{ "cells": [ { "cell_type": "markdown", "id": "38cce3bd", "metadata": {}, "source": [ "# EDA notebook\n", "\n", "\n", " \n", "" ] }, { "cell_type": "markdown", "id": "889a85a7", "metadata": {}, "source": [ "This notebook contains the simple examples of EDA (exploratory data analysis) using ETNA library.\n", "\n", "**Table of Contents**\n", "\n", "* [Creating TSDataset](#chapter1) \n", "* [Visualization](#chapter2)\n", " * [Plot](#section_2_1)\n", " * [Autocorrelation](#section_2_2)\n", " * [Cross-correlation](#section_2_3)\n", " * [Correlation heatmap](#section_2_4)\n", " * [Distribution](#section_2_5)\n", "* [Outliers](#chapter3)\n", " * [Median method](#section_3_1)\n", " * [Density method](#section_3_2)\n", "\n", " " ] }, { "cell_type": "code", "execution_count": 1, "id": "55f9272a", "metadata": {}, "outputs": [], "source": [ "import warnings\n", "warnings.filterwarnings(\"ignore\")" ] }, { "cell_type": "markdown", "id": "18914d3b", "metadata": {}, "source": [ "### 1. Creating TSDataset " ] }, { "cell_type": "markdown", "id": "7149de83", "metadata": {}, "source": [ "Let's load and look at the dataset" ] }, { "cell_type": "code", "execution_count": 2, "id": "e78ab4bd", "metadata": {}, "outputs": [], "source": [ "import pandas as pd" ] }, { "cell_type": "code", "execution_count": 3, "id": "217c8379", "metadata": {}, "outputs": [ { "data": { "text/plain": " timestamp segment target\n0 2019-01-01 segment_a 170\n1 2019-01-02 segment_a 243\n2 2019-01-03 segment_a 267\n3 2019-01-04 segment_a 287\n4 2019-01-05 segment_a 279", "text/html": "
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timestampsegmenttarget
02019-01-01segment_a170
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22019-01-03segment_a267
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" }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "classic_df = pd.read_csv(\"data/example_dataset.csv\")\n", "classic_df.head()" ] }, { "cell_type": "markdown", "id": "d0e793eb", "metadata": {}, "source": [ "Our library works with the spacial data structure TSDataset. So, before starting the EDA, we need to convert the classical DataFrame to TSDataset." ] }, { "cell_type": "code", "execution_count": 4, "id": "6b903e9e", "metadata": {}, "outputs": [], "source": [ "from etna.datasets.tsdataset import TSDataset" ] }, { "cell_type": "markdown", "id": "0f31b81d", "metadata": {}, "source": [ "To do this, we initially need to convert the classical DataFrame to the special format" ] }, { "cell_type": "code", "execution_count": 5, "id": "735f0720", "metadata": {}, "outputs": [ { "data": { "text/plain": "segment segment_a segment_b segment_c segment_d\nfeature target target target target\ntimestamp \n2019-01-01 170 102 92 238\n2019-01-02 243 123 107 358\n2019-01-03 267 130 103 366\n2019-01-04 287 138 103 385\n2019-01-05 279 137 104 384", "text/html": "
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" }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df = TSDataset.to_dataset(classic_df)\n", "df.head()" ] }, { "cell_type": "markdown", "id": "2a4cecbe", "metadata": {}, "source": [ "Now we can construct the TSDataset" ] }, { "cell_type": "code", "execution_count": 6, "id": "6772fea2", "metadata": {}, "outputs": [ { "data": { "text/plain": "segment segment_a segment_b segment_c segment_d\nfeature target target target target\ntimestamp \n2019-01-01 170 102 92 238\n2019-01-02 243 123 107 358\n2019-01-03 267 130 103 366\n2019-01-04 287 138 103 385\n2019-01-05 279 137 104 384", "text/html": "
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segmentsegment_asegment_bsegment_csegment_d
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2019-01-0117010292238
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" }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ts = TSDataset(df, freq=\"D\")\n", "ts.head(5)" ] }, { "cell_type": "markdown", "id": "686aa8b8", "metadata": {}, "source": [ "TSDataset has its own implementations of `describe` and `info` methods that gives information about distinct time series." ] }, { "cell_type": "code", "execution_count": 7, "id": "d41bd146", "metadata": {}, "outputs": [ { "data": { "text/plain": " start_timestamp end_timestamp length num_missing num_segments \\\nsegments \nsegment_a 2019-01-01 2019-11-30 334 0 4 \nsegment_b 2019-01-01 2019-11-30 334 0 4 \nsegment_c 2019-01-01 2019-11-30 334 0 4 \nsegment_d 2019-01-01 2019-11-30 334 0 4 \n\n num_exogs num_regressors num_known_future freq \nsegments \nsegment_a 0 0 0 D \nsegment_b 0 0 0 D \nsegment_c 0 0 0 D \nsegment_d 0 0 0 D ", "text/html": "
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segment_a2019-01-012019-11-3033404000D
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" }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ts.describe()" ] }, { "cell_type": "code", "execution_count": 8, "id": "8cf8daa4", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "num_segments: 4\n", "num_exogs: 0\n", "num_regressors: 0\n", "num_known_future: 0\n", "freq: D\n", " start_timestamp end_timestamp length num_missing\n", "segments \n", "segment_a 2019-01-01 2019-11-30 334 0\n", "segment_b 2019-01-01 2019-11-30 334 0\n", "segment_c 2019-01-01 2019-11-30 334 0\n", "segment_d 2019-01-01 2019-11-30 334 0\n" ] } ], "source": [ "ts.info()" ] }, { "cell_type": "markdown", "id": "8612ae39", "metadata": {}, "source": [ "### 2. Visualization" ] }, { "cell_type": "markdown", "id": "ac426ae8", "metadata": {}, "source": [ "Our library provides a list of utilities for visual data exploration. So, having the dataset converted to TSDataset, now we can visualize it." ] }, { "cell_type": "code", "execution_count": 9, "id": "63716471", "metadata": {}, "outputs": [], "source": [ "from etna.analysis import (\n", " cross_corr_plot,\n", " distribution_plot,\n", " sample_acf_plot,\n", " sample_pacf_plot,\n", " plot_correlation_matrix\n", ")" ] }, { "cell_type": "markdown", "id": "724f01f7", "metadata": {}, "source": [ "#### 2.1 Plotting time series \n", "Let's take a look at the time series in the dataset" ] }, { "cell_type": "code", "execution_count": 10, "id": "f595bb81", "metadata": {}, "outputs": [ { "data": { "text/plain": "
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\n" }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "ts.plot()" ] }, { "cell_type": "markdown", "id": "eb6f9ae8", "metadata": {}, "source": [ "#### 2.2 Autocorrelation & partial autocorrelation\n", "Autocorrelation function(**AFC**) describes the direct relationship between an observation and its lag. The AFC plot can help to identify the extent of the lag in moving average models.\n", "\n", "Partial autocorrelation function(**PAFC**) describes the direct relationship between an observation and its lag. The PAFC plot can help to identify the extent of the lag in autoregressive models.\n", "\n", "Let's observe the AFC and PAFC plot for our time series, specifying the maximum number of lags" ] }, { "cell_type": "code", "execution_count": 11, "id": "588e82c3", "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [ { "data": { "text/plain": "
", "image/png": 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}, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sample_acf_plot(ts, lags=21)" ] }, { "cell_type": "code", "execution_count": 12, "id": "9713c522", "metadata": {}, "outputs": [ { "data": { "text/plain": "
", "image/png": 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\n" }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sample_pacf_plot(ts, lags=21)" ] }, { "cell_type": "markdown", "id": "5acb07a3", "metadata": {}, "source": [ "#### 2.3 Cross-correlation\n", "Cross-correlation is generally used to compare multiple time series and determine how well they match up with each other and, in particular, at what point the best match occurs. The closer the cross-correlation value is to $1$, the more closely the sets are identical.\n", "\n", "Let's plot the cross-correlation for all pairs of time series in our dataset\n" ] }, { "cell_type": "code", "execution_count": 13, "id": "3869f47a", "metadata": { "scrolled": false }, "outputs": [ { "data": { "text/plain": "
", "image/png": 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\n" }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "cross_corr_plot(ts, maxlags=100)" ] }, { "cell_type": "markdown", "id": "f5afb5d8", "metadata": {}, "source": [ "#### 2.4 Correlation heatmap \n", "\n", "Correlation heatmap is a visualization of pairwise correlation matrix between timeseries in a dataset. It is a simple visual tool which you may use to determine the correlated timeseries in your dataset. \n", "\n", "Let's take a look at the correlation heatmap, adding lags columns to the dataset to catch the series that are correlated but with some shift." ] }, { "cell_type": "code", "execution_count": 14, "id": "88c311f9", "metadata": {}, "outputs": [], "source": [ "from etna.transforms import LagTransform" ] }, { "cell_type": "code", "execution_count": 15, "id": "0a14bafa", "metadata": {}, "outputs": [], "source": [ "lags = LagTransform(in_column=\"target\", lags=[1,7], out_column=\"lag\")\n", "ts.fit_transform([lags])" ] }, { "cell_type": "code", "execution_count": 16, "id": "b7b64fe7", "metadata": {}, "outputs": [ { "data": { "text/plain": "
", "image/png": 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\n" }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plot_correlation_matrix(ts, segments=[\"segment_a\",\"segment_b\"], method=\"spearman\", vmin=0.5, vmax=1)" ] }, { "cell_type": "markdown", "id": "0bb8e5bb", "metadata": {}, "source": [ "#### 2.5 Distribution \n", "Distribution of z-values grouped by segments and time frequency. Using this plot, you can monitor the data drifts over time.\n", "\n", "Let's compare the distributions over each year in the dataset" ] }, { "cell_type": "code", "execution_count": 17, "id": "f7420216", "metadata": {}, "outputs": [ { "data": { "text/plain": "
", "image/png": 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\n" }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "distribution_plot(ts, freq=\"1Y\")" ] }, { "cell_type": "markdown", "id": "ffef67d0", "metadata": {}, "source": [ "### 3. Outliers " ] }, { "cell_type": "markdown", "id": "4eac63be", "metadata": {}, "source": [ "Visually, all the time series contain outliers - abnormal spikes on the plot. Their presence might cause the reduce in predictions quality." ] }, { "cell_type": "code", "execution_count": 18, "id": "ac1d46d7", "metadata": {}, "outputs": [ { "data": { "text/plain": "
", "image/png": 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\n" }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "ts.plot()" ] }, { "cell_type": "markdown", "id": "770f03d8", "metadata": {}, "source": [ "In our library, we provide two methods for outliers detection. In addition, you can easily visualize the detected outliers using ```plot_anomalies```\n" ] }, { "cell_type": "code", "execution_count": 19, "id": "c4417d17", "metadata": {}, "outputs": [], "source": [ "from etna.analysis.outliers import get_anomalies_median, get_anomalies_density\n", "from etna.analysis import plot_anomalies" ] }, { "cell_type": "markdown", "id": "bf27fa17", "metadata": {}, "source": [ "#### 3.1 Median method\n", "To obtain the point outliers using the median method we need to specify the *window* for fitting the median model." ] }, { "cell_type": "code", "execution_count": 20, "id": "cd9b36f9", "metadata": {}, "outputs": [ { "data": { "text/plain": "
", "image/png": 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rQXDy27IxoC5l6lSv+j14sP/PnnzSw+G/+Zu+AWqpcLZYQD17tvehXrKk+P1v2eKP9+yzfWLAwgrq8eP7B9TPPCOtWtX/W8H79+f7WacJqBcuLD2hYtw+awV1MtSuRUBND2oAQEcioAYAAACA1pXsn1yugrowoD7ySO8LnewNXS78lKTJkz2cLuwnLUmLF/sy9myOSk0QGMPeCRPy64YOlWbNyt9WodgH+qijvGVJsoJ69GivEk/2oA7BK6j37PGJFJOefDI/sWKagFqS/vSn4uOK2w8koI7HJ9mupJhyldpUUAMAOlL8lJmAGgAAAABaT7UV1MV6Q1cKqMtV6MZQee7cdPs8/bQ0Zkz/sHXu3NIV1MmAevbsvgH1YYd5SJ2soN69O/+etrDNR2zvUerxxEB9yBBvPdLdXb7NRzWTJCb3mTZNGju2fAgupQvCCagBAB2FCmoAAAAAaF3JCupSAbWZVz8nxWrbWgXUixZ5i42JE/uuL9fiI9neI5ozx8PuwpYcUj6gPvJID6iXLfPt1q2TDj+8f0AdJ4+UvM1HUpwgsdTjSVZQjxolnXhi6YA6BK/GHkgFdU+PdOGF0q23Fn/syXGVup+uLv8ZLT4AAB2FgBoAAAAAWleaSRInTuzfW3rECF9WE1AXu5/Fi736uXCCxXIV1MUC6rlzvYVIsX7Py5Z5JfioUR5Qb9/uAX2soD7kkNIBdbkK6mKPJxlQS97m4557ivffjtsOpIJaki6+2IP0wskry+1TaPhwKqgBAB2GgBoAAAAAWsf110tXXCE997kesqapoC5s7yENLKAuVUFd2N4juU+xHtSlKqil4n2oly719h6SV1FL3uYjWUGd7EGdDKuLVVDH/tflKqhjGHz22X57jzxSettSz11Pjwf3hc9BsYBa8irqUiodIwJqAEDHIaAGAAAAgNawerX0t38r3Xab9PvfS7/6VbpJEg89tP/6GFAnw8xK4Wepdh27d3uFcuEEiVLpUHvrVmncuP7bx5C7WB/qNWuk6dP98uzZvvz9772SulgP6koV1CecUHxsUv/Q+TnP8eXvfld520Jm/jxUqqCeOVM65hgCagAA+iCgBgAAAIDWcM89vvzxjz2MXbTIg97YviNLBXUte1AvXep9k4tVUJcKtffty99e0uzZ3ku5WAV1cp/jjpNOOUX6h3/w68UC6ni5q6tvBfX27d4WJEtAfcQR/u+OO4qPK/lYixk6tO/9HDzo/wr3ueQSD8GTxyXq7S2+T1KxILyVEFADADKLkzMQUAMAAABAfSQrfcu5+24PTE85xcPgxYu9gjpOgFiqgrrWLT4K7yeGyeUqqCu1t4iGDpVmzSpeQZ3cZ8gQ6ec/z7f6OPxw70G9c2f+/Wt8Xo88sm8Fdew/nSWglqTnPU/67W/7vz+uVEEt9Q+OS/Wtvvhir4C+6650YypEBTUAoONQQQ0AAAAA9XPffd4L+cMfrrzt3XdLJ53kIeTcufkK6tjCo7CCetcuryKudw/qGPiW60Fdqb1F0pw5pSuok/tMmeJtTv7u76RnP9srqKV8MB2XxxzjFdSxAOv++305f37xsUn557K7O7/u/POlzZulhx8uvm2WyuZSVddnnOHLe+8tPSYCagDAoEJADQAAAAD18+lPe1j5gQ9In/tc6e0OHpQWLJDOPNOvH3209NRT0oYN+YC6sEp5/Xpflguok2HmgQPV9aBevNjHMGZM+n3KBdSxOjwGyuX2mTVL+sIX/L5jQB1be8TlMcf449y0ya/ffbd/KHDssfnbLRTDerP8uuc9z5eFbT7i/lkqqEsF1BMm+GOKIXqx+ykXhBNQAwA6DgE1AAAAANTHunXSd78rvfnN0uWXS297m/T448W3fewxD1xjhe3cuR5aP/qoNGmSryusoE4TUNeqgrpYe4/kPmlbfEjekmPbNq8OT9q/v3w4WxhQJyuopXwf6rvv9uex1OOJ91X4XMyc6WMrDKirafFRLmw+5ZTiAXU199NqCKgBAJnFYLrwk2sAAAAApR082NohEVrDddd56Pj2t0uf/7yvu/nm4tvGCRKTFdSSVz2PH+9BZ5YK6lKTJMYJF4spFeiuXu3hbdp9QigfUMdK7OSEh1L5fSTvQS1JO3b03X/ePF+uXOk/e/RRfx7N+k9eGJUK688/3ycxPHiw77ik2rT4kDygXry4/+OnxQcAYFCighoAAADI7iMfyfe3BYo5eFD60pekSy/1sHnaNA8mf/az4tvffbc0bly+z3Oy3/O4cR5aNqqCujAI37Mnf3uFirX4OHCg788KxfA8uc/Bg/4vawX1kCH5iRRXrfI2KSHkg/5SFcf79hV/Ls44wyu7YzW2lL6yOfm8VQqoQ5AefLD/mErtExFQAwA6DgE1AAAAkN3dd0srVjR7FGhla9f6v5e+NL/uRS+S/vAHacuW/tvfc4+Ho125hG/iRO9XLHkF9ZAhpSuoY4/qpKFDvYK4Fi0+ylU29/T4mIuFs6Xuq9j9pJmIsFhAPWqUB/RDh/r/y1iJHlullAqoS7UTiVXayRA4zdgKK7Xj5VIBtdS/zUfaIJyAGgDQUWJrDwJqAAAAIL0lS/pXswJJq1f7cvr0/LoXvcirhG+9tf/269b55HlJsYo6tvgofM1t2ODV1THwTTLzqufCoLWaSRL37i1+H1GW9hZSvoI6ObY01cMxPE5OkjhqlNTd7X2+v/EN6etfl446ygP+eHtZWnwUa41Sy0kSJa+mnzSpuoB6+PDWbi+UKqA2s3FmdpOZPWFmj5vZ2WY2wcx+ZWaLc8vxuW3NzD5rZkvM7CEzO7W+DwEA0GhUUAMAAADZHDggPfUUATXKiwH1tGn5daef7sHkT3/af/t9+/qHwLEPdWzxUayCulh7j2j48PpXUEv9Q+BKYXOx+0kTAscK6tiDeufO/LoPf1iaOlV64ol8e494X9UE1MUqqGsVUJsVnyhxMLX4+IykX4QQjpF0kqTHJb1H0u0hhLmSbs9dl6RLJc3N/btG0hdrOmIAQNMRUAMAAADZrFzpgdWBA0w2jtLWrPHl1Kn5dd3d3pP65z/v/x6sWAhcqYK6UkA9YsTAe1CHkK6COm3/Zan6CurCFh+xglry6urPfMYvn3126bFFpZ6L2Gs769iyVpGfcor0yCN9xzYoJkk0s7GSzpV0vSSFEPaFELZKukzSDbnNbpB0ee7yZZK+EdyfJI0zs8NrPG4AQBMRUAMAAADZLF2avxwngwMKrV7tQePkyX3Xn3iitGmTV/8mFQuojzvOl1OmlK6gLtZ/OsoaUHd1eU/prL2hs4az5Sqos/agjusk6WUvk379a+nqq0uPLcrS4qPWFdSSdOyxfrvJXvaDpQf1bEkbJX3NzO43s/82s1GSpoQQ1ua2WScpfvYyTdLKxP6rcusAAB2CgBoAAPRz443SEUd4UnHEEX4dwJ8tWZK/TJsPlLJ6tXT44flJD6Ni4WwIxSftu+wyD1yPO654BfWOHdLYsaXHkLUHtVS6XUe5CuqsLT6qraAeOtT/FU6SGJlJ55+fr4KO484SUBeroK5HSB/HXazXdaUWHwcOeC/zVpQmoO6RdKqkL4YQTpG0U/l2HpKkEEKQlOkLKmZ2jZktMLMFGzduzLIrAKDJCKgBAEAfN94oXXONtHy5JybLl/t1Qmrgz5IV1ATUKGX16r79p6NibTRiJX5hMNnd7YGrVLyCulLrjawV1HF8yaA1Xq5li49iIX2aEFjyiunYgzrZ4qPc2Abag7rWkySWup+0LT6k1p0oMU1AvUrSqhDC3bnrN8kD6/WxdUduuSH389WSZiT2n55b10cI4boQwvwQwvzJhd9bAAC0tNgzj4AaAABIkt73PmnXLh1Qt36ky716adcuXw9AEhXUSKdSQJ21vUWxCupKkxdmnSQxji/r2GoRzqa5H8kD6lItPooprO6O6tHiY6B9uLME1K3a5qNiQB1CWCdppZnNy626QNJjkm6RdGVu3ZWSbs5dvkXS68ydJWlbohUIAKADUEENANUzs783s0fN7BEz+7aZDTez2WZ2t5ktMbPvmtnQ3LbDcteX5H5+RJOHDxSXa4b5S12kl+lHelgn9FkPoG9AXWzyNUDySRKLBdQxsMwaAjeygjp5P2kqqLO2+Kg2pJf6BtT1qKCutsVHo9qcxOeubQPqnLdKutHMHpJ0sqR/lfRxSS8ws8WSLsxdl6SfSVomaYmkr0h6cy0HDABoPgJqAKiOmU2T9DZJ80MIx0vqlvQqSf8m6dMhhDmStkiK0/RcLWlLbv2nc9sBrWfmTEnSDh3SZxnXA4NdCN7iI/b9pYIaxezY4f+yVlCXC48LK6hDqFxBXU1AnTVolRo3SaIkHXJItgrqWkySmKXFR/yWMi0+ygghPJBrx3FiCOHyEMKWEMKmEMIFIYS5IYQLQwibc9uGEMK1IYSjQggnhBAW1PchAAAajYAaAAakR9IIM+uRNFLSWknPl7fSk6QbJF2eu3xZ7rpyP7/AzKxxQwVS+uhHpZEjtVeeHuzRcGnkSF8PDFLJycjWrvXg6lnP8usE1Chmda5B7tSp/X9WbThbWEEd+1ZXqqCOAWgI/lru6Sk/9kb0oK62z7OU70G9f7/vk6aCutg3HUqF++WC40ohfQj541LpOYiV2llbibR9iw8AAAoRUANAdUIIqyV9UtIKeTC9TdK9kraGEHJvTbRKUqydmiZpZW7fA7ntJzZyzEAqV1whXXed9k7wVGXvoTOk667z9cAgtHGjV2zecYdfjxMkHnOMLwmoB6d9+6Sbb85XyxaKAXU9e1DH/dP2oI7BaSv0oK5Fi4+dO/16rVt8DBkidXVVN0milL+verX4IKAGAHScGEyXOrECABRnZuPlVdGzJU2VNErSJTW43WvMbIGZLdi4ceNAbw6ozhVXaN+HvfPjni9+nXAag9rq1R7w/fa3fj32n6aCenD74Q+lyy+XHnyw+M/TBNRZKo4lD0eTr7c0+yRbfKSpzo3jy1pBnbUtSE+P1N1d3SSJscVHDKhr3eLDrPjkklL9A+os90NADQDoGFRQA0DVLpT0ZAhhYwhhv6QfSjpH0rhcyw9Jmi4p9xZVqyXNkKTcz8dK2lR4oyGE63It+eZPnjy53o8BKCm+wW7VHpdAo+za5ctHH/XlI494sDR3rl8noB6cli/35RNPFP/5mjW+rHUFddbJC6sNqLOG59XuU20F9Y4d+T7Uta6glvz/eLHguFx7lEYF1B3RgxoAgKRYOU1ADQCZrZB0lpmNzPWSvkDSY5LukPSXuW2ulHRz7vItuevK/fzXIfD9FbSu+Ma3VSu0gEYpDKjvv1868cR8/9haB9QbN0qveY20bVttbxe1tWqVL2NFfaHVq6Vx47yFf6EYWFbTg7raCuoQ0gfUhdXQaXtQZ308pULgSgH1hAnSli35/yOVAurCx5O8v1LPRbJ3t+SPZ8gQr64upVRAXSrUpsUHAAA5VFADQHVCCHfLJzu8T9LD8vPx6yS9W9I7zWyJvMf09bldrpc0Mbf+nZLe0/BBAxlQQQ24GFAvWuT/H+6/XzrllHywVeuA+vbbpRtvlO66q7a3i9qKLTwWLy7982LV01LxCuo04WzhJInxcqUK6hhOV9viI211d737VkfHHOP9tB96yK/XusWHVLzFR6VxFX7wECdhLBVqd2qLjwpzcAIA0B8BNQBUL4TwAUkfKFi9TNIZRbbdI+kVjRgXUAtUUAMuBtQHD0q/+pW0dWt9A+oVK3y5cmVtbxe1laaCOktAXc9JEiUPW+vZg7qaFh+FFdRpA+rY//2ee3yZpsVHb6//H+7uzq+vpoK60v3EbeOy3GPp7vbbzNrrmgpqAEDHIaAGAADFxDfYrfoGGGiUGFBL0re+5ctkQJ0M5WqBgLo9xArqUgH12rXS4YcX/1m1AXWpCupKLT6k7AF1I/pJD6SCWpL+7/98maaCWupfRZ21gjptQF1YQV1OqZC+XK9relADADoOATUAACiGFh+A27kzf/nmm73q8YQTqKAezA4ckNat88rdDRuk7dv7b7NrV+ngtNYV1JVafEjZAupqelBX0+Jj+PDqJ0mcNUt6+GG/nqaCWsoeUBe23qg0rloE1HFM5XpdU0ENAOg4BNQAAKAYWnwALlZQz5jh/x+OOcZDv0oBdbXT4C5f7ksC6ta1bp2/f3rOc/x6sSrqcuFkYSuI5OV6VVDv2VP/Fh+xjUbasQ0bVrx6uNL4JOnYY/P3NZCAutT4BtLioxYBdZr7adW/zwTUAIDM4okzATUAAEiighpwMaCeP9+Xp5ziy3IB9aZN0rhx0m9+k/3+qKBufbG9x3nn+bLYRInlws/CyfSkbBXU8T1cmuC4Fj2o04bNyTHt2yd1dfXt+VxsbNVUUEseUEeVWnwUe75jmN6KLT7S7JO8n1ZDQA0AyIwKagAAUAw9qAG3a5dXUx5/vF+PAXUMkYoF1KtWeduHO+/Mdl/bt/skjEOH+m1UW4WN+ooTJMaAOmsFdbmAulwIGn924EDfferRg7qaFh/JbdMErcUqqCuF2lGcKFHKP8Zy95Mcm1T5uagmOK4moC6s1KaCGgAwKBFQAwCAYqigBtyuXdLIkdKJJ/r1007zZbkK6h07fLloUbb7ilXT8+d7+PT009nHi/qLFdRz50rTpvWvoD540N9flQoazarr2Vz4oUjcJ2sP6nIT8MX72bcv/wFJlgrquG3aQLcwNE5TPS3lK6hHjfJQu9L9SNkC6hEjGldBnfV+urt9GwJqAEDHIKAGAADF0IMa7eq226RPfKJ2txcD6ssvl370I+ncc319uYD6mWd8uXBhtvuK/afPOceXtPloTatWefA4aZI0Z07/Cuq0gW7WgDq+5uK2cf96VFBL+e3j/ZTbr1HtLaJYQV2p/3RybMn+3VkrqNOE59VUkVf7HBRWn7cSAmoAQGYE1AAAoBgCarSr66+XPvnJ2t1eDKh7ejykNvP1aSuos7TpiP2nY0Adr6O1rF7tldNmXkVdWEFdr4C6VAV1PSZJlPoHrfG1X25sWVt8FD4HaQPqceOkqVOzBdRZK6irnSQxSxV5NZMkxv1a9RtOBNQAgMwIqAEAQDG0+EC7Wru2tq/bGFAXKqxmTYoV1Nu2SRs2pL+vFSs8CD/jDL/eChXUJ50k/dd/NXsUrWXVKg+oJWnWLD/G1UwqWKyit5oK6rSTJMbe1VkD6r17y99HsX3SVBwPpIJa8r7w48dX3q7aHtTNmCQxS0Ddqh8gE1ADADJJVnMQUAMAgCQmSUS7WrOmsQF1uRYfUrY+1CtWSDNmSFOmeLDVCgH1Y49Jd93V7FE0X2+vdO210t13ewX19Om+PlbwFgatUuVq6EZWUFfT4iNrP+lq9qm2glqSPv95/8ZEJdUG1Pv25d8npwncazFJIi0+AACDTjKgZoZwAACQRAU12lWsoK7V+W01AXVs8SFl60O9YoU0c6ZP+jZ9evMD6hC86vappxpzfwcPSm97W/be3Y2weLH0hS9Ir3hF3wrqWKFcLPyspsVHuQkMCyuoq50ksVJAXdiuo5oK6rTVwwMJqOfOlU4+ufJ2hY9HStfiI7lPlhYfVFADAJBBsmqaCmoAAJBED2q0ox078tXLxYLjalRbQd3T44FVlgrq5cs9oJa8krrZAXVsCfHkk425v6VLpc99TrrxxsbcXxYPP+zLlSv992MMqGMombWCulT1cJo+z4WTF9argjpL0FptD+qsfZ6rUa6CutQYk61R4vb1miQxayuRuF+rfoBMQA0AyISAGgAAlEIFNdrR2rX5y7V67ZYKqM2k7u7SAfUhh0hz5qSvBj5wwFtHtFJAHR/bunV9Q7R6Wb7cl48+Wv/7yuqhh7yy/T3v8evxOMUgs1hAXS5orKa9RakK6kpBeBxftQF1lgrqrBMEHjyY/yAkawV1WoVjk9K1+JDyxzVNeG7Wt3VLNRXUaZ8DKqgBAB2DgBoAAJRCBTXaUSMDasmDpFItPkaPlubNS19BvWKFh3WzZvn1GTM8sD54sLpx10Iy0Fuxov73V01AvWuXt0O5+eb6jCl66CE/nv/yL9J3viO96EW+vlxAXU0FdTnFKqh7ejw4L8UsX6VbzwrqRu1TjWp6UCcrz+P2aSqbBxpQp70felADADoGATUAACiFSRLRjtasyV9uREA9ZEjpCuoYUC9dmq8QLecXv/Dlc5/ry6OP9nD67rvL7/fb3/YNkmsp+dga0Yc6BtRLlqQ/fkuXepB/2231G5fkAfWJJ3og/Fd/lQ+mBxJQJ49btRXUaQLdESOq60Ed7ydNBXW17S2S+6Rpo1GNYgF1pSr3wuOadmzJDx7STpJYOBkjPagBAIMKATUAACiFFh9oR/WqoB41qvjPSgXUO3Z4i4+jj/afL1lS+X5+/GPf/phj/PorXiFNmCD9+7+X3mfRIul5z5O+9rXKt1+N5GNrRB/qGFAfPJi+NUqs7K5nW5Dt2/3xn3hi/5+VCz9rXUFd2Pd8377KwbGUPaAeSDV0lvC8sH93K1ZQZ2nxEe9rICF9lhYfrfr3mYAaAJBJcmZzAmoAAJBEiw+0o1pXUB844IFRtRXU557r23zsY+XvZ9s26Te/kS67LL9u1Cjp2mu9dcUTTxTf7957fVmpyjrpwAHp7/8+XUV0MyqoJ0zwy2kD50YE1I884stiAXW1FdTJVhBxn2oqm9NWUDeqB3UjwtmsCqu7pfQ9qLNMkij1rYzP8hxkbSVCBTUAoGNQQQ0AAIrp7e3b4xRolt/8Rvrc59JvX+sK6hgalQuoi7XXiAH1kUdK73qX9I1vSHfcUfp+fv5z/z+XDKgl6a1v9SCqVBX1gw/68r77yj+OpMcfl/7zP6Xvf7/yts0IqC+4wNtoZA2oN2yQnn66PuN66CFfnnBC/58VC6jj85algjpNAFptBXUtelDXo8VHK1dQVzNJYryvakL6ZCsRelADAAaVGEp3dRFQAwCAvPjGvafH32gnv3UFNNJXvyp96EPpt08G1LXoy7xrly+zVlDHFh+S9L73eVD9d39XfFvJq6QnT5bOOqvv+smTvd/xD39YfL8HHvDlo4+mD6tiq46lSytv28gWHwcOSKtWSXPn+r9YtVxJbAsi1a+K+qGHpDFjpJkz+/+sXAV1uaBxIJMkVlNBnQyoe3pqfz/FWnzUo5VINbq7/V8jJkmMxzWE6gLqLC0+CKgBAB0hhtI9PQTUAAAgL76JHzu273Wg0bZvl7ZuTf8hyZo10vjxfrkWr9tqA+pYQS150PWf/+k9lW+4of+2IXgF9Ytf7CFaoSlT8iFZoQcflCZO9HA3VvlWEiuh0/TFjo9twoT6V1CvXeu9p2fNko47LlsF9Zw5fjltqJ1VnCDRrP/PCquApcb2oK7HJImd1uIjji/5oVXWCuqskyTGiVHTTJJYeD9pW3y06t9mAmoAQCYE1AAAoBgCarSKHTs8tNy5M932a9dKs2f75WYG1MkKasnD5zPPlP7lX/pXdh886D2o47gLxWCtMKRfv15at056zWv8euxHXUk1FdRz53oLjfh81EOshI4B9dKlpYP5pBUrpLPP9grnelVQL16cn7yyUGHIKqUPqJOvhSwV1AOZJLG7u3jQXjg2KVtwXKsWH2nC2WoUa6kilR5jMqA+eNDfL2epoE7zGii8nzguelADAAYVAmoAAFBMfBM/ZowvW/VNMDrfjh2+3Lq18rY7d3rF9RFH+PVmBdQHD3oYGCuoJQ8EP/hBD1O/9rW+28dxlgoahw71cDpWZEax//RLX+oVzmkD6lgJvWJF5ecoPrajj+67byUf+5j0+9+n2zZKBtTHH++P+fHHK49v9ersVddZFR7PpGonSRxIBXXWFh8xzMzSpiLeflxWCsILx9aKFdTVtvhI01M8ipNfVhtQp30Ohg3zcR08WHnbRiOgBgBkEqswCKgBAEBSYUBNBTWaZft2X6YJqGP/6UYG1EOH9g+oY7V3YaB58cXeY/qTn+y7Po6zVChV2A84igH1ySdLp52WLaA28/P/SoFzsoJa8skev/td6f77yz+///Iv0pvelO09RgyoZ87056mrq/JEjmvW+H0kA+p69Mzfs6d0QFttQB2DzOQ+9a6gPnCguoA6zdjMsk8QWFhBnbaNRjWyBtTJ45q2NUryfrIG1Fl7XV97rX/LoKsF0+AWHBIAoJXFE8bubgJqAACQF99YxxYfVFCjWWIF9ZYtlbeNAXWWFh87dkh//GPpn1dTQR3HnGzxIXmAd955fSf1S46zVNBYOPlc9MAD0vTpXj192mnefznNY37ySemUU/xypTYf8T6PP96Dtn/7N+lVr5JOPVU6/PDSx2XfPg+Lf/7zyuOJli/3SSFHjvTHdfnl0nXXlW/zsWKFL2fO9IB60ybpE5+Q3vrW7B9QlAq2e3v9GMcgsdBAKqgPHsxXwNazgjrZ4iNN+FlsksQ0QXgydG+1CurCDwSyBNRpJr2MGtXiY9Ikn3y1UruWZkgVUJvZU2b2sJk9YGYLcusmmNmvzGxxbjk+t97M7LNmtsTMHjKzU+v5AAAAjZVs8VGPSgMAANCeqKBGq8jS4mPNGl+mraDeudOrmp/znNK3X01A/cwzvizWEuKQQ3z75NjStPhIbhc9+KBXT0seUB84IP3hD8VvI9q61ftdX3ihX680UWJ8bFOmSKtWSYsWSQ8/LH3kIx5OxyrupGTo+olPlL/9pOXLPWiO3vpWafNm6dvfLr1PMqA+4QS//J73SJ//vHTnnenv+7e/9dfNPff0/1kMGksdn54er2JNBtRpWkIMpM9z1kkSx42Tnn7aX89ZAuqswXGyX3qaauhiPagbVUFdKXROVjZnafERn4O0AXVyksTeXv+/U6/noFGyVFCfH0I4OYQwP3f9PZJuDyHMlXR77rokXSppbu7fNZK+WKvBAgCarzCgJqQGgPTMbF6u6CP+225m76D4A52AHtRoBb29+bA3TUC9bp0vZ83yZbmAet8+6WUv8+rp3t580FkoTUBdWNlcqoI6uS5ukxxnpYC68H4WLZKe9Sy/fMkl0mGHSe9/f/lz+tjS44wzPECvVEGdrDKdPNlbfRx/vHTVVb7+scdK7zNjhvS736UPipcvzx87yavNTzhB+uxnSz+mWI0+Y4b0vOdJ//3f3vu6q0u6667S97Vzp/Sud+XH/5nP+Gvg5S/3ySCT4u+/chXEw4dnCz+Tt5clBC7W5zlNZfNznuNB6x/+kC6g7ury7fbu9ec+bQV1DIHTBrrJCuoQ6h9QJ/8PVaqg7u72nzWygjpLK5FWNpAWH5dJuiF3+QZJlyfWfyO4P0kaZ2aHD+B+AAAtJBlQSwTUAJBFCGFhrujjZEmnSdol6Uei+AMdgIAarWDnzvz5aZqAOobZkyb5slxAfcst0i9/Kf3N3/j1lSuLb1ePCmopW0BdrMXHwYN+v/E+Ro/2vs9/+IP0wx8Wvx3J23tI3gZlzpz0FdSFgdnUqf5YigXUcZx/+7de2fya10gbN3pw/K53lT4ua9ZI06blr5t5H+sHH/QwvpgVK/x4jxrlgeLVV0vnnOPBdqmAet8+6S//Uvr3f/c+vps2Sf/7v9ILX+hVxn/91323j+Mt1eIj/qxYi480AXWWSQULK6jTtvg4/3x/PhcuTB9+xqD14EH/f1iPCQKTFdRxEtBW6UEt9W2NknZsBNTpA+og6Zdmdq+ZXZNbNyWEkOvWpHWSpuQuT5OU/DW9KreuDzO7xswWmNmCjRs3VjF0AEAzFAbU9KEGgKpdIGlpCGG5KP5AByjsQU2LDzRDMsRNE1DH12kMbcu9bu+5x4Oj97/fr69aVXy7Vgioi7X4KBZ+vf71Xt387neXfuyxgvqII7IF1IUhm5l07LHS44+X3mf8eA/L16+Xnv1sr4j+93/3DweK2bOn//N8au67RuUC6mRbkOicc7w6PoaeSW9+s/SLX0gXXST95jcegu/fL33sY9I73yndfnvfsLnS8ZGKB9Td3f6vlMIK6jS9h7u7/bnPWkEd+5RL6cPPGDanefxRteFsln2qVU1AHY9rIyZJTFZqD5YWH88JIZwqr+C41szOTf4whBDkIXZqIYTrQgjzQwjzJ0+enGVXAEATEVADQM28SlLskknxB9oeFdRoBdUE1MOG9Q/+irn3XunEEz3c7O6ubQV1I1p8FAuyurul//gPb9tRqvfzU0/5GMaPl446yiuqY7/oYsoFc8ceW76CeuhQD0W//GUPwl/7Wq+QvuGG/vuUau8wZ44vSwXphX2ro+c8xz8oePjh/j/7wQ98LD/+sVeC33ST9/I+8cR89X3yd168XK6Cetiw/gF12mrorH2ehw7NXkEt5fuOZ6mgztJLuZp9khXUzQqo43vhYmJAnaXFR9Yq8mK9rgdFBXUIYXVuuUH+FcQzJK2P1Ru5Zey4s1rSjMTu03PrAAAdIH5lkoAaAKpnZkMlvVTS9wt/RvEH2lV8E08FNZpp+/b85S1bKm8fA+rCPr2FQpDuu8/D0+5uDynLVVD39JQOjBpZQZ18PKX2uegi6ZWvlD760eKh7pNPensPMw9/9+8vX0VdKaBet84nMkwqDOauvNLbaHz96x4M/+IXXlVd7H4KH8/EiT7B3+LFxce3dq0fv0LnnOPLYm0+9u3zft0jRkjvfW9+jFJ+wrrdu/Pbp62gLqxwTxvOZg2ok33P01ZQS9IFF+T3TyMGuvWsoB4yxF+LyX3qFc4WC6jj/ZdSTYuPkSM91I4fbtHiowgzG2Vmh8TLki6S9IikWyTl/jvqSkk35y7fIul1uQldzpK0LVENAgBoczGQjl89I6AGgKpcKum+EEJ8u03xB9oeFdRoBdVWUJv1D6OSli3z24vtI6ZPL19BXap6WupbzRrFgDptBXUM5ir1oK7U4iP69Kd9n7e/vf/PnnrK23tI3qdZkk46yftFF2uHUSmglvq3+Sg2tgkTfPm613nF9o03Vt5HygfppUL0Ym1BJK+qnj7d+14XSlYdv/GN0nXXSdfkGuAmw8LkfUjZW3zUK6BOvuayTCp4zjl+n+UqhgvHlwyO0wTUWauHk/9X611BHccWpWmpUk0F9dSp/iFY/J2SJqTv7h58LT6mSPq9mT0o6R5JPw0h/ELSxyW9wMwWS7owd12SfiZpmaQlkr4i6c01HzUAoGlo8QEANfFq5dt7SBR/oAMUBtRUUKMZYog7cmS2gFoqH1Dfe68vY0/e6dPLV1CXC6jLtfgYNar/9vVs8RFNnSpddZX061/3/9ny5dKsWX75zDO9F/crXyldf730u9/13z5NQF3Y5qPc2J71LOn006VvfKPv+nLPwdy5pSuok8e80HOe07+C+uBB/xf3GTJEesMb8se4XAV1lkkS9+9vTAV1lhYfI0ZIl1xSvOK8mMIe1PVo8RH3SVYPN7LFR9qAOsvY4kSfcULSNPtU0+u6lVUMqEMIy0IIJ+X+HRdC+Ghu/aYQwgUhhLkhhAtDCJtz60MI4doQwlEhhBNCCAvq/SAAAI1DBTUADEzuW4kvkPTDxGqKP9D2CidJpIIazRBbfMycmT6gjiFipYB6yBCfUFCSZszwgDoUachUTUD9zDM+jmKVqrUOqEvtM2aM327hY3rmGW+ZEZ1+uvSFL/h9/PSn/W+nXGA2c6Y/N6UC6lIh20UXSQ8+2Hds5QLNOXN8MsTC43nwoL9/KRUAHnusH9fk8an0XBeroK52ksRKIWMyoK70WJLiay727U7b4kOSvv1t6bvfTbdtYdhcjxYfUr49SiN6UCf/D6UJqAtbfKQJjmNAvWyZLwmoAQCogApqABiYEMLOEMLEEMK2xDqKP9D2aPGBVhBD3CwBddoK6hNOyG87fboH0cX6XFdbQV2svYdUXUBdrMVHparW4cM9wEy27ThwoHgIOnq09LznZQ+ou7q8IrowoK5UbRory4s9nlIV1L29+YrUNPtI+bA5bWsUqXgFdZoWH9VMkhhvL2vF8dChvn01FccjRpSvBC8cX9YK6qwtPuL9NGuSxHq0+Jg+3ZfVVFAPphYfAAD8GQE1AAAohhYfaAUxxJ0xI11AvWdP5YA6OUFiNCM3O0CxNh9pAurCyRifeab4BImSB09Dh9a3xUfyttKGsy96kbRwobR0ad/1lYK5YgF1NSFwpQpqqX8f6kr3UyygrvRcD6TFx0AmScwSTMYPRbJUNlej2kkSswbujaygzhpQVzNJ4qRJfrtZA+qsldqtjIAaAJBJ/FodATUAAEiKb+JjtScV1GiGHTu8Fd3hh3tAXelcNU0F9bJlXimdDKhjxWOxiRKrbfFRqoJa8p8VC6hLBVnVtPioJqCW+ldRVwrMZs2S1qzpuy5tcFxYcZwcd9Lcub4s7ENdj3YdtWzxUSmYjD/PGs7GCupGBbpZq6FbtYJ61Chp587875E0bViqab3R1eVtPtat8+tpHs+IEbT4AAAMYvSgBgAAxSTDoviVbdTXffcV74E8mG3f7mHu+PH+3CRD3WLSBNS33ebLc8/NrxtoBfWBA32P3Y4dpSuopdIBdS1bfJQLqIvdz1FHSfPmFQ+ou7s9dCtmxAh/D5EM6aupoC73eCZO9H74hRXU1YTNA2nxkWWSxEZUUGdpvVGNwkkS01RQV9Pio1EV1BMn+v/T+G2Malp8pB1b7EOddh9afAAABjVafAAAgGL27vU3yGb9gxfU3h//6BW9f/pTs0fSWmIv5zipX6U2H8mAutQHK7fe6oH0Mcfk1x12mIew1VZQS317PZdr8SFlD6gH0uKjWCVwqX1e8ALprrv6rqsU4tUqBC63j5lXURdWUFfT5qReFdQD6UG9d2+2FhKFFdT1bPGRtVK7mmroRlVQT5jgy02bfFmvSRKl6gNqKqgBAINSYUBN1Q4AAJD6Bn2FvVVRew8+6MvNm5s7jlbws59JRx4prV8/sIC6WAX1/v3S7bdLF1/soWcU24gUq6DeuTNdQJ2sIC43SaLkvd1r1eKjVj2oJa9U37mz73uCtAF1sbC51H7VhMBz5tSmgrqaHtRpJkks/CAvTfjZ6hXU1fSgnjzZ/58+80z6sRVWUNcrnJ040Zfx9+z+/ZXHV80kiVK+bZBEQA0AQEVUUAMAgGIKgz4qqOtr0SJfDvYPAjZskK66yicXe/BBb/ExZowHp9LAA+q77/bbvOSS/vvOmFFdi48YPiUD6qwV1LEXbqk2GlnbdVTap1Jv6ORjqRS0xkC3MJwtdz9ZK6gl/9Bi+fK+4flAel1n2afekyQmq5TTBJONrKDOGp7HYPapp9LvE+8nSxV5NWJAnaWCesIE/9Am/u6pZ4uP3btp8QEAGKQIqAEAQDGxxYdEi49GWLjQl4M5oA5BesMb8uHR8uUDr6BOVhxL3t6ju1u64IL++06fPrAWH4UBddZJEsuFjMUqqGvdg1oqHs42qsVHpSrd0aP9vUqWdh3l2pxkqaBOO0ni3r35AL0RPajrHWaOHOmv5SwV1DGgXrYs/dga1X+5moA6TtD5+OO+zFpB3dWVn++pHCZJBAAMagTUAACgmH37Kk82Nxg9/LD0pS/V/napoJYWLJBuuUX6yEc80Hnqqf4B9ZYt5W+jUgX1rbdKZ56Zv72kQw+Vnn6677oQqguoq5kksVz4FycpHGiLj7ShdpaAuppq6EaF2vF+qulBXdjio6enfNBY+HynCajjz7MG1LGCOktwXI1Zs/x1unZt+rFVE1BXU6ldjdiDOtnio1IQfPTRvnz0UV9m7UGd9rHQ4gMAMKjFT/jjyRYBNQAAkPr3oKaC2n35y9K119b2nGnfPm9pIQ3ugDpOznflld5uY/lyb8dRqYL64Yelgwf9crmAetcuD8EvvLD4/Rfrtb5vn58vl2vtEIOkGK4984yHTMVC8ChrQC31fzz1bPGR3KfRkyRmqWweSLuOUvt0dfnPCvepdHwK7ytNQN3d7f9atYL6qKN8GauH61VB3ahJEseN897zWSqo58zx5WOPZRtbtQE1LT4AAIMSFdQAAKCYSpWog9WGDX6+lAwXB2rZsr4B62D1xz9KM2dKU6d65WasoB4zRho71oOlwoD6rrukE0+UfvlLv17udbtihYfNsSKyULEPYtL0Hi6soF692pfJHrSFDjnEg+xYLJImAI1Vs4Vjq+UkidVUUJebJLGWwXE1FdTFHk+avs0jRvSvoE4bUGepoI7jqKaCuhGTJBYG1GnuZ8wY//ZAbJdTzSSJ9Xo83d3ezz5LQD16tP9Oir/z01Y2T53qSyqoAQBIgYAaAAAUQw/q4tav92X8ingtxPYeUv+eyYPJH/8onX22Xz7iiL4tPrq6PPgqDKi/+lVfbtzoy2SQWBhQL1/uy1mzit//8OH+QcGBA/l1aVooFAbUa9b4slJA3dvrVd3xfrIG1NW0+Ejbg7pwn6yTJFaa8K+aCurYZqWaIDxLi4+4X2F4Xu5DiuR9ZamgjuOopoK6EZMkzp7tyyeeSH8/Zl5FHd9Xpnk8o0b5//X43NWzenjixHxAvXt35eMq5ftQx1Y7aQwd6m2DCKgBAEiBgBoAABRDi4/i6hFQxwkSpcFbQb16tVdcxoB61ixfd/BgfrLBceP6BtS7dknf/37+cm+vh8sDCailbBPqSaUD6lhBWUx8TLEqM21APdAWH9X2oC4XshWroI7PRTXV0JX2iaF+cp8skz6mqTourKCupsVHmupcKT+ZZ9YK6kZUHI8aJR12mFf7Z7mf2OZDSvcczJnjz1uWtiDVmjDBf3+H4L9zyn2QFMVvXWQNjadPT/9YDjnEX3Pbt/t1WnwAAAYVAmoAAFAMkyQWt2GDL2tdQT15slceDtbn+Y9/9GWygjoaM8aXhQH1j36UD3h37+7fjqNYQN3dXTo4rlVAHVt81DqgjkFm4dhKhWalqqGl2vagLlVBbVZ6UsFGTZI4kBYfyX3StPgovK96VlBPmuQTesbnol4V1FK+zceQIX5M04gBdeyxXcmznuXLhx7K31e9xArqbds8eJ8xo/I+sYK6moA6TYW2lH8OHnywuvtqNQTUAIBMYiDNJIkAACCJCur+9u2Ttmzxy7UOqOfN66wPAnbtkv75n9M/T3/8o7/OTj7ZrycD6hjmjh3bN6C+4YZ8ELZrV/+wMj6fsc/z8uW+fZbQNE1AHQPFZAX1IYfkx11MsYC6UjBZrMVHudBwIJMk1qIH9dChpcdWbJ9Kz/VAJkmspsVH4djq1eIjVkNXqjpPmjHDvy2wYkX6faoVA+osIXj8f5l2XMcc48tGBtSxR/bMmZX3iRXUWZ/nD35Q+sxn0m170km+/L//8yUBNQBgUIkn7ATUAAC0r89+Vrr00tr+HWeSxP5in2Mp38O0mN27pQ98IP9V7UoWLvQApLCFQytYuLBvT+a0vvY16V/+Rfqf//Hr3/++h89r1xbf/o9/lE47LR8AJdtwxDA3TqQm+fK226S//mvvCZusoE6+bqV88Ld8een2HvH2pdq0+ChXPZ18TDGgTn5joZRiLT7KBWaNniSxsEq53NjM+n/wVU3f6moqqNO2+CjcJ8skiSHUt4I6Vv0uXZp+n2odeWT2+8gaUE+e7K03tm7NVqldjdjiI4b7aQLqaiuoTzlFuuiidNsedZS3VHnySb8ev+HcrgioAQCZ0OIDAID2d9NN0i9+4ctaYZLE/mL/aal8ZfDvfy99+MPS5z9f+Ta3b/fbPfro1vsg4JlnpBNPlD760Wz79fZKn/ucX77jDl/ecIN/df0Vr+g/EeSBA9K990pnnZVfN316fjKyGOYmK4h37/YQ8LDDfPK8YhXU8fUb11cKqIu1qqi2xUfagDp+iFFNi49KoXa5HtRZJkmstsVHpXCyWJXykCGlJ6GrpoK6q8t/lrXFR+HY9uzJVkEdP9Spd0C9ZEn+NuqlERXUZvkWF/XuvTxxon8wFMP9NC0+jjrKx1jPsXV1+e9bqf4hfSMQUAMAMiGgBgCgvfX2Sg884Jc/9CGfVK4W6EHdX+w/LZUPqOPPvvjFfGhZyrZtvpw0qbHP8/r1HqKXG9/mzf46+MpXslVR33abV15PmSL95jce2N1xh3T88dJdd0nvfnff7Z95xu8nObHa0KH5yctiD+pkQJsMGUsF1MmAdv9+D47TVFBnqdCVildQV5p4rdpJEgt7ULdSBXXhJImVqk0LJyKsFGpXU0Edf1b4oYNZ+QrVaiZJTD53WcLmwoA6TZVuYUDdiBYf9ayglvJtPhoRUEv+d3PIEP+Qq5Jhw/x3R73bbsQ2H+3e3kMioAYAZERADQBAe1u2zEOuiy+WHntM+t73anO71fagDkF6/PHajKFe7rxTOuMMD0aziBXUXV3lA+rYp3rVKunHPy5/m8mArbBCtp4++UlvQ/K//1t6mxierl4t/fzn6W/7s5+VDj3UW3xs3ix96UseIP/rv0ove1n/12h8bRVWqMYwOVlBnWzxEdfFMLFUQL1vnz+G3t76tvjYt89f/9W0+EgbUGdp8REnqMsyEWE1FdSx6rmaCurCfSpNXCgVD6jL3VeyNUzcp1x/7GJjSzNJYvL1kzWg3rcv2z4TJvjzESfkbLUK6vgBTZawuZEV1JJ0//19v6lRSfyWSz3FHvz1fg4agYAaAJAJATUAAO3t/vt9+ZGPeJ/Mr32tNrdb2IN6//505wm/+pV07LH5iZ6yWLnSg9M4R0a93Hmnj+/3v8+2X6ygPvLIdAH1jBn5VhelxBAsBtSNqKA+cED61rf88ne+U3q7ZA/tr3wl3W3v2iX97GfSVVf5hyaStwgZMkQ6/3wPbpMBo1Q6BI4TJRZr8ZG1gnr5cr9c7x7Umzb52OoRUGdt8RH3Kdbio5YV1LGfdJZqaKl4lXKaCupdu/reT6V2CFmD8FJjy9LiI1bTp6mErabFh1nf1hT1rLidPNl7I2cJTSdO9MfVigH1hAm+fPTRdO09oo98RPrUp+ozpogKagDAoFUYUNf7DSEAAKit++7zv+MnnODBaWwZMVCFFdRxXSUxML/ttuz3+R//If2//5fvDVovcaK+3/0u237r13twNWNG5YB62DDp7//ew/Cf/tTXb97sVdVJ8TkdPrxxAfVtt0nr1klz5kg/+UnpSvIYnp53nj+GwrEX88wzfj45c6b/O/JI6emnpXPOkUaP7h9kSqUrqGNAnWzxUU0FdSMD6jVr/HKlFh+jR/uyni0+pP6vqUptJKqpoJb6TypYTUBdbQV1mpA+64SHA50kMUvYHCvjs7T4kPKT+5Xr210LZl5FnaV62Myrk1u5xcf+/ekmSIxOPz3/oVu9nHCCP3cE1ACAQScG0lRQAwDQPh580CdTWr7cA+HjjvPwoDDwGYhk+BUDwq1bK++3cKEvs4a/Uj7IjbdRL9UG1Bs2eF/liRMrB9Tjx0tvfrMHDldf7b2YTzxR+ou/6LttMgAtbOFQLzfc4FWEX/qSv15uvrn4djE8/f/+Pw9NPvlJv75vX773baFk4C551bQkXXKJL2PwlyyKKBVQv/GN0vXX17aCulwgVcuAulIFdVeXh9T1bPERx11sn1IVx8Weg2omPKymxUelwL27239ezf0Ua/FRaZ+skyTWogd1T0/6sDlW/zaiHcSrXy1demm2fWbMyBZqz5rlz3GjAmopW0DdCKNG+TehaPEBABh0YiDd3d33OgAAaF0//7n08MPe4/f++6VTTvH1tQqoDx70fzFciGFb7HdazhNP+PKuu7JN2LhoUT70rHdAvW6dL++5J93ztWiRL9ev997KEyakC6iHDfNWGlu2eFC7erVXEyc1usXH1q3eF/tVr/IxzZghffvbxbeNLT6OP1668koPtFetkl7+cg/ei1VeJx+P5MG0mfSiF/n1WAVbrO1EYZg1fbr0N3+Tv558fpIB4MiRfhwL7zsZUK9Y4R8ulAsZaxFQx/8jlQJqyYP3Rrf4qBToxp9lafEhFW+jUU0FdTVtQdJUNjeygnogAXWWYLKRAfV73uN/b7L46Eelj30s/fbd3dK8efWvHo4tPqRsLT4a5dnP9r8z7Y6AGgCQCT2oAQBoPw8+6Muvfc2remsdUCerU6V8u4JYHVpKCB5QT5rkwVscZxqxenr48HzIXS9r13pIsX+/h9Tl3HWXhyZ33OEB9ZQp+YC6VGu0GFBLXjX9uc9Jz32u9MIX9u2fKzW+xcd//ZcHaFdf7ZWar3iFdOutxe83hqeHHCK9//3+gcNznuMTK+7ZI917b/99CquhX/5y/+Dh+OP9erE2DaUqqAslK6iTwfGIEekqqCtVS1YbUMeAMFlBffjh5e9Lyh5QF7b4qKaCulL1cFdX/0rtalp8VLNP2uA4S99qqX+LjzTBfgy14//xegbUo0f7B0fVBtT1nrivWs9+tnThhdn2+eu/zn/bol5Gj86/Nlutglryvxfx72E7I6AGAGRCQA0AQPt58EHpzDPzYUatA+rCUC4G1JUqqJ9+2sPZK6/061laaPz0pz654mmn1beCOgSvoL7sMq/srTTGGML+5Cf+YUCsoN6/X9q5s/g+yYBakq65xu9n3rz+AXUjK6i3bfM2HS9+sXTqqb7u1FN90sRifb+TAfXs2dLrX+9Bb2xTcvfd/fcpbPFh5n2oo3IBdZqAdv9+P4aFFdRpAupy/aeTYx5oBfWkSelCwxhQHzjg5+BZW3xU24M6a8/mtBXU1bTeGGgFddqwOevzFl+n8XlI0+Kjp8ergLP2oD71VP+d8eijrVtB3Sjvepf0b/9W3/swy7f5aMWAevRo/x3S7gioAQCZEFADwMCY2Tgzu8nMnjCzx83sbDObYGa/MrPFueX43LZmZp81syVm9pCZndrs8aP5enulBx6QNm1Kt/3u3R7gXnyxdO21HpqcdJL/rF4B9ZQpXllZKaCOwfKFF3oomTag3rHDt33Ri3yirDQV1Lt2+dfHswa6O3b4vs96llc3VxrjY4/58uc/lzZuzFdQS6XbfGzd2jegjkaN8vtOVl4nn+vCFg619pnP+Ng+9KH8unnzfBnbmCRt357vjS1J//qvPpHljTf68S1WfV4pbI4hX2EVbPJnpcTb3Lev7/MWW3yUC6hXrar8df5a9aBO095DygfUhd9YKKURLT6k/oFuoyZJrLaCul4tPiTf78CBvi2P0txXlgkPzznHl3fd1VkV1K0sBtSt2OKjUxBQAwAyIaAGgAH7jKRfhBCOkXSSpMclvUfS7SGEuZJuz12XpEslzc39u0bSFxs/XLSa//1fr4CeNMkr6Sr1bX7kEf97fdJJ0sc/7gFqnMQwhjfFWk+EULxKtpjC6r/ubumwwyoH1DFYnjdPOvdcD39LtcFI+t3vPAS79FLfd8MGrygs50c/kv7xH6Xbb698+0mx//Thh/sY//CH8qFwDKifeMKDqjQBdWEFdTRypB+75P0NtMXHokXpnuO9e6VPfcorx09NfDR29NG+LFa1vmNHfoJCyV+j73ynv87OPLN4BXWldh0DbfEh+fOXfI1WavGxYYP/vFJwnJzkLsoSUO/b5wF1/MZBJWPGeFV7mvuQqmvxURg2p20L0ogK6lqE2tU8nrRV11LxDz7S3Nf+/X49TeB8zDH++2LPHiqoG2XCBP//N3Zss0fSuQioAQCZEFADQPXMbKykcyVdL0khhH0hhK2SLpN0Q26zGyRdnrt8maRvBPcnSePMLEWnUnSyGOpecYVPeLhsWfntH3jAlyed5H+/Z8/O/6zYBHTRT34izZmTri90sUBm2rR0AfXw4f616XPP9arwxx+vfH8PPeTLU0/1sEaq3OYjtt5Ic/tJa9f68rDDpAsu8ODyT38qvf1jj0lnn52/Hlt8SMUD6t5eDx1LBdRS3zYfyYrjwhYOldxzjwf6n/lM5W23bPFxXXxx3/VjxvhzUayCeseO/Icfhc4806uSC/uSVwrzClsnJC+nqQaO91GugjqGi3H7J5/0ZaXguKfH/xUG1N3d+QnFi0lWUK9cmT6gHjeub0BdKWisRYuPNPskQ+0Q6jdJYrFQO01lc/L/T9oK6oG0+Ehb4R+3ydqDuqvL+zWn3T465BAPWAmos5s9279Fg/ohoAYAZBIrbuJJNwE1AGQyW9JGSV8zs/vN7L/NbJSkKSGEXAymdZKm5C5Pk7Qysf+q3DoMYitWeFD11rf69UqB64MP5nsCFypWnRrFSuM0FceVAuoPfcgnzSu0cKE0d66fV5x7rq9L0+bjkUc81B47Nt9yIm1AnXVCxWQF9XnneTh0223Ft9240UP2V7wiHzpWqqDets3Pr8oF1Mne1YUtPrIE1H/8oy/f8x7vX1tOuZDt6KPTVVAnnXGGLwurqKupoE4bAJaroN6zJ3+b8XUbt48BdZrWG9W0g4jh7fbtXq1dqdd1NH68t1xJW6E7bJh/wyJ+y6KaSRKzTBAo5e8rTYuPgfaTThMcxw8jsuxTzTGttoK6moBa8slHs2wfzZhBi49qfPaz/qEt6id1QG1m3bmT6P/NXZ9tZnfn+uF918yG5tYPy11fkvv5EXUaOwCgCWIgTUANAFXpkXSqpC+GEE6RtFP5dh6SpBBCkJTiC/h5ZnaNmS0wswUbN26s2WDRmlas8EArVnPFlhKlPPCA907uKvLur1xAfdddvkwTGFcKqG+4Qbr11v77PfFEvgL6yCM9EExzfw8/LB1/vF+ePdvDsHLBc2+vV5tLA6ugHjdOOv300gF1PBbHHZevPK5UQR1bk4wb1/9nxSqoB9Li4/77819Vf+1ry7eHKRccz5tXugd1qYD6lFP8OBX2oW5Ei49iFdSSfzgQ1yWX9Q6ozfxcOn77IW1AHSuoC4P1UuLjj+0j6tWDOrlPvK+sFdRpq6737+8buGftQV3NpI9p70fy/dK+PuM2WSdJlPJ9qNP0rE562cv8myDIZuxYafLkZo+is2WpoH67vD9e9G+SPh1CmCNpi6Src+uvlrQlt/7Tue0AAB2CFh8AMCCrJK0KIcQawpvkgfX62Lojt9yQ+/lqSckpeabn1vURQrguhDA/hDB/Mu+gOt7y5V49PGaMNH16+YC6t9fbYcRJEQuVCqifecaD7a4u6c47K/+9LxbITJvmYdratR74JUNWyUOZJ5/MV0CbpetDvX+/h9EnnODXhwyRjjqqfAX14sX56t7HH0/Xgzlat87vI4bMF17oIev27f23jcfi2GOl17/eq4Znz04XUFfT4qOagPr006UPfKBye5hyVaBHH+3V4oV9v8u1+IiTcxZWUFeqNi02SWLWFh+FFdTxeY3jj6FgowJqyV9TS5b45SwBteRV11L6gDo+x9W0+EjbeiM+B2l7KVfbT1rK75e29UYtJklM8xxI1fegzhpQz5/vr6GsFdQf+pD0kY9k2wdohFQBtZlNl/QiSf+du26Sni8/oZb698mL/fNuknRBbnsAQAcgoAaA6oUQ1klaaWa5SE4XSHpM0i2Srsytu1LSzbnLt0h6nbmzJG1LtALBILVihQfUkgeh5QLqp57y0DBrQH333V6l+MpXeqhaqUq7VAW1JP3iF74sDKiXL/f7mDs3v+7cc73qOgaExSxa5CFYrKCWvAq7XAV1bO/x8pf743n66fKPJ2ntWq+eju9qL7zQx/3b3/bf9rHHPASfNs2/gn/33R6GjhjhAVYtAuq9e/2Dg56efJiYdtLDxx7zSub4OVa5cLtSBbXUv4q6XIsPySvLFy9Ofz9S8R7U1bT4SL5G421u2eLbxGMbX79r1njF5KhR5W8/jqHRAfX69X3HW0ry8cdl1gkC04bahQF1vSZJlPL3Va9JEov1oK6mgrqeLT5GjPAq6kmT0m0PtLq0FdT/KeldkmIMMVHS1hDCgdz1ZC+8P/fJy/18W277PvgaIgC0JwJqABiwt0q60cweknSypH+V9HFJLzCzxZIuzF2XpJ9JWiZpiaSvSHpzw0eLlrJ9u/egTQbUjz9e+u/xpk2+LFUJWiqgvusuD+3e/W6/XqntRqkKakn62c98WRhQb93qy4mJd4tp+lA/8ogvYwW15KHrwoX54K7Qvfd6WPTyl/v1LG0+1q71/tPR2Wf781aszcdjj/kxKVaiNWFC7QLq5KR+IZRv1RE98oh04IA/V8nJA0upVEEt9a9aL9fiQ/KfJftpS9W3+IghfTnJx1mqgjr5+JKX01RPx3FXE1APHerfVOjqSn9fWQPqZAV5XNajxUcy0I33laYHdTWTJEr510La4LiaCupqWonEsQ1kksQsLTtuukn62tfSbw+0sooBtZm9WNKGEMK9tbxjvoYIAO2JgBoABiaE8EDuPPjEEMLlIYQtIYRNIYQLQghzQwgXhhA257YNIYRrQwhHhRBOCCEsaPb40Vwrc1NmxorLY4/18HLlyuLbVxP+SdLvf+8B8EkneRuRO+8sP65yFdS//KUvCwPqHTt8mQw0n/UsD6zLBdQPP+z9e2Pvakm6/HI/J/nxj4vvc999/lhiqJ1losR167yCOho2zEPq2KM7KQbUxdQqoN6zp/+kfmnafMQe3MmAOoZixZR77Rx5pB+DrBXUo0b1D6grtUMoFVAPG1b8g4CkYhXU5QLqZDgYX7+VDKSCOt5P2lCy2grqWGVfr0kSq62g3rcv2wSOha+FelVQF36AU88WH/H1k7Y1StLEiX0/4APaWZoK6nMkvdTMnpL0HXlrj89IGmdm8fPKZC+8P/fJy/18rKRNNRwzAKCJ4ldI4ySJWXo4AgAwUJs3S1/4wuD9+7N8uS9jBXWliRKrCagPHpT+9Cf/+njavtDlKqhjr+Zdu/reRlyf7Fnc1SU997nSr39d+kPwRx7xCt5k+HPCCd4q5Ac/6L99b68H1KedJs2Y4eHkQCqoJQ+sYwV4tGWLh9nxmBSqJqCOLSYKK6gLJ/VLG1Afcoj36x5oBfWQIR5SJyuoe3u9IrhUD2rJH8++ffkwTqrcDqHYazRZRf7/t3feYVJU6fc/d4aZIWdEooBEBSSJCC6ICmYxsAom3NXFnDDH77pm19VdV13F1TVhzllRVEQMBBFFck7CiOQhzcz7++Pt+6vqnuruqp7u6TDn8zzzVFe4XbfqVtVUnzp1bizcAu3u3Xr/mp/vfOemTeHrNcYZT7WD2gq4fuM9AOcYSSTio7RUz79UZVAn0kkiEO68TiTiw4+z2X3t8eugdtct0YgPP8eo3d9BIz4IyTXiCtQicoOItBaRdgBGAZgkImcA+BzAyNBikTl5Nj9vZGj5anr7SAghuQcd1IQQQtLJ888DF18cu0O8XGbFCh36FagTcafaDgUHDNDxQw/VTN5Y+9xrPfXqAXXr6uf8fL1ncDt2vRzUADBypArxNhokkp9+Cs+fBlRYHDlShe0NEfaoVatUDD/gABXAu3TxL1Dv2aN51W4HNaDbZetvsett3tz7uxo1ii5QFxQ4rl43fiI+7LR4/PAD0KuX7gM/zut4IluXLuEO6m3bdBjPQQ2Eu6jjuaGjdZLoV/wDHAe1HY/moHaXqSoHdRCBujIRH/bcCxrx4dc9HNRB7b72lJXp9cGvqL1jhy6/Z49/UTuI2GzX4+6M0W+ZRB3UFKhJdcdvBrUX1wEYZ4xZBM2YfjI0/UkATULTxwG4vnJVJIQQkklQoCaEEJJOli3ToRVqs505c9QxbF208VixQkUc6+ht0kQF0WQ6qDdv1qHtfGv4cB1+/HH0ekXLXLUiX69eOnQLrV4OakA7ZmzbFrjvvorr2b4dWLIkPH/aMnKkCl1vvx0+3QrJ1n3arVv8iI8dO3S7/+//dDzSQV2vniPIussAzj6NxCt/GdC2b9TIW6CNF/HhV6AuKwN+/FHjPfyWiyeyNW8e3tlktAcObuwDC/d+iCf+2U4M3SKwex/EItJBbcf9CNR+HdSRWcqZJFBHbr97WjSKivT+vjTU41jQWJCgDuog8RZul7ItEyQbGggW8bFzp7MvgtQtiEBdu7aeOxSoSXUnkEAtIl+IyHGhz0tEpL+IdBSRP4rIrtD0naHxjqH5S1JRcUIIIemBAjUhhJBks3s3sH69v2VzTaD+9FPNe540yd/yy5drJnSe65ec7SjRC78CtVtgs+Khdbvus4+6ZT/6KHq9osU0WIH64IN16BZaowmaBQXAVVdp7vU334TPW7VKhx06VKxD795A+/bAm2+GT7fClN0HXbvqfnSLq5GsXAlMnAjcfbeOezmoS0rCOyeMJ1DXqVNR1AYcgdqLaA7qoAJ1cbF+h+3csLIZ1EDFPGnbnvEiPoCKDupYbmhjvDu6q4yD2rbRnj2VF6ir0kFdr57uj0QiPtwZ3LGIPKb8xGhUxkEdxD3s5VKOV8aeQzt2aMxH0IgPv85zd92CRHy0b6/RQPYhZZBOEgnJJSrjoCaEEFINoUBNCCEk2dx/P9Cxo8ZIxMNmMNthtrMkZOfx6nDPixUrnHgPS+fOGsvhRTyhxCs+IVKgBoAjjwS+/DJciHMTzTFoO4Dr00fHIx3UBQXews+552pm84MPhk+35d11sxijMR6Rx4atsxXETj5ZI0duuMF7WwBnf5x8ssaJ9OsXPt/LCRxPoK5bN7aD2gvbPvEiPmIJzYCzD6xYlwwHdd26KrjbQE/riE8k4iOekBcpUPuN+HALtF4OaiA5ER+R4nmqBOq8PKBBg9RHfADBsqET7SQR0H3nV6B2u6H9bk9klIifHG63u9uvGzqRMoA+/AP0bZqCgvgdfxKSq1CgJoQQEggK1IQQQpLN2rXqvrz11vjL5pqDOhkCdatW6gb2EhsTifiwYqhbxDvySF3mq6+8vyfaei6/HBg/3okmiHRQW0doJHXqaCeNixZ5ryeISznSQb3//sC4ccB//6vudS9smfPO08zrSLHSirDudfmp2/btFe+dYgnUeXn6fV6ZzYC/LGl33ew+SEYGdd26KvhZodBPxIeXQO3X0RopUAeN+PByUAPZ5aAG9Fyy+yIVER9eHQT6KbN7t4q/iUR8BBWo3SJwEFHbr3DsjvjwWzdjnOM0XsefbuxbDT//TPc0qd5QoCaEEBII+6MqPz98nBBCCEkUK1o+9RQwe3b05bZudTqZyzWBeubMcPHWi9JSYPXqioKWFU/Xrq1YJlo2tMVLoPZyUA8ZogJNtBzqXbtUTLUPsC19+wLnnOMdVbFlS+w4iFq1Ku6TSLE5Ei+Xspdw/H//p0L/yScDo0YB773nvZ5YbmggXKD2W8a9r4HYAjWg+66yER+RYnMyHNT2+LD7IIhAHSnsB3VQJxLx4ddBbTOvI2NdopGoQG3rEvnAKR7uYyWeaBrpIPdTxn1siATLbN61K3iedBAHtZfrOoiDOqgb2j7Y8FPGlnOL536O0U6ddLhyJfOnSfWGAjUhhJBA2Nc46aAmhBCSLEpKVAxq2BC45Zboy9nohpo1cyPiQ0QF6q5dVXz+/vvYy69Zo45VLwc1oOJ1JPGcfAUF+tA5nkBdp4525vjJJ97fE09kTESgrl27opibSM6zl6hdpw7w6quajf3RR8DNN4eXieeGtiKsFWX91g2oWL+NGx2HuRdeAnUQoRmILlD7yaCOJppFxpxE6/QyVhm7Hj8CdWU7SYzmoI5cd1ERsNde/t2slXFQN2sWLpb7wX2sBIn4SCSD2kZiBBF0K9NJot/c6iAZ1LZMSUlwITxoXId9kBK0k8Q2bfzVi5BchgI1IYSQQDDigxBCSLLZsUMFoVGjgC++cB6GRmLjPQ4+WDvLc3dQl438+qsKIGecoePxYj5s7mykszOeQG1MbOEn0p3qFfEBAN26OZ0URhJPlPMSqG3ER6wy0RzUsUTgkpLw+5NoYnP//sDbbwPHHRcuNLvXE8upDXg7qOOVcYuz5eXApk3BHNRucTbVDuqiouiZuJVxUAeN+Ei2gzo/3/kcue6aNf3He9jld+50rlt+BeomTfScCopboPbroA7S2Z/72EhE0LVlgojNiUR8JJJbncqIDyCxiA/AyaGmQE2qMxSoCSGEBIICNSGEkGRTUqIiXI8e6sJcudJ7OStQ/+EP6rizgm22YuM9+vXTXOR4ArUVAq3QaYknUNesGbvjrUjxz4qHkYKul2AcuZ5oJCviI56z2StGw0/0RjTXdbz1VNZBvXWrCptVHfHhN4M6VptGCu6JCtRV0UlipIMaqNhhpOX664G//S3+d1tq1gzPXvYrUD/6KPDSS/7XY7ECdUGBxurEorIRH4m4rlOZQV3ZiI+qcFDbMjYqxg82h5oCNanOUKAmhBASCGZQE0IISTY7djgCNaCdRXmxfLkKBwce6IxnM1ag7tBBOwT88kvgnnui52tbkdIdvQGoYFWzZmyBOhZeDuratSuKK3XqOK/9R5IqB/WOHeGO+kRE4Hid/dWrF1yg9uok0a+o7RZnN2/WYYMG3mUAxxVuSUbER40a2r6xIj7itamXg7pGjdjHW6IZ1Il2kmhF0kgHNRBdoD7qKHXV+8UtZgL+BepmzYAWLfyvx2IFaj/rqEzERyLCcSJxHUHWY0X5VHeSmGgGtTviw697GqCDmhCAAjUhhJCAUKAmhBCSbEpK9If9/vvr+E8/eS+3bJl2ENiunY5ne0eJS5aoSLjPPsBVVwG9ewM33KDjhx4KTJoUvrxXNjSg39GqVfIE6u3bK64D8BaZLYkI1H4yqEXCxddEYjT8CMclJeHCeyo6SfQSZ22ZWDnEsSI+3A7ZWER22maMfkc8B3WsNvXKoK5XL7Zr1G5nIhEfkTnPfhzUxug+sgKtez22nYIIiV64xdmyMv2r7HfGwrrtg2ZwVybiI0gkRlAHdRBnszHOw4qq6CQxkYiPnTv9O/wt1kHtN/eckFyEAjUhhJBAUKAmhBCSbKxjt1EjoHXr2A7qffZxOgnMFIF6zx7g4Ye1s7sgLFmiwnJRkQoUU6YAixcDt9+uIv0dd4QvH02gBqIL1H6EPL8CtVc8gyWRiI94Dmp352YWvyKwl0AdTZSyQmuQ9USL+MjPjy4yJSKeA8mN+HDvg3gCdbxjx8tBHas9Ad0/tWpVXcQHoMKiFVv9OKiDkmgcRKIEcVBXNuIjqIM61REfQMWOCOOVse0cRAh3C+50UBNSNVCgJoQQEggRfbXOZt5RoCaEEFJZduxwBLru3WM7qNu1U9dtgwaZI1DPnAlceilw7LHe4m00lizReA83HToAN98MDBigjlQ38QTqNWsqTvcThRAt4iOSyjioI8Xm8nIVNuM5qCPXF89BHS1Coqgoel5vIm5orzI7d8YWmmM5qIMI1G5xNtGID1s2GQ7qIAI1oPshGQK1XwGwqMhxULsFwFQ4qDNNoK5MxEciGdSJRHzs2OG/jC3nFrVT6aAOGvGRqIO6bVv9fgrUpDpDgZoQQkggysvDBWp3LiQhhBCSCG5BtEcPYO5coLQ0fJnt24HiYifeY5991FG9a1e4izUdWPHwm2+AU07xzmj2YunSigK1pV694AL16tUV/y8nM+KjMg7qvDydb/eVFTXjZVAD3sJkPLE50qXsp7O/SOG4sDD6egoKtB6RZWIJzV51s/vDr0BdXq5iXmU7SQSc6ItoxHNQe0V8xHrgYIkUqP1GfNjjwMa+JOKg9tNJYlAyWaC2gm9lIz5S4aBOJOvariuIgzqRThK9HNRB3d1BjoH8fKBjRwrUpHpDgZoQQkggIgVqOqgJIYRUFrdA3b27iggLF4YvY93S++yjw7ZtgenTNRrj8MOrrq5eWOFszBjg44+B996LX2bnThWUownU9etXFN6tqOclZrZsqd8ZGTOSKRnUtrwta8X3WIJmtIiPRDrh8yMcBxGbARXXIyM+Uu2gjhQZ0+mgTiTiw5arTCeJpaV6/xlEoPZyUFcHgdoYFYqrKuLD7aCOVyYvT9cVRDgGgjuobexOSYn/9qlRQ8sFWQ+gbbNypT58DHoM3HkncM01wcoQkktQoCaEEBIICtSEEEKSiUjFiA+gYg712rU6bNlSh23b6rQ1a4Bp04ANG6qmvl5Y8e+yy4AWLYDx4+OXWbZMh+3be8+PFD8BFY5r1/buhK5VKx1G5lAnIlBHi/iojIMa0O+067ECtR8HdaRAHdSlnKiDOp5AXbdusDKx8rH9CtSRQrO7E7xYpCKDurBQhT+7PX4F6rp1E4v42LlTrxde2xILu52RDurqEPEBOAJ9ZQTqIK7rIHEdNhIjlRnUXmX8xnUEjfi46ir9jfTDD8EiPgBgxAiNiSKkukKBmhBCSCAoUBNCCEkmu3fr/xIrRnbrpv9jInOorUBnxcQLLgBuuw146y0dnzq1SqrriRXM6tYFzj0X+PDD+PnYVlDfay/v+fXqqYjnjgspKfF2NgPRBepkdpJo28hLoA7qoLbiu58ManfdEhGBE3VQx9tvQQXq/Hz9Ti8HtdcDAUvt2nqelJZWFMvy8tTt6UegLihwOrm231EZBzUQ7oZOJOKjtFSPcT8RHyLhWcrV1UHdqFGwddh29lu3RDKovRzUqRKorZs+EVE76HqCRnx06QI895x+TuUxQEguQoGaEEJIIChQE0IISSaRDtJatTT2Yt688OWssOnOqr71VuCww1QI+frr5NZLBPjtN3/Lurfh3HP181NPxS5jBbpowqR1orrFzGjCMVC1DmqviA+/DupkRHwkEqMR1EEdT9QGgkd82HUl4qAGokcU2E4AY+HVPpXNoAbCt2fz5uACtV+x2Z0j7BVXEgu7f6pjBjWQHAd1ImX8dniY6ogP93qCtE9RUfD1AMAJJ+j1/7LL/C1PCFEoUBNCCAlEebm+WkyBmhBCSDKIFJ4BoGnTilnK0QTdWrWAPn2SL1C//Taw997A55/HX9YtmLVrBwwfDjz5ZOz/kXa7ownOVuhzC6CxBOoWLXToJVAH6YAu1npiRXwk6qAOGvERTzhOpoM6kYiPeKJpZP5yUIE6kSxpwFugTqaDevdubdMmTWIvb8skQ6AOItBaodEtgGZrxEedOuqE99uhXlCB2t3hYaIZ1G4zS7xyQV3XlYn4qIyDOkib/ulPwIkn+l+eEEKBmhBCSEBE6KAmhBCSPLwEaq/8Za/lLIccojnU0cS22bOB447zdv5GY/p0jR4YM0adobGIFA3POANYtQqYNSt6mVjbAzjCrV+BuqhIhf01ayrWrSo6SfQjZgZ1UEeL+Ii1PQUFKj5VVQZ1ZR3Udn/4Ed1jOahTIVAHcVD//ruON20ae3kgXKT3KzbberiFySARH3af54KD2hh1UScS8WFMeMyLFzVq6H1+IhnUVmz2IzQDiQnHDRro8RbE2Wzz7yuTQe33gQAhJDEoUBNCCAkEIz4IIYQkEy8Haf360QVqL+F00CAVEWbM8F7H888D778P/Pij/3otWKAi0Jo1wKWXxl42UqAePlyHH38cvYzfiA8r5Noy0QRqQGM+Eo342LNHBfnyci0TtJNEP2JmMhzUiTibU+WgrlcveCyIl4PamNiCmZ+Ij3Q5qO2+tnE4fhzUbpHeb1yH3a87dyYW8WGPNy8HddDO7CKpaoEa0M5iGzf2t6zbQV1U5N3JaiSRudVBXNdBBOpEMqj33VcfANoHhzVqxC+TjIgPCtSEpBYK1IQQQgJBgZoQQkgyCeqg9hIABw7UYbSYj8mTdRiZax2L+fNV+L7+eu30KpYbescOdSVaUaZ5c6BXL+Cjj6KXSXbEB6DuVetktfgRqN3u1Fj1sst5OaiDRnxY4T2WQJ1IBjUQHiHhp0xhoYpcyYj4SCSDulat2KJhMiI+vB4gJCOD2u5r2+lnpkZ82PMoFQ5qt3heVQL1228Dd9/tb1m3QO1XZLXHlF9x1s4P6qBOpMPDTp10OHeuf8G9Vi09fxKN+Cgo8BdZQghJHJ5ihBBCAkGBmhBCSDLxK1Bv366CgZdI0Ly5dqz4/fcV523f7jir58/3V6fycmDhQqBzZ+Dqq7U+992n8z77rKJT20sEPvJIYOpUFWK//FIjQyLrBQSL+IjWeaG7TOR+8yMyugU2Wy8vgTovT9cf6aAuKwNKS4M7qAsLYwt5blHSkohLOZ5Ib0xiYnMinSR6OajjlYnnoC4sTL+DOqhAXVqqYqFfsdl9LASN+IjmoM7WiA8AaN8eaNbM37JusTmIQB3EPWzfAgjqoHZ3eJiXFz9+BAA6dtThnDn+tyfSQe2nfu6ID7qnCUk9FKgJIYQEwgrU1q1AgZoQQkhl8Ir4qFdPhV0RZ1o8cbZ5c2DTporTv/1WxTBj/DuoV6/WenXpojEf558PvPwy8K9/qfB8883hy3uJf0cdpeu9916N/LjxxvD5JSX6/zSakJVIxEekYCriz9nsFv/iZWO7RWaLX1Eu0kEdK38aUBGpoKCig9pvLrK7TKrc0O7O51Lh7gaSF/ER2T6xyonodvnt9NEK1H4zqAHdD0EjPtwO6iAZ1F4O6mR1kmjLB42QqCqsg9rPtcAS6aD2m9lsHdR+Bd3atZ1ONv2WsQL10qX+t6dOHb3m2PX4jTmx4nkmtSchuQoFakIIIYEoL9ebOgrUhBCSGMaYZcaYn4wxs4wx00PTGhtjJhpjFoaGjULTjTHmIWPMImPMbGNMn/TWPvlEc1CXl4c7Z0tKYouzkcKfZfJkFYIPP9y/QG2d1p076/CKK9TZd8UV6haOFMK9RMaBA1XAvOsuFTgiy1jBPZpQkkjER6RAnUh8QiwHtZ0euZ/9CoaRAnWseA933Sob8eEn5iTRDg8BZ12pEsL9RHzEiuoAgjuo/Qqt9mFAkAxqe2xt2+Z/PW6XciIRH6WlzmdLshzUeXn6vVXpoA5CZSI+gnQQmIiDun17FZp37vRfpmFD50GI3+3p0gVYvlwjkPy2jTviI5Pak5BchQI1IYSQQIg4r1fn5VGgJoSQBBkqIr1EpF9o/HoAn4lIJwCfhcYB4GgAnUJ/YwH8p8prmmKiOaiBYPEWsQTq3r2BAw8EFi9W8SQeCxbosEsXHbZqpeL0QQcBhx4a7moGvMW/wkLgiCN0uw44oGKZ7dvjx3UAlROoE3GnptJBbV+zLy/XesZzUNv1uR9UpNINHVkm3n5zt1FZmQqAQcXzkpKqc1AHyaD2+3DD7aCuVSv+tgDhwn4ix2giER9enw8/HBg3DujRw9/3xMItZkauJ93Urq0dCqYygxoId1D7FZu7dNF1LFgQLEbDuqj9ljngAP0NM2NGMIHannOM+CAk9VCgJoQQEggb8QFQoCaEkCQyAsAzoc/PADjRNf1ZUb4F0NAY0yIN9UsZXoJoNPdwLEHXKxt51y6N+BgyBOjaVV2US5bEr9P8+SqitXDt6Xvv1e9q165iznM0h+6jjwLTpgH9+1cUqOM5wouKtOM+W85m9sYTqN2RE4mIf6l2UNvl/TqoIwXxoA5qG3Pix0GdiKgNaDm7D/wK4Ta+ZseO2Mc1kDqBOlY5vy7lunVVkFy71p97GkhexEcQB7XX58aNgX/8IzniYyYL1H36aIeC69YlHvHhR3C2kRhBBOquXXU4e3awdrAdJfrdnl69gq9n//31oebixZnVnoTkKhSoCSGEBIICNSGEVBoB8IkxZoYxZmxoWnMRWRv6/CuA5qHPrQCsdJVdFZoWhjFmrDFmujFmenFxcarqnRKiRXwAlXdQz56tgsmgQY4b2sZ37NoFXHihisiRLFig8R7u+A372eZju4kmULdooSJH/freAnWs7TEm3BEdTzi2dQOcMqmI+KhsBjWg5f06qN0RH6Wl+hekI8KgwrFdT1lZMIHa602AaHUrL3f2WZCIj2iCbioE6iAOagBYscJf/rS7zPbtwdz3QGIZ1NEc1MkkkwXqQw/VByJTpybmoPab2Ww7FQzqoAaANWtS66DeZx+gQQM9t/22zahROpw6NbPak5BchQI1IYSQQEQK1O4OrAghhPjiEBHpA43vuNgYM9g9U0QEKmL7RkTGi0g/EenXrFmzJFY19SQz4iNSON24UYd77+0IIfPm6evuRx0FPPYY8OabFb9r/nwnfzqS+vW1Xu7/f/FExvr1VYwrK3OmxYvrcK/LLg/E3gdWMLVlUhHxEctBHUSg9tNJoi1jjxG/2+PuJDFIGStQ+xWb3cep3zJuUduuq7IRH4WFiQvU5eXhx6V7+cj1eGG3Z/nyqnNQB434iOagTiaRAnUmRUIMGKD1SzSDOkgZ26mgX4G6aVPnuEmlg9oYjfkIsp6OHYF+/YLXjRCSGBSoCSGEBIIOakIIqRwisjo0XA/gTQD9Aayz0R2h4frQ4qsBtHEVbx2aljOUlDidjFms8Od2HfvtJNEtHLvdwA0bAs2bAz/9BBx3HDBlio5HxnXs2gUsW+YI2pHYDhzdYni8Tvi8IkviCe52XXYf2PUFcVD7FRkrG/HhVzCMdFAHjfgI4lJ2d1zop0wiArVXxIdfx3GQjhVr1NDzIxUZ1IB3Wb9tavfB6tXBBeog+62ynSRaqsJB7ddxXFUUFWmnrUDiDmo/JOKgBpxrbSod1IAjUAc5BkaPDl6GEJIYFKgJIYQEorzcuemmQE0IIcEwxtQxxtSznwEMB/AzgHcAjAktNgbA26HP7wA42ygDAGx2RYHkBFagcws60ToIjOegth3VucvYeYDmnU6YoOL0s88ChxxSUaBevFhF7lgO6si6+RWo3YJ7vO0BKh/xkWmdJCbioHZHfAQRjvfs0WMhFxzUgLPfvcTZykR8ALEF6nhtao/H8nL/ArW7k0S/6ykq0mtEIhnUkW7zVOAWqDNRzBw6VId+69awIVBcHFygDppBDTg51EHKWIE6yL62OdRBjoHTTtPjLhPblJBcgwI1IYSQQIjQQU0IIZWgOYApxpgfAXwP4H0R+QjAPQCGGWMWAjgiNA4AHwBYAmARgCcAXFT1VU4tXk7iRCM+gHB3b6So26WL/h+76ip1xrkFYMu6dTps2dJ7PV5i844dwQXqeI5wW66qBeqq6CRx40bd/qARH0Ec1IDWM4jYbDsvTERsTqRugO6HIAL1rl1Afr66qi1FReEPZiIRCS5QBxH2LamM+DBGl7ERH4WFzv1oPKraQZ2JYuahh+rQrzjbs6e+SbJ+ffCIj6pwUDdqpMdbqh3UrVoBp5wC9OjhvwwhJDFqxFvAGFMTwGQARaHlXxOR/zPGtAfwEoAmAGYAOEtEdhtjigA8C6AvgA0AThORZSmqPyGEkCqGER+EEJI4IrIEwAEe0zcAONxjugC4uAqqlja8hOdEIjHcolfjxs5n97w//1k7yrrrLh336vDQOlujxU94iec7d8bPoAYqCtR+HNQrVnhvi5+6VUagjrY9yXBQT5+uQ+ucjFfGri+RGI0gQqsVp1MpUHs5qOMdB0C4gzpyP8dzUJeW6rZFE6i9xO2gDmogsU4Sg7iha9XS/VVQEExkrAoHdcOGwKJFQIcOmSlQ9++vx5Df7e/dW4fffx/+ECIWnToB77+v67GCuB/sdSBo2wwfDrRu7X/5/ffXhztB2+fVV4MtTwhJjLgCNYBdAA4TkW3GmAKo4+NDAOMAPCgiLxljHgNwLoD/hIYbRaSjMWYUgHsBnJai+hNCCKliKFATQghJJl4RB5Gd/QHxHcdW5IvloD7oIP2zWAe1iBMxYoXDaKKMl9icaMRHPAe1W0BPRKD2myMcGfFRq1Z0d6rtjNJ9PxDUQf3NNzo8oMKjGu+6JRLxASQuHAd1QweJ+Egkg9qW27pVnaNeQnMsgTpa+8TKoE6lg9pu77ZtGssT6QiPhnVQl5f77yARqBoHdc+eKs527ZqZAnVhIXD//UC7dv6WtwL12rUq7Prh7ruBVauA115LLOIjqED9wgvBlq9ZU53QDRoEK0cIqRri/hsIuTZCt2koCP0JgMMAnB6a/gyAv0IF6hGhzwDwGoCHjTEm9D2EEEKyHArUhBBCkomXkzgvTwU5K87u2aN/QSM+tm1TsSg/37tM/fr6f8ztYrXibjSB2qsDx3gRH1YQ2bzZmebHQV1VER92vnVQ+3kQsHOn8zmog3rqVP1sc2TjlUlGxIdfodUtUMcrY4/TRITw7dtVnN2zx59A3batRi40b15xPxcWqkvafY/mJtpxkMwMasC/QJ2Xp+1qj2m/YnOtWrotXm7wWLiFz1Q5qHv31vacMcOfIz4dXHih/2WbNwdatFCBOkgG9Usv6RsqfkVtAGjf3ukINNW8+mrVrIcQEhxfqU3GmHxjzCxob+ITASwGsElESkOLrALQKvS5FYCVABCavxkaAxL5nWONMdONMdOLi4srtRGEEEKqDgrUhBBCkkk0odadDx2v4z7AEcrc8RPxxFavuA6/DurKdJIYKYrHqp91eFsxL1YZuz12G/zGJ+Tl6TJ+BGqvBwF+12PrXlysTsZoDw4iy1TGQW3rlgoHtS2XiOs66Ho6ddIIiR07vCM+gOgu6kQE6lQ6qG05G/ERRKC2nSQmGvGRKnezdRwvX56ZDupE6NNHh0EE3fx84JZbgJNP9l+moADo1s1fJn1l6dhRH/YQQjIPXwK1iJSJSC8ArQH0B+AjLSzud44XkX4i0q9Zs2aV/TpCCCFVRHm58xo0BWpCCCGVJVrEQaICdWTER7IF6kgHtYgKfEEyqK0w6Sfiw4rTdh/EKlNUpGJPUAc14Ih/8Zzddp77QYDfKBH39/bqFb9Otl7WQe9XbE6kk8REBWp7nCbioA4qUO/YASxdGkxoBqI/QEhGBrX7PPGbQQ04nW0G6VTQHqO7dmWeg7pdO82hBnJHoLaie1Vsz2uvaQQJIaT64rPfW0VENgH4HMDBABoaY2xESGsAq0OfVwNoAwCh+Q2gnSUSQgjJAeigJoQQkkyCOKiDOnv9CtTuuI6tW1UIixULYpcD/Imzderow127Hj+Cu7t+W7f6i/iwZRIRqOvU0QiSqnBQA/7yp91l3J0XpqqTRCC4QN20KbB+fXDxfNs2/8cB4MShzJmTPAd1MjKoCwudcyWIg9oK1EEc1E2baqehQcoAVeOgNsZ56JJrAnVVRGJ07gy0aZP69RBCMpe4ArUxppkxpmHocy0AwwDMhQrVI0OLjQHwdujzO6FxhOZPYv40IYTkDiKOQG0MBWpCCCGVI5qD2p2/XNUO6mjuacDpQDDSDR1LMMvLC97hIRAuhm/f7i+n1S1Q+3U2Ayquff99ah3URUXOW1h+HdReAnWqO0n0KzYDKqqtXOl/PYWF6nJPxEEN6EOEqoj48OugNkb3XY0awSIa6tUDNm4MJjYPHQr88guweHEwEdh9zvjpjDFRqtJxXBVUpUBNCCF+HNQtAHxujJkNYBqAiSLyHoDrAIwzxiyCZkw/GVr+SQBNQtPHAbg++dUmhBCSLuigJoQQkkz8OKj95C8nIlB75UnHE6iNCRfP/TpN69dP3EG9ZUv8bXGXiaybH8Fs8GBg3jyNkAjqoLZiZjwhyxjdZmM0g9oPVrwtKUmsk8RUO6jbtFFXr193t61f0PW0bu3s38h12Ezd+fO9y1Ymg9rPsVOnDtC4sfPwwQ89ewIzZ2q7+hV0jzpKh/PnJxbx4X5AkgpsZnOuCNQ2toQCNSGkKoj7/FBEZgPo7TF9CTSPOnL6TgB/TErtCCGEZBwUqAkhhCSTWAJ1EEE3mkAdq7ubaA5qOz0abrHZr9u2MgK1dVAnIlDXqOHPNTp4sA5XrAD6V/iV5+DVGaXttM6P+Fe7NtCiReyHAJHL2/UlkvNs3+VNVQZ1mza6/atWqTPaT8ePtoPAIOvJzwf23ReYO7eiADpggN6Tff01MGxYxbLxBOrKZFADjoM6CIccAjz+ODBjhm6XH7p3B1q2BNasSSziI9VCq3UcB6lbJmMMcOed+nCEEEJSTaAMakIIIYQCNSGEkGSSrE4S7bzKRnxs3RpfPHXXza9z1i1QJxrxkYhA7dfN2aeP0w5B93OQju4aNQL69vW3rHt9O3b4d0PXrKnimjuuw29nf26B2o/QaHNzFyzwJzQDiTmoASeHOnJb6tdXR/rXX3uXSzSDuqDAueeLRZ06wfKnAWDQIB2uX+9f0DUGGD5cPycS8ZFqZ3OXLrotueKgBoCLLgJOOCHdtSCEVAdSmMBECCEkFykvdxxSeXmOM4kQQggJSnm5CmHJ6CQxP1+FIbezN5FOErdtAxo0iF1vLwd1VUR8+OlMr149dfPauvkV/woLgYMPBiZNSqyTRL/ree21YGJmZMSHH5eyMU4nfAUFelzEE1pr1dJyW7eqYGtF7ngkIlA3bgxs2OAI1H7aFXByqL329aBBwDPPAKWlFd3MiWZQ+23Tyy7zv+2Wdu3USb92bTBB98gjgaefzkwHdY0a6jjeb7/UrocQQnIROqgJIYQEgg5qQgghySKWg7R+fRXWSkv9ZVADjihpiSdQW9dskAxqIDx+JJGID78OarfDu6QkMQd1ECHPxnzEWk+0ThL9iow9emhMg18iIz78CqF16zoOaj/7wHb2Z53NfvebFajXrvVfNyvM2n1YWQc1oJEZ27cDs2dXnBetE8t4GdR+2/Scc4DTTvO3rMUYrbNXvWIxbJiWzUQHNQCMG+dkZRNCCPEPBWpCCCGBEKFATQghJDnEcpBGirPRlnMTVKDOy1NRMpEM6qrsJDHRiI8gLljAEaiDZn0HETOD4o74CCpQb9mSmKgdpEzz5urSBoIL1EEjPqyD2mtf28gMr5gPPxnUr78O3HuvMy/osZMIts5B1tOkCXD77cDo0f7LWIGanf0RQkjmQoGaEEJIIOigJoQQkixiCbWVFajLylSY8+NSTiSD2orNfvOKGzQANm/Wz0G2x8ZOBBWoRYI7qA86CGjVCujaNfoy0RzUqRIzIyM+/Iq57dsDixcH2wf16gGbNgVbT16e04lcEIF640ZdV5By1kHttT1t22o9ggjU7gzqp58OF6hT+dDBYgXqoOu56SbvziCjYb8/l7KhCSEk16BATQghJBAUqAkhhCSLWA5Sd/5yIgK1n9xqu56gER+JOqi3btX/m34jPoxxRNMgArUV54MK1LVrAytXxnan2qzvqnZQl5QE255u3YB587ScXwG4SxdgzpxgAjXgxHwEEagBYOnSYOXatNH9YTvPjGTQIGDKlIrT/WRQr1unovmGDc60VDuoe/XS4zXa9iQLOqgJISTzYSeJhBBCAkGBmhBCSLLw66Devl3Fsngd3bkF6iA5z9YNvXu3/vlxULtdyoC/DGpABXC/gjsA9O0LvP12sAxqQOuXiHDsp2PA2rWrzkGdaMRH1666rxct8l+33r2B998HmjVLrUC99946XLxYh347SczPBz7/XDsY9GLgQODll4HVq9UJb4kmUNeooefU7t0qUAO6v5o0qRoHdY0auj1BMskTgQ5qQgjJfOigJoQQEggK1IQQQpJFkIgPPyJe7dqJCdTWDb1tW/i6o1G/vorT27f7j/iwAvWWLVqusFAFunhcfbW6mjdsSEygToVwHJn1HaSTxKAkGvHRrZsO58zxX6Z3b72vmTGjahzUixfrvZTNsPZD//7AXntFnwcA06aFT9+5U9fjdbwVFTkOagBYuFCHVeGgBvQBjN0fqYIOakIIyXwoUBNCCAlEebnjrqJATQghpDLEiviwgm4QgbpOHUf09itQu+M6rEDtJ+IDULE5SMSHLeN3ewDg6KOB7t31s58ytu5bt6ZOZIx0UKdKCAec701UoC4t9V+mTx8dbt9edREftWr5c637oVcvFaG//z58eqz2KSwEiov1WAHUQW3L5Irj2D4AyJXtIYSQXIQCNSGEkEDQQU0IISRZBHFQ+3EPe0V8+I3rAPwL1JEuZSB1ArUxwLXX6ufq6KA2RvfVjh3BtmevvYCGDfWz3zJt2gCNG+vnRARqv+tp1kzvoXbuDLaeeNSsCfTsGUygLioCVqxwxqvaQV0VGKNCPB3UhBCSuVCgJoQQEggRCtSEEEKSgxWo43WSuH27fwd1MiI+EnFQ+82gttvjR2y2jBoFjB0LHHVU/GXTIVCn0kEN6L4N6qA2xnFRBynTu3ewMkBwB3V+PtC8efD1+KF/f434cN+f+RWoCwtz00EN6Lbl0vYQQkiuQYGaEEKgPxbnzk13LbIDOqgJIYQkCxvxkawM6soK1HYYL4PaXbcdO1RwjJcnnaiDGtCIgscfd8RTv3VLlXDcti2wYIEznkoHNaD7yu7rIIKuFaiD7AO7j4OUCSpQA07MRyoE6i1bHCc0EF+gXrlSP/frl5sOakC3kw5qQgjJXChQE0IIgAcfBAYMUHcwiY1boDaGAjUhhJDE2bRJh1a8dVNUpH+//x5MoN6xQ/83BRGod+4E9uxJ3EHtR8iLFKiDOKiDYAXqbdtS54IdMABYvdoRNlPttu3XD3j7be0oMoig27WrDoOUScRB3bgx0KED0KmT/zJWoA7yoMIPtqNEd8xHvAxqmz99yCHAxo16zuWag7pevfgPngghhKQPH/1GE0JI7vPrr/qDcceO5P9QyDXooCaEEJIs1q9X53GjRt7ze/QAZsxQQddGIsTCir4lJcE6SQTUoRs0gzpRgTpoxEcQqsJBffDBOvzmG3UPp9pte+edwDvvAGVlVeegDrIeYzQaI0hnh6lyUHftqsfW998DZ52l02K1jxWhjdEHD4C6qHPNQf3qq8Dee6e7FoQQQqJBBzUhhMB5pdc6uUh0ysudH2AUqAkhhFSG4mKgadPowt6gQSq0bd7sT9C1D5m3b3fEZj8OaiBcoI7ntHSL2n5jJ9yidtCIjyC4tydVImPPnvq933yj46l223brphncQLDtCZpBDQCdO2uESceO/ssAwcRpIHUCdX6+Os6nTXOmxYv4APQ8tI7z55/XczOXBN1+/YDWrdNdC0IIIdGgQE0IIaBAHYRIBzVjUQghhCRKcTHQrFn0+YccogLw8uX+Iz6AYA5qt6Br7wdSEfGRn6/fu2lTah3UNWpofdav19iSVAjUhYUq+H3zjd4H7N6derftX/8K7LWXRmn4pV07dXjvu6//Mvn5wJIlwIUXBq1hMFIlUAMa8/HDD9ougD+Bunlz3bfGAA8/rGLulVcmv26EEEKIFxSoCSEEFKiDIMKID0IIqSzGmHxjzA/GmPdC4+2NMd8ZYxYZY142xhSGpheFxheF5rdLa8WTTHGxio7RGDTI+RxEoN6+Xf8KCvQvFl4O6njrKipSIThojMb++wMTJ2rdUhkp1qiRioxA6oTwgw8GZs4EPv5Yx/1EsFSGvfbSzGvrpPZDfj6wdGmwMrZcqkm1QL17NzB7to77FaiLitQ9bgzw7LNAgwbJrxshhBDiBQVqQgiBI1Bv3pzeemQDzKAmhJCkcDmAua7xewE8KCIdAWwEcG5o+rkANoamPxhaLmdYvz62g7pFC6B9e/2ciEDtR5x1R29s26briSdQGqMd461frw5vvwL1eecBP/8MrF2bOuEYACZM0A6g//1v4JxzUrOOgw9Wh/aoUdpGqVqPm8LC4GWqQmxOhFR1kggABx6oQxvzEa+TRMB5wHDZZcADDwBDhiS/XoQQQkg0KFATQgjooA4CBWpCCKkcxpjWAI4F8N/QuAFwGIDXQos8A+DE0OcRoXGE5h8eWj4niBfxATguaj+CbiICtTtPeuvW+PnTli5dgHnzVPzz64IdNcqJD0mlg3roUOCKK4BLLgGaNEnNOmxHiZs3A488wk6mg5JKB3Xbtuo4//57HffroAaAceP02CGEEEKqEgrUhBACCtRBoEBNCCGV5p8ArgVgr6BNAGwSkdLQ+CoArUKfWwFYCQCh+ZtDy2c9u3apazmeQH3IITpMtYPaRnzEy5+27Lcf8MsvwRzUdesCp58eXtdsZe+9tbPE008Hjj463bXJPmwHhKkQqI3RmA+3QB2tE8tIgZoQQghJBxSoCSEEFKiDUF7u9FRPgZoQQoJhjDkOwHoRmZHk7x1rjJlujJleXFyczK9OGb/9psN4AvUf/qBD63SORVUL1Bs3AitWBOsg0OYh+9meTGfaNM0qJsEpLASuugo44YTUfH///sDcufFz0ilQE0IIyQRqpLsChBCSbsrLmUEdBDqoCSGkUgwCcIIx5hgANQHUB/AvAA2NMTVCLunWAFaHll8NoA2AVcaYGgAaANgQ+aUiMh7AeADo16+fpHwrksD69TqM1UkioELwO+8Ahx4a/zurWqAGNE86iEDdty/w7rvhHUBmK4lkQhOH++9P3XcfeKB2bH3PPcCGDU6kSCSRGdSEEEJIOqCDmhBS7dm+3flMB3V8KFATQkjiiMgNItJaRNoBGAVgkoicAeBzACNDi40B8Hbo8zuhcYTmTxKRrBCg42GN3vEc1ABw/PH+sqFtDEhJiX+BurBQ/7ZsCZZBbQVqIHhMw3HHAY0aBStDSBBsR4l33QXsvz9w5ZXey9FBTQghJBOgQE0IqfZY9zRAgdoPIhSoCSEkBVwHYJwxZhE0Y/rJ0PQnATQJTR8H4Po01S9hRPQvkiACtV8ScVADQOfOwHffBXNQt2gBNGign4M4qAmpCpo0ATp2BBo2BN58M/pxTYGaEEJIJkCBmhBS7aFAHQw6qAkhJDmIyBciclzo8xIR6S8iHUXkjyKyKzR9Z2i8Y2j+kvTWOjjDh6uQO2gQ8NVXzvRUCNQ1a2o/CUEF6pNP1rqtXu1foDbGcVFToCaZyHPPAZMmqVAdjbp1gfz85J6HhBBCSFAoUBNCqj1ugZoZ1PGhQE0IIcQva9YAn34K9OwJzJ4NPPWUM2/9ehXGkhl1YYxmWv/ySzCBeuRI/X+2ZYt/gRoAunXTYdCID0KqggEDgN69Yy9z/vnARx8xT5wQQkh6oUBNCKn2WIG6WTM6qP1QXq4CAECBmhBCSGw++ECHjz4KDByoIrWluBho2tR56Jkszj4bePttYONG/wJ19+4a8wH4z6AG6KAm2U/z5sARR6S7FoQQQqo7FKgJIdUeK1C3aUOB2g9uB7UxFKgJIYRE5/33gdatgR499G/OHKC0VOcVF6cmVuCiizTzurTUv0BtDHDKKfo5iIOaAjUhhBBCSOWhQE0IqfZQoA4GIz4IIYT4YdcuYOJE4NhjVQDu2VOnLVyo81MlULdrB5xwgn72K1ADGvMBOB0f+mH//XUYRNQmhBBCCCHhxBWojTFtjDGfG2N+McbMMcZcHpre2Bgz0RizMDRsFJpujDEPGWMWGWNmG2P6pHojCCGkMrgF6p079ccziY4IBWpCSGr48EPgkkvSXQuSLL76SnOgjz1Wx3v21KGN+Vi/XvOiU8Gll+qwfn3/ZXr3Bl5/HTj9dP9l2rYF3noLOOOMQNUjhBBCCCEu/DioSwFcJSL7ARgA4GJjzH4ArgfwmYh0AvBZaBwAjgbQKfQ3FsB/kl7r6sKECWoBycvT4YQJ6a4RIVnNmjXAjh0Vp2/ZosM2bXTIjhJjE+mgFklvfQghuUF5OTBuHPDII8Dq1emuDUkGb78NFBUBhx2m4926aaeIVqBOlYMaAIYOBV55BTjtNP9ljAFOPjl4p40jRiS3o0dCCCGEkOpGXIFaRNaKyMzQ560A5gJoBWAEgGdCiz0D4MTQ5xEAnhXlWwANjTEtkl3xnGfCBGDsWGD5clV/li/XcYrUhCSECNCrF/DAAxXnbd2qP0pbttRxxnzEhhEfhJBU8PHHwLx5+vnrr9NbF1J5Zs0CHn9cYzNszEZREdC1qwrUu3frA+FUCdTGAH/8I4VjQgghhJBsIFAGtTGmHYDeAL4D0FxE1oZm/QqgeehzKwArXcVWhaaRINx0E1BSgsXogHUIvftYUqLTCSGB2bpVnVqrVnnPq1vX+RFLgTo2FKgJIanggQf0QWHt2hSos52dO4GzzgKaNAH++c/weT17qkD92286niqBmhBCCCGEZA++BWpjTF0ArwO4QkS2uOeJiAAI9JK3MWasMWa6MWZ6cXFxkKLVgxUrAAAn4U1cg79XmE4Iic7u3cDvv4dPW79eh1u2VFx+61agXj2gYUMdZ8RHbMrL1ZkGUKAmhFRk+nTg7rv95flv3Qpccw3wl78An36qucEHHQRMmZL6epLU8cgjwM8/A089BTRtGj6vZ0+9nV2wQMdTlUFNCCGEEEKyB18CtTGmACpOTxCRN0KT19nojtAwJP9gNYA2ruKtQ9PCEJHxItJPRPo1o3WiIm3bAgBWoC3WoGWF6YSQ6Nx3H9C9e3g2shWobYeIbiIFajqoY0MHNSHEi927tYPD/v2BG28ETj1Vp8Xi5ZeB++8H3nwT2G8/TTMbNAj48Udg27aqqTdJPosXqzB99NEV59mOEk86SR92dulStXUjhBBCCCGZR1yB2hhjADwJYK6IuNNb3wEwJvR5DIC3XdPPNsoAAJtdUSDEL3feid21GmAzGmIjQrkDtWsDd96Z3noRkgV89x2wdm24uBHPQV2/PtCggY5ToI6NCAVqQkhFnntOnbMXXQT84x/AO+8AY8bELvPOO9oPdHExMGcO0LgxcMghQFmZXstJdrJtm0ZnedG3L1CrFtCxI/DZZ/pAmRBCCCGEVG/8OKgHATgLwGHGmFmhv2MA3ANgmDFmIYAjQuMA8AGAJQAWAXgCwEXJr3Y14IwzsOG+JwFABep99gHGjwfOOMNf+QkT9BdfXp4O2bkiqUbYTrbWrXOm2SQhPxEfFKhjQwc1IblNojFHTz+tHeD9+9/AuHHAbbcBL70ETJ7svXxJCTBxInDCCU5sEAAMGKDjjPnIXmIJ1M2b60Pk774Dhg6t2noRQgghhJDMJK5ALSJTRMSISE8R6RX6+0BENojI4SLSSUSOEJHfQ8uLiFwsIvuKSA8RmZ76zchNigefAgDY2LADsGxZMHF67Fhg+XK1Oi5fruMUqUk1YNcuYMkS/fzrr850PxnUdeoA+fkUqONBgZqQ7KK0FPjoI3Ulx2PtWo1muPLK8JikeCxapILyOec4YvM116gYeccd3mU+/VQ70zvhhPDpDRoAPXpQoM5mYgnUgLZxnu+ecAghhBBCSK7DW8MMxjo+N28OKADddBNQUoLHcD7mYD+dVlKi0wnJcRYtcs4Xt4M6Vgb1li0qUBujLmp2khgbCtSEZBcffKBZwPfdF3/Z2bNV0P7nP1Vg9nqo58Uzz+j14MwznWm1agFXX60uaa+4jnfeUaFy8OCK8w49VAXqHTv8rZ9kFtu3xxaoCSGEEEIIcUOBOoOxArVIQMFsxQrsRBEuxGN4DBeETSck17HxHoC3QB3LQQ2oWFJdHdTr16tgFAvrqLQOSQrUhFSOlSuB117Tl5z8OJwTYc4cHd56K/DDD/pZBLjuOuCGG8KXXbhQh6NGaY50w4aaFNapEzBypL6lEkl5OfDss8Dw4UCrVuHzLrgAaNIEuOuuimXefVeF84KCit95zDHqrv7ii4AbSzKCeA5qQgghhBBC3FCgzmB++835vHFjgIJt22IZ2gEAVqNV2HRCcp25c3VojLdAvXMnsGdPeBm3QN2wYfUVqO+7DzjxxIoi/gMPAJMm6WcrRtNBTUjl+eILoH174I9/VOfxCSek5g2O+fNVJG7WDBg9WscfeUTP+ccfD4/yWLBAr4cTJqjz+bbbtNPCnj2B118H/vrXit8/d64+Az/ttIrz6tYFzjoL+PjjcDf0vHl6XT7qKO86DxmiDuwPP6zUppM0QYGaEEIIIYQEgQJ1BmMd1EBAgfrOO7G0qBsAYBVa67TatYE770xe5QjJUObN02cxTZp4C9RAeMzH7t36R4Ea+OorFapWrnSmiQA33ww89ZSORwrUxlCgJsRNWVn4/+9YjB+vb218/70Kxp98oh0EWhdzspg/XzOdJ0zQbP6ePYErrtDr5MaNwNKlzrILFgCdO+s5fsQRwC23AM8/r+L0eecB995bMRvaPhg84ADv9Q8frs7rr75ypllXd8+e3mVq1tQO9ChQZycUqAkhhBBCSBAoUGcwCQvUZ5yBpaP0nd3VaAXss4/+CvbbySIhWcy8eUDXrtoxV6RAXVSkn90OYStW16+vwyZNtF/R6ia6lpQAM2fqZ7dA/dtv6np0Rw4BdFATEo2HHwbatAFmzdJxEe/OBrdvB95+W2MzDjwQuOgidSwXFwP9+3tHW0R+T0mJfk+saBARFai7dFHBd948dToPHAi8+qouM93VnbUVqL144AGN+7j66vDpNlopWrnBg4HCQt0+y5w5ev3o2jV63Y85RvsVSLZgT1LPtm3a8TAhhBBCCCF+oECdwRQXOyJQIIEawNJm/QEAa00r7Fm4jOI0qRaIqFDSrVu4QF1erkJrhw467iVQWwf1iScCq1Y5kRbVhWnTtGM0IFygttH1NnKIER+ExObjj9UtfOaZKqwedJCKwZFvZrz7rgrMo0c70w49VM/Fpk2Biy8OX/7XX5086GHDNOu5Th11qXbuHO6CdvPbb3oP0aWLju+9t+ZFT56s9SosdATqXbv0AV2nTt7fVa+eCuo//BAelTRvnj4LjyZI1qkDDBqkDnHLnDl6Ta5Vy7sMoPnUAF3U2UZ5uR7bdFATQgghhBC/UKDOYH77TX+IAgkI1KEfqiL6o5aQ6sCqVeom7NpVRRgrUP/+u/5g3ndfHY8lUJ9yiopDjz1WdfXOBOwr+8aEC9TLl+vQOqi9BGovdygh1ZGyMj2XDjhABdhu3VS8nTFDxVZ3vNCLLwItWwJ/+EP4d7RvD5x7LvDLL+HRRN98o9euzp31mjZ0qHY8ePfdKn4PHerdF/L8+Tq0ArWboiKN2LAC9ZIleo5Hc0IDQK9eGovk7pDWvrkSi2HDgNmznevynDnA/vvHLtOhg9aFAnV2UVKiQwrUhBBCCCHELxSoK4EIcNVVwHffpeb7i4udH4lBBeply4CCAv28enVSq0VIxmIFk8iIDyvydOyoQ7dIFClQFxUBf/oT8NZbwJo1Ka9yxvD118B++wEtWng7qIuL9ZpnBWpjdEgHNSEOs2bpNeXaa4HrrgO6d9d86VdeURH4yit1uY0bVXQ97TQgP7/i9wwZokN31vOsWXq+vf22Ct7PPw/ccANw/fUanbFpk/fLUrEEagDo10+/r7xc4z2A+AK1rQ/gvLniR6AGgE8/VYF74cL4AjWg2/m//8VfjmQO27bpkAI1IYQQQgjxCwXqSrBxo+YxvvJKar6/uFg7eyssTMxBfeCB+nnVquTXjZBMZNEiHXbqpAL19u36FylQx3JQA8DYseqEvOWW4OdeNlJeDkydChxyiGbnejmod+7UfcmID5JqNm0KP0ezicmTdTh4MHDPPSridu2q0UF/+hPw0ksq3j33nEZknHWW9/f07avRF/b7AOe7vCIx+vQBbrxRBe0lS8LnzZ+v9xH2jaxI+vXT/b14sSNQR4v4AFS8rlnTEajdb67Eondvzfj/4ANdT2mpP4H6wAP1jRiSPVCgJoQQQgghQaFAXQmWLdNhKhzK5eXAhg1As2ZAo0b6Oq9ftmzR5e1rwxSoSVWSzriHdevU2du8uf7ZaVag9or4sJ/dAnXHjvqK/VNP6Sv4H3wQfZ2ZGm+xbp1m3Pphzhxg82bNiI0UqN2RAb/9RoGapJ4RI1TMTRY//QQcd1z4cR2N8nJ17LrfsgjC5MkaS9G6dcV5Y8aokPvaaxoh1L+/irZeFBYCBx8MfPmlM23WLMe97MWoUTp86aXw6fPn6zXNy6kNqEANqMN74UK972jYMPp6atQAevQAfvxRx91vrsQiP1/zq994w3GG+xGoSfZBgZoQQgghhASFAnUlsAJ1KmIANm1SB6cVqIO4OG3+dN++6nKiQE2CsnSp0yleEPbs0Y6yxo9Pfp38sG6dOvRq1PAWqL0iPuy8Bg3Cv+u//1VBqFYtFVS8eOQRdSXazgUzieuvB044ITzDNhrWCXnggY5AbYX3FSscYcvGfAAUqElq2LVLs5Znz07ed/71r8D77wPnnBN+rC5dWvH/95dfqqv59NPDl12/Hvjii4odHbopL1eB2sZzRDJwoF6DbrwRmDsXuOCC2PUePFhF4E2b9KHzihWxBeq2bfUh04svhk+fPz96vAeg0T41a2qs0Zw5seM9LL166XXDxnsAmrcdj/PP17cx/vY3vXbEqhfJXihQE0IIIYSQoFCgrgSpdFDbDsmaNk1coG7fXl1cyarfyy8Dw4dnrmOUJI/DDnOyUoMwa5aKm9OmJb1Kvli3zhGmIwVqY1Q8B8Id1K++qq+zt2lT8fsOOEDdkNEeQn35pYpGP/yQvG3ww3vvASedpHV74omK87dt0+0CNLojHnb72rTRvx07nLc2li93XI7Fxd4OagC4/XatEyEAcO+93nnI8fj5Z33QtXy5PqStLEuXqvDasycwaZJ2KvjTT/oAp3NndfS6sc7e994Dbr1VP2/dqh0QDh2q/4/HjfNe15w5et4MHuw93xgVydeu1Qdip50Wu+5Dhuj/26+/dtzKsQRqABg9Wvfhzz/reGmpRnfEEoILCoDzztO4sqlT/QvUGzbo/cW8eeq43muv+OV69wYOOkj3QceOKoyT3MMK1HXqpLcehBBCCCEke6BAXQncDupki7ZWoK6Mg7pdO6BVq2AO6ksuAT7+2HvexIn6ZztcIrnJmjV6bM+YEbysFXf8vEofj+3bgc8+C1Zm/XpHJLEC9a+/6vSmTVWIqVvXEaiXLFGR+ZxznE7/ImnZMrpA/csvOnTnxFYF118PfPWVCkTvv19x/uuv6/4DVNyKx5o1QP36um+sUL9ypQrVxcX6NgYQW6C+7TYVAn/9NeHNIjnE+PHACy8Ef8No+nQd7tmTnIerDz2kx+j772vMxy23qFh9770a+fPtt+FvGXz9tcZXnHcecOedKrKffrr+33v0Uf2ORx6p6KQWAW6+WTtZPeKI6PU56yx9I+Gcc4DatWPX/aCD9Jr1ySfOWw4HHBC7zB//qN//t7+psH7HHSpSd+8eu9y//w28844KyMceG3tZILyjRNtBYrRraCTWOR6vTrmMMaamMeZ7Y8yPxpg5xpjbQtPbG2O+M8YsMsa8bIwpDE0vCo0vCs1vl9YNiAMd1IQQQgghJCgUqCuBFah37kx+R2qVFajr1tWog9at/QvU69frD+9HHvGeb0VHdyYmyVzGjnUySYNghekFC/R1+yBYMTQZAvWzz6rQYzvp84PbQW2FauugtuP16zsC9bPPqqgSraMyILpAXVrqdChWlQK1iArrZ5+tTveFCysu88wzKr4NHOg8NIjFmjW6nUC4QG3zp21GrVugtmKUFahr1NDhF18E3qSMwB1VQCrH4sVOR33vvResrBWogYqd/QVl61bgySfVqdy6tTqE33pL3y744QdgwgRtd/tQtqxMHcSDBun/wVtv1bzo994DHnwQuPBCFbh37wbefDN8XU8+qQLv3Xd7509b2rbVbbzzzvj1r1ULOPVUFcZffFHP0Xgu5b320gdYr74KtGihD47OOkuF63gcfzwwcyZwyinxl+3RQ68Bjz+uZeLlT7s59VTdR7afjGrKLgCHicgBAHoBOMoYMwDAvQAeFJGOADYCODe0/LkANoamPxhaLmOxD0gpUBNCCCGEEL9QoK4Ey5Y52ayxXGIzZqjbMQhugbpxY38C9a5dKubNm6fxHsboj8A1aypmxK5YoT/O9+xxptmYgsmTvV+ttkJ3VbtFM4k1ayp2QJWJiKgQ89prwbOkrUBUVhZMsLOvogPJEaitOGpdyn5wC9QFBXrueAnUW7fqOWFFcK94D0vLlno+7t4dPn3xYj1/GjTQ87uqcpjXrVNnc4cO+ir+okXh5+uyZcDnn6tD8w9/0OvPjh2xvzOeQN29u+5Pr04S7TXw3//WfTFpUjK2sur5/HPN0K3O17dkMXGiDhs0UNE2CNOnO1nxXgJ1cbGKwe7/XdH47js91885R8dr1dIOGEeOVAdw7956XfjwQ53/88+6/CGHaCeFt92mcSAvv6xvFwGa077vvuE5z7/+ClxxhT4wuvzy+PXq1ct/9MFDD+l9wLRp8eM9LHfcodfi/v2Bf/xDH1gVFvor65d69fS68N57eg0IEu9Tu7Y+SL/iiuTWKZsQJeQzRkHoTwAcBuC10PRnAJwY+jwiNI7Q/MON8etZr3rooCaEEEIIIUGhQJ0gIioE2R+MsV5FvvRS4OSTKwpcsbCios2g3rw5ugC2aRNwzTUqMLVrp+KA/YHfurWuN1KkvPde4MwzgT59nLzgmTN1uHmzk3fpxu2grq451I88ohmffmIT0sny5SrklJUBb78drOyMGY54YnNM/bBkiQo1HTuqyLN5c7D1RrJ2rQ79iuQ7duh63Q7D5s11+7/+2nk13jqop01TkeTss2N/rxVuI6Mr5s7V4dln6wOkIPuqMtgIHytQ797tCMmAxgEA6hodNEiFvHiZ4G6BunlzdUOvWuW41/fZR0Uyr4iPkSP1enLuuZqZm60C9U8/6TAbHkBlOhMnqlN4zBjg008dN2UkO3fqfPuAZccOPY9OOklFT3usWzZsAA4/XOM3ouVAu7HnaLQoibw84Oij1UFdVua8bTBokLNM587q+LVSoDH6Zspnn+nDIkAfBG7frg9p8pJ8V9W4MfC//+nnPn38lxs4UM/FceP8R28E5dNP9bpfXKwdsgbBvnFRnTHG5BtjZgFYD2AigMUANomI7XZ3FYBWoc+tAKwEgND8zQCaeHznWGPMdGPM9GLrdEgDFKgJIYQQQkhQKFAnyMaNKoYNHKjj0RzUZWWa0fjbb45La9ky4Kmn9DVc+wM3kuJivbGvWVMFapHogt8ddwAPPKDurSee0O9+4AGd1yr00yYy5mP+fBWvN25UgUlEBerGjXV+5Gv6W7bo9rZvr2J8pHAQj1279IdsZVymq1eroJFsJk/W17Ld+2jdOmC//Sq6/2ykw+23J78eyeT773VYs6bmEcejtFTFHxF1MI4YoY5ZK9rF4sMP1YlsxR0bK1JZF3VQgdrmyFoHtf28Zg0wbJi2MaDOvy1bHEHZnsPRsMJt5Dlund1jx+owldE3v/yi4hfguErbt3c6M7PHpV22dm0n4gNQgb64uGJuLqBt7hao8/P1umEd1Hl5Oq9pU2+BumNH4Nprdfyww9RZvmKFHk/xztdkPMhIFna/vvlm1bnhc5GyMhVGhw3T68iuXSpkRiKiD3eGDdOs5enTgdmz9Vo0YIA6+d0O6h07dNkFC/R7H37Yu4NQN/PmqYvbfU2I5OijtWPD77/X86RlS6cz1WiMHq3HyMsv6/jrr+v/i/32i10uUY48Ut/SuOqq1Hx/ouy1l/O2FgmOiJSJSC8ArQH0BxAgKCXqd44XkX4i0q9Zs2aV/bqE2bZN/yewE0xCCCGEEOIXCtQJYvOnrQAUzUE9f77zev3TTwNz5uhr5Oeeq65D+wM3kuJidSwCKlAD0WM+5sxRJ/err6qz7E9/Uic14GRhRtZvwQLg0ENVaF2xQkX0mTPVndapU0WB2oq3Z5yhwyCvwa9fr69S77uvCuCXXebPTV5eriLiU09pvVq31u1LJps2aTbnjTfqPrv8cl3vtdeq+y6yw8hFi1TA+/jjcFdqaSl8M32641YPwoIFwIkn6mvR8US977/XzrrGjlVxyEuYtOzZo8JP585ar3XrgIMP1kzReK7gefM0r3TMGBVPGjRQMQWoKFCLaL6r34xiK1BbF2Q87MMetxh19NHqxnzrLeeHso34WLhQRfh4YlQ0gXruXBXRundXt+gHHwR7S8Ive/aoG/qyy3QbrWjXrp2eq0C4QD13rl5j8vI0h75bN+D++3U7evUKd1sDKs7t3u1sJ6DbtXSpHu+tWul+sg5q+/aEl1N06FAd3nCD7hMbrRDJrFnA+edrRm6LFnrtSjeLF+vw11/1OCXB+OEH/Z9y1VV6vRk+XCNmosV83HOPtvvZZ+u51b+/ZjwDmnneoUO4QP3hh7qOZ59Vx/KwYXp9GzRIc5BnzaoYTeWn875hw/RYvugiva4fckh8wXX//TXq48EH9X/j5Mn+cpsrwyGHAA0bpnYdJD2IyCYAnwM4GEBDY4z1l7cGYO/eVgNoAwCh+Q0AbKjamvpn2zY1WfDhBSGEEEII8QsF6gSxAnWXLioCRROorRB59NGa1Xjaaerg/PFHFcrmz69YZudO/cG77746Hk+gXrjQEaoiseKbFV8AoKRExcPOnYFjj9UfEM8+q2JAnz4qMnz1VfiPfSs2Dh+uTsonngD+8hfg+ee912vZsEEzfpctU0H+uOPUCXrEEU7OthdlZSos9uihYv6iRSpST5jgdOKXDG6+Wd3tb76p63noId0nzz6r8+fMcZYV0X09Zoy2yRlnqJOvVy8VP4cP1+2NxW+/qYB7yinBXJoPPKD74rPPtI5du6ogE43vvtO2HDVKBc53342+7JVXqmi8ebO66QEViHr0iO2g3rNHO9+qXVtFqQ0bVESxx5xboF6yRPfToEF6DPiJiLGRGkEd1O6Ij2uvBd54Q+tosREfCxao+9dmKEcjloPaOiZHjgQ++kiF3YceSm4Ezr//7TwomDFD92XLlpqn27y5Xk/cHSX+8ouK0paTTlIB7oILtI0POyz8emW3yy1Qt2unbtIXX3QedkWL+HDTvbteH154QTNvX345/Bxat06Pgd699Rw79VT9fOqpzlsfyWTWLODii/298bF4sV6XCgv9vXUQiwkT9GHSiSfGj9jZsCF8H2Urd9+t/zf+9S/HTV9QoMPIh1Jz5gA33aRO5Kef1ocql1yi/xebN9fzqEOH8Hb7/HONHjrxRI2HePNNzVcuLtZju3dv/T438+aFnwteNG6sbyGVl+t14fjj/W3vnXfq/7WTTtKyqRaoSW5hjGlmjGkY+lwLwDAAc6FCdeg/McYAsFeQd0LjCM2fJJK5YWvbtvnPWSeEEEIIIQQAICJp/+vbt69kG//4hwgg8vvvIj17ipxwgvdyV14pUquWyKxZujwg8tZbOu/AA0UOP7ximb//XZebNEnHJ0/W8YkTKy67e7dIfr7IzTdHr+vee4ucc44zPnu2ft+LL+r4wIFaR0Dk449FJkzQzzNnOmX++1+dtnSpyOjR+tmWefjh6Ou++mqRggKRTz91pr3wgkjNmtH3mYjIddfpd996q8gvv4iUlYls2iTSpInIEUdEL7d7t8jWrdHnu5kxQ8QYkUsv1fHycme9++yj29m0qbP8mjU679//1v1xwAH6N3y4yEUXiRQWinTooPsoGuee6xwHn3/ur553363Ln3SSyNq1ItOmidSuLXLZZd7L79mjbXP55brf2rTRY62srOKyb7+t33311XoMAXo8lZSI3HWXjm/e7L2eO+7Q+a+/ruNTp+q279kjkpcXfkzefLNOO+44LfPbb7G3efduXa5BA3/LizjH6LJlsZe75BKRRo1E9t9fZMSI+N9bViZSo4bIDTeET6tVS89vO/7RRyLDhmkdzjpLZMcO7++bNUvkX//SfRyP1atF6tYVOewwPVZvu01kyBCRQYOcZfr2FTnySP28ebOu/667vL/vu+/02Dn3XGfaRx9pmSlTnGmLF4v885/69+OPOu3SS7U9Fi/W5Z9+2nsdDzyg+8XWffRoZ94992jZf/xDr50iIjt3ipx4op4/sc6dJUtE/vY3kTfeEFm3Lvpylq1bRfbd17lW3Xef9zkgotOLikSuuUaP0datdTtFtJ67dsVfn+WDD7St9tlHpGFDkd69vZfbuVPkiSf0WMzPd86jaJSX6/+ECy8U6ddPj4M1a/zXKxF27xZ5+WWRoUP12tukiff/mrVr9RwZN07khx/Cr/f3369t4K6r/R+3alX49/z4o17fRETuvFOX2bZNx/fbzznO3ZSXiyxYIHLBBbr8nDk6fdMmHb/nHv/bG+34iIY93/fdV+tBchMA0yXJ970AegL4AcBsAD8DuDU0vQOA7wEsAvAqgKLQ9Jqh8UWh+R3irSOd99ajR4t06pS21RNCCCGEkAwl1r112sVpyVKB+tJLRerX1x+lRx2lIpEXQ4aIHHSQfh4xQuSKK5x5Z56pQoib339XweLoo51pP/2kLfXKKxW/f/782GKRiNavVy9n/LXXtMyMGTpuRSNAZP16FQ0AFZosf/2rii67dols3y6yYoV+PuEEXXbkSF0+Uszs319k8OCKdbLiw1dfVZz3zjs674ILKs775z91nlsAsWzcqELsXns5IkUsrrxShfKNG51p5eUqGs2cqdsDOGKYfVDw0Ufe3/fNNyrSXHed9/wpU7T8JZfosTNmTPw6jh+vZUaPFiktdaYPGCBy6KHeZezDkBde0PHnntPxxx+vuOwFF6jouGePCqbt24v06aPz3n1Xy339dcVyv/4qUqeOyCmneNehdevw7TvhBJFu3Zxjb9as2Nu9cqUud/zx0esQiT2m4gm/N96ogmBRkQrzfmjTJnx7li7VdY0fH75cebnI7bfrPLegbXnpJefBTocOIp984sybOlXPPzf/+Y8u+8svuv+OP17rctZZzjKjR2u7iagA7X4I5sWIEeHCwVNPaZklS2LsAFFx2AqAgMizz8ZeXkTk2mv1wcT8+Tp++OEi3btXXG7VKj0XzzjD+3t27dLj0l6n8vNFTj5ZH9pFExX/8he9Zr34ogrggB6vVvB0Y4+3//xH5P339fuN0X1tH1h5iecrV+rDgwEDVMS97DI9n3r10vXYhzjudl25Uv8nFBTovMGDtXxBgV77vFi3TvcbIFKvnq6rTh0Vbdeu1fPXi7IykSef1H21erX3MtH46it9iGO3/4ILtA4tW1YUY+25N29exe/59lud9+qrzrRjjhHp0iX2+l98Ucv99JNebwCRe++NvnxxsR5Df/mLjvs5FyrLzJl6nFx/ferWQdJPKgTqqvhL57318cdHfzhHCCGEEEKqL7HurRnxkSDLlumr78ZoRqtXJ4nl5ZqZ2aePjr/1lmZWWrp00fzK7dudaQ89pPmd99zjTLMRH/ZVcHc0xKJFOowW8QFotMKcOU4+rs2rtWVOOEGHbdroa/ytWlXMoV65Ul+9LizUuIQ2bfTzK6/o69Xffw+MGwf85z9OmZISjTgZNKhina64QiMFrr22YhzC//6n3/+vf1Usd8EFGtHw4ovh07du1RiVWbN0/xx+uNYpMpPUzaxZQM+e4bmexmjOde/emjMKOK/f2xiFaPt6wAD9Pq8Ikg8/1OiQffbRV+FPPVVzVG1P916sXq379IgjNA7BHUXRs6d2KBa57wCng8T+/XV4xhnAkCHaKWdkrMr06UDfvvrKfK1a2uavvabzevTQoVfMx+23axSN7XgwkjZtwiM+Zs/WOkfrtDMSmz992GE69BPzsX69xl3UqhV7ufr19bjYtcvpZDAeLVuGn+O2g8TITtGM0diYoUOBTz4Jn/fJJxq50qePxo4UFmrcy91363kwcCBw9dXhZRYu1O3p0kVjV779Vvddhw7OMp06AcuX6/bYesWKNRg0SL/XZnbb7WrRIvY+sJn4NkrFK+IjknHjNObhwQf1ejBlikbhRNKqlV4TJkzQa2Ykt9+u15IXXgC++Ua/98svNT+4a1enA1rL1KkaQ3TttbrP33hD4yDefFPXdcQRGkdhsRFI++4LHHOMXt9vvVXb5LbbnGiUyFz1N97QDgHr1tXte+IJzX5/6y19vX3YMF3us8+cMi+/rBE8V1yhsU9ffKHxML16OVExkbz1lsa8/Oc/2m6TJmnZpUu13QoKND/fzdatGtd07rlaz8MPj94pbyRPPKH50Vu3ak704sW67ksv1ePFnXleVqbLH3aYHqeR9O6tEUhff63je/ZohJU9t6Nhj/GlSzXeA4hdpmlTzbN+9lm9ztlrRtdKdzsXnd699Xp7002pWwch2YjNoCaEEEIIIcQvFKgTZOlSJ2u3ZUv94R/ZUd6SJZppaQXqSOyPeXd+7Icfagd1PXs606xAfeWVmvE6frwzL55oCqjwsWeP09ncggUqatSrp+Ndu6rQZjt8BFTYmDzZEXhXrXI6XHRTVKTCxfLlWrdJk5x533+v+8RLoK5dW4Wfb74B3n/fmV5aqt9x5JEq4Hmtb/hwFXHc4uzdd+v6Xn5ZhauyMuCgg1R8fvrpit8jogJ1r14V51m8BOoaNbTzt2j066eir7tu77+vucvt2+s+rVtXO4/bvl075rrrLu8M83HjdH88/riu180BB2jndu5yIsBzz6lY0rKlI/AYAzz6qB6L7gcku3Zp5mu/fs60tm21nvZzkyYqprlZtEjrNHZs9OPOLVBv3qyCX8+e0TvtjMQK1AcfrG3up6PEdevCO0iMhj3ugcQF6s8/V1HQiviRDB6sQqu7M8s339S2//RTza2dMUMz6W+8Efj733Vff/JJ+LGzcKHmZOflaTvZTgrdAnXnzvpQZskS3U+FheHzI7Hno+0IcM0azeG1nUhGo2lTHQYRqJs31218/nm9tu3a5Yi2kVx3ndbjr38Nn/7DD3qOnHOOZgwPGADcd59ek557Ts+NUaP0GmSxDwBuvlnHjdHzadIkrc/PP2vmscV2xmdz/1u31nq89JIK1Z98ovnxl14aXrfJk/VB5cSJ+vBgyxY91u3/hr599frtfljx4Yd6bbnvPqcPgAYNtIO+/ffXYyMys3nKFM1WP/985wGM7Svg9tt1n7zwQvgDuTfe0PkPP6zft2KFPqj65hvv/W/56iu9Lh11lD7wGDnSeThmBWIrGAN6PC9bpnXzorBQH5ZNmaLj06ereOVXoF6yRNutQQMVhGNxxRV6jP3733ouFBTEPheSQb9+FOIIiYQCNSGEEEIICQoF6gTYvFl/uFtxs1UrFYgi3WnWCRhPoLYdJW7Zoj/eI3+416qlQkefPiqGPPecM2/hQnWEWvHIiwMO0KHtVC+yU0VjVMB4/HFn2qGHqpN79mwdjyZQuxk6VEUI69S2jrmDD/Ze/pxztN4vv+xMmzZN9280EQtQp/Tq1eHO3jff1P120kkqts+ercJ0s2beAvXKldrpZCzBo2VLFUXcAnWHDhXFYjf9+ul+s4IXADzzDLD33rpvrLg9cCBw4IGOoHzXXeHfM2mSutNvvNFbYLEPMGz7APqg4OyzVWT78ENtV8t++2n7vPaaI4D+/LM+uHAL1G6M0ePgs8/CRdNnntHxW2+Nvh+sQC3idPDXs6fuh7w8/w7qVq1UgPXjoPYrUNev73xORKAW0U70jjgi/LvcDB6s1wQrAgPapoMHO0Jw7doqKj76qLo+//537RjS7i/AEaiB8HayDxHc27BggV6XOneOfYz27auivz0/16wJ7yAxGok4qAF962HbNhUPCwt1H3jRsKEKo+++67wZAmjnqnXrAv/8Z/jyNWsCZ56pD4DKy7XzUvt2yYcfqhgbKZAMGaLXuZtu0nPHOs4XL1YRtk0b77odeKB2CvvBB/pgCNDjYPLk8O2xbyJY8vP1ujRxoi6/dauWOeaYiuuwQnabNiqEu8+5r7/WDkjd5zSgbXnzzcBll6mAPn26M2/SJL2+XnihbvcHH+hDsYEDtXPTadMq1mHdOu3sr0MHFecjOznbd1/9P+B+EPn00/pw5cQTvfcdoHX/4QddvxW3Dz00+vKAfmfjxtr+b7yh2xCvQ9Nu3fTtlL//Xfd5x44qUhNCqhYK1IQQQgghJCgUqBNg8mQVQqyQbMWdSFfojBn649g6cSPp1EkFBytQf/WVOuAiBWpjVHj4+mt1rU6d6rgFFy1yvicanTqpaGIF6gULKgpzzZqpGGsZMkSH1sm3cmV08cZy2GH6mruNmJgyRbe9cWPv5WvUUAfh++877vOJE3VbDj88+nqOOkqHH3ygw4ULVcC0USWACqFjxqho8u23Gkfhxu6LWA5qY7T+VqC2+zoWBx6oQysUlZWpw3D48HCxxxh1JpeWqiD0xhvh0S3/+Y86Jq+5xns91rlrBWoRLXPggXqcuB34llNO0X1lBVBbx2gCNaCi9ooV+saAZdIkXc/ee0cv16aN7vMNG5w6HnCAtvnee/sTqI1RwblrV3V9XnyxEz/ixfr1us/iYUXlunVjb4Obli31gcaOHXrsLF2q+zMaAwbouf/llzq+erWed17n9oUXqmBoH8pMnKjDsjJ90GGPuV69HFHY/dCiSxcVnB99VI/VyNiRSIqKtP2sozWoQG0fxPkVqG30zapV6t6uXTv6shdfrPvNxvusWKFt/pe/hF+f3LRvr9FIX34JPPKIXht/+UUfZEXj1FO1/jYqaPFidT3HEjNHj9YHOm+8oePz5qmjPZrgbhk2TLd9/nw9d/bsiV63pk3VSf7zz47Tee1aPQ683kSxDB+u22OjTkRUCD70UKedhgzR/XL11fpAr39/fXjgZvx43abXX/fe38boMfz553q92rRJv2v0aO83XiyDBunx/P33ug969oz9UNWu68039Rq8YQNw/PGxl7c88IBeZ2bMSG28ByEkOhSoCSGEEEJIUChQJ8CkSereGzBAx6Pl6k6Z4rgVvahVSx21VqCeNEmXjeY4BvRVdkDdbUBFN7QX+fkqCPzwg4psxcXxnaOtWqn77Isv1Nm9ZUt8B/WQISoqTJqk4sU338QWVQAVlTdudNycEyfqPmvSJHqZli1VrLNizLvv6tBLwBgyRF/5jnQLzpqldY0W0WCxArWICtTWzRpr+aIiR/ydOVO3z8sRboy2zSmnqHPWum23bNF82VNPjR670KCBCmpW/P3hBxW1/vzn6MLhSSfpOl9/XcenT9eHB+3aRd+eyFf6t25VkWno0OhlAOdhxsqVGiPSsKFz/LRu7S/io2lTFQyPP17301NPqYDplbsNBHdQx3uw48YKuGvX6v7LzwdGjIi+fO3aKgJPnqzjfjJ0W7dWQc0K1CtX6tsI9vyuXds5vtx50fXra6TBJ5+ocB5PoAb0vJw5UwX3oAK1Fbb9CtTGOEKoV/60m733VrHzqaf0vHn4YW3vyGiNSM45Rx9q3Xab80ZGLIG6eXNtixdf1O9fsiR+FETfvtoWVtS2bWsf5kXDbvN//6sP1erWjX1dHDVK2/Sxx3TcXhtjlWnSRAVn+9Bu8WI9fiKPt3r11F28erW2yeOPO8dmaakK1MOHa1xTNA47TN3ac+bovt61S/d/LOz/tDPP1AcJ8eI9LIMH6/nw++96bfNDq1Z6HAAUqAlJF9u2VXwDgxBCCCGEkFhQoE6ASZNULLDiYdeuKja7X3u2TuJ47rouXcIF6oEDY2fBtm+vwviLL6p4tWxZfNEUUEF31iyncys/0QY2h3rFCh2PJ1A3aqSRGZMmqXixeXN8gXr4cHXevfOOCrPffBM73sNyzDEq3GzapGV79vQWWg85RIdWTLLMmqX7IN4PqP33V3Fk1ix9PT3ew4CCAt3XVhC3YuMRR0Qvc+yxug+scPzWW+o+Hj069rpsR4mAvmZfVKT5utFo3lw7PnML1P36xRZpu3ZV0dAe21OmqJAVT2CyAvWSJU4HiXY9rVv7c1BbEfass1R8/uc/1SVtO7RzU1qqLssgGdR+4z2A8LckXntNRcl4DtDBg/U42L5d91+jRk7cTjSGDVMBb+dOJ1/efX4fc4yeU5Hi8F/+ouI9EP2NDTeDBqmT97vvdF/7EaibNlWB0b5V4VfcBzR65tJL9a2GeFx5pV4/O3dWgXrkSCfTORrGaBTEhg0aedG+vXeHfW5Gj9Zj6dtvdWjzp2OtY/RoFXTXrtVrSosW8cu1b6/l/vEP4MkntY1juY3r1NFj/pVXdHumTNH/L/Hyl485Rs/p9eud8zXag6QGDdRp3L69xqrs3q0P/FatquiqjsR+5y236IOR7t2jx1hZGjUC/vY37RfgpJP0eA1Co0b+H4gAeqxdc40er4SQqmf7djqoCSGEEEJIMChQB6S4WAU39w//2rXVreeOafjuOxWA/ArUGzao09SPs2z0aF32gQd0ffFEU0BF082bgXPP1XE/ZWwO9RVX6Hi8iA9A6//NN8DJJ6vLNJ67sG5ddT6+9ZZ2SlZW5k+gHjFClx08WAUcd7yHmyZN1CVtoxYs8TpItFix7/TTdehnv/Xrp6+Xl5erq7VXr9jRE/Xrq1D/+uvq5nzxRRXkYjnpARV9581TYX/CBI0zsR1qRuOUU9Rp/c47OowV7wGoKDd0qApeNjagsDC8Q00v9ttPhe3rrtOscHfkSKtWwQRqi33YYR2lbmzngUEiPhIRqC+4QM/XWPEelsGDVTh/5ZWKcQvRGD5cXc1Tp3p3gHrPPZoJ7sWDD+qx4ycKwT5gGz1azyM/ArUxmpn+zjt6vbNxNn6oU0djOCLb1IsDDtBr6XHHqShrOzqMR9++TgzH0UfHF9BPPlkfVgwdqtffeEIzoN8vokL7p59qG/sR6p9/XgXdsjJ/x87556sz+eKLtb37948tagO6zTYf/fPPdV/HEulr1dIHAPPm6TFzxx16HBx3XOz1tG2rD8I++kgfRJ53nr99cMst2q6vvOLP5V8ZCgq0E8pUr4cQUpHdu/WPAjUhhBBCCAkCBeqAWKEzUkg+5RQV1b79VscnT9Yf7dbBG40uXfRVyDPPVHEhXnQCoOJIv37ADTfouB/R9PDDVbCoWxe4/np/rz6ffLI6+az72N0xWzSGDdMfJsaoOBvP+QiouLxkiQpsZ5+tLt949O+vYsfGjSr6xIpbGDxYBb89e3R80yaNQvAjUB9yiHZAVru2CjPxXIyAts22bVq/qVP9Ce4jR+or+WPGqOt61Kj4ok/PnrrtBxygLu94r9kDwB//qFENI0aoeBpPoAb0mPz1V82vnTRJHfyxcoQBFSTfeEO3adu2cIG6dWsV1bdujV7eS6Debz+NCvESqG3HfX4c1K1aqevTT7tYOnRQQbugwL8T+A9/0OP/z3/WNx38PHw69FAVjt94QyNlatXyJx4DWrdRo6JHCrlp3Fjb0sZ2+Dm3Lccfr1ESfh5YJcpJJwH/+5+2dbwYHjd33KFtdcYZ8Zdt2FAd7uedp+d2vIdpgF4377pLH0CtX+8/qiIvTx3Ea9c6D7ti0aOHCrqvvaYPkuK9iQKoi7l7d3VEv/GGnrfxriHHHKMPPWbO1Dd+zjvPX6eCL72k5+/8+cAll8RfnhBSfdi+XYcUqAkhhBBCSCBEJOYfgKcArAfws2taYwATASwMDRuFphsADwFYBGA2gD7xvl9E0LdvX0knzz4r8u673vO2bxdZtMgZP/98kbp1RXbvDl9u82aRwkKRceN0fOhQkd6946972jQRQKRJE5FTT634vdEoKRE580yRxo1FNm70VyZR1q0TmTrV37Ll5SJffimyY4f/7//9d5ExY0QmTgxety1bRL7+OvYyL7+s+/ipp0Q++UTk6qt1/MMPg6/PDwsXiuTl6ToAXWc8tm4VOeUUkQYNRPLzRX7+OX6Z5cv1mOvTR+Tpp3Xf+2HLFpHHHhM56yw9bv2up3lz3a6//tXfekR0n0duz4QJul/mzvUuU1YmUqOGyA03VJx3zDEi3bpVnH7jjfqdP/zgv25VQUmJyP/+JzJ6tJ5Hfhg9WqRRI5Fhw0R69Ehp9WT3bj1fy8pSu55co6REr1d+r9eJMmuWXhsXLvS3/NatItdco+fcq6/6X8/OnXqdCnLdJqS6AGC6+LiXzbS/dN1br1ih/4//+9+0rJ4QQgghhGQwse6tjUTrcSyEMWYwgG0AnhWR7qFp9wH4XUTuMcZcHxKorzPGHAPgUgDHADgIwL9E5KB4Inm/fv1kuu1VrorZtEljAfbs0VfJbR7nTz/pK9zPPKNuz/ffV+dlv37qQn3++Yrfddxx6nabP1/deeefr7m58di6VZ0mQTJdLaWlQI0awctVJ9at07YrK3Omde2q7uZ4kRiJsnq1xrysW6fHgd/81PJydRzbGIp47NypjtlEjp0gzJyp8RbTpmmEi+0g1A87dqgT2PLll+oUnjhRs7lLSzWaYsAAfRtg/Xp1Qj/0UMXO8e66C7jpJo1kaNxYp02dqm7lMWO0c71s55NPgCOP1M8nn+xkhhPil127/DnpCSHxMcbMEBEf7xtlFum6t547V994euml2P1iEEIIIYSQ6kese+u40qaITDbGtIuYPALAoaHPzwD4AsB1oenPhlTxb40xDY0xLURkbYJ1Tznvvafi9BFH6Ovhd9zhzCso0OiOX37RV+dbtlTh+cEHvb9r5EgVsg8+WIVDP6+MA06nbYlAcTo+zZtr5vS6dbq/9tvPiTZIFa1aqbgYlLw8/+I0ELtDzWTSp48K04sXB8tuBsLFacDpbHPVKu3U7bzzNFO9fn3ghRc0uxzwziu2UQdTpmiMyJQp2vFc27b+HgZlA4cfrsfP6tX+4nsIiYTiNCEkXWzbpkNGfBBCCCGEkCAkKm82d4nOvwKwya+tAKx0LbcqNC1jBerXX1fh+eOPgQ8/1Mzc/HygWzfNG65TR/NjDzxQXSHvvhtd3DzrLM3qffRRzej1k6VMqobu3fWPJE5+fnBx2otWrXQ4cyZw5ZV6jj35pHbY5u6grWPHimUPPFAfHP3xj07WeffuwBNPBBP2M5n8fM1iv/tu731ACCGEZCo2g7pOnfTWgxBCCCGEZBeV9t+KiBhjYueEeGCMGQtgLAC0bdu2stVIiG3bgI8+UgdnXh5w7LHey7Vrp3Efv/wSLqBFkp+vHRBecw2webMTQUAIcahZE2jaFHjkET1nvv1WOws97TTgscf0LYWBA/UhUSS1a+uDoCVLNDrluONy06X1l7/o2x1+38IghBBC0s6ECdh25WcAnkLd0ccD94/y12stIYQQQgip9iQqUK+z0R3GmBbQThQBYDWANq7lWoemVUBExgMYD2hOXoL1qBQffqhRHKecEn/ZAw7QPz/k51OcJiQWrVoBv/2mD3S6dNFpdeoAV10Vv+yTT6a2bplA+/bA7NnprgUhhBDikwkTgLFjsa3keABA3V8XAmPH6jyK1IQQQgghJA4+u26rwDsAxoQ+jwHwtmv62UYZAGBzJudPv/66xnUwioOQqqVrVxVhb7op3TUhhBBCSKW56SagpATboK811cU2oKSE/+gJIYQQQogv4jqojTEvQjtEbGqMWQXg/wDcA+AVY8y5AJYDODW0+AcAjgGwCEAJgD+loM5J4+CDNWfadspGCKkanngCKC3VyA5CCCGEZDkrVgAAOmEhzsV/0RCbwqYTQgghhBASi7gCtYiMjjLrcI9lBcDFla1UVXH55emuASHVk3r10l0DQgghhCSNtm2B5csxBJMxBJPDpxNCCCGEEBKHRCM+CCGEEEIIIQS4886Kr0XVrq3TCSGEEEIIiQMFakIIIYQQQkjinHEGMH48sM8+gDE6HD+eHSQSQgghhBBfxI34IIQQQgghhJCYnHEGBWlCCCGEEJIQdFATQgghhBBCCCGEEEIISQsUqAkhhBBCCCGEEEIIIYSkBQrUhBBCCCGEEEIIIYQQQtICBWpCCCGEEEIIIYQQQgghaYECNSGEEEIIIVWEMaaNMeZzY8wvxpg5xpjLQ9MbG2MmGmMWhoaNQtONMeYhY8wiY8xsY0yf9G4BIYQQQgghyYUCNSGEEEIIIVVHKYCrRGQ/AAMAXGyM2Q/A9QA+E5FOAD4LjQPA0QA6hf7GAvhP1VeZEEIIIYSQ1EGBmhBCCCGEkCpCRNaKyMzQ560A5gJoBWAEgGdCiz0D4MTQ5xEAnhXlWwANjTEtqrbWhBBCCCGEpA4K1IQQQgghhKQBY0w7AL0BfAeguYisDc36FUDz0OdWAFa6iq0KTSOEEEIIISQnqJHuCgDAjBkzfjPGLE/T6psC+C1N6yaJw3bLftiG2Q/bMLdge2Y/bMPks0+qvtgYUxfA6wCuEJEtxpj/P09ExBgjAb9vLDQCBAC2GWPmJ62yweBxmJ2w3bIftmFuwHbMHdiW2Q/bMPlEvbfOCIFaRJqla93GmOki0i9d6yeJwXbLftiG2Q/bMLdge2Y/bMPswRhTABWnJ4jIG6HJ64wxLURkbSjCY31o+moAbVzFW4emhSEi4wGMT2G1fcHjMDthu2U/bMPcgO2YO7Atsx+2YdXCiA9CCCGEEEKqCKNW6ScBzBWRB1yz3gEwJvR5DIC3XdPPNsoAAJtdUSCEEEIIIYRkPRnhoCaEEEIIIaSaMAjAWQB+MsbMCk27EcA9AF4xxpwLYDmAU0PzPgBwDIBFAEoA/KlKa0sIIYQQQkiKoUCdAa9CkoRgu2U/bMPsh22YW7A9sx+2YRYgIlMAmCizD/dYXgBcnNJKJRceh9kJ2y37YRvmBmzH3IFtmf2wDasQo/e8hBBCCCGEEEIIIYQQQkjVwgxqQgghhBBCCCGEEEIIIWmBAjUhhBBCCCGEEEIIIYSQtECBmhBCSJVgjOH/HEIIIYQQQpIA760JIbkEL2ikWmCMidYZEclgjDF10l0HUnmMMb2MMXuLSHm660KSB6+rhBBSfeH/gOyF99fZD++tcxNeV0l1hwJ1HIwxe6e7DiQ4xpg/GGMuNcacaIxpKuwNNOswxhwH4H5jTK1014UkjjFmOIB3AZwZGuf/nSzFGDPQGPMnY8zBxpi9RETYntmFMaYdr6kk3fDeOjvhvXVuwPvr7If31rkD762zH95bJxce/DEwxpwIYI0x5pw0V4UEwBhzNICHAbQGcBqA4a55fCqZBRhjjgLwNwCviMiOiHlswywhdAN9D4BPAPQBABEpZxtmH6EftI8D6ATgKABPGmPah9qT9xJZgDHmBABLAFxojKmX7vqQ6gnvrbMT3lvnBry/zn54b5078N46++G9dfLhgR8FY0xLAGcB+CeAa4wxZ6W3RsQPxpgeAG4FcKGIXAfgFwBtjDGtjDGN+VQy8zHGdAJwP4CnRORzY0xjY8wRxpiDXE+WeROW4RhjBgF4BMBYETkXQEdjzC0AQNdVdhG6Zh4H4HIRuRHAUwAaAJhgjNmXr5dmPsaYJgBGAPg7gEMBnGOMqZvWSpFqB++tsxPeW+cGvL/OfnhvnTvw3jr74b11aqiR7gpkMJsAPCIik4wxQ6FPtCAiz6W5XiQ2qwBcIiIzjDFNAZwDYC6ANgD2MsZcKSKr01lBEpcNAL4CUMsYMwLADQCWAygHkG+MuVxE1qazgsQXiwCcJiIzQ+N/A3C0MaahiGxKX7VIAuQBaAHgYACTRGS5MWYq9Eb6r8aYC0Rke1prSOKxBcB/RGS6MaYfgPsAiDHmWRHZYhcyxuTxRxFJIZvAe+tshPfWuQHvr7Mf3lvnDry3zn54b50C+LQ7AmPM3kY7HCgRkUkAICKfA/gzgNuMMWeHlhscukkjGYCr3TaKyIzQ5D8A+JuIHAfgbgCbAfROWyVJTEJt2EJEfofeNLcEcBeA/4nIaQCuhbZhr/TVksTD1Y7rXDfQADAHQH/oK2wkCwi1ZXMRKQVwPYBRxpiHjTGPAugGdWIJgJrprCeJj4jsATAz9Hk6gOsAnAxgDKCv74fOW95Ak6TDe+vshPfWuQHvr7Mf3lvnDry3zh14b50a6KB2YYw5BcAVAAqMMW8CmCUiHwOAiHxhjDkXwCOh/K79oK9lkDQT0W5vAPhRRD4WkTftMiKyOvTaWqM0VZPEIKIN3wHwGfQi/6GIfAIAIrLSGJMPoHHaKkpi4nEuznK131JjzL0ALjXGTBWRFWmsKomDxzn5OTRzdDSA3VA3Xbkxpj7URbchXXUl3hjNjD1aRC6zk0LT80RkmjHmOgC3hJysvQAckZ6aklyG99bZCe+tcwPeX2c/vLfOHXhvnf3w3jr1GMYVKaEMmU+hbo49AIYB6ALgcxF52bXcw9DOQQ4TkZ/SUVfiEKPdvhSRF13LnQLgZgCniMiSdNSVeBOlDfcH8J6IvOVabiSAm8A2zEhinItfiMhLoWWaAXgMwMMh9xzJQCLashR6c7U/gDdF5H3XcmdDnVeHi8i6dNSVeGOMGQjgNQBrAMwTkTND0/NFpMwYY0J5ow8AOBN6T/NzGqtMchDeW2cnvLfODXh/nf3w3jp34L119sN766qBDmqHfGiOzFIR2WSM2QC9cBxqjCkO5eV1A9ABwBG8gc4YorXbYGPMulC7jQVwJYCRvPHKSKK14ZHGmC2hNjwT+hrUaWzDjCVaOw4xxqwXkUkiUhzKV2MbZjaRbfkbtC2PN8bsCJ2TR0A7OzudN9AZSR0AfwXwDIDnjTEviMjpoRtoeyPdCkArAMN5A01SBO+tsxPeW+cGvL/OfnhvnTvw3jr74b11FUAHtQtjzL+gB97lIrLdaG/jZwPYLSIPGGNqAygSkY1prSgJw0e77Q2gNm+8MhcfbbgXgDoisjStFSUxideO6a0dCYKPc7I+gFq8gc5cjDH1RWSLMaYx1F1VJiKjQ/Mai8jvxpg6wk54SArhvXV2wnvr3ID319kP761zB95bZz+8t0497CQRmhkT+vgI9MnWdaEDaw2AjwGMMMY0Ee3chTfQGYLPdmsqIr/yBjozCdCG63nznLn4bEdmVGYBAf4fbuENdGYjoR7ERTvGughADWPMY8aYcwBcY4wp5A00SRW8t85OeG+dG/D+OvvhvXXuwHvr3IH31qmnWgvUxhgDAOL0rLkYwBsAagF4zGhP4p2hOUF70lJJUoGA7bY7LZUkMWEb5gYB27EsLZUkvuD/w+zHtqEXIvKbiPwRwFAADwJ4UUR4bSVJh9eS7IT3ZbkB2zH74b117sD/h9kP762rnmoZ8RGy5O8UkRLXtEIR2W2MaQ3txXgMtDfxxgAuFJGZ6aktsbDdsh+2YW7Adswd2JbZT5Q2rCEipcaYFgC2ichWY8yJAB4AcLyIzElTdUmOwmtJdsJ2yw3YjtkP2zB3YFtmP7y3Th/VTqA2xowAcB70KdWbAOaKyPTQvMMBXADgKhFZYYxpAKCUNv30w3bLftiGuQHbMXdgW2Y/cdpwKIBLoW241BhzDIDFIjI/bRUmOQmvJdkJ2y03YDtmP2zD3IFtmf3w3jq9VCuB2hjTGcDrAE4D0BTA8QBaA3gUwLcAvgLwdxF5PW2VJBVgu2U/bMPcgO2YO7Atsx+2IckEeBxmJ2y33IDtmP2wDXMHtmX2wzZMPzXSXYEqpimAVSLyCwCEOha4CMCpAIoBjBCRdcYYI9VJuc982G7ZD9swN2A75g5sy+zHdxsCANuRpAheS7ITtltuwHbMftiGuQPbMvvhvXWaqW6dJP4MYIsx5ubQeG8ACwDsBNBOQr2m8kDLONhu2Q/bMDdgO+YObMvsx3cbsh1JCuG1JDthu+UGbMfsh22YO7Atsx/eW6eZnI/4CAXRbxWRzcaYGtBeNi+GivMiIiOMMaMBHAXgHB5omQHbLfthG+YGbMfcgW2Z/bANSSbA4zA7YbvlBmzH7IdtmDuwLbMftmFmkdMRH0Z71bwHwHhjzHMiUgxgojHmMwB7QW36AFAPwCYebJkB2y37YRvmBmzH3IFtmf2wDUkmwOMwO2G75QZsx+yHbZg7sC2zH7Zh5pGzDmpjTDMALwFYAWAVgPUAXgoddO7lrgDwJwBnishPVV1PEg7bLfthG+YGbMfcgW2Z/bANSSbA4zA7YbvlBmzH7IdtmDuwLbMftmFmkssZ1JsBXAHgAgCzAHQEMMoYsxcA2GBzAPkAzuDBljGw3bIftmFuwHbMHdiW2Q/bkGQCPA6zE7ZbbsB2zH7YhrkD2zL7YRtmIDnnoDbGtAXwK4AaIlLimn4KgCEAForIv40xfURkZrrqScJhu2U/bMPcgO2YO7Atsx+2IckEeBxmJ2y33IDtmP2wDXMHtmX2wzbMbHLKQW2MORbABwAeBvA/Y0xXO09EXgfwJYBmxpi3AHxpjGmVloqSMNhu2Q/bMDdgO+YObMvsh21IMgEeh9kJ2y03YDtmP2zD3IFtmf2wDTOfnBCojdIGGnB+CYBbAEwD8LkxZn+7XOig6wCgF4CBIrI6DdUlIdhu2Q/bMDdgO+YObMvsh21IMgEeh9kJ2y03YDtmP2zD3IFtmf2wDbOHGumuQDIQETHGrAHwDYCFANaLyP3GmD0APjHGDBWRBcaYFgD6ADiRGTLph+2W/bANcwO2Y+7Atsx+2IYkE+BxmJ2w3XIDtmP2wzbMHdiW2Q/bMHvI+gxqY0xHAI0ALAHwKIAZInKfa/61APYDcKGI7DDG1BWRbempLbGw3bIftmFuwHbMHdiW2Q/bkGQCPA6zE7ZbbsB2zH7YhrkD2zL7YRtmF1ntoDbGHAfgLgAbAfwEYAKAh4wx+SJyd2ixVwDcAGAnAPBgSz9st+yHbZgbsB1zB7Zl9sM2JJkAj8PshO2WG7Adsx+2Ye7Atsx+2IbZR9YK1MaYgQD+DuB0EfnBGDMeQH8AAwF8a4zJB/ASgEMA9AXQEHpgkjTCdst+2Ia5Adsxd2BbZj9sQ5IJ8DjMTthuuQHbMfthG+YObMvsh22YnWRtxEfogOssIk+HxpsBeFpEjjXGdABwM/QpyEEAzmGGTGbAdst+2Ia5Adsxd2BbZj9sQ5IJ8DjMTthuuQHbMfthG+YObMvsh22YnWSzQJ0PoI6IbAl9bgHgXQDHiMhaY8w+AFaHltmczroSB7Zb9sM2zA3YjrkD2zL7YRuSTIDHYXbCdssN2I7ZD9swd2BbZj9sw+wkL90VSBQRKRORLaFRA2ATgN9DB9uZAG4EUMCDLbNgu2U/bMPcgO2YO7Atsx+2IckEeBxmJ2y33IDtmP2wDXMHtmX2wzbMTrLWQe2FMeZpAGsBDAdt+lkD2y37YRvmBmzH3IFtmf2wDUkmwOMwO2G75QZsx+yHbZg7sC2zH7Zh5pMTArUxxgAoADA3NDxcRBamt1YkHmy37IdtmBuwHXMHtmX2wzYkmQCPw+yE7ZYbsB2zH7Zh7sC2zH7YhtlDTgjUFmPMOQCmicicdNeF+Iftlv2wDXMDtmPuwLbMftiGJBPgcZidsN1yA7Zj9sM2zB3YltkP2zDzyTWB2kgubVA1ge2W/bANcwO2Y+7Atsx+2IYkE+BxmJ2w3XIDtmP2wzbMHdiW2Q/bMPPJKYGaEEIIIYQQQgghhBBCSPaQl+4KEEIIIYQQQgghhBBCCKmeUKAmhBBCCCGEEEIIIYQQkhYoUBNCCCGEEEIIIYQQQghJCxSoCSGEEEIIIYQQQgghhKQFCtSEEEIIIYQQQgghhBBC0gIFakIIIYQQQgghhBBCCCFp4f8BP53lrfgu/YYAAAAASUVORK5CYII=\n" }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "anomaly_dict = get_anomalies_median(ts, window_size=100)\n", "plot_anomalies(ts, anomaly_dict)" ] }, { "cell_type": "markdown", "id": "6693e828", "metadata": {}, "source": [ "#### 3.2 Density method\n", "It is a distance-based method for outliers detection. Don't rely on default parameters)" ] }, { "cell_type": "code", "execution_count": 21, "id": "7086b5a9", "metadata": {}, "outputs": [ { "data": { "text/plain": "
", "image/png": 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\n" }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "anomaly_dict = get_anomalies_density(ts)\n", "plot_anomalies(ts, anomaly_dict)" ] }, { "cell_type": "markdown", "id": "7977cac9", "metadata": {}, "source": [ "The best practice here is to specify the method parameters for your data" ] }, { "cell_type": "code", "execution_count": 22, "id": "486f2159", "metadata": {}, "outputs": [ { "data": { "text/plain": "
", "image/png": 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\n" }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "anomaly_dict = get_anomalies_density(ts, window_size=18, distance_coef=1, n_neighbors=4)\n", "plot_anomalies(ts, anomaly_dict)" ] }, { "cell_type": "markdown", "id": "cbe36fdd", "metadata": {}, "source": [ "That's all for this notebook. More features for time series analysis you can find in our documentation." ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.8.6" } }, "nbformat": 4, "nbformat_minor": 5 }