASdfgFomxrCue+UI5eSUCwg70sHYkrjRC4Jmn1BMZSzUh06WtKxfg5Vh2k1+CP4KJ2WO1qVMWvfUVorRolhSPvemWTHYaY68lqKFwCSA3POMDGmPYxaTbz49xMUsRxydNedI5VyT/ElsNrqWgBb7J+DIAGwcykh6JpLlDqmqYWeU1mYki1jruEKodNb+DK1o05WBWht2ArK/BKyTZGUyCV6d84iZ9Rn49oMeNLiCPYFhT5f1CstjvDtCATlqlNqiKtXao01EzUPHLnUvOR9BSkoro29UTiNt88TudRgW0phGLQLyYxUyjmX5tj/3+D7mWkiyGouOSUw6diViOgC+6ShleDCl6kdpQlBLd1GH0cAmg4Sys5hXc+NktNQxz3F5M1XJVTlROqRS06BgJirslKu1BgWp4ISwbFOr7ILxHev1RDVbGlxhmmSjEhjaicJUf15g1ZanBsJSXciy5sSLYQPNUcqJZ1LUsq3yv3MNAd6NQBKHdNfkYUCXs0lOvdKh+J9Y6IjZ6hNKy2h4CRUKaSsmWYkILLDv3FlSmOdplr/ptqegJbiFXPkkkzA8x0UR3OJ4Bzrrf6b/Htdb5SmIdN8GFo2BEBzBZ83TbQSWkP5ozQpoleLY+gQuEWEEKuEEL+I0xim/ngilxpsi45BMS2O8OZU4RfdJXLrmIhQJ6tWWlyjrXExnHFETSmEjLPxRh7Sss/blrRsU+TUyS9XU6qIIZWgN6151Y+3AER8liYh7TMoBZpLhMaSAid/TJ+jDjaabSRQ6awAr51q5dlVO3DXovWNNsNBHY64zpvaG3jBG1vx1xc3VH5jAExTwpT62r3xD2DekxbXeHuKkTNN0oeaI5UwymGTAeyOyxCmMXhOugh1zLxmF5UBIwm6EQV6EJQalakZR3NJAJKQhJCZgBNzvy4UJbxpcQ00pAxulAufElbCNCVSthOYZGewydepAqBBaKyqFcoREM78n4p3g9qsaXGsuRQdd7+4EQ8u24L3HjWr0aYA0J3C0fXbS377PADg/MNn1nytXIFeauNx9xM0+4RpWlWKeb9DjzArilcBzI3LEKYxqI1MiljkkrtZTZEZMJJQLS7n00UhvK9hqkBpLqWIpsVR1CFRUBanTIKem3/xy5QmZ4fqJ0VzKe5DHO/BDOU7UhkVpUnRkW7I+o7Dosm8S57IpQbbknTyhknKKeGvdkqp3wI0CwV4IpcI2OMnn4BDzZFKGOfSzwC8UwhxaFzGMPXH9Cwu6fRMipFLeaohBRqFgp5MM5E33BLnlB5HZUta0J3kdfFiaiRB8NgRRGVNkorkDTd9lWJfUOgit3GaKZsoLU7XqQRo9VddQwuI79lTl6XjOogGSxyYx7coyBkmKS0c//xPqd8C7sFwW8ayj4IciGG6ka2Nt6aQgihSikaOUMKkxa0H8BCAJ4UQ1wN4HsBmFFkrSCkfj8Y8Jm70ky5K/dKUEilhRVRR2UQnIS2uYAKlaihTFXnTWrBRK3HuF7mltnADgGzeLUVM6NYB8I4tVMY7PyqFiiOXKpMzrJLS1IT3/eRNE0Kok+k4NZfcf1Pre2FxooMzdj8g9H3UOBK3boszXjXZUGCy5lJk5IilGBr+yFti7VvgtCZgn3JWU5QSANzD9BZCqYSMRRjn0gJYbScA/BfKt2O6BpuYOmIQjBACLCeJitCgMmQkQdDbLzbKNBeG1i8oPY0FaXGUjLPJ+065KEFZbFyRI66/QAnLCZyAyCU7UiPu8cRzCk/4fgRBFc1oIxgdXJAmEtPnuL6l5hoLVL9laidvmKSiwHKGz/HaSGOK4OjfZehEVukFHyiuSwpTCenZOFIJ41z6Juj1R6ZG3GpxdLSNAPcEKSXoLM5NTZSU6iDGaXHNTc6wNJeEoBPRBySjBLbaFLamU04/oYIppbXBlzTvHaBFLhHaMFAl7/RTuu0JWG2aTsXvIjApDVY14kbw0esHBdXiYrrtqj0bJbm0tWcI47taI0+78mouNc8z2whyhnSj+whAUdNIx394Q8E+t/o0nXbU8etoMXQI7FySUl4dox1MgyAduSQEBASJ3GPActykUwKGSXfZoSKXWglNUEx0GKadbgOQalzXSU13Ya4vlPK0fEswpeWMyBmS5L0DCvVcmNLkDNN2PtBKN/djpe/FP1eU0hSj7KgpRUEEBKEGrpceVCO/8kA2j2OueRjvnz8L37/gsEivnbeF+JnayRkmqYOInHM4QnONYjhrdzrjSr00+arFn6lB0caRSuCeL4TYUwgxpsJ7Rgsh9qzdLKZeOOksaVqLYIrpP4Z0BYup4he4o3P3mChQDs4UoX4B0N5wKTwLJWL2eU7MidmmyJn1KVvfDFibVBW5RLRB4VaftCIh49RcKq5XeOg3HsDx33skts+Ng0KdDzrtW7fIJfvCjVgNDees+//PV7dEfm3VHwC643BSyBuSVPEMJ3IpQ3ON4p9fKYwreV3Qu/HmFOBkaignJkEbRyphev5qAJ+p8J5P2+9jEoITcUDJiwPNuQQ6k0ASxB7d6AyaEyhTG3mjPpvBsPhDzini7xuUMKW7QKKaQcR6bsHJ26f21O9U3jRt4fF4P8cbueQykDWwrXc43g+PGOVIbyW4SXXGYWcsice4Ro5RKXv8iSPVMm8L8TeSnqEcugeyDbUhCqzoTTojoKMfRDTKxb+GorAOcA8N6bSjjuFPJSTXqiOXMKOoQNPVhmA8gm2EOqYhJdIpu9oOkdUbtcmyGIWDLdNM5AwTrZkUKacrUJibT8k2hVvliV6It9dxTc06i1wCU5gaRc7QI5cabU1pcoZES0ogJeJNi5eeyCXCNyQABQc4jTTGh1+DJLZbbV+4Ed9d+baNGL6cYUrX+dCg5/SIbz6Iw7/5YEM+O0pyZuMddTr5guhqSj1XG1cydNYB1HUW86a/TRtpDaMTRtA7CFMB9Ed8TSZGcnn3FI5Sx7SERkFqcZ433TBfSo44nRwPtk1N1pBOiDKlti2Y5An2D1fQm56D2JCSvG5A3ue4ZkrjRt4Kkn1BYZgSabuqXd3S4mL7lPqQNyRSwk2Rp7AJVKj7HHd0oYqqaORXj6N6r1UtrrFrpyRUJQ5CLm+SmmsNf7EbYrc5T1Fzibhgtl8GhMAtY2zKOpeEEB/yvXR4kdcAIA1gTwAXA3g5ItuYOpA3TWuhlKLVMfP2JloQEkTNG+7Cg4xRPlyBVHoLX6rkDBO9Q3lM6GpttCkVyRkmWtMpZA2TWFqc9zSf4vqYsn6AKUE+con6KSYlcna6mWlKcs+aTs4uFx73IY5BTEC/FlTbqjh+Su3riu7Hu0E1ncil+n959YlxzH95UzqaPHFERo0k8iYtQe84D0dMUzrpmtVC8YBO2dSqRXsJQrqzeV/aHndZOlSKXLoZ7lguAZxv/+dHPW0DAL4RiWVMXcjaVW0E6KSfAVYETms6ZQkXE7FLr6xDlcIJiqnEO3++EBt2DeLlb/xLo02pSM4w0ZIWyBmNtsRLoQ4JvSdPRWmS1FxKgJAsdf0FSuTtdLOspLBFKI1bOCPeCKtSgt5JRLUtxV6gV/8F4tugNvLwQD0/sUQuaSLUFA9IkkTecB11FChMi4vu2oaUqFVhL09QL7WYTYR8SwWC3rRn25FFJefSpfb/BYDfALgbwF+LvM8AsAPA01LK7qiMY+JHLZQAWo6IXN7SNxKCziSfN010tVpdhohJBbAnPzyvb+4FQO9UphjZvBU9lxImqbb1h3RT6bM63mostAw0NH0KivcOUCfRgnwfoUDePrTJGZKko1WRswWMrbS4+D7Ho7lErO+FJWeYaMmkSPYDFW0T9wbVacNGNKX9mXE8r+rwJiXiEQwfSWQN09lbUKBAjyzCh9fKtKjtGn69VAqPX87w3jNq1E1jjglNWeeSlPIW9W8hxIcB3C2l/F3sVjF1w10oNdoSLyqkNu4T1TCoVD2A7iDmT0+icu/qxeube7B+5yDOOHBq6L/tzxoY1Ra1DF206P2VUlpc3v/cEbJN4TjAMsQGO1htmY452qBW8gmI3KRCzrQEvQdpFWEtwNKYsQS949R68Vya8g0JQM6QnnQfSkOdqyujNqjxGKcu+5snV+NL5xwQy2eU/OwYH6CcLX2QTtGqxppEqM0XcUYGWeuf2rxLSi+VUvR33jQd7UCA3tDNBYzoEngnJaU8LU5DmMagFkr0qk9ZIbWU7LI29rQ3gDlf6C9RM2PjrJ88AQBY871zQ/9tz2COvHMpm7c0lwSxTWvelxZH4dTNj17licqYovA4l4jZprAqi9FJc6BM3jCdeZVUR/XhpsWxoHdQ8nZ0i9o2U1oLKG2ruIsDqKgetd6oJ3GOj8ohIoRgzaUa0cXRKeDXXIqydfMR9IMC51fNV6ydvCHtaOVGW1IcR2OO1yXk4BYZ4eQNu6JDlaPH7sEc+obzEVulhEaVFgQN8mYSIpfYk18tvUPRP8dRkzMkWu2UDAonW4qChRsh2xQ5wgsRw6O5RO/eAXY0KaGTaMrom1SarWmhBL1TMdvZTClGeVM6KfsArbVAvSpiNfIrx/nZOdM6vEkLQapdk4hK4aeCXsETiHaejcIxX6CXSuABzDmFlSyoRfP59zvcaekQ6pheCNEF4EoA/wJgJoC2Im+TUsq5EdjG1IGcI+htEVZ35rBvPIDWdArLv3N2pHa5i3MagyzgF3uszaY3bJ2fedNG12yXTq4gPSnSyyeOtTsGcPeLG/Cp0/ep+FwPUVPJLkJOOzWn1LYqLS4JkUsU0+IMqVWLa7AtpVD6PExlcvapvdVPqbaotThvScefZquPB4RvRyD0CnsArf7qj1yKyzpqm8yoUEVbUiIewfCRRF47MKFATqV4xdBvo4hyo6iXqg6UKDrSgWKC3gwVAq8UhRDjADwL4FoA8wHMAzAewFQAs+3/WsNck2k8uQhO4bIx1BnOGvriPPLLV0XONN186Bqv9S8/eRz/8pPHazfKh+GLzqAUst8ILrn5OfzoweXYtHuo4nvzxBeTpimd6DlqERF+QW+KG2oVdp5JpchtjvKGNrbQMs0hT0yglTLU0wkUOUOrFhfjc+dNiyP6gAck56xNqo+A6BnK4dCr/4mnVm6P1DZ3sxXvBrWRY1Rcc4tpSjuCNIUUay7VjNKHpIKhFS8Con2GzQi2QM4BHaG0OEc2RdCUAzFY0JssYXr+VwAcCOAyWE4lAPgxgFEATgCwGMBKAPVV92NqIqc0XIgJtql87bjD9YNimBJS0t48A64oIKevWPTbKZtBNnn5GJykUaJHpaUIRfQBhSHdFP10OdOKPEwR06sCoo2KjIu8yZFLQZBSeu4Vzda0yNcpwqqZIpf0qGqguvZ9fVMveoby+NEDyyO1zd1sxTsOlxqjfrlgBR5atiWeD7WJ6/HJadG3KSGaKpWz3kgpbY0+OuvQvOk60i2ia99oI5forAPyhlvwAaA3dvs1ZimtiUc6YVaK7wLwuJTyt1JrQWnxDIBzAOwP4L8jtpGJkUL9ABqd06rMFr/QaFByMVaaiBJDlQu3f6ZqZ71Q/qJ0AO8S9cilbN492Yq7dHhYHDHKDN2IuVzedHRwqG0cPFGRtExzsFKo6WwWqOKUR07RS1/1k7cjl+J2uEpP5FKyyfmcrNW0r+rrUUd9F2guxlwtzs/3738DH/3dC7F8ZqXPrhVXHFjY1eLi+ZyRgOE7bKJA1o4OjmNtHMV6IudfQ4W45D1LN+KdP18YeX/37w8p7MV0/M8ZLetGNmF6/h6wopMUJjTNJSnlVgD3Afj3aExj6kFOSz8D6HTOrKYFRWE8UxsGypoygLtZoKgH0QjUZJgKcIJG3bmU03LyrbQ4OvaqhVEb4f6hNCCoVdoDrPtHPnKJq8UFQg/Vp9ZP/VhptrbDtV7V4og+30HJa8VGqkX19aXrd0dlFgDt2YtZg6SRY1Rc/UmPHEmJaKJRauGcnz6RCB3IYjjFMyg5l7RKu0DEmksROpfaqpDe+OQfluDlDbsj3yvl7KqnKSf4IPw1nl+zE0d/5yHsHshFaxy0NGBOiyNHmJ4/AEAf6XYDmOZ7zxZYQt9MQigQpyTSOfMqpJaIaEVBmVAqN8qHqu6AGCpiUEf/rmqyDzPpk0+LcwSp07bQfYMN0hi2o6raW9IAaDpI1MllqkZ9mTj6VN6uAkgZrhYXDOcEOkXncKQUjsZMzONJsaE1qXOTOpBzCf89WmLqR8ohEvdmq6GHBzF9dtZZ4wkSaXHLNvVg+ZbehtpQLW4KP535IptXkUvR940oHJH+NVQ142PUT6yqYqvuWTXrum/f+xq29Q7jtc09EVunRS6xoDc5wqxm18GKXlIsA/A2IURae+0kAJujMEwhhPiNEGKrEOKVKK/LWOQNiZaMICfYphZwrse8sXapkxjqkUsqdWUkRi6pNgKAd123EIAbrhzk8dH/niIqLc6qFkerVLK6d86pGyXjbPL2KZyVUli9fXF8tVwCBL25WlwwnPSatACIOYH9WCfTAkC8aUDeyCX1WnyfFyeqolgt6TVxffXCyKW4PqmRkUsu63YORHZdNwrC1lwi0HEJmFAVfv0gCjjOJWdtHN3Nvf6xlTVfI+uPXKrCvKifWTXn17Kf6B7IWn8bw7PsmWtBc905UgnT8x8DcIpwY4H/BGAugHuFEJ8QQtwB4DgA/4jYxpsBnBXxNRkbFfaooNI3nUHN8Zg31h618KC8eQasCbTNjs4A6NoZBzntePzVjdYpiZpsgywkqJcediOXUnbkEh17leOrloVR3ChHeipVY+RSdCY55BIh6D1yqsXt7M+iZ6i6MP6ctkl1XRA00Q9x4hxPil07H0WJpQbgiKDXsOGKq4/7qyfF5QOi0nSPv7ktsmvl8q5DJJ0SRaPt6k09Z4LT/2cBbnxiVSTXUmsVSpGufs2lKPnzC+trvoZ6/lpr0K2Melyxxjot+KCKPqEqV/bZxXWiJKutiRlahGmRWwDcDWCW/fOv7Z/PBPBzAO8F8BSsqnKRIaV8HMDOKK/JuOQ04WxK5E0TrYSExvOa3g0Q3aT/1xc3RHQlizhFC6mTLxJ5pMKVg9wH6pudnE8TglLTZg0D6ZQgXS0uq6UA17IIi8MJmdfKNhO8dQDciI2RwJHfehDHXfNwVX/rzBVK34vwIJyz0zHjTrMtVi2OujO/FHnDmyoS9r6ZpsT1j0WziffjF/Sud7W4eqB/9Ki2TGTX1VO5qPTbetqwans/vn3va5Fcy42yprPpV5pLCgLN60GtoZQzpprlaNTfSY11qRqivdQz0FvlYU059CI3DC0Ct4iUcrGU8j+klOvsn/NSyvcAOBrAhQCOB3CKlLI7FkvLIIS4XAjxghDihW3bojvJGAm4gt60BNGsyk5aWlxjzfFEjQDRLa5ufmpNJNdRqAmUaunQOMkVmY3VS82QFqdXLBSgEbav8ItlUrJN4ZQQrzGlMOrvtuitnejPGti8ewgA3T6bL9CaaW4GstWJ6eY1MVuBxs9d5cjlVeRSvMLjnrQ4+3MejLlkfVw4a6YqN1yPvrEVf1kS7aGSQhWlSMecFtdIv6D+nXqHoouG0FO50inRcEFvgPbYUQ5/ihcFCtLiiN1cZw2F6g+wYxH01go+VdPvO1ot5Zyd/dnoDLNxRNBb6EbMj1Rq7vlSykVSyj9JKZ+VspqgudqRUt4gpZwvpZw/efLkRpiQWPKmP6eWRu/MOSUwqxeSi5K86S48gOgGMeV5j4rhvOkIPgONv2/1pFjkUri0ONqRS8N5/8lqgw3ScCIgCQvJ6ylAWcPEIVf/s6rrRN2n7l6yEQDw5IrtsVw/KlS1PaY8hREQDTaoDMOGaWsuxusw8D/TO/uz+MztL8b3gTHijnUWYdvXP+dHOVbmfCf5cT17jRzf9Y+uNnW1GE4qV8oW9K7zV5RS4glfmh/lsaMcwzl6zqVhw1obO8VuatzrRN0H9CjSaq8ffVqcNdapasvV2NSesZxLq7f3R2oboMkxpG0RdCL7VwaILqaUSSTWhqs2cco40EtzA423K67IpahTA5y0OCIRX/UkV0QkQZ0+BrnNSYlcsiKEBKm2VU5NJd/W6P5ajJztSFdRfakqc4Gj7rNqAZ4nniaUzY+syKVq0UP1BeKNCKoFKSVyhok2NZ7E2Gl1v72UwHA+mSXWgcLIpbCkfA5atYGLAnedEm36vh89qkdKCVFHXQX9Ow0MR/cc6ZHBKYG6V4ub86VicrX1sSHq70pRC8cfXV3rcOefr2vtB8N5X0RkFfZF7lwyTGTaMjVFLqlnYVvvcHSGadcWIv7qmEx4yjqXhBAfquaiUsrfVWcOo7NqWx+eWbUTHzh2Tyzb2INJo1sxZXR7pJ+R03RIABrOCMOUkNKqeFLLmuXRN7Zi3c4BfOj42TXbpKJios7tjXqjOpwz0JYemYLexTbn6usHuQ95CgqeZaAu6K0LyVP0k+TyXh23jpZ0+T8oQdQBbkprSY0F9WjX1zf34D9uW4y7rzwRYztbAv1NNm+ircp7NpJQEYZtLfFrGdWCmmdbVPpenSKXJNzIhiQynDedcuFA+Pvmj/7LGxJRdath53Ap3vlfX7dIibpqdurfqdiBUrV4NQ1ppJ3Xy4SoUwCHc5bTry1DZ77I5g20RSjo7X/2anUSqzVULZW7o35cXE3e6m1SBwlx9Kes4XMYRv4JTLVUily6GeHaS0kMROZcEkL8EcCpACYJIdYD+LqU8qaork+ZC379NHb2Z/FvR++Bc372BNoyKbzx7bMj/QxVQYlSOotzgpQRNWkHXfrb5wEgGueSGVPkUsT3O2uYGNWWIb3Jj4tyC81St1l/3pMQOQLUZzMYFhUBqfZNYfrHg8u2IJMSOG3/KTFZZ5E3TdthbRmptADCEnWfndDZCgD47SVH49Kbn69Ln/35wyuwens/nlixDecdOiPQ3wz7BFGZ4ugbK0FMeF8n68yzSnMpPryC3hI54mNtOYZyhh1tWN2GqzByyQQQzSY8m7cj0eyf40uL0/4dz0cE+uxshM4ldbiUSQu7Wlz9vtlQrngEVr0siCOCHiAWuVTgeK3teqq6m2L3YA6TRrVVfz3bPkdntgr7ohamUWumWvZh6iAhjv5UoFOV3Gml6QiSFpcHcA+AZTHbUhQp5YWN+FwKKHX9gawlWjgcsT4PYA24GWKRS45zKZVyNqmNPkXK+SKXoopeiDwcOW+itZOuaGGcVHOKqU941J1LekRE3JvBsCixTLXhCtNff7VgBTpbM7E7l3KGREeru/FqrzJcIK6F+HF7TwRQnz6rxocw30UtzpnyOP3U7g9Ux2Cn9HW69gqKldCd+M0SuVTtHGv40q+LaQVWiytaHI2uTCm8kUsSiCweJBxRalYqh2eLnSZaz+VAqeIB9UrNi3rtQ1FzyXVEWNTaN/yOzfnffghrvndu9dfLmx7dymqa5LBvPoB7PnUSDp45tmo7dPw6UNXMEWo+XLapB9fe/zouPHpP7DmxMyL7/DIgRCfbEUgl59JjAN4G4N0ApgD4XwB/llIOxWwXA0sILWfkq65aE4S84Q3lpLAQdqvtCMepU4tZebviQRQ2OYLeNV1Nu24cziXt9KPRTrl64l+k6xuaUvdBj0KJMy3u3qWbcPSc8TWltarwYhURQalts75TtzC0ZdLOd3OdVNFjpQC70ZDtLdV9TtTRncM5A0K49tSjXdOp8Cd9w07EBlMOtZh2HRB0+qlOQeRSvdLipFV2O4nkDBOGKWtKr/FvSqNcAzjOJfvnuNrU8Myt8XxGECJNi9MKZqRT9Z1fSznJ6hU9NSIilyKuFhflswcU00utzsDfPb0G37/gsEhsUnN+LdFUal29pWcYv1qwEn9+fh0WffUdkdjn14EktCQe8ZTt+VLK0wDMA/A/APYB8FsAm4QQPxdCHFoH+0Y0qrxi/3B05Vb9uOKUdEKXvMKKtafrRVGuNhdTWlwcQorVRpAknbwvnMybilH8b/TX44pc6hvO4xN/WIwP/+b5mq6T1SIiaKbF6ZpLwY1rzaSQzZt4a0c/9vvKffjrizGV6TasCpRqoVStoyTqtLihAq2F+FHtFDZyaaQ5l6rZdLlOYHr9VMctEGCdlcc5V/iDc5IaueTV06ouFaNQqyW6e1GwQY0tLU6PRKvvA+5Ji4swckm1g0oDouBcqlc0deTan3mKmkvRFruJ2rmkihjV2nerLVRSjKG8aY11Newn/M/wjv5sJLYB+mE6HVkXxqLiSlFKuUJK+QUAewB4P4BnAfwHgCVCiOeEEJcJIbpitnNEogbmuCKX8oaJvCmtE1b7NQphhW54sjtIhp379MmyLwLnnD9yKarbFLnmkh36OxIrhvurvXlC90v8jSctLqZqcUqDZfPuwdquozuXYq7uFJZh57mzFyEh1l2tmRSG8yZWbbNK1d61OB7nkr/KU7UL36gX4paGi2WLqJM3ImyYu5Qy1qgyqlSzgXBTQohrLuXdAxNRx8glQGKYePGEUihtnFrWTH5HQuRpcboGSWRX9uIX9PYTZzqXfr+jrPCaVdIHttZnPTWXSkXy1cuGKB2cgHdsoYKT4hWRvmzUzqVhJ+qwNvuirNw4bK9NanF4xfkMD+YMdLSknUjshE4rTUngni+lzEsp75JSngVgLoBrAEwHcAOAjUKI42OyccTSHnPk0pATvk9Lo8e/6AUQepWkL+CimATyTphvtBFB0Z8YeT35Iylyyd/O+ncvdR/013NRlwGzUW2cTtW20HI2rXa6DaWm9Z8Kho5c0qJi4hrvcqY3SrPatLioH5OhnOHYYkWQRHv9YoQV6MybEqaMvlomRWoV+fdEt4CWE1hHjxCOu/qkJ9JFNkHkUg3RQf60uChFqQtTf+JpU92nU+wjoj4009EvHaUOqSPonbIO5+rZbUt9j+RGLlWnufTMqh341j3LIn9upZROZTFUt6UoIJsvvMIDr26u2naV4lVrZFWUB8vD/qjqatLifM9WlJUlB3Mm2lvTzneOc9xhwlHVSlFK+ZaU8qsALgewAcAoAJOjNIxxdTHimmCKn8I1HseuTPWng3r1jSjun66jYdkTDZHnuufNmk8akor/BFhv94HhUoKZ7r/9QqtRoSLx/CWow+JNt6El6F1LSHdbOoXhnIkh+/sNxhapKe2KdpaRVUcuRa25pJU2F0LUJXo0HdL5TPEkOi70MTlXxebV008pRy550s/jtVMfZyXce5Q0Bu3iKrqgd1j8z9SStd01WuXiT4uLyzdRTM9w2cYe57U4oxX0K0cZPeJUY82k6l4trrTmUn2csHGsQ4Hw88XVf3sVNy1cjUVv7YrWHk0DKio9smLP3uW3LsJDr22t+nptmdoqswHROW9UZktbxnXeVLM28T9bUSZVDGbz6GxJQwhV4TGZhxbNSOiVohBihhDiK0KIVbCqyE0EcBuAxVEbN9JRg0tc0SceJw6hnFVvVSzrtbBmDWmL1ygWIOpedbZaGviqTQxT1rRQjmNS90YuRXp50vjbWb+37/nVk0X/xqwxSiEIaqGVrtm5ZEIIy0mVijnSICwFue8hFiFtLVbkUr/tAIzyZEsnZwv7u2lxVWouxZAW1247uqI+MZdSFn1OVBBdUEdZtsqT6CBs7RmKJHU5KvRxoJpoRvfUPk1cc8lOA7LTqOKMci0Q9I6h8m09UGPUqDa3Fk7Yu+afZ7oHotMgGcwa6GxNO6k1cbkMi6Wcn/OzJ5zX6lV5MMrnSK3xOuzNKgXNpXql+VCJXDps1jgAwNMrd0Rqj0evUkTTN0rtK3oGc1Vdzy/GX+3zJyJy3yiHnJ7ZUs1jUuBcinCBN5gz0NFqrZ3SQnBaHCEC9XwhREoI8S4hxN8ArAHwTQC9AD4DYIaU8sNSyvXxmTmyKSz7Gg1DOdeJQ0jPu6jTK+xAq4fdR6FpoCbLDjvCQDXJJ36/GPO+cn/V141yUndCf2ssHZpU/It2TwRCiWdA31xHnUPvv24mXbtzSS2OrGpxUVgXDW61uPBOzda0JeitIpaiFKTUyRnSrhZn/ayihcLyxuZe7IpQlHIoZ2ppcdGWwJ7zpX/gA//7bMHrYdtp2DmJjl6g9ZhrHsYp33808utWSz7AuFEONfe4WkaEOqqGHl2QSsXrBPM4lyAjTWeqJyplt6stU7U2in+eivJeDGQNdLRkYo9crrQmrdfcFOWcPaSt8dL1di6V+B5RayGVIuqDNWe+CJlGrRwFkVdi06U27NdqbV69zfae7MoOt1WZbp/1aUJWL+hd3d/5cfaHNQpmxxkBOJB1nUupOld4ZMpTthcIIeYIIb4NYB2AuwGcBuAWAMdJKQ+TUl4npdwdv5kjG48uTISpO0XT4kJcPq5Fs7KrTQs9D/tJ+sAfxQStn2pZBlkW3f/qZgDVD6CRliE2ipzOjKCxtlzkUin098Q1CUYWueQRfq5P+lRQcnnTSa8BqqsW12+nnMQlRj+YM9DeknbGuGqjcD7xh8V41y8WRmbXUM5AW4sr6B11uz69qvAUOOxiMe60uCgryNRKXp87qhH0zht2OfP6Vf+rBl1zCRE7Nf34r53YyCXbAd7Vmqlau8U/z0TpXBqyT/Ljnv71YaPYc1OvtLgo9arU4Uab7Wyt5+FNKQ2yeqXmRS3APpw3vJqpQe2wH6xcxPaookgdNewp/Ki92F3/cQI+cuIc5/Vq0+1zSoy/xqqxUUUGDdjrMeW8AarrE/79V7RpcYazJ8ukUrH1F9OUePcvnsT9r2yO5frNSKWV4goAXwKwHpa+0jQp5ceklM/FbhnjDC76/DkUoVaBSudqb0k7uShhNjZxdWR/VSwgvBc/aoec8uK3t6bs63t/X21oe5T+uax2WlTNJj/p+CPUgnx33SEVpeNWRz3PLbUKeudd0Wtygt525BKc5y743ypBb7UAjDJsWmGYVrWzjta0J+22WtbtrK3yn85QA9rVGR8CNpSqZjQSNJf0caCqanG27h2gqv9FZVm0uJpLKpqvfmlxyY9cqu5ADih8pqJ0tFmRS7XrtlTCk05b5DNirRanXTrStLi8YTuW6l8t7p+vFt+01kvQO+rPyeZNtFVR/EGNE9U49cvRM2Slqo3paNEiDmu7Zk5bb+vzYrWHVkN505tFUnW1uKr+rIDeIWusG93e4ownPUM5bOsdDnwN0y4EEod9ALB7MIcx7S0ArDVNXH02Z5p4cV03PvEHVv8JSqbC7wWAHKyqcF8D8LUAC38ppdwrAttGPGpw0RdmwzkTaI/m+o7DRAsVDbO+/ONza6MxxEfxiKpwg0bUJeaH7NNo5SDw27OzP4uJo9oCX29UWwZ9w3lkDROmKZGKIFxjWE9zYM2lQAsmz3MSUwi6WgDX2sbD9uIDgF2FqmbTImMga6CzJe2mtIWJXEqnYZjSWczEsUAYdDTT0uizP6eFSOWz4ZyB9tHW2JESItaNmULN40GHRj1EvtkJkk5bjmF7kwqAnPC+jrcqa7xzhX7tJGsuPb9mJwBgbEdL1dot/vEtynsxmDPQ2ZqpWbelEvp3KPYZ8VZtcq8dZeTSUNZwUqVTdU5nvWNRcVWRejm44tBcqubwRjVn1Ad9PYPKUZJxlia1tq8T+ZkRnvS/atP6+4fzdrqtsq86u6LSXHKdSxnn/r3nl08BANZ879xA1yg2DkRl31DOwEDWwMRRrQAQqwi/2hrU0+GcdCo5lwCgBcCsuA1hSqNvNvQqaLXiceJUESr6yoaeym+qguGcHrlkvRa2S+tjWhT528M509aAsn72jzGDIdtFX5BlDRPtqdq1TNSp6ih9giK7tYkefzsH2aTri5i4TgkdzaUanUtZX0QElbY1TWk5l9oyVTk11SJURf9FOcYp3BBvd6EUl7ZTWPqG845AcErUxxnhpGwFTYvTqu00O95oxvBzx1DOH4lGo5/6Ud9NCXrHaad+bUtzKXnV4qSU+P2z1oHahK7WqjeB/nlGRQVGwaDtIFFD21DOwG8WrsZFx+0Vad/1tmch8Qp6W/9X6dRRMZQznRSbdEo0pKx5S1rUZU3ip9znZPOmVUQkxPola6d4hUU9V1FrLvWqyKX2Fkdwu9Y7q1fb1PU0qzmkzBsmhvMmulr1NVSjI5es+zS6vcVxNIWlqDMmIvtUKv2ELs25FFOfrZf2WTNRtvdLKVPV/Fcv45sdJy1Oj1yKeDIFVIRQ+FDRzrboxV0BONorXtHMcNfwnj7Xfs8GcwbaW9Ml86HDLnIMUzqTb6l8+7CoCWBUe0YTQgfe3NKL51bvjOQzgrCzP4tNu6NLGwqK38HnXzAVc1rok0bUodgK9WzULujtRkREXVWsFgZyqoJSujrNpbRyLlmLmbCO2iAoPY3OlrRjW1zaTmHpG85jdLvlXLIiSOJvWPXdg57EOdV26hTtddZPHsevFqysy2f5qVnQO2+6Glpw5wpqDhVdcykVc+SSVwA6mWlxO+3NzIyx7U5RBaCKanExpcUN5QxkDdMeSyzj/m/xBnzznmX49WPR9iV9TVpsvIpzL6Y+rS2ditQJ0ZfNO2valIj3O+jM/uK9zr8zvtT5ekSxAuXXyPt95T58+vYloa43mLXWy2FR40QU2QY6ehSOo5VWa1qcVm0zrXl0qpm/B7TI6lo1oaJa1ziphO2ZgmsGXTcUc1pGteza2VfoXIqrv7BvKTzsCEoAen+JJ3Kpusdgot2po0bXNUg5A224QSPqEvN9w3mMbsuUzIcOu0CU0hXKi2rToe7b6DZtMpASNy1cjU/9sX65wid872Ec/91H6vZ5isFseUHvy29dVPA3+iIm6gWNIhtR5JJHcynm0uFhGLCfOysdo4pqcfZ32hVr5JK7eFO2RZGKWitSWumAnsilOjRr2AizuAS9iy1SN+0exOube3Ht/a9H+llBMbSVZDWb18FsvkBDa2P3IOZ95X7c+vSaqMysmVzeuvctdahq5x+rkpgWt2ZHPwDg2/96MIDq0zviqhbn0ZWxTVNO61c2RFt3R+8WxR6bOKN+4opc2tmXxYROa02bqnO1OIX/AKpekUuV7uM9SzeFul6vvV4Oi/q6uYh383oUjnNgXWPsku6c14u1VOPvHBi2CwVo0d9Vp8VFFLq0YZd1QDx9bAf8LqGfP/JmoGsYRdbUUUVW7ei3tJ/UPjQtRGz9hSOXwsPOpQSge2PP+/lCrNneH8l1h/LF0uKCd87O1vCTRxB6h/NoTafQViYNrRL6+3OGib+/tBHn/+LJqhfQvUM5jGovHbI6HHJGMaV0QrCjWlz26WWStc1j1jALTsTiZCiiSKyw+CNe/G30+PJtAKyFlDo99kQpkK8WZzqbeystjgZOBaW2NIT9mIXpZ+o77bbD1VWUUZSovjGqPaNFLlXfHrMndkZi12DOgGFKjNZEKaPa1JRrAxEy9N4tshBttGox581lN78Q6WeEJVeDwzlvmHhjSy8m6xpaUmKrLYJ6/eOrojO0RlSqaKc9/8c5nviHVmpRXEFYs30AADB7olV2PGz0n0J/f5QOEpXuM7ajpcDt9cCyLZE6D01PJFqxyKX4Z6fWTCpSbZ6d/VknCqJRziV/KplRp01tlNpVgHXQOaq9GudSPJFLPVrkUpVSaQW4ziXhcy6Fv3DfsNV39cilRh8ertkxgEmjWtHRmi6IXHpxXXegaxRzykSlubTTlxaXijFyqREpskmHnUsJwD9YPbcmmhQnV9C7usonakLqqiL8tRz6xOSmxdUQuWRIfOqPS/DSum5nIxyWPju6wImk8pkTdoFoShl55JI6uRylhbGaUiJnyIZopahIqnJs6RnCv/7ySTxTpFx6WPwRL/7Pb7FPBd/2/UfxruueBOBNUYjr5N6NXKq1WpyhaS7REfRWAtm6XkAY21SUh2q/wZwReVvsHnA1F9QCJF2DcykqJ0ufHq4PRFqlqNwpXjqkE1CNUVGPI7pzqXcoh9Xb+7Ghu/4ptTq1pFT/7JEVWLdz0OkHqZS1SVX3mUqfBXSncCb2AgEejR6Z3MillABmjbccyyryMeyGRneItEfoXFLO+THaIZjuNIhSjNZT/a/I7+MUvlUHoFFHLu3oz9ZFHFjHb7+/yMSDy7YEWkdFbUet9A/n0VXF4bPjXIohcqmjJY2WdAoR+Zace9ZiVxhUVOMUUo7raWPaLQ08YRX6qIao1k4vruvGobPGASiMhgq6dirWh6KKXFLOpYld1kFOnJpLLOQdHnYuUcZ+nv2DVV+V4mp+1GbOU/4yxN+7WjLRPkZ9Q3l0tWmlnBF+Ua4v+PTIIJWnG9omW3S3VNpP2E2IKeFUJokq0meH/d0mdbV5tKryhuk4VurJt+5ZVvE9L67rxpK13ZFsWtVJvEKlWSk6WzPI5k1s7hnCsk09+Oermz33Pq6Toqgil6wy066WCxB8IfHWjn5PasRdi9bjzhIVasLSPWjd53Gdre5pfoh76TqXrPukou2iZLd2qq/6bi2LHOXIrZUev3MpJSLTvik3JqnNZ9DbrKcVRom+0T7k6gdw2v8sqMtmqhz6fQsbVaqc5CfvOwmAtQg3TOmMLVEt/KWUNZ/S9g7lnTLaqZiFxz2aS5CJ1Fxas2MAs8Z3OnOVSnMOu6HRo1FSKRHZWLddzf+j2pyxTX+Wo0wZMXzOQj/1EPRO2/cuCme0aUrsGnAjl1Q6a9Ss2NqHzbuHnJ/9Ubr+Oen5NbvwqT8uib0oQCnnUrVjTO9QdZFLapyIulpc75Cua1hb2plC2diSSnkkD7bZUaph+MWCFQCAOZO6IIRAZ0u66oPwqLr55t1D2MuO0PYvXYNKCtSiufTwa1uwq7/0fm1HfxaZlMCYDqtd43QIs3MpPOxcIsrugRxW2elv/ok6qsX3YNZAOiWsqmxVRAip0+yopUt29GcxwfZGVzsR6Isf/X7tHCgcrKSUWPTWzrIDyM7+LMZ3tpZMHwxz8qMm7A5b6yqqhfaO/ixa0tZgq9KTrMgls65l11VKSBBh5je39AIADpg2pubPHfQ56Xb2ex0Ana1pbO11F3Yfv3URfvDAGwCsRV1cE4jjhK2xo3gi+kI6XU/5wQKc9/OFzs9X3fESPnfHSzXZo1COm3GdLZrTInxanP68DGWj3XzqeiS1psWdvO+kAsdltbhaECpyKbpNfrkFetiKNGoT1BGxc6mYiH69dEZKoX/+FbcV6rSVY0x7C2aO68BlJ80B4DoL1deM6qsd9e2H8JFbnq/pGlbpa/cQJ1ZBb+3aVCKXVm7rww/++Xrg/rZme7+z2QLcw4Kwz6v+/qmj2yOb/1Xq5ZTR7uGS0tXyf26t6E6HooLedXAuqTnmhgpi5a9t6sHbf7gAO/pKb/p7h/IwTOmsO+OKgjjjR4/huO8+7Pzc7zsQK/aRj7y+FTc+sTpyW3RK9cdq70F/1tURDIP6uKiLq+wayGJcp5V6Xo0ESDH6hnPO/kmP5Pn6314Nfa23dgzg4JljMGVMOwCgsy1TcFgalCge2+G8gb7hvKNB5l8qhY1c+n//Ms95LYgmVN9wHpfd8gIuvbn0HLezL4vxXa3O9dIRRn37Ycml8LBziSi6YJp/nO2LyLm0ayCLcR0tVuesIkLoF49ak3rU/Xlb7zAmj7KdS/ZrYSaCM3/8GD7wv886P/cO553BcWd/4QLjtmfX4r2/ehoPvLq56PUMU2J73zCmjGkruakPs1hWYoVd9uQbVVrc9t5hTOxqgxDCk56UNWRdnUszxnUACHZPtvQMY1xnSySbVr/TVTk9FJm0wJaeIc9ryrnVmk7FtrlSp8e1Ri71+krWAzR0l/SoIOVAe2NzL2Z/8d5Aufmtaavt9VPcqCvGbe4ZQms6ZUcu2WlxIdpDVVv85Gn74Pi5EzGUMyMRHldjuau5FJ3WR7kFeqnCBKWIK3KpUtTGS+u6MffL//Cc9sdNLXofm3YPYt600Z4Fr3VN63tu7hmKxHm4sz+LBW9sq+lalnNJE5KPcTTJG6ZWnINGtbjLbn4ev3h0JTYFeLaklFizox9zJnU5r6nxo5hobTnyhsTsiZ1Y/d1zMGVMm3MvXlrXjadWbA91LZ3NuweRTglM6HIPwTxpcRFGg+hzZfG0uODXev/1T+MLdy4N/H71nF5xylwAQN9w+XH4W/csw8pt/Xi+jJyEXxw4bs2lz9y+BFf9+aWCNUupz3zotS2x2QJ4I9z0MaWazbqU0s4+qD5yKeoDhl0DOYxXjhL7tVqbd2d/DuM7W5BKiZrWdnnDxM7+LM44YKrzWldrGv0VnutSRPHcqsq9E0Yp55IvLS5k5NKMce1uVGCAv1NFYl7dWLoQwcbdg84+UdkUl3OJBb3Dw84lougbY/9gEWTjtXsgh5sWri67+OweyGGs8uZXaWcx+2ple9+wE/1STVrc8i19np/7hvLotNOJdhRJi1tqb4B3lAjB3N43DFNaETmu08YXuRRiNaWcLmPsDWWUkUuTRvsmUEjk8vVNi1MbqYEKYb1SSixcsR1TRreVfV9Q/E5X/+bfNN00JP97WjOp2MQA3fTR6ttASmlFLrUpLTKLRos+Am6fGtfZ4iw6/vbSRgDAfS9XrjKjHIt6HwrqXHp8+Tas2tZX8X3rdw1i5vgOq1ytfc+CBi4tWbsL77/+aedvptmni6sjKKygSiTrTsOoHsNyC/Sw1eIG7VPU9sgFvcsbcPNTa2CY1jhRL2pZSG7sHsT0se3Oz8qnrxcLeMN2aEfBup3VpwS9trkXe06wI3HijlwypSd9vpGC3pt3D2F737Az7wbZkOzsz6J3KI+9JhZxLkmJzbuHAkeUG6ZEOiUghEBbJu3MD+f/4kl84MZnq3YYvrmlD3MmdXnus+40iLICl37Pis2bYTZ5m3YPhnoe1O2Z0NWKeVNHO9GfxVi/awBPrbRSVctpHir9lvG6cynG/eRfX9yIuxav96Q+fe7M/Uq6d6N26vsppc1VjZNnOG8ib8qqIpfU3DycM5HNm3hu9c5Ioph29XtTHoHaD+a6B7KOw6oW55Jak47raHFe62ytPnIpirFVrekmdBZ3CAVdO6kU4HQq5a5VA/ytWsuXWh+YpsRL67px2B5jndfidAhTWGcnDXYuEUX3+vsf7CAn5v/vzpfwrXuW4aX1pT2/u7TBsZr0M+UAirLf5Q0TO/qznmo7QG0TQd9wDh22uOBOnwPpxXXduMPWnuktoWW1bGMPAGC/qaO1Tb33PWEil9R7VSpMtcJ9frb3DTvidvrmsd5pcerkv1LVr3+8vBmrt/fjwmP2jORz/Vpk/n6SN00M+1LnVDu2ZVKxiQGqhdvanQNVLxgGcwZM6Y4L1WqR+XV41u0cqMoena29QxjX2WJXdxQeR2aQiLRii9CgFeM+9JvncPoPH6v4vm29rsPa1VwKtkL643NrPT8fM2cCADeaqRR/f2kj3v2LJ/HNv5fWHlOpGhNHuQvfqJycpcakXf1ZbNptOSWCPvNK7yuo1kJQyvWHt+032VORp15UG7m0qz+LXQM512EDV5sip7WFfwwqxo6+4UB9U+mdhWVH3zBe29SDE/extKFSMZeLyxkmWlLuwYz/2bzh8fKpTVFy3HcfxvxvP+TMkUEc2WvttthLa1vlrDBMieO++zDe+6unAn1+3nTn47ZMCtm84dlAr99VncNw+ZZezJs6GoD73On3OWpB73JDQZjNWP+wUVWUi4C1huodyuNvL23Ef/35xYKN9dk/fcL5d7mI/x2OOLByLtVnQzmg2TRv2piS83nUGkR+9OdEdyhVE+3mVGatwbnUM5TD7599C++//mn8fenG0NfxY6XFKUeQ1fdqnWc3dA9iyhh7ve3rDGEcxE7kd6frXOpqqz5yaXuVurI6Ku1fd7bqBP126lnKaJXcAkUuVVj/rdrej56hPI7Yc7zzWiYdZ+QSO5fCws4louidxN9h/NoyxVALlHI6L5t7hjDVHhwdUd0qTpCiFBvc0Z+FlCiIXKplou8bzjsLIf+p8UdvccteF0uZA4CX1ndDCODgmWM96WaVdAdK4VTZsyffcguHPz63Fg8uCxYSvWn3kBMFpDsfcmZ90+LUhnAgV96R8vBrWzBpVCs+dPzsSD7Xr1/gdy4ZZulTnbZMOraTe3VC/sqGHlz62+p0Up5404rcmDneSjl0nMEBpnm9f/odcI8t31aVPTpbe4Y90Wf6CXEph62O0n3RCZsWV2kM6hnMYax9MqjeG1Q3QE/tEwBmjuvA+M4WvLapp+zffeqPS/Dium785snVJdO6tvQMI50SnoonkaXFlXigT/vhAvzxuXUAgo9bAzmjaDvVit+JePzeE51/G6bpOHpqrbQYhmoXkr+2HSSqwg7gPmOeCJIKJ/FSSlxx2yJc+L/POE7AUgTpX8VYs8OKujtwhqV1lxLxllvWI5eKpcVd84/XI/ss05SBnPgq2iBIxJE6yZ88Wk/DsP6vnpfXNweLSFORSwAAAazc1o8fP7Tc+X01EZED2Tze2jmA/WznkhrZsiGeuzDktTVFrZpLfcPV6fMIISzn0nAOX7xrKf5v8QY89oY7n0kpPf2jt0w7+8uax5FiU8zZrzu82ltSJeexKNoumzcLpAIUw6WcS1WMCao/VeMwVB/dO5THRluofUtPeIFsHSkldg3kMKHLmv+dVOUa2ldKidc39eKgGVbkjH+fFSaTQe07lPMLAK6/eD5u+NBRVdlWjaB4oU1+Z2t1zjPVh9IptxpppUM905T4fIU0WXXwss+UUc5rKSFicwJ5ClJwFFMg2LlElLzplo/395cgp/pqcdVWogqXlBIbuwcx09bHUZvDrSEGcjXhefLvpSzQtQnD+l3WoDF9TLvn9Wr7cyYlcP8rmx2xy4df2+oZKMZoFS1KnWwtXb8b+0weZVWL05xd+sQbZu5XiwzXuVT6j7/0fy/jY797oeTvFdt6h7GtdxjzptmLS81OKy2ujs4lM1ha3Evru3H4HuNr1iJS+B0n/g3McN4oGTXQ1hJfWpyeN/5shWiXUvxqwUq0pAWOs6NmwkQuLXprl/Nv/6JnrBaKXS1be4cxZbTbX/WF1sdO3rvi3+sbCzXm/fn5dWUrhfjZVkasFfA6l1S6Q9DHzuMYElY6y54Tu3D78+twxa2LAoXtl3JEbewexJTRbU4fiDQtroRdSk8BCD6uDmaNyMW8ARRUxLnxw/Odf+cM6SwWoypfHIRq0jCklLhr0QacOm8yjtt7gvO6ale931VKgxZC4KvnHYjtfcP42cMryr63WueSOt1WmhUt6ZRV1S6mMTCn6f7FKeidN0wc9PV/4sCv/bPofL5Rqyym2qbSPAW4hUCU88H6exW5FO675AzpjJGqeq3SrwQKnUtbeoYqRquv2NoHKYF500bZthVGLtWiJeYnr0VDFxtDgjpmcoaV/hTGEaF/3piOFvQO5Z3vpldEVeOcEhMulz7ndy6JCMdhRbEDE/3Za29JlzwqisLRdeXvF+OY7zyE7iLFKDwRbtpzUk2KsD8KLAzqe/YM5Zz+VWtaXI8t1u5PYavlng7mDGQNs6TzZShr2nPC+rLPHQBs3m2tXaZpe54JXa2ODmNYtvUOo3sgixVbK8sFlMKfJuqff4OuG9Q9zoSQI1DVnMuhdPL0FPRMSIfw5t1DeCPEgYCCgl5gEmDnElEM00Rb2g3f1DdCQXJq1aK9VF/b0Z/FUM50nEtT7YGt0kmpjpqQ9FOqOxatx7HXPIyl67sDX0fnhTXWRvgA50TVVQ+qhjFa6fHR7RnsHsxhu7YRnT7OHZyKLdSllFi6vts5jXbTB6VXdyBM5JJ930bZkQC1Lvq6B7I4+jsPAQCOs0/+dW2oN7f21lypLAxB0uJ6h6xqiIfMHFvyPWHxbyb8jqTeobzznvGd3ol7VFsmtjD4t3bUnnq2oXsQ7z1yllNNxK3uWPlvj9hzPM45ZBqAIvptVZa7VWzvG8aL67o9CwalLbX/tNGYNra9xF+66BsL5Wj60wvrQlWz6xksv8nerTmXlFM4SLW4oZxRoNMFADPtceP+VzcHEi0vdWK8bFMP9rWjDQBVtSuitLgAi/KgzoSBbB6dLeFPoisx6Isw0Z8Fw5TOd4hCPD0oYaJ3Fa9v7sX2vmGcc8h0z8msU1FMG+ODRMocOmscjpkzEUvW7ir7vkobl1KoOXCS5lwCguny7Ogbxk0LV4eKpjBMqaU2ykj1f3Qy6RRO2tdK9fv4rS8UnDK/XUuhVU6c7933esVNidpsjdPmDTWnDoasbKlHcRX73De39nree+w1D2P/r96P1zeX3nBt7LY2W7PGq9Lhlm2lIlJqJa+1Z7GrBh3DqolyUdG6Ki1uR1/WGSfe1DbUG+217JxJXcikRMHhk87O/iy6WtNot7U506no0+KKzbWPvL7V+Xe5VLxcBG336BtbMZw38QdfmjfgPeDUHUrVOGBUpL1KGavEQDaPdTsHLOe2/f37hvOOU8l/ABEWdUilnEtqfVKLc0mtIzvt59avpzmQy+PlDbtx1R0v4at3v1L2WmrPNW1M5bVSMfxz47a+Ybzruidxxo8qywWUwhnvOrwV9hRB+4Yac9Ip11lb6U/936dYpNDm3YNICXgEvVvSqVBz0sd+9wK+/rfybaPQn5XfPrkm8Gf4eWrFdvz3X16ued2dBNi5RBQ9csmQ3uSXICdtKpe71AC6wU6bU5W9Zo7vQFsmFdiTC+iRS+5nqBP6oKlcfp5cuQP7TR3lOL3cCJyqLueJ3FJlhPXorHEd7ulKsZPOf7v+GWzvy/qE46wFlb5YC3PiO+yLXAqyCSwXiqlSpgA4kUtqcfnyht3IGdKziIkbleZXbhO1dP1uSAkcvue4SD4zmzcLThSKbRLX2ZFxd1xxguf1ztZ0bPnauweq2wDq6JE3ALTKS5VtTqcETt1vCoBiKba1TXK3Pv0WAODYOW60hto4jQkYFdWSTjljnS5cGkZ7pJzzoX84j/6s4egaqfEqiH5Qt6/t1F/oIezqmSpHsfu8Zns/Xt/c67l3KSGqjtL0E8RpHfSRH4gpcqnYXLbme+filP0mI2+Yzhii7t/Vf3vVqer54rpuRw8vSvSiD62ZFB5ctgWzv3gvtvaWjsh92hYNPsnWMFIo55K+6A3a5w6fNRbLt/SWHT+qjVxyBFvtk2nlKAii7bJ4bTe+dc+yUHNK3jQ9G7Aoo2j8/PzCI/CfZ+yLJ1fsKNCcLHbvX96wG8+u3lH2mlt7htHZmvZEWaZCpNXp5E3TeS4+fMJsz+8OnjkGT61wbVm93XWWXF2mxLlyMqo5Ql1f13OMsuJR3tAj6wvbMugez40YCh6l4abXWFU29XXbwhXbnXuxWYtuGNWeKau5tLM/61TGAuIRBy6Wqqmvk4dyZmnNpQiiJZTz4h9FimyU0uaqpp/+aoEVhafW8JW4c9F6nPz9R9E9kHXuuZRwsg2qdaArdg0UpjwCtfWHAVsPSR0Q+1PsB7KGMzYrx28pXt3Yg8mj2zyO6zD4D+GyedPRiOup8t5ZGlUtzlpO+JSSgq4b3MglV9C7UnCEf01QLFLIkgBp9xQvaM2k8MqGnsDPyzFzJmDJ2u5AwRr6WHDt/dWlcGfzJv7rzy/h6VU7Yq3MSgV2LhHFML2Ttz7pBFnMKG9/qQ2zCg9XGi4t6RSOnj0h8OmWabopCznDDadXp3l6Kk4YtvcOY4/xrmhmmAiNYugbhYPt/Gh9kzCYM3DQjDE4fu+JBSdbUko8Z5ev1TcNwl546OHDYXLTh53IpcppcYpypzd6BEaLMxlYqEiwr553QAC7DDzyeu0lb9X3KbeJUtEeh2v6JLVQrE8UCwtWjsU9J3Q6zkbAaos4Apdyhlmg9dA/nMc5P32iYlSCYihnYDhvepw1YZ2uaiPk/46VNrq3PvMWnlm1A8N5Axu6C509K7b2YcroNlx56j7Oa0q4d1yIlDvVF/TNW3tL+elJd7iWWyCok0G12FV/FiSYz39ddd/1Tf3vnn6romOy2EnVPbZQ6QVHzXJei1JINsjiOehnDWaNqioWDWaNso7xUgclLWmBDd2Dzjzy9ModWLdzADc/tQaX37oI1/zjNbz7F0/inJ89UfTva2Fr7zBaMym876hZmNjVih8/aOnhHHvNwyX/5rnVO7HHhA7nsEahxmY98iCoE/usg6fDlMCNC1eVfE/1aXHDGNvR4qwxnMilAJvY0+ZNxtQxbQVC9+XImxItKTeNqtg645cLyqcABqW9JY33z98DgOv0q8SGCo7sTbsHMW1suycqTa11yjktipHX0uLOPXQ63j9/lnO9fz1iFlZt73ccIy9raV6vlnGkquhKVSREbXaH4kqLM8unxQUdV5QDYfKo4FEb6sqWc8mdLz547J7oHco7a56N9j2cMa4Do9szZSOXdvRnMaHLjYJIieg1l4qNdeo+dbSkccissSXHymoLgeio5/SVDT0FxQKyRvEIt2pSq9oyKbxtv8meA5hydNrFdvqHDU+FPlVxtly7BUE5l5TzJhMiLa57IIuP3vICHvIdljuRS7btfmmHwazhOjkqrDMWvbULR+05PnCBET/ldDP949q37lmG/f77vorX3N437FSKAwrXSgdMHxPINjXmpFPC6bdDFTSD/Wv5Ys6lzT1DBVHx/cN5DOYMfKVCpJjimDkTMJw38fBrlQ9J/GNnqUj0cixd343NPUP43JnznOemmWHnElE8gom+QbDSglLPUS7l9FAbxVnj3A32bR89Fle/66BA9qnJaJQv+kaJyT2/Zqdn0dU/nMftz62tKIa2o3/YiTAA9LKh1U30bz/Aitg4bI9xuPTEOQDcBQ1gTdpdrZmiJ1vqHl183F7Ye7IuHGdt6vV7GyZyydFcag3uXCqnP6MqBp1xwFTnNXXflFZEkIps1z+2Cpfd8gJ+uWAF7lq0vuA7DWTz+GORNhzKGY59g1kDPUM5tKQFcoYs+d2WrO3G3pO6PBUyakG1nV5VqthifHPPEISw3qcW4C1pgdaYqsX5I18A4Ik3t2HZph58975gJyDq9ElfSLtO12A2q8WBX1elXBTkxu5BfPXuV3DVn1/CV/7yCk783iMFi9yV2/pw6KyxniigtN0GYfSclFi0vmBQKQql0BfB5VJTVm6z0l/2sCs9qUVlkLQ4tbBR917d90+fvg9O3ncSvv3ug7FkbTdufKK0AwAo7sR7fs0uzJs62klJVjZFtakJEoUSWNC7CufS6u39OPybD+D7/3yj5HtKhYenU8JT9eaepZtw8vcfdX6+4fHy9zsIPUO5ov3nmVU7sM/kUcikU9bBiXaaXgx1CHHM7IkFv3Mil6pITzpwxhi867AZuP7xVVirpdZ6BPqHq0+L0+fZMGlxmXQKHzhmLyx4Yxt+8Wgwh5BhSCdy6c5F64uKzn7//tLPSVhmjOvA8XtPxG+eXB3I+VPpwG7T7iHMGOt1HIYRBNfJa2lxADDdvm5XWwZ7T+oC4K49Xl7fg/aWFD535n7oHcqX/Cy1kVXrsXSR1J+o0+JaHedS4XWDroeU82JqwBQq/fMEhCct5rR51lpP6bVs6h5EJiUwaVQbRrW1YPWO/qJRO4AlqjyhU48Mji6CVFFsDlDro2f/++0Y097ifOYtHznG876wDkw///PPN7B7MOekx//Tjv5U3L1kg/Nv/Zm59OZwBUhUBPnRe42v/GabLnte6c/mi67BqnWgA9Zz+JGbLc1Sv+ZSkP7Q2ZrB2p39+OpfX0HfcB73Lt2ET/9xiZNW3FXKuZQznPmr3Hz+3OqdWLtzwEnlrYZy98fvXLpp4WpkDbNi/3xzSx/2ntzl/Ox3fAV1gzmRS2kReK1aGLlU2G827R7y6C0BVgU5AIFkCgDg1HmTceD0MfjyX17G1go6wf7n8rpH3gz0GTpKb/W4vQvXCc0IO5eIYmhhx/79eaWwvx9oi/lSA9v6XYMY1ZbBmI7qPKg5n3PppoWrsWxjjyOsmzMkXtdE2b5732v44v+9jCdXlD5JzOZNbO/L+jZb1v+DTvT+QfOqM+fh/v88GX/9xImYYy/c9LQ4JVTbmkkVpKe9ucVa+Jx/+AzP62m7rKYnNz2ggUM5w1n8TLJF1INsAst5ylV01i8/eKTzmhACQlj3bXR7xrOYLcVlJ83BjLEd+P79b+CqO17Cf/x+kSeS6Zt/X4Yv/d/LeGaVV5T6sluexxHfehCAVYVISquyHlDceSGlxIvrunH4HuMq2hQUtfjqqOCQWPTWLuw/bQyEEM6CoL0lHUsYPICi4pm3PbPW+VxFqWpigLtAmK5tblynazCUI8WU0vOcl0snUxucDd2DeNhOgVm1zRWbzRsmVm3v9zheATgRCqGcS/YirT3j3pNKC2p9bCv3PVSq7wHTrNO2D5+wFwDg+LmVJ3ml2zXGJ66579TRuPWyY/HBY/fEGQdMxU8eerOsDX4nimlKLH5rF46a7V2EhxX03tIzVPQZA4I5rYM6sgay+dCnbYve2oXhvIlfLViJD974TNFFor/Co0IvQLCnVv49Kt7Y3IuTr320YJMFWGkMh+0xFkJYTpheX1SInxVb+7CzP+tJb1S4lYmq0zH58jlWxOlvnlztvKb/ebUbr1Xb+j33VTkKgpY8/8Rpc3HeodPxoweXY8XWyqn0OS3S5fbn11VhcXg+f9Y8bOsdxnWPWA6wciLilXRdNu8uPClXbVvqGS6FYUqPBuIMW79t92DOWfuo+eD5NTtx8IyxmGaP/Zt7hvDAq5sLNmo7+rKeeb5YJcywwuPl7JfS7aP3vbK5oOhI0PXQLU+twV4TOzHXN4eUw7myAOZq1aL2mtiJPSZ0OKLe63cNYuqYdqRTAqPbMliythtX/n5x0TTTnX3eyKV0KhoRbZ3ikUvW/9XzoD5xnqbDB9TmXDJNiRfestZscyePwgHTx3jGvZxhenQFa3FCqnVqmENDJQ/RP5wv6oCoxbmkC0OrqNIwgt6tmRS+995DsblnCKf+4FF84g+L8beXNmKBXZVQ7Z/8B1UDWcNZl28vU2zklwtWYGJXK9575KyS7ylHpe+wanvxyDMVzfXkiu0F1xjOG1i1vd+R2AAKI5eCay5ZY46uuQSUPxT1F2fxa6dKKbGpe7BgPFbrnaAppG2ZNH78b4ejeyBX0ukMWA7Af77iXSdU80w+s2oH5k0d7SkK0cywc4koeuSSf1HQn7UiRUp1UD1MstQgsMGuFFdtKKYjSm0vuH/wzzdwzs+ewNaeYceJs1nzBu/qtyadctoGa3f2wzClx2OufORBBzO/gyidEtjf3lS2ZlKYNKrNUzFGnci3plMFoY9vbLEWzfv6JvpMyjrR1gflIBoDUkqc8aPH8K17lmF8ZwsOskXLg2wCy1Uo2NE3jDHtGccZqVAtOz5geHJXWwa/u+wYfOv8g3DqvMn456tb8JGbX3BCqF+xq57lDBPbeodx8vcfwfNrdjoOw77hvKOhsJe9cSkWmbC5Zwjb+4ZxWETOpZ6hHJ5csd35DpX43nsOAeAuMjqUc6mGRZVpyoJQcwDYVWQhu9C2VYmKP7d6J4777sO4d2nxCW6prRsyZ5KWLqoE2wPuF1RkkSm9faTchmuT5vBSVRWv1yJGXt/ci2zedJ5jhbqLYZxLzol7SuD2y4/DwTPH4NWN5fPn9X5TToR592AOXa1pRzPoqL0mYM33zvU4sUuRNazrqu/iTzUTQuD982dhMGfguTKVAP0bixXb+tA7nMeRe/qcS6ng0Wg9Qzmc8aPH8MMHlhf9fZSaS1baSLhFkRpnrzhlLp5csQNf/+ureHaVd/wvFbl03qGWQ39Me8aZT0rxf4vX4/BvPhBKL3Du5C5MGd2Ga+9/AznDxCsbdjtpqv12afQla7sBuE7WKaOLR1c8Y7f7sXsXOpdUv8t5KjAFH2emjW3HsXMmeKpM6s9gNYvcVzfuxvItvU6RCgBoyRRGWJUjk07hG+86CJ0taVx043O48veL8PL63bh7yYaiz68uYl0vjthzPM4/fAZufXoNhnIGPlImCqPcfRzKGdjaO4QZfueSHR1UKc3DT84wPZEOM+3o8b0nd2GviZ0QwnJYrtnej5c37MY7DpzqjL83LVyNy29dhD/5HHSvberxOCRSRW51JcfhYNbA31/aWDEVSj1/6pn50YPLCzQ2gzpmNvcM4bR5UwLp3/kRgMcpNX1cB06cOwmPLd+G/uE8Xtmw20nf0R3DP/dFHUgpsaM/64nki+OwyV+8QEcvwAIURsIM5cxQYsWea6cE/vix43Djh+bjIyfOwdkHT8MLb+1ytOv8B5elqrP99cUNRV/XcZxLVUQtf+XuV2CYEsfMnoB/OciNwvfLCoRBifb/x6lznfVx2GpxR+45Hp89Yz+YEvj426zqt2o89ouEK5as3YUfP2TNyzv7ih/+/GXJeix4YxsuO3lO1XqG//NA+WjPW556q+jrW3uH8dzqnfjgjc/iPb96ynn9lQ27Me8r98MwJeZNc9d1/rE76L0rVi0OKL+f+fydSwG4+pv+Q6llm3rQnzUKUvPUemdziGrl86aNxsxxHQUH5jrvv/5p3PK09z7uCFHJGLDWFM+u3okT9hkZUUsAO5fIYpgmWtICKVG4GDVMiSO+9aBTIcyP7kUvJ+g9Y1zwPHedBW9sxQ12GsgEn+Ni8+4hJyJl3U7XidNm66f8/JEV6B7I4oM3PoO3dnhL7qpNtD5ohCm5DhR6uf0neLMndnpK/Sqh2kxKFEzeyzf3YtqY9oKJMpMWyJumZ/MWZEMohMB8O1z4kFnj0JJOFf3cYtdUTgApJZ5fs9PTrtv7s07VHx31HBwwfXTB70oxd/IoXHz8bNz04aNx22XHIiWAT/5xCc76yeNOJFf3YA7LNvVg3c5BfOPvrsjohl2DzuJCaXkp58D9r2zCu3/xJLb3DTsivAf6nBLV8tGbX8C3730NQOXIpU+cNtdxaqkFQWdruuBkJSyfu+Ml/PsNzxS0ZamoEp1H37Cigp5aub3o7+9dugnzpo72LKTdukvh0uLO/dkT+M/bX3ReL7dg3axVjlQLsr+/tNHpP396fh3SKVEQAaROWcMIVKrFVSolcNzeE3GYvfFV4qDF0PtfuQ1e/3DecYKHRY0n6oS8mIPh5H0nY/rYdnzhrqW4+m+v4qcPvQlDq/DZmklh10AW9y7d5Dgwn7e13I70CdqH2dSMaW/Bvx4xE79/9i3HsXLHC+sw/9sP4i9L1hdtW/84FWTcyuZN9A7lQzuXpo1tx1kHTcMXz94fp+w3Gbc/vw7/dsMzHhHuUmmZZx08DSuvOQcvfOUdnqIMxbjmH6+heyCHb9+7LLBtmXQKXzpnf6ze3o93/nwhzvv5QvzrL5/C7oEcBnMGutoy2OYT8C4VPfDc6p2YOqataISVWpMv3+I6vsI6sQ+bNQ7Lt/Q6kXG6f7MawdabFq5GWyaNi45zU6WdtLgQG9iJo9rwzXcfhHRK4B8vb8Y7r1uI//zTix6dIMB6xnKGRGs6vAOhVt59xEz0Zw0sfmuX49QvRrn0whfXdcOU8DjjAE3XKGRRBG/lPOCEuRPxu48cgwf+823oasvgoBljcNfi9fj4rYvQmknh/MNnOnp7KopVL+JhmhKvbepxooUB6wDMsTPgZjpnmvjUH5fgoddK6y5u3j2EeV+5H4A3utBPkDHMNCX6hvOO4ywo+qXHdrRg78ldmDd1NEa1ZfC++XtgIGvgitsWYdX2fhxnO3z1Q6cbF672XG8ga2ka6uNbKhWdc2nF1l4s29hTNgU9ox3+AIXOJaC2CB4hBM44cCrGd7XiIyfNwaEzx+JTf1yCldv6Cp1LJZ6Tz9z+YkXtJxXFOLnIerSMdQCswypTAu2taVx/8Xx8/JS9MXl0W6A1VCmUsPWnTnc1IVXfCBOZ9um374vFX30Hvnj2/uhoSTuFi8YrkXDfPuMnD7kOzF6t8p3ilQ278cW7XsaxcybgYyfvHeIbeSnnxHvnYTOwoXvQc0Cnxp1V2/qdNM2X1nU764AfPegeVOlrk0mjvHN/0FunV4vTu1M555Lic2fOA1C4trvv5c0Qwk2DdT9LFZhCyYPaYrz9gCl4YNlm/OLRFYGfibUVKkD75/gHlm1GNm/iHQdOLfEXzQc7l4iSNyXSKYG2TNrpXO88bAZO2W+y857tfVn8uUKIeamF7Mbdg44DICx/e3Ejrn/Mci7t4VtQ9w7ncdCMMdhnyijPZnm0Nrk/tXIHnlyxA6f8YAFWbXNPyRav3YVRbRnsO0UPxwy3IC0lwKs4eOZYvLS+25lQrXSPNFoyhWUs39jSi/2mFTpmVOSSvvgIOihdcepcAMCBtgOtxdb1KIb+uvpef3p+Hd7366dx1+L1zu9WbOnDnhMLNzbqu88aHz6tJJ0SOGnfSTj7kOl4aV03Xt/c60wI3QNZvGif6rdpaUy9Qznnvu410Yo2UJE7P39kBV5c143bnnnLmZj3L3Jvq0GJrgMoewK0+KvvcCYsAEjbi4z2ljSEqC0M/rzDpmND9yD++uJG5zXTlI7mUlcRu9TnqTD+YiXve4dyWLx2F95+wBRPlGHYdFG9NLVe5ancZlKPXFqppcP9ZuFq/OHZtfjDc2tx4TF7YMpor5NaVaoMWi0OcBfX6ntdfLyVunbP0k0F0S6O7douu1wEVu9wPlSpa51h+/58+Pi98NN/PxwfOHavgvd0tKZxw8Xz0dmaxs1PrcGPH1qOHz34BjLpFK44ZS66WtP4y5IN+MQfFuPa+1/H9+57Hf/9l1cwe2JnQVSOCJkW99kz9sPo9hZ88g+L8dFbnsf/u3Mptvdl8eyqnZ5Nglo8+seaIBuoLfZJYDEHdjneP38P/PriowAAP/v3I/C18w4EAPx9qdtHym240ilLC80fkelHaVs88eZ2XP9YaWekn9PmTcGFx+yJ7oGcMxY9vcqas0a1ZTCxy/t9S6X4PrNqB46ZM7FoFLD6G31cCJt2cvDMsTBM6TgQ9ZSjajacb27pwzFzJnj6rdpwFRPtL8e/HjELT37xdJyoncj6I1/c1J/6LzfVPLtiW/FonPceOQszx3UU1cZTPG9HKcz3pbA6FdlCVvIyTOnMPYDlyHjbfpOd6ICvnnsgtvcN440tvfj06ftg2th2J/JGpbk8/uY2x9m5ZF03+rMGjtA2g7pv4pT9JmP5t8/GCRXSgMe0t2BiV2vBoZ/Ow1qa/KgyY+pHbn4Bf36h/Nq0L5uHlOHmCQtbc8nub/d86iTc95mTAQBH7TUeFx23J554czs6W9NOupF/btefc7dinVfAOEw3HcoZuGvRenzi94vx7Xu8Tu4zfvQ4zvnZExXHOuubuZtxNSeqjb1yEizb2FM2jb4So9oyuOFD8zGcN3H/K5sLnEv6vdrLt6688veLS15390AOV9xm/T6o4DMAHGI7RedM6oIp3UOZL519AC49cTY27R5y5qCwvLWjH1NGt3lSusNoLvkRQjiH8m2ZlLOu8zsDVZrx2+z9mr6229WfxRW3LcKErlb84oNHlnXSVuKKU+bi4atOKfo71d/1anVqzF+xtc+zZtrcM4SX1nXjkde34qMnzcENFx/l2Tf413hBHa96tTidcus1hRpf9D1d/3Aetz37Ft6+/1RM9h306e352PLglUw/f9b+OPuQ6fjBP98IXAluIFd63n1zSy+O+NaD+MOzlvzFUM7ADx9Yjv2njcaxczhyiWkwqqJIR2sag/aDvN+UUXivVlmoJS1w3aMrCk6f9TzjYrnv3QNZdA/knHDssJwyz3VwFTutnTmuA6fsNxnPrNrh5Lfroa36wHLVHS/ZOfwSC9/cjiP3Gu8ZqNW/gg5m/oWef9B/3/xZyBom/tdO77HS4jJoSQnPxsswJd7c2od5Uwu1AFrSAnnD9AxmQTUG9p82Bg/91yn47Dv2da5VaoOfK5K+9NL6bgBW9JiU1snf8q29TqSHjjKp3CKwEl88a/+CBcau/pwT8tvZmnYraA3nnUW62jSr3G41yfzxubV4csUOzJnUhdHt4RaVq7b14emVOzzPu3/R2FVGF2ZCV2vRaj8drWmkRXDBwWKcNm8K9p82Gtc98iZWbO3DTx5ajhOvfcRprwm+k5/pY9ud9lG5+Zu6B7Fia5/HIfyNvy9D3pQ486Bpnr9X3yNovyjlpC03yfsXsFeeOhen7DcZtz7zFr78l5cxf6/x+NLZhVUIVV8IExrv1wrZf9oYzBjbjrU7B/BvNzxT9G/0yKVyTrK+obzHuR0GFbnU0ZrG+YfPLHqiDACHzBqLf3zmZDx81Sk4aZ9JePi1rcjmTbSmhSc18vrHV+HXtgPkytP2KXBIhK0WN76rFZ87cz+8ubUPz67aiU+dvg/2nzYaG7oHPfdEXdKf1hckUEWlvPg312EY29mCj5w0B8fOmYCHX9uC7/7jNSxd3x2oClKQA4bLTrKKNXz3vtdx1k8ex6sbd1f4C6sPffc9h+CZL78dv730aABuda6utkyBqO6Ar/LdX1/cgCO+9aCVIlxCkLVY/wqrfaPSxNfYm369SqlyMCx8czu+/tdXPOPhUyu241cLVmLF1j7Ps7Ctd7ggAk89c5f89vmqxsGf/vsR+PxZluN+k2/cUJ/tTx35zNv3LdAzjBprY5nGQjvSR0+3AayKlBu6B3HP0k1Yv6v4afRza3Zi/2mjC6pfqflDOes/fHyh47kYOdP0aC75OXbviXjuv8/AHVccj0+cZkVcqLF03c5BpITlVPz9M1aqxr1LN6ElLXCqdpIvhHA26aPtlPkgEgj7Tx+NhSu2l0xX1V+vFJ1SLuoUAHoGCwtVBEE9nurbdLZmPGl1Xzz7AHzs5Dn43UeOcSJL1LN31Tv2AwA8o1URVBovenRGOpUqKH5RjudW78RVd7yEe1/ehBsXrsZTK7dj1bY+/PxhN4JFVbHy6+ukhD6fq88Xjs3nHDIdANAzmEffcB7n/OwJvO/6p2par0wd0469JnbilQ27PRWVAe8m3d/GSmuoGIvXWWnFHzlxjnPfg9CaSeHt+09BZ2sappSeKKAzD5yKtkwKPyqR+u2neyDryBNs2j2IJ1fswL6+NbxbLa66NMOZttNlnymjnHZr80XMK+mB9xwx07FL8YW7lmJrzzB+ddFRoQ9sitHqc06de+h0jO1owVF2lsS37lnmpKir+eLNrb2eaM2N3UP46cNvYlxnCz5zxr4F683WjFVUQBH0IFaPXNLxy5cUQz1DO/tdO6+9/3V0D+Rw5WlzC96vF1wIUxlzVFsG1114BE6bNxn3a9pKpcZAwIqmen1zT9FU0R8+sBy7B3P47j9eg5QSdy/ZgPW7BvGVcw8suX5sRti5RBTDjlzqaEmjf9h6yIXwlvf++jsPwtqdA1ipncr5S+/6BwHTlLjVzh89rohGRBB0jZV5RaJPZo3vxFkHT0POkDj5+4/g2vtf95w8/OefXgRgLS6XrO3Gbxauxgtv7cKaHQM4+2D/Jtr6f+C0OF/kkn9jctCMsXjHAVPxx+fWOiXeO1rSdgSRO+C9taMf2byJ/aYWiVxKC+RNr+ZSmFSHfaaMciJ+utoy6BksvsHS7VFOM5VS8o+XN+Mrd7+CVzbshpQoKo6tBvawizedPSZ04rH/d5on3WyXNlGOass497hnMIctPUNoSQvMsqPiVBWGXQNZzBzXgS09w3h61Q4cMzv8s/eVu1/Bhf/7DOZ86R/47j9ew9MrdzhlwhWdbd5J/uLjSi/41UDf2WppLtVSLU4IgU+evg/W7BjAGT96DD956E1s2j2E3z+7Fi1pUeD0Gt2ecTZ0auGxZF03zvjRY3jHjx/Dtt5hPLZ8G+5ctB4fPHbPgvYNL+hd/PVyOhwbdw/h5H0nYR87JWzqmHb88oNH4qf/fjh+c8l8/P6jxxaNCFLXnD42eGSkCtfWNwn6gm1rz1DBRj2oc6l7IFvF6biFGk/0CL1StGXSmDt5FOZNG+2Myfqp5KUnzsYfP3YcHvqvU3DLR47B+46aVXCNtBDoH87jM7cvcVLnKnHRcXvh3k+fhCe/dDquOnMe9p7chQ27Bj1ta5aIXAqyQXnizW3Yd8qoomNhWM49dDqWb+nD9Y+vwuW/W4SBrOFJESqGaver33kgXvzaO4q+57i9J+KzZ1iL39c39wbS09KZOrodrekUnl9tbZCmjmnDtLHtzqk6YM2l+uHFb59cg+6BHNoyKZyqRRTrFItqCXtivucES4dHpaN6I5dyePT1rbjopmdxy9NvuQ4oU+IDNz6La+9/HWf86DF86KbnnM3yjv5hp5iEQu8/20tohJRj0qg2XHnqPmhJi4L0QZU25q822JKOvty7HyEEZk/swgO2g/SgGWM9v9fXByrtW7Fp9yB29Wex+K1dOKaYWLtvUH3nYZUdZY++vhXrdg5W3GSMasvg6NkTnM3r5NFtzph/3qEzcNI+k3DjwtXYvHsIdyxahzMPmlaYvm9HC4SJ2vz42+Zi3c5B3P782qK/11MAJ44q70CoNOZusQur+KMiKqGemFK+slFtGfz3uQdivrbG+MRp++Djb9sbl540BxO6WrFg+TYMZPNYvHYXVtqRdiraGnAj7fsCirWfvO8kTNQcKpf+9nlLD+/BQqeIvx94ngUnyk847afseud1C3Hw1/8JwHIy7v3lf1SMDivHwTPH4uUNux3Hw3dtLcp8kXWnzsYS0Y1bbKfyR06aHdqWsR0t2D2Yg2F6K5PtM2U0Tp03Gc9oWq15wyw5b53548dx8vcfxbHXPITjv/sINnQP4qyDp3veU0vkEmAdngNe0fX2EtG1qk92247UvuE8HnptCy49aXZkBW38kU/XXXgElnz1Hdh3yihc/ra9sXDFdnz17lcwnDecKLUVW/vQp0VT/f2ljXjk9a342Ml7lzz0/eTp+zr/Dq655Ap665Q61NykSTEojdE3t/biRw8uxyf/sBi/e/otXHbSnAKtSgD48xXHO//OhWxbIQRO2ncy1u4cwOwv3ov/+ecbOOBr95eMmh/OGTjrJ0/gM7bExNodA/jlghW4/5XNuN/WMusdzmP9LuvgYua4Dk9070iAnUtEydvVVdpbUk44rRDCU37xtP2tkyo9zcUf0uwfBD53x0v44YPLceq8yVUPbrO1SbirrXDTNWdyF46ePQG3XnYMRrVl8KsFK4tWibMqLU3Bd/7xGi75zXOYPrYd5x3qnQjCbqL9k2GxSPwLj90TO/qz+Kzt5NprYidaMl5B7+X2QrOY8yyTSiFvSs/7q10jZ9ICdy1ej0t/+1xBeLI+AGfzlqDja5t78Z4jZ+LcQ6fjD8+tdap+HDrLu2jWqcW5pNBDxncNZJ00kuVbeh3HxdV/exU3P7UG7Zk0po1px7jOFryyoQd5w8TO/izOP3wGPmGfOLz9gCkFn1EJPZLm+sdX4cL/fQbXPbrCs6j2O3GOLrIpUDiRSy1pW2Oh8D1hNj/nHToDf/jYsfjR+w/DHz56rHNqNb6ztcDJqWvrqMgW9Vkrt/Xj5O8/gg//5jnMHNeBq7RUPoXSoXlhza6iVbj8lNrMDOdNGKbEn59fV1DVZPPuQUwf2+7cpymj29DVlsH5h8/E6ftPLSnQq1J3Kwkxe+2zrqWbecPFR+GkfayIkGOueRhHfftBvKA5XJTYtvVvPUpHOlEIhimxenu/Z8wKQ2drBnMndxVsCMoxvrPFceK0aIvOr7/zIBw/dyL2mTIKp+w3uWgkQUoILN/Sh7++uBE7ylSZ0RFC4KAZY52KdrPGdxZoLajH2K/9ECRKatX2/qLpwdXwbrtPAJbjztJcKb8JVc/3mI6WktFwE0e1esbqsCfCqZTlEFcptiqqV6XZqtQ8/TRza88QTpg7EQ/91ymYUsKZVUyPJ6zmUntLGlNGt+EnD72JmxaudtqwNZ3CwLCBO7UU6ZfsMsz+NJKnV+3AZ25fgvW203EvX8TxeYfOwM8vPAKrrjmnIN0gDJ2tGfT7nEuqEpvfyZFOpWKp0OlnjlYgRHcWAt7xxj/WH//dR3DEtx5Ef9bA0UUOQ4QQjsAvUCh6Wwzl/CtX/bUYbZm0E0Uyqj2DK0+di229wzjx2kcwnDPxydP2KfgbtfYJE7X5tv0mY+a4Dnzj78uKnsrrqV0TugqfEz0iLiW8WmN+1EZyekjtTzdyKXgUwH5TR+NL5xyAUW0ZnHvIdPz9pY048XuP4D2/fAr/zxYQ3kNLA1LjTE/AdhJCOFkF5x06HXMmdeF9R+2BP3zsWHznXw/2vNfvDNDnZpUWl9Kq2R4wfXRR3TkprTXXMyU2wJU4dOZYrN81iK//zdLNVN//gl8/jdufs5yLxdYWd7+4oWjFPSWkHNZZCFiarMN5y2nk70YHTB+DtTsHMJSzIkfP/PHjztodsCpRf+HOpdg9mMPWXmvOTAmBr5x7AH7/0WNx0bF7eq7naJCFiG7RUetp3Rmp9321VrjilLlO1TzV35fa+m3HR1iO3n84I4RAKiUghMCXzzkAHz1pDh59Y6sT/TWhqxWrtvd7UvVufmoNZo7rwIdPmF32s77/3kMBBC86ovZI/kjNUs4lvV2njGlHZ2sa37//Dfzs4Tdxz9JNOPPAqfji2fsX/duZ4zqcQ+vT5hU/7CmHXu31uketCqOva0VCrvnXQ5x/D/ns/+BNz+D797+BK25bBAC4xL6Pv3h0BRau2I6Lj9+r6uJZSYW8c0kIcZYQ4g0hxAohxBcbbU+9UJFLna0ZzwJVldPcZ8oozBzXgXlTR+P+VzbjlqfW4MO/ec5TKU5dR/HUiu34vyUb8MFj98T1Fx9V9cOeSafwpbP3x28umY9p2qL6tsuOxYrvnO2kYZ2872Q89vnTHEfEKb7T3a62DK5976H40PF74eR9J+OWjxxT4DV3qmJVmRZXLKXibftOxmnzJuO+VzZj+th2nL7/FLSkBLLaicjS9d0QAk7Uhuf7p6y0OI/mUpWLZBXd8egb23D8dx/2tLVeHvnh17c40VQn7zsJnzxtH0hpnZ4fOmssJpbZTI3tqL30pb6p2943jDft076V2/qdjfQuLQVSCIFDZ43DS+u7sXq79Z59pozC586chwWfO7Ug7DYIgzkD7ztqFlZ/9xw8+rlTcfOlR+MLZ+2P33/0WOc9/g1CuedGLTLaW9JWOlKRkqxzv/yPguiocpwwdxLec+QsnLDPJMchN3N8R8Epq9LWGcoZGMwZHv2pmz48HyfOnYT3HDETt19+XFEhZbWZveK2RYH0F0qlFuUME396fh0+f9dSfPSWF2CaEsN5A/cs3YgtPcOYNrbDcfgG1VH4+YVH4JGrTqmolaPTYreFvtDed+po3HrZMfjlB4/E1847EGPaW3DRTc/iwWVbsG7nAM740ePu98hL3Lt0E077nwV453ULcdK1j+JPz6/Fjx9cjp6hfEW9kVK848CpePiqU51xNwhjtfQZf8h6JYRwQ9fD6Fbo7Dd1NIbzplNBEXCdSP7T2rtf3IiHywj4AsD23mHPOF8LY9pbcMcVxyOdstIFF721q2KEg3IcjmrLlJyzJo9qcwoXFIsyCYKuQaj+rTZ1qrKj2sgN5w1s6hnCMXMmFOgO6hQTmq/mxHzAjl7+1j3LcMw1DwOw7stw3nQ0zgA4Yf0qNWT/aaNx8XF74dxDp+Ox5duclHl/BdR0SuCdh82oqmqXzqi2DB5atgUX/OopxwblbPI7OTIpEVpTsRpUIYST953klA5X6M9Tt+ZIUJtr6z1WZFwx9LYvl+qmUA73YpVFK6H6yei2DI6fOxH/Nn8PTBrViu9fcGjRsUJNfWH15i49cTYA4Ct/ecVZj+zsz2IwazgiwIDlSPrxvx2G2y5z51/990vWduPMHz/uiWQzTYnHlm/DKxt2465F69HeksJeE8I5/tWcXu2j8/75ewCw2vvt+7uHXPp8pe51GCfgf56xLz528hx86/yDcf9/vg3XXnAoTpg7qcDZ4rdbTwP72nkH2lFLwnEapIVwHL6TRrVh2Tf/BUfPHo9r33sIZo7rcNZiYfFX69WdFErTs1jk0q1Pv4XDvvlAQZbE+l2DmDqmLdS8r2hNp5C1D7r8Y8Lek0dBSstRuX7XIFZt78fdL27E6T9cAAC4/rFV+NML65w+9Z9n7ItHP3cqPnry3jhxn0kFc4a639Wu2dXV/FIHCjVWzBzf4WSaXHufpeXz5MrtSKcEjigSeVMtlZzal508B/tPG4PrH1+FTErg/MNnIJs38c9XN6MlLXD1Ow/E+YfPwG8vPbqihMb7j94DE7paA9+7UmlxpQ5E9RTNllTKyYBIpwRe++ZZuP7io8pqVP364qPwm0vm4z1HFkaFV+LA6WMK5ih97NIDKfzOMb14FQB89GQrTf/259dh3ymj8JET54S2J+nUHtIQI0KINIBfAHgHgPUAnhdC/E1KGbwsTELJm7bmUkvao0vR1ZbBny4/zqm0ddr+U/Drx1ZisS2w7Ed3gPxywUpMH9uOr553YKA0j3J8/BQrAkWd5J64z0ScVER3oiWdwp8+fjxuemIV3n/0Hjjnp084HvPO1jS62jL45vkHF/ydwtVcCmaXv1pcsYiDdErgpg8fjdU7+jFjbAc6WtPOgGXYm+s/v7AOb9t3skcIUJGxRbj1TUK1Zez/54LDcN8rm/DDB5ZjIGvglqfWOPdWPwH+x8ubcckJ1gA1rqMV+08b7YQSv6tCOH616Y86uo5XsSi0Yhw2ayx+uWA7FtslvvefNsZKUwgR0aLTM5jDmI4WCCEwZ1IX5kzqwqnzpniiMfTnXQ9bLpayoDYDbrU4bxtutcP2f/rwm/jsO/Yr+PtKqAl11vhOrNEqFHbYziwppZNiePHxe2FiVxvmTu7CvlNH4+0HlK8qMVVbsLZXqJAHlF6I7xrI4rv3WZX2XlzXjavueAlPrtjunADOGNuOC46ahQ8eu1dgHYWutgz2nlzolC2H0pfwLyyFEI7mxHmHTseHfvMcvn3vMnzxLO/pVc4w8djyrZ5KkF+462UAwL/N3wNnH+KNiIyT8VqVvJZMCqPbMoHLKbsVHsd4TkbDoIR9H3rNjWhVj3ax9MHLbnkBC79wmkfAs2coh78s3oAVW/vQnzU86di1cvTsCfiPU+Y6p4OVNonHzZmIJ1fsKBDrv+Ujx+DXC1bi6VU7MHFUKzpbM/jZhUfglH3Dn1oC3nujFtmqPQ6ZOQ5berbgP36/GG98+yxs2DUIKYtrDuoUqy5YTSrYpSfOxs8eWVHwetYwsW7XIN5x4FR0tKTxoh259Ja90br+4qOw18Qu/PzhN3Hv0k14+LUt6GhJ4+CZ0VTq9NPVlsbyLX3YuHsIn7l9Cf7vyhOdeawwckkUjF3Hf/dhbNo9hG+dfxAuPn62I2Te2Zquet6Ya0cu9Q7lPULagPXsfeNdB+Hrf3vVKRX/xuZefPH/Xnbec8jMsSWjufQNR5BNtXJ0ra3CuaQ2xcrJeu0Fh5Z9v3IMhKnaCQAfPXlvHDB9DD5447N4+w8fwwHTR+Oh17bi3YfP8FTdbG9J41z74OEHFxyK/3fn0qLOiD89vw7nHjId08a2456XN+HTf1zi/O6zZ+wXugy7kxYX6q9cDpk1FjdcfBRmju/AgdPH4Ct3v4J9fYeI6kBn1bb+glTKUnS2Wul4fvxjwHuOnImbFq7GcXtPwDOrdno23hcfPxsXHz8bgJvWmNIqbf3XO/ZDZ2sGd1xxAgDg/MNnBpr/i6HrdP7p8uM8mmhqjMrmTaRTbvqqEK6m2ovruj2VYtftHPBEf4WhrSWNbN46sPU7uE+YOxEpAfzz1c2e1OxV2/o9Y6lKRT9xn0ll74m6flghfsUVp8zFUM7ABSUcGJecMBuPvL4VcyZ2OenHr2/uRTZv4umVO3DEHuNC6VFWopJTe/rYDtz76ZPw3Oqd6GhNO+v3pet3Y3RbBpecOAeXhPi8lBCBtBoBdw09oasV1/zrIfjyX6xxVTlnVmztxYdueg4bdw/hrIOmeZzT6ZRw5uEvnrV/oHFiQlcrTt+/uopsqZTA1e86CFfd8ZJmv3tw25JOWQEfLemy67kvnLU/Zo3vxIn7WOuWH77/sKocrkmH+jc+BsAKKeUqKWUWwO0Azm+wTXUhZ1iDepsnLc763bF7T3QifC4+fi+cddA03HDxUbjwmD0LrqMGgW29w3hq5Xa876hZVU9GxehoTeOvnzgRv7roqJLvGdvRgv86cx5mje/E0qv/xXk9SOSUek/QcqSH7TEWX3+nO8EXcw4B1kAyd/IoZ8BS3v+1Owfw0VtewI7+LD799n2L/m1LWiBvmh5BwGq1I/ac2ImPnzIXy79zNg6eOQYPaymOfu0KVVnPqm4m8JN/PxwXHbcnLiqjKwSEE1YuhdLCCpJKqXSODpw+BoYpcdfiDWhNpzB3SnWbA8BK5+nPGkVTaDLpFC49cTZu+cgxjhPy3EOm4zYtoqkYaqNhOXusSIpfLViJPz2/FgPZPLbapch/fdGRVdmsUiBO3W+y03c/eOyeeOCzb7PT4ixxdACY0NmKsw6eVhBRUAo9mqlSqXageFpce0sKK7f2oXcoj6+cewA+fPxe+MuSDWjNpHDjh+bjBxccincfMROZdCqUQGc1qLYop0UyZUw73n3ETLy1YwBLfeXON/cM4a0dAzhs1lg8+cXT8cP3HQbAitz4xvkHxWd4EfQIzda0wOOfPw1PffH0QH+r9r77FSkkEJSZRaKsnMilEqkAJ137KP7z9iUwTfn/27vzMDmqcn/g37eru2dfMsnMZDKZyUxIAtlIQiYJkBCysoQlRGVVFAVxARXE6xUVRbgI6gXl/hAVN+DKvQp4EWSVJciirLIl7JAASQhb9mW27vP7o+rUVPd0Ty/T1VXd/f08T57MdPd010yfPnXqPe95D97f0Y0jf/Ywvn/bWvy3VTQ40wvUVM5ZNtHe6vhNx06EiZy1eAL+cPo8e4mkduikRvzy1Nm46YsH2f38sTPG2EsRMqUv/J2BaN0ep7TU4Dir+PST67bawYFUwaVEywyyyVw6Z9mkpMWv3/xgF8aOqEB1edCeiHrro90IBsRuC3qW/aanN+Do/VuGPbmUjHPmW0946ZqR8cGlkCEoD8X2XfrC9YJb12LK9+7GxO/ciRX/9TCWXfF3XP/P9VkVMd5vtBlIWza5adCFWEAEx800l2r2RcyNRQ7/2UBG5GFTmmPGE/EqQgO/UzqZS87M80zp3TGrM1zm3jUu88ml+RNG4epPHoCpY2rxkFUM/dE3PooZ51SEnUuBzGNKFLy++PYXceCl9+PeF9+zA0unzGvHlSfNxFeXDl7Olw+HTR2NqWPqICK4ZNV0nBaXWTCrvR4BiZ1Uy9aMtnrcdvZ8PPzNxbjlywdj6pg6rL/sKDvbLNk5T98eELEvujtGxfY3wxnLV4QNrJrVijMXjse88SNjAq/6be7pj8bUE3JO2P3o7pftHbEAM3NpqCzOoYSNAHr6I4iqwRNMo6rLsGS/Jvz+0fW4PW6Leefy3xc2mGOCRJneiaQqOJ/MiKowfrByWtJgx8JJjXjmguVYMHEUastD9pLVt7fsxsubd2Jaa3rBynSlN7komDd+JPYfW4/jZg2cR9Kd9HIyAumvJNmwdQ+aaspQHjJwyrx2/OnMAwGYwaUzrnsKy654CJu2d2OfxircvXYzNmwdyAAKBsQ+Z2S7s3mmnNdKNWVB3Oko8G0EBG/8cAW+ftjQE80zrBIlv/zUbNz39UOxf4LNlkqBrzOXALQCcFas2wBg0BWjiJwJ4EwAaG8fHGApRL39UZQFDUSiyo7yJlpj3lpfYW/3vG1vH/7Xkc4NAHe8sAkH7zMS/3jjQ0QVsHxK5suRUolPr80lnRF0+nVPYf1lR6V8fGU4aHfeibZ/T0anBK+86lHs7u3H5cfPsHdbiGcui8tNzSWnA9pH4A+PvYUHXn4PS/ZrHrSTks7K0Ce1xfs2YfG+qWsX5WKt75UnzcJPIlGcfu2TKR/7g2PNi/mmWnPW5ol1W7BwUuOwLmhEBP99+tyY7Aqn7x9jvub1/1gPAFg1qxWNNWWDdpZx0hcD5WHD3tJbb0W6fW+fPQuX7YDpjEPG4+m3tmLJfk24/p/mcS2b0oy2hkp7VzC9U81QyxoTcS7vSGdwkWj5SU15CB9YGUpTxtTi9AWdmNs5ErPa6zNaBpYLoSSZS/F0ACB+YHjz02Ya/+kLOtFaX4GPzx6LsSMqMHlMbU6D6emoKQ9hbmcDnli3BSErMJduErzuU7LNWgIStwfdPQ1V+Pwvz27CX57dhLJgAAER/OfxM/ANaxYvfqes4QpaGa0Tv3MXjp0xBrc9twm1SS6aAwGJyYq999yF9lbidRWhhPVwsvGdoybj2BljMM+xBEpf9wUCgouPm4bbntuEJ9ZvQaMVrEkVXDICglHVZTH1zLLJcg0EBKPrYpfXjK4tx+Yd3YgqWJsldNuBnPUf7cHYERX2pMm8zpHYp7EKO7v7Uw6OhyNRH6+XVlXEtUsjEEj4+FvPmo/H3vwIj7z+ISY0VWN6ax3ueP5dfO/WtdjTG8EXDx28U9BQ9h1dg7//2yK0N1TilbgaQJOaq+2Mjf5o1N7tdOXMMbjypFkpn9uZuZTOluJGQHD7VxZk1b/qviHT3V9TFd5OZsX0Fjtr9PPXP4U3P9gVM+Zx9jM6Q3yoa87PX/8UAHNm/0uLMnsPnezXcHFFZcgw22Z8jbps6QtM51hCfx6Sjc8GsnmBPusaIJM6hun46YkzB17PWfvJ+iP39EVQHjLsEg37NFXH1KH5xxsf4pR57djbG8G724cRXAoGEFXmGHdGgvqh3z9mKhb+ZLW9c6nmnIB96i0zQz6TJdxKKVdq4Tgn4z4+eyyuWv06rvvHW9jTG7FXneSKERA8/u2lmGctl06lpa4Ct509H8de9WhWr7d1Tx/++OQ7uPDYqUOOrTZs3YObnt4QU/9QP/6WZzbiPms5/m1nz8d+o2tx5f2v4uV3d9oT7IGA4LSDO7B1T2/WZQ0y5Wy/e/oiMcE350qHoeiNaGrKQxnviF1M/B5cSvSpH3T6UkpdA+AaAOjq6nK/QmQe9PZHEQ4G0B8N2OmbqfrAY/Yfg29axQlvOGMePvmbx3HnC5vRXFuOvkgUVWHDrkvhpWWTm9JOSd2yO/Oda3QnEMogFVGnLe7s6cfZiycMuWbXLOgdjVl3nIvCpJ8/ZDwee/MjfO7ap7By5phBWUJ6liZ+kJ5Mx8hKrP8o8/T7RMLBAMLBwKDtpLWLV07FPWvfw4lz2uy0Y2fBz0QFRzNhBASHpLHc5bhZrbj/5fcx2TqBHzqpEWNHVCTculR/nipDQbyyOfaiY0Rl2F4alk2BSsBc/vPUd5dbr2W+mG6buuaSXi7XMTKzQZmzDaSTuZSo75jb0YA7XjBnAuus5YZH7Z+/5WNO9hKAFJ1cqiWezuyWeTksmpkpvVtZpjVlNllFbuMLLmdq3aUr8Nr7u3D3ms244t5X7f7phsdjJx9eu+RIrLr6UazZODBDf/LcdnzsgNaY3f7iAxu5EDICeOOHK2AEBPMnjEx7ScXE5pq0M/wyURkOJm0zhghqykOYOqYOT6z7CNNb61AWDKRV/Do+oyXbXYpa4i6aPju/A5datTzGjqjErp5+7O2LoLsvgsff/Agz2wZCmhOaqnHf1w9FJKrSKjydLT3ze8TU0bh77Wb09EfsgGb80oBgQAb1XeMbqzCjrR4z2urt5eEAcNzMVvzqoTexylEQPhM6WKvfi85RVbjihBmY2VZv1/Tqiyi8Z2WrHpbmJJwzMzrZuTFetpkL+u+Y6QYdudjQY1R1GM+83R+TueT83VMtWfnHt5bgu39Zg08d2J7WhNhQdNHrTAp6ZyNoyJC7qQ6XPocnG+MGHZlLvz1tDv705Ds5q32X8PUc7Ve/zb2RaExNvK5xI3DH8+/iqlNm4dcPvYkd3f3o6Y/Yk9fZ7AIMxPYNic6ZbQ2VOPXAcbhrzWacdnAHfnLPKwDMshwiZsDx2Xe2obW+Iq0aYxevnIoLbl2LdR/uzngJfzKPfmtJwl3jOkdVobGmzJ4Am5JlLcWhZLrFfbIVHemY3FKL594xa6kOVRdSj3n3OibJdVbZTdbf4pYvH2wHXv/tcLPUQce37rAfv3Ryc8oSEbmkg7fnLZ80aKdH/TeOXz0Rn8WV7vVZsfN7cGkDgDbH92MBbPLoWPKqN2IGlyJRw56lTdV9OE/wYx1phL9/dD1qys2Bs5sDy3T95jNz0n6s88SrA26p6Ej5tgQ7WiTjHIBNTLEkJWiIXXxQy8WWym0NlfjrVxbg6tVv4OoHX8etz5pNXXd0OtiR7s5V95y7ENHcTLzZgom234O5ZayuFaDpnQ0/O78j6yK7mTpmxpiYZS0jqsJ45N8TL0nSM80V4QA2Wum4l6yahu/csgblIQPrPtwNIyAxWwxnS1/cD6S6myel597ZhoaqcMY7NDln29KZeTMSPObI6aNjgkte0gPbVN1TqpmgXO1qNlw6E6s3w5lvXRhyuLObIoJJzTV4xFrSoqLm0tJrrcy+geMM4BefnI1dPf14ZfNOc0ttq/901nxz66JGfx5OnOPvjGPDej/ndjbgD4+9hYqQgbaGyvQ+e46Bv7N+Saa64i7cnOeBxpoyvLPFPIc9v2E7PtzVi6P2jw2QiEjaAZBsff/YKVh1QCt2dffj7rWbsf7DPfa20PHF7cvDBuZ2NuBqRxZisiWSgYAMK9vFfh7r/YoqZRfVDVnntP6IsjdHaK5Nrz92Zi4lOzfmSp9d2D6zvjoXFzuNNeXYsrsHHznGY87nHeo1Hjt/KUbXleN3p6U/7huSzkZ2uRZ82AgMmek5XKkCcnp8EhDB3M4G18dQzvYbiSp090XQF1ExY+4FE0bhie8sRVNNOf7w2Ft46NUPMPV796C2IoSasiDmdGZXqNoZZE62qcBFK6fhopXT8LSVoQSY5T5qy0N24fUDkqw2iLdkcjN+dPcreO39XTkLLiVajq7NGFuP+156DyFDsloSm0oow74nk91v413/ubnYsrs3ZRZda30FLjh6SsxO1s4liz9cNT2nhc1zIRwMYN2lKwBgUHBJn+vjx6C/f3S9WZDe6ivil3qXKr//FZ4EMFFEOkUkDOAkALd5fEx50dMfRdgIxAzIMjmZxkeyK8NGzLa5hcJZMPCFjdvS+hkdWPv0QUPXInJyXlyn2uEpaATQF40t6J3tzhPxyoIGzl0+CXd89RB0jjJncU+xtlLVS5jSXeZTFjQyLpaZinNHkZPnDsR9E9ViKg8ZWHfpCnvJmt/owstKwV7rPcEaaESVwnMbtmFiU/Wwd1ACBk6quiClERA8/Jq5e+MB7SNc36Y00e/g3JZ7TF1+l8HFc87SDkfzMLZRzyU9WE625W4qk3KUmaPf9qhSuMtRP8CpraESk1tqcdys1pjlmc4LxhYXMpcKiQ7OzuloQE9/FKtf+SDt3fycAZ3qsiD6s4z4Tx1Ti+VTBmZxKxyzz2XBgN3Xr7Hqke3b7E7R7qG01FXg8KmjMdUqGP7a+zvtpUXxga2wEcCifZvwz/OX4M9fOjgvx6f7F+fp2ty221wWp3dYbE4zmFrpqLkUvyV4ruksmkxrLuXi3LJ430ZEFWJ2I3b2D0NN+uU66zEPq+IAmO01WY26XEg1jss0G2W4nO33xXd3YL8L7gYQm3k5oipsZ3KfNKcdZcEA+qMKW3b34syF47MufRCbuTT0Y53LQs+wllpqR6S5C3FrfQX+dcFyHJ7FrsXZWDrZzNY7YlqLK8v0jQz7nuEEl+oqQmkvzzx9QWfMsnXn63Z1+CuwpIlITJ+pN4TQy9njdxy96PYXY9pvvssw+JWvM5eUUv0icjaAewAYAH6nlFrr8WHlRU9/FGXBQMzMdzppwKcd3IHte/ti0h5v/uJBOKB9RE4ukvNtWmsd/nXBchxw8b147M0tmJ1GcUoRwWuXHJlWgU3NeVJMVTshFBD0R6KIOGsu5aLoksOk5hqs/sYi9Eeidoqy3nJ2OCeG4XPsbHJgB0ZUhjG9tS5pEMvtoMlwdHU04Lp/voXm2nKcd9gk/McdL9m7ewBmcffZOZpZ+cknZuDV93baWXXOv0vnqOEtgUpHoqBNRdjAjV84CKOqw573DTqjMp3j0Ms9a8qD2Nndj4/NasX/PbMx5nm8pvuQTINL3zxiX7yyeWfOLiz03zOqVMyMbyY/C/jn75pvOgih3w9n9kC6kxf6PHRC11isfuWDtHfaiSci+M6KyXbdEecMaXkoYL/OZmv5tBtLGdOlz6d9kaid/RGfsaWPt6WuAi11FfjqkgmuFz+1g0tx1RVCAXMH2F8/vA7AQL3AVCodmUtuFUnXGqrC2L63L+EOhG5LNHlUGZO1lb/zh11H0eWxRTAQsIuouyFVH6//ptkGozOVbNyrbz9qektM/ZzjZrXi6P1b8K+3t+GDnT04Ylr2gRpnZnWqv8u4kZUxJR+c2WXxBc+Hks8dvFbOHIN3t+3F512a4M/085frSed0iYid5ZNu4XWvdYyswhsf7LaTCRJtKtQxqhJrNu7Aon0bS34iTvN1cAkAlFJ3ArjT6+PIJ6WUVdA7gO17BwZB6ZxLLzw2NkukImQMSqcvNA1VYYypK0+5q5BTOsU1nZxp8KlOOnpGy5m5lIuaS4lfa/CxeBlc0sVZR1SGMGVMbc6LE+bTMTPGYJ/GakxsrkbICOCMQ8bbRdOjSmHH3v6cLRdrrCmLWfrm/ChnW7z5y4v2wTPWjkypJBp7lBlG3pYrppLJ4Oj6z83Dk+u3AADOu+k5XLhyqh1c8gs9q59pv/DlRbndPUnsZUDm7oXTWmtxyXHTsfLn6RXz/MGxUzE9QYHVUqODEg1VYdx61nzs01SddmFlvdykPGRgVHXZsPpvZx1BZzAjbBh2MHDz9m4EA4J6D5e62hfGEWVn3MQHl+Jn279+2L6uH5ceQ8VfrwcNwc5uc2nNpw8al3agqCoue8xNPz1xJtZu2p52MfAbzpiXdTHveCKC0xd04rePrLNvc5YSyOfkhF1zyeWXDLmcuZTqT6bHfrkouZCOVMGlRO9x0AjkZAyxyFGHK1XQsDxk4LenzcHSy/8OIHYCx+sM7GQqw0FX+7dMJ6P06oxUG1K44cYvHoS1m7bHBCqd4jfA8Jr+2+rdwWsTnFfXbNyBeZ0NuPazc/N6bH7m++BSKdKDMbPmUvYnlr+duzAnxRz9oKW+Ahu35aY4dSITmmrQXFuG93b0pA4uWQW9nXV0XFyaD2CgQCrgbTaQ3sHu2ysme3YMuRQfHNPn6EgU2NHdl/BEkgvdjgHRuAyLeWvfPGK/tB+bKHMpnzN3qeglM+lkALaPrES79Tf7+Ozkhfe99OXFE7B9bx9OnuttLSHdnpVS2NMTQU1ZKKOB6GcO7nDnwAqMc0lXpruj6r93ecjAXV87ZFjHEXK8d85gRlkoYM/+b97ejVHVZZ5mI+oL0v6oGshcUokzl/JJHJ+H+GPZZtVtmZhBTRRn9pjbf++ZbfUJM4iSme/Y3CAXJsXVonQG4Dx5L11+/qARcDVrSK9ESDaBpfsNN4uKOyUrB6H7vnS3n8/G6LpynL14Aq5a/XrC+pDxnI/pjyqMHVGBT8weG7NLWynJ9PMnIvjTmQfmrN5UJlL1Y/eeuxBb92S+kZNbBnYTNdt/smtqN+uzFSL/XF2Qrdexu4ozuJRpUGFSc03Mjj+FbFJzDdZs3GFnzrhBb3OfMl3ZEPQ7ai6FjYBrmUvaOcsnuvr86drbp3esKc4tNvWAb2d3H5RKnAKbC87ZtkwuGLKVqE37Kbg03FpLflNXEcJlH98/rZ1r3BRwZC5190dQFgq4PuNfTHSvPpz2qc8NmW4hn4gzu8AZXAobAfszvnlHd9rLutxiBAYG5P1JMpe8qE2hL6Ab4jJ6QkYA260NQDL5zPp52XeuLZyUfLfWZJ+PBTkOcAGx9bLcFAy4u1ucjo4tS7IbVsi+qM3Tsrhg4vdQF4t2+8+ug7PpxEniJ+ROntuOc5ZNcuOwCkI2/dC88SMz3kgmH0ZUhT0JeiWjM4/1+StZhl++gsCFojjSWoqMvvAMG4GYDr10hjGDHTtjDLr7ItjR3efaoFT/fVMNXoKBAPojyk6TLA+5u6sIMPROFPnUYwX3aoskIy6ePkdvtS406irdCS7pWcB/O3zfvATqErXpfBcMTUe2p+fxjVXoyHJ5YTFzFvTu6YuiPGj48n33u+H8zXZ2m9meuagx4VwWF4rLXNIXZ+/t6HZlR6JM2BfGkag9WaaXkJ3Y1YbxjVXoSnNnp1xqqi3HD1dNtwvsakFDsG2vOVvudUDYr1rqKvC3cxfisJ8+NOi+RLsQ3vW1Q7LOyh2KXdDb9WVxAbsYvRv0ODbZMtkZY+vx6OsfYWRVfgIAyS6a7ffW5WvndDKWNBHBNw6bhP/8m7mjl9tLUql0fffoySgLBlIWf89285ZixbOoD9WWB3HX1w5BY00ZFkxsxC1WPZESmiQb5KB9RsbsHOcG5zbFQwkZgr5I1O5MqsqCrgeXaspD2H9sHVZMb3H1dVLZYV0oubVczGt2cMnacnlEpTtp1rqJ5auoYfzspxfLGNKRber9A+ctyu2BFAlx9Gk6c6nYssTyIZMLn3h6KfHIHHzWnZ9b5zKWsDGwLK6nP5qTLKnhsDOXIgOZS8fOHIM9fRGc0DXW9eLXQ9G7rzoFAwFssyYUvP7b+VmyJYOJPh/7ja5xJbNr4BzhckFvK0PdLSumjcYbSyfijEM6E97/9eWTcMS00Xmra5lsTKBrP8UXwc/562e445mzHqmfsrCpOCyb3IQXNm5HU005fnL8jJSP7+WyuBg8i/pQ0AjY2xyPqi5DdVkQu3r6SzpzKR/EMcs/FD3o2NOrs3hCeUmJvO3sBa6/Riq60J5fMqlyTV94b7HWfNe7lLnkrNeVD/GDZL9lr/jraIqHbs93PP8uuvsiKA8aDC5lQOXgc/q5+Z24/N5XMWl0zbCPx5ld4LwYCxoBOBMPvL7Yiq+5JGLeduqB6e2wl28hQ7Bh614A7k0oFINkwaJEnw+3lgzmM3PppXd34uanN+Co6S0532EraARw7vLkS7mCRsD13ROdkr1fR0wdjfqKEL51ZPo1HrMxsJNjepzBsEw38CFK5TefmZPR45m5FIvBpQLAa4H8+PEn9seV972GrnFD734RDJjL4OzgUkUQe3vdqwXlJ8unNOPeF99zLejitfjMJbd2XNIDqOFkRGQiPrPOb4Mx9nHu0OPvS+96GYBV+NlngcVCMJy/2ZcW7YMT57ShqXb4WxQbQ1xQOYOGXgeXBnaLi6IvGvVdfxPPLN5s9spjGzKbOLn5iwdhV0+/G4dVMHRdkrywTp5u92IhQ/Dhrh5846bnsGS/Js+2b/daVZmB/zp5luuvk2kXEYrL3CTyEjOXYvETWQD0oLGUikd6YdzIKlxx4sw0dosTRKIK3X0RiADVZSH0lkgxt6tOmYWnv7usaNui/qy5XXNJZy5lmgqerfgtlfP1upnKV7HWUhGfpfT0W1vTKphKsYazE1jQCOQksBQvFHdBbyRZMucFZ0Hvrbt7k9aV8QsdDKstD2a8iUNXR0PMVuqlKL+xJfMk4fYYxBkw83v7zbVrTp1t103LV+DQzlxKcwzgHMN4HUwnYuZSLH4iC4AeMxbp9XzBCRoB7OmN4P898DqUAsJBKZltKMuCBkZW+2+HiVzRH7GBzCWXlkhYA6h8LVHaN25JTl5nmtOgd+ljbCm34ptXU00Zl8VlQLdHP9Yoi9/dyRkA87rArYggGBD0R6N49p1tOKA9/8W7M6GzIPSOsZQZL84nbn8ig47dy7z+POXb5JZatDWkt3tyrujXSbe2kzNzieMG8hqDS7G4LK4A6Bka/w1vS1MoLusjZLi/WxzlhzhqLlWFDddmxPJ90dpcW45wMGCfAOPbsNcY73BHfCDpopXTuCwuAyrPQeBMxF/QGz5aFgeYF4v9EYWPdvWiq2PopeZe01kQLXW5zzArBXnNXMpTJEH3k1XhYNFmaicTNMTu8/I1RtGvk+776xzD6F2MS9mz31uOiIsF6GloqWr1lhoGlwqA3beX2AnOr+IH9eaWtexYioH+iPX2R9HgwlIWTRcKHs5ym8xfdOBLLosrDTXlsaf4hqqwXSuO0ufHgFz80jc/LYsDzPNid18EH+3uzclOeW7SSwzrinQXVLflM3MpmqeArz5HVpaV1pI4wPwc6GB1vsYKmQbwnG2um1kjqOdGBOQjDC4VAGYu+Uv8yTZkBFjMrUjkqyiuHiB7tdzGb8viNLe3Oy41TTUDAdLprXWoDBsMhGdAZ/qVh/z3eamtCGL8qCosnNQIwF8FvQHzPHn32s0AgPKQvy/Q9Tm9lsGllMaPqsJxs1pjbsvnaSxqT8y4+zqG9QJV4dK7TKoIGfbEV77HCumenZx9Cq+NKJ/qK0PYZtVl1TiqilV6vWYBYuKSv8QPlENG6dRcKnbOj5ibF2g6iJLPzCVn4MaPmRiUe86dr/76lQUABtfqoeR2dFuF/X0YdBAR3H/eofbkU0zmkh+CSwHBrm5zF7XDpjR7fDRDMxwFvWloD3xj0aDb8rlsLGrNzLieuWS1CT98lvJNRNBvjWnz9fvrtzPd7OXGmoHan8d3jXXhiIgSu//rh+LlzTvxyd88bt+mmHYfo/R6zQJk7xbH+LwvTGyqjvk+ZATQx7TcouAcsLq5fXbUai75zFxynvv8VqBYMtwphtJTWx7C+Ufuh85RVfZtft8W3k92WsGRmgx3EMsX50W98231Q6ZQMBCwl6v44XiG0mMdJzOX/C9inSTcniDRz19K/eUNZ8zDZR+bDgCotgKt+zbXDPUjLkhvEKCX2naNG4GyoL/7FyouI6vLMH/CKJzgCGpy7BqL0zQFQI8fmbnkDwftMzLm+5ARQB8L6RUFcYwjw3moNWDk8UM9q70eT67fCqC0Bsyl7guH7oMvHLqP/b3fAot+Nqo6jLe37EF9AQQdnIFxPxyvERC7wKxfa7xpe606ZPE1ysh/InnOXPJ7282l+RNG2V9f/ckDsGbjDtRV5qcvyXTyvK2hEhetnIrlPs+KpOI1q30EbnxqAwAui4vHK4wCEGDNJV8JGQEcPtU8od3+lQX2sjimRRa+vC2Ly9Psq9Mlq6Zj/gQzMOq3AbO/jqa4ldrOR8Pxq1O7cPUnD8AInxekBmL7Ej8s43Pu5uTXGm/anl4zQ63WpxlqNCCap3OnPkeGfN523dJSV5HXwE2my+IA4NMHdaClriL1A4lc4Jwc5vVfrNLsNQsUrwn84/ITZuI3n+7CtNY6hIwAlAK3AS0CeVsWZzWVfAaXJjXXYOVMsxCr37JX2LeRHzXWlGHF9BavDyMtMZkcPvg8Ofs2v/U38XTmEpfF+Z8ub+l21q8OiPptIqZY6U0TGgogkE8ExJ7jePUXi8GlAqAnTlhzyT+qy4JYZs3q6CBEH3dhKnjO8aqbwSVdXDvfhbXt7YV9OhvL2R+i7Dj7khlj6707EIuz/zR8foG+WweXmLmUtR+umo5bz5rv+uvYBb1d3y1OL4vz57my2Cyd3IwLjp6Cry6d6PWhEKXFGXjm0DUWF5gXADuo5O/xWcnS6f990SgqwMKChSxf23l7kbkEDAzI/TYb66+jISo8ui+pqwihqsz7oZ2zj/H70qLte81dAVvqyz0+ksJ1yrz2vLxOvgp62zWXfJ51Vyxqy0M4fUGn14dBlDbuupycv8/4BABg+/U3O3OJO8YVlbCLM5ZGgu3D8yEg/h4wc/KHKDt65nSkT5aVGI6Akt8H4R0jKwH4529HyenyA24vizMYXCKiIeRzQ55C4/30FqUUCLCgt59xWVzxyFfmUltDBTbv6MaOvf2uvUYiupiz31L99XExtTh/5nSM8PoQKId2dJvZN36pWRIqoJpLN37xIGze3s1i9wVAL50O5ClziTurElEifp808RKDSwVAN18OfPzJXhYXYeZSoYutueTe5+3y42fi0rtewsy2etdeIxH9G7n5u2Wjc1QVAGC/lhqPj6Q0vPHDFZysKFBHTB2NNZu2D7p9Zls9Tuxqw1eWTvDgqAbTA++AuB8IGK6mmnI01XBJXCHQmUsB1zOXzKCS39suEXnDb+Ul/ITBpQKgT6Jsxv40kLnE4FKhy9duce0jK/GLT8127fmTGdjG2V+zsQsnNeKOry7AlJZarw+lJHDGrXD98tTE/UbICOBHn9g/z0eT3B6rSLZfNw+gwqQTxF3fLc7guJuIkvPbONpPGFwqAPocysQlf+KyuOLh/Ii5uSzOK/pCr7mmzOMjGWzqmDqvD4GIcuSFjWZ2VS8nXSiH8r1bHMfdRJRIWRFeI+QKg0sFQEdHeZLzJy6LKx7Oz5ibBb29snRyEy48ZgqO72rz+lCIiIgyku/d4oiIEqkMc3fwZBhcKgA6g0KYoOtLIev96emPeHwkNFySp4LeXikPGThtPrf7JSKiwpO/mkscbxNRchUhBpeSKb6rpyJUZjBzyc86R5rFiF99b5fHR0K5xF1iiIiI/EMvi3M9c0mPu119FSIqVBXMXEqKV08FoBgzKIrJuJGVOHifkYxiFxkGl4iIsjOhqdrrQ6Aicv7/PY+VVz0ysCzO7YLeds0lhpeIaDBe8yXHZXEFwF4Wx5OcL4kI/ufzB3p9GJRjDOoSEWXn96fNwSE/Xu31YVCe3f6VBagpz/2lRU9fFFv29DoKeudnWRxH3USUSDmDS0nx6qkA6ELRNWWMBRLlS9jgsJKIKBtVHK+UpGmtdRhnlQrIpZARQF+/QlTlpx6SDPqCiGhAZdjA8inNXh+GLzG4VAD29JqFojlYI8ofLosjIspOVRlndSl3QkFBXySKB1993y7q7Sb9CtxIh4gSERH8+tNdXh+GL/HqqQDo4BK3PSTKnyCDS0REWQmz/6QcChsGeiNRrNm4w+tDISKiIfDsXwA+O78DANA+stLbAyEqIbw2IiLKDmtEUi7pzKW8sVKX2IyJaChd40bgihNmeH0YvsJ1VgXghK42nNDV5vVhEJWUAEeVREREngsbAfT25y+4pKzoEkcBRDSUm790sNeH4Du+DS6JyPEALgQwGcBcpdRT3h4REZWSfBQNJSIqVhccPQUdzLimHAgZAUQVUBYMYNlk94voKmYuERFlxbfBJQBrAHwMwK+8PhAiKj0GR5VERFk7fUGn14dARUJvsNEXiaKlrtz112NBbyKi7Pg2uKSUegngun0i8gYzl4iIiLwXMszzcVQBZSEWRCQi8iv20ERECTC4RERE5L2y4MDlyu6eiOuvx2VxRETZ8TRzSUTuAzA6wV3fUUrdmsHznAngTABob2/P0dERUSkLMLhERETkuZBj+9aHX/vAwyMhIqKheBpcUkoty9HzXAPgGgDo6upSKR5ORJQSay4RERF5zxlc6ou4P8xvqikDALSzID0RUUZ8W3OJiMhLXBZHRETkvZBjWdwVJ8xw/fWWTm7C7z87BwsnNrr+WkRExcS3NZdEZJWIbABwEIA7ROQer4+JiIpfZdgAAASYuUREROS5sDFwPt6vpdb11xMRLN63iZNMREQZ8m3mklLqFgC3eH0cRFRaqsqC2NMb4aCSiIjIB5zL4sKGb+fFiYhKHntoIiIHXWuJ41ciIiLvOYNLIYMTP0REfsXLJyIiB52xxGVxRERE3gs7ai4Jz81ERL7F4BIRkUPA6hW5LI6IiMh7IaYSExEVBPbWREQOelkcM5eIiIi8xzpLRESFgb01EZFDIKBrLjG4RERE5LVQkOdjIqJCwOASEZGDzlxi4hIREZH3uCyOiKgwsLcmInLQGUuRqPL4SIiIiKgsyMsVIqJCwN6aiMhB11qKRj0+ECIiIkJDVdjrQyAiojQwuERE5GBnLilmLhEREXmtMhz0+hCIiCgNDC4RETmErfT7KINLREREvjGjrd7rQyAioiFwKoCIyOFnJ87Ebx9Zhxlj670+FCIiIgKw5geHI2Rwpw0iIj9jcImIyKGtoRIXHjvV68MgIiIiS3UZL1mIiPyOy+KIiIiIiIiIiChrDC4REREREREREVHWGFwiIiIiIiIiIqKsMbhERERERERERERZY3CJiIiIiIiIiIiyxuASERERERERERFljcElIiIiIiIiIiLKGoNLRERERERERESUNQaXiIiIiIiIiIgoawwuERERERERERFR1hhcIiIiIiIiIiKirDG4REREREREREREWWNwiYiIiIiIiIiIsiZKKa+PIadE5AMAb3l9HDkyCsCHXh8EeY7tgDS2BQLYDmgA2wIBbAc0gG2BALYDGuBGWxinlGpMdEfRBZeKiYg8pZTq8vo4yFtsB6SxLRDAdkAD2BYIYDugAWwLBLAd0IB8twUuiyMiIiIiIiIioqwxuERERERERERERFljcMnfrvH6AMgX2A5IY1sggO2ABrAtEMB2QAPYFghgO6ABeW0LrLlERERERERERERZY+YSERERERERERFljcElIiIiIiIiIiLKGoNLPiQiR4jIKyLyuoh8y+vjIXeJyHoReUFEnhWRp6zbGkTkXhF5zfp/hOPx51tt4xUROdy7I6fhEpHficj7IrLGcVvG772IzLba0Osi8l8iIvn+XWh4krSFC0Vko9U3PCsiKxz3sS0UIRFpE5HVIvKSiKwVka9Zt7NfKCFDtAP2CSVGRMpF5AkRec5qCz+wbmefUEKGaAfsE0qQiBgi8oyI3G5975v+gMElnxERA8DPARwJYAqAk0VkirdHRXmwWCk1UynVZX3/LQD3K6UmArjf+h5WWzgJwFQARwC42mozVJiuhfk+OmXz3v8CwJkAJlr/4p+T/O9aJH7ffmr1DTOVUncCbAtFrh/AeUqpyQAOBHCW9X6zXygtydoBwD6h1PQAWKKUmgFgJoAjRORAsE8oNcnaAcA+oRR9DcBLju990x8wuOQ/cwG8rpR6UynVC+CPAFZ6fEyUfysBXGd9fR2A4xy3/1Ep1aOUWgfgdZhthgqQUuohAFvibs7ovReRFgC1Sql/KnOHhusdP0MFIklbSIZtoUgppd5VSv3L+nonzMFjK9gvlJQh2kEybAdFSpl2Wd+GrH8K7BNKyhDtIBm2gyIlImMBHAXgN46bfdMfMLjkP60A3nF8vwFDDyio8CkAfxORp0XkTOu2ZqXUu4A5yATQZN3O9lH8Mn3vW62v42+n4nC2iDwv5rI5nebMtlACRKQDwCwAj4P9QsmKawcA+4SSYy2BeRbA+wDuVUqxTyhBSdoBwD6h1PwMwDcBRB23+aY/YHDJfxKtdxwqMk2Fb75S6gCYSyHPEpGFQzyW7aN0JXvv2SaK1y8A7AMzBf5dAJdbt7MtFDkRqQbwZwDnKKV2DPXQBLexLRSJBO2AfUIJUkpFlFIzAYyFmXUwbYiHsy0UqSTtgH1CCRGRowG8r5R6Ot0fSXCbq+2AwSX/2QCgzfH9WACbPDoWygOl1Cbr//cB3AJzmdt7VsoirP/ftx7O9lH8Mn3vN1hfx99OBU4p9Z41mIwC+DUGlsCyLRQxEQnBDCjcoJT6P+tm9gslJlE7YJ9Q2pRS2wA8CLM2CvuEEuVsB+wTSs58AMeKyHqYpXOWiMgf4KP+gMEl/3kSwEQR6RSRMMwiXLd5fEzkEhGpEpEa/TWAwwCsgfmef8Z62GcA3Gp9fRuAk0SkTEQ6YRZgeyK/R00uy+i9t9Jfd4rIgdZOD592/AwVMD1QsKyC2TcAbAtFy3rffgvgJaXUFY672C+UkGTtgH1C6RGRRhGpt76uALAMwMtgn1BSkrUD9gmlRSl1vlJqrFKqA2aM4AGl1Kfgo/4gmIsnodxRSvWLyNkA7gFgAPidUmqtx4dF7mkGcIu1+2MQwP8ope4WkScB3CgipwN4G8DxAKCUWisiNwJ4EeZuMmcppSLeHDoNl4j8L4BFAEaJyAYA3wdwGTJ/778Ec7exCgB3Wf+ogCRpC4tEZCbMVOX1AL4AsC0UufkATgXwglVbAwC+DfYLpSZZOziZfULJaQFwnbXDUwDAjUqp20Xkn2CfUEqStYP/Zp9A8NEYQcwC4URERERERERERJnjsjgiIiIiIiIiIsoag0tERERERERERJQ1BpeIiIiIiIiIiChrDC4REREREREREVHWGFwiIiIiIiIiIqKsMbhEREREBU9E1ovIepdf4zQRUSJympuvQ0RERFRoGFwiIiKivBKR2VaQ5rEk959i3a9EpDPB/RUi0i0ie0SkzP0jLiwislxEbhGRTSLSKyJbReRVEblJRL4qIuJ4bIf1d742j8d3ofWai/L1mkREROSuoNcHQERERCXnGQBbAXSJSK1Sakfc/UsAKABiff3buPvnAygDcK9Sqse6bamLx1swROTbAC4B0A/gbgCvAAgB6ARwKIBPALjaup+IiIgoJxhcIiIiorxSSkVF5EEAq2AGPP4a95AlAB4EsD8SB5eWWP/f73jON9w41kIiIuMAXARgB4AFSqkX4u4PAFgOIOLB4REREVER47I4IiIi8oIODC1x3igiHTCzbO4H8HcAixP87KDgUqKaS84aSSKyWEQeFJGdIrJDRO4QkcmJDkxEJlhLyLaKyG4R+YeIHDXUL2Mt9fuziLwvIj0i8paIXC0iLXGPu9Q6puVxt19k3T4oSCYim0Xk7aFe3zIPgAFgdXxgCTCDekqpe5RSynreCwGss+7+jGMpol1XSkTCInK2iNxp/U49IrJFRO4TkSOT/C3WW/9qReQK6+s+azncegDftx662vmaafx+RERE5FPMXCIiIiIvPGD9H7+cbanj/u0APiYiU5RSLwKAiNQC6AKwDcC/0nytowGsBHAXgF8CmAJgBYA51nN/qB8oIhMB/BPASOvxzwKYAOAv1veDiMjRAP4McxnfzQDeAjAbwJcArBSR+Uqp9dbD7wfwLev3vNfxNDpgNl5EOvTjRWQagGYA16bxe37keA5DKZUqQ+lBAPUAvgbgOZi/o/as9X8DgCsB/MM63g8AtAA4BsCdIvJ5pdRvEjx3GOZ72ADgbzCzqdYB+BmA42BmrF0HYH0avxcRERH5HINLRERElHdKqZdEZBOAaSLSqJT6wLprCYBdAJ6EGZDQt71ofX0oBrJzomm+3HEADldKOTOdLoUZ5PkcgB87HvtzmIGlc5RSVzoevxKxwRd9ezXMwE8QwCKl1MOO+/4dwGUArgFwmHXzowB64AiqWc8xF2bwZrl1n14K6Ay2pfIYzMDWdJhZQdcCeBzAy4kCTUqpB61Moq8BeFYpdWGC59wKYJxSakPc711n/S4/FpEblFJ7436uBeZ7dqhSanfcz9bDfB+vVUo9mMbvRURERD7HZXFERETkldUws32cS98WA3hYKdWvlFoL4H3ELp0btCQuDX90BpYs11j/z9U3iMhYmMGddQCucj5YKXUrzGV68VbCDEb9yRlYslwOMzNnuYi0W8+zF2Zm1AEiMsJ63EKYRbd/BjMzyJnNlXZwyQriHAsz6+gQmAGqNQB2isjfReTLme6up5TqiQ8sWbdvB/A7ACMAzEny4+fFB5aIiIioODG4RERERF6Jqbtk1UBqgRl00h4EsMgqRm0/FsB9GbzOUwlue8f6f4TjtlnW/48kWVL2YILbDrD+HxT8UUr1A3go7rn1YwMAFlnfLwHQZz12NQb+HgbMwNMrSqmNCV57EKXU80qpWTADPt8E8CeYAbqFMLOyHncEtdIiIlNF5FoReVNE9jpqJF1uPaQ1wY91A3g+k9chIiKiwsXgEhEREXlFB5eWxv3vDNQ8CDMANEtERsFc8rVRKfVKBq+zLf4GK/ADmEvstDrr//eSPM/mBLfpn3k3yc/o2+sdtyX6vR9XSu2y7mu2ai11Wc+fSZYWAEAp9ZRS6idKqZOUUh0wi32/DGAGBgpqpyQiB8JcongKgFcA/ArAxQB+AOBW62GJsqHe14XDiYiIqPix5hIRERF5Qin1trU72gQRaYOZsbMNwDOOh+kspiUw6wkJsgi2pGm79X9zkvtHD/Ezie4DzEws5+MA4AmYdaWWichImAGfi6z7dGBtGYDKuNuyppR6QkTOhpnxtSTV4x2+C6ACwOL4+kgicj7MZYEJXzKb4yQiIqLCxMwlIiIi8pIOFC2DWeT5785C3Uqpl2Fm/yxBdvWWMqGDWgusJWnxFg3xM4PuE5EggAXWt/bOdo7lcvsCOBWOgJlS6nUAb8PMZloCIIrYZYLDsVMfmuM2vfwv0e8LmDvlbUlSePvQLI8j1WsSERFRgWFwiYiIiLyks3LOhbltfaJAyoMwC1TrHddcCS5ZhavvBdAJ4GznfdZucYmCKX8BsAXAydYSMqdzAIwHcJ9S6u24+/TvfT6A3TB3dXPedyiA+QCeU0ptSef4RWSuiJwmIhUJ7gsB+Hfr24ccd22FmWXUnuRp1wNoEJH9457vdACHp3NcCXxk/Z/sNYmIiKjAcFkcEREReekBmMGN6Y7v460GcDLMoE/axa2zdBbM3dx+JiKHAXgOZvbOKgB/BXCM88FKqV0i8jkANwH4u4jcBDPzaDbMYNhmAF9I8Do6QNYE4G6lVG/cfafFPS4dYwD8HsBVIvIIgBdhFtZuAXAEzKV7r2NgCZ4+/scBHCIiNwB4FWZm0W1Kqedh7mB3OIBHRORGmMv7umBmZN0M4BMZHJ+2GmZG1qVWbamt1rH8RxbPRURERD7A4BIRERF5Rin1gYi8AGB/AB8CWJPgYc5sJreWxOnjec3KQLoM5lK9RTB3PTsOQCPigkvWz9wqIvMBfBtmIKYOZlDplwAuVkptSvBSz8H8fUdhcEDtgSRfp3I/zMLbh8EMbnXBLCS+A2Yx7ysB/FwptTPu504F8FOYAaiTYS6b2wDgeaXU3SJyDMzaSyfCDDw9AWAxzKysjINLSqmXROQzAL4B4MsAyq27GFwiIiIqUMKNPIiIiIiIiIiIKFusuURERERERERERFljcImIiIiIiIiIiLLG4BIREREREREREWWNwSUiIiIiIiIiIsoag0tERERERERERJQ1BpeIiIiIiIiIiChrDC4REREREREREVHWGFwiIiIiIiIiIqKsMbhERERERERERERZ+//sjFCl0Oz/7AAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# subtract P_BB from P_BA\n", "P = P_BA[:, 0] - P_BB[:, 0]\n", "idx = np.argpartition(np.nan_to_num(P), -10)[\n", " -10:\n", "] # get the indexes of 10 peak values in P\n", "plt.suptitle(\"P = P_BA - P_BB\", fontsize=\"30\")\n", "plt.xlabel(\"Window Start\", fontsize=\"20\")\n", "plt.ylabel(\"Matrix Profile\", fontsize=\"20\")\n", "plt.plot(P)\n", "plt.plot(\n", " idx, P[idx], color=\"red\", marker=\"o\", linewidth=0, markersize=10\n", ") # plot the indexes over P\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Shapelets and Classifier" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's take a look at one of the shapelets that were identified through the matrix profile method." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Plot Shapelet\n", "max_idx = np.random.choice(idx)\n", "# max_idx = np.argwhere(P == np.nanmax(P)).flatten()[0]\n", "\n", "plt.xlabel(\"Window Start\", fontsize=\"20\")\n", "plt.plot(T_B.iloc[:, 0])\n", "plt.plot(\n", " list(range(max_idx, (max_idx + m))),\n", " T_B.iloc[max_idx : (max_idx + m), 0],\n", " \"r\",\n", " linewidth=3.0,\n", ")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now that we have the indexes our Peak values we can use them to extract the values of shapelets candidates from the $T_{B}$ time series." ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "shapelets = []\n", "for i in idx:\n", " shapelet = list(T_B.iloc[i : (i + m), 0])\n", " shapelets.append(shapelet)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now, for our classification task, each shapelets needs to be evalued in terms of its predicitive power. Thus, we first calculate the distance profile (pairwise Euclidean distance) between a shapelet and every subsequence of a time-series. Then, the smallest value is kept to understand if a close match of the shapelet in the timeseries has been found. The `stumpy.core.mass` function does exactly so." ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "# Calculate distances from timeseries to extracted shapelets\n", "def difference_matrix(X, shapelets):\n", " \"\"\"Compute the distance beteen X, and the shapelets. Return a (len(X), len(shapelet)) distance matrix\"\"\"\n", " D = np.zeros((len(X), len(shapelets)))\n", " for s, shapelet in enumerate(shapelets):\n", " for i in range(len(X)):\n", " dist = stumpy.core.mass(shapelet, X.iloc[i, :])\n", " min_dist = dist.min()\n", " D[i, s] = min_dist\n", " return D" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [], "source": [ "D_train_point = difference_matrix(X_train, shapelets)\n", "D_test_point = difference_matrix(X_test, shapelets)" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Accuracy for shapelet 0 = 0.867\n", "Accuracy for shapelet 1 = 0.833\n", "Accuracy for shapelet 2 = 0.807\n", "Accuracy for shapelet 3 = 0.833\n", "Accuracy for shapelet 4 = 0.933\n", "Accuracy for shapelet 5 = 0.873\n", "Accuracy for shapelet 6 = 0.873\n", "Accuracy for shapelet 7 = 0.833\n", "Accuracy for shapelet 8 = 0.86\n", "Accuracy for shapelet 9 = 0.913\n" ] } ], "source": [ "from sklearn import tree\n", "from sklearn import metrics\n", "\n", "for i in range(len(shapelets)):\n", " clf = tree.DecisionTreeClassifier()\n", " clf.fit(D_train_point[:, i].reshape(-1, 1), y_train)\n", " y_pred = clf.predict(D_test_point[:, i].reshape(-1, 1))\n", " print(f\"Accuracy for shapelet {i} = {round(metrics.accuracy_score(y_test, y_pred), 3)}\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Great!! Classification with the best shapelet returns 93.3% in terms of accuracy, this result exactly reproduces those of Zhu, Y. et al. (2020) [2]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Extra: Shapelets for second class" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As a little extra, we are also going to extract the shapelets from the $T_{A}$ time series to see if they add predictive power to our model. The procedure is identical to the one that I have explained above, so I am not gonna go into too much detail here." ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [], "source": [ "m = 38\n", "P_AA = stumpy.stump(T_A.iloc[:, 0], m).astype(np.float64) # TODO: rename column (?)\n", "P_AB = stumpy.stump(T_A.iloc[:, 0], m, T_B.iloc[:, 0], ignore_trivial=False).astype(\n", " np.float64\n", ")\n", "P_AA[P_AA == np.inf] = np.nan\n", "P_AB[P_AB == np.inf] = np.nan" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "P = P_AB[:, 0] - P_AA[:, 0]\n", "idx = np.argpartition(np.nan_to_num(P), -10)[\n", " -10:\n", "] # get the indexes of 10 peak values in P" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [], "source": [ "shapelets = []\n", "for i in idx:\n", " shapelet = list(T_A.iloc[i : (i + m), 0])\n", " shapelets.append(shapelet)" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [], "source": [ "D_train_gun = difference_matrix(X_train, shapelets)\n", "D_test_gun = difference_matrix(X_test, shapelets)" ] }, { "cell_type": "code", "execution_count": 65, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Accuracy for shapelets 0 = 0.913\n", "Accuracy for shapelets 1 = 0.853\n", "Accuracy for shapelets 2 = 0.813\n", "Accuracy for shapelets 3 = 0.953\n", "Accuracy for shapelets 4 = 0.933\n", "Accuracy for shapelets 5 = 0.94\n", "Accuracy for shapelets 6 = 0.887\n", "Accuracy for shapelets 7 = 0.847\n", "Accuracy for shapelets 8 = 0.867\n", "Accuracy for shapelets 9 = 0.913\n" ] } ], "source": [ "from sklearn import tree\n", "from sklearn import metrics\n", "\n", "for i in range(len(shapelets)):\n", " X_train = np.concatenate(\n", " (D_train_gun[:, i].reshape(-1, 1), D_train_point[:, i].reshape(-1, 1)), axis=1\n", " )\n", " clf = tree.DecisionTreeClassifier()\n", " clf.fit(X_train, y_train)\n", "\n", " X_test = np.concatenate(\n", " (D_test_gun[:, i].reshape(-1, 1), D_test_point[:, i].reshape(-1, 1)), axis=1\n", " )\n", " y_pred = clf.predict(X_test)\n", " print(f\"Accuracy for shapelets {i} = {round(metrics.accuracy_score(y_test, y_pred), 3)}\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can see that if we include both distances from `Gun` class shapelets and `Point` class shapelets, the classifier reaches 95.3% accuracy! Apparently, adding the distances from the second class as well providest the model with additional useful information. This is a great result as it improves the result of Zhu, Y. et al. (2020) [2] by roughly 2%. Again, it is impressive to note that all this information can be extracted for free from the Matrix profile." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## References\n", "\n", "[1] Rakthanmanon, T. and Keogh, E., 2013, May. Fast shapelets: A scalable algorithm for discovering time series shapelets. In *proceedings of the 2013 SIAM International Conference on Data Mining (pp. 668-676)*. Society for Industrial and Applied Mathematics.\n", "\n", "[2] Zhu, Y. et al. (2020) “The Swiss army knife of time series data mining: ten useful things you can do with the matrix profile and ten lines of code,” Data Mining and Knowledge Discovery. Springer Science and Business Media LLC, 34(4), pp. 949–979. doi: 10.1007/s10618-019-00668-6.\n", "\n", "[3] Ye, L. and Keogh, E., 2009, June. Time series shapelets: a new primitive for data mining. In *Proceedings of the 15th ACM SIGKDD international conference on Knowledge discovery and data mining (pp. 947-956).*\n", "\n", "\n", "[STUMPY Documentation](https://stumpy.readthedocs.io/en/latest/)\n", "\n", "[STUMPY Matrix Profile Github Code Repository](https://github.com/TDAmeritrade/stumpy)" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.9" } }, "nbformat": 4, "nbformat_minor": 4 }