{ "cells": [ { "cell_type": "markdown", "id": "6aee71bd-2a91-4594-9f18-5e20cd29f4b2", "metadata": { "editable": true, "slideshow": { "slide_type": "" }, "tags": [] }, "source": [ "# Unsupervised Pixel Classifiers\n", "\n", "This notebook depends on the main pipeline image analysis steps having been done first!" ] }, { "cell_type": "code", "execution_count": 1, "id": "22d6ab0d-541b-41ad-b232-4b410fe9a920", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The PalmettoBUG package is copyrighted 2024-2025 by the Medical University of South Carolina and licensed under the GPL-3 license.\n", "It is free & open source software, can be redistributed in compliance with the GPL3 license, and comes with absolutely no warranty.\n", "In python, use palmettobug.print_license() to see the license, or use palmettobug.print_3rd_party_license_info() to print information\n", "about the licenses and copyright of 3rd party software used in PalmettoBUG itself or in the creation of PalmettoBUG.\n" ] } ], "source": [ "import os\n", "import numpy as np\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "import palmettobug as pbug" ] }, { "cell_type": "code", "execution_count": 2, "id": "d27cec20-b544-4898-bc95-fb4bf2df7225", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'0.2.11'" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pbug.__version__" ] }, { "cell_type": "markdown", "id": "3e2fb87d-d89c-4b22-aa96-95aede8b95d4", "metadata": {}, "source": [ "### CHANGE The following directory to match an existing directory on your computer if you are testing this tutorial on your own machine!" ] }, { "cell_type": "code", "execution_count": 3, "id": "b90d36a5-1b0c-4c59-8462-ac123c3ca012", "metadata": {}, "outputs": [], "source": [ "my_computer_path = \"C:/Users/Default/Desktop\" ## CHANGE This DIRECTORY to match an existing directory on your computer if you testing this tutorial on your own machine!" ] }, { "cell_type": "markdown", "id": "67ba25cf-27c2-4c68-ad3e-ba41a5da29d0", "metadata": {}, "source": [ "## Setting up an Unsupervised Pixel Classifier\n", "\n", "Setting up an unsupervised pixel classifier " ] }, { "cell_type": "code", "execution_count": 4, "id": "5ded30e4-9907-4db7-afef-e49aea42aba4", "metadata": {}, "outputs": [], "source": [ "project_directory = f\"{my_computer_path}/Example_IMC\"\n", "unsup = pbug.UnsupervisedClassifier(project_directory, classifier_name = \"MyUnsupClassifier\")" ] }, { "cell_type": "code", "execution_count": 5, "id": "70359d25-2266-4576-bd76-fd87d7e698ea", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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antigenkeepGRAD_MAGHESSIAN_DETHESSIAN_MAXHESSIAN_MINLAPLACIANSTRUCT_COSTRUCT_MAXSTRUCT_MINWGT_STDV
4aSMA0000000000
5p-selectin0000000000
6Vimentin0000000000
7CD140000000000
8CD310000000000
9CD160000000000
10Pan-Keratin0000000000
11CD11b0000000000
12CD1630000000000
13CD450000000000
14CD2060000000000
15CCL20000000000
16FoxP30000000000
17CD40000000000
18E-cadherin0000000000
19CD680000000000
20CD66b0000000000
21CD200000000000
22CD80000000000
23Vitrionectin0000000000
24CD32b0000000000
25GranzymeB0000000000
26Ki-670000000000
27Collagen-10000000000
28CD30000000000
29HistoneH30000000000
30Beta-Catenin0000000000
31CD45RO0000000000
32HLA-DR0000000000
34DNA10000000000
35DNA20000000000
36Seg10000000000
37Seg20000000000
38Seg30000000000
\n", "
" ], "text/plain": [ " antigen keep GRAD_MAG HESSIAN_DET HESSIAN_MAX HESSIAN_MIN \\\n", "4 aSMA 0 0 0 0 0 \n", "5 p-selectin 0 0 0 0 0 \n", "6 Vimentin 0 0 0 0 0 \n", "7 CD14 0 0 0 0 0 \n", "8 CD31 0 0 0 0 0 \n", "9 CD16 0 0 0 0 0 \n", "10 Pan-Keratin 0 0 0 0 0 \n", "11 CD11b 0 0 0 0 0 \n", "12 CD163 0 0 0 0 0 \n", "13 CD45 0 0 0 0 0 \n", "14 CD206 0 0 0 0 0 \n", "15 CCL2 0 0 0 0 0 \n", "16 FoxP3 0 0 0 0 0 \n", "17 CD4 0 0 0 0 0 \n", "18 E-cadherin 0 0 0 0 0 \n", "19 CD68 0 0 0 0 0 \n", "20 CD66b 0 0 0 0 0 \n", "21 CD20 0 0 0 0 0 \n", "22 CD8 0 0 0 0 0 \n", "23 Vitrionectin 0 0 0 0 0 \n", "24 CD32b 0 0 0 0 0 \n", "25 GranzymeB 0 0 0 0 0 \n", "26 Ki-67 0 0 0 0 0 \n", "27 Collagen-1 0 0 0 0 0 \n", "28 CD3 0 0 0 0 0 \n", "29 HistoneH3 0 0 0 0 0 \n", "30 Beta-Catenin 0 0 0 0 0 \n", "31 CD45RO 0 0 0 0 0 \n", "32 HLA-DR 0 0 0 0 0 \n", "34 DNA1 0 0 0 0 0 \n", "35 DNA2 0 0 0 0 0 \n", "36 Seg1 0 0 0 0 0 \n", "37 Seg2 0 0 0 0 0 \n", "38 Seg3 0 0 0 0 0 \n", "\n", " LAPLACIAN STRUCT_CO STRUCT_MAX STRUCT_MIN WGT_STDV \n", "4 0 0 0 0 0 \n", "5 0 0 0 0 0 \n", "6 0 0 0 0 0 \n", "7 0 0 0 0 0 \n", "8 0 0 0 0 0 \n", "9 0 0 0 0 0 \n", "10 0 0 0 0 0 \n", "11 0 0 0 0 0 \n", "12 0 0 0 0 0 \n", "13 0 0 0 0 0 \n", "14 0 0 0 0 0 \n", "15 0 0 0 0 0 \n", "16 0 0 0 0 0 \n", "17 0 0 0 0 0 \n", "18 0 0 0 0 0 \n", "19 0 0 0 0 0 \n", "20 0 0 0 0 0 \n", "21 0 0 0 0 0 \n", "22 0 0 0 0 0 \n", "23 0 0 0 0 0 \n", "24 0 0 0 0 0 \n", "25 0 0 0 0 0 \n", "26 0 0 0 0 0 \n", "27 0 0 0 0 0 \n", "28 0 0 0 0 0 \n", "29 0 0 0 0 0 \n", "30 0 0 0 0 0 \n", "31 0 0 0 0 0 \n", "32 0 0 0 0 0 \n", "34 0 0 0 0 0 \n", "35 0 0 0 0 0 \n", "36 0 0 0 0 0 \n", "37 0 0 0 0 0 \n", "38 0 0 0 0 0 " ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "'''The panel file accepted by the Unsupervised classifier has a different format from the main panel file in the upper-level project directory\n", "Fortunately, it is not too diffcult to obtain one from the other: '''\n", "panel = pd.read_csv(project_directory + \"/panel.csv\")\n", "\n", "unsup_panel = pd.DataFrame()\n", "possible_additional_features = ['GRAD_MAG', 'HESSIAN_DET', 'HESSIAN_MAX', 'HESSIAN_MIN', 'LAPLACIAN', 'STRUCT_CO', 'STRUCT_MAX', 'STRUCT_MIN', 'WGT_STDV'] ## Gaussian is always used for channels that are kept in the classifier\n", "unsup_panel['antigen'] = panel['name'][panel['keep'] == 1] \n", "unsup_panel['keep'] = 0 ## this column contains \n", "for i in possible_additional_features:\n", " unsup_panel[i] = 0\n", "\n", "## Without any choices having been made:\n", "\n", "unsup_panel ## change 0's to 1's to select channel to keep ('keep' column) or additional features to use per channel (per column)" ] }, { "cell_type": "code", "execution_count": 6, "id": "7e3ba246-4a9a-4adb-b050-db83824dbef0", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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antigenkeepGRAD_MAGHESSIAN_DETHESSIAN_MAXHESSIAN_MINLAPLACIANSTRUCT_COSTRUCT_MAXSTRUCT_MINWGT_STDV
aSMAaSMA1000000000
p-selectinp-selectin0000000000
VimentinVimentin1000000000
CD14CD140000000000
CD31CD310000000000
CD16CD160000000000
Pan-KeratinPan-Keratin1000000000
CD11bCD11b0000000000
CD163CD1630000000000
CD45CD450000000000
CD206CD2060000000000
CCL2CCL20000000000
FoxP3FoxP30000000000
CD4CD40000000000
E-cadherinE-cadherin1000000000
CD68CD680000000000
CD66bCD66b0000000000
CD20CD200000000000
CD8CD80000000000
VitrionectinVitrionectin1000000000
CD32bCD32b0000000000
GranzymeBGranzymeB0000000000
Ki-67Ki-670000000000
Collagen-1Collagen-11000100000
CD3CD30000000000
HistoneH3HistoneH30000000000
Beta-CateninBeta-Catenin1000000000
CD45ROCD45RO0000000000
HLA-DRHLA-DR0000000000
DNA1DNA10000000000
DNA2DNA20000000000
Seg1Seg10000000000
Seg2Seg20000000000
Seg3Seg30000000000
\n", "
" ], "text/plain": [ " antigen keep GRAD_MAG HESSIAN_DET HESSIAN_MAX \\\n", "aSMA aSMA 1 0 0 0 \n", "p-selectin p-selectin 0 0 0 0 \n", "Vimentin Vimentin 1 0 0 0 \n", "CD14 CD14 0 0 0 0 \n", "CD31 CD31 0 0 0 0 \n", "CD16 CD16 0 0 0 0 \n", "Pan-Keratin Pan-Keratin 1 0 0 0 \n", "CD11b CD11b 0 0 0 0 \n", "CD163 CD163 0 0 0 0 \n", "CD45 CD45 0 0 0 0 \n", "CD206 CD206 0 0 0 0 \n", "CCL2 CCL2 0 0 0 0 \n", "FoxP3 FoxP3 0 0 0 0 \n", "CD4 CD4 0 0 0 0 \n", "E-cadherin E-cadherin 1 0 0 0 \n", "CD68 CD68 0 0 0 0 \n", "CD66b CD66b 0 0 0 0 \n", "CD20 CD20 0 0 0 0 \n", "CD8 CD8 0 0 0 0 \n", "Vitrionectin Vitrionectin 1 0 0 0 \n", "CD32b CD32b 0 0 0 0 \n", "GranzymeB GranzymeB 0 0 0 0 \n", "Ki-67 Ki-67 0 0 0 0 \n", "Collagen-1 Collagen-1 1 0 0 0 \n", "CD3 CD3 0 0 0 0 \n", "HistoneH3 HistoneH3 0 0 0 0 \n", "Beta-Catenin Beta-Catenin 1 0 0 0 \n", "CD45RO CD45RO 0 0 0 0 \n", "HLA-DR HLA-DR 0 0 0 0 \n", "DNA1 DNA1 0 0 0 0 \n", "DNA2 DNA2 0 0 0 0 \n", "Seg1 Seg1 0 0 0 0 \n", "Seg2 Seg2 0 0 0 0 \n", "Seg3 Seg3 0 0 0 0 \n", "\n", " HESSIAN_MIN LAPLACIAN STRUCT_CO STRUCT_MAX STRUCT_MIN \\\n", "aSMA 0 0 0 0 0 \n", "p-selectin 0 0 0 0 0 \n", "Vimentin 0 0 0 0 0 \n", "CD14 0 0 0 0 0 \n", "CD31 0 0 0 0 0 \n", "CD16 0 0 0 0 0 \n", "Pan-Keratin 0 0 0 0 0 \n", "CD11b 0 0 0 0 0 \n", "CD163 0 0 0 0 0 \n", "CD45 0 0 0 0 0 \n", "CD206 0 0 0 0 0 \n", "CCL2 0 0 0 0 0 \n", "FoxP3 0 0 0 0 0 \n", "CD4 0 0 0 0 0 \n", "E-cadherin 0 0 0 0 0 \n", "CD68 0 0 0 0 0 \n", "CD66b 0 0 0 0 0 \n", "CD20 0 0 0 0 0 \n", "CD8 0 0 0 0 0 \n", "Vitrionectin 0 0 0 0 0 \n", "CD32b 0 0 0 0 0 \n", "GranzymeB 0 0 0 0 0 \n", "Ki-67 0 0 0 0 0 \n", "Collagen-1 1 0 0 0 0 \n", "CD3 0 0 0 0 0 \n", "HistoneH3 0 0 0 0 0 \n", "Beta-Catenin 0 0 0 0 0 \n", "CD45RO 0 0 0 0 0 \n", "HLA-DR 0 0 0 0 0 \n", "DNA1 0 0 0 0 0 \n", "DNA2 0 0 0 0 0 \n", "Seg1 0 0 0 0 0 \n", "Seg2 0 0 0 0 0 \n", "Seg3 0 0 0 0 0 \n", "\n", " WGT_STDV \n", "aSMA 0 \n", "p-selectin 0 \n", "Vimentin 0 \n", "CD14 0 \n", "CD31 0 \n", "CD16 0 \n", "Pan-Keratin 0 \n", "CD11b 0 \n", "CD163 0 \n", "CD45 0 \n", "CD206 0 \n", "CCL2 0 \n", "FoxP3 0 \n", "CD4 0 \n", "E-cadherin 0 \n", "CD68 0 \n", "CD66b 0 \n", "CD20 0 \n", "CD8 0 \n", "Vitrionectin 0 \n", "CD32b 0 \n", "GranzymeB 0 \n", "Ki-67 0 \n", "Collagen-1 0 \n", "CD3 0 \n", "HistoneH3 0 \n", "Beta-Catenin 0 \n", "CD45RO 0 \n", "HLA-DR 0 \n", "DNA1 0 \n", "DNA2 0 \n", "Seg1 0 \n", "Seg2 0 \n", "Seg3 0 " ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "''' Now I will convert some of the 0's to 1's in the table above in order to select channels and features\n", "Note that any antigen with keep == 1 will have AT LEAST one feature used in the classifier: its Gaussian blurring (this feature is not shown in the panel, but assumed from keep == 1)\n", "'''\n", "\n", "unsup_panel.index = list(unsup_panel['antigen']) ## easier using .loc to change values in python. .reset_index() is used during training, so it is important to either reset the index afterwards, or to ensure that\n", " # that the column label 'antigen' does not cary over into the index (this is convertin gto a list() is essential). Otherwise the training will be blocked and\n", " # error out when .reset_index() is called. \n", "\n", "unsup_panel.loc[['aSMA', 'Vimentin', 'Pan-Keratin', 'E-cadherin', 'Vitrionectin', 'Collagen-1', 'Beta-Catenin'],'keep'] = 1 # select channels\n", "unsup_panel.loc['Collagen-1','HESSIAN_MIN'] = 1 ## select additional features, for now only this hessian will be used as a demonstration\n", "unsup_panel" ] }, { "cell_type": "code", "execution_count": 7, "id": "2d91a1a7-1530-4eea-8dfe-227d5b347ed9", "metadata": {}, "outputs": [], "source": [ "'''Because we instantiated the classifier BEFORE making the panel, we must assigned the unsupervised classifier's panel attribute: '''\n", "unsup.panel = unsup_panel\n", "\n", "## alternatively, instantiate the classifier after making the panel, and pass in the panel dataframe:\n", "# unsup = pbug.UnsupervisedClassifier(project_directory, classifier_name = \"MyUnsupClassifier\", panel = unsup_panel)" ] }, { "cell_type": "markdown", "id": "b3044adf-8a41-4875-9c75-cabdef89dddc", "metadata": {}, "source": [ "## Now run the Classifier Training" ] }, { "cell_type": "code", "execution_count": 8, "id": "71c12be7-ee0e-40a5-a6d5-7afc6112b9b7", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\Default\\Desktop\\PalmettoBUG\\palmettobug\\Pixel_Classification\\Classifiers.py:1623: RuntimeWarning: invalid value encountered in divide\n", " array = (array - minimum) / (maximum - minimum)\n", "C:\\Users\\benca\\miniforge3\\envs\\main\\lib\\site-packages\\mudata\\_core\\mudata.py:1531: FutureWarning: From 0.4 .update() will not pull obs/var columns from individual modalities by default anymore. Set mudata.set_options(pull_on_update=False) to adopt the new behaviour, which will become the default. Use new pull_obs/pull_var and push_obs/push_var methods for more flexibility.\n", " self._update_attr(\"var\", axis=0, join_common=join_common)\n", "C:\\Users\\benca\\miniforge3\\envs\\main\\lib\\site-packages\\mudata\\_core\\mudata.py:1429: FutureWarning: From 0.4 .update() will not pull obs/var columns from individual modalities by default anymore. Set mudata.set_options(pull_on_update=False) to adopt the new behaviour, which will become the default. Use new pull_obs/pull_var and push_obs/push_var methods for more flexibility.\n", " self._update_attr(\"obs\", axis=1, join_common=join_common)\n", "\u001b[32m2025-10-23 10:16:06.325\u001b[0m | \u001b[34m\u001b[1mDEBUG \u001b[0m | \u001b[36mflowsom.main\u001b[0m:\u001b[36m__init__\u001b[0m:\u001b[36m82\u001b[0m - \u001b[34m\u001b[1mReading input.\u001b[0m\n", "\u001b[32m2025-10-23 10:16:06.333\u001b[0m | \u001b[34m\u001b[1mDEBUG \u001b[0m | \u001b[36mflowsom.main\u001b[0m:\u001b[36m__init__\u001b[0m:\u001b[36m84\u001b[0m - \u001b[34m\u001b[1mFitting model: clustering and metaclustering.\u001b[0m\n", "\u001b[32m2025-10-23 10:19:31.672\u001b[0m | \u001b[34m\u001b[1mDEBUG \u001b[0m | \u001b[36mflowsom.main\u001b[0m:\u001b[36m__init__\u001b[0m:\u001b[36m86\u001b[0m - \u001b[34m\u001b[1mUpdating derived values.\u001b[0m\n" ] } ], "source": [ "img_directory = project_directory + \"/images/img\" ## the source images for classification\n", "\n", "sigma = 0.75 ### blurring parameter when deriving features\n", "size = 250000 ## number of pixels to random sample for the training -- DON'T GO TOO HIGH! Can freeze your computer haha\n", "seed = 1234\n", "n_clusters = 20 ## how many clusters to output\n", "rlen = 50 ## number of training iterations of the SOM\n", "xydim = 10 ## this determines the under-the-hood overclustering before metaclustering is performed. Usually, it is not very important & I select the same x&y dimensions\n", "smoothing = 2 ## if > 0, this seeks to remove small, isolated regions of pixel class smaller the provided integer. The removed pixel classes are then filled by using the surrounding\n", " # pixels' classes.\n", "\n", "flowsom_dictionary, training_dictionary = unsup.setup_and_train(img_directory = img_directory, sigma = sigma, size = size, seed = seed, n_clusters = n_clusters, rlen = rlen,\n", " xdim = xydim, ydim = xydim, smoothing = smoothing)" ] }, { "cell_type": "code", "execution_count": 9, "id": "26b5ff12-196d-40f6-bc2e-b0467b1cc1b6", "metadata": {}, "outputs": [ { "data": { "image/png": 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xL774wiZPnmy5cuWyWrVqWePGjS1VqlTX8NsDAAAAACIzdEdJI7WpU6fapEmT/I61aNHCTeWO7dixY3bx4kVXZfal13v27Al4fQXq2NPO9VrHPe97jgU7R+6++24rWrSoZc6c2U1ZHzt2rKuGP/bYY1f9OwMAAAAAQo813WbWrFmzOJXoQFXucPMdo6agp06d2kaMGOHWikfieAEAAAAgubvGSnd0TC8PNpU8kKxZs7rp5L4VaNHr2NVvDx0/evSo3zG99pzvedaxHDly+J1TpEiRoGNRE7cLFy64jub58+e/ovEDAAAAAJJKI7VL0fG4GqouqwnamjVr/u/P4eJF97pUqVIBP6Pjq1ev9ju2atUqF5pF3coVvH3POXnypG3ZsiXoNWXHjh2WIkUKdyMAAAAAABBt+3RHyfTyhEzzHjp0qAvfanamzuNnzpyxevXqufeHDBliOXPmdNO+5Z577rGXX37Z7eutLcMWL15sW7dutQ4dOrj3FZx1zpQpU9y+3Arh48aNc1VvdTMXNVTbvHmzlStXznUw1+tRo0ZZ7dq13RpvAAAAAECUhe4LUdJI7WrVrFnTNVSbMGGCm1auKeAvvviid5r4wYMHXZD2KF26tD377LMuSKv5mYJ1t27dvHt0y3333eeC+4cffuiq3GXKlHHX9OzRrQq79gefOHGi67SuYK7O5bHXogMAAAAAIgeV7gS666673CMQVbVjq1GjhnsEo5D+0EMPuUcgqqr369fvGkYMAAAAAEhale4LiTcQAAAAAACiDZVuAAAAAAAic013tKTu6Nj6DAAAAAAQWah0AwAAAAAQiaH7YjLtXg4AAAAAwJVgyzAAAAAAAEKE6eUAAAAAAETmlmHRkrpppAYAAAAASHxUugEAAAAAiMxGaqRuAAAAAACCoXs5AAAAAAARGbqZXw4AAAAAQIhCd9Q0UgMAAAAAIPExvRwAAAAAgIjcMoxGagAAAAAAhGjLMEI3AAAAAABBsU83AAAAAAAROb38Aou6AQAAAAAI0fTya/k0AAAAAADR7RobqZG6AQAAAAAI0ZZhLOoGAAAAACA0ofsCoRsAAAAAgNCEbtqXAwAAAAAQVIpLlxKenJ9+66hFgyHPZwv3EAAAAAAAUegatwyj0o3IU6vpgnAPIaosmlbXPc8rWTHcQ4kat2/+1T2vva9+uIcSNcp9Odc9z7yuXLiHEjXu/GOte17XrEG4hxI1bpw6xz1/k7FMuIcSNe45ucE9L6l6S7iHEjVqLl/mnqenKR3uoUSNxuc2hnsISNpbhhG6AQAAAAAIUaWbLcMAAAAAAAhNpZtGagAAAAAABMX0cgAAAAAAQoTp5QAAAAAAhAiVbgAAAAAAQoRKNwAAAAAAIUKlGwAAAACASAzdFy9cSLyRAAAAAAAQZa4tdFPpBgAAAAAgqJR2jft0R8MDAAAAAKLdn3/+ae3bt7f9+/dbUvD222/btGnTLHlXus/TSA0AAAAAEsu6devsq6++su3bt9vhw4eta9euVq1aNe/758+ft3Hjxtkvv/ziwnPGjBmtfPny1rp1a8uZM2e8154yZYpVrVrV8uTJEzCQd+vWzQ4dOmT//e9/LVOmTO74jz/+aLNmzbIdO3a47y5QoIA9+OCDVqlSpaDfo3E9/fTTcY737dvXSpUq5X7etWuXjR8/3v2eBw4csMcee8waN27sd37z5s2td+/e1qBBA/d7eq49dOhQ27ZtmxUrVsw6d+7s9/sMGDDA6tWrZ7feeqtFRaX74qWLUfEAAAAAgEhw5swZK1KkiD3xxBMB3z979qwLqg888IANHDjQ/vWvf9mePXvs9ddfv+x1586da/Xr1w/4/vvvv2+FCxeOc3z9+vVWoUIF69Gjhwu05cqVc9+rMVxOr169bPjw4d6HQrLvePLmzetuFmTPnj3g5wsVKmT58uWz77//3nts9OjRliNHDvf76nOffvqp970lS5ZYihQpIipwC5VuAAAAAAihc+fOuYevNGnSuEdslStXdo9gVPFVmPXVrl07e/HFF+3gwYOWK1eugJ9TZVzf56k0+1Il++TJk9aiRQt3nq9//OMffq8VkpcvX24rVqywokWLWnyyZMkSNFCXKFHCPeTzzz8Peo2bb77Zhem77rrLvd69e7eril9//fWuou0J3SdOnHAzAP7zn/9YdG0ZFiXroWNiYsI9BCSSwYMHh3sIAAAAgJ+pU6fapEmT/I4p4LZs2TJRrq/ArAqvZwp2IKpY+1aaPX7//Xc3ttdee83+97//Xfa7Ll68aKdOnbLMmTNf9lxVxM+dO+cC8n333eemtl8tBXNNi9d1dNNA1fhVq1a56vuvv/7qquGi8H3nnXcGvemQZEP3hfPRsWUYQQ0AAABAqDRr1syaNGnidyxQlTshNN18zJgxdtttt8UburVuWtOyfSnIvvPOO/bII4+4sHoloVuNzU6fPm01atQIek769Omtbdu2Vrp0aXczQOvC33jjDbdm/GqDt8asteRHjhyx3Llzu+tqqrrWciuAd+jQwa2D/+2339zv8dZbb7n13grlmgGQOvU1Rd5IqHQzvRwAAAAA4hNsKvm1Uhj1FBDVlTw+nkqxL03rvuGGG6xOnTpX9H2LFi1yVXGF52zZsgU9L2vWrH43GUqUKOGawqlB3NWG7rRp03rXgIuaxXXv3t3v9+rXr58L4ZMnT7YMGTK4rueq3H/33Xd29913W9IO3ezTDQAAAAB/O0/g1jpurWOOr8rtWV+tdc++1qxZYzt37rQffvjBb/mwmripc7jv9PfFixfbBx98YM8//7yrIl+tEiVKuGnhV+v48ePeIB9s6r7Go6nzH374oT300EOuuq2O7/r9knzovnAhOqaXAwAAAEBSC9z79u1zW2opUF+OOqIvXLjQ75g6n2t6usfWrVtdF/NXXnnFdRb3rXDreJcuXaxKlSoJGvOOHTviTG+/Etpa7LrrrgsYurUeXWPzdG7XenNPRtWzXkcCKt0AAAAAECG0Xlph2kP7UiuwqnGZ1l0rcGvdsrbs+ve//+2CpdY7i84JtoZZ+2qPHTvWVY49TdC0HVfsvbpFU849+3Qr1GpfbHUxL1mypPe7NO3bU13/9ttv7aeffvJ2Dp8/f74bh6e7+Y8//mjz5s2zjh07er9Lv4dCs+dn7Q+u31PrwX3H5dmyLDZV5bW2W53M9RnRGvI5c+a4xm3aZkzr3KNgyzAq3QAAAACQWFRt7tOnj9++1FK3bl23blnhVFt2yQsvvOD3WVW9tY92IOryrRC8dOlSa9So0RWPZ/bs2a5q/PHHH7uHh2c8cuzYsThN2LS+WlPfU6ZM6UK8dozy3T9bv4fv+NWgTY8bb7zRXn75ZXdMVfhly5a57dACjUvryrWlmMeDDz5o7777rr300ktWsWJF1808EqS4dA37fjVo9ZNFgznjqoV7CEhEtZouCPcQosqiaXXd87ySFcM9lKhx++Zf3fPa++qHeyhRo9yXc93zzOsC/x8NXL07/1jrntc1axDuoUSNG6fOcc/fZCwT7qFEjXtObnDPS6reEu6hRI2ay5e55+lpSod7KFGj8bmNFil+/vlnt7XWoEGDXBiOdLNmzXIV9J49e1pSxpZhCaQpFLoTo+kValWvdvSezd0D0R2l8ePHu1b9mi7Rpk0bv/UQuvcxYcIENx1CDQ7KlCnjOhBqaoSHpoKMHDnSbUSv1vvVq1e3xx9/3DudAgAAAACCUf7Yu3evqzJH4n7WsaVKlcrlrKQu5bWu6Y6Gx9VasmSJm+ahDe214btCt9rUHz16NOD5GzdudPvf1a9f351/yy23uH3q1CnQ48svv7QZM2bYk08+6drbp0uXzl3Tt7GBpkqokYDu9KhNvtY3qEMfAAAAAFyJxo0bJ4nALQ0aNLD8+fNb8g7dly5GxeNqff311+4vwO23324FChRwQVmNBNQcIJBvvvnGNS6499573fmtWrVyLe1VLf/rz/GSO0dt+RXIFeKffvppt5ed1jCImgysXLnSNR9QAwNVwnXXRzcAdKcKAAAAABBloVuN1KLhoQ3VT5486ffQsUDUWW/btm1Wvnz5//tDTJnSvd60aVPAz+i47/mihf2bN2/2diTUNHXfrnzqBKjp6p5r6lkdBIsXL+49R9fUNPMtW7Zcy3+MAAAAAIBIXNPtabAk6kanveKSIq2lnjRpkt8xTR333QzeQ5351JY/e/bsfsf1es+ePQGvr0Ctznq+9NrTbt/zfLlzYu9NpzUOavfvOQcAAAAAEEWhO1o0a9bMmjRp4ncsTZo0YRsPAAAAACA6ELr/f8C+0pCtarOmk8euLut17Oq3h47HbrKm157zPc86liNHDr9zihQp4j1HVXZf2i9PHc2DfS8AAAAAILwI3VcpderUrgnamjVrrFq1v/b31nRzvb7rrrsCfqZUqVK2evVq1ynQY9WqVa4hmuTJk8cFZ53jCdlaV6612nfccYf3GtpKTOvJ9f2i71QTtvi2KkuOfJc9IPH3lkbi7y2NxN9bGom/tzQSf29pJP7e0ojOvaWBpC7yd0SPQJqKrv2058+f77qKf/TRR3bmzBmrV6+ee3/IkCH2+eefe8+/55577Ndff3X7eu/evdutId+6das3pKsZms6ZMmWKLV++3G0lpmuo6q1u5qKu5+qAri3CFMY3bNjg9uyuWbOm5cyZM0x/EgAAAACA+FDpTgAFXU31VnjWtHJVp1988UXvNO+DBw+6IO1RunRpe/bZZ23cuHE2duxYu/76661bt25WqFAh7zn33XefC+4K1apya0swXVNbkXnoGh9//LG98sor7vrVq1ePis3iE1utpgvCPYSonDnQuvvv4R5K1Ph8QAH3/Nh/9oV7KFFj1Cv53PPS9f7LcJBwNcr+1byz+bPskJFYprz718y0+zsF3u0EV++LYaXcc4vntoV7KFFj0jt/zah8+IWd4R5K1Bj7+v/9f34kT4TuBFKVOth08pdffjnOsRo1arhHMArRDz30kHsEo07lzz33XAJHDAAAAAD4uzG9HAAAAACAECF0AwAAAAAQIoRuAAAAAABChNANAAAAAECIELoBAAAAAAgRQjcAAAAAACFC6AYAAAAAIEQI3QAAAAAAhAihGwAAAACSuPPnz9szzzxjGzduDPdQbOXKldatWze7ePFiuIcSEVKHewAAAAAAgLi++OIL+/zzz+2ee+6xf/zjH/GeO2vWLMuTJ4+VLl3avd6/f79NnjzZ1qxZY0eOHLGcOXNa7dq1rXnz5pY6dfAY+PLLL9u6dev8jjVs2NA6dOjgfb169WobP3687dy509KlS2d169a1hx9+2FKlSuXer1Spknt/0aJFVqdOHe/nRo0aZfPnz7f06dNb69at3Xg8li5dagsWLLDu3btbtCF0AwAAAECE2bJli3333XdWuHDhy5576dIlmzlzprVs2dJ7bM+ePe64wnK+fPls165d9uGHH9rp06etbdu28V6vQYMG9tBDD3lfp02b1vvzjh07rH///i68P/3003bo0CEbMWKEq2r7XldBfMaMGd7QvXz5chfCe/bsaXv37rX333/fKlasaFmzZrWTJ0/auHHjrFevXhaNmF4OAAAAACF07tw5Fyx9HzoWjILxe++9Z//85z8tU6ZMl73+tm3bbN++fValShXvMVWbO3Xq5IJt3rx5rWrVqta0aVP76aefLns9Va+zZ8/ufWTMmNH73pIlS9yNgBYtWrgwf+ONN1qbNm1c6D916pT3PH3f1q1b3bhk9+7dVq5cOStevLjVqlXLXVPVePnss8+sUaNGlitXLotGVLoRUj169HD/o/F3GTx48N/2XQAAAMCVmDp1qk2aNMnvmEKrb2Xa10cffWSVK1e2ChUq2JQpUy57/fXr11v+/PktQ4YM8Z6nsJ85c+bLXm/hwoXuocB988032wMPPOCCuGfteJo0afzOVyVcNxEU/hWsRQE6W7ZstmHDBhfOFdRnz55tx48fd2H77Nmz7rje3759u7Vv396iFaEbIaXATRAGAABActasWTNr0qSJ37HYwdVj8eLFLoRqCveVOnjwoOXIkSPec1Rx1nTvRx99NN7zVIVWYNYa8N9++83GjBnjpqp37drVva/K+fTp091U8Zo1a7r14lo7LocPH/a7lq5x4MABb+Vda7hVlFNI79y5s1vbranp+llr0jU+TTfXlPiCBQtatCB0AwAAAEAIKWAHC9mxw/Mnn3zi1j37rqO+HFWN47u+1l3369fPatSo4Zqixcf3/UKFCrkw/8orr7jQrsq0QreCu8LykCFD3PeqEq5qe8qU/quX9TucOXPG+1qVfd/q/sSJE618+fKuAZuC+6BBg2zFihXuugMHDrRoQegGAAAAgAig6dlHjx61f//7395jalCmQPvtt9+6Tuaxg61kyZLFdRIPFrj79Onjupr7diC/UiVKlHDPntAtqto3btzYVbY1XV3TxTU2dU/3pankWbNmDXhdrfHWFPbXX3/d5s6da2XLlnXn6saAmqxpffjlpssnFYRuAAAAAIgAqvq++eabfscUQLVe+7777gsYuKVo0aJuera6ladIkSJO4Nb7aqoW7PPxUbdyiT19Xd+j6eOeKfHXXXedFStWzK/6rqBetGjRONfUOIcPH+66nWuKuW4sXLhwwb3neY6mPb4J3QAAAAAQAVTZ1ZRuX2pgpkp27OO+1LxMvZS0LZjnPAVu7bmdO3duF26PHTvmPV8N0jznaOq4tv5SRVshWWu11QVdFWxVz7W3tqrQvluXffXVV26NtoL3jz/+6PYTj4mJ8Qv1mzdvdlPPS5UqFWe8c+bMcVVtdTiXMmXKuKnmmzZtspUrV1qBAgWuqGt7UkHoBgAAAIAkTKG8WrVqLjC3bt3aHVu1apUL0Xp07NjR7/wJEyZ4O5GrSZpn3XXq1Klt9erV9s0337hjql5Xr17d7cnt65dffnFd1dWxvEiRIvbCCy+4buu+VP1WU7Z0/7/ruYcar6mb+6uvvuo9psCv7cwGDBjgOp6rsVo0IXQDAAAAQIRStfpKKBj37dvXPWvKdr169dwjPlqD7Qngoq7lmo5+Ob179473fVXVf/jhBxeiY1OVfejQoXGOaws1PaLR1U/qBwAAAABEFE3/btOmjWtqFm7aJkz7bsdurJZcUekGAAAAgChwucr236V48eLugb9Q6QYAAAAAIEQI3QAAAAAAhAihGwAAAACAECF0AwAAAAAQIoRuAAAAAABCJMWlS5cuJcaFYmJibPDgwYlxKUQR/l4AAAAASM6odAMAAAAAECLs042oU6vpgnAPIaosmlbXPddrsTTcQ4ka8yfVcM9f/3w+3EOJGk2q/PXPGX9PE//vaZ1mi8I9lKjx/dRa7pl/pxL/3yj+nib+39OGDy8P91CixuyxVcM9BIQZlW4AAAAAAEKE0A0AAAAAQIgQugEAAAAACBFCNwAAAAAAIULoBgAAAAAgRAjdAAAAAACECKEbAAAAAIAQIXQDAAAAABAihG4AAAAAAEKE0A0AAAAAQIgQugEAAAAgGfjzzz+tffv2tn///nAPxcaMGWMjR4605CB1uAcAAAAAAPjLunXr7KuvvrLt27fb4cOHrWvXrlatWjW/cy5dumQTJkywOXPm2IkTJ6xMmTIuTF9//fXxXnvKlClWtWpVy5Mnj/fYwYMHbcSIEbZ27VpLnz691a1b11q3bm2pUqUKep3OnTvbgQMH/I7pM/fff7/7WaH+6aefjvO5vn37WqlSpdzPTZs2tWeeecYaN25sefPmdceOHz9uQ4YMcWPR7/LUU09Z0aJFvZ//6KOP3Ln6bFJC6AYAAACACHHmzBkrUqSI1a9f3958882A53z55Zc2Y8YMF34VoMePH2/9+vWzt956y9KmTRv0unPnzrWXXnrJe+zixYvWv39/y549uwvECvkKvQrcCtHxadmypTVs2ND7WoE9tl69elnBggW9rzNnzuz9OWvWrFaxYkWbNWuWPfroo96bAqdPn7aBAwe64x9++KENGDDAvbdp0ybbsmWLtWvXzpIappcDAAAAQAidO3fOTp486ffQsUAqV65srVq1ilPd9q1yf/PNN9a8eXO75ZZbrHDhwq6qrMC8bNmyoGP45ZdfLE2aNN5Ks/z666/2+++/u4qzgr6++6GHHrKZM2fa+fPn4/2dMmTI4MK65xEodGfJksXvnNSp/Wu+N998sy1ZssT7evfu3VazZk3Lnz+/C/R6LRqLqvFPPvmkpUyZ9CIslW5EhB49eri7Wtdq8ODBiTIeAAAAILFMnTrVJk2a5HesRYsWrlp8tTR1+8iRI1ahQgXvsYwZM1qJEiVcNfi2224L+Ln169dbsWLF/I7p/EKFCrlA7FGpUiU3jXvXrl1+U7tj++KLL2zy5MmWK1cuq1WrlpsmHntKuirW586dc1PF77vvPje13ZfG/Mcff7jfSRV73UBYs2aNNWjQwN0Q0NhE0+3LlStnxYsXt6SI0I2IoMBNYAYAAEA0atasmTVp0sTvmKrOCaHALdmyZfM7rtee9wLRGuwcOXLEuZZv4Pa9bnzXuvvuu10g13TxjRs32tixY12l/bHHHnPvq+rdtm1bK126tKVIkcJ+/PFHe+ONN6xbt25+wdszHq0rV+jWmnBVtFV5z507t1vTvXfvXluwYIGb/j58+HBbtWqVu3nQsWNHd7MhKSB0AwAAAEAIKWAnNGQnFlWcE2sMvjcQVJ3WtHGFZa0D13dovbbvOSVKlHChXBVr39DtWX+u9eaiEP3cc8/5fVefPn3skUcesYULF7qK+Ntvv+3WemvmgIJ9UpD0JsQDAAAAQDLlqUwfPXrU77hex65ax15frU7nsa8Vu6LtuW5814qtZMmSduHChTgdzX2VKFHC9u3b53dM3cpFIT2QefPmWaZMmdzadXV117MCfo0aNVyH86SC0A0AAAAASYSmYSsQr1692ntMjdnU2du3SVpsapSmpmm+dP7OnTv9Arymb6tJWoECBa54TDt27HDTyIOFZ885sae3a9241oH7djj3OHbsmKtme7qVq9O6gr2nsZpeJxWEbgAAAACIoF5HCqh6iKZU62etexaF23vuucdtr7V8+XIXmrXNlwKtKsHBqEGaQrenuizaskvhWp/Xd6xcudLGjRtnd955p3cqusJ8ly5d7NChQ97ma9OnT3fn/+9//3PTvkeNGmW1a9f2bgk2f/58W7Rokes+vnv3bjdWVa3vuuuuOM3dypYtG3Cbs08++cTtx50zZ073WuvDv//+e/c7aH9yvU4qWNMNAAAAABFi69atbh2zx+jRo91z3bp13b7cok7gWgettc2qcpcpU8ZefPHFoHt0izqBq/nZ0qVLrVGjRu6Ytt/q3r2761bes2dPS5cunfsebRvmoe/Zs2ePdwsxTe/WNl8TJ05068RVeVfn8tiN4tTZXDcKUqZMaTfccIPFxMTYrbfe6neOrvPggw/GGavCv6aiays0DwV2/dlon3FNVQ/0uUhF6AYAAACACKGtsSZMmBDvOap2Kxj7huMroW3KPv30U7cll2e/a3UJ1/a9VzoedQ7v169fvN9Tr14994jPL7/84n6P2EHcU5XXw5duCDz//POWFBG6AQAAACAZqFKlituCS1PFtb92OJ05c8Y6deoUZ2/vaEToBgAAAIBkQlPBI8GtASrc0YpGagAAAAAAhAihGwAAAACAECF0AwAAAAAQIoRuAAAAAABChEZqiDqLptUN9xCi0vxJNcI9hKjTpAr/E5zY+Hua+L6fWivcQ4g6/DuV+Ph7mvhmj60a7iEAUYP/x4e/lfYAPH36dJzj+/fvD8t4AAAAACCUCN34WylwDx48OM7xmJiYRPuOWk0XJNq18H8VmXotloZ7KFFXjX3x4zPhHkrUeO2JdO759pY/hnsoUWPehOruueHDy8M9lKirHPLvVOL/G9XkyXXhHkrU+HrEje75lTHnwz2UqPGfNkSu5I413QAAAAAAhAihGwAAAACAECF0AwAAAAAQIoRuAAAAAABChNANAAAAAECIELoBAAAAAAgRQjcAAAAAACFC6AYAAAAAIEQI3QAAAAAAhAihGwAAAACAECF0AwAAAEAysGfPHnvyySft1KlT4R6Kvf322zZt2jRLDlKHewAIvx49etjp06dDcu39+/eH5LoAAABANJo6dar99NNPtnv3bkubNq2VKlXKHnnkEcufP7/3nLNnz9ro0aNtyZIldu7cOatYsaK1b9/esmfPHu+1P//8c7v77rstQ4YM3mO//fabffzxx7Z161bLmjWr3XXXXXbfffcFvcaff/5p7777ru3cudP9nC1bNqtatao9/PDDljFjRnfOhg0bbMyYMe53OHPmjOXOndsaNmxoTZo08V6nefPm1rt3b2vQoIH3c8oOQ4cOtW3btlmxYsWsc+fOlidPHu9nBgwYYPXq1bNbb73VkhJCN1zgHjx4cEiuHRMTE5LrAgAAANFo3bp1duedd1rx4sXtwoULNnbsWOvbt6+99dZblj59enfOqFGj7Oeff7bnn3/eBVaF5kGDBtmrr74a9LoHDx60FStWWLt27bzHTp486a5dvnx5VwFXkH7//fctU6ZMLiQHkiJFCrvlllusVatWLqTv27fPff/x48ftueeec+ekS5fO/Q6FCxd2PyuEjxgxwo3fc91ChQpZvnz57Pvvv3dBX3QjIUeOHPb666/buHHj7NNPP7V//etf7j3dYNB3J7XALUwvBwAAAIAQUjVaAdf3oWOBvPTSS66aW7BgQStSpIir9iowq/or+uzcuXPtscces5tuuslVhDt16mQbN260TZs2BR2DQquulzNnTu+xRYsW2fnz593n9X233Xabq4R//fXXQa+TOXNmu+OOO9xNAVWwFdj1WsHao2jRolarVi13zTx58lidOnVcNX79+vV+17r55pvduDxUGdfvfv3117tnvZYTJ064EP7EE09YUkSlGxFBd70Soyoeqoo9AAAAcC1TxidNmuR3rEWLFtayZcvLflYh2xN2ReFbFXCFXY8bbrjBcuXK5UK3pqMHolCsgO5L55ctW9ZSp/6/WKhw/OWXX7rKtec743Po0CE3HV7XCWb79u3upoCq475KlChhU6ZMcTcg0qRJ4yrjq1atsgoVKtivv/7qquGiircq5/odkyJCNyJC//79wz0EAAAAICSaNWvmt55ZFDIv5+LFi/bJJ59Y6dKlvQH0yJEjLiRrCrgvra3We8EcOHAgTujW+b5rpsWzLlzvxRe61Qht+fLlbn25KtYdO3aMc46OHTt2zN0kePDBB936bV+aSq5Ku75LVfO2bdva8OHDXXVfAbxDhw5uur3WnWtdu6bY66aDQrmmyfveLIhkSWOUAAAAAJBEKWBfSciOTWuld+3aZa+88so1j0HhWI3ZEss//vEPF6T37t3rGrRpPbaaufnSuE+fPu0q6jpHa7g17dzDMx41WxNNfe/evbv3fVXA+/Xr50L45MmTXQM4hf3XXnvNvvvuOzcVPilgTTcAAAAARBgFbjVLU4fv6667zq8Sreqw1jn7Onr0aLzdy9X0TFPGfen82NVxz+vLdULX+5rWrs7lqkjPmjXLDh8+7HeOquiFChVyzdMaN25sEydO9HvfMx6NLdi0fFW1VaFXxbt69equul2tWjVbu3atJRWEbgAAAACIEJcuXXKBW+uk//Of/8SZ/q0AmipVKlu9erXf/ttqthZsPbeoidrvv//ud0znq7mZQryH1lRre7IrWc/tOw1egjWH8/xevt8jquLrhkKg0K2xqtHbQw895P0OTVMXPXu+MykgdAMAAABAhFDgXrhwodt+S9OpVXnWQ9PDRVuE1a9f303nXrNmjVvjPGzYMBeg4wvdapC2efNmv7Cqqd6qHH/wwQcuAKuT+IwZM/zWnyv8d+nSxfta1fd58+a57cW0r7ZeazswrTv33CD49ttv3XpvTT3fu3ev67Y+bdo0q127tt+YFPhVyQ4U0LW2Wx3aPduk6fpz5sxxYVzbjJUpU8aSCtZ0AwAAAECE0DRtefnll/2Oa1svbaMlCqPas1p7c6t6rEAdez11bJUrV7aUKVO6SnalSpW8Ab5nz54u6GstdZYsWeyBBx7w26Nb3dNVSfddh63wq73CVdlWR3FN977//vv9QrP2F1coT5kypVvL3aZNG7/r6ibCsmXL7MUXX4wz1tmzZ7vGcGrQ5qH14++++67bUk2/r7qZJxWEbgAAAACIEBMmTLjsOQq+CtmXC9q+NCVdXdSnT5/uDd2iLuHxNWpT0PeEfdHe4H379o33u9Tg7HJNzubPn++2DAtUnW/UqJF7+FII79WrlyVFhG4AAAAASAYUZFW5PnXqlJu6Hk6pUqVy234lB4RuAAAAAEgGFHSbN29ukaBBrD27oxmN1AAAAAAACBFCNwAAAAAAIULoBgAAAAAgRAjdAAAAAACECKEbAAAAAIAQoXs5os6iaXXDPYSoNH9SjXAPIeq89kS6cA8h6sybUD3cQ4g6s8dWDfcQog7/TiW+r0fcGO4hRJ3/tCEmAImFSjcAAAAAACHCLSxEnVpNF4R7CFFZkfl25dlwDyVq3FUprXtu1GZFuIcSNb4bc7N7bvb05nAPJWpMHVLSPddrsTTcQ4m6GUO171sY7qFEjYVf1nbPDVr9FO6hRI0546q55yZPrgv3UKIGMzFApRsAAAAAgBAhdAMAAAAAECKEbgAAAAAAQoTQDQAAAABAiBC6AQAAAAAIEUI3AAAAAAAhQugGAAAAACBECN0AAAAAAIQIoRsAAAAAgBAhdAMAAABAMnD+/Hl75plnbOPGjeEeiq1cudK6detmFy9etGiXOtwDAAAAAAD8Zd26dfbVV1/Z9u3b7fDhw9a1a1erVq2a3zlHjhyxMWPG2KpVq+zEiRNWtmxZa9eunV1//fXxXnvWrFmWJ08eK126tPfYlClT7Oeff7YdO3ZY6tSp7ZNPPrnsGFu2bBnw+COPPGL33nuv7d+/3yZPnmxr1qxxY82ZM6fVrl3bmjdv7r5DKlWqZOPHj7dFixZZnTp1vNcYNWqUzZ8/39KnT2+tW7d2n/NYunSpLViwwLp3725JCaEbAAAAACLEmTNnrEiRIla/fn17880347x/6dIle+ONN1x4VaU4Y8aM9vXXX9urr75qb731lgurgehzM2fOjBOYVf2+9dZbrVSpUjZ37twrGuPw4cP9Xv/yyy/2wQcfWPXq1d3rPXv2uO/r0KGD5cuXz3bt2mUffvihnT592tq2bev9XN26dW3GjBne0L18+XIXwnv27Gl79+61999/3ypWrGhZs2a1kydP2rhx46xXr16W1BC6AQAAACCEzp075x6+0qRJ4x6xVa5c2T2CURjdvHmzDRo0yAoWLOiOtW/f3gXcxYsXW4MGDQJ+btu2bbZv3z6rUqWK33FPCFd1+Uplz57d7/WyZcusXLlyljdvXm8VWw+PvHnzuiCuSrtv6K5ataqNHDnSjUvhfPfu3e46xYsXdw9VvVU1V+j+7LPPrFGjRpYrVy5LagjdiBg9evRwd7+uxeDBgxNtPAAAAEBimDp1qk2aNMnvWIsWLYJO046PKtPiG9hTpkzpXm/YsCFo6F6/fr3lz5/fMmTIYIlJ08dV6e7cuXO85508edIyZ87sd0wBOlu2bG7cCt2FCxe22bNn2/Hjx13YPnv2rDuu9zXdXjcXkiJCNyKGAjehGQAAANGmWbNm1qRJE79jgarcV0LBWWH1888/d9VtTSfX9PI//vjDBeBgDh48aDly5LDEpjXWGkPsdee+9u3b56aRP/roo3He03rvAwcOuJ9VHdcabhXj0qZN64K8rj1ixAj3syrluo4q3/rdPZX+SEfoBgAAAIAQCjaVPCG0llvN1bTeWc3TVOUuX768m5KuddTBqGqcWGPwNW/ePBeUFZIDOXTokPXr189q1KhhDRs2jPO+Pqd17B6q/vvOAJg4caL7/VKlSuWas2la/YoVK2zIkCE2cOBASwrYMgwAAAAAkpBixYq5ZmrqNK6mZi+99JL9+eefrjN5MFmyZHGdzhOTpqxrrbaavgUL3H369HHd0lWZDkRTyVW5DkRrvBcuXGitWrWytWvXui7tOlcBXtPNT506ZUkBoRsAAAAAkiB1LlcIVXO1rVu32i233BL03KJFi7oQG181/Gqp27luAKjberDAXbRoUevUqZOryAeqvmvquc6JTePUDQU1XtMUc+3nfeHCBfee5zmp7PFN6AYAAACACOpzpD2z9RA1FNPPWpPtu1+1Kr//+9//XOfwvn37usCt7bWCUVdwXVvbd/nSdT3XV4j1fLdvg+MuXbrYTz/9FKcx2g8//BCwyq3A/fLLL7u1523btrVjx4659eax15yrC7umvGu7stjmzJnjbiiow7mUKVPG7fu9adMmmz59uhUoUMAyZcpkSQFrugEAAAAgQqhirQqxx+jRo717Wns6hB8+fNgdV4hVczTtc61u6PHR9HI1O9M+2K1bt/YeHz9+vGuG5vHCCy+45969e7ugLppCrpDta8mSJa4aXatWrTjftWrVKlfB1qNjx45+702YMMH7s7Y40+fTpUvnd45+L3V8197jHiVKlLCmTZvagAEDXMfzy3VLjySEbgAAAACIEAq6vsE0kHvuucc9rlbz5s1dVVzPmrItCq+XC7CBxqOmaIEao0m9evXcIz7Hjh1zlXKF6ED7gA8dOjTOcd1YuNzNhUjE9HIAAAAASAa0D3abNm3clPVwO3DggNt3O77mb9GCSjcAAAAAJBOXq0D/XYoXL+4eyQGVbgAAAAAAQoTQDQAAAABAiBC6AQAAAAAIEUI3AAAAAAAhQugGAAAAACBE6F6OqLNoWt1wDyEq3VUpbbiHEHW+G3NzuIcQdaYOKRnuIUSd+ZNqhHsIUWfhl7XDPYSoM2dctXAPIep8PeLGcA8BiBpUugEAAAAACBEq3Yg6tZouCPcQonLmwIjZ4R5J9Hiy4V/PbXrsDvdQosaY/je4567vnwz3UKLGm09ldM8Pdf0t3EOJGuPfLOyeWzy3LdxDiRqT3inmnlt3/z3cQ4kanw8o4J6feftYuIcSNd7rkjXcQ0CYUekGAAAAACBECN0AAAAAAIQIoRsAAAAAgBAhdAMAAAAAECKEbgAAAAAAQoTQDQAAAABAiLBlGMKmR48edvr0ae/r/fv3h3U8AAAAAJDYCN0IGwXuwYMHe1/HxMSEdTwAAAAAkNgI3Qip9OnT+4VpqtkAAAAAkhNCN0Kqf//+fq+pZgMAAABITmikBgAAAABJ3Pnz5+2ZZ56xjRs3hnsotnLlSuvWrZtdvHgx3EOJCFS6AQAAACBCzJo1yz0OHDjgXhcoUMBatGhhlStXvuzn8uTJY6VLl/Yu65w8ebKtWbPGjhw5Yjlz5rTatWtb8+bNLXXqwDHw+PHjNmHCBPv111/t4MGDljVrVrvlllusVatWljFjRu95q1evtvHjx9vOnTstXbp0VrduXXv44YctVapU7v1KlSq59xctWmR16tTxfm7UqFE2f/58twS1devWbjweS5cutQULFlj37t0t2hC6AQAAACBCKBwrkF5//fV26dIlF0Rff/119yhYsGDAz+i8mTNnWsuWLb3H9uzZ44536NDB8uXLZ7t27bIPP/zQNTNu27ZtwOscOnTIPR599FEX9hW8R4wYYYcPH7Z//etf7pwdO3a4JaQK708//bQ7X+eoqu17XQXxGTNmeEP38uXLXQjv2bOn7d27195//32rWLGiC/YnT560cePGWa9evSwaMb0cAAAAAELo3LlzLlj6PnQskKpVq1qVKlVc6M6fP7+rIKsyvHnz5qDX37Ztm+3bt899zkPV5k6dOrlgmzdvXnfdpk2b2k8//RT0OoUKFbKuXbu6cxXUb7rpJlflXrFihV24cMGds2TJEitcuLCrvuucG2+80dq0aeNC/6lTp/x+j61bt7pxye7du61cuXJWvHhxq1Wrlquce5osf/bZZ9aoUSPLlSuXRSMq3Yj4/buvhu8WZAAAAEAkmDp1qk2aNMnvmEKrb2U6EFWPNe36zJkzVqpUqaDnrV+/3gX0DBkyxHs9hf3MmTNf1dj1GV3XM3Vca8fTpEnjd07atGndTQSFfwVrUYDOli2bbdiwwYVzBfXZs2e7KewK22fPnnXH9f727dutffv2Fq0I3Yj4/bsBAACApKxZs2bWpEkTv2Oxg6svrZV+6aWXXJBVlVvVZ033DkbTwHPkyBHvGFRx1nRvTR2/UseOHXPrwhs2bOg9psr59OnT3VTxmjVruvXiOkc0DT32VPkD/39tuirvWsOtAptCeufOnd3vpqnp+llr0jU+TTfXlPhgU+mTIkI3AAAAAISQAnZ8ITs2Va3feOMNV2X+4YcfbOjQodanT5+gwVtV4/iur3XX/fr1sxo1avgF6PjouwcMGOC+88EHH/QL3QruCstDhgxx3/vAAw+4anvKlP6rlxWuz5w5432tyr5vdX/ixIlWvnx5V0VXcB80aJCbyq7rDhw40KIFa7oBAAAAIIKou7imXhcrVsw1VStSpIh98803Qc/PkiWLnThxImjgVmBXV3NVkK+E1ma/9tprblq5quyxu52rav/JJ5/YsGHD7OOPP3brt0Xd031pKnnWrFkDfofWeC9cuNCtGV+7dq2VLVvWnasbA5pu7rs+PKkjdAMAAABABNPa7mCN16Ro0aIuxKpbeaDArffVVC12JTpYhbtv374uaL/wwguuWh1IihQp3PRxvb948WK77rrr3E0C3+q7prQXLVo0zmc1zuHDh7tu55pirt/P06jN8xxNe3wTugEAAAAgQnz++ee2bt0612xMa7s9r333tI5NzcvUF0nbgvkG7pdfftk1NFO41fpsrb/Ww/ecLl262JYtW7yBW9PQNSW8Y8eOrtrs+YxvCP7qq6/c2PR9ahD3xRdf2OOPP+4X6tVtXVPPSwVoADdnzhxX1fZUyMuUKeP2E9+0aZNbL64p7ZkyZbJowZpuAAAAAIgQR48edWu41ZRM22qp67eaqlWoUCHe6eXVqlVzzc00HV1WrVrlKs16KED7mjBhgrcTufbz9qy71rRuz9Zkzz77rN9ntM7aM338l19+sSlTprjqu6a+qyJeuXJlv/NV/dbWYOnSpfM7rgCvbu6vvvqq91iJEiXcdmZaQ66O52qsFk0I3QAAAAAQIZ566qkEfa558+ZuWrieNWW7Xr167hEfhWhPAPdUzH1fB9O7d+9431dVXQ3gFKJjy549u7upEJu2UNMjGjG9HAAAAACSOFXE27Rp46alh5u2CdO+27EbqyVXVLoBAAAAIApcrrL9dylevLh74C9UugEAAAAACBFCNwAAAAAAIULoBgAAAAAgRAjdAAAAAACECKEbAAAAAIAQoXs5os6iaXXDPYSo9GTDcI8g+ozpf0O4hxB13nwqY7iHEHXGv1k43EOIOpPeKRbuIUSdzwcUCPcQos57XbKGewhA1KDSjYiRPn16i4mJiYi9BQEAAAAgMVDpRsTo37+/e1bwvha1mi5IpBHBd+bACx+cCvdQosbrHTO450ZtVoR7KFHjuzE3u+e7/7Eq3EOJGjM+qeCeG7dfE+6hRI3pH93knvl3KvH/jWr48PJwDyVqzB5b1T33+excuIcSNXo/kibcQ0CYUekGAAAAACBECN0AAAAAAIQIoRsAAAAAgBAhdAMAAAAAECKEbgAAAAAAQoTQDQAAAABAiBC6AQAAAAAIEUI3AAAAAAAhQugGAAAAACBECN0AAAAAkAz8+eef1r59e9u/f3+4h2IrV660bt262cWLFy3apQ73AAAAAAAAf1m3bp199dVXtn37djt8+LB17drVqlWr5nfO0KFDbcGCBX7HKlasaC+99FK8154yZYpVrVrV8uTJ4z02cuRI27hxo+3atctuuOEGe+ONNy47xrNnz9ro0aNtyZIldu7cOffdCvPZs2f3nrNlyxb7/PPPbdu2bZYiRQorUaKEtWnTxooUKeLer1Spko0fP94WLVpkderU8X5u1KhRNn/+fEufPr21bt3aateu7X1v6dKl7vfu3r27JSVUugEAAAAgQpw5c8YF0yeeeCLe8xRahw8f7n0899xzl73u3LlzrX79+nHeu/32261mzZpXPEYF4xUrVtjzzz9vffr0cTcHBg0a5H3/9OnT9tprr1muXLnc8yuvvOJCdL9+/ez8+fPe8+rWrWszZszwvl6+fLkL4T179nQB/YMPPrBjx465906ePGnjxo1z4T6pIXQDAAAAQAipGqzQ6PvQsUAqV65srVq1ilPdji116tSusux5ZM6cOd7zf/nlF0uTJo2VKlXK73i7du3srrvu8qt+x0djV3h/7LHH7KabbrJixYpZp06dXLV806ZN7pzdu3fb8ePHrWXLlpY/f34rWLCgPfjgg3b06FE7ePCg91qqum/dutX27dvn/Vy5cuWsePHiVqtWLcuYMaN3Kvxnn31mjRo1ckE+qWF6OSKO7oLFxMQk6LODBw9O9PEAAAAA12Lq1Kk2adIkv2MtWrRwofRapqGr6pspUyYXfhXUs2TJEvT89evXu4B8rTRd/MKFC1a+fHnvMU1LVxhW6FaoV9DWWBTOmzdv7tZt62edlzt3bu/n9Jls2bLZhg0bLF++fFa4cGGbPXu2C+wK25rGruN6X9Ptk2KVWwjdiDj9+/cP9xAAAACARNOsWTNr0qSJ3zFVnRNKU8urV6/uqtOqEo8dO9ZN49b07ZQpA09mPnDggOXIkcOu1ZEjR1yVXWHfl8Kz3pMMGTJY79693frwyZMnu2PXX3+9W3OeKlUqv8/lzJnTjc3ze2kNd48ePSxt2rTWuXNnV5AbMWKE+3nWrFluOnrWrFmtQ4cOroKeFBC6AQAAACCEFLCvJWTHdtttt3l/LlSokKsQP/PMM7Z27Vq/CrQvTWdPzDHERxVqrccuXbq0W2uuSve0adNswIABrsCmQO2hn7Xe3EPVf98ZABMnTnS/k8K6ArzWjms9+ZAhQ2zgwIGWFLCmGwAAAACSsLx587rp3J610YHo/RMnTlzzd2n9uJqhxb6W1mt7uperGZqq11rrXaJECTflXOFbU8aXLVvm9zlNJVflOhCt8V64cKGbOq8bCmXLlnXn1qhRw003P3XqlCUFhG4AAAAASML++OMPF17jmz6ujui///77NX+X1oWr6rx69WrvsT179rgGaZ4mbapca5swPTw8P1+6dMmvIq4bBUWLFrXYdJ66srdt29ZNMVe1XGvJxfOcVPb4JnQDAAAAQITQdls7duxwD1F1WD97un7r/U8//dQ1LdN7Cr+vv/66azim/bKD0XpphW6Fc18Kvbq+1mMrBHu+27O116FDh6xLly5u321RR3FtO6Z9utesWeMaqw0bNswFbk/orlChgquEf/zxx+47tQe4zlFYV3dyj82bNwfsqC5z5sxxVW11OJcyZcq479PvPX36dCtQoECcdeWRijXdAAAAABAhtIWW9r72ULj17GmtZmJqlLZz505bsGCBC7ZqRKaQ+9BDD8W7Zltrv1VRXrp0qdt6y0Nrr9UJ3eOFF15wz1ozrUZtCt+qZPuuu9Z2Yapca3213lfY9+0sri7l//73v9167J49e7pz9d0vvviiXzV+8eLFbmuwdOnS+Y1VNwDU8f3VV1/1HtM09aZNm7p14Wrapj+LpILQDQAAAAARQpXgCRMmBH1fjcfUBTwhtE2ZquQNGjTwdjl/+eWX4/2Mgnfs8WgMCtnxbeGlGwF6BHPs2DH74YcfXIiOTWvDhw4dGnD8eiQ1hG4AAAAASAaqVKlie/fudVPGtUd2OB04cMCFdoX6aEfoBgAAAIBkonHjxhYJihcv7h7JAY3UAAAAAAAIEUI3AAAAAAAhQugGAAAAACBECN0AAAAAAIQIoRsAAAAAgBChezmizqJpdcM9hKj0escM4R5C1PluzM3hHkLUmfFJ8P1AkTDTP7op3EOIOvw7lfhmj60a7iFEnd6PpAn3EICoQaUbAAAAAIAQodKNqFOr6YJwDyEqKzJ1mi0K91CixvdTa7nn21v+GO6hRI15E6q753otloZ7KFFj/qQa7nnE7HCPJHo82fCvZ/6dSvx/oxq3XxPuoUTd7JZ72q0O91Cixjcjy4d7CAgzKt0AAAAAAIQIoRsAAAAAgBAhdAMAAAAAECKEbgAAAAAAQoTQDQAAAABAiBC6AQAAAAAIEUI3AAAAAAAhQugGAAAAACBECN0AAAAAAIQIoRsAAAAAgBAhdAMAAABAEnf+/Hl75plnbOPGjeEeiq1cudK6detmFy9eDPdQIkLqcA8AAAAAAPCXqVOn2k8//WS7d++2tGnTWqlSpeyRRx6x/Pnzx/u5WbNmWZ48eax06dLeY1OmTLGff/7ZduzYYalTp7ZPPvnkst8/YcIEW7Jkif3xxx/uM8WKFbNWrVpZyZIl3fv79++3yZMn25o1a+zIkSOWM2dOq127tjVv3tydL5UqVbLx48fbokWLrE6dOt5rjxo1yubPn2/p06e31q1bu895LF261BYsWGDdu3e3aEPoBgAAAIAIsW7dOrvzzjutePHiduHCBRs7dqz17dvX3nrrLRdWA7l06ZLNnDnTWrZsGaf6feutt7rgPnfu3Cv6foX7du3aWd68ee3s2bM2ffp09/3vvfeeZc2a1fbs2eO+r0OHDpYvXz7btWuXffjhh3b69Glr27at9zp169a1GTNmeEP38uXLXQjv2bOn7d27195//32rWLGiu+bJkydt3Lhx1qtXL4tGhG4AAAAACKFz5865h680adK4R2wvvfSS3+vOnTtb+/btbdu2bXbjjTcGvL7e27dvn1WpUsXvuCeEq7p8pWrVquX3WkFagf23336z8uXLuyq2Hh4K5wriqrT7hu6qVavayJEj3bgUzlW5L1eunLuZoIeq3qqaK3R/9tln1qhRI8uVK5dFI0I3wq5Hjx7uzlhiGDx4cKJcBwAAAEjMKeOTJk3yO9aiRYs4lelAVAWWzJkzBz1n/fr1rkKdIUMGS0yqlM+ePdsyZsxohQsXjneMscenAJ0tWzbbsGGDC936vK51/PhxF7ZVRddxvb99+3Z3YyFaEboRdgrchGUAAABEq2bNmlmTJk38jgWqcsemRmRah6112oUKFQp63sGDBy1HjhyWWFasWGFvv/22C8bZs2d3U8JVkQ5ElWxNI3/00UfjvKf13gcOHHA/qzquNdwquGmtuir4mi4/YsQI97Mq5bqOvkdT1wsWLGjRgtANAAAAACEUbCr55Xz88cduzfQrr7wS73kKxwm5fjCaBv7GG2/YsWPHbM6cOa5A9tprr7nKta9Dhw5Zv379rEaNGtawYcM411G4PnPmjPe1Kvu+1f2JEye6KeupUqVyzdkGDRrkAv+QIUNs4MCBFi3YMgwAAAAAIowCtzqP9+7d26677rp4z82SJYudOHEi0b5bFWhN/VYDtqeeesqF4tiN2BS4+/Tp46rwqkwHoqnkWYNUyLXGe+HCha4z+tq1a61s2bLuXAV4TTc/deqURQsq3fhb6b/AMTEx7met5QAAAADwf9QZXA3ItG3Yyy+/7LYBu5yiRYu66dn6bIoUKUIyJt9GcJ7Are/t1KmTpUyZMmD1XVPPixYtGvB6w4cPd43XlA80jV6d2sXzHE17fBO68bfq37+/92dP+AYAAADwfxVuba31wgsvuMZo2gtb1MxM07WDTQdXnyRNRfdd+6213qo261khVvt1i6rYnu3HunTp4vbMrlatmruG9vZW53GtEf/zzz/t22+/dSFbFWjRz7oZkDt3bheaNQXdQ+u/PTZv3uymvJcqVSrOeDVlXVVtfY+UKVPGTTXftGmTrVy50goUKGCZMmWyaEHoBgAAAIAIoYq1KNj6UkW5Xr16QaeXKzQrrCtAe4wfP94WLFjgfa0gL5qyrqAu2u7L0yFdFWu91tpqBW5dV9t7qartaWy2atUqV8HWo2PHjn7jmDBhgvfnxYsXu+3H0qVL53eObiKom/urr77qPVaiRAlr2rSpDRgwwK0bV2O1aELoBgAAAIAI4Rtcr0bz5s2tb9++7tlTxVZ4vVyA9f0+VdK7du0a7/kK/sHCv4eq3z/88IML0bGpGj506NA4x7WFmh7RiEZqAAAAAJDEaR/sNm3aRETfJG0Tpn23r2Q9enJApRsAAAAAosDlKtB/F01J1wN/odINAAAAAECIELoBAAAAAAgRQjcAAAAAACFC6AYAAAAAIERopIaos2ha3XAPISp9P7VWuIcQdeZNqB7uIUSd+ZNqhHsIUefJhuEeQfTh36nEN/2jm8I9hKjzzcjy4R4CEDWodAMAAAAAECJUuhF1mj29OdxDiCpTh5R0z7e3/DHcQ4m6CnetpgvCPZSoqxzy9zTx8Pc0dH9Pa9+3MNxDiRoLv6ztnvl7mvh/T+s0WxTuoUQNZguCSjcAAAAAACFC6AYAAAAAIEQI3QAAAAAAhAihGwAAAACAEKGRGgAAAAAgWevcubOlSJEi6Pt6L02aNHbddddZuXLlrGHDhpY5c+YrujaVbgAAAABAsnbjjTda+vTp7cCBA5YhQwYrUqSIe+hnHdN7BQoUsKNHj9rYsWOta9eutn///iu6NpVuAAAAAECydsstt9iKFSvs5ZdftrJly/q9t27dOhs0aJA9/PDDVqVKFVu7dq0NGDDAPv/8c+vSpctlr02lGwAAAACQrE2YMMHuuuuuOIHbUwW/8847XYVbPNPLV69efUXXJnQDAAAAAJK1vXv3xrtGW+/pHI8bbrjBTp8+fUXXJnQDAAAAAJK1vHnz2oIFC+zs2bNx3jtz5ozNmzfP8uTJ4z12+PBhy5o16xVdm9ANAAAAAMnA+fPn7ZlnnrGNGzeGeyj2+++/W8eOHa+4WhxqDz74oO3YscOt0R4/frzNnz/fPcaNG2cxMTG2a9cud45cvHjRFi5caKVLl76ia9NIDQAAAAAihJp2ffXVV7Z9+3ZXTVWX7GrVqgUMrWPGjHHnKwSqs/a//vUvy5UrV9Brz5o1y1VrfcPi8ePHbeTIka6JmLbFql69uj3++OOuW3cws2fPtkWLFrkxnjp1yv773/9apkyZ/M6ZMmWK/fzzzy7Ipk6d2j755BO/9zXekiVL2tdff20tWrTwHtfvrofcd9991rRpU+97mzdvto8++shee+01S5UqlSWmGjVqWLp06VxzNI3dV8GCBe2JJ56wm2++2b2+dOmS9erVK87vHAyhGwAAAAAihKYya6uq+vXr25tvvhnwnH379tl//vMfd07Lli3dtlYK4dpHOhgFxZkzZ7rzfb377rsu3Pfs2dMuXLhgw4YNsw8//NCee+65eMdYqVIl91BIDVZVv/XWW61UqVI2d+7cgOfcfvvt7ruaNWvmQvRvv/3mGpp1797djVcdwitWrGiFChVyYxsxYoR16NAh0QO3hzqT66E/D20TJrlz57YcOXL4nafv1/ErRegGAAAAgBA6d+6ce/hSQA4UkitXruwe8dGUZ53zyCOPeI/ly5cv3s9s27bNhXWFSg8F9ZUrV1r//v2tePHi7li7du3c60cffdRy5swZ8FqNGzd2z9o6KxhPuJ8/f37QcypUqOAq7arWly9f3nbv3m2FCxe2m266yb2vn3VMoVvVb3UWL1GihIWaQnbsoH0tCN1IUnr06BHvuo/Bgwf/reMBAAAALmfq1Kk2adIkv2OaUh276nwlNJVc07bvvfde69evn5virSnj999/f8Bp6B7r16+3/Pnzu6q4x6ZNm9wUaU/gFoVfTTPfsmVLvNdLDKlTp3ZVfY1N36twvWfPHjt48KCrdKtbuKZ262aBwrsq36GkP1vdhNi/f7+7GRCI71T4K0XoRpKiwE2wBgAAQFKi6dNNmjTxOxbfVPD4HDt2zP1/4i+//NIeeugha9OmjQuKgwYNst69e7s9pQNRkI1dvT1y5EicDtyaOq3tsfTe3yFHjhxubJ513g8//LC9+uqr7rV+1jG91u/566+/2sSJE90Y//GPfwT9XRNi69at7s/wjz/+iPc8QjcAAAAARJhgU8kTWo2VqlWreoO8qsXqSK5GacGCqLbCSqwxJKa0adO6NeIed9xxh3t4qMKtpm5aG67O4pr6rmD8zjvv2JAhQxLtd1KDNv0ZdevWzU1jv9ImaVeCLcMAAAAAIIlQZVqVXlWAfd1www3xVmmzZMliJ06c8DuWPXt2Vzn3pYZlmlqt9/4Ox48fD7rftcamaflaZ67p7tdff717aM23GrVp+nli2blzp+uWrpsZiRm4hdANAAAAAEmE1kFrDbbWPvtSAI1vu7CiRYu6pmRaK+2h6rGCuJqseaxZs8ad83c0LBPtf62xBTJq1CjXtO26665zFX7dEPDQa0/VPzGoaZzvn01iInQDAAAAQITQem3tba2HqKmXfvasexY1UVuyZInbL1tNxr799lu3z/add94Z9LrlypVz11bI9VC1XNt+adsuVZI3bNjg9uyuWbOmt3P5oUOH3LRuve+h9d4ak77bUyXWa9/mYxqvZ9wXL170/k6+TZH1u+n6aqIW26pVq9yNBM/vpBsNumnwyy+/uN87ZcqUrjFcYlGVe86cOXby5ElLbKzpBgAAAIAIoYZeffr08b4ePXq0e65bt6517tzZ/ayu4k8++aR98cUX9t///teFz3/9619WpkyZeKeX63OLFi2y1q1be48/++yz9vHHH9srr7ziupZXr17dTef20DRuVdV9111r7bhvN3Y1cJNOnTpZvXr13M/jx4+3BQsWeM954YUXvOfqBoAsXrzYbRsWe89rra3WmGJiYly4FlW7NS7tI6513Pqz0HrwxKKbAVo7rj8P3XTQrAHPd/uK3RDvShC6AQAAACBCKJBOmDDhsufVr1/fPa5G8+bNrW/fvu5ZAVPUqfy5554L+hltRxZ7PNrq7HLbnSkUe24SBKIw/91337mQG5vCtBqlxdagQQP3CIVPP/3U+/PMmTODnkfoBgAAAAAEVLhwYbf1lqZ1a0/scDp48KDbSi2+6vzfSZ3QQ4XQDQAAAADJhGf6d7jly5fPPSJF7CnuiYlGagAAAAAAhAiVbgAAAABAstK5c2fXKG3w4MFuGza9ViO5+Oj9995776q/i9ANAAAAAEhWbrzxRheiPR3KPa9DgdANAAAAAEhWOsfqrB5fp/VrxZpuAAAAAECydebMGXvzzTdt4cKFIbk+lW5EnalDSoZ7CFFp3oTq4R5C1Fk0rW64hxB1+Hua+Ph7mvgWflk73EOIOvw9TXzfT60V7iEAf5t06dLZ6tWrrVKlSiG5PqEbEatHjx52+vRpv2PaUxAAAAAAEpP2C9+0aZM1bNjQEhuhGxFLgVvdBH3FxMRc9nO1mi4I4aiSb/WgUZsV4R5K1PhuzM3uuU6zReEeStRVZO5ptzrcQ4ka34ws757539TE/9/T1t1/D/dQosbnAwq453otloZ7KFFj/qQa7vn2lj+GeyhRg1lYSUO7du2sX79+Nm7cOGvUqJFdd911iXZtQjcAAAAAIFnr1q2bXbhwwaZOneoeqVKlsjRp0sQ5b9SoUVd9bUI3AAAAACBZq169OluGAQAAAAAQCmwZBgAAAABAEkSlGwAAAACQ7B08eNCmTJlia9eutWPHjrl13jfeeKP7edKkSXb77bdb0aJFr/q6VLoBAAAAAMna77//bi+88IItXbrU8uTJYydPnrSLFy+697JmzWobN260b7/9NkHXJnQDAAAAAJK1zz77zDJlymTvvPOOPfPMM3Her1y5sm3YsCFB1yZ0AwAAAACStfXr17v9uVXVDtTFPFeuXHbo0KEEXZvQDQAAAABI1i5evGjp0qUL+r7WdadOnbCWaIRuAAAAAEgGzp8/76ZOa31yuK1cudI1KvOsmw63YsWK2c8//xzwvQsXLtiSJUusVKlSCbo23csBAAAAIEKsW7fOvvrqK9u+fbsdPnzYunbtatWqVfM75/Tp0zZmzBhbtmyZ/fnnn67x191332133HFHvNeeNWuWO7d06dLeY8ePH7eRI0faihUr3LTq6tWr2+OPP27p06cPep3Zs2fbokWL3BhPnTpl//3vf9166Nj7Xh84cMDvWOvWre3+++93P1eqVMnGjx/vrlOnTh3vOaNGjbL58+e779f5tWvX9r6nJmcLFiyw7t27W2LTuAYMGGAjRoyw2267zR07cuSIrVq1yqZOnWq7d++2du3aJejahG4AAAAAiBBnzpyxIkWKWP369e3NN98MeI6C6Zo1a1zVOnfu3C4YfvTRR5YzZ06rWrVqwM9cunTJZs6caS1btvQ7/u6777pw37NnT1fRHTZsmH344Yf23HPPxTtGhWY9Pv/886Dn6bsaNmzofR07yNetW9dmzJjhDd3Lly93IVxj2bt3r73//vtWsWJFt85a3cTHjRtnvXr1slBQozTdKNANBN1UkPfee889Z8iQwb2n7cMSgtANAAAAACF07tw59/CVJk0a9wgU/vSIz6ZNm1xgLVeunHutYPvdd9/Zli1bgobubdu22b59+6xKlSp+22Rpmnf//v2tePHi7piquXr96KOPuhAfSOPGjd2z9rOOj8Jq9uzZg76vsarKrnHly5fPVZP1O2kseujmwv79+13oVndxNTpTQ7NQUfjXrALdxNCYNPVd41Lw1++SUIRuJCm6OxYTExP0/cGDB/+t4wEAAAAuR9OTJ02a5HesRYsWcarOV0prizUdXNXwHDlyuPCryvBjjz0Wb3fu/Pnz+4VHhXdNC/cEbilfvrybZq4AH3ta+9X64osvbPLkyS4o16pVy4X1VKlSed/X8WzZsrmtuBRuCxcu7KrMmvKusH327Fl3XO9rKnv79u0tlNP6CxQo4AJ+oN9bjdR0kyIh1W5CN5IU3XUDAAAAkpJmzZpZkyZN/I4FqnJfKVWjNQW8Y8eOLsQqJP/zn/+MNxAePHjQBXRfWrOskOlL18ucObN771pojXnRokXdtdS4bezYsW4ae+wbA6qme9Z+a7q61nD36NHD0qZN66Z0q+imddb6WWvSNR1dY+7QoYMVLFjQEkufPn3cdH3dHAhE0/m1h7fWoV8tQjcAAAAAhFCwqeQJpeC5efNme+GFF9yablWxP/74YxeqK1SoEPAzqhon5hgux/cmQ+HChd12WwrPao7mOw6Fa60R91D133cGwMSJE131XTcDVDUfNGiQq/IPGTLEBg4c+Lf9PloekDJlwjb/InQDAAAAQBKh8Kyqsbbb8qzPVqjdsWOHTZs2LWjozpIli+3cudPvmNZba9q0LzVT0/Tu+NZiJ0TJkiXdtVXV1jR3D31X7Gq7h9Z4L1y40F5//XWbO3eulS1b1p1bo0YN12RNndOvZa21qv+axu77fZpmHpuauGnau25wJAShGwAAAACS0F7bCq+aUu5LVVh1KA9GU701PVvneD6rteEnTpxwTda0T7VnGrXOKVGiRKKOe8eOHe57fQO2biCoYZnGFpvGMHz4cGvbtq2bYq6mZvq9xfN8rXt8z5s3z2+t/ZQpU9wjEP35Pvnkkwn6HkI3AAAAAEQI7cGtIOqhSqwCq9ZGq/FYxowZ3dptdfPW1GxVX1Wd1f7V8TVSU1dwXXvXrl1WqFAhd0yNw7SOWuvDFSgV6NVNvGbNmt7O5YcOHbJXXnnFnn76aW8Q13pvPTzjVAVdFWeNT+NUgzZNf9d3ZsiQwb1WJ3Kt19b7HjpHU80V/mObM2eOC+iebuxlypRxU811LXVc19hj7w1+tVQx96wLV0NmrUPX9/jSjYJ06dK5bdwSWv0ndAMAAABAhNi6datr6uUxevRo96wtwtRMTLp06eL2x9Ye25qereD98MMPuy21gtH0cnXl1j7YWlft8eyzz7r14ArWCpjVq1d3jdo8FMT37Nnjt+5aFXPfCnHv3r3dc6dOnaxevXpu/faSJUtcSD537pzlyZPHdS6P3Uxu8eLFrnGZQq0vBXp1fH/11Ve9xxT4mzZtagMGDHAdzz1/FtdCwV0Peeqpp9zNDI01sRG6AQAAACBCqDo8YcKEeM9RxVUB92o1b97c+vbt6541ZVtUeX7uueeCfkYhNPZ4Yjc7i01T1fv16xfvWI4dO2Y//PCDC9GBfr+hQ4fGOa5t1vQIBd0sCOR///ufu3HgCecJQegGAAAAgGRADdfatGnjpqx7ppiHy4EDB9y+26GoLCe0I7y2NtMsAo9hw4a5afuidefaykxV9quVsJ7nAAAAAIAkRxXdcAduKV68uFs7Him0htw3UGvduAJ3w4YN3XR7Vbw1XT4hqHQDAAAAAJK1AwcO2A033OB9vXTpUleF93Qs1zrz77//PkHXptINAAAAAICPVatWuc7uHmpWp+CdEIRuAAAAAECydv3119uyZcu8U8u1VVrlypW97+t1QrcoY3o5AAAAACBZa9q0qduC7fHHH3f7matbecWKFb3vr1mzxu3VnRCEbgAAAABAsnbbbbe5vcx//vlnV9G+8847LVWqVO497YWurdXq1KmToGsTuhF1Fk2rG+4hRKXvxtwc7iFEne+n1gr3EKLONyPLh3sIUYf/TU18nw9I+F6vCGz+pBrhHkLUmTeheriHAPztKlSo4B6xKXB37do1wddlTTcAAAAAACFCpRthkz59eouJibH9+/cn6nVrNf1rA3skbpWrXZ/E/c8pORvZO497rtt8SbiHEjUWTPlrn0/++5/4/91/7D/7wj2UqDHqlXzumb+nif/3tPZ9C8M9lKix8Mva7rlOs0XhHkrUYGZb0tC5c2dLkSJFvOfo/ffee++qr03oRtj079/fPSt4AwAAAEC43HjjjXFC98WLF93+3Rs3brSCBQta0aJFE3RtQjcAAAAAwJJ7pTuYHTt2WL9+/axWrYTNWiB0I+L06NHDtelP7GnnAAAAAHC1tFVYo0aNbMyYMQEbrV0OjdQQcRS4Bw8ebHny/LXuFQAAAADCKVu2bPb7778n6LOEbgAAAAAAgvjzzz9t7ty5dt1111lCML0cAAAAAJCs9enTJ+DxkydP2u7du+38+fP29NNPJ+jahG4AAAAAQLJ26dKlgFuG5c6d28qXL2+333673XDDDQm6NqEbAAAAAJCsvfzyyyG7Nmu6AQAAAAAIESrdAAAAAIBkZcGCBQn6XN26da/6M4RuAAAAAEgmXbhjYmLstddeC/v2vCtXrnT7Xg8cONBSpvz7J2APGzYsQZ8jdAMAAABAErZu3Tr76quvbPv27Xb48GHr2rWrVatWze+cCRMm2JIlS+yPP/6w1KlTW7FixaxVq1ZWsmTJeK89ZcoUq1q1ql/gPnjwoI0YMcLWrl1r6dOnd6GydevWlipVqniv8/PPP9uOHTvc93/yySdxzlm9erWNHz/edu7caenSpXPXffjhh73XrVSpknt/0aJFVqdOHe/nRo0aZfPnz3dj0Thq167tfW/p0qWuQt29e3e7VkOGDLG/C6EbAAAAACLEmTNnrEiRIla/fn178803A56TP39+a9euneXNm9fOnj1r06dPt759+9p7771nWbNmDXpd7TX90ksveY9dvHjR+vfvb9mzZ3efV8hXGFUwVuANRttn3XrrrVaqVCl3zdgUxnXd5s2bu222Dh065IK9vq9t27be8xTEZ8yY4Q3dy5cvdyG8Z8+etnfvXnv//fetYsWK7nfS1l3jxo2zXr16WWJQV/K/C43UAAAAACCEzp0750Kj70PHAqlcubKrWseubvuqVauWVahQwYXuggULuiB76tQp++2334J+5pdffrE0adK4oOzx66+/2u+//27PPPOMC/r67oceeshmzpzpgnUwLVu2tCZNmlihQoUCvq8qfOHCha1FixaWL18+u/HGG61Nmzbuuhqnh6ruW7dutX379rnX2g+7XLlyVrx4cfc7ZsyY0fbv3+/e++yzz6xRo0aWK1cuC4Xjx4/H++enir3OSQgq3Yh4PXr0sNOnT1/RuYMHDw75eAAAAICrMXXqVJs0aZLfMQVShddrpXA8e/ZsF1AVdINZv369m4bua9OmTS44q9LtoWnfH330ke3atcuKFi2a4DEp4PtKmzatu9Gwbds2F6xFATpbtmy2YcMGF841fv0uCrcK26ri67je13T79u3bW6hoiryq6/369Qv4/vDhw90+3U899dRVX5vQjYinwE2YBgAAQFLVrFkzVxn2FTuUXq0VK1bY22+/7YKpQrOmZAebWi4HDhywHDly+B07cuSIX+AWhWDPewmlKeGa8q6p4jVr1nTXmjx5sntPU9h95cyZ043NE/i1hltFN4X0zp07u7Xdmpqun2fNmuWmo+v37NChg6vyJxataVclPZibb77ZvvvuuwRdm9ANAAAAACGkgH2tITs2VYvfeOMNO3bsmM2ZM8cVqdSV3BOaY1OVObHHEF/ofvTRR11YHjJkiPveBx54wFXbY3cqV7jWenMPVf99ZwBMnDjRypcv79aZK7gPGjTI3XDQddX5PLHozzG+mxZZsmSxo0ePJujarOkGAAAAgCRGFWBNvdYabU15VigN1NTMNzSeOHHC75iq3LEr2p5gGbsCfrVU2deU7WHDhtnHH3/s1m9L7K3KNJU8WNjVGu+FCxe6Ne6qRJctW9adW6NGDTfd3Hd9+LXS76trBqNp8fGF8vgQugEAAAAgibt06VLQ5myiRmlqmuZLgV0NwnwruKtWrbIMGTJYgQIFrnlMKVKkcNPHVc1evHixXXfddX7ryjU1Xk3UAq0d1++jddRqEqcbDOp8fuHCBfee51nHEsstt9ziblqog3psy5Yts3nz5sXb3C4+TC8HAAAAgAjqZ+Tp5i1qKKYtuDJnzuwaj+l9z37bWqP9559/2rfffuu25VIFOBitlx47dqyrLOtanmngCteaqq3u4qp6a1uuO++80zsVfcuWLe79//znPy5Ae/b21nX0rOCr8Ykq7wrIor3G9Z0pUqSwH3/80b744guLiYnxm16+efPmOB3VPTRlXpVlT4W8TJkybqq5mr+tXLnSjTtTpkyJ9Kf+17R27S2uKfu6QeFZL66Gcvr99H0JbXxH6AYAAACACKEttPr06eN9PXr0aO+e1momptC6Z88et7ZZgVvTxrXFlj4TX2MxdSlXRXnp0qXehmG6Vvfu3V23cjViS5cunfsebRvmofXW+j7fLcTGjx9vCxYs8L5+4YUX3HPv3r29ncm1RZluDpw7d86FWJ2jLcl8qfqtrcH0vb4U/tXx/dVXX/UeK1GihDVt2tQGDBjg1q3rzyIxqfu7OpfrZoFuEvzwww/uuLZl03r0e++913tD4WoRugEAAAAgQii0TpgwIej7mqrdtWvXBF1b25R9+umn1qBBA2/FOXfu3K5b+NWMR4H3cqFXAfxyjct++OEHF6IDra8eOnRowPHrESoK1bEbuSUGQjcAAAAAJANVqlRxe1FrKrqmqofTgQMH3L7bsRurRSNCNwAAAAAkE40bN7ZIULx4cfeIJGrspqnl6mJ+8uTJOI3atD5dneLDFrpVitfCeCQ9as4AAAAAAMnVgQMH3Lp4PWt9t0K3Gs55wrfWzod9TXf//v0T61L4m3GzBAAAAEBy9umnn7qArWZqmvL+5JNPupxUunRpmzFjhusQ/9JLLyXo2uzTDQAAAABI1tauXWt33HGH65LuaTKnvcK1pZk6l9900032ySefJOjahG4AAAAAQLJ25swZb1O3DBkyuGdVvj20l/iGDRsSdG0aqSHqLJpWN9xDiEoje0d/Z8m/24IpNcM9hKjDf/8T36hX8oV7CFGHv6eJb+GXtcM9hKjz/dRa4R4C8LdSN/c//vjD/ZwqVSrLmTOnbd682apXr+6O/f777267toQgdAMAAAAAkrWbbrrJli9fbg8++KB7Xa9ePfviiy/s+PHjbpr5999/b3XrJuymKaEbUadW0wXhHkJUVmTuabc63EOJGt+MLO+e+TNN/D/TFs9tC/dQosakd4q5544DD4d7KFHjg3/ncM93PrYy3EOJGjNHVXLP9z21MdxDiRpfvl/aPbfpsTvcQ4kaY/rfEO4h4Arcf//9tmXLFjt37pxbx92sWTM7fPiw20JMa7xr1aplbdu2tYQgdAMAAAAALLlPL8+VK5f3taaSd+zY0T2uFY3UAAAAAADJ2rBhw9wa7mBUBdc5CUHoBgAAAAAkawsWLLD//e9/Qd/fv3+/OychCN0AAAAAAMTj0KFDdC8HAAAAAOBKLVu2zD08Zs+ebatWrYpznvbrXr16tZUoUcISgtANAAAAAEh2fv/9d/vhhx+8r7Wme9s2/51QUqRIYenSpbOyZcvSvRzRJ3369BYTE+PWTwAAAABAYtK2YHrIQw89ZE899ZTbGiyxEboRsfr37++eFbwBAAAAIFTGjx8fsmsTugEAAAAAMLNNmzbZ2rVr7ejRo3bnnXfa9ddfb2fOnLHdu3db/vz53Wzcq0XoBgAAAAAka+fPn7e3337br7Fa1apVXejWuu5+/fpZ48aNrXnz5ld9bbYMAwAAAIBk4M8//7T27dtHRM+kMWPG2MiRIy1SjBs3zlasWGFPPvmkC9++tFXYrbfe6hfIrwaVbgAAAACIEOvWrbOvvvrKtm/fbocPH7auXbtatWrVgp4/fPhwt9XVY4895iqx8ZkyZYqr3ubJk8d77ODBgzZixAg3pVpTp+vWrWutW7e2VKlSXXas586dsxdffNF+++03e/31161IkSLu+IQJE2zSpElxzk+XLp19+umn7uemTZvaM88848acN29ed+z48eM2ZMgQNxZVmNXYrGjRot7Pf/TRR+5cfTaxLV682O644w5r2LChuzkR2w033ODX6fxqUOkGAAAAgAih9cMKr0888cRlz/3pp5/cNlc5cuS4ouvOnTvX6tev7z128eJF17xYU6v79u1rnTt3tvnz519xU7HPPvvMcubMGef4vffe624G+D4KFCjgqsUeWbNmtYoVK9qsWbP8bgqcPn3aBg4caDfeeKN9+OGHfmutt2zZctkbCwl17NgxK1SoUND3U6ZM6f4ME4LQDQAAAAAhpIrwyZMn/R46FkjlypWtVatW8Va35dChQ2569rPPPmupU19+AvMvv/xiadKksVKlSnmP/frrr26valWcFfT13do6a+bMmS6IX+56q1atskcffTTOe6qYZ8+e3fs4cuSI+x7fwC8333yzLVmyxPtazcpq1qzpGpap4qzXorGoGq+p3wq/oXDdddd5vy+QjRs3Wr58+RJ0baaXI0no0aOHu+t1OYMHD/5bxgMAAABcqalTp8aZbt2iRQtr2bJlgq6nCvV7773nKsoFCxa8os+sX7/eihUr5ndM1WNVdxWMPSpVquSmce/atctvarcvhWhVobt16+bWO1/O3Llz3XTxsmXL+h0vUaKE/fHHH26Nuaa8Fy5c2NasWWMNGjRwNwQ8lWdNty9XrpwVL17cQkX7c3/99deuGq+x+tL0/aVLl7pp9wlB6EaSoMBNoAYAAEBS1KxZM2vSpInfMVWdE+rLL790a67vvvvuK/7MgQMH4kxDV3j2DdySLVs273uBXLp0yYYNG2aNGjVyIfhyTdnOnj1rCxcutPvvvz/Oe57xaF25QrfOUUVblffcuXO7Nd179+61BQsWuOnvmqau6rpuHnTs2NEyZsxoiUVdyTVVv3fv3m79towaNcqtM9esAs0CiP2f4ZUidAMAAABACClgX0vI9rVt2zb75ptv3LpnbWV1pTSdPTHGMGPGDDt16pS7kXAlfvrpJ1dAU4O22DxVcs9aaYXo5557zu+cPn362COPPOKCuwK+Oouryq6ZA23btrXEoin6agqn71HDNM0m0LR2Vd813b9OnTpX9eftd+1EGyUAAAAAIKQ0TVxNvzp16uQ9poA4evRoF8aHDh0a8HNZsmSxEydO+B1TlVvNyXwdPXrU+14gmv6taemxp1p3797dTdF++umn40wtr1KlSsDrqYrsaaoWyLx58yxTpkx2yy232JtvvumeFY5r1Khxxc3eroZCtcK1HomJ0A0AAAAASYQCYfny5f2O9evXzx2//fbbg35OjdJUxfWlpmrqGK6g7ZlWrunbGTJkcN3GA2nXrp2r/HpoWzN9f5cuXaxkyZJ+56oyvXbtWnvhhRcCXkvrxjVNPtC6dN1YUDX71Vdf9d5YuHDhgvtZFWi9TmwbNmxwNwk0bt2g0FT62KH8jTfeuOrrEroBAAAAIEJoKva+ffu8rxUAd+zYYZkzZ7ZcuXK5irUevlT9VSVZXb+DUYO0sWPHuuqyriXaskvhWntjt2nTxq3jHjdunN15553eqeiqhOv9//znP257MI0hdqdyUWdvdQD3pQCbPXt2tx46WNVezdUCNWP75JNP3H7cni3JSpcubd9//71VqFDB5syZ414nJjVR0x7iGov+HD1/RomB0A0AAAAAEWLr1q1uHbOHpo2L1kRrH+2EUidwdSNXF241QRNtv6Vp4epW3rNnT0uXLp37Hm0b5qH11nv27LnsFmKxqRKtBmj16tULus2Xtgt78MEH4xxfuXKlu/HgO1X9rrvucn82L730kut6Huhz10Id0suUKWP//ve/E7VBmxC6AQAAACBCaGusCRMmXNVngq3jjk3blKmaqy25PEFYXcK1PW9Cx6Ou44He1/Xff//9ePf51nRtbdEVqCqvhy/dEHj++ectVHRzQWvSEztwC6EbAAAAAJIBNTTTFlzaAiv2NPG/25kzZ1wzOK3pjgS6ubBz586QXDtwnR8AAAAAEHUaN24c9sAtqnDHbrwWTmoQp87smmbu6aqeWKh0AwAAAACStVy5clnDhg3d9PsxY8a4hmqB1qKPGjXqqq9N6AYAAAAAJGvjx49326epW3rx4sUTdW03oRsAAAAAkKx99913bs17t27dgnZbTyjWdAMAAAAAkrXz58+70J3YgVsI3QAAAACAZK1KlSq2fv36kFyb6eWIOoum1Q33EKLSNyPLh3sIUYc/08Q36Z1i4R5C1Png3znCPYSoM3OU/96zuHZfvl863EOIOmP63xDuIQB/qwcffNDefvtt++ijj6x+/fqusVqgqnfmzJmv+tqEbkS89OnTh2zPPAAAAADo0qWLe96xY4db3x1fw7WrRehGxOvfv7/FxMRc8fm1mi4I6XiS68wB/lwT/8+09n0Lwz2UqLHwy9ru+R8v/y/cQ4kan7yc1z0/8eqBcA8lanzcK7d75n9PEw//exq6/z3lzzTx/0wR2R544AFLkSJFSK5N6AYAAAAAJGstW7YM2bVppAYAAAAAQIgQugEAAAAACBFCNwAAAAAAIULoBgAAAAAgRAjdAAAAAACECKEbAAAAAIAQIXQDAAAAABAihG4AAAAAAEKE0A0AAAAAQIgQugEAAAAgGfjzzz+tffv2tn///nAPxVauXGndunWzixcvWrRLHe4BAAAAAAD+sm7dOvvqq69s+/btdvjwYevatatVq1bN75yWLVsG/Owjjzxi9957b9BrT5kyxapWrWp58uTxHjt48KCNGDHC1q5da+nTp7e6deta69atLVWqVPFe5+eff7YdO3ZY6tSp7ZNPPolzzurVq238+PG2c+dOS5cunbvuww8/7L1upUqV3PuLFi2yOnXqeD83atQomz9/vhuLxlG7dm3ve0uXLrUFCxZY9+7dLSkhdAMAAABAhDhz5owVKVLE6tevb2+++WbAc4YPH+73+pdffrEPPvjAqlevHu91586day+99JL3mKrM/fv3t+zZs1vfvn1dyB8yZIgLxgq8wZw/f95uvfVWK1WqlLtmbArjum7z5s3t6aeftkOHDrlgr+9r27at9zwF8RkzZnhD9/Lly10I79mzp+3du9fef/99q1ixomXNmtVOnjxp48aNs169ellSw/RyAAAAAAihc+fOudDo+9CxQCpXrmytWrWKU932pZDs+1i2bJmVK1fO8ubNG/QzCuZp0qRxQdnj119/td9//92eeeYZF/T13Q899JDNnDnTBetgVGlv0qSJFSpUKOD7S5YsscKFC1uLFi0sX758duONN1qbNm3cdU+dOuU9T1X3rVu32r59+9zr3bt3u9+jePHiVqtWLcuYMaN3Kvxnn31mjRo1sly5cllSQ6UbSYKml8TExFz2vMGDB/8t4wEAAACu1NSpU23SpEl+xxRIg00TvxpHjhxxgbpz587xnrd+/XorVqyY37FNmza54Kzg7qFp3x999JHt2rXLihYtmqAxKbAr4PtKmzatu9Gwbds2F6xFATpbtmy2YcMGF84V1GfPnm3Hjx93Yfvs2bPuuN7XdHutR0+KCN2IuEAdqLGDpqcAAAAASVGzZs1cZdhX7FCaUFrjrP8/HV9lXA4cOGA5cuSIE9h9A7coBHveSyhNCZ8+fbqbKl6zZk13rcmTJ7v3NIXdV86cOd3YPIFfa7h79OjhQrpuJOh309R0/Txr1iw3HV3TzTt06GAFCxa0pIDQjbCLHaivpKINAAAAJBUK2IkVsmObN2+eC6oKqfFRlTlUYwgUuh999FEXlocMGeK+94EHHnDV9pQp/Vc4a9xab+6h6r/vDICJEyda+fLl3TpzBfdBgwbZihUr3HUHDhxoSQFrugEAAAAgCVKI3bNnj2u6djlZsmSxEydO+B1TlTt2Rfvo0aPe966FKvvqaj5s2DD7+OOP3fpt8e2cLppKrsp1IFrjvXDhQrfGXd3Vy5Yt686tUaOGm27uuz48khG6AQAAACAJUudwrdNWE7TL0TlqmuZLTdW0pZcnaMuqVassQ4YMVqBAgWseX4oUKdz0cVWzFy9ebNddd53funKt2VYTtUBrxy9duuS6tKvbuaaYq/P5hQsX3Hue56SyxzehGwAAAAAixOnTp92WW3p4+h3pZ+2n7Usd0H/44YcrqnJ71ksrdKuy7DsNXOFaU7X1HStXrnTbct15553eqehbtmyxLl26uG2/PDQWz5gUfD3j1dg9tNe4Av2uXbtcE7kvvvjCHn/8cb/p5Zs3b47TUd1jzpw5rqrtqZCXKVPG1qxZ45q/ab24xp0pUyZLCljTDQAAAAARQlto9enTx/t69OjR3j2tfTuUa1suVYO1tdaVUJdyVZSXLl3qtt4SBeDu3bu7buXaGztdunTue7RtmIfWW2sKu+8WYuPHj3cN3DxeeOEF99y7d29vZ3J1VJ8yZYpbS64qu87RlmS+VP3W+PW9vjTlXR3fX331Ve+xEiVKWNOmTW3AgAGu2dvlurVHEkI3AAAAAEQIhdYJEyZc9ryGDRu6x9XQNmWffvqpNWjQwFtxzp07t+sWfjXjUeC9XOhVAI/PsWPHXKVeITo2rScfOnRowPHrkdQQugEAAAAgGahSpYrt3bvXTRXXHtnhdODAAbfvduzGatGI0A0AAAAAyUTjxo0tEhQvXtw9kgMaqQEAAAAAECKEbgAAAAAAQoTQDQAAAABAiBC6AQAAAAAIkRSXtLkbkrWYmBgbPHiwRYpIGw8AAAAAJBSVbgAAAAAAQoQtwxB1ajVdEO4hRJVF0+q65zse/SXcQ4kasz6t7J4bPrw83EOJGrPHVnXPT772R7iHEjVGvHide27Q6qdwDyVqzBlXzT3XabYo3EOJGt9PreWemzy5LtxDiRpfj7jRPXd+80i4hxI1hnbNHu4hIMyodAMAAAAAECKEbgAAAAAAQoTQDQAAAABAiBC6AQAAAAAIEUI3AAAAAAAhQugGAAAAACBECN0AAAAAAIQIoRsAAAAAgBAhdAMAAAAAECKEbgAAAAAAQoTQDQAAAABJ3Pnz5+2ZZ56xjRs3hnsotnLlSuvWrZtdvHgx3EOJCKnDPQAAAAAAwF86d+5sBw4ciHP8jjvusPbt2wf93KxZsyxPnjxWunRp77Hjx4/byJEjbcWKFZYiRQqrXr26Pf7445Y+ffqA19i/f789/fTTAd+LiYmxGjVqeF/Pnz/fvv76a9u7d69lyJDBbr31Vu/4KlWqZOPHj7dFixZZnTp1vJ8ZNWqU+5y+v3Xr1la7dm3ve0uXLrUFCxZY9+7dLdoQugEAAAAgQvTv39+vQrxz507r27evX+CN7dKlSzZz5kxr2bKl3/F3333XDh8+bD179rQLFy7YsGHD7MMPP7Tnnnsu4HVy5cplw4cP9zs2e/Zs++qrr6xy5creYwrb06ZNs0cffdRKlChhZ86ciXOjoG7dujZjxgxv6F6+fLkL4RqLgvr7779vFStWtKxZs9rJkydt3Lhx1qtXL4tGTC8HAAAAgBA6d+6cC5a+Dx0LRCE0e/bs3sfPP/9sefPmtRtvvDHo9bdt22b79u2zKlWqeI/9/vvvbpp3x44drWTJklamTBlr166dLVmyxA4dOhTwOilTpvT7bj1++uknF/g91XFVzxWQVRGvVauW5cuXzwoXLmxVq1b1u5Zeb9261Y1Ldu/ebeXKlbPixYu7z2XMmNFV1uWzzz6zRo0audAfjah0I6L16NHDTp8+fcXnDx48OKTjAQAAAK7W1KlTbdKkSX7HWrRoEacyHWid9sKFC61x48Zuengw69evt/z587tp3h6bNm2yTJkyuZDrUb58eXedLVu2WLVq1S47boX5HTt22BNPPOE9tmrVKldZV3DXlPNTp05ZqVKlrG3btn6hWT9ny5bNNmzY4A3mqportCtsnz171h3X+9u3b4936nxSR+hGRFPgJkgDAAAgKWvWrJk1adLE71iaNGku+zlVmU+cOGH16tWL97yDBw9ajhw5/I4dOXLEVc19pUqVyjJnzuzeuxJz5861G264wW+duAKzpr/rRsI//vEPV7HW+m1NgX/zzTctder/i5g5c+b0TjvXOm+t4VZRLW3atG7tuqrnI0aMcD9rTbqmo2vMHTp0sIIFC1q0IHQDAAAAQAgpYF9JyI5t3rx5LqwqvMZHVeOEXP9y19Qa7AceeMDvuAK31oerIZvWZIvWiD/55JO2Zs0aN14PheszZ854X6uy71vdnzhxoqu+62bA5MmTbdCgQa7p25AhQ2zgwIEWLVjTDQAAAAARRhViTeVu0KDBZc/NkiWLq4j70nrsY8eO+R1TWNb0br13OT/88IMLzGqI5stTUS9QoID3mKrTeqji7kvflTVWtd1Da7w1db5Vq1a2du1aK1u2rDtX68c13VzT1qMFoRsAAAAAIoyq3FoT7dscLZiiRYu6EKu11h5aZ60grnXZHqpE6xx1HL+SqeVqhhY7NHummu/Zs8cvXCvg586d269SriZqRYsWjXNtjUFd0rUOXFPMPdVz8TxH0x7fhG4AAAAAiCAKnNrPWlVmTb2+HHUFVy+kXbt2eY+pEq2p3toiTI3T1LBMe3bXrFnTO11dzdC6dOni3velsKzmbIGq7GrYpjD+ySef2MaNG92WZpoOrrXfGofH5s2b3ZT3UqVKxbnGnDlzXJj3dDxXZ3XdEFDzt+nTp7uxqwlctCB0AwAAAEAEWb16tZuqffvtt1/R+Zperm7kWoPt69lnn3Uh+ZVXXnH7f6tK/c9//tOvO7oq1r7rrj1VbgXzChUqBPw+bRemavmAAQPs5Zdfds3TXnzxRb8maosXL3Zbg6VLl87vs2ripiZsWhPuoWs1bdrUXW/p0qXWqVMniyY0UgMAAACACKIGZRMmTLiqzzRv3tx1ENezZ09tdSpXk7Ng8uTJE/B7Wrdu7R7BqGP5U0895R6BaKq51oQrRMem9eRDhw6Nc1xbqOkRjah0AwAAAEASp32w27Rp47b0ioQmcNp3W6EeVLoBAAAAICpcbj/vv0vx4sXdA3+h0g0AAAAAQIgQugEAAAAACBFCNwAAAAAAIULoBgAAAAAgRAjdAAAAAACECN3LEXUWTasb7iFEpVmfVg73EKLO7LFVwz2EqDPixevCPYSoM2dctXAPIep8P7VWuIcQdb4ecWO4hxB1hnbNHu4hAFGD0I2I1KNHDzt9+nRE7DMIAAAAAAlF6EZEUuAePHiwxcTEXPVnazVdEJIxJfeZA3WbLwn3UKLGgik13TN/pon/Z9r5zSPhHkrUVbn4e5r4f0/5dyrx/4167p0/wz2UqPHOc1ncc70WS8M9lKgxf1KNcA8BYcaabgAAAAAAQoTQDQAAAABAiBC6AQAAAAAIEUI3AAAAAAAhQugGAAAAACBECN0AAAAAAIQIoRsAAAAAgBAhdAMAAAAAECKEbgAAAAAAQoTQDQAAAABRoHfv3rZo0aJwD8NWrlxp3bp1s4sXL4Z7KBEhdbgHAAAAAAD4i4LqhAkTbOHChXbkyBHLmTOn1a1b1x544AFLkSJF0M8tX77cnV+zZk3vsbNnz9ro0aNtyZIldu7cOatYsaK1b9/esmfPHvAa58+ft3Hjxtkvv/xi+/fvt4wZM1r58uWtdevWbhwenTt3tgMHDvh9Vufcf//97udKlSrZ+PHj3Q2AOnXqeM8ZNWqUzZ8/39KnT+/Or127tve9pUuX2oIFC6x79+4WbQjdAAAAABAhvvjiC/vuu+9csC1QoIBt27bNhg0b5gLwPffcE/RzM2bMsNtvv91SpkzpF3J//vlne/75593nP/74Yxs0aJC9+uqrAa+hkL59+3YX8IsUKWLHjx+3Tz75xF5//XUbMGCA37ktW7a0hg0bel8rSPvSjQKNqc7/D926KaAQ3rNnT9u7d6+9//777iZA1qxZ7eTJky7s9+rVy6IR08sBAAAAIIRUZVaw9H3oWCCbNm2yqlWrWpUqVSxPnjx26623WoUKFWzLli1Br3/s2DFbs2aN3Xzzzd5j+o65c+faY489ZjfddJMVK1bMOnXqZBs3bnTfEYiCuYKvquX58+e3UqVKWbt27VzwP3jwoN+5GTJkcBVzzyN26NbvsHXrVtu3b597vXv3bitXrpwVL17catWq5b5L1XT57LPPrFGjRpYrVy6LRlS6EdH0X96YmJgrPn/w4MEhHQ8AAABwtaZOnWqTJk3yO9aiRQtXLY5NQXfOnDm2Z88eF3x37NjhgnLbtm2DXn/Dhg2WNm1au+GGG7zHFJQvXLjgpod76H0FW4Vufc+VUHjXtHaF5NgV+cmTJ7vrKUQ3btzYUqVK5X1fx7Nly+bGli9fPitcuLDNnj3bVc8VtlVV13G9r+q6pr1HK0I3Ilr//v3DPQQAAADgmjRr1syaNGnidyxNmjQBz9W66FOnTrnCk6aKa413q1at/NY/x6b11ao2+04t1/ru1KlTW6ZMmfzOVRDWe1dCwXjMmDF22223+YXuu+++24oWLWqZM2d2NwTGjh1rhw8fdlV1X1oHfuD/r/3WOm/9Dj169HA3CDR9XgW2ESNGuJ9nzZrlpqNrunmHDh2sYMGCFi0I3QAAAAAQQgrYwUJ2bGooprXPzz77rAueqnRrXXWOHDmsXr16QcPxlV7/SqmpmmcWaewqtO8NBFWwFe4VntUczXccCtdnzpzxvlZl37e6P3HiRFeJV4VcVXOtN1+xYoUNGTLEBg4caNGCNd0AAAAAECG0vvm+++5z1eVChQq5RmSauq3p3MFkyZLFTpw44XdMlW8F59jHjx49GrR7eezArXXcanwWe2p5bCVLlnRT2WN3NNdU8qxZswb8jNZ4q0O7qvhr1661smXLunNr1Kjhppur2h8tCN0AAAAAECFUGfadJi56fenSpaCf0VRvTRlXyPVQ4zRVkFevXu09pnXiCtLxref2BG41QFNTNQX6y1E1Xuu+fQO2qu+6RtGiReOcr99l+PDhbp26pphrCr1Cu3ieo2mPb6aXAwAAAECEUAfyKVOmuEZk2jJMgfbrr79224EFo2CrcKz11Z4O5qpO169f3+3TrbXXej1y5EgXuH1Dd5cuXdy08GrVqrnA/dZbb7lK87///W8XfD3rv3UNTSNXE7bNmze7TuTqYK7X2ppM67V1jofO0VTzUgECvhrFKaCrw7mUKVPGTTXXtVauXOl+79hr0ZMyQjcAAAAARAht0TV+/Hj76KOP3FRwNSPTdlrqdh6MKuFa763p2r7bhqmxmSrQWiutQK19sWOvz1b1Wx3K5dChQ24/bXnhhRf8zuvdu7cL2greS5YscSFZ255pWzNNf4/dKG7x4sWuq3m6dOn8jivEq5u7717hJUqUsKZNm7q9wNXoTY3VogmhGwAAAAAihKrH//jHP9zjaij0Pv/8825dde7cub2NzBSy49uOa8KECd6fFaB9Xweiaev9+vWL9xztG/7DDz+4EB2b1pMPHTo0znHdVIjvxkJSxppuAAAAAEjiFGY7duzo1myHm4K/gr5CPKh0AwAAAEBU0LrsSFC8eHH3wF+odAMAAAAAECKEbgAAAAAAQoTQDQAAAABAiBC6AQAAAAAIEUI3AAAAAAAhkuLSpUuXQnVxJA0xMTE2ePBgi6TxSCSNCQAAAAASgko3Ik769Olt//794R4GAAAAAFwz9ulGxOnfv7+32p0QtZouSNTxJHeLptV1z2177Q33UKLG6Fevd8/PvH0s3EOJGu91yeqeWzy3LdxDiRqT3inmnu/+x6pwDyVqzPikgnu+49Ffwj2UqDHr08ru+Z52q8M9lKjxzcjy7vn+TpvCPZSo8cWwUuEeAsKMSjcAAAAAACFC6AYAAAAAIEQI3QAAAAAAhAihGwAAAACAECF0AwAAAAAQIoRuAAAAAABChNANAAAAAECIELoBAAAAAAgRQjcAAAAAACFC6AYAAAAAIEQI3QAAAACQxJ0/f96eeeYZ27hxY7iHYrNmzbIBAwaEexgRI3W4BwAAAAAA+MuECRNs0qRJfsfy589vb7/99mWDbp48eax06dLeY8ePH7eRI0faihUrLEWKFFa9enV7/PHHLX369AGvsX//fnv66acDvhcTE2M1atTwO/bnn39at27d7NChQ/bf//7XMmXK5I7Xr1/fJk+ebOvXr7eyZcu6Y+fOnbMPPvjAli9fbtmzZ7cnnnjCKlSo4L3WV199ZQcPHrR27dpZtCF0AwAAAEAEKViwoPXq1cv7OmXK+CcoX7p0yWbOnGktW7b0O/7uu+/a4cOHrWfPnnbhwgUbNmyYffjhh/bcc88FvE6uXLls+PDhfsdmz57tAnHlypXjnP/+++9b4cKFXej2lTp1aqtVq5bNmDHDG7p1nW3btlnfvn3tl19+cWMbMWKEuxmgsD9nzhzr37+/RSOmlwMAAABACKnKe/LkSb+HjgWjkK1qsOeRNWvWeK+vMLtv3z6rUqWK99jvv/9uK1eutI4dO1rJkiWtTJkyroq8ZMmSOCE52Pfq8dNPP7kKd+zquCrr+j2aNm0a8Fo333yzq2qfPXvWvd69e7dVrVrV3VC466677NixY65SLgrfbdq0sYwZM1o0otKNiNWjRw87ffr0VX1m8ODBIRsPAAAAkBBTp06NM2W8RYsWcSrTHgrQ//znPy1NmjRWqlQpa926tatCB6Np3JqCniFDBu+xTZs2uenexYsX9x4rX768qyxv2bLFqlWrdtlxK8zv2LHDTQX3pUCv3+e1116z//3vfwE/q+9VdX3z5s1Wrlw5VxH//vvvXQjXzYAcOXJYlixZbOHChe73vJLxJFWEbkQsBW5CNAAAAJK6Zs2aWZMmTfyOKWgGoqp0p06dXIjW1HCF2//85z82aNAgv1DtS2uhFWJ9HTlyJE6FPFWqVJY5c2b33pWYO3eu3XDDDX7rxFWhf+edd+yRRx5xNwKChe506dK5yvWBAwfc69tvv91+++03tzZc49LziRMn3Br23r1727hx42zx4sWWL18+e+qppyxnzpwWLQjdAAAAABBCCtjBQnZsvmunVR32hPClS5e6BmWBqHp8pde/UrrmokWL7IEHHvA7/vnnn7sgXqdOncteI23atN7p5Vrn3b59e7/3tcb87rvvdtX0ZcuW2RtvvOHWj6v5W9euXS1aELoBAAAAIEJpiriq3ppyHoymae/cudPvmNZja920L033VkdzvXc5P/zwg505c8bq1q3rd3zNmjXuu/S+p4mbaAp68+bN/abM67uyBlmPruvs2rXLrTn/9NNP3c0GrRvX+vFvv/3WogmhGwAAAAAieMmlAnft2rWDnlO0aFHX2EwBWGu2RWvBNX1b67KLFSvmDbo6p0SJElc0tVyNz2KH5n/961/e6rVs3brVdTF/5ZVXLG/evN7jGrOmohcpUiTOtfX5jz/+2J599lnXvO3ixYve8K4bA3odTeheDgAAAAARYvTo0bZu3Tq3jdbGjRvdlGsFU23BFYwalSmcq3LsUaBAAatUqZLbIkyN0zZs2OCmbdesWdO7XlpdzLt06eLe96XArOZsDRo0iPNdWnNdqFAh70N7g4umnGfLls17nr5PITxfvnxxrqE9vFXZ1s0C0ZpxdUnXmm9VuX3XkEcDKt0AAAAAECEUhNWoTNtpqcqsrb769esX77Zhml6u7t9ag61O5x6qJKuirCq0KuDVq1d324Z5nD9/3vbs2eOmkceuciuYV6hQIcG/h5qiBQrtO3fudOvTX3/9de+xW2+91d1oUMM4TaUPto94UkXoBgAAAIAIocpzQmg9dd++fd2zZ09tdSqPL8CqSq3u4bEpuPuG9/ioyh77Gqq4qzmaOpTHpur4u+++63dMlXw1WYvdaC1aML0cAAAAAJI4dTpv06aNm5YebtrqrHPnzm7LMFDpBgAAAICoUK9ePYsE1zItPRpR6QYAAAAAIEQI3QAAAAAAhAihGwAAAACAECF0AwAAAAAQIikuXbp0KVQXR9KgVv6DBw+2SOLZXiDSxgUAAAAAV4NKNyKS9haMhO0OAAAAAOBasGUYIlL//v291e6rVavpgkQfT3K2aFpd9/zM28fCPZSo8V6XrO65UZsV4R5K1PhuzM3uucmT68I9lKjx9Ygb3TN/TxP/72mdZovCPZSo8f3UWu75X8NOhHsoUWNQp0zu+aGuv4V7KFFj/JuFwz0EhBmVbgAAAAAAQoTQDQAAAABAiBC6AQAAAAAIEUI3AAAAAAAhQugGAAAAACBECN0AAAAAAIQIoRsAAAAAgBAhdAMAAAAAECKEbgAAAAAAQoTQDQAAAABAiBC6AQAAACAZOH/+vD3zzDO2cePGcA/FVq5cad26dbOLFy9atEsd7gEAAAAAAP6ybt06++qrr2z79u12+PBh69q1q1WrVs3vnB9//NG+++4727Ztmx0/ftxef/11K1KkyGWvPWvWLMuTJ4+VLl3ae0yfHzlypK1YscJSpEhh1atXt8cff9zSp08f9DpHjhyxTz/91FatWmWnT5+2/PnzW7NmzezWW2/1njNw4EDbsWOHHTt2zDJlymTly5e3Nm3aWM6cOd37lSpVsvHjx9uiRYusTp063s+NGjXK5s+f776/devWVrt2be97S5cutQULFlj37t0tKaHSDQAAAAAR4syZMy5AP/HEE/GeU6ZMGRdir9SlS5ds5syZVr9+fb/j7777ru3atct69uzpwuz69evtww8/jPdaQ4YMsT179ti///1ve/PNN91NgcGDB7sbBR7lypWzmJgYe/vtt+1f//qX/e9//7O33nrL7zp169a1GTNmeF8vX77chXCNRb/bBx984EK7nDx50saNG2ft27e3pIbQDQAAAAAhdO7cORcafR86FkjlypWtVatWcarbvlQZbtGihaseXylVxfft22dVqlTxHvv999/dNO+OHTtayZIlXZBv166dLVmyxA4dOhT0Wpqefvfdd1uJEiUsb9689sADD7hqtr7Do0mTJlaqVCnLnTu3q6zff//9tnnzZjfF3aNq1aq2detWNy7ZvXu3C+vFixe3WrVqWcaMGW3//v3uvc8++8waNWpkuXLlsqSG6eWIWJpSortjV0N32AAAAIBIMnXqVJs0aZLfMYXmli1b/m1jUAVb08AzZMjgPbZp0yYXlhVyPRTkNc18y5YtQYO/QrSCuQK8grGmfesmggJzIMePH7eFCxe6EJ469f9FUAXobNmy2YYNGyxfvnxWuHBhmz17tjtfYfvs2bPuuN5XFT0pVrmF0I2I1b9//3APAQAAALhmWu+syq+vNGnS/K1jOHjwoOXIkSPO2uysWbP6HUuVKpVlzpzZvReMZ9q4quI6P23atG7tuQKyL1WnZ86c6abDq5IeaC221ngfOHDAu85ba7h79Ojhrtm5c2dXiBsxYoT7WWvSNR1dY+7QoYMVLFjQkgJCNwAAAACEkAL23x2yY1PVOLHGoAZoJ06csF69elmWLFls2bJlbsbpK6+8YoUKFfKed++997o15Ar8EydOdGvBFbxVSfdQuFYo91D133cGgD6n6rvC/eTJk23QoEGu6ZuupWZtSQFrugEAAAAgyikcKyj7yp49u7dRmceFCxfc9G69F4jWX3/77bf21FNPuTCspm8PPvigm6Ku475Ukc6fP79VqFDBunTpYr/88otb1+1L3xW72u6hNd6alq417mvXrrWyZcu6c2vUqOGmm586dcqSAkI3AAAAAES5okWLuhCrLuYeWmOtIO7bAG3NmjXuHDVJC1YxF99qtaRMmdLv2rFd+v/v+TaQ07UU4jW2QOcPHz7c2rZt66aYaz9v3RAQz3NS2eOb0A0AAAAAEUL7Xmt/az1EDcX0s6Zo+1aHdUzdx0Xbd+l1fOuw1eRM19b2YB4FChRw66i1RZgap6lhmfbsrlmzpnc/bXUxV5Va74sq11q7rXXWOqbQPG3aNLdn9y233OLOUTVbVW+N6cCBAy7Iv/POO67TuYK+h87TlHffYx5z5sxxVW11OBd1Vtd11Pxt+vTpbuxqApcUsKYbAAAAACKEttDq06eP9/Xo0aO9e1qrmZhnP+thw4Z5z1FTs8t1RNf0cnUj1z7YrVu39h5/9tln7eOPP3brsVW9rl69umuQ5qEtvhTqPeuu1X1cjc7GjBnj1lQryCuEa2ye7cjSpUtnP/74o02YMMF9TlPVFe7VgM13XfnixYvd1mA635duHqjj+6uvvuo9psp706ZNbcCAAa7juefPIikgdAMAgP/X3p3ASz23/x+/SiGlTaV9106lPe3KcitCiSIla6FVdFOJUhHFXboJCdEmS8Itoc0adyppL+2btO/q/3h/7v/Mb87pnNNZ5jvfmen1fDzmMWe+M2f6GHNmvtfnc32uCwAQJbQirWA1JU2aNHGXtLrpppts8ODB7lop26JK5d27d0/2dwoUKHDaeAoVKuSqlSdHxdQGDhyY4lj27dtn33//vQuiE1OQPmbMmNOOa1JBl1hDejkAAAAAnAXUB7tDhw4uZd1vO3fudH23FdTHO1a6AQAAAOAskZ4Vci+UKVPGXc4GrHQDAAAAAOARgm4AAAAAADxC0A0AAAAAgEcIugEAAAAA8AhBNwAAAAAAHsl06tSpU149OWKDmtSPHDnS72EAAAAAQNxhpRsAAAAAAI/Qpxtxp0GrOX4PIa7Mn9HYXbfo8LPfQ4kbsybWcNe8puF/Ta++c5HfQ4kb/5lQzV3f/vgWv4cSN94ZUthdN73lB7+HEje+nlLHXe//6VO/hxI3Lqz1D3c9ZNLffg8lbjx+6zl+DwE+Y6UbAAAAAACPEHQDAAAAAOARgm4AAAAAADxC0A0AAAAAgEcIugEAAAAA8AhBNwAAAAAAHiHoBgAAAADAIwTdAAAAAAB4hKAbAAAAAACPEHQDAAAAQBwYOHCgzZ8/39N/48SJE9atWzdbs2aNp/9OPMni9wAAAAAAAP9n9+7d9s4779iiRYvs6NGjVrBgQevatauVKVMm2d9ZuHCh7dmzx+rXr5/g+MqVK+29996z1atXW+bMma1kyZL2+OOP27nnnpvk80yZMsWmTZuW4FjhwoVt1KhR7ucsWbJYq1atbOLEiTZgwIDgYxYvXmyvv/66G0PNmjXtgQcecI+VQ4cOWb9+/eyJJ56w/Pnz29mGoBsAAAAAosSBAwesf//+VrlyZfvnP/9pOXPmtK1bt1r27NlT/L3PPvvMmjZt6gLr0IB7yJAhduONN9pdd91l55xzjq1fv94yZcqU4nMVK1bMjSEg9DmlQYMG9tZbb9nGjRvdY0+ePGkvvvii+3eqVq1qL7zwgn355Zd2zTXXuMcrQG/RosVZGXALQTcAAAAAeOj48ePuEipr1qzukthHH31kF110kVvZDihQoECKz79v3z5bunSpderUKcHxCRMm2LXXXmutW7dOsGp9Jgqyc+fOnez9OXLksPLly9uCBQvs1ltvtf3797vLVVdd5VbQa9SoYZs2bXKPXbFihUtF79Kli52tCLqRKkoHOXLkiEW7kSNH+j0EAAAAIIEPPvjgtJTtNm3a2C233JJkmnhgtXjZsmWWN29eF8w2b9482edfvny5C3aLFCkSPLZ3715btWqVW5VWWvf27dtdwH3bbbdZhQoVUhzvtm3b7L777nOTAuXKlbP27dtbvnz5EjymbNmy7t8VrcbnyZPHpZhfeuml7njjxo3d/u/XXnvNpZonXi0/mxB0I1UUcBPQAgAAAGmntOuWLVsmOJbUKrfs2LHDZs2aZdddd537Pa0Sjx8/3u2PbtKkSZK/s3PnTrcyHRrYKsiWqVOn2h133OH2cs+ZM8eeeuope/75561QoUJJPtcll1ziVtkVoP/1119uskB7t/U72bJlCz5OQbb+XVG6es+ePd3KusZavXp1l+r+4YcfujR5/bcqXV0r8lp5D6Sdny0IugEAAADAQ8mlkidF+6NVME2ry1KqVCnbsGGDC8STC7qPHTt22vOfOnXKXWuFXAFw4LmUhv71118Hnz8xBcwBJUqUCAbh3333nTVr1ix4n1bW9e8GaPV86NChwdtbtmyxuXPn2rPPPuuqqivY1nP37t3bKlas6J77bHH2rvEDAAAAQJTRCnLRokUTHNPtXbt2Jfs7F154oR08ePC05wn8biiloKf0XImpgJtWvZVynrjgm9LKkzNu3Djr2LGjm0RYt26d1atXz3LlymWVKlVyafNnE4JuAAAAAIgSKlCmVeJQup1S5W+tYKtVlwLhAD1egXfi51Il9MT7s8+0zVQBd+LCaqpcrpT1pHz11VcuWFfrsJMnT7pjf//9t7vWPu/AsbMFQTcAAAAARAnt5VYBtOnTp7tgd/78+TZ79my7+uqrUwy6tdqtSuEB2md9/fXXu1Zi33//vXuuSZMm2ebNmxOkiWuP9+effx68rVZgWonW3nI933PPPef2iqsgWygVS1PBt8RUwO399993LcoClc6LFCliM2fOdC3MlN6uiYWzCXu6AQAAACBKqCp4nz597N1333XBq9qF3XnnndawYcNkf0dBsfZ7z5s3z7XrCg3g1apMBc60Cq591CpoVrBgwQQF11TgLGD37t2u57ZagCl9XHu11es7NJVcwfOhQ4esbt26p41FhdRatWrlqq4HdOvWzcaMGeMmADQRoP/GswlBNwAAAABEEQXOocFzaqg6eq9evVxF8dBUdPXoDu3TnZiC4VA9evQ447+lVWsF1iqmllhSv1+2bNmzuhMS6eUAAAAAEOO05/r+++9PU5G09NCe7OLFi5/WAg3JY6UbAAAAAOJA7dq1Pf831C/85ptv9vzfiSesdAMAAAAA4BGCbgAAAAAAPELQDQAAAACARwi6AQAAAADwCEE3AAAAAAAeyXTq1KlTXj05YkPPnj3P2DcvNY8BAAAAACTESjcAAAAAAB6hTzfiToNWc/weQlyZP6Oxu/7HXUv8Hkrc+PSNS931VXf81++hxI0v3q7urlves8zvocSNT8ZVctePv3HU76HEjSF3neeuG9/0rd9DiRtzptd3198sPez3UOJGkyrZ3PXe5x7yeyhxI9cj//J7CPAZK90AAAAAAHiEoBsAAAAAAI8QdAMAAAAA4BGCbgAAAAAAPELQDQAAAACARwi6AQAAAADwCC3DYOeff7717Nkzxcfs2LEjYuMBAAAAgHhB0A0bOnToGR9zpqAcAAAAAHA60ssBAAAAAPAIQTcAAAAAAB4h6AYAAACAODBw4ECbP3++xYJFixbZI488YidPnrR4x55uAAAAAIgSy5Yts48//tjWrVtnf/31l/Xp08dq1659xt9buHCh7dmzx+rXr+9uHzhwwKZMmWK//vqr7dq1y3LmzGm1atWyW2+91S644AL3mG+++cZefvnlJJ9v3LhxlitXriTvmz59uv3yyy+2fv16y5Ili7355ptJPk7P/8knn9jWrVstW7ZsVrduXbv77rvdfdWqVbPJkye7SYJGjRoFf2fChAnu91TsuX379tawYcPgfd99953NmTPHHnvsMYslBN0AAAAAECWOHj1qJUuWtGbNmtmIESNS/XufffaZNW3a1DJn/l8y8+7du93ljjvusKJFi7rAW4G0AvnevXu7xyhAV/AbasyYMXb8+PFkA245ceKEC6DLlStnX331VZKPUbA9Y8YM9++XLVvW/Xft3LkzwWMaN27sxh0IujVxoCD8iSeecIH62LFjrWrVqm7C4NChQzZp0iTr37+/xRqCbgAAAADwkIJYXUJlzZrVXRKrXr26u6TFvn37bOnSpdapU6fgseLFi7tV8oCCBQu6Ve5//etf9vfff9s555xj5557rrskfp4HHnggxX/vlltucddakU6KVtkVID/66KN26aWXBo+XKFEiweNq1qxpb7zxhm3bts2Nb/PmzVa5cmUrU6aMu2jVW62LFXS/88471qJFC8uXL5/FGoJuZEi/fv3syJEjFi1Gjhzp9xAAAACABD744AObNm1agmNt2rQJBq8ZtXz5chc8FylSJMXHabVYad4KuJOi1O3zzjvPrWJnxOLFi+3UqVNupb1nz552+PBhtyresWPHBEGzftaKusavoFtB+ZdffumCdgXbx44dc8d1v9LtA6npsYagGxmigJtAFwAAAEjejTfeaC1btkxwLKlV7vRS2nbu3LmDqeVJ0Sr2+++/b82bN0/2MUoVb9CgQYLV7/RQwKwCaZps6NSpk9tDrv3bgwcPdinz2gcekDdv3mDauVLdtYdbC3saQ7du3dzebqXF6+cvvvjCpaNr5fvee++1YsWKWSwg6AYAAAAADyWXSh4uWhFO6fm1wj1s2DC3t7tt27ZJPmblypUuvfuhhx7K8HgUcCuFvXPnzm5PtnTv3t3uuecel74euo9cwbX2ewdo9T80A2Dq1KkuRV2r85o0eP755+3nn3+20aNH2/Dhwy0W0DIMAAAAAGLYhRdeaAcPHkzyPqV2P/PMMy6tXHu8Q1eZQ82ePdsVcCtdunSGx5MnTx53rSA/QKvTuqigWyilkut4UjQJMG/ePLcX/bfffrOKFSu6x9arV8+lm+u/LRYQdAMAAABADCtVqpRrF6YANvEKt1K6FWj37ds32bRxbRlVOy5VTA+H8uXLu+stW7YEj2lsSnHPnz9/ghV6FVHT+BPTnvBXX33V7QNXinlg9VwC17HS45ugGwAAAACihAJg9b/WJbA/Wj8nXiEOpaBVq90rVqxIEHAPGTLEpW7ff//9blVYgbkuiYPVb7/91gWyoT2xA1avXm09evRwRdECNJbAmPRcgfEGCiwXLlzYVSZX/+4VK1bYhg0bXDq4Cr2pOnnAqlWrXFq8iqwltfKuVW09j1SoUMGlpisNfubMmW4VPXv27BYL2NMNAAAAAFFizZo1NmjQoODtt956K9jTWsXEkqICak2aNHGp2DVq1HDHlH6toFYefvjhBI9XAFygQIEEBdTq1KmTZBCroF0r1urNHaCiaKp0HqBVdBk4cGAwqH7wwQddy69hw4ZZpkyZrFKlSvbPf/4zQXr7ggULXOE2VUwPpYkBFWF7+umng8fU67tVq1bu+VTxPLnXIhoRdAMAAABAlFDQOmXKlDT/nqqj9+rVy1UCVwp3Wp5HKehpGY8C3jMFvapYrn7fDyTT81up5t9//70LohNTJfYxY8acdlxt1nSJNaSXAwAAAECMU6CqNPKU0tCjyc6dO13f7dAV93jFSjcAAAAAxIHatWtbrChTpoy7nA1Y6QYAAAAAwCME3QAAAAAAeISgGwAAAAAAjxB0AwAAAADgEYJuAAAAAAA8kunUqVOnvHpyxI+ePXvayJEjU30cAAAAAEDLMKTS+eef7wLsxHbs2OHLeAAAAAAgFrDSjQyJxpXuBq3m+D2EuDJ/RmN3/eIMPirCpXurTO76hY94TcOl1w3/e03Hfu73SOLHA9f873rcl36PJH7c0/x/1/zth/9vf+GKv/weStyoWT6Pu96yYrHfQ4kbhctf5vcQ4DP2dAMAAAAA4BGCbgAAAAAAPELQDQAAAACARwi6AQAAAADwCEE3AAAAAAAeIegGAAAAAMAjBN0AAAAAAHiEoBsAAAAAAI8QdAMAAAAA4BGCbgAAAACIAwMHDrT58+dbLFi0aJE98sgjdvLkSYt3WfweAAAAAADgfw4fPmyTJ0+2H3/80fbu3WulSpWyTp06WdmyZVP8vYULF9qePXusfv36wWNffvmlC8LXrVvnnnf8+PGWPXv2BL934MABe+ONN+znn3+2TJkyWZ06daxz5852/vnnJ/nv6PFTpkyxX3/91Xbt2mU5c+a0WrVq2a233moXXHBBgsd+88039sknn9jWrVstW7ZsVrduXbv77rvdfdWqVXP/nRpfo0aNgr8zYcIE93v699u3b28NGzYM3vfdd9/ZnDlz7LHHHrNYQtANAAAAAFHi3//+t23cuNEefPBBy5s3r82dO9eefvppGzlypLudnM8++8yaNm1qmTP/XzLz0aNHXXCry7vvvpvk77300kv2119/2RNPPGF///23vfzyy/bKK69Y9+7dk3z87t273eWOO+6wokWLusB73Lhx7jl69+4dfJyC7RkzZrjHacJAY9m5c2eC52rcuLEbdyDo1sSBgnCNRYH62LFjrWrVqi6wP3TokE2aNMn69+9vsYb0cgAAAADw0PHjx13QGHrRscSOHTtmP/zwg91+++1WqVIlK1iwoN1yyy3u+osvvkj2+fft22dLly61GjVqJDh+3XXXWevWre2SSy5J8vc2bdrk0rzvv/9+95gKFSrYXXfdZd9++60LrJNSvHhx69Onj9WsWdONq0qVKm6VWyvlCtoDq+EKkDVx0KBBA/e4EiVKuN8Jpdtr1qyxbdu2udubN2+2ypUrW5kyZdzvaeV8x44d7r533nnHWrRoYfny5bNYw0o3MkRpHz179rRooRlAAAAAIJp88MEHNm3atATH2rRp4wLqUApatcc5a9asCY6fe+65tnz58mSfX/fpMUWKFEnTuFauXOnSzRXkBlx66aUuzXz16tVWu3btVD2PJhGUPn7OOee424sXL7ZTp065wL1nz54utb1cuXLWsWPHBEGzfs6VK5cbfyAwV0q8gnYF25qE0HHdrxT5QGp6rCHoRoYMHTrU7yEAAAAAUe3GG2+0li1bJjiWOLAWBa4KTt9//30XQOfOndulWys4VvCZHKVt67GhqeWpoT3gSt0OpcA5R44c7r7U0Cq7xtu8efPgMQXMmjzQZEOnTp3cirX2bw8ePNhGjBhhWbL8XxiqlPlA2rnS4LWHu1+/fm4SoVu3bm6RT+nr+lmr/UpH15jvvfdeK1asmMUCgm4AAAAA8JAC7KSC7KQoJVt7mZXyrSBahdSuuOIKt9KbHK0Ip/b5w0kr3MOGDXN7u9u2bRs8roBbq/YqyFa1alV3THvE77nnHpcGr+A6QMG19nsHaPU/NANg6tSpbvVdkwEK7p9//nmXyj569GgbPny4xQKCbgAAAACIElrRHjRokB05csSlZefJk8dtoSxQoECyv3PhhRfawYMH0/xvaXVcK9WhFCwrvVv3pURje+aZZ9zqvPZ4h65ea8yiYDxAq9O6qPBaKP1biVfbA7THe968efbss8/aV199ZRUrVnSPrVevnpuY0Bj070c7CqkBAAAAQJRRWrWCVwWlas+ltlzJ0Wq40sH12LRQKruC9bVr1waPaSVa+7FTalGmFW6liivQ7tu3r1utDlW+fHl3vWXLluAxjU0Bfv78+ROs0KuImsafmMbw6quvun3gei0Cq+cSuI6VHt8E3QAAAAAQJVRNXBfti1ZBMq16a393kyZNkv0dBa1a7V6xYkWC4wrE169fH6wOvmHDBnc7EJxrJVqp3moRpsJpKlimnt3q9R1oT6ZiaD169HD3BwLuIUOGuJRwpcBrtVn/ji6BILhw4cKuMvmbb77pxqR/V+ng+u9QdfKAVatWubR4Bf+JzZ49261qByqeq7K6JgS0v33mzJlu7Il7jkcr0ssBAAAAIEooqH3vvffszz//dAXN6tSpY7fddluC9O3EtPdbQblSsUPbhqnwWGjV9IEDB7rrrl27BoP4hx9+2F5//XV76qmnXNVy/XtqGxZw4sQJt2Id2HetveUKlgO/G0qBdSANXnvTJ0yY4PZ863nVAu2f//xngv+OBQsWuNZg5513XoLnUQCvImzqTx6glfdWrVq551PFcxVWixWZTmndHogjDVrN8XsIcWX+jMbu+sUZfFSES/dWmdz1Cx/xmoZLrxv+95qO/dzvkcSPB6753/W4L/0eSfy45/8X9uVvP/x/+wtX/OX3UOJGzfL/24u7ZcViv4cSNwqXvywi/44C1V69erniYqEp3NFq3759bgVdQXRK+9XjAenlAAAAABDjVPhM6d6JC5VFq507d7q+2/EecAvp5QAAAAAQB2rXrm2xokyZMu5yNmClGwAAAAAAjxB0AwAAAADgEYJuAAAAAAA8QtANAAAAAIBHCLoBAAAAAPAIfboBAAAAAPAIK92AD44fP25Tpkxx1wgPXtPw4zUNP17T8OM1DT9eU2/wuoYfryliBUE34AN9OUybNo0viTDiNQ0/XtPw4zUNP17T8OM19Qava/jxmiJWEHQDAAAAAOARgm4AAAAAADxC0A0AAAAAgEcIugEfZM2a1dq0aeOuER68puHHaxp+vKbhx2safrym3uB1DT9eU8QKWoYBAAAAAOARVroBAAAAAPAIQTcAAAAAAB4h6AYAAAAAwCME3QAAAAAAeISgGwAAAAAAjxB0AwDOaNOmTfbWW2/5PQwAAICYk8XvAQAAotORI0fs22+/ta+++spWrVplRYsW9XtIMWnJkiXusm/fPjt58mSC+7p27erbuIDUfg6sXbvWKlWq5PdQACBmEXQDHmvXrt0ZH5MpUyabNGlSRMYTTyeCH374oS1dutT27t1rp06dSnD/6NGjfRtbrFu+fLkLtL/77js7duyYXXfddfbAAw9YkSJF/B5azJk6dapNmzbNypQpY7lz53Z/6wivEydOJPkZkC9fPt/GFE+2bdtmgwYNssmTJ/s9lJilyTa9jklNvDGZkXZ6Db/55ptkJzMHDhzo29iA5BB0Ax7r06dPsvetXLnSPvvss9NOFnFm//73v+3333+3hg0bWp48eQhmMkhBi05ivv76azt06JBdccUV9uSTT9oTTzxhzZo1I+BOp1mzZlm3bt2sUaNGfg8l7mzdutXGjh1rK1asSPJ+gkREA33Pv/TSS7Zz584k7+d9mnbjx49331eXX365FStWzO/hAKlC0A14rFatWqcd27Jli02cONF+/vlna9CgQapWw5HQokWL7LHHHrMKFSr4PZS4oDTnunXrWqdOneyyyy6zzJkp+RGuVdhy5cr5PYy49PLLL7v3qT4HNPGG9OncuXOK9ydeRUTajBs3zkqXLh18nzJBnHHa9tSzZ08XdAOxgqAbiKDdu3fblClTbM6cOVa1alV79tlnrXjx4n4PKyZlz57dcuTI4fcw4kb+/PldWrlScvUzK9vhoSyB+fPnW5s2bfweStxZv369DRs2jPdqGCaGWrRokex30a5du9w2CaSP0sp79+5tBQsW9HsocSNLliy8nog5BN1ABChdd/r06fb5559byZIlbcCAAVaxYkW/hxXTlB2gCQyl7p533nl+DyfmjRo1KriXu1+/flaoUCGXuo+MOX78uM2ePdvtPSxRooSdc845Ce6/8847fRtbrFNhv/379/s9jJin7yRNtjVp0iTZyQ2C7vQrW7asC7wJEsOnZcuW9umnn1qXLl3IHEDMIOgGPPbRRx+5i4oode/ePcl0c6TdJ598Ytu3b7d77rnHrcxq5jvU8OHDfRtbrFKqvi533XWXW53Vnjmllr7++utuj3ft2rUtZ86cfg8zpmzYsMEFNbJx40a/hxNXOnToYO+8847ddtttbpU28YTGBRdc4NvYYkn16tXt4MGDyd6vjKLGjRtHdEzx5Nprr3XtFvfs2ZPk+1STcUgbTRD/9ttvbpuZJt8Sf/+nVEsH8EumU1RwAjxfkT333HPt0ksvTXGfLF8SaXOmlZe2bdtGbCzx3p9bq9/z5s2zAwcO2Hvvvef3kADnTLUwKFCFaMD71Jt6DimhFSOiEUE34LExY8akKv2JLwlE+75PFf6rU6eO30MBnGXLlqV4P62YEA2Sq1oeoEwtAPGPoBsAgDAaMWKEm0RTerN+TgkZLohGqjWgQp8XX3yx30MBgLjAnm4AMdXa5sUXX3T7is/U5kZ9PJF6qW1bRyrkmSnYDmS3ZMuWjUI/YfTHH3+4vrzaqqOfU8Je2fRjPSZjFi5caNWqVXN7jfVzSmrWrBmxccWyRx991Pr37+9qDPTt2zfFz1VquiAaEXQDHjvTSlcAK16pW31REBP4GeGlCsYqmFSqVCm/hxLTQreKqLo+wkcn26+++qrlypXL/ZwSJojgl+eeey74PtXPKeF9mjqanMiaNav7mYK0iEWklwM+F/wIYE83/LRmzRpXMO3bb7+1AgUKWNOmTa1Bgwb0Qs+gQYMGuQk19ZVP3EZQJ+MDBw70bWyxuj9Wk0Na5WKvrHfGjRvnsl/oVgAA4UHQDSAm6YQwsJIQSn177777blYP0unYsWP2/fffu3Zhq1atsho1alizZs3ssssu83tocfU+3bt3r91///1Ug89gIbXy5cuf1oLp77//thUrVlBIDVFRgPKZZ55xrS0LFSrk93Di8vXVZ2niUEYTc0C0Ib0cQFw5fvz4aT07kXpqb9eoUSN32bFjh40dO9aGDBnienWz6p16ofuN1XZNPXoD1Ptc/WXz5s3r0+jiJ4sgqQkNZRHoPibe0m7JkiXusm/fPvc+DUU2Vtrpu+hMtQeQdlu2bLF///vfbnItKfztIxpxZgp4jPTy8Pr000+DP8+ePdvOP//84G2dJP7+++9WpEgRn0YXH/7880+30q2LVr6vv/764F56pE7ofuOnnnoqycmNMxUDxJklVUxJ2S6hnwtInalTp9q0adOsTJkyljt3bgoAhknDhg3d1p0OHTr4PZS4oclgFVN87LHHLE+ePH4PB0gVgm7AY3PmzHGpTipOxW6OjJs5c2bw51mzZrkv3tBVBe1HViof0p6m9+OPP7qTQ01cVK9e3Tp16uSuQ19jpM7o0aPd3/tDDz3k0ktD98bqfarVWV7XjBenHDNmTLC4UmDiTSuL5cqV82l0sUufpyr8pywXhI/ek1988YXLIChdurSdd955Ce6nKGjarV+/3oYNG8YEO2IKQTfgsRYtWtiCBQtcqm6TJk3cCQ1puumnk2xR+mjv3r15LcPk3nvvdavZql6uPfGBIPHIkSOntcPCmQWKeJHmGH6h70G9Z5U1EDqhcckll9iVV17p0+hie+KNyYrw27hxowu2ZevWrX4PJy4ULVrUZbQAsYRCakCE9hn/8MMP9vXXX9vKlSvd6qGKU1WtWpUUPkQF+nR744MPPnCr2vp7D6WMAu2bbd26tW9ji4d06FatWpFKHibvvPOOey3btGnj91CAFC1dutQmTZpkt912mxUvXvy0YopMDiMaEXQDEaY2N9orO3fuXFdl94UXXuCkMZ0pe3odkyv6QyumtFeCTg0qQqeN0nUffvhhV2U7lCrDjxo1Kpi5Afht/Pjx7ntJQUyJEiVOC2RIg86Ybdu2uYs+Q5WdodNvJt29mSRmchjRiPRyIML0JauLvnATB4pI2wmigu7LL7/cihUr5vdwYh7BtDdUtTypQj9K3w+taI70UXs79ZZX8T+lR4caPny4b+OKRRs2bLCSJUsGU6IRHkqDHjlypP3222/u9ksvvWQXX3yxKwam7VEdO3b0e4gxh0l1xCKCbiDC6eXLly93vY/vuusuq1atGsWU0kkn2j179nRBNzJOWReaBAotSqWgUMWVjh49ajVr1rQKFSr4OsZYdNFFF7m/eRX4C6VWN1TdzXgnA6WYqlbGwoUL3fX27dttzZo1dvXVV/s9vJhDIOONCRMmuKwBdTLRd1ZA/fr17a233iLoTgcmiRGLCLoBj7322muukJoqmDdt2tS6d++eoJIx0kcFkwoWLOj3MOLGK6+84l5TFVSTw4cPW79+/dyEkYJDVY1/5JFHmORIIxX00km3JjWqVKnijmlLxMSJE61ly5Z+Dy+mqSK03q8NGjRwWS833HCDW0FUaumBAwf8Hl7MIg06vH799Vd7/PHH3QRcqEKFCrntZkgfddnQpLCK1Pbq1cvy5s3rtkdogpMJYkQjgm7AY/pSUMCtLwLtm01u72yfPn0iPrZYpoBFK11dunThhDAMtPKq7IvQVnda+VYqpIrSqMjSjBkzCLrTSD3OlV6qybdA+rMCGQWIN954o9/Di2m7du0K7pXXa6qJIlGHCAU5+mxA6pEG7Q1lCiVuEyaaGArNLELatpWoLaMm3NatW+cmh+XQoUOueKUmjIFoQ9ANeEwngASF4aeUXZ0cLlq0yLUP0SptKCYx0mb37t1u5SW0OmydOnWCVWCVuqvVRKSN/vZvv/12VxF606ZNLjjU68zJdsblzp3bBS5qz6aJTRWn055krXxRIzbtSIP2RsWKFd0k5q233hr8TNCE5kcffWSVK1f2e3gxafr06XbPPfe4FpfaahagSbj333/f17EBySHoBiJQvTgtVBBI6bzs9U5Z9uzZrXbt2n4PI24oCDx27FjwtgIYBYuh9yfu2Y3U0/54BYhK2dVrScpuxildX3u5S5Uq5SaFFDRqBWzt2rV8NqQDadDe6NChgz399NPufalsF2UNqVCdPg90HGm3ZcsWN5mRmCaJtdoNRCOCbiDKaG/Ss88+69L6kLyuXbv6PYS4ohVC7Ydr37692yunIDGwB1lUoIrCX2lHyq53tJ87sKJ9zTXX2IUXXui2SajoX4sWLfweXswhDdobasH24osv2ueff+7ag+p1VhaRiv3xmZr+LBfVHUhcoDKpopVAtCDoBqIMaZGpp+JUCmYUEGpvV7Zs2VyatGa76X2eNkp/fuaZZ+y7776zv/76y6XthZ4Q/vjjj6f1msaZkbLr3d++9m6qOGVgZfaKK65wF6QPadDe0XfSTTfd5Pcw4qpA5ZtvvmkPPPCAe5/qO2vlypX29ttv28033+z38IAkEXQDiElKd1SQqGJKKqJy2WWXuaBbJ4i6HajCjdRR2vOwYcNs8eLFbhWhbt26p62Ely1b1rfxxSpSdr2hiQz9ratmBsKDNGjvHDx40FavXm179+49bWJdE5xIm9atW7vX8amnnnLbotTuTnVdWrVqZddee63fwwOSRNANICaNHz/eSpcubc8991yCqtvay6n2V0g7FaTTRVT0SxMagYrbCsR1W8E3Uo+UXe9ceumlrhsE6aThQRq0N1R34F//+periaGJ4cS1HAi6006voTIH1B1CaeZ6bfXdRYYbohlBN4CYpL1bgwcPPq1quSoZK8Uc6aNU/REjRtiGDRuSvF89kJF6pOx6p1q1avbuu++696om4BKfcGtvN9KGNOjwU8qztkHcdtttSU7AIe20Xadz585uEiMwUSwKvt944w1qviAqEXQDUYaKxqmj1DIFL4kp4NYXMdKfQaCJi/79+9uDDz7oUvi1Kqv9x3fccYffw4s5pOx65/XXX3fXM2fOTPJ+JojS5o8//kj2O0lZGWrLRnZG2uk7SSnPBNzho4lMfbYm/q5XqrkKghJ0IxoRdANRhkJqqaM93DrZvu+++4InhprlnjJlilWvXt3v4cUstQobMGCA5cyZ072mal1XoUIFV9VcAbkq6yP1SNn1DkF1ePXt2zfF+5VVVK9ePVcvQ/3mkTpVq1a1NWvW0JEkDELbgR0+fDjBJJAm4f/73/9arly5fBodkDKCbiDKvPDCC5Y3b16/hxH1VPV5yJAhriK0CqcpsNHeLrUN6t69u9/Di1k6cQmsHijw1ipN4cKF3SqXeqMi7UjZ9Z5WuAgEM6ZPnz42ceJEt082UDRRxb9mzJhhbdu2dRXjlc4/adIkqu6nYh93wOWXX+4yXFQnQ5NwibdEsQ0i9ZRSHpDU97wmim+55ZYIjwpIHYJuIAJ7j85EXxRqfSEKbnBmqgatImoLFixwezq1yt2sWTNr2LAhJ98ZUKxYMVu/fr0rTqUT748//tidJH755Zes1KQTlYu9myCaPn26zZo1y722mnjTe1RBod6/+jxA6um17NSpk9srH6AgUZPAyioYOnSoS5HWHmWC7pTpuymx999/P8nHkrGReqpSHqha3rt3b8uRI0fwPn1P6fyJRQtEK4JuIAIn3CmdNC5ZssSt1AaCbqStbRAtg8JLK7JKgZZ27dq5NmI60dHJTWifaaQOlYu9DRK1t/P2229P0LFAgaK2nhB0p40mL1XPITEdCxRWVPcC9URGygikvWttKaNHj3YT79r+BMQKgm7AY4888kiSx3/66Sd777333J6kNm3aRHxc8UCpz6pivm/fvtOKqv3jH//wbVyxLHSVq2DBgjZq1ChX9Ct79uwU+UsHKhd7RwG39herddi4ceOCx0uUKMFWiHQoUqSIffjhh65ORiAFWsX/dEz3BT5z2TMLvwUmhzRBHNraMvQzAIg2BN1AhClI1L64devWuWJKrVu3TpAihdT55ptv7NVXX3Unh9rHHUrBIUF3+PD+TD8qF3v72mpiKDGlnyY+CceZdenSxRVKvP/++4NBi1a4NaH56KOPuts7duxw31tI2aeffprqx/JdlXaaaNfWPRVOSwqZBohGBN1AhKiIioqp/Prrry4lWkVAlB6F9NGXqjIENGlBihmiFZWLvaP+vL///vtpKdHff/+9S4NG2pQvX96l7c6bN8+2bt3qjtWtW9caNGgQLK7Idp7USdzGTkGiiv2pqGKgCrdqjyhrgKA77d588023dU8tLZ988kmXUbhnzx635YR6A4hWBN2Ax5T6pDZWOpFRFVMVWNHJIjJGaWX169cn4EZUo3KxdzTpNmbMGLfirdXtH374waWVq0/vY4895vfwYpKC66uuusrvYcQ8vS8D5s+fb//5z39c3RZ1ghC9T1WHoHnz5j6OMnYtXbrUtbgrU6aMOwdQATW1EdWkxgcffOA+d4FoQ9ANeKxHjx4u3fm6665z/Y7V1kqXxDj5ThsVSdKKlla6gWgVKPBF5eLwq1Wrlkt7njZtmkvf1+RmqVKl3LFy5cr5PbyYpQmipPbJ8h2VPvob79WrVzDgFv1855132vPPP+86biDtk+5qaSmqN6JMAr2mmtjU1j0gGhF0Ax5TZXJRr1NdksPJd9q0b9/eVdZetGiR+6JVJfNQOqEB/Mbfdfh98skn1rJlS/dzxYoVrX///gnuP3z4sA0ZMsSefvppn0YYm7Zv324jRowIVipPjPdy+qjau3qcJ6a98mp1h7RTgK1sAbUGVP0BtbTUz1988YXlyZPH7+EBSSLoBjzGiYo3lEKm/fH68tVJIpW1gbODuj6oeGJS7dbUmk37PPfv3+/L2GLZ+PHj3f54TWI8+OCD7nVU54K33nrL7rjjDr+HF7OqVKniquurKnzp0qXdsbVr17pjqryPtFNxSu3hlrZt27pJNm3h0/adbt26+T08IEmZTmkjFADfaLZbFThr1Kjh91BiSufOnd1qdpMmTfweCpCiZcuW2ccff2ybN292t1XT4frrr3ertEg7bStR73P1jQ9NeVbArZNvpZqquBIrXmmvXj5gwAC3cqjP1qFDh7pJTe2fVeCtyuZIO70ftcdbWVmBjCytfKs9Y9euXWnBFqZ0c32+am93IO0ciDasdAM+0b7ur776yvWa1ZeyVm+QeprRVrVdIJqpqNfYsWOtdu3abnVGVqxYYU899ZRbkVFlaKSNKmqrcvGLL77oCqZVrlw5uMKtdF0C7vRPAAeqlCtwUYE6Bd0KZOh7nn56Lfv16+dew8DrqNc1dI83Uk+V388///wERVRV00EdC/Q5AEQrgm4ggtQy5LvvvnPBtvp1a6Xr5ptvdifkSBu1Wfnss8/srrvu8nsoQIrbIDp06BDcgxx472pfsoqrEXSnz5VXXulSn7X6qirGKqKmvbMKuPPmzev38GJSsWLFbP369W5vbNmyZV12hiY3tV+WlncZR6CdcT/++KNNnDjR/d0r0E58fqXJDW2FoOgfohFBNxABq1evdoH2ggULrGDBgu5EW6tdd999N+3DMvCaKu3xl19+ca9h4lZMffr08W1sQGhxqqROAHWM7JaMueGGG1zgrawBBYoDBw60iy66yO9hxaybbrrJpelKu3btXKFKvaY5cuRwqfxIvz///NMWLlyYZFV4in6mngqlaWtO4oBbtPqtzwS1ZyPoRjQi6AY8puBP1XSvuOIKGzx4sFtNkHfffdfvocU0tQmpU6eO38MAUqQgcMmSJW6yLdTixYsJENNJFbZDacJNhdXefPPNBMeZeEsb7TEO0Pt11KhRblJDn7UUqkw//f1rZVYTQ0ov1znAzp07XW95tbhD6m3cuNEtViSnUqVKFK9F1CLoBjymL9n69eu7CqasaoePCtAA0a5Vq1auKrTSdgM1CLS1RLUcOnXq5PfwYtIFF1yQ4LYmNOENrXIjYzTBrs+BW265xTp27Gi9e/d2xdNeeumlBBMdODNNAiXVfi1AWQR6DBCNCLoBj40ePdq++eYb1x5Ee450gtiwYUO/hwUgAq666irLnTu3zZgxw9VzkCJFiliPHj2sVq1afg8vJjHh5l3WQErIHEgfVdXu3r27+1nVy3UeoFRoBeHPPfec+4xA6ihbYM2aNe4zNClqxaa2d0A0IugGPKaiPtorp4v2IGtvt/qgqlKsgvFmzZpRXCWVHn30UffaafVFxZNSSnkcPnx4RMcGJEeFEimW6K358+e7fZwKZpD+rAGEn/YfB/ZxawJOdR4C28zUuQSpp8/RSZMm2WWXXeZey1Dq2637WNRAtCLoBiJIKea6qOXFvHnz7Ouvv3YrYPoCTsuKw9lKJ9WqUKygm1VCAAHKJLrkkksIutOIrAHv6X2pLSXaXla9enXX83zDhg32ww8/WLly5fweXkxp3bq1K0inzAEF14EFC2UTaOJNdTL0GCAaZTqlSg4AfKO9nlr9pvVV6qiqbpkyZVyGgFL1A31lgWjRuXNn10Na/Xn1c0q03xsZp72yStWltRWijVa21T+6RIkS7lpB98qVK12xOlUuJx06bbRooX3y3377rR08eDCYsaHzgVtvvZU6BIhaBN0AYsrvv//uMgS0SqAU/bp167oAXD3PgWigbSM6AcyaNav7OSVNmjSJ2LjiGUF3+pxpm04otuwgmih82b9/v7vWBCcV9hHtCLqBKDmp4YQmbbRioMJUCmqUuqdVg6ZNm7ogJvFeL8APqrKrlMeqVavynvSYPgNKly5t5557rt9DiSlTp05N9WPbtm3r6Vji1erVq11gqDTzUKtWrbLMmTO7zC2k34cffmgtWrRwre2AaEbQDUTJSQ0nNOm3bds2t/o9d+5cV0xFbVhUdA3w2+23324jR44khRQ4S/Xr189uuOEGl5UVStlaH330kT3zzDO+jS0eKEVffdDJckG0o5Aa4DGCae9plfvGG290gY32ev3yyy9+DwlwypYta+vWrSPo9oAm2N5++23XFWLv3r1uNTHU5MmTfRtbLFPbpU2bNrmfVeSzVKlSfg8ppum1TOo11LHA64z0Y+0QsYKgG/DJsmXLXIq0qpdS+CNjr2Ngj7fS+OvVq+f2eAPRQD14FRju3r3bpT+rfVAoFVdC+rz88su2a9cuu/nmm136Pns6M0YTF6NGjXKfqYFWYipaVblyZddXXvtmkXaq7aDXNvFKrDpxqG83gLMD6eVABPYbKbhWVU3Rn5zSyRYvXuxu60RmwIABwb6dODMFMNrLPWfOHJdarokLBdoKuGkZhGirtp8SVmMzVjztqaeespIlS/o9lLigbRA7duywbt26ufZWopXYMWPGuIBRgTfSThMZyspQfZfAZIaqbqvwn77/e/Xq5fcQY5om3vLmzev2xwPRjJVuwGMq9qX9XAHff/+9q8A9aNAgd2IzevRot++bL97U0YTFkiVL7MILL7RGjRq5YDvQqxOINvr7hjfUk5d1g/BZtGiR9e/fPxhwi37u0qWLDR482Nexxfrk0MCBA11P9ECauVqF5sqVyx588EG/hxfz8uXL5/cQgFQh6AY8ppWD4sWLB2//97//dQVVKlSo4G7fdNNNboUBqaN0PE1Q1KhRg5ltRL2dO3da+fLlT0sjVWXzFStWsNc7Azp16uRqONxzzz1WoEABv4cT8zSBkSXL6aeFeu8yuZF+WoXVqrY6GSjYVoV9ddlQW8GkXm+cmdqFfvLJJ25RQyvdJ06cSHD/+PHjfRsbkBz+2gGP6eRae7oCVq5caf/4xz8SfCHv27fPp9HFHqqSI5Yoo+XVV191q1qhtFdW95FenrG03aNHj9pDDz3k9sonntjgxDttqlSp4l6z7t27u++lwFaeCRMmuPuQftr21Lx5c7+HETeUHfjVV19Zy5YtbdKkSW7xQhOcP/30k6vxAEQjgm7AY9oLp3RyXWtGduvWrVapUqXg/X/++adLlQYQn5Iq8LV//37qD4ShVRDC56677nKtl7SnO5Cyq+8sZWppYgMZR3ur8FDWwH333WeXX365C8CVNaAuJnqvqv85EI0IugGPXX311fb666+7wFtfBir6FbpnTu1uKAQExJcRI0YEf1YhqtBsF6VG/vHHH+6zAOmnFF2EjwLt4cOHu5oZmzdvdseKFClil112md9Dixuk6YeHCtMFtu1p8lKZQ6JtZ2QPIVoRdAMeU0qZ9h7//PPPVrFixdP6dqttCC2ugPgSqFIs2bJlc/s4A7SP85JLLrErr7zSp9HFn2PHjp22rzP0/wGSp4lfTQwPGTLEvWYKsgOBtoIZ1dDQvnl9fwHRQNsfdO6kiSJlDagbjFoyrlmzJsEEJxBNCLqBCFBQnVxgfffdd0d8PAC8pUrFokJprVq1IpXcA2rFOHHiRFdMSen6ibHilTozZ850E0BJTVLomCaOVbSKoDvjGjZs6CbhkDG1a9d2GRmavLz22mvtX//6l9vjre0Q1113nd/DA5JE0A1EoJCa0klDZ1+VGjVr1ixXBKhmzZrBSuYA4kvizBaEzzvvvGO//fabm7hUaza1tlLhry+//NLat2/v9/BihrY6dOjQIdn7q1atajNmzIjomOLB0KFDXVG6wGTGhx9+6N6X2bNnd7c1UTRgwAC6l6RD6Pu1fv36bsVbRWq1r1vnVEA0IugGPPbKK6+4dNJ7773X3T58+LD169fPjh8/bnny5HGrDI888ogrCAIgPirsq99xjhw5rG/fvkkWUgvQHlqkj7bsqM9x5cqVbezYsW4lVifdyi5QoSWtKuLM9u7dm2LrKlWFp8NG+vqe63s+4IMPPrB69eoFg25NyG/ZssXHEcauZcuWJWjFqPoYuug11X2hxWqBaEHQDXhMvXhVFTZgzpw5buX7pZdecjPgWq3RKgJBNxAftNKi/YYKumvVquX3cOLWgQMHglWglbKr26LMoXHjxvk8utjaH7thwwY3YZHcSrgmiJExFFELH1oxIhYRdAMeU7pjoUKFEhStqVOnTjDlTBV4v/nmGx9HCCDcKeXt2rWzMmXKuFoOamfDPs7wU8C9Y8cOl1qqKtvffvutlS1b1hYuXBhcTcSZVa9e3QUp1apVS1DwL1CgbsqUKUwKI+rQihGxhqAb8Jj2cuvEJUBtw26//fYE96sgEID48eSTT9rXX39tb7/9tk2YMMHq1q3rAnCKUYWPJizXr1/vUklvuOEGl6r/n//8x1Uxp4d36t100032ww8/uP3H11xzjRUuXNgdV9swvZ7KzNJjkPHAMKWtJjgzWjEilhF0Ax5TD+65c+e6Airq1a0ialWqVAnev337dlL3gDij4FoXbS1RdW1lsygQVwpv06ZNXcCYO3duv4cZk3Ry/fHHH7s93Qqwlcqv7IJRo0bZ2rVr3WtcokQJv4cZM/Q+HDx4sL322mv27rvvJrhPq98qUMd7NX1CA0Pt79a2h/POOy94G2lDK0bEskyn2GQCeEpFPZ555hkXWOvkUKmmDzzwQPB+nehopVsFgQDEr23btrnVb03CafJNAY2KriFtpk2bZlOnTnW9pBXQ/Prrr+5zNdCmDemnffF6n4omL1SXAOnz8ssvp+pxvG/TTn//tGJErCHoBiJg06ZNtnjxYrdaoDTTzJkzB+9TexvtQ9SKOID4pgk2VdbWiuLBgwcp+JMODz/8sDvhbtGihbutz9Zhw4a5opShn60A4pcqlatloLIFGzRo4Fa+VUNHq+EE44hGpJcDEVC0aFF3SUrz5s0jPh4Akc940Sq39s5qX6daB2mPN9Ju165drvhXgFa89Zoqk+iiiy7ydWwAvLdz506XQajPAqXp6zNAQfdHH33kbgdatALRhClhwGOB9PEArXKF3tZq19ChQ30aHQCvaNVl+vTprkCV2tgobbdz5872yiuv2P3330/BnwyscCWusq1+vToOIP6NHz/eSpcu7a5DPwtq167tOsQA0YiVbsBjs2bNckV+AulOKqSiYh+B25qVXbRokc+jBBBOWoVZsmSJXXjhhdaoUSO3qh2oCo2MS1y5OHGRKunTp49PowPgpeXLl7vifyqeFip//vxushOIRgTdQIRRRgGIf1p57dWrl9WoUYN9xmHWuHHj0441bNjQl7EA8Oc8Sl0MElPArTRzIBoRdAMAEGZUJfcO1Z6Bs5v2cM+cOdPuu+8+d1s1HbRtb8qUKQnqPQDRhOl3AAAAADGhY8eOtmLFCuvZs6fbWvLiiy9at27d7M8//7QOHTr4PTwgSax0AxGgtkCBvYYnTpxwxZXU1kKOHj3q8+gAAABig7oUPPfcc7ZgwQLbsGGDW+VW3QxtM0lcZBGIFgTdgMcqVqxoW7duDd4uX7687dixI8FjKlWq5MPIAAAAYsv+/fuDRSrVNmz27Nm2ZcsWW7NmjTvnAqJRplNUdQIAAAAQxbSqPXz4cBdoFypUyHr06GFDhgxxGYPa161rFbBU6zAg2hB0AwAAAIj6VozqBtG6dWubO3eu/fLLL1a1atVgQbU33njD1q1b5wJxINqQXg54bMKECal63J133un5WAAAAGKR0scHDBhgJUqUsJIlS7q08quvvjrYlvHaa6+1xx9/3O9hAkki6AY8tn79+gS3ly9fbqVLl6bYBwAAQCodOHDAcufO7X4+//zzXYHa7NmzB+/Xz4cPH/ZxhEDyCLoBjw0cOPC0VhcPP/ywXXzxxb6NCQAAINZo73ZKt4FoRdANAAAAIOqNGTPGsmbN6n5Wj+5x48YFW7LqNhCtCLoBAAAARLXGjRsnuK2+3Gd6DBAtCLoBAAAARLWuXbv6PQQg3Qi6AY/98ccfCW6rS9/mzZvtyJEjCY6rGicAAACA+EKfbsBj7dq1S9XjJk+e7PlYAAAAAEQWQTfgsZ07d6bqcfnz5/d8LAAAAAAii6AbiDKvvfaa3XLLLZYzZ06/hwIAAAAggzJn9AkAhNe8efPs8OHDfg8DAAAAQBgQdANRhuQTAAAAIH4QdAMAAAAA4BGCbgAAAAAAPELQDQAAAACARwi6AQAAAADwCEE3EGUaNmxo2bJl83sYAAAAAMKAPt2Az44cOWJr1661SpUq+T0UAAAAAGHGSjfgs23bttmgQYP8HgYAAAAADxB0AwAAAADgkSxePTGA/+ncuXOK9588eTJiYwEAAAAQWQTdgMdOnDhhLVq0sOLFiyd5/65du2zq1KkRHxcAAAAA7xF0Ax4rWbKk5cuXz5o0aZLk/evXryfoBgAAAOIUe7oBj1WvXt0OHjyY7P05cuSwxo0bR3RMAAAAACKDlmEAAAAAAHiElW4AAAAAADxC0A344M4777Tt27f7PQwAAAAAHiPoBnzArg4AAADg7EDQDQAAAACARwi6AR80bNjQsmXL5vcwAAAAAHiM6uUAAAAAAHgki1dPDOB0S5YscZd9+/bZyZMnE9zXtWtX38YFAAAAwBsE3UCETJ061aZNm2ZlypSx3LlzW6ZMmfweEgAAAACPEXQDETJr1izr1q2bNWrUyO+hAAAAAIgQCqkBEXLixAkrV66c38MAAAAAEEEE3UCENGvWzObPn+/3MAAAAABEEOnlQIQcP37cZs+e7QqplShRws4555wE9995552+jQ0AAACANwi6gQjZsGGDlSxZ0v28ceNGv4cDAAAAIALo0w0AAAAAgEfY0w1E2LZt22zRokV27Ngxd5t5LwAAACB+kV4ORMj+/ftt5MiR9ttvv7nbL730kl188cU2duxYy5Ejh3Xs2NHvIQIAAAAIM1a6gQiZMGGCK5728ssv23nnnRc8Xr9+fbfyDQAAACD+EHQDEfLrr79ahw4d7KKLLkpwvFChQrZz507fxgUAAADAOwTdQIQcPXo0wQp3wIEDByxr1qy+jAkAAACAtwi6gQipWLGizZkzJ3g7U6ZMdvLkSfvoo4+scuXKvo4NAAAAgDdoGQZEsE/3008/baVKlbKlS5dazZo1Xb9urXTreMGCBf0eIgAAAIAwI+gGIujQoUP2+eef2/r16126uQLwq6++2vLkyeP30AAAAAB4gKAbAAAAAACP0KcbiJA//vgjyePa261Cavny5aOgGgAAABBnWOkGIqRdu3Yp3p8lSxarV6+e3XvvvXbuuedGbFwAAAAAvEPQDUTITz/9ZBMnTrTrr7/eypYt646tXr3aZsyYYW3btrW///7b3n33XRd4d+zY0e/hAgAAAAgD0suBCJk+fbp16tTJqlWrFjxWvHhxy5s3r02ePNmGDh3q+ni//fbbBN0AAABAnKBPNxDBlmH58+c/7biO6T4pWbKk/fXXXz6MDgAAAIAXCLqBCClSpIh9+OGHduLEieAx/axjuk92795tuXLl8nGUAAAAAMKJPd1AhKxYscKeffZZV628RIkS7phWuE+ePGmPPvqolStXzubOnWt79uxx+74BAAAAxD6CbiCCDh8+bPPmzbOtW7e624ULF7YGDRpYtmzZ/B4aAAAAAA8QdAMAAAAA4BGqlwMRtmnTJtu1a1eCvd1Ss2ZN38YEAAAAwBsE3UCEbN++3UaMGBGsVJ6Y2oYBAAAAiC9ULwciZPz48a492Lhx41w/7ueff94GDRpkZcqUsSeffNLv4QEAAADwAEE3ECGrVq2ydu3aWc6cOV0F88yZM1uFChWsffv2LiAHAAAAEH8IuoEIUWuwQJVyBd7qyS358uWzLVu2+Dw6AAAAAF5gTzcQIcWKFbP169dbgQIFrGzZsvbxxx9blixZ7Msvv7SLL77Y7+EBAAAA8AAtw4AIWbRokR09etTq1Klj27Zts2HDhrl+3Tly5LCePXtalSpV/B4iAAAAgDAj6AZ8dODAAcuePbvb4w0AAAAg/hB0AwAAAADgEfZ0Ax5SX+7U6tOnj6djAQAAABB5BN2Ahy644AK/hwAAAADAR6SXAwAAAADgEfp0AwAAAADgEdLLAQ/17ds31ZXJhw8f7vl4AAAAAEQWQTfgoVq1avk9BAAAAAA+Yk83AAAAAAAeYaUbiLC1a9fapk2b3M/FihWzUqVK+T0kAAAAAB4h6AYiZO/evTZq1ChbtmxZsJXYoUOHrHLlytajRw/LmTOn30MEAAAAEGaklwMRMnLkSNuxY4d169bNihYt6o5pxXvMmDF28cUXu8AbAAAAQHyhZRgQIYsWLbIuXboEA27Rzzqm+wAAAADEH4JuIEKUVJIly+k7Os455xx3HwAAAID4Q9ANREiVKlVs/Pjxtnv37uAx/TxhwgR3HwAAAID4w55uIEJ27dplzz77rG3cuNHy5csXPFa8eHHr27evXXTRRX4PEQAAAECYEXQDEaQ/tyVLltjmzZvd7SJFithll13m97AAAAAAeIT0csBjS5cutZ49e7r2YJkyZXJB9rXXXusuZcuWtV69etnvv//u9zABAAAAeICgG/DYzJkz7corrwz25g6lY82bN7dPPvnEl7EBAAAA8BZBN+CxP/74w6pVq5bs/VWrVrW1a9dGdEwAAAAAIoOgG/DY3r17k2wVFtoybN++fREdEwAAAIDIIOgGPJY3b17bsGFDiivhefLkieiYAAAAAEQGQTfgserVq9vkyZPt2LFjp92nY1OmTLHLL7/cl7EBAAAA8BYtwwCP7dmzxx599FHLnDmzXXPNNVa4cGF3XG3D/vOf/9jJkydt+PDhljt3br+HCgAAACDMCLqBCNi5c6e99tprtmjRogTHVWCtS5cuVqBAAd/GBgAAAMA7BN1ABB04cMC2bdvmfi5YsKDlyJHD7yEBAAAA8BBBNwAAAAAAHqGQGgAAAAAAHiHoBgAAAADAIwTdAAAAAAB4hKAbAAAAAACPEHQDAAAAAOARgm4AAAAAADxC0A0AAAAAgHnj/wGJ0UgIKZeTBQAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "'''This function plots a heatmap based on the cluster centers determined during training -- because of differences in scaling, between the traning\n", "set and predictions, and between the cluster center and the final cluster itself, this plot does not necesssarily reflect the expression in each class after prediction.\n", "\n", "However, it is convenient that it can be plotted immediately after training, without needing to wait for predictions to be done, and it can plot the additional\n", "features used in training (such as hessians, etc.). \n", "'''\n", "\n", "clustergrid, df = pbug.plot_class_centers(flowsom_dictionary['fs'])\n", "clustergrid.figure" ] }, { "cell_type": "code", "execution_count": 10, "id": "b6afdcda-6bf3-468d-aa2d-eb23e25a95f4", "metadata": {}, "outputs": [], "source": [ "unsup.predict_folder(img_directory = img_directory, flowsom_dictionary = flowsom_dictionary)" ] }, { "cell_type": "code", "execution_count": 11, "id": "fca9c4ec-adfa-41eb-a32a-93fc7f558782", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "output_dir = project_directory+ \"/PNG_unsup_classes\"\n", "\n", "pbug.plot_classes(unsup.output_dir, output_dir, cmap = 'tab20')\n", "array = plt.imread(f\"{output_dir}/{os.listdir(output_dir)[0]}\")\n", "plt.imshow(array)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 12, "id": "1538abc9-3906-4749-8d27-8dfc998410ab", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "''' This function plots scaled expression medians of each marker in each pixel class, using the predicted pixel classes. \n", "It also can be used to look at the expression of antigen's that were not in pixel classifier's training features\n", "\n", "Here I plot EVERY antigen in the dataset as a dmeonstration -- usually this would not be recommended, as antigens like DNA1/2 and Segs are not interesting\n", "but can obscure the visibility of changes in other antigens.'''\n", "\n", "clustergrid, df = pbug.plot_pixel_heatmap(pixel_folder = unsup.output_dir, \n", " image_folder = img_directory, \n", " channels = list(panel[panel['keep'] == 1]['name']), \n", " panel = panel)\n", "clustergrid.figure" ] }, { "cell_type": "markdown", "id": "fe565c05-8fb5-4ab7-87bd-94d2bfadfbb9", "metadata": {}, "source": [ "## Merging and Annotations --\n", "\n", "Because the unsupervised classifier tends to produce more clusters than are biologically relevant, it is standard to annotate and merge these clusters into a smaller number of more biologically relevant groupings. \n", "However, in this example, I will do a similar merging / annotation of classified cell masks after a secondary FlowSOM. Because it is a similar process I will not repeat that here. \n", "\n", "However, if annotation were to be done here, then the pbug.merge_folder() function with a 'merging_table' (a pandas dataframe with columsn for the curent and destination labels that contains the annotations)\n", "could be used to export a folder of merged pixel classification maps. These merged pixel classifier outputs, could be in turn used in all the ways a supervised pixel classifier can be used (see that notebook for \n", "more details), including classifying cells by mode, extending segmentation masks, etc." ] }, { "cell_type": "code", "execution_count": null, "id": "1abc487b-63c5-40fc-a78d-b3ae07e0ac91", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "id": "1ce2ade0-20e6-43d0-bf17-91a705517f3e", "metadata": {}, "source": [ "## Secondary FlowSOM\n", "\n", "Following the Pixe / Ark-analysis packages -- from which the unsupervised classifier's of PalmettoBUG draw heavy inspiration -- PalmettoBUG offers a 'secondary' FlowSOM\n", "method for classifying cells. \n", "\n", "Unlike supervised classifiers, which tends to have a few well-defined classes, unsupervised classifiers tend to produce an excessive number of classes that can tend to \n", "overlap with other classes or be less well-defined. Therefore, when classifying cells masks using an Unsupervised Classifier, it can difficult to directly classify\n", "using the mode of the pixel classes inside each cell. Instead, here we cluster the cells again, using the percentage of each pixel class within each cell to group\n", "the cells into cell types. \n", "\n", "However, the initial output from a scondary flowsom cell classification are numbers, and not useful biological labels -- so a further annotation & merging step\n", "will be required afterwards." ] }, { "cell_type": "code", "execution_count": 13, "id": "662b852d-3857-4dd4-bef6-280139c95bf0", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\benca\\miniforge3\\envs\\main\\lib\\site-packages\\mudata\\_core\\mudata.py:1531: FutureWarning: From 0.4 .update() will not pull obs/var columns from individual modalities by default anymore. Set mudata.set_options(pull_on_update=False) to adopt the new behaviour, which will become the default. Use new pull_obs/pull_var and push_obs/push_var methods for more flexibility.\n", " self._update_attr(\"var\", axis=0, join_common=join_common)\n", "C:\\Users\\benca\\miniforge3\\envs\\main\\lib\\site-packages\\mudata\\_core\\mudata.py:1429: FutureWarning: From 0.4 .update() will not pull obs/var columns from individual modalities by default anymore. Set mudata.set_options(pull_on_update=False) to adopt the new behaviour, which will become the default. Use new pull_obs/pull_var and push_obs/push_var methods for more flexibility.\n", " self._update_attr(\"obs\", axis=1, join_common=join_common)\n", "\u001b[32m2025-10-23 10:29:59.370\u001b[0m | \u001b[34m\u001b[1mDEBUG \u001b[0m | \u001b[36mflowsom.main\u001b[0m:\u001b[36m__init__\u001b[0m:\u001b[36m82\u001b[0m - \u001b[34m\u001b[1mReading input.\u001b[0m\n", "\u001b[32m2025-10-23 10:29:59.404\u001b[0m | \u001b[34m\u001b[1mDEBUG \u001b[0m | \u001b[36mflowsom.main\u001b[0m:\u001b[36m__init__\u001b[0m:\u001b[36m84\u001b[0m - \u001b[34m\u001b[1mFitting model: clustering and metaclustering.\u001b[0m\n", "\u001b[32m2025-10-23 10:30:51.638\u001b[0m | \u001b[34m\u001b[1mDEBUG \u001b[0m | \u001b[36mflowsom.main\u001b[0m:\u001b[36m__init__\u001b[0m:\u001b[36m86\u001b[0m - \u001b[34m\u001b[1mUpdating derived values.\u001b[0m\n" ] } ], "source": [ "'''First, we train the secondary FlowSOM '''\n", "masks_source = 'example_deepcell_masks' ## or, 'deepcell', etc. to do masks generated in prior notebooks (instead of example masks)\n", "mask_folder = project_directory + f\"/masks/{masks_source}\"\n", "classifier_map_folder = unsup.output_dir\n", "number_of_classes = 20\n", "XY_dim = 8\n", "n_clusters = 10\n", "seed = 42\n", "\n", "\n", "fs, _ = pbug.secondary_flowsom(mask_folder = mask_folder, \n", " classifier_map_folder = classifier_map_folder, \n", " number_of_classes = number_of_classes, \n", " XY_dim = XY_dim, \n", " n_clusters = n_clusters, \n", " seed = seed)" ] }, { "cell_type": "code", "execution_count": 14, "id": "7ba01e51-83f1-4f2b-afd8-e12a264ab5ed", "metadata": {}, "outputs": [], "source": [ "''' Then predict classy-masks from it '''\n", "name = \"myVeryClassyMasks\"\n", "\n", "run_folder = project_directory + f\"/classy_masks/{name}\"\n", "output_folder = run_folder + f\"/{name}\"\n", "if not os.path.exists(run_folder):\n", " os.mkdir(run_folder)\n", "if not os.path.exists(output_folder):\n", " os.mkdir(output_folder)\n", "\n", "cell_classifications = pbug.classify_from_secondary_flowsom(mask_folder, output_folder, flowsom_data = fs)\n", "cell_classifications.to_csv(run_folder + f\"/{name}_cell_classes.csv\", index = False) ## the name for the file here is chosen to match the output / input when using the GUI -- however, outside the GUI being this \n", " ## precise with the naming of the classy output is unnecessary, unless you intend to later load this project into the GUI.\n", " ## Note the formula for the name in the GUI: {classifiername}_{masksfoldername}_masks_cell_classes.csv" ] }, { "cell_type": "markdown", "id": "e9ee63e5-83a5-4528-9433-fae4b550c87f", "metadata": {}, "source": [ "## Annotating a Secondary FlowSOM" ] }, { "cell_type": "code", "execution_count": 15, "id": "50404436-4a4c-4a64-86ca-877112b998c7", "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "'''We can plot a heatmap to examine the characteristics of the cells in each classification group. \n", "\n", "This requires selecting the antigens we want to display in the heatmap (here, I use a previously performed Analysis_panel.csv file\n", "to only look at 'type' markers), as well as specif. \n", "'''\n", "\n", "classy_dir = output_folder\n", "img_dir = project_directory + \"/images/img\"\n", "output_path = None ### Specify a file path if you want th eheatmap to be saved to the disk: project_directory + \"/myVeryClassyMasksHeatmap.png\" \n", "flowsom_data = fs\n", "classifier_name = None ## (optional) this control the title of the graph\n", "\n", "shortcut = f\"{my_computer_path}/example_IMC/Analyses/MyAmazingAnalysis/main/Analysis_panel.csv\"\n", "type_panel = pd.read_csv(shortcut)\n", "type_array = np.array(type_panel['marker_class'] == \"type\")[1:] \n", " ## boolean numpy array (same length as the number of antigens) --> if you only want certain antigens shown, pass in an array here where antigens to show are True, and the rest are False\n", "\n", "clustergrid, df = pbug.plot_pixel_heatmap(pixel_folder = classy_dir, \n", " image_folder = img_directory, \n", " channels = list(panel[panel['keep'] == 1].loc[type_array, 'name']), \n", " panel = panel)\n", "clustergrid.figure" ] }, { "cell_type": "code", "execution_count": 16, "id": "3a03921b-3f7a-42ba-8d0a-047509176536", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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classlabelsmerging
01Vitronectin0
12PanKeratin1
23Vimentin2
34Vimentin2
45Vitronectin0
56BetaCatenin3
67aSMA4
78Ecadherin5
89Ecadherin5
910BetaCatenin3
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" ], "text/plain": [ " class labels merging\n", "0 1 Vitronectin 0\n", "1 2 PanKeratin 1\n", "2 3 Vimentin 2\n", "3 4 Vimentin 2\n", "4 5 Vitronectin 0\n", "5 6 BetaCatenin 3\n", "6 7 aSMA 4\n", "7 8 Ecadherin 5\n", "8 9 Ecadherin 5\n", "9 10 BetaCatenin 3" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "'''\n", "Now make the merging table\n", "'''\n", "merging_table = pd.DataFrame()\n", "merging_table['class'] = [i for i in range(1,n_clusters+1, 1)]\n", "\n", "## manual annotation for each cluster:\n", "mergings = [\"Vitronectin\",\"PanKeratin\",\"Vimentin\",\"Vimentin\",\"Vitronectin\",\"BetaCatenin\",\"aSMA\",\"Ecadherin\",\"Ecadherin\",\"BetaCatenin\"]\n", "merging_table['labels'] = mergings\n", "\n", "zip_dict = {}\n", "for i,ii in enumerate(merging_table['labels'].unique()):\n", " zip_dict[ii] = i\n", " \n", "merging_table['merging'] = merging_table['labels'].replace(zip_dict)\n", "merging_table.to_csv(run_folder + f\"/secondary_merging.csv\", index = False)\n", "merging_table" ] }, { "cell_type": "code", "execution_count": 17, "id": "e36961f7-ae3b-4cdd-893c-9c8ca72ab390", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Warning! One of your merging classes == 1. This can create errors when running mode-based cell classification,and 1 is preferably reserved as a merging number.\n" ] }, { "data": { "text/html": [ "
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classification
0Vimentin
1Vitronectin
2Vitronectin
3PanKeratin
4Vitronectin
......
36922Vitronectin
36923Vitronectin
36924Vitronectin
36925Vitronectin
36926Vitronectin
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36927 rows × 1 columns

\n", "
" ], "text/plain": [ " classification\n", "0 Vimentin\n", "1 Vitronectin\n", "2 Vitronectin\n", "3 PanKeratin\n", "4 Vitronectin\n", "... ...\n", "36922 Vitronectin\n", "36923 Vitronectin\n", "36924 Vitronectin\n", "36925 Vitronectin\n", "36926 Vitronectin\n", "\n", "[36927 rows x 1 columns]" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pbug.merge_folder(output_folder, merging_table = merging_table)\n", "\n", "zip_dict = {}\n", "for i,ii in zip(merging_table['class'], merging_table['labels']):\n", " zip_dict[i] = ii\n", "\n", "new_cell_classifications = cell_classifications.replace(zip_dict)\n", "new_cell_classifications.to_csv(run_folder + f\"/secondary_cell_classification.csv\", index = False)\n", "new_cell_classifications" ] }, { "cell_type": "code", "execution_count": null, "id": "6a72de47-7583-4edc-bb36-8f16662428bf", "metadata": { "editable": true, "slideshow": { "slide_type": "" }, "tags": [] }, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.10.16" } }, "nbformat": 4, "nbformat_minor": 5 }