{ "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", " * [Partial 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", " * [Sequence anomalies](#section_3_3)\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/html": [ "
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timestampsegmenttarget
02019-01-01segment_a170
12019-01-02segment_a243
22019-01-03segment_a267
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" ], "text/plain": [ " timestamp segment target\n", "0 2019-01-01 segment_a 170\n", "1 2019-01-02 segment_a 243\n", "2 2019-01-03 segment_a 267\n", "3 2019-01-04 segment_a 287\n", "4 2019-01-05 segment_a 279" ] }, "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/html": [ "
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segmentsegment_asegment_bsegment_csegment_d
featuretargettargettargettarget
timestamp
2019-01-0117010292238
2019-01-02243123107358
2019-01-03267130103366
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" ], "text/plain": [ "segment segment_a segment_b segment_c segment_d\n", "feature target target target target\n", "timestamp \n", "2019-01-01 170 102 92 238\n", "2019-01-02 243 123 107 358\n", "2019-01-03 267 130 103 366\n", "2019-01-04 287 138 103 385\n", "2019-01-05 279 137 104 384" ] }, "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/html": [ "
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segmentsegment_asegment_bsegment_csegment_d
featuretargettargettargettarget
timestamp
2019-01-0117010292238
2019-01-02243123107358
2019-01-03267130103366
2019-01-04287138103385
2019-01-05279137104384
\n", "
" ], "text/plain": [ "segment segment_a segment_b segment_c segment_d\n", "feature target target target target\n", "timestamp \n", "2019-01-01 170 102 92 238\n", "2019-01-02 243 123 107 358\n", "2019-01-03 267 130 103 366\n", "2019-01-04 287 138 103 385\n", "2019-01-05 279 137 104 384" ] }, "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 implements a lot of methods of DataFrame. For example, we can explore the dataset description using the traditional pandas method." ] }, { "cell_type": "code", "execution_count": 7, "id": "946f6253", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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segmentsegment_asegment_bsegment_csegment_d
featuretargettargettargettarget
count365.000000365.000000365.000000365.000000
mean465.600000217.369863144.364384660.556164
std79.46962935.42935547.444836175.069783
min170.000000102.00000092.000000238.000000
25%409.000000189.000000122.000000531.000000
50%479.000000224.000000136.000000636.000000
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" ], "text/plain": [ "segment segment_a segment_b segment_c segment_d\n", "feature target target target target\n", "count 365.000000 365.000000 365.000000 365.000000\n", "mean 465.600000 217.369863 144.364384 660.556164\n", "std 79.469629 35.429355 47.444836 175.069783\n", "min 170.000000 102.000000 92.000000 238.000000\n", "25% 409.000000 189.000000 122.000000 531.000000\n", "50% 479.000000 224.000000 136.000000 636.000000\n", "75% 515.000000 242.000000 155.000000 774.000000\n", "max 705.000000 310.000000 792.000000 1091.000000" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ts.describe()" ] }, { "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": 8, "id": "63716471", "metadata": {}, "outputs": [], "source": [ "from etna.analysis import (\n", " cross_corr_plot,\n", " distribution_plot,\n", " sample_pacf_plot,\n", " plot_correlation_matrix\n", ")" ] }, { "cell_type": "markdown", "id": "724f01f7", "metadata": {}, "source": [ "#### 2.1 Ploting time series \n", "Let's take a look at the time series in the dataset" ] }, { "cell_type": "code", "execution_count": 9, "id": "f595bb81", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "ts.plot()" ] }, { "cell_type": "markdown", "id": "eb6f9ae8", "metadata": {}, "source": [ "#### 2.2 Partial autocorrelation\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 PAFC plot for our time series, specifying the maximum number of lags\n", "\n" ] }, { "cell_type": "code", "execution_count": 10, "id": "9713c522", "metadata": {}, "outputs": [ { "data": { "image/png": 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yw0l+7RxLBlg2BNQAi+e8JG9P8rnMXO63MclPJHlHkruT/G5VfTHJRzOzoUpaa3szs9HL+zOz4uPpJBOZWa0xH9+bZCzJvsxsGPPBzPTCOxvvyEz/vqeq6p2nOe/eJL+T5E8zc/nhMzn+kkQAAFioYZlbz/rNJB9PsifJbye585yrBVgmqrVzvcoEgEGpqguTHEpyTWvtMx2XAwAAy5a5NcDSZAU1wBJTVd9aVWuq6oIk/yrJHyd5qNuqAABg+TG3Blj6BNQAS8/NmdkE5WCSa5K8tnV8uUtV/dWqevpkf7qsCwAAzsDcGmCJ0+IDAAAAAIBOWEENAAAAAEAnBNQAAAAAAHRiVdcFnMoll1zSrrrqqq7LAABgSH384x//XGttQ9d19Iv5NQAAXTnd3HrJBtRXXXVVdu/e3XUZAAAMqap6uOsa+sn8GgCArpxubq3FBwAAAAAAnRBQAwAAAADQCQE1AAAAAACdEFADAAAAANAJATUAAAAAAJ0QUAMAAAAA0AkBNQAAAAAAnRBQAwAAAADQib4E1FX1nqqaqKo/OcXjVVXvrKoDVfXJqnpZP8YFAICVxtwaAIBh0q8V1O9NcuNpHr8pyTW9P7cn+fd9GrevpqZbdj7weN6588HsfODxTE23rksCAGD4vDfm1gAADIlV/XiR1tofVtVVpznl5iS/1FprST5aVeuq6kWttcf6MX4/TE233HrnfdkzfihHJ6eyemw02zavy123XZ/Rkeq6PAAAhoS5NQAAw2RQPagvSzI+5/4jvWNLxq79E9kzfihHJqfSkhyZnMqe8UPZtX+i69IAAGAuc2sAAFaMJbVJYlXdXlW7q2r3E088MdCx9x48nKOTU8cdOzo5lX0HDw+0DgAA6Jeu5tfm1gAAnK1BBdSPJtk85/7lvWPHaa3d0Vrb3lrbvmHDhgGVNuO6TWuzemz0uGOrx0azddPagdYBAABncFZz66S7+bW5NQAAZ2tQAfXdSb63t+P41yT5wlLqkZckO7ZszLbN6zLbEm9Nr0/eji0buy0MAACOZ24NAMCK0ZdNEqvqV5PsSHJJVT2S5CeTvCBJWmv/Ick9SV6d5ECSI0n+z36M20+jI5W7brs+N73jD3Pk2an8k5uvy44tG23iAgDAQJlbAwAwTPoSULfWbjnD4y3JD/RjrMU0OlJZv2Ys69ckN1x7adflAAAwhMytAQAYJktqk0QAAAAAAIaHgBoAAAAAgE4IqAEAAAAA6ISAGgAAAACATgioAQAAAADohIAaAAAAAIBOCKgBAAAAAOiEgBoAAAAAgE4IqAEAAAAA6ISAGgAAAACATgioAQAAAADohIAaAAAAAIBOCKgBAAAAAOiEgBoAAAAAgE4IqAEAAAAA6ISAGgAAAACATgioAQAAAADohIAaAAAAAIBOCKgBAAAAAOiEgBoAAAAAgE4IqAEAAAAA6ISAGgAAAACATgioAQAAAADohIAaAAAAAIBOCKgBAAAAAOiEgBoAAAAAgE4IqAEAAAAA6ISAGgAAAACATgioAQAAAADoRF8C6qq6sar2V9WBqnrjSR6/oqr+oKo+UVWfrKpX92NcAABYicyvAQAYFgsOqKtqNMm7k9yUZGuSW6pq6wmn/eMkH2itvTTJa5P8u4WOCwAAK5H5NQAAw6QfK6hfnuRAa+3TrbXJJO9PcvMJ57Qka3u3vyLJwT6MCwAAK5H5NQAAQ2NVH17jsiTjc+4/kuT6E855a5LfraofTHJBklf2YVwAAFiJ+ja/rqrbk9yeJFdccUXfCwUAgIUa1CaJtyR5b2vt8iSvTnJXVX3Z2FV1e1XtrqrdTzzxxIBKAwCAZees5tettTtaa9tba9s3bNgw8CIBAOBM+hFQP5pk85z7l/eOzXVbkg8kSWvtI0nOT3LJiS9kAg0AAP2bXwMAwFLXj4D6Y0muqaoXV9VYZjZpufuEc/4syQ1JUlXXZmYCbYk0AAB8OfNrAACGxoID6tbasSRvSHJvkgcys5v43qp6W1W9pnfajyX5u1X1P5P8apLXt9baQscGAICVxvwaAIBh0o9NEtNauyfJPScce8uc2/uSfF0/xgIAgJXO/BoAgGExqE0SAQAAAADgOAJqAAAAAAA6IaAGAAAAAKATAmoAAAAAADohoAYAAAAAoBMCagAAAAAAOiGgBgAAAACgEwJqAAAAAAA6IaAGAAAAAKATAmoAAAAAADohoAYAAAAAoBMCagAAAAAAOiGgBgAAAACgEwJqAAAAAAA6IaAGAAAAAKATAmoAAAAAADohoAYAAAAAoBOrui4AAACgH6amW3btn8jeg4dz3aa12bFlY0ZHquuyAAA4DQE1AACw7E1Nt9x6533ZM34oRyensnpsNNs2r8tdt10vpAYAWMK0+AAAAJa9Xfsnsmf8UI5MTqUlOTI5lT3jh7Jr/0TXpQEAcBoC6o5NTbfsfODxvHPng9n5wOOZmm5dlwQAAMvO3oOHc3Ry6rhjRyensu/g4Y4qAgDgbGjx0SGXIQIAQH9ct2ltVo+N5sickHr12Gi2blrbYVUAAJyJFdQdchkiAAD0x44tG7Nt87rMrvNY01v8sWPLxm4LAwDgtATUHXIZIgAA9MfoSOWu267P1RsvzOXrVuddt7zUlYkAAMuAFh8dchkiAAD0z+hIZf2asaxfk9xw7aVdlwMAwFmwgrpDLkMEAAAAAIaZgLpDLkMEAAAAAIaZFh8dcxkiAAAAADCsrKAGAAAAAKATAmoAAFhCqurGqtpfVQeq6o2nOOc7q2pfVe2tql8ZdI0AANAvfQmoTaIBAGDhqmo0ybuT3JRka5JbqmrrCedck+Qnknxda+26JD8y6DoBAKBfFtyDes4k+lVJHknysaq6u7W2b845cyfRT1XVxoWOCwAAK9DLkxxorX06Sarq/UluTrJvzjl/N8m7W2tPJUlrbWLgVQIAQJ/0YwX185Po1tpkktlJ9Fwm0QAAcGaXJRmfc/+R3rG5vjrJV1fVf6+qj1bVjad6saq6vap2V9XuJ554YhHKBQCAhelHQN23SbQJNAAAnNGqJNck2ZHkliS/UFXrTnZia+2O1tr21tr2DRs2DK5CAAA4S4PaJPGsJtEm0AAADLlHk2yec//y3rG5Hklyd2vtudbaZ5L8aWbm2gAAsOz0I6A2iQYAgP74WJJrqurFVTWW5LVJ7j7hnP+UmYUfqapLMnO14qcHWCMAAPRNPwJqk2gAAOiD1tqxJG9Icm+SB5J8oLW2t6reVlWv6Z12b5Inq2pfkj9I8o9aa092UzEAACzMqoW+QGvtWFXNTqJHk7xndhKdZHdr7e7eY9/Um0RPxSQaAABOqrV2T5J7Tjj2ljm3W5If7f0BAIBlbcEBdWISDQAAAADAuRvUJokAAAAAAHCcvqygBgAAgOVqarpl1/6J7D14ONdtWpsdWzZmdKS6LgsAhoKAGgAAgKE1Nd1y6533Zc/4oRydnMrqsdFs27wud912vZAaAAZAiw8AAACG1q79E9kzfihHJqfSkhyZnMqe8UPZtX+i69IAYCgIqAEAABhaew8eztHJqeOOHZ2cyr6DhzuqCACGi4AaAACAoXXdprVZPTZ63LHVY6PZumltRxUBwHARUAMAADC0dmzZmG2b12W23fSaXg/qHVs2dlsYAAwJATUAAABDa3Skctdt1+fqjRfm8nWr865bXmqDRAAYoFVdFwAAAABdGh2prF8zlvVrkhuuvbTrcgBgqAioYZmamm7ZtX8iew8eznWb1mbHlo1WeQAAAACwrAioYRmamm659c77smf8UI5OTmV1r0+eSxEBAAAAWE70oIZlaNf+iewZP5Qjk1NpSY5MTmXP+KHs2j/RdWkAAAAAcNYE1LAM7T14OEcnp447dnRyKvsOHu6oIgAAAAA4dwJqWIau27Q2q8dGjzu2emw0Wzet7agiAAAAADh3AmpYhnZs2Zhtm9dltt30ml4P6h1bNnZbGAAAAACcAwE1LEOjI5W7brs+V2+8MJevW5133fJSGyQCAAAAsOys6roAYH5GRyrr14xl/Zrkhmsv7bocAAAAADhnVlADAAAAANAJATUAAAAAAJ3Q4gMAAAAGaGq6Zdf+iew9eDjXbVqbHVs22k8GgKEloAYAAIABmZpuufXO+7Jn/FCOTk5l9dhotm1eZ9NzAIaWFh8AAAAwILv2T2TP+KEcmZxKS3Jkcip7xg9l1/6JrksDgE4IqAEAAGBA9h48nKOTU8cdOzo5lX0HD3dUEQB0S0ANAAAAA3LdprVZPTZ63LHVY6PZumltRxUBQLcE1AAAADAgO7ZszLbN6zLbbnpNrwf1ji0buy0MADoioAYAAIABGR2p3HXb9bl644W5fN3qvOuWl9ogEYChtqrrAgAAAGCYjI5U1q8Zy/o1yQ3XXtp1OQDQKSuoAQBgiamqG6tqf1UdqKo3nua8v1lVraq2D7I+AADoFwE1AAAsIVU1muTdSW5KsjXJLVW19STnXZTkh5PcN9gKAQCgf/oSUFvhAQAAffPyJAdaa59urU0meX+Sm09y3j9N8jNJnhlkcQAA0E8LDqit8AAAgL66LMn4nPuP9I49r6pelmRza+23B1kYAAD0Wz9WUFvhAQAAA1JVI0n+dZIfO4tzb6+q3VW1+4knnlj84gAA4Bz1I6C2wgMAAPrn0SSb59y/vHds1kVJ/kKSXVX1UJKvSXL3ydrotdbuaK1tb61t37BhwyKWDAAA87PomyRa4QEAAOfkY0muqaoXV9VYktcmuXv2wdbaF1prl7TWrmqtXZXko0le01rb3U25AAAwf/0IqK3wAACAPmmtHUvyhiT3JnkgyQdaa3ur6m1V9ZpuqwMAgP5a1YfXeH6FR2aC6dcm+e7ZB1trX0hyyez9qtqV5B9a4QEAACfXWrsnyT0nHHvLKc7dMYiaAABgMSx4BbUVHgAAAAAAzEc/VlBb4QEAAAAAwDlb9E0SAQAAAADgZATUAAAAAAB0QkANAAAAAEAnBNQAAAAAAHRCQA0AAAAAQCcE1AAAAAAAdEJADQAAAABAJwTUAAAAAAB0QkANAAAAAEAnBNQAAAAAAHRCQA0AAAAAQCcE1AAAAAAAdGJV1wUAy8PUdMuu/RPZe/Bwrtu0Nju2bMzoSHVdFgAAAADLmIAaOKOp6ZZb77wve8YP5ejkVFaPjWbb5nW567brhdQAAAAAzJsWH8AZ7do/kT3jh3JkciotyZHJqewZP5Rd+ye6Lg0AAACAZUxADZzR3oOHc3Ry6rhjRyensu/g4Y4qAgAAAGAlEFADZ3TdprVZPTZ63LHVY6PZumltRxUBAAAAsBIIqIEz2rFlY7ZtXpfZdtNrej2od2zZ2G1hAAAAACxrAmrgjEZHKnfddn2u3nhhLl+3Ou+65aU2SAQAAABgwVZ1XQCwPIyOVNavGcv6NckN117adTkAAAAArAACagAAAACWhKnpll37J7L34OFct2ltdmzZ6OpdWOEE1AAAAAB0bmq65dY778ue8UM5OjmV1b39j7SYhJVND2oAAAAAOrdr/0T2jB/KkcmptCRHJqeyZ/xQdu2f6Lo0YBEJqAEAAADo3N6Dh3N0cuq4Y0cnp7Lv4OGOKgIGQYsPAACAZUJvVmAlu27T2qweG82ROSH16rHRbN20tsOqgMUmoAYAAFgGhqU3qxAehteOLRuzbfO6fPTTT2a6JWt6v+d2bNnYdWnAIhJQQx+YRAMAsNjm9mZNju/NesO1l3ZcXX8MSwgPnNzoSOWu267PTe/4wxx5dir/5Obr/P81DAEBNSyQSTQA0E9VdWOSdyQZTfKLrbW3n/D4jyb5viTHkjyR5O+01h4eeKEM3Ol6s66UgHoYQnjg9EZHKuvXjGX9mvi5hyFhk0RYILsMAwD9UlWjSd6d5KYkW5PcUlVbTzjtE0m2t9b+9yQfTPIvBlslXZntzTrXSuvNaoM0ABg+fQmoq+rGqtpfVQeq6o0nefxHq2pfVX2yqnZW1ZX9GBeWApNoAKCPXp7kQGvt0621ySTvT3Lz3BNaa3/QWjvSu/vRJJcPuEY6MtubdfYivZXYm3UYQngA4HgLDqit8mDYmUQDU9MtOx94PO/c+WB2PvB4pqZb1yUBy9dlScbn3H+kd+xUbkvy4UWtiCVjtjfr1RsvzOXrVuddt7x0xbWVG4YQHgA4Xj96UD+/yiNJqmp2lce+2RNaa38w5/yPJvmePozLMrHSNxC0yzAMN33oga5U1fck2Z7kG05zzu1Jbk+SK664YkCVsZhWem9WG6QBwPDpR0B9slUe15/mfKs8hsgwBDcm0TDcbOYE9NmjSTbPuX9579hxquqVSd6c5Btaa8+e6sVaa3ckuSNJtm/f7vIOloWVHsIDAMcb6CaJc1Z5/MtTPH57Ve2uqt1PPPHEIEtjkQzLBoKzk+jL1q/ODddeKpyGIaIPPdBnH0tyTVW9uKrGkrw2yd1zT6iqlyb5+SSvaa2trEkVAACntFLbS/ZjBXXfVnlY4bHynC64sRoCWAlm+9AfmfO7Th96YL5aa8eq6g1J7k0ymuQ9rbW9VfW2JLtba3dnZrHHhUl+vaqS5M9aa6/prGgAABbdSu5S0I+A+vlVHpkJpl+b5LvnnjBnlceNVnkMF8ENsNLpQw/0W2vtniT3nHDsLXNuv3LgRQEA0KmV3F5ywS0+WmvHksyu8nggyQdmV3lU1exKjrmrPPZU1d2neDlWGLtwAyvdbB/6qzdemMvXrc67bnnpivgEGwAAgKVjJbeX7McKaqs8OCUbCAKDNjXdsmv/RPYePJzrNq0dyO8cmzkBAACwmFZyl4K+BNRwOoIbYFBWck8u6IcuPsABAJY38wdYGlZye0kBNQArxkruyQUL5QMcAOBcmT/A0rGSuxQsuAc1ACwVK7knFyzU3A9wWo7/AAcA4GTMH2Bpme1ScNn61bnh2ktXRDidCKgBWEFme3LNtVJ6csFC+QAHADhX5g/AIAioAVgxZntyzX6IvJJ6csFC+QAHADhX5g/AIAioAVgxZntyXb3xwly+bnXedctL9ceDHh/gAADnyvwBTm9qumXnA4/nnTsfzM4HHs/UdOu6pGXJJokArCizPbnWr4mNEWGOlbypCgCwOMwf4NRsIto/VlADAAyJlbqpCgCweMwf4ORsIto/AmoAAAAAgHNgE9H+EVADAAAAAJwDm4j2j4AaAAAAAOAc2ES0f2ySCAAALEkf+dST5/ycw888N+/nLhe+xpUx5jD8PbJy+PmAk/uBHVfnzz5/JM8+N5XXf+2Ls23zuvyPz3x+UcdcyM/HK15ycb/L6QsBNQAAAADAORoZqVx0/qpcdP6qvOzK9V2Xs2wJqAEAWDRT0y279k9k78HDuW7T2uzYsjGjs9dBAsAyNz3dsmf8UB568ku56uILZi739+8cwDkRUPfRfC89GYZLV3yNK2PMYfh7ZGUYhp9HmK9Bvlenp1t++sMP5MDE05k8Np2xVSO5euOFedNN1571/7wv1csQAaAf/84BYJNEAAAWyZ7xQzkw8XSePTadluTZY9M5MPF09owf6ro0AFgw/84B9IeAGqBD09Mt9z/8VD50/yO5/+GnMj3dui4JoG8eevJLmTw2fdyxyWPTeejJL3VUEQD0j3/nAPpDiw+AjnRxSaAeecAgXXXxBRlbNZJn5/zP+9iqkVx18QUdVgUA/eHfOYD+EFADdGTuJYHJ8ZcELsbuv3rkwdKz0j802rZ5Xa7eeGH2PXY4rSXn9X7vbNu8ruvSAGDB/DsH0B8CaoCOnO6SwMUIqAcdiAOnNwwfGo2MVN5007X58Q99Ms8+N5XXf+2LV1wID8Dw8u8cQH/oQQ3QkdlLAudazEsC9ciDpWVYNlYaGalcdP6qXHLReXnZlev9TzsAK4p/52DpsMfT8mUFNUBHBn1JoB55sLQM+ioKAABYqYbh6sSVzApqgI7MXhJ42brV2XDhWH7oG69Z1H88ZwPx6r28HnnQrUFfRQEAK53VkzC8huXqxJXKCmqADs1eEnjR+asWfcWkHnmwtNhYCQD6x+pJGG6uTlzerKAGGCJ65MHSMeirKABgJbN6EoabqxOXNwE1AEBHfGgEAP1hQ3AYblpaLm8CagAAAGBZs3oShpurE5c3ATUAACwxVXVjVe2vqgNV9caTPH5eVf1a7/H7quqqDsoEWDKsngRcnbh8CagBAGAJqarRJO9OclOSrUluqaqtJ5x2W5KnWmtXJ/m5JD8z2CoBlharJwGWLwE1AAAsLS9PcqC19unW2mSS9ye5+YRzbk7yvt7tDya5oaqkMMBQs3oSTm16uuX+h5/Kh+5/JPc//FSmp1vXJcHzVvXjRarqxiTvSDKa5Bdba28/4fHzkvxSkr+c5Mkk39Vae6gfYwMAwApzWZLxOfcfSXL9qc5prR2rqi8kuTjJ5071op9+4kv5rp//SJ9LPb19jx1OknmPe/iZ5875OQ8/eSRJ8rb/vHdeYy4Hg/4aW2t5+tmpPPPcVM5/wWguPG80i/15SBd/j4Mecxjeq10YhvdOF/x8LG+ttfzZ54/m6HNTaS2pSla/YDRXvHD1ov8+H7Rh+B2wkPHWnv+CfpfTFwsOqOdcgviqzEyeP1ZVd7fW9s057flLEKvqtZm5BPG7Fjo2AEC/TE+37Bk/lIee/FKuuviCbNu8zsorlr2quj3J7Uly4YteMvDxt75o7cDHvPLiNQMdb/Z/Egc57iDHmg01jkxOJRlcqDHov8cuxuziaxz0+3Wl/3x0MWZrLZ/53JFMt5ZL154/kA+MEj8fy328p5+dej6cTpLWkqPPTeXpZ6dy0fl9Wbt6SoP+vq703wFdjDcI1drClvRX1SuSvLW19s29+z+RJK21fz7nnHt753ykqlYl+WySDe00g7/wymvbq970ngXVNh+zqzzmM5mezwqPpJt/tAfN17gyxhyGv8cu+Hvsv2H4eaS/ulxVMgy/AxYyZperPD7w/V/78dba9kGPu1jz6+3bt7fdu3cvbvF99pFPPdl1CWc0u3rpLd9yXceVLI77H34q7/z9B/Pssennj523aiQ/9I3X5GVXru+wMuZj0O/Xlf7zMWjT0y0//eEHsu+xw2ntzzeC1Gu7P1byz8eH7n8kH/z4I5k7Sagk3/GXL8+3v+zyRR3b74Gl5RUvubizsavqlHPrfnxM0rdLELte4ZFY5bFYfI0rY0yfYi8Of4/9Nww/j8lw/HwMaswuV5UMw+8AH9ycs48luaaqXpzk0SSvTfLdJ5xzd5LXJflIku9I8vunC6dhvh568kuZnBNOJ8nksek89OSXBNQwYHvGD+XAxNPPz1eePTadAxNPZ8/4IT+PnNZVF1+QsVUjx33YOLZqJFddfEGHVcGfW9z/4zpHrbU7ktyRzKzw+LW/94qOKzo3y2GFRzIcn14Nw9c4LFbyp9jDYnq65cc/9Mk889xUvuUvbtI2oY+G4edjUGPOrio5Tkte8VUXL/qqEk6vy1UeH/j+bsbtLeh4Q5J7M7PHy3taa3ur6m1JdrfW7k5yZ5K7qupAks9nJsSGvhNqwNLhAyPma9vmdbl644U5MPF0Jo9NZ6y3+n7b5nVdlwZJ+hNQP5pk85z7l/eOneycR3qXIH5FZjZLBGAFm70M8dFDR9Na8s7ff9BliMvU9HTLF585lmeem8r9Dz81kA8aBjmmAIalprV2T5J7Tjj2ljm3n0nytwZdF8NHqAFLh/kK8zUyUnnTTdfab4Ulqx8BtUsQATgplyGuDF180DDoMQUwACcn1IClw3yFhRgZqbzsyvX+P4wlacEBtUsQATgVlyGuDF180DDoMQUwAKcm1IClwXyF5aaLqzBZnvrSg9oliACcjMsQV4YuPmjoYkwBDACw1JmvsFxo98i5GOm6AABWrtnLEM9bNZJKcp7LEJel2Q8a5lrsDxq6GBMAAOiP010RCSfqywpqWEpcQgJLh8sQV4Yu+h3qsQgAAMuXdo+cCwE1K4pLSGDpcRni8tfFBw0+3AAAgOVLu0fOhYCaFaWLjbwAhkEXHzT4cAMAAJYnV0RyLgTUrCguIQEAAACWsmFoTeqKSM6FgJoVxSUkAAAAwFI1TK1JXRHJ2RrpugDop9lLSM5bNZJKcp5LSAAAAAZudoXoE198Nvc//FSmp1vXJcGScLrWpDCsrKBmRXEJCQAAQLeGaYUonCutSeHLWUHNijN7Ccm3v+zyvOzK9SZAnDWrPAAAYOGsEIVTm21NOpfWpAw7ATVAjl/l8bmnJ/PO338wP/3hB4TUAABwjk63QhSGndak8OW0+ADI6Vd5uMwKAADOns3r4dS0JoUvJ6AGiD5gALAUveIlF3ddwhmtPf8FSZZHrTCo9+vLX/zC/PdPfS57xg/l6ORUVo+NZtvmdfn+HS/JqBCOJWrQv8+/7ppLBjIOLAcCaoBY5QEAAP0yOlK567brs2v/RPYdPJytm9Zmx5aNwmkATkpADZA/7wN2YOLpTB6bzpg+YAAAMG+jI5Ubrr00N1x7adelALDECaj7aLlc1ucyRJaTQb5f737J11vlwbLi9zkAAADLnYAaoMcqDwAAAIDBGum6AAAAAAAAhpOAGgAAAACATgioAQAAAADohIAaAAAAAIBOCKgBAAAAAOiEgBoAAAAAgE4IqAEAAAAA6ISAGgAAAACATgioAQAAABhaU9MtTx2ZzKNPHc3OBx7P1HTruiQYKgJqAAAAAIbS1HTLrXfelwMTT+eRQ0fzg7/6idx6531CahggATUAACwRVfXCqvovVfVg77/rT3LOtqr6SFXtrapPVtV3dVErAKwEu/ZPZM/4oczm0Ucmp7Jn/FB27Z/otjAYIgJqAABYOt6YZGdr7ZokO3v3T3Qkyfe21q5LcmOSf1NV6wZXIrNcEg6w/O09eDhHJ6eOO3Z0cir7Dh7uqCIYPgJqAABYOm5O8r7e7fcl+bYTT2it/Wlr7cHe7YNJJpJsGFSBzHBJOMDKcN2mtVk9NnrcsdVjo9m6aW1HFcHwWVBA7RJEAADoq0tba4/1bn82yaWnO7mqXp5kLMmnFrswjueScICVYceWjdm2eV3WjI2mkqwZG822zeuyY8vGrkuDobFqgc+fvQTx7VX1xt79Hz/hnNlLEB+sqk1JPl5V97bWDi1wbAAAWHaq6veSfOVJHnrz3DuttVZVp1yOW1UvSnJXkte11qZPcc7tSW5PkiuuuGLeNfPlTndJ+A3XnvZzBQCWkNGRyl23XZ9d+yey7+DhbN20Nju2bMzoSHVdGgyNhQbUNyfZ0bv9viS7ckJA3Vr70zm3D1bV7CWIhxY4NgAMrdm+p0eencrOBx43iYZlpLX2ylM9VlWPV9WLWmuP9QLoky7Hraq1SX47yZtbax89zVh3JLkjSbZv3673RB/NXhJ+ZE5I7ZJwgOVpdKRyw7WX+oAROrLQHtQuQQSAAdP3FFa0u5O8rnf7dUl+88QTqmosyW8k+aXW2gcHWBtzuCQcAKA/zriC2iWIALC0nK7vqVUfsOy9PckHquq2JA8n+c4kqartSb6/tfZ9vWN/LcnFVfX63vNe31rbM/hyh5dLwgEA+uOMAbVLEAFgadH3FFau1tqTSW44yfHdSb6vd/uXk/zygEvjJFwSDgCwcAtt8eESRAAYsNm+p3PpewoAAMBytNCA+u1JXlVVDyZ5Ze9+qmp7Vf1i75zZSxBfX1V7en+2LXBcABha+p4CAACwUpyxxcfpuAQRAAZP31MAAABWigUF1ABAN/Q9BQAAYCVYaIsPAAAAAACYFwE1AAAAAACdEFADAAAAANAJATUAAAAAAJ0QUA+ZqemWp45M5tGnjmbnA49narp1XRIAAAAAMKQE1ENkarrl1jvvy4GJp/PIoaP5wV/9RG698z4hNQAAAADQCQH1ENm1fyJ7xg9lNo8+MjmVPeOHsmv/RLeFAQAAAABDSUA9RPYePJyjk1PHHTs6OZV9Bw93VBEAAAAAMMwE1EPkuk1rs3ps9Lhjq8dGs3XT2o4qAgAAAACGmYB6iOzYsjHbNq/LmrHRVJI1Y6PZtnlddmzZ2HVpAAAAAMAQWtV1AQzO6Ejlrtuuz679E9l38HC2blqbHVs2ZnSkui4NAAAAABhCAuohMzpSueHaS3PDtZd2XQoAAAAAMOS0+AAAAAAAoBMCagAAAAAAOiGgBgAAAACgEwJqAAAAAAA6IaAGAAAAAKATAmoAAAAAADohoAYAAAAAoBMCagAAAAAAOiGgBgAAAACgEwJqAAAAAAA6IaAGAAAAAKATAmoAAAAAADohoAYAAAAAoBMCagAAWCKq6oVV9V+q6sHef9ef5ty1VfVIVf3bQdYIAAD9JKAGAICl441JdrbWrkmys3f/VP5pkj8cSFUAALBIBNQAALB03Jzkfb3b70vybSc7qar+cpJLk/zuYMoCAIDFsaCA2iWIAADQV5e21h7r3f5sZkLo41TVSJKfTfIPz/RiVXV7Ve2uqt1PPPFEfysFAIA+WOgKapcgAgDAOaiq36uqPznJn5vnntdaa0naSV7i7ye5p7X2yJnGaq3d0Vrb3lrbvmHDhj59BQAA0D+rFvj8m5Ps6N1+X5JdSX78xJPmXIL4O0m2L3BMAABYtlprrzzVY1X1eFW9qLX2WFW9KMnESU57RZK/WlV/P8mFScaq6unW2ukWiwAAwJK00BXUfb0EEQAAhtzdSV7Xu/26JL954gmttb/dWruitXZVZubYvyScBgBguTrjCuqq+r0kX3mSh948905rrVXVaS9BrKozjXV7ktuT5IorrjhTaQAAsNK8PckHquq2JA8n+c4kqartSb6/tfZ9XRYHAAD9dsaAepCXILbW7khyR5Js3779ZGE3AACsWK21J5PccJLju5N8WTjdWntvkvcuemEAALBIFtqDevYSxLfnNJcgzt6uqtcn2e4SRAAAAAAAFtqD+u1JXlVVDyZ5Ze9+qmp7Vf3iQosDAAAAAGDlWtAKapcgAgAAAAAwXwtdQQ2waKamW546MplHnzqanQ88nqlprekBAGA+zK0BWKoE1MCSNDXdcuud9+XAxNN55NDR/OCvfiK33nmfiTQAAJwjc2sAljIBNbAk7do/kT3jhzI7Zz4yOZU944eya/9Et4UBAMAyY24NwFImoAaWpL0HD+fo5NRxx45OTmXfwcMdVQQAAMuTuTUAS5mAGliSrtu0NqvHRo87tnpsNFs3re2oIgAAWJ7MrQFYygTUwJK0Y8vGbNu8LmvGRlNJ1oyNZtvmddmxZWPXpQEAwLJibg3AUraq6wIATmZ0pHLXbddn1/6J7Dt4OFs3rc2OLRszOlJdlwYAAMuKuTUAS5mAGliyRkcqN1x7aW649tKuSwEAgGXN3BqApUqLDwAAAAAAOiGgBgAAAACgEwJqAAAAAAA6IaAGAAAAAKATAmoAAAAAADohoAYAAAAAoBMCagAAAAAAOiGgBgAAAACgEwJqAAAAAAA6Ua21rms4qap6IsnDHQ1/SZLPdTQ2y5v3DvPlvcN8ee8wH943Z+fK1tqGrovolw7n195vzJf3DvPlvcN8ee8wX947Z3bKufWSDai7VFW7W2vbu66D5cd7h/ny3mG+vHeYD+8bBsn7jfny3mG+vHeYL+8d5st7Z2G0+AAAAAAAoBMCagAAAAAAOiGgPrk7ui6AZct7h/ny3mG+vHeYD+8bBsn7jfny3mG+vHeYL+8d5st7ZwH0oAYAAAAAoBNWUAMAAAAA0AkB9Qmq6saq2l9VB6rqjV3Xw/JRVQ9V1R9X1Z6q2t11PSxdVfWeqpqoqj+Zc+yFVfVfqurB3n/Xd1kjS88p3jdvrapHe7939lTVq7uskaWpqjZX1R9U1b6q2ltVP9w77vcOi87cmvkyt+ZsmVszX+bXzIe59eIQUM9RVaNJ3p3kpiRbk9xSVVu7rYpl5q+31ra11rZ3XQhL2nuT3HjCsTcm2dlauybJzt59mOu9+fL3TZL8XO/3zrbW2j0Dronl4ViSH2utbU3yNUl+oDe/8XuHRWVuTR+YW3M23htza+bnvTG/5tyZWy8CAfXxXp7kQGvt0621ySTvT3JzxzUBK0xr7Q+TfP6EwzcneV/v9vuSfNsga2LpO8X7Bs6otfZYa+3+3u0vJnkgyWXxe4fFZ24NLDpza+bL/Jr5MLdeHALq412WZHzO/Ud6x+BstCS/W1Ufr6rbuy6GZefS1tpjvdufTXJpl8WwrLyhqj7Zu0TRZWScVlVdleSlSe6L3zssPnNrFsLcmoXwbxwLYX7NWTG37h8BNfTP17fWXpaZy1h/oKr+WtcFsTy11lpm/qcMzuTfJ3lJkm1JHkvys51Ww5JWVRcm+X+S/Ehr7fDcx/zeAZYgc2v6wr9xnCPza86KuXV/CaiP92iSzXPuX947BmfUWnu099+JJL+Rmcta4Ww9XlUvSpLefyc6rodloLX2eGttqrU2neQX4vcOp1BVL8jMBPo/ttY+1Dvs9w6LzdyaeTO3ZoH8G8e8mF9zNsyt+09AfbyPJbmmql5cVWNJXpvk7o5rYhmoqguq6qLZ20m+KcmfnP5ZcJy7k7yud/t1SX6zw1pYJmYnQD1/I37vcBJVVUnuTPJAa+1fz3nI7x0Wm7k182JuTR/4N455Mb/mTMytF0fNrDpnVlW9Osm/STKa5D2ttZ/qtiKWg6r6qsys7EiSVUl+xXuHU6mqX02yI8klSR5P8pNJ/lOSDyS5IsnDSb6ztWbDDp53ivfNjsxcftiSPJTk783pewZJkqr6+iT/LckfJ5nuHX5TZnrl+b3DojK3Zj7MrTkX5tbMl/k182FuvTgE1AAAAAAAdEKLDwAAAAAAOiGgBgAAAACgEwJqAAAAAAA6IaAGAAAAAKATAmoAAAAAADohoAYAAAAAoBMCagAAAAAAOiGgBgAAAACgEwJqAAAAAAA6IaAGAAAAAKATAmoAAAAAADohoAYAAAAAoBMCagAAAAAAOiGgBgAAAACgEwJqAAAAgCWqqnZV1fd1XQfAYhFQA3BSJsIAANAf5tYApyagBgAAAACgEwJqgEVUVT9eVY9W1Reran9V3VBVI1X1xqr6VFU9WVUfqKoXznnO91bVw73H/u+qeqiqXtl77K1V9etV9cu91/zjqvrqqvqJqpqoqvGq+qY5r/UVVXVnVT3Wq+OfVdVo77HXV9UfVdW/qqqnquozVXVT77GfSvJXk/zbqnq6qv7tGb7O66rqv1TV56vq8ap602J8PwEAGF5DNLd+VVX9r6r6Qu/cWoRvJ8CSIaAGWCRVtSXJG5L8ldbaRUm+OclDSX4wybcl+YYkm5I8leTdvedsTfLvkvztJC9K8hVJLjvhpb81yV1J1if5RJJ7M/P7/LIkb0vy83POfW+SY0muTvLSJN+UZO6lhdcn2Z/kkiT/IsmdVVWttTcn+W9J3tBau7C19obTfJ0XJfm9JL/T+3quTrLzjN8gAAA4S0M0t74kyYeS/OPe63wqyded8RsEsIwJqAEWz1SS85JsraoXtNYeaq19Ksn3J3lza+2R1tqzSd6a5DuqalWS70jyW621P2qtTSZ5S5J2wuv+t9bava21Y0l+PcmGJG9vrT2X5P1JrqqqdVV1aZJXJ/mR1tqXWmsTSX4uyWvnvNbDrbVfaK1NJXlfZibul57j1/ktST7bWvvZ1tozrbUvttbuO8fXAACA0xmWufWrk+xtrX2wV8O/SfLZc3wNgGVlVdcFAKxUrbUDVfUjmZkkX1dV9yb50SRXJvmNqpqec/pUZiavm5KMz3mNI1X15Akv/fic20eTfK43CZ69nyQX9l7rBUkeq3r+qsCRua+fOZPd3lizzz0XmzOzsgMAABbFEM2tT6y5VdX4ac4HWPasoAZYRK21X2mtfX1mJs4tyc9kZsJ5U2tt3Zw/57fWHk3yWJLLZ59fVauTXDzP4ceTPJvkkjnjrG2tXXe25Z/DOF81rwoBAOAsDcnc+rHMLABJktRMyr351KcDLH8CaoBFUlVbquobq+q8JM9kZgXGdJL/kOSnqurK3nkbqurm3tM+mORbq+prq2osMytE5rUpSmvtsSS/m+Rnq2ptbwOZl1TVN5zlSzyeswue/3OSF1XVj1TVeVV1UVVdP5+aAQDgZIZobv3bmVkh/u29NiU/lOQr51MzwHIhoAZYPOcleXuSz2Xmcr+NSX4iyTuS3J3kd6vqi0k+mpkNVdJa25uZjV7en5nVE08nmcjMao35+N4kY0n2ZWbDmA9mphfe2XhHZvr3PVVV7zzVSa21LyZ5VWY2mPlskgeT/PV51gsAACczLHPrzyX5W5n5Wp9Mck2S/z7PegGWhWrtbK8yAWDQqurCJIeSXNNa+0zH5QAAwLJlbg2wNFlBDbDEVNW3VtWaqrogyb9K8sdJHuq2KgAAWH7MrQGWPgE1wNJzc5KDvT/XJHlt6/hyl6r6q1X19Mn+dFkXAACcgbk1wBKnxQcAAAAAAJ2wghoAAAAAgE4IqAEAAAAA6MSqrgs4lUsuuaRdddVVXZcBAMCQ+vjHP/651tqGruvoF/NrAAC6crq59ZINqK+66qrs3r276zIAABhSVfVw1zX0k/k1AABdOd3cWosPAAAAAAA6IaAGAAAAAKATAmoAAAAAADohoAYAAAAAoBMCagAAAAAAOiGgBgAAAACgEwJqAAAAAAA6IaAGAAAAAKATfQmoq+o9VTVRVX9yiserqt5ZVQeq6pNV9bJ+jAsAACuNuTUAAMOkXyuo35vkxtM8flOSa3p/bk/y7/s0bl9NTbfsfODxvHPng9n5wOOZmm5dlwQAwPB5b8ytAQAYEqv68SKttT+sqqtOc8rNSX6ptdaSfLSq1lXVi1prj/Vj/H6Ymm659c77smf8UI5OTmX12Gi2bV6Xu267PqMj1XV5AAAMCXNrAACGyaB6UF+WZHzO/Ud6x5aMXfsnsmf8UI5MTqUlOTI5lT3jh7Jr/0TXpQEAwFzm1gAArBhLapPEqrq9qnZX1e4nnnhioGPvPXg4Ryenjjt2dHIq+w4eHmgdAADQL13Nr82tAQA4W4MKqB9NsnnO/ct7x47TWrujtba9tbZ9w4YNAyptxnWb1mb12Ohxx1aPjWbrprUDrQMAAM7grObWSXfza3NrAADO1qAC6ruTfG9vx/GvSfKFpdQjL0l2bNmYbZvXZbYl3ppen7wdWzZ2WxgAABzP3BoAgBWjL5skVtWvJtmR5JKqeiTJTyZ5QZK01v5DknuSvDrJgSRHkvyf/Ri3n0ZHKnfddn1uescf5sizU/knN1+XHVs22sQFAICBMrcGAGCY9CWgbq3dcobHW5If6MdYi2l0pLJ+zVjWr0luuPbSrssBAGAImVsDADBMltQmiQAAAAAADA8BNQAAAAAAnRBQAwAAAADQCQE1AAAAAACdEFADAAAAANAJATUAAAAAAJ0QUAMAAAAA0AkBNQAAAAAAnRBQAwAAAADQCQE1AAAAAACdEFADAAAAANAJATUAAAAAAJ0QUAMAAAAA0AkBNQAAAAAAnRBQAwAAAADQCQE1AAAAAACdEFADAAAAANAJATUAAAAAAJ0QUAMAAAAA0AkBNQAAAAAAnRBQAwAAAADQCQE1AAAAAACdEFADAAAAANAJATUAAAAAAJ0QUAMAAAAA0AkBNQAAAAAAnRBQAwAAAADQCQE1AAAAAACdEFADAAAAANAJATUAAAAAAJ0QUAMAAAAA0AkBNQAALDFVdWNV7a+qA1X1xpM8fkVV/UFVfaKqPllVr+6izqVmarpl5wOP5507H8zOBx7P1HTruiQAAM5gVdcFAAAAf66qRpO8O8mrkjyS5GNVdXdrbd+c0/5xkg+01v59VW1Nck+SqwZe7BIyNd1y6533Zc/4oRydnMrqsdFs27wud912fUZHquvyAAA4BSuoAQBgaXl5kgOttU+31iaTvD/JzSec05Ks7d3+iiQHB1jfkrRr/0T2jB/KkcmptCRHJqeyZ/xQdu2f6Lo0AABOQ0ANAABLy2VJxufcf6R3bK63JvmeqnokM6unf/BkL1RVt1fV7qra/cQTTyxGrUvG3oOHc3Ry6rhjRyensu/g4Y4qAgDgbAioAQBg+bklyXtba5cneXWSu6rqy+b2rbU7WmvbW2vbN2zYMPAiB+m6TWuzemz0uGOrx0azddPaUzwDAIClQEANAABLy6NJNs+5f3nv2Fy3JflAkrTWPpLk/CSXDKS6JWrHlo3ZtnldZttNr+n1oN6xZWO3hQEAcFoCagAAWFo+luSaqnpxVY0leW2Su08458+S3JAkVXVtZgLqld3D4wxGRyp33XZ9rt54YS5ftzrvuuWlNkgEAFgGVnVdAAAA8Odaa8eq6g1J7k0ymuQ9rbW9VfW2JLtba3cn+bEkv1BV/yAzGya+vrXWuqt6aRgdqaxfM5b1a5Ibrr2063IAADgLAmoAAFhiWmv3ZGbzw7nH3jLn9r4kXzfougAAoN+0+AAAAAAAoBN9Cair6saq2l9VB6rqjSd5/Iqq+oOq+kRVfbKqXt2PcQEAAAAAWL4WHFBX1WiSdye5KcnWJLdU1dYTTvvHST7QWntpZjZ5+XcLHRcAAAAAgOWtHyuoX57kQGvt0621ySTvT3LzCee0JGt7t78iycE+jAsAAAAAwDLWj00SL0syPuf+I0muP+Gctyb53ar6wSQXJHllH8YFAAAAAGAZG9QmibckeW9r7fIkr05yV1V92dhVdXtV7a6q3U888cSASgMAAAAAoAv9CKgfTbJ5zv3Le8fmui3JB5KktfaRJOcnueTEF2qt3dFa295a275hw4Y+lAYAAAAAwFLVj4D6Y0muqaoXV9VYZjZBvPuEc/4syQ1JUlXXZiagtkQaAAAAAGCILTigbq0dS/KGJPcmeSDJB1pre6vqbVX1mt5pP5bk71bV/0zyq0le31prCx0bAAAAAIDlqx+bJKa1dk+Se0449pY5t/cl+bp+jAUAAAAAwMowqE0SAQAAAADgOAJqAAAAAAA6IaAGAAAAAKATAmoAAAAAADohoAYAAAAAoBMCagAAAAAAOiGgBgAAAACgEwJqAAAAAAA6IaAGAAAAAKATAmoAAAAAADohoAYAAAAAoBMCagAAAAAAOiGgBgAAAACgEwJqAAAAAAA6IaAGAAAAAKATAmoAAAAAADohoAYAAAAAoBMCagAAAAAAOiGgBgAAAACgEwJqAAAAAAA6IaAGAIAlpKpurKr9VXWgqt54inO+s6r2VdXeqvqVQdcIAAD9sqrrAgAAgBlVNZrk3UleleSRJB+rqrtba/vmnHNNkp9I8nWttaeqamM31QIAwMJZQQ0AAEvHy5McaK19urU2meT9SW4+4Zy/m+TdrbWnkqS1NjHgGgEAoG8E1AAAsHRclmR8zv1Hesfm+uokX11V/72qPlpVNw6sOgAA6DMtPgAAYHlZleSaJDuSXJ7kD6vqL7bWDp14YlXdnuT2JLniiisGWCIAAJwdK6gBAGDpeDTJ5jn3L+8dm+uRJHe31p5rrX0myZ9mJrD+Mq21O1pr21tr2zds2LAoBQMAwEIIqAEAYOn4WJJrqurFVTWW5LVJ7j7hnP+UmdXTqapLMtPy49MDrBFWnKnplp0PPJ537nwwOx94PFPTreuSAGBoaPEBAABLRGvtWFW9Icm9SUaTvKe1treq3pZkd2vt7t5j31RV+5JMJflHrbUnu6salrep6ZZb77wve8YP5ejkVFaPjWbb5nW567brMzpSXZcHACuegBoAAJaQ1to9Se454dhb5txuSX609wdYoF37J7Jn/FCOTE4lSY5MTmXP+KHs2j+RG669tOPqAGDl0+IDAACAobX34OEc7YXTs45OTmXfwcMdVQQAw0VADQAAwNC6btParB4bPe7Y6rHRbN20tqOKAGC4CKgBAAAYWju2bMy2zesy2256Ta8H9Y4tG7stDACGhIAaAACAoTU6Urnrtutz9cYLc/m61XnXLS+1QSIADJBNEgEAABhqoyOV9WvGsn5NbIwIAANmBTUAAAAAAJ0QUAMAAAAA0AkBNQAAAAAAnRBQAwAAAADQCQE1AAAAAACdEFADAAAAANAJATUAAAAAAJ3oS0BdVTdW1f6qOlBVbzzFOd9ZVfuqam9V/Uo/xgUAAAAAYPlatdAXqKrRJO9O8qokjyT5WFXd3VrbN+eca5L8RJKva609VVUbFzouAAAAAADLWz9WUL88yYHW2qdba5NJ3p/k5hPO+btJ3t1aeypJWmsTfRgXAAAAAIBlrB8B9WVJxufcf6R3bK6vTvLVVfXfq+qjVXVjH8YFAAAAAGAZW3CLj3MY55okO5JcnuQPq+ovttYOzT2pqm5PcnuSXHHFFQMqDQAAAACALvRjBfWjSTbPuX9579hcjyS5u7X2XGvtM0n+NDOB9XFaa3e01ra31rZv2LChD6UBAAAAALBU9SOg/liSa6rqxVU1luS1Se4+4Zz/lJnV06mqSzLT8uPTfRgbAAAAAIBlasEBdWvtWJI3JLk3yQNJPtBa21tVb6uq1/ROuzfJk1W1L8kfJPlHrbUnFzo2AAAAAADLV196ULfW7klyzwnH3jLndkvyo70/AAAAAADQlxYfAAAAAABwzgTUAAAAAAB0QkANAAAAAEAnBNQAAAAAAHRCQA0AAAAAQCcE1AAAAAAAdEJADQAAAABAJwTUAAAAAAB0QkANAAAAAEAnBNQAAAAAAHRCQA0AAEtMVd1YVfur6kBVvfE05/3NqmpVtX2Q9QEAQL8IqAEAYAmpqtEk705yU5KtSW6pqq0nOe+iJD+c5L7BVggAAP0joAYAgKXl5UkOtNY+3VqbTPL+JDef5Lx/muRnkjwzyOIAAKCfBNQAALC0XJZkfM79R3rHnldVL0uyubX226d7oaq6vap2V9XuJ554ov+VAgDAAgmoAQBgGamqkST/OsmPnenc1todrbXtrbXtGzZsWPziAADgHAmoAQBgaXk0yeY59y/vHZt1UZK/kGRXVT2U5GuS3G2jRAAAliMBNQAALC0fS3JNVb24qsaSvDbJ3bMPtta+0Fq7pLV2VWvtqiQfTfKa1trubsoFAID5W9V1AQAAwJ9rrR2rqjckuTfJaJL3tNb2VtXbkuxurd19+lcAlrqp6ZZd+yey9+DhXLdpbXZs2ZjRkeq6LADohIAaAACWmNbaPUnuOeHYW05x7o5B1AT0x9R0y6133pc944dydHIqq8dGs23zutx12/VCagCGkhYfAAAAMCC79k9kz/ihHJmcSktyZHIqe8YPZdf+ia5LA4BOCKgBAABgQPYePJyjk1PHHTs6OZV9Bw93VBEAdEtADQAAAANy3aa1WT02etyx1WOj2bppbUcVAUC3BNQAAAAwIDu2bMy2zesy2256Ta8H9Y4tG7stDAA6IqAGAACAARkdqdx12/W5euOFuXzd6rzrlpfaIBGAobaq6wIAAABgmIyOVNavGcv6NckN117adTkA0CkBNQAAwDIxNd2ya/9E9h48nOs2rc2OLRutvAUAljUBNQAAwDIwNd1y6533Zc/4oRydnMrqXu9i7SEAgOVMD2oAAIBlYNf+iewZP5Qjk1NpSY5MTmXP+KHs2j/RdWkAAPMmoAYAAFgG9h48nKOTU8cdOzo5lX0HD3dUEQDAwmnxAQAAsAxct2ltVo+N5sickHr12Gi2blrbYVX9p882AAwXATUAAMAysGPLxmzbvC4f/fSTmW7Jml4P6h1bNnZdWt/osw0Aw0eLDwAAgGVgdKRy123X5+qNF+bydavzrlteuuKCW322AWD4CKgBAACWidGRyvo1Y7ls/erccO2lKyqcTvTZBmaupNj5wON5584Hs/OBxzM13bouCVhkWnwAAACwJAxLn23g5LT5geFkBTUAAABLwmyf7dkcaiX22QZOTZsfGE4CagAAAJaEYeizDZyaNj8wnLT4AAAAYMmY7bO9fk1yw7WXdl0OMEDa/MBwsoIaAAAAgM5p8wPDSUANAAAAQOe0+YHhpMUHAAAAAEuCNj8wfKygBgAAAACgE30JqKvqxqraX1UHquqNpznvb1ZVq6rt/RgXAAAAAIDla8EBdVWNJnl3kpuSbE1yS1VtPcl5FyX54ST3LXRMAAAAAACWv36soH55kgOttU+31iaTvD/JzSc5758m+Zkkz/RhTAAAAAAAlrl+BNSXJRmfc/+R3rHnVdXLkmxurf12H8YDAAAAAGAFWPRNEqtqJMm/TvJjZ3Hu7VW1u6p2P/HEE4tdGgAAAAAAHepHQP1oks1z7l/eOzbroiR/IcmuqnooydckuftkGyW21u5orW1vrW3fsGFDH0oDAAAAAGCp6kdA/bEk11TVi6tqLMlrk9w9+2Br7QuttUtaa1e11q5K8tEkr2mt7e7D2AAAAAAALFMLDqhba8eSvCHJvUkeSPKB1treqnpbVb1moa8PAAAAAMDKtKofL9JauyfJPScce8spzt3RjzEBAGAlqqobk7wjyWiSX2ytvf2Ex380yfclOZbkiSR/p7X28MALBQCAPlj0TRIBAICzU1WjSd6d5KYkW5PcUlVbTzjtE0m2t9b+9yQfTPIvBlslAAD0j4AaAACWjpcnOdBa+3RrbTLJ+5PcPPeE1toftNaO9O5+NDOblAMAwLIkoAYAgKXjsiTjc+4/0jt2Krcl+fCiVgQAAIuoLz2oAQCAwaqq70myPck3nOac25PcniRXXHHFgCoDAICzZwV1x6amW3Y+8HjeufPB7Hzg8UxNt65LAgCgO48m2Tzn/uW9Y8epqlcmeXOS17TWnj3Vi7XW7mitbW+tbd+wYUPfiwUAgIWygrpDU9Mtt955X/aMH8rRyamsHhvNts3rctdt12d0pLouDwCAwftYkmuq6sWZCaZfm+S7555QVS9N8vNJbmytTQy+RAAA6B8rqDu0a/9E9owfypHJqbQkRyansmf8UHbt9/8ZAADDqLV2LMkbktyb5IEkH2it7a2qt1XVa3qn/cskFyb59araU1V3d1QuAAAsmBXUHdp78HCOTk4dd+zo5FT2HTycG669tKOqAADoUmvtniT3nHDsLXNuv3LgRQEAwCKxgrpD121am9Vjo8cdWz02mq2b1nZUEQAAAADA4AioO7Rjy8Zs27wus+2m1/R6UO/YsrHbwgAAAAAABkBA3aHRkcpdt12fqzdemMvXrc67bnmpDRIBAAAAgKGhB3XHRkcq69eMZf2a6DsNAAAAAAwVK6gBAAAAAOiEgBoAAAAAgE5o8QEAAAAwD1PTLbv2T2TvwcO5btPa7Niy0b5SAOdIQA0AAABwjqamW269877sGT+Uo5NTWT02mm2b1+Wu265fUSG1EB5YbAJqAAAAgHO0a/9E9owfypHJqSTJkcmp7Bk/lF37J3LDtZd2XF1/DEsID3RLD2oAAACAc7T34OEc7YXTs45OTmXfwcMdVdR/c0P4luNDeIB+EVADAAAAy97UdMvOBx7PO3c+mJ0PPJ6p6bao4123aW1Wj40ed2z12Gi2blq7qOMO0jCE8ED3tPgAAAAAlrUuWlHs2LIx2zavy0c//WSmW7KmN+aOLRsXZbwuzIbwR+aE1CsthAe6ZwU1AAAAsKx10YpidKRy123X5+qNF+bydavzrlteuuJ6M8+G8LNf0koM4YHuCagBAACAZa2rVhSjI5X1a8Zy2frVueHaS1dUOJ0MRwgPdE+LDwAAYEn6yKeePOfnHH7muXk/d7nwNa6MMYfh73GQRqsytmokzx6bfv7Y2KqRjFQt+vd4GP4uR0cqF61elTVjq/I/PvP5RR9vGL6nrAzT0y17xg/loSe/lKsuvmDmioMl/AHOK15ycdclnJSAGgAAAFjWtm1el6s3Xph9jx1Oa8l5q0Zy9cYLs23zuq5LA1ao6emWn/7wAzkw8XQmj01nrPd75003XbukQ+qlSIsPAAAAYFkbGam86aZrc9m61dlw4Vh+6BuvERIBi2rP+KEcmHg6zx6bTkvy7LHpHJh4OnvGD3Vd2rIjoAYAAACWvZGRykXnr8olF52Xl125XjgNLKqHnvxSJue0FUqSyWPTeejJL3VU0fIloAYAAAAAOAdXXXxBxlYdH62OrRrJVRdf0FFFy5eAGgAAAADgHMz2vq/exRqD6H0/Pd1y/8NP5UP3P5L7H34q09Nt0cYaJJskAgAAAACcg9ne9z/+oU/m2eem8vqvfXG2bV63aO2FVvKmjFZQAwAAAACco0H2vl/JmzIKqAEAAAAAlrCVvCmjgBoAAAAAYAlbyZsyCqgBAAAAAJawLjZlHBQBNQAAAADAEja7KeNl61Znw4Vj+aFvvGZFbJCYJKu6LgAAAAAAgNOb3ZTxovNX5WVXru+6nL6xghoAAAAAgE4IqAEAAAAA6ISAGgAAAACATuhBDQAAwClNT7fsGT+Uh578Uq66+IJs27xuRWzIBAAsDQJqAABYYqrqxiTvSDKa5Bdba28/4fHzkvxSkr+c5Mkk39Vae2jQdbLyTU+3/PSHH8iBiaczeWw6Y6tGcvXGC/Omm64VUgMAfaHFBwAALCFVNZrk3UluSrI1yS1VtfWE025L8lRr7eokP5fkZwZbJcNiz/ihHJh4Os8em05L8uyx6RyYeDp7xg91XRoA52B6uuX+h5/Kh+5/JPc//FSmp1vXJcHzqrWl+Ybcvn17271798DH/a6f/0iS5Nf+3itW9JgAAJxeVX28tba9g3FfkeStrbVv7t3/iSRprf3zOefc2zvnI1W1Kslnk2xop5ncv/DKa9ur3vSexS3+BPseO5wk2fqitfN6/uFnnjvn5zz85JEkyZUXr5nXmMvBIL/GJ774bD739OSXHd9w4Vguuei8RRu3i7/HQY85DO/VLgzDe6cLfj6Wt9Za/uzzR3P0uam0llQlq18wmiteuDpVroZZqOX087H2/Bf0u5yz9oHv/9pTzq370uLjLC5B/NEk35fkWJInkvyd1trD/RgbAABWmMuSjM+5/0iS6091TmvtWFV9IcnFST4396Squj3J7Uly4Yteslj1ntJ8g+mFGHSY0UWIMsixzn/BaKqSuR99VCXnvWB0UcftIpQa9JhdfI3LKUSZr2F47wzD99XPR389/ezU8+F0MvM7/ehzU3n62alcdP7idv8d5NfZWstnPnck063l0rXn58LzRgcSwA/Dz8diW/C7cM4liK/KzOT5Y1V1d2tt35zTPpFke2vtSFX9X0n+RZLvWujYLA9T0y279k9k78HDuW7T2uzYsjGj+tUBACy61todSe5IZq5QXG5X7H3kU092XcIZve0/702SvOVbruu4ksWhB/XKMuj360r/+eiK7+viWMk/Hx+6/5F88OOPHH+wJa/4qovz7S+7fNHGnZ5u+fEPfTLPPDeVb/mLmxZ1k93Zf68mp6bT2swVQF+x2r9XJ3rFSy7ubOwPfP+pH+vHxyQvT3KgtfbpJKmq9ye5OcnzAXVr7Q/mnP/RJN/Th3GZh0GHxVPTLbfeeV/2jB/K0cmprB4bzbbN63LXbdcLqQEATu7RJJvn3L+8d+xk5zzSa/HxFZnZLBH6amSk8qabrs2e8UN56Mkv5aqLL1jUgAE4venpli8+cyzPPDeV+x9+ys8jZ+Wqiy/I2KqRPHts+vljY6tGctXFFyzamLOB8aOHjqa15J2//+CifsA5u2fC7CrxuXsmvOzK9X0fj/7qR0B9NpcgznVbkg+f7IG5lyBeccUVfSiNuboIi3ftn8ie8UM5MjmVJDkyOZU944eya/9Ebrj20kUZEwBgmftYkmuq6sWZCaJfm+S7Tzjn7iSvS/KRJN+R5PdP138aFmJkpPKyK9f7H3zo2KADP1aObZvX5eqNF37Z1TDbNq9btDEHHRg/9OSXMjkngE+SyWPTeejJL/n3axlY3EYzJ6iq70myPck3nOzxEy9BHGBpQ6GLsHjvwcM52htv1tHJqew7eFhADQBwEr2e0m9Icm9m9nh5T2ttb1W9Lcnu1trdSe5McldVHUjy+cyE2ACsYFaIMl9dXA0z6MC4i1Xi9E8/AuqzuQQxVfXKJG9O8g2ttWf7MC7nqIuw+LpNa7N6bPT5UDxJVo+NZuumwW+YAwCwXLTW7klyzwnH3jLn9jNJ/tag6wKgO1aIshCDvhpm0IFxF6vE6Z9+BNRnvASxql6a5OeT3Nham+jDmMxDF2Hxji0bs23zunz0009muiVrem1FdmzZuGhjAgAAwEpjhSjLyaADY3smLG8LDqjP8hLEf5nkwiS/XlVJ8mettdcsdGzOTRdh8ehI5a7brs9N7/jDHHl2Kv/k5usWfWNGAAAAWGmsEGU56SIwtmfC8tWXHtRncQniK/sxDgvTVVg8OlJZv2Ys69dE32kAAACYBytEWW4ExpytgW6SSPeExQAAALA8CfyAlWik6wIAAAAAABhOAmoAAAAAADqhxQdwVqamW3btn8jeg4dz3aa1NrsEAAAAYMEE1MAZTU233HrnfdkzfihHJ6eyemw02zavy123XS+kBgAAAGDetPgAzmjX/onsGT+UI5NTaUmOTE5lz/ih7No/0XVpAAAAACxjAmrgjPYePJyjk1PHHTs6OZV9Bw93VBEAAAAAK4GAGjij6zatzeqx0eOOrR4bzdZNazuqCAAAAICVQEANy9TUdMvOBx7PO3c+mJ0PPJ6p6bZoY+3YsjHbNq/LbLvpNb0e1Du2bFy0MQEAAABY+WySCMvQoDctHB2p3HXb9bnpHX+YI89O5Z/cfF12bNlog0QAAAA4R9PTLV985lieeW4q9z/81MyCMP9/zRCzghqWoS42LRwdqaxfM5bL1q/ODddeKpwGAACAczQ93fLTH34gjx46ms89PZl3/v6D+ekPP5DpRbwqGpY6ATUsQzYtBAAAgOVnz/ihHJh4Oq2XRz97bDoHJp7OnvFDndYFXdLiA5ah2U0Lj8wJqW1aCACsNK94ycVdl3BGa89/QZLlUSsM+v3q54PlZFDv14899PlMHps+7tjkselMt+ZnhaFlBTUsQzYtBAAAgOVndsHZXBacMewE1LAMzW5aePXGC3P5utV51y0vXbQNEoEzm5pu2fnA43nnzgez84HHM6V/HAAw5KamW546MplHnzpqfgRzzC44WzM2mooFZ5Bo8cEKNDXdsmv/RPYePJzrNq3Nji0bV2RwO7tp4fo1yQ3XXtp1OTC0pqZbbr3zvuwZP5Sjk1NZ3Ztg+tAIABhWs/OjAxNPZ7olP/irnzA/gp7ZBWe79k9k38HD2bqCcws4WwJqVhRBETBou/ZPZM/4oed7wh+ZnMqe8UPZtX/Ch0cAwFCanR/NLpo2P4LjjY5Ubrj2Uj8P0KPFByvK3KCo5fiJEMBi2HvwcI7O2bA0SY5OTmXfwcMdVQQA0C3zIwDOhYCaFcVECBg0m5wADC89duHkzI8AOBdafPTRRz715Lyed/iZ5xb0/KU+3iDHHK3K2KqRPHts+vljY6tGMlI10K93UIbhvQPnanq6Zc/4oTz05Jdy1cUXZNvmdRlZxBY/568azYsvuSD7Hjuc1pLzVo3kxZdckPNXjfpZgT54xUsu7roEOCk9duHUZjeBO7H1ok3gADgZATUryrbN63L1xguPC4qu3nhhtm1e13VpwABMT7f89IcfyIGJpzN5bDpjvd8Bb7rp2kULqUdGKm+66dr8+Ic+mWefm8rrv/bFix6KA9A9PXbh1GwCB8C5EFCzogiKYLjtGT+UAxNPP38VxbPHpnNg4unsGT+Ul125ftHGHRmpXHT+qlx0/qpFHQeApeN0reUE1GATOADOnh7UrDizQdElF52Xl125XjgNQ+ShJ7+UyTktfpJk8th0HnrySx1VBMBKpccuAEB/CKgBWDGuuviCjK06/p+2sVUjueriCzqqCICVarbH7pqx0VSSNXrsAgDMixYf0AeD3pQNODl96AEYFD12AQD6Q0ANC9TFpmzAyelDD8Ag6bELALBwWnzAAs3dlK3l+E3ZgMHThx4AAACWDwE1LJBN2QDg1KanW+5/+Kl86P5Hcv/DT2V6unVd0pJWVS+sqv9SVQ/2/rv+JOdsq6qPVNXeqvpkVX1XF7UCAEA/aPEBCzS7Kduzc0Jqm7IBgDZY8/TGJDtba2+vqjf27v/4CeccSfK9rbUHq2pTko9X1b2ttUMDrhUAABbMCmpYoNlN2ar3/9k2ZQOAGdpgzcvNSd7Xu/2+JN924gmttT9trT3Yu30wyUSSDYMqEAAA+klADQs0uynbZetWZ8OFY/mhb7zGyjAAiDZY83Rpa+2x3u3PJjnt7ntV9fIkY0k+tdiFAQDAYtDiA/pgdlO2i85flZdd+WWtIgFgKGmDdXJV9XtJvvIkD7157p3WWquqUzbtrqoXJbkryetaa9OnOOf2JLcnyRVXXDHvmgEAYLEIqAEAWBSzbbD2PXY4rWmDNau19spTPVZVj1fVi1prj/UC6IlTnLc2yW8neXNr7aOnGeuOJHckyfbt2+1QCQDAkqPFBwAAi0IbrHm5O8nrerdfl+Q3TzyhqsaS/EaSX2qtfXCAtQHAijQ13fLUkck8+tTR7Hzg8UxN+0wXBklADQDL0PR0y/0PP5UP3f9I7n/4qUybRLNEzbbBuuSi8/KyK9cLp8/s7UleVVUPJnll736qantV/WLvnO9M8teSvL6q9vT+bOukWgBY5qamW269874cmHg6jxw6mh/81U/k1jvvE1LDAGnxASxZ09Mte8YP5aEnv5SrLr4g2zavE2xAZn42fvrDD+TAxNOZPDadsV7bBCtTYflrrT2Z5IaTHN+d5Pt6t385yS8PuDQAWJF27Z/InvFDmc2jj0xOZc/4oezaP5Ebrj3tXsVAnwiogSVJALc4hP4rw57xQzkw8fTzG889e2w6Byaezp7xQzZqBQCAc7D34OEcnZw67tjRyansO3hYQA0DIqAGliQBXP8J/VeOh578UiZ7PxuzJo9N56Env+TnYwF8gAMAMHyu27Q2q8dGc2ROSL16bDRbN63tsCoYLgJqYEkSwPVfV6G/0K//rrr4goytGnn+7zJJxlaN5KqLL+iwqv4b5HvHBzgAAMNpx5aN2bZ5XfaMH8rRyamsHhvNts3rsmPLxq5Lg6EhoAaWpGEJ4Aapi9Bf6Lc4tm1el6s3Xph9jx1Oa8l5ve/rts3rui6tbwb93hmWqzZ8YAQAcLzRkcpdt12fXfsnsu/g4WzdtDY7tmzMqDkSDIyAGliShiGAG7QuQv9hCf0GbWSk8qabrs2Pf+iTefa5qbz+a1+84oLGQb93huGqDR8YAQCc3OhI5YZrL9VzGjoy0o8Xqaobq2p/VR2oqjee5PHzqurXeo/fV1VX9WNcYOWaDeAuW7c6Gy4cyw994zUrMkSZnm65/+Gn8qH7H8n9Dz+V6dmtoxfBbOhfvW/hIEL/04V+LMzISOWi81flkovOy8uuXL/ifjYG/d6Z/QBnrpV21cbc0L/l+NAfAACgKwteQV1Vo0neneRVSR5J8rGquru1tm/Oabcleaq1dnVVvTbJzyT5roWODaxsswHcReevWjErGOca9GrGLlbdatXCfA36vTMMV20MwypxAABg+anWFrZar6pekeStrbVv7t3/iSRprf3zOefc2zvnI1W1Kslnk2xopxn8hVde2171pvcsqLb52PfY4STJ1hed+26th595bl5jPvzkkSTJlRevmdfzl/p4XYw5DF9jF2MOw9c4SF985lgePXQ0c38TViWXrVudi85fvA5Mg/yettbyZ58/+vyO2FXJ6heM5ooXrk7V4gXjw/JeXck/H128d1pr+cznjmS6tVy69vxceN7oor5PB62r3znJwt6ra89/Qb/LOWsf+P6v/XhrbXtnBfTZ9u3b2+7du7suA+jQd/38R5Ikv/b3XtFxJQD/X3v3G1rXfd4B/PtIjo2xl9lxay9J7ThNQ4j7xsvMuoxueGSMtgzSwVbabSWFDq+0HRvsTeigGx0rfdNtlI2BR4JD2ToC+1MzUtbOWWhflNAsM2sTE+ING9txrcaNlzhxrFj67YWuguRItnMl3XOv9fm8ueceXXMei0dHj77nnt9ltamqRWfr5fhr5NYkJ+Y8P5nkfYu9prV2qar+L8mWJC9eVui+JPuSZOPNdyxDaW9fP8H0Ug06WOgiyPB/vD6OuRr+j4MM/F5/YyqXX6ZrLbn4xtSKhkWD/J5WVXbctD7nL07l4htTWXfD+EBCv9XQq10cc5A/H130TlXl3e8c/Lv7B/V93bhuPOtvGM+F3rlnNvTfuG58RY+bXJ8XUQAAgOUxVB+S2Frbn2R/MvMOj1G7qvvd/znbdQnAEn3hX59Jknz+V9+74sd6+vhL+crjz89bwmDdmrF84udvd7s9Q2mQPx+rySC/r9PTLYdPnMuxs69m55YNI/HhmvfesaWzYz/6qc4ODQAAq8ZyBNSnkmyf8/xdvX0LveZkb4mPn0wizQVWtdk1by9fg/p6WvMWGC5jY5V7btvsIhgAADA0liOg/l6SO6vq9swE0R9N8puXveZgkgeSfDfJryd5/ErrTwOsBrMfWjhq72YEAAAAWC5LDqh7a0p/Nsm/JRlP8nBr7Zmq+kKSp1prB5M8lOSrVXU0yY8zE2IDrHrezQgAAACsZsuyBnVr7bEkj1227/Nztl9P8hvLcSwAAAAAAK4PY10XAAAMv+nplldev5QfvXIxTx9/KdPTVuoCAABg6QTUAD0COFjY9HTLF79xJKfOXciL5yfzlcefzxe/ccTPCAAAAEsmoAaIAA6u5PCJczk6cT6zH2988dJ0jk6cz+ET5zqt63rgwhgAALDaCagBIoCDKzl29tVMXpqet2/y0nSOnX21o4quDy6MAQAACKgBkgjg4Ep2btmQtWvmjwxr14xl55YNHVV0fXBhDAAAQEANkEQAB1eye/umvGfrxqxbM5ZKsm7NWN6zdWN2b9/UdWkjzYUxAACAZE3XBQAMg9kA7ujE+Uxems5aARy8aWys8rkP3p3DJ87l2NlXs3PLhuzeviljY9V1aSNt9sLYxTkhtQtjAADAaiOgBogADq5mbKxyz22bc89tm7su5brhwhgAAICAGuBNAjhgkFwYAwAAEFADAHTGhTEAAGC18yGJAAAAAAB0QkANAAAAAEAnBNQAAAAAAHRCQA0AAAAAQCcE1AAAAAAAdEJADQAAAABAJwTUAAAAAAB0QkANAABDoqpuqqpvVdXzvcfNV3jtjVV1sqr+apA1AqNparrlpdcmc+qlCzl05EymplvXJQFAEgE1AAAMkweTHGqt3ZnkUO/5Yv40ybcHUhUw0qamWz7+0JM5OnE+J89dyO997b/y8YeeFFIDMBQE1AAAMDzuT/JIb/uRJB9e6EVV9TNJtiX55mDKAkbZE89N5PCJc5nNo1+bnMrhE+fyxHMT3RYGAEnWdF3A9eTeO7Z0XQIAAKNtW2vtdG/7h5kJoeepqrEkX07y20l+eYC1ASPqmRdezoXJqXn7LkxO5dkXXs59d7/lNAMAAyWgBgCAAaqqf0/yUwt86Y/mPmmttapa6P77Tyd5rLV2sqqudqx9SfYlyY4dO/orGBh5773lxqxfO57X5oTU69eOZ9ctN3ZYFQDMEFADAMAAtdYWfddzVZ2pqptba6er6uYkC91/f2+SX6iqTyfZmGRtVZ1vrb1lverW2v4k+5Nkz549FpuFVWrvXVuze/umHD5xLhcmp7J+7Xh2b9+UvXdt7bo0ABBQAwDAEDmY5IEkX+o9fv3yF7TWfmt2u6o+kWTPQuE0wKzxscpXP/m+PPHcRJ594eXsuuXG7L1ra8bHrnwXBgAMgoAaAACGx5eSPFpVn0xyPMlHkqSq9iT5VGvtd7osDhhd42OV++7eZs1pAIaOgBoAAIZEa+1skvsW2P9UkreE0621A0kOrHhhAACwQsa6LgAAAAAAgNVJQA0AAAAAQCcE1AAAAAAAdEJADQAAAABAJwTUAAAAAAB0QkANAAAAAEAnBNQAAAAAAHRCQA0AAAAAQCeqtdZ1DQuqqh8lOd7R4d+R5MWOjs1o0zv0S+/QL71DP/TNtbmttfbOrotYLh3O1/qNfukd+qV36JfeoV965+oWna2HNqDuUlU91Vrb03UdjB69Q7/0Dv3SO/RD3zBI+o1+6R36pXfol96hX3pnaSzxAQAAAABAJwTUAAAAAAB0QkC9sP1dF8DI0jv0S+/QL71DP/QNg6Tf6JfeoV96h37pHfqld5bAGtQAAAAAAHTCO6gBAAAAAOiEgPoyVfWBqnquqo5W1YNd18PoqKpjVfX9qjpcVU91XQ/Dq6oerqqJqvrBnH03VdW3qur53uPmLmtk+CzSN39SVad6553DVfWhLmtkOFXV9qr6j6p6tqqeqarf7+133mHFma3pl9maa2W2pl/ma/phtl4ZAuo5qmo8yV8n+WCSXUk+VlW7uq2KEfNLrbXdrbU9XRfCUDuQ5AOX7XswyaHW2p1JDvWew1wH8ta+SZK/6J13drfWHhtwTYyGS0n+sLW2K8nPJflMb75x3mFFma1ZBmZrrsWBmK3pz4GYr3n7zNYrQEA9388mOdpa+9/W2mSSf0hyf8c1AdeZ1tq3k/z4st33J3mkt/1Ikg8PsiaG3yJ9A1fVWjvdWnu6t/1KkiNJbo3zDivPbA2sOLM1/TJf0w+z9coQUM93a5ITc56f7O2Da9GSfLOq/rOq9nVdDCNnW2vtdG/7h0m2dVkMI+WzVfXfvVsU3UbGFVXVziQ/neTJOO+w8szWLIXZmqXwO46lMF9zTczWy0dADcvn/a21ezJzG+tnquoXuy6I0dRaa5n5owyu5m+S3JFkd5LTSb7caTUMtaramOQfk/xBa+3luV9z3gGGkNmaZeF3HG+T+ZprYrZeXgLq+U4l2T7n+bt6++CqWmuneo8TSf45M7e1wrU6U1U3J0nvcaLjehgBrbUzrbWp1tp0kr+N8w6LqKobMjNA/11r7Z96u513WGlma/pmtmaJ/I6jL+ZrroXZevkJqOf7XpI7q+r2qlqb5KNJDnZcEyOgqjZU1U/Mbif5lSQ/uPK/gnkOJnmgt/1Akq93WAsjYnYA6vm1OO+wgKqqJA8lOdJa+/M5X3LeYaWZremL2Zpl4HccfTFfczVm65VRM+86Z1ZVfSjJXyYZT/Jwa+3Puq2IUVBV787MOzuSZE2Sv9c7LKaqvpZkb5J3JDmT5I+T/EuSR5PsSHI8yUdaaz6wgzct0jd7M3P7YUtyLMnvzln3DJIkVfX+JN9J8v0k073dn8vMWnnOO6woszX9MFvzdpit6Zf5mn6YrVeGgBoAAAAAgE5Y4gMAAAAAgE4IqAEAAAAA6ISAGgAAAACATgioAQAAAADohIAaAAAAAIBOCKgBAAAAAOiEgBoAAAAAgE4IqAEAAAAA6MT/AxMXo3vK7ylpAAAAAElFTkSuQmCC\n", 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" ] }, "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": 11, "id": "3869f47a", "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "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": 12, "id": "88c311f9", "metadata": {}, "outputs": [], "source": [ "from etna.transforms import LagTransform" ] }, { "cell_type": "code", "execution_count": 13, "id": "0a14bafa", "metadata": {}, "outputs": [], "source": [ "lags = LagTransform(in_column=\"target\", lags=[1,7], out_column=\"regressor_lag\")\n", "ts.fit_transform([lags])" ] }, { "cell_type": "code", "execution_count": 14, "id": "b7b64fe7", "metadata": {}, "outputs": [ { "data": { "image/png": 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mjViyOO82c/nrrEOH6NXZsvQVNGzcYNt5w9QGLE/P20W8bMlyxoz4lqysbBYvSGf+3IU0axmHXeezs0p+xIHiDOBGoHJBF8zsHeB0H+czSccCwrU62vtjv6IcSSLI/WvPifide57i0x0ZkW5bM7u8gPuzKd3UjmeAZ83sQOAqCnnWErIh4ncSrtWUq7eJmRXXpRp5v4CHIu5vZWavmtksoAPOEN4vaYCZZeE+MD7EOZl8XkqtxVGWZVQSKuP+pvJgZi+ZWUcz63jFRdH1sIsmkyf/TKtWLWjevCkVKlTgrLN6MHz4yDxxGjXa/nI77bQT+PXX2VHVtODnOdRv3og6afVJrpBMhx6HM23k5Dxxpo2YRKvObQGoWrs6DVqksnLBsoKS22XaNazBgsw/WbxmI1uzc/ji96V0a5m3i2/1xi3kmAEwcPI8erbb4ZupzMhfZ2ef3bPIOutxWveo1tn0n2ayd8umNGmWSkqFFE7qdTxjRuTt5Prq82/odHgHAGrVqcneLZuyaH6Rm6NHh5zskh9xoEhjYWarJSVLqmxmefyMJbUE5prZ03586SBgBDBE0hNmtlxSHaA6MAl4UlJtYB2uW3BaKXROAJ6T1MrMZkuqCjTxBqEw1gHFuarVBHL/Ki4uKIKkM4DDzOy2UugdAVwPPOLTaG9mPwFjgbOBf0nqjuv6LYgvgPskvW1m6yU1Abbi6ivDzN6SlAlc4VuWe5nZZ34Mcq5PYxxwLq71dwFufG1nKKyMSvospWVf3DhoVLn5roeZ9ONUMjPXclyvPlxz+YX07nFitLMlOzubG2+8k2HD3iQ5OZnXXx/MzJmzGDDgJqZMmcann47k2msv5dRTTyArK4vVqzP529/+EVVNOdk5fDhgINe8cTtJyUlMeH8MS39fxCl9z2LBtLn8MmoKM7/+mf2POojbRz5GTnYOQx56mz8zi/um2zlSkpK4tdt+XDPkB3JyjJ7tGrNP3Wr8Z8Js2jaoQbeWDZi8aDXPjPsdSXRoXIvburWJihbYXmefDn+bpOQkXh80mBkzZ3HXgH5M+eFnhg8fyXXXXsZpp51AVlY2GRmZXPG3vlHV8+Dtj/H8u0+SnJzEJ+8OZ85vf3DNLX9jxk8zGTPiO8Z+NYEuXQ/j42/eISc7h8fvfZY1q6PnuFQoCe4FKvNfUYVGkF4F3jWzUfnC/wlciHsxLwXON7MM75hxG64VtBW41swmSLoS14WWAfwKLDKzO7yjy3Az+9A7rwzPdZPPd+1Y4F9Abl9IfzMbKmkezmV/paSOwKNm1k3SvrhWUQ5wfUHjgJJ64sYbVwOjgU75p3hI6gdUMLOHiiiju4H1ueOGfszyOaANzmh9Y2ZXS2oAvAs0xHUhn4brsk2NfG6fxg3AFf50PdAHaIUzqjm+bP8PZ5yG4FpO8s//uqS9gddw3dgrgEvNbEFkmRbxPJf4Mr2usDIq7FnMbHMhaW7bzRlYBtxlZq/mi9MQ1x1+WGHaALaunFv0H22MqZ7WLd4S8nBloy7xlrADD99cv/hIMaTWTZ/EW0Ie9q8dh+7JYpi6dPwuD6pumjC4xP+vVu58TswHcUtiADsAfc2s4NmWJc1IquZbMynAx8BAM/t4V9KMBZLewj3/imIjF59WJSDbzLIkdQGe985Cux3ReBZJfYG1+Q1jfoIBLJpgAIsnGMDiKRMDOP7dkhvALufF3AAWO15mZj9I+kpS8i7OBbxb0vG4lsoI4JNdSCtmmFmfMkyuGfC+3Dy/LcDfyjDtWBONZ8nEddkGAoE9gaz4OLeUlBI5jJjZwF3NyMz67WoaO4ukO4Cz8gV/YGYPxFKHX+HkkFjmWRSSLgVuyBc81sx2XOspHwU9i5+S8WUB0Y8zs1UFhOdP87Xi4gQCgd2HRF8/ZY+dcByJN3QxNXa7A97glJnR8UaufVmlFwgEdnPCdkiBQCAQKJckuBdoMICBQCAQiA6hBRgIBAKBckloAQYCgUCgXBKnJc5KSjCAgUAgEIgOoQs0EAgEAuWSYAADgUAgUC4JY4CBQCAQKJeEFmAgEAgEyiWhBRgIBAKBcknwAg0EypZE231h3aIx8ZaQhwkH3BJvCTtQo29ibfyy9pEe8ZaQh28ezIy3hOgQukADgUAgUC4JBjAQCAQC5ZJi9puNN8EABgKBQCA6JHgLMCneAgKBQCCwh5KdVfKjGCSdJOk3SbMl/bOA63tL+lLSVEljJKUVl2YwgIFAIBCIDjk5JT+KQFIy8BxwMtAWOE9S23zRHgXeMLODgHuBh4qTFwxgIBAIBKKDWcmPojkMmG1mc81sC/Ae0DNfnLbAaP/7qwKu70AwgIFAIBCIDmXUAgSaAAsjzhf5sEh+Bs70v88AqkuqW1SiwQAGAoFAIDqUwgBKulLS5IjjylLm1g/oKulHoCuwGMgu6obgBRoIBAKB6FCKpdDM7CXgpUIuLwaaRpyn+bDI+5fgW4CSqgG9zSyzqDyDAQwEAoFAVLCsIhtgpWES0FpSC5zhOxc4PzKCpHpAhpnlALcBA4tLNHSBBgKBQCA6WE7Jj6KSMcsCrgO+AGYC75vZdEn3SjrdR+sG/CZpFtAQeKA4eaEFGAgEAoHokFN2K8GY2WfAZ/nCBkT8/hD4sDRpBgMYCAQCgeiwu68EI6mKpK8lJUtqLmlMDHTtMpK6STp8J++9RNLdJUh/0M6kn+j453+2DNPbT9JPEcdaSTf6a4MkdfO/35PUuqzyzeWEE7oydepXTJ/+Df36XbPD9Qsv/CsLF/7I99//j++//x+XXnpuWUsolv4PPs7Rp55Lrz5XxzxvgNrHtOfQ756i4/hnSLuu1w7XW95zCYeMeoRDRj3CoWOfpstvr0dVz4nduzH9l2/4dcZ33HLztTtcv+jCs0lfPJXJk0YwedIILrv0vKjqSdq7LZUvupvKF99LSscTd7iu6nWodOaNVL6gP5V634Sq1YqqnnrHHMxRYx/nqAlP0uL603e4vv+9F3H4lw9z+JcPc9S4Jzhu1qtR1VMoZTcNIiqUpAV4GfCRmWVLiraesqQbsB4YF8tMJaX4/uqdvV+A/EBuVNlVrSXFzH4D2vs8k3GD2AXtj/M8cAvwt7LKOykpiaeeup9TT72ARYvSGTt2GMOHj+TXX3/PE+/DD4fRt++AQlKJPr1OOYHze5/O7fc9GvvMk5LY56Er+OXse9mcnkH7zx8mY8Rk/py1aFuUuXcN2va78eUnU/WAFlGUk8TTTz3ASaecx6JF6UwY/xnDho9g5sy8dfb+B0O54cb+UdOxDYmK3c5j88dPYetXU/nc28ieOxXLSN8WpcJRvcmaOYHsmRNIStuPCof3YsuIQdHRkyTaPnwZk85+gE1LVtHliwdZ/sUUNsza7hT564A3tv1udvmJ1DiweXS0FEeCL4ZdEieYC4Ah/nc2kAEgqZ2kif6Lfmrul7ukPhHhL/oXHpIulzTLX3s5t4XhWwDPS5ogaa5vWQ2UNDOyhSWpu6Txkn6Q9IF3c0XSPEn3+PBpkvaX1By4GujrdRxV0INJ6iHpe0k/SholqaG/tBFnPItiC7DGp3O3pDcljQXelFRf0n8lTfLHET5efUkjJU2X9Iqk+ZLq+Zb1b5LeAH4Bmkq62d87VdI9/v6qkj6V9LOkXySd48MfljTDx33UhzWXNNqHfSmpWUR5vyDpe+DfxVV+YWVU2LMUlx5wHDDHzOb78zW+LAG+BY6XVGZd8506tWfOnHn88ccCtm7dygcfDKNHj+5llXyZ0bH9gdSsUT0ueVc/pBWb/ljKpgXLsa1ZrPhkLHVO7FRo/Pq9jmTFx99FTc9hnQ7JU2fvvz+E03vs2OqKFUkNm2NrlmNrV0JONlmzJpHc8qC8ceqkkrPwNwByFv1GcsuDo6anVodW/PnHUjbOX45tzWbpJ+NoeFLHQuOnnnEE6R/FtB2wnazskh9xoEgDKKki0NLM5gGY2UIzy51pfzXwlJm1BzoCiyS1Ac4BjvDh2cAFkhoDdwKdgSOA/fNlVRvoAvQFhgJPAO2AAyW19y/W/sDxZtYBmAzcFHH/Sh/+PNDP630BeMLM2pvZt4U84ndAZzM7BLe0zi3+OQebWZGf4mY2zsxuiAhq6/WdBzzl8+4E9AZe8XHuAkabWTvcYG2ziPtbA//x1/bz54fhWk6HSjoaOAlYYmYHm9kBwOdyKx2cAbTza+Dd79N7Bnjdh70NPB2RVxpwuJlFlmFhFFhGxTxLUZwLvJt7YmY3mNk4/zsHmA2U2dujceNGLFq0ZNv54sXpNG7ccId4vXqdwqRJX/DOOy+QlpZaVtnvFlRKrcPmJSu3nW9JX0Wl1DoFx02rR+VmDcj87peo6WncpBELI+ps0eJ0GjdutEO8M884hR+mjGTwey+RltY4anpUrTa2bvW2c1ufiarVzhMnZ+UiklsdAkDyPu1RpSpQuWpU9FRqVIeNS1ZtO9+0JINKjQqur8pp9ajSrD6rolhfRVJGXqDRorgWYD0gs5Br44HbJd0K7G1mG3Ff94cCkyT95M9b4l7kX5tZhpltBT7Il9YwMzNgGrDMzKb5l+F0oDnOcLYFxvp0Lwb2jrj/I//vFB+/pKQBX0iaBtyMM7o7y1BfBgDHA896rUOBGr7FeiTOiGBmnwOrI+6fb2YT/O/u/vgR+AH3wdAaVz4nSPqXpKPMbA2uBbUJeFXSmcCfPo0uwDv+95s+71w+MLOSfnIVVkZFPUuB+A+q09mx/iNZDuzwNlPEKhHZ2cU1zkvHp5+OYr/9DqdTpxMZPfpbXnnl8TJNf0+ifq8jWTl8fNydG4Z/OpJ9Wnemw6EnMGrUN7z26pNx1bP12/+S1KQ1lc+7naQm+5KzbnXcywggtdfhLBv+fZl6Y5aKHCv5EQeKM4AbgcoFXTCzd3Avs43AZ5KOBYRrdbT3x35mdncJdGz2/+ZE/M49T/HpjoxIt62ZXV7A/dmUzrP1GeBZMzsQuIpCnrWEbIj4nYRrNeXqbWJmxb21I+8X8FDE/a3M7FUzmwV0wBnC+yUN8GN4h+FaYacBn5dSa3GUZRmdDPxgZsuKiFMZ9zeVBzN7ycw6mlnH5ORqJc5wyZKleVoHTZqksmRJ3uwzMjLZssX1wg4c+C6HHHJgidPfE9icnkGlxtt7ryum1mVzekaBcev3PILlH4+Nqp4li5fSNKLO0pqksmTJ0jxxMjJWb6uzVwe+Q4cO0aszW78aVd/e4lO1Wtj6vN97tmENWz59kU3vPsjW8X7EaMsOf8ZlwualGVRpvH2Jy8qN67B5acH1ldqrS/y6PwHLySnxEQ+KNIBmthpIlrTDS09SS2CumT2NGyM8CPgS+KukBj5OHUl742bxd5VU24/v9C6lzgnAEZJa+XSrStq3mHvWAcUNqtRk+3I6FxcUQdIZkordViMfI4DrI9Jo73+OBc72Yd1xXb8F8QVwWcQ4ZxNJDXxX8p9m9hbwCNDBx6np58j0ZXv34ThcdyO4cdzCuoGLo7AyKumzRHIeEd2fhbAvbhy0TJg8+WdatWpB8+ZNqVChAmed1YPhw0fmidOoUYNtv0877QR+/XV2WWW/W7Dup9lUbplKpWYNUIUU6vc6gowRk3aIV6VVY1JqVWXd5N+iqmfS5J/y1NnZZ/dk2PAReeJE1lmPHt2jWmc5y+ajWg1QjbqQlEzKvp3Injs1b6TKVXHfrVCh40lkz4ie0Vnz4xz2atmIKs3qowrJNOp1OMu/mLJDvKqtGlOhZjUyJ8+KmpZiSfAWYElaSyNw3V2j8oWfDVwoaSuwFHjQzDIk9QdGSEoCtgLXmtkESQ8CE3FONL/iHUhKgpmtkHQJ8K6kSj64P1BUzQ4DPpTUE7i+kHHAu4EPJK3GbaNRkGvbPsDakmr1/B14TtJUXBl/gxszvcc/w4W4LuSlOEOdp0ljZiP8eOp4Oc/b9UAfoBXwiKQcXNn+H87ID/EfKWL72Oj1wGuSbgZWAJeW8hlyuZuCy6iwZykQSVWBE3CtyMLiNAQ2mtnSwuKUluzsbG688U6GDXuT5ORkXn99MDNnzmLAgJuYMmUan346kmuvvZRTTz2BrKwsVq/O5G9/+0dZZV9ibr7rYSb9OJXMzLUc16sP11x+Ib1j5fiRncOc21/hgHf7o+Qklr07mj9/W8Tet5zDup/mkDFiMuCdXz6JbusPXJ3dcGN/Pvv0HZKTkhj0+mBmzJjF3Xf1Y/KUnxk+fCTXX3cZp53WnaysbFZnZHLZFTdGT5DlsGXMYCr1+jsoiawZ47CMdCp07kHOsvlk/zGV5LT9qHBELzAjZ/HvbBnzXvTkZOcw47bX6Pje7Sg5iUXvfsX63xbR6pazWPPzXFZ4Y5ja63DSh8Sv9QdAdnycW0qKrBg3VUkdgL5mduEuZSRVM7P1vgX4MTDQzApyhU8oJL2Fe/4VZZBWJSDbzLIkdQGe985Cux3ReBZJfYG1ZlbkpKXKlZsllG/1ukVj4i0hDxMOuKX4SDHmmIzx8ZaQh7WP9Ii3hDx882BmvCXswEnL3tvleW8b7j6vxP+vVr373ZjPsyu2BWhmP0j6SlJyKRwnCuJuScfjxnhGAJ/sQloxw8z6lGFyzYD3fet4C2U43y0ORONZMnEOO4FAYE8gXs43JaREDiNmVuyq2iVIo9+uprGzSLoDOCtf8AdmVuxiqWWJmf0OHBLLPItC0qXADfmCx5rZjktv5KOgZ/FTMr4sIPpxZraqgPD8ab5WXJxAILAbEafpDSWlXKwF6g1dTI3d7oA3OGVmdLyRa19W6QUCgd2cPaEFGAgEAoFAaYnX9IaSEgxgIBAIBKJDVjCAgUAgECiPhDHAQCAQCJRLwhhgIBAIBMojFgxgIBAIBMolwQAGAoFAoFwSp33+SkowgIFAIBCIDqEFGAgEAoHySHFrTcebYAADgUAgEB1CCzAQKFuubNQl3hLykGi7L3T+5d/xlrADhxx0Sbwl5GHGI2W241aZcPSAtHhLiA7BAAYCgUCgPBKmQQQCgUCgfJIVDGAgEAgEyiGhBRgIBAKB8kkwgIFAIBAolyT2WtjBAAYCgUAgOoQu0EAgEAiUT0ILMBAIBALlEQteoIFAIBAojyT4frjBAAYCgUAgSiS4AUyKt4BAIBAI7JlYTsmP4pB0kqTfJM2W9M8CrjeT9JWkHyVNlXRKcWkGAxgIBAKB6JBTiqMIJCUDzwEnA22B8yS1zRetP/C+mR0CnAv8pzh5oQs0EAgEAlEhJ6vMkjoMmG1mcwEkvQf0BGZExDGghv9dE1hSXKLlwgBKqgJ8DhwLNAUGmVm3uIoqAZK6AVvMbNxO3HsJ0NzM7i4m/UvM7JJdyWsntN1uZg9GnM8zs+aS6gNvmtlJZZlfm64Hc+aAS0hKTmL84NGMen7IDnEOObUzJ994FmbG4pnzeeOGZ8pSQh5qH9OelvddipKTWPr2lyx69pM811vecwk1j2gHQFKVSlSsV5Px+10cNT0F0f/Bx/lm7ETq1K7FJ2+9ENO8Abp0O4x/3Pd3kpKSGPLup7z+7Ns7xDm+xzH87R+XghmzZszmzmvvi5qeGt0Oodk9V0ByEivfHcnS5z7Kc71i43o0f/IGUmpUheQkFj/0JmtGT4manrHzVvLIN7+RY0avdk24rGOLPNeXrN3IPaNmsHrjFmpUrsAD3Q+gYfXKUdNTGGXoBNMEWBhxvgj4S744dwMjJF0PVAWOLy7RcmEAgcuAj8wsW1K8tZSGbsB6IOpGaWfykpRiZjvzjXc78GD+QDNbISld0hFmNnYn0t0BJYmz7r2M5/o8QObSVfQb+hC/jJzM0tmLt8Wp37wRJ1zTiyd6D2Dj2g1Uq1ujiBR3kaQk9nnoCn45+142p2fQ/vOHyRgxmT9nLdoWZe5dg7b9bnz5yVQ9oEUBCUWXXqecwPm9T+f2+x6Ned5JSUnc8mBfrjv3Jpalr+D1z17imy++44/f52+L07RFGpdcfwFX9LyGdWvWU7turWgKotn9VzHr/LvYmr6KNp8+QuaIiWz6fXudpd5wNquHjWXFm59TuXUard8YwLQuV0ZFTnaO8fCYX3n+jA40rFaZCwZ/T9cW9dmnbrVtcZ74bhantknl9DaNmbgwg2fGzeb+Ew+Iip4isZK/byVdCUQW2ktm9lIpcjsP17h5TFIX4E1JB5gVbobLyxjgBUDuZ382kAEgqZ2kiZJ+8oOmrX14n4jwF33/M5IulzTLX3tZ0rM+fJCk5yVNkDRXUjdJAyXNlDQoV4Sk7pLGS/pB0geSqvnweZLu8eHTJO0vqTlwNdDX6ziqoAeT1EPS937gd5Skhv7SRpxBK4otwJqC8iosXUl3S3pT0ljcH1h9SSMlTZf0iqT5kuoVVo6SHgaq+LDcz/oVEZo+8fVVJuzdvhUr5i9j1cLlZG/N5odh4ziwe6c8cbqcexzfvjGCjWs3ALB+1dqyyn4Hqh/Sik1/LGXTguXY1ixWfDKWOid2KjR+/V5HsuLj76KmpzA6tj+QmjWqxzxfgHaHtGHhvMUsXpBO1tYsRg75kq4nHpknTq8LTuODQR+zbo37E1+9KjNqeqq2b83meelsWbAM25pFxpDvqNU9X+PDjOTqVQBIrl6Vrcsyoqbnl2VraFprL9Jq7kWF5CRObN2IMXNX5IkzN2MDh6XVAaBTWm3GzF0eNT1FURonGDN7ycw6RhyRxm8xrvculzQfFsnlwPsAZjYeqAzUK0rfHm8AJVUEWprZPAAzW2hmZ/rLVwNPmVl7oCOwSFIb4BzgCB+eDVwgqTFwJ9AZOALYP19WtYEuQF9gKPAE0A44UFJ7bxT6A8ebWQdgMnBTxP0rffjzQD+v9wXgCTNrb2bfFvKI3wGd/cDve8At/jkHm1mRn+9mNs7MbigkrwLT9bT1z3EecBcw2szaAR8CzQAKK0cz+yew0edzgdcRaQEmAwUa+52hVsM6ZC5Zte08M30VNRvWzhOnQctU6rdI5cYP7+Wmj++nTdeDyyr7HaiUWofNS1ZuO9+SvopKqXUKjptWj8rNGpD53S9R05OI1G9Uj2VLtr+wl6WvoH5q/TxxmrVsSrOWTXllyHMMHPY8XbodFjU9FVPrsCU9os6WrqJivjpb8vh71DmzGwdNeoXWb9zJgjtfjpqe5es307BapW3nDatVYsWGzXni7FuvOqPnuDIcPWc5G7Zmk7lxS9Q0FYblqMRHMUwCWktq4d/p5+Les5EsAI6Dbe+fyuT9uN6B8tAFWg/ILOTaeOAOSWm4LtLfJR0HHApM8t2lVYDluEHYr80st/X4AbBvRFrDzMwkTQOWmdk0H2860Bz3xdIWGOvTrejzzyV3UGEKcCYlJw0YLCnVp/lHKe7d2XSHmtlG//tI4AwAM/tc0mofXlg5FsdyoPGuyy85SclJ1G/RiKfPvYdajepww/t38/BJN7Nx7Z+xlLED9Xsdycrh4yEnwSdTxYHk5GSatkjjqt5/p2FqA176+BnOPfYS1q8trtMjOtTpeRSr3h/NspeGULXDfrR46kamH/d3sPishNL3yNb86+vfGDpjCR2a1KJB1UokJ8V++KesxgDNLEvSdcAXQDIw0MymS7oXmGxmQ4F/AC9L6otziLnErOgKKA8GcCPuS2AHzOwdSd8DpwKfSboKEPC6md0WGVdSr2Lyyf0Ey4n4nXuegmsBjfStpqLuz6Z09fIM8LiZDfWOLHeX4t6dTXdDCe4vsBxLQGVcneVNLGJ84Jg6h3JA9X1KlFjmsgxqNa677bxWal3WLFudN87SDOb/NJucrGwyFq1g+R/p1G+eyoKpc0opvXg2p2dQqfH2XpmKqXXZnF5wd1n9nkcw+7ZXylxDorNi6UoaNm6w7bxhan1WpOf9kF+evoLpP84gOyubJQvTWTBnIc1apDHj51/LXM+W9AwqpkbUWaO6bMlXZ/XOPZ5Zfe4FYMMPv5FUqQIpdWqQtWpNmetpUK0Sy9Zvf8UsW7+Z+lUr5YtTmcdOdT0Zf27J4svZy6leqUKZaymOnOyyM7pm9hnwWb6wARG/Z+B650rMHt8FamargWRJOxhBSS2BuWb2NG6M8CDgS+Cvkhr4OHUk7Y1rgneVVFtSCtC7lFImAEdIauXTrSpp32LuWQcUNxBTk+194QW6Cko6Q9JDpcyr2HQ9Y4GzfT7dcV3BUHg5AmyVVNj/jfsCO/T5RY4PlNT4ASz4eQ71mzeiTlp9kisk06HH4UwbOTlPnGkjJtGqs5tSVLV2dRq0SGXlgmUlzqM0rPtpNpVbplKpWQNUIYX6vY4gY8SkHeJVadWYlFpVWTf5t6joSGRm/PQrzVqk0bhpKikVUjih53F8MyKvT9TXn39Lhy6HAFCzTk2a7dOUxQuK9XrfKTb8/DuVW6RSsamrszo9jyRz5MQ8cbYsWUGNIw8CoHKrNFSpYlSMH0C7hjVYkPkni9dsZGt2Dl/8vpRuLfN2Ea/euIUc3/gZOHkePdvFtFNlG2XYBRoVykMLEGAErqtuVL7ws4ELJW0FlgIPmlmGpP44d9okYCtwrZlNkPQgMBHnRPMrUOK/cO/heAnwrqTcz7X+wKwibhsGfCipJ3B9IeOAdwMf+K7H0UBBLoP7AMV5duTJq4TpAtyDe6YLcV26S4F1ZrayoHIE5gMvAVMl/ZA7DhjBMcCnxWgtMTnZOXw4YCDXvHE7SclJTHh/DEt/X8Qpfc9iwbS5/DJqCjO//pn9jzqI20c+Rk52DkMeeps/M6PUlZadw5zbX+GAd/uj5CSWvTuaP39bxN63nMO6n+aQMcIZ5/q9jmTFJ2XiCLtT3HzXw0z6cSqZmWs5rlcfrrn8Qnr3ODEmeWdnZ/PvO57k6XceJTk5iaHvfcbcWfO46ubLmPnzb3wzYizjx0zkL107MXjMG+Rk5/DUff9hzeooOS9l57DgzpfZ9+27ICmZVYNHsWnWQhr3O48NP89mzchJLLz3NZr/+1oa/q0HGMy76enoaAFSkpK4tdt+XDPkB3JyjJ7tGrNP3Wr8Z8Js2jaoQbeWDZi8aDXPjPsdSXRoXIvburWJmp6iiFMPcIlRMV2kewSSOgB9zezCXUynmpmt9y3Aj3H90B+XicgoIukt3PMXOSC8k2lXArJ9H30X4Hnv9LKz6X0D9PQt9wL5e/NzEuqP9qxN2fGWkIfOv/w73hJ24PCDLom3hDw8n1Sw41G8aHtbWrwl7MBe1z67y82y+R2OL/H/q3v/MCrmzcBy0QI0sx/k1ohLNrNdeVvdLel43DjVCJzLfsJjZn2imHwz4H3fytsC/G1nE5KbCP94UcYvEAjsPsSra7OklAsDCGBmA8sgjX5loWVnkHQHcFa+4A/M7IF46MnFzH4HDimjtFawm3xUBAKB4kn0DsZyYwB3d7yhi6uxCwQCgdKQk53YfpbBAAYCgUAgKoQNcQOBQCBQLskpxVqg8SAYwEAgEAhEBQsGMBAIBALlkeAFGggEAoFySVkuhRYNggEMBAKBQFQIY4CBQCAQKJeEMcBAIBAIlEvCRPhAIBAIlEtCF2ggEAgEyiWhCzQQKGMevrl+8ZFiSI2+ibUhyCEJtvMCwLipg+ItIQ/d218Vbwl5OPCRMt+oZZd5+tpdTyM7TIMIBAKBQHkktAADgUAgUC4JY4CBQCAQKJckuBNoMICBQCAQiA6hBRgIBAKBckkYAwwEAoFAuSSbYAADgUAgUA7JSfBBwGAAA4FAIBAVckILMBAIBALlEQsGMBAIBALlkZx4CyiGYAADgUAgEBWCE0wgEAgEyiWhBRgIBAKBckmijwEmFRdBUhVJX0tKltRc0pgY6NplJHWTdHgxcQZJ+msh9w4q5t7dpixKi3/+4WWc5gOSFkpany/8bkmX+N+PSjq2LPMFGDtvJb3eGMvpr3/HwMl/7HB9ydqNXPXRFM5+ezxX/Hcyy9ZtKmsJeTixezem//INv874jltu3nHJ/YsuPJv0xVOZPGkEkyeN4LJLz4uqHoAu3Q7jw2/f4qOx73DxdRcUGOf4HscweMwbDP7qde577s6oa4qk/4OPc/Sp59Krz9UxzTeXTt068vrXA3nru0Gcd+05BcbpdtrRvDb6FV778mX6P3tbVPW06Xowd3z5BHeOeYrj/69ngXEOObUzt498jNtGPMpFT10fVT2FkaOSH/GgJC3Ay4CPzCxbSmxrno9uwHpgXCwzlZRiZlm7mEaymWWXlaYi8tllraVgGPAs8HsRcZ4BXgZGl1Wm2TnGw2N+5fkzOtCwWmUuGPw9XVvUZ5+61bbFeeK7WZzaJpXT2zRm4sIMnhk3m/tPPKCsJOQhKSmJp596gJNOOY9Fi9KZMP4zhg0fwcyZeYvl/Q+GcsON/aOioSBNtzzYl+vOvYll6St4/bOX+OaL7/jj9/nb4jRtkcYl11/AFT2vYd2a9dSuWysm2nLpdcoJnN/7dG6/79GY5guufG64/3puPv9WVqSv5IVPn2XciPHM/33BtjhNWjTh/OvO4/ozbmT9mvXUimL5KEmcde9lPNfnATKXrqLf0If4ZeRkls5evC1O/eaNOOGaXjzRewAb126gWt0aUdNTFIk+DaLYFiBwATDE/84GMgAktZM0UdJPkqZKau3D+0SEvygp2YdfLmmWv/aypGd9+CBJz0uaIGmub30MlDQzshUmqbuk8ZJ+kPSBpGo+fJ6ke3z4NEn7S2oOXA309TqOKuL5jpc02Ws7zYdtAdYUUy6RZXGJpKGSRgNfSqrqn2GipB8l9fTx9pL0vqQZkj6W9L2kjv7aekmPSfoZ6FJQOfpjkKRf/LP29ff+3ac5VdJ7PqyOpE982ARJB/nwuyW9KWks8GYxz4ikw3y5/yhpnKT9inuWgjCzCWaWXsCl9cBGH2c+UFdSo+J0lZRflq2haa29SKu5FxWSkzixdSPGzM2799rcjA0cllYHgE5ptRkzd3lZZb8Dh3U6hDlz5vHHHwvYunUr778/hNN7nBi1/EpCu0PasHDeYhYvSCdraxYjh3xJ1xOPzBOn1wWn8cGgj1m3xjXgV6/KjKnGju0PpGaN6jHNM5f92+/HknlLSF+wlKytWYweMoYjuuftXDrt/JP55PWhrPflkxnF8tm7fStWzF/GqoXLyd6azQ/DxnFg90554nQ59zi+fWMEG9duAGD9qrVR01MUVoojHhRpACVVBFqa2TwAM1toZmf6y1cDT5lZe6AjsEhSG+Ac4Agfng1cIKkxcCfQGTgC2D9fVrWBLkBfYCjwBNAOOFBSe0n1gP7A8WbWAZgM3BRx/0of/jzQz+t9AXjCzNqb2bdFPGZz4DDgVOAFSZXNbJyZ3VBU2eQrC4AOwF/NrCtwBzDazA4DjgEekVQVuAZYbWZtfXkcGnF/VeB7MzsYWEUB5Qi0B5qY2QFmdiDwmr/3n8AhZnYQrl4A7gF+9GG3A29E5NUWV5Yl6Vv7FTjKzA4BBgAP+vCinqXEmNmjZjY4IugH3N9ImbB8/WYaVqu07bxhtUqs2LA5T5x961Vn9Bxn9EbPWc6GrdlkbtxSVhLy0LhJIxYuWrLtfNHidBo33tHen3nGKfwwZSSD33uJtLTGUdGSS/1G9Vi2ZLvRX5a+gvqpeTcdbtayKc1aNuWVIc8xcNjzdOl2WFQ1JRL1UuuxPH37R9OKpSupl1ovT5y0Fmk0bdmEZz5+kueGPk2nboV+C+4ytRrWIXPJqm3nmemrqNmwdp44DVqmUr9FKjd+eC83fXw/bboeHDU9RZEllfiIB8W1AOsBmYVcGw/cLulWYG8z2wgch3sRTpL0kz9viTMwX5tZhpltBT7Il9YwMzNgGrDMzKaZWQ4wHWegOuNe2mN9uhcDe0fc/5H/d4qPXxreN7McM/sdmMuOxrmkjDSzDP+7O/BPr3UMUBloBhwJvAdgZr8AUyPuzwb+638XVo5zgZaSnpF0EpD7WTcVeFtSHyC3S/NIfAvPzEbjWla5/SBDfX2VhJrAB5J+YfuHSW76hT3LrrAciO4bPx99j2zNlMWrOfedCUxZvJoGVSuRnBS/rpvhn45kn9ad6XDoCYwa9Q2vvfpk3LTkkpycTNMWaVzV++/0v+Ze7nj0FqrVqFb8jeWE5JRkmrRowo1n/YP7rn2Qfv/uS9UaVeOmJyk5ifotGvH0ufcw6PqnOPehK6lSY6+Y69itW4C4rqnKBV0ws3eA032cz7zzgoDXfaurvZntZ2Z3l0BH7id5TsTv3PMUn+7IiHTbmtnlBdyfTek9W/OX/c7WxYaI3wJ6R+htZmYzi7l/U8S4X4HlaGargYNxRvVq4BUf/1TgOVwrdJKk4spgQzHXI7kP+MrMDgB6UMjfQxlSGd8lGomkK31X9eSB300vcWINqlVi2frtf1LL1m+mftVK+eJU5rFTD+a98ztzXZdWAFSvVGEn5RfNksVLaRrRoktrksqSJUvzxMnIWM2WLa4F+urAd+jQ4cCoaMllxdKVNGzcYNt5w9T6rEjP2028PH0F344YS3ZWNksWprNgzkKatUiLqq5EYWX6ShpEtIjrN6rHyvSVeeKsSF/JuBETyM7KZunCpSyau5i0Fk2ioidzWQa1Gtfddl4rtS5rlq3OG2dpBr+MmkJOVjYZi1aw/I906jdPjYqeosgpxVEckk6S9Juk2ZL+WcD1J/yQ0U9+SCuzuDSLNID+hZssaYeXnqSWwFwzexo3RngQ8CXwV0kNfJw6kvYGJgFdJdX2L+fexT9uHiYAR0hq5dOtKmnfYu5ZB5Rk0OAsSUmS9sG1sn6LvOjHwN4o+NZC+QK4XnLtekmH+PCxwNk+rC1Q2JutwHL0XcFJZvZfXJdwB0lJQFMz+wq4FddiqwZ8i+s2RVI3XDfxzgwE1ARyR9cviQgv6bOUln2BX/IHmtlLZtbRzDpedmS7Am4rmHYNa7Ag808Wr9nI1uwcvvh9Kd1a5u3eW71xCznmvnsGTp5Hz3bRa4BOmvwTrVq1oHnzplSoUIGzz+7JsOEj8sRp1Gi7MerRozu//jo7anoAZvz0K81apNG4aSopFVI4oedxfDNibJ44X3/+LR26uD/jmnVq0myfpixesKSg5PY4fv35N5q0aEKjpo1IqZDCsT27MW7k+DxxvvtiLO27HARAjdo1SGvZhPT5BQ157zoLfp5D/eaNqJNWn+QKyXTocTjTRk7OE2faiEm06twWgKq1q9OgRSorFyyLip6iKCsvUDlfkueAk3G9gef59842zKxvbqMB51D30Q4J5aMkraURuO6uUfnCzwYulLQVWAo8aGYZkvoDI/yLeStwrZlNkPQgMBHnOPIrxTuZbMPMVsi5yr8rKffzvT8wq4jbhgEfegeU64sYB1zgddUArjaz/D7wzSigRVIM9wFPAlN9OfwBnAb8B3hd0gxcGUyngHIwsxkFlaPX8ZoPA7gNSAbeklQT13J82swyJd0NDJQ0FfgT1228M/zba+4PfBoRXqJnyUXSv4Hzgb0kLQJeyd87IKkC0Ao3xlsmpCQlcWu3/bhmyA/k5Bg92zVmn7rV+M+E2bRtUINuLRswedFqnhn3O5Lo0LgWt3VrU1bZ70B2djY33Nifzz59h+SkJAa9PpgZM2Zx9139mDzlZ4YPH8n1113Gaad1Jysrm9UZmVx2xY1R05Or6d93PMnT7zxKcnISQ9/7jLmz5nHVzZcx8+ff+GbEWMaPmchfunZi8Jg3yMnO4an7/sOa1bFzrLj5roeZ9ONUMjPXclyvPlxz+YX0jpHzUE52Dk/f+Sz/fvshkpKS+N/gL5g3az6X9ruY336exbiR45k0ZjKdjj6U10a/Qk5ODi/c/zJrM9dFTc+HAwZyzRu3k5ScxIT3x7D090Wc0vcsFkybyy+jpjDz65/Z/6iDuH3kY+Rk5zDkobf5M3N98YmXtday8wI9DJhtZnMBvLNfT2BGIfHPA+4qLlGZFd3jJ6kD0NfMLiyV3B3TqWZm630L8GNgoJl9vCtpxgJJjwBvmtkuj3H5r5gKZrbJtzhHAfuZWXQ8LqJINJ5F0hlABzMrcpLZn89dl1CbrNTom1h/xofU2yfeEnZg3NRB8ZaQh+7tr4q3hDwcmFIn3hJ24Ol5g3fZer3RpE+J/1+9aPFbheYnN1/7JDO7wp9fCPzFzK4rIO7euF7DtOKmkxXbAjSzHyR9pV2fm3a3pONxYzwjgE92Ia2YYWY3l2FyewFf+ZaOgGt2R+PnicazpACP7bKyQCCQEJRmKTRJVwJXRgS9ZGYv7US25wIflsRelchhxMwG7oSI/Gn029U0dhZJdwBn5Qv+wMweiKUOM1uHmzKSEEg6EfhXvuA/zOyM4u4t7FkkfQ9Uyhd8oZlNK0Ga+b2DA4HAbkxpumq8sSvM4C0Gmkacp7HdNyE/5+KGjIqlXKwF6g1dTI3d7oCZfYFz2CnLNP9SlukFAoHdlzJc4mwS0FpSC5zhOxfnU5AHSfvj5pWPz3+tIEqyEkwgEAgEAqWmrKZB+CUbr8N9sM/Ezd+eLuleSadHRD0XeM+Kc27xlIsWYCAQCARiT1luh2RmnwGf5QsbkO/87tKkGQxgIBAIBKJCdmKvhR0MYCAQCASiQ9gQNxAIBALlkoSasFsAwQAGAoFAICrEa6PbkhIMYCAQCASiQugCDQQCgUC5JBjAQCAQCJRLghdoIBAIBMoloQUYCAQCgXJJ8AINBMqYWjd9Em8JeVj7SI94S8jDjEeWFh8pxiTa9kMjfnox3hLysPlf/4i3hKiQk+AmMBjAQCAQCESF0AUaCAQCgXLJrmwgGwuCAQwEAoFAVAgT4QOBQCBQLgljgIFAIBAolyS2+QsGMBAIBAJRIjjBBAKBQKBcErpAA4FAIFAuCV6ggUAgECiXhBZgIBAIBMoliW3+ggEMBAKBQJQITjCBQCAQKJdYgrcBgwEM7PF0796Nxx+7h6TkZF4b+C6PPPpcnusXXngWDz/UnyVL3CLS/3l+EK+99m7U9CTt3ZaKXc8GJZE1fSxZk7/Ic13V61DxhItQlWrYpj/Z8sVAbH1m1PQA1Oh2CM3uuQKSk1j57kiWPvdRnusVG9ej+ZM3kFKjKiQnsfihN1kzekrU9HTq1pHr7rmG5OQkPn33f7z73OAd4nQ77WguvukiMGPOzLncf91DUdOTn/4PPs43YydSp3YtPnnrhZjlm0vyfodQ6fTLISmJrRNHsfWrvPWlWvWpdPZ1qFoN+HM9m959EluzKuY6E70FmFRcBElVJH0tKVlSc0ljYqBrl5HUTdLhxcQZJOmvhdw7qJh7d5uyKC3++YeXYXrVJf0UcayU9KS/drekS/zvRyUdW1b5AiQlJfHUU/fT4/QLOfjgYzjnnJ602b/1DvE++HAYnQ47kU6HnRhV44dExW7nsfmTZ9n05j2k7NsJ1UnNE6XCUb3JmjmBTW/fz9bvP6XC4b2ipwcgKYlm91/FrAvvZfox11On51FUbp2WJ0rqDWezethYZpx0E3OveZRmD0Rvd4ekpCRuuP96/nnh7VxyzBUc1/MY9m7dLE+cJi2acP5153H9GTdy6XF/49m7no+anoLodcoJvPD4/THNcxtKotIZV7Lx1fv489G/k9L+SNQgb31VOu0SsqaMYePjfdky8n0qntwnLlKzsRIf8aBYAwhcBnxkZonu0ZqfbkCRBjAaSNrlVrWk5LLQUoJ8YtIDYGbrzKx97gHMBz4qIOozwD/LMu9OndozZ848/vhjAVu3buX994fQo0f3ssyiVCQ1bI6tWY6tXQk52WTNmkRyy4PyxqmTSs7C3wDIWfQbyS0Pjqqmqu1bs3leOlsWLMO2ZpEx5Dtqdf9L3khmJFevAkBy9apsXZYRNT37t9+PJfOWkL5gKVlbsxg9ZAxHdM/7v/Jp55/MJ68PZf2a9QBkrsqMmp6C6Nj+QGrWqB7TPHNJataanJXpWMYyyM4i66fvSGl3WJ44aphG9uypAGTPmbbD9ViRg5X4iAclMYAXAEP872wgA0BSO0kT/Rf9VEmtfXifiPAXc1/mki6XNMtfe1nSsz58kKTnJU2QNNe3PgZKmhnZCpPUXdJ4ST9I+kBSNR8+T9I9PnyapP0lNQeuBvp6HUcV8XzHS5rstZ3mw7YAa4opl8iyuETSUEmjgS8lVfXPMFHSj5J6+nh7SXpf0gxJH0v6XlJHf229pMck/Qx0Kagc/TFI0i/+Wfv6e//u05wq6T0fVkfSJz5sgqSDfPjdkt6UNBZ4s5hnRNJhvtx/lDRO0n7FPUsx6e0LNAC+9UHrgY0AZjYfqCupUXHplJQmjVNZtDB92/nixUtp3CR1h3hn9DqZKZNH8t67L5KWtuP1skLVamPrVm87t/WZqFrtPHFyVi4iudUhACTv0x5VqgKVq0ZNU8XUOmxJX7ntfMvSVVRMrZMnzpLH36POmd04aNIrtH7jThbc+XLU9NRLrcfy9BXbzlcsXUm91Hp54qS1SKNpyyY88/GTPDf0aTp1K/ZPb49BNepgmdvry9asQjXr5omTkz6PlAO7AJB8QGdUeS/YK/YGO6cURzwosgUgqSLQ0szmAZjZQuBMf/lq4Ckze9vHS5bUBjgHOMLMtkr6D3CBpFHAnUAHYB0wGvg5IqvaQBfgdGAocARwBTBJUntgEdAfON7MNki6FbgJuNffv9LMOki6BuhnZldIegFYb2aPFlMGzYHDgH2AryS1MrNxwLiibspXFvhnO8jMMiQ9CIw2s8sk1QIm+jL4P2C1mbWVdADwU8T9VYHvzewfvhxvzV+OwHSgiZkdAODTBtdqamFmmyPC7gF+NLNevlvxDaC9v9YWONLMNhZTNgC/AkeZWZak44EHgd7ANUU8S1GcCww2MwMooH5+wNX/f0uY3i7z6acjGTx4CFu2bOGKKy7g1Vee5MSTzolV9juw9dv/UqHbuVRu05nsxbPJWbcacuI7mlKn51Gsen80y14aQtUO+9HiqRuZftzfweLz5Z6ckkyTFk248ax/UD+1Pk/99zEuO/5KNqzdEBc9icaW4YOo1OtKUjoeQ/bcGeRkuh6HWLO7O8HUAzILuTYeuENSGq6L9HdJxwGH4gwXQBVgOc7AfG1muS2mD4B9I9IaZmYmaRqwzMym+XjTcQYqDffSHuvTrejzzyW3O20KeY1SSXjfzHKA3yXNBfan5C/zSEbmPh/QHThdUj9/XhloBhwJPAVgZr9ImhpxfzbbX/qFleMwoKWkZ4BPgRE+/lTgbUmfAJ/4sCNxhgozGy2prqQa/trQEho/gJrA676Fb0CFiPQLe5aiOBe4sIjry4HG+QMlXQlcCZCcXIuk5JK1iBYvSSet6fYWXZMmjViyOD1PnIyMzG2/Bw58l4cevKNEae8Mtn41qr69xadqtbD1q/PG2bCGLZ/6HcsrVHKtwS0lra7SsyU9g4oRLayKjeqyJT1vF2e9c49nVh/3vbnhh99IqlSBlDo1yFpVXEdJ6VmZvpIGqfW3nddvVI+VES1UgBXpK5n5469kZ2WzdOFSFs1dTFqLJvz286wy15No2NoMVGt7falm3R0cXGztaja98S93UrEyKQd2hk1/xlImsPs7wWzEvbx3wMzewbXYNgKf+VaGgNcjxnv2M7O7S6Bjs/83J+J37nmKT3dkRLptzezyAu7PpvSerfk/UXb2kyXy01NA7wi9zcxsZjH3b4oYZy2wHM1sNXAwMAbXAn/Fxz8VeA7XCp2k4sf2SvOZfB/wlW919qCQv4eSIOlgIMXMinIfrIzvEo3EzF4ys45m1rGkxg9g8uSfadWqBc2bN6VChQqcfXZPhg8fmSdOo0YNtv3ucVp3fv11donTLy05y+ajWg1QjbqQlEzKvp3Inpvv26FyVdyfAFToeBLZM4rsjNhlNvz8O5VbpFKxaQNUIYU6PY8kc+TEPHG2LFlBjSPdWGXlVmmoUsWoGD+AX3/+jSYtmtCoaSNSKqRwbM9ujBs5Pk+c774YS/suTk+N2jVIa9mE9PnpBSW3x5Gz8HeS6qWi2g0gOYWU9keSPWNS3kh7VQf38UzFY3uTNWl0HJQmvhNMkS9KM1vtx50qm9mmyGuSWgJzzexpSc2Ag3AtkiGSnjCz5ZLqANWBScCTkmrjukB7A9NKoXMC8JzvnpwtqSquK7Coz711QI0irudylqTXgRZAS+C3fM95GHCdmV1UCr1fANdLut63bA8xsx+BscDZuK7WtsCBhdz/JQWX4wZgi5n9V9JvwFuSkoCmZvaVpO9wLaxquDG2C4D7JHXDdROv9S3K0lATWOx/XxIRXtJnieQ8oDgXy32BD0qpsVCys7O58cY7+XT42yQlJ/H6oMHMmDmLuwb0Y8oPPzN8+Eiuu/YyTjvtBLKyssnIyOSKv/Utq+x3xHLYMmYwlXr93U2DmDEOy0inQuce5CybT/YfU0lO248KR/QCM3IW/86WMe9FTw9Adg4L7nyZfd++C5KSWTV4FJtmLaRxv/PY8PNs1oycxMJ7X6P5v6+l4d96gMG8m56Ompyc7ByevvNZ/v32QyQlJfG/wV8wb9Z8Lu13Mb/9PItxI8czacxkOh19KK+NfoWcnBxeuP9l1maui5qm/Nx818NM+nEqmZlrOa5XH665/EJ69zgxNpnn5LD5k5ep8re7/DSIL8lZtpCK3c8je9FssmdMInmfA6jkPT+z505n88cvxUZbfqlx6iIvKbJiBEp6FXjXzEblC/8nritrK7AUON+Pf50D3IZrXW4FrjWzCb4L62ac48ivwCIzu0PO0WW4mX0o57wyPGKMK/LascC/gEpeQn8zGyppHtDRzFZ6J4xHzaybd7b4ENeKvN7Mcp0uIp9hELAJ6IgzljeZ2fB8cf4KnGBmhfp9y7nxdzSz6/x5FeBJnBdqEvCHmZ3mDffruO7cX3EG9yzffbzezKpFpLlDOeJaRq+xveV+GzAK+ApnqAS8ZWYPe6M50OfxJ3ClmU2VdDfFjI16g9nPa+7iNW/Adbv2MbPmRT1LEenOBU4xs18LuV4B1517oJllFZZOxUppCfV/Vea/Tys+UgyZ8cjSeEvYgZtL1ekQfUb89GK8JeRh87/+EW8JO1DtkY93eT/3PnufWeL/V9+a/1HM948viQHsAPQ1s6LGbYrPSKpmZut999zHwEAz+3hX0owFkh4B3jSzko5xFZVWMlDBzDZJ2gdnvPYzsy27mnasicazSDoD6GBmdxYVLxjAogkGsHiCASyesjCA5+99Ron/X31n/q7nV1qKHS8zsx8kfSUpeRfnAt7tvQgr47pKP9mFtGKGmd1chsnthesyrIBrrV2zOxo/TzSeJQV4bJeVBQKBhGB39wIFwMwG7mpGZtav+FjRQdIdwFn5gj8wswdiqcPM1uG6WxMCSSfiupUj+cPMziju3sKeRdL3bO+mzuXCXM/eYtIss7G/QCAQfxLdC7RcrAXqDV1Mjd3ugJl9gXPYKcs0/1J8rEAgUB7ILkMTKOkk3NSrZOAVM3u4gDhnA3fjvPl/NrPzi0qzXBjAQCAQCMSesjJ/3ufgOeAE3MIokyQNNbMZEXFa4xwDj/AzGBoUnNp2SrIUWiAQCAQCpcbMSnwUw2HAbDOb630N3gN65ovzN+A5P18aM1teXKLBAAYCgUAgKpThYthNgIUR54t8WCT7AvtKGiu3/vFJxSUaukADgUAgEBVK0wUaudyh5yUzK80M/hSgNW4noDTgG0kHmllmUTcEAoFAIFDmlGYahDd2hRm8xUDTiPM0tq9Qlcsi3IYCW4E/JM3CGcR868RtJ3SBBgKBQCAqZFtOiY9imAS0ltTC7z50Lm7noEg+wbX+kFQP1yU6t6hEQwswEAgEAlGhrLxAzW3Hdh1u2lYybiWx6ZLuBSab2VB/rbukGbiNEW42s1WFpxoMYCAQCASiRFmuBGNmnwGf5QsbEPHbcPvE3lTSNIMBDAQCgUBUKIF3Z1wJBjAQCAQCUaEE8/viSjCAgd2O/Ws3LT5SDPnmwcx4S8jD0QPS4i1hBw58ZEW8JeQh0XZfqHTrnrkGfFkuhRYNggEMBAKBQFRI9A1xgwEMBAKBQFRIbPMXDGAgEAgEokRwggkEAoFAuSQYwEAgEAiUS4IXaCAQCATKJcELNBAIBALlktACDAQCgUC5JIwBBgKBQKBcElqAgUAgECiXhBZgIBAIBMolJdjnL64EAxgIBAKBqFCW2yFFg2AAA4FAIBAVwlqgCYCkKsDnwLFAU2CQmXWLq6gSIKkbsMXMxhURZxAw3Mw+LODeS8zskiLubY4vC0ntgcZ+08moIulG4CUz+9OfzzOz5pIqAqOAY80sq6zyO+KYztx6340kJSfz0dtDGfjsmzvE6X76cfxfv8sxM2ZNn80/r7mrrLLfgXrHHEyb+y+G5CQWvT2aP54Zmuf6/vdeRJ0j2gKQXKUSFevV4Mt9L4+aHoCx81byyDe/kWNGr3ZNuKxjizzXl6zdyD2jZrB64xZqVK7AA90PoGH1ylHT06brwZw54BKSkpMYP3g0o54fskOcQ07tzMk3noWZsXjmfN644Zmo6Une7xAqnX45JCWxdeIotn71UZ7rqlWfSmdfh6rVgD/Xs+ndJ7E1RW5GXub0f/Bxvhk7kTq1a/HJWy/ENO/CCC3AxOAy4CMzy5YUby2loRuwHijUAJYh7YGO5NtxuSgkpeykoboReAv4MzLQzLZI+hI4B3h7J9LdgaSkJG5/6B9cefYNLEtfzrufD2TMiG+ZO2vetjjNWqRx+fUXcVGPq1i3Zh116tUui6wLESTaPnwZk85+gE1LVtHliwdZ/sUUNsxavC3KrwPe2K7t8hOpcWDz6OkBsnOMh8f8yvNndKBhtcpcMPh7uraozz51q22L88R3szi1TSqnt2nMxIUZPDNuNvefeEBU9ChJnHXvZTzX5wEyl66i39CH+GXkZJbO3l5G9Zs34oRrevFE7wFsXLuBanVrREWLF0SlM65k40t3Y2tWUeXv/yZr+kRs+aJtUSqddglZU8aQNeUrkvc5kIon92Hze09FT1MB9DrlBM7vfTq33/doTPMtikRvASbFW0CMuADI/YTMBjIAJLWTNFHST5KmSmrtw/tEhL8oKdmHXy5plr/2sqRnffggSc9LmiBprqRukgZKmulbaPh43SWNl/SDpA8kVfPh8yTd48OnSdrft86uBvp6HUcV8XzHS5rstZ3mw7YAa4opl2wgw7e87gXO8XmdI+kwr/VHSeMk7ee1XiJpqKTRwJeS9pL0vqQZkj6W9L2kjoU9r6S/A42BryR95XVEbhb3ia+vMuGAQ9qy4I9FLF6whKytWXz+ySiOOfHoPHF69+nJ4Nc+ZN2adQBkrFxdVtnvQK0Orfjzj6VsnL8c25rN0k/G0fCkjoXGTz3jCNI/iu73zy/L1tC01l6k1dyLCslJnNi6EWPm5t2/b27GBg5LqwNAp7TajJm7PGp69m7fihXzl7Fq4XKyt2bzw7BxHNi9U544Xc49jm/fGMHGtRsAWL9qbdT0JDVrTc7KdCxjGWRnkfXTd6S0OyxPHDVMI3v2VACy50zb4Xos6Nj+QGrWqB7zfIvCSvFfPNjjDaB/ubc0s3kAZrbQzM70l68GnjKz9rjWzyJJbXAtkCN8eDZwgaTGwJ1AZ+AIYP98WdUGugB9gaHAE0A74EBJ7SXVA/oDx5tZB2AycFPE/St9+PNAP6/3BeAJM2tvZt8W8ZjNgcOAU4EXJFU2s3FmdkNRZZNbFma2BRgADPZ5DQZ+BY4ys0P8tQcjbu0A/NXMugLXAKvNrK0vn0MBCnteM3saWAIcY2bHeB2Rb7dfgLxvu12gYWp9li3Z/rJelr6cBqn188TZu2VT9t6nGa8PfZG3Pn2ZI47pXFbZ70ClRnXYuGR719imJRlUalSnwLiV0+pRpVl9Vn33S9T0ACxfv5mG1SptO29YrRIrNmzOE2ffetUZPceV4+g5y9mwNZvMjVuioqdWwzpkRpRRZvoqajbM2ypv0DKV+i1SufHDe7np4/tp0/XgqGgBUI06WObKbee2ZhWqWTdPnJz0eaQc2AWA5AM6o8p7wV6JZYziQbbllPiIB+WhC7QekFnItfHAHZLScF2kv0s6DvcSn+S7S6sAy3EG5mszy209fgDsG5HWMDMzSdOAZWY2zcebjjNQaUBbYKxPt6LPP5fcQYUpwJmUjvfNLAf4XdJcnHH+qZRp5Kcm8LpvFRtQIeLayNxyAI4EngIws18kTfXhnSn6eQvEd1NvkVTdzNblhku6ErgSoEn1FtTZq+EuPVwkySkpNGvRlMvPvIaGjRvw2sfP0/uYPqxbu77M8tgZUnsdzrLh30NO/LuR+h7Zmn99/RtDZyyhQ5NaNKhaieSk+A0nJCUnUb9FI54+9x5qNarDDe/fzcMn3czGtX8Wf3MU2DJ8EJV6XUlKx2PInjuDnMyVkJMdFy2JhIVpEHFnI1DgaL2ZvSPpe1zL6TNJVwECXjez2yLjSupVTD65n8w5Eb9zz1NwLcmRZnZeMfdnU/p6yf+GLIs35n3AV2Z2hu+OHRNxbUMJ7hdFP29RVAI2RQaY2UvASwAHNepS4udblr6Cho0bbDtvmNqA5el5u/eWLVnOtB+nk5WVzeIF6cyfu5BmLZsy/aeZOyG9aDYvzaBK4+2th8qN67B5aUaBcVN7dWHGP18rcw35aVCtEsvWb/+TXbZ+M/WrVsoXpzKPnepaWX9uyeLL2cupXqkC0SBzWQa1IsqoVmpd1izL2y2duTSD+T/NJicrm4xFK1j+Rzr1m6eyYOqcMtdjazNQrXrbzlWz7g4OLrZ2NZve+Jc7qViZlAM7w6b4GONEItEnwu/xXaBmthpIlrSDEZTUEpjru+WGAAcBXwJ/ldTAx6kjaW9gEtBVUm1JKUDvUkqZABwhqZVPt6qkfYu5Zx1Qkn6UsyQlSdoHaAn8FnnRj+e9UfCtheZVE8j1OrikiPvGAmf7fNoCB/rwop630OeSVBfXHby1GL0lYvpPM9m7ZVOaNEslpUIKJ/U6njEj8vYmf/X5N3Q6vAMAterUZO+WTVk0f3FBye0ya36cw14tG1GlWX1UIZlGvQ5n+RdTdohXtVVjKtSsRubkWVHREUm7hjVYkPkni9dsZGt2Dl/8vpRuLfN2E6/euGWbQ8PAyfPo2a5x1PQs+HkO9Zs3ok5afZIrJNOhx+FMGzk5T5xpIybRqrPzlK1auzoNWqSycsGyqOjJWfg7SfVSUe0GkJxCSvsjyZ4xKW+kvaqDd7CreGxvsiaNjoqW3Q0zK/ERD8pDCxBgBK6rblS+8LOBCyVtBZYCD5pZhqT+wAhJScBW4FozmyDpQWAizonmV4p3MtmGma2QdAnwrqTcz+v+QFFvuGHAh5J6AtcXMQ64wOuqAVxtZpvyXW+GawkXxVfAPyX9BDwE/BvXBdof+LSI+/7j483Alcl0YE0xz/sS8LmkJbnjgBEcU0x+pSI7O5sHb3+M5999kuTkJD55dzhzfvuDa275GzN+msmYEd8x9qsJdOl6GB9/8w452Tk8fu+zrFkdHacKy85hxm2v0fG921FyEove/Yr1vy2i1S1nsebnuazwxjC11+GkD4mF8y+kJCVxa7f9uGbID+TkGD3bNWafutX4z4TZtG1Qg24tGzB50WqeGfc7kujQuBa3dWsTNT052Tl8OGAg17xxO0nJSUx4fwxLf1/EKX3PYsG0ufwyagozv/6Z/Y86iNtHPkZOdg5DHnqbPzOj1GWdk8PmT16myt/u8tMgviRn2UIqdj+P7EWzyZ4xieR9DqDSyX0AyJ47nc0fvxQdLUVw810PM+nHqWRmruW4Xn245vIL6d3jxJjriCTRW4BK9MVKywJJHYC+ZnbhLqZTzczW+xbgx8BAM/u4TERGEUmPAG+a2dRiI5c+7WSggplt8i3QUcB+3rFmZ9L7CPinmRX6YVCaLtBY8G/bO94S8nD0gHrFR4ox/3xkRfGRYsiDZ0XHgWdnqXTrY/GWsAMV6rXc5UHeJrXblfj/1cWrp8d8ULlctADN7AdJX0lKNrNdGZm+W9LxuDHFETiX/YTHzG6OYvJ74aY0VMCN+12zC8avIvBJUcYvEAjsPoS1QBMEMxtYBmn0KwstO4OkO4Cz8gV/YGYPxENPLt5Ts/CJbKVLawtQ3FhlIBDYTUj0HsZyYwB3d7yhi6uxCwQCgdKQ6GOAwQAGAoFAICqEFmAgEAgEyiWJvhZoMICBQCAQiArBCSYQCAQC5ZLQBRoIBAKBcknoAg0EAoFAuSRsiBsIBAKBckmitwD3+MWwA4FAIBAfynIxbEknSfpN0mxJ/yzg+iWSVvhNvX+SdEVxaYYWYCAQCASiQk4ZeYH6NYefA04AFuH2ax1qZjPyRR1sZteVNN3QAgwEAoFAVCjDFuBhwGwzm+uXTHwP6Lmr+kILMLDbMXXp+DJbNV7SlX6z3YRgT9Xz9LVloSbxygcST1Mi6dm6ZXGJ/1+VdCVwZUTQSxHP0QRYGHFtEfCXApLpLelo3LZrfc1sYQFxthFagIHyzpXFR4kpQU/RJJoeSDxNiaanRJjZS2bWMeIorREfBjQ3s4OAkcDrxd0QDGAgEAgEEp3FQNOI8zQftg0zW2Vmm/3pK8ChxSUaDGAgEAgEEp1JQGtJLfy+oecCQyMjSEqNOD0dmFlcomEMMFDeSYixkgiCnqJJND2QeJoSTc8uY2ZZkq4DvgCSgYFmNl3SvcBkMxsK/F3S6UAWkAFcUly6SvS12gKBQCAQiAahCzQQCAQC5ZJgAAOBQCBQLgkGMBAIBALlkmAAA3s8khLq7zzR9CQK8uT+DnoKJ9H07K6E/xEDexySUiX1k3SWpJpm8d2WOtH0RGi6VVINSVUSQE994B/A7ZIaWJy98xJQT2NJ90pqJamOmVn4kNp1QgEG9kRWASuAtsAYSX+RVC3oycNGYH/gduB+SfvES4ikCji39e980AeSzpC0d9CzjaVAVeA84FVJ+5tZTmgJ7hphGkRgj0FSQ+CvuBXhV/qw64CuwCfAcDNbE2M9ZwHvJYIen39z4CQze8GfHwScBPwNOMPMfomxnjrAFcDXZva9DzsXOBK39uP7ZvZHjPVcCXyVIHqaA6eY2X/8eS3gYuAWXH1NlJSUCL0KuyNhInxgT6IK7kVVSdL7ZrbIzJ6VlA6cDSwAvo3FC0NSCq6H5XCgYrz1RGDAAEnVzewRM5sKTJW0BRgu6QQz+z1GWgAqANWBEyXlmNkkM3tP0hLcx8zhwB+SFO1uSEmVgC3AXsBJ8dbjMaC/pKq+vjKBpyRtBj6WdKKZ/RJDPXsUoQs0sMdgZvOAO4FGwNaI8P8CXwGP+/GTaBu/fYB7zSwduAdIjaeeSMxsPtAZ6C6pkd9nDTN7Erff2m2SasZQzzLgeWA1boX/3PBvcGV0iaTUGBi/VsCLuI+oF3BdoPHUI2/U5uN2PTjB11eK1/MC8C/gP4kwRrm7ErpAA7s1kvbDdRE9ERFW0e8ZRuSXsaS7gT+BR6L1wvB6hgEtgb+Y2RRJVcxsYzz0+Hz2Ak41sw8kdQEq47occ/LFa4br/nvezBYXkFRZ6WkHXGBmt0eEpZhZlv8dWUb9gcbADWa2tcAEd13PfsBHQB3gIjMbKamymW2Kk54quG7qjyV1B6oBn+TWVwF6RpjZxGho2dMJLcDAbouklri1Af8h6cmIS9te7Pm85UYDG6Jo/NoCbwLXAVcDD0iqnWv8Yq0nIs8/ga6S5gDPAisKanWa2QJcd2SfaGmR1BQ3/nmLpPcL0RtZRm8C06JobNr5PG4BrgeekdQw1/jFWo/PbyPQUdJM4BFgSWR95ft7yQKOj5aWPZ1gAAO7MwcBA4GDgbaSnoJtC+cm50aKeHmMBxZJqljW3nM+v0twi/SOwHWXpQN7++vb/l+LhZ4IXbnpPoIbb6uY6+jivR1z4+X6A9wMjI84L2v2AR4zsxSguaQPYVudbcszoowWAb/L7QAQDXoDr5nZpzjDPAY3zldYnUVVT0R9PQ1kA1lmNsFfS869HtEV+jAwKYrls0cTukADuzV+/GO5nIv6y8CvZvZ3f62qmW3wv2PhRLGXb23lvsheBWqaWe8C4sZCj3zrpQbOuaMe8G/cpqG5L/nGZrYk333JZpYdRV2pfnwUSROBBWb2V39eyzt6xBxv8O4E2pvZGQVcj2qdRdRXfWA9UBP4J+5D70wzy5TUJLd7Oji+7DqhBRjYLcn9Ejaz5f7f+ThX/jaS7pF0CHCDpKr+etRfFBHGL9nndx1QXdIOL9MY6TFJJ+O67foBh5nZ+cAqSWMkHQm867slI++LmvHz6afntq7M7DBgb0mvSWqP7zaOZv4Foe2euPcCDSX9PX+cGHRV59bX+8CtwMVmdiOu1fmupN7AV95hJyZ/Q3s6wQAGdksK+p/fG8GTce7qk4HpuS3AGGvL9i/4rbgutQNirQHAO7w8CvQHOuE2EcXMegC/416yj5rZwlhrMzeJO7cbrxNuHGsyMNLMVsdJT+6Hy5NA81hrkNQR10K/FmgIHOu1XQR8j5uveZOZzY61tj2V0AUa2KOQdChup+irzGx4vLuJJB3l9ewHrCzI+SQKeeZ2pZ2LG0eaj5vi8Fczmx/RbVzDzNYmQBm1xH0oXJMgdXYwbjzwKDNbVEz0ssz3WJyH6R/AE8DZZjZPUiszm53rmRrv8tmTCAYwsEchqQ/Oy/GLiG7SuPyRRxiibWNeMcqvmpmtl9QNN6dtK3Csma2QdBpwFDDAzDZHW1NJkHQSsNHMvk6gOqtnfvWeGORVFzcP8iBgOLAB1129Rm4aRG/gZjNbG0095ZHQBRrYbfAthdzfBXpNmtlbucbPPPHSE5H3ssLilKGW3JfpYcAE3/05FvgSGAHUldQZeAD4LlbGT1ILSU2KimNmn5vZ1/53tOusSD2+DIVbvzVqRNTXX4APcd3T04BngJ+AAyUdg/Pe/TQYv+gQWoCBhCbiRdEe+AwYZmZXFRI3xZw7fdSWFiulnuTc8cAYdX2ejFt7dH+gFdAd5/15Gq4VsQx41cyGRLMbLd/L/UVgNnB1QS2qiDpLwdmfMnfAKaWe3DpLAXKiWW++vv4PEHAobhGCWbhpGFfg1h59x8yGhW7PKGFm4QhHQh/AqbiuoQG4VfGfi7iW+xGX7P+tDbwLVC0venw+qbiX51H+vC9urdFOETqqR2qMsp4TgW+Aa4AZuAn4jfLFiSyjD4A65UhPbWBKRH1djGuxn+XPKwEVYlVf5fWIu4BwhKOwA/dlXAX4HDjPh9UApgMvRsSr5P+thevuO7a86PH/tsd5Db4ENAWSfPizuG2Y9vPnSTGqswre6F8RUUZDgfeAuj4s9+UeizpLGD0+jy4+n5eAYyLqqz+wHOjqz5OjXV/l/QhjgIGExRwbcQZmvQ9bi/tavkhuHUTMbLOfO/Y+cJ+ZjS4veryX6YtAC6AucI5t77b7CNfd95FitOi2L6OtwC9ADe+Qsxbn2n8Mbm4kZrZVbuuhWNRZwuiRdASuvtrgHF8Ox7XeAf6Ha8W/JKmRRXk+ZiA4wQQSjFxHEUl7S6oit8TYdNx6n2k+WjbuRXWppB5+zt1bwENm9u2erCeftv1wY0gvmVsuqz9wjqTHJd2Lm892JW5Ztqjt+h5RRq3ldpqvCkzAbU11sNw2Q1VxS7/1kXSRv/VloltnCaEnQldL4A7gZTMbjzOE7XHbUz0PvA5cBozErdoTiDJhP8BAwpDrLCLpFOB+3BfxXsA/gPrAQEkLgOOAU4BewCZ/zwVWxktoJZqeCF25DhEHeB3HSvqfmc2UdBbO+aUhcD7uRdoVuC9KWnKdRk7BTeL+BOfOf67XcD1uPKst0AM4AeeYA3Ch+dVz9lQ9+agPrAPOkvSpmc2VdD3QAbd7yNO4eYDHAw9FUUcgl3j3wYYjHEQ4iOC6hKYCrXF76f2GG6uphPNuPA63oPIxOLfx1nu6nggtuWN+jSPCjgL+g189JF/8zrgVXw6IgpaaEb8P88/eCudksgiYiBvnqoFbhaYZzjBPB/bf0/Xkq6+9cbtsJPl8HwEew63JGhm/U7TqKxwFH6ELNBBX5DZfvd+3XACSgQtwL41TgfOAijijk2lmX/p4D+H2lCvT3csTTU8kZtvWivxE0oO+m3MsbqxvP1x3XmTX2VzgOPO7P5QVcvsLPqvt62Vm4sqlGXA5rlvvd+BboJaZTcJNxr8L5zz0656sJxdfX6fgHG7uBN7A7RDyAq7VebPcHoy58ScB3cq6vgKFEwxgIN5Uxi3VdZykk83sWzObhutOvM3MfsA5cgjIncA8FzjRzKaWAz3b8A4Uj+C2XUrCzfl7ETfG9z9cK7VqbnwzW25uj7+yJgf4L26PwcvNbJZ/aR8PPGtuft1E3BSRZl5LOtA9SmWUaHoA8PMOH8XV02Jcb8HnuPl9g4CN+PrKHbe0KG5EHNiRMAYYiCtmtkzSYOB04ExJFcxsKO7FcLR/MXQFLjWzGf4eA9bs6Xrk9+sz56FYE9eFdxaQhnu5X45rWTyPc4aZaGZRXcHE69kk6QtcK+YqP+72ErAZaC/pYtymuheZG5fMXZUnKguTJ4oe71yDOS/g+jjnqN44o9sH18X5Es4InoRbju5Pf0+Y5B4HggEMxB1z2+MM9aenS8rATTL/N6776tFcY1Ne9PiVSI4GTFIt3HjWK7jpF/1wuwKMk/SHv9bWt1RjgpltlPSVP71K0hqcE8ctuEnnD5vZTB83Fls/xVWP/zA6ArfJ7zrcOOQjwErgKtwmwIskfYfrTWhvZhPLWkegdAQDGEgIIoyOcPPq3jKz8xSnFfDjqUdSbTNbLWkrzvFmH+BvZpbhx7tqAO38dIt2wJVm9ls0tBRFPqNzJW4y+W0R3rOxrrO46JFU39xC47/jpqK0AS43t+NGBSAL2Fdud46TgD5mNqusdQRKTzCAgYTBG50huJU7LpE007ZveBvzLqJ46PHdaP+UtAq3kssG4AdgL23fvug/wE3Ambhl2GJu/HKJMDopuJbX1zivy3jVWUz1+I+QO/2H0ZWS0nFOOO0kTfAfLe/g5ve1B54Oxi9xCIthB2KOpK64dSmHF3K9MW4ZqJhs1JpIenzX52HAhTjD9y7O+/QI4Gcze9XH2RdYaGbrYtHSktuWp5GZvVHI9SpANTNbEU0diahHUgOcs8svuOkNHXBzMNeb2Z1yE/EPAn7w44NhYesEIRjAQEyRdCDOEeDyWI7r7S56YJsRPAA3zWKe3OozFwMH46ZgnACcEasxP7kNYp8DrjOznwqJk+elHuUu4oTS49OvA9Q2szl+PPBY3C4czXHd1Oeb2eRo5R/YOcI0iEDMkNQGuBWYlmtsct2/I+Ik+39rSOpdnvTkYmZZZvZTrvEztybkIGAYbrfw62No/JoDNwCrco2N7/aLjJNsZiappqS/+WeIlvFLKD25mFmGN37JPq/ROO/cz4Brg/FLTIIBDMSSVbgFgJtK6gR5X0zavoxVLdwSVtHuckw0PTvg85eZ5ZjZKDP7t5n9L7+hLkvypZ0B/AxUlfRXryknN06+MvoImLmn6ymKiPoyc/MRXzazkdGsr8DOE5xgAlEj90Ugt0t5DWCtmV0v6THceohZZvajj5sU8eJ6H7jbythNPIH1FNk9V9C1KLawcjUdCTTCbQr7lCQDjpS01cyG+DgFldF3e6oebfcmLXKD41jWV2DXCC3AQNTwL6WTgIE4R44XJD2Em8cmnGdlBx83xzsLDAPuN7Nv9mQ9kurivBRr5hrBskx/Z/FajsfNOWyNWxbuUdxOCbOAUyWd4ePmyE3LGI4rozLfRSFR9PgxvgfkpjzkJEp9BXYRS4AFScOx5x24j6u9cGMgp/mwyrjFh2/CtcCex2/W6q8fBhxYTvQchZsofRPOWzER6iyZ7eucXuDDKuK2DXrQl2E/oE3EPS0jy2xP1YNzZnkQNzWldrzrKhxlc4QWYKBMifgyTjG3zNMS3FgbZrYJNx+qnblNSW+0iDlsZjbRyti5I9H0RKT9LfAF7iVeNfKapFPlvFNjQkQZVTCzLThHG/M6twDnAAeZ6/Z7yvyKKv76XCvjeYiJpsenOw94FZiD29khUu95cuu0BnYzggEMlBkR4zXH4pagAmdwXvHdiQB1gCb+fGt50pOrKfe3mY0CnjGzZRHX6+CmO/TK9UCNth5fRt2BJ72+hcDVklr7aE1wu6nXxK1qUm70RGJmc8zsCTNbEOF0UxGoidsMuVastATKhuAEEygz/IvrVNxk4Gt92AA5N/XxcgsWnwzcalFaGDmR9US83LviHDrWmtn//LVkM8s2t3LIN7iWadTHmSLK6FHg72ZmwH+88X1e0nzcxO67zCwqC5Anoh5JtXGLIyyQ29LoGFxLfQBuCsa2FqmkEbjxyah/sATKljARPlBm+FbUa8CDZvaTdzjpDjyM2+m6LvCnmY0vzvNxT9TjNfXAre/5Gm6i9AQzu8tfSzGzLP/7RDP7IgZ6knGLRg/EjYeehNtL7y5ci7g2kG1mP8aozuKuR1Jl4HFc12vu6i53An/FGbn7zWyqts/RRNIRZja2rLUEokswgIFdIqJVU8/MVkr6F9AD+BE31lYdt1nrcWa2sbzpyactDedocw3OCeYm3N6Dc8zsFh9n20s18nnKWEduGTXF7VN3L3A2MAO3k3pt4FDgpFi0+hJNj9fUFbfvYjYwz8zu9+H3AUebWddI7fmfJRYaA2XAznjOhCMcZgbbP6BOB94B0vz59bjtXsDtpP4xMfB0TDQ9Beiridu66FDgJ6/lDNyGuk/Foc6GAi39+bnA/v53Y2AkUL+86cmn7TCcB+rHuVp8+Oe47adi+vcTjijUcbwFhGP3PoBuuNZVh4iwCv7fM/2L/szyqqcQjd2Be/zvU3DjXR1jmH8XXMvqQH+eAuzlf/fBrbQSyzpLKD35tB0KvAH8A9dqPwjXNbpPPP+GwlE2R3CCCewUEV09nXFz65ZLugK3UPOfkvrjFnS+08yGRbtrKNH0FMMm4GLvSHgVcJ7FYK1IbV/B5ADcXLr1km7ALdxcW1JPnFfsHWY2PAZ1llB6CsLMpkjK7ba+APgduMHM5sRSRyA6hGkQgVIR4cZfxf/7LW7D1v/hJpN/hFtfsxJwX7SNTQLqSYlwka9cUBxzq8pcinuZnmdmX0VDS4Sm3DKq4f8dhRsLHYqbRnA/buullmb2dLSNTSLpKWF9jQeeAn7DLa82NOIZArsxwQkmUGq8N+WZwK+4rqufcBPN0+WWEnsb12UVk4WIE0WPnxPWGVgP1MetHjLIzDZHxCnwRZ7f+SUK2k7C7ZI+GUjHlUk1c9MucsvoXDP7OVoaEk1PSeorX/zaZrba/y5yPdDAbkK8+2DDsXsduHGQGcAhuK/053E7plcCuuJaNaeVRz24ZbrOwjlJLACO8uEqIG6y/7dCDHR19mV0IK6V9R5uGbhKuI12Z8e4zhJCT6LWVzhid4Qu0ECxRHQRJeOcAm7BOSpkAw+Z2VbcWE0WcLEVsrP6nqonF3PLdE0G0vy/8i2FPC0+5d2y5wlJ9ctaS0QZVcO1bAbguolTcRP/NwFNgeW4llas6iwh9EBi1VcgPoQu0ECRRMzRyt3deiHO4FTBfaUvkXQW7uX1tPmJ3OVFTz5Ntc1staR6uLmHHYCvzOwj/9I0IMPcbgI1gSHAACv7nSYilxM7ChgLPImbSH6sma2Qm5DfGTepO6rzIRNYT0LUVyB+hBZgoEj8i6IzbjWOn3Hja0uBN4EtfrzmTuC3WBibRNMToel0YJSk53ATtl/DbdfTVdIjuIWv6/qXaS3cBrv9o/Ey9XqOxK2i8iUwAudoMgKo68vvftwqNFFfDCBB9SRMfQXiR2gBBorEe8Z9BLQys3192Dm4MbcjcS79z5jZkFi4qSeaHp9/K9xSXZ8AW4D/A4aY2Yu+ZXMCMNKcB2pF4DngzWi+TOXWE22LK6dMuZVNOuGW81oOvBrjMkoYPYlYX4H4EAxgoFAkpZnZIkn74Lp/xpjZdf5aVVy3Y5KZLY/RiyvR9CTh9p8bBXxoZv0kVcKNS94BfGlmjxdwXyMzWxolTXsDi4Ac3LjWfDM7M+J6dVwjaH2Myihh9CRifQXiS+gCDeQhwlnhEGCSpLvNTfrtAbSV9BiAmW0ws5VmttyfR3XOWKLoidRkZjlmNht4CThdUktzLvQTgX8BJ0lqGfEMSf6+Mn2ZRqT/F1yr5kX//B2B5pLeyY1rZuvMbL3/He06Syg9iVJfgcQhtAADOyC3Hc1lOAeTy4BHzOw+Sc2BwcB4M7uxPOqJcKDoiut2nYNbeeZWXHdebzP7Q1IKbl5bZox0nYRzBhqNm1/3jpn907/MfwWmmtlZsdCSSHoStb4CCYIlwFyMcCTGgdt/rgZuNZVePqw1zvDc7c9bAIeXRz0RunrguvOuAr7GufED3IdzpGgZ4zrbCzef7ryIMhkNvBAR5+jyqCfR6isciXWEtUAD2zD3VlgraSqw2n89/y7p/4BPJC02s5eBP2IxfpRoemDb6iEn4TbS7YIbd3zH673Tt3Aa43Z4iDr+mf+UNB2oLmkvcy2aW3Bejr+b2WPANzGss4TRk2j1FUgsggEs50R0Ee3jg/7AdRPdiJtmkIlbquq/wABJM83su2i9uBJNTyGk4DZtbQKcY2YL5eYlrjaz/tHOPKKM2gDVcBvH/oLzXpyImxqyHvgOuEHSDDP7XwzqLCH0FEBc6yuQuAQDWM7xL65TcE4AX+JW4u+MW6bqNUlLcdv3nAacg1tdpdzoiXi57wdsNbO5kv6L2zH8Ud+6ORp4Arg4mlpyiSijR3Bz6U7BdfO1AfrJTRU5EFdGZxBlZ7dE0pOI9RVIYOLdBxuO+B64nRPG4zZn7YlrcVX017riFpneF7fP3i9Eebwk0fT4fE/CtWqmAH8H/oLbLXwyMBC3ruWpMayzJrgxtTRcK2sWUMVf2xc4DjfudjwwE2hdzvQkVH2FI3GP4AVaDsn3lZyBMzRbgWtxjgtzJB0HfG1mWb5r6z3gQjObuqfryaepAm7D2hdxPSY34rr0PsW1PusBm83slxiNaR2MWyz6MtwC0n/FldFcuUncX5jZFu8h+xFuLdRpe7qeRK2vQIITbwscjtgebF/VvhswDjgRt4vC7xHXOuPGa/b15xVwy0Lt8XryaTsd+DfwFdA8QsuruMWc945RnaX4f4/Cbfd0HPAhrpXT2F87DNciPjjivprlQU+i1Vc4dp8jjAGWE+QX/jW3qn1b3PJPj5nZF5K24l5gV0vaC7gQt+7hLABzuyus2pP1FKDvYNxL82Xc1IvXJfU0swl+gvT/AclR1tDAzJaba/Xuh1ut5GEz+1LSn7itn66UW83kNOA2M/s5t2VjZmv2ZD35tMW9vgK7H6ELtBzgX0j3ABvN7B5J5+G6F6fh5kStlZsofDTuJfGNmY2OVhdRoukpQF874DZgrpkNkNt26XHcWpbnmNu0tWaUX+hJOEeNGmZ2qdyC0ffguoYvsu0bxx6Mmys5xcy+i2KdJZSefNriXl+B3ZNgAMsBcqtcHAb0wbmlvw6cCxyO6278wPxyVOVRTz5t1XFjWY/iJnTfbWbT/Uv1eZxn4zE458eo7eDutTTAdenNNbN7JR2B28B1LfC4xXjVkkTT4zUlTH0Fdj+CASwneKNzALDGnCt4Es4z7gDgN+ANi8FWNImoJ8KBYl9ct94juLmGD+MWcn7fzGZ6jfub2YxY6PLa6gC1zDmVCPcyPxm3V939ZrY2VloSRU8i11dg9yIshl1OMLMsM/vJG5tkM8sBBuGMzYFA3fKqx79MT8O1bjrgutOa4V6ujYCLJbU1t5hyTF+mZpbhjU3uTuVfASOBikDDWGpJFD2JXF+B3YvQAiynRHxFJ+E89xaVVz1yq858hptjWA3n3dgGeAy38sz9OGePWbHSVBS+5VXbzDLirQVir2d3q69A4hJagHsY/mW07d/C8MZG/is5asYm0fQUpA2oCSwzs+lm9j1uIee6uE1TqwOXR/Nl6o3+tn+LiZvrURk1Y5NoeiLz8j/jWl+BPYdgAPcgJNUFrvIeb1YSo1Oe9EToytVRy//7M7BA0q1exyzcvMM/cRO7K5bEGOykljrAA5Lqm1lOvMso0fR4TQlTX4E9i/BHsmfRFreU2OWSqsXKoOxGeoBtrc2TcWuL3gNcDrwPNJH0ltwKJpcCY3G7haf4McpoUAPnQHKX3NzIeJdRoulJtPoK7EEEA7gHYWbfAl/g6rVq5DVJp0o6sDzricj7LzjPwdtx89aOwLUgngJW4NaSvAg3L7E2zsEjKpjZPNxKJXNw3XeROs/zUw1iRqLp8fkmTH0F9iyCE8weQP7JxpIqmdnmiPM6wNW4SeUPxmD+WkLpKUDfWbjl1OYAzwJne2/Upua2yhFu4eaHceNJP8VQW64zUEXc+podgX4Wp53KE0FPItdXYPcmLIW2mxPxguqKcwFfa2b/89eSzSzb3EoY3+BeYEWO6expevJpqm9mK3A7yr8GZAPHmNkK71Z/jKT+ZrbRv/DPNrM5ZaylNlDdzBbIbSF0DK51PABYlfvhYG4B6RG4Zb2itoRXounxmhKmvgJ7NqELdDfHvyh64JapagDc6MdJMLfOZor//R0w2MxisZ9fwuiJeJn2AD6W1BS3e8EIfzSRW9brAWCM+cn3ZvZpFIxfZZ/POX5M61FgAq7b7j+4+Y/IrWKCmc0FPjKzqKx7mmh6fF4JU1+BPZ/QBbqbIykNt+TTNbj5UDcB84E5ZnaLj5Mc2c2Yv4tyT9QjN1E7x//uhtsR/HIzm+Rf6EcB++E2RV0GDDKzIdEsG6+lK27Fm2xgnpnd78PvA442s67+PH83crTW+EwIPYlaX4E9m9AC3P1ZB/TFtbZuAXoDbwF/lfQUuJZX5A1RfmHEXY8fY3xDUiMf1BjXhVZB0t9wq5d0xU2m7g70idXL1My+xn0gVAMOlbS/D78T2Ci3M8YOZRItXYmgJ5HrK7BnEwzgbo6ZrTGz2biJwEPMbD6wGbf56JvlUY+5SdkLgVfk5iKuBNrjWhUAL+HGJ2ub2Xoz2+Dvi8nL1Mwm4rwa1wGnSjpK0kG4Fs7mIm/eA/Uken0F9mAsATYlDMeuH7itg+bhtqhZinMWKFd6cK3Op/xvATewfWPUJkAd/3tf3C7hh8a5jLrgPgp+AAYDp5cnPbtbfYVjzzvCGOBugHccyTYzk1TZzDYVEu8Y3ItjsZl9VV705MvzP8Bz5rbE2Tau5K8l49zlH8VtsDskijpKWkYdgX8A95rbwSBaY30JpSciv4Sor0D5JBjABMe7d3cG1gP1geY4B4DIeXUFvqTyO5vsiXoi88S559+NWyfymYK0SDoS2GzOuSJaxqbYMsoXv7aZrfa/8xiBPVGPTzdh6itQfgnzAHcPGuJWwWgLXGBmmyNfBrn/5hoYSRXMbGu0jE0C6snNM0vS28DnktaY2Ru+xROp7bt890SLIssoF19GqyPKKFpLeCWUngSsr0A5JDjBJDhmtgWYDKT5f6Xte7FtI8LY1AKekFS/POgpQN9M4ELgFkkX+rBcgxyTv/dEK6NE05NPW9zrK1B+CX9gCYrvIsrtjvoD6AYMA84Cevlr9SXV8y+zbEk1gU9wO2Kv2JP1FIWZfQNcDzwo6f8kNfPhUV0gOdHKKNH0FEa86isQCGOACYyk03F7nE0AxpvZW5KuB1oBW4DjgPPM7Df/1f4xcGdkt9GerKcEeg/AvVg3ACvM7KEY5JlQZZRoeorRGvP6CpRvggFMUCS1wr24PsG9qP4PN6/uRbllok4ARprZMO/k8Bzwpv+a3uP1lBRJVXDOFocCE80vnRWlvBKqjBJNTwk1x6y+AoFgABMMP+7REhgFfGhm/SRVwr0Q7gC+NLPHC7ivkZkt3dP1JCKJVkaJpicQSFTCGGCCkDteY2Y55lZSeQk4XVJLc+7qE4F/ASdJahkxvpPk7yvTF1ei6UlEEq2MEk1PIJDohBZgApDr9i23MPEhuH3PPgNuBf4K9Da3/1kKUM2ivBdboulJRBKtjBJNTyCwOxBagAmAf3H1AB4DNgL9cJuOPgh8Cnzhv+KzYvHiSjQ9iUiilVGi6QkEdgfCRPgEwDsgnAScjFuPsQrwDrhV+X1XVWNgbnnUk4gkWhklmp5AYHcgdIEmAP7l9QxQA7d25sW+u+o0YLWZjS3PehKRRCujRNMTCOwOhC7QOBDhfLCf75baAvwXtwP3QP/iOhq3q3rUv1ASTU8ikmhllGh6AoHdkdACjBOSTsKN12wCXge+B9oA1wFTcYsX32xmn5ZHPYlIopVRoukJBHY3ggGMIRGeehVwW7y8iBuHvRG339mnQBZQD7cC/i+595QHPYlIopVRoukJBHZnghNMDPEvrtOBI4GDgD/NbJ6kl4C/AbWA181sSuQ95UVPIpJoZZRoegKB3ZkwBhhDJB0MDMDN0coEXpdUy8wmAK8CrXHLQJVLPYlIopVRoukJBHZnQhdojJDUDrgNmGtmA+R2u34ctz/bOWaWIammma0pj3oSkUQro0TTEwjs7oQWYAyQVB1YDmQDbSS1M7c57E3AH8AQv0LH+vKoJxFJtDJKND2BwJ5AMIBRIsJNfV/gWdyO3Dfhuq3+KqmNf4FdDVzlV+iI2o7piaYnEUm0Mko0PYHAnkboAo0ifhLyFcA+OLf0R4HFwD3AGuANM5tRXvUkIolWRommJxDYkwgtwCghaR/cHK07cC+wH3Hzs+oB9wENcO7q5VJPIpJoZZRoegKBPY1gAMuY3G4roCawzMymm9n3wFCgLm6D0urA5WY2q7zpSUQSrYwSTU8gsKcSDGAZEfHSquX//RlYIOlWAP+i+g74E7c9TUX5fdjKg55EJNHKKNH0BAJ7OmEMsAyRdDJwFe7FtRhYChwP1AEGAw/j1mY8BbjQzDaUJz2JSKKVUaLpCQT2ZMLXYxkh6S/AI8DtwMHAEbiv9aeAFbitai4CpgG1gYrlSU8ikmhllGh6AoE9ndACLCMknQVUwK3Q8Sxwtl+Rv6mZLfTdW8fjvuAvN7OfypOeRCTRyijR9AQCezphLdCdJGJR4vpmtgJYCLyGm6h8jJmt8C7sx0jqb2Yb5fZsO9vM5uzpehKRRCujRNMTCJQ3QhfoThDx4uoBfCypKTAbGOGPJpI6Aw8AY8xsI4CZfRrlF2lC6ElEEq2MEk1PIFAeCV2gpUBSkpnl+N/dgKdxXVGT5NZlPArYD7gYWAYMMrMhuS+7PV1PIpJoZZRoegKB8kwwgCVEUh3cy6qfmS2VdD5uaarvgXbAhcCXwEBgNW4Xmg1RfJEmlJ5EJNHKKNH0BALlndAFWkLMLAM3RvOKpLrASqA97oUG8BLQCKhtZutz3dOj9eJKND2JSKKVUaLpCQTKPWYWjiIO3HJTT/nfAm4AmvvzJkAd/3tf3I7ch5YnPYl4JFoZJZqecIQjHO4ILcBiMLPlQAW57WcMeMbM5vlri4E1kk4E/gvcZRE7cZcHPYlIopVRoukJBAKOYACLQI4UIAM4FsDMcvx8LPx5NrABuMy8s0J50ZOIJFoZJZqeQCCwneAEUwIktQE+B+40szd8WNwcExJNTyKSaGWUaHoCgUBoAZYIM5uJ89C7RdKFPswN6MRhMeJE05OIJFoZJZqeQCAQWoClQtIxwBvAg8CnZrYg6ElsEq2MEk1PIFCeCQawlEg6ALgeN2azwsweCnoSm0Qro0TTEwiUV4IB3AkkVQGSgUOBieaXqQp6EpdEK6NE0xMIlEeCAQwEAoFAuSQMvgcCgUCgXBIMYCAQCATKJcEABgKB/2+vDgQAAAAABPlbD3JJBEsCBGBJgAAsCRCAJQECsBReavCKjWj3+AAAAABJRU5ErkJggg==\n", 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" ] }, "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": 15, "id": "f7420216", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "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": 16, "id": "ac1d46d7", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "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": 17, "id": "c4417d17", "metadata": {}, "outputs": [], "source": [ "from etna.analysis.outliers import get_anomalies_median, get_anomalies_density, get_sequence_anomalies\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": 18, "id": "cd9b36f9", "metadata": {}, "outputs": [ { "data": { "image/png": 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kMV1B7b2FzXlafNx+u9TWJp1ySsfPVQuoW74HtXNuiKTnSfpJ4uZPSXqec26hpHNK1yXpRkmLJS2S9A1Jb6nbaAEA7RBQAwAAAEBrSgfUM2ZIixfTwjFp40bbvutdFuIuXNiccYS5uvlmm6Na8lZQV2oJkhVQ33GH9KxnScOHVz6+1HGRxJavoPbe7/Dej/Heb0nctsF7f7b3fo73/hzv/cbS7d57/1bv/Szv/VHe+3sbNXgA6O3CiQsBNQAAAAC0lnSl7cyZtnDihg3NG1PRhMci9Fp+7LHmjGPvXsk5q1q++ura++atoA4VznkqqB99VDr22Mqf6+ktPgAABROCaV5hBwAAAIDWkq60nTXLtk891ZzxFNHGjRbWHnWUBcTNCqj37ZOGDLGg/Oabs/eVulZB3b+/BdzVAuo9e2w81Y4f9pEIqAEADUaLDwAAAABoTelgkoC6o40bpdGjpUGDrML88cebM46wiOGsWdLy5bX3DUFwrQrqAwfK+4UAOR1oDx1aPaDeu7d9xXVSj+1BDQAoJlp8AAAAAEBrSgfUM2faloC6bMMGacwYu3z44Y2roN61q/Y7k/fts0D4kEOk1ast9L31VlvYcsuWjvtKtSuopXKbj7B/OnAeOlTasaPyMWoF1H362AcV1ACAbkEFNQAAAAC0pnSQOWiQNHkyAXVSqKCWpCOOkJ58sv5B6/r10pw50kc/Wn2fEAgfcogF2StXSrfdJq1bJ61a1X7frEUSBw60bQiQqwXa1SqoDx60r1EtoJbatxHpMYskAgCKiR7UAAAAANCaKgWTs2YRUCdt2NA+oN67V1q8uH7H915685stcH7kker7hRYf06bZ9eXLpUWL7HK6yjlrkcR0BXWlRRKl6gF1tYrr9NegghoA0C1o8QEAAAAAralSkElA3d7Gje1bfEj17UP9ox9J//d/Fj6nK6GTki0+JGnZsnJAnQ6Rs1p8dLWCulqgnVQpoKYHNQCgIWjxAQAAAACtqVIriFmzrMfxzp3NGVOReN++xUcIqGv1ofY+3zuMf/pTacoU6RWvsCrqatIV1MuWlV9ISFdQZy2SWK2CulJAvW1b5bFI2QF1+vhUUAMAGoKAGgAAAABaU7UWH1J8GwvvpeuuK1fL9iRbt0oHDpQD6mHDLCCuFVBfd500cWI5lM2yerUtThkWP6z23DpUUA8eLI0da+1A1q+3z1Vr8ZG3gjodOM+cKT3xRMcXKzpbQU1ADQBoCAJqAAAAAGhNtQLq2DYfDzwg/cM/SD/5SfV97r5buvXWTg2x7ryXvva1yq0r0jZutG1o8SFZH+paAfV999nChWvXxo1n9Wpp0iRbnPLAgXLonBYqqCULs5OPZ1crqKsF2i94gbRrl3TzzR3HIuVfJJEWHwCAhghvXWKRRAAAAABoLfUIqJcsse3SpdX3+dd/ld70ptzDa4gnn5Te8hbr/Zxlwwbbhgpqydp8PP549SKt0Ed63bq48axaZeH05Ml2vVqbj1BBLVkV95o15c91tYK6WuB8+unS8OHSDTe0v50KagBAoVBBDQAAAADFVauYqFKQOXq0NGhQ7X7IScuXt99Wsn69Bd5FaAMSqoZrBepBtQrqXbusB3QleQLqbdssXJ40yfpQJ++flq6gTqpWQV0toI6toO7fXzr/fOkXv2j/nJ+AGgBQKATUAAAAAFBMn/ucVfxWCwZDMJlsBeGcVfNWC0rTQjC9YkX1fTZssOeMCxfGHbORwvdcLWBOCgF1soL6iCNsW63NR56AOuybt4I6BNQTJ9p8Vaugrtbio1oP6kqB9gtfaO1K7rmnfFsInEPQXQkBNQCg24RX4wmoAQAAAKBY7rjDWlrcdFPlz1cLJidNst7IMWIqqJ95xraPPx53zEbKE1BXa/EhVQ6ovc8XUIfHeNIkacIEC5vzVFDPmSMNGdKxn3ZWi490BXWtiugLLrBxJX+GOltBTQ9qAEBDhGCaHtQAAAAAUCyhj/R3v1v589VaQUyenD+grlZBvXOntcSQihVQ52nxkQyoR4+2MLlSQB1adkj5KqgnTbI5mDChekBdqYJ61iwLqPMukpingnr0aGnYsPaLN3Z2kUQqqAEADUGLDwAAAAAoHu+lxYut+vVnP7PwNK1WBXVsi49Qibx+fbkiNylUIUvFCqiXL89+Hrthg4Wz6cfniCMqfy/JxywZ6FYTXgQI7T0mT67e4qNSBfXs2ZUD6npWUEvS0KHtq7RjAuqBA2nxAQDoJrT4AAAAAIDmuP12afPmyp9bu9aCy1e9yiqY/+//Ou4Tgsw+fdrfPmmSBZKVQu2k/fstlJ02za5XqqIOAXWfPl0LqL/9bemHP+z8/YPwPe/dm13lvHFj+wUSgyOOsArq9DuJkwF1bIuPgQOlESPseq3e38kK6smT7fH4x3+sXUGdntcgTwW1ZCF98meBRRIBAIVCBTUAAAAAdL9du6TnPle6+urKnw/tPS691ALkG2/suM++fRZKOtf+9lDRm9XmY/Vqey548sl2vVJAHfpPH3us9cM+cKD2Mau58krp61/v3H2Tkn2Qs9p8bNzYvr1HcMQR0tatHcPk8HjNmhXf4mPy5PLjP2WK3bZ0qXTDDe33TVZQS9Jll0njx1evoO7bt+O8BukK6u4KqA8cKG57UAJqAGhhBNQAAAAA0P02bbKK1PQCeUEIqGfNkhYsqNwzOQSZaZMm2TYroA79p085pf31pFBBfdppFoguWVL7mNWsWVP9e80jGVBnLZS4YUPlgHruXNv+7W/tbw+B9YIF8RXU4bGWLKxev1560YukV7yi/b5791YOhKtVUFcLm6WOFdRZgfOwYflbfFQKqMPYioiAGgBaWHj1s6ivggIAAABAT7Rpk22T4V/SU09ZBe306dLhh1uYmg4HQwV1WmwFdQika1VQh4D61FNtG9Pm4w1vkL74xfL1vXvtOPUOqGMqqCu1+Bg+3LY7d7a/fdUq69ccKqiznieHCuogXL7/fgvzk4VgyRYfSen+0GHfagskSva5trb4CuqhQ7tWQR22EgE1AKABqKAGAAAAgO4Xek8nA9ekp56y1h4DBlhAvW+fLZqYVK3SNlT1Zi2UGALquXOt0rhSBXVo8REC6oceqn1M76Uf/Uj6xS/Kt4Vq5KJUUIcWGcngVSoHzuPH2+eyeninK6inTLFtaM2RPH66xUdQrcVHrQpqyaqoYxdJrFeLD4mAGgDQAATUAAAAAND9YgLqWbPs8uGH2zZdvVwtyBw50gLMmArqYcNskb+pU6tXUA8fLo0bJz372dKPf1z7mOvWWeD69NPl29assW09A+phw2oH1N5blfqoUR0/F4LZagH1uHF2vVabj7AIZbKC+oQTpIsukt785o7Hr1ZBXa3FR60Kaql9gBzTgzr52If7ZQXUBw/aWJLherWf12YjoAaAFkZADQAAAADdLwTUtVp8hIB63jzbxgbUzlllb0xAPW2aXZ42rXoF9dixdvk1r5EeeEB65JHqxwxV3suWlRdUTAbUse0lN2zoGCBL5YB09uzaLT7277fnuYMGdfxcTAW1ZP2kqwmPbbKCeswYqxw/6ii7HiqcDx60x6JRFdT79tmc9+lTed/OVlBL9hjt3SsNHmzXqaAGANQdPagBAAAAoPuFHtSVKlK3bbNwNATUI0ZYcBobUEu2f1aLj6VLpUMOsctTp1ZfJDH0cX7lK62y97vfrX7MEFDv3y+tXGmXQ0AdqnGzeC8de6z0yU92/FwyoK5VQV0rhA3ha3Is3ncMqGtVUFcKqIOwiGG6R3StCurkc/KsRRLD95BswVErbB46VNq1qxwuxwTUIdjfscPuR0ANAGgYKqgBAAAAoPvVavERQt4QUEvW5qNSQF2tFURWBfUPfyjdd195gcTJky2MTgfIyQrqceOkCy6Qvve9cnV0tbFL0pIltk2OI9lq4t/+TXrTmzoeY8MGC59DsJ0UHq85c2wRxI0bK4+jVtuLShXUmzdboBwbUIevW2kRxvTxw2NarYL64MGO7UCyWnykK6hrBdrDhtk2PPYxAXVYSDL0IB8yxLYE1ACAuiOgBgAAAIDuV6vFR6hkDtXNknTEEdITT7SvtO1sBfVjj0mXXy6dcor0/vfbbaFCNt32IllBLVkV9apV0oMPVj724sXlVhOhD3UyaE4G1HfcIf361x2P8be/VR6LVA6eTzrJtvfcU3kctQLqSj2oQzuP8ePjelDXqorOU0E9dKhtk20+Ylp85KmgrhZQ1/oa1QJqelADAOounNwQUAMAAABA96nV4mPtWttOmFC+7fDDrfVHaJsh1W4FMWmStHWrtHNnx8995Su2/dGPysFm2KYD8w0byhXUUrm/8sKFlb/u4sXSccdZT+RQQV0toN6+3cLudDV2TEB9yin2Ne68s/I4aoWwlSqow+VBg+zzw4fHBdQxx8+qoJbaPy4xiyR2poI69KHeu9eO31Yj1U0H1LT4AAA0DBXUAAAAAND9alVQh2A0tJqQLKCW2rf5qBVMht7Ildp8PPmkNH++NGVK+bZKoe3evRZqJiuoZ8607aJFlb/u4sU21smTsyuod+ywcDoE8kFMQD16tHTkkdUD6lpVy+ExSz726bYX48fXDqhrhc55e1BLXaugzto/VGknA+paFdcSATUAoBuFYJpFEgEAAACg+9TqQb12rYWKIRSUytXUGzaUb6sVTI4YYdsQSiYtXGg9nJMqtb0IXysZUA8ZYuFzpYB6926r8J45U5oxo30F9dSpdjkdUEvSihXtjxMC6krh/b591kLEOWvzcdddlQuualU4O9c+4E1+rbD/pEnl8VeSp8VHTAV1MqDOW0HdmRYfeQNqelADABqGFh8AAAAA0P1qBdTr1rVv7yFZ6wlJ2rWrfFutgLpSRbRkoeby5R0D6rB/MhQO4WSyxYckzZ5dOaBessSeY86cKU2fbhXU3ltAPXu27RMTUIf2IdUqqMP3fNJJ1iqlUruRWgG1ZAFtpYA6BLennWb9rbdurXz/PC0+GlFBPXBgfAV1pRYfna2gbuke1M65kc65651zTzjnHnfOneycG+2cu8k5t7C0HVXa1znn/ts5t8g595Bz7tjGfgsA0HvR4gMAAAAAul/oQV2pSnjt2o4BdajKTQfU1SptK1VES9JTT1loXC2gzqqglqoH1IsX2zZUUK9YYd/nzp3lr5cVUB88mC+gliq3+UgHzmnVKqjD/ueea+1Hbr218v1rBdT1qKCOafERW0FdjxYfPaWC+ouSfuO9nyfpaEmPS3q/pJu993Mk3Vy6LkkXSJpT+rhC0tfqOmIAwN8RUAMAAABA4z38sHTVVdJXv2oBcVYFdbL/tFSuoA6hZLhvVgV1OgAP4W+1Fh+xFdRr1rQPm6VyQD1rlgXUBw9Kd99dvo9Uvs/Bg+UFHJMB9cqV5RA+K6CeN8+C1EoBdVYF9YABtXtQn3yyhbK/+13l++dZhLEzFdQxLT4aWUE9eLAtotgqPagzHi7JOTdC0umSXidJ3vu9kvY65y6WdGZpt2sk/UHS+yRdLOk73nsv6c5S9fUk732Ftu4AgK4ILT7oQQ0AAAAAjbFihXT00eXnXeeeK23ZYperVVA/5zntb6tUQV2r0rZai49Q+RwC41r7hyrvUaPa7xvuu3ix9KxnlW9ftsyOM368tfiQpNtvt20IxENIumtX+fFIBtSh//TQodV7UIfvua3NqqjvuKPyflLtx6dWBXX//tJZZ1UPqOvVgzpUNyfD/thFEpOLMMYE1Hl6UDtn4X9PqqCeIWm9pP91zt3vnPumc26IpAmJ0HmNpPDmhSmSlifuv6J0WzvOuSucc/c65+5dv359578DAOjFqKAGAAAAgMb6y18sjP23f7Pr991Xfg6WrqA+cMBCwXQFdf/+FhrG9qCu1uJj4UJr2ZEOnStVUIcANFRvB7Nm2Tbd5mP3bgsynbNAfuRI6cor7XMzZ9o2hKTJiuFKAfWRR2ZXUEvSGWdIjzxSDlKDrBYfWT2oJel5z7PvMVSGp8ch5WvxEVtBHbtIYhh/VuA8eLDNSZ4Kaql9QN0TelD3lXSspK9574+RtEPldh6SpFK1dK76Pe/9Vd774733x48bNy7PXQEAJQTUAAAAANB5yZYb1dxzjwWCr399+XqQDvyeecbC7HQPaucsKK5Hi490e4/k/snQtlqVcLWAeu/e8nhGj5Z+8QurcpakKVMs5EwH1M51DKgHD7YWITEB9Zln2va22zruJ3W+glqySndJuvnmyuNoayt/f+ljS41dJDFPBXVbm32dzgTUoSa46C0+YgLqFZJWeO/vKl2/XhZYr3XOTZKk0nZd6fMrJU1L3H9q6TYAQJ0RUAMAAABA5/zhD1Yl/I1v1N7v7rulBQukadOspUPoy5zugyxZ/2mpY0AtWdVsbAV1tRYf1QLqShXU1Sp/R4yQxo2rHFAn9z31VOlnP5OuuMKqtocO7RhQT59ufafDc9IHH5Tmz29fIZyU/p6PP96C+z/+seN+UtcC6rlzbX7/+tfscSTlafExcKCF9HkXScxTQS1Zm488LT4kC6jDfVq+xYf3fo2k5c65uaWbzpb0mKQbJF1Wuu0yST8vXb5B0mudOUnSFvpPA0BjhJ5fBNQAAAAAkM/nP28h4T/9k/STn1Te58AB6d57pWc/24LIOXOsxYdkbTzSFdRr15Y/l1apgrpaK4hKLT527rRq5dgK6lrB6uzZ2QG1JJ13nvQ//2Pfe6WAeu5cu98zz5QfqxNOqBzeh+85OZ7+/a1f9x/+0HEs1cYevt/k8StVOTtnLyw88EDH+9cKefv2tfvGVFA7Z+Fv3kUSBwywx2v//riK62HDOldBHbR8QF3ydknXOucekrRA0ickfUrS85xzCyWdU7ouSTdKWixpkaRvSHpLPQcMACgLwTSLJAIAAABAvKefln75S+ld77Iq3je8oXKg+sQTFj6ecIJdnz27HNKOG5evgnrQoPwV1MnjP/WUbfME1G1tUp8+HfefMUNaurT9bVnBZzKgDtu5pXLWFSukJ5+0EPXZz+5Y4RxU+p7PPFN6+GFp48b2+0ld60EtWUD90EMWBmeNI3DOKpxjKqilygF1TAW1ZF+jOwLqntCDWt77B0r9op/lvb/Ee7/Je7/Be3+2936O9/4c7/3G0r7ee/9W7/0s7/1R3vt7G/stAEDvRYsPAAAAoGu8l379a86pe5uvf93C23e/W/rgB6UtW6Q//anjfqGdRwiok+Fw3grqdIuPWq0gKgXOoZ/w5Mkd96/W4qNakDlkSPuxSPa9xAbUIZCdN8+2K1a0f6zSAXLya6S/5zPOsN/D229vv5+Uv8VHev8FC+z7XLgwexxJyYA6KyxPB9QxiyQm5zcmcE4+9l0JqFu9ghoAUEC0+AAAAAC65k9/ki68sGMPXPRs3/629MIXSlOnSmefbWHlr3/dcb+777ag77DD7HpMQN2vn/U+TsuzSGKlwDkEsiHcTKpWQV0tyEwu0pfcv1ZomxVQ33OPVfrOnVsOkNPv9q30Pc+fb9unn26/n9S1HtSSdMwxtr3//uxxVDt+VgV18nGJObbU/RXUPaXFBwCgYLwnoAYAAAC66oknbJsMmNCzbdtmrThOOsmuDx0qnX66dOONHfd98EELOdtKCVoyoB4zpnKLj/HjrU1EWp4WH5V6UFcLYZO3xVZQV1rEME+LjxBQz5ghjR0rXXeddNdd1t6jrc0CXu/jWmsMGmTbZGBe63uVOvagrhYiz5tnx0j3oc4K44tWQV2vFh8E1ACAukq+Ek0PagAAAKBzQl/fovZmRf2tXm3bZKuMCy+UHn1UWras/b7bt0ujRpWvh4B6+HALVitVUFfqPy21Dz2l7D7I6TYZeSuoa7XsqNQjujMB9bBh0ic/Kd1xh/TXv1pAXW08YUzp7znsm35spNoBfjq879ev4wsD/ftbhXY6oM5qZ5KsMO8JPahDBXVR/84RUANAi0qG0lRQAwAAAJ1DQN37rFxp2ylTyrddeKFt020+0mHguHEWFo4caaHi/v3tn5utW1c9oE5WUHufXWnbv3/lKuF6VFAPGGDVzcmK2qzQdtiwjoskDhliC0yGavTQq7tSBXj4Gukw1rmOLUc60+Kj2tgXLLAWH8l5iulBHY7fmQrqrMA5GeDHBNT0oAYAFFIylCagBgAAADqHgLr3WbXKtskK6rlzpYkTpTvvbL9vOgx0zqqoR40qh4rJn521aysvkCi1XyQxBIWxfZCl2hXUffva2GJD21DBW6kKuZp0BXXfvnb8tjbpm9+Unv986ayz2o8x3QKlWhibXkAyq2o5b0C9fr29eJA1juR4ulJBndXiI1lBHdviY8cOe+5PD2oAQGEQUAMAgG517bXS9OmWREyfbteBFuc9AXVvFCqokwG1cxboJUNSqXJV8bvfLb3tbeXbkz87Gzdab+pKkoskdiagrlVBHaqQ8yySKMXvL1lAHSp+d+yw0DO01Jg/X/rlL8vtUPK0+JAqtz+R8vWgrrZvmI+tW9vvH/vY56mgPnjQPupdQT1smG23b88fUIee4FJx/84RUANAiyKgBgAA3ebaa6UrrpCWLrVEb+lSu05IjRa3caO0ZYtdLmpwg/pbtcoCvxD6BenQU6ocZF56qfTGN5ZvTweloTo2LdniI6uFhZSvxUe1/WtVIEsdFybMCqglC2NDQF1r7FJ8QJ0M78N+Ur4e1FnV4unj1/peK1VQV6uKHjKkXFkeXniodwV1eOw7E1D3718eDxXUAIC6YpFEAADQbT70IWnnTt2vBdqpQXbbzp12O9DCQvW0REDdm6xa1b56OkiHnlLtMDDd4uPgwdrBZ7KNRUxAnafFR6X9O9PiIyag3r49O6DuagX13r1W+dtWJbkcMMDC1lCs1ZmAOuuxD/uHfdMLMAZDh9rj4X3cvIbjS+XK69gK6m3b8gfUAwYQUAMAGoQKagBofc65dznnHnXOPeKcu845N9A5N8M5d5dzbpFz7ofOuf6lfQeUri8qfX56k4eP3mTZMu3SQJ2kO/UtvaHd7UArI6DunVaubL9AYpAOeKXaYWC6xUdWK4hklXBsBXVsi49we55FEqX2x8+qKu5MQJ2nB3WeCuf0+LNeGJDyBdTJRRKz2oEMGWLh9O7d+Suot22zbWxAvWmTfa1qL1IkUUENAGg4AmoAaG3OuSmS3iHpeO/9kZL6SHqlpE9L+oL3frakTZIuL93lckmbSrd/obQf0D0OOUQ7NVh7NUCbNKrd7UArI6DunapVUFdr8ZFVQR3uE7bVwsNBg6QDB+xnLfy81Qoy0+PZs8cqiqvdJx2w1wptq7X4yFokUbKAevv28vVax89TQZ3s/x1T4Zw8fq2xdzagTrb4qBWWh6B+x474CurBg227aZNtsyqiQ2/vsNBj3hYfzkl9+hT37xwBNQC0qGRbDwJqAGhZfSUNcs71lTRY0mpJz5V0fenz10i6pHT54tJ1lT5/tnPV3mwK1NnHP649A0dKknar9Ex/8GDp4x9v3piATvBeWry4fP2pp6SxY+1yUYMb1Jf3tQPqZKDqvVWcxlZQh/vGVPJ2psVHVlCap4K6Ky0+tm3rnh7UWdXlYcxZYx9U6kyVp992epHErApqKV9APX68bVesiNs/BNRr1tg2JqAO8xX27duXCmoAQJ0lQ2l6UANA6/Her5R0paRlsmB6i6S/StrsvQ9PH1ZICm9CniJpeem++0v7j+nOMaMXu/RS7fnE5yRJezRQOvRQ6aqrbKUwoIXcdps0a5b08MN2/amnpLlz7TIBdc+xfLn0yU9Wfp60YYOFk5VafKRbamSFjdUqqLOC0l27ykFh3hYfsaFq1v6VKpyL1oM6T4uPmDA+T4V2ZyuoY1t8DB5sbTuWL7frWQH16NG2zRNQ9+ljc0ZADQBoGFp8AEBrc86NklVFz5A0WdIQSefX4bhXOOfudc7du379+q4eDvi7vRdeIkna87b3SEuWEE6jJa1ebdu//tW2ixZJs2cX+63vyO/735c++EGb37RVq2wbU0GdFTinF0nME1DHVlCnW3zU6j2c3j8moM7T97m7e1DnbfHRyEUS693iQ5ImTChXUMe2+Fi7Nm7/YPjw8r79+hFQAwDqjBYfANDyzpH0tPd+vfd+n6SfSHqOpJGllh+SNFXSytLllZKmSVLp8yMkbUgf1Ht/lff+eO/98ePGjWv094BeJIQAySf4QKvZudO2jz4qPfOMBdbz51twU8+AeufO4gZBvcHK0n/OZI/x9OeqLZKYDnil/C0+qoXI3dHiI3b/dIsP77ND20a2+KhHD+pmLZKYDO5jK6glC6hjK6gHDrQXOPJUUEsWUIfHqm/f4r4QR0ANAC2KCmoAaHnLJJ3knBtc6iV9tqTHJN0q6aWlfS6T9PPS5RtK11X6/C3e0+QJ3Sc8UU+HDUArCQHYY49JDz5ol485pv4B9QknSP/+7/U7HvIJIXTeCupKAW+4vZKutPiICajT44mpoE6Pv9rx0wFvGE+t4HPcOFukccWKzi2SePCgfcS2+KhXD+pKAXXW8QcOtAUt9+9vXAX1xInln8eYwHn06M4F1K3Q4iMizwcAFBEBNQC0Nu/9Xc656yXdJ2m/pPslXSXpV5J+4Jz7z9JtV5fucrWk7zrnFknaKOmV3T9q9GYhBKCCGq0sVFA/9pj0wAN2+eij6xtQ79ljFdozZ9bneMgvJqCeNKnj59IBb1Zom66gzgqok72Qw0vMeVp8xFRQb9kSt3+6xUfW2MN9Zs2yn+9du/L3oK4V3lZaJLHePag7e/ysMLtSD+rYFh/huXzM/p0JqM88s/3PGgE1AKCukjVz1M8BQGvy3n9U0kdTNy+WdEKFfXdLell3jAuohApq9AQhoF6yRLrjDmvzMG5cfQPq0FM2bNH9agXUK1fanFcK+Kr1oM67SGK1KudQQb17t1UiS7VbQaTHs2dP/RZJTLf4iAmoJenww6X77rPLeXtQ1wr8G9mDulq/7awK6nCfzlRQx7b4CGIC6lGjym1rYgPqT3+6fLnIFdS0+ACAFkUFNQAA6E70oEZPEAJqSfr1r629h1TfgDr0lA1bdK8DB8qLYVbqQb15s1WiVtK/f74e1OlFEsPfyZgWHzGVtpVajtRq8ZEef61gtTMtPiQLqJcssct5e1DXqqBuZEDdp48dqzPH3707XwV13hYfQWyLj/A3LDagTqIHNQCg7gioAQBAdwqhBxXUaGXJgHrPHmnBArtcz4B62TLbPvMML+g0w7p1FlKPGCEtXmyXk7IqbffsKb9DNe8iibEtPvIskpinxUeeCupqLT6ygtXDDy9frmeLj4EDLbQPwX1MO5PkuLP2z9vjOllhnqeCOu8iiUFsi4+gswE1FdQAgLoioAYAAN2JFh/oCXbulMaPL4dBWQH1bbdJF16YL7wOAbVEm49mCO09Tj3VQsj0HMSEtrGBc6MXSazU4iNrkcQwBu8b1+IjiFkksVKLj2oBtVQOkfNWUMe07AjHDos1ZgXaYTwxYbZztnBkngrqZEAdEziPGpVv/7Qi96AmoAaAFkUPagAA0J1o8YGeYNcuq6ydO9euJwPqZJAW3HabtQJZvDj+ayQDatp8dL8QUJ9xhm3TfahjAurws5DV9qJai4+sHtSxAXVo8ZGs6M6qKg5jCEFkVvV33oB63rzy5VoV1H36WJ/tPIskSp0PqPNUUMe+OBCOn1VB7ZyF9VRQdx4BNQC0KCqoAQBAd6LFB3qCnTulwYOlI4+0oHrGDLu9WgX19u22Xbgw/mssX27HlqigboYQUJ9+um3TAXWtsLFaaFstPOyOFh9SOVTMU0GdNXbn2gfasQH18OG2uKhUO6AO48nT4kNq33KkmQF1ngpqyR6LHTviW6VIzQmo6UENAKgrAmoAANCdqKBGM33oQ9JvftP144SA+j//U/rZz6zCU8oOqP/2t/ivsWyZdNJJdpkK6u63apVV7x57rIWYlSqoq4WBlUJPqbEtPmpV2uYNYfMGznlD2yC0+WhEQL1rV3nfmB7Uja6gDgF1ViAcAupNm+z6yJG195fsb9GwYXa5O1p8UEENAKi7ZFsPAmoAANBo9KBGs3gvffazFih3VQioZ82SzjyzfHu9AmrvLaCeN08aM6Z5FdRbtkibNzfnazfbypXSxIk2p7Nmda7FR2zIm66gzmrxkbeCOh3C7tmTvUji3r3l/tO1xh72z1tBLeULqBvdg3rvXlsI88CB+IA6NryXyi0+Yiuo16+36+PG1d4/CFXU3VFBTQ9qAEDdUUENAAC6U3hCTwU1utuGDRYQVeoRndfOneUq1qR6BdSbN9t9DjlEmjq1eRXUr3+9dOmlzfnazbZyZbkFxdSpVlGdVCugDrfHVkTnraDu29c+du0qB4WxIWzYZrX4kOxnOat/dti/MwH18cfb9zF2bO39khXdYVxS/Vt8xHyvXW3xEVtBvX69PTYxFdSSvZgixT3uPbkHdUTLbgBAESVDaRZJBAAAjUYFNZpl9Wrb1uNnL1RQp/XrZ+FSWt4e1CGQPuQQadq05lVQr13b+9qLXHqptfZYubK8COagQfZYJNVqHZGuoM67SGJMyDtoUPwiiZ1p8RH2j62gzlNVHLz61dIpp9i7BGrJ0+Kj0iKJWWOX4r/XgQPLv8+dWSQxtoL6mWcsuHeu9v5BngrqerT4oAc1AKCuaPEBAAC6Ez2o0Sz1DKh37aoeUFcKbrZts+2KFZUD7LRly2w7bVpzK6j37bOgtpFh1G23WWCWDoCbwXvpF7+Qvvtd6bHHpMmT7fZ0QCp1rgd13kUSa1U5h0rezrb4iKmg3rs3PrSNDeOT2tqk2bOz9+tqD+paj03o3Z0noG50BfX27VZBHdveQ+reFh9FrqAmoAaAFkWLDwAA0J1CABB6fQLdpbsqqKu1+AgLKaZ7GVcSAupQQb1hQzlw60779tlzhEZWcN91l7U0+etfG/c1Yi1dai8mhFAxtPhIhpJBPXtQ9+nTfr9wv1phY2cqqJMtPupdQR0bxndG//6N60HtXLnHdd6AOvaxCePJquaWpKFDyy0+8gTUocVHzOM+fHj571Gv7EHtnFvinHvYOfeAc+7e0m2jnXM3OecWlrajSrc759x/O+cWOececs4d28hvAAB6KwJqAADQnZLhIG0+0J2aHVAfcYRdjulDvXy5HWvCBKuglprT5iN8L0uWNO5rhDD+0Ufj9l+0SLr66saM5aGHbPuNb0gzZ0onnWTX8wbUeXtQO9f+Z2fvXqtSbauRtqUD6r41mu+mA/OYRRLDOBrZ4iNWZyqok+PJGks4fky43tkK6nD8PIsk5gmoX/Uq6d//Pa5ndVtbeb/eXEF9lvd+gff++NL190u62Xs/R9LNpeuSdIGkOaWPKyR9rV6DBQCU0YMaAAB0p2TIQJsPdKcQUHd1kUTvOxdQL1hgl2P6UN99t/U/bmuzCurY+9VbdwTUS5fa9rHH4vb/+telN75R2rSp/mN5+GHbvvCF0lNPSWedZdcrtfjI04M6JrRNVgnHhKqdafGxd6+9c+XgwdotPipVUGeFsJ1ZJDFWV3tQZ4XC6YC6ES0+woKWeRZJzBNQz54tfeQj8T2rR4+2fUP1fh49tQf1xZKuKV2+RtIlidu/482dkkY65yZ14esAACqgBzUAAOhOyXCQCmp0p3pVUIdwKgRhSbUC6okTrWVEVgX15s3Wl/mii+z6CSdYmPSNb1S/zxveYB/1VsQK6rD/44/XfywPPyxNn24tEJKqVVDH9qCO6cuc/NnJ6hEtlSuoQyVrraAxOZ4wpnouHFipxUcRKqi9jwuo+/dvXEAdHsuwsGJsBfXmzbZIYqOMHm3fZ2ygndQTKqi9pN855/7qnLuidNsE733p34TWSCq19dYUScllAFaUbgMA1BEtPgAAQHeighrNUq+AeudO28ZWUB84YPcZOtSqqH/9awufqvnNbyz8eeEL7fqQIdJb3iL9/OfVw+1f/Ur65S/j3xF5yy1WIZwlfC+hyrkRkhXUMePPG2jn8fDD0lFHdbw9hJLJ8dWzxUf4XLLFR1bAO2hQuYK6X7/aQWOlwLmeiyQmW3zEhLZ5daYH9a5d9rvnfVwF9d69cS8kVOpBXev4ffpYoBsWSo2poA4/Z3kqqPMaNarzLyK0fA9qSad674+Vte94q3Pu9OQnvfdeFmJHc85d4Zy71zl37/r16/PcFQAgAmoAANC96EGNevrjH6U//zlu33oF1GGxwtiAescO2w4dKv3Hf0jPPCN9+MPVj3/DDdL48VY5HbztbRYmff7zHfdfu1Zat85aAqxcGfc9vPSl0sc+lr1foyuot261sH7GDHucli/PvMvfA+rYliCx9uyRnnyyckA9YICFhiGU875ziyTWCjL79cvf4iP0oI6pEA7HjQ3Lw/hjQ9siVlDHjD15/DwV1KE6O/b4IaCOqaAOGhlQhwrqzmj5Cmrv/crSdp2kn0o6QdLa0LqjtF1X2n2lpGmJu08t3ZY+5lXe++O998ePa+TMAUAPFV6d7duXgBoAADResgqOCmp01f/7f9K//mv2ft43r4I6vLV/6FDpmGOsGvqrX5Xuu6/j/fftk268UXr+89u3bJgwQXrlK6Vrr+14nwcfLF+udMy0zZutf3NMT+tGB9QhkL7wQttmVUXv3SutWWOX6x1QP/GEVdxWq6CWyn+zDhywbZ6Aum/f2lXOnW3xEdtjORw3T4uPPBXURQ6o692DOoTTsccfODBfBXXQyJjzuc+Vzj23c/dt6R7Uzrkhzrlh4bKkcyU9IukGSZeVdrtM0s9Ll2+Q9FpnTpK0JdEKBABQJyGU7tOHRRIBAEDjUUGNetqyJW6xvG3bysFyVxdJ7EpALVkV9ahRlYP1u+6y7+kFL+j4uenT7Vjpc/aHHrKtc3EBdQib87T4WLGiMRWTob3H+efbNit0XrnSvv/+/evf4iMskPisZ3X8XAhsY1s7VAqos4LJriyS2Ldv7X3ztviotEhibIuPRgXUsS0+2trsa+/eHVe5LuXvQS3lD8BjK6jD3wmpsQH1G98off/7nbtvq7f4mCDpDufcg5LulvQr7/1vJH1K0vOccwslnVO6Lkk3SlosaZGkb0h6S91HDQBoF1BTQQ0AABqNgBr1tG1b7X7OQaieHjq0uRXUkjRypPSe91gv6rvvbr9v6Fw6Y0bHY4fQLH38Bx+Upk6V5s3LF1CvW1cOzarZt89aARw4EN8+JI/QruOYY6xKPCt0DvuffrqNZ8uW+o0lBPZz5nT8XAglY6uE0z2o9+3LDmyTPzuxPag70+KjERXUyRYfjepBHVtBHcYTHptw/1ryVlBL+QLqgQOtfUzMWLqrgrorWrrFh/d+sff+6NLHfO/9x0u3b/Den+29n+O9P8d7v7F0u/fev9V7P8t7f5T3/t5GfxMA0BvR4gMAAHSnvXvLT8Bp8YGuyhtQH3po/QLqQYM6fq5WQD1sWPm2t73Ngt90H+gwtkrVrenQM3joIav6PfbYuIA6ueDh4sW19923T5o92y7HtPn453+Wvv3t7P2CZcvsMZs0SZo/v1wNXmt/qVxx/fjj8V8ry65d9rhntY2QsoPMzlZQJwPqmBYfu3dbUJinxUejKqjztDPJK0+LD6l9dXmt/ZLHzxPGS+0rtLPmdt486emnrSis0otPSeH/o3PSmDG1922Wlm7xAQAoJiqoAQBAd9qzRxo+vHwZ6CzvLfzdsiX7PDYE1NOnN76C+uDB9uNJV1BLFla/4x3Sr34lrVpVvj0moE6Of+9eC2mPPlo67jirKl67tvb4k0FzrTYf3lvldKgo/o//kN7+dulrX6t+vx/8wPqCh4UksyxdatXfbW3S2WdLf/2r9YKuJgTUoXduPdt81Or7XG3Rw6wK6uT+WSFpcpHEPXvqu0hiPXpQ1/oa6RYf9WzvEY7f6IA6bwV1skI76/i/+IX9Hdi+3ar/awkB9ejR7fvQF0lLV1ADAIopnDz37UsPagAA0HjJgJoKanTFjh12/up9dquKdECddd77P/8j/fjHlT8XwtdqAbXUvrowjC0ZUEtWMSxJzzxTvq1WdWulCurHH7evFSqoJen++yuPO1iyRJoyxS7XCqjD9zBnjnTiiRYGX3ONLfJ48cWV77N3r7Up+c53ao8hWLZMOuQQu/zGN9r3+NWvVt9/+XJp7FjpiCMsKPzUp+x7+cMf4r6e99Kdd5YXOUzavbt6QJ2uoM4KJvv0sY88PaU72+IjJvxO/uzEVFBXqrjOCm0PHrTQshEBdbI/txQfUHe2B3Wt/TvT4qOtzYLncN9aQkA9dmz2vs3Sr5/9DhUxPyCgBoAWFf6pUEENAAC6w969VFCjPpKhdFabj9WrLXSbOLFcGVzNV78q/dM/SVdeWfnzWRXUUvuAulIFtVRu+ZH8PmpVUCerWoPQEuPoo62Pc79+0vXXVx53sGSJtGCBVWjGBNSDBlmou3q1Vau/971W5Vzp9zeM7XOfi3tusXSptV2RpPHjpZe/3FqEVHvBIQTaffpIJ58srVljgfhPf1r9a3hfHtd119n9PvKRjvvVqqDO2+JD6tj2Im+Lj6z9p0617eOPd67FR63jJyvAY/o4p4/fiArqEIBL2cFwaH9SlB7UeYSAuqj9p6Xyopy1/o42CwE1ALQoWnwAAIDuRAU16iUZYmYtlvfMM1aRmG7VkHbzzdYfuk+f6osC1gqoKy1kmBVQh88nx1UpIKtUQR0qw6dNs9+rt75V+t//lR57rPLYJQuoDz1UmjUrLqBOhm/OWRh+4IC0cGHl+8yZY5+76qry91ep5cf+/fYYhwpqyca/bZv0/e9XHlOy4vrXv7Zw+jnPkf7858r779wpnXWW9Oxn29e75hq7/ROfkG64of2+e/ZUr3DN2+Ij3Ce5cGBMBXWyxUdWD+qzzrLtI4+UA8Nq+vSxKt6utPiI2T+EtvUMbJPHTz6effpU73OdXiSx2T2o8wh/J1ohoC5iH2oCagBoUckWHwTUAACg0ehBjXrJU0G9e7dVVWYF1D/5iQVE73qXhb+V+qxmLZIoxQXU4XpsBXWlgDrdruFDH7Ljvv/9He8vWZC/ebO1OulMQC1Zew2p4wKF3tt9XvEK6bzzbMHET33KwvNXv7rj8bdvt+cfyYXgTjzRqtzvuqvj/t5bxfW0aeXveeBA6ZRTrK3Jjh3t99+/X3rlK6U//tEqzT/3Oen3v5f+5V+sgvwd72i/f7MrqPO2+Jg9u/xYxATC6RA27yKJMW0vGllBHY4vZYfgeVt8UEGdTwioi9iHmoAaAFoUATUAAOhOtPhAveQJqPfutRCq0kKDSffdZ72cDzvMzo3XrOm4T2cC6v79O4ZetVp81KqgTi+SKJUDo7FjpQ98wBZlu+mmjsdYutS2IaBetqx6FWS18G3uXKtcTQfUYf+BA6Vrr5UmTbKx7Nsn/fznHRdvrPS9OmcV2IsWdRzPli32WCYrriWroD5wQLrnnva333ijPQ5f+IJVfX/gAzan//iPtiDj+vXt969nD+rwfSV7UMf0Qc7Ts9o56bnPzR5HEELYzlRQ9+tXvVo5uX+jAur0izOxAXVsi4/Qgzpm/0YH1AMG2Is2s2fX75j1Fr5fAmoAQN2EHtQskggAALoDLT5QL3kC6lAdW6uC+sAB6cEHLaAOiwiuWNFxv5077Th9+nT8XLWAOl09LVUOqEO4VykMrNSDOgTvyf3f+U4Ln9/61o7f55Iltg0tPg4cKIfWadXCt8GD7f7pgDpZfTpmjPSb30hf+pL0pz/Z17nuuur7J82eXTmgDnMRqoaDk06ybbrNx8aNtr34Yus57b10wgn24kMIMJPPf2pVUHe1xUfeCuqYFh+SBe3hvlnSCwHWOn5onxEbOCdbfBShgjrdgzrr8UlXXDczoHZOevjhjhX+RUIFNQCg7uhBDQAAutOePeVgjgpqdEVXAupkyBs8+aT1rT322PICdNUC6kr9p6WuB9S1gslqLT7SYdrAgdKXv2x9oNMLPYaAevp0q1SWbGHCH/6w49erFb4dfnj1CuownnnzrJ/30UfbY/rd77bfv1pQOnu2tVdJt+wIrVLCC1zB6NE2nj/9qfLx+/eXLrlEuvzy8uKIgwbZc5/kPNXqQV3ERRKl/BXUsX2WnWu/f9ZYitjiY9eu+BYfY8fa3G7YkL1/ugd16O9dT5Mmxb1A0Sz0oAYA1B0BNQAA6C4HDtj5xsCBFmBQQY2uqHcF9X332faYY2oH1Lt25Quot22rHFAPGGD7pwPqauFepYC62v7nn2+L6KWrlpcssXB23Djp5JOlL37Rvp9XvapjC46sgPrJJ+13OqgVfL7mNfb4Pvpo+7FX2n/WLNum+2PXOv4pp0h/+Uv75zPJft5tbdI3vyk9//l2WzpwDvvXswd1qFiW8i+SGBvyTpkizZ8vjRiRvW+eFh/J/WPakyR/rxqxSGK6vU29W3yEd0wsWWLPiyu9OyJ5bKlxC0K2AiqoAQB1l2zxQUANAAAaKRmMDBxIBTW6ZutW27a11S+gHjTIeiyPGmWXG1lBLVkVdagMTo6zkmo9qKuFb5MmWfictHWrVRw7ZyHcO94hfe979pzgt79tv29WQL17d/v2ILWqVS+6yLbJxQ9rtfiQOgbUtRaQfNazpE2byhWwyeNX2j/0D08G1LV6UFeq4JVqh5OhAjmMpd6LJAa//KX03/+dvV+eFh9h/9gK6u5q8dHZHtRZIXIIqJ9+Or5avDcH1PSgBgDUXbKCmh7UAACgkZIB04ABVFCja0Ll8cSJ8QF1rUUS77vP2lH07WsB7tSp1QPqSgskSvkD6qFDO/ag7mqLjyDZYqLW/sccI40fL/361+1vzwqopfZtPmpVq4a2HMnAvFpAHSqo032oa1UthxcM0hXR1fYPIWNyPPWuoE63+MizSGJsD2rJ2rVMnpy9XwjM81ZQx1R/F7HFBwF148ybZz3uq/1dayYCagBoUbT4AAAA3SVZuUcFNboqtM4YPbrrFdQHD0r332+9koNaAXXeCurQbzpt2LD4HtTVFknME1BXagnS1iZdcIFVUCcrIvMG1LVC22otNcI4k0aOtJ7A6YC6VgV1MiDtyniq9aBOv7DRyEUSQyukRoS8eSuo8y6SWJSAOiySGNuDOgTUGzfGtzPpzQH1CSdYn/vx45s9ko4IqAGgRdHiAwAAdJdk5R4V1Oiqbdss4B05suuLJC5caO0vGhVQ12rx0dVFEmsF2unvs1p4eOGF1iLj7rvLt9UKqEePthAw2be6VmgbKs5jKqgla/ORp4I6GRoGe/bY2J2LG0+tx76trX3f/Nge1J1p8RFz7M4IgfOePfb91OqzLOVbJLHRPajD70/4XYmpoN63rzxfWeMfMqTcxztr3z597Gs3qp0JuoaAGgBaFBXUAACguyQrIKmg7jrvpS99SVq3rtkjaY5t26x1xIgRcQF1eGEkXE/6/e9te+aZ5dumTpVWrux4jhwTUCeD4bwBdZ5FEuvR4kOSnvc8Cy1vvLF8W1Z7hNBGIXnsavv37WvHr7R/bEDdmQrq2JYd4XKtquLk9xvbgzrPIokh0K71fXZFMnCOOXZnKqgbFdqOHm3bjRttGxNQS+XfrZjAPFRRx4w92UKkN1ZQFxkBNQC0qHDCTQU1AABotORbyyuFZ8jnySdtkbuf/KTZI+k+3kt/+pMFQ8kK6i1bat8vqwf1734nzZxZ7n8sWUC9f3/HFwB27cpXQR1akVTS1UUSawXa4Xcsuc5MtfBw1Chr2/HII+XbYgLqZAVyrR7UzlnVcqUK6krf76xZ0vLlXW/ZUe2xyVtBHcbZ6BYf3pfH1MgWHzHHHjTIXoyJ2b/RPajHjLFt3oA6LKRKQN17EFADQItKtvhgkUQAANBIyRYf6epL5Pe3v9m2Nz2O//u/0qmnWijflRYfyeBz3z7pllukc89tf5+pU22bbvORp8XHgQO2fz0WSexMD+rkWLKOP3hwx8dFqh7AhT6/yWNL1ceT/p2vtVjf7Nn23GTx4o77Vxp/pXnNs+hh1v7p8ce2+Mi7SKIk7diRfezOSLb4iDn2pEnS6tXF6EE9fLi943fDBrse04NaKr9wFTOesNAkAXVrI6AGgBZFiw8AANBdkgETFdRdFwLq3vI4Ll0qvfOddnnhwo4Bda1ii1oB9Z13WhVznoA6BGBp6YB6507bNrIHdVZAna5CrhUg5wmo87T4kKpXUFcaz6RJtl2/Pm7/SoFzrTA+zF/Yf/9+ezGh2iKJ4WvkCaiTPcBjK6ilckV9I1p8hAA55thTptjPfky4nm7xUe/Q1jmr8o+toA6/u089ZdtGVVDTg7p4CKgBoEURUAMAgO6SbvHRmyp/JQvAli+v3/FCQJ1eCK+netvbLIQeNkxatqx9QH3wYPtWGUkHD1qgVW2RxN/9zs6Fzzqr/f1CReWqVe1vz1NBHcY0bFjl/UNAHcL1zvSgzqq4jg2o07+TnQ2oYyuoa7X4qNaCo9r+1RZJrDWW5PFj+j6ne0pLcT2ovY/rQZ0OqOsdfI4da+1qYiuop061CuRNm/K1+Ij5XjtjzJj4gHrOHNs++qhtafHRexBQA0CLogc1AADoLukWH72l8jf4wQ8sOMlqRxFr4ULb9obHcfdu6be/lf7pn6R586yaOhlQS9Uf1/QLI1L7x+z3v5dOOKF8nCBUPYcqaKncIzi2gjr0wK1VQb1/f3k8tSqo+/SxStKuVFBnhbZ5W3zE9qCutH+tFh+VAuqYCurOLpIYE1CnK6jb2mxOqgkB9f791cedFD7fqIB65kz7eVy9Or6CWpKWLIkfe6NafEi2UGJsi4/p0+357ZIldr3WPAUE1D0DATUAtCh6UAMAgO6SbvHR2yqoFy60x2DNmvocrze1+HjgAQuDTjlFOvTQ7IB6zx7p6KPtRYHkz12lhQaffFI69tiOX7NS24h9++ycuVoriHRAvXq1bUPLirRQWR3afNQKqJ1r39dYqm+Lj2ZVUOcJqPv2tWC40tilzi+S2JmAOia0DT2fw/VawuPcqB7UM2fa9vHH444dAtuYiuvws9nIthd5Kqj79pVmzLDf1f79bXxZCKh7BgJqAGhRtPgAAADdJVnJ2hsrqNets20IWbpi+/Zy64ne8DjeeadtTzzRAuolSywgqhZQ//KX0kMPSQ8+2PGFEal827Zt1sLgkEM6fs2+fe0cudLCftWCzHRAHeYotAtJCwF1qJrN6g+c7GscxlPPgLoZPajztPjIatnR1QrqWj2ok49PnoUDQwV+VpDZ6B7UIaBevTq+xUcQs/+gQfa9NrKCOvztjAnNZ8+2bWyATA/qnoGAGgBaFAE1AADoLslKwt64SOLatbatR0Ad2ntIvaMH9Z13Wog8ebIF1OFnp1pA/d3v2nbnzvahclubBc/htmXLbFspoJY6hrB5A+qsCurQ+iOmglqy353YFh+VqsWzQtt6BNSxFdS1KovTPaLD8bPC+LwV1GH/sI2toI6pnA3HCnMb2yYjdv+8ZszoOLZaQmAbO5ZDDy2/q6MRVcVjxliLD+/tXSgTJtTeP/Shjh3L+PH2nDhm/8GDbZ6ooC4eAmoAaFHJFh8E1AAAoJGS4V46rOoNQgX1pk1dP1YyoO4NQf+dd0onnWSXDz20fHulgPqZZ6Rf/cou79rVMVROViGHgDp5zKQ8oapUuYJ68GBp+PDK+1dq8VErDMwTUDe6xUdXe1CH76Nv38r7Sh0rqLMqotP9tqvtH1qF5F0kMW+LDym+p/To0bYNL2rUO6AeMqQc6sYce/BgadSo+P3nzbN3LcTun9fo0fZYrl9v22nTau8fAurYsfTpYy8kxYT3hx1mf4N37SKgLhoCagBoUVRQAwCALPVapyK9WF1vCFaT6tniI1QqTp7cuo/jT38qfec75evVfs5Wr7ae09UC6hD+btli2x/+0Bam69+/ckCd7OO8dKltYyuoa7WlkCoH1JMnV++Bm6cHdXrsYTzV9s8bUNergjrP/gMGVH5sqvWgzlNBXeuxca79eGJ7UHemxUdsQB1aajz1VPZYOiu0+Yg9dqiijglh581rXLgulQP8Bx+0bWxAnSdA/tKXpHe/O3u/Zz3LfgYWLSKgLhoCagBoUSGUDpULLJQIAACSbr1VGjfOnoh3VaUWH73p3CMmoP7wh6Wbb84+1t/+ZgHNyJHNb/Fx8KD0859LBw7E32fPHulNb7Iw6OBB6U9/su/ltts67nvXXbatFlCH6tnwOPz+99Z/9rDDOrb4CNtki4++faWJEyuPs6stPkJAXU0yoD540IL1PD2oW2mRxEGD4ltw9OtnBTSxFdRtbXaf2OOH8aQrqGv1oM67SGLeFh8hcA0BdSNC3lmz8h07T1/muXPLlxu1SKLU2ID6kkusz32Wo4+2bXghDMVBQA0ALSo8KezTp/11AAAASbrpJuv7+fGPd/1Y6RYfUvPD1e6yd2+5BUW1Fh/eS5/8pPSud2Wfkz31lIWwRahE/8tfLNhJVkNn+fGP7a36GzZIjz4qXX+9tHWr9PKXlxcWDP76VztXPeYYuz5yZLlqetiwjr2Wd+60MCsEkLUC6qVLLegK58Jp3RVQb9+eXZ0ttW/x4X2+RRKz9h840MYdClhiAuo8LT7S+2eFvJVagtTaP10BnrXgZHJuY3pQpxdJzAo+0z2ls/YP7wZYvLj9/espVFDHHjtUdce2+AgaUVUcKqgfeMC2WQH1IYfYOBoxlnnzyselgrpYCKgBoEUlW3wkrwMAAEjlMOC73y1X9nVWusWH1Lp9qFesaB+eZQnV01L1CuodO6wK+eGHpTvuqH287dulESO6J6D+xCekf/mX6p/fsMG23/xm/DG/8pVyP9w//lH63e+kI4+07+vyy9vvu2VL+0ppqVxFnQyow89XCCYHD46roK7W3iPsmyegds7Oq/fts0A4K6BOLpIY02YiGVAfOGBfIzag3r+/fIyY/fftK38/lYSK6PBiSlaLj3QFdVaAnA6os9qfVJqrvBXUeRZJrHcFtWSha/j70MiAOm+Lj5ixHHZY+XKjK6hrvesh6NvXFoZsxFj69ZOOOKJ8GcVBQA0ALSrd4oOAGgAAJD3wgHTuufYk/BOf6NqxQgjUt2/lRc2q3edDH6rPwoL14r103HHSRz8af5+YgDr5PX75y7WPF8K6RgfUO3daVfcXv1gOotNCAPfnP0uPP559zPvus0UPP/hBC4evvVZ67DHpda+TXvGK8lv4g927O7ZemD7dtsOGWXuHvn3LAWkIJmtVUId9ly6tvkCi1LEqNybI7NfPAsytW+3xi23xkbUAY/hcMoivtX86cM7aP/07uW9f7fAt/S6IvXttLmpVo6cD56JUUOcNqBvRg1oqVyxnjaWzGllBPXRouaq5kT2oH3/cfqeq/ZwlHXusNH58/ccildt8EFAXCwE1ALQoelADAIBq1q61Ra8uuEC68MLsqt4sIVR1rnJ/3Epuv92C8e9/P9/X+sAHpIsv7tw4s2zfboHz738ff58QUA8dmh1Qz5wp/eQnVt1bze7d9hgmA8tG+PnP7fvdv98WNawkBNSSdPXV2ce85x7bvuhF0plnWlgt2QshQ4Z0rEyvVDmbrKCW2i8eGILJQYMqV1CHfffvl1aurF1BnbfFh1QOqEOrkloB9YABtn+eCup04By7SGLs/skq4ZiAOja0HTTIHvNQyZ23xUcjKqjzBNQDBpRboDQqoE62rWi1Cmqp3OajkQH1gQPZ7T2Cr3/d2gk1AgF1MUUH1M65Ps65+51zvyxdn+Gcu8s5t8g590PnXP/S7QNK1xeVPj+9QWMHgF4tBNJUUAMAgOD++y1EDO09Fiyw3qh5WlpUkqxoDOHWzp217/Pkk7a9/fb4r3PwoPTtb1vbiEac26xebdsHH7Qq2RghoJ43r3o1eOhR/aEPWejxpjfZY/6Wt3QMWbqrgvq737UwaPZs6Qc/qLxPCKjPP98e9x07ah8zhIJDhkhnnGGXJ060Fh/pUDLsn66gPuEEq4wcOdKupyuL+/e3Fh+1elCvWmU/H80MqCUL2bdti+tBnaz+rncFdaUWH7XCt0GDbBvmK6vtRaVAO0+Lj7wV1FmBdrKiO3aRxLBvZ3pQ562gbkTIO2mSvUgWXtjJUqSAetiw8nPW2IB6xIhya5B6e9azbMsiicWSp4L6nyUl3/TzaUlf8N7PlrRJUug2dbmkTaXbv1DaDwBQZ/SgBgAAaW96k3TRRdayQbJKsfTb8zsjWdEY3nadbH1RSTKgjn2n1wMPSGvWWBBWqwq5s9asse3Bg+XHKMvatbadNy+7gnrBAunTn5Z+8xtp/nzpa1+ziuqkPXtsThoZUK9ZI/32t9KrXy298pXSrbeWv4+kbdusKv7DH7Y2IF//urRkiXT22da6Iy0ElAMHWgW1JD3veXaMEDIm57pS0PjqV1sAHELCZHAb0+Jjzx5r7yFlt/joakA9aVL1faVyQJ23B3VRWnzkqaBO7p+3xUdM4Jynx3XeRRKT329nelDHVNomg9dGtPhoa7N3frz73XH7z5pl7XSSCyDWEvZrRFWxc+Uq6tiAupGooC6mqIDaOTdV0vMlfbN03Ul6rqTrS7tcI+mS0uWLS9dV+vzZpf0BAHVEQA0AAJL275ceesiC4yuvtPBu1KjKla15JQOmUFUaQrxqQkC9apWFnjF+/euO96+nEFBL2ZXd73qX9LGP2eM5cKBV627aVDlsDxXUI0dKb32rBbzLl1v1errSPDyWyZYP9Xb11XZu+JrXWG/ogwcrt/nYts1C1lNOkc45R/rMZ6SXvES65RbpZz/ruH8yiJ0xQ/r4x8uLMKZDzHA5XdmaXrwvHdzGLJIYXrxodAV1VkA9dKi1gcgbUGf1rO5sBXVXWnzE7B/+juRt8ZG1f7LFx/799vNaz0USk49nnhYfW7bYNm8FdagWrrcTTywvUJpl6FDp6aftBaQYxxxj27FjOze2LKEautbvbHcZN87+R77qVc0eCZJiK6j/S9L/kxTijzGSNnvvSx2ItEJS6Q0EmiJpuSSVPr+ltD8AoI5o8QEAAJIWLrQAJoR7CxbY7SHM6cp6FcmKxvDW8ZUra9/nb3+z1g9SfJuPG28sV8X+7W/5x5klBNQzZmSP6dprpa9+1e4zfrxVAB440L5vcxAqqEeNskrHG26wgH3+/I4BdehBnawcrqdt26TPf956jx9+uM3BmDHlti/pfUPLgI9+1ML4++6z2+6+u+P+u3fbuWefPhY0f/CD5bfLp0NMKbtyVmof1KcrqNOtM8JjFiqoa1VjVqrKDV+vmmRAPWxYdjuFdAV11iKJnW3ZUbQK6rwtPmIqqGP7bYf98y6SGMYfE1DPnGk/3/ffb9fz9KDu39/u22pOPtkWMTz++MYcv0gV1JL0nvfY32cUR2ZA7Zy7SNI67/1f6/mFnXNXOOfudc7du379+noeGgB6hXQFNYskAkDrcc6NdM5d75x7wjn3uHPuZOfcaOfcTc65haXtqNK+zjn336W1Xh5yzh3b7PGj8Q4eLFfxZXnwQdt+5jO2DRVxgwbZccICZ52RfEv/yJEW+NSqoN61y0LEF7/Y9o8JqDdutEX3XvtaqzzOqqB+5hnp5ptjvwOzZo0FrJdcYgFstQrmZ56R1q+3thi33mpViyFgqdTmY9MmC6VGjLDrgwdbyBVeLAhCdWgje1B/5Ss2xo9+tHzbYYdVDvyTAfWpp1r7gC99yRapvOuujueXoT1JJbEV1GnVKqj37CmHnOlFElessBcDhgypftyuVFCvXp3df1rqeg/qavv37Ws/T8ngXoqvoM6qiO5sD+pk1XKjKqhjwv68FdTpgDqrtcPIkRZePvpo9liCUEHdiPYe3SW2HUhnFC2gRvHEVFA/R9ILnXNLJP1A1trji5JGOufCGxemSgqvn6+UNE2SSp8fIWlD+qDe+6u898d7748fN25cl74JAOiNaPEBAD3CFyX9xns/T9LRsjVf3i/pZu/9HEk3l65L0gWS5pQ+rpD0te4fLrrbhz9sYcmUKdL3v1973wcftGDrH//RKnjf/na7PR1GJW3a1D7EqyZZAemcjadWQL1okYWb8+ZJz3mOdMcd2V/j1lvtfOaCC6S5c7MD6s98Rjr3XGuxEGvNGgubTz/dvqd77qm83+OJ1ZdWrixXUEuVA+rNmy1Ub0s9w04H1MkF3fIG1GGBx1r27LG3rp9/vi1GGMyZYxX2aVu3tq8S/tznpLe9ze67Zk3HKvlQ/V1JpZ+zmArqdHAbKqilcuuUdIuP1avLlfzVdLXFR0xAPXy4PYb17kHtXPufj+6ooI4JtPNUXKcD6kZVUCer+qtJVqTH9KCWrO1NELP/sGH2AhUL71UWWnwQUKOazIDae/8B7/1U7/10Sa+UdIv3/lJJt0p6aWm3yyT9vHT5htJ1lT5/i/fU9QFAvdHiAwBam3NuhKTTJV0tSd77vd77zWq/pkt6rZfveHOnrGAko0MqWt2DD1of3IMHpeuuq73vQw9ZS4f+/aUXvKAcqFZqvSDZucSzny29973Z40gHUpMn127xEcLluXOl006TnnjCKpJrefBBC3iPOSYuoL73Xntc8rQCWbPGHs/TT7cQ8JZbKu8XAurQjzUroN60ySp606oF1KEHdWyLj7vussf8O9+pvd/69bbY4Yte1P72ww6zquMdO9rfnqygTgrhdjrAr1VBXennLLaCOt3iY/Bgux4C6vCzF0LbmAC5MwF1//4WYK5YERdQjxxp73Cod0AdjhVbcV2PHtR5Kqg70+KjnhXU6RYfWS+C5G3xIbUPqGMX05s6lYC6mmnT7G9ko3pco/XF9qCu5H2S3u2cWyTrMX116farJY0p3f5ulSs+AAB1RAU1ALS8GZLWS/pf59z9zrlvOueGSJrgvQ+1kmskhSWR/r7WS0lyHRj0UMuWWYh82mntq3orefBB6eijO95erYJ6yRLpqaek3/42exzpEGjyZAsJvbfF9dLheQiXDzvMxi5lV1E/8ohV+g4caAH18uUdA9XAe+uVLFn4HWv1amniRAubjzmmeouQxx+3kPTVr7br48eXA+jQbzqpMwF1ngrqP//Ztm9/e3mBwEqSFdpJhx1m20WL2t9eLaA++mgL5dJ9qGMqqNOhcEwP6r17bU5D8JmsoG5rKxdkhNA2JqAeMMBaqoTWNrEV1Lt3W0AdeqHXMnKkjbFRAXWjK6jzLHoodU8FdcxjmW7xEVOlH/btTEAdGzpPm0ZAXc1732sveLVif250j1wBtff+D977i0qXF3vvT/Dez/bev8x7v6d0++7S9dmlzy9uxMABoLcLgXQ4Yee9KgDQcvpKOlbS17z3x0jaoVRxR+mdiLn+wrPWS8+ybJl0yCFWGf3009XbcWzYYBXNYcG6pGoB9Z/+ZNuFC8uLB1aTDoFCi4+VKy3kveuu9vv/7W+2z9Ch0nHH2X2z+lA/8kh5UcW5c8tjq+Tpp8u9ufME1GvWWEAtSWefLf3lLx0XMZQsoJ47VzrvPLse0+Jj5MiOtw8e3LGiWCoH1LG9wR94wI5/8KD0pjdV3y8cv1pAna42rxZQDxxoP0vpgDqmB3XeCuoQOofHIdniY9Om9j93/fvb8WN6RKdD27CtFdz262e/cwcO2O9dlhEj7OcntJmJXSQxpko4T0CdXlQxK6BOB86N7kGdp4I6tsXHvn02T52poI6piJ49WwrdaGND51e8wj7Q0bBh0qxZzR4FiqwrFdQAgCaixQcAtLwVklZ470O0d70ssF4bWneUtutKn//7Wi8lyXVg/o61XnqOrVsthJ02zQLqWu0swgKJtSqo0+F2qMqVsqub00Hj5MkWzN12m11Ph7xPPlkOmQcMkE48sfbX2LXLqrnnz7fr1QLVIFRP9+0bH1AfOCCtW1cOqJ/7XAu5Ko3r8celI46QzjzTqqjPO69cIV2vFh/pULGWBx6QTj5Zev3ry495JdWqT2fPtm068K8WUEvW5uOee9qfY9aqoE63jQjjiamg3rOn/diTLT6S9x8wwKrqDxyID6jTrSBqVXD26yctLpXYxVZQS/ZzFcZXTQjiQ6W4VP+AuistPvL2oM6qcA7V697beGJ7SscukhjGE/MiSPL7je1B7Vy5ijo2oH7d66RPfzpuXwDtEVADQIuixQcAtDbv/RpJy51zpRhPZ0t6TO3XdEmv9fJaZ06StCXRCgQ90PJSQ5dQQS1Vb/MRbg8VyEnVKqj//GfpjDPs81nVzZVafEjSr39d+dhLl0ozZpSvn3aahcrVFjR84gk7lwnjnzOn/feVdt99Fk6fdVZ8QP3MM/Y1QkB92mkWyqXbfGzfblW0hx9uwdZ3v2vB+aBB9tGZCupwnpZswRFCr6w+1Hv2SI89Ji1YYGFyrUA7WaGdNGSIVbTHVlBLVu24bVv7OWtEBXVofZEMYatVUFf6GaymUgV1VlgeFkmU4iqow5yvXdtxfGlhvvfvj6sS7u5FEvP2oI4JkHftigvjO7NIYhh/o1p8SNJLXmJ/k2J7UAPoPAJqAGhR4YlOWC2egBoAWtLbJV3rnHtI0gJJn5D0KUnPc84tlHRO6bok3ShpsaRFkr4h6S3dPlp0q9Br+JBDrKK4rc2Cykq2bbNtpSreSovXbd0qPfywVQhnVTdLlVt8SOX+1ekK6q1brf1BcNppVvV6552Vj//II7YNAfXgwdKxx0q/+13l/e+7z/Y9+mgLXQ8cqD1+qdzGJATUQ4ZIJ53UMaAOgXd4USBp1Kh8PajTlaedqaB+9FELNRcssPv8//bOO06K+v7/r8/d0XsHKYIIIh2liQUFRDEaCXaxJRqM3cSoSUwzidEYv/YKlliIHY2a2EUsIIpKVZDehKODcMAd3Of3x3s/v5mdm/LZvd3b2bvX8/G4x+zOfnb2s/OemZ17zWten/37g79vUAY1INuQW6AuK5P2QQJ1gwYydeeA22RQe6MdbMTD0tJk52yYg9qQroM6DLcQmS2B2ivGB+EWqKNcxak6qL21inIV+23HmRSozXfVOnUHdSoRH8Z9bytQn3++HCcLqJwRknW4mxFCSJ5SXi63ntFBTQgh+YvWenYijqOv1nqs1nqr1nqz1nqk1rqb1nqU1npLoq3WWl+hte6qte6jtZ6V6/6T7OIWqOvVE0dykKM4yDkL+AuHn38u5w5HHini8ezZIioH4RfxAQAm5twtUO/fL88bN3bmHXGEiDxBTu0FC0RQM1EUADBunLi8v/8+ua0ZIPGww4AePUSgWrkyuO8Gr0ANSD62GdDRYNaxn0DdvHlFB3VpqXzfoIgPwFk/6QjUs2fLdMAA5z1BruuwAea8ArW5qJGqQB3kiPYKwibiwcZBbZytpu82Dup27cKXm6pLGHBE3ebNJT89iqoSqKvCQZ3qoIpRER+mvc2gh2b57nVj094s31agNncD0BFNSPygQE0IIXmK1vKPnrmiz0ESCSGE1BROPBG48cZc9yL7rF4tF6KNEHfoocEC9d69Irr4Of38MqinT5cL3UOGiEBdXu4Mmhi0/DD3qlugNiKQW/hs3BgYOBB45RX/c5b580VsdgtH48bJ9NVXk9uuXSvCuBGoAbuYDz+BunFjEWDdfVq+XKZ+A3r5CdTbtsk0KOIDcNaPd5BEwE6gbtBA+mMEyqD3BA2SCEhsyubNTv/TEajDxEDvhRAbYRLwj/hwrzfvIIkGdx39qIyD2iZ/GqiYQR0lOJt+pCtQB/XfLMfWQV2rluz/tuK9+xhiMqUz7aA2y7dxULtrazsQJ+Bs87YOakJI1UGBmhBC8hTjoDYDvdBBTQghpCagtQipQVERcWfDBmDyZLu2q1ZJlIa5W+rQQ8UBu29fxbZhIo2fg3rVKhG+GzcWF3Xt2sB77wX3xSvu1a/viHMFBRXjQ4CKwudll8nt8n6xHfPnV8zPPvRQEaCnTEmevy6RvH7ggXYC9bZtwP33OwMEtmnjvNawoWxTboG9pETWh5+I1bhxRae5ifxI1UFtm0E9e7ZEmRQUVM5BbTLBjTM/0w7qIIHaRjz0RnyYZZnXvY9btYoWGSsjUNvEewDJArVSzuDlfrjrbSPCpuKgLihwnOhAtECtVPLAhFECtRG0bQXndB3UXie97fJtHdTbt0f3nRCSGyhQE0JInlJenuygpkBNCCGkJrB1qzOIXT4yaRJw3nnA0qXRbVetShbKDj1UxBvj8HWTqkC9a5cjQNavLy7qoLznoOUbF3Xv3skCrxE+3REfAHDuufKeO+6ouOyVKx2x2c24ccCHH4rz12C+R716QIsWQMuWwc5yAHjrLeCqq4BbbhFB2h3dYB67BwLcvTtZIHXTsGGyYAukJ1DXrZtaBnWfPvI4ykEdJgYaIdp810w7qL2CcFjsjBuvg7pOHWe9ed9vHkflT/v1J9sCdZ06jnHED7+Ij6hIEFuB2izL1kENyDZum0GtlLTfsyc1AdndPlUHdSYHSWzQQP5WrIjuCyEkN1CgJoSQPMUb8UGBmhBCSD6jtQxY9+ij4e1M1vCaNXYD48UNI0xPnx7d1itQGwHXnSNssBEO3QJ1SUmyCDh6tLiYjTvZjdb+mbPt24voEyRQe4XP2rWBa64Rp7bJVQYcAdQvIuPYY6XO8+Y584wIZ0Swo44CXnzRifDwYpbfrFlFEdxPoN6zJ1igbtAguS2QWsRHOhnUO3c6y45yUIdFfHgF5yCne1B7s/ygCyFGoE3VQe3NoLZxUGdboLaN+GjYUM7F9++3E+KB7GRQA/J9bR3Upr1tBrW7fbYd1KkMkmjroFZKIm7MYKzMoCYkflCgJoSQPMVEfDCDmhBCSHWgtBSYORO4/vqKGb9ujEC9b1+wIBlnjPs5SqAuLxcR3i1Qd+wo07VrK7avjIMaEIEaAN59t+L7gxyTZ50lzuSGDZMF6jDh86yzZPr558480y+//jdp4vTX4BVh//EPWcb111d8v3v5X39d0SWeqoO6QYPMOKjdAnVYxEd5ubxuvmuUqB0mBnq/a6Yd1CY2wqzvVB3U7r5nQqB2u3Kj+m5I1UGtlHPxIMqV63a/m5qHCaV+ArVt+3QE6qj+G8d1qgKyrbgO2Du0U82gBpIHCaWDmpD4QYGaEELyFEZ8EEIIqU4YUWvbNuDWW4PbGYEayM+Yj2XLZBo2ICEAFBeLyGREaUCyk5VKXaD2OkmBig7qvn2B1q39Yz6CXLkXXyy1ql8/WfwOivhwz3O3d0d2ePETSb2CdvfuwA03AM88A5x5JvDQQ8nLMO2bN68oIhtx1vTZtA9al34CdbqDJEbFdbhfM/2xHSTRT9zzrstMZ1CbfroFYXffg6hTR85jTZ1q15YsZyOw+g2SGBcHNVDR3R6E+4JEaal8R79BTd3tzTrcu9eufboRHzYCtddBnUpGdFT7ygySaFNXQBzUZWXRyyaE5AYK1IQQkqeYiA8OkkgIIaQ6YAS8Jk2A++4Ldkfns0BdViau6Pr15VZzM2CXH+a7uZ2ctWqJSP399xXbh4k0ZnC9MAd1QQFw/PH+Duoogal+fbuID8ARrtztvZEdbkwfvREc3va//S1w4YXAxx8Dl18umcA2y08ng3rfvmTXc2Ud1GECtVdwth0k0SbiI1WBWmtZfpjg7BY9w+JG3Bix0PTHPDc1iHMGNeC4/FOJ+Ni7N1ok9TqobQTkdB3UURnUpn2qjuhU22drkERALmQZKFATEj8oUBNCSJ7ijfigQE0IISSfMaLW+PEiOMyc6d9u5UpHnFq9umr6lilWrZLf67FjRewL+o6AOKgBoG3b5PkHHJC6gxpIFg6Big5qQPKZN2xwXIaGKIG6Xj0Rbc37wiI+vDnFQHjER5CL19u+fn3gX/8Cbr89uQ9m+UVF8uclnQxqb/utW6W93/ox69gvl9lGoE7VQb13r6xfm++aqkBdVibbbVT0gtdBbSvcmv6Y9mbdud9v6pItgbp1axl4s3Xr6OUbbB3U3gxqG8e1W6C2aZ+Kg9rUav9++bNxXNs6nOPooHYL1MygJiR+UKAmhJA8hREfhBBCqhPGYTpwoEzNYFZeVq6UOIrGjfPPQW3iPc45R36/w3KozfowoqKhfXt/B7VN9IJXoHY7qIGKbl/3ss0y/PC+LyziQ6mKjmsbB3VYxIebIEd0UN/TyaD29mfbNv94DyDcQe0WLIPwrvsoUdtsB+YOO7++uB3UtWoFi3u1asmfaW8T2ZGOg9p8vqlBmIN6yBDgrruAE04IX6b7c905y1FC5jXXAHPnhkdpeElXoI6Lg9o29iIVB3W6GdTewTJtlr9nDx3UhFQHKFATQkie4hWoOUgiIYSQfMaIWq1bA507BwvUK1ZIPmynTvknUJsBEvv2Bfr3B+6+G7jiCnFSe3/HjSjodTkHOaijXITG/ehevnfZQQK1TcQH4NQwSvj0urnDMqjr1ROx1c9BnYqgHRbZAdgL2n7L/+EHfzHe3Ue3QG2yhFOJ+PAK1GERH2FRL/XrJwvUQe5pgztz22bQQ3dts+GgLioCrr3WTpB0i55maiPC2riz3dgOkuiut61AXVbmDJRp037PHjmW2DqibQVk0z6dDGqb9l4Hde3a/hdZDKa2JSWyjmwGSWzeXP4ACtSExBEK1IQQkqeYDGo6qAkhhFQHjIBXvz7QqxewYEHFNrt2AZs3i0DdsWN+CtS1aokL+skngTFjgMcfB4YOBfr1SxY9zWOvy/mAA4BNmyqKmulEfHiXbZ6nK1Cb9+3YES58eh3UYY5opSoOTGja+/Un1cgO0947SGJUe1sB3C2kmb5486RTEahtIj7ChMAGDZIjPlIRqG0c1O6Ij2xkUKeCWU4qER/pkE0HdSrtjYPaOKJTdVDbtHdHdthmUKfSfu9e+wsJgBPlY1tX46KmQE1I/KBATQgheYrJoOYgiYQQQqoDbhdt797AwoUVs5DNAIlxcVCPHi0uaFuWL5d+FxbKd3z2WRkM8rrrgHnzkgeANIKmV0Ru316m3kEkUxGoy8rkL8hB7RZfzbKBcEe0u89hjmLT3jbiA6goUIfFWKQa2VGnjrhyK5NBHbb8goLk7+sWSaPc0Ka9u23Ue6K2A/e6jIuD2rzuFaj9HNSpoFTFTOx8FKhTcVynI1Cn66AOa+8emDVVB7VNFItS0sYMNJuqQM0MakLiBwVqQgjJU5hBTQghpDrhdlD37i0iy+LFyW28AvXmzRXdvlXF/v3Au+8Cv/yluKBtWLYMOOig5HlNmgAjRshjt4t31y5HhHFj4ge8MR9R4ps7g9q9rt1ERXykkkEd5aC2HSQRSHb9AuEibKqRHUrJeyoT8VFSEixQA8mO8b177d3QQOYd1A0bpi9QZyuD2nwnUwPT/8o6qM1nx1GgtnEJpypQp+OITkWg9mZQR31fsy2kM+ihjcO5bl3Jf7fpi4EOakLiCwVqQgjJU7wRH8ygJoQQks94HdRAxZgPr0ANiIP5l7+s+gu1brHu5z8XB3QUy5cDXbpUnG9EQq9A3aBBRZewcVB7B0pMxUEdFB9SVREflXVQZ3LQQ/Me2/apRnwAFQXqykR8RL0nmxEfNg5qryAc1R7IXsSHuz9ax0ugtnEJu2ttK2in4qA2xwTbQRJTcVC7l28jaHsHSbSpU716QHFx8vujGDpU+t2mjV17QkjVQYGaEELyFBPxQQc1IYSQ6oART+vXB3r0kN8370CJq1dLPEa7dpJBDQA33SQi9TffVGl3/78Id8MNIgRNnBjefudOyY62Faj9MqKBYAe1jUBt+hzloE414sNvkMSwiI8gB3UqER+pDHoY1t68J1sRH0CyQO3OoDaDJWZykMRUIj6iLiR422fLQR0V8VEZt6sZOHDfPhGpsylQZyOyw93eRtCujIM6kxnUQGoOar9BEqMYPhyYOjX5/VGMHAls3UqBmpA4QoGaEELyFBPxwQxqQggh1QEj4NWrJ0LIwQdXFKiN8FlYCPTpA3TrBlx8sbw2fXrV9teIcO3bA+PGAc88kyy6ejGO5w4dKr5mREIz4BcgoqBXQAaAFi1EvPE6qKPcoTYO6nQjPvwyqFNxUEdFfLhjKYBwEbZePTk3so3sMMs37ffvF8EuSqDOhIMakMepZFBnOuIj7EICUDUZ1O6IDyPam2XZvD8MI8La9iUd4pJBne4giakIzm5B2zbiw8ZxnaoYDwAPPwx07WrXFzd+x1VCSO6hQE0IIXmKN+KDAjUhhJB8xuui7dWrYsRHSYkjLjRvDnz3HTBpEtC6NfDpp5nri01sltsdesklkoX6yivB7Y3IZxy+bsIiPrwoJS5qt0C9f7+IUrbO1iAHdVVFfHgd1Hv2yPcKErBSifhQyr99lIParPso12+mBeratTMb8WHjoE434sPGQe2O+DB1jRJK3REf7m2gsoMkuvtjK6qmQ1wE6lQd1GabNduDjQBeWursu6k6qMP6Y/Z/I5jb1KlpU+Dll+ViZa9e0e0JIfGGAjUhhOQpjPgghBBSnTACnhG/2rUDNm6s2MYrqioFDBuWOQf1pk3y2c8/H97OLRwee6wMfvjoo8Htg0RhILWID0AEanfEh61w6BWogxzU6UZ8uB3UYc5cPwe1cT77kUrEB5BaZAcg69+0j4obMf2sjEDtrpPJDQ4iaJDEINe1rYO6rEwuJDRvHtwWqLyDuk6d4Loa3AK1e9n54qBu0sRu2UVFMk1VoLZtn46DGnDu3LARnFNtbxzUtWtHbwem/7YRHwDQrx8wdy7Qs6dde0JIfKFATQgheYqJ+OAgiYQQQqoDXpHSLRoa/ARqADjySGDJEmDDhoqvaQ1cfjnw0Ud2/Zg9WwbeuvRSYM2a4HZu4bCgABg/Hpg2TfJN/QgTqOvWldgSr4M66Fb09u2THdQ24ps7g9oIjkEZ1KlGfLgzqMvLpW6pOKijIjjcrl+b9qkMeuhtHzVgo3Fop5tB7RfxkYpAbRzJlR0kccsWed6iRXBb0z7VDOp9++Qvys1tMP3duTN7Duo4RHwo5dTbxiWcjoNaa2dbS1Wgjmpv9mlznLWN+LB1RBsHuG3EByGkekGBmhBC8hRGfBBCCKlOeMXnRo0c52BQG8OwYTL1c1EvWQI89BAwebJdP777Tqa7d0t0R9AFYK+QecIJ8lv8wQf+7cMEaqXk+9pEfAAVHdQ2g9H5RXx4l+/NkjakEvGxa5ess1QyqKMczpV1UKciaEc5qL39MfEqUQK1e+DAdDKova7ryg6SuHmzPLcRqEtKZNu2cVCbz04lqqEqHdSVGXAxiEaNZD01axbdtnbt7GZQA862nGkH9UEHyXThQrv2Xgd1FO5aZaNOhJB4Q4GaEELyFBPxwUESCSGEVAe8LtSg2As/gfeww0TQ8BOoP/lEposW2fXju+9EbLr9duDtt4GpU/3beUXhwYMl1uKdd/zbhwnUQEWBOizio0ULEaHMrfy2ArVxtgY5qAsKpJ034iNKoK5VS95bUuJ8h7CIDyPYGvE/yoFsRFXTPkqErYyDOmrARnd/3O3Dlu8W5NPNoLZ9j03ER3m5c4HDRqAGkrOEo7Yz097WQW3EyLKy/HRQFxQAM2cCV14Z3TZdgdpGtDXtzT5om0FtK1AffLBMzdgAqWRQ26x3E/FBBzUhNRMK1IQQkqd4Iz4oUBNCCMln/BzUgJ1AXbeuZJHOnl3xtY8/lqlxRkexeDHQrZtEfLRuDdxxh4iRv/qV4xwEKorCtWoBI0aIqL1hg4hVxqUKOIJmkOjs56AOE7MBR1RNVTgME8vdcRSGPXvkfMNk6HpRynmf+Q5RDmqtnX7bCM5aO+s8FUe0+RwbgVprO8HZ5DibvkS1r2zER2Fh8roPe49NxAcArFolU1uBetcu+wxq0+9Uoh0MbtEzUw5qI/BWdllh9OoVPeAkUDkHdVTfK+ugjmp/4IGyHa5YIdOCCDUpVQe1ifigg5qQmgkFakIIyVOYQU0IsWbyZKBzZzlgdO5sn3VASBVSGQc1ILfXu9sajEC9bp0jxITx3XdA9+4i3lx1FfDmm8CoUcBddwGvv+6083Mtjx4NrFwp0wcecD7b9B0I7n/jxvYRHw0bytS0TyV6YffucLHcRDq4sRnszriibQRqd2a1mUY5qIHkwfoylSlt2pvsXpv27gzqdARq27gO03+vGF/ZiA8gPYHadjBOID0HNZCfgySmQjYjPlJ1UHszpaOWX1QkIrVNW0AGj9y6tWKsTRB0UBNSs6FATQgheQozqAkhVkyeDEyYIKqZ1jKdMIEiNYkdlXFQAxVzigFg/XrJoDYZ1VEu6tJSYPlyEagB4LLL5PM++6xiX/yiIEaPlumcOf59BzIT8eF1UNtGfJi2JSUiNvu1r1/fP+IjSjAyIqy5CBDloAacdWIzSCKQ7FqOclB7Hc5R7QFZn6lmUNsK1Hv3Sl51qg5qr6ANVD7iA8i+gzqVaAe32Ol+bPpmBiFMB7cr1zzPJabeNiJsugK1rYO6a1eZ2kZ2AE7Mh03bnj1lH1+4MHUHda7rRAipeihQE0JInsIMakKIFTfdBJSUYD56YScSSkNJicwnJEbYOKjDYi/8BGqTP33JJTKNyqFevlxExG7d5HmLFsCkScATT4jD2e3A9hOFu3YFjjkGOP98ee5ub8TYIKHULVAbITMq4sO0TzXiw6xHP0d0UMRHlBPW5CzbZlCbvpjlp+qgjhK0U3E4uwX/bGRQu7+v101qk0HtFeuCRG2tRci0dVDXquUI1lHtjYO6qEgiR4JwD5Jo66AOivg4/nhg2jQROtMlbg7q5s2BNWtSy5ROdZBEWwd1p07ynvnz5XkqArXNeuzXT6YLFti1b9hQ3Ny2kSCEkOpFpECtlKqrlPpcKTVHKbVAKXVzYn4XpdRMpdQSpdTzSqnaifl1Es+XJF7vnOXvQAghNRJmUBNCrFi1CvtRgMH4HA/hsqT5hMSJyjqo/YTVjz8W4fCMM+T30i1Qz54NbNqU3N44rI2DGgDOPRe46KKKDucg1/K0acDEifLYK1AHicJA8vJt8qqB1CI+vBnUqQj9qTiobTOogWQHtY1AbXKisxHxYZZvm0GdasQHIN83nQxqPwe1X8SHjQjrFqhbtAiPbXG3Nw5qmwsVQGoOam++tqGgQC74VAYjUJv1lWuB+qijZEDFffuiRVjz+p49FQeQ9CNVB3VBgVyM277drj2QmoO6d2/ZvsrL7dqPGiVi+aZNua8TIaTqsXFQ7wUwQmvdD0B/ACcqpYYC+AeAu7TWBwPYCuDiRPuLAWxNzL8r0Y4QQkiG8UZ8MIOaEOJLp07YhQbYjfrYguZJ8wmJE1EO6vJyEWpSEVaXLAF69BBBsXNnR4CeNAk4/HDgr39Nbu8nUBu8GdFhwmedOiL2uAXqsExpIFmgNsJtVAZ1OhEfRqAOWraf0J/piA8/B7VtxEdpqZzzREV2mJxfW8EZkPVpm0GdjoPa9D8TGdR+oraNQO2O+IiK9wAqOqijtgP3dmbroFbKETAz7Zw1ucY2F3GqgmOPFbEZSF1wtnVQ2wrUAHDIIc7jTEd81K/v3I1is97PPFOmtoI2IaR6ESlQayFxiEOtxJ8GMALAS4n5TwIYm3h8auI5Eq+PVCrquiwhhJBUMREfdFATQkK55RbsqtcKALAHif9e69cHbrklh50ipCIlJeECtRECowRq9wXbkhJHkDvkEHFQ33efxLCXl/s7qFu0kNvwvTRqFB3xYVDKP1M6qO/u5WvtiJ+ZjPhwRy+ERaUERXzYCNTuQRLDIj5SdVCbGrpzkG3bp5JB/cMP2cugBoBt22SaSsSHXwZ1kKhtc6HCCM6lpf7beVB7Wwe1eztLJUvYtMu0gGz6Y/bdXAvURx3lnLunOuhhpgdJBNIXqG3Xo4n5sFl2p07OeAG5rhMhpOqxyqBWShUqpWYD2ADgXQBLAWzTWu9LNFkDoH3icXsAqwEg8fp2ABWuzSqlJiilZimlZm3cuLFSX4IQQmoijPgghFgxfjx2/fVOAMAe1AMOPFDyB8aPz3HHCElm9+7wiI+oQQbr15ffQrdw53YtH3KIZKFeey1w6qlAr17JAjIALF7sOP68+EV8FBYmxxO48WZW2wjU+/c7AjIQr4iPVDKoCwrsM5nN1DaD2kaETSeyw9veJoNa69QE6q1bZZpqxIe3rkGidioOaiA+Dmoguw5qwImxyLXw2aQJMGCAPI76rkVFIjKbC2lRfa+sg9qmfZcuyY73KIxAbbvezzpLpnRQE1LzsBKotdb7tdb9AXQAMBhAj8p+sNZ6otZ6oNZ6YKtWrSq7OEIIqXGYiA8OkkgIiWLXqFMBAHsu+gWwYgXFaRJLvCJl7doimNgK1N6B9Mxjt0BdVibxHU8/DTRr5gg5htWrg9Nv/CI+wsS3dARqQD4j2xEfYXEjlY342L5dvkvYPbReB3UqER+pOKJtIzvSaW/E6VQE6i1bZFrZDOrKRHy4656qQJ2tDGqg6gTqOAifxx4rU5t106OH5OUD2XdQ27SvUwfo2NF+PfbtK1Pb9mecIZ9BiYiQmoeVQG3QWm8DMBXAEQCaKqWMX6ADgLWJx2sBdASAxOtNAGzORGcJIYQ4MOKDEGKL91Z0QuKG1v4Crl8uc7oC9ciRwBFHAFOmyHK9jmhABMqgaApvxMfu3dkTqKMiPurXl9//VCI+bB3UlYn4KCmRmJSDDopua/pipqk6qFON+Ahrb9a9cVAXFQU74739qWzER7oZ1JWN+ADSE6htXbx79qTnoM60w9lsC8XF2Vl+OgwfLlMb0bZ/f2DePLv2LVvKceGzz+S5jeBs8vaLipz/KaIYOBBo3z66HZC6g7pdOzmG/Oxndu0JIdWHyEOQUqqVUqpp4nE9AMcD+BYiVJ+eaHYhgP8kHr+WeI7E6x9ozaG7CCEk03gjPnikJYQE4XVZVgXr1wODBgEPPMALaCSasjLZTrwiXyoDBxoR0C2uugXqbt2A6dOBQw+tuGzDzp3JEQhBfQHSc1BHDZIIJAvUQe2Vkn6mG/ER5qD2y/K2ifgwGdRz5zquyai+lJRI7ffvtxOobSM4Uo3s8LYP64u7P6kK1Js3V+xLVAa133ZWmYiP2rUd8d1GoK5TR841TcRHqg5qW4Ha9DnTDudevWQ6a1by5+SSESPEKWzylsMYMADYlwhWjVo3rVrJ3SFmO7ARqJs2BVq3Tm29P/008Mwzdm07dpTtLOi46kenTvFwuhNCqpaQ68L/n3YAnlRKFUIE7Re01m8opb4B8JxS6m8AvgbwWKL9YwCeVkotAbAFwNlZ6DchhNR4TMQHHdSEkCiM2FWVAvVXX4kgMGsWMHUq8NJL0e8hNZcgd3SjRs4FlnQd1GEDDboF5/JyaR8kpJiID61FILYRqBcvTu5Lhw7B7VMRqL39t3HOup2tUQ5qk+VtxDzb7GHjEDauySDcDmrbvhuRNBWXsG0GdZ06kiduBkmMElVTdWh37CjT775zPs/92ekMkhgmUIf1XylZP9u32wnUpr2tg9qsB+OgTjXiI9MCcq9eIsjbupCrggYNgBdesGvbv7/z2Kbv554rTuqXX5YYIxsOOUQuLNkSdieIF6WAN98E2ra1fw8hpGYSKVBrrecCGOAzfxkkj9o7fw+AMzLSO0IIIYEYBzUzqAkhUeRCoDa3U48ZI/8ol5XZublIzSRI5KtMxEd5uSw3bKBBt0C9e7eIz2EO6rIyRzDcsydclMxEBnVY+4YNHfF+797wARuB1BzUpr9GLLSN+DBECdRuB7WNwOsVSaPap5opbRzppr2tg9rWod28uYiF8+fLc69AXV4uLvLCworvDRokMSziI6pWqQjUpr1xUDdvHt62qEi+x65d4vzN9SCJdeoAPXuKAFu7dng2ehxx70u262b0aPmzZcAAYO3a6HbpMmhQ9pZNCKk+pJRBTQghJD4wg5oQYku2BerFiyXb14jSALBhg0yPO06mZnAwQvwIc1DbCtRmvjdzPUyg3rnTibIwYq8Riv3aA8mu5TDxzSuAp5NBnYqD2tbZapNBDSQ70W0jPgxRER+1a8v5i62DGnBE0nQjPqJEZxOZkk7ER9260cLnwQcD33wjj70CNRDsos70IImAs35SFahtHdH16gFbt9r1xZCtiA/AcSHHId4jVZo3dwZuzZb7+29/kzudCCEkl1CgJoSQPIUZ1IQQW7ItUH/4oQzK9OabzrziYhE1DjxQnm/cmJ3PJtWDTDqoTbsokbdRI/ntNO2MQB3moAbsBerGjaUvJj822wJ1lMBbUCDvKS4Oz8P2y/K2ifgw7zvgAIkYCEMpqbWtgxpI30FtI2gDQJs2kp2fjkAd1R4QgdpsY+51aUTHVAVqPwe1TcQH4PQ/HQe1jSO6Qwdgzhy7vhiyFfEB5LdADWS//40aOSI4IYTkCgrUhBCSpzCDmhBiS7YF6hUrZPrhh8684mIZeMkIVZs2ZeezSfXAiKGZjPiwEagBZ/lRAnXjxjI1sR02ArVZvtbRgyS625eUiIgbJkh5Iz5shMDBg4EPPpDHtkI/kFrER5R72t1+9+7UBWobwdkdwbFnj6zLKPdpx47A6tWpZVDv3CnryUag7trVeexevnmvqaUXv9qaQRK95gTbiI9UHdQtWgDff2/voD7+eGDmTLu+GLIV8QFUH4E6DvnZhBCSLShQE0JInsKID0KILbkQqDdsEEdiq1bynA5qEoYRHTMZ8ZFpgTodBzUggnZpqWQMR2VKm+WbjOiw2IhUIz4A4OijgUWL5HGmIz6M0BqVP+1uX1KSWsSHO1M6rH3t2vLndjhHRXB06ACsWZNaBnWqDmqDu1a9e8v0yy8rvsc7WKX7/Vo77nyDbcSH6X9UnrRh8GBg9mzJrba5EDJ6tCOe2zqoTZ/poK7IkCEytR30kBBC8hEK1IQQkqdwkERCiC1VJVCvXOk8poOapEKUg9o4kIHMRnwA6QvUUU5bt0BtM+hhUZF8f7dAHUaqER+ACNQG24gPrf1F0qD3peKgTiXio2FD+4gP095EfNism44dgW3b5GJaVQrUhx8uYvr06RXfExTZYZy03piPVMT+Ro3sB64dNkwGCN22zU7kPfZYZ9lxcFA3ayZxU/kqUI8ZIxcwevXKdU8IISR7UKAmhJA8hREfhBBbsi1Qr1wJDBwoj6dNk6lxUBuBmg5qEkaYg3r/ftl2d+2S37wgASvIQR0kCldVxIetQG36ZNrbtE014mPIEBHCw/riFfptXbmHHSbC5MiR0f0ARNR1D5KYyYgP094I1DYCcocOMl22zD7iY8eOygvUdeuKSO0nUAcJzkEDK9rWqksX4JBDovtsGDYsub9RNGzovCfVDOpsxVgMHw60b5+dZWcbpWT/IoSQ6gwFakIIyVO8ER8cJJEQEkQ2Beq9eyWb9KSTJKf0ww9FUNy4URzUtWoBTZrQQU3CCXNQA04uc/36wVENRUVOrIN7mUFOYXekBpBexEeYMOnNlAbsRGdbB3XDhrJcI+DbCIENGjhCV5SD2qxH24H32rcHpk6VC1M2eB3UNoKz20FtIyKbSBAbAbljR5mWlka3r11bXLnFxfYCdevWzrblFZCHDQNmzQoWnFMVqKPWzS23JEcyRdGyJdC9u92yDaNHy9TWtZzNiA8AeOQR4D//yc6yCSGEVB4K1IQQkqeYiA86qAkhUbiFpkxfzFq9WpZ50EHAMccAH30EbNkixyQjVLVsSQc1CSfMQQ0kC9RhNGhQdREfUaKwae92UNvGdthGfJh+22ZQA07MR1QGdaoO6lQxDupUBkk037WwMDqewh3xkYqD2qYvANCuHbBunf3ylXJc1N7tZtgwWc9ffZU8P2jQQ+My3rMHeOihihcho2pVu3b09uXFOKJtt4Nx4+TY73aOR/XJPc00detGHz8IIYTkDgrUhBCSpzDigxBii3ews0xiMqc7d5aYj2XLgMWLZV7r1jJt1YoOahJOkEiZqkBdv372Bkl0xzoA2Yv4sP2uboHaNuIDAI4/XqZBTmdvxIet6JkqxkFt64hu314udG3dah8zYSI4bNq74x9sBOe2bYH16+0FagDo2lWmfg5qoGLMR1TEx8yZwOWXAy++KM/37hXxvrDQrj+pkGpkR48eUi/jvI7CCNP5mhNNCCGkclCgJoSQPMVEfHCQREJIFG6B2h3zMXUqsGpV5ZbtFqjN4GgffCBTOqiJLUECbjoO6soI1EoFi42FhbIsM2hjKgJ1VB62u0+mvU3Eh+m/bcQHAJxwAvDtt0Dv3v6vpxvxkSqpOqh79JD1PneunSDcpYtcLLMVkOvUcS6q2XzXVB3UANCtm2xjXhG2bVu5C+XTT5PnBwnURsw1x+8lS2SayoWKVDECdbZcyGadZMtBTQghJN5QoCaEkDzFG/HBDGpCSBBBAvXppwMTJlRu2StWiHDXvr0jUL/7rkzpoCa2BOUQZzPiwy+DumHD4Ixr058ffgDKyuR3N0wMdDuubR3UvXqJALtypX3EhxGoU3Ge9ugR/FqdOrIOsh3x4c2gthGoAWD2bDsRtn9/uTC2bJm9gGxyqG0jPlJ1UF99tbid/UTYoUPFEe0mKoN69WqZGoE61e0gFXr2BCZPBs48MzvLz3bEByGEkHhDgZoQkje8/jowZ06uexEfmEFNCLHFT6DWGti2DXjnHRFw0mXlShF1iopk2qQJMGOGvOZ1UPNCGgmipEREPq84XNmID6WCxcyCAscRDTgCdRjG4WwzsF9hoRMzYStQX3mlTLdssY/4+OGHzDpnlUoW+rMV8WEc1LYRH8Z9vHOnvUANAGvWZEegbttW+r9xo/3y27UDTjvN/7VBg2TA2e+/d+ZFRXz4OaizJVArBZx7rgyGmw0Y8UEIITUbCtSEkLzhiiuAf/4z172ID8ygJoTYsmsX0LSpPDaCR0mJHDe0BiZOTH/ZK1ZIvAcgAkbfvuIuLSwEmjWT+a1aAaWlTsYvIV6CXKiVifgw7W0c0YCdQN24seNYBqKF0saNUxsksVMn4Kyz7NqavpqBAzMZ7eAW+qvCQV1UJH9h1KvnHGtsBOF+/ZzHtuvGDJRo66AG5HhnK1CHMWiQTGfNcuZFDZLodlBrnd2Ij2xDBzUhhNRsKFATQvKGHTvE7UcEZlATQmzZtctxvRnBw4hyRUXA44+nP3iiW6AGnJiP1q2dC2gtW8qUOdQkCOOg9uIeCDCdiA+bmAxz4cTWQe0WqKOESSNo2zqoAeD662Vq0xcgvYiPKIx4DGQvg7p+fSeD2lbgNTEfNn1p3NgZlDBVB7XN8tu2dR5nQqAeMEAu7H3xhTMvykFtBOrt24HNm7Mb8ZFtmEFNCCE1GwrUhJC8QGv5x3HHjlz3JD4w4oMQYkN5uQhAQQL1GWeIcGwGNkyF3buBtWuDBWpDq1YyZQ41CWL3bn/x1p0TXVISLTh7Iz5sBOpUIz5ScVC7Bz00/Yuif3/gmWeAn/88etlA5iM+ACeaBMhuxAcg5gPbvqciUANOzIetgJyOgzqV5YdRv75kkLsF6qgMavcxdenS6uGgzleBnRBCSOWgQE0IyQv27gX27xeHCBG8ER/MdiWE+GFckEEC9Y9+JHdiuEURWxYskGNPnz7OPCNQm/xpgA5qEs2uXf4iX1GRzE8n4iMbArWJ7Eg34sNWPBw/HjjooPA2Xgd1JoXJQw91xv3IVsSH6f+iRak7qG3bpypQp5pBbciEQA0AAwfKsdic0wVtZ26XcffuMl2yJL8d1Iz4IISQmg0FakJIXmBuv6WD2sFEfNBBTQgJw4h1RiT2CtTt2okY5c49tcUIWO6s1969ZUoHNUmFLVuCB19r1UqiDLIV8ZFNB7VboK5f3/nNzgRmXWzZItNMCpNDh0p8z/r12Yv4GDtWhN0ZM7IT8QE4ArVt+0GDgMsvB449Nrpt06bOOs+UQD1okNRzxQp5HuRedz8fMkTOB5csye4gidmmVy+gS5fk3w5CCCE1BwrUhJC8wAjUdFA7MOKDEGKDEaiDHNSNGlV07dkyZ44Iel26OPMaNgQuu0zEJwMd1CSKjRudCxlehgwBpk+3E6hNxIfW8RSoM0lBgfTX7FeZFJCHDpXpzJnZc1C3bw9ce608TjXiI1UHte26r1sXeOCB4G3RjVKOizqTAjXg3NFi46Du1Emc34sXy7aQrxEfRx8NLFsWvQ8SQgipnlCgJoTkBW4HNaMsBBPxwUESCSFh2ArU69cD33+f2rLnzJF4D68r9MEHgdNOc543bgzUqkUHNQkmTKA+8khg1SqJ+rJxUJeXi6hqIwq7BeoffnBiJ4Jo3Fj2IXNHVy4FakD6a/arTAqTAwbIPvvZZ9nLoAaAG2+UY1PUhQRDq1ZA8+b27Tt0AB59FDjvvPT7GIbJoc6UQN2nj4jPRqCOyqAGJE7p4IOBl14CvvkGGDcuM30hhBBCqpKiXHeAEEJsMAL1/v12gyTVBLwRHxTuCSF+BAnURmAzAjUgMR/t29stV2sRqM85J7qtUuKipkDtj1KqEMAsAGu11icrpboAeA5ACwBfAjhfa12qlKoD4CkAhwPYDOAsrfWKHHU7Y5SVAVu3BgvUw4Y5j20EakDOFVJxUJvBmG0c1IC9a7ltW7n7a/Hi7AjUDRsCH34ojzMpINerJ+7jzz6THHAgO/1v0gR44w37cxilgBdecLKibbj44vT6ZkOmHdS1a0tkktdBHRbx0bq1CNQffAAcfzwwYUJm+kIIIYRUJXRQE0LyAiNQA8yhNpiIDzqoCSFh2Dio+/UDCgtTy6FetUqEN3f+dBitWwPFxfbLr2FcA+Bb1/N/ALhLa30wgK0AjMR2MYCtifl3JdrlPZs3y9REwXjp398RAG0iPgDZ7m0F6pIS+du/P1qgbtJEpuvWyTRKmDzjDBFfP/00OwLvpZcChx0GnHgicMwxmV32kCES8XHXXcDJJwPNmmV2+YahQ4EjjrBvP3KkMzBgrsm0gxqQmI8vv5Tzuj175Nhc5LGVuSM+2rSRuwzatQMee8w5LySEEELyCQrUhJC8wC1QM4daMBEfgEwpUBNC/IgSqBs2FOGsVy/HtWfD3LkytRWo27ShQO2HUqoDgB8BeDTxXAEYAeClRJMnAYxNPD418RyJ10cm2uc1xo0c5KCuVQsYPFge2zqoUxGoAYm4AaIF6oMOkum8eTKNclB36+YMuJeNu7+uu06cs2++KZ+VSYYOBXbvFuH+3nszu+zqQqYd1IAI1Dt3AosWyfHabxvzOqgvuABYsyY1ZzkhhBASJyhQE0LyAiOkAHRQG0zEByBTCtSEED/CBOoGDZwLXQMHioPa9lb7OXNk2qePXfu2bSlQB3A3gBsAmKN4CwDbtNb7Es/XADDBK+0BrAaAxOvbE+3zmiiBGnBiPrIR8QE4jugogfrQQ2X69dcytcl9NhET2XBQZ5OjjhL37u9/nzwQKnHIloMakAuGe/f6b2NuR3WbNjL1jgVACCGE5BP8GSOE5AV0UFfERHwAdFATQoIxAnXz5jJ1C9TuAeF695aoBRO3EMWcOUDXrtGCnsE4qJmX76CUOhnABq31lxle7gSl1Cyl1KyNRv2NMSabPEygPvJImTZuHL4sIwJv2ybZ1pkWqFu1kos9ixfLcxuB+rTTgKZNo/seNw48EFi2DPjd73Ldk/gyciQwZkxm3es9esh2+8UXwQ5qpcRFXViYvegVQgghpCrhIImEkLyAGdQV8QrUFH0IIX4YgbphQxE0ggRqk+n63XfBWcBu5syxj/cAxEG9d69cZGza1P591ZwjAfxYKXUSgLoAGgO4B0BTpVRRwiXdAcDaRPu1ADoCWKOUKgLQBDJYYhJa64kAJgLAwIEDY//rYOOgHjMGePZZJy4jCCNIm2VmWqAGxEX9ySfy2EagrlcP+N//8lNI7NQp1z2INwcdJLXNJIWFkiv+wQdyvAwauLZOHbnwSOc0IYSQ6gB/zggheQEd1BVhBjUhxAZz/GzQQMQ0G4E6il27gCVLUhOozW3ojPlw0Fr/VmvdQWvdGcDZAD7QWo8HMBXA6YlmFwL4T+Lxa4nnSLz+gdb5f3nSiMktQsJKCgqAs8+uOFicF69AHRWrYfaBtYlLADYCdc+ezmN3FnAYRxwhzlhCbBg0CPjmG7mj5eGH/dvUri3504QQQkh1gAI1ISQvoIO6Iu4MagrUhJAgdu0SR17t2uECdZcuIv4tWhS9zHnz5CJZOgK1GYyOhHIjgF8ppZZAMqYfS8x/DECLxPxfAfhNjvqXFrt2Ae+9B6xalXzXz8aN4gSNEp9tMIK0rYO6Vy/ZP/77X3lu66AGRJzO/yEqSRw56iiZPvQQMGCAf5s6dZzjKiGEEJLvMOKDEJIX7Nwpt/5u3EgHtcEd8cFBEgkhQZiB4pSqKFB36OC0KyqSTGkbB/XcuTJNNeIDoIM6CK31hwA+TDxeBmCwT5s9AM6o0o5lkNtvB/7yF3l8ySXApEnyeOPG8HiPVDCCtNnOogTqFi2A4cMlTgFITaDO5MB4hLg59VS5WGjubPGjQwdnWySEEELyHQrUhJC8YOdOoEkToKSEArXBG/GR/zd5E0JsKCuT46BNTjTgCNRAuIMaEDHERqCeM0cGfDvwQPt+M+KDvP66uEEbNQLefdeZv3Gj/fYcRcuW8vfGG/I8SqAGgHHj0hOobfKnCUmHgoJwcRoA3n8/M3cdEEIIIXEgMuJDKdVRKTVVKfWNUmqBUuqaxPzmSql3lVKLE9NmiflKKXWvUmqJUmquUuqwbH8JQkj1Z+dO+aexSRNGfBgY8UFIzeT66yWWYP9+u/apCtSLF0cfT+bMAfr2TS3eoEULiVJgxEfNZN064OuvgTPOAE44AVi50vk937Qpcw7qWrXEnW0ypW0E6rFjncc2AnXHjk6mOyG5okED+wx0QgghJO7YZFDvA3Cd1rongKEArlBK9YRk3r2vte4G4H04GXhjAHRL/E0A8FDGe11dmTwZ6NxZlKbOneU5ITWM994DHnus4nwjUDduTAe1wR3xQYGakJrBDz/IMXLDBuDbb+3es3GjI0RHCdSHHALs3QusXh28vPJyifhIJd4DkONU69Z0UNdU3npLpiedBPTpI4/nz5dpJiM+AOAXv3B+H20E6vbtgaFD5XHUoIqAXJg59FAK1IQQQgghmSJSoNZar9Naf5V4/AOAbwG0B3AqgCcTzZ4EMDbx+FQAT2nhMwBNlVLtMt3xasfkycCECWIn0VqmEyZQpCY1jgcecPIp3dBBXRF3xAczqAmpGfz7386gsTNnRrdfswb48ENg9Gh5bgTqffuA3bv9HdRA+ECJK1aIuJ2qQA1IDjUd1DWT//0POOAAcd737Svz5s6V365MOqgBiZ455RR5bCM4A8Avfwn85Cfi8rdh/HjgRz9Kr3+EEEIIISQZGwf1/0cp1RnAAAAzAbTRWq9LvLQegBlDuD0At+9mTWKed1kTlFKzlFKzNpphtmsyN90ElJRgCn6CP+NPMq+kROYTUoPYtMkRX9zQQV0RRnwQkv/YZsfv3y+nBQ8/LOJe06bA559Hv+/RR+XYMGGCPDcCtTnOBgnUzz0nYt3SpRWX+cknMjUiYyq0aUMHdU2krEwyp8eMkd+tTp3k93zePGDbNtm+MylQA8Cf/iQitW1O+plnAlOm2C//2muBO+5Iq2uEEEIIIcSDtUCtlGoI4GUA12qtk/yLWmsNIKXhubTWE7XWA7XWA1tl+ow0H1m1CgDwLM7BQ7iswnxCqiOvvw689FLyvE2bxJnnhQ7qingjPjhIIiH5Q3k5cP/9QLNmwD/+Ed5Wa4lEaNAAmD0buOwyYNAgfwd1cbEjAO/bB0yaJHm/Bx0k84xAbY6zjRsnv79tWxGtn3gCePVV4Nlnk1+fPRu48kqgd28Z7C5V2ralQF0Tuf9+ubhssp6Vkm1o3jyJ9wAyL1APGAC89hozegkhhBBC8gGrcX+VUrUg4vRkrbXxFhQrpdpprdclIjw2JOavBdDR9fYOiXkkjE6dgJUrsQktsQ1Nk+cTUk35y1/EVXX66c68TZtk3t69yf9UGoG6oIAOagMzqAnJXy65RETg9u2B3/xGspl/+lP/tnPmSN70BReIMP3Tn0p0x223JQ+ACIgL9MsvgT//WeITvv8eePBB53WvQO11UCslAnRJiUQyTJ/uvLZnj+QHN20KvPkmULt26t/bOKi1Tm2ARZK/fPst8NvfipvZHYnRpw/w/PPZE6gJIYQQQkj+EOmgVkopAI8B+FZrfafrpdcAXJh4fCGA/7jmX6CEoQC2u6JASBC33ALUr4/NaIFS1MEe1JHQvFtuyXXPCMkKWgOLFzv/mAJyi++WLfLYG/Pxww90UHtxZ1BToCYkf9i0CXj6aeDSS4Fly4Djjwd+/nM5Jvrx9tsyve02EY/r1AGGDJFj5ldfOe20lucFBcD11wMvvghcdVWyKBglUAPA3/8O3H03cMwxwGefOceW+fOBdeuA//s/oEOH9L57mzZAaanEOpCawdVXy+/3xInJFyX69JHtYPZseU6BmhBCCCGk5mIT8XEkgPMBjFBKzU78nQTgNgDHK6UWAxiVeA4A/wOwDMASAJMAXJ75bldDxo8HJk7E5sLWAIBtHfrImfz48dHvnTwZ6NxZ/iPt3JkDK5K8YNMmcUJv3OhEU2zb5ggh7piP0lJxVTdqJLej79wpwkxNx51BzUESCckNGzYAN9yQmuA6ZYrEb/ziF+JCfvJJGZjtnnv827/1lgxI2M415PTgwTJ151CvWSPHx9tuAz79VFLC7r0XKHLdL2cjUBuGDQO2bnUGTJw/X6b9+9t/Vy9t28qUAyXWHBYtEve0qb2hTx+Z/vrXQL16vGmQEEIIIaQmEylQa60/0VorrXVfrXX/xN//tNabtdYjtdbdtNajtNZbEu211voKrXVXrXUfrfWs7H+N6oE+dzw2F8nZ+7Z3v7AXpydMwJ6V66G1BlaulJGQKFKTmGOcgmVlTmSH203tdlCbx8ZBDfjnVNc0mEFNSPZ4801g1Cj/QVvdvP468M9/AqeeKsKvDc8+CxxyiIjOgAjP554rkR/mLhLDDz/IoIQnnJA8v00buSbtjuD49luZ9uwp4rKfIzUVgfqII2Q6Y4ZM58+X95s863RokxhSmznUNQcT0eWlXz/JYB86FPjoI6BFi6rvGyGEEEIIiQfWgySS7FNSIrm7QAoZuzfdhO0lRWiDYryM05wF3XRTVvpISKZw38puhOlNm5x5bgHaT6BmDjUjPgjJJv/9L/D++8Dvf+/M27ULmDo1ud3SpXIHw0cfASNGyICH//oX8J//+N/p8f33wLRpwNlnJ8cd/OpX8vP9yCPJ7adOFbf1iSdWXNZxx8nr5nOMQH3oocHfKxWB+pBDREB0C9Q9e4rbO11MNMj//pf+Mkh+ESRQN2kiv/9TpwIDB1Z9vwghhBBCSHygQB0jNm92HlvfKrxqFZaiK3agCeaib9J8QuJMugJ148byuLrnUN96KzB2bPK8PXuc2+K1Th5kjAI1qWns3Qtcc42IqN26ycCAmWTJEpnee6/kMGstNzaNGAGsWOG0W7oU6NoVmDRJjmG/+Y0MYjh2LHD77RWX+8orsqyzzkqe36cPMHKkiNtu3n1XBkE88siKyxo1SiI4TIbvt9+KoNy6dfD3qltX1p05hoYJ1AUF4m41Lu3584HevYPb29Ctm6yff/5TksxI9cZEdPkJ1IBc7OBgmYQQQgghhAJ1jEhLoO7UCasgoX3f44Ck+YTEmcWLnX9KN2yQqVugjor4qO4O6hdfFGHKHdtx223AYYfJYzOfDmpSU3n1VRGPu3QREWz4cGcwwUywZAkwZgzQvr1ML7hAXNFA8sCEy5ZJ5MUllwDffSe/5cuXA+PGATffLPPczJ0LNG/u73IeM0baf/99cvv+/SWr2suIETJ97z2ZfvutLDdM8KtbV6bmeBsmUAMijH/zDTBvHrB2beUFaqXEJX7iicAVV1T/Y3lNZ9cumTZokNt+EEIIIYSQeEOBOka4xTlrgfqWW7Cq1sEAgHVIjJ5Uvz5wyy0Z7RshmWbxYqBXL3mcjoM6lQHJ8o2SEhGlSkqSneLffAOsWydOaq9AzUESSXVhxQpx2G7dGt7ulVfEKfzf/0oExcEHAyefDDz1VOX7UFYm/TjsMIkf6NULeOYZEVULChzHMuA4qA3Nm0s29AMPyMBvl3uGil68WFzEfhx7rEynTXPmLVokLnE/2rYVwdgrUIdhBOqNG8W9ap4Hcc45cny59lp5XlmBGgBq1QKuukqiS+bMqfzySHxx/34TQgghhBASBAXqGOF2UFs7isaPx6rjfwYg4aA+8EC5Z9ZmgEVCcoTWItKYAbj8BOogB3W3biJueHNgqxNff+1kyq5d68w3jzdvdsRod8QHB0kk1YHnnpOYixtukP3gzjuBzz9PbrNnjwjTY8eKyHrAASLqHnMMcOGFwFtvJbe/6y5ZzhtvyPXbSy8FLrus4nINK1fKZx98sPxNmyaf9+KLIhYbUXXrVvlzC9SGtm2Bq6+WHGv38SxMoO7fXy7CGYF62zYZTLBHj+D1NXKkDKK4dq0cS20F6g0bxD0dFa9w0EEyQOMHH8jzTAjUgHxXgAJ1dYcOakIIIYQQYkNRrjtAHNKK+ACwqkFPAMC6NgOSgzEJiSnFxSLY9OkjorMRqDduBFq1kmmQg7p5c3FJTp4skRe1alV9/7PNzJnO47VrZVAyAFizRqabNwMtW8pjRnyQ6oYZkO/RR+WugenTRbT9+GOgb2Kohffek+PCuHHO+5o0kYH3WrYUIdoMKrhunQxA6KZ1axHO/v1vGdywX7/k103+9MFygxIKC4GTTpLH/fsDn34qj5culamfQA0AAwbI9JtvgMGD5a6INWuCBerCQuDoo4EPP5TnixbJNMhBDUgO9T33SPY1YC9QT58ux1sbLrtMRP8mTZxBDitLu3by+W43Oql+0EFNCCGEEEJsoIM6TTZtcv4xzRRGoG7SJDWBeuVKmW7YILfLEhJ3zACJ3bqJQOHOoO7QQcTWIIEaEIdkcXFm82bjxOefA3XqyGOTRbt/v/N482ZmUJPqidYinJ55poi+M2ZIjnOjRiI4m4tZU6bIb+VxxyW/v04dEYKNyA3IwH4A8OyzIkZv2SLHj2+/FeF7zBjnGGQwv+9GoHbTr5+MQ7xli+RPA+Iy9qNPn+Q+mPZBAjUgMR+LFomwvnChzAtzUI8aJVnUzzwjz20F6uJiEbZtOOkkOTb37Zu5Ae2UErGfAnX1xjioKVATQgghhJAwKFCnyQ03OG6qTLF5s/zD3bJlaoMGrVoFFBXJP/bFxZntEyHZwLgTu3UTJ6M74qNVKxGjgiI+ANn3WrWSGIDqyMyZwPHHy2MT6+G+AOUX8cEMalIdWLpUjgMjR8ogodOnA3/8owxOuG6diLB79sgAiaec4j9w4LBhEhthhDEjDo8cKe7kZs3keceOznKfey55GUuWSCRBmzYVl++OpjBCdpBA3aWL5FCbPrgvzgVhcqg//FAE6lq1ZDlB1K0r6+r++4Gf/1ySvsJolxiu4tFHRZy3oagIePNNYNIku/a29O8v66asTJ5rLfUg1Qfz+82ID0IIIYQQEgYF6jRZvFjSNDKZ+bp5M9CiBdC0qb2Deu9eYP165/Zk47AkJM4YAaJ9eyfSA0gWqP0c1OYf3Fq1gPPPB15+WVyVCxZUXd/TRWu748WGDXJsGT5chDQjUJt4DyBZoHY7qJlBTfxYtAg49VRHsK0Mc+YAs2bZtTU56qlgnM9HHCGi7NCh8vzww2XAwueeA15/XXKfzz/ffxlHHCGf/cUX8nz+fLkQ5hdncdhhkqk8ZUry/CVLxD3t5xb2CtRt2gS7QwsKZIDFVATq/v3lXODVV6V2XbtGRxkVFABXXCFDUBREnNkNHy7HkIsuCm/npXfv8KiRdOjfHygtdZzit94KdOok5zWkesCID0IIIYQQYgMF6jRZtUr+qdq6NXPLNAJ1KhEfRrQy/8TTeURSpaQEuOaa5AEKs83GjfLPat26FQXqli3lNbeD+ocfxIVYWOjM++tfZbCzzz4Drr++4mdoDfzhD8C8edn9LrZMmiSC/N694e2+/FKmgwdLe3PRyS1Qb9rkL1DTQU38mDIFeO01YO7cyi2nvBz4yU8kUiLqYugtt4jAa/ZtW6ZPlwtUJnfdzdlnS/zNLbfIvjFypP8yzO+hEbvnzw8f2G/cOMm3dsd8GIHajzZtZADEr78WgToof9rQu7dzHFq8WI55TZoEty8qAs49V9zds2aFx3ukS/PmmV9mOhixf/ZsEalvvlnuFDGCNcl/GPFBCCGEEEJsoECdBvv3O67GTArCmzY5DmrbiI9Vq2Rq/iGvrIN6zRrg8ccrtwySO266yV+sDeO994B7763aPGczGCIgzsYNG0S43bFDBGqvg/qzzyqKRfXrA7/7ndwO7xZvDevWAX/7G/Dgg1n7GkmsXy8Drt1yi0QQeHnkEelTVN7q6tUyPeggEeG8DmqlgjOo9+0D7ruPF6qqMy+/LM7dVDDbnBmvIF3efRdYvlx+n666SuatXw+cdVZFN+6bb8qdAOef71w4efBBoHNn4LTTkjOi3cyYAQwZknwxynDmmTKdM0eW69cGEPG1Rw8Ru8vL5Q4LkwXtx7hx0u611+T5/v2SFR0kUAMSI/LssxLHExTvYejdW9bTpk0iUIe5pw0XXSTHxNWrM+9ajhPdu0tu+AsvSE2NY3358tz2i2QORnwQQgghhBAbKFCnwfr1zq3LmbwNNZ2IDyNQDxok/9jZCFPl5eLM8rv9+vHHgYsvFmGB5B/PPAM8/3xq75k5U6ZVGQ/jFqhbtZL8USNIeAXqVauATz4REcyPtm3998PvvpPp9OmZ7XsQhx8OjB8P/P73IuR5+/LVV/LYrO8gzHdp3Ro44IBkgbp2bRGt/TKoCwqADz4Arr666kR5UrXs2QOcdx5w442pvS9TAvVDD8n+evPN4sru10+E4BdeAJ56yrmjqKxM7gTo2lUufF19teQpX3ONuCinTQMuuaTi8hcuFKfxkUf6f/6BB4owDMhAqWEccYRc2Fq+XBycYQ7qvn1FZH7hBbnw8+WXcodUmEA9cSJw+unA7t0S4RGG+ewFC+wF6gEDHFE9Gw7quFBUJDErb7whtX/0UTmmUaCuPjDigxBCCCGE2ECBOg2MKAzkXqA2gkPnziJo2YiMH3wAjB0rIrUXI4YFudtI1bB1K/DLXya7iKPYskW2zdWrk+MxojCCqal9OixcKNuuGfwwio0bRYgGHKH6m29k6o34eOEFmYYJ1Js2OQMIGoxAPX++OLOzyfbtsu9ddpk8NwOnGZ5/XkSXpk0loiCM9etlXRox2lwQW7MG6NBB1pdfBrVSIpYBIuiT6sfnn4tIPW2aU+sodu1yco8rI1CvWSPZzxdfDPz2t8C110pW8MknS3yN1iJCA7LP7dkjdzBcfTXwwAPAccfJ9vvxx8Cf/iT7uzvGobxcBvhr0sTZj/z4299EII8SbUeMkOPCH/8oz8MEaqXEvfvuu5Jpf8IJclw58cTg97RoIXdMzJ4twnsY5rPff1+OEzYCtVKOK/3QQ6Pb5zPPPScXErdtkwswHTpQoK5O7NolFyL8BjQlhBBCCCHEQIE6Dcwt+EC4Y9k2pgMQx9mOHU4G9a5dzqj2YaxaJf9I16kjbku//njFSuOm+/jjim2NwF1VrtNcY3shoKr5z3+Au+8GXnrJ/j3ufFnb/M7ycmcgscoI1LNni0Ae5Q42eB3UQLJA7XZQP/ec3CEQ5GZs21bEMW/WrRGoy8ujReHKYoS/444DGjdOFqi1liiAo4+W120c1G3byuMDDpD+Fxc7AnWLFsERH4DE/cycKQ7QuFNaChxzjFw0I9EYAXjPHuCjj+zeM2+es634CdTl5XYXtF55RdpecokM2HfXXSJYP/MMcMEFcvv+e+9JW7ONDxkC3HOPxH2MGAG8+KIM/Dl2rLNMw8SJcmHlzjsl4zmI445zROcwzj4bGDhQRGTAP9PazR/+IJ/90Ufy+TNmyP4WRb9+ko8fxgEHyMWpv/5VnofFjbi5/HI5/g0ebNc+X+nUSRzvdevK8y5deBdXdWLnTjk++A04SgghhBBCiIECdRoYB3VhYbCDevlyEdr8XMp+bNkiU+OgBoJdn8XFwJ//LLdBT5ki/9wBQLt2FR3UH38sYt+llzrLM0Lmp59WXHZNclB/+62s7//+N9c9qYiJg3j9dfv3uLONv/3W7j2LFjnbRWUiPoqLZWqcmmEYMdmdQQ3ItgzIdmwc1EuWyO32Z58dvDwj5nr3xe++k0gApbK/PRvh78ADJSpg2TLntSVLpB5nnSVC05IlIjAH4Rao27eX6dq1FQVqb8THoEHAhAnAddeJu/brrzP7HbPB0qVyjHrkkVz3JD/48ENx09atC7z1VnA7I0gDznFhwICKAnVpqbiEDzoo+cKrHwsXym+TX95y7dpyoeH99+X5zJny+9e5szw/8UR5beBAed6xo+wLZp8H5ILcsGHR0R22FBVJXERRkeyXjRuHty8slLtWVqyQ46/peyZQCnj4YeDvfxcB/JRT7N5Xt64cN2qasNelCx3U1YmdOxnvQQghhBBCoqFAnQarV4voe+CBwQL1zJkSOfDEE868nTtFbPNzRhvBqmVLR6D2c/du3Ci3Nt98szwfNAi44gp57OegNu7YSZOA44+Xx0ag/vproKQkub0RKWfPdkZezzfKy6X/RsADZBC+G25Ivi1+zhxpc+utVd7FSIxA/c47MlCWDbNni+hbVBQtUJeUiBBjnI6HH145B7URqI1rOYxdu+Q7eR3UX38t7szu3R0H9ZdfymujRgUvz7gtvfviokUiiPXsmZ07ArR2XN9ugbpr12QH9YIFMh08WBylgLNf+lFcnJpAbZzT990nQu9RR8lzvzsk4oZxSb71lt0dIzWZvXvlQsuJJwLDhwcL1PfdJxd9HntMttHZs+U35eijZTs14nV5uURIvPuu7Gtnnx1eA5OdHCSWjhol+9yaNXLHwpAh4cLquHHArFlywXfxYnnv2WdnVozt10+E4d/+1v49bdrIAKyZ5qyzpB9HH13zBOdU6dJFzkVsf/tIvNm1iwMkEkIIIYSQaChQp8Hq1eIAa9s2OOLDiMBvvilCs8nWHDgQePLJiu2NQO12UPsJ1LNny/z//Ecc0G+/LbdXA+I8LS5OzuJdulQ+9x//ENHgu+9EVOvdW9q5hbKyMhFyBw6UzNtZs+zWxw8/AD/5ifzj/bvfOQNlRbFvn4gjp5wizs9M8fe/i1uwd2/g5Zdl3g03AP/8Z/Jt8cah9emn9tEUbnbuTBbBbVi4UAawC8uP3b9f6tytm/xjN21acNtVq4Bjj5XvNXu2CM0HHxwuUGsNnHqqCMH33CPOwhEjRBDwfp/y8ooXMfxIxUFtojjcDup69WQ7eOghEW8aNZJ1ZATvrl2Dl+fnoC4rExdz9+7iyvzss9RrFcU998jgaAsWiPBXt658l65dZdsyg5AuWiTT7t1l31IKuO022Ua9A1pqXTHiA5CLKaWljkC9dauznxd4juJt28o28P77kuV79dX+/V+/XqIS+vWT41QuMML+jh35Iajngt27gfvvl6iHPXtkfz/xRDmWeB3Rn30G/OpXsu1dcglw0kkSm9GvnziCd+50js9vvSXRM7fcIoPjTp8u++DHH/vvK999F56dPHKkTG+/XY4/5mJMEOPGyfRf/5IB8gDJs840F18sdxCR/KFLFzkWVnZQTxIP6KAmhBBCCCE2UKBOg1WrJFajbdtgB/XcueIYKS2VW5YffVSE5Pr1ZQApL0aIa9VKBGXAP8PaRAccdljF1w44QP6pc4vmy5aJYPbjH8vze+8V8c78w+6O+Sgulvcb4eDVV0U4CMsnLS2V9q+/Lo9vv10cnGG3i+/cCZx2mmSRjh4tuaWTJmUmhmHdOhH/hg0TJ/EZZ8iAXE89Ja8bsRCQddOsmazv3/1ORJrf/Ea+T5goDIiQ37mziDs2aA383/8B/fuL433AgOAIhsWLRZj+5S9FuA2K+SgrE8fhtGnAL34hFx7695cIgDCB+qmnZJ23bSui9qBBcsGlrCw5euLf/xaRv1276MEa3QK1O17AD69AXbeuiG1TpkjNAOef2TlzpJ9h7is/B/WKFSLgdu8uF062bZOBzzIlgm7e7NzF8PnnIqR06iTic9eusi8YR/p338l3aNxYhPe+faVma9bIwGwmtxeQfaOkxBGoW7eW6IEHH5Tn7duLQK21Ewvk58Y86igRIB9+WBy1xsUNSL9+9jNxe//tb1KPU04RoTBT7N8vnx81kN+KFZJnXKeOI1KmitbA//4nd6u8+256y4gzkyYBV10lbmelZHs2dxSYTGpA1vVZZ8lFjCVLRNT+6COpff/+Um/AEf2mTZN1/8tfAuecA9xxh2zLxxwDNG8uwq4Rqvfskd+9MIG6Tx+5YHPffVKTI44I/17dusnv0l13ifjeq5cIk4SYeBXGfFQPKFATQgghhBAbKFCngXFQt2sX7qA+9VT5h/u118TZOmmSOBuXLEluu3+/iAO9e8s/+WEO6mXLJO/TOCvd9OghU7c4uXSpCGbdu4tA8fjjMv/YY0XIdAvUJt6jTx/gkEMkE/SUU8StFyQ0/fWvIrA9+qi4kN97T4S3Y47xf4/W4up89VUR5557Ttq3bOkIfpXhD38QcfCpp8RNOHQo8Je/iKjXuHHy4IHLlsn3vPJKGaTt4oudQbJGj67obnXz5z+LSPnEE9GCrGn/61/LunzhBamtiWbxYuI9jjxShKhXXvG/1fnPfxZR/6KLpOZlZY5AvWSJ/yB5GzeKIHXkkbIurr9eMovdURKAbDfjx4vwvGOHk7sehBGot28HNm0Kb+sVqAERd404DYiQC4hA7Zd566Z+famtW6A2F3wOOQQ491yJcVmwQLb7iRODl7VwoeN8DuMvf5H1Uru2iPwrVzoCoOmvifn47jvZ/wwvvSTvWbxY9tlx45x93XwHI1AXFoojtlcvcZcedZRsy4CzHr0OakCOPXXqiMu7Xj0RAQ3XXisXH37+c7lgs2iRrJdLLknOzvayaJFcmLHhrruAMWNke/zss+B2K1bIehsxQi7E2OxLXu6/H/jRj0R0Hz06OKrm1Vfls373u+hlLl8ux+sbbghfJ5Vlyxa5qHfRRbL+/SJynnxSjsk33STHt2bNZB9v1Cj5zo9PP5X99J57RGC+4gr5HfrZz4Cf/rSiQP3xx3Jxygzwd9118tv29NMSB/X4487glcuWSW3CBOqCAvm8BQsk1984qsP44x9l2//8c/tcZlL9MRcqOFBi9YARH4QQQgghxAqtdc7/Dj/8cJ0v7N6tNaD1X/8qf4DWe/Ykt9myRebfdpvWf/iD1kVFWn/9tbw2bpzWPXokt//3v6X9Cy/I8xUr5Pljj1X8/DPO0Lp7d/++bdgg7/u//5Pn+/ZpXauW1r/5jTy/9FJ5vVYtrUtLtb7kEq2bNtV6/355/ZVX5PUvv9T6k0+0fuQRrR94QGultB4zRuv339e6pCT5MwcN0nr48OR5770ny7n33op9fPxxee3mm5Pn3367zJ8xo+J7vvpK66OPlj6FsXmz9PWaa5x5mzZpfeKJWj//vNZDh2p93HHOa507a33uufL9V62S9V5SIss58kip2+bNFT9nwQKtCwu17tpV+vzZZ+H9euQRafezn2ldXi7zrrpK64YNnedurrtO6zp1pEZvvZVcUzft2mk9dqws45hjpN3ChVo//bQ8XrDAf9kFBRVfmzFD3vPGG/J8yhTncwGt33kn/Dt26qR1y5bS9tNPw9s+8YS0W7o0uM2zz0obpbQ+//zw5Wkt+8SZZzrP77xT3r9pkzNv506tTzpJ5j/5ZPL79+/X+te/lteGDdN60SLntdLS5LYlJbIPXXyx1kccIdt/mzayP2mt9bJlspxHH5XnrVs7r3kx+8pbb8nzjz6S5+++G/xd33xT2ph15Hec0FrrvXtl+otfaF27ttbr18v3bNFC64suSm67Zo1scxdf7L+s6dNluwG0PuQQre+6S+sdO/zbLlmidb16sh47dZL96Omn/dsOGaL1qFFaT5oky+7bV+uf/lSOK37fq7RUanvzzdKHf/9bvtvJJzv7yuTJTvvNm7W+8UapE+Bso3fc4d+f1atln1JK2gFad+mi9bp1/u211rqsTLanJUuC2/i9529/07p+ffmMjh1l/V57bXK7OXOCj6UjRmjt/un8059kGdu3+3/mxo2yrLvvdrbhG27wb7t7t2wnp50mz199Vd47c6b9d7TllFNk2VHHd1JzMOcuN96Yuz4AmKVjcH6cqb9cnmf36CHnroQQQgghhISdZ9NBnSJr1sjUOKgBxz1qMBEeffuK623RInESAuKgXrbMcWlqLbfZ9+olsRdAtIM6yFHaqpXEHZjPX71aXLUmv/fEE2Xas6fc2n3kkfIZxnFtHNQHHCCvTZgAXH653LL99tviiDvhBOfz9uwRJ+jQocn9GDlSBvG69VZp4+Yf/5D2N92UPP/yy8UFaxzehuXLxYn58cfisDOD0vkxb56szzFjnHktWki+7plnipvWRHyUlcn6Oeggcf517CgOw3r1xH34xz9KRMTs2cmfsX69OHIbNpR1Uru2uMCDWLNGHKujR0vcgolj6NVLbnv1i0L56ivZdmrVkvV94oniVHfHbxQXi3v/mGNkmY8+Kg707t3FXQlUjPkoLpaoiPHjZRtw43VQm/U8YoRMg+4UAGSdFxc7g/NF5VAb52/LlsFtzO3AWofnTxu8cTuLFkkdjdsYEAfXq6/KOvLW7Mor5S6GceNkvQ0YILERzz4r26XJMgfE1VdWBhx3nOzXX34p3984VDt2FDf40qWyf23YkOygdjNokNTPOGG9Dmo/bBzUgGybgDjmy8pkAMUFC2Q7OvbY5Lbt28v+/uSTFW+r37tX7i5o317cvi1byjI7dBAHvokaMVx5pXz/558XR+0xx8jdEueeK/u326G+YoXczv+zn8lrWku+/vbt4ih+8cXkZb/zjjjK//Qn6cO558ox78kn5W6DJk2SYy8efVSOOVpL9M/q1cDpp8vdDP/+d8V1dsstcrwwx+2ZM6W2Q4fK8h9+OLn90qVyrLzwQlmnYdFGhm3bJILo97+XY9XcueJ8PvpoyYt28+STchw455yKyxkyRO4wMHeqfPyxZE03buz/uS1ayN0GK1eKY7mszNlnvdStK67rV1+V3wWzT4c5qNPl7rulnlGRIKTmUFgox1NGfFQPGPFBCCGEEEJsoECdIibqwGRQAxXFOzNAYt++cpu9W1A++GCJXjBC95IlIgZeeaUjNDVqJKLVww+L2OXOjw0TqAG5FdwI1ObWdNN+xAgRjvr2lefDhsl0+nSZfv+9/GPojl4A5FbxTZtEwPr0UyePePZsETkGD67Yjz/9SdbLpEnOvHXrRPQ5/XT5HDcNGojA8/77zjytZfDF0lIRC+vUEVHmxBOTc3sN5nv37u2/bnr0kO+4Y4cISfv3B2ee9uvnfEfD2rWyzpYsEfGta1cZhOz55yVqwy9a4KabJMf1kUdEaDL06iVTd20Bye2dOTM5Y/yOO6TP//ynM2/OHJmaCx/duomorpR8z4ICp417OXv3ijDmpW1bea+5SLFggQgERpAy8/3YsUOWO2SI1NVGoK5d24nx8MP9WjoC9ddfVxThAanBMcckD5q4e7cImT/9qcRvzJ8v6/DHPxYBdM8eiVkxGNGkSxfZTkxGuxGoi4pEdF261IlsCBKoGzeWCwqVEaj9MqjddO8uYvq//gVMnSrzhg+v2O7GG6V+//hH8vx//ENE+0ceEUH6k0+kvyedJFEe553nRHNs3Cjb8K9+JQJ2kyay715+ueyzF18sywFkvRcXy7oqKJD1P3euCOizZ4tged55TlQKIMeqoiI5Bq1bJ2L21KlyMaKwUGrrFqjfe0/2tRkz5PvVrSsRFsOHS6yG9zgyc6YIxX/9q6y3wYPlM7p0kXVw883JMSRXXSXHtNtvl/1gzJjwgd20FjH+66/luPHSS3LMBuRzv/7a2Z727QMmT5ZoF7+LOYMHOxfRyspkmz766ODPVkq20ZUrHSH8yCOD20+YIMfIxx6TfbpFC4kXyTQHHSRxRUEXWkjNpEsXCtTVBUZ8EEIIIYQQG/gvYYoYEbRbN0dE8g6UOHeuCCZ+OdEHHyxTk0NtBm1zC0YFBeJWXL1aRJinn5b527YBW7eGDyTVu7eIi+XljrBjBD7jBDUCZbduIkabHOrvv5fv5BWPAREmTjtNlmsyZT//XKZDhlRsf+yxwMCBwDPPOPPMwIN+4hggzutly5x/ShcvFpH1r38V4eeDD8RJOGuWf171vHnST7/1DjgZ3YsWVRTvvbRpIw55t8hr3KUffOA4ycePlxoNGybf1+0O/eorycK+5hpn0CeDEU/dAvUdd8j37NxZ8mANvXrJ5730kiOOGeHcCOluGjSQ+e588dJS4KGHZFBFP7G0Vi0ZkM/toO7ZU5bVuHG4g9rcQdChgwhgUQL1pk2y3YUJq263VVQGNSDbrelHcTHwxRfJbn83w4bJfmTc9F98IQLfT34ifTrgABE5f/ITEU3HjpXnZt27tx1zgQBwBGrzmo1ADcj+8/nnsvz160WAbd48uL0RqE3Wt42wd9FFsu3eeaf007s9AnLMGT9e9lkzQOuuXfKeceOS70wYPFjc5XfeKY7jZ5+V+Saz2N22Th3ggQekLj17ynYMOEKuX1/q1ZNllpZKZrth+nRZ5w0bSs1//OPkCxjHHivb39q1cmHhk0+cAQUNdeuKM9jkk5us9pISOXZ7j2ejRokI/pe/SH3M3QX79snx+5xzRLh/9VX5Tn36SC629+4RQNbDK6+Im/vMM5NfO+ooOX6Y4+vUqbLOzjuv4nIAp58zZ4qwXVIS7Ig2HHigiPUvvCDHlbDtrFs35yLEF19kxz1NSBAXXCB/JP+hg5oQQgghhNhAgTpFPvlE/snv0MGJ+PBzUPft6y/AeQXqTz4RwcmIp4ZPPxWBesQIEZW1doTbMMGud28RKpYvF4GsVi3pq+HHP3bEMqVErHML1EHiLiC3uRcUOO67mTNF1DLxEG6UkkiOL75whLQPPxSx0y3quTFCknFRv/22TI3YdeihMsDdhRfKcr2DAM6fL98/SPg85BCZugXqMLG/f/9kB/W0aSI+uR3jp50m82++WcQr94Bw990n39dvULbmzUVgM2KXGShz5EiJjPCKQaecIvU0ouqcOeLiDxKYjj5a+lJWJs+/+krExnHjgr9v+/Yi7O3fL4MFGpd3u3bhDmojDLdpI/3+6isRwLzRN4aNGyu69L2k46Devl1cuf/7n+wvJ5/s39ZECcyYIVOzPZs7Csznv/iixE6ccIKsF7PNLFsmAmqbNrI9GIHYLVB36yaO2w8/lNfDvsOQIbKPLF8u21CbNuGic+PGImJHRXy4GTdOBIKVKyvGe7i57DLZTiZPlufPPy/r9dpr/dtfcYX0/5prJOrj/ffFNX344RXbKiX9mDZNvq8ZAM1PoAZk+x48GJgyRZ7v2ydCflgUhLn4NW2a1Hf3bv/B+po2FWf4xo0yoB8gIu/+/f53hAAVj0/z5onwYlzLxx0n8wYNEmd1p07ivjbs3St3OYweLQ5zL0cckXx8fe452Q5POsm/P+3ayR02M2c674kSqK+7zhnM8JhjwtsCIqRv3y7rhgI1qUrOO0/uLCP5TWmpnIdQoCaEEEIIIVFQoE4BrcUxZ0SA1q1FdHE7qEtLRdQcMMB/Ge3bi6PQuJvN8ryiaqdOclv3uHEiZi9YEO36BZx4i/nz5TO6dPF3RBuOPFKWX1wcLVAbcdmIIZ9/HizmACLsaQ28+648//BDEXOKivzbH3qoiC5GAHrrLRFFvN/3iCNE7HGLx1o7AnUQXbvKuli4UMTAoqJk8d5L//4iIO/dK/9gffJJRfe3UiL0XH21LO/112V+WRnw2mvAqaeKYOdHz56Og3raNKnBL34hDk8vP/qRTM3yZ8/2d08bjjpKLlR8/bU8t7mlv3172QaWLZPvbFzeBxxg56Bu00aiSZYsAc46y1+EA1ITqBs0kP0sCnM3Q3GxrKMOHYLXT/fu4rQ30TaffCLf1Z1X7cbU3ERHmJgdpSTTt3t32a7cF2qMsPLYY7IPmjxoP8w+9PnnjkAdhlJyYcI4kKMiPgBZj2eckfx9/Bg4UMTlhx6Sferhh2XdBAmfhYUS2bFpkzht33tPBPCgfXzcOLkL47XXogVq037WLIlWmjtXtukwgbp/fzlOvf22HEcKC4O/7+jRst08+aQ8NzErfneEAHIBomtXJxbETxTu3Fle/+ADWfbPfy7RH4Bsl1u3ikjsV7PGjWWb/fhj2f9efllc/H7HA8PgwfJ5kyZJ38xF0yBGjZJj3xtvSKxGFH36SCwLQIGaEJI6u3bJlBEfhBBCCCEkCgrUKbBsmQhIRpAoKhLx6auvnDZz5sit3W43phvjplyyRJa1ZEm46+3UU0XMmDLFzvVrRMX586PzqgFHsJw+PVqgBqSvn33m9D1IzAFE7GreXIRmkz8d5t5UStyO778vzsepU52BHd14s7MBcbhu3x4uUNeuLetj4UJZN507h4v3/fuLa/Obb0QkKykJ7n/TpiK+v/GGPP/oI3GUhjmWe/WSZWstcQYNGzpCtJdOnUS8euMNWTcLFwY70QFnmzIi2scfi3s/LNvYOKiNqzsdB/Vf/iLvHzMmuT5ubARq47YyQnAU5nutXCkD6Z18cvD7CgpE5JwxQxyzn34ant3bo4eI5EagXr48eR8cMkTWrVuU7dFDRF4gPN4DEBGwXj0RSNevD6+R4dhj5S4C831suPpq2Ybc8Rt+XHaZHD/MHRC/+EV4Dfr1k1z5O+6QdeON1HDTv7/sd1OmiEBdq1a4qPqTn8j0lVccx3uYQF1YKNEZTz0ldzAMHhw8aGBRkbg0//tf2SY//1xE6LALBKNGyXZg4j06dZI/N0qJm/qJJ2S5t94q8//1L9nH/BzdBnN8vfdeOZ6dfXZwW0C+a0GBXCCwjUOoVUuOMzYXfgDZpwcODK8rIYT4YTL16aAmhBBCCCFRUKBOAZMX7RazTjpJHGy7d8tzI8qFiShGoDbiYZg41q6dCLLPPSfCX/PmwY5cQJynnTtLzuvChdHxCIcdJsLt44/L4GRRAvXRR4tQa3JRhw4NbltYKC7Ft98G/v1vmRfm3gREBNm4URy4u3f7C9QHHCCikBGsgOgBEg09eoggOWNGuNAPOALw7NmOOBl2W/wpp4gjevlyEeDq15fvH0TPnvLP29Kl4pYcO1aEyiBOPln6PnWquFDDBOp27aT2H38sbaNEWEAE6U2bnEHyDj1UpsZB7R4czk1xsYhkLVuK6HfooSLQrVgBbNhQsb2NQG3cVjbxHoAjKv7hD+LYOuWU8PZHHCH707Rp4nANu0iklAjCJofae+HnrrtEFPdywQUi2l5zTXhfiookFuLZZ+W4YCNQT54M3HKLXBgxsUFRmMiaqOWfe64zkF+rVsD550cv+49/dDKXwwRYE/Px1lviXD7wwHCBvXt32acffVQyntu1S45S8ePBByUGaMeOaFH1wgtFbL7jDrlAEHZHCCDf7YcfRMz+5JPw7ebww2Xd3XWXRBO99ZZsE2EXxX70Izm+3nCDOPqj+n/mmbL/bdwoNcgGbdvKhYqw3zRCCPGDDmpCCCGEEGILBeoU+OQTiQYwwh0goqFx+wIifHbs6J/LbDj4YBGinnhCBMmgOBDD1VdLnu2//mU3YNzQoSJEtWwpomcYdetKXqpx/to4qAG5hf3666NzTE84QQSUX/9aBI6o73rOOTIw3euvi3AeJGgbB6xh3jyZGtdv2PIByfcOi8gARBxt0ECEumnTRCgLE1aNKPq3v4njc8wYEamDMH097zy59T/KLWkGqfzxj+V5mEANSK0++US2nc2bo/NpL71Utp0ZM+QCgInZaNdOxMdt2/zfV1ws25pbeDPOejOQpmHvXhH4ogTqggIRIv2yjP048EDZXmbMEJFvxIjw9scfL1MzkGLUujnuOGDNGnHG79yZvB82a1bRRWu47rrgwRrd3H23OH137LATqIuKJNt861Zxt2aSevUkmmTNGnF0N20a/Z4+fWT77dq1Yp6+l9//XqIvtm2TrP4ofvtbuYjz3nuy30c56mvVkmPrG28AN94Y3rZ3bxF5b79dLqiE3RECyHZVt644xteti95ubr1VLoRdeqm49S+8MLz9CSfIcqdMEWd3rVrh7QkhJM7QQU0IIYQQQmyJFKiVUo8rpTYopea75jVXSr2rlFqcmDZLzFdKqXuVUkuUUnOVUodls/OZQGvgzTdFNAt63fDxxxKJ4Xb8DR8uIqbJBp4xIzjew9CzpzOY25lnhufTAtLmueeknRnoL4zHH5dIhpUr7W7LvuMOcVvfdpuIoGGYzNZPPxVRJ0osOvlkEaVvvllE3qBsWoNxc7/zjriug1w3w4aJyPzdd5JPO3WqCKlBOcKGc86RdbN6tThQwygslL7fd5+4wKPc3wcfLCL144+LyHT66eHte/WS9TF3rgxCFyVkDhgggvOPfyyO3rDsXkBE1U2bgPHj5XmUmFarlmxnzZoli/fmokVQDnVxccVYhMMPl/3EK1Cb5zYi7Jw50QKjoUUL2d537BBhMiy3FxAhcupUWecnnhjtyh07Vr6PiWuIct+nyoABclHp/vtFzIwDStnHhwByAW3WrOhjQrNmEn9SXAw8/XT0cs89V/bxu+8G/vQnu74oJRcqbFx7zz0nOdq9egUPrGlo0UK2G3PxJiyyCJALlQsWyGCJjz5qd/xu21aiTaLEckIIiTsUqAkhhBBCiC1KB923bxoodQyAnQCe0lr3Tsy7HcAWrfVtSqnfAGimtb5RKXUSgKsAnARgCIB7tNaR/2YPHDhQz5o1q5JfJT0++EBu2+7fX4Tqtm3F2Td1quSAfv21iIJr14qQdffdFW/ZHzdOboE27mm/Nm727pW2PXva54ACkuHcrFlq76muzJolsQhuzjwTeP75zH6OieuYO1dc4H36RL9n7VoRzocPjxb45s4VEStKWE+HsjJxq95xhziW162zy3NevlwEXpMNPG2aCHHvvisXPEpLpd+HHy7LO+II+efTDIZp6NdP9qe335bnpaUSKbN9u8RrGJEvXxg1yhnAc9686DgZUn3ZvVv28ai7MAgh+YlS6kutdYbvT8kduTrP/u9/5cKfTYQSIYQQQgip/oSdZ0f4WQGt9UdKqc6e2acCODbx+EkAHwK4MTH/KS2q92dKqaZKqXZa6wDvZe4xURKLF8tt+w0aiOsUELG5dm0RPnfvFvebn7vx5JMl0uGii+R5VFZnnTrRzjs/bNx3NYXDD5fb+DdtkpoNHpwdsahLF4lpSIX27cMjXtzYRBykS61akid99tkiVtuI00BFd7DbQf3VV7Kdz5sHXHmlXIwpLvaPnhkyBHjxRfnsmTPFWb5ggexz+SZOA7IejUCdaQc1yS/q1aM4TQghUdBBTQghhBBCbIkUqANo4xKd1wMwN/i3B7Da1W5NYl4sBWqtRSwbNUpygx9/XHJC27cXkfnooyXWY9QoafvRR/7RAWefLU7s556Tk/CobGBSeZRyLgiQcKJyv6MwTupPPwUmTBAX/3nnSRzF00+LI/qMMyq+b8gQYNIkyWdev17mTZgQHaMQV8aNAy67TNzuHPCJEEIICYcCNSGEEEIIsSVdgfr/o7XWSqnwnBAflFITAEwAgE5BI4xlmYULZfCt665zsoa9jBghwvXOnSJY+1G/PvDMM8Df/y4ZuFGZ0oTkEw0biuN54kS5QDNzptxdMHy4XMAZNEhygr0cd5zsCz16SFzO8OH5HU/TvLkI8eYfbkIIIYQEMHkydl2/GMCf0eDI/sBt1zuDYhBCCCGEEOIhXYG62ER3KKXaAdiQmL8WQEdXuw6JeRXQWk8EMBGQbLw0+1Ep3nhDplGOTlunbo50dkKyTrt2krl7/fUiTgPAJZfIXxAHHQTs2hU9MGY+8fTTqQ0cSAghhNQ4Jk8GJkzAzhIZkKXhmm/lFiqAIjUhhBBCCPElXanlNQAXJh5fCOA/rvkXKGEogO1xz5/u188R3Agh/nTuLCL19den9r7qJE4DQGGhfZY3IYQQUiO56SagpAQ70RBFKENtlAIlJTKfEEIIIYQQHyLlI6XUs5ABEVsqpdYA+BOA2wC8oJS6GMBKAGcmmv8PwEkAlgAoAfDTLPQ5I5SXi+M5m4PUEVJdeOQRYN8+5kgSQgghJIJVqwAAB2IlRuMdKM98QgghhBBCvCitc5KukcTAgQP1rFmzct0NQgghhBBSw1FKfam1HpjrfmSKKj/P7twZWLmy4vwDDwRWrKi6fhBCCCGEkFgRdp7NNFVCCCGEEEJIZrjlFhlB3E39+jKfEEIIIYQQHyhQE0IIIYQQQjLD+PHAxInimFZKphMncoBEQgghhBASSDUbwowQQgghhBCSU8aPpyBNCCGEEEKsoYOaEEIIIYQQQgghhBBCSE6gQE0IIYQQQgghhBBCCCEkJ1CgJoQQQgghhBBCCCGEEJITKFATQgghhBCSA5RSHZVSU5VS3yilFiilrknMb66UelcptTgxbZaYr5RS9yqlliil5iqlDsvtNyCEEEIIIaTyUKAmhBBCCCEkN+wDcJ3WuieAoQCuUEr1BPAbAO9rrbsBeD/xHADGAOiW+JsA4KGq7zIhhBBCCCGZhQI1IYQQQgghOUBrvU5r/VXi8Q8AvgXQHsCpAJ5MNHsSwNjE41MBPKWFzwA0VUq1q9peE0IIIYQQklkoUBNCCCGEEJJjlFKdAQwAMBNAG631usRL6wG0STxuD2C1621rEvMIIYQQQgjJWyhQE0IIIYQQkkOUUg0BvAzgWq31DvdrWmsNQKe4vAlKqVlKqVkbN27MYE8JIYQQQgjJPEW57gAAfPnll5uUUitz9PEtAWzK0WeTirAe8YW1iS+sTfxhjeILaxNvclGfA6vyw5RStSDi9GSt9ZTE7GKlVDut9bpEhMeGxPy1ADq63t4hMS8JrfVEABMTy9/I82ySgPWIL6xNvGF94g9rFF9Ym/gSq/PsWAjUWutWufpspdQsrfXAXH0+SYb1iC+sTXxhbeIPaxRfWJt4U93ro5RSAB4D8K3W+k7XS68BuBDAbYnpf1zzr1RKPQdgCIDtrigQX3ieTQysR3xhbeIN6xN/WKP4wtrEl7jVJhYCNSGEEEIIITWQIwGcD2CeUmp2Yt7vIML0C0qpiwGsBHBm4rX/ATgJwBIAJQB+WqW9JYQQQgghJAtQoCaEEEIIISQHaK0/AaACXh7p014DuCKrnSKEEEIIIaSK4SCJiXw+EhtYj/jC2sQX1ib+sEbxhbWJN6xPfsP6xQvWI76wNvGG9Yk/rFF8YW3iS6xqo8SIQQghhBBCCCGEEEIIIYRULXRQE0IIIYQQQgghhBBCCMkJFKgJIYQQQgghhBBCCCGE5AQK1IQQUoNQSvG4TwghhBBCSBbguTYhhKQHD54kr1FKBY18T3KAUqpBrvtA/FFK9VdKtdVal+e6LyQaHtsIsYP7CiHZg/tX/OC5dnzhuXZ+weMbIdFU9X5CgToCpVTbXPeBOCiljlZKXaWUGquUaqk5ymdsUEqdDOAOpVS9XPeFJKOUGg3gdQDnJZ7z2B8zlFLDlFI/VUodoZRqrbXWrFN8UEp15rEttjQF+I9mvsLz7HjB8+x4w3Pt+MJz7fjDc+34wvPsWNMUqLrzbO6QISilxgL4Xil1UY67QgAopcYAuB9ABwBnARjteo3/mOYQpdSJAP4C4AWt9W7Pa6xNDkmcMN8G4B0AhwGA1rqcdYkPiX84HwHQDcCJAB5TSnVJ1Im/0zlGKfVjAMsAXKaUapTr/hAHpdRPAKxTSp2W+EeTx7U8gufZ8YLn2fGG59rxhefa8Yfn2vGF59nxJRfn2dwZA1BKHQDgfAB3A7heKXV+bntUs1FK9QHwRwCXaa1vBPANgI5KqfZKqea8Apo7lFLdANwB4HGt9VSlVHOl1Cil1BDX1WmeoOUApdSRAB4AMEFrfTGAg5VSfwAAuqLiQeK4dTKAa7TWvwPwOIAmACYrpbryNtHcopRqAeBUAP8EcCyAi5RSDXPaKQIAUEodBOBqAA8CmKiUOt383vA3J/7wPDte8Dw73vBcO77wXDv+8Fw7vvA8O77k6jy7KFsLrgZsA/CA1voDpdRxkKts0Fo/neN+1VTWALhSa/2lUqolgIsAfAugI4DWSqlfaq3X5rKDNZjNAD4GUE8pdSqA3wJYCaAcQKFS6hqt9bpcdrAGswTAWVrrrxLP/wJgjFKqqdZ6W+66RVwUAGgH4AgAH2itVyqlpkNOnP+slPqF1npXTntYs9kB4CGt9Syl1EAAtwPQSqmntNY7TCOlVAH/walyNgK4R2v9qlLqXQDPJ87TXqJQkxdsA8+z4wTPs+MNz7XjC8+14w/PteMLz7PjS07Os3kl3INSqq2SwQ1KtNYfAIDWeiqAnwG4WSl1QaLdMYkTOJJFXPXYqrX+MjH7aAB/0VqfDOBWANsBDMhZJ2soidq001pvgZwoHwDg7wCe0FqfBeAGSG36566XNRNXbYpdJ8wAsADAYMitbSSHJGrURmu9D8BvAJytlLpfKfUggEMhTikNoG4u+1nT0VqXAfgq8XgWgBsBjANwISC3xCf2NZ40VxFKqSZKqWZa6x8geZ/QWr8J4EwAj7scHocppRrntLOkAjzPjhc8z443PNeOLzzXjj88144/PM+OH7k+z6aD2oVS6jQA1wKopZR6BcBsrfXbAKC1/lApdTGAB5RkgPWE3CpCsoSnHlMAzNFav621fsW00VqvTVzBaZajbtZIPLV5DcD7kB+UN7XW7wCA1nq1UqoQQPOcdbQG4rPfzHbVZLlS6h8ArlJKTddar8phV2ssPvvPVEjW5zkASiEutvLEj35HiHOKVBFKcljHaK2vNrMS8wu01l8opW4E8IeE67M/gFG56WnNQyl1OoAJABorpSYB+BzAPADQWr+llDoTwDNKqVMAdAFwOsSdQ2IAz7PjBc+z4w3PteMLz7XjD8+14wvPs+NLHM6zFaORBCX5N+9BHBxlAI4HcAiAqVrr513t7ocMHDJCaz0vF32tCYTUY5rW+llXu9MA/B7AaVrrZbnoa00joDa9ALyhtX7V1e50ADeBtakyQvabD7XWzyXatALwMID7E641UoV4arQPctLVC8ArWuv/utpdAHFGjdRaF+eirzURpdQwAC8B+B7AQq31eYn5hVrr/UoplXAN3AngPMi5wPwcdrnGoJRqD+BNiKumCYCxAEoAvKW1/sjV7mHICfMIrfXcHHSV+MDz7HjB8+x4w3Pt+MJz7fjDc+34wvPs+BKX82w6qB0KIer/cq31NqXUZsjB7Fil1MZERt6hAA4CMIonzVknqB7HKKWKE/WYAOCXAE7nSVmVElSbE5RSOxK1OQ9yK9VZrE2VElSb4UqpDVrrD7TWG5XkrrEuucFbo02QGp2ilNqd2H9GQQYPO5cnzFVOAwB/BvAkxCHwb631uYmTZnPy3B5AewCjedJcpdQFsAvA3EQdvofcbnhC4vi2UCk1CEBvUJyOIzzPjhc8z443PNeOLzzXjj88144vPM+OL7E4z6aD2oVS6h7ITnON1nqXkhHGLwBQqrW+UylVH0AdrfXWnHa0hmBRj7YA6vOkrOqxqE1rAA201stz2tEaSFRtcts7AljtP40B1OMJc25QSjXWWu9QSjWHOKD2a63PSbzWXGu9RSnVQHNAnSpHKfUQgNUA7tRa71FKHQK5hXeG1voppVQjyHkB950YwvPseMHz7HjDc+34wnPt+MNz7fjC8+z4EofzbA6SCMm7STx8AHK17cbETvE9gLcBnKqUaqFlQBeeNGcZy3q01Fqv50lz1ZJCbTbwhLlqsawNMyRzSAq/NTt4wpw7dGLUcC2DUl0OoEgp9bBS6iIA1yulavOkuWpR6v+PFv4qgJYAzlVK1dNaLwIwBcAFSqlGWusfuO/ED55nxwueZ8cbnmvHF55rxx+ea8cfnmfHjzidZ9dogdoUQjujgi6FFKAegIeVjB7eHZJdVJaTTtYgUqxHaU46WUNhbeJLirXZn5NO1nD4WxNvXCdlFdBab9JanwHgOAB3AXhWa81jXBXhU5upAL6GDKD3W6VULcjgbSXgvhM7eOyLFzyXizesT3zhuXb84e9NfOF5dnyJ43l2jYz4SNxOsEdrXeKaV1trXaqU6gAZCflCSGGaA7hMa/1Vbnpb/WE94gtrE19Ym/jDGsWbgPoUaa33KaXaAdiptf5BKTUWwJ0ATtFaL8hRd2sUSgY42uN20Lj2nbYABgA4GUAfyC28P+e+Ex947IsXrEe8YX3iC2sTf1ij+MLz7PgS5/PsGidQK6VOBXAJ5ArAKwC+1VrPSrw2EsAvAFyntV6llGoCYB9vMcgerEd8YW3iC2sTf1ijeBNRn+MAXAWpz3Kl1EkAliZucyNZRik1DrJ/1AYwGTJYy8zEa6MAnAPgt1rrDYl/Pndqrbflqr8kGR774gXrEW9Yn/jC2sQf1ii+8Dw7vsT9PLtGCdRKqe4AXgZwFiRb5RQAHQA8COAzAB8D+KfW+uWcdbIGwXrEF9YmvrA28Yc1ijesT3xRMojRVMjJcUsAAwF0AvAigBmJ1/6ptX4pZ50kgXDfihesR7xhfeILaxN/WKP4wtrEl3w4zy7K1QfniJYA1mitvwEAJYMYXA7gTAAbAZyqtS5WSildk5T73MF6xBfWJr6wNvGHNYo31vUBANaoSikCsMrcRqiUWgLgBACnAdAATtNar+G+E1t47IsXrEe8YX3iC2sTf1ij+MLz7PgS+/PsmjZI4nwAO5RSv088HwDgOwB7AHTWiREpuZNUGaxHfGFt4gtrE39Yo3hjXR/WqGrRWq+C1OaOxPNlAN4BUAygY+KkuYB1iS089sUL1iPesD7xhbWJP6xRfOF5dkzJh/Psai9QK6U6JDKHABl98lEAA5VSrwEYoLW+CsBXAM4xV3FI9mA94gtrE19Ym/jDGsUb1ie+KKWOVEqNU0qdl5j1BwCNlFK/BgCt9VIAsyC1qau1Ls9VX0lFuG/FC9Yj3rA+8YW1iT+sUXxhbeJLvp1nV2uBWsmIoO8BuFgp1UprvU9r/S6AcQAmJKYA0AjANl7ByS6sR3xhbeILaxN/WKN4w/rEFyUD40wE0BvA75RSf0/cEvoKgK5KqXsSTRtCBtopzE1PiR/ct+IF6xFvWJ/4wtrEH9YovrA28SUfz7Or7SCJSqlWAJ4DsArAGgAbADyntd7oaXctgJ8COE9rPa+q+1lTYD3iC2sTX1ib+MMaxRvWJ74opboBeBbAtVrrT5RSnQHcB2A85CT5IAB/hPxD0xHABVrrr3PUXeKB+1a8YD3iDesTX1ib+MMaxRfWJr7k63l2dXZQbwdwLYBfAJgN4GAAZyulWgOA69aCQgDjuaNkHdYjvrA28YW1iT+sUbxhfeLN7YmT5kIAPwBoBaCT1nq31nqB1vosAD8DcFQcTppJEty34gXrEW9Yn/jC2sQf1ii+sDbxJu/Os6udg1op1QnAegBFWusS1/zTAAwHsFhrfZ9S6jCdGL2SZA/WI76wNvGFtYk/rFG8YX3iS6I26wBAa12WmKe01lop9QyAP2itlyulDtdaf5nLvpKKcN+KF6xHvGF94gtrE39Yo/jC2sSXfD/PrlYOaqXUjwD8D8D9AJ5QSvUwr2mtXwYwDUArpdSrAKYppdrnpKM1BNYjvrA28YW1iT+sUbxhfeKLqzYPAnjGVZuixLQ5gAZKBnJ5LnHrKIkJ3LfiBesRb1if+MLaxB/WKL6wNvGlWpxna63z/g+AguSmzANwLIA2AH4NuXLQy9P2GQArAPTJdb+r6x/rEd8/1ia+f6xN/P9Yo3j/sT7x/QuozXXe2gB4HMBLAD7x1ox/sasf9y3Wg3+sT179sTbx/2ON4vvH2sT3rzqdZxslPa/RWmul1PcAZgBYDGCD1voOpVQZgHeUUsdprb9TSrUDcBiAsZr5N1mD9YgvrE18YW3iD2sUb1if+BJQm/9TSu2D1GaE1noRgK0AjgFwstZ6YQ67TFxw34oXrEe8YX3iC2sTf1ij+MLaxJfqdJ6d9xnUSqmDATQDsAxiZf9Sa3276/UbAPQEcJnWerdSqqHWemduelv9YT3iC2sTX1ib+MMaxRvWJ75Y1qYXZJCW0QAWaa2X5aKvpCLct+IF6xFvWJ/4wtrEH9YovrA28aW6nWfntYNaKXUygL9DrgTMAzAZwL1KqUKt9a2JZi8A+C2APQDAHSV7sB7xhbWJL6xN/GGN4g3rE19SqM1NWuv9AN7MTU+JH9y34gXrEW9Yn/jC2sQf1ii+sDbxpTqeZ+etQK2UGgbgnwDO1Vp/rZSaCGAwgGEAPlNKFQJ4DsBRAA4H0BRSOJIFWI/4wtrEF9Ym/rBG8Yb1iS8p1maAUqq51npL7npM3HDfihesR7xhfeILaxN/WKP4wtrEl+p6np23ER+JgnTXWv8r8bwVgH9prX+klDoIwO8hV3CGALiI+TfZhfWIL6xNfGFt4g9rFG9Yn/jC2uQ3rF+8YD3iDesTX1ib+MMaxRfWJr5U19rks0BdCKCB1npH4nE7AK8DOElrvU4pdSCAtYk223PZ15oA6xFfWJv4wtrEH9Yo3rA+8YW1yW9Yv3jBesQb1ie+sDbxhzWKL6xNfKmutSnIdQfSRWu9X2u9I/FUAdgGYEuiGOcB+B2AWvlUjHyG9YgvrE18YW3iD2sUb1if+MLa5DesX7xgPeIN6xNfWJv4wxrFF9YmvlTX2uStg9oPpdS/AKyDjE6ZNzb26grrEV9Ym/jC2sQf1ijesD7xhbXJb1i/eMF6xBvWJ76wNvGHNYovrE18qQ61qRYCtVJKAagF4NvEdKTWenFue1VzYT3iC2sTX1ib+MMaxRvWJ76wNvkN6xcvWI94w/rEF9Ym/rBG8YW1iS/VqTbVQqA2KKUuAvCF1npBrvtCWI84w9rEF9Ym/rBG8Yb1iS+sTX7D+sUL1iPesD7xhbWJP6xRfGFt4kt1qE11E6iVrk5fKM9hPeILaxNfWJv4wxrFG9YnvrA2+Q3rFy9Yj3jD+sQX1ib+sEbxhbWJL9WhNtVKoCaEEEIIIYQQQgghhBCSPxTkugOEEEIIIYQQQgghhBBCaiYUqAkhhBBCCCGEEEIIIYTkBArUhBBCCCGEEEIIIYQQQnICBWpCCCGEEEIIIYQQQgghOYECNSGEEEIIIYQQQgghhJCcQIGaEEIIIYQQQgghhBBCSE74f7d2b4d2wJCnAAAAAElFTkSuQmCC\n", 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" ] }, "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": 19, "id": "7086b5a9", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "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": 20, "id": "486f2159", "metadata": {}, "outputs": [ { "data": { "image/png": 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krQ1oagKMoccNDcAxx1TXQQ1ozIeiKIqiKIqiFAHX2K6DGuh5MR8qUCuKoiiKovRCWltj9zRz3HGUQ71pU7HvZTuodaJERVEURVEURamcFSvodsyY+DkVqBVFURRFUZQeQ1tbnD/NHHss3T74YLHvpQ5qRVEURVEURSkWntz8gAPi50aNott167q/P5WgArWiKIqiKEovxOegftWrKPaj6Bxq20GtArWiKIqiKIqiVM7ChTSHzPDh8XMDBtDt7t216VNeVKBWFEVRFEXphfgc1AMGkAPjhReKfS+N+FAURVEURVGUYlm4EJg5s/S5/v3pVgVqRVEURVEUpe7xOagBYMQIYOPGYt9ry5Z4uKE6qBVFURRFURSlclSgVhRFURRFUXo0Pgc1QEME0wTqVauA//ovoKND/l6bNwOTJ9N9FagVRVEURVGUfZ3ly4HLLqO/5cuLX/7OncDKleUCdZ8+QGOjCtSKoiiKoihKDyDJQZ0lUF91FfC1rwGPPCJ/ry1bgAkTAGM04kNRFEVRFEXZ9/n2t4GPfpT+Lr1U/rpdu4Aoym63eDHdugI1QC5qFagVRVEURVGUuifLQZ1UGC9YQLcPPCB/r82baQKXwYPVQa0oiqIoiqLs++zcCYwfD5x4IvD009ntowj40Y+AoUPJEJLFwoV0O2NG+f9UoFYURVEURVF6BGkO6rY2YMcO/+tYoL7/fvl7bdlCxfaQIeqgVhRFURRFUfZ92tuBfv2Aww4Dnn8e6OxMb//FLwKf/jTV4bfemr18FqinTy//X08UqJtq3QFFURRFURSl+0lzUAPkoh40qPR/e/cCL7xA9x94gJwexqS/T2srDVXcbz91UCuKoiiKoii9g7Y2MoPMnk218LJlwNSpye3vuw846ihg0iTgwQezl79wITm0W1rK/9cTBWp1UCuKoiiKovRCWluzBWqX55+nyRFPOglYuxZYujT7fbZsoVt2UKtArSiKoiiKouzrtLUBTU3ArFn0+LnngO3bk+M+2tqoXj72WOCVV2hi8jQWLvTnTwPk3FaBWlEURVEURal72NXhkiZQP/UU3X7kI3QryaHevJlu2UGtER+KoiiKoijKvo7toAaAZ58FvvAF4OijySiS1P7oo+nxQw+lLz/Nka0OakVRFEVRFKVHkMdBvWABOTLOPpvEZolAbTuoNeJDURRFURRF6Q2w4Dx0KDBuHNXR119PcR+LFiW3nzuXavSsmI89e4CBA/3/69+f/t+TUIFaURRFURSlF5LloN6wofx/CxaQC6S5mdwdknw820GtER+KoiiKoihKb6C9Pa61Z80C/vIXYP16evzss+XtuTbv2xc44ojsOjvJbAKUO6g7O4ELLwSeeCL8c3QXKlAriqIoiqL0QpKK2v32o9skB/Vhh9H9uXMpS6+tLf19XAe1RnwoiqIoiqIo+zq2GWT2bBKMBwwAGhqohk5rf8wxwPz5/igQJkSg3roVuOIK4I478n2W7kAFakVRFEVRlF5IkoO6qYnEZFeg3rwZWLcunujlsMNoGS+8kP4+bgb17t3ZoraiKIqiKIqihPLyy0AU1boXhF1rc/181lnAtGnpDmoAeNWrgL17aYJyH1FE7aUCNdfe7e3hn6O7UIFaURRFURSlF5Lmuhg+vFyg3rWLbgcNottDD6XbBQvS34cF6qFDKeID0JgPRVEURVEUpVhWrQL235+iNOqBtjYyfgDAvHl0+853klid5aA+4AC69WVVA7GzWipQc/uODnn/uxsVqBVFURRFUXohSQ5qwC9Qu4XwzJl0P0ugXrkSaGmhyRUHD6bnVKBWFEVRFEVRimTTJspalkzi3R3YtfbhhwMLF9JE47Nn0303vsNuP2MG3S5c6F92qECtDmpFURRFURSlLklzUI8YkS1Q9+lDDpAsgfruu4Fjj6X76qBWFEVRFEVRQli/Hrj44ng0XxJcq9bLRID2JIlALDrPnk3/c93RtkDd0gKMG1ecg1oFakVRFEVRFKXb+MlPgMsuk7Vtba3MQQ1QzEeaQL16NQ1hPPVUeswOap0oUVEURVEURZFw223AL34B/Pvf9Piee4BXXilvZwvU9ZBDnTRakfOo3ZgPt/3MmbGD+p57aC4YRiJQt7bGkR7cvscL1MaYocaYPxljXjDGPG+MOcYYM8wYc7sxZlHX7X5dbY0x5qfGmMXGmAXGmMOr+xEURVEURVH2fdauBd74xtLi1OXqq4HvfU+2vLSJVUIE6lWrgA0b/Mu58066PeUUutWID0VRFKUe0AulitJzWLWKbp99lgTWM84AzjyTJhG0YZfwli3AsmXd2kUvSQL1gQcCxpRPlJgkUG/aRLX0z34W/08iUAPAnj3xsoF9QKAG8BMAt0VRdCCAwwA8D+ALAO6MomgGgDu7HgPA6QBmdP1dCEDo41EURVEURVGS+Nvf6O+RR5Lb7NlDs5dzIZ9EFGU7qLdvL83G4/t9+8bPHXYY3Sa5qO+8Exg2DJgzhx6PHk23Tz2V3j9FURRFqRYPPUTHuRdfrHVPFEWRwHXtc8+RYLtrF/DMM8B//3dpO7tuffLJbuteIvYkiTb9+wNTppTmS0dReSTIzJlkAvnzn8kJzROPA3KBmmM+9olJEo0xQwAcD+DXABBFUWsURVsAnA3gyq5mVwI4p+v+2QCuioiHAAw1xowtuN+KoiiKoii9ivvvp9tNm5LbsEviwQfTl8XFaZqD2n2vJAc14Becowi44w7g5JOBhq6Kc9Ik4PWvB378Y2DnzvQ+KoqiKEo1WLqUjoNpF3wVRakfbAc150sfeyzwne+UZjSzSxigdh/9KPD1r3dfP13SJiQfOhTYsSN+zM5mV6AGKN4EKG3vM47YuAL1vuKgngpgPYDfGmOeMMb8rzFmIIDRURSt7mqzBkCXJwbjASy3Xr+i6zlFURRFURQlJzwjue2ecOEilMXsJLioTXNQA6UxHz6BetQocoBwJqDN4sXAihVx/jRzySXkBvnVr9L7qCiKoijVgGOm3PxXRVHqE9tB/cQTJMp+97t0ockWqLlWbWigOVkuuwy49dbu7y/jOqJt+vWLjSVALCD7BGp2g9vmjrwO6p4uUDcBOBzAZVEUzQWwE3GcBwAgiqIIQFAEuTHmQmPMfGPM/PXr14e8VFEURVEUpVexYUM8DDBNoOZCl8XsJLgIznJQZwnUAGXi/etf5UMG+WSCZyxnjj2WXNXf+159DzNUFEVR9k04f9rNf1UUpT5ZuZJE523bgJtvBg4+GBg0iP5n51BzrTp7NsAy45Yt3drVEtIc1H37lvbdV5tPnQo0NsaPfQ5qqUC9rzioVwBYEUXRw12P/wQSrNdydEfXLU/ZsxLAROv1E7qeKyGKosujKJoXRdG8kSNH5u2/oiiKoijKPo8tOEsE6scfjwtSH0U5qAFySG/ZQu9pw0W3b+jhG95Akz7qZImKoihKd8PHHhaoOztr1xdFUdKJIjI9vOpV9PjFF4G5c+P60udCPuUUYMAA4Pjj61egljiom5tJpAZoHpdeL1BHUbQGwHJjzAFdT50C4DkANwE4v+u58wHc2HX/JgDvNcTRALZaUSCKoiiKoihKIA88QAXrmDHJAnUUUaF76KFUhM6fn7y8LAf14MF0u317/FxSIXzyyXR7552lz6cJ1AMH0u2uXcl9VBRFUZRqwAL1Sy+R4HPooZRlqyhK/bFxI9Wtp50WP2cL1D4H9cc+BqxeDRx9dLqxo9okTZIIyARqADjoIGDcOGDevMoE6n0l4gMAPg7gGmPMAgBzAHwLwHcAnGaMWQTg1K7HAHALgKUAFgO4AsBHi+ywoiiKoihKb+P++4HDDwfGjk2eJLG9nVxgJ5xAjx99NHl5WQ5qt6gF4hMAtxAeNYpO7u+4o/T5NIF6wAC6VYFaURRF6W5YoI4i4Le/JSf188/Xtk+KovjhyLhDDwU4fGHuXBJ4AX9MRt++ZLYYOpT+bwvB3UUUUZSd1EGdVJv/+MfA3/8OtLRUlkHN66ae4/UStPxSoih6EsA8z79O8bSNAFxcWbcURVEURVH2XT7/eWDIEOBLX5K1f+op4Pzz6QQ6yQnCRe6kScCwYXFmtY8sBzUXtbaAnFYIn3IKTUSzZ0/5CYMK1IqiKEo9sW0bHed2746d07YzUVH2RR55hOquE0+sdU/CYIF6/HjKlr7nHuCQQ+K6NE3kHTqUbrdsoVGI3Qk7lUMzqN3206bRbUtL6X4qyTjC7MsOakVRFEVRFKUAogj4zW+AP/9Z1n7PHoraGDsW2G+/bIG6f3/ggAPSBeos1wULyLaDOu01xx1H7//cc/FzKlAriqIo9cjWreTG7NMnFr/sSCtF6YksWkQ1ZhKf/SxwcQ+0kq7smtFu3Djg7LOBN72JxFqfg9qtVW2BWsKKFcVdrEoSnBlpxAfjCtS9MoNaURRFURRFKY61a4ENG4CXX5a137CBbkeOlAnU/foBM2fKHNRJRXCfPjRbulSgHjKEbu2hhypQK4qiKPXItm00GfDMmfS4sVEFaqVn89JLZE647bbkNgsXUu2ZJmLXI3wRaexY4JOfjA0eaZMkcq263350K8mhbm8HjjgC+O//rrjLJX0pWqDm7683Z1AriqIoiqIoBbBgAd1u2iRzabBAPWJELFD7Ti64AGWBeuXK5OVnFbXGUGErjfhIy6xWgVpRFEWpJ7Zto3za2bPpGHXSSRrxofRsli+n2nDJEv//t24lg8SuXTTpYE9i1Sq6oOTWk42NNAGhz0Hti/jI4rHHgHXryEWdxM03A7Nm0frMggXnSidJZFpaaK4Z/rzqoFYURVEURakC7e0UE3HzzbXuSfV56qn4/rJl2e3Xr6dbFqj37qVi8+GHgcWL43augxoo/b9NVhEMxPmcDBfCPsFZBWpFURSlp7BtG438+drXgBtuoOgAdVArPRl2CK9d6///okXxfUntWU+sWkX50z6ycpxDBGqe7Dut7dNP03ww//u/2cvLqrW572w6yWo/cCDd8sU0FagVRVEURVGqwOrVwAMPALfeWuueVB92UAOymA834gOgE5G3v51OrhmfQP3ii/5lZhW1AInIrkBtDDlWXPIK1HYkiKIoiqJ0B1u3koP6wAOB17++PNtV6T3cfXccIdGTyRKo7di3niZQr1xJF5F89O1bPkliUxPVq0C2QL1nD/DHP5JoywJ1mjua6+ef/jRb6M2aJJEztHmZEgc1IBeoefluxEdHR3q/a4kK1IqiKIqi1BweTpeWm7yvsGABMGcO3ZecJLgRHwCwZg3wyiulBbctUE+fTveT1qfUQe1GfDQ3x0W/2xYoF6gbG/2CtjqoFUVRlGqxa1fp8cimtZWOl4MHx88NGpTuoO7okGXYKj2LKALOOAP45jdr3ZPK2ZcF6lWrkgXqfv3KIz5swZYF6qTf7113AeeeC1x6KXD//fRcmoOa3+uVV4C//CW935IMaiCu3/MK1D4jCEBzyfTtqw5qRakpO3YAf/hDrXuhKIqihMAzdO8LAvWiRTSRy2mnlR+PWltpaOBrX0sFtDTio6GBxOlhw+i5J56gW9uBbAvUAwYAEycmr0+Jg9oX8SEdRghQEZ9UNPMwRRWoFUVRlKI57zzgggv8/2Mh2hWoW1vjY6PL738PTJmiMSD7Glu3Ut3yzDO17knlsAC7bp3//wsX0jY8YEDPEqijiET3MWP8/3cd1G1tpbVqv370lyQ6cx367W/TaydMyHZQ9+8P7L8/8JvfpPe9WgI11/6htbxOkqgoNeDPfwbe+c7kCQIURVGU+oMF6ldeSXY99RTuuosczk8/DVx0Uen/XniBCtA5c4BJk+QRH8OGkROZHdSPPUa3SQI1QDEflTiofREfWQK1LTinCdTcRxWoFUVRlKJ56qnk4+u2bXRrC9SuM9HllVfodc89F9aPd7wD+MEPwl6jdB88x8ezz/onn+5JSBzUM2eSSN2TBOq2NpoYkEfeufgc1G5tO3RoskDN9XBzM/2ddVa6g7q1ld7zuONouwGoJj/uuPLYuqxJErlGlgrUSRnU0vlk1EGtKDWAd848JFpRFEWpf+wZs5Mm9uspPPEEFcPvf3+52M7504ceCkyeLHdQjxhB91mgnj+fbiUCte+kS+q68EV8JLUF5A7qhoby5SuKoihKpXR20kXvJLczC9RDhsTPDRpEt0mv4WMbC1ISOjooAuDzn4+P2Up9wQL1xo3JzuOewqZNdOsTqKOIRvfNnCmvPesF6USDdnu3Vk0TqFmsveIK+hszhgTgJBGXa9sZM+jcZdcumuD9gQeAl14K6zvX69z/PBEfffr4o/cYdVArSo3hwkJzwhRFUXoOK1fGBVZPj/l44glySPfvT0WgXQiyo2v6dDpJkDqoR46k+yxQs9DtE6hZLD7gACrIH320fJnSDGqpg7pPH3KISAVqgNwwKlAriqIoRbJuHR13k9zQPHw/xEHNx6oQBzX3o6MDeN/7SkU0ZudO/zFa6R5sUTrUHV9vsPaxa1f5drxuHV2Y2VcFaneSxDwO6hNOAN773jizmi9kuXAtzJORL14cX7hy9SfpJImVZFCnGU0AdVArSs1hgZqvIipKT+SZZ4Dbbqt1LxSl+1ixApg7l+6/+GJt+1IJ7e0kHs+dW+6MAKgINYYKyilTyOliF9Y+NmyIHdRDhtDr2QWR5qA+7zyKETnnHGD58tJlShzUIREfQLmgrQK1oiiK0t3w8S7LQe1mUKe9Jo+Dmvvx3vfS6+66q7zNlVcCxx6bnnmrVA92UANh3209YoujrhucjR8zZpBAvWlT8sWY7qSzM7uNxIWcNkkiQOaOJPOiG8PBIyuSfpNc27JAvXBhfHHDfY/uyKDOI1B3dKS/ppaoQK3sc6iDWtkX+O53gQ9+sNa9UJTuY+VKcvyOG9ezHdQLF1KhOXduLM7ahTMXtsbQSQJA2ZZp2BEfDQ2lw5JtgZoLUC54R40C/v53avPhD5cuU+qgdjOlVaBWFEVR6hmODNu+3R9xlUeg5mNViIjJ/Xjzm+l21Sp/X9rbS4VSpfvg9d7Ssm8I1CxgujEfPDcXj94Dau+iXr+e+nvPPentsnKWsyZJBGQOal4+O6iT2rMoPH06PX722fi8JVSgrjSDOqsuBzTiQ1FqjgrUyr7Ali104O7pE3YoioQoIoF6/Pj0if16Ak88Qbdz5pQ7I4BS0ZZPEtJiPqKoNOIDoAkTmV27YgeK66AGgIMPBs44o3ydhs78za+ppkC9eTNw2WW631MURVH8fOITwE03pbdh53J7e3yss/FlUGdFfPCxbfny5KH/LixQH3443fqygVko2rhRtkylWNavp4sThx66b0R8HHgg3Xe3NTYzDB5cPwL16tX0u8oSqPM4qPNEfPBrJA7q5mbaZ4wfT0YQXkaSQJ00SWJoBrVvkkSN+FCUOkcFamVfYNs2Oui4swErioQ77wRuv73WvZCzcSMVZxMmkIu6JwvUTz5JouyBB/ojPmzRdsoUul20KHl5W7bQUDx2UANxDvW4cXTLIi8L1K4o7BvaKHFQd3fEx1//Cnz0o+VxJIqiKIrS2gr87GfALbekt7MnXfY5on0Z1FIHNQA8/3x2XwE6lvXrR7XNoEH+Sfj4WKwCdW1Yt44MALNnkxO2p14gj6J0gdo2JdSLQM3bfpZzndsl1Z8hDmrf9+vmREsc1FzbzpxZmiFf7YiPpiZ6TV6BWh3UilIDVKBW9gW4eN6wobb9UHoenZ00Gc9nP1v8sjs6qlO8r1xJt+yg3rix552sdXbSCcGjjwKHHELFpTt0DygVbSdNIpE6LW+e9wE+gfqQQ+iWL2Tt2UPv29hYuoz99isvzKUO6l274tdJBGo3EiREoObP4ZtISlGU+mHJEv2dKt3PK6/Qsda+EOrDvsjpE5y3baPjJE8oDMQO6rQM6rFj6b40CmLFChKnjQFGj/Y7qPcFgbqzk+bO6YmsX08C9axZ9B34LiL0BHbtom2Jc5Hdz2ELn2PHkgj70EPJy9uxQzaJdyVwHSoVqCt1ULe3+41foQ5quxbm9W0M1bTVniQRoH1VSAZ1v37qoFaUmqICtbIvwMMHe3LBqtSGBx6gk6JFi2STj4RwzjnA299e7DKB2O00fjydJAA00WBP4fbbKUpjzBgaqsjDebMiPowBzj6bXp80rJgFajviI02gtuM97PYdHaXvIc2g7uyM29qukaT2lTio+bX1XDgrSm9n927a9/z2t7XuidLbWLqUbrMmFrYd1L5j67Zt5J42Jn6OHdRJx+Jdu8hl26+fPApi+XISqIFkgXpfiPi4+mraJ/TEDGcWqNl53FNH8LHuMXo01XxpDuqGBqrnb7wx+ULj//wPRdVV80Ik92nhwrjO9CHJcZZMkgj4XdGhGdR2bTtjBt1OnUrrftOm8L4D4QK1OqgVpQfBwp67g1CUngRvx+qgVkK59lq63b279CStUu6/H7j5ZuDpp4tbJsMO6gkTgFe9iu4/8kjx71MNHn4YeO1rqWD94Q8pQ/mrX6X/pU2SyJxzDj33j3/4l88T+Pgc1AcfTLdZAjUX2/aF29ZWOklx3dY2AwbQrV3YVjPiw3V49AaMMRONMf8yxjxnjHnWGPOJruf/yxiz0hjzZNffGdZrvmiMWWyMedEY87ra9V7pjWzeTL9V3m8rSnchFaiXL48v6iY5qO14D4COXw0N6Q7qlhYSMqUC9YoVwMSJdH/UqH034uPWW+n2tttI+Jo7F/j1r7Nf9+Y3A5//fHX7lsX69fTdjBpFj2v9Pdx5J4meoRGPXN/ttx99FlegdrOQ3/Y2cgjfcYd/eRs30v8ffDCsHyFwn9ragMWLs9tVOkkikCxQG0O/fyDeN4Q4qGfPzhenF5pBDVAOtS1Qp9XZgD+DuqMj/TW1RAVqZZ9DHdRKTyeK1EGt5KO9Hbj+enIiA8U6Qf77v+m2GjPNr1xJxeGYMcDw4TQz9sMPF/8+1YBPmG++GfjUp4APfzjOhs5yUAPAq19Nkx7ecIN/+b6Ij9e+Fjj33PiEyhao7SHLDAva9nHRV8C78LKkArUvszpLoLZPwlwHSS+hHcBnoiiaBeBoABcbY7rGEeBHURTN6fq7BQC6/ncugNkAXg/gF8aYlMsMilIsXGdLJ4pTlKKQCNSdnVRTHHQQPU4SqO0JEgGqQWxnosvu3XRMnDRJdvG/o4P6sa87qDs7SVQFSOy8+26aiyNL2Fy+nOaduPvuKncwhSiKM6h58ulaG9wefJDE2tB4DVugHj26/GIIx17wqIFTTyXR9vrr/ctjp22SgF0E9gSm7L7ftQv44AdLI2O4XaURH0CyQG23b2qifYHEQc0C9axZ6QJ11iSJ3eWg1ogPpVexcyfwla8kH9i7CxWolZ7O3r3xAUQd1EoId99NRSk7UooSqB99lBy+o0ZR8R5a2GQNEVyxggpqLsiOPLLnCNT82XzOZYlA3dQEnHVW6SzgNnxBwI74eMtbgD/8IZ7NWxLxAZQW274C3oUFanY5F+2gHjhQIz6iKFodRdHjXfe3A3gewPiUl5wN4NooivZGUfQSgMUAjqx+TxWFUIG65/HMM8D8+bXuReVIBOq1a+kYwgK177x069ZyBzVAMR9pkyQOGED5vWvWZPd13Trqhy1Qb9xYfnzr6Q7qBQvoXGXsWODee4FrrqHns9bRn/5Et9WeqG/LFhLCfWzbRuu/ngRqXm+SbczGFah9Dmq75mtupoi5G27w1+jdLVDzqIQvf5nc9/b7Fumg9ulD7e3lyx4yROagnj4duOgi4J3vrMxBbQvUxqSPbgzNoObaPIo04kPpZVxzDfDNbwL/+lft+tDZGRciKlArPRX7pK+nFqxKbbj/fips3v9+Ev+KEqgfeIBuL7yQbkMK+KVLqdD7xCeSh5StXh27jgHgqKOAVat6xhByLux9Qqwk4gMATjqJjlk+x8yGDVTActyGjStQ794tj/iQOKg14qN7McZMATAXAF+e+ZgxZoEx5jfGmK7LDBgPwJoCDCvgEbSNMRcaY+YbY+avr8awB6XXogJ1z+PjHycRpaeTJVCvX08TKQLZDmqfQN3Skh7x0b8/jfTasCH7OMUua474GD2aBCJ3d9zTHdS33063l15Kx/OrrqLHq1env46du2vXZke2VMKVV1KUiK++4u9i1Ci6ONHYWHuBmtdb1vpzkUR8uCLp2WeTCPvYY+XLYyHz0Uerp6nwb8gYclD/+9/AT35Cz9l1M7dLqj/79aPzCz7H8BkwsjKofY7rNAc196WxEfjlL4FDD/UL1FmTJPoyqLPMI3kc1CxOq4Na6VVw7mnendgPf1j55Ap8kj5kCN23r8wpSk/BPulTB7USwsKFwOTJJFzOnFmcQM370ilT6DZE73r0USrmfvpTyryzBUlm9+5YbAVIoAZ6houa141PiE1yULsiMjusfCckGzdS7Ik9mRMT6qB2M6ilDupqCtStrXGh3Bsd1IwxpgXAnwF8MoqibQAuA7A/gDkAVgP4Qcjyoii6PIqieVEUzRtp2+8VpUK4Rklylyn1RRTR3BG+eImeRBQBS5bQfZ+guWQJXeg+7zx6nOagThKoBw1KnyRxwAASqH1Cs8vyrsuIfHznSC43eqGnO6jvuIPiDc47j8S6zk76rGkO4OXLKcqCvyO+qFAN2Ojg0xj4uxg5kmqsYcNqL1AX4aAeNYrEVfsiiq9+O+wwuvVlqre20jrp7KxeDAvXzzNn0nu86U10DgP4BeoskZdfkzZJou936xOFsxzUvtqWBeookve9qYmyr+0M6qza3M2gDjGbqINa6TWsXh3vvPII1Dt2AJ/5DA1ZrgS+6j1pUv6+KEqtUQe1YrNmDRWIEl58Mc5DmzmTHhcBF1icbR0iUL/4IhW53/kODSU85ZTy17sF1mGHUYHWEwRqLip9BaIk4gOI3eOrVpUvY/duv3saqM+ID/sChO0y8eE6tHurg9oY0wckTl8TRdFfACCKorVRFHVEUdQJ4ArEMR4rAUy0Xj6h6zlF6RbUQd2zWLeOaskNG0qFk57G5s3xNucTqO+5h0SXShzUSREfnZ10POvfn6IsgGyHKzuo7YgPoPxCQU92ULe1kev1lFNI0DvySKpL3vlO+pxJteuVV9LtZz5Dt0kxH489RpPP/e1v+fvI35NPoHYj1LIE6o9+lIwW1fyuKhGojaHvgWs3N/bCrfmmTKE6zLduWlvpwkNLS5wxXjQsls6dS/up8eOBf/6TLnTkEahtF7Jbew4bRrWw77yora08I1rqoLbZbz/6TLZRI6vvxlDdXm0HNUD9Uge10mu4/vq46MkjCvNV5kpPSrmo4KtvKlArPRH7iq06qHs3Dz9MJ0PjxwOXXJJ+chlF5Jg+4AB6PHMmDWl8/nngk5+sbP/KRSQLqSEC9Qsv0D75858H/vxn4IkngM9+tnz5doHVrx8wZ07PEKjTHNTSiI80gTrNhdzSQrdZAvXgwVQE28fENOGbyeug5u1U4qAGYlG7NwrUxhgD4NcAno+i6IfW82OtZm8CwFMG3QTgXGNMX2PMVAAzADzSXf1VFBWoexbsjty7t3RS2p4Gx3vst59foH7wQRKVHn0U+M1vSBhuavILzlu3lk+SCCRPksjHJnZQA9kC4vLldPzjCY6TBOqe7KDeuZPWzdSp9PgHPwB+/3tg2jSKW/CdwyxcSJGgb3wjTdQHJAvUzz1Hf298I5kc8sDfU5pAze72YcPStYP776fs7Llz4+2xSKKosoiPIUPIjct1oDtxoFu/NTTQhRzfutm7ly42zJ1Lk15WA972P/1p4Mc/Bh56CJgxw58pDWTnONsOaretMXSxw+cWT3NQP/EE8KMflf4vzUENlMfpAcmTJHL/QwXqkAxqu9a20wWk5qfuRgVqpRD++EfK3hk8uDKButJIDnVQK7VGKtytW5d8YOCTvvHje2bBqhTHCy/Q7YwZwDe+QYV/EmvX0j7QdlB3dgKvfz1lui1enL8f7C7gIj5UoD7wQLr/pjeR8OwW3r4Ca948Korr3fHFBbGvoJQ6qNnx4hOo04pPdlDzCXWSQN3QQO9hHxN37iyNVfGRJ4O6s5O2l85OcmjkEajr2dlRBY4D8B4AJxtjnuz6OwPA94wxTxtjFgA4CcCnACCKomcBXAfgOQC3Abg4iqKEdHdFKR4VqHsWtvjUk00PLAjOmlXqUGQefBA4+mgS1C64gAQpn+AcRXSs9F2gTXJQ8/txBjWQLVC/9BJdnOd4riwH9a5d1c1irgaucHjMMcA55ySvo44OmiOlXz/gssvoPKexMVmgZl1gzhzg+9/PVw9yH3zCZKiDuq2NRvgtX07aRwjr1wOPP57eZvv2eFuTOqjXrqVtf/PmWCD1mSOShM9Zs5IjPpqbSdR99tnq1OL8/U6dSvPUsCmiX79ycR2ozEENJH8W3ySJ7KD+1reAz32uvN9JDmrAL1Cnic62IB8iUPPIjhCB2jaA1GutrQK1UggLFgAnnkg/zKThEGkU7aBWgboYOjvDhxj1Zp5+mgrQp59Ob7d2LRWtSZE2fNI3bVrPPplQKod/fzffDLzmNcDHPhbvL104b5oFanZS83BX3yzdUtiNMHw4PZYK1J2dNJyOBWqgvPDk5bsF1sEHk3vBJ9pu2lQ/J3Lcd19GtNRBbQw55X2OmTQXcnMzXTjIclAD5cdnztNMw434yCqEbcd12uSRjCtQ2wV6byGKovuiKDJRFB0aRdGcrr9boih6TxRFh3Q9/8YoilZbr/lmFEX7R1F0QBRFt9ay/0rvg2ttzaDuGdjiU1pN2Z373TzCCAvUBx1UfvzfupU+5zHHlD7vE5zTBKOkSRL5GGU7qLMcrgsXxvUY96Vfv+QMaqDnmVKS3KEcg+KeQz7zDLmQv/ENGjnW1EQidZJAzct/3euo7nPXnQT+np57rtwYtG4dfedcN0kE6tmzaeLL0HmzvvUt4OST04VeXl/GyB3UX/oSnR88+GA+gXr2bMrpdvUbW6DesqU6egALz25d2bdvWMSHxEENkBi/ebNsAskhQ+hz33UX7a94n8WTDUod1FmTJHL/QwXqKIozpUMyqFWgVnoFHR10dZqzfeoh4kMF6mL47W9JJE2aMEQpZckSOmD4BDWbf/+bDkQLFvj/bwvUPa1YrUduvBG4/PJa9yIfa9ZQITJ4MPC731Ex8fWv+9u6AvXMmVTk+CYcCYXdCH36kKtAKlCvWEEndrZA7RaeQLJADdAJjcvJJwNvfau4+1UlTbR1XR3c3lfYjhsXHvEBkAtaKlDbx8QQgXr37niGdGmmdB6Bupc6qBWlR8G19q5d+lvtCTz7bHxcSBKoFy6kY0mlk9Vn0dFB4mT//sC994a99uWXKS5jxIhygfqRR6j+lgjUaW7MpEkSbQd13750PE0T7Do7adSaLVAbQ6PQkiI+gJ5X8ycJh0kiPh/r998/fm7y5GyBes4cug3dPltbaZ2OH0/v7b7Phg1xBAuQLVCz8MlO3BBefpkupKQZ+Xh9HXCATBCOIsps7uigCzhpAnWSkDl7Nt26LmoWYWfNosfV2Dfw9ysVqLNq7bRJEoH4s7qfJUmgbm+PtwfXQBHqoG5s9PcdKDXuSCdJBGhfFZJB7UZ81OvxWwVqpWJYTBsypPYCNfeFBZlaz8Tb07nzTirKfG4CpRze3rKEwAceoNuXXvL/n7fjqVNp/duTjhXNyy9Xb9n1ws9/Dnz727XuRT7Wro2HhU6bBrz2tXQ138fChVSkTeyaPm3IEMpOu+wyelypg5oLoJEj5QI1R5TkEai5kPQJ1GvXAn//O3Cr0Du6enUx7rAoKp9tPslJAZA7qKmpMoE6q/h0BWouRF2GDq0s4oPXX5rgXKmDujdmUCtKT8OuCbU+rH+ee46iL4DkY/fLL9N+N2sEoMv//A/w1a/K219wAc2n0d5O9UkIO3eSgNy/P/W1wwo2evBBEoCPPLL0Nb6IjzSBadAgOh51OKFJtoMaIAE2TUBcuZKOZ7ZADVA9lxTxAfQ8gTrJHZoU8eFzzEoE6sMOo9tQkZQd15x17YqwbtTLsGF0DpZUg7B4OHs21bfudpLGyq6pjJNGQQLx+pozh+q1rLp94UIygrz5zfQ4b8QH4Beo2UENZK/7yy4D/vu/09u4JF0syptBvWcPXRxKMlMkie1JkyTacH/SatskgbpPH/8oS7v/oQ5qgPaJoRnU6qBWegV8JbASgZpP+IvKoGaBRh3UlcETlKlYIEMqUN9/P90micPbttHBZvx4elytgvXJJ0kEv+226iy/Xli3jgTKes8y9rFmTVzoA8Dxx5NLgmeHt1m4EJg+vfQq/ezZcSFTyf7VHi43cqQ8eoYFao4bAcoLT16+W2ANH07DRH0CNf/GPv3p7P3T3r30/r/8pazPafy//0fr2D62ZMVeuIJ8T3RQ266LakZ8qECtKPWPLUprDnV9s24dHa+PP54eJx27+ZgcMox/wwbg0kuBq66Std+zB7j2WuCDH6TjAgt2UvhY6JsA7sEHSXxyJz7ME/EBlIvatoMaSI7kYtwRbYxPoG5ri8WwniZQJ63Llhb6c9eR7+LA5MlU0/rEMm4/aRKtI19Wso+bb6bRqvz+p5xCtz5h0u7LsGF0m+Ry5lp11izanpOMRj64vvPV7wz3d+5cus36Pd5xB91+//vAT38KfOQj9Ng3ei9JyJwyhWoxd91w+1GjqB7PWvd/+Uv6PDk+WltpjhTXXexGAWYJ1LYgn9Z2zBiqhd3PkuSgtrHnYgHCHNRpEyRy//MI1FIHtW02aW2N96EqUCv7LJxBN2RIuUNLStERH8OGUVGiAnV+NmyI894qvXDQW5AI1Lt3x5NkpDmoBw+Oh51VK4eaC+irr67O8uuFtWvpO8mTj19rXIH6hBPo1jc01s07ZHxOilDsIj7UQT1kSOwCB+QZ1ADFfPgE6tZWEp1feAH429/S+7B6NR0bnn9e1uckogj41a9oXdjbUpqDGih1RqRNHDhuHBWb7sl0lgBuC9S7d1cng5qLWqB7BOp6LZoVRSkVpVWgrm9YiDnuOBKBihSof/Ur2mevXJk86bfN44/T8fOMM5IvyKbBdYJv8uHFi+NYMBtfpnSagDVoEN26AnWogzpNoHZzlNvb4zqvXgXqZcv8+c9ZYmCSg9puP3kyOV5924MtaEtjNVpbgfe8B/j85+P3P/BA2uZ8IqzdFxaoN22iz+zqCLaDGpA7ujs64r5kOaj79ImdvhKBeupUGmH58Y9T/B0Q5qBuaKBc9ySB2hjqT9Zn3bkz/Hw1aTLD0AxqW5BPGyFhjH87SpokEYjPX1wHtW/5LGr7HNRphDqoeT+1dSu1T6uzgVKzSVtb/DhkBEB3ogK1UjG2QJ3HQR1FxQrUDQ1UQOR1cyvEI4/E99XNJoMF6jRB/9FH6UB47LF0IPdl3W3dSgI1T0j39NPAueeWuy4qha/U33RTdWNEaklnZyymhp4M1QN2xAdAwxwHDwbuuae0XUcHnaDZTmWmCIHaLuJHjJAL1DxBoj20zRfxkTXjtnvyu3cvcOaZ9Bp7X+WDt/NQt5bLI4/EJ/sspHJfpAJ1mmjLkwq5jqMsAZwF6s7OUmeEi3tMlER8NDTQe4cK1Lt2qYNaUfZVtm+P9+k6UWJ9w8es2bPp2J0lUEsnZtu7F/jZz0j0bmuTTV734IN0e8wx+QRq10FtC9S7d/uPZ75MaYmD2hW1XQc1i69JI/MWLqTj27hxpc/76qe2trjOq9doyjPPJIOEO/otaZJEgGoaacQH4I/5sJfP9WAUpY+IvOMOuhi/YEFc940ZQxcLliwp74/PQb1pE4m9l1xS3p/mZhJ0Abmje/36WAxMc1CzKYW3mzSBur2dIv84vsQmKYM6SficOZPOIWzsdWOv+yR27KAaM8RgkNQn9zwhLTceKB1VkdWWxXb7s/hE4SlT6DjH893wts/L99W2jY2kh7mTJEoE6pAManZq8343NOKD92P1agZRgVqpGFegtp1TEjZvjk9OixCoW1pohyIVqHfuBBYtqux990U43gNQsUCKxEHN+dPnnUe3vpgP10H95S8Df/wj8Ne/FtZVAPHJwY4dwC23FLvsemHTprgolJ541Qt791L/bQd1YyPw6leXO6hXraLf6bRp5cuphoN6wwZZZIrP1S3NoAbIEbV7d+loA3YhDxoEHHIIMH9+eh8kwyol/Pa38X03U1oa8ZEm2vIJiXvSLo344GUnCdRDh1K/ue8SBzVAhWy1Ij5YUFAHtaL0HLZvj49LvcFB/fa3A//xH7XuRT548sNx42QCtdRB/fe/U9sLL6THkuPrQw+R6MMCXJEO6qTRQ6ERH1IH9dix9FzSJPILFwIzZpTnznJ+tn3RneuZ/v3r00G9cSMJei+8UJ43nuWgTor4cB3UgP9cnOMR2MW7aRNwzTW0LfMoX5frr6fbnTsp5gOgCwAtLaXmAiBZoF66lP7c74MF1cGDKU5U6qC2DRJZER9jxiRPMmnz1FO0/+X4EpskB3VS/TZ4cLlRyV43s2aR6M/7B98+cedOOi8IMQcm1f6hGdT2582qVWfNoj7aF4p8ovBBB9H6P/10eiyJ+ABIf7IvNEkE59CIDxao2bgmFaj5eM2P67XWVoFaqRhXoAbChtLbE04VkUHNxYW7g0ji+9+nndWdd1b23rXimWeqM0SjuwTqtjbg/PNjZ0VPRipQH3AAMG8ePU4TqNlBzcWM65qtlNWrKed69GjKBdwXsV09PU2g5r7bAjVALpYXXih11HNhye4fG4lAvWxZ+n7bnSSxvT17P9/WRkX51Knl/bELzyhKLpx5yK59EmAP35s3D3jssXSxvAgHNWdnsojs5voV4aBOEqilkyTye6Q5qAH63tra6DuUCtTVjvjYuZP6w8WyXhRVlPpl+/Z4jox9XaBubaVRZv/8Z617kg++SGxMsQ5qFqre8Aa6TYstYB58kNzTAB3vKs2gtsXGpAmC80Z8SBzUAM3h8u53l5+/ZkWu2e1ZkBo+vD4F6oceotvDD6dJMZ96Kv5f0iSJQHrEh11HzJhB24Mvrs0W6zhW4wMfoPMtX2xbaytwww00ySAA/OMftF6bm+nP/Z5cMZAFaha27brZnXxv9my5g5rrur59syM+xo6l3Gdj0i8Y8TnnhAnl/wuJ+ABK61TGdVADNKJ3zRrgT3+K4yoZjpoLiflIqv2TMqiTspzti1ZpER9AfG5tj/5JyokePTr+zUvqeKDcIFmNiI+8AjV/ZnVQK/s8vLEPHeoPh8+Cd9T9+hXjoObiYvhw2U7yuefoB/qWt8gPNPXC8uXAoYfSzLkSoogmxpO0e+SR+KBXzQzq3/+eJli58cbqvUd3kSVQ83o96qhYtPPlULNAzYVSYyMV9ffeW+xEf6tX03d8zjlUxO2L2CJuTxOouTC1Iz6A+ATvscfi59LEwyyBOooon/Kzn03uiztJIpAd87FiBS170qTS55MKz7QZt59+On7OLg6POIIE1yQnDRB/7+vW5d+XvfgiHevOOYceuxEftXRQt7SQi0sqUG/eHJ9IZEV8AFTYVkugtiNBfG4ZRVHqj+3b4/qwpwvUu3YB//u/yfucJ56gfdnixZWNQkrj+uurN0eGLZQW6aDm48H++9NtloN6+XISpI8+mh6PH++fc8Hl5pvjY3iSgzqK0h3U9sRpdt99xzI3dorhY76dQQ0AF1xAjl7bbNLaSrW9dE6Q9nYSx+pFoL7lllLx8cEH6TzkqqtIpH300fh/aWL/2LG0f7DXpa99QwPFKNx6q/9igitQ8/fnW1d33km/pUsvpddt3Bh/Vz6BOslB7ROo3b7PmkUiucQkxnXd4YfLIj6amqjWTvs9pm3HvolE08wObESwsWvbefOo1vz972kyxCgq/654NEGIQC2N+ODtwB2RYLfnPkvjQNyaU9pe4qAOnSQxVKDmrGvePrIE6j596HfGxxkVqJV9Hp+DOo9APXVqsQL1pEnkzs4S9F56iXJdm5vTBZruJIqyh60DcYbSNdfIlnvnnTQz8P33p7dbtYq+w6OOosfVEgva24FvfYvuV5oPWw9kZVCvXEmC6bx5dHW8f/90B3VTEw2HfN/7gPe+l74XNz+tElavpgJy6lQqLPbFHOqe7KBmcd11UPPEHSwyAuliYJZAvXgxbZscP+PDjfgAsgVqHh3Dwzft/rS3x0Nc04q9QYPo2GJ/j3Z7Honw2GO0L/d9x/xcFOXfBnjo6aGH0m01HNSDBpFgnDfiI0ug5u3GjtUqOuLDnilcIlD36UN/u3aVnhzVa9GsKMq+5aD+/OeBD30o2STB7tGOjnjiuyJZsoSGy3MsQZG4QmmaQM373w0bZDU/Hw/Gj6djQpaD2s6fBpIvyNps3w688Y3AFVfE7+kTqNva6Pjuc1D7IjvSRFXXLcnwMZP/z3NG2BMUMy+9RNuLT6Dm46dPfDvwQODuu0tHFvvYsydsMstQLryQzv9+9CNarw8+SOfJXPtJJ6/j2tXua1Id8ba30XJvvrn0eVusGzOGnNGf/CQ99gnUPPr3jDPiEXj8XUni5YYMIRGUDWtpn/Xgg+m7kJyXrVpFy503j34rPm2ivZ3qal5vY8bQaMlHH/X/JkONKVkibGtrqdhur5vBg4H3vx/4wx+AX/6SnrMF6iiKfyOhArV0ksQ00VY6SSLgF6jTcqLdERtZte2QIaXHRamDOiSDmrOupQ5qY6g+dx3UOkmiss+ydSv9sJqb8wvUffqQG6NIgXryZNpZZl2NXrqUJqx75ztpsoF6EOnuvBN41auyY0d4QoOHHvILnS581TtNiALinTBfSa6WQH3ttfQZ+vXbtwTqJCGQHa/z5tHBYsqUdAc1QBcqLruMYh2AYmM+WKDmrOvQ2Zd7AnzwHjq05wnUXNS7ArXPGZE2qzQ/Z184YTd/FMUXrF54IdnNlMdBzSdZroPaLZyzhM/+/cszn3k5s2fT7S230AnVm99c/nr7e8+7n+F97SGH0G2Ig1oqUBtDv0ffJIkhER++k3Sg9PgcKlBXy0HNfXAFanVQK0p90tpKf2PG0D6rJ0+SeM89NNEfQBOr+Xjwwdj9Js2bDeGFF+jWdS8WwdKldCHYFqg3biyfdBgodSNLJjy0JwqbMCHbQf3EE7QeDzuMHksE6kWLqD8sAvPFWldE5nXnuzjLsWdSgdoXH2I/5vceP54+z4wZ5e25rmd3uU2ag/rb36bv5oMfTDdXXXIJGUsuv7zYUZXMnj10nP/0p4Gf/IRqxaOPThY9geR4BCDZYGBz7LG0TVx3Xenzdu1pDG1HP/gBuUF95/dcj/XtG8d8pDmoXTGwsTG+mO9+VrfvvPwnnijvh8vKlbQ+pkyhesc3YoLndhk1ih5PnUr7qCOPpIsFLqECddokibxdc3ue68Ve9ic+QYLm00/T+rfPF3bvjrfFogRqqcMZCJsk0XcRKm35bnvJOYtruCg6gxqgml4qUAOlArVmUCv7PFu3xkMNbIeWlGXL6EDft2/lURLbtpUK1Lz8JLZsIVFx2jS62rp3L129rjV85fbPf05vt2hRvBNzD+o+ODfMjgbwwd8DF3bVivj43e8oj/nMM3u+QN3WFh+skwTq+fOp+OECferUZAc1/6aGD4+dFSNHFidQ8wR81RCo162jSSVCJ8CpBuvWUSE1e7ZcoF6ypLruFCncBy5WGd/V/7RZpX2F6n33kaD7t7/FF6zSIoBsB7V0e2GBeuJEf3/yFnt2++ZmcjVfeSUJ5g89VB7VtHo1nRQA+SdKXLSITi5YnA9xUEsjPoDyXE52mmc5qHftikVnSQY1n/BLBOpqRnzw8tVBrSg9A65zBg+mv57soP7IR0hEPPXUdIH6zDOpjqiGQM2jc6pxUY6XbQvUHR3+iwr2MU1S/7S2kmDY2EjH+Kxj686ddE7Bxw8WqNNqf+6/fTHb56BOuzjry5SWCNQ+B3VTU/yaoUPpnOrnP6fH9vFLMieIL4N66lTge98Dbr89fWTsxo3Uv4su8guXldLWRqMKzjiDRhbv2EHO9zSBOs2N7rv47LZvaKCozVtvzRYOGxqonvEJ1LbgOXcu3bJALZ2gm81ZQPpnnT2b7kuiM1etom2e62Hf78WNkbn8clofkyfHIzncvgNhDuosVzH3gT+rXb9Nmwa86U10//WvL/1N2ReAQjOok36HUnHd7ueePdm1qu8iVEjER5ohCCg31VQjgxqoTKDWiA9ln8cWqPM4qB9+mASGPn2Kd1AD6QI1X+WeOhU4/nj68d56a2V9KALu1403+p0OzOLFdIA88kjZJHcLFtBtVnwIfw+cT1otN9uLL1LfJ0ygIrUaToDuwt7m0wTqWbPi4sPnoN67l/7YQc0YQ9vovfcW018+AZEK1A8+KB9dcNNNNHGMr6DqbtauJVFx/Hi5QH3mmcBHP1rdfklYu5ZOglzB0RV4gXQxkAsde7tkt/+vf00C9eGH0+OkfYNdHLJgnnUS+8ortO7dk0bXAS7Ji3Mdy0D8WTnm43OfoxPI3/629PWrV8dtKnFQz5jhL2yLclADdGJkiwcSkZf307wPkmRQ829ZkkEdEvFhZ0qrg1pR9j1YkB40qGcL1Hv3Un7s+edTjMSSJeX12KpVdBw78URg+vTqzFPDsSHVMILwstnlm1brhQrUfNwzhmr4rIgPVwiUOKi5//bx054kMcRBLRWokyI+du8uv6A7a1Z8zplWo9hkRS98+MM0Uut730s+J2ptpfOHQw6hWrto+Lu6/PJ4/R1zjH80XtokiUkuXsBfRxx0ELW13cVJYl1SXrfdnh3OHPEhyaAGsgVqbt/cTNtAmoP6f/6HamwWqDm73/d7cY0mo0aREHzUUX4RXLKdFe0S/sEPgF/9ihz1dra7HTlYi4gPOzonT8RHWk60W/enGYKAclNNSMQHTxovFailGdTcLxWolV7Dli3lArV0so+XXqIhaKeeSj+uIgVqdsylRV/wxFrTptHO4aST6kOg5n6tWpUuJi9aRIXnW99KB8i0onLPHhKEBw2iQjztIgLvfKspUO/eTVeQZ8wg8XDnzp57ogOUrk/fiUYUkXOdhTKALoxs2VIqSPE6cAVqgE6QinL2slgrEahvvJGG3/FQ2CzY5V0PkSHr1pHz1Red4GPzZvqd2JPA1AqeLMUlNOLDmPJij+///e/kCnvzm+l3mDS6wnZe9O9PhXNWrNArr5TnTwP5Ij6SHNQAndBdcgnl2Z95JnD11fE+izP9Zs+uLEpo0SL6/flOXiUOaqlAPWBAaaEvEYV5P82/t2pkUNsO6qxM6cZGjfhQlH0VFvp4foCeWrfZF+lPPZXuuy5qOzd59uzqOKirLVCPHBmfm2UJ1I2NdF9SK9nCEptM0gw1rhA1aBCJnxKBuggHdaURH7t2+ZfvcwmHCtQc8QGQO/hTn6IYhaSYx7a2OMJCctFk0aKw/HQWyMaPpwv+555L58kNDfS81EGd5BZPah8yeV2SQG1vZ/PmUW172mlxf1wDkW/5LFDzBJv2st2+z51L599JFxO++lUyvKxcSeszzUGdtN3MmUN6iaut5In4kLqKk5Y9ZQpllLsjE7Ic1PPnl05an9Unn0CdVgfb5zlFT5Lo1v1ZDmrblMLLlkySCFDfQwRq/r7UQa0oDraDuk8fOlmWOqj54HvqqfTaSgs0W6AeOpTuSxzU06bR7emnk3jLw8pqxdKlwKtfTcXiD34AnHUWTUxg095O/Z8+Pb5KzFl2Pp57jorH886jx/YMzS78PbB4UQ2xgCeVYIEaSBaP1q+XDaGqJexIBfwO6uXL6XPYAjUXQXbRkSZQ88G3CKe5VKBev56KEQD417+ylxtFsUCdlVHcHaxdS2Lq2LFUQNlFlA8WaFesKP1Oa8GaNXGGn01oxAc/7xOoeYKM446jbTPNQW0XQEnxNDbLlpXnT9t9LCKDGqAROF//Ou0v3/9++s75QuPatbRNjh0ry8m02bqVshd37qTfi+2gdvuT5aCWRnxwXEfSZ016DRCfrCUJ1Hx8zhvxkVWUMyxohwjUO3dqxIei9ARsgbonO6htgfrAA6kOdQVqFv/mzCGn5OLFySPk8lJtgdqeqC9LoGZ3pzTig/ftEyfSeUJadrVPiBo/PkygzuOg9kV8pNUcSREfPgc1kC5Qp80JkuYOfec7qfb74Q/LX8/9Z/fuypXZprCPfQy44IL0NkwUUV3I/XnTm+j80xh67BMOgXAHtU+wC5nYTyJQ9+9PUZk8dwgb4exzqDQH9Zw52Z917lza7pN+M62tFAWzYQM5qMeMIaHf56BO2m44qsQ9D07bjhsb6U/qQg7NWeZzVP5d2cYK37nfa18LfP/75c8n9YljX/miV0hMRrUmSXTXTZaDmrczSd/dSR6lAjWjArXS63jySbr6mDSBhy1QA/SDkQrUd9wRF4eVRnzwxC1cjBhD7r00gXrpUjoQcf/ZRXHfffn7USlRRMLzvHk0Md5115HL0R3GtWwZ7VhmzKD1B6QL1Jw//b730W1aDnV3ZFDzpGPTp2cL1N/9LjlYQqJjimDvXhpelZXZDWQL1LyMI46In/MNwcoSqIFivg9boB46lAom30nL5z9Pxe9JJ9FkelkHs5dfjguvenNQA9nOIPu75t9MrVi71u+g9kV2ZImBSQL1pElUxL7qVbTPefFFv+Dg5r8lTfDJRBE5qNMEamkh7EZ8pLU//XT6vjnmw97Ox48Pc1BfcQUNY2TRYvp0v7sqy0EdEvHhOqiLFKiB+PhcrYgPbh8iUA8ZQnWE6zhRFKX+cDOoe+okiXxs4MkeTz65PEJtzx4S0nhC3o6OMCdqFrt2xfVSNfZ5CxfG8R5AtkA9ZAgdI/I4qIH0C8AsLtu4cy7YRFExDurQiI+mJvrzZVBLHdShc4LYDmpuc/HFdKH9v/87NhLY/e/Th7ZJgKJq0ti+nS62SMwtaeuG+1aJQM1OWBa8bXyjA5Ocs8OH+00kaS5hX0SJr/3YsfRbmDkzO54kbaJEnmiQGTeOvuexY2URH0wegZqXU7SDmnEv/NimB3f/smMH1Z2+Y0VSn2xHMSAXeavhoM5zzmK3k0ySaPcpj0CdVWcD/kkS3X1LvaACtZLJHXfQX5IYsXVr6Yy3UoG6sxO46y4ShY2pXKDmnaM9KcWUKdkRH1Onxo/5flaWWjVZv54+y7RpNKPzt79N9938X1fgHTgwXaBesIAKqSOPpM+ZFh3SHREf7FKXCNQbNtBO23WRV5slS4B//COeRC4NLpR8Q8gAEnd5QjfGV7xJBOoiHDyrV5MoPWoUCZTDhvlPWp59lvIXL7yQCpEsJzuf4DU11Z+DGsg+8Zo/nwpfoPau/SQHtTHlQ8iy3K3uJLT82p//HPjFL+i3zhdPfIW2e5IwdSoJ0EnFzebNtB/zCdRJGdTSiI+svO33vAe4+Wa6OGGLEOPHhzuoowi49FJ6PGOG/+TVd+JtExLx4TqoQyI+JAL10KGVR3wULVCzE0od1IpS/+RxUK9fT7W+ZK6U7oIdj3wReOzY8nMXe9/OYmCRMR9cxwPFG0F27CB3sk+g9tVme/bQsWPsWLmD2hWo086dfELUuHF0bvmud1FEl82GDbEz2BaGbAc1HzP4tohJEoHyi+L8HqEO6jwZ1MxnP0vr5dJLaTJPG16X9jZ5003A29/u/zytrbQuJaaRvAK1zxHtc4unTXYXkpuc5qDOWr4bOeJul1/8IvDvf5dP1OdbNzzpfVLdDMSObM5dnzrVr6kkbTdssnHfI0Sg7uigerYoBzX/rnj/z6NTp0wp3854f+Je9OH3kUSUZE2SyK8JmSRRKlDzORf/xrNqW3efIHV/c5+q5aDu3z92pO8TDmpjzMvGmKeNMU8aY+Z3PTfMGHO7MWZR1+1+Xc8bY8xPjTGLjTELjDGHV/MDKNWHh18lic6ug5pPgLN4+mkqkk45hR5XmkHtu/IocVBzvAf3YfToMBGjaDh/eupUEpO/8AU6uLkCNQu8M2aQ0HjAAdkC9cEHkxg5bx5l6yXtmLpjksTFi6lYHjo0W6DmwtKd/Kza8EE1afSADQvUY8f6TzRuvZUmObQL6DSBmg/+NkUL1CxOA/Rd+IpXPiE4/nh6nDVJ4z330PY6Z07tHdQ7d9LvxnZQv/ACcMstyU6S+fNpnzRmTG0d1FFEBZ/vQgVQLlBnDTlrbvY7qF/zmjjC5aCD6NYXceRzULe3Jw/PfeUVui0qg9r3WZPaX3AB9e33vy91UE+YQP2VRuRw/3hy2enT4/6ETpIojfgYMID6zp8xxEGdlUENxBeQ80R8SAXq0EiQYcPKBWp1UCtKfZIng/qmmyjS77zzgM98prr9k7JmDQkPPOnvgAG0z7Ivutr79gMPpH1rkfNT2G7sogVqdsrx5wPoWDF0qN+4wwL1mDFhkyQC6bm6TJJAvXo18H//Vz5K1F43e/fScbGzM91B7Tv28THOPoeSCNSVOKjTjn2uSMqRGq7A278/zadxxhnldTcLWFOmULtnn6X4hOuvTx4BB8jiK0MF6jyTJGYJh9KIj127yr+ntKxi10GdNCHdiBEUC5IkxtvLHzKEdISrr6YoFd9Fp4svpnP5E06gx/vvH5/r26RtN3PmlAvUe/fS+X9SvrHdf8k2D1TuoJ48OUygTov4AEr7L51osOhJEvk1oQ5qbl8vArVd7+8TAnUXJ0VRNCeKIk5Q/QKAO6MomgHgzq7HAHA6gBldfxcCuKyoziq1gU/wfUNp2ttpp5Qn4uP3v6cdK8dqVJpB7dthTJ4cXzW+4YZSYaKjg8RrW6AGwnNKi8aeuJHhSaRsFi8mtzg7LA88kIbnJ/H003EO17nn0mf83//1t+0uBzU7O/r3p+0mSaDmK7Pz59Pn6C74oOquex+bNsUnO66A/MorNLzu9NNLn/cVb2lD74sWqFm0BajYSxKom5vpRGL69DhfOon77iPRc9So2gvUPCGH7aD+8IdpIj3fSebGjXTiNm8eFYO1dFCz20E6dC9vxId9QjdhAl2w8F3U8zmogeSRNSxQF5FB7bqZsj7rrFk06/lvfhML6KNH04Ww1lb5dmmvr9Gj44Lcd3FAEvERRTKBGoj3A5KJCXlfwfmfWQL1li3hER9798onY7Ed1H360HE+jeHDS3Ox+/ev36JZUXo7eRzUHOd33nmUqyupqarN6tUkRLEQwPvepPim5mYaZcQTJxYBC4aDBxdfZ/uOq8ZQbIEvpmT37thBHRrxMWIErT+eWyarPfP619P8F7Nnl88Pwutm4sTSYfvNzfFkvG4GdZqA7IuQSnOThmZQSy+iu/VPmsBrDB0f3b7wumxoIGPBHXfE0ZRp0RGSeJpqRHy4juWiHNRAuYs6TQD3iZ5AWEQGUN6fd72LdI+f/xz44x/L248aRaOhud6aNo3Od33fq91Pm7lzKcrF3c6k5giJEQQId1D7BOrt20vXG+9P8jioQ0TevBEfbu560mukkyT6HNRZkyTa22Z3CNR8v15r7UoiPs4GcGXX/SsBnGM9f1VEPARgqDFmrOf1Sh3zhS/QzLNAuoOaC9NQgXrDBuCyy6hYZfdsERnUQOmPdMoUur3wQprowb76uGoVvcYVqCdOrG3EBws+3HfAL1AvWkSCIed4HXggCUtJhf+mTfFQxje9iRyxl1zin1zDFairlUHNjkQgPR92+3YSDPv0Aa66qvi+JMEHVamDeujQWMyx4QnbXIHa5xYIHRqYF1egTnNQ82/qhBNo2FvaTO3r1tG2O2JE7SM+WLAbPZpcmtOmxXntPmHVzgk/7DC6qFCNbV9ClpCZJ+LDt53Z7Zua6HfoE6jdIpL3T0kRSryMIjKoXceyxMn7kY+Qq+gHP6BtkScUAsjpsnkz7QPT9ietrfSbHjKkdJi0LZjbrq4k+PO2tckiPoB4Py5xIU+aROuIs7J9J+mMm0GdJmYzfCLC+weJQL1rV3b0CTN8OJ0g8P520CB1UCtKveIK1Dt3pp/kdnaSe/rUU4HXvY6ekwig1WbNmtIayOe0dUfHHH00TTBe1ESJCxfSMXe//YqvNZJEmiSBmh3UkyfTOVDahIe8fN6/s1DKk0omtXePHSefTMLqIYeUC9QLF1JNcsABtL7dY6ddA6U5qFnM9o3QkV4UB5Id1A0NtBzfqCpfznKSQC1xwdr95+919mzgmWfi//kMVnkE6jQXcqWTJEoFZF5+UQK166CWCNRc49nt3f58/eu0P2lokF2omDaNah631k6rDw8+mPpiO6+zBOpKHNRZtacrUNsRH0Dp95In4sM9P05zxtuvkUyS2NhI68Gu44F0Udg+D8kyjlTioN69W5ZZDeSL+HDv93SBOgLwT2PMY8aYrsHAGB1FEZcYawB0+TgxHoAt763oeq4EY8yFxpj5xpj562utYihl3HgjzXwLxAK1z0HNQ8hCBeof/YgO9l/+cvxcNQRqHl7+17/Sre30YDGUs9MYqYP6rrtih2aRLF1KQrJ7pcsVnlesKB0+f8ABdMDzDeHq6KA/3pkaQ9/Bxo3A975X3r7aDurdu6kAtkWfNIF6xw466B1xRHp2diVEEbns7aI81EE9bFh58QaQQD15ciyOMr5iLK3Q9gnaeejoIIerRKC2i4KTTqLf9sMPJy+bi42RI+vLQW0MuXvY/eT7jT/+ON0efjgJ1G1t6bE51USSLRcS8eETqH0nUEmxSG6BxfueNAd13760Hfj6wn3gZQPyiA9J7MV730uOlR074ty/U04B3vhG4EtfIufWv/9NQ8+T2LuXivBrrgG++U1/fyQOZ7tYlTqo2Y0i+ayjRtGIgFNOof1kWmyHnUE9YID/BNqFh2+zOy7EQS0RqDmfkX+TKlArSv2ybRv9rvv0iSOo7HxflwUL4gxq3hcnRUN1J6tXl05C7BOo3dExxxxD+7WiRlexUaO5uXoCtbu/njmT6m+3rmWB+r3vJdHisozxz66wNHt2ej532vGgpaV0cmCA1s3UqfQ/X66sLVCnOai5re8id0jER5KDmt9XGvvl5jKHOpa5/7wcvvDOtVY9Oqglkx4C4REfgF+gznJou67ipPbud5VWl/vmhkkTqIHymI80UZjn13L3T1KBujsd1EDp+V93RXxIHdRA6XeVtc277blPWXnetgAuFahZ6NeIDxmvjqLocFB8x8XGmOPtf0ZRFIFEbDFRFF0eRdG8KIrmjfSdwSo1Zc0aEh6iKN1B7ROohw6lH1jS5Fm7dwP/7/8Bb3tbnHkK0I+rszP/jKJpAjVj79j5vj2pIkAC9ZYt5VfzbTZsAE47DfjOd/L1NQ03FxvwC9S7d5cWYyx++gQ137o5/HCKOrj66nJHbLUFaj4oSwXq7dvpYDhrVuzQ2LChPLOO+epXgQ9+MKxPTz1FzvKZM4ErrqDn0jKoW1uBP/0pjo1hgdqdjK61ldxDp59eLgb5irfucFD/8Y9U1NmObhao3Xxeu9g76yzqgz2EzYULphEjaJut5VBevqjGhSxAJ9QtLX6BeuNG+k0NHRrPzF2rmA+Jg9rdbhob40xxF59A7Vu2b2JZzumz9x99+5LYkOSg3r6djguSmdpDIz4kDmpjaCTQ3/5GQjU/d/nltC955BHqf5rji08yzzwzzmDn/kiH+gGljvFQB7VEAAdIHODJjNOGEu63H30327bJ4j2A2AXP2YpSgTor+oTh36ctUNdr0awovR2ux4C49udzAR88suPUU+MRk/UgUK9Zky1Qu8fJY46h26JiPrZvp3qj0jl4fKQJ1EB5HAcL1AccQMe8n//cLyjZy7eXPWsWfa++UZm+9jYDB5afc+3YQdsX1y55HdRA+UXuvBEfSQK4b5RXmlkAKNZBDVB8nTHFOaiLmCSRa9JqTZIIlAvUIRnUEiMIEOZCrkSgTqv3Qt3o/JruzKDu0yc2PtkCNY+Y8Z27SidJlArUkkkSgcoEau5zksGjEgd1dwvUeTW3aiMSqKMoWtl1uw7AXwEcCWAtR3d03bLvcCWAidbLJ3Q9p/QQdu+OMyoXLYqLNZ+DmgsRW6DOclQ8/zz9721vK32ef4xukbZyJYmvWQdW3w5p1ChyJ7zznfTYJ1C7V8TZUZ3mov7nP0nUrUYe8ksvyQTqvXtLi7EZM2hn6ROok0QRzqJ+4IHS5/k76N+fllm0s4Nd3m7Ex9q1/iJ9xw4SFWfNIofzxo10ceDMM/3i8X33Ab/+tT+T+447/A4DdoKOHg1cdBGdcPFB1SeyXncdbcPPP0+PbYHaPgi/+CL1//jjy5eRV6BOO2nIorMT+MY3qKh905vi50eMoHXv/m7t4mHIEBK1r7vOf1Bjpz4L1EBtXdS+nGVj6Dee5DLhdTxjBr2uVhMlSkRb11UsLVQBeq1vG5s8mfa5tkCYVLwlzUTO/ZeeoEmcHa2t8TYncRUzZ51Fkwwxo0fTJJnXXQe87320L0oSBpI+Q8hQP6BUkM8StJMc1JLiUwIXtKtWySZIBGKBmvfbWVl6oQ5qPtFcuZI+Z9++6qBWlHrFFqh5DpS0yI477qDabdy42EGdZEbIy8qVwF/+Im8fRbKID1c8GTeO9odFCdS8/Ern4ElaNpAsULvnVCxQA8CnP02u92uuSV6+W3OwUJp00TdNTGtpoTrZNkhwe9cVmcdB7QrIErHOF/ER4qDOqn/cmIm8DuoTTwQ+8AHgox+lCy5pAvWiRVST//KXyeaRPJMkGpNsjnBHlYZOkpgkaHdXBnVIe6lAPXo0bTNJDmqpQJ1VY9kjLbNcxUkO6rTtuLm5NOKjpcV/7pcn4sMXBRg6SWKogzqttnXr/rSa3JdBLRHXgXh9Smr+Xp1BbYwZaIwZxPcBvBbAMwBuAnB+V7PzAdzYdf8mAO81xNEAtlpRIEoPwI6tuP/++H6ag3ro0Pi5LEcFFy9czDBJAvVjj5HIlzU5W9KEIAsXUj4UUFpA8MHZLWgks1FzprCd+1UE7e0knNn500CyQG0fOPr3p9elCdTuDuyNb6SdtOuItQ9MlUav+OCTEzufdvz4+KTBxXZQAyQKP/QQia2+mBX+vD/7Wenzq1fT0P6f/rT8NTyp23/+ZxyVkuag5u2YDyZJAjVfDbUPJExoxEcRDuo//5nW31e+Ujp5WZKg7B6Izz2X1uO//12+bLt444Ex9SBQu9t9UoyP/ZtqaqJcxFo5qCXODreIzypU7RNg9wIXM3kyCcG2gJBUlPvc1vbys4r+kAxqXqakfRavelU8gqe9vXTWdZuk4j/UQe1GfKRNHJiUQS0ReiXwsXrlSrlAPXo0fb6NG9NdI8yAASSwh0Z8rFxJ33WfPvVbNCtKrVm3rrYjk2yBOskJaPP008CRR9L9IUPoN160g/pHPwLe8pZk967Lpk10XAt1UAPkoi5aoO7OiA8euegTqPlYe9JJFHP2ox+Vj6qzl2+vGz6nS4r5yBKoOzvLnbO2QF2pgzpUoK7EQS0RqEMiPtj8Yfef2w8aRBPejxmTbL5oa6N2e/YAb3gDzdFx5JGxwcYmS8j0OajTxLeQ9tWeJDHJQV1UJIhUoDaG9p2VCtR5HNRZFwekDmqAtinbQT1wYHwu+fDDFO8E5Iv48GVQh0Z8VMtBnVXb+hzUWcYOfg2vT4mD2tbeemMG9WgA9xljngLwCIC/R1F0G4DvADjNGLMIwKldjwHgFgBLASwGcAWAjxbea6Wq2AKhLVBLM6jZQZ00s/fzz9MP1XbPAskCNQtJeRzUAB0IfIUn74STHNRJEyV2dgL/+Af1d+3aYieCW72alj9xYunzPoHadjswc+YA995b7m5NuhI6aBA5DK+7rnQnZR+EqyFQ+5ytvN5dZw1PLNbSEkfCLFgQT2jnE7T5oPC735Vuh1dfTevGd3K3fDn159hj6fGLL6ZnUPOFAN6ONm8mEdotxpKc+oC/GNu7l7ZZ38EsTaB+4IH0bGjmlltIPHZHMEgF6rPOos9y7bXly7Z/g7y8Wk4xkLTdT5yYLFDbn/Www8hBnXSCVk0kER8hDmrXxZJUYHEski08J+1bp06l341v/xDiYpEK1O7kLZWKtnzBK8nxlbROQx3UbsRHWlvXQS2N+JDCF8pCBOqGhviYJOnH1Km0/M2bwxzUmzfTum1qUge1oiRx9NHAf/1X7d6fnXJAbKZIE6j37o0vvBlDLuSiBWo2i6RFNtlwbScRqN1jwFFHySYRlGAL1EXv85IEqZYW+g7SHNTGAJ/6FInNt9+e3ndm8mRah3kFaqA0h5odk1zr+BzUfBzevZuOG0kikOuI5nWT5Pp1Iz5YPJc6qEPqH0nEh90+bflJtW1rK02yB5C5533vo+33pJP8ERlAsQK1G3soXTdpy+/Xj76PPAK1tPasVsQHQAK1G7OT1j7JXV5UxEffvvS7zytQ83Fh+HD6Pfzwh3QOtWBBPMImj4M6RKBO2lektQVkkyT6Ij6SyOOg5tewriYRqBsbY82t12VQR1G0NIqiw7r+ZkdR9M2u5zdGUXRKFEUzoig6NYqiTV3PR1EUXRxF0f5RFB0SRVGVpjRTqoU9VO++++h28mR5BrXEQT1jRvmPj39cbpHGQnFegRoo31kAycIhD0F0D/L33Ucu3299i0Q3jg1JmxQkFH5Pd+LGAQNoJ2KvG5/Q8a53UeHvFpRpgs473kGFiu0Isddld2XjcTahK1CzA3nQIHJcDxhAjm8+UCQ5qKdOpddedRU9F0XAb35T+v42y5dTcbf//iTIPPNMXPj4HNQsUHM/+ODsOmG44PblvaYN2ZLM/m3zH/8BvO51yRdW7P4MH15emCcJ1G6e28CBJFLfcENydnm9Oajd7X7CBNrPuQdm9zd12GG0DWSdTN94Y/Z6DyU04kPioJZmUAOlEyUmFbZTptA2wKMP3P5Lh3FKPisQVjhLOPBA+p2lDUmWOqhDIj4kArXroC464mPdOnkGNRCPdpH049BDaX/7+OOy9kOGxI5ydlCrQK0o5WzYQLFKvn1ud9HaGu/T+vWj2i1LoLb3eePHJx9TOzpoMuzrrgvrE9fhUoGaz3MkER/u/ppd41nfwYMP+kUom1pEfAAU82GfU0VR+aiqc88lAf/73wc+8Qmqh2zzi3uMb2ggE0naBd+suRfsHOqsiA9bRN69O9k97bYF4ro2LUPWbs/3i3BQNzbS+4ZmA0tEW5+DurOTal0WqI8+mhzXt99O9e0nPlHavhoCtbR9yGcF6FzGJ7BnOaLzZlDnqcuT2rOD2jbAVNNBndV3d5LHvA7qpibgiSdojiYA+Ne/4ot5rkDtm9/G7jtQ+jvJqif582ZdgALyOahtk4x01CQgmyRx1Ci6ZQ1EIlADcU0vab9PCdRK74OdBc3NcYbv7NlyB7VEoGbnmg3/uNwirVIHNeAvPJMiPvr1I3HNFahffJGK6ksuoR35pz9NzxcZ88Hv6XNQ232OIn+G7BveQAdsFmKZtHXD34XtROb2TU3VLZztHWqWQN3SEhfA994b/9/noN67l1wuhx0G/N//0XMPPRRvz2kCdd++JLzZERauQG3HAuzZQwXg3r20LbnFGAvUPueFrxjzOeOZNIF61Sr6zX3gA+mO36Rhij6BuqODPpt74DvjDLow4MZf2G7P7nZQ//a3dNJlC1v2dmwzYQJ9Ljc30z0ZlUyUuHEjZXn/4Af5+v3II37ne5bwKRWcQ9vzvscWqJP2Hzyk15fFX3QGNVAqCieNMghhwAD6rYeeULuFKhAW8ZH2PfGJuptBXbSDGpA7qIFwgRqg34ak3w0Ncb/YQV2vRbOi1BIWYtMmJaw2riiSJcK6J/PjxiVnUO/YQRe2Lr20/AJ4Etu2xbWz1DBSiYM6a5QlL+P88+ligi8OjalFxAdQLlD7IjL69gU+9jHKEP/pT8kJ6ROQbWbNqsxBbS+fhUZpxEeSeAz4Hc5SMQpIHwnpW37acd6Y0nqsaAc1T4LMcE08ZQoJ09ddR8LdYYdR1N8119DISrd9iECdVov54uiyHM6SiA/AL1CHRHxIPitQPQf1zp2l50h79yZPdp5kaCrKQc39rzTiA6CJVt/8ZtrX/+1vtC+387AZ3vYlGdShDuqsOLpQgdq+yJVlCMrjoB40iNYfX/gMEajTYgNtVKBWejRr1tCPeu5cetzSQienSQ5qdjwxaREfe/dSIctRDTZZER9LlqT/kNJ2pvzj9UV8+IqaiRPLi0/eMZ12GvD2t1M+7X77Feug5vd0HdTcR+4/ryNXyGxuBt79bnJ02hcU0kQOd0g5ULpzr4abrbW1/CA8YgS9p3viwgc/zjxkQZ1zS5MiPvr1IwfIgw+S2PaLX9BnHTfOfyLwyiuxODdzJgmHAK0zN+LjpZfidbJ7d6m7IiniI9RB7SNJoO7spCvU++9Prog091GWQG0Xe0m/qde/nm45i93XfuhQ+n67w0G9aRPwmc9Qbri930lyoyflzLvrnoW2tIkS77svzizPwyc+AXzyk+XPhzo1QgpVIHmSxH796KTdF/HhFkyHHkr71SeeKF9OWn+amuh1oZO3uBOUZGUhS0hzfCWd6LiFKiCL+MjjoC464sPOrKuWQD11aiw4SPvNMR/qoFaUZHhfVWuB2t5X+7JUGXbI2fsBjvjwXUjn/d2LL5bXF0nY+++iIz58QoRknppLLqGaoKEhvU95Ij46O2kEm2+ianfZgP+4OnMm1WZ8XpeU4fyRj9AF+HPOoceuCOu7aL1qlT8LPFSgth3UnZ3x92JHfIQ4qN2ID6kYxcvn5yXLlzhb84qkaf3nc0d727RryQ98oNQA9aUv0fL/9a/SZWf1x+5LljvUjZdLWzcNDeXt05yzoQJ1qDmi2g5qoHTfKZm7xV2XUmNKVp0N+GvbLIGaz7ns6CeA6vNjjgHuvpseT55cLlCn9amSDGpppEbIJInuyEmpKYWPgRLBecyYWAcKEailIyzt/Rcf77KOI7VCBeoqsX49DR2TZMLWG6tXk4OYJ9IYN47EwE2bygvKrVtL3dNAuoN60SL6MaQ5qH0CdWMjPZ80IReQvjPlHGr3ijhnLLv4JlHjneSf/kT5u8bQkKmiHdQDBpSKCEDysG/fgemCC2hd2DOap7n8fEW5XRBUS6D2ZYX7nDUsUPOBjy9uHHMMiapJER99+9KFBAD4wheA3/8euPhi2pZdgbq9nbZ7W6Dmzzx1armD2p6Ics8ev0DNv5U0B3VTU+lQP15eUqHtc1wDVKB1dAAf/zitk7QTuySBesiQckE56Tc1ejQNw3Xfx97OGhqoeMxyUNv7lIceSs47TONrXys/0eL++7Z5XxEPlBcdgwdTEZkmUPPkrXkF6pdeKndyA7LCOW+hCqQLpVOm+CM+3L4MGEC/FZ/DvMihh27ER5bIG8KsWSSG+Iq0NAd1JZMkShzU1Y74sN9LAmeTS/rR0EAXcIF8ArU6qBXFT706qFeuTM4XBcoF6l27/CYWuzb7/vdp38w1YBK8To49ttQwEkXJr129mvY1bKgB5A5qNlMkCdT330+TC37kI3SOkGZi4eN2yEjFu+8m0did3Ny3bMC/z+YoL3brJQnUw4bRucTZZ9NjV4R19+88qsonyodmUPN5CPeJt5c8DmpfBrU0bxYo1kHNnyHUQR1S29oGqyzz1oAB5Y5l/l9W37l9UREf3F7qoB42rJhJEmuRQc0X/d3vKsugJNkO7P64fc9qH+KgHjzY76Bmjjkmrq2nTqU+uDFBSe/huzggcSHv2EG/16xa1f6sedzlUgc1f17JiM8xY/I5qKXnB+qgVrBwIV2ht69K9hTWrCFxna/ujRtHP4COjtKr2wD9+NwDNhd8vgKaixafQO3LoI4iKgJ5BvC0mI+snak70eCuXckFjU+g5oOCvVNigbqoSdRWrCCR1HUGuoWzry8Mr1tb9Epz4SW5RnjnWK2hh77vafz49AxqIP58Rx1FO/OkiI++fWkbPvJIuqAwahQNZ/MJ7qtWkUODC4aZM+P/TZtW7qC2Berdu0vdFc3NtD3wQSnNQe0O9bP77iPJQc3rYOxY4PjjY9HUR5JAbQydeNkCdVpBc/rp5E63R1a4v0F3eS579tD2ftVVtL7e+U46qQvh+eeBn/88dkK5rmLfukwaoutrf9hh6REfHDfz0kvhB/rdu+kCy9q15fuQrGgHn4M6VKBOuhAyebIs4gOgkTY+B3VI4dzaSttf2oRFgHyCkhBmzaJ+vPRS+f+S1mk1J0lkx3+1JknkfRRQPQc1EI8+kPabR8T066cOakVJoh4F6v33p1ufgcR3gY3j3Hw51Ly/mz2b6pgDDyQx9eabk/vz3HO03zjzTKof2b17zTV0/uKetwBUw40bV1prSx3UDQ3+rF+AjgsXXED7y+9+lz5HkkBt56+G1Nm8nq+/Pr1d2nGbBWH3nCKpJvDN45MU8QGUf2bOQU46fiRlUHPEBxAL1Hkd1FLRk5dtf1Y7ajBp+XkF6lAHdWcn1cu+9j53vyRCrdoCtb1th9SGWcsfPrw8fjRNyAwVnN3M6iIFavc3yP0KOf8LMYKExlhIzBFJER/MMcfE9/mimPvdJr2H77vKEm2nTKHfxtKlMoE6ZJJEd91ITSmS9c6MHRtfcJEK1OPHl5sak7Brfu6jCtS9DBZlpMPN6onVq0nsYYF67Nj45NE9EPiuWg8YQEKDzx3x3HNUENoCIOPLoN64kd7jlFPocSUCdf/+5REfSSfo48eT8OYeONzlH3wwFcNFzUi+fHl5vAeQ7KD2FWTsCvf1PUlssZcNlB70ustBDfgFajfi45hjyEX9xjeSkzct4gOgmA8A+MY36OKJ70SAr1jaDmpmyhS/g5q/kz174v/361d+UN25M558wkcegdp1KrGLfMwY4IQT6AQmaQKfJIEaoIOcT3D2HShPP50KZdvx7P4GR45MF6i3bqXv+ytfAf76VxIJX345bHv7zGeoKLrkEnqcNQQVoM85YED5RSjfyeicOeSOTsrgf+IJEnTb20tFXQm2e8l1elUj4sPe7tO2s8mTqW8smqcVWHPn0n7L52IJGXqYFtnhnhwX6aCeOpVuQyZ6zOug3rs3OVqFMYa2Z3tfX0Tetr18LmbrSaDWiA9FyYbPKXz1dRoLFlBtkOVGluAOuedzhUWLKArihhvi//lqT56I3JdDzceo//xPGq149dW073nDG2gUnI9nn6WakEdtPP883d52GwmLbtzEkiU0+otH2DE88ksiGPlMLAC5vhctonlgBg0iwXbZMr9IboszIREfLIzfemv695lWQ7h1v1SgTjpPYKZMoeOKe+6bdaE1K+IDiD9rERnUkogP2+3pGmWylh9S/4RmUKeJenzRReqgBspryXpyUEdReoSIOzKal18tB7WkvVSglo7YSOoLL7+okYpAZRnUbsQHABx+ePzdsUDtWz++7zdPBjUfi158UZ5XzctO6ofbPoqyf9+NjbSs3btl4jdjR05JBeqvflUeh8XbnJ0eoAJ1L4NP1nuiQL1mTalAzQ5qoDyH2hdHYAzFBfgcHs8/T8v1FRK+iA8uAOfMoZPqSh3UbsRHmlAHlBZ/LCzYIsphh9HtY48l9yuEFSvCBOqkHaTrFk9bN42N9B3Wk0Btu0ld58KoUfS7Ouwwv4OaZyPndfPhDwN/+APw/vfTY59AzcWcK1CPGEHbss9Bzd+9LVBzxAcQf0e7dtH3kSS++bKBQydJtPMUTziB7tsTSdqkCdSucyFtuznqKDqZW7Aguf2IEekRH9x++XLKxgPohEAq9N56K/1demn83bnFj+83Ygy1z8qgBoCzzqJt6tpry5dz//0k0l9wAT3miTOl2J/TjarJ+o3nifhgFxMvP6n90KG0PEkWXdJEkhLBXOqIdiM+inRQ877VPckB0h3UHR20X5Q4nEMiPrhP9iSJReVtM3w8D4n44N9XdwjUGvGhKOVs2EBzTQwZQrVpSHbkX/9KNYF9vM6LL+IDoFiLG28sHcGVFPEBpDuoW1qAt7yF5lR58EGadOt3v/P359lnyanM8RLs3n3oIbp1L+j/9Ke0j/nYx0qf5yjALBEW8M9Tw+89YwZw8sn0mPvEornvs4Y6qFesiKPh0pzlEnGMj3uhDmoWadxl80TmroM66/wsbZJEN+Ijj4PaF/EhvagMlEcNuvgc1GnLt3OWi5yor08fOg/wOajTXL/uusnqj11LFjlJots+S9xzl22PSvDBz+fNoG5rSx/tF+Kglo7YYHgduIYmybrk9WIvx4cvgzqtPUdqRJHfQd2vH4nUgwfHRkfp+smTQc3HomXLwhzUUoG6szOu+6URIiEO6jwC9fDhdHyUwPtxe1LFeq21VaCuEuwafP55+UzU9UBnJwklY8cC06fTc5MmpTuofUXB4MF+h8fy5fFVNBefQG0Lh+6s0y5ZO1NfxEdanhi3YXzCAl8dfOCB5H5J4RxkiUCdFvHB7d1iKau9b5JEoPsF6l27Si9uuA5qmzFjyuMRuK/8Wfv3Jxc1FxQSgXriRHr9mDG0btrbS9fBCy+QW8eY8ogPn4M6TQhyr7inCVhuccWwQD16NLn6hw5NjvnIEqilxQNf2EhrP2IEnVAnReBwe2Nof3HGGfRYKvR+7Wu0n/r4x8tjIID0dZmUM+9+1rlz6WLEb35Tvox776Xfx7vfTY9Dc6jTBGqJ66WjQyY428vhbSetPW+vvE/IclAD5TEfoc6OtLbVdFD7hi4zaRnUQCw4A9mf1W6f1XfbQZ114SEPLFCHOKgHDKAREVKBOjSDmmsMdVArih8W/Y46im5D3NB8ATFpMkOAXGfuSBgf7hD6UaNo/8CRhu4xGCjdb6QJ1L72/fpRbXDffeX76W3b6Dg+axadW/TvTwaGdevIKW0vEyA39W9+QzUh98PGPU9Ic1CvXFl+ftfaWnpO5Irmblv+rCEZ1MuX03F33Lj0CbHTnLZJDuqk2tAVtNvbqa7zLXvWrPwCte88RBLxEeqgzsqzdS+KZ0V8sBjFtW41MqilouqoUaXGkKzs4aSID6lomzVJYqhA7ctNThOo29vji3XSvksjO3zrPiSeJGQUA79P0nbji4SUGFNYnM7joM4yRwwaRPvAbduove/38YEPAOedV1o32/1P6pM9R1NHR/L+xmbChPh3lMdBnXahxT7HlNTx/LsKjfhgpAJ1CLwf5++1sVEF6l4HF3m7dvmvstcrmzbRj2nMGPqh/POf5A4McVADyQ7qtCLCHXoDxALShAl0hai7Ij58rjpfZmv//jRZ3P33J/dLypo1tBO2Z1h2+yOJ+OD2Uge1r719Bbq7M6iB0qGfaYXh6NHUb9t1keUESRKohwyJ89PZBTJxol8c27SJYhD4AOdmUPNnBKjgThOCQiI+GhrooOUK1GvXUl8GD6YDzmtek99BHVKo+op+u/3cubQv/MMf/K/n9hdeSBd7vvtdeiwRqNvaSBR985vp/ZKKn6S+jx8vc1AbQ/vAxx4rd5+9+CK5paZNI1Ex1EFtZ3bmEagBeSaaW2inRU24AnVaX0aMoP1zqEDtZlBLBOpqZFCnCdRpER/8mhAH9d69+R3URZJHoAYoazZpiLPLkCHAO95B+yIJ6qBWlHR4ROaxx9JtSA41759ZtPXx2tcCX/5y9rLc/aIxsXMNyDZH8ETgaREf7j7v1FNpWW6tzXMHzJxJ9dGhhwJ33RW7p4HSmuCOO6hevOgi/2fzCdS+/e+ECVSDuCPE3P37tGn0et9oWluMD4n4WLGCjENnnUUTJiZRTQd12nFv9my6+GBHq2TVM74Maj4PSYr44PozitLrWm7Lw/N52VlOUiBeL5IManZXAjKBOq9ImtU+qy53yRPx4fYnbV3abnFJe9u0I8l8tvuSZVSrNOIjdHLNtP4kxXFKjR28fGndn8dBnVV7cj3IJimfGetDHwJ++Uv/OVpan2xBXiryNjbGJshqOKgBek0eB7V0kkSmmgI1L7upKWwkVneiAnWVsHNXe1LMhx0VAACnnUY7oDwOal/xnHbQTor4aGoiIXLmTBIS3bgFpsiID9/QmyRB59hjgUcfrVzEtcX4rP6ERnzkiQTh76O7HdRA6YnL9u3x0EsX3k7tmI+sz+oTqF95pfzCwDXX0FBQtzC3C3kuBLMiPtIc1O4V97SID/5cPgf1mDHxle4TTqCLOfZEmUweB3XeQviDH6TM8IsvTj8Zfd3rSACePVsu9C5eTK8/+OC474DcQT14cHkuZJIb4V3vonXw29+WPr93L60DY8jJncdBzdt1nogPu53ESWG3911wY1w3U9a+dc4c4OmnS58LyWCUDrethoM6b8QHUOqgLjriw97XF+2g5girkIgPgLb/n/xE3v7aa+PRBVloBrWipPPcc3GuMSAXqDdtikfrJDmo29qoDvJFUfjauvvrGTPomDp+vL8mcPdh48b5zTtJx5rjj6f9wh13lD7P78X7sg98AHjqqfhiN1BaE/AxzXaq2dj73o4O+vPtf7ledD+DW9s2NdFEj1kO6tCIj4kT6UKj77jlLt9Xv+XNoJbk0/L2aZ/7ZtUQPCKPazKOEMmaJJHdoVl1M/c/RGgEwgRqQB5D5tY/QLgIm9c44lu+r31RArUtxvPyQ8wLoX0BkpfvxmTkEaiz+i51CAP+c++sWrKaArXPQZ2GRKC2lw2ErR++WCGJG2H4YqlEQOb4E0lOtH0eIjGO5HFQV1ug5s/Afa9nM4gK1FVi48ZYbOuJArVbvOVxUPsiPtKKiCSBetw4Kl44FzhJBGptTc+Gcg8EEge1K/L6+n7ssfS/xx/3L+v668nRkUWIQJ1VTBYhUNcq4gMod1APHBjnJdnwztwW9/II1MuXlwvUs2aR6OgKWLZ7nYsRe3ikL+KjKAc1v69PoB49On58/PF067qo29vpr4iID6B8aKDbvrERuPJK6u/Xvlb+ere9MeTSTHN5Mc88Q7euQC3NAXSLeG7vW/cjRgBHHw3Mn5/cfsYMEs07O0kMWLYsOd6JT5KXLSOXuTHFOKhDBeoiIj4AEhddsaTIDOrQk78QfMMsgThjMc1BbRfOWXmTgNxBXY8RHwAJLRz9VTQa8aEo6SxZQscZvsAkFag53qO5OVmg5to/LQKE8e1/v/99Eo9HjPA7qN32s2bFx3B32b72LS10sdsVqN3273439eGBB+JzAV/kiKQWTtu3c50uGYU1ezaJ5q5TLU/Ex/bt9L1PmJC9n2xtjYfJu7h1rT3Rtw/3OJm2bjjWxD73lVzIbWmJhWBeV/boOD6n5GXYx+EsB7VbH0oFajfiI0mAC40hqyTio2gHdVLER5YobDvAqzVJolS8l8yXAtBvwT4HzBPxkbXd2JNrhgrUIdsNL18qUEtq1VAHNY86ZjNU0gUcoPxCC79HWp/4fDdE5GWBOqutfdFK6i4H4ro/qy5nsT9kksRqR3wYE9fYgArUvZING0hQ5Qnd6pGOjnKhi3cy9lUcgHaizc1yB3VSxEeog3r58rgQZIE6KeYjKy/JjfgIzaBOc1ADyTnUn/wk8KUv+f9nw06M7p4kMal9LSI+fLO7b9+ePKycRVnbQZ0n4mPDBspX9eFuC/a6L8JB7ROoQx3Ua9eW/mbnzqV15grUdj99hArUSc4Lu/2MGSTuSk9Gp0+XOaifeYYuWhx4YNwXQDZJIkDb/J49pSJymqja0lI+2ZIrUC9dSu71KVPo75JLypezdCmdQP/xjxTxsf/+9DhJoJY6qEMjPkIE6tATHH6N1EEUGvHRHRnUaevffo3kxJuHKlYySWKR5BWoq4lGfChKOkuX0sn3kCH0OFSgPu20ZAGaa66VK8v35TYdHXTMdE+e998feNWryo8FSfvHOXNIcHc/Q9qx5tRTyQhi52S77fv3Bz76Ubo/b15pH7KWD/gF6koc1ADFkK1cCfzwh+VtuS/NzfG6TYMF8YkT6TWdnclDtNOOq9V0UHMWuO0al4hjLS3lNUeWg5r7LnVQSwVqt+bYvp36kSYK28vPOs7bsRd5RFJeRlJfujvio1qTJBa9btzlVyPiw9cf6dxYoREfIXV/PTqoJd9vqEC9//50K3FQA/KJDN2RkNVwUI8cGWtY1RCogVjPA+q71laBukps3EgnXLNm1a9A/cMfxkOxGBZJbDcmQD+YYcPKBeqkmZOTIj7Sigg3GwqIh7IBsXMrS6BOIk/Eh+sE8RUcY8cCU6f6c6g3baIstscfTx+KB9Bn7d8/dpLZJBWTRUV8DBxYzCSJjzwCfPazwC23pIvaadmuw4eXO6iTrsoWFfHBUQ0+krL6+vYtz6Du1698Ow51UKdlA3N79wSSIz6YpibguOPKJ0osWqBOKoTd/k+dWpq3nLb86dPpJDorF+uZZ6gtf5bQSRLztPeJmNx++nQ60D/6KA0vHjWqdBJE5je/off88Y9p3zB5Mu1v7W2Y+wLIHdTSiI/W1nhyxaIc1O6FCkl/QjKom5roYkQ1HNR9+8aTndqk7UdCJ0nk5eSZJLGaER/1KFD366cOakVx6eykvGVboPaNUvTxxBN08f/oo8mE4ovJ4wkLo8h/3GLyXrR292E8ue5TT8mXf+SR1D9b+PTtpz/6UZqz5rzz6HFeB3Xavn3ECHpeMtHyW94CnHMOXbB+4YX4eVegBrL3e7aRxWfqsUk7TvbpQw5zaQZ10khC3/J5DpdQgXrgwNipbLe3M6gbG2NnfIiD2q33pLFidsRH2vwLtkDNsSNSoVHqoJa6iiuN+AgVhUMmSUy6wOX2J1Sgljqo+X/cLlSglsSTuP3h+tVHaMSHff7HMTjSkZPVcFDzbyLEQR0a8VEtB7XdH0lOtDv3TFZdzr/DkL43NdG5o7R9HgYMiJetkyT2QjZsoAJm1izKdOOJGeqJhx4iIci+Ys+ChG8ns99+4REf7ucOdVBv3Ejrkfs0fnx+gTrPJImugzqpeDv6aBKmXLhAa2srjwdwWbWKTiJ8DnB3MgU7ZiKp/0VNkhgiFvzqV8APfgCceSbwxS8mt0v7rsaPlzuohw+nHWylER9ponCSg9qO+CjaQR0yxKu9nfY37kWl44+n7c/Ow5cI1O5QPEDunE06aZkyhQqYJJeqfSCePp2ed0/8XJ59No734L4D8kkSfc7ZtKLDFe+B0u/qtNPI4XXnncDnPkdFhisEdHQAv/sdfd6HHqJ975Qp9N35HNQNDcmRRZVMkii5YAWEOajt9cjZnUU5qHlYWjUyqI3xC+xpJ+D2tiMp+oH4txXqoK5mxEdoBnU1GTcOOPts2m81NdFvI8tNqCi9hZUraV+Qx0H9xBMkCPOJu+9iMQvUQHrEVuixIOlYwwI1u7sly+e6PMsRPXo0CcGnn06PQwQRN17J13eAjs0TJpTXKb79tTHAZZfRcf8HP/D3hWugrNGKdhRg1mskpp1KHdRJx6YDDyyNY5Q6qFmgtmtP20Ftv94WjEId1JKoBrt9mlHGXX7WuuH/VRIzARTnoM4b8SF1Ffvc4tL4t6z2rmNZIgaGuNcbGqgeCXVQS0XeSiI+WFiUCObVdlCzQJ11rgvky6CWbDdMSAY19yc04kPioOZzxpBJEoHYbFYtgVojPnoxnZ3knB0+nASUrVvTHQm1gosHV7TlK+suPgd1mkDNE1dI2gN+gXrPnlIxbebMyhzU0oiPpAzqpAPH6NGlM1YzdqyBz2Ftk3WF3ufsCHVQh0R85Jkkcc0a4JBDyPXuCm42IQJ1WmHY2EhCYKURHxKnresckUZ87NwZJlCHTpK4fj1dCHJjeU44gW7//e/4ubwOaqlzNqnYmDqVbl95pfR5X3senuWL+di1C/jUp8hJtmhRtkAd8r22t9O+O629T6Dmvk+cCNx+OznXgfJRCQDlZ65cSXmd7KhgB7VvkkSpM0LSnvtpC9RJ21kegZrzzSXtuf8hTo1QZ0cISe547qeL66Du0yc5Wsp+DUeChDqoi4744CglvvhbDzQ1ATfcQC5J3t/Ua+GsKN0NR3NMmxbnfkoE6ttuI7F2zpz4xN0X82EL1Gk51EVdtB47lo57TzxR+nzaftc95tntff3xCSIhtXBWnT1hgiziA6D6bNKk0nMo+7P6RpD6YIF6/Phs17XEtCN1UDc10Z8kgxqg80Xb4R8qUNu1J/dp+3a/QL19O9VuRWZQu47rEIFaEvuVx0FdrQzqIiI+JJMksuM3rS/cn2pHfEgd1Ny+Egd1qEBdVDwJt+flZp3PAbTttLbS70lSe/JoPI44LTriI08GNZ9vhgjUIZMkSjOo8ziogeoL1G7ER9Zo5VqhAnUV2LKFftwjRsQZaI89VtMulRFFsQDEBQFQLgjbhDiofQV01rByt9iKovJhW5UK1Hv3xq6stIgPXwZ1WjYwO95cx/gzz9C6mDkzOaOayRqi5nM7hAjUffqEDTPidekTdJNYs4aEuoEDsydvSer7yJGlrt80BzVAAnUlDuooyv5uAf+6lzqosyI+pKIqt7dP0FicdwXqefOoP3bMR3dFfPgc1AAJyzZJER+A38X1xBMUjXH66fQ7tgVqXmchkyTa7SWRGtJJFQG/QP3b39KJ24c/DLzudfRckkAdUgizY1kqaEsd1K6bKSt/MWSYZUjRD5Q7O4p0FSdNmMn99LUH5EP9ABJkliypDwf1615HDv4DDih2uUXBJ+oa86EohC1Qc057lkD905/SsXL2bOAjH4kv/voE6JUrSXAdMCBdoC4q9gsg0TxJoE6KgAPKR5wlLT9pUi5pLZxVEwwdWh6zElIT5I34GD1a5rrOipkIcVADpd9t1nZgi82ATLS1M6iTHNT26/k4zOYgiYPaduaGOGGr4aCuZgZ1qAjoRnw0NiZfdM8jUHM7iVjnc1AXNUki/89el2kjFbk/3eWglkR25BWo+XtN2ve5/ZfU5aNHk2mIz9eqFfEhEdeZIUPIIJon4kPy3e7alTyButteKn7b8ESJ3RHxoQ7qXgZP4DF8OLlJm5qy4x3WrAE+/vHsnOKiWLUqfi+7YErKlAbKC472dhJFkhzUQGnxluXac4uttjYSD+32BxxADgR7khRG4hYA4llV29qyHdT295EWAzFwIAlmbqH4zDMkoh13HAnUaVEvaRcHuE+VRHyEHiTzRHxwFnLWjORp/bGLVCDbWT5oUGn7rELY7Rt/tlAHdb9+pQ5qdpjYTlUgzEHNDoMQB3WSQN3cDBx1FPDww/FzXBhkRXzwdhpaCGc5qCUC9YQJ9Bl9Dmr+3C++SLe2QM3rXzpJYuiQ1ayIDxf3NwVQ3uaJJ9JrvvIVyqacMoW+u127SvevWYWqffIdWqgWHfHhupMkJ2ghGdRAecRHka5id34C7hOQLpRIh/oBwGteQ6IwIBOod++OXSxFC9QNDbRvqFfUQa0opSxdSr/bSZNIOEqaiJyJIpoL4YQTaL8zfjyZZlpakh3UEyaQAC4RqKViV9qxZu5cmqPHrsckjmipgzppVJW0Fs46jvkuQqcdy9IE6pCID56Xp2gHtTHy9lnifUsLvX+IU9WXQW1PkugK7vz9snFKkkEtdVBXIlBnrRsgzEHN/QxxUNtmLGkdz3W/VHC2+5M1SSK3rzcHddZFHG5fjxEf0u2M22b1HSi/0CKpbX/4Q+C66+h8Zvz45HbdlUENAJ/5DPC2t6W3yStQ83FXes5Sbw7q970PeM976L4K1L0Mdn+OGEEb9CGHZDuor7gC+NnPgHvvrX7/gFLxxxZF0ly8rnCYdsXd56CWCIdA/GP2LX/mTLplgcpGciAA6GAgcZJyW7v/0iHxAB3sbYF648Zk9zeQfnGA+x8a8cEFR9ZBr4hJEjs7gXXr6Ipq1mtCivjt27MLQ1+cSVrEB1/8AGRudMC/7lm0tC8u8HJaW+kCzp496Q5quxgLHRoIJE9sCtCBzh5SmrXdJw0llLqKk4qNsWPpOTf70te+oYFOkn0CNbdnlz67rRnf8OI80S1J7e0invsTcvK6Z0+8rzj2WOBPf6ICgb87dySApPC0J+orykHdvz+drEonSUwS+4t0ULsRH7V0UIcO9QNIKOJCUBLxAcQnu0VHfNQ7WZN/KUpvY+lSEqf5t5ElUL/wAonO7353vH82JlmA5jlQpAK11EGdJqLMnUu/celkeqEZpkmCSNr+166dswQg3zG+Ugd1lkC9fDldSACKz6Du1y89qsq+kCtxUAP+SQ+TyMqgBkrvu/m3IRnUWcKk215yHsLtJfWY7eLNqq+MCXPOhrqKub0t2mZlOAOlArtU0JY4YfO4y93PmtV/+8JJlhDoOq7rLeJDUvdLHdF5aluAxOA//Sls3QCy71cqINt88YvA29+e3iZvBjUbL7PWjZtBLe37kUfSyNq0/U0lfOhDwEUX0X0VqHsZtoMaoKH28+enu2dvuIFu3eFu1cKevEIa8WFf3ea2gNxBnTWELESg9gm9UoF69+74gJAkHBpTfuBIc1Dzcuzic80aEgcPPhg45hh6jh10PkIc1JIZt+0CW7JuWlvjHZVdvEkjPjZtotePGZP9miyBmmMLAFk2t+t0B7KjZPizZgnabqFqL992ULsC9d698WukDmpJYetOZJgmULe0UGHNcH+SPmtSYRuSdWdM+XC5hgY64Eoc1AAJz2kO6muuAR55pLxfvoiS0IiPNAd1Z2epaBYa8ZF0AdAnUIcUwiGFamtr9mfl/V9IBjUgd1fxe9vbmcTZUS0HtXuRi9+D++lrD4QJyK9+dXzyL3FQA9SnakR81DvsxqrXwllRupulS+OIDiCeiDyJ22+n21NPLX1+ypTkSRJtgTrpfCVvBrVvH3booXRrz9WS10HtWz4vI9RB3dFBnzPruOobJZXXQS2N+Fi1KnYpShzUWYKLXdemCbxu+6x1U6lAbbe3+2W/nqPjnn8+7l8SoRnUPgd12nlI3oiPKMp2UNvtue9AcYaB0HUTGvFhC9ohkyRGkTziQ2qq4eWHmCP2pYiPajiopeRxUOfJoM7TH8lEhnkd1Px9Sfv+pjfRMbo7jCmNjfVbZ6tAXQVsBzUAHHEEDUHyFYUATRz2+ON0XypQt7WVTmoSSpqDOi3iw85ZlgjUIQ5qt9jyiWlTptAOJI9AbedK87LTnK0+Z27WkHi7PRfdBx9MwnpzMw1nTELioLYFGp5dOKmt3Z8sB7UbaWIXtlIHtR01UYmDmgtb3tayhtYlTQiZtZ3xgVHiRgf8QqadQc3fnV0Q8MlIVga1K1BnRXzYB/jNm+kz+d5j0CC/QJ01ckDqvPBFfDQ3+104U6fKHNQAnYgvWVJ+kszthw0DZs3y91/qoE5yxktdKfyapPa+k9cQgTrrN2sX5qFD/bIu4gD+PMik/U1eB3VraxxrI3F2dGcGtdSZJ+3L0KHAYYfRfamDeteu6kR81DvqoFaUUpYujSc5BGiUYpqD+o476DjKIh7jRqIBtJ/ZsiUWqHfupMmXfYTGBaSJdcOG0a1do6Qdy3wCdVp713nK7SW1MO97k5YNJDuopfF1eRzUO3fGQmkRDmo+7mWdfwCl50RZ2wH3MUSg5smB7bjEPn1KX2N/d8OH0/uwAz8kgzpLvO+OiI8oii+GANn9Ccmg5r5I2ruftWiBOk/EBwv3eR3Uact3HdQhAnV3OKhDovEAed0vNYJw/4sWqH0XDEMjPoo2pnB/QiZJ5OOu1EHN2ojPRFZrdJLEfZC//AW45JI448nG56AGknOob7yRbg85RC5QX3YZMGNGPDlEKIsWxUH5bgZ1WsRHR0e8cwyN+JDMEg3EOyxfXm6fPuTE9A1BzOOgznIsu87ckIgPFqhnz6bPdsAB2QJ1SAa1tMjO0z5PxIe9E67UQQ3QuuShllnOhUoE6iyxzp0w0xaRbYHa56Dm10gd1BLh0D3h2rKFxC+fKMwno7yfKlqgZtHQPhlNajtlSpiDeteueJvKau/2B8gWPkMzqN0THHZThzqoffuQPA7qIiI+0k7o7P5zYZs0/DdpkkSJwN7aGhbxwSNDii5U806SGCIgn3BC8jJt7BE5vTHiQydJVJSYHTsoPs0WqNMiPtragLvvLndPA/65FNjsMn58/B6+SYqB7FFVbg2RJta5x2Bevm8UFpDuoE6rCaSjqoDy0Sv2+7oMHFgqonV0UF0grQnsdSPJoO7ooP/zOpY4qLNMO27ERxqhkyQCsUAtqVFaWuj4bue2NjfTuSqvH/v9OLKGBepqZFBz+zwCtbQek7g3q+mg9k0gKRU9ub1EoG5tlU+SyP0JdVBLBWpp37k/1XZQsyCftv9w+5LHQS2N+KiGg9qY8v2x5AJEtR3U9v4mbbJM/p2EOKijKDZm8eSH9YRGfOxjrFsHXHAB8I1vkEjtsmEDfeks0h58MP2okgTqG24ADjqIMnwWLy51EyTx2GO0U7v//nyfYfFiEkyBsIgPu31oxIdkWHlTU3rEB0Cim+tMBMIKz6yID/5fqIPajfjo2xcYNYoez5qVLlCHRnxkua0Bv+Ac2r5Pn7jwToPFtSId1PxbyHJQ+yI+0jKouQ9A9nbZ0ECvkUZ82MuXOqg7Okov/oQI1Js3A/vt52/LBT9/r9VwUNuxF2nf69SptG90JwL0LZ+zpd2Yjyxniu3ozjv5ZVrEh91ecvJqx+awU8a37vlipp0XnuXM9U2SmJV5yO0l25krUEtcI6EOarv/0uFyHR20TVfbQZ22rbFYH+oyOf54ug1xUPfGiA+dJFFRYtiQIRWoH32UaqfTTiv/nxsRBsQC9bhx8XkBxya4FBn3lCRQJ43CShKoGxuThYWQUVWA30EtjfbLWjeVRnxwf3i9FemgDhWos2qxvBEf/Br3QogryjPTpsV1U1r/Q2MsuO7nuMHdu+UCdUjk2t69dJxraIhNY0ntq+2g9o2gzeo7UJ1JEt32oZMkZvU/r4M61F0uPfe2o/qk8SShIydDIj6q4aAG/BcMgXQHtb1uqhnxkWbC4fc2Bnj4YXrMk9VmLX/JEtKBqjXpYSWoQL2PcemlVLyccw7wrW8Bf/5z6f83biTBwc6bPOQQ4Mkny5fV0QHccw9wxhk0YUgUAQsWZPfhhRfo9p576HbJErnbKIpI+Jkzhx6HTJIIxAVWmhDIjtcQBzVQKmwmtXcFOqboiA9bEGbXXlrmMy+b2bmz1Dl70EHkIHWFECZ0ksRqOKh9gpQ0G8+O+CjCQb1jR7xtZmVQFxHxkWeCyn79YiG6Egc1t5f8RpIc1D54vbHQHypQS50aErcADzW2Yz5CBeqswt8ufrK2g7wCtdQl7P4GfSNCmL59aR27Q51DHdTSQjVUoM4qbPNmUHP/QyI+JMsOJS3iw7eOjCnNl5MKyK99LXD++cBrXpPeznVQ9zaBWh3UihKzciXd2ifEaQI1m2GOO678f25EGFAqUE+bRrV+0mhOSQY1UB6l4BPfmppIWPYJ1D6ammg5bmRH1nGmUge1ZLQf94XfM6l9W1vpBX1eviTiw4097G4HtW+SxKTPyueLXNOECtTudsbv476ffdGmSAc1ENeTfB6SJlDzRRVpjWIbBqQu3tC63P6ukkYlALWJ+CjaQe2uG6mDuh4iPgDZBTH+X8hIxVAjSDUd1Lz8es2gzlo2O8CfeYY0PjacJMG/wyVL6Nhaj6hAvQ/xwgvAFVcAF18MXHcduaTvuqu0zYYNcf40M2OGf8gcX50dPZoEaiA75iOKSgXq558n18Pvfy/7DKtX086QBWo34iMrxkLioO7Th3a8IRnUAO2k8grUWcNXQiM+fHlrIQ7qXbtKhclZs+i7e/HF8tezAB7ioE5bj24sRdaBxnbs8VAj20ENyATqvn3pN5HmoGa3sKTolzio2TXLDu+iIz74PVzxrV+/eD1v2RLfZzePnUEtEahDohpCBWr+zeZ1UCe5I1znRZqYNnUq3doxH0mF8+TJ9J6hDmq7+CnS6WW3lwrg7j4ha4JKd0LLkIiP0EK1aAd13gxq7k+Ig1ryWUMJjfgA4m0tJIKjpQX43e+ACRPS27kZ1L0t4kMd1IoS45tsmSdJ9E1myO15FKdNWsTHuHEkAB92WPJ5SJ7jataxQypQA+X1j0QwqjSDOusYL81ldmsCu70k4sO9yJ31Gsk5UaWTJBbpoLbXj9uevwOfg5rJMnbwqCdAFnfAn1ciULsXre0+J/UHiB3UaQ5kbp/XQc2fVRrRFiI4c462tL1EQLYd1NIM6tDYC25XDxEfQJhAHfJZ3XVZbw7qtrb0iyfdEfHBAnXWbxCI18+b35zdnpe/dKkK1HlQgTqQJ58kIeyDH6QfyqBB5Se27KC2mTYNWLasPIzcFi3GjSNhO0ugXrOGCtORIynq49vfpuX6cpl9cF6Xz0GdFjMR4qAGymcZlzqoeaebJOj4HCBAmINaGvEhdVf6BOqdO0uXz5O6+WI+JOvGdfGGRHyEFOVuASEVqNeuJfe0MekO6qwCxd7OpA5qIF6He/ZQH5IOZKERH/werhOWHdQADTG0fzd8UJVGfHA/JG7uEIHadbFkiaS+PDdJYWuftCR9ryNH0q0bY+FbflMTidTd6aCWLNtunyVou/uENAc1UD6hZdZvtqmJ/qSCs+3YkVyUGTgw/v1JHdR5Mqil2Xh8IaoaDmo3Joj7lfY+vK1VI4KD9xfsJOttDmqdJFFRYnz79yFD6FzErt+ZNOGiXz86X7BPSletov0rR/PNnQs89ZQ/1i00LiDrOBYqULuCs6S969gLFaiTlu+OPAw9TwiN+Ki1g7rakySmRXwkOaj337+0f0mw+9GOCQt1UKedh/D7h0Z8cC5zqEgKhDmoQ0TVrP7YtaRkcjm7fZ7c5LT2/HxPniQRkI3Y4L5wVnU1jCDd4aAO2X+z3lNtgbq9XbZsfs3b3pbdln+HmzfT/A71SGOjCtT7DK6Twee82rChXKCeOpU2ghUrSp+3hUljqDB8/PH0PrB7+oIL6EB79dX02J1QLIl//5tcEkcfTTtHacRHiIMaIPdGSAY1UN2ID/tAEBrxkfVZ3UKV79uOlxkzaGfgE6iznK12f9htHRLxkecgyTvrEAf1mDHxa9KKZkAW8cEO/KxJErnvQLxukkTVPBEfroO6oYHEQfsAZH93XABJIj5soU4iHHKsCDun0jKofREfvK9J64u0uAqJ+EjLm/QxfXr5qBOJaJg3d08qaFfqoE4TqN18bknhLBVteaKh1lbZNt9dGdShER/VclC78xpkvY/tliq6iOf9MU+C3NsEanam1GvhrCjdia8uYHe0XWMzaUP63YvQANVZ++0X1wVz59KxyDfqM2uIvq8mKFKgduv/rFrYl0EdWgvnEZxD2vfpI4v4CHVQS+p+Hn3YHZMkct2cRFrER1oGNZPVf7eGKDLiAyi/iF4vDurQ+i1LoGYTktTZ6orx0vYSYZKzwkMd1HkjPurBQQ3IxX57RG+og7oatW3opLX8ebk+L7I/9sUNyboBqP/DhwMnnSRry9Szg9o1ztYLKlAH4hYIPoF6x47yoXV8EHVdzu7yXv1qci7whHM+bIGaC9AhQ+QC9T33AIcfTn1saZFHfIQ6qN1s4LwZ1K6g45vkBZAfCPJEfIQO9eP7tgDe3EyiW5qDOkugZnE6K+KjEge1e9CTFM4AbX+jR8evSSua7eW62NsZC9RJDmG771LHTqUOatu9zrdbt5Zu15U6qKXOiygKz6BO28Z8TopQYVIakZG1/OnTyUFtD2HOihyxJ0nMWpcNDfQ/6W88dJJE9zcoEajdiI8sYdJ28ab1heHtstoRHyEZ1HzyJx1uW60M6tbW0kJNGvFRDQc1H082b6bb3hrxoQ5qRfFfUGS3sy+HOm3kky3+2Mu392E8utI3mrM7Ij5CIs7yRIIU5aB26/48Dmr+niQRH9VwUAO0LWRN0g74R5VmucttB3XWcSyPg3ry5Hg7z+o/b2tSNyYL2iECtbRGcV3C1XZQhxhNQvrDfanWJIlSQdsVqLMc3dWK+PA5uqslUEtrYe5/lpMe6P4Mauk5Jp8bFemg5lEVIQL1iScC//EfYXEgQH0L1PVqBFGBOhBXZPUJ1L4r0SxQ2/mrQHnBcc45JMj87W/JfXjhBSp0DjiAJls66STgmGPSRW27bw8/HIe7t7TIIz5CHdTuupEOQ+cDRzUnSZRGfEgd1EkRH65zdtYs/+zoWdELdl/5QFaNiA9f9ls9OKj5ZCyt79Khiq5AnSeDmtva7+OL+AidJFEa8cH95mI7JIM6RKDOKmhCCuE8DuqtWykyyW6f5o73RXxkFYfSEy533YSejGbtQ3wRHxJXcZ5CNVSgDp0kMcRBzZ9ZIlBHUbwtF+2gBsImb+kOBzUL1L3VQa0CtaIkR3wA6QK1D/c4xsu3lz17Nv0GfRO7SydJrFbEhxvxFxrxIXVQ27Vw1kXoShzUrhEkbZ+Xx0Gddty2zR0hDuooyhYCGxtLR+hKxC57/SRNkuguo7k5njxUIlCHxAVw+7wCtTRyLa+DuiiBOjTiw+5PiCM6tL30u7J/45KM60oc1FntbdFT0j7kghj3BSgV+yXGFF6Xkjqb+9PeXnzt6dt/S7aFagjUQOk+QbLsX/8auPRS2bLt/Wm9RnyoQL0P4QqJUoF64kQ6YCc5qLn9IYcAU6YAN9yQ3IcXXgAOPJB2hDfdRGL2mDHpDup16yh7+pFHaMd2wgn0vC1Qd3bS/6QZ1FmialEO6moI1NJIDenw/6Ymem93kkRXAJ81C1i0qPxChdRBzcstOuLDdoLkyaBub6doGxaoK3FQ20UqD3FPE6iTIj6ScIv60IgP271uf19FZFBLxHK7Pa+fkAzqUIG6qIgPdgpJT0anTKHbZcvi57JOLn2TJEpPjiWRDkB1Iz5CJknk95YOKQXioZAhAjWfjIY4qCXr3nVGSLPxWJAp2kENhF1QrbaDurERWLkyvQ/7KjpJotIbuOEGMq/w7zyJ7hao+/alWjWPg9o30qjeIj6KdlAXKVDXwkHN50QSgZpHcaa59Bl74ucQB/X27eXrMkmgBmIDmFRgD3FQ79kjm6zdXr6k/gl1UNsjh9vaqD5oSFBwqh3xwf2XZlDXs4NaWmeHOK7zCtQhdbN0XfLyQrYzII6OqnXEh9ufogVqHiUhnSQxBHVQV4YK1IG4ApJPoPa5W5uagEmTsiM+jCEX9R13+Cc/AWKBGiBRY+BAilZYs8Y/ozcAfOITwBFHAD/8Ib3Ha15Dz9suOalLuJoOalugLnqSxMZGeq0d8REyKWFIe8DvoD7vPIpWOfpomuCSkTio7WIyy+3Q3REf69fTtscRH5U4qG1Xytat1G/JZ61lxAeQnkFd9CSJ3J4F6pAM6jSB2h3+myd7OKm9PUkNk9ae+25f9Mk62fU5qEOc8WntkzKrs7bjakd8hDoppAJ1S0t80TKrsOUcwJCJavI4qIHq5DKnCdRpTsEdO7L3N3lobAQOPphGO6X1YV9FIz6U3sC995JZ4UMfimv3ZcuAiy4q3fZ9F67dY7tNmlPOl0Htu/A7d266QC3NoK6Ggzok4iNUEHFr4aamZCHQV2dzH31UKlBXI4MaCHNQc3up4BzioLb74wqT3Dffup02LZ40Og1bjAJkF8W7I+Ijj4M61DBQ7YiP0EkSi3Zc27Vn2m+W+8MTDYZ81iiSuZBdR3e1Ij5CBWqpGA90n0CdtX5Y2H35ZbqthkAd4qAOXTajAnU4KlAHwgdxO/PKLq7SJrCbNq1coPYJk+ecQ8v4xz/Kl7FzJ/DKK7FAzYwZQz8wHhJsE0XAXXfRMm+8kVzaLGjZBUSWizdpyHpSe3fiqVo7qO0+7dpF99MOYjz0gycQ4fdOwhb7AXoPV6CePRt44AF6389/Pn6+aAe16yoOcVK4BYRELGD3fhEO6sbGWPxJy1dmahnxIXFQ9+uXvp35BGppgcK/92o5qLOKhzyFsPRkNEk0zDoZDYmZyCNQ11PEh+uglhaqe/bQMSztpMjuv2Tfaq/7kBM0aSHM20N3Oah56GGSQ2zePLrIuHlzdQTkefOAhQvpfm9zUPe2SRKNMRONMf8yxjxnjHnWGPOJrueHGWNuN8Ys6rrdr+t5Y4z5qTFmsTFmgTHm8Np+gtrx0EPx76Qe6ewErr3WXz8tXUq1wa23AldeSc/99a/A5ZeXnivs3Uu/CXvSQ57nxidQp+2v3YvQvHx3HzNlCsUGuhMoVTuDOqt9qEAd6ri2a+GstkU6qCV1drUc1GwGcedOSmovFajtiZ8lF3J95yESB/V73gN8+tPpy+blhzio3YiPtMna7eWH1PGtrcXnINdrxAd/VkBWG4ZEfNjivaTv3DYk4kPiFuf+dEfER2jdL/le2UhUjTob8F8wTOsTj4548UW6rZZA3d5enfgQgI7dI0cWu+yiaGys3zpbBepA3GFQSS5hnwgxdaos2uG444Bhw/wxH6+8Qrf771/6PAuDvhzqhQsp4uM//5NmHz399Ph/tkCd5fBrbqYfsCtop+WzFZFB7bb3TZIovbLJTtgsoY7bAvKCwxWod+70O2cPPJDc7PbFBGnkCCArnBsaaD1JHdQcUeIrDCWF84YNdMs74T596MTG5+iXCIe8LrduTY/3AMIjPpIc1FJ3vB3xkZVB7XPRu9jFWNERH7bYD1QvgzokEiRUoLYvckmGC7e2xs5fINxBndUfaYRI3ogP/s1IHdQhER+2g9q+0JrVf2l2XUjER6iD2o34KFK0dUdhANn7kQ9/mNZfW1t1BOQjjojv9zaBuhc6qNsBfCaKolkAjgZwsTFmFoAvALgziqIZAO7segwApwOY0fV3IYDLur/L9cF73wt87nO17kUyt9xCI+f+9a/y/y1dSvX43LnAL34RPwdkC8gslvEFPpu047Yk4gOIj1NurV0PGdSuQB0S8SEdacl1tiQaj4/xoRet7eWHRHxIHNRRRMKDRKBetYra8gjIJNxzoqId1H360J/PKMPr1LduTzwR+O5305cNxIKzxMULxNsOf4asWr6lhX6PISPIpMJhiIOaR7TZkR3VivjojkkSGxqyTT62eJ+1nbmObonA29ERr59aRnzY54t5HNQSEXbECGDJEtmyQwndH3PU46JFdNsTHdRjx6Zvv7Wkqan8InS9UKerrH5xJxF0i6s0l9y0aSQU29EdPgd1UxPwhjcAN99cfoLGhY17JZcLC18O9T330O0HP0jDJL75zfh/AweWC9RpQl1LS6kjMG1YVZKDOm1n5DqofSJK377UprMzfk46ZItFc18+tK8tEA9/A+QiZhT5HdS+tvwekuUDsogP9z0k7oUBA/JPksj95z6mOTskB1XeziQCdd6ID+5bHiFT6qBO2wbstrzcvBEfaS5z25lby4gPIOxk1CcaSvsjdRfY+6is4jAp4iPtAh0gj/hoaaGTRB5KKDkBzBPx0doq2x+4DmqJ2yjEvR6aQd3dDuqs9T9pEo12KrovzLx58f3eFvHR2yZJjKJodRRFj3fd3w7geQDjAZwNoMtbiysBnNN1/2wAV0XEQwCGGmPGdm+v64OVKyn2rl65/Xa6dSP7oojE6OnTaZLzhQvpORYGpAJ1qINaKlD72vGygezld2cGdUjEh7QWZsEorW2fPiRouzVEHgd1SMSHxEEtOSfiGoWHz2cJ1K6DOms9hgrU3Cd7LhxXoK7kWOhGfIQI1H37ZrcfNYriDnnEg3TkpDTiI8Th7NZjae15O5YaU7g/tiO6mpMkFikI28sPca8D8e82JOIjj4M6NOJDsj/bsUMm3gM0R9n999P9WgvU/ftTPEZrK/2e7FFERfanGgI17y/rNd4D0IiPfQpXGAxxUPNQBdtFnSR8nnMOiU///nfp81wIuSIHO6iTBOoxY4AZM6hgsH/gruDsW7aNLWhLcpB9jrQ0155PoHaxDy6M9EqiHfEhFailBw7bQb13LwnoSe+RNIFk2rrnuIZt28KKbEB20B440D9JYp7COc3ZIXVQSyM+XKdt3oiPrNnOszKo7fs8EiDJRW9ji6oSB7XdPiuDGggTqBsbaT2ETpIYMpxXWpzkjfgASt0FIRceGhuTCyCOe5BGfPTtSwVVSMQHQN8Vjz6oVsRHiEC9Y4c8Psl1l6f9pvjzrlsn6ztvDzzypEhXcR63PgD8x38U3xfmkEPik9be6qCu18K5mhhjpgCYC+BhAKOjKFrd9a81AFhCGg9gufWyFV3P9Sp27KDf7JIl9but3HEH3bpC7/r1dGyYNg2YOZMuvG3YEDuoXeOLuw/o04eeyytQZ8VepAnUxiQfJ30Z1EVdtOZ+VTODGojNGll9N6a87gfkDuq8ER8SB7U04gyIz0lHjUpua7dn8b5oBzW/BwvgtsiblkEtJU/Ex+7d9BvLyp8GaP1t3kzts/ppu3iLdlDbfZe2D8lNtvsjib1wHcv2c0l9sdsXvW7sc8AQQZv3tVLBvKOD/iSfNU/EB6/LrIsb06fTBVCpCHvqqfH3Wm2BWtIn1s6KFpDt/lRjkkT+blWgzocK1IFkRXykCUxpArUrGp12Gr2PG/OR5MJLEqijiATq44/3C8MhER9u+ywhkNcND1mXuH7dSRLTBGq3SOXXpxES8eFOSgik998uVPm2SAf1iBF0u2GD/4Ql6T14MogQ1whQWeHcExzUdsRH1oWT/v3ps7S3h0V85HFQp4mkdvs9e2KxLm0dub/xrO3ezXOTnODYwmRRbqk8oqF9Ui25qGRfRMvabowpFWGzlu+evEoiPoBYEM7qOxB/V9UUqDniQ1KU2+syy0E0ciRdfFqwgB5nLX/SJLplt2R3OKiz1tFrXkMTD597bnF9Yfr1I5Ea6H0CdW9zUDPGmBYAfwbwySiKSsIboiiKACRMg524vAuNMfONMfPXr19fYE/rA7641d4eu0BryebNNLcI7/NXrQKee47uu0IvC9EsUAO0b+PzA9f166sN3XkLmCIyqNME6rRs/uZm+l89RXxwexaMsvanQ4fSxX/JRUr7GJ9V23J8iE+gZndgiBEkbT8pqbMrdVBLBGrePvM4qO2aoAgHtStQS0RbniRRIlDz+luxQjaaDQhzUPP2m8dBLf2sQPEZ1MbQ+9uiaojjWtKXUPc3Lz9EoObzKOnIRsl21tAQG+dCIj7svqeduwI099Xy5fL5Uk49Nb5fawc10H0CdbUiPsbXsXVABep9CF/EB7tl+f+Av5jkE+zllu8lSZgcOBB47WtJoLZzfJNEjqFD6UfuZlC/9BINgTzhBP/naWmhZdr5SiERH1kCNQ9VB2Qn/Ow8TVu+r8AOcVCHRnxIHdTsuuDX2MvwtQ11UHO+84YNyScsvveQrhu3fcgkidVyUIcI1JVkUIfMXh4S8SFxULsCdVZf3IiPAQPS12WIgxood1JkTU7CywWqH/EhdVDzCRQg7480UiNkIkD7dy4VqLdvlwvO/F1JC1U+SZBc4AqdJNE9IcpavjHAQQcBzzwT9y2N6dPp8z76KD2uhoM6ZFsD6DN86lM0OqkacA51b4v46I0OamNMH5A4fU0URX/penotR3d03XZJslgJYKL18gldz5UQRdHlURTNi6Jo3sh6naWnAux6lzMqa8nNNwPf+x5w3XX0mN3TQHmWs0+gvueeuJ0kliKPQF1pxEeWu5Iv5NZLxAcLe+3t8gu/I0bEdba0bua+A9m1rU+g5tdJMqi5/8bQvjKtzpbMIVItgTp0kkSg9DzEXn5aBrUUNhhIHdQzZtB3dc89YQL18uVygTo0ZkIqqoYK1Lb5omiBGohrz7a29BEYQOm+R+Lmti9ChWRQh677UAd1yLk3j9iw3y+tL3y+KKkNZ82i2z17ZCLshAk0VxZQHYGaYwyB2gvUw4ZRHVGNSRKbmmgC1ze8odjlFolOkrgP4YqmLKLwjj1NoOYZku0surT255xDBzp2mAHJIocxdHB0HdT82le9yvtx/n8RwnYJFxnxYfc51EHtXgxg0hzU0mJy9+6wDGpJNjBHZAByBzXvpCXu9X79qEhat04mALE7VHLQs/vkrsuis/FCivg8ER9ZIm+SgzoN92KFL+KjCAe1RDh0Beq0eA+gMoE6q3hwJ2ORDLcNdVC77bNOdgG5gzpUVPXFWEhjf/bsiSNUfNgCdUimNH9WSSFpO6iz9sWVTpIoLZwlcxMAVOzNnh1PyFptB7Vke6g2nEOd9V3ta/S2SRKNMQbArwE8H0XRD61/3QTg/K775wO40Xr+vYY4GsBWKwqk12AL1AsX1q4fbh+uv55u77gj3o8mOainTAEmT6b92223xf+XjOaohUAdGhcgifhoa4snasrjoJbGfkkv/LJAHeqgDo0CdPueJDYzvnl5mpuLcVA3NADDhye3tdtXa5JEfg8+D7FrJffcIg+hGdTvfjcZZJYtK5/3yQcL1K+8InflhjiouX21HNSVCNSS/tuRGmlmCh59l9dBLRWo8zqoixaoWTvIE/Eh+T3Mnh3fl4qw7KKuhkANlF5QqGXEx8yZpLNt21ad5V91FZlN6xV1UO9D+CI++HkgXcjs1492unZBmSZQH3ww3foc1z5xdcyYcoGad6hJIh9fFd6xQx7xEeKgBsIm6pNkUPsy9EIF6l27soU6d1JCQF548mdOEifdkxaJex2gwnnlSllbV3CWiLCVTpJYVDZeSwuJr7t2ZTuoGxtLRdIskdcVqCWisP07kUR8sBOmOxzUWQK+K1BnLT90whFXtC3KQc3itxvxUeTJaNLkl2nLl0Z8AOURH2nrPq+DWhrZAdBvadOm8IgPybDJUDc6EDs7AFn7Qw+N73eHg7rWAvU73wl8//txLdBb6IURH8cBeA+Ak40xT3b9nQHgOwBOM8YsAnBq12MAuAXAUgCLAVwB4KM16HPNYYG6oaG+BOrbbycB+pZbKK4P8AvUY8dSfdDUBOy/P/DQQ/H/7fZJNUqSQJ12QVGaQe3GdzGh7k1JxAcgv1Bsi1GS9qGxX0CYg9o2puRxUNt9SRKbGZ/BIMtBLYlo27iRRmimRXLZ7UMmSWRRMjSD2t2Gi4z4kEZCtrQAF10U38+CM7zXry8+g9rNZS7aMFDNiA+3vUQI5N+5dN2EZFC7Yn/RER/c97yjl0MiPiQ16tSp4Rd4WFSVXJgJwb3wGeKgrsZIQh69tGRJdQTqeqepKb44XG+oQB2IL+IDKBXHAP9Ow5jSK8r8uqT8W94xbLOSCJMmSQRIoHYjPrKEUld4A7JdwpU4qIsQqCtxUPfvTwW9RDi0BfZQMYpv0yI+eNmAbN0DVESuWJHdF34P6VVZu30egdrd7tNeIy3iV62i+1kCLFA+iWHRER8skrsTVLKICpQ7qDl/cvr09GW7AnWIg3rz5uz1w/ucKEoelWATKlDbhW2RAjXgn2hVKlBLir08ArV7MTJEoE5b9z4HdUjEh6RQnT2bLnCtWVN8xEfodgNQxAcTKlBX20EtFdmryaBBwGc/W/zM5fVOb4v4iKLoviiKTBRFh0ZRNKfr75YoijZGUXRKFEUzoig6NYqiTV3toyiKLo6iaP8oig6Jomh+rT9DLeAM6kMPrQ+BetEiyptsbwdOOokuIF9yCf3PJ1Dvv3/8eObM0hPFesmgtveJvOxQ92aoQF1kxIcr7AEyB/XGjfK5XopyUGdFfPjOiYpwUAPZ8R5AvkkSAXkNwX2qZsRHZ2d8riARpD7+cRJxskZCAqXrMKufDQ203DwO6jy/wWpFfEgmSbTbS7cDO8e5WpMk8u9QEk8CVDfiQ6ozhF6oAKh+5MgOqQh71lnAP/4BHHusrL0Un0Bdawc1IPsN7ouog3ofwi0QkgTqJMHLFajTRF6OBLEL0DSXsy/iI0sotUWI7nBQZwmBdoGWZ5LErJ317Nkk8C5cKHdQ794tc1DbsR1ZFwZcgTrtQoXNyJGxoz5UoJYIUjw5CRAuUDc3xw6MtFgQqYOa22U5qIF4kgkgeztrbKT1HBLxwb9FFqh9+wD3uc5OckB+/evpy25qov7kjfiQOqhbW2nbDM2gljo1JDNWhwrUvvZFuqW4KO/slAmSvkkS04omN4M6VKAuOuKDBd6nn5aPGpBOkhgalwLUj4Pal3deDxEfvZVe6KBWcrB2LUVcHXxw7QXqKKI+vOUtFNvxyivAl74EHH54uagKkEDNJ95AfKLM9U6lER9J++vuiPgIGU2TV6CWZpjagnyIg7qzk7avkIiP7sigljqoJRO09ekTX/wMEahDJkkE4omfQwTqak2SCMiFRoDyeH/xC+Dii7PbtrTEtURI5FpoBnVo5Jo0x3nPHvpdVdNBLREk3eVXa5LEEEd0SPtKBGpj0oXSPBEfQFxrS9sbQy7qrFEVobgjeDZsoBzoNMaMoe25GgK1PX9Mb3VQt7eXznVXL6hAHYhbILgibKhAnSZa+BzUaSLymDHkKLFdGFmT9YVGfNSTgzrPJIn/+Z/A735HmX+HHZbe1s0dbmxMP3AMHBgLXVIHtS32ZwmHAAnUq1fT/e6aJDFNbGbc76oIBzUjEahtp23WduZOLCPZLm2B2m3Pn9v+/i68ELjiCuD3v89etjFxQSO5iGMf4KUZ1Dt2pI++cJcfUuy5E89knYyGzOBsX3gA5G4pPoHKmozFHsYsESR92ZppF5XcDOqiIz6GD6e2K1fKxFQWeNvbZXnbxuSfJFFSCE+cGP/WJe0POSS+X2QxyRcH6y3io7fS2xzUSj7WrqVh9TNnkiDsun27k9WraV95wAHAJz9JGZ5f+Qr9zz5uALRvWbHCL1BzXqhkksTBgyt3ULe3U90qFahDxa48ER9ZgnMUxfuGkIvWIQ5qgI6rIREfe/fGzti09mkZ1FlGkCId1EB8LsLxFGnkFai5ppEcT5Mc1Py5Kzkm8zL4nFoq1n3oQ3FUTxYs9Ev6ybnM9eCg5t8s6wfVnCRR6qDOE/ERMkliqEBdbQe1JJ/bHXEr3Yb5uFJrEdbeH+/eTSNVJk5Mf40xdKysRt8HDaKoLaD266YW8H6ns7O2/fAhFqiNMY3GmCeMMTd3PZ5qjHnYGLPYGPNHY0xz1/N9ux4v7vr/lCr1vSZkOaizJtOzZzX2Lc9m4ED6YboO6uZmv+gyejRtZDyJFEA7vaam5J1YaMRHHge1vW5qPUliQwNw/vk0KcinPpXe1s2gDplUTDJJIi8bkE1eB5BAzTuSoh3UlUR8uP1PE7Ul4pu93kIiPiQnRPzeIREfroM6S6A+8EDggx/MdsQzXOyFRHzs2SNzULe00DazaVN5P5OWnyfiQ5p5WEnEh3S4MIv9WaMS7H1UaMSHRNAOifiwT+akDurjj6fb++6TFapjxsQn31nbvDHx8OVQx460cG5oiGM+JO1HjqRisk+fYp0dfJEoJO9cqR48ykUd1Eoaa9dS3cvi7uLFtesLO7hnzgQ+8QnKoeb9hytQr1xJtcqkSfFz/BkOPJC2fWkGtW1gYbLmdujTJ67DkurDIhzULCJLBWrJKCy7/u/spPeQxn5Ja+GRI+l2586wiA/JuukuB3VI7CEQ7qCWHOP5onuog5ozqIt2UPN5BdfC1RCkWOiXCtTd4aAOEbTzCM5A+CSJWeRxUEdRWAZ1PTqoQ87/Qkb51YtAbfef40onTMh+3dy5sZBcNHzsrfW6qQWsJdajGSTkFO8TAJ63Hn8XwI+iKJoOYDOAD3Q9/wEAm7ue/1FXu30GacRH0k6jpaV8ksQk0aKhgdq7GdRJ7XmYxJYt8XNZWct5HNRtbbRjDI34KMpBXckkiSG4GdSSQpXbZznXfQJ1lmAExIUzEC44SwvtvBnURTqo7QlJQiI++P1CBWqpg3rrVnqdbx8gucCQBBdjIREfUoGaTxLWr5f1M88kiaECtT08N60oCBW0XbeU1D0kFajdiA/pb5DfI23dNzfTX4iDet482jalhaoxsYta0n7gQOpPe3vxjh0mRKAGaORLNYRjd1tTB3VtaWpSgVpJZ906EtZ4mO6iRbXriy1Qu9gXfYH4mGDXOQccQLfTp5deCAXSM6h37Ch3P0mOk/YxnvvotgH8ArX0WCCdqBiQ1xCukzSrfd4MaqYSwTm0fZZA7TtfLMpBLRGoeUJyPq+QxoSFCNRcy1cjg3rMGLrlmMRqCFK8HqsV8cG1bbUc1HkmPQxtL1nvoQ5qINYmQh3U0uVv3Spvz4Yj+/2SCBGo+b1DIz54ou2subeqjX1cYYE6y0ENAL/8JfCXv1SnT71ZoOYLSz1WoDbGTABwJoD/7XpsAJwM4E9dTa4EcE7X/bO7HqPr/6d0td8nSIr4yJtBnSVMukP40kQO2+XJ7NqVvkNyM6iNkQmHO3eGR3zUQwZ1CK5boJoO6pCID0YS8cHDaIDsdTN4MH1Od/hbnoiPtNdUM+JDOtlkXoGaRd4sB3UotoNa0neARkp0dsoFap5QqhoCte1OyjpZZJeDZPk+0TDELSURnAH5kFV3ksQQB7VkFAYLDtL9WVMTcOKJdF964hYqUPMFT8m6aWsjB1weZ4f09/OGNwBHHy1rG0LotqZUlz596rNoVuoHjvjguoidkbVg4ULaB/rcYPYQdCA+vtr7vLFjgb/+FbjoIn8kSJKDGoiPMUyIQF1NB7V0HghALlCHCs55M6jd1yfhRnyE1ATuMSYr4sN3TpTloJYImYBMoOb23ZFBnSRQV3JMHj+ebl9+mW6rKVCHOKhDIz5CHNRSV7Hr+pUIzlEU10xFT5KY110uEe/5/VlbyerP5Ml0+8ILdCsVtKXLT9rmfRgTvi4BmpD3z38G3vEOWftqYccw8oUiiYN64MD4eFc0LFD31kkSgdJo4HpB6qD+MYDPAeDr9MMBbImiiE8fVgDo2vVjPIDlAND1/61d7Xs8UdS9kyQC5UP48gjUabMPuxEf/fplZ6q67ZOoxEHtW9dMdwnUjY30XhzxISk8ASo+68VBDcQCU1Z7t3irtoM6K6ePkUR8sOtCegJiC9QS4bB/f+qvT6Dubgc1X0Rau5YeZ2VQ8288j0AtdS+EOKiBuHDOKrRtBzIQljcZKlBLIz5CHNQhER9A6YSWgOwk59RT6Va67wsRqAcNkp/MuXne0v5cdBFw7bWUpy3hox8F7rhD1jaE0Ak5leqiDmolDZ6DYfTo0vz+orjvPuC55+TtFy4kJ7cvesgVnJPOE845h0ZChgrU7ueupkAdkkFdDYHa56AOzaAOEagl4lJbm9y9WXTER1EOakkGNdA9AnVHB60ju+Z4zWuACy6InaB5GDeObutFoB42jOryaoiwdsxOFMnNFyGOaCDelqsxSWKog5rbFx3ZMWwYue+ffFLWPjTrPMRBDeQTqAHgzW+WGb6qCf8+Vq6MHdSsPdQKdVDXpxkkU6A2xpwFYF0URY8V+cbGmAuNMfONMfPXs+pT5/jypUMzqH0CdZpoUamDOjTiI0tAsR3UWaJqHgc17yA6OmovUANhBw574kMurpJ2eEU4qEMF6qx1wweJl16iW95xFZ1BLZkIwh76ytt1GuygziNQS75bY6gfSQ5qezb0PIQ4qLn9v/5F9+2JlnzkcVBL8x15efbJpfRkVDqpYh4HtfQEKlSgtiM+pBEifPIaIlBLhwYCsUBdDQf1W98KPPqorC+h+ZTM0KG1d3UAGvFRb6iDWkmDj2ejR5fWsVls3Ci78HHRRcD73+//39q15Y6jRYviqBEXV3Dm/UzSsd6N+EjLoAbKBeoskYbrDSC5ZrIvONrkif2qlkAtHbUFyEd5AXTclk7KZxtTpBeteTK6PBEfoQ7qIjOogbjWDp0kUXrBl89btm4tXf6oUcBvflOZEWTYMOrDK6/Q41pnUE+bBixdWj0HdWdnLCBLR0JK6nIgPM/bdkRLasNBg+jcVSJou+J90REfAI30C4n4AKovUPfEUX7Tp9O2/uyzJFAPH1772BEVqOuz1pY4qI8D8EZjzMsArgVFe/wEwFBjDO9SJwBY2XV/JYCJAND1/yEANroLjaLo8iiK5kVRNG+krbrVMb5heXkyqEMiPlwHdVpkB18ZC4n46N+fxDcWnLMO/t3hoAboIJY1SaJdOFdLoGZnbsgkiZxBneZczztJou3skER8AMDmzXSbte55mM3SpfQ9sIBsDImvRTqopcXPoEEy4ZcP8CERH9w3aVEweHB8UuxepJKIymnYBYe0QFmzBjjiCOCEE9Lb5s2glhaqXNiGOqhDJ1XkCZQkJ7uhDmppcZgn4oOXL434CHVQH3ggOYPS9jc2s2dTUWJfBEriM5+J8+FCBOqeOMGgOyFnTyz+9yXUQa2kYQvUTU20b01zUHd2At//PrX/+c+zl79jB/Dww8CyZeXvO3UqcM018XNRRHXT/vv7l+VmUGfVKfaFUCA9gxoo/dySIf0SB3VTE7nBi4j4qJcMaqmBwZi41pY6kKVD9G1B2xXrJBEftcygBkq/26xl8/bJIqY0gxogMbBowcgYqpWqdb4IhGVQT5tGMQe7d1fHQQ3EomrRGdSc580u2CyBnS++SB3UU6fSPjXEES0dvRfqoAbiKDpJ+1CBesgQ+pzLloXFn/TEUX7NzSQIP/ssbfuSeI9qM20anQ/xPG69hmuuQdMlXwQAtB9+ZGlRUwdkCtRRFH0xiqIJURRNAXAugLuiKHoXgH8BeGtXs/MB3Nh1/6aux+j6/11RxFNi9Wx8RaVPoG5oSN5Zc8Yor5Es0aKIDOo04cIY+j8LzlIHtUSgzptBzf3u6KjtJIlAqTM3xEmR5Vy3hSugOhEfHI2xapWsPTuoly8vX4+hzg6JgzoN3s6kw5EqjfgIFahdB3Ulrg5enjTiw37/r3wl3YkOxOuS89OyhMzQGajzRHyECNr8G5EI5k1NdEFDWqiGiqqhkyS6Gf+hER+S/ZkxwA03AN/4RnZbgL6vf/wD+NjHstsOGAB873vx/azlAuGzi9cLGvFRX2SJNUrvhiOu2LHomj9c/uu/gM99jupKPhamwfuCP/2p9Pk776T/sTADkPuotTW5XknKoE5zUHMbFpylDuqODnpNmggkEaiNKXdyA3JxLDTiQ1oThEZ8uOJV1vIZFqir4aAG/CMbi3RQhxgMgNJzizQGDCDTi+T4yDVDiEBtj/yshoDMMR9A7SM+9t+fLpy1tWULvPZ5r9RBDchFUt5HSTOox46lW6kbPdRBPW0a9X3tWrljWeqg5u+GzVuS/syaFd8PnVQxa/lvfSvtbx99VLbd2N9VTzRRzJpF8VkrVsgmSKw2zc3AU08BF19c6550I9dcA1x4IRo3kajRvnINcOGFdSVSSzOofXwewKeNMYtBGdO/7nr+1wCGdz3/aQBfqKyL9YNvWJ5PoE7LcW5poQOS3T5NtAjJoOZiNSTig/vEER9Sl/DmzVQEp7Xv25fWg/1ZpQ5qLrjrJeIjxEHNAnWIg1oa8TFoUPwZs/rD0Q/PP0+3Wetm8OB4+3Tbhk7eUpSDWipQVxrxIbk4kBTxMWRI5bledmajpC+DBlFUwxvfKGsLALfdRoVBVoZf6GQp7nDeIt1StqtVOjzXXpfVyKDeu5f2fdUUqEMiPgDgVa8iJ7WUk08uPVFL4x3voNmz3/Sm9HY93UFtXwyRfr9K9dCIDyUNFqhZEOJ9ZxKPPQYccgg54fi1abCAe/31pc9z/r09MaEksiPEQe1OVAzIBWqpqzhLoPb1m5cvvWidN4NaKjjnjfiQ7NfzCNQhta1PHKtFBnX//jSPifR4fcIJwL33+s8TXBobqYbbuFHWF6DU2LSvC9R2PF+tHdTcnvcloQ5qSf9D5ifhdSMRqPOsmwMOAO65R9Z3oNRBLV037nxOSUyfHp/LVTODul6YPRtYsoQc8vXgoAZoe6t11Ei38uUvA7t2oQlUZLejiU6AvvzlGncsJkigjqLo7iiKzuq6vzSKoiOjKJoeRdHboija2/X8nq7H07v+v7QaHa8FkoiPLIHJzcrLEoVDHNTNzbQsPiAB2REf3Kdt28IyqDdsoNu0vrMDY9eu+CqxNIOaRfZ6EahDMqg54iNtvbN4H+qgNiZ2OmT1hw/wPNGP5MDHB4tQgdoV2Ct1UHMRL5kgEcgX8RGSQQ3Qb5ELbXv5X/0q8H//J+tnEgMHUjGzc6esL7/7HYmGvgmZXOyZj3/0I5lTo7Mz3jbrJeJDGnthC9TS4a0hAjUgF8DtfYLkIlSeiI9qYwyJ01kzaOfNoK4X7G1NOrGQUj004qN389BDsYjnw474ALIF6j176ELy6NEygXr3bjouP/xwLDREEXD77XTfFqh95wY2oQK1vS9Kiw3kUZOhArUkg9rXb6D4/NvuivjI66AOifiQHPdcgdpe75I62+egrkSgPvtsMs5J+fjH4/uS9ThpErkTpe3t86ZqCMgsUDc2Zo8+zAOP6AgRYYHqZFADYREfQLhAvXy5rP3MmbTfXbRI9r3acUlFT5JoDPC2t8WfNdRBndU+1BwGAJ/+tLztviBQRxHpPPUiUPc6uoY+DMMmzMYzaERHyfP1QCUO6l6Hr6hsaKAdhNQl7ArUWc5cLro5EiRLRB48OCziA6AdxPLlMgGFl+UT6nyEOlslAjW36Q6BeuRImm02T8RHVrQKi6qA3EHNfQKy+zNoEBVL0qu4QBzz4ROoQ4YeVuqgzhPx0d4enxBJHdRRJI/VGDKETrrc5U+eDMybJ+tnEp/6FBVvEqc+ABx1VHLepcugQVT8nnkm8NrXZrcPzU9jVzHvHyUniyGTJO7dS8OWQxzUfLJbtIPaHY4ckjcpuQjV0pLPQV0P7AsO6tCLIUr1UAd176WzEzjxRODHP6bHHR3ltcTGjfT75H1sVsQH738lAnV7O/29/e20HZ56KvD44ySusCAT4qAOzaD2OZylGdT14KDmYwHHWKTtR92JjYFiIz7yZFAD+R3U0vahDmqeVNHnoK5kksRzzwW+8530NjaTJlEkgWTZAHDKKfTbAWTr3Wd0KRI+x6nWhGj77UfrSFKfjx0brxOpS5hrz9CYCWl7qUDdvz+dE/E5bNZcQe9/P53zbtsm+16nTo3vh64byfLf9rb4vqT9sGGxKJ/Vn/HjqQ1HSUm2tde8Bjj++NLPnQQfT3qiEQQoFfvrIeKjVzJpEgDgDbgZz+AQTMYrJc/XAypQB5BUhLpuh1AHdZbg3N4eF4lZzlxXoJZEfEybBrz0klxAAWQOaqA8G1iaQc0HSd+6Maa84K+WQH3YYcCLL1IxKZ2UcOdO2YUBW6CWOqiBWKCWtLeLpBAHtXtATRpGyBSdQZ0n4gOQTwjJRT1/JmnEB1O0cHXSScCvfkX3JZPXhdDURJnDV14pax8qUIdk3eWJ+ABK3U8SETlPxId06DL3J+SiFUcihUZ89CSB1F2XPanvQOlxvCeu/30NdVD3XviC4eLF9PiSS4BXv7q8jb0/lTioWaBm93VaWwA46CDgX/+ix8ccA/zHf9Dz/fuHO6jzZlCn7Yt8sX55BWpf+ySBOlQcS9uP2lnXoQK15EIu/69aDmp7PplqRnwknUNlOairIcSy29OuiZM49dT4fj05qKslUBtD59MSV3pDQyxISh3UklEJQHgGtdtesn5YsG1qynajDxsGvO998mW3tMRudKlAvXOnfOTbIYeQq1vaHyAWViXRNlOmyN3rAK2/O+4ALr88u23fvnTxb/v2yuc/qgUzZsTbuzqoa8Q3v1kuDg4YQM/XCSpQB5BUhIYI1FxQ8kSJ0vZceOdxUGcJ1FOnAqtX00QWRUZ8ALGDOm2Yoo0kg5qX0x0O6rlzybmwbFl235ua6P0lkyQC5QJ10Q5qIFygTnNQh8wuXqmDurmZ1mdIxAcQT8YiiZJpbQ0TouxiXHoxIYT3v58mYAoZbinl5JOB4cNlbXldSIe/VVOgDm0PlGZoh+TudXbKIz6kjuv99qNbzumTCNSdnWGFbb3gDqXuSX0HaB/CJ3890cG+r6GTJPZeuJ5etoxuH36Y8ipt3Dg9Hn2ShC1Q79hRmjd//vnAH/9Y/v79+wPHHQc8+SQ5Qf/xDxoxNXNmdTOopRfLBg4kYaNeHdQh+bfSY7w7IVpWe9vQUg0HtW1MCblo7Zs4MM0IYm+TNpU6qPNw5JHAffeR+zqLE0+Mo+hCBepqZlBX89guid5jOA4iSyTt06f0t150BnWogxqQO4qZT3yCPoN03UvXTZ6+c8wHIO8P51BLlm/Ht0iXz99xFn37AvPn0/7m7LNly64nmpvjiwPqoK4R73oXXQ2ZPJk2usmT6fG73lXrnv3/ZFyzU2ySikq3mJQ4qLdvp0Ika6JBFsW2baOriVlC5pAhsVDU2Ul9znLy8o50yRLgiCPS2zY307Cke++lx0U7qCURH/y8K1A3NGQPMwpl7tzS98xi4MA4g1rqoObhq9UQqKdPj+9LDqqVZFAX6aA2BjjvPOC007L7DIQNKeX+VSJQV8tZefLJ1VluCK6DusgZq/MK1PY+JCSDWio4S7cbO+JDsnweLfXii6XvlwRfkNy4sTr7s2rS0zOoR4ygbb61VSM+6oGmJo346K24AvXSpbGgzLj730GD0iM+OEaNXXlr15I54+67gauuon3tO94RtwXi/fWIEcDNNwNXXEGizPe+V1kG9e7dtH0nuSbt9mnmDmPKhfl6yaAGwo6r1Yr4AOLPwf2qhoNaOkkib38c9Wm3T4vSSzr/THNQG1O9GuK442Tthg6lSZwffrg+BOpqR3yEIhVhjaGLa9LIxrwCdYiDeuxYeVuARMlf/ILcyxKmTaO5CKQO6pBMaYDy1Ds75ROMf+Qj5IyulkAthT/vEUdQNEhPZNYsmh+Lf49KDXjXu+pKkHZRgToAacSHNIM66Yq4je2gjiKZg5oPYFzQSyI+ANpRZwkoxgDveQ8V6Fl95/cOcVDz/3n4W4iDuhrFzJQpJPpv3SoTK8aMiSe7kziod+6UT+zHnH46sGaNrPBkB3Vzs+zKbJKDOm3oYXs7iexFZlADdNIoJW/ER8i67w6Buh7IG/HBJ6MSwVk63NaexFDqCBowgH6vEpG0oSEeLgcUP0nioEE0tJEnS8naX/KIgVde6XnbGH+2HTtkbvR6gydbW7dOIz7qAXVQ9164Nl61iurYV16hfUoUxXWMe1E8JOIDiAXqH/6QHtsjD321eUMDcNFFdP/nPy+fvBzIzqDm/meNnJRmUAPln1syt4PUQc1xWTZFZ1Bze3uumiIjPoDY0LJ3L10UkDhcQzOopZOpjx1LfVi0qLzvaXV2Hge1tO6vNqedJheofSMxiyRUVK02fI6WFfEBkMD77LN0v2gHNccpcvxRNRzUAPDhD8vb5nVQS7WA0aOBb31L3p+DDqI/CbZAXfS2xvuYT3+6Pn7feXjrW0k7yNJJlN6LRnwEUETEhy1QS8Qx20HN7aUZ1FKB2g7ll7h4L7ggvl+0g3ryZLrlyQWkArXE1ZEHY4A5c9L7YnPkkVSIZU2SCMQO6iz3jcvrXgdce62srS1QS8gT8ZE0eWhjY34HdSi87rIubDCVOqirEfFRL4QWe27ER9q6rCTiQ3oyesghNCR71y75pDy+PEgf7oROku148uR4f5b1Gz/hBLq9666e50AOPSGqN2zhio/nKlDXDp0ksffCNUVnJ/DAA/HkxLZY6oqBPEkiTyjuW6YtUK9b9/+xd99xklV13se/pyfnnGdgIjMwIFFyFCSJglkXFRUXs2tYH9Oqu+5jTo9rXBRXUMTAoqBiQEABlZyjMwyTI5OYHM/zx6+Odft2Vd1zu6u6bnV/3q9Xv25V9a3bp+t0uPWtX/2OvbPl17+268mAOuvcfMiQ/BXU+/eXf56znifk6YefDqgb2eIjfA9Zf9vDudLKldljkbpeQZ11/GSLj9i/6bNm2TlsVoVfOM8P776J6U87bVr1gDrPebZU/dy8Uc+JOuPFL7bnUqG9Ri2NrqAeNsw+ihJQx4awkgXUoS9/bOC8alXc/uHds888Ez+ezgTUecQ+Np2toG6k8Nw7tm1HHpMnW26TXOix1bz61dIvftHsUaDICKhziGnx0ZmAOraCOqbievjwckAQAuqsoHT8+PJJQUxIOm+edOKJdjkmoM5TQR1aUjz8cO3jV1oksVH/lEKbj5gT2+OOk9ats5PV2B7UWdU3XRH+ScaelFdbJLFWQF3t57LWWw/rPVfhsb71Vvsdy+q33JmAOrlgY08OrvJWUIe3rD79dPb+XWnxEft23pNOsvBg3bq4eTroIOnPf447dt4WH5K9CyO8VT3rd3zqVHvL3p49rfczlvfnpmiSAfXq1e1vQze7+mr1/dtt2nP73+wX6Oqrmz0idKNwTiHZ//RKt6ffrThsmIWnycKFpEoV1P/93/Z36vDDK1dEVzsfTgfUWfsn+yYnx1JNCIa973xAXSvUyRNQJx/zcD6XFRiFoo477qh+7KTuavGR59xz+nT7GUkvzpnWv7+tNbFmTfw5wYEHVm7VEF6UCy/IJHW2groIjj3WXhAKPxe1NDqglizgK0pAPWeObWOeex90kL1bVcoe/5Qp9i6Av/zFrmc9luGFmDwBdaOr0ZMhby3pgLoIcxvC9Ub8DH/hC9IDDxTj+wQahYA6h2onCJ3pQZ1s8RFbQR0bUD/3nJ3YhhPorKDUufIf09iQ9NJLbRsWAasmtPiIraAeNMj6tj76aPl6Jd3V4kMqn1TFnHgee2z5ctYLA6Ffdcy8dta4cfYzF/vYjBtn//S6WkEtde+Jc/gZX7jQXpmNraCmxUdHeRccOfxw2959t21rzW2oJoh9MtqZFh/hxbOYfSXrKxcWfa13iw/JnoyGqr6Y3/Gw8FBRnlzG6kkV1CtW2GVWGG+Cq6+WLrtM/XZu0V71tVd3LruMkLoXqRZQJ/tQV1okUarc5iO5IHlYw2PNGutvevzxVhhRqYI6NqDOOo9I/t8I26yAWmp/jlLPCuoBAyzoSgb6MRXUMe1DJHtecPDB5b+jjQ6oYxdOzlNBLcUvLD1xor2omeddVSFoTFdQS5XPtbMqqNPvHChSQC2VW6Zk6dev3L6wUQHclCnFCfcOPli67rq4xe7CwnJS3Do+J5xQbtkR8zsydmznKqhj2pN0RqNbfDRSeGd6I8bSv3/7gimgJyKgzqEeFdSDBln7gy1b4sKxzlRQ791rx45t8SGV/5jGhqRvfKOd3Gf1YwotPmIrqCX7Jxxzwt9dAXWooI4JMZ/3vPJ+jWrxkYdz9ip07El5W5tVF6Qfy3QlTVJnFm9pVIsPSXrzm7P3L+oiiUWQtxJ2xAj7+xFzIuxcviejlVp8xCxMGKpBYubpNa+J7zeZ7LO8b198QJ2+fy0vf7n9HhbhJDuPsOhXbN/RokkG1MuX2+WYtySjzj72MWn7dvXVXu1R6Znp9u12O3qF5LlGeOFT6hhQpyuopcoLJSYXJB840P5nrVolPfSQFSAkW+Mlv35si4/YCurYgLrS/73YHtSxLT6k7D7O6YA6NhCWLBwL6hlQhx7SIXCOGU94vtCo5wmTJuUPqIPYgLpWBbXUsR1S0QLqWOEcUWrc+N/5Tlsgryhe+tK45+nJgDomQE7+DsbsP21avpC30S0+pkyR/vVfpQsuqL1f+PtSpHfvDR9uzyuKMBagFRFQ51AtiAtVwmGfWidjYdXt2EUSkxXU4eQ8dv/YCmqp/EplbEja1mbtLLLkraCW2v8TbvYiiZKtNnvxxdIZZ2Tv26+fdNRRdrkILT4k6dBD4ytBJFvE4uUvb3/bpEnlfoJp1cbfjArquXPbn5RVQw/q6sL3lqcSNryIE7N/ZwPq2CfHzpWrqGPGPnCgFWjG7J8O7xsRUE+YYIsKjR6dvW/RHHigdP/9drnVTswHD7b/zaGCety41vseeoSlSyVJH9bn9GV9oMPt6PmSAXWoNJXaB9SVFkmUKldQp89RJkyw9hPbt9v/rnTIG1tBHapWYxZJTB43toI6GcJW+18zfHjnA+pw/GqL6dUroK7nOYFUPv9vZA/qPCZOtBc88ryrKki3+JAqnzdX+xmrtiD57t3FqRLOK5zPN2r8L3tZ+ZyvlcycWV7gs96/g1L7d4wVocWHc9IXv2jrytQSXrQKL2aGcTXbzJmcQwKdRUCdw44d9taj9B/jPBXUUjmgjqmgHjLE/kgnK6izFkmU2gfaWZW8Uv4WH7E6W0Ed5AmoG/VPsm9f6Uc/kp7//Lj9Q3BfhApqSfra1+wtZLE+/OH2C2FK9sr6ypXtnywG1cbfnRXUo0bZCcqll8YtSBEWo8nzcxl+t9raGveWtiKYMsW+xwcesOt5Amrnym/PrGbQoHI/yKzjh791yYVWY8Zz0km2jX0y+p73SBddJB19dO39OhPeT5/e8f5ZfvQj6dpr4/YtknPOKa8y34on5hMmlCuoae/RJAccIEk6QXfqTN3S4Xb0fOFcN7xIF/6WJIPrSoskSpUD6vS59oQJ5XVOjjyyfWu85NepVUEd2oYkj5+nB3Wt8708AXVXKqizQttqAXXMufbxx9u2T5+4c4JkQJ31fzsdUGftP3iwPedqVCHLxIn2P8P7/BXUybGHeUlW5wfVfsbC10uH2q1aQS2Vz/tadfyNMmBA+Xwy5nfw+c8v/+7FPJbTppUvxxx/zBh7LtTsF0Kcs8dm8WIryEq2+Wumww6Lb20DoD0C6hyqhc95elBL+QJq5+wENLYHdehLlAyoG1FBHSu9SGIrVlDnFfpQF6WCesyYrj+3nzbNwumwInRSrRYf3VVBPXasvV33/e+P279///Z92vP0oG611gV5jRplL7I89ZRdjzn5DAF1tUqspK5WUMc8/uEENXauJkywFaWzWjqE8eRpY5G3glqyn+fk/VrFeeeVLxfl73EeEyeWK6hDmxh0s09/uuM/z8GD7Xb0CuGcaN689tt0BXVsi490uBcW9u3Xz9rUDR/e/nwgpoJaKu+fdQ7X2RYfO3fG9aBOtifJ28c5JqAOwX2eCupDDrHHNeZ/ZN4K6tCyIzwHiFkwbvnyxlVQT5qU7/ykWgV1CAgrvVmkMxXUrfg/WCKgriU8P455bIYMsbaTsfvnraBua7Nz52YH1FL59+5974srUuoOX/6y9JvfNHsUQGsioM4hJqDOU0EduzheeAtf3pYgeVp8HHKI/VEPfTjrZfBgW5E6VHjEnLzNnVu+XCugTld2FOVk5txzpVe9KrvVxODB1jcuPLloVAV1PYQT52XLOn6u1iKJ3VVBLdkr51mVOkH4+nl+LgcPtuP35PYeQd6gMRlQZ2l0i48wnje/WTrzzOx98xgxwr7+00/b9Zifm1GjytV9Rf4dr4czzijPTyu+kDNhgvUSpYK6iS6+WLr8cktxnLPt5Zfb7egV0gH1oYfatrOLJFaqoA7H7d+/Y3uQmApqqX2gHXrwV5IOqHfsiGvxEdMeb8gQ+98YehDHLGSYHM/u3dX/Vg8aZOfveY4dhDaAsW22wv/4mHdhJSuow8LLtRx4oBVXbNnSuArqIG+lanL/WbNsu2hRx/vUeqei1LMqqMP3WITgs2hCQB372ITnoY0IqCX72S/CO0oHDrQXHv/pn5o9krIRI4rTbgRoNQX4s9I6duyoHDCENhb798e9Qj9sWHwFddg/toK6Ky0+nnzSVjOvpzDWjRttGxPuHXhg+aSzrcpLKOlFEkMfvSIYOVL66U+z9wsvHGzYYNsih1ehAnvp0o7Be7Wfy+6soM6rMwG1c/EVQa3uvPOkT3zCLsfM1aRJ1rN3//7sffME1MkWH+FvQczj37evdMUV2fvl1bevvYAW+izH/txMny49+mjPf3FjyBDptNOkm25q/u94Z0yYYGPfsoUK6qa6+GIC6V4sNqDOW0GdDqjDC6vJ8+ZJkzpXQV3rb3sje1CH/5E7dthjUO8WH2G/5Plc7N/2d7xDuv327P2S5wQx78JKBtR5Kpaffrr+z3Gk9iFUzHgGDLD7rFrV/rEMr8lVCqhrrfUidSwG2bOnNf8HS1RQ15KnglqS3vhGe/49cmT2vnlbfEjWDrJS68fu9oY32P+Jnn6ODfQWVFDnUKuCWiqHXTEV1Fu2xAfUoYI6zyKJmzfna/Eh2T++aoFwZ4WvHQLqmJO3Pn3sJDLrhD+cuO/ZY+0dQpuSVhEemyeftG29q9frqRUqqPMIJ1+hej32pKa3BNRHHVV+G3TMXDlnT/bzVktlHb9fP/ublLeCupEOPVT6+9/tcuzPQniCXOQXoeolVN83e546Y8KE8v9xAmqgOUIYd+qp9jcztGxK9qDOs0hi+hwl/G874gjbJgPq5NfJU0Ed01M62YM6tsVHVkCdfJeRFNcnujMBdfLYsX/bL7rI3uaeJQTUsYUm4fw/dv9QYLFiReMWSQxiH5twTpDcf8AAq2Lt7RXUjV4ksZWdeKL9DCTD5Fqe/3zpxz+Oe3dpZyqo3/lOW8Ol2T7/een1r2/2KADUCwF1DlkBdWyVcN4WH+kK6thFEvO0+GiU8L3dc4+91T2ML8tBB8UH1Lffbj1hL7qoKyPtfmFe7rzTTgzCgkBFNGKE/RzmCajDIok7dpRPuL0vxolzZyqoJfv57Q2v0Le12YJ3UvyJ6nveI733vdn75amgdq79k9es/btDqOaT8j8Z7Q0/OxdfbNUsoTqxlSRfJKTFB9AcO3bY39bjjrNCi4MPtttrVVDnafER/h6H9ULS4fbOnfY/sNr/vrwV1Hl7UCdbfOzcaf8Hq72NPvkuI6n+PajDOJLHrndwOGiQnRtu3ZovoI49l6zW87le6hVQS1ZoU6uCOj1XlSqo//Qn6ZFH4p9vFQ0V1NUdeaT93WnEmsHhnCemzQ4ANBItPnKo1eJDyh9Q56mgXr26cy0++vdvbn+ocKJxxx0WIMdWaL/97dJJJ1X/fDKg/uUv7TF84Qu7MtLuFx6b+++XzjqruWOJMW1a/grq3bulb35T+tjHbNG9UJXY7BPPrgTUlZ4A90Tvf78tsBme+Gd50YvsI0syoG5ryz4RDouJDhlS+4l6d0kG1LE/N294g70AVZTFWxpp/HjpyiubPYrOSQbUVFADzZE+106HsPv3WyCXPOcYMMD+N8S0+DjnHCtsOO44u16pgnrgwOp/rztbQd3ZFh+1xtKZgLqzFdR5elDnEb6H9evzB9Qx/4OnTrXHz/vGVFCPHl0uyMj7rqpKAfXvftdx//Azk/45SFZQ79snffaz0ic/ae9CbdV1ZcPvUrOfJxRVo84jBw60BbqTi64CQDMQUOeQVUG9aZNts05Q0gF1TAV17CKJAwbYP/UQUDezeloqj3XfvnwLlp1zTrmCs5KwSKL3FlCffXZcr+0iCePdvVs6/PDmjiXGtGm1Vxev9NbDbdtswbHdu+0tWF/6kn2u2See4evnbfExfbo9ieoNjjii/Bboeho0qLw4U95FFWP6UzZaZwLq444rhyEoLiqogeZLB9ThcghhK7W9cK7cPi8tHVC3tUknn1z+fKUK6lrn2d3dg7rW/5nuDKgb1WbrsMNs+6c/xVX95m3x0b+/NHmytfhoxLmnc1ZFvWxZ/PHf8hb7H1MpoF61quPzt2o/Y+H+O3ZYgcDvf28LxX3nO+Wf61ZDi4/mmTpVWrCg2aMA0NvR4iOHaicIXWnx0daWXRE4fHj7ntJZxx8xotzioygBtVTfKuEBA6yK5t577aSw1dp7SO3n5nnPa944Yh1wQOcqqMPvxfe/X37rYlEC6vCENPZE+DvfiVsAE9WlA+fY/WMWoO0O06eXf3eLMB7Uz4Q7r5ckDdUWDX/edOnqq5s7IKAXSgfUffrY/4rwYni1vsxhAfJKx5OqnztXq6Cupis9qL2P70Ed838vuUiiVKwe1LFOO80WWd64Mb6COs+L3FK5YrlR/7NDm4/Y48+ZI7373R1vD2vpLF7c/vZqP2Nhnu++28LpT31K+tGPWjeclmjx0UzTpvHCAIDmI6DOodoJQt6AetgwC1c3bKj91r1g6lSrzl650k5+stpkDB9erqBudlVxONGYNq2+q2eHx/jXv7ZtTGuBomm1gHraNGnt2vKTwyA8eUmfmIe3PG7aZCfv+/eXF7Fo9olnMqAeMCC+Knfo0Nbt61cUeQPq0OKjCL3LJfv7O3++XSag7kGuvloT/u2fJUlTtEJaskS67DJCaqCbVWqnF/4PSNVfFA/vNkzLerdiOqCudwV1MugNIW9sS5CdO2v/n0lXl+/ebUUvtZ4n5O1BnQ6o6x1g9e0rvexldrkRLT6k6i016mXSpPocf9Ys26b7UG/ZUvn5XPh6oXjknHOa/y6zrqKCunkOP5x3jwFoPgLqHOq5SKJkb+PKau8hlcPLu++Oq4hOBtRFqaA+88z6njSFk9KHHrLwM6zK3kqSVZgHHdTcscQIq0YvX97+9rCgUfoJUbKCeu5c6WtfK/+OJBeVaYZwUv+nP8Wvho366EoFdRECaqnc5qMo40EdfOxjGrpjnQZrm6aq9Edu+3ZroA+g22QF1NUqqGNbfKSF/tXhvo2qoN65M7uaO71/6EFdTbrFx5492f+XYiuow/fU6B7UkvTKV8YfO2+LD6l4FdTVhArqdEC9YkXldRFCiBvOy1vxuVAaPaib5xOfkO68s9mjANDbEVDnUO2kdfJk2y5caNusE5QTTrDtjTfG9b4NAfWjj8YF2qElSBFafEycaCdQ9W7BER7jRx6x8LMVhbmZP7/5C7/FCEFuug91rbcehgrqUaOkd7zD3ra4alXzW7KECoHzzrPfQ3SfgQPLgXNMhUwy0C5KxXIIqIsyHtRB6Q/bfD2mw/RIh9sBdI9KAfWgQXEV1DGLJKY5Vy7sCPvXOtceNMjuE1tBHYK2UBFdayzh+OG4nelBXa+AurtafEjlNh8xxx44sFxBnTegblToGQLqrh5/7Fh7oSUdUC9fXrmyNV1BnVxHoVXR4qN5+vVr/juvAaAFYrHiqHbSOmuW9ch76CG7nhU6H3WUdO65tlJzTEA9aZI0ZowtzhYTUI8bZ72ZJ01q/j+aiROlNWssoKyncEK9aFG+xReLJJyEtUJ7D6kcUKf7UFd7Z0GooN61qzz/YTGZZps/34LzESOaPZLeJ/wN27w5vsXH+vXFafEh2SJE69aV346LHuCAA6QlS3SrzlA/7Wl/O4Bus2NHxx66gwdn96AeOtTakKXFhMLJgDorcHbOxhNbQe1cueo3ZiyhRUeeRRKTPahbMaDu21f66letFVyWZIuP2Oc4ja6grleLD+esijoZUO/fbxXUlQLqZAX1sGFxzxGLjhYfANC7UUGdQ7UgbsAAacYM6eGH7XpM6PyJT9g25mTCOesLFbv/6adbperjjze/glqqfzgttT/JbIX2GJWMGGGPzWmnNXskcQ44wB73225rf3u134tkBfXIkd0xwnwIp5vjyCNte8strblIomQvsnz2s/bCJHqIT39aGjxYQ7Rd/UNAPXiw3Q6g23S2xUdWD+pa/z+S980KnCULRmMrqCX7fGwFtXPt98/bgzor2Ev3oK72fziMMc8CjF1x8cXldUpqmTrVXiBetKg4LT5OOMGei9Tj9cz586W77pL27bPra9fauXSldnTh+1+5smdUT0t2jjh/fs9oVwIAyI+AOodKJ83BvHnlE8SYgPqEE2xhv9j+t6HKNiZwPu88227eXIyAuhGSj3GrBtQDBljVwyWXNHskcQYOlN78Zumqq9q/673ak7P+/e13YuvWxrxIgdb0whdaL8WtW+MrqLdtK1YFNXqgiy+WLr/ckgznbHv55XY7gG7TlUUSq7X4yFoMOU8FtdQxoM4KtPME1JIdrzM9qGP+T7a12TG3bMlXQb10qT2GzX5n5pvfbN/D6tXx5wTTp9u4GxV6Hn649NRT0ujRXT/WS19qofTtt9v10F+6VgX1vn09J9A94QRradnsnzMAQHMQUEfat89ewa52IjdvXvly7Cv0110nXX993L4hoI6poJ45sxza9tR/8D2hglqyJxettOL2hz4keS994Qvl22r1oA5P+IpYQY3m6NNHesMb7HLMk8sZM+ztrc8+W5wKavRQF19sbz/av9+2hNNAt6vWgzqmxUe1CuqsQDhPD2qpfUAds/+AAfkC6uRaDbX+74Xj5AmopX90NIoOqHfskK64Qrrggo7tV7rblCnSq19tl2MD6sGDpSeesHC76M4/336efv5zux7a6tWqoJZ6TgU1AKB3I6COtGmTbasFbcmAOqaCWrITi9i3yuUJqCU7wZF6bgV1OKFuayuveo3GO/BA6Y1vlL73PQsMpdo9qAMqqJH0pjfZNubJ5bHH2osi999PBTUA9HRdqaDetcuKSZJiAuRki488FdTex7f4iO1BHT4f04M69MPO04NasvPmp5+OD6ivvtraarz//dnH7g7ve59t87xoPW1aa5xDDBli77D93/+14qiYCmqJgBoA0DMQUEdat86248ZV/nxnAuo85s+3MDY2oA5tPnp6QD1jRmuccPYkb3qTPam54w67XqsHdUAFNZLmzLEX0WbMyN732GNtu3cvv+sA0NN1tgd1+H/y2GMdj9eoCuq9e+0NF3lbfGTtH1p8ZPWgDvvmraCeOVNasMAC9mrHD7fv2GELGB5xRHHWTDn6aOlf/1V6yUuaPZLGeOUrbYH522+3gLp//8rPP5Nz3VNafAAAere+zR5Aq2h2QD1woHTKKfHtLE491d4G18rtL2oJJ8499fsrsiOPtBXX77pLuugie/KSdeJMBTXSrr8+bpHB0aMt0F6wgBYfANCThYrkzgTUL3iBbW+6ycLUIG+Lj9gK6g0bypXLsRXRefYPLT6y9k0+Nnv2xAfUoV93tf+rffpYocEtt9ii6//zP8VqSffFLzZ7BI3zohfZvNxwg/Xanjq18mNPBTUAoKchoI6UFVCPGWMf69c3LkS55Raroo4xcKAtaBK7f6sJJ+wE1N1v0CBbEOauu+w6FdTojL45/vscd5wF1FRQA0DPtWdP5YrkZA/qam0yJk+2dxv+8Y/SBz9Yvj0moB42zCqi9+3LV0EdWxHdmR7UMS0+pPYBdZ4K6uTYqhk0yKp4BwyQXvay7OOiPoYMkU4+2V5sGTWqcv9piR7UAICep4fGl/WXFVBLVkXd1pYveMkjb9jcU8NpqfxkYO7c5o6jtzruOOmee8pP5uhBjUY67jjbUkENAD1XCKGrVVB7X72CWpLOOssC1RAES/EV1JK0ebOF5LE9qPNUROfpQR1afMQG1J3pQR3ELMJ4zjnlxwjd44UvlB59VHrkkcr9p6X2hSC0+AAA9AQ9OMKsr9iAevDgYr0FrqeaPVv6+telf/qnZo+kdzr2WHt76JNPxlVQE1CjK0JATQU1APRctQLqffssPA4BdaXzjrPOsmP87W/l2/IE1OFcv94V1Oke1DGB9lNP2cKNeXtQxyy+njegftWrso+J+jrrLNtu2lS9grpPn3IxEhXUAICegIA60rPP2lsAa53IfehD0g9+0G1D6tWck971LmnEiGaPpHcKgeFdd1XuFymVnyT179+YvuzoPQ4/3P728nMEAD1XtYA6XN++vRzyVjofP+00C+3++MfybbEtPiRbmE5qTAV1noD6zDOloUMtmDz55Nr7dqbFx7Bh5YKbrIB6wADpxS/OPibq64gjbA0OqXoFtVQ+1yagBgD0BPSgjrRuXe3qackW8pozp3vGAzTTQQfZiwOXX25viR08uOM+4UnSqFG8qwBd07+/9POf03MeAHqyWhXU4fO1WnwMGyY9//nSHXeUb8tTQb12beWvnzZkiLR3b3lhxXr3oP6Xf7GPGIMHlyu/YwNqyaqo162rHVBPmyYdfTTtPZqhTx9b+PPaa6tXUEs2394zRwCAnoEK6kgxATXQW7S1WRX1XXdJz3ue9Pa3d9wnVHWwQCLq4cUvpuc8APRkWQF1qKDu16/6Oitz50qLFpWvxyx6GMK91attG1NBLdnC6DH7p3tQ13M9hc70oJbKbT5qjeU3v+Gdoc109tm2nT69+j79+ln1NIUgAICegArqSOvW1X6LFdDbfPnL0uOPSy9/uVV6pCUrqAEAAGqJCaizFg6cOVO66qpy5fSOHdkBcggAH3+88tdPCwH1s8/G7Z9s8TFgQH3DxHQP6noG1CxM3FxvfKM0caJ02GHV9+nfn/YeAICegwrqSFRQA+0deqgtnFMpnJaooAYAAPFielDv2lU7cJ4501oeLF5s12NafEyebCH4Qw/Z9az9J0607cKFcfsnA+qsMDuvZA/qPXvqG1Cjufr1s3eP1XpBI1RQAwDQExBQR/CegBrIiwpqAAAQK6YHdahCriYEr6HNR0xA7ZytIfPII5W/flpYD+Hhh+P2HzPGQuSVK+u/2G9nFkmUpFNOkebNY+2cVnfGGbaoJgAAPQEtPiJs2WInfWPHNnskQOugghoAAMSKbfGRVUEt5QuoJQudYyuoZ8ywd4/F7n/ssba97bbKi0p3xeDB9j3u358voJ4zR3riifqOBd3vyiubPQIAAOqHCuoIYXVsKqiBeFRQAwCAWLGLJNaqoJ4wwfZftEjat8/aXsQG1EFWRXT//hZSr1oVt/+xx9qijmvX1r+COnztnTstoA7FAQAAAK2GgDoCATWQX3iSREANAACyhIA6HeKme1DXCqidsyrqRYts30rHqyQZUNd7/6FDywvdNaLFhyRt3Srt3RtfQQ0AAFA0mQG1c26gc+5u59xDzrnHnHP/Ubp9hnPuLufcQufcT51z/Uu3DyhdX1j6/PQGfw8NR0AN5BeeJNHiAwAAZInpQZ3V4kMqB9Q7d9r1eldQd2b/44+PH0se4bHZvNm2BNQAAKBVxVRQ75L0Au/94ZKOkHSuc+54SZ+X9FXv/WxJGyVdWtr/UkkbS7d/tbRfS3v2WdsSUAPxhg2z7fjxzR0HAAAovnq0+JDKAXW141XS2QrqPn2kvhEr+pxwQvyx8yCgBgAAPUVmQO3N1tLVfqUPL+kFkq4t3X6lpItKly8sXVfp82c651y9BtwMVFAD+R18sPSb30jnn9/skQAAgKLbscNadKRD1jyLJEoWUG/bJi1bZtdjQuHRo6UxY+xyTKA9Z078vlLjAurw9Tdtsi0BNQAAaFVRPaidc32ccw9KWivpJklPS9rkvd9b2mW5pCmly1MkLZOk0uc3SxpT4ZiXOefudc7duy4kwAW1bp2dUA4Z0uyRAK3DOQunYyqLAADorZxz33fOrXXOPZq47d+dcyuccw+WPs5PfO4jpVZ6TznnzmnOqOtvxw4LXNNlLf36WaVyngpqSXrsMdvGhsIhdM5TQZ3n2GPGxAfasUJ4T0ANAABaXVRA7b3f570/QtJUScdKmtfVL+y9v9x7f4z3/phxBS9NXrfOqqdbuw4cAAAABfQDSedWuP2r3vsjSh83SpJz7hBJr5E0v3Sfbznn+nTbSBsoBNSVDB5c7kHdqID6oIMqV3BXMnWqHTc2cHZOuuIK6YMfjNs/Fi0+AABAT5GrttF7v8k5d6ukEySNdM71LVVJT5W0orTbCknTJC13zvWVNELS+jqOudutXUt7DwAAANSf9/62HIuKXyjpJ977XZKecc4tlBWP/K1R4+sutQLq0aPtfDy2xcfQodLvf2/XYwPqV73KtjEFKW1tVhW9a1fcsSXpwgvj940VAurFi207enT9vwYAAEB3yKygds6Nc86NLF0eJOmFkp6QdKukV5R2u0TS9aXLN5Suq/T5W7z3vo5j7nZLlkgHHNDsUQAAAKAXeZdz7uFSC5BRpdv+0UqvJNlm7x9aqZVeUCugnjlTeuaZuBYfAwZIF1wgPf64XY8NqF/0IunKK7P3C048UZo+PX7/RgiP1z332PaQQ5o3FgAAgK6IafExSdKtzrmHJd0j6Sbv/a8lfUjS+0uVG2MkXVHa/wpJY0q3v1/Sh+s/7O7jvVUlzJjR7JEAAACgl/i2pFmSjpC0StKX89y5lVrpBdu3lyuC02bOlJ5+Oq6CWpJe+cry5XovTBh84xu2GHQzhcfr3nstmA/tTQAAAFpNZosP7/3Dko6scPsi2VsK07fvlPTK9O2tYts2e2tfOOFbt85OmJtdIQEAAIDewXu/Jlx2zn1X0q9LV0MrvSDZZq+lrVkjjR9f+XMzZ9rn+/TJrqCWpPPOs8XNt21rXEBdhEWgw/OV9eul5z2vGGMCAADojKhFEnuTl7xEeulLy9dDTzcqqAEAANAdnHOTEldfKunR0uUbJL3GOTfAOTdD0hxJd3f3+Bph5UppSodmJSZUBu/bFxdQDxokvfjF5cs9VbLifP785o0DAACgq3idPWH/funOO61i+uGHrRIhBNRUUAMAAKDenHPXSDpd0ljn3HJJn5R0unPuCEle0mJJb5Uk7/1jzrmfSXpc0l5J7/Te72vCsOtq/35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\n", "text/plain": [ "
" ] }, "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": "4bf2a9d1", "metadata": {}, "source": [ "#### 3.3 Sequence anomalies" ] }, { "cell_type": "code", "execution_count": 21, "id": "1d077ebb", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "anomaly_seq_dict = get_sequence_anomalies(ts, num_anomalies = 3, anomaly_length = 20)\n", "plot_anomalies(ts, anomaly_seq_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", "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": "3.8.12" } }, "nbformat": 4, "nbformat_minor": 5 }