From b2203be54146802332c1ffae329d11c39c5ff195 Mon Sep 17 00:00:00 2001 From: Dcosthephalump Date: Tue, 2 Apr 2024 09:27:21 -0600 Subject: [PATCH] big update: preprocessing --- README.md | 14 +- environment.yml | 1 + glyptodon/app.py | 25 +- .../stvrnktmnstrygrkcllctnn53.cfg | 12 +- nbs/01_manuscriptFiles.ipynb | 38 +- nbs/02_selection.ipynb | 6 +- nbs/05_classes.ipynb | 2 +- nbs/07_app.ipynb | 84 +- nbs/09_imageProcessing.ipynb | 2123 +++++++++++++++++ nbs/temp/image53Stripe-Margin-Denoised.jpg | Bin 0 -> 641405 bytes nbs/temp/image53Stripe-Margin-Deskewed.jpg | Bin 0 -> 449837 bytes nbs/temp/image53Stripe-Margin-Segmented.jpg | Bin 0 -> 66112 bytes nbs/temp/image53Stripe-Margin.jpg | Bin 0 -> 900271 bytes 13 files changed, 2243 insertions(+), 62 deletions(-) create mode 100644 nbs/09_imageProcessing.ipynb create mode 100644 nbs/temp/image53Stripe-Margin-Denoised.jpg create mode 100644 nbs/temp/image53Stripe-Margin-Deskewed.jpg create mode 100644 nbs/temp/image53Stripe-Margin-Segmented.jpg create mode 100644 nbs/temp/image53Stripe-Margin.jpg diff --git a/README.md b/README.md index 1fd96ac..7bc4c93 100644 --- a/README.md +++ b/README.md @@ -1,9 +1,15 @@ # glyptodon -Glyptodon is a manuscript annotation tool that uses [Dash](https://dash.plotly.com/) and [Plotly](https://plotly.com/python/). +Glyptodon is a manuscript annotation tool that uses [Dash](https://dash.plotly.com/), [Plotly](https://plotly.com/python/), [OpenCV](https://opencv.org/), and [NumPy](https://numpy.org/). The purpose of this tool is to create and utilize physical document transcriptions for the digital humanities. -At present, it can accept manuscript images for most image formats and manuscript transcriptions in xml. +At present, it can accept manuscript images for most image formats. It cannot use the transcriptions uploaded in xml yet, but it should be able to in future updates. -It cannot use the transcriptions uploaded in xml yet, but it should be able to in future updates. +There is an algorithm for line level segmentation and preprocessing that will be integrated into the Dash GUI in later updates. -The purpose of this tool is to create and utilize physical document transcriptions for the digital humanities. +The manuscripts/datasets that this algorithm was made in mind for are: +- [HPGTR](https://github.com/vivianpl/HPGTR/tree/main) +- [EPARCHOS](https://zenodo.org/records/4095301) +- Stavronikita Monastery Greek Handwritten Document Collection: + - [No. 53](https://zenodo.org/records/5595669) + - [No. 79](https://zenodo.org/records/5578136) + - [No. 114](https://zenodo.org/records/5578251) \ No newline at end of file diff --git a/environment.yml b/environment.yml index b7274bf..de4f37c 100644 --- a/environment.yml +++ b/environment.yml @@ -16,6 +16,7 @@ dependencies: - dash-bootstrap-components # For website styling - pandas - numpy + - matplotlib - pip - pip: # App library diff --git a/glyptodon/app.py b/glyptodon/app.py index c69e3a0..646841c 100644 --- a/glyptodon/app.py +++ b/glyptodon/app.py @@ -18,8 +18,9 @@ import re import os -# %% ../nbs/07_app.ipynb 8 +# %% ../nbs/07_app.ipynb 6 selectionKey, selectionLayout = createSelectionLayout() +print(selectionKey) centuries, informationLayout = createInformationLayout() @@ -27,7 +28,7 @@ exportLayout = createExportLayout() -# %% ../nbs/07_app.ipynb 10 +# %% ../nbs/07_app.ipynb 8 app = Dash( external_stylesheets=[dbc.themes.BOOTSTRAP] ) @@ -77,7 +78,7 @@ ] ) -# %% ../nbs/07_app.ipynb 14 +# %% ../nbs/07_app.ipynb 10 newManuscript = False selectedManuscript = selectionKey[ "Stavronikita Monastery Greek handwritten document Collection no.53" @@ -128,7 +129,7 @@ def selectManuscript(work): ] return work, author, language, country, city, institution, centuriesValue, {"display": "none"} -# %% ../nbs/07_app.ipynb 17 +# %% ../nbs/07_app.ipynb 12 @callback( Output("tabs-object","value", allow_duplicate=True), Input("finalize-selection", "n_clicks"), @@ -137,7 +138,7 @@ def selectManuscript(work): def finalizeSelectionCallback(clicks): return "information" -# %% ../nbs/07_app.ipynb 19 +# %% ../nbs/07_app.ipynb 14 @callback( Output("tabs-object", "value", allow_duplicate=True), Output("manuscript-select", "value"), @@ -246,7 +247,7 @@ def saveNContinuteCallback( return "annotation", manSelectVal, manSelectOpts, dropdownOptions, dropdownOptions[0]["value"] -# %% ../nbs/07_app.ipynb 22 +# %% ../nbs/07_app.ipynb 16 @callback( Output("annotation-figure", "figure"), Input("page-selector", "value"), @@ -301,7 +302,7 @@ def pageSelectorCallback(path): return fig -# %% ../nbs/07_app.ipynb 24 +# %% ../nbs/07_app.ipynb 18 @callback( Output("dummy-output","children", allow_duplicate=True), Input("save-shapes", "n_clicks"), @@ -367,7 +368,7 @@ def saveShapesCallback(clicks, shapes, path): dummy = ["1","2","3"] return dummy -# %% ../nbs/07_app.ipynb 26 +# %% ../nbs/07_app.ipynb 20 @callback( Output("annotation-text-area","value"), Input("annotation-figure", "relayoutData"), @@ -402,7 +403,7 @@ def lineNumberCallback(shapes, currentText): return newValue -# %% ../nbs/07_app.ipynb 28 +# %% ../nbs/07_app.ipynb 22 @callback( Output("dummy-output", "children", allow_duplicate=True), Input("save-annotation", "n_clicks"), @@ -484,7 +485,7 @@ def saveAnnotationCallback(clicks, shapes, path, currentText): dummy = ["1", "2", "3"] return dummy -# %% ../nbs/07_app.ipynb 30 +# %% ../nbs/07_app.ipynb 24 @callback( Output("tabs-object", "value", allow_duplicate=True), Input("next-tab", "n_clicks"), @@ -493,7 +494,7 @@ def saveAnnotationCallback(clicks, shapes, path, currentText): def nextTabCallback(clicks): return "export" -# %% ../nbs/07_app.ipynb 32 +# %% ../nbs/07_app.ipynb 26 @callback( Output("export-download", "data"), Input("export-button", "n_clicks"), @@ -506,6 +507,6 @@ def exportManuscriptCallback(clicks, name, options): path = zipManuscript(options, selectedManuscript[0], name) return dcc.send_file(path) -# %% ../nbs/07_app.ipynb 34 +# %% ../nbs/07_app.ipynb 28 if __name__ == "__main__": app.run(debug=True) diff --git a/glyptodon/manuscripts/stvrnktmnstrygrkcllctnn.53/stvrnktmnstrygrkcllctnn53.cfg b/glyptodon/manuscripts/stvrnktmnstrygrkcllctnn.53/stvrnktmnstrygrkcllctnn53.cfg index f289e05..54a2034 100644 --- a/glyptodon/manuscripts/stvrnktmnstrygrkcllctnn.53/stvrnktmnstrygrkcllctnn53.cfg +++ b/glyptodon/manuscripts/stvrnktmnstrygrkcllctnn.53/stvrnktmnstrygrkcllctnn53.cfg @@ -1,7 +1,7 @@ -Work:Stavronikita Monastery Greek handwritten document Collection no.53 -Author: -Language:Greek -Country:Greece -City:Mount Athos -Institution:Stavronikita Monastery +Work:None +Author:None +Language:None +Country:None +City:None +Institution:None Centuries:14th Century diff --git a/nbs/01_manuscriptFiles.ipynb b/nbs/01_manuscriptFiles.ipynb index 35f049c..af203b0 100644 --- a/nbs/01_manuscriptFiles.ipynb +++ b/nbs/01_manuscriptFiles.ipynb @@ -30,7 +30,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 1, "metadata": { "tags": [] }, @@ -117,22 +117,20 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 24, "metadata": { "tags": [] }, "outputs": [ { - "ename": "NameError", - "evalue": "name 'dictToList' is not defined", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)", - "Cell \u001b[0;32mIn[9], line 12\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[38;5;66;03m# Testing on a real world example\u001b[39;00m\n\u001b[1;32m 2\u001b[0m Stav53 \u001b[38;5;241m=\u001b[39m {\n\u001b[1;32m 3\u001b[0m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mWork\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mStavronikita Monastery Greek handwritten document Collection no.53\u001b[39m\u001b[38;5;124m'\u001b[39m,\n\u001b[1;32m 4\u001b[0m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mAuthor\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124m'\u001b[39m,\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 9\u001b[0m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mCenturies\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124m14th Century\u001b[39m\u001b[38;5;124m'\u001b[39m\n\u001b[1;32m 10\u001b[0m }\n\u001b[0;32m---> 12\u001b[0m \u001b[43mcreateManuscriptDirectory\u001b[49m\u001b[43m(\u001b[49m\u001b[43mStav53\u001b[49m\u001b[43m)\u001b[49m\n", - "Cell \u001b[0;32mIn[2], line 30\u001b[0m, in \u001b[0;36mcreateManuscriptDirectory\u001b[0;34m(metadata)\u001b[0m\n\u001b[1;32m 27\u001b[0m f \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mopen\u001b[39m(title \u001b[38;5;241m+\u001b[39m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124m.cfg\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mw\u001b[39m\u001b[38;5;124m'\u001b[39m)\n\u001b[1;32m 29\u001b[0m \u001b[38;5;66;03m# Writes relevant metadata to file\u001b[39;00m\n\u001b[0;32m---> 30\u001b[0m printable \u001b[38;5;241m=\u001b[39m \u001b[43mdictToList\u001b[49m(metadata)\n\u001b[1;32m 31\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m data \u001b[38;5;129;01min\u001b[39;00m printable:\n\u001b[1;32m 32\u001b[0m f\u001b[38;5;241m.\u001b[39mwrite(data \u001b[38;5;241m+\u001b[39m \u001b[38;5;124m'\u001b[39m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;124m'\u001b[39m)\n", - "\u001b[0;31mNameError\u001b[0m: name 'dictToList' is not defined" - ] + "data": { + "text/plain": [ + "'/home/dc/glyptodon/glyptodon/manuscripts/stvrnktmnstrygrkcllctnn53'" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" } ], "source": [ @@ -161,7 +159,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 12, "metadata": { "tags": [] }, @@ -749,8 +747,10 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, + "execution_count": 41, + "metadata": { + "tags": [] + }, "outputs": [], "source": [ "#| export\n", @@ -770,13 +770,15 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, + "execution_count": 43, + "metadata": { + "tags": [] + }, "outputs": [], "source": [ "#| hide\n", "\n", - "directory = '/home/dc/glyptodon/manuscripts/stvrnktmnstrygrkcllctnn.53'\n", + "directory = '/home/dc/glyptodon/glyptodon/manuscripts/stvrnktmnstrygrkcllctnn.53'\n", "information = {'Work': 'Stavronikita Monastery Greek handwritten document Collection no.53',\n", " 'Author': 'Anonymous',\n", " 'Language': 'Greek',\n", diff --git a/nbs/02_selection.ipynb b/nbs/02_selection.ipynb index a48984c..ee2ab0c 100644 --- a/nbs/02_selection.ipynb +++ b/nbs/02_selection.ipynb @@ -37,7 +37,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -48,7 +48,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 3, "metadata": { "tags": [] }, @@ -75,7 +75,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ diff --git a/nbs/05_classes.ipynb b/nbs/05_classes.ipynb index d0dd596..3a504cf 100644 --- a/nbs/05_classes.ipynb +++ b/nbs/05_classes.ipynb @@ -620,7 +620,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.4" + "version": "3.11.3" } }, "nbformat": 4, diff --git a/nbs/07_app.ipynb b/nbs/07_app.ipynb index 757600b..7ee61a2 100644 --- a/nbs/07_app.ipynb +++ b/nbs/07_app.ipynb @@ -11,7 +11,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 32, "metadata": {}, "outputs": [], "source": [ @@ -20,7 +20,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 33, "metadata": { "tags": [] }, @@ -41,7 +41,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 34, "metadata": { "tags": [] }, @@ -69,12 +69,21 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 35, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "{'EPARCHOS': ('/home/dc/glyptodon/nbs/manuscripts/eparchos', {'Work': 'EPARCHOS', 'Author': 'None', 'Language': 'None', 'Country': 'None', 'City': 'None', 'Institution': 'None', 'Centuries': '1st to 20th Centuries'}), 'Stavronikita Monastery Greek handwritten document Collection no.53': ('/home/dc/glyptodon/nbs/manuscripts/stvrnktmnstrygrkcllctnn.53', {'Work': 'Stavronikita Monastery Greek handwritten document Collection no.53', 'Author': 'Anonymous', 'Language': 'Greek', 'Country': 'Greece', 'City': 'Mount Athos', 'Institution': 'Stavronikita Monastery', 'Centuries': '14th Century'})}\n" + ] + } + ], "source": [ "#| export\n", "selectionKey, selectionLayout = createSelectionLayout()\n", + "print(selectionKey)\n", "\n", "centuries, informationLayout = createInformationLayout()\n", "\n", @@ -94,7 +103,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 36, "metadata": {}, "outputs": [], "source": [ @@ -164,7 +173,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 37, "metadata": { "tags": [] }, @@ -235,7 +244,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 38, "metadata": {}, "outputs": [], "source": [ @@ -260,7 +269,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 39, "metadata": {}, "outputs": [], "source": [ @@ -387,7 +396,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 40, "metadata": {}, "outputs": [], "source": [ @@ -564,7 +573,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 41, "metadata": {}, "outputs": [], "source": [ @@ -648,7 +657,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 42, "metadata": {}, "outputs": [], "source": [ @@ -701,7 +710,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 43, "metadata": {}, "outputs": [], "source": [ @@ -799,7 +808,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 44, "metadata": {}, "outputs": [], "source": [ @@ -824,7 +833,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 45, "metadata": { "tags": [] }, @@ -855,11 +864,43 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 46, "metadata": { "tags": [] }, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "\n", + " \n", + " " + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m\n", + "\u001b[1;31mKeyError\u001b[0m Traceback (most recent call last)\n", + "\u001b[1;31mKeyError\u001b[0m: 'shapes'\n", + "\n" + ] + } + ], "source": [ "#| export\n", "if __name__ == \"__main__\":\n", @@ -868,7 +909,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 16, "metadata": { "tags": [] }, @@ -879,6 +920,13 @@ "\n", "nbdev.nbdev_export()" ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": { diff --git a/nbs/09_imageProcessing.ipynb b/nbs/09_imageProcessing.ipynb new file mode 100644 index 0000000..6ad9df5 --- /dev/null +++ b/nbs/09_imageProcessing.ipynb @@ -0,0 +1,2123 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "0092697e-e447-43f7-9fda-7b2b3d0fbbf4", + "metadata": {}, + "source": [ + "These library calls are for:\n", + "- `cv2` which gives us a way of using Python wrapped C++ code for image manipulation.\n", + "- `numpy` which gives us a way of storing and handling matrices more efficiently in Python." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "9192a389-742f-40d3-a69e-d2acc01ae9a6", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "import cv2\n", + "import numpy as np\n", + "from matplotlib import pyplot as plt" + ] + }, + { + "cell_type": "markdown", + "id": "c0fec627-23c7-4e16-bb43-56fda19e3b70", + "metadata": {}, + "source": [ + "this is just a test image import" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "431b51b6-072f-477b-9880-4fce7c771dd7", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "True" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "fileName = \"manuscripts/stvrnktmnstrygrkcllctnn.53/images/15_01_0053_0009_f_4v_res.png\"\n", + "img = cv2.imread(fileName)\n", + "cv2.imwrite(\"temp/image53Stripe-Margin.jpg\", img)" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "f477e2d8-ca7d-4f42-9da6-5f3c7976e87a", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.imshow(cv2.cvtColor(img, cv2.COLOR_BGR2RGB))" + ] + }, + { + "cell_type": "markdown", + "id": "b6b5833d-dcde-4b90-9210-98052a7455c8", + "metadata": {}, + "source": [ + "# grayscale\n", + "\n", + "Not much to say about this. This function takes in a colorized image and returns a grayscale image." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "11399cff-30b4-4258-9bdb-96d215f1c852", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "def grayscale(image):\n", + " image = cv2.cvtColor(img, cv2.COLOR_BGR2GRAY)\n", + " return image" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "57efcfce-0602-44e1-b3ca-a49be1eae4b2", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "gray = grayscale(img)\n", + "plt.imshow(gray, cmap=\"gray\")" + ] + }, + { + "cell_type": "markdown", + "id": "090404b9-5bda-4b5c-849a-29b90fdeddd4", + "metadata": {}, + "source": [ + "# adaptBinarization\n", + "\n", + "This function takes a greyscale image and returns a binarized version of it. This is to say that the pixel intensity values of a given image may range between many of the 256 possible intensities that a computer monitor can output (more in specialized contexts, but that's another point for another time). This takes those images and assigns either the greatest intensity or the least intensity, but nothing in between, to any given pixel in the image.\n", + "\n", + "This assignment is based on whether the individual pixel $P$ satisfies $P\\leq T_G$ (that is, the pixel intensity is less than or equal to the threshold value) where $T_G=G*I-C$ where $G$ is a Gaussian kernel, $I$ is the image, $*$ is the 2D convolution operation, and $C$ is a constant to allow the user to have some control over the extent that thresholding impacts the outcome. Each of these paramaters can be tuned by a user, but the default values are well tested." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "49af6565-aeed-4824-8ee8-dd1f2e4fa525", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "def adaptBinarization(image, kernelSize=25, constant=8):\n", + " imageBinarized = cv2.adaptiveThreshold(\n", + " image,\n", + " 255,\n", + " cv2.ADAPTIVE_THRESH_GAUSSIAN_C,\n", + " cv2.THRESH_BINARY,\n", + " kernelSize,\n", + " constant,\n", + " )\n", + " normalizedBin = imageBinarized / 255\n", + " return normalizedBin.astype(int)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "5974f2ad-563e-4cf6-afc4-b0aee23521bb", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "imgBin = adaptBinarization(gray, kernelSize=25, constant=8)\n", + "plt.imshow(imgBin, cmap=\"gray\")" + ] + }, + { + "cell_type": "markdown", + "id": "8b78ee45-8122-42c7-bcaa-2a812017b0d0", + "metadata": {}, + "source": [ + "# invert\n", + "\n", + "This takes an image and inverts the values of the pixel (turning dark pixels light and light pixels dark)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "387aefc1-666c-488f-8809-6594efceb5d3", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "def invert(img):\n", + " img = np.where(img == 1, 0, 1)\n", + " return img" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "f42a27c7-4ebb-4c42-a13b-bd8a79a3c979", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "invertedBin = invert(imgBin)\n", + "\n", + "plt.imshow(invertedBin, cmap=\"gray\")" + ] + }, + { + "cell_type": "markdown", + "id": "43c87450-b1f7-4850-b491-3f674f3c4711", + "metadata": {}, + "source": [ + "Note that, while this image is very clean to human eyes, there is a lot of ambiguity in it. Below is a histogram summing the values in each column of the image to show just how much extra 'noise' is still in the image." + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "3cb8740a-9c34-4600-b882-9e2b876b4dc2", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "xInverted = invertedBin.sum(axis=0)\n", + "plt.bar(range(len(xInverted)), xInverted)" + ] + }, + { + "cell_type": "markdown", + "id": "f23ba138-2a0d-4fd5-8ce5-1d20a9472c92", + "metadata": {}, + "source": [ + "# floodFill\n", + "\n", + "This function is an implementation of a well documented algorithm for identifying connected components in binarized images. For this version, the main core of the algorithm is taken from Burger and Burge's excellent text on *Digital Image Processing* (ch. 8). This uses the Breadth-First version of the algorithm. It is adapted for a couple of purposes." + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "d3459fb7-c3be-4720-8f05-4b633042b192", + "metadata": {}, + "outputs": [], + "source": [ + "def floodFill(img, coordinate, label, baseline=1):\n", + " queue = [coordinate]\n", + " while queue:\n", + " (y, x) = queue.pop()\n", + " inBounds = 0 <= y and y < img.shape[0] and 0 <= x and x < img.shape[1]\n", + " if inBounds and img[y, x] == baseline:\n", + " neighbors = [\n", + " (y - 1, x - 1),\n", + " (y, x - 1),\n", + " (y + 1, x - 1),\n", + " (y - 1, x),\n", + " (y + 1, x),\n", + " (y - 1, x + 1),\n", + " (y, x + 1),\n", + " (y + 1, x + 1),\n", + " ]\n", + " for i, j in neighbors:\n", + " queue.append((i, j))\n", + " img[y, x] = label" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "3dfb4005-980d-40f1-8701-6c0577e57366", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[[0 0 0 0 0]\n", + " [0 3 2 3 0]\n", + " [0 3 2 3 0]\n", + " [0 3 3 3 0]\n", + " [0 0 0 0 0]]\n" + ] + } + ], + "source": [ + "test = np.array(\n", + " [\n", + " [0, 0, 0, 0, 0],\n", + " [0, 1, 2, 1, 0],\n", + " [0, 1, 2, 1, 0],\n", + " [0, 1, 1, 1, 0],\n", + " [0, 0, 0, 0, 0],\n", + " ]\n", + ")\n", + "\n", + "floodFill(test, (1, 1), 3)\n", + "print(test)" + ] + }, + { + "cell_type": "markdown", + "id": "befdd63f-a8fe-4536-8cd9-310ad8beb247", + "metadata": {}, + "source": [ + "# regionLabel\n", + "\n", + "This takes an image matrix of a binarized image and systematically fills every region." + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "07dabe66-907b-4354-918d-d7d10102b08f", + "metadata": {}, + "outputs": [], + "source": [ + "def regionLabel(img):\n", + " copy = np.zeros(img.shape) + img\n", + " label = 2\n", + " for (y, x), k in np.ndenumerate(copy):\n", + " if k == 1:\n", + " floodFill(copy, (y, x), label)\n", + " label += 1\n", + " copyDown = copy\n", + " return copyDown.astype(int)" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "62b3d173-cf79-430a-9c82-d5b2ec418789", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "regLab = regionLabel(invertedBin)\n", + "plt.imshow(regLab, cmap=\"gray\")" + ] + }, + { + "cell_type": "markdown", + "id": "8c30200b-4812-4d74-8991-42be8cf29111", + "metadata": {}, + "source": [ + "# regionSizes\n", + "\n", + "Using the `boundingBox` function, this function will box all the regions in an image processed with regionLabel and return them in a list with the region label and the area of the bounding box surrounding the region." + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "4da5f276-cc12-4a20-9275-30e57ae32056", + "metadata": {}, + "outputs": [], + "source": [ + "def regionSizes(img):\n", + " regionsNumber = np.amax(img)\n", + " i = 2\n", + " regionList = []\n", + " while i <= regionsNumber:\n", + " region = np.where(img == i, 1, 0)\n", + " regionSize = region.sum()\n", + " regionList.append((regionSize, i))\n", + " i += 1\n", + " return regionList" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "141b6244-d392-4e12-b45a-b59217f5e5b0", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "testRegSize = regionSizes(regLab)" + ] + }, + { + "cell_type": "markdown", + "id": "c8674e02-d6c7-4266-a36f-57fe243db48a", + "metadata": {}, + "source": [ + "# regionCull\n", + "\n", + "This function takes an image that has been processed by regionSizes and will remove elements inside based on how large the bounding box is. Anything above or below specified thresholds will be removed. It also takes in the inverted, binarized image in order to make the" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "51796510-8da1-487c-a31e-865a034235fb", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "def regionCull(boxedRegionsList, regionLabeledImage, lowerBound=100, upperBound=15000):\n", + " copy = np.zeros(regionLabeledImage.shape)\n", + " # Checks for region sizes within threshold values\n", + " for i in range(len(boxedRegionsList)):\n", + " size, label = boxedRegionsList[i]\n", + " if size >= lowerBound and size <= upperBound:\n", + " copy = copy + np.where(regionLabeledImage == label, 1, 0)\n", + "\n", + " return copy.astype(int)" + ] + }, + { + "cell_type": "markdown", + "id": "061b43a1-6fea-4c83-8932-3686f47b4889", + "metadata": {}, + "source": [ + "Now that we have regions sized up, we want to remove the smallest regions, those containing the small smudges, the crinkling, the dust, all the things of a manuscript that slowly impact its pages. However, we don't want to be overzealous and remove too much stuff. We want to keep characters. Below we have a distribution of the size of objects, you'll notice that there are a ton of incredibly small objects speckling the graph. This is the vast majority of what is on the manuscript. However, there are also some very large objects. The graph doesn't show it, but there are some objects that take up quite a large number of pixels. We want to remove the really large objects. The easiest thing to do is cut off all objects where the number of objects of the same size is very small." + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "5d09674d-daf4-4817-92f6-735889812829", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "3155\n" + ] + } + ], + "source": [ + "regionStats = []\n", + "for i in range(len(testRegSize)):\n", + " regionStats.append(testRegSize[i][0])\n", + "\n", + "unique, counts = np.unique(regionStats, return_counts=True)\n", + "\n", + "regionCounts = dict(zip(unique, counts))\n", + "print(max(regionCounts.values()))" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "1c22ffa1-ba9c-494f-8c90-123d3b1daaad", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.bar(range(len(regionCounts)), list(regionCounts.values()), align=\"center\")" + ] + }, + { + "cell_type": "markdown", + "id": "381c240f-3857-4b29-a13a-2e8d47792243", + "metadata": {}, + "source": [ + "# getRegionCounts\n", + "\n", + "This function counts the number of regions of a particular size in our region sized image. It takes in a list of regions and their sizes and counts the sizes, irrespective of the particular region. It returns these values in a dictionary." + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "636f7401-5ea9-4645-abb4-02fd3c4abf08", + "metadata": {}, + "outputs": [], + "source": [ + "def getRegionCounts(regionsAndSizes):\n", + " regionStats = []\n", + " for i in range(len(regionsAndSizes)):\n", + " regionStats.append(regionsAndSizes[i][0])\n", + "\n", + " unique, counts = np.unique(regionStats, return_counts=True)\n", + "\n", + " return dict(zip(unique, counts))" + ] + }, + { + "cell_type": "markdown", + "id": "da27a80e-fddd-49f4-8724-06d91a9ec95a", + "metadata": {}, + "source": [ + "# getMinIndex\n", + "\n", + "This function, focusing on the fact that the distribution is bimodal, searches for the first local minimum in the histogram. Once the index is found, it is returned. It takes in the output of `getRegionCounts`." + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "71764b55-07c9-4b9e-9d79-331f0e3bbd14", + "metadata": {}, + "outputs": [], + "source": [ + "def getMinIndex(regionCounts):\n", + " values = list(regionCounts.values())\n", + "\n", + " for i in range(len(values)):\n", + " difference = values[i + 1] - values[i]\n", + " if (\n", + " difference > 0\n", + " and min(values[i + 1], values[i + 2], values[i + 3]) == values[i + 1]\n", + " ):\n", + " minIndex = i + 1\n", + " break\n", + "\n", + " return minIndex" + ] + }, + { + "cell_type": "markdown", + "id": "22f60834-6452-4311-8217-37018b28c527", + "metadata": {}, + "source": [ + "# getMaxIndex\n", + "\n", + "This function, trying to remove exceedingly large objects, takes in the data from `getRegionCounts` and finds the first index where the data left in the tail has an arithematic mean of the square root of 2. No particular reason to pick the square root. It just seemed like a good number." + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "54766af6-7561-4074-a304-59a4eca8b26f", + "metadata": {}, + "outputs": [], + "source": [ + "def getMaxIndex(regionCounts):\n", + " values = list(regionCounts.values())\n", + "\n", + " for i in range(len(values)):\n", + " tail = values[i:]\n", + " tailMean = np.mean(tail)\n", + " if tailMean <= 1:\n", + " oneIndex = i\n", + " break\n", + "\n", + " tailSizes = list(regionCounts.keys())[oneIndex:]\n", + " tailDifferences = tailSizes - np.mean(tailSizes)\n", + " for j in range(len(tailSizes)):\n", + " if tailDifferences[j] >= 0:\n", + " positiveIndex = oneIndex + j\n", + " break\n", + "\n", + " return positiveIndex" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "id": "a9aa5fb5-a736-4d62-b733-29b24ea7fc98", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "True" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "testRegCounts = getRegionCounts(testRegSize)\n", + "minCount = list(testRegCounts.keys())[getMinIndex(testRegCounts)]\n", + "maxCount = list(testRegCounts.keys())[getMaxIndex(testRegCounts)]\n", + "\n", + "testRegionCull = regionCull(\n", + " testRegSize, regLab, lowerBound=minCount, upperBound=maxCount\n", + ")\n", + "\n", + "plt.imshow(testRegionCull, cmap=\"gray\")\n", + "\n", + "cv2.imwrite(\"temp/image53Stripe-Margin-Denoised.jpg\", testRegionCull * 255)" + ] + }, + { + "cell_type": "markdown", + "id": "02eeec0c-85b9-4a51-b378-e9034ac0a695", + "metadata": {}, + "source": [ + "# textIsolate\n", + "\n", + "Now that we have mostly removed extra noise from the image, we want to take the text that we do have and isolate it from the rest of the image. While the text is fairly clear to the human eye, there are other distractions that can serve as difficulties to the OCR engine unless removed. We will utilize a 'histogram' approach to the problem. In essence, we take the sum along a particular row or column of the values in the row or column to generate a histogram." + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "id": "ce63c443-a744-4635-8a72-1492326bf698", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "x = testRegionCull.sum(axis=0)\n", + "xRange = range(len(x))\n", + "plt.bar(xRange, x)" + ] + }, + { + "cell_type": "markdown", + "id": "9b705b31-7a52-4b1b-878b-55c27cf03192", + "metadata": {}, + "source": [ + "Notice how this compares to the previous histogram we had. The noise that was removed by the region culling process is pictured below." + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "id": "5f4e48c8-8868-4c7c-aac3-fcc0c5bf4f3b", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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Pnq3hw4dr9+7dOnnypDIzM2WM0fr16yVJfr9faWlpmjFjhoqLi1VRUSGPx6OYmBgtWbIkXEMDAAA9VNjCz/nz5/XAAw/o8ccf13333RdY/1d/9VeB/xcUFOjAgQOqrq6W2+2WJK1du1Yej0f5+fmKjY3V1q1bde7cOW3ZskV2u12JiYmqqKjQunXr5PV6ZbPZWn38uro61dXVBW77/f4uGikAAOhJwvax18cff6yvvvpKffr00TXXXKORI0dq1qxZ2r9/f6CmqKhIiYmJgeAjSRkZGaqrq9PevXsDNampqbLb7UE1NTU1qqysvOTjr1q1Sg6HI7DEx8eHfpAAAKDHCVv4+eKLLyRJeXl5+uUvf6nXXntNQ4YMUWpqqr755htJUm1treLi4oLuN2TIEEVFRam2tvaSNc23m2tak5ubK5/PF1iqq6tDNjYAANBzhTz85OXlyWaztbmUlJSoqalJkvTwww/rjjvuUFJSkp555hnZbDb97//+b6C91j62MsYErb+4pvli50t95CVJdrtdsbGxQQsAAOj9Qn7NT05OjubOndtmTUJCgs6cOSNJmjRpUmC93W7X+PHjVVVVJUlyuVzas2dP0H1PnTqlhoaGwNkdl8vV4gzP8ePHJanFGSEAAICQhx+n0ymn09luXVJSkux2uw4dOqSf/vSnkqSGhgZVVlZq7NixkqSUlBTl5+fr6NGjGjlypKQfLoK22+1KSkoK1Cxbtkz19fWKiooK1LjdbiUkJIR6eAAAIMKF7Zqf2NhYZWdna/ny5SooKNChQ4d0//33S5LmzJkjSUpPT9ekSZM0f/587du3T2+//baWLl2qrKyswMdU8+bNk91ul8fjUXl5ubZt26aVK1e2+U0vAABgXWH9PT+PP/64+vXrp/nz5+v777/XlClT9M4772jIkCGSpL59+2r79u1asGCBpk2bpujoaM2bN09r1qwJtOFwOFRYWKiFCxcqOTlZQ4YMkdfrldfrDdewAABADxbW8NO/f3+tWbMmKMxcbMyYMXrttdfabGfy5Ml69913Q909AADQC4X9z1sAAAB0J8IPAACwFMIPAACwFMIPAACwFMIPAACwFMIPAACwFMIPAACwFMIPAACwFMIPAACwFMIPAACwFMIPAACwFMIPAACwFMIPAACwFMIPAACwFMIPAACwFMIPAACwFMIPAACwFMIPAACwFMIPAACwFMIPAACwFMIPAACwFMIPAACwFMIPAACwFMIPAACwFMIPAACwFMIPAACwFMIPAACwFMIPAACwFMIPAACwFMIPAACwFMIPAACwFMIPAACwlLCGn4qKCt16661yOp2KjY3VtGnTtGPHjqCaqqoq3XzzzYqJiZHT6dSiRYtUX18fVFNWVqbU1FRFR0dr1KhRWrFihYwx3TkUAAAQIfqF88Fnz56tK664Qu+8846io6P1xBNP6KabbtKf/vQnuVwuNTY2avbs2Ro+fLh2796tkydPKjMzU8YYrV+/XpLk9/uVlpamGTNmqLi4WBUVFfJ4PIqJidGSJUvCOTwAANADhS38nDhxQp9//rk2b96sq666SpK0evVqPfXUU9q/f79cLpcKCgp04MABVVdXy+12S5LWrl0rj8ej/Px8xcbGauvWrTp37py2bNkiu92uxMREVVRUaN26dfJ6vbLZbOEaIgAA6IHC9rHXsGHDNHHiRD333HP69ttvdf78eT399NOKi4tTUlKSJKmoqEiJiYmB4CNJGRkZqqur0969ewM1qampstvtQTU1NTWqrKy85OPX1dXJ7/cHLQAAoPcLW/ix2WwqLCzUvn37NGjQIA0YMED/8R//oTfffFODBw+WJNXW1iouLi7ofkOGDFFUVJRqa2svWdN8u7mmNatWrZLD4Qgs8fHxIRwdAADoqUIefvLy8mSz2dpcSkpKZIzRggULNGLECL333nv66KOPdOutt+qmm27S0aNHA+219rGVMSZo/cU1zRc7t/WRV25urnw+X2Cprq7+sUMHAAARIOTX/OTk5Gju3Llt1iQkJOidd97Ra6+9plOnTik2NlaS9NRTT6mwsFDPPvusHnroIblcLu3ZsyfovqdOnVJDQ0Pg7I7L5Wpxhuf48eOS1OKM0IXsdnvQR2UAAMAaQh5+nE6nnE5nu3XfffedJKlPn+CTT3369FFTU5MkKSUlRfn5+Tp69KhGjhwpSSooKJDdbg9cF5SSkqJly5apvr5eUVFRgRq3262EhIRQDQsAAPQSYbvmJyUlRUOGDFFmZqY++eQTVVRU6F//9V91+PBhzZ49W5KUnp6uSZMmaf78+dq3b5/efvttLV26VFlZWYGzRfPmzZPdbpfH41F5ebm2bdumlStX8k0vAADQqrCFH6fTqTfffFNnz57VzJkzlZycrN27d+v//u//dPXVV0uS+vbtq+3bt2vAgAGaNm2a7rzzTt12221as2ZNoB2Hw6HCwkJ9+eWXSk5O1oIFC+T1euX1esM1NAAA0IOF9ZccJicn6w9/+EObNWPGjNFrr73WZs3kyZP17rvvhrJrAACgl+JvewEAAEsh/AAAAEsh/AAAAEsh/AAAAEsh/AAAAEsh/AAAAEsh/AAAAEsh/AAAAEsh/AAAAEsh/AAAAEsh/AAAAEsh/AAAAEsh/AAAAEsh/AAAAEsh/AAAAEsh/ESgytWzw90FAAAiFuEHAABYCuEHAABYCuEHAABYCuEHAABYCuEHAABYCuEnwvHNLwAAOofwAwAALIXwAwAALIXwAwAALIXwAwAALIXwAwAALIXwAwAALIXwAwAALIXwAwAALIXwAwAALIXwAwAALIXwAwAALKVLw09+fr6mTp2qgQMHavDgwa3WVFVV6eabb1ZMTIycTqcWLVqk+vr6oJqysjKlpqYqOjpao0aN0ooVK2SMCarZtWuXkpKSNGDAAI0fP14bN27sqmEBAIAI1q8rG6+vr9ecOXOUkpKiTZs2tdje2Nio2bNna/jw4dq9e7dOnjypzMxMGWO0fv16SZLf71daWppmzJih4uJiVVRUyOPxKCYmRkuWLJEkHT58WDfeeKOysrL0/PPP6/3339eCBQs0fPhw3XHHHV05RAAAEGG6NPw8+uijkqQtW7a0ur2goEAHDhxQdXW13G63JGnt2rXyeDzKz89XbGystm7dqnPnzmnLli2y2+1KTExURUWF1q1bJ6/XK5vNpo0bN2rMmDF64oknJEkTJ05USUmJ1qxZc8nwU1dXp7q6usBtv98fuoEDAIAeK6zX/BQVFSkxMTEQfCQpIyNDdXV12rt3b6AmNTVVdrs9qKampkaVlZWBmvT09KC2MzIyVFJSooaGhlYfe9WqVXI4HIElPj4+xKMDAAA9UVjDT21treLi4oLWDRkyRFFRUaqtrb1kTfPt9mrOnz+vEydOtPrYubm58vl8gaW6ujokYwIAAD1bp8NPXl6ebDZbm0tJSUmH27PZbC3WGWOC1l9c03yxc2drLmS32xUbGxu0AACA3q/T1/zk5ORo7ty5bdYkJCR0qC2Xy6U9e/YErTt16pQaGhoCZ3JcLlfgDE+z48ePS1K7Nf369dOwYcM61BcAAGANnQ4/TqdTTqczJA+ekpKi/Px8HT16VCNHjpT0w0XQdrtdSUlJgZply5apvr5eUVFRgRq32x0IWSkpKXr11VeD2i4oKFBycrL69+8fkr72BJWrZ4e7CwAARLwuveanqqpKpaWlqqqqUmNjo0pLS1VaWqqzZ89KktLT0zVp0iTNnz9f+/bt09tvv62lS5cqKysr8DHUvHnzZLfb5fF4VF5erm3btmnlypWBb3pJUnZ2to4cOSKv16uDBw9q8+bN2rRpk5YuXdqVwwMAAJHIdKHMzEwjqcWyY8eOQM2RI0fM7NmzTXR0tBk6dKjJyckx586dC2rn008/NdOnTzd2u924XC6Tl5dnmpqagmp27txprrnmGhMVFWUSEhLMhg0bOtVXn89nJBmfz3fZ4wUAAN3rct6/bcZc9KuSLcrv98vhcMjn83HxMwAAEeJy3r/5214AAMBSCD8AAMBSCD8AAMBSCD8AAMBSCD8AAMBSCD8AAMBSCD8AAMBSCD8AAMBSCD8AAMBSCD8AAMBSCD8AAMBSCD8AAMBSCD8AAMBSCD8AAMBSCD8AAMBSCD8AAMBSCD8AAMBSCD8AAMBSCD8AAMBSCD8AAMBSCD8AAMBSCD8AAMBSCD8AAMBSCD8AAMBSCD8AAMBSCD8AAMBSCD8AAMBSCD8AAMBSCD8AAMBSCD8AAMBSCD8AAMBSCD8AAMBSujT85Ofna+rUqRo4cKAGDx7cYvsnn3yiu+++W/Hx8YqOjtbEiRP1n//5ny3qysrKlJqaqujoaI0aNUorVqyQMSaoZteuXUpKStKAAQM0fvx4bdy4sauGBQAAIli/rmy8vr5ec+bMUUpKijZt2tRi+969ezV8+HA9//zzio+P1wcffKB/+qd/Ut++fZWTkyNJ8vv9SktL04wZM1RcXKyKigp5PB7FxMRoyZIlkqTDhw/rxhtvVFZWlp5//nm9//77WrBggYYPH6477rijK4cIAAAijM1cfAqlC2zZskWLFy/W6dOn261duHChDh48qHfeeUeStGHDBuXm5urYsWOy2+2SpNWrV2v9+vX68ssvZbPZ9OCDD+qVV17RwYMHA+1kZ2frk08+UVFRUYf66Pf75XA45PP5FBsb2/lBAgCAbnc579897pofn8+noUOHBm4XFRUpNTU1EHwkKSMjQzU1NaqsrAzUpKenB7WTkZGhkpISNTQ0tPo4dXV18vv9QQsAAOj9elT4KSoq0v/8z//on//5nwPramtrFRcXF1TXfLu2trbNmvPnz+vEiROtPtaqVavkcDgCS3x8fCiHAgAAeqhOh5+8vDzZbLY2l5KSkk53ZP/+/br11lv1yCOPKC0tLWibzWYLut38Sd2F6ztSc6Hc3Fz5fL7AUl1d3ek+AwCAyNPpC55zcnI0d+7cNmsSEhI61eaBAwc0c+ZMZWVl6Ze//GXQNpfLFTjD0+z48eOS/nwG6FI1/fr107Bhw1p9TLvdHvRRGgAAsIZOhx+n0ymn0xmyDuzfv18zZ85UZmam8vPzW2xPSUnRsmXLVF9fr6ioKElSQUGB3G53IGSlpKTo1VdfDbpfQUGBkpOT1b9//5D1FQAARL4uveanqqpKpaWlqqqqUmNjo0pLS1VaWqqzZ89K+iH4zJgxQ2lpafJ6vaqtrVVtba2+/vrrQBvz5s2T3W6Xx+NReXm5tm3bppUrV8rr9QY+0srOztaRI0fk9Xp18OBBbd68WZs2bdLSpUu7cngAACASmS6UmZlpJLVYduzYYYwxZvny5a1uHzt2bFA7n376qZk+fbqx2+3G5XKZvLw809TUFFSzc+dOc80115ioqCiTkJBgNmzY0Km++nw+I8n4fL4fM2QAANCNLuf9u1t+z08k4Pf8AAAQeXrF7/kBAADoSoQfAABgKYQfAABgKYQfAABgKYQfAABgKYQfAABgKYQfAABgKYQfAABgKYQfAABgKYQfAABgKYQfAABgKYQfAABgKYQfAABgKYQfAABgKYQfAABgKYQfAABgKYQfAABgKYQfAABgKYQfAABgKYQfAABgKYQfAABgKYQfAABgKYQfAABgKYQfAABgKYQfAABgKYQfAABgKYQfAABgKYQfAABgKYQfAABgKYQfAABgKYQfAABgKYQfAABgKYQfAABgKV0afvLz8zV16lQNHDhQgwcPbrP25MmTGj16tGw2m06fPh20raysTKmpqYqOjtaoUaO0YsUKGWOCanbt2qWkpCQNGDBA48eP18aNG0M8GgAA0Bt0afipr6/XnDlzdP/997dbe9999+mqq65qsd7v9ystLU1ut1vFxcVav3691qxZo3Xr1gVqDh8+rBtvvFHTp0/Xvn37tGzZMi1atEgvvfRSSMcDAAAiX7+ubPzRRx+VJG3ZsqXNug0bNuj06dN65JFH9MYbbwRt27p1q86dO6ctW7bIbrcrMTFRFRUVWrdunbxer2w2mzZu3KgxY8boiSeekCRNnDhRJSUlWrNmje64446uGBoAAIhQYb/m58CBA1qxYoWee+459enTsjtFRUVKTU2V3W4PrMvIyFBNTY0qKysDNenp6UH3y8jIUElJiRoaGlp93Lq6Ovn9/qAFAAD0fmENP3V1dbr77rv1+OOPa8yYMa3W1NbWKi4uLmhd8+3a2to2a86fP68TJ0602u6qVavkcDgCS3x8/I8dDgAAiACdDj95eXmy2WxtLiUlJR1qKzc3VxMnTtQ//MM/tFlns9mCbjdf7Hzh+o7UXPzYPp8vsFRXV3eozwAAILJ1+pqfnJwczZ07t82ahISEDrX1zjvvqKysTL/73e8k/TmwOJ1OPfzww3r00UflcrkCZ3iaHT9+XNKfzwBdqqZfv34aNmxYq49tt9uDPkoDAADW0Onw43Q65XQ6Q/LgL730kr7//vvA7eLiYt1777167733NGHCBElSSkqKli1bpvr6ekVFRUmSCgoK5Ha7AyErJSVFr776alDbBQUFSk5OVv/+/UPSVwAA0Dt06TU/VVVVKi0tVVVVlRobG1VaWqrS0lKdPXtWkjRhwgQlJiYGlnHjxkn64dtaI0aMkCTNmzdPdrtdHo9H5eXl2rZtm1auXBn4ppckZWdn68iRI/J6vTp48KA2b96sTZs2aenSpV05PAAAEIG69KvujzzyiJ599tnA7WuuuUaStGPHDl1//fUdasPhcKiwsFALFy5UcnKyhgwZIq/XK6/XG6gZN26cXn/9df3Lv/yLfvOb38jtduvJJ5/ka+4AAKAFm7n4VyVblN/vl8PhkM/nU2xsbLi7AwAAOuBy3r/D/nt+AAAAuhPhBwAAWArhBwAAWArhBwAAWArhBwAAWArhBwAAWArhBwAAWArhBwAAWArhBwAAWArhBwAAWArhBwAAWArhBwAAWArhBwAAWArhBwAAWArhBwAAWArhBwAAWArhBwAAWArhBwAAWArhBwAAWArhBwAAWArhBwAAWArhBwAAWArhBwAAWArhBwAAWArhBwAAWArhBwAAWArhBwAAWArhBwAAWArhBwAAWArhBwAAWArhBwAAWArhBwAAWArhBwAAWEqXhp/8/HxNnTpVAwcO1ODBgy9Zt2XLFl111VUaMGCAXC6XcnJygraXlZUpNTVV0dHRGjVqlFasWCFjTFDNrl27lJSUpAEDBmj8+PHauHFjVwwJAABEuH5d2Xh9fb3mzJmjlJQUbdq0qdWadevWae3atXr88cc1ZcoUnTt3Tl988UVgu9/vV1pammbMmKHi4mJVVFTI4/EoJiZGS5YskSQdPnxYN954o7KysvT888/r/fff14IFCzR8+HDdcccdXTlEAAAQYWzm4lMoXWDLli1avHixTp8+HbT+1KlTGjVqlF599VX93d/9Xav33bBhg3Jzc3Xs2DHZ7XZJ0urVq7V+/Xp9+eWXstlsevDBB/XKK6/o4MGDgftlZ2frk08+UVFRUavt1tXVqa6uLnDb7/crPj5ePp9PsbGxP3LEAACgO/j9fjkcjk69f4f1mp/CwkI1NTXpq6++0sSJEzV69Gjdeeedqq6uDtQUFRUpNTU1EHwkKSMjQzU1NaqsrAzUpKenB7WdkZGhkpISNTQ0tPrYq1atksPhCCzx8fGhHyAAAOhxwhp+vvjiCzU1NWnlypV64okn9Lvf/U7ffPON0tLSVF9fL0mqra1VXFxc0P2ab9fW1rZZc/78eZ04caLVx87NzZXP5wssFwYuAADQe3U6/OTl5clms7W5lJSUdKitpqYmNTQ06Mknn1RGRoauu+46/fd//7c+++wz7dixI1Bns9mC7tf8Sd2F6ztScyG73a7Y2NigBQAA9H6dvuA5JydHc+fObbMmISGhQ22NHDlSkjRp0qTAuuHDh8vpdKqqqkqS5HK5Amd4mh0/flzSn88AXaqmX79+GjZsWIf6AgAArKHT4cfpdMrpdIbkwadNmyZJOnTokEaPHi1J+uabb3TixAmNHTtWkpSSkqJly5apvr5eUVFRkqSCggK53e5AyEpJSdGrr74a1HZBQYGSk5PVv3//kPQVAAD0Dl16zU9VVZVKS0tVVVWlxsZGlZaWqrS0VGfPnpUkXXHFFbr11lv1wAMP6IMPPlB5ebkyMzN15ZVXasaMGZKkefPmyW63y+PxqLy8XNu2bdPKlSvl9XoDH2llZ2fryJEj8nq9OnjwoDZv3qxNmzZp6dKlXTk8AAAQiUwXyszMNJJaLDt27AjU+Hw+c++995rBgweboUOHmr//+783VVVVQe18+umnZvr06cZutxuXy2Xy8vJMU1NTUM3OnTvNNddcY6KiokxCQoLZsGFDp/rq8/mMJOPz+S57vAAAoHtdzvt3t/yen0hwOb8nAAAAhFfE/Z4fAACA7kb4AQAAlkL4AQAAlkL4AQAAlkL4AQAAlkL4AQAAlkL4AQAAlkL4AQAAlkL4AQAAlkL4AQAAlkL4AQAAlkL4AQAAltIv3B3oKZr/vqvf7w9zTwAAQEc1v2935u+0E37+vzNnzkiS4uPjw9wTAADQWWfOnJHD4ehQrc10Jir1Yk1NTaqpqdGgQYNks9lC1q7f71d8fLyqq6sVGxsbsnYjDfPAHDRjHpiDZswDc9Dsx8yDMUZnzpyR2+1Wnz4du5qHMz//X58+fTR69Oguaz82NtbSO3Yz5oE5aMY8MAfNmAfmoNnlzkNHz/g044JnAABgKYQfAABgKYSfLma327V8+XLZ7fZwdyWsmAfmoBnzwBw0Yx6Yg2bdPQ9c8AwAACyFMz8AAMBSCD8AAMBSCD8AAMBSCD8AAMBSCD8AAMBSCD9d7KmnntK4ceM0YMAAJSUl6b333gt3l0Jm1apV+pu/+RsNGjRII0aM0G233aZDhw4F1Xg8HtlstqDluuuuC6qpq6vTL37xCzmdTsXExOiWW27Rl19+2Z1DuWx5eXktxudyuQLbjTHKy8uT2+1WdHS0rr/+eu3fvz+ojUgef7OEhIQW82Cz2bRw4UJJvXM/ePfdd3XzzTfL7XbLZrPp97//fdD2UD33p06d0vz58+VwOORwODR//nydPn26i0fXcW3NQ0NDgx588EFNnjxZMTExcrvd+sd//EfV1NQEtXH99de32D/mzp0bVNOT56G9fSFU+39PngOp/Xlo7Rhhs9n0+OOPB2q6a18g/HShF198UYsXL9bDDz+sffv2afr06Zo1a5aqqqrC3bWQ2LVrlxYuXKgPP/xQhYWFOn/+vNLT0/Xtt98G1d1www06evRoYHn99deDti9evFjbtm3TCy+8oN27d+vs2bO66aab1NjY2J3DuWw/+clPgsZXVlYW2Pbv//7vWrdunX7961+ruLhYLpdLaWlpgT+kK0X++CWpuLg4aA4KCwslSXPmzAnU9Lb94Ntvv9XVV1+tX//6161uD9VzP2/ePJWWlurNN9/Um2++qdLSUs2fP7/Lx9dRbc3Dd999p48//li/+tWv9PHHH+vll19WRUWFbrnllha1WVlZQfvH008/HbS9J89De/uCFJr9vyfPgdT+PFw4/qNHj2rz5s2y2Wy64447guq6ZV8w6DJ/+7d/a7Kzs4PWXXnlleahhx4KU4+61vHjx40ks2vXrsC6zMxMc+utt17yPqdPnzb9+/c3L7zwQmDdV199Zfr06WPefPPNruxuSCxfvtxcffXVrW5ramoyLpfLrF69OrDu3LlzxuFwmI0bNxpjIn/8l/LAAw+YCRMmmKamJmNM798PJJlt27YFbofquT9w4ICRZD788MNATVFRkZFk/vjHP3bxqDrv4nlozUcffWQkmSNHjgTWpaammgceeOCS94mkeWhtDkKx/0fSHBjTsX3h1ltvNTNnzgxa1137Amd+ukh9fb327t2r9PT0oPXp6en64IMPwtSrruXz+SRJQ4cODVq/c+dOjRgxQldccYWysrJ0/PjxwLa9e/eqoaEhaJ7cbrcSExMjZp4+++wzud1ujRs3TnPnztUXX3whSTp8+LBqa2uDxma325WamhoYW28Y/8Xq6+v1/PPP695775XNZgus7+37wYVC9dwXFRXJ4XBoypQpgZrrrrtODocjIudF+uE4YbPZNHjw4KD1W7duldPp1E9+8hMtXbo06AxZb5iHH7v/94Y5uNCxY8e0fft23XfffS22dce+wF917yInTpxQY2Oj4uLigtbHxcWptrY2TL3qOsYYeb1e/fSnP1ViYmJg/axZszRnzhyNHTtWhw8f1q9+9SvNnDlTe/fuld1uV21traKiojRkyJCg9iJlnqZMmaLnnntOV1xxhY4dO6bHHntMU6dO1f79+wP9b20fOHLkiCRF/Phb8/vf/16nT5+Wx+MJrOvt+8HFQvXc19bWasSIES3aHzFiRETOy7lz5/TQQw9p3rx5QX+5+5577tG4cePkcrlUXl6u3NxcffLJJ4GPTyN9HkKx/0f6HFzs2Wef1aBBg3T77bcHre+ufYHw08Uu/MlX+iEkXLyuN8jJydGnn36q3bt3B62/6667Av9PTExUcnKyxo4dq+3bt7fY6S8UKfM0a9aswP8nT56slJQUTZgwQc8++2zggsbL2QciZfyt2bRpk2bNmiW32x1Y19v3g0sJxXPfWn0kzktDQ4Pmzp2rpqYmPfXUU0HbsrKyAv9PTEzUX/7lXyo5OVkff/yxrr32WkmRPQ+h2v8jeQ4utnnzZt1zzz0aMGBA0Pru2hf42KuLOJ1O9e3bt0USPX78eIufBiPdL37xC73yyivasWOHRo8e3WbtyJEjNXbsWH322WeSJJfLpfr6ep06dSqoLlLnKSYmRpMnT9Znn30W+NZXW/tAbxv/kSNH9NZbb+nnP/95m3W9fT8I1XPvcrl07NixFu1//fXXETUvDQ0NuvPOO3X48GEVFhYGnfVpzbXXXqv+/fsH7R+9YR6aXc7+35vm4L333tOhQ4faPU5IXbcvEH66SFRUlJKSkgKn6poVFhZq6tSpYepVaBljlJOTo5dfflnvvPOOxo0b1+59Tp48qerqao0cOVKSlJSUpP79+wfN09GjR1VeXh6R81RXV6eDBw9q5MiRgVO3F46tvr5eu3btCoytt43/mWee0YgRIzR79uw263r7fhCq5z4lJUU+n08fffRRoGbPnj3y+XwRMy/Nweezzz7TW2+9pWHDhrV7n/3796uhoSGwf/SGebjQ5ez/vWkONm3apKSkJF199dXt1nbZvtDhS6PRaS+88ILp37+/2bRpkzlw4IBZvHixiYmJMZWVleHuWkjcf//9xuFwmJ07d5qjR48Glu+++84YY8yZM2fMkiVLzAcffGAOHz5sduzYYVJSUsyoUaOM3+8PtJOdnW1Gjx5t3nrrLfPxxx+bmTNnmquvvtqcP38+XEPrsCVLlpidO3eaL774wnz44YfmpptuMoMGDQo8x6tXrzYOh8O8/PLLpqyszNx9991m5MiRvWb8F2psbDRjxowxDz74YND63rofnDlzxuzbt8/s27fPSDLr1q0z+/btC3yLKVTP/Q033GCuuuoqU1RUZIqKiszkyZPNTTfd1O3jvZS25qGhocHccsstZvTo0aa0tDToOFFXV2eMMebzzz83jz76qCkuLjaHDx8227dvN1deeaW55pprImYe2pqDUO7/PXkOjGn/NWGMMT6fzwwcONBs2LChxf27c18g/HSx3/zmN2bs2LEmKirKXHvttUFfA490klpdnnnmGWOMMd99951JT083w4cPN/379zdjxowxmZmZpqqqKqid77//3uTk5JihQ4ea6Ohoc9NNN7Wo6anuuusuM3LkSNO/f3/jdrvN7bffbvbv3x/Y3tTUZJYvX25cLpex2+3mZz/7mSkrKwtqI5LHf6E//OEPRpI5dOhQ0Preuh/s2LGj1f0/MzPTGBO65/7kyZPmnnvuMYMGDTKDBg0y99xzjzl16lQ3jbJ9bc3D4cOHL3mc2LFjhzHGmKqqKvOzn/3MDB061ERFRZkJEyaYRYsWmZMnTwY9Tk+eh7bmIJT7f0+eA2Paf00YY8zTTz9toqOjzenTp1vcvzv3BZsxxnT8PBEAAEBk45ofAABgKYQfAABgKYQfAABgKYQfAABgKYQfAABgKYQfAABgKYQfAABgKYQfAABgKYQfAABgKYQfAABgKYQfAABgKf8PgxiZgcVG55QAAAAASUVORK5CYII=", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.bar(xRange, x - xInverted)" + ] + }, + { + "cell_type": "markdown", + "id": "56804cc5-2436-4889-bdd5-de9986d22680", + "metadata": {}, + "source": [ + "Now that we have a histogram, we want to be able to use it to extract the regions of text in an image. Notice that, the image has a lot of text in the center, which correlates to a large region on the histogram. However, some of the page edges, as well as text from other pages, is in play for this manuscript. Given the single column nature of this text, we can isolate the text column in the center with some mathematics. To do this, we will create 'bins' to smooth over some of the individual spikes. Then, we will see how the values in a bin compare to the average (arithmetic mean) of the histogram data.\n", + "\n", + "$\\text{column sum}-\\text{average column value}$\n", + "\n", + "The bins that have positive values in them after this process are regions of interest (for our application)." + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "id": "faa788f8-f3a7-4af7-9508-3f686f10a6ac", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "binNumber = int(len(x) / 20)\n", + "binSizeX = int(len(x) / binNumber)\n", + "xMean = np.mean(x)\n", + "bins = [0]\n", + "binIndex = 0\n", + "binCount = 0\n", + "binCutoff = binSizeX * binNumber\n", + "for i in range(binCutoff):\n", + " binCount = (binCount + 1) % binSizeX\n", + " if binCount == 0:\n", + " bins.append(0)\n", + " binIndex += 1\n", + "\n", + " bins[binIndex] += x[i] - xMean\n", + "\n", + "plt.bar(range(len(bins)), bins)" + ] + }, + { + "cell_type": "markdown", + "id": "043caf3e-5dfa-4770-bc98-6bb38204914e", + "metadata": {}, + "source": [ + "Now, we take this histogram and identify the largest set of contiguous positive bins and that is what we identify as our region of interest. We have to be careful not to include bins beyond our boundaries. Also, given that the cutoffs might be a bit strict (that some text might be found in the bins directly to the left and right of our region of interest), we add a little buffer to our region sizing. Further, given the fact that the language is written from left to right, we have to be extra generous, assuming that some text on the left could be removed. So, we first identify the regions of positive bins." + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "id": "0b57d484-5665-408d-bc77-2f7992534379", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "posRegions = []\n", + "regionStart = 0\n", + "regionEnd = 0\n", + "for i in range(len(bins)):\n", + " if bins[i] > 0:\n", + " if i != 0:\n", + " if bins[i - 1] <= 0:\n", + " regionStart = i - 2\n", + " if i != len(bins) - 1:\n", + " if bins[i + 1] <= 0:\n", + " regionEnd = i + 2\n", + " posRegions.append((regionStart, regionEnd))\n", + " # boundary cases\n", + " if i == 0:\n", + " if bins[i] > 0:\n", + " regionStart = i\n", + " if i == len(bins) - 1:\n", + " if bins[i] > 0:\n", + " regionEnd = i\n", + " posRegions.append((regionStart, regionEnd))" + ] + }, + { + "cell_type": "markdown", + "id": "36e22f48-d1ec-4b98-aef0-67e0db1225fe", + "metadata": {}, + "source": [ + "Once we have regions of positive bins, we focus on finding the largest region in there and converting from our bin histogram back to the image coordinates." + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "id": "53964db4-0d9b-4d75-98bd-1211db0d7aa3", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "maxRegionSize = 0\n", + "maxRegionIndex = 0\n", + "for i in range(len(posRegions)):\n", + " regionSize = posRegions[i][1] - posRegions[i][0]\n", + " if regionSize > maxRegionSize:\n", + " maxRegionIndex = i\n", + " maxRegionSize = regionSize\n", + "\n", + "maxRegionIndices = (\n", + " posRegions[maxRegionIndex][0] * binSizeX,\n", + " posRegions[maxRegionIndex][1] * binSizeX,\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "id": "7daa8617-7ace-4581-a2bf-c14b6a31dca6", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 29, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.imshow(testRegionCull[:, maxRegionIndices[0] : maxRegionIndices[1]], cmap=\"gray\")" + ] + }, + { + "cell_type": "markdown", + "id": "eb13aacd-00f6-4127-aadc-06afcdd8b2af", + "metadata": {}, + "source": [ + "Now we create a function on two axes in order to isolate only the center text. It will take in a region culled image and output an image of just text (theoretically). It will also take in a bin number for fine tuning." + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "id": "13afaee7-164a-49e9-a883-0266d0c50c1e", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "def textIsolate(regionCulledImage, columns=1):\n", + " x = testRegionCull.sum(axis=0)\n", + " y = testRegionCull.sum(axis=1)\n", + "\n", + " binNumberX = int(len(x) / 10)\n", + " binSizeX = int(len(x) / binNumberX)\n", + " xMean = np.mean(x)\n", + "\n", + " binNumberY = int(len(y) / 60)\n", + " binSizeY = int(len(y) / binNumberY)\n", + " yMean = np.mean(y)\n", + "\n", + " binIndex = 0\n", + " binCount = 0\n", + "\n", + " xBins = [0]\n", + " xBinCutoff = binSizeX * binNumberX\n", + "\n", + " for i in range(xBinCutoff):\n", + " binCount = (binCount + 1) % binSizeX\n", + " if binCount == 0:\n", + " xBins.append(0)\n", + " binIndex += 1\n", + " xBins[binIndex] += (x[i] - xMean) / xMean\n", + "\n", + " binIndex = 0\n", + " binCount = 0\n", + "\n", + " yBins = [0]\n", + " yBinCutoff = binSizeY * binNumberY\n", + "\n", + " for i in range(yBinCutoff):\n", + " binCount = (binCount + 1) % binSizeY\n", + " if binCount == 0:\n", + " yBins.append(0)\n", + " binIndex += 1\n", + " yBins[binIndex] += (y[i] - yMean) / yMean\n", + "\n", + " xPosRegions = []\n", + " for i in range(len(xBins)):\n", + " if xBins[i] > 0:\n", + " # boundary cases\n", + " if i == 0:\n", + " if xBins[i] > 0:\n", + " regionStart = i\n", + " if i == len(xBins) - 1:\n", + " if xBins[i] > 0:\n", + " regionEnd = i\n", + " xPosRegions.append((regionStart, regionEnd))\n", + " # interior cases\n", + " if i != 0:\n", + " if xBins[i - 1] <= 0:\n", + " regionStart = i - 4\n", + " if i != len(xBins) - 1:\n", + " if xBins[i + 1] <= 0:\n", + " regionEnd = i + 4\n", + " xPosRegions.append((regionStart, regionEnd))\n", + "\n", + " yPosRegions = []\n", + " for i in range(len(yBins)):\n", + " if yBins[i] > 0:\n", + " # boundary cases\n", + " if i == 0:\n", + " if yBins[i] > 0:\n", + " regionStart = i\n", + " if i == len(xBins) - 1:\n", + " if yBins[i] > 0:\n", + " regionEnd = i\n", + " yPosRegions.append((regionStart, regionEnd))\n", + " # interior cases\n", + " if i != 0:\n", + " if yBins[i - 1] <= 0:\n", + " regionStart = i - 1\n", + " if i != len(yBins) - 1:\n", + " if yBins[i + 1] <= 0:\n", + " regionEnd = i + 1\n", + " yPosRegions.append((regionStart, regionEnd))\n", + "\n", + " if columns == 1:\n", + " xMaxRegionSize = 0\n", + " xMaxRegionIndex = 0\n", + " for i in range(len(xPosRegions)):\n", + " regionSize = xPosRegions[i][1] - xPosRegions[i][0]\n", + " if regionSize > xMaxRegionSize:\n", + " xMaxRegionIndex = i\n", + " xMaxRegionSize = regionSize\n", + " xMaxRegionIndices = [\n", + " xPosRegions[xMaxRegionIndex][0] * binSizeX,\n", + " xPosRegions[xMaxRegionIndex][1] * binSizeX,\n", + " ]\n", + " else:\n", + " for i in range(abs(columns - len(xPosRegions))):\n", + " xMinRegionSize = xPosRegions[0][1] - xPosRegions[0][0]\n", + " xMinRegionIndex = 0\n", + " for j in range(len(xPosRegions)):\n", + " regionSize = xPosRegions[j][1] - xPosRegions[j][0]\n", + " if regionSize <= xMinRegionSize:\n", + " xMinRegionIndex = j\n", + " xMinRegionSize = regionSize\n", + " xPosRegions = (\n", + " xPosRegions[:xMinRegionIndex] + xPosRegions[xMinRegionIndex + 1 :]\n", + " )\n", + "\n", + " xMaxRegionIndices = []\n", + " for i in range(len(xPosRegions)):\n", + " xMaxRegionIndices.append(\n", + " [xPosRegions[i][0] * binSizeX, xPosRegions[i][1] * binSizeX]\n", + " )\n", + "\n", + " yMaxRegionSize = 0\n", + " yMaxRegionIndex = 0\n", + " for i in range(len(yPosRegions)):\n", + " regionSize = yPosRegions[i][1] - yPosRegions[i][0]\n", + " if regionSize > yMaxRegionSize:\n", + " yMaxRegionIndex = i\n", + " yMaxRegionSize = regionSize\n", + "\n", + " yMaxRegionIndices = [\n", + " yPosRegions[yMaxRegionIndex][0] * binSizeY,\n", + " yPosRegions[yMaxRegionIndex][1] * binSizeY,\n", + " ]\n", + "\n", + " return [yMaxRegionIndices, xMaxRegionIndices]" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "id": "635684d5-9efd-4907-9e49-ba6255270744", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 31, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "isolatedText = textIsolate(testRegionCull)\n", + "\n", + "plt.imshow(\n", + " testRegionCull[\n", + " isolatedText[0][0] : isolatedText[0][1], isolatedText[1][0] : isolatedText[1][1]\n", + " ],\n", + " cmap=\"gray\",\n", + ")" + ] + }, + { + "cell_type": "markdown", + "id": "f035438f-32a4-4187-a8a7-63804190a47d", + "metadata": {}, + "source": [ + "# rotateImage\n", + "\n", + "Based on the [answer](https://stackoverflow.com/a/9042907) from Alex Rodrigues and Aemmi Sajjad, this will rotate an image about its center by a specified angle." + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "id": "4ad8e49d-1add-41f2-9e57-56fb2e58016c", + "metadata": {}, + "outputs": [], + "source": [ + "def rotateImage(image, angle):\n", + " imageCenter = tuple(np.array(image.shape[1::-1]) / 2)\n", + " rotationMatrix = cv2.getRotationMatrix2D(imageCenter, angle, 1.0)\n", + " rotatedImage = cv2.warpAffine(\n", + " image.astype(np.uint8),\n", + " rotationMatrix,\n", + " image.shape[1::-1],\n", + " flags=cv2.INTER_LINEAR,\n", + " )\n", + " return rotatedImage.astype(int)" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "id": "2b4b7cf8-906a-42d4-8489-0c9672687144", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 33, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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UajWJiYnk5OTg5+dHQEAAK1asQBCk0+pmzZqRmJgo8enpMG/ePAoKCti2bZue/y0gIIBbt25hY2ODoaEh/fv31yPJBuuv7tFAcvWY5Jo3b86dO3f+8fLgjRo1YsKECTx69IioqCh8fHwYNmwYarUaZ2fnGr/TsmVLevbsWaP/TKlUMmvWLC5cuEBgYCAdO3ZELpezceNG9uzZw7x589i5cycqlQqZTMby5cuprq4WCVAHc3Nz1Go14eHhevtp3rw5CQkJJCYm4uTkxKpVqygvL+f333+XfH/t2rWiD/BXixp8LRwcHGqcyn8tOnfujJ+f3w9tfPQ9aCC5ekxykydPpqqqijFjxkiWOzs706NHjzo/vu+FmZkZw4cPJzIykpycHFavXi0p9dq9ezf79u37ZnL4OCexa9euvHv3juzsbFavXo1CoaBly5ZkZWXx4sULieSUILyfNmu1Wp4/f87KlSslnzk4OJCRkcHOnTtp1KgRMTExRERESKbWs2fPpqqqiunTpyOTyZg7dy59+vSp8/NeG3x8fDh//vx3kVPz5s159uwZN27c+ClCDd+CBpKrpyRnaGhIWFgY1dXVktIjmUzG/v37iY+P1yt479Gjh8RHVF8Tj2UyGR07duT69esUFhaybds2XF1d9fLw2rZty4MHDyTJxd8LR0dHXF1dReIcNWoUKSkp+Pr66h3jkSNHiIqKwsbGRm8aOmjQIKKjo2nRogWLFi0iJSWFrl27Sr5/5coVKioqGDRoEK6urqSkpHD79m3J7+zXrx8jR45EJpOhUqnqVN3Y0tKSBw8e1Jg4rUOLFi1YvXo15ubmep+Zmpqyf/9+kpKSPtn791ejgeTqKck5OjqSn59PQkKCJGfMycmJ9PR0EhMTJVZDs2bNSEhIYPXq1QjC+0qDa9eu0bZtW8l2jYyM6rwF4KRJk8jMzOTt27f07dv3k2Q8Z86cr0rm/VoolUqcnJz0rEWVSsXJkycpLi4mODhYkpdnYGBASEgIO3fupH379sTExHDixAnJ71AoFNy9e5d9+/ZhYmLC0aNHycnJkbgeDA0NCQ0NJSkpiSZNmtC3b1/u3r0rCYwYGBjg6uqKhYXFL3lpTZw4kZs3b9Z6vocMGUJpaSndu3fX+2zx4sWkpKTo6RPWNRpIrp6SXM+ePSkpKeHkyZOS5V26dKG8vFyiqCEIAhs2bKCqqoqlS5dibm7OjRs3yMvLk1hBZmZmhISESEqifhZ5mJub11g1oFKpuHnzJs+ePfuit721tTUvX778ZAL1z3LuOzo6smTJEoKCgpg8ebK4vF27dmi1WjIzM8nLyyM6OlpPdqpHjx5ERUXRrl07WrduTWxsLFu2bJGQaaNGjUhOTqakpARPT08uX76MRqMRp+yGhobs37+f/Px8EhMTCQkJYf/+/UyYMAFvb29atGiBsbExcrkcU1PTWhOsvwa6tpJDhgyp8fN+/fqRlZXFoUOH8PX1FX2mJiYmXL58+ZMleXWFBpKrZyQnl8vx8vIiPj6e8vJyLl68SOPGjbG1tcXS0pKdO3eSnZ2Nk5OT5Htr1qyhqKiIgQMHMnHiREpLS5k5c6aEAHx8fKioqBAb3nTp0oX79+9LLEKZTEazZs2wtLT8Zl/YwIEDuXfvHmfOnKmRgNq1a6d3/J/CuHHjeP78eY16dM7OzuzcufOXTY9kMhlr1qzhxo0bzJs3j3PnztGvXz+9a7h3715iYmJwc3Pj7NmzxMbG6pGQi4sLubm5AGRkZJCbm4uvr694zry9vSkpKeHSpUusX7+eW7dukZOTQ1VVFWlpaWRnZ4v+r3PnzpGUlCTRBtTBwMDgi3MUBUFg2rRpPHjwAEtLS73PFAoFPj4+7Ny5k6dPn4o1yYLwniDrQ3DFyMgIU1NTMVm7geTqGcn169eP/Px8QkNDGTRoEFevXiUuLo7ExETi4uKorKwkNzeXTp06if43mUzGoUOHOHHiBDY2NsTExNQ45XB1dSUjI4MHDx7Qu3dv1q9fj0ajkUQwR40ahUajIS4ujuPHj7N161Z8fHzo2LEjdnZ2n3RKKxQKvLy8SElJ4fXr1/z222+f/a1BQUG4u7t/cj0DAwNu3LghsRLkcjnjx48nPj6e5OTkH+q3+xRcXV3JysoSC/hrmkK6urqSm5tLYWEheXl5FBYW6vn8lEolv//+OxqNhoULF5KamsrLly8lAgjbtm3jzp07ov/LzMyM58+fs3nzZlq1asWwYcNYsWIFc+fO5dmzZwAcPHhQsp/mzZtz5coV3r17x549e2qNVn8IExMTLl68KCGwj6HzIdanFBkzMzPmzZvHy5cviY6O5u7duwhCA8nVO5KztbVlzpw5oqPb0NAQT09P/Pz8GDlyJAEBAZw6dYrMzEzCw8O5ePEiGzduJCcnhxkzZjB58mTS09Nr9Iu0a9dOlDFPT0+nsrKSZcuWSfb95s0b4uLi2LVrFzt37uTUqVOUl5ej1WpJSUnh/v37nDt3joCAALy9vWnTpg2WlpZYWFiwcOFC8vLy2Ldv32dliqytrXn27BmFhYW8efPmsw73MWPGcPXqVdFSsLGx4f79++zevRtHR8df9rCNGDECgJMnT9bqI5s8eTIRERF07tyZBQsWMGjQID0/qKenJ1qtlrlz52JiYoJarWbJkiWS37F27VrCwsJE6SorKyvi4uJqJJ958+aRm5srIXsjIyOuXLkCQGZmJnFxcdy8efOLetT+9ttvqNXqr7K46xpNmjThwYMHREREsG/fPlFeq4Hk6hnJfQksLS3p3Lkzo0ePZvr06bx8+ZLi4mIyMjLQarW8fPlSLxNfoVCwa9cuwsPD6dixI2PHjiUrK0syVR0+fDjv3r2T+JcaN25MWloaly9fpnfv3sybN48///yTq1ev8ujRI7RaLdHR0bx584bKykoiIiK+KHVgzpw5nDx5krlz5/Lw4cPPPnimpqaMGjVKXE8mk2FsbPzLLQlXV1dOnz7NjBkzagzgGBgYEB4e/tmest27d+fgwYNYW1tjZGREZGQkoaGhEku5R48eZGRkMH78eGbNmsX58+fRarV4eXlJtuXm5kZqaioXLlyQEG///v0pKiri3r17uLi40KhRI8aOHftFisYqlYqrV6+yZ8+eehulrwlGRkbiS0F3bzSQ3N+Q5D5+qO7du8fvv/8uJsjWlDzcuXNn8vPzmTJlCoIg8Oeff1JQUCCJvgYGBnL37l1xymRoaMiGDRtISUmRkKEgvM8TCwwMpKSkhKqqKh48eMDjx4959OjRZ6O3FhYWhISE4O3tTd++fXn79u0XFcXXF3yKWJ2cnMjLy2P9+vVf9EDqtjd16lRJcEMQ3r+YJk+eTFJSElqtlvj4eKZPny4hHZlMxqpVqwBITEyUBHuOHz+OWq3Wa2j0pWjTpg0vX76U+An/LvjweBtI7m9Ocr169SI1NZX27dt/cj1XV1cuXLiAg4MDMpmMnTt3UlFRISHEJk2a8PDhQ4KCgli8eDGHDx+moqKCuLg4iXXm7u5OTEwMpaWlHD9+nKFDh2Jpacnvv//+RSQ3YsQIXr16haOjI7///ju3b9+WPLiGhoZfNKWqj7CxseHQoUM/VE7LxcWFDh061Khgo7MCAV68eCHxwy5btoyIiAjxpfUtPSl69uzJ69ev6dGjR41EZ25uTt++fenQoUO96nkxefJkMSDUQHJ/c5I7cOAARUVFehG+mvAh+bRu3Zrx48frTS3d3Nw4d+4cycnJZGZmUlFRwfbt28Ub3MzMjFu3bpGWloa/v79E6tzPz4+nT59+NmP+0KFDVFdXk5KSQkZGBlu2bJE8NOfPn+fMmTOSbctkshrz2eojfuUxKhQKtm3bRkJCAn5+fhIi6tChA8nJyfj6+jJs2DCuX7/+2SBPTRgwYABhYWH07NkTmUyGkZERDg4OzJ07lydPnlBWVkZOTg7BwcFs3bqVYcOG0bNnTxo3blwnpV26fiSvXr1CEBpI7m9PciNGjCAiIqLG1IFvhUwmw9ramnbt2pGcnCzJgDc0NOTUqVPk5eWxYsUKZsyYwYwZM1ixYgURERHk5+fXKiSpq3R48+YNixYtIjAwkMrKSubMmSOuM3ToUCorK7lx44ZkCuvj44NGo/lbqSr/KhgYGNSorKJUKlm/fj1arZaKigrKysokEWobGxu9Urbarpuvry+pqakcOXKER48ekZmZSVZWFseOHcPX1xcPDw98fHzw8fHhwoULlJaWkpKSwr179wgMDMTb25sxY8bQunXrn+7jW7x4MQUFBWg0GgShgeT+9iSne7P+DJ+JzqH9YT2pILyPwi5atIibN2/y4sUL0tLSCA8PZ8GCBZw7d44zZ87oTTdVKhU9evQgOTmZd+/eYWFhQbdu3cjLyxOnzAqFgoMHD5KSkiJpZiOXy9m3bx/V1dV6SaqdOnWif//+uLq6YmlpWefVHDXBwcEBHx+fOrFCDQ0N6dOnD/PmzWPQoEESy+qPP/7g3bt3ev7WD+Ho6Mj27dt5+/YtRUVFVFZWAvDgwQNJedyH9+OGDRuIjo6me/fuTJkyhQMHDlBeXk5VVRUFBQWMHTsWe3t7xo8fz8iRI2u09lQqlcSS/xp4eHjwxx9/NExXdePvTnI/E6NGjaKgoIDly5fXmEogl8sxMTHBwcFBjOZ6enry+vVrdu/eTbdu3XB3d2fIkCFcuHCBnJwciouLefToEebm5uzZs4fnz5+LPqNGjRqRmJhIZWUlp0+fFm9+Q0NDHj16xNu3byUJwV26dOH169dUVFSQk5NDQkICV65c4fDhw0yaNAlPT08cHR0xMTGp0whh9+7dxelkXV/TD9G+fXvS09M5ePBgrQS8YcMGqquruXnzJr/99htDhw4lJCSEo0eP1khOHTp0ICsri+vXr4vbnDZtGqWlpZw5c4Y1a9YQERHBq1evxJzPefPmSfbv5uZGSEgIDx8+5M8///zupuQNJNdAcrXC1dWVV69ekZeXpxf5+xQ8PT158uQJxcXFlJSUUFZWRmJiIkuWLGHs2LG8fPmS8ePHo9VqJSVmXbp0IScnh9GjR9O4cWPROu3ZsyeZmZmsWrVKXFcXPHn69CnDhw/H09MTT09PVqxYQUFBAdXV1eTm5pKamsqTJ08IDQ1lzpw5yOVyFArFL/UVyWQypk2bRnR0NF26dKnz6yoI7yPcd+7cobKykg0bNtS6XlBQEBqNRhKhtbGxISIiQs+/J5fLOXjwIAAhISHI5XKaNGnCmzdvCAwMRKlU0qNHD0pLSyktLWX58uV4e3uj0WhEy7158+bExMRQXV1NVFQUb9684c6dO3plc1+DBpJrILlPonHjxjg5OX31NNDW1hZfX1+mTp3K6NGjxeRga2trEhMTqaio4NSpU5LSIQ8PD/Lz8zlx4oQk6rt//34A9u3bJ9l+XFycnuSUTCZj7969nD59GldXV1q3bo23tzczZszg3bt3NGnShAkTJnDmzBnJvs3NzZk5cyZbtmyRCCL8KMjlcn7//XeioqK+qJ/rz4aZmRm7du1i5cqVn0zEbt++Pa9fv8bHxweZTIZcLsfV1RW1Ws306dMl6zo5OZGZmUl1dTUrV65EJpPh4OBAfHw8W7dupXnz5pw/fx6ALVu2oFKp8PDwIC8vT1R2PnjwIGVlZfzxxx9YWVlha2vLihUr8PHxqfH4mjdvLukOVxMaSK6B5ET8iimdzol969YtPTKxsrJiwoQJbN++XQwwGBgYcOfOHQB2794tOdaTJ0/qCRUIgsD27dv1VH69vLwoKChg6tSpREZGcunSJbGqxNzcnKNHj1JVVUVZWRnPnj2rkei6dOnySf/V52BoaMioUaP+ds2MunTpwqVLl7h69So3btwgKyuL6OhovYZE1tbWnD59mjNnzoiBEIVCwW+//UZYWBiZmZlkZmaSlpbGzp07mTp1KhqNhpycHNq2bYulpSUxMTEEBwd/kXCELtK/ceNGBOG9kOqmTZv0ZKAaSK4ekZyxsTFNmzb95f4jmUzGiBEjOH78uJ5u2s/a39dMFwcPHsz169f1cgEHDRpETEwMEydOxMbGBiMjI1xcXIiLi2PevHniekqlkj/++AOtVktpaSkVFRWSaLSnpydlZWUcOHAAb2/vGjXsdFO0o0eP1vl9UhMMDAy+S1Thc3BycmLx4sVcuXKFBQsW1FrupVKpasyXMzc3x8/Pj7Zt2+Lq6sq1a9coKioiMjKSAQMGiN3P1Gq1pM5XJpPVWkHTpUsXSktLCQ8Px9DQkOXLl5Odna1nKTeQXD0hOaVSydKlS9FoNHoacDKZ7KdmnPfp00ecJtbXnhI1/X6ZTIaPjw+xsbGEh4fz+PFj4uPjyczMlKiSuLu7U1hYyPjx4zl48CD37t0Tgx1yuZwTJ07w6tUr0fowNTXVe1BVKhUHDx7Uk776+HicnJzo168fcrkcCwuLX2K1tWrViuvXr5OYmMjx48d/iIT511yHb4GVlRXdu3fXa+s4YsQIwsLCmDBhAl5eXmzZsoVXr17V2MbSycmJrKwscnNzOXToEFlZWWzcuFE0EnTR2QaSqyckZ2Vlxdu3bykpKZFYLDKZjMWLF7Nu3To96+dHqUBs3LiRRYsW/RIr7mfAxsaGuXPn8tdff3Hy5EkGDhwoSV6+ffs29+7dw9ramqCgIB49eiQ+AHK5nKNHj3L69GkE4f30qqakY7lczsmTJ9mxY0eNx9CyZUv27NlDamqq2Pjm6NGjxMbG1piL1qRJky/KUfsSTJ06lfT0dHbu3MnLly+5d+9evZEe/1roXvaxsbGUlZVRXV3N1atX9QIPhoaGTJ48mdzcXHbv3s27d+/QarV06NBBXEdnjTeQXD0huZkzZ4r6cR9aU61btyYzM5OMjAyJVdClSxeuXr3K9OnTsba2xt3d/ZsJz8bG5m9VhF0bdI7xjx+awYMHi7l+S5YsQaPRSJJnp06dyqtXr5g0aRKnT5/WU13WYcOGDQQHB+stb9euHWq1murqam7fvs20adPYu3cvZWVlAAwePFiyvo4w3759y+TJkyVWo4WFxVdfR5VKRfPmzZHL5VhaWjJnzpx6Edz4EAYGBl/8u2QyGa1bt2by5MmMHz++xkRnNzc3srOzOXbsGAqFgt27d1NcXCxxM+hSTxpIrp6Q3NKlSwHYunWrZLmPj48YrdI9wK6uriQmJoplUZGRkWRkZOgJR6pUKlxdXXF1df3mxMp/Guzs7OjRo4ckWmxoaMjatWspKiqipKSECxcu6EUcFQoFV69elaiLGBkZMW7cON69e0d1dTUHDx4UhTFbt25NYWEhRUVFemkj3bp1o6CggPDwcFJTU8VUjK5du/Lq1SsOHTqEp6cnbm5uuLm54ezsjKGhYb0vkm/dujV//fUXNjY24jKdS+H48eN4eXn9MJ9hs2bNOHz4MG3atEGpVHLp0iUqKioYNmyYuM7w4cMRhAaSqzckN2LECCorKwkICBAJycDAgAsXLqBWq8Von0KhYMOGDbx8+RJXV1fat2/Pu3fvKCgo0PNb+Pr6otVqyc/P5+LFi3r+IVNT0wby+//DwMCAdu3a0bNnzxrPiVwu5/Tp0wQFBSEI7wlu27ZtFBcXo1arKSwsFIMZMpmMmTNnAnD27FkJoSqVSk6ePMnNmzextbVl8+bNLFq0CJlMhoeHBxkZGVRVVZGRkUFWVhYlJSXk5uYSGRnJgQMHmD9/Po0bN6ZFixZ07NjxlxKfLn3E3t6+xpSiPn36kJubKynrUyqVnDlzhqysLG7fvi1pyvS90B2DTCZjyZIlbNu2TSJGcO7cOQShgeTqDckNHTqU8vJy8vPzCQsL448//mDVqlUUFhZy69YtevTogZOTE02bNiU+Pp6xY8eKZn1eXp5eBrpKpSIkJIQ7d+4wYMAAbty4QWBgoPi5QqHg0KFDBAcHf9FU9e9QGP8zoVKpCA8PZ+LEidjZ2XHs2DFycnJYvHgxlpaW7Nu3j/j4eE6fPs25c+dEWfOgoCCcnJwwMTHBxMSEjh07kpOTw9ChQxGE9/7QO3fuiFPWzp07M3jwYFq2bEm7du0YNWoUb9++JScnh8jISDQaDRqNhoyMDHJycujQoQOWlpZ4enpKCE9X7ve5HLKvQd++fcnIyCAtLY3r169z+vRpRo8eLe63Y8eOaDQavd4eTk5OTJ8+na5du/40Uv44OOfu7k5sbCyC0EBy9YLkFAoFR44cYd26dXh4eDBx4kS2bNmCRqMhJCSER48eER0dTXp6OrGxsVRVVaHRaNi0aRM7duwA0KtIcHNzIy0tjY4dOyIIAhMmTODBgwfi28/d3R2tVktUVJReXpFSqeS3335jxYoV+Pv74+TkxOHDh5k8efIvrw390rpcc3Pzn1rFoIvkXblyBbVaTVhYGD169BDJ39zcnPnz5/Po0SMSEhLYu3cvmzZtIi4ujtzcXCIiIoiIiCAxMRGA33//nVmzZpGRkcHZs2drfdEYGBjw7Nkz1qxZg4mJCU2aNMHDw4OAgACKiorw8vJi5cqVREVFiaV1crmc0aNH8+zZM5KTk5k4ceIP8bmamZnRvXt3Fi5cyOHDh3n06BGXLl0S65TNzc3ZuHGjXsT0S6Gb2n6vGrFMJuPPP//kxYsXCEIDydULkmvevDlPnjyR+NSUSqWYM6dUKrGzs6Ndu3b4+fkREhJCamoqKSkppKenU1VVxe3bt9m8eTPz58/Hx8eHjRs38vjxY0xMTGjUqBFHjhzh0qVL4s3eokULMjMzuXfvnh5x/fbbb2i1Wt69e8etW7dISkqiuroatVqtF7XTlUj9jDf0iBEjePr0KQcOHKBbt2617kMul7Njxw6mTp360yyFSZMmUV1dTXFxMZs3b66xSkAmk4nXSnccjRs3ZvDgwfj5+REYGEh5eTmJiYncu3ePkpIS4uLi8Pb2rnW/Q4cOpaCgQC/j38XFhfT0dFatWkV4eDinTp0Sr6OrqyuZmZlkZ2fz/PlzYmNja5VY6tevX61acZ8jEqVSqXc/fI/Fb2pqyuPHj1Gr1d9lgTZt2pSMjAxR2r+B5OoBybVv357Hjx/TsWNHSSOT2qBSqbC2tqZRo0Y4ODjQt29f/vrrLyIjI3n16hVv3ryhqqqK3Nxc1q1bh1qtpqSkhFmzZonbmDhxIoWFhXo+EisrKx4+fMjdu3dxcHDA2NiYEydOAOjliFlaWvLXX3/x4MEDLl++zKJFixgyZAhubm40atTou62H7du3k5SURFZWFomJiUycOLHWB87Pz4/MzMzvqnGsDbr6y7y8PEaPHv3N1mzr1q3JysrCy8sLIyMjunXr9sk0EpVKJfZoOHTokLjcxMSEY8eOkZ+fj0ajobq6WiRBmUzG0aNHyczMxNvbGxMTE+zt7WtMDzIzM0OtVvPu3TvJFFOlUuHi4lJjUu/PtuS7detGcnKyGDT4Fri6uqLVarly5QqC0EBy9YLk5s6dS1VVFVFRUTX2Kv0SyOVyUVHX1dWVvLw8wsLCuHHjBo8fP2bJkiViaoq5uTm3b9+mqqpKTxmjVatWZGRkiNPcRo0a8fTpUzIzMyXheScnJ06cOEFpaakoe67VaqmsrKS0tJT4+Hg2bNggvtlry4T/FIyNjcXa2UmTJnH48OEaLY5evXqh0WjIzs7+4SRna2vLpUuXRDGB77EUly9fzvPnz79Y6t3JyYns7Gyqq6uZOnWqeB6DgoJEyaJp06ah1WrF66VUKrl37x4LFiz47PYnTZpEaWkp58+fl5DX8OHDyc3NFaXyddDVnn4P0X8Kbdu25cWLFyQkJHzXlLVDhw48f/6c27dvIwhfTnJKoWH8tHH+/HnBwcFBuHXrlpCVlfVN26iurhbKysoEQRCEZs2aCSUlJcK4ceOEpKQkwdDQUCgtLRXXtbKyEtq2bSvIZDJBpVJJtvPf//3fQn5+vuDl5SW0adNG+K//+i+hU6dOwtOnT4XIyEhBLpcLvXv3FjZv3iy4ubkJgYGBwpo1awRA6Nmzp3DmzBnh+vXrQmFhofDf//3fglKpFAwNDYUDBw4I1tbWQlZWlrB7927hX//6l1BQUCBUVVUJQI2/qaSkRCgpKREEQRAOHDggnD59usZ1ExMThVOnTgnPnj0T4uLivun81TZGjRolDBw4ULh+/bpw/vz5Wo/1c0Mmkwnt2rUT7t69KxQWFgo2NjZCTk7OJ7+Tmpoq/N//+3+FNm3aCCEhIeJ2FAqF8NdffwknTpwQRo8eLRQXFwvp6emCIAiCUqkUVCqVUFhYKCgUCsHIyEiwsbER/r//7/8TqqurJdtv0aKFoFAohAMHDgiVlZXici8vL8HS0lK8nwRBEBQKhbBixQphyJAhwn/8x38I//rXv4R//etfkt/XvHlzoUuXLsKdO3eE3Nzcrz5HSqVSeP78uXD48GEhMTHxq7+vG5GRkULPnj0FpfIraesnGlN1OuqDJfejcezYMY4fP17rdFEn/XPo0KEancSDBw/m6tWrpKenc//+fbZu3crLly9ZtmyZaEW8ffuWwsJCia9HFzn82P9jbm7OkSNHyM3NJTY2lszMTN68ecOjR48ICgpi6dKleHl54eLigoODA2ZmZpiZmdWLvLDWrVuzcOHC706u1ZWPpaam8vTpU0JDQ784fefj66hUKkUL2c3NjZs3b0osH19fX6Kjo7l+/TqvXr1Co9HoJTebmpry6NEjXr58KbkHrKysiIiI4PHjxxK/mE5h5MqVK5w+fVriAxSE98nsGRkZVFZWolarCQgIqDcR+Tqbrq5ZswZ3d3fMzMyws7NjyJAhREdHS9aprq5mxYoVNGnSBCMjI3r27Mm//vUvyTq6TvE2NjaYmJgwaNAgNBrNFx9HfSW5b33ALS0tefnyJSNGjPiiB6+2z0xNTWnevDlKpRKZTIanpyeXLl3i6dOnLFu2jKZNm3Lp0iUuX76Mr68vffr04dSpUxQWFtZYLaBSqWjZsiXW1tY4OTkxatQoUlJSOH/+PDt27ODEiROo1WpSUlKIj48nJiYGf39/TE1N8fLyYvTo0XXSL+BroVKpGDBgADt27GDKlCkSOadOnTpx4sQJbty4odcBy8DA4JtJ4WM/rkwmIyAggMTERN68ecP8+fPFAIHuBXft2jXy8/PJz88X/amzZ8/m4sWLVFZWSmTSBeG9pPidO3ews7PDz8+PN2/eiH6+Nm3aEBcXR1paGmvXruXRo0doNJrvFrv8Uagzkuvfvz8HDx7kX//6FxEREQwYMICWLVvy3//93+I669atw9zcnLNnz6JWqxk1ahRNmjShsLBQXGf69Ok0a9ZMlOL28vKiQ4cOokzz50Z9ITldztuqVatYv369mPX+tQXzPXv2pLy8nM2bN39zKP9TD/CHx9OxY0fOnj1LSUkJhYWFFBcXs2XLls8es1wuZ/PmzVy8eFF8sA0NDTl79iw5OTkcOHCAgwcPkp6ezpMnTygsLKSiokLSCPvDY3JxcakXZWk6f1lZWRmlpaVkZWVx6dIlPT/hx9UWs2bNIiwsrMaG4N9zP1laWuqlBwnC+/Sh7du3M3HiRNzd3Vm3bh3R0dFERUWRnJxMVlYWERER7Ny5k1GjRtGqVSuioqIYNmwYbm5uPHr0iNDQUPF3LFiwgLy8PLEfbLNmzejSpUuNpG1lZUWnTp3w8/OjSZMmmJub0759+59aN11vAg+ZmZkIgsC9e/eA91acg4MD69atE9cpLS3F0tKS3bt3A5Cfn49KpRKjfwApKSnI5XKuXbtW435KS0spKCgQoWt2UVeQyWS4ubmxd+9e0tLSyM7O5v79+8TFxaHVajl16tRXaZh17tyZwsJCkpOTf0n9orm5Oe3atRPxJdFhLy8vCgsLefv2rWjp6BJNR44cKdagTp06laKiIrZt28ayZcu4fv263hRvxowZ5OTk6DXysbCwwMPDo8aH/GehZ8+eosx3586dcXNz4/jx41y4cKFGK9TMzIwNGzZQXFzM8ePHf3nv2Q8tySZNmmBqaoqDgwOjR4/m+vXrJCcnk56eTnx8vFiXqxMg0IlcKhQKzpw5w4ULFz5riRoaGrJjxw7KysrQarW8ffuWa9euUVJSwvLly/XW/1EtDusNycXFxSEIAmq1GoD4+HgEQeDFixeS9QYPHsz48eMBxOiJLrtcN9q3b8/y5ctr3M+KFSt+6Y30Ofz2228kJSURFRXFypUrad68uZgiMmzYMMLCwnj16hWtWrX64ht35MiRki7rOtmf+tDkRS6Xs3r1auD9C0mXb/bbb7+hVqtxcXHBxMSEgQMH8ubNG86fP49KpcLZ2ZnY2FiJn0inP1ZdXS3Rj7OysuLUqVOUlpaiVqvp1q0bZmZmeHp6Mnjw4J92HhYvXqxX1tSkSRPi4uL06ooVCoXooxs7dmy9m4rLZDJsbGxwcnIiIiKCzMxM4uLiePr0KSNGjJAQpL+/P3fv3sXa2hpHR0eGDBlSY5bAggULxLQmd3d39u7dS2lpKQCnT5+WkGTLli25cuWKJMldqVRiY2Pz1devXpBcdXU1gwYNwtPTU1z24MEDBEEgJSVFsu6UKVPo168fgFjK9PHo27cvU6dOrXFf9cmSc3NzIykpidDQULGw+2OYmppy8eJFrly58s0NlwMCAnj9+jUPHz6UkN+34HunhQqFgsOHD1NcXMzcuXMl2l9Hjx4lNTWVyMhIUcFj//79dO/encDAQD0lFpVKxfnz53n48KFIlrpuUYWFhVy5coW9e/cSFRXF06dP0Wq1ZGdnc/ToUcmUWqFQ4OzsLPqIv9UfOmLECDIyMiSWt7GxMQ8fPtQr0pfL5YwfP14iDVQf0bJlS6Kjo5kwYUKttc4tW7bk+vXrREVFkZOTQ1lZmV4Fjr29PXFxcaxfv14kM0tLSyIjI6mqqmL+/PmS9bdv3w7AokWLxGWTJk0iJiaGsLAw1q9fT0BAAJ6enri4uHzyutULkvuv//ovHB0dJQEDHcmlpqZK1p08eTL9+/cHaie5Pn36MG3atC/ad1355BQKBRcvXiQkJESv5d/H8PDwICkp6ZseCJlMxqZNm7h9+zZPnz7l8ePH36w1plKpWLRo0Xc3Y7Gzs2PgwIF60xEbGxtmz57NyZMnCQoKwt/fn3fv3lFRUUFxcTELFy6UkKy3tze5ubmo1WqxpMnAwIB79+6xf/9+lEolzZo1Izc3l4SEBMaPH8+IESNIT0+XtDycNm0a6enp5OXlERMTw/Hjx9m6dSujRo2iXbt2NGnSBHt7e/r06fNJK8LCwoJjx44REhJC7969sbW1xdHRkfv373+yqqE+w9fXl1evXn3WDWFra8v27du5ceMGM2bM0KsIsba25sWLFwwfPhyFQoGVlRUHDhygrKyMo0ePSu7Jxo0bExYWhkajEXMzZTIZZ86cIS8vjyNHjhAcHCwGOHJycoiJiWHt2rX0798fZ2dnunbtKlr9dU5yM2fOpHnz5rx7906y/GdNVz8edUVyupD8kydPWLZsGcOHD6djx47Y2trqvS1VKhX3799n5MiR37QvIyMjVCoVdnZ2rF69WiSEr4VMJmPq1KncunXrl4kyuri44Ovry8SJE/UIJigoCIC3b99KlH4PHjzIoUOHaNq0KYsXLxZrPHXby8rKYubMmQjCeyskJiaGe/fuMXv2bLHmE6C8vJzMzExSUlKIjo6mqKiI7t27o1AoCAgI0LO+VSoVHTt2JDs7m/LycpKTk8nLy6O8vFzsAfp3w7Zt27h48eIXTxE/td7AgQNJSkri7t27YmqLVqtlwYIFGBkZYWxsjJWVFfv376e6uloSaLKysiI+Pp5Ro0aJlqCRkREDBgwgLy+PXbt2ERgYyNWrVykoKKCkpISkpCQEoQ5Jrrq6mhkzZtC0aVNiY2Nr/NzBwYH169eLy8rKymoMPJw8eVJcJzU19ZOBh49HXZHcoEGDKC8v5+nTp9y8eZPnz5+TkpJCTEwMkZGRrFixgg4dOoikd+jQIZYsWSJ+vzYF28/he3LPDA0NWbhwIUlJSd/V0OVHQCaTcejQIQCOHDkisQo7dOjAmzdvSElJobKyksrKSmbNmkXv3r25efMmBQUFojXq5+dHbGysxJqeOnUqSUlJ9O/fn7Zt2+Lp6cmqVasoKytjw4YNuLi4kJGRwfjx4xGE9wGEYcOGcfXqVTQaDbm5uTx58oQrV66IBflqtZqePXvWi9y/r0FwcDAZGRns37//h7g6unTpwunTp9m/fz9dunRh9OjRREZGEhYWRlRUFHFxcZSVlVFRUcGQIUOwsLDAyMiIkSNHkpubK1Z2CMJ7kjt79izXr18XfZpjx46loqKCsLAwpk2bhiDUIcn5+/tjaWnJ3bt3SUtLE1FcXCyus27dOiwtLTl37pzY4KKmFJLmzZtz69YtXrx4wX/+53/+LVJIJk+ezJ07d7CwsEChUGBqaoq9vT09e/YUlWrfvXuHRqPh/v375OfnM27cOPH7EydOJCMjg+XLl4tEJ5PJaNeu3Q+T1f4YdnZ2hIaGSo6jLmFra8vvv/8uufF1aN26NevXr2fJkiUsXLiQ2NhYtFotBQUFTJgwQSQbX19fNBoNXbp0wdDQEHt7ezZv3kxsbKxkyuXi4oJWqyUlJYXr16+Tn59Phw4dRHdAUVERUVFRzJgxA2dnZ4yNjZHL5ezbt4+4uDg2bNjAmzdvmDNnzt+K6CZNmkROTg4RERH07dv3p+yjcePGBAYGcubMGTZv3kz//v3FFpJv3rzh8ePHaLVadu3aJbEUfX19qaioYM2aNQjCe3eHWq0mKChIkp9YZyRX2w/WNaeF/5cM7ODggKGhIT169BCjr7pRUlLCzJkzadSoEcbGxgwcOJDk5OQvPo66IjkvLy+ePn1aay6bsbExjo6OdO/enQMHDlBUVETXrl3Fz+7du0dsbCw7duwQrRhLS0vUajX379+XSEabmZnVKCH9tdBplP3I89ClSxeGDh36w9IFaoOTkxPu7u54enpKrF9TU1N27dpFdnY2L168QKPRUFZWJnF4C8L7jP7s7Gzx/rt48aKYN/j8+XMOHTqEqamphMCMjIx4/vw5w4cPRy6X4+HhQVRUlHgd/w5QKpU4OztL1H51UKlUjBo16psDYh/jQ3+rTkQ0ODiY+/fvs2HDBskxmJubEx4eDry35OVyOY0bNyY2Npbhw4cjk8lEF0ad++TqetQVyRkbGxMaGvrZQmq5XM7kyZMllsVvv/1GaWkpAQEBEt+YTl347du3YgKqXC5nzZo1REVFiVPM7t2716ro8avRpk0bYmNj2b59e511CjM0NGT8+PFcu3aNa9eusWrVKonfsnXr1sTGxhIcHCz69ObMmSN+PnbsWCIiIvTSfDw8PHj8+LHkRaarKvjSKLVMJsPa2rrelEh9iFatWpGcnMyYMWN+2j5kMhkKhULP+m3UqBFxcXFUVlYyZMgQBOH9vb5q1SoSExM5efIkT58+RRAaSK5OKx6GDh1KSkqKmFhZE7y8vMjIyJAoQgQEBJCZmUl4eLhEkmbAgAEUFRWxZcsWcZmVlRVxcXHk5OTg4uJCixYtePfuHdevX69x2mRgYCC+mXWW28+eXnXv3p1Xr15x+PDhT3Zz/9lQKpU1Os49PDw4dOgQdnZ22NnZodFomD17tvi5oaEhu3btIjY2Fj8/PzEBeeHChaJcuiC8l0hav349oaGhX2y5jh8/ntjYWO7evcvatWvp1q0b5ubm2NnZ1Xneo052/OHDhz9kpvC1+/b19WXWrFmSqalCocDDw4Nr165x7949BKGB5OqU5IyMjDh+/DjPnj3TS540MjLC3d2dmJgY7t69K7HYDh48yJ49ezA0NJS84cePH8/z588lNYMqlYrbt28TERGBlZUV/v7+lJSU6Ol1qVQq/P39uXfvHo8fP2bSpEl4e3vz4sULhg0bpkd0Pzp51d3dndDQUEnfzPoE3TEplUoWLlyo14HL2NgYPz8/Hj58yLVr19i5cyfR0dGsX7+ebt26MXbsWO7du4dWq9WTt6oNTk5OaDQaysvLefz4MVeuXCEuLo7o6GgSExM5e/YsK1euZOrUqTRt2vSHl/F9Cdq0aUNycjLjxo2rV75GpVIpvkgaSK6Oa1dbtmwpik6OHDkSV1dXxo0bx7lz59BqtTx58kSiMCGXy1m3bh3Z2dlcvnyZuXPnIgjvrQRddO/DaZNMJmPXrl1isfvr1685duyYxJKQyWQsXLiQhIQEgoKCWLhwIW/evEGr1QLw4sULyVTSxcWFVatW/fAplLm5+Q9tztKkSRM2b978SUv5R8PY2JipU6fy/Plzqqur0Wq1FBYWUlJSwrNnz/j999+/2Irr1asXpaWlbNiwAWNjY1EoIT8/n9u3b3PgwAFyc3OpqqoiOzub+Ph4QkJCWLp0KZMnT8bNzQ1HR8efptysg4+PDxqNRo/46wsaSK4eFOi3bNmS3bt3k5CQQHFxMVVVVSQmJrJnz54axQMbN27MvHnzOHjwIJMmTUIQ3vsoXr9+TXZ2tqRm1cXFBY1Gg4+PD/PmzSM1NRUPDw/J9pycnEhKSsLHx0ci2/3o0SOqq6v5/fffxXVVKhWXL18mKytL9PHJZDK8vLzo27cv7u7uWFpa1vlUSi6Xs3v3brRaLb6+vr98/+PGjePx48d06dKFzp0707Fjx6+upjAwMGD48OGihWZoaMj169c5ceIE5ubmyGQy5s2bR3V1NeHh4SxZsoTjx48DkJ6eTnJyMmq1mmfPnvHXX3+xatUqPD09f3iQR6lUsnnzZomfsj6hgeTqAckJwv9TIfH19WXkyJE0bdr0sw/Ex587OTnRr18/yXRv3LhxYlvCyspK9uzZo2eBtWvXjujoaNq1a4dcLkcmk9G+fXuSkpK4cuWKZBpkampKVFQUmZmZYj2mk5MT6enpVFRUkJKSwrt377h8+TKHDh3Cz8+PQYMG4ejoiImJyS9zoMvlcs6ePUtERAQ+Pj567Rh/JpRKJWfPnpX0aP0RaNSokZgQKwjvp9A7duygsLBQrJft1KkTOTk5eHp60qxZM1xcXLh48SLV1dXk5uai1Wol0V25XM6kSZOYPXu23ovpawhZqVTWu/pbHRpIro5IzsjI6Kc/8HK5nBs3brBx40a6detW68NuYGBAUFAQSUlJ3Lt3j7/++ktMw7l69Sru7u4iSY0ZM4aysjKJ0MHEiRMpKirCz88PZ2dnPD09WbduHRUVFcTGxqJWq3n69ClPnz7l1q1brFy5En9//59OPM7Ozpw4cYKIiAhOnDjxw1IdPgdLS0tiYmL0LObvhaGhIZcvX+bw4cP4+PiwZs0atFotYWFhIsF4eHig1WrFqaOu7+mjR49wdXXl4cOHEsvcxsaG1NRUcnNzadGihbjczs6OPXv2SHy3PzvN52ehgeTqgOSMjIy4dOkSy5Yt+6lE16VLF/Ly8ti0adNn92NkZIS3tzfbtm3j6NGjrF69mnXr1vHy5UsKCwtJT08nOjpa9NPp0gZsbGzYtWsX0dHRksho586dSUlJwcXFBQsLC2xtbcW8psrKSvHh/DAyZm9vz9ixY8VG2j8CukTr2qJ/VlZWeHp6fnOpW01wd3fnxo0bP4VUXV1duXjxIoWFhWRkZPDs2TNev34t/oapU6dSXFxM27ZtxXugqKiIQYMG0ahRIxITE1m8eLG4PRcXF/Ly8tBoNJIytSlTplBdXU1wcDCC8J48T506JbnGH+cF1lc0kFwdkJxcLufPP//kyZMnNT4IKpUKDw+PL9Jm+9zDlpmZSWpq6jdbTaampnh4eODt7Y2Pjw+zZ8/m8OHDxMbGsnHjRt68eUNBQYGk5MfW1parV69y+vRpcers5uZGVlYWarWaMWPG4O7uTnh4OIMGDRLPyZkzZ6iurpY8hDroythsbW1/2IPVu3dv1Go1hYWFenp0XwNbW1smTZokEsCUKVPYu3fvT7t/jI2N6dSpE3Z2dpiamrJq1SpycnJ4/vw5BQUFnDhxAjMzM+RyOZs2baKqqoqgoCDOnz9PSUmJJP3Fzc2N/Px8ydTawMCACxcuUFZWxqhRozA3NycsLIykpCTRR2xubs6lS5do164dCoWiVhWd+oAGkvvFJCeXy5kyZYooX/Px561atSI4OJj8/PzvVq6QyWS0adOGXr16/dCphqWlJRMnTuTcuXNcu3aNkSNHSvyAI0aMAN4ryehIPCgoiNjYWBwdHcUH9d69e2zcuBFBeD+tevToEUVFRXqBAmtraw4dOiRGEEePHv3d12DEiBHEx8fz8uVL/Pz8vquSw9/fn6SkJOzt7VEoFISEhHxxmsiPgO6lePbsWbZu3Sr65wwNDXn+/DkPHz4kISEBrVbL0aNHRetZV/edn5+vp3e3bNky7t27h6WlJf369aO0tJTAwEDx8/bt21NcXMyECRMYM2YMN27cqFFYwtLSEgsLizq1+BpI7heTnLW1NX/88QcuLi56U8hevXrx5s0bMjIymDt3bp1VAHwpdAq+Hy//888/AXj69Kn4G/z9/cnKymLs2LF4e3tz9OhRiouLRatCR3K7du2SbFMmk7F69WqKioo4dOgQ+/btIygo6JtUUORyOd27dyc4OJikpCRWrlz53bllLi4uJCUliTppTZo0ITExkd9++61OrseH/w8aNEhsLNS4cWPat28vuacsLCyIjY2loqKCPn36SJZHRkbi6emJmZkZjx8/5ty5cxKJci8vL7RaLaGhoTx8+JDIyEiJCrOZmRl79uxBo9EQHx/PmTNn2LFjB2PHjqV9+/a0aNEClUqFTCb76QTYQHL1ILpqbm7OokWLSElJITw8nE6dOv0tfB21wd3dnbCwMInFZWxszJIlS8jJyaGiooLS0lLWr18vWnrNmjUjISFBUmwvk8lwd3dHo9EQEBAgWotfmyxsYGBA586dOXbsGLm5udy5c0ecZn3vb500aRI7d+4UpctdXFyIiIio08oNHX7//XdCQ0NrfVk2bdoUtVrNixcvJNNNPz8/SkpKCAgI4I8//qCgoEDSGEknPJCfn092djaVlZUSGTClUsnOnTvJzMzk5MmT/PXXXzx58oTnz5+L0ucpKSk8fPiQjRs3snXrVkkuo0ql+qEJ4Q0kV4ckp3uI79y5Q3p6OqtXr64XD8ePQE15cjKZjN69ezN16lT69OkjSTlo0qQJ8fHxeHl5YWZmhr29PX5+fqSnp5Oamlpjgfjn0KhRI3x8fLh69SparRa1Wk10dHSNPr9vhS7lRve/g4OD2KfiS7dhYGCAv7+/OJX/Ubhw4QJLly795Dq6Ur8Pj+X06dPExsaSmJhIeXk5e/bs0Ws+nZeXx4IFC1iwYAFRUVGSAFKrVq3Izc1lwYIF4vlRqVTY2NiQlJTEwYMHcXd3Z/LkyeI+ZsyYgSC8tyJPnTol6RZmbGz8XYGhBpKrI5KztrZmyZIlZGZmcvToUZydnetlEfanoFAoJD0XvgcymYyVK1eSmprKq1evyM7OpqCggIcPH5Kenk7Xrl1xdHQkMDCQjRs3fra708iRI0lMTCQ/P5/w8HCGDRuGtbU13bt3Jzw8vMYeBJ/6nd/z2xwdHWnVqlWtxOfv709FRQWrV6/+7nOo+1ulUhEaGkpsbCzbtm374hy2Dh06kJaWhpubG82bN8fLy0syDTUyMiIsLEz01wUEBKBWqyXXw8LCgkePHrFo0SLJuXN2diYrK0tMS3F0dOTt27ds2rRJ9Of17duXsrIypk+fLn5v1apVbNq0Sfx9ZmZmNUbgde0zP17eQHK/mOQaNWrE4sWLRW37qqoqTp48yZIlS+jduzdubm5YWlqKb78uXbr8cHmjHwFjY2MxxeTDt/j3wMDAgFmzZnH79m1u377NzJkzMTExYdmyZWg0GlJTU6muriYyMlKSEtKiRQvJQ9auXTtSU1MJDw+nX79+kumaSqXi+vXrX9SXVhDeV6OcPHmSrVu30rdv369+EfXq1QuNRkNmZmaNLQcVCgWhoaFUV1dLop5fi169eumRyrhx44iJiWHXrl1fnM7Ss2dPCgoKmDVrVq2/tWvXrmKUtX///oSGhurdA507dyY+Pp6tW7fi7u6Ou7s7f/31F+Xl5XTv3h1BeC87/+TJE/H6WFpaEhYWhlqtFklM16zo7NmzIoGNGzdOEtQShPfkfP36dYYNG6Z3vA0k9wtJztramrCwMAoLCwkODmbs2LGMGTOGPXv2kJCQQFVVFfn5+Tx69IiTJ09y5coViouLJU0+5HI5Xl5eP73dYLdu3Vi7di0TJ06kd+/eKJVKSdOZ7du3k5eXx4YNG354prtcLpc8YMbGxkybNo07d+6wfv16PUmjw4cPc/ToUdHiaNGiBS9fvmTv3r24uLigUqmQy+UYGBjQtGlTbty4wbFjxz5roclkMtauXUtRUREJCQlkZGTQo0cPyTpNmzblwIEDTJ06Vc+KMDIy4ty5cyQlJZGbmytRh/mQVLRaLbGxsV9lXX6MIUOGkJubK+ldIZPJsLKy+qqpc9OmTbl69Sp79uz54utaU/BGJpPRpUsXIiMj0Wq1FBcXU1FRwV9//SVOPX///XcSExPp2LEjnp6eHDhwgMrKShYuXChuY8aMGZSXl4sqzAYGBty/f5/Xr1+L5GhmZkZoaCiFhYWcPXtWzwfZQHK/kOQGDx5MXFxcjRZBr169KCgoYM2aNTg4ONCrVy9evnwJvG/YI5fLsbW1xd/fn4KCAjZv3vzTprc6v4xWqxXVdB89ekRYWBi+vr74+/vz8OFD+vTp80XHoFKpfkgta22F5sOHDyc7O1tCfl27duXly5fk5uby+PFjsWmQRqMhIyODjIwMvabPH6NTp06kpaXh5+eHhYUFAQEBelpwq1atoqKigoSEBL064yFDhhAZGYmzszOnT5+usbZzyZIlVFdXS9IzvuW8rF+/Hq1W+0MaVBsaGv6w2mMbGxsmT57MypUr6devn8S3ZmlpSUhICBkZGRQVFZGWlkZWVhbr1q2jf//+zJw5k4KCAlJTU8WXupOTExkZGaxcuVK893r16kVZWRnLly+vcVbRQHK/kORWrVrFypUra3xQjY2NefLkifjGEgQBT09PsrKy8Pf3p3v37ly5coXc3FwCAwMllpyuscrevXvZuXMnPj4+2NvbY2dn9805ShYWFri4uODi4sKQIUP4888/uXXrFoMGDcLW1vaLO57LZDICAwNZtWrVTzmnLi4uvHz5kvj4eL2EZ3t7e+bPn8/58+d58eIF9+7dY82aNbRu3ZpTp06xa9euWq25pk2bcujQIbRaLa6urqhUKlauXElSUpKkYP7p06eEhobStm1bieUjk8k4fPgwt27dolGjRjx//lxybQXhvQ/p8uXLZGZm1ijE8KVo2rQp4eHhBAYG/u1Kr0xNTWnXrh3Dhg2jefPm9O7dm4yMDDEC//DhQzQaDWvWrGHo0KHs2bOHyspKSWOgLVu2AO/7+O7cuVPvmjaQ3C8kuVatWhEZGSl2fPrwMzc3N9LS0ujfv7+4rGfPnpSUlBAVFYVWq+XRo0d68t2CIIjlOtXV1Wg0GiIiInj69CkajYbXr18TEhLCwoUL8fPzw83N7YsJ6kPIZLJvertbW1sTGxvLuXPnPruuQqGgW7duX3V8unI0d3f3T65nYmIiISEPDw/i4+MJCAjA0tISAwMDFAoFzZs3F6WmAIqKijh37hw3btygrKyMP/74QzwPPXr0oKioCK1WS2BgoORl0rhxY5KTkykuLuby5cuUlZXpkZxOgHPbtm0Sp3rPnj0lzv4vgZmZWZ0rv/wI6GTPBw8ejLe3N8bGxvTs2ZNnz55RWlpKeXk5O3fuFC1CneR/cHAwGzZsYNCgQXrT7AaS+4Ukp6t2SE1N5ciRI3h7e9OnTx8xDB8dHS1aIwqFguDgYM6cOSOmmDg7O9e4XXd3d8rLy7l27RrNmjXDyMgIJycnIiMjqaio4MGDB9y/f1/UNQsNDWXdunVMmzaNZcuW0bdvX9q1a4etre0PCyLoYGVlxcWLF0lJSaFdu3afvLlHjhxJfn6+pID8Zz5Mffr0ITExkZiYGJ48ecKFCxdIS0sjPj6ed+/ekZ2dzbp163j9+jVpaWns2LFDEtXz9/cnOzubAQMG6E0TBwwYQE5ODitXruTu3btkZ2frEbGPjw/p6elitYGlpSXHjx+nrKxM0pmtAe/voy5dujBw4ECJz6158+ZkZ2dz6dIl9u7dW2MTpwaS+8XRVaVSSd++fQkKCuLt27dkZ2dTUlLC7du3JQ9B69at0Wg0uLm50alTJyIjIxk1ahQmJiZ62f52dnbs3r1bEnbv1KkT2dnZBAQEiH1Xg4KCyM/PZ9euXVy7do2qqioAUSIpMjKSmzdvYmRkhFKpxNvbWy9vz9DQkJYtW36V1WBsbMyAAQMkisUfQ9dcfP/+/b80V7Bz584cPHhQbIcXHBxM27Zt2bhxI+fOnUMul2NpaYm9vb3etP/YsWOi5PnHL6CAgAAePXqEsbExBw8eJCwsTGK9W1lZERkZydKlS5HJZDRp0oQTJ05QUVEBwP79+2t0M1hYWLB582aCgoL0rL2/SwL5jzxOpVLJvn370Gq13L9/X5JrqMutbCC5OsqTUygUmJmZ4eLiQufOnfXSRMaMGcOlS5fEIn0PDw+io6OJiIjg0aNHem+sj0usFi9ezK1bt8Qwe7t27UhLS+PYsWMYGxvTvHlzMjIyuHjxIiNGjMDT05Pw8HBiY2MxMzPD29ub4uJiScMbT09Pbty4QW5uLtu2bfumBN3a4OLiwoYNG75blOBboXt56AI8ERER9OrV65PfmTBhAjk5ORQXF+tZn0uXLuXChQu4u7uTl5cnaZQsCO/zwfLz8+nRowejR48mKiqKnJwc/Pz8iImJEZuzfIwZM2ZQUVHBq1evJDmKxsbGbNmyRfK9+lgWKJPJWL58+Q9VazY0NKR9+/bivdOmTRvGjRvHkydPEIQGkqsXZV213QwfW2xOTk7s3r2bhQsXfjZ3zs/PD7VazejRo5k6darYSk/XEKdr167k5+eLOUuGhoZERESwePFizMzMCA8P5/nz52I2vKenJ6mpqWRmZhISEkJCQoIkK70m6Ejja35zXZ93QXjfEzcjI+Oz/Wt1bQY9PDz0/IhDhw4lKyuLFy9e8OTJE72k6UGDBlFUVCS2QAwLCxO38/LlS9zd3Wvsq3HmzBmJGogO3bp1o6SkhAMHDiAIAt7e3jx9+lRP087Q0LBOz7NMJuPIkSOEhoZ+Nrr9NfeIQqHAy8uL7du3k5GRQUlJCeHh4QhCA8nVW5L7XhgYGDBmzBixeuDhw4c8ffqU58+fExgYSExMDI8fPxatMWdnZxISEvD29qZbt24UFhaKyalyuZxLly6JTZh1+VcfWwrNmzdn9uzZ9O/fn0GDBvHw4UNRnv3vhPPnz7Nz506cnJy+uaLDxsaGo0ePotFoalSTUSgUeHp6Mm/ePHx8fMSIrUql4ubNm5w9e5Zz586xbt060TWgU/7QiZZ++MDv27cPgMDAQOzs7Lh37x4ZGRn4+PiI61hZWXH16lWJW6MuYGdnR0hICBEREZ9MedElxOv+NzU1JSgoSHwx6+Dl5cXt27fFc3Py5EkGDhwoGgkNJPcPJTkdzMzMcHJywtraWlRA0YktduvWTVxv1qxZpKamMmHCBNRqNQ8ePBCrChQKBXfv3uXPP/+sdT/m5ubcuXOH4uJi0tPTKS4uBpAkMn+Mupbg+RC9e/cWp1B79uzh7du3JCcn88cff3zzNhUKBU2bNv2qtA65XM6cOXPEJkZeXl7iORo1apQ4pf04IXrt2rUUFBTg6urKb7/9RlFREUOGDJGc35EjR1JRUcHdu3drtbB1EeYfHYD6GJaWlvzxxx/ExMTg6+tbY21qjx49OH/+PGZmZhgaGnLo0CGKi4uZNm2aZD1XV1fUajUbNmzA29tbr7qjgeT+4SRX00Nkb28vmQorlUqOHz9OSkoKJSUlvHv3jr59+0q+t2TJEl6+fIm9vT3t27dnxIgRkoe3Z8+eaDQaevbsiaOjI48fP6agoEBCpB8ew5AhQ3j9+jWdO3fW+7wuiG/8+PE8fPgQQ0ND3NzcRKv3W6ZU3wuFQkHXrl31AgsLFiwgOTmZQYMGMWHCBMl5CgwM5M6dOxgZGXH16lUePHig59Jo2bIlMTExxMXF1RjcUalULF++nMzMTF68eMGUKVP4888/mTFjxk/Jv1MqlQwaNIgLFy7UKJ3l6+uLVqvFw8ODbt26UVRUxPLly/WORSaTYWNjUytxN5BcPSM5KyurX9531MXFhZSUFDw8POjcuXONahitWrXi8ePHREVFkZeXh1arpX379uLnHh4e5OfnM3/+fLZv305ZWRnXr1/Xu/HMzMyYOnUq+fn5lJWVSUhQLpczfvx4duzYwdKlSyXb1+FnNEsxMjJi9+7dZGdni76u71W++Bnw9PRErVaTn5/PmTNnxHNrYmLC8+fPiYyMZMqUKWRnZ7No0aIat7Fw4ULCwsL0ouN2dnbs2LGD0tJSbty4wezZs8W2inl5eWJnNh2sra2ZMWMG9vb2YrvEb702NQWwGjduTExMDBkZGXTr1o1GjRoxbdq0bwqmNJBcPSO5ZcuWMWvWrF+6zyFDhpCamsqQIUM+eRPZ2Niwfft2Tp8+zdy5cyUkYGhoyPz583n9+jVv3rwhOztbb6rXrVs3QkJCSEtLo7q6mmfPnkmslREjRlBQUEB2djaPHz/mzZs3osqtIAj06dOHy5cvi34yQ0NDPDw8vvul4OzsTGRkJKtWrfplzW50UCgUuLu7f3GAxtbWFnd3d4lAQevWrcnMzOThw4ekpKQQFRVVa23zjh07OHXqlLg/hUJB9+7dCQsLAyAqKkqsoR06dChVVVViWpFuG1ZWVpw5c4by8nKioqK4d+8ex48f59y5c/j4+ODo6Iitra24j2+xzJVKJW5ubj+kD28DydUTkjMzM8Pd3Z3bt2+jVqu/OuP9e+Dn5wdAdnb2d4f2zc3NMTc3x8fHh4sXL4pR4rlz56LRaDhz5gwDBgwgLy9P7O8gCO/15KKioggLC8PZ2RkjIyP27t0rpl7opIOqqqoYP348MpmMmTNnUlhYKOkv8THc3d0/+fmHx10X0+QmTZoQFxf3zY2ZZTIZGzdu5OTJkxgbG9O4cWM9q+tDBAUFiVZe06ZN2bVrF+/evePs2bM8fPiQI0eO4OLigpeXF8+ePaOwsFBPlGDKlCnk5+cza9Ys2rdvT4cOHThz5gwAGo0GjUbDu3fvuH37Nvv37+fUqVN4e3vXmsz+OcjlclFo4Vu+30By9YTkRo8eLRbEBwcH/9J8scaNG+Pv70/Pnj0lFoWRkdE3lYAJwvsuUWFhYXTt2pUrV64QGxvL5MmTMTY2Fovax40bJ67v7u5Odna2GG0zNjbmzp073LhxA4VCgUwm49ChQ8THx2Nra4uLiwvp6ekkJSXVWklhYmJCWFgY8fHxEouwPkGlUhEQEEBKSso3Sabb2NgQHx9PaGioRFW5JpiamnLnzh0GDRrEmDFjePjwIZcuXWLAgAFio6AHDx6QmZlJTk4OOTk5FBYWMmvWLMaNG4ePjw+9e/fmzZs37NixQ7xXlEolO3bsIC4ujtatW+Pq6srgwYOZM2cOFy9epKSkhPLyct68eSNRIJbJZAwYMOCTL3QTExP++OMP0tLSavTvfgkaSK6ekJyRkRH9+/enY8eOPzTJVnczKZXKWkUFa3sgzpw5g1qt/mxdqIGBgd5bdsyYMVRUVJCfn8+tW7fEt7iFhQUPHz4EENvdCYJA27ZtUavVzJw5k/79+xMSEkJ5eTmLFy9GJpPRuHFj4uLiWLNmDTKZjPHjx1NSUiI2Wq4JrVq14vnz59y/f/+LAgi6CPSvvvYGBgasWbOG58+ff7W14+joSEJCAgUFBZKXRk1o3LgxsbGxxMfHk5KSwqxZs/Sm+hYWFvTv35/ffvuNpk2b0rdvXx48eEBSUhJv374lMTGR0tJSTp06RevWrWnfvj2LFi1Cq9XW2Ex79uzZZGVlMXv2bO7evStp3tSlSxcyMzNZu3ZtjcerVCoJDAykvLycq1evfrJi5lNoILl6QnI/C82aNWPdunWEh4cTHh7OunXrxH4En0Lfvn3FEqPbt2/X6qszMzNj//79kumWsbExwcHBVFZWsm/fPkk6gouLC7GxsWKg48Nt+fj4EB4eTllZGdXV1dy5c0eMArZp04aCggJGjhyJlZUVt2/fJiIi4rNJ0cbGxl/krLawsODevXuEhobqRfoUCsVPL343MDBg7ty53Lhxo8b0jebNmzNz5kyJVLkOrVq1om3btp/9nUOGDKG6upqnT5/SoUOHLz42IyMjUXnGycmJfv36cf/+fTIzM8VUofT0dL2cQrlczqFDhwgODsbIyIg9e/Zw+/ZtMUAxZcoUAA4fPqy3z969e3Pjxg3y8vJYtGjRd7lvGkjuF5KcoaEhvXv3ZtmyZeLNamtr+1OjqT4+PiQlJfHq1SuuX79OfHw8ISEhn30gVq5cCUBERARRUVG1Vjd4enqSkZEhkpyZmRlHjx6lsrKSzZs315gaYG9vX+sUs1GjRvj6+uLr6ytJc7CwsOD27du8evUKtVpNSUlJrRHEb8GoUaMoKysjNjZWIgJpaWnJunXrCAkJYdOmTaJD38jICBsbmx8aqFCpVLRo0UJCqDKZDF9fXxITE6msrOThw4fflMPm4eHB27dvCQ8P/+y09ktgZGREp06d8PPzIyEhgZCQED1rvlmzZmRmZnL9+nUuX75MaWkpy5YtE2cTAQEB5ObmSpJ7VSoVCxYsELXlNBpNrTMbuVz+Ree/geR+EckZGxuzZ88eiouLyczMZN26dXh4ePDq1Sux1OrDB+t7VGI/vhEsLS0xNTVFqVTi5OSkF7WsCf369RNVNDp27IhardbLNBeE9zWyW7duRalUIpfLWbRoERUVFZIeqz8Kbdu2JTg4mNevX+Pn5/dDCcbLy4vExEROnTolPoTm5uaiNfH69WsuXrzIrVu38PLy4tSpUyQmJnLt2rVas/Z/hKipo6MjmZmZ5OfnM2PGDKKiomoNUlhYWDB27FimTp0qeYkZGRlx5coVqqurGTp0qOQ75ubm35WWo1KpePbsGRMnThR9p7rPfH190Wg0HD58mOfPnxMUFCTeE/b29kREROils/Tu3ZvMzEx8fHzo2LEjz549qzFSrFQqWb9+Pdu2bfvseW4guV9EckOGDBH1yFq1aoWjoyNRUVEAkkbESqWSo0eP8uLFC4kIpI5EfsSxeHh4fHbKKpPJ2LBhA7dv30alUjFv3jzu3r2rZ0W0aNFCtHxatGhBVlYWpaWlP625skKh+O5eqTXByclJrzDey8uL1NRUURnY1NSU9evXi6otZ86c4ciRI7x580ZidcpkMvz8/Dh27BibNm1i6NCheHp60qhRo6+O4I4ZM4by8nKx89WoUaPYuXNnjdfrzz//pKqqivLycqZPny7ua9KkSVRWVvLy5UuJVSSXy9m5cyeBgYHfTHQqlYqHDx9y48YNzp8/L+ohKpVKQkJCOHjwIEqlUk/Ved26dQC8ePFCkoq0ePFiNBoNHh4eODk5ERoaqlc1I5fL8fPzo6ioiLy8PEljbJlMhpubm8SN0UByv4jkAgICCA4OlkQrDx8+TE5ODm3btpU8bFlZWZKMdRsbG06dOsWVK1c4e/YsAQEBTJ06VRTBdHR0FPsY/MhjdnNzIyEhgVatWmFqasqVK1dEq62m9U1NTQkMDMTX1/enJO3+TEycOBGAvXv3isv++OMPXr9+LRK7sbExISEhJCYm0rVrVwThfbAiPj5ekmbRpUsXsrOzSU5O5u3bt5SUlFBaWkpycjLbt29n6tSpdOvWDVdXV4mEfE1uiwEDBlBcXMyoUaNEBY+//vpLbz2FQsGZM2fIyspixowZqNVqsZokMDCQsrIysXfCh/D29iY1NZXRo0d/cwqNu7s7x48f5/r16+IMQScI+nHljA4LFy6krKyM48ePS6xOOzs7bt68SVJSEunp6VRUVHDw4EHx2ExNTVm4cCHZ2dlcu3aN58+fi2lPjRo1Ys6cOWRlZUlesg0k94tI7sSJEyxatEhsnOvs7MybN2+4e/eu5OaeNGkSRUVFEoXgQYMGUV5ejlqtJiYmhpycHNLS0igtLaW4uJjs7GyePXvG2bNnWblyJX379sXT05OuXbuKhPQtfj9DQ0Nu377Ntm3bEIT3Dm61Wo2np2e9qTn9ETAxMeHFixcAXLt2TfxtHTt2RKPRcOfOHdauXcudO3coKysjKChI/G7z5s3RaDT07t1bXLZy5Upu3LiBnZ0d5ubmdOrUiYMHD4py3rqkXV2qhqurK05OThw7dkzPSjU1NUWtVpOZmclff/3Fu3fv2L9/f42/Q1da16FDB6ZMmcKVK1ewsbGhUaNGdO7cuda0pBEjRqDRaBgwYMA3n0OFQiHxyfn5+VFRUcHEiRNrDJZYWlrSuXNnMaDg6OiIv78/K1asYMyYMbi5ueHu7s6gQYM4fvw4pqamtGrVilOnTvH27VvGjh2LgYEBbdq0Yd++fcybN4/Hjx+j1Wo5efIkT58+bSjQ141fRXI+Pj7Ex8dz7do1UYG2urqac+fOib4MNzc3Xr9+zcuXLyU35OzZs4mMjMTW1hYrKyuaN29O06ZNOXz4MFFRUQQGBnL8+HFevXpFcnIyhYWFVFZW8u7dO6ysrHBxceHEiRN6+mgqlYpmzZrVGBzQwdPTk3fv3olTgnHjxpGUlMTAgQP/MURnb2+PRqOhvLxcT/fN3d2d06dPk5SURFhYGOfOnSMmJoatW7fy+++/Ex4eTnR0tORBXrJkCSdPnpRsp0+fPiQlJWFjY4NKpRL7GRQUFDB9+nR27NjB69evRUvfyMiISZMmcfToUbKysigvL6ewsBB4H8msyUKSy+Vs2LCB06dPY2ZmxqlTp9iyZctnI8MGBgZMnDhRbPBcE762nMrHx4fy8nK0Wm2NlueHaNq0KWFhYdy8eZOjR48yd+5cmjdvjiC8J8/ly5fzxx9/oFarCQsLk8hMtW3bVpSqj4mJ4bfffsPa2prw8HAxuNVAcr8wutquXTtWrVrFjRs3WLp0KRMnTiQsLIy7d+9y5swZvQiaUqmkSZMm3Lt3j927d0tIxcXFhYSEBMlDaWpqiqWlJR07duT8+fOEhoZiZGTEjh07qKysFN/UMpmMYcOGERoaSk5ODk+fPpX4NT6Ernh/27ZtYipFQEAAb9++ZfHixfWuvvNboFKp6NWrF7Nmzarx9yiVSiwtLTE0NEQul9OzZ0/27dvH69evawwEdOnShfj4eEaNGkXr1q3p0KEDV65cITo6WpIK4erqSnZ2NlqtlrKyMrFloS4Fp7i4mEePHjFv3jy8vLxYtWoVBQUFnDhxgidPnjB06FC9iKaZmRk3btzAy8uLNm3aoFarmT59up4lr1KpaNOmzRe5OCwtLbl8+fJXJeMaGBiwcuVK1q9f/1n/77Rp00RxB92yxo0bM2LECGxsbDh48CCVlZVcvHhRUs1hY2NDWFgYFRUVlJWVsWPHDgThPdlfuHBBnLI2kFwd5Ml9+GZ1dXVl7969hIWFcfbsWUaNGsXJkyeJjY3l6tWropqHzgekw6pVqwBqffsGBARQVlbG2bNnycjIIDg4WLTYWrVqRWpqKhkZGWzevJmwsDAxybambbm4uBAXF0efPn0QhP9Hks+fPyckJERc/j8JSqUSCwuLGtM5FAoFM2fOJDs7m7y8PPLy8igpKWHlypXiOrpE5QcPHjBmzBgKCgpE7TdPT08KCwuZN2+e6JeVyWTs2bOHI0eOoFAoaNeuHZGRkTVGWv39/QkJCcHIyIiuXbsSExMjKW1zcHBg9erVaDSaGlVgarr+6enp/PHHH/Tq1euLe/7K5fLPWvvt27cnLi5O/F2C8P5lbW9vj7+/P6GhoeJ5/FgodMmSJVRVVTFnzhymTJnCrVu3RIvTx8eH+/fvIwgNJFdvkoE/dNTb2toybdo0bty4wa5du/D29pYQo6GhoVg1oFOC/RCNGjUiMjKSc+fOERkZSX5+vuQG2bZtG+/evcPNzQ2ZTIahoeEnM/1VKhWHDh3i0KFDEougefPmqNVq0tPT623ZVF1BLpfj5uaGn58fixYtokePHpJzt2nTJsLDw/H09MTFxYXc3Fwxsquz5C5duiRaQTKZjLNnz0oc6iNGjNC7JoLwPmCUkpIiXt++ffty/fp1/Pz86Ny5M2FhYaSlpTFq1KgvrgcdM2YMGRkZFBcXs2/fvq/y8eo07j4mPF0zoa5du7Jw4UIxf8/NzY1Tp06RlJTE+fPn6dKlC2vWrJEE6ARBYM2aNVRVVeHt7c3AgQPJzs4WlWsMDAzYtGkTgtBAcvWG5GrCp27AoKAgysrKJGUyuhtn+/btxMfH4+TkREBAAImJiZIpQ2BgoCQf7FNo164d586dIycnh9TUVEn+nkwm49ixY+Tm5uoVwTdr1uy7eonWV5ibm/+Q5G0zMzPR/9a0aVPevn0rIbAmTZpw9uxZbt++jbe3N40bN+b+/fu4ubkhl8uxtrZm/vz5xMfHix3EbGxsmD9/Pq9evaK6ulrsz6Hz98bExFBSUgJAWFiYGJxq0aLFZ3+TTl68b9++ny3z+xhjx44lNTX1k3mTTZs2ZcKECTg5OTF27Fg0Gg2enp6i+6Bjx45cvnxZkhvp5ubG9evXSUxMRKvVotFoaNOmjfi5zjBoILl6THKfgpWVFf3799fzISmVSoKDg8U3/OzZsykrK5MEHVasWMGJEyfEm8DIyKhG30y7du2Ijo4mPDycadOmkZubq+eX2b9/P7t27ZIQprGxMRcvXuTq1atifl/Pnj3/9qTn4uKip6j8IyCTyXBxcdGb+lpYWDB//nzUarUYGDl37hwHDhwgMTGR4uJi8ToqFApOnjxJTk4Ot27dIiMjg7lz54rb6tatG2lpaaSnp3P37l0yMzMpLCyktLSU9PR0NmzYILmGcrkcBwcHWrZs+V31vKampty6dYuysjI6depU63qNGzdm7969REdH4+XlRb9+/SQ5fSYmJty7d0/SVFoQ/l+FzJgxY2jSpEmNL+4GkqtDkmvcuDF9+vT54VFKY2Nj8Y3Xt29f1Gq1JLDQokUL4uLi2LVrF1u3buXGjRt6cjqCIDBnzhyxL6i7uzvJyckSS65t27ZoNBrRYf4hGRQUFJCYmIiTkxObN2+msLCQjRs3SsjUxsYGR0dHZDIZxsbGPzzP70vh5ubGhg0baq0yUSgUDB8+nKioKDZt2vRTkpE/BVdXV44dO0ZlZSUJCQlER0dz9epVvLy8xCh8hw4dyMzMZMqUKdja2hIaGiqm/sjlcvbu3cu1a9do0aIFBgYG4vpqtZodO3YwdepU8T60t7fn2LFjpKWlkZ+fj1qt1pNS/1I0a9aMmzdvsnTpUszMzJDJZNja2uLk5CT6iGUyGcuWLSM+Pp7evXvXGg1euXIl58+f/+pIbwPJ1SHJDR48mLS0tFojmz8KdnZ2evWQY8aMETtFJSQkMGzYML3v+fv7ExERweDBg1m3bp2ezt20adOorq7m/v37kge/Q4cOaLVaUlJSCA8PJy8vj9WrV0uqAnQPYmJiIgcOHCAiIoLAwEAJ0bm4uPwS+XFnZ2cxibamz1u1akV6ejpnzpz5rCDAz0JgYCB3797FwcFBjLx/+LmNjQ0REREcPXqUW7dukZSUJFpODg4OpKSk4OvrK65vamrKs2fP8PX1lZCXgYEBBw4cQKvVsnnzZiZOnMjs2bOJiIioUQVEoVB8NsKuU78xNjZm9OjRPHnyBH9/f8n3rKysmDRp0ieTyO3t7Xn69CnTp0+v9YVYk1BBA8nVEclZWVkRGBhIRUUFw4cP/+X71+nid+/eHXt7+xrfno0aNSIwMJCcnBzKysoIDAyU3Nx3794FIC4uTjK1GDp0qKhHVlpaytChQ/V8PjNnziQzM5O9e/eSlJQEwM2bN8X17OzsUKvVnD9/vkYJdZ0v6UeciwkTJlBeXi6Jfn4IV1dX5syZ88l8wp+NI0eOfLIpkCC891tt376dBw8eMGLECHG5sbExR44c4cqVK3To0AFXV1cWLFiAVqvVm3q7urqSm5vLggULxGshk8nYtGkTy5cv17sOa9eu5cmTJ5w+fRonJyeGDx/OxIkTJddMJpPRtm1bTpw4wV9//YWLi8s3+zW7devGkydPJF3MBOE9kfr5+Ym+vA+/00BydUByRkZGXLt2jfz8fLZs2fLDNMxkMhmjR4/+oSkdOlVWLy8vyRtSJpNx8OBBqqurJeknKpWK8+fPc+HCBQYOHCjWIX64TZ3VERgYiEwmY+vWrZSUlDB58mRxHV9fX6qrq8UImQ6mpqaEhIRQWlrKkydPalSoaN++PUOHDv2iPDCZTMa4cePYuXPnF0lQ1QXs7e0JCwv7pOLvh7+nJuECnTpzcnIyubm5lJaWcuXKFb0pukKhYOPGjaxZs0ZyvX18fHj69KloycrlcjZt2kR2djbTpk1j48aNhISE8OLFCzQajeh/NTMzw9/fn/j4eMaOHftJcpPJZF9Efj179uT06dPi8SkUCnx9fSkqKmLbtm161nYDydUByclkMjw9PXFzc/vhNZ4BAQGkpqYye/bsH6ZkUhvatWuHj4+PxMJxc3MjPz+f8ePHI5fLmTZtGmFhYUydOlVMAWjVqhV5eXlMmzYNNzc3wsPDiY+PF6fCdnZ2REdHU1lZqaeaMXz4cAoLCzlx4gQhISF6SdIeHh6kpKRQVVVFenr6J/t6fnxNfvV98CGaNWtGz549azyOvn37EhMT880qzTrI5XKaNm2Kp6cn3t7eYlT2Y9ja2vL48WMuXrzIuHHjmDFjBhEREZw9e1YkIQcHBxITE0XpJKVSyfLly6mqqiIoKAiZTIapqSm+vr4EBQVRXV3Njh07kMlkODk51di429nZmeHDh3/2xWRkZCSZZg8bNozU1FSCgoJq7EJWb0huzZo1CMJ7Z7duVFdXs2LFCpo0aYKRkRE9e/bkX//6l+R7paWlzJw5ExsbG0xMTBg0aBAajeaL9/t3ja7WBgMDA2bOnElCQgJ37txh7Nixv3SapVKpcHd3F310crmcyZMni4nDKpUKY2Njdu7cSVpampjtr9FocHV1xcXFRXwoXr9+LbGuZDIZ58+f5/79+5iYmNCxY0diY2NFa87c3Jz79++Tnp7O3LlzWbNmTY2ac6ampjg6OmJiYlLn5KaDj48PycnJNWq9rVy5slb13J+Fli1bsmfPHl6+fElhYSGPHj2SWOS69oZubm6oVCosLCxYsWIFmZmZuLi4YG1tjYeHB/b29vj6+nL+/HmcnZ0xNTXl/v37HD16VLI/Gxsbbt26xZYtW74oAPXhVLVly5Z6uaQfol6Q3JMnT3BycqJ9+/YSklu3bh3m5uacPXsWtVrNqFGjaNKkiVjDBzB9+nQxgvPixQu8vLzo0KEDlZWVX7TvX0Fyv/pBkslkODg4sGHDBmJiYti4ceMv3X9Nx6NTl/3wJm3Tpg0TJkzgt99+4/bt26SkpIj+v+LiYl6+fEm/fv3EaYmFhQVv3rxh5syZyOVyAgICyMrKEnOjHB0dycjIYNKkSQjCe4L92Amtm+5mZGSgVqvp0aMHMpmMrl274ufnV2dTViMjI4KCgoiNjaVv376SB33UqFE1tmf82ZDL5RgZGYmk9eFnBgYGHDt2jKSkJG7evElUVBQRERG8ePGCTp064eTkhKurK3K5nLFjx4rndfny5aSlpemlk4wePZrKykrOnz8vmbIaGhrSvHlziezY16LOSU6r1fJv//Zv3Lx5k549e4okV11djYODg6g7Be+tNktLS3bv3g1Afn4+KpWKEydOiOukpKQgl8u5du3aF+3/Z5Kcg4MDmzZt4urVq+zcuZNWrVphZWWFu7v7LyM+e3v7L/Ll1DWMjIwYP348vr6+DBo0iAEDBvDq1StJAxOZTMaWLVu4dOkS/v7+FBQUSB6KIUOGEBMT88kUDz8/P7KzswkMDGTkyJHcvXuXgIAA8vPzKS8v58mTJ5ISOhMTEyZOnCieQysrq2/uNfA5WFpaMmbMGCIjIzlw4EC9rws2MTHB19eXGTNmsGrVKvbs2cOff/7JkSNHSEhI4MmTJ6xfv543b94wduxY3N3diYuLY+nSpXr3v7u7O+Xl5Tx79oz+/fvj6uqKvb09K1asIDQ09KvUkHV5g7r/65zkxo8fz9y5cwEkJBcfH48gCKIEjm4MHjyY8ePHA+97DwiCQG5urmSd9u3bs3z58hr3V1paSkFBgQiNRvNTbgBDQ0N27NhBSUkJN2/e5MKFC4SFhXHkyBGysrIk0xJra2sCAgJ+aYeuvwPMzc1xcXGRPBDNmjXj3Llz5ObmkpCQIMlw7927N/n5+fTt2xd7e3t69eol6TugVCp58OABq1evRi6X06hRI1JTU6mqquL27dv06dOH4OBgbty4IfpKe/bsSVlZGZs2bcLAwIDDhw9z4sSJnypZr4t+6pQ4fhTatGnzU8rvDAwM8PHxYezYsZiYmODg4EDHjh3x8/MTLeaEhAQyMzN58+aNXlK4Lthx7949Tp06xdGjR4mNjSUpKYns7GwePnz4RalECoWC8ePHc/XqVQ4dOiT6/eqU5I4fP46bm5tYavIhyT148ABBEEhJSZF8Z8qUKfTr1w+Ao0ePYmBgoLfdvn37MnXq1Br3uWLFil/ygPbt25eioiKRvAwNDTl06BDwXirnw0Yiw4YNo6SkRKJK6+bmxo4dO5gwYQLjx49n/PjxuLu707RpUz2Z6f9pMDc3x8nJSa+4XKlUsn//flFvr6KigvHjx0segjt37rBmzRpatWrF7NmzKSkpoaKiAm9vb/G8JyUlieTp6+tLVVUV/v7+DB06lOLi4hq7UtX28H9s9clksjq7dnPnzuXSpUvf1IX+U+jSpQvHjh0Tz+GH1+n8+fP069ePFi1a4O3trUdwMpkMLy8vLl26RNeuXcXosLu7O9evXwegqqqKxMRETpw4ITavrslvN3PmTEpKSsjIyCA7O5uXL18iCHVIcsnJyTRu3JiIiAhxWU0kl5qaKvne5MmT6d+/P1A7yfXp04dp06bVuN9fYcnJZDL++usvveTZAQMGUFVVxbZt28QbXaFQcOnSJaqqqiTt9Xbv3k15eblYilNUVERRURHp6ek8ePCAdevW0bVrV5o2bYq9vf0n1WX/J8HCwoIFCxZw9uxZxo8fL+nzKQjvi9rVajWFhYVUVVUBUFZWxuLFixk4cCBBQUEkJiZKusinpaXRuXNnjh8/Tnh4+BdXPAwZMoS3b9/Svn175HI57du356+//qqTvEhBeO+6CA0NZfXq1T/E92hiYkL//v1ZsmQJ7du310tdad++PYWFhVy7dq3WqbdOLFQXedUtt7S0FEUwfX198fPzY9++faSkpJCSksLq1atxc3MT96nrP3vy5ElcXFxo27Yt//rXvxCEOiS58+fPIwjvH0odBOH/5cq8ffsWQfjx09WPx8/yyQUGBvLq1Svatm0rvsWioqLIzc2VWHHu7u4UFhYSFhYmOndlMhnnzp1j8+bNNG3alGbNmuHq6kpYWBglJSVcvXqVBw8eoNFoSE5OJikpiUGDBmFpaUlQUJDkwdZFO/8p5GdlZfXZvrQymazWCJ1MJsPOzo6JEycyefJkJk+ezK5du0hLS6OsrIzKykp27dol+nW2bNnC9evX6dChAzk5OYwZM+aLj/XPP/8EYNWqVfj7+5Obm0tkZKTE56dQKGjdujWNGzf+JWVtbm5uvHnz5out0ZqgS7y9cOECf/zxR63Rezs7O+7cuVNj7poOhoaGmJiY6KV+dOzYkaKiIkm3LrlcTps2bfD39+f169ckJCQQFhaGt7c3GzZsQK1Wi+4Je3t7Xr9+jSDUIckVFhaiVqslcHd3Z+zYsajVajHwsH79evE7ZWVlNQYeTp48Ka6TmppaLwIPTk5OPHr0SMz8z87O5s2bNxQVFTFr1izc3Nzw8PAgPDycqqoqUUtMEN4rMiQlJUnkqBs3bsybN29YvHgxCoUCIyMjGjduTO/evVGr1Zw+fZru3buTm5sreYh8fHzE0jGFQoG3t3edNFD+ETAzM+PcuXMkJSUREBDww3qhKpVKHBwc6N27N15eXqLV0aRJE7KyssjOziYhIYHIyMgvtuJkMhk3b94EICsri9zcXFasWCGZvsrlcubMmUNubi4ajYaNGzdy9OhRyb2gUqm+q+doTWjfvj3r16//phI1V1dX9u3bx8KFC2nfvv1ngzAf1lF/DXr27ElRURHz58+vcXpvbm5Or1692Lp1K/fv36eiooK8vDy2bNnChAkTOHTokDhLq/PAw4fjw+kqvE8hsbS05Ny5c6jVanx9fWtMIWnevDm3bt3ixYsX/Od//me9SSExMzNj4sSJTJo0iS5duoj/x8XFUVRURGlpKRqNBq1Wy+nTp+nbty9Dhw7lxo0baDQaunTpIm5r1apVVFVVMX36dMk+HBwcePfunTj13r9/vyjRZGFhIUqi29vbM336dDIzM8XtNmrUiC5dumBvb0/btm2xtrb+Yn2xukDv3r3FCOi7d++YNGnST236PGTIEDIyMtixYwc3btxg2rRpX+xPUygUnD17Fvh/+Z4fP+zt2rUjJSWFtWvX0rdvX6KjowEIDg5GEN4T5Y4dO/RUXnTQpeZ8y2/72vPm7OzMkiVL2Lx5MyNHjvwlzbaHDBnyRRFmJycn0tLSuHjxIiEhIeTm5pKRkSHW6tZrktPdHA4ODhgaGtKjRw/UarXkOyUlJcycOZNGjRphbGzMwIEDSU5O/uJ91kUysL29PQMHDmTYsGG0bNmSjh07EhoaSnFxMeXl5WRlZUlKnAwMDHj8+DEA9+/fF28wXbQvIyODO3fuUF1dLWkCbWdnR0pKChs2bBAji6dPn0YulyOXywkODqakpITU1FTy8vJITk4mNDSU48eP4+/vz8SJE5k4cSJdunTBycmpVkmmX4W+fftSVlaGh4cHgwcPJi4ujoEDB/60/R06dIg3b95gZ2f31cECDw8PsrOz2bBhAyEhIcybN09S3aJQKDh9+jRBQUFic6Pjx4+j1WpFB76zszMpKSlcu3atxvPu4eHBhQsXJFM9U1NTPRXpLyWV4cOHM3jwYMm+LCwsmDdvHi9evGDcuHH1sgubn5+f2OfXwsICJycnSfZCvSK5uhj1peLB1NSUTp06if0mP3xTqlQqbt++DcCVK1dE/5qrqyt5eXnMmTMHHx8fPc0uJycnHjx4gJOTEx4eHmRkZPDbb78hCO8twNTUVHJycliwYAEjR45k4MCB3Lp1C4CioiLKysqA9y+SgoICnj17xvHjx1mxYgVDhw6lS5cuNGrU6Jfd+E2aNCEuLk78DaNGjeLx48c/rFD/QxgaGnLnzh2qqqqYOnXqV3/f39+fp0+fYmFhgZmZGUeOHOHSpUsMGDCAdu3aoVAoCA4O5tq1azg5ObFw4UJKSkp4+PCheO23bt1KeXm5+Hs/hIGBgZhA/aFi7pgxY4iLi5NMI2UyGc7OzrX6ZWUyGVOnTqW0tJS8vDw6d+6MXC6nd+/e7N+/n/Hjx+Pk5FQv3Ry6frNHjhypdZ0GkqsnJPc5eHh4sGXLFlq1aiUua9myJWvXrqVx48YMGDCA3NxcST7R9OnTiY6Opnnz5gQFBUkSZa2trQkLC2POnDmileLo6EhCQgInTpzAzc2NHj16cP36dR49ekRgYKAoua6bZqemppKQkEBoaCjr169nxIgReHh48Oeff35xH4CvxYoVK/jrr79QKpWoVCpu3bqlV7/6o9C3b1/279//TflqSqVSUhtqZ2fH4sWLxfOla1X44sULsWg+Pz+f8+fPY2Njw/Tp00lNTSUyMrJGv5eZmRmxsbFcu3ZNJEWlUsmVK1coLCyU3Adt27YlISEBDw8PGjVqxIABAyTTQCMjI06fPs3WrVuJi4uja9euzJ07l127dv20xOcfBScnJzQajZ4y9YdoILm/Ccl9Djo5bF2kS6VScfXqVSorK9FoNBQWFuo5cU1NTSUWo4+PjyTtRS6Xs2fPHhYsWIAgvBfbjImJYeHChTRq1IgWLVrwxx9/AFBZWSn2ga2urpZol+m25eXlhZeX13cRkouLCxEREYwbNw5BeO+gjoiI+Fv0mJDJZFhZWUmikbrpZZs2bejUqRMPHjzg7du3FBcXk5+fz61bt2jUqJFkCqlQKOjWrRsJCQmStKNWrVqRk5PDgwcPJP6/li1bkpuby/z585kxYwYpKSkSAnZzc8Pf358mTZrw+PFjxo4dS/fu3UX/rJWVVb3Ny5w8eTLh4eGfDM40kNw/hOQ+xoABA9BoNKxfv57AwECCgoI+G6VbuHAhISEh4kPo4eFBQUGBSHKC8F7XTOcvNDAw4MiRI8TExDBu3DjWrFlDfn4+BQUFYs9LHQICAigoKCA7O1svafRrMXjwYO7evSv+nj179hAWFvbLFXt/BnTadUOHDqVXr14kJiZy+/ZtiQWvK2krKChg37599O3bl/79+7Nnzx6qqqrE2t0Pz1dZWRlZWVmUlZWxd+9eCWkuXryY7OxsQkJCyMzMlCTsenp6cv/+fZydnWs8XoVCgY+PT52lKAUHB3Py5Enc3NwYOXIkS5cu1csBbCC5Oia5T+V0fSvkcjnnzp3j1q1bXxUtbd++PWlpaRw7dozFixeLidoTJ05EoVDQrFkzoqOjRan0zp07k5OTI9aWOjk5kZqaSkhIiKRErVOnTiQmJnLmzBnOnj3L0aNHRcvA2tqaGTNmsHjxYnx8fHB1daVXr156/QY+PE4jIyPu378v5nrp2vOtWLHiH5MPqPvd9vb2ODs768lJTZ48GVdXV7Zv305ycjIajYbs7GyqqqrYv38/bm5uODs707JlS44dO8bjx4/p2LEjWVlZ7Ny5U7K9gwcPEh0dTUxMjNirVxDeW3ARERFER0dLmux8CAsLCx48eMDIkSPrxNobPXq0+GItKysjJSVFT7+wgeTqkORkMhnTpk2rVZH2W2FqakpkZCQajaZGfa1PwcvLi2vXrqHRaLh+/ToHDx4kOTmZkJAQXr9+TVJSkjjVcXNzIy0tjZEjR+Ln58e5c+coKyuTdHeXy+UcOnSIgwcPim99XYTXwMCAffv2UV5eTnJyMmlpaSQmJpKTkyNGx5ycnAgODtazDBcsWCApznd1dSUxMZGZM2fW26nVz4Cu4UyTJk1o1aoVU6ZM4dGjR6Snp5OdnU1ycjKpqal069YNOzs73rx5w7p16zA0NKRDhw4sWrSI0NBQfHx8WLx4seT89ezZk/LyctasWfNJFRBfX1+Cg4NrraJQKBSYmppiYmKChYXFJ7t2fcsz1KFDB2bNmoWnp6fYM+TDdRpIrg5JrnPnzmRkZBAREfFDFSdkMhm+vr7MmzfvmxIxrayscHBwQKFQYGxszMiRI1Gr1dy4cUPSeEelUokKHpWVleTk5Ih+pIMHD7Jnzx5GjhyJRqMR3/STJ0/m2bNnGBsb07p1a7KyssQk2R49elBYWEhWVpbY92LhwoVkZGTotcFzdXXl7du34gMjk8kYOHAg4eHhzJs376tUK/5psLKyolWrVnTv3p3evXuLbQyNjIw4fPgws2fPxs3NjXPnzrFr1y4GDx6Mg4MDb9++lcimL126lMrKSoqLi1m4cGGt+zMwMOD48eMEBQXpWd0ymQw/Pz+ioqJQq9WcOXOGHTt20L1791+mstJAcnVEcgqFgqNHjwKwa9euOn8wPgdzc/MaU0VkMhnu7u707t0bJycnfHx8ePToEREREcTFxYniC5GRkZw8eZLc3FyWLVuGILxvDhwXFyemJnTq1AmtVsuKFSvEh2XTpk0cOXJEUus7cOBAwsLCqKys1JtGderUibdv3/L8+XNGjRr1P8qq+xIMHz6cM2fOYGBggJGREc2aNWPnzp3cuXOHU6dOiS9FuVzO0aNHefHiBb169frsS6NXr15ERUXppa4sWbJELGdbtmwZXl5eDBgwgLt37xIYGCgJfLVo0QJbW1uaNm2Kubn5D0s4biC5n0ByRkZGuLm5fVKRt3///mJD3A9rWf8JMDAwwNDQEGtra27cuMHbt2+5ffs2CQkJHD58WHwQvLy80Gg0LF68mBkzZvDy5UuqqqpENZamTZuSkJAgOtJVKhUbN24kLy+PZ8+eibpwH+7b0tKS+/fvU1JSQnBwsGgtqFQqevXqVasD/X8KunbtyoIFC0QlEgMDA/bs2UNmZqZEsUWlUvH06VNevnzJ7Nmza20orVAocHNz4+LFi1RUVLB+/Xrxs8aNGxMfH8/OnTslOXZKpZJ58+Zx9epV8TgMDQ0JCwsjISGBlJQUoqOjOXLkyA9RtW4guR9MclZWVly/fp3CwkJCQkIkemY6ODs78+zZM6qqqj45Dfi7w9DQkPv37/P777+jUCho1KiRxLJSKBQsWrSI6OhoNBoNN2/e5OLFi8TGxnLhwgUeP35McnKymOzq4+NDQUEBixcvplGjRty/f585c+ZI9unt7U1FRUWNjViKi4tFK1IHBwcHFi9eXC8z+XXncNGiRV+lDNyhQwdsbW3x9/dn+/btn60KcXJywsvLSxK0kclkLFy4kHfv3pGWlqZnMcvlcvr06cOff/6JWq0mJCSEkydP8urVKzHK7enpSUpKip4klg4fR/vd3d1ZvXo1a9asYe/evSQnJ7No0SK945o7d65e749PoYHkfjDJTZkyhdLSUo4dO8bJkydZtWqVxE9hZmYmVhVotdrP3rx2dnY/JGKoUCiYNm2aJCjws+Hk5PRFzWRsbW1xcHBApVKhVCoZN24cW7du5dq1a5LvTp06ldzcXPz9/Tl58iSZmZl6Mtq7d+8WcwMDAgJEUh05ciTV1dUsXrxYsv7atWvJz8/X0zn7EHXVC0KpVLJhwwYyMjK+uFTLxMSE7du3c+zYMQYNGoSfn983O/rlcjlWVlZ6zvwmTZqwatUqCgsL0Wg0HD58GAcHB4yNjbl7965YIWJvb09CQgJ+fn7fdP6mTJlCSkqKZArcoUMH0tPTCQ4OrjErwcnJie7du9cvZeC6Hj+a5Pr27UtWVhYTJkygXbt2PH/+nF69eiGXy3F0dOTw4cOieMDatWs/aUEoFAoOHz7MggULvvshGzRoEFqtlgMHDvyyh7RTp05kZmbi6en5TU7mj29ic3Nztm/fTkJCAvHx8SxZskTvLX/r1i3u3buHs7OzZIq0YMEC0tLS9KTgz549i0ajqTWzv2fPnjx//vyTGfU/C/369ROb8nzu+hsYGDBhwgSuXbvGu3fvOH369A+1ThUKBR07dmTZsmW8evWKlJQUli9frtf2cciQIdy6dUvc99SpU4mNjdWT/JfJZLRu3ZqlS5fWmgHQtm1b8vLyJGo8ixYtorKyUiIwq4OujPHjKpEGkvvBJGdgYMCmTZt4/vw56enpVFZWkpaWRmhoKG/fvuXmzZvMmTMHjUYjydKvzbHbp08f3rx5U6tP5EvQunVrYmNjOXr06Ge12H4kunXrhlarJTk5Wa8C4lshl8uxtLTEwsJC78E3MjLiyZMnhIWFcfToUdH6sbe3R61Wo9Vq9SojFi9ezIP/H3vvGRTV+rV5d6LJOQiIwiijjFJKKaWMUoY5Jsp0GCNlQMZIGSkjpcfEa9ZjYMzxyBgwK2POUigoQelHcrSHnOmSDL/3g9P7sW30oKKe/zNQtT7Qvffune7rXvda17pWRIQWWDo5ObFp0yYKCwsBNPTXpFIps2fPxt/fX2OAq4UPWuv+dejQgalTp37xmGKxGGdnZ86fP09qaip37twReiS0lvfp7OzM6dOnBaWbbdu2acjOf2zt2rUTdBRFog+xvTVr1pCbm8vhw4f5448/CAoK4siRI0RFRQFw5MgRrSSDWCzG39+f+vp64d2Ry+WEhISQlZWlRVcRi8Vs376duro6ZsyYofFdG8j9gMSDOl0/btw40tPTSUtL48yZM6xYsYKePXsSGhoqPDixWIy3tzfPnj377LJu1qxZREZGfnMf1eXLlxMSEtIskJqZmTF8+PDP9uD8HlMvPU+ePPlDjt+cBQQE8O7dO969e8ewYcMQiT6Qhd+/f099fb3Wsm/fvn2sXr1aAARTU1PWr1+PUqkkPz+f8vJyioqKNJZ8PXr0oKKighcvXgjZSB0dHf744w/Onj2Lj48PS5Ys+aGlZgYGBvTo0YOjR48SHh5OQEAAXl5eP6RmeMmSJTQ1NZGUlCQU73/pmT948EBoMaq+NxMmTOD48eNkZGRQVFQkWFVVFTU1NRw8eJBhw4Zha2uLgYEBQ4YMITs7m9LSUgEwhw8fTk1NjZbitkj0QTYsOzubEydOaNGm2kCulUDO1NRUC4TatWtHWloagwYNQiT6EETeuXMnFy9eFOI8Pj4+wkM4fPhws8fW1dXlwoUL/Pnnn9/kKRgZGTWrOyaXyzl58iSNjY0aWbGfZTKZrNVbAIrFYiwtLbGyshKAS93uLywsTOP3pFIpR44coWvXrtjY2LB48WLi4uIoLCwkODgYR0dHHj58SGBgoHDfxWIxJ0+epKysjDFjxgjHmjNnDiqVivT0dN6/fw+gcU+9vLxYv349p0+fFoQM7O3t0dXV/WqqhLOzMxERESQlJXHu3Dk8PDy++F5IpdJv4kuqzdramtGjRzfbELo5Cw4OJiQkRKvaRiaTYW5uTrt27QRzd3fH19eX+Ph4VCoVhYWFxMbGUl5eTmVlJbNnzxaI47dv36axsbHZjmwdO3akuLiYhQsXap1PG8i1AshZWVlx9+5d4uLiBBKrSPShn0BWVpYgBdS/f38yMjKEvgzz5s2juLiYu3fvkpWV9UWgsbOzIy4u7ruWrZ9a586dKS0tpa6ujrCwsB8uhPipeXh4EBsbqwEWP8rUA+XTgZGZmUlQUBBxcXGUlJSwceNGunXrhkQiwd3dnZKSEp4/f86QIUNwc3Nj6NChpKSkcO/ePQFYzM3NSUxMJCgoSJCgr6mpEZI8VlZWvHnzhry8PBITE1EoFGRnZ6NUKnn8+DH3799n4sSJuLq6MmLECIYOHao1KanlkmbPns2OHTtYunQpzs7OXwQ3PT09DAwM6NatW4u6XbWW9e7dm+LiYg2F4y+ZWCzG0NAQd3d3VqxYwcuXL3n06JEQyxaJPoQ+SktLCQwM5ObNm+zbt48uXboIE5mXlxc1NTXNjo82kPtKkPPy8mLLli0as5qjo6NAg3j69Clubm4sXLiQ/Px8DSmjwMBAVCoV58+f5/Xr11RXV7N69WosLCyIjIzU4Ck1Z7t37yY4OFgr1mJpacmiRYsIDAykU6dOBAUFMX/+/C/GZNQUgUOHDrFt2zatou2fYQYGBpw9e5ZXr1799B6jOjo6zJ8/n6amJsrKyjhz5gz9+/fXuGcTJ04kOTmZo0ePCvytiooKqqqqyMrKwt/fnwULFjBz5kxKSkrw9PTExsaGJ0+e8Pr1a6F+19nZmaKiIoFUa2pqyuLFi8nMzGTOnDmsXbuWkJAQzp49S1lZGcXFxRoUCalUyujRo/nrr7/YsWPH3y799fT06Ny5MwsXLmTHjh1cuXJFY/JtLdPT08PW1lbrPdPX1xfoP9+i9WdqaqoxIenp6XHnzh0ePnyIoaEh3bt35+7duyiVSkJDQwkMDOThw4eUlJQ022O4DeS+AuR0dHR4+fIlACkpKRpZHzs7O0GrKzs7WyhX+vhhde3alZs3b1JYWMijR4/w8/MTXHiFQsHs2bMFQcVPf1tXV5c///yTgoICjRdHIpHw559/UlNTQ1FREeXl5TQ1NXH//n3hOL169WLLli3MmzeP3r174+TkRI8ePQSJ9V69erFq1aofQpNQt5hr7jtPT0+USiUKhQITE5OfBnD29vYcO3aM6upqbt26Rbdu3bSWVgYGBty/f194hqampri4uODm5sagQYO4fPkyaWlp5OXlCWVtiYmJvH37FoAXL15ga2uLk5MTW7du5eXLlwKQy2QygoODNSo5RKIP5NkjR45QWVnJmDFjkMvlDB48mM2bN3PmzBkOHTrEokWLOH78OH5+fjg7O+Pn54eJiQkGBga4uLjQs2dP1q9fT2hoKNOmTcPT05OePXv+EOGC/v37k56erlVXLBJ9KLtbsWJFq4Qj5syZQ2VlpUZGVVdXl2nTpnH27FlUKhWVlZWcOHGiWUGKNpD7CpCTy+XExsaiVCq5desWKSkpWhwgqVSKs7PzZ3tDymQyHB0dNYiqYrGYTZs2UVdXR1RUlEbwWCKR4OnpyeXLl6murqa6ulojezRo0CCKi4tZuXIlzs7OQrnT/PnzhW327NlDTU0NKSkpKJVKlEol2dnZ5Ofn4+XlxcGDBzl9+jRmZmbfFbv5HKDcunWrWU9i7dq1RERE/C2PrjVNV1eXW7duAfDq1avPJnOMjY3JyMggMTGxWXqJVCrF0tISR0dHXFxc8PHxwd/fX7Ddu3cTHx9PYWEhKpWKRYsWCfuqy9fevHmjweg3Njbm1atXvHz5End3dzw9PVmyZAm//fYb+fn5xMfHc+LECfz9/bl+/Tp5eXkolUru3LlDYmIilZWVVFVVcefOHRwdHdHT02vWs2kts7a2Jj09XePaWtsMDQ0JDw/n6dOnzVJi5HI5Xbp0wdnZ+bOUmTaQ+wqQk0qlXL9+nZCQEMRiMb///jupqalMnDjxux+mmZkZ3t7ewqwoFotxdXXlyJEjVFRUEBMTg6+vL2vWrBHaOYpEInx9fUlOTsbc3ByZTMahQ4fIzMwUOGJyuZyXL19y7NgxITkyePBgMjIyBFJleXk5VVVVpKSkEB4ezs6dOxk0aBADBgzQkEz6FpNKpSxbtoynT59qla/p6uq2StnO15iBgQHPnz8nPj5eo1FQc+ft5eXF7Nmzv6m5j1QqxdPTkylTpuDp6akR7wwMDASgsLBQQ3V4+vTp1NbWUlJSwvDhw4WJUK0xp241KZVKWbJkCQUFBaxatQo/Pz+WLFlCXl4eZWVlhIWFcerUKe7cuUNkZKRWPK5r167f3ADnY5szZw4NDQ3NBvtby+bOnYtKpRIy5d9ibSD3lTG5TZs2ER4ejq6ursDlef78eavxz9Sk4a1bt1JYWEh6ejq+vr4C/UOtnab+vb59+xIXF8fu3bsJCwtDpVLx9u1b7OzsMDIyYtiwYeTk5GgIVUqlUq5evcrKlSsxNjYmJSWFq1evsmrVKmbNmsX+/fuprq6mpqaGuLg4rRdMJpNhamraYq9PJpOxbNkyoqOjm13a/GyzsbH5qXzBT83NzY0HDx6wY8cOwduXyWTcu3ePoqIiqqurNQB42rRpREZGClUZxsbGrFu3jjdv3gjUFltbW549e8bw4cMxMjLi8OHD1NTUkJycrEG27dGjB2lpaRw+fPi7lrA6OjpCJ7Efqfhy8OBBIiMjvwuU20DuK0HOw8ODvLw8gQOlp6fH9evX2bZt22cD9xYWFn8bWNfV1aVz586sX7+e3NxcFAoFa9eu1UrbGxgYEBsbqxEP9PDw4NSpU1y9epU1a9Zw//59IiIiSE5OprS0FIVCofGiy+Vy7t69S6dOnXBxceHmzZsavKPff/+dyspK1q1bx/r16wkPDxdeMl1dXbZu3Up2djZhYWF4enoyceJEje5I+vr6Wil+qVTKzJkzefDgwRe1yf5fMSMjI41JQiKRcPz4cerr60lISNB4XtOmTePVq1c8e/aM/fv38/TpUxoaGjh//jy6urrY2dlx8+ZNoYzNwMCAAwcOUFtby4oVKzQUXLZs2QLAjRs3vslD/TjMIpFItOK4rZ28GjlypMa7/i3WBnJfCXJ6enrcunWL48ePCw+8e/fuJCUlMXDgwGb32bFjB0+ePNHoqvSxqdnaFRUVqFQqgoODmy3sV9vs2bO5fPmyxhJILBYLM7NcLmfixIls3rxZyLh+vL+trS1v3ryhQ4cOrFmzhmPHjml8v3PnTm7cuIFMJsPGxoYXL14IFQYbN26kpKSEGzducPDgQUpKSmhqaiIiIkIAwt9//53Lly9rDAj1eW3atIm9e/f+dLrKv4LZ2dkxffp0PD09NbysDh06YG5uTmBgoCBoGhQUJMRuzc3NOXbsGMnJyULDobq6OjIzMzU8Vj8/P6qrqykqKvomorKzszN379797NLRxcWFK1euMHXq1H+EQrMaxNtA7ht4cm5ubqSnp2soM+zcuZMrV640G/zs0KEDISEhvH79WkuaWST6AFDr1q3j2rVrDB8+/G9fEC8vL4Fv9y0P38XFBaVSibe3N1lZWRovvLW1NZmZmVy7dg0vLy9CQ0MpKCjA2dkZe3t7cnNz2blzJzKZDIlEwurVqwHYsWOHALQhISFcvXq1Wa7XgAEDyM3N/ayc9q82IyMjLC0t/5E6dFKpFGNjY+zs7LTOz9zcnA0bNhAWFsbjx4+ZO3cu9+7dY/fu3cydO5egoCCUSiUAV65c+WoQksvl3Lp1i6amJs6fP6+1v76+PmfPnqW2tpby8nIWLFjwS++Vra0t586dQyRqA7lvJgN7enoSExMjzGq2tra8evXqs1w3ExMTDhw4QHx8PP3799f6XiaTtTjuYGRkREREBLt27fqmc+/cuTMFBQVC4uHjZcuIESMoKSkhJSUFlUpFRUUFQUFBQta4sLBQqOCwtLTk7t27AgiKRB+qPCIiIjR03gwMDJg8eTLXr18nKyuL/Px8YmNjNQLitra2LF++nNOnT3Pz5k1u3rzJxo0b6dmz51cBTrt27b55yeTp6Ul8fDxKpZJ9+/a1CrdMX19fq2fFjzb1RNuzZ09u3rxJQUEBWVlZnDp1imfPnvHy5UsOHz6slfRxc3P77DU7OjpSXFzM/v37m6WFeHt78/79e/z9/QkMDOTx48e/rBG5WCzm1KlTPHjwAJGoDeS+GeQkEgk+Pj4oFAohINyvXz8SEhI+W5Ugk8mYMWPGV3sxHTp0wNPTUwOMRo8eLXhPX3vuBgYGHDt2jPj4eC2JofPnz7N3715MTEzw8vKid+/ewqyto6PDwYMHiYuLY/ny5bx48YLGxkby8/MZMmQINjY2rFmzhqqqKgHILSwsuHz5MhUVFYSFhdG/f3+GDx9OREQEly5dEuJSvr6+VFdXk5WVRXh4OFVVVQCCqObHiiISiQRdXV2tSUEul3Pt2jWmT5/+Tfdl+vTpZGVlcfLkSf744w+NLmVf+244Ojoik8nw9vbmzp0739S7tTVMV1cXR0dHrKyskEql2NraEhERwevXr7VCItu3b0ehUDRLO9m0aRNNTU08f/682e83bNjA48ePsbW1JSgoiDt37nxWCsnf359Jkyb90Nhs586dBWZAG8h9R1mXVCpl0aJF3Lt3T1B9WLduHSkpKV/MIqoH4Kcikp8zb29vlEolmzZt0pKr+dZz19PT05K4kcvlPHr0iLlz5352PxsbGwIDA8nIyCA9PZ21a9dy+PBh0tPTyc3Npa6ujhMnTgjehIeHB9XV1Rw4cIBBgwZx9uxZMjMzyc7O5vXr18ycOVNQ/ejXrx9WVlYMHTqU0tJSDh8+zLRp06ivrxcIsCtXruTKlSs8e/aM+/fva9xntZBjYmIio0aN+ur7o6Ojo1Hz+mlMsaUmFovp378/8+fP5/Tp0yxcuPCLMdafbaamps1ml11dXamoqGDKlCla78WTJ0948+YNV65c0Xo/JBIJFy9eZOnSpYSEhKBSqZot1Rs2bJjQlDw7O5u7d+8KQNStWzcOHTok8BZbs4tdG8h9Z+2qGujOnTuHnp4eenp67Nu3j2fPnn2xpKVXr168fftWoznw50wdQ4uLi/uh5U+WlpYolUpmzpz5Raa6OjZkbGwsvIyurq5s3LiR6dOna2RqnZycuHPnDiUlJZSWlpKSksL+/ftxdnamZ8+eREZG0rdvX41i+rCwMC5evIiOjg4jR44U5JoAKisrCQ0NFbyFp0+fai27BgwYwNu3b5sNC/xM69GjByEhIS2OnYrF4l+WkDEzM+P69etUVFRo8T51dHS4d+8egYGBODg44OrqqhGTU5Oba2traWxsJC4ujl69emlljw8ePEhSUhJOTk507NiR1NRUob5127ZtNDU1sXbtWkSiD2GTq1evaryHYrEYfX39r5682kCuFQr01cF29QxnZWXFjRs3CA8P1wI6AwMDpk2bJlQftERn7fjx4+Tn5//wYH337t3JysqitLS02QTJt5qFhQWurq64ubkJpGX1d8OHDyc2NlYgCvv5+VFQUICrqyvGxsa8ePGCjRs34ubmRlZWFosXLxb2d3V1JSsrq9nl0/z587WW82KxGE9PT7y8vH5KrayaFtRSTl7fvn2ZM2eOcM5GRkY/La7Vvn17jh8/zrBhw7R+U106WF5eTk5ODi9evNC4f+PHjxf69e7YsYMbN26QkZHBs2fPmDJlClKpFEdHR5RKJSNGjBDGzN27dwV58+DgYFQqldAN7uTJk1pUGnd3d+Li4pg8efJXXVsbyLWS1JKbmxvh4eHCzGNhYcH+/ft5/PgxTk5OyGQyOnTowMmTJ6mpqeHx48ctLrmxtrbG3t7+h7/wYrEYW1tbPDw8fhoFQCKREBgYSExMDFOnTiU1NVWQNvL19SUnJ0egwPTt25eoqCiWLFmCm5sbBw4coKioqFmPWVdXlwcPHmgoYbRv3568vDwaGxtZsWLFT7m+lpqjoyM3btygpKQEX19fBg4cyNy5c7+74qS1rH379uzYsYN9+/ZpEMvFYjFHjhzh5s2bQsxYDWqBgYEkJSUxevRodHV1efr0KUFBQdjY2DB//nzev3/PihUr6NChA0VFRaxcuRKxWIybmxtlZWUaGVpXV1cSExNJTU3V4GSKRB9Kv3bt2oW7uzvdu3dn0qRJGmOlDeRaCeSMjY05f/48GzduFD7T09Nj3rx5pKamEhYWRlJSEmVlZSxevFhL9O//ZdPR0WH37t3U1dVx6tQpdHR0sLCwID09XUsg0dvbm4iICEpKSigpKWHLli0aCRmpVEqHDh2YN28elZWVREZGCrE1MzMztm/fTklJCU+ePGmWDGtsbIynpydjx47Fy8sLKysrzMzMvok421KTyWTs3r2b9+/fEx4ezsqVK+nWrds/ksbSnI0ZM4aEhARmzZqFoaEhcrkcBwcHAgMDKS8v59KlS4hEH8IIL1++JD09nfr6euLj4+natSuurq6kpaXh5OSEgYEBQUFBpKenC0kxCwsLoqKiaGhoaJa90KtXL2pqahgzZgynTp3i4cOHGlSuNpD7TpCTSCSMHTuWp0+f0tjYyNu3b4VBKZPJBDHFhoYGGhoaqK+vJzQ0FF9fX6ZPn86YMWNwcnJq9cL4b7VfNbBcXV25e/euUOEREBBAQ0MD2dnZWgXy7du3x83Njfbt2wvgI5PJ8PDw4PDhw+Tn55OXl8e5c+dITk7W8Jjlcjn9+/fn3r17WvdcT0+PEydOUFBQQGFhIXV1ddy6dYusrCzOnTvH2rVrcXNzY8CAATg7O2NhYYFUKm2Ve2Zvb4+Hh8cPfw/EYjEuLi5Mnz6dgQMHtppoaadOnQSJqadPn1JYWChk1D/mYRoaGjJ//nyWL18ueOgymYxz585x7do1zp49S11dnaCtKJVKhcyuUqls9nzHjBlDfX094eHhlJaWcuTIEY3v20DuO0Fu5syZ5OfnExYWxtWrV8nLyxMexKhRo3j//j2PHz9m0KBBDBw4kNWrVxMfHw9AdXU15eXlKJXKZmknP7tNnoeHB6dPn+aPP/7gt99++6m/LRKJNAb4H3/8QX19vYaayqcmkUiwt7dn5syZ3L59m9LSUkpLS/nzzz/p2rUrYrGYefPmceTIEY3lt7of7McZT1NTU06cOIFKpWL8+PFCm75Hjx6hUCjw8/Nj0aJFnDp1ipycHPLz81EoFERERHDo0CF8fX2/uMRvrgTqV9xfdX+R8+fPY2dn16ohEAsLCwICAti6dStr166ld+/eLQZtT09P7ty5w7t379i7dy/W1tZIJBICAgJIS0sjJCSEwsJClixZQt++fQUbNGgQr1694sWLF4SEhNDY2Mi0adM0jt0Gct9JIblz5w7r169HV1eXcePGadR5nj17loSEBC2OlLoH6KRJk3B2dsbZ2VmD82VgYMCcOXN49OgRx44dY+bMmXh5ebF27VqNILaVlVWrafrr6Ojw8OFDCgoKiIyMJCsr67ubXpuYmGhcl6GhYYsD/qampowfP/6zMSmJRMKCBQtQKpXU1dXx+vVrAgIC6N69u8bA7dmzJ7dv3xYUPESiDx7bw4cPGT16NBKJBDs7Ow4ePEhjYyMxMTEav/nbb78xbtw4xGIxYrGYrl27kpWVxatXr1izZg03btygtLRUI/ano6MjZCAlEgnW1tZ4eHiwatWqVk3ofK35+PhQVlbGwYMHW0WFpLXNyMhIg8w9aNAgsrKyGDJkiOCpR0REoFQqqampoa6ujrq6OkGQ1Nvbm+rqaq2yszaQ+w6QMzc3JykpibVr17Js2TKUSqVGzCAoKEgrPiASfZjxnj9//tkGucuXL6ekpISAgACWLl1KVFQU1dXVNDY2CvuIxWIWLVqklcH9Hn6Ri4sLtra26Onp4eHhoVXz2lKTyWSMGzcOhULBunXrhPM6fvw4p0+f/uaGPB9bly5dyM3N5e3btwQGBn522SWRSNi0aROzZ8/W+Nzd3Z3ExEQOHDiAQqEgLy+PgwcPEhERwYgRI7C1tcXKyoqwsDCuXLmCrq4uOjo67Nmzh8TERKEXaVBQEGPGjNGIG06fPp2oqCi8vLzYsGEDKSkpnD59Gj8/P5YvX86UKVME7T5LS0stIP9RHt+4ceMYPnz4v0Td8MCBA8nMzBR4lOrPTUxMaNeuHYMHD2bYsGEMGzYMDw8PxGIxw4cPp7CwUEtCqw3kvnO5OnLkSOLj4ykqKiI4OFhjhnRwcODu3bscP34ce3t7YTnTrVs3MjMzGT9+vNbxTE1NiYmJ4dChQwJYDRgwgNraWvLz84VgrFwuJyYmBpVKpeFx+fr6EhISwh9//MHQoUPp0aMH5ubmPzRw/ql5enqiUqnIyMjQ0Me7ePEidXV1rdLDVC6X061btxYpCnfu3BlfX18N8BeLxXh4eBAQEMD+/fsF4U53d3fu3bvH69evSU5O5u3bt0I2T19fnxs3brBz507mzZvHkiVLSEhI0KABubq6Ct3CZsyYwZAhQ3BxcaFdu3ZcvHiR6upq7ty5I5Br09LSGDdunMb5Dhs2TKOrmNoj/NXA87Ns4MCBJCYmsnLlyq/yOKVSKSNHjtSSfmoDuVbIrpqammJvb99sDM3BwYGzZ8/y7t07zp8/T0hICOnp6aSnp9O5c2et7dVS6H5+foL67KFDhwA0mkx36NCBzMxMEhISNMiw+/fvp66ujpycHPLy8sjIyECpVPLo0SPOnTsnDLxOnTphZ2eHk5NTq8b+3N3diY6O5uHDhxrgq6enx+PHj8nOzv4h/Qa+ZGKxmPXr13+WHPxp3MjQ0FBYXi5btkxjoHXo0IGLFy+iVCopLi6muLiYZ8+eMXPmTHbs2EF6ejoAs2fP1uoXUVBQwNChQzExMWHKlCnU19fz/v17pk6dKmw3bNgwSkpKhCJ6iUTC2rVruX79OsePH2fatGl07dpVSHr8zPv4M55Tnz59ePfunSAb1RrHbQO5H9B39VNTU0n27dvH8+fPuXnz5heb/65Zs4acnByeP3/O27dvqauro7GxkTVr1uDq6sqAAQO4fPkyACEhIcJ+JiYmvH37lu3bt2Nra0uHDh1wdHTk7NmzvH//nrNnzzJixAh2795NRUUFubm5VFRUcPXqVa06Qj09PY1eoy2xzp07ExcXx/3795utS3RxcRGWeT97AFlaWn62U/uXBl1zHpSRkRE2NjZ07tyZzp07M2fOHE6fPo1SqSQ8PJzHjx9rJG7EYjEHDhwgNDRUAKbevXtTXV2tEcMViURs3ryZxsZGgVjesWNHQUgzLy+PyspKysvLSUtL49GjR8ycOZMBAwYwfPhwQZLpZyesWsNkMhlTpkwhMTGR/fv3typZuw3kfgLIffyyy2Syv52BTUxMmDVrFqGhoaxfvx4vLy8WLlxIWloaOTk5qFQqIbunHlDe3t4cOnSIiooKQSVEJPoAVvfu3eP06dPC7y5cuJC6ujri4+MJCgri7du3bNq0SWOf3bt3k5aWJlA69PT0cHd3/+yyacSIESgUis8C3H90Mzc3x87ODmNjY7y8vDh16pRG7eu8efN4/fq1UHFx4MABAPz9/YVt3N3dycjIQKFQCIIE/fr1o7q6moULF2Jvb0/nzp3x9vYmMzOT8vJyoqKiePfuHSqViry8PLKysrhy5QqmpqYYGRkxaNCgf7zHp6+vz9q1aykoKMDPz6/VkyJtINeKICeXy7ViX2KxmI4dO363RLRYLMbMzIxu3brh4eGBi4sLDg4O7N69m9TUVKHJzb59+zSAyMfHh7q6OubNm4dI9GEpFhsby4kTJ4SB1LdvX54/fy4kBNSF2vn5+UJSY/ny5ZSXl2t1oJfJZEycOJHi4uJWUf21trZm7dq1P7QBy482mUymlUyQy+UsW7aM9PR0QbgyNTVVmGiOHj2KUqmkoaFB6IGro6PD2rVrqaio0AhtjBo1ioKCAnx8fNDX18fCwgJ3d3cmTpzIkSNHKCsrw8XFhcmTJ1NQUCBk9/X19dm0aROBgYGCN+3g4PDLien6+vocP36c8ePH/xAvvw3kWgnkJBIJp06d4vTp0xoz+OTJk8nLy2Px4sU/7CWxs7PD1dUVV1dXLTd/48aNADx48AC5XI6NjQ1KpZIhQ4YI24wdO5bS0lIBWIyNjYmNjRX6ABgaGvL69WvS0tK0wGfw4MGoVCoAgoKC+O2337Czs/vm5cacOXMAuHv37j+GIN1aJhaL6dSpE4MGDaJ3795YWVkxb948YmJiKCkpISQkhJkzZ5KUlERISAhnzpxBpVJx9OhRYQmqo6PDyZMnycnJaXZCcXV1pby8nJUrVwoevHrfXr168f79e65cuYJEIsHNzY3U1FSWLFnyy++NTCZDLBb/kNaUbSDXip7chg0bqK+vFwCkR48eZGRkEBIS8suWcHv37qWpqYkzZ84Iyr2hoaG8fPkSf39/vL29hWbX6hlfnR1Vy7k7OztTWVmpRcw1MzMjPj6esrIyHj16xNu3b4VWhzExMVy+fJnAwEB8fX0ZNGgQ8+fPF4DLyclJa1liZ2dHbGwsYWFhREVFfbPy8b+aWVhYYGdnJ9wPZ2dnzp07R2JiIrt379bQ0nNxcaG8vJyKigotLUBjY2P27NlDVVUVubm5NDU1aQCYl5cXgFAbfP78ecrLy5ttCSmRSJg6deoXO5q1pkmlUoKCgkhKStKQXPq7fVpy7DaQayWQMzU1JSwsjIKCAoHw2aNHDxYuXPjT2+59bCYmJixevJh+/foJn5mZmREQEEBJSQlVVVVUV1ezdOlS4fv58+eTmJiImZkZcrmco0ePolKptKgfQ4cOFYiYcrkcAwMD7OzsePz4MUqlkj179hASEsLBgweprKwkOTkZExMTzM3NuXnzplC6ozZ1pzBra2vOnTv3L71k/V7T0dHB0NBQa/nm5eVFU1MTeXl5GhUbEomEoKAggWQ+btw46urqNMILXl5eFBYW0qNHD9zd3cnPz/9sFtPOzo7s7GwSEhK+WPolFoubPU+5XP5VS099fX2ioqKIiooSdOu+5Ml37NiRS5cuaRXrN2dtINdKIGdkZMSRI0cEqZhfPUj+zqRSKR07dmTQoEF4eXlpEEQdHBxISEhgyZIl7Nmzh7q6Oo4cOaIVb1yxYoVGAbx6sO3bt4+9e/cKg0BXV5cLFy7w6tUrdHV18fb2prKyUoMnKJFICAsLY9q0aUKH+V9ZHfBPNScnJ27cuMGSJUs03jMbGxsSEhLYunUrcrmcVatWUVlZKfAUpVIpf/75Jy9fvsTQ0JCVK1dSUVHx2YmkW7duREREcPz48S8qoXh7e5OYmMi5c+fYs2cP3t7edOrUib/++osRI0a0eCyIxWKBhmVpaUlYWNgXJzk9PT1OnjzJ48ePNapZmrM2kGvF5apEIvkPQ9rs378/iYmJqFQqtm/f3uxs3qVLFxISEtixYweLFi2ib9++7Nixg4qKCg2ZHB0dHe7cucO0adPQ09PjyZMnbN26VaueNDU1lYSEBB49ekRRUZHgOYrFYvr27fvNFRj/0exzFQvOzs7CqmHcuHHk5eUJnEQzMzPS0tLYuXMnw4cPp6CggD179nyx+kFfX/9v6Sj+/v7U1dXR1NRETk6OELutqalBqVRy5coVli1bhqenJ+bm5hgZGbWo4sLAwOBvt9PV1WXlypU8evRIa+n+sbWB3E+kkPzdi+vl5dVsfORXmY2NDS4uLl980bt168aVK1d4+fIlVVVVqFQqrl27ptF31dnZmezsbFxdXfntt9/Iy8ujR48eGsfp1KkTSqWSu3fvkpeXh1KpFJZjffr0obi4mLCwMMEzsLGx+WXLWWNjY8aPH8+mTZv+sXQZHR0dOnXqJEy6kyZNoqqqiuLiYmpraykqKqJ3797f/Tt6enqMHj2aOXPm0LFjR/T09HBycuLUqVNUVlYSFBREYGAgSqWStLQ0IanSv39/Bg4cqLE60NHR+erKHLlczs6dO7lz585n67jbQO47QE4ulwsNQoyNjb95eSWRSJg0aRIVFRVs3rz5lw+QrzWxWIyNjQ0jRozA3d1dI1AuEn2o5ayrq+PgwYMkJydz/fp1rVl69OjRHDt2DF1dXQ4ePIi3t7cwQMeNGwd8aKWnpuQkJCSwfft2jWNIpVI8PT3p1auX1vm15rWuXr2aoqIimpqaOHr06DcfX19fn5EjR/4UsF65ciX379/HycmJMWPG/FC9OgcHB9LS0pgxY4YgxJqVlUV8fDzBwcFcvHgRlUpFTU2NIMApk8nYu3cv8+fP15DCV4vFfulczczM2LNnD8HBwc2upNpA7htBbuDAgTx9+pTMzExu375NSEgI4eHhWoO3Oe7cp9/Pnz+foqIitm3b9tWs/H+6SaVSwsPDuXr1KteuXePx48fNNuEePXo0W7dupXv37hw7dkyDVzhu3Dhqa2sZMGAAItEHrbnCwkINGoxI9IE4q1AoOH78uPCZgYEBGzZsYP78+RoeqY6OzjeFFhwcHIiIiCA4OJi0tDQNldyPTS21/nHC52OzsbHh0qVLVFVVaSR9foSZmpoSGRnJzp07f8oznzJlCqWlpcJSefTo0eTl5QlgbmtrS3Z2NikpKULD9X79+qFSqQSOoFgsZteuXeTm5nLlyhWCgoIEMVNPT08tpWxdXV3Wrl3L0KFDtVYebSD3DSDXvn17MjIyuHz5MtOnT+f48eMAnDhxQmPGsbKy4tatWwQEBDR7HLlczuLFiyktLSUoKOhfshzn78zV1RWlUsmYMWOQSCSfTfsPGzaMuXPn8uLFCy1vdubMmeTm5uLk5ISOjg7Hjx8XKDEfb7d//34aGxs1CuZHjRpFQ0MDx44d06Cs+Pn54e3tjUwmY/LkyVoZcPXk9KkXsXv3bk6fPo2JiQmXLl1qdokkFosZNWoURUVFnDhxotnrHT58OOnp6cyePfubu4K11Ozt7SksLPysGnJrmrq0UKVSCUmPxYsXc/fuXezt7bGzs+OPP/7g/fv3QsMcmUwmPDt1HxOJRMKzZ8/IyckhNDSUS5cuER8fj0KhoKGhgdzcXEJDQ9myZQuTJ09m+PDhTJ48WZDH//g6fynI/Z//83+YMmUKFhYW6Ovr07NnT6Kjo4Xvm5qaWLduncAhGjhwIP/2b/+mcYyamhoWLFiApaUlBgYGjB49WugU3pK/bwG5iRMnkpCQgLW1NQYGBgQEBNDY2MjMmTOFbXR1dYUepM0JP0okEvz9/amvr+fAgQMYGRn9S2Rlv9Z8fX1paGjg8OHDXxxgai5eVlaWVlyyd+/eREdHM2TIELZu3Uptba3GvVYPlAsXLpCbmysAj0QiYePGjVRWVmrwvcRiMaGhoYSFhTF48GDS09M1NP+8vLx48eIF4eHhPHr0iCNHjhAUFMS4ceNIS0sjICCA9u3bs3XrVq3Mo0QiYfr06ZSXl3Pw4MHP8r309fW/GCxvTVO/a5+KBvwI6927N+/fv6esrEwQgu3duzfx8fG8e/eOwsJCQSzW29ubIUOG8McffwhxQnUc1tnZGaVSia+vr/DMTExM2LZtG+np6ezZs4ft27cTEhLC+/fvqa+vp7a2loaGBqqrq5kwYYJwTr8M5EpLS3F0dGTGjBlERUWRmZnJgwcPSEtLE7bZunUrxsbGXL58GYVCwaRJk7Czs6OyslLYZt68ebRv35779+8TGxvL4MGD6dmzJw0NDS06j28Bua5du5KZmcmNGzdISEigoqKC2tpaRo8ejUj0YYm0a9cuoebwU76PXC5n48aNVFRUUFZWRl5eHvHx8Rw/fpylS5fi5eVFly5dsLS0RCqVoqenx5AhQxg5cuQ/BghNTEyYP3/+38Yh7e3tBbXhL22nq6vL/v378fLy0rpGQ0NDrl+/TnV1NfX19Tx69EiDKGxtbU1ISAhlZWUUFxezdu1anJycCAgIoKysjPDwcI1noKenx8uXL2lqaqKsrIxLly4JHqZYLCY4OJimpiby8/MFGS31AAJQqVRkZ2eTk5PDmDFjaN++PWZmZkgkEqZNm0ZpaSnbtm377lK+f6qpqyWauz4DAwNmzpwpCI2qP7eysmL06NEsWLCA0aNHM2nSJJ4+fUp5eTnJycm8fv2a4uJi/P39CQoK4tWrVxpAKRJ9IKmXl5drrIzGjx+PSqVCqVRy8OBBAgICSE9PJyMjQwiL/DKQW7lyJZ6enp/9vqmpCVtbW7Zu3Sp8VlNTg6mpqSA9VF5ejo6ODufPnxe2ycnJQSKRcOfOnRadx7eAnEQiYfz48Rw+fFgIkl+4cAFnZ2d0dHQ4ceIEeXl5lJSUaMkK6ejosHTpUqqqqtixYwfOzs54enqycOFCqqqqKCkpISkpiczMTIH9HxkZyfv374mKimqWymFgYIC+vn6r0VfatWuHp6cngwYNavZlNjMzIzQ0lIqKCoYOHfpTBpaRkRE+Pj5Mnz5dq/THwMCAP//8k+3btxMUFMT169fJz8+ntraW7Oxs8vLyuHTpErNmzWLChAmMGjWK4uJiXr16RXV1tYbnKJPJOHv2LCUlJfTq1UtQq501axYqlYrc3FxiYmJoamqiurqarKwscnNzSU9P59atW8I2Hh4eODs7C1QI9YD/j0AxGjZsGBUVFcTHx7eIjPs5MzAwwM3NDRsbGwwNDfntt9+IiYmhoKCAhIQEpk+fLkw+crmcc+fOAXD48GHhXl69epWCggIhTjdlyhTevXtHZWUljx49QiT6hSD3X/7Lf2HJkiWMHz8ea2tr3NzcOHLkiPB9eno6IpGI2NhYjf3GjBnD9OnTAXj48CEikYjS0lKNbXr06MHatWub/d2amhoqKioEUyqVrfLg16xZQ0BAABs2bCAmJgZPT09ev35Nly5dhG3kcjmbN2+mpqZGSzFYX1+f58+fM3XqVAwMDHB2dqZDhw789ttvgsrEpz1aZTIZPj4+xMbG8vr1aw4fPtxsXE9XV5f27du3uAxGTfBUV0TExcWxadMmYXm1bNkyFAqFRgb0V9vHQGJubo67uzvDhg3DxsYGHx8fgoKCOHv2LAqFgsrKSrZs2YK9vT3x8fFaklLGxsa4ublp3Eu5XM6lS5fo3bs3NjY2JCYm4ufnh42NDe7u7rx8+ZL6+nrevHlDdHQ0xcXFqFQq4uPjefbsGQcPHmTs2LGEhIQIAXhHR8dWoXH8bNu/fz8qlQqFQsGLFy+E2FtrmL6+Ph07dtSayExNTYUG4xcvXhSeiXqyjYuLExR6zp49S69evYiIiEAk+oUgp6uri66uLoGBgcTGxnLo0CH09PT466+/AIQTzMnJ0dhv9uzZDBs2DIAzZ84gl8u1jj106FCh0PvTP7Ucd2vbypUrqaqq4tmzZzg7OyORSAgJCRFiA2qAe/PmjdA418XFRQhsOzs7Ex4ertFAWiwWC2TLP/74QwukvLy8UKlUREdHc/nyZYqKigQdMpHoQ2Zzzpw5REREkJ+fz4kTJ1pUEygWi7GysqJbt274+PiwatUqzp07J0g4mZubt1qXp59pUqkUKysrBg4cKBBdjxw5olEe9Tnr2rWr0OHLw8ODu3fvCiIEXbp0IT09nU2bNmFkZIS+vj5Dhw6lsrKSHTt2MHXqVFavXk1+fj6NjY1MnToVExMTbt26JSyl9fT0MDAw+MdMGiLRh/4Wzak4b9++ndjYWGxsbDh8+DAHDhz44ZLqBgYG3L9/n+LiYo2supGREQEBAZw7d46jR48yYsQIIU6qdgp+Gcjp6OjwX//rf9X4bOHChXh4eAD/DnK5ubka28yaNYvhw4cDnwe5IUOGMHfu3GZ/90d4cra2tjx//pyEhAQhJS4SfQi43r59G0dHR7Zv386LFy/o3LkzOjo6rFmzhpSUFO7fv8+RI0fIz88nNzdXoEmIxWKmTJlCRUUFr1+/1iDXikQfPJdLly5x79492rVrJ/QbuHbtmjBQ5syZw/v377l69Spbt27l4sWLHD9+vNkEwD9pcP1Ma6l2Wb9+/bh69Sr6+vqEhYVx7tw54TsvLy/evHmj4X20b9+e3Nxc4X2QSqV4e3tTXFyMu7s748ePp7CwkLlz5yKTyQTgePDgAevXr8ff3x93d3dsbGzQ19f/6bFYsVjMsmXLyMzM1GgpKBJ9yFinpaVha2tL165dSUhIaFVv7nNmYGCAi4tLi1ck6u1+Gch17NiRmTNnanx24MAB7O3tgR+3XP30rzUqHoKCgmhoaNCQsRaJPrjY6iYpL1++1NAE09HRYfz48Rw/fpx79+5x5swZjSC+u7s7ubm5KBQKwsLCGD58OJ06dcLT0xMbGxu6d+9OeXk5s2fPxszMDAsLC0JDQ4mPj8fU1BRjY2PevHnD4cOHhZlNV1dXK0YolUpZuHAhq1evFoDO1NT0Hy+0+LPN1dWV1atX4+npSU5OjsbA7969u5AJtLe3x9bWFn9/f4qLi+natauw3f79+zl//jy2trZkZmZy9OhRJBIJHTp0IDExkdraWmJiYigsLESlUgkxRTX3b8uWLYwePRpnZ2esra2xtrb+Yl3p91ifPn24ceMGjY2NWlxAuVzOgQMHOHLkCPr6+uzatYvQ0NAWe3M6OjqsXLlSq4vdj7JfBnI+Pj5aiYclS5YI3p068bBt2zbh+9ra2mYTD6GhocI2ubm5Pzzx8LF17NiRnJwcHj16pEXkdXZ2Jikpiejo6M/WXcpkMi0vytXVlbdv37J7924cHBw4ffo0VVVVFBQUUFVVRU5ODrGxsTQ0NFBeXk58fDyxsbHU1tYKQNu7d2/evXv3t2VHFhYWZGVlERkZKQT3ExMTGTVqlLCNmvf1qTf5/5L3N3bsWGHC+XRAqykaGRkZFBUVCXLlu3fvFrxmMzMzXr9+zdy5cwkKCqKoqEhjUrOxsWHAgAEYGRlhbW1Njx49mDBhApmZmRQVFZGYmEh6ejqZmZmUlJRQWFgocN+ak6m3tbWlX79+3wSCOjo63Lhxg/z8fEJCQrSae4tEH7Lmb968YcqUKdjb2xMTE9PiJISOjg7379/n6NGjP6Vz2C8DuZcvXyKTydi0aROpqamcOXMGAwMD/tf/+l/CNlu3bsXU1JQrV66gUCjw8fFplkLi4ODAgwcPiI2N5b/9t//2wykkH5uTkxPv3r3T4sLZ2dkRFRVFbW0tw4cPb/HxOnbsSHh4OKdPnxZA09DQEDc3N3r37o23tzeenp7MmjWL+fPnExAQQFhYGAqFgkWLFgnEUicnJzIyMjSK3E1MTLSWqr169aKmpoZr164REhJCcXEx165dE2TPRaIPXuW7d+8EbTKZTEZAQADbtm37RwOdvb09I0aMaBWvtGfPnqhUKsrLy5tdmqlVNAICAti5c6cgRqD+fuTIkTQ0NJCXl4dKpeLkyZN/e+/mzJlDbm4uQ4cOxcDAADMzM9zd3SktLaWiooLnz5+TnJzMkydPNMjMrq6uJCYmCgmulsQcPzU7Ozs6dOjwxXu3cOFCnjx5gpmZGUuWLCE8PFyrpO9zNmrUKLKzs5tt5tTa9kvJwGFhYbi6ugrLqI+zq/DvZGBbW1t0dXUZMGAACoVCY5vq6moWLFggEIpHjRolZGFa8ve9ICcWi3FxcdGakdavXw/AmzdvNDwgBwcHvLy8mo2LdejQgRs3brBnz56vYqabmJhoSVjLZDLWr1/Py5cvOXXqFMeOHSMjI4OtW7dqbOfq6opKpaKpqYn4+PhmQcHPz4+mpiYWLlwo7FNZWcnVq1c1BqqRkRH9+vXT4Db9Kuvbty+JiYns2rWrVeJZOjo6BAQEsHHjxq+uTBGLxRw9epTIyEj27dvH8uXLm/WOPjYDAwOB8f8xSG3fvp24uDhcXV2Ry+X069eP4uJiIfZnbm7O7du3qaqq4vbt27x8+ZKQkJAfEn4wMTHhwYMHzJ49GyMjIy5fvszGjRtb9FtSqZQNGzZw5cqVH6632FbW9YNUSNzd3Tly5IgQz5BIJAwePJiUlBRUKpUWEDg4OHDjxg0OHTrUahLQYrGY33//nZcvX5KcnExoaKhGd3GxWMyaNWt48eIFKSkpzXZW19PTIywsjJCQEAFIx4wZQ2VlpVCWo7bffvuNyspKnj9//ks7tJuZmREeHk5qaqqW2smvMBsbGzIyMjh48GCL9+nRowfV1dXU1dUJ74paskrNExOJPoQliouLhe5gkydPpra2Fj8/P2QyGe3atcPb2/u7zv9LHufo0aNRKBSYmZnRqVMnMjIyGDt2bIuf07Nnz35oawCRqA3kfqjU0scexMiRI6moqODRo0daSxkbGxvOnj3LsWPHfkgg2djYWGDkf/y5g4MDmZmZuLm50a9fP65fv87ly5eZM2eOxrI3NzdXQ2F26tSppKena3mPp06dAuDQoUNfVHU1MDBg5cqVeHt7Y2BggFgsbtWaSn19fQYMGPCPURYeMWIEdXV1KBSKFnstnp6eVFdXk56ernEds2bNIj4+Hm9vb8aOHcvTp09JTU0VlomHDh3i0qVLrTbJ2NjYcOLEic/y+aytrXn16hWDBw9GLBbj5+dHQkJCiyXDunTp0irNxr9kbSD3k/TknJycWLx4sRYw2NvbExYWxpYtW354ofanpq+vz6xZswTunL6+PitXrkShULBx40ZEog9L6KSkJJYvX063bt0YN24cqamp7NmzR2tZsmDBAurq6li3bh3bt29nyZIlWl6prq4u586do6amhtzcXE6cOMGhQ4e4deuWRratXbt2ODs7C2D5Tylna4l9GrowMjLijz/+YODAgS2+DkNDQyZOnKjRv1Uk+jBBbNy4kezsbKqqqigvL2f58uXC93/++Sfnz59HKpViYWFBv379vqsh0IwZM2hqauLKlSvNfm9tbc3Lly8FfqdYLGbu3LmkpaV9VzVEa1obyP1C0UwjIyOuXbvGihUr/lEKJO3bt9eQlB42bBhv376lqqqKuro6YmJims3ajhw5krq6OhoaGggJCWm2gfbAgQPJzc1l9erV9OrVi2vXrgHw/v17wVuQyWRcuXKFiooKoqOj2bdvH0ePHmXHjh2MGzeO7t270759e9zd3TE2Nv7pk8PfPdNz58790GWyWCymQ4cOuLm5CYRy9XeDBw8mPz+fAwcOEBUVRVVVVYuXj83Z8uXLAb4o0zRp0iQiIyOF8j9dXV3mzZvHvXv3/hES9m0g95NArrkZ3MzMjMDAwFbtFv6jzMHBgUmTJrFgwYJm1TPkcjm3bt1i//79PHnyhH379jWb1du1axdnz54VBuaYMWOor6/n5MmTAtA7OTlRVFTE48ePCQwMZO/evVy4cIGamhqSk5MJDw8nIyODnJwcFAoFT58+xdfXlz59+vxyPT6xWMyOHTsICwv74sT1o7LSUqmUSZMmkZ6eTkVFBQ8ePNDiRtrZ2REcHNyi5fyECRN49+6dlhCp+rfGjx9PSkoK9fX1Wj07Nm3aRE5ODvPmzdPw+uVyOQ4ODj+Ni9kGcj8Y5KysrFixYgXbt2//KZygz9mP1hHT19cXluPGxsYsX76cq1evsnHjRg3O3ZgxYwgLC6N///64uroSERFBaWmpRsxv4MCBFBQUaNT9Ojo6kpCQQM+ePTEzM8PNzY1169YBH7Lw7969E4rn+/fvrzUYXVxcfvg9EIvFTJ48mbi4OBQKRbNNmzt06MDy5cu5f/8+q1at+mETnJ2d3Wel6y0sLHj48CH37t372x4Pz549Izs7u9kJSy1akJCQQFVVFcuWLRO+c3d3Jz09Hfig2vL7778L33l7e1NYWPjDY3FqawO5rwQ5fX19AgMDtTKLzdmAAQMExYp79+79siWpq6sr58+f/6ZUvVp3/1MicHP2sbeqliKPiIjQ4nHNnDmTtLQ0SktLKS0t5d27d0ybNo3Bgwczbtw4kpKSNAagVCrl0KFDvH79WjiOnp4eN2/eJCkpidmzZ2Nvb4+TkxPBwcE8fPhQI/A+b948ioqK6Nevn8Dxa06d+HvN1NSU+Ph40tLSmg2829jYEBcXR0NDA9HR0eTn57N58+afHm/s2bMnt27d4unTp18E/r59+1JTU0NNTY3WstPKyoqEhASOHDmCubk5YWFhgtipqakpMTEx5OfnM3/+fIKCgoiLixOena+vL3V1dZw8efKneHNtIPcVICeRSPjjjz9obGzkzp07n31AUqmUwYMHk5GRQW1tLRcvXvxpAonNma2tLREREaxYseKr9mvfvj0zZszA29ubuXPnfpM+mq6ubrP7ubi4MGLECDp16oSXlxepqalCI5z09HRGjBghbGtnZ0dhYSHv378XgtnOzs7k5uZqeW19+/YlNzdXiBnq6Ojw7NkzQZusZ8+eVFZWagg1dOnShaCgIIFiY2try8yZM7/6etVCC801xRaLxezZs4fa2lqWL1+OiYkJjo6OXLly5bspHl9jrq6u5OTk8OzZs799JwcMGEBjY6NGUyG1ubm5kZOTQ4cOHXB2diYzM1NYrk6cOJGqqip8fHwQi8V4eXlRVFQkLJvlcjk7duwgPT29RZOn2uRyOU5OTl89KbSBXAtBTiwWM23aNCoqKrh79+5nC5KdnZ0JCQkR9OSGDRv2ywPj6mXh06dPW7xkdnZ2ZuHChSxduhQ/Pz/mzZv3QztT2djYMGzYMAYPHkyHDh00vvPw8KC6ulojOWFkZMTDhw958uQJXl5eeHh4MGTIEJ4+fUp+fr5AttXR0SE8PJxbt24hkUhYtWoVOTk5QibX2dkZhULB+/fvSUxMpLy8nJSUFOrq6jQC9mKxmAkTJjBy5Ej69Onz1QNNIpFw8eJFkpOTNcDzr7/+4tChQ9/tzcnl8hZ5RQYGBsyYMaNFdaMODg789ddfTJs2Tev8TExMCA8P58qVK7x7946MjAwBNL28vMjIyMDW1hZzc3POnDlDUlKSBj2qR48eFBcXtzgDKxaLmTNnDoWFhV89KbSBXAtATiwW069fP4qKirh27VqztYLGxsbs37+fzMxMEhMTiYmJ4fbt258FFUNDQzw9PRk1apRG7Ka1A9J2dnakpqaSmZmp4R19aTCOHj2a5cuXM3bsWBYuXMjIkSN/aes9fX19tmzZwubNmzUmDBcXF86dO0d1dbVAnK2trWXZsmXCgLezsyMxMREfHx/atWvH69ev+fPPPxGLxUgkEo4ePUpaWhojR47E1NSUBQsWAJCSkqIBBG5ubuTn51NXV0deXl6zXpBMJsPOzu6zz3DevHlUVFQwePBgrKysMDAw4PLly+zbt++77k/37t25c+fOD2mI8yXwVVcp3bhxQyPp4OLiQnJyMvfu3SM7O5va2lotypGZmRkJCQktro7p27cvxcXFvHz5UksV5e+sDeRaAHLqZix5eXkMHz4cY2Njrfja8uXLKS0tZenSpZiYmDB06FAuXLjQ7Avv5OTEpUuXUKlUVFRUEBUVxciRI5k3bx5hYWH4+/treX/fGs+TSqUMGzbssz0pP7WOHTsKmlwSiQRDQ8Ov9jLUANLaA645k8vl9OnTB19fX1avXs2AAQM0gvkTJkxAoVDg5OTEhg0bqKioEOol9fT0iIiI0PDYFi1aRElJiYbyhkwmIzg4mCdPnuDp6UloaCiLFi3SOA/1Nnl5eRw9elRrGaajo4OtrS0KhQKVSkVsbCzR0dHU1dWxY8eOb75+Dw8P3r59S05OjiC//7OtOQ/S3d2djRs3EhYWxqpVq7RqWmUyGQ8ePGDevHl/e3w9PT2OHTtGYmKilpffEmsDub8BuY4dOxIWFsb9+/dJSEhAqVQSFxfHgwcPOHr0KJs2beLkyZMUFxeTnJwsEFi9vLy4f/++Fjj17NmTxMREKioqmDlzpqA40tDQQEFBAQ8fPqSsrIzZs2cL+/Tt25cbN25gbm6OWCymT58+3/SwP2dWVlasXr0aJyenVgkEjxgxgsDAwH+EXFNwcDC1tbXk5ORQX1/P9u3bNYLt+/fv5/r166xfv57jx4+Tk5NDRkYGHTp0QCwWo6urS+/evUlPTxd4f8eOHeOvv/7SGtRFRUU8ffqURYsWCUF2dd+HmzdvEhcXR3l5OUqlkrCwMA4dOkRjYyNPnz79qtiU2sRiMWFhYbx9+7ZZisc/wb70Dhw8eJDg4OC/nUTnzp1LeXn5N/P92kDuCyBnbGzMiRMnePDggUCNcHZ2ZsuWLVy7do2LFy9y8+ZNQkJCiI+PR6lUkp+fz/Pnz0lJSSEzM1Ng/EskEqZOnUp2djbwQaFYLBYjk8kICwsjJyeHXr16CR6BenY3MDAgMjKS3Nxc2rVrR9++fSkpKWHt2rWt8hJ6eHjg4+PD2rVr2blzZ7O0h6+1/v378+7dOw2V419hdnZ2PHv2jDNnzrBnzx6CgoK0eHQODg5cuHCBoqIiSkpKSEtLo6CgAIVCwb1794iMjCQmJobs7Gx69uyJm5sbb9++JSwsTGNwqvt2jBkzRmNge3h4CI1W1q9fT8+ePTE3N0cikTBixAgaGhooLi7m/PnzGgTslpqzs/NX7Wdubk63bt2+qwpC/T5/CzB/bN7e3jx+/PiL59K3b1/S09PZu3fvN0+abSD3GZAzMjIiNDSUQ4cONZtlk0qlSKVSQQ9O3e27R48e+Pr6EhwcTEZGBubm5sjlcvz9/SkpKeHBgwfk5uZy//59fHx8WLduHTU1Ndy/fx99fX1cXFx49OgRx44dQyT6ELuLi4vj4sWL6OjoCI1tWiJjLhJ9iH18yeuzs7Nj8ODBjB07ttXUIMRiMWvXriUjI+ObZH5ay/r164dSqfzbLKKRkRFOTk507twZc3NzXF1dmTlzJocPH+bq1auoVCpUKhUlJSWoVCpKS0s1srq6urqEhoaSlpYmLI3V37m7u6NSqRg/fryWx7JhwwaSk5Pp2bMnwcHBXL58WSusoFboaY1no6Ojw+bNm6moqBCk7L/VRo0ahUKh+C7FmY4dO5KRkfHZGFufPn3IyMjg6tWr3wXKbSDXDMj16NGD69evc/78+W+eraytrcnKyuK3335j+fLlVFRUcPToUQwNDRk0aBDXr1+nsrJSUH/NyMjg0aNHlJWV8f79e8aNG4dI9AGkkpKSmDJlCj169ECpVGr0lPySSaVSTp48yc2bNzXiVGKxGEtLyx+mKisSfUgWXL16laCgII3BLRaLsbW1pVOnTq2mtvI5mzdvHvX19bx48aLFOmefWufOnUlOTqZ///4sWrSIgwcP4uXlpRFz7NSpE0VFRfz2229YW1trXK+hoSF37txhy5YtWjzCGzdusGvXLuH/+fPnc/36dcFjsba25ubNm5SXlxMeHs66devYuHFjs9nFT5tgN2cuLi6Ul5dTXl7ebPLsa8zZ2Zm8vDx27979zceQSqWEhoYSHByscT9lMhl+fn5kZ2dz+/ZtDVL4t1gbyH0EchKJRNCsCw0N/eaBIRJ9WOomJSUJ5UczZszQmI1kMhmurq5CKZK3tzfr169n/fr1jBkzRsjKdu3alYKCAoYOHcqBAwcoKirSELQ0MDBolpclEn2Q4VGpVERERGgAysiRI1EoFJw5c4Z+/fohFouRy+W4urq2qkSSpaUlPXr00HiBp02bhlKppLKyklu3bv3Qhjiurq5s3ryZWbNmfTNFY8yYMVy/fv2LiZShQ4dSXV3N/v37+fPPPzWej0j0IQ4bFRXFhg0bhFpTfX19IiIiNEjJLi4upKenCxnaP//8k4qKCoKCgggMDOT169c0NTVpdXrT1dXlwIEDbNq0CYlEgoGBAX379tV4f9VhkKamJg4fPvxdnpFYLGb79u3U19d/t0xS165defHiBcHBwSxZsoTVq1dz//59KioqOHXqVKuET9pA7v+CnFgsZvTo0RQVFbFly5bv9nJMTExIS0ujqKjou8ieu3fvpqmpicLCQmprawkKCtIYcBMmTODOnTvNvgw9evRApVIJYpci0QeC75MnT3j37h179+5lzZo1rFy5kjNnzqBSqdizZ0+zMZ7WYOUbGBgQHR1NfX09+/btw9/fH19f36/OxBoZGX3XBNScyeVyrfMQi8Xcu3ePVatWfXFfQ0NDjh8/TkFBAenp6Rp9HdTWpUsXzp8/T1ZWFqdPn2bv3r0UFxfTp08fTE1N6dOnDyEhIWRnZ2NjY0Pfvn0pLCxk8eLFSCQSJBIJN2/eRKVSMXnyZI1jDx48mLq6Ok6fPo2enh4BAQHU1NRolNOpJ7yoqKhWoQMtWLCAvXv3fndcTiT6MBldvHhR6G2hVCpZsGBBq/FL20Du/4Lc5s2bSUhIYMGCBa2yjHJ3d6esrIwTJ058M51CLpdz+/ZtTp8+zeTJk1mwYIFWttbb25vy8vJmi639/Px4//69Rvxlzpw5pKSkCLGUoUOH0tDQgEqlYunSpYwfP55BgwZpnHOXLl24du0aq1evZvbs2bi5uWFlZfXVwNetWzfev3/P9evXBVCZPXv2VwWUxWIxBw4c4NSpUy3eR9227nNxTHNzc27cuKFF3dHT0yMqKorw8PC/lbCXSqU4ODh80TOVSCR4eHiwZcsWoa6zqKiIhIQEysrKUKlUAqVi6dKlAqFWJPqgL1dQUKC1/BeJPghlVlVVMX78ePT09Hjx4gUKhUKI74nFYs6ePYtKpaJfv34a192aWfrvNVdXV6E2uTUpSG0g939B7vTp09+99v94cISHh9PQ0CC0GPwWU3tiS5cubbbG0NPTU9D4/9SzsbCwIDIyEoD9+/cLnwcFBXHu3DmsrKxwc3MT5OSXLVsmLKNmzJghDNZ27doRHh5ORUUF+fn5QnVARkYGJ06cYPfu3YJ9DATNkaA7depESUkJZ86cQV9fHwsLC27cuPFVyiFSqZRnz54RHh7O0KFD6dq169+CbadOnSguLtYoEv/YPDw8qK+vp76+nqCgIGEikUgkBAcHU1FRwb59+1qVEuPv709RURG///47vr6+LFmyBE9PT+E3unTpwtu3b7l37x67d+8WntOnnryBgQEvX74UJo7Ro0ejUqk0it+tra1JTk7m0KFDwnNxd3cnMjKSxMTEz95/mUz2SyXATExMvjsLLBK1gZwAcq35ML28vKiurqa8vFyjD+vXmrrkKDIystkspZ+fH/v27dPwHiQSCd26dSMwMJD6+noaGxuZMWOGxgv/9OlT3r17R1lZGQ0NDVRWVuLr64uNjQ0bN26ktLRUIMwOHz6c/Px8PD09adeuHebm5ty7d4+CggJWrlzJsWPHuHLlCq9evSI2NhZ9fX0MDQ1Zs2aN1rVLJBK2b9/O+/fvef78OVevXiU7O/uzMcXP2eDBg4mJieH9+/e8efMGS0vLL26vq6vLy5cvCQoKavZ7Ozs7MjIyOH36NI8fP2bWrFkCkOjo6ODi4tLqcu6HDh3i/PnzX/RYHB0d2bt3L8+fP+fx48ccPXqU7Oxsbty4wdGjR5k5cyZnzpzh/fv3QsXG2bNnycjI0MjSTps2jdevX2NhYUH79u1Zs2aNQGUqKirSCk9IJBL69+/PxYsXefr0KWvWrKFTp04EBAT8NM/Py8sLhULB+fPnvzs00QZyP0Bqyc7OjujoaI4cOfLds7+Jicln6ww/zajp6emxZMkSNm7cyNChQwkJCeHSpUtaTVPMzMzo378/y5cvZ8SIEQwePJiIiAiOHj1KZWWl0E9TJBIxfvx4Xr16JfwvlUpZsWIFly5dEgaoVCpl+PDhJCUl4eDgwMSJE6mvr8ff3184z06dOrF27VpevnwJQFVVFU1NTTQ0NLBv376vjr9YW1vj5uaGs7Nzi5bNK1as4Nq1a59V3di7dy+7du2iW7duvH79WqNM6WvN2tqazZs3f3ZlYGRkRExMDGvWrGnR8SwsLNDT0xMmsODgYCIiInj58iW1tbU0NDTw9u1bFAoFDQ0NGlUEagpSZGQkBw4cIDc3F5VKxaNHj8jMzOTx48da8efOnTsLXvuhQ4fIycmhsLCQpqYmDZEHsVjMiBEjNCot1Ems73nnZTIZ165dIyIigujoaPbu3ftdy9c2kPtBenKWlpY/vAtRcy+HsbGxsCTR0dFpsQfSrl07TExMGDBggMY+Xbt2JSIigrVr1zJ+/HjWr1/P+/fvOXHihAa4BAQE0NTURHJyMtnZ2bx69QoHBwdkMhmBgYHC4Hr8+DFr1qyhd+/e3Lt3j5SUFO7evSs0Fv/c+ZmamraIJvGle+Pq6vrZ/dX8RGdnZ4YMGUJMTMw3NT+Wy+WEhoaiUqk+G8fr37//d+mpicVipFIphoaGvHz5koMHD/Lnn3/y/PlzQkNDNbwtHR0dDh06hEql4u3bt+zYsYMePXpgYWFBeHg4CxYs0Dr+tm3byMrKwt3dXVARKS8vp7KyUgP8bW1tUSqVpKenC6sJZ2dn7ty5w8mTJ1m8eDFeXl60b98eMzOzr3p2zs7OmJiY4OnpyZs3b74ry9oGcr9Q/vxfxZycnAgPDxeK4J88eaLRL7Nz5868efOG8PBwVqxYQXV1NT4+PsK+5eXlhISECO0nRaIPPLpXr16xaNEi9PT0WLVqFRcuXGgWWJycnIiNjeXKlSsa5FM1Ibu1rnPdunWsWrUKuVzOw4cPBU/0Y9PV1cXX15dRo0ZhaWmJrq6uRtxo7NixvH///osiqZ07d+bBgwffnT1UE42DgoKQyWTo6uo26/Go6UEfA4W9vT35+fkcO3aMwMBAgfAuFos5ceIEZ86cEY5lbW1Neno6ly9f1vCE165dS1NTExcvXhQmxgULFtDY2EhSUhKvX79GoVCQn59PSkoKDx48YMWKFUyYMAE3NzccHR3R09P74jOUy+X4+fm1gdz3/LWBXMusXbt2uLq6MnbsWK3sc1BQEEqlEkdHR3r16iVoiYlEH5bGT5484fbt2xrMdlNTU+Li4jSkuceNG8emTZu0vM89e/YAH/r0qr+TSCSsWLGCDRs2aJ2rWCz+JsVdZ2dnUlNTcXd3Z+zYsTx//rxZ2aeSkhLq6+tJTEwkMjKS6OhoIf5ob2+Pj4/PFz3ooKAgjh49+t3PZNiwYdTX11NRUfHVtatyuZwLFy5QV1dHTk6OsLQWi8XMmjWLt2/fsmnTJrZv386rV6+orq7W4PRZWlpy48YNampqBIFQHR0dLly4wJ07dzA3N0dXVxcTExN8fHyoqakhMTERpVJJSUkJNTU1QvnckSNHhFWPugFPa8bI20DuCyAnlUoZOXIkK1asoEePHjg6OqKjo/Mv1TnqZ9jOnTsF+aKuXbtSVlamEVS3tbUlKChIyPA5OjoyaNAg4uLiNADT3t6erKwsrZKjuXPnolKpNPiGPXv2pKysjJUrVwqfyWQyxo0bx9mzZ4mOjmbz5s3NBtXVpXifXoeOjg5XrlwRvMt79+4RGBio8bwlEglubm78/vvvTJkyhUOHDnH58mWtPgpfApeHDx9qdNj6VtPX1ycoKIj58+d/U2jE2NiY4cOH06VLF41rlMvlzJs3jwsXLqBQKIiLiyM9PZ3w8HCOHTvGwoULiYqKorGxkYKCArp164ZMJuO3335DpVIxZcoUjXM8fvw4SqWSbt26YW1tjbOzM0+ePKGxsZG3b9/y5s0b9u3bx4ABA7h+/To5OTn89ddf31TL25y1gdwXQK59+/YolUoASktLycnJ4dWrVxw9epSgoCCCgoJYuXIlAwYMoEOHDv/PAqBMJhOWMTo6Ohw8eJC5c+dqlXOpCa9JSUmCzticOXOYOXMmu3bt4vXr11RVVWlJbQcEBJCZmSnw3Jydnbl9+zb19fUaQe8RI0agUqnIy8sjPDyc7OxsjYyqtbU1f/31F1FRUQQHBze7XHRycuLFixc4Ojri7u7Oq1evNLhlzdnXLJlNTU2JiIj4pTW9LTU1pUhfXx9TU1PhOcXGxpKenk5gYCBnz57l9evXPHv2jKKiIhITEzWy3ZMnT6a+vp7o6GjBu3VxcaGsrEyQTjcyMuLJkyeUlJRQWVkpkKI/FRP97bffWqSJ+Km1gdwXQE4ikTB06FCmT5+Oh4cH/fr1Y+HChZSXl1NbW0tmZibPnz+nqqqK/Px87t69S1BQELt378bHx4eePXtib2+PtbU17dq1+2kaa7/avnSdUqmUPn36CDzCwsJCCgsLKSoq4vnz5wQEBGhxo1xdXcnNzeXcuXOsXr2arKwsAKqrq4UlsFobLjk5ma5duyKVSgkKChI4gnK5nOPHj9PY2EhKSgoPHz5sNrspkUjYuHGjwG8cM2YMycnJGtUD32O6uroMGDDgHyFD9a1mYGAg1OiamJgwa9Yszp8/z6FDhzRitRKJhNu3bwNw5coV4Zp79epFbW2toNjSt29flEolRUVFjBw5EolEwsqVKwkPDxfimsbGxiQnJ/Ps2bOvbgjVBnJfGZPz9fXl3bt3jBo1ClNTU/T19Tl58iQKhQI/Pz+2bdvGgwcPACgpKSE3N1cQ3Hzy5AnLli3D3t6eyZMn07Nnz68Gif8IJpFIBD01JycnHB0dhSB0c9uLxWIGDRrErl27ePHiBYcPHyY8PFyQwBKJPtB2lEolAQEBwkC8cOECFy9eRCT6IKlUVFTE8ePH6dChA7q6up8t3ZswYQKbNm0SpLA8PDzw9fXVUmr50nMSi8X8/vvvTJ48udVL0P5VTCwWs2/fPpqamoQmNyLRB292//79xMTEcPz4cSIjI2lsbGTTpk0CQ+Dq1atcunRJAEapVIq/v7/QN+JrzqMN5L4C5IyNjblz544GD0kulwuacurPfHx8yM7Opl+/fvTv35+EhAQA4uPjiYqKQqlU0tDQwN69e7V+Y+jQoZw9e7ZZj+Y/isnlch4/fvzVMtYikUgICfj7+7N161bhcwMDAyIiIjh16hT9+/fnyJEj1NfXs3r1auG+1tXVaXWk/9Q8PDxISkqioKBAI9NraWlJUlIS4eHhBAUF4e3tzZkzZz7bPNnBwYHc3Fzq6+s5ceLET/fcdHR0vppk/SOsXbt2zJo1S6vczcDAgJkzZzJv3jxmzpxJeHg4ubm5nD9/nlevXlFXVydMWN9rbSD3FSBnbm5OTEyMRgG2m5sblZWVzJ07V/isW7du5Obm4uDgwJAhQ8jNzWX58uVYW1tjZmbG6dOnATT6VIpEHzhpatHGkpKSZjX7/yN4eWpKyvfQAo4dO8bIkSM1PnNxceHNmzeoVCoaGxu5fPmy4EX17NmToqIili1bhpmZmdCURu0ViMVipkyZQk5ODiqVisrKSkEXTiKRsGzZMmpqanjz5g23b9+msrISgJMnT2pJKOno6PDnn3/y9OlTVq9eTUxMzE/nTLq5uREbG/tF2Xs9PT26devG9OnTWy3I/61mY2ODv78/CoWC5ORk9u/f/7eVLC21NpD7CpCTyWRCqYufnx/jxo3j5cuXNDQ0MGbMGGG7AQMGkJ+fj4ODAytXruT58+dCoFkdZH39+rVWOdbmzZtJTEzE1dWV8ePHExkZqUGFcHNz49SpU+zevZv+/ftjZ2dH//79/xHxHbFYjKurK56envTo0eOL5zRnzhzCwsK++bz19fW5ceNGsyVz9vb2DBw4kMDAQK1lojqBkZycTGNjI+Hh4YK33Lt3b0pKSrhx4wZTp06loKBA0Fxzc3OjoqKCO3fu4OjoiLOzs0B/+Fggs2/fvoSFhXHv3j1KS0vx8fHB2tqauLi47yrv+xYzMjLi1q1bbN26tVk6ja6uLgcPHuT9+/dUVVVx7NixVi9d+9Zna2Bg0KrvdBvIfWVMzs7Ojl27dpGVlYVKpSIxMZGzZ8/y6NEj1q1bx6ZNm0hJSeHq1asYGBjg5OSEQqEgNjaWkJAQHj58KDQXHjhwIO3bt0dHRwdzc3PS0tKYNWsWItGH2j11X0uR6MPyJyEhgYqKCpRKJRkZGcTGxlJcXNxsbM/BweG7B5axsTEuLi4tkuZRe0pq3tayZcs+Gzs5f/68IAr6Lda/f39Bdflr9lOz98+ePcvhw4eF9oYi0YeC+Hfv3hEdHU1SUhJRUVECAM6bN4+CggK8vLywt7fn8uXL1NTUCFxAkegDuEZFRVFcXExtbS1xcXEYGhpiaWlJamrqNy3Nv9dsbW15/PixVtMdkehD/W9NTQ1Xr15lwIABPHv2rNmG2P8RrA3kvpEM3KlTJ9zc3DA2NkZXV5cJEybw+vVr0tPTefz4scYM7+DgwJ49e4iJiSEsLIxFixbx8uVLCgoKUCqVhIeH8+rVK+rr6/Hz82P48OG8evWK/Px8OnbsiFgsZvPmzRQWFjJw4EBMTU1ZuXIlTU1NPHnyRGumbt++PXFxcZ+VI2pJrM/V1ZWYmBgyMzMJCwv7W309a2trFi1axIwZM5g+fToJCQmf7am5du1aOnXq9M0v7Zo1a7h3795XZ9n+zry9vQkPD+ft27fMnDlT+NzY2Jh79+6hVCrJysqisbGR2tpaZs+ejYuLC87Ozpw4cYKkpCS6d+9ObGysEE9ydXUlIyPju65XJPqwnPuW5t7Ozs7Nqq+sXr0apVIpTKLz5s3Tas7zTzOxWIy7uzuLFy/Wqsf+krWBXCtWPFhbW2NpadlsEbhEIhEaAKuLmAcPHkzPnj2ZOXMmd+/epbS0lNTUVEES3cvLS9g2MjKSBQsWCG0CAwMDqays1GChq1+EJUuWoFKpNDp+iUQfwG3FihWEh4fj6emJr68vGzdubDZetH79es6fP4+TkxMLFy78Wz21T83Ly+uzqrHfuxT5888/2bNnzw8ZSLq6uhgbG2t5oRYWFixcuJBNmzYxY8YMAgMDKSgooKKiguLiYpqamoiOjmbGjBmC1ycSfeDuJScnf5cIq6OjI69fv2bjxo1a59rSVpOf2q5du8jNzaV79+5IJBJBgutH3NPWMnt7e3Jzc6mpqeHEiRMtropoA7l/QFmXVCrl0aNHLFmyhN69ezNp0iQtdY2goCCuX7+Ov78/oaGhNDY2olAohDaF6u28vb0pLS1l7ty5Gp6OWCxm4cKF1NbW8u7dO7Kzs6murqaqqkqrGYmhoSFLliyhffv29OzZE4VCga+v71df14/SInNxcfkmr6Y1TSwW4+LiwqhRoxg1ahSbNm0iLi5OEC9Q3/sRI0Zw69atz6qftMTWrl0LwK5du4RnraOjw4kTJ4iIiNAI0BsbG7fIy+ncuTOZmZkUFBRw5coV4uLiCA4O/qX39O/MwMCAJUuWMGTIEB49etTiKpM2kPsHgFynTp2Ii4vT6AD1qVlZWXHq1CmSkpKIiYlh+/btxMXF8ejRI7Zu3cqCBQvYtm0baWlpvH37ViszZWxsjEKh4M6dOzg4ODBv3jxqamp48uSJFvdr/fr13L9/n/nz5/Pu3TuOHTvWrFqyVCrFxMSk1ZeN/6pmaGhIjx49NLLGPj4+KBSKb6qlVT8PtapJ3759hc/NzMzIzs6mpKREIzSyZs0aIiIiMDY2xsrKij/++ENIoKjJu+o2lGp1YvXfq1ev8PDw+Ecksv7OzM3NW3yebSD3DwC56dOn8/Lly7+d7cViMWZmZsIgsra2JigoiMuXL6NSqQAoLy/nzZs3eHt74+joiIGBAXp6enTu3JmcnByGDRuGpaUl48ePp7CwUCN4LhJ9WAK9evUKgKamJqqqqvDy8tLynORyOfv27SMrK0tLrfb/xdK2z9nKlSu5cuUK/fr1+yr6j1gsRiKRYGlpSXJyMlevXtXYv2/fvtTU1LBt2zaNz7dt20ZtbS2DBw/Gx8eHuro6xo8fj1QqZc2aNaSlpaFSqXj37h2nTp1i165dHD9+nKamJnJyckhPTycgIKDV+it8j0mlUlatWsW4cePo0KGDRqJJfX9acpw2kPsHgFxwcDBXr17F1dX1m5Z4+vr6XLlyhdzcXDw8PAgKCiI9PZ3S0lKio6MF1V51L4eMjAzKy8spKSlh8ODBQsG6ultZXl4ee/fuJSQkhOjoaGJjY9m+fbtG8Hz06NFUVVURFRXF8OHDBWCzt7cnJCSESZMmaZyjnp7edy3Z/lVt2LBh1NTU8O7du6/qUTpx4kSePn3Ky5cvqa6u5s2bN/j4+NC7d2969+7Nzp07yc3N1WqaM23aNCGUkZ+fT0xMDFZWVvTr14+ysjIiIyPx8/PDyspK8IRWrFghKJF06dKFixcvsnr16lbplPU9ZmBgQFJSEuXl5URHRwsN121tbTl79ixXr15tUZOoNpD7B4DcrFmzKC4u1mpa3FKzt7cnPDwcX19fYYazs7PDx8eHKVOmsHDhQv766y8WLFjAvHnzOHHiBDdu3ODu3bvk5ORw/fp1Lly4QEhICBERESQkJGBiYoJEIkFHRwdTU1N69OjBy5cvhaVPaGgoAKdPnxbAS831a2pq4tixY8JMO2jQIGJjYwkMDEQk+pDx8/T0/Jf1+Hx8fLRA/HNmZmZGcHAwfn5+X7UM7NixIwsWLGDXrl0MGTKEgwcPkpycTE5OjhBLLSoqIjAwkNGjR9O3b1/69euHQqHg3LlzzJ07l6amJqFTm7OzM4mJiUyYMEHrvl+7do3NmzcLnxsaGnLt2jXOnj0rLLPlcjnDhw8nODiYOXPmNEvUHT16tNCXtrW6uyUlJQEflKQHDx6MVCrlxIkTVFVVUVBQwO3bt/+W39cGcv8AkDM1NeWPP/7g999//+rYjbOzM/Hx8YwbN+6rXyypVIqnpyfBwcGEh4dz48YNjh8/TlZWFmvWrGHMmDF07dqVbt26sXr1asrKyhgwYAC6urqEh4fz+PFjli9fruGhzZgxg/LycsFrUSdVAHbv3o21tTXx8fFERERoxfLkcjk7duxotj7xnwSIU6ZMISEhQaMXxM96T+zs7Bg6dCj9+/fH29ubY8eOkZiYSElJCeXl5eTl5eHs7MyoUaNoamrSqKpRy9zPnz9foBGZmJiQkJDAtGnTNH7Lzc2N7OxswVOcPXs2NTU1qFQq3r9/z969ezWeu6OjIxkZGeTm5pKenv7V+nYf28c9h3Nycti0aRPp6enY2NjQtWtXiouLWbFiBVZWVnTs2PFvY8JtIPcPALlvNSMjI+7du8elS5e+ObCtNrlcjkwmQywW4+DgwPbt21GpVKhUKkpLS6mtrSUkJAQDAwPMzc1RKpUcPHgQb29voSTI0tKS2NhYnj9/rjG7rlu3TiDPTpgwgfLycg3NsY8HVlVVFa9evdJYtpubm7N7926tps2/ytTCkqmpqcybN++XltqJxWKMjIxwdXVl8ODBDBkyBKlUyu+//05VVRUTJkzQ2H7gwIFERUVx4sQJunfvjq2tLTk5ORpLaT09PebPn09JSQkuLi506NCB9PR07ty5IzREj4uLY8mSJcI+/v7+pKen4+Liwrp16zh+/HizE9OXvFm1qIH6d+zt7dm4cSOurq4olUocHByEBtzOzs5YWFhoqJ58ztpA7l8U5MRiMcuXLyc3N/ebewV8yWQyGcOGDWPatGn4+/vj5eUlAI9cLufQoUO8f/+ehIQEgVA6e/Zs6uvrqays1GD4q7u/qzt9HTt2rNkBoF5iqYvq1TZx4kQaGhrYvXu3xudyuZyePXvi4eGBRCLB1NT0p2YGvb29USqVrF279h9XU6yrq8uYMWOabTfYsWNHtm7dKii5lJeXM3PmTIYPH878+fO5e/cu9fX1XL16FUNDQ3r16kV1dTVjx45FJPoAVE+ePOHy5cuIRB/oLHfu3GHGjBl06NCB58+fNys+MWzYMHbv3o2uri7jx4/X0umzsrJCqVTS1NTE6dOnEYvFiMViTE1NCQwMxMDAQBAdVSqVKJVKHj169Lfk9jaQ+wzIicVirK2tsbOzw8DA4B+1XBKJPqhqpKamCqTTn206Ojr06tVLg6s0a9YsampquHTpkvDi2dvbk5iYyP79+xk6dCjx8fH06dOn2fu9adMmysvL6d69u8Z3x48fFzKG6s+MjIw4evSoIJK5d+9e4uLi+OOPP7SeVbt27ejVq1erq7pIJBK8vLy4dOlSs829PzU9PT2hrjYoKIgtW7awdOlS+vXrh4uLy09/xzp16sSTJ09oamqisrKSsrIy8vLyePjwIatWrRLibi4uLuTn5zNv3jzc3d1Zs2YN5eXlAiHb2dmZkpISjh07xu3bt1GpVM3Gln///XdycnIYMWIEpaWlGpOWRCJhyZIlKJVKgRL1uYnD2dmZwMBATpw40aJlcRvINQNyRkZGLFu2jMzMTJRKJYmJiYSEhLBr1y68vb3p1q0bNjY2mJub065du5/ematLly5ER0drSXP/apPL5QwZMkQD+Pr06UNlZSUlJSVUV1dz9OhRrXOWy+UMHDiQ3NxcoqKisLKyErbp1asXubm5REdHawga/Pbbb1RXV3P37l0CAgLIyckB0Cr3cnJy4vHjx9TU1LBz504toNPX1//urK+xsXGLKBejRo2ipqaGyspKQVY8PDyc0tJSiouLOXHiBFOmTKF9+/af7UymLiNsrWcWHBzMq1ev6N69O87OzrRv314rkC+RSBgzZgxKpZLa2loaGxt58+aNMFn5+/vT1NQkjKny8nKWLVsmKDmLRB8msXXr1gmS6TU1NQwbNkzjupKTkwkNDaVTp05s2bLlbxMKbRSSFv59CnJisZhly5bx/v17rly5woYNG9i3bx/79u0TupiXlpaSnp6OQqGgsLCQd+/eER8fz+LFi7VednUZV2u9lDo6Oly7dq1FWaWPQSQgIOCnK2GIRCI2bNjA5cuX6dq1K+PHj9eKHYrFYjZu3EhBQQHh4eHCfb19+zZ79uwRmiD/9ddfuLi4oKOjg76+PhERETx58gQrKyv09PR4+vQplZWVGt6eRCJh3bp1VFVVcfPmTZRKJVOnThW+79y5s6AP9zMmCzs7OxYvXoyrqytGRkYYGhqiq6vL77//Tl1dHS9evODFixdkZmZy7949bt++zeTJk4X9ZTIZly5dYu3ata1yPnK5nPDwcFatWvW324rFYkHs1c/PT6iqkEql3Llzh507dzJ//nzWrFnDmjVrhEy9erns6OhIZmYmCoWCyspK4uPjNRyD0aNHU1dXR1VVFQqFgsePH7daxUwbyH0CcgYGBiQmJmpQI9Q2depUVCoVkyZNwsXFBTc3NyIjI1GpVEJh9+7duzX2W7ZsGYGBgRpdpr7H63NwcGDfvn0aLPe/M6lUytatW1EoFD8V6IyNjYmJiWHfvn1fBBEnJyf69euHnp4e1tbW+Pn5ERgYyK1bt4SerOnp6SiVSkJCQti7dy/l5eVcvHhRoDXU1tZy48YNjZicra0taWlpzJkzBx0dHRYvXsz9+/cFoF20aBHwoQvYp16BXC6nf//+eHh4CN6Tu7v7D/HY586dS1FREZ07d0ZfX5/BgwezbNkytm3bpuHtiEQfkjgxMTFf9fw/Z0ZGRsTFxQlS799iEomE4OBg7t27h5mZmfC5u7s7+fn5gqrO7t27yc3NZcCAARQUFBAWFqZxnFWrVhEeHs7y5csJDw8nNTW11Xh6bSDXDMglJyc3W8fXoUMH3r17x5AhQxCJPgRSS0tL+f3335HJZEyaNImcnBxhWaXuTVBbWyvI2IwdO5aYmJgvqrbq6+t/saD7W3S/LCws2Lx5MzExMT8N6Lp160ZRUREvXrz4pgJ1deBZLBZjZWWFs7OzQJzOyMhApVJRV1dHU1MTjY2NhISEMHjwYJycnDAxMWHRokXExsZiZGSETCZj1apVFBYWComSlStX0tjYqCVkYGpqSkhICDU1NeTk5BAfH8/Tp0+prq7W8KxEog8TiJ2d3XclHnbv3t1ifT1LS0vCw8M16li/1VxdXbl+/fp3J2u6du1KeHg4z549IzQ0lAsXLpCTk0NlZaUActu3bxcEH8rLywUupvoYgYGB+Pv7o6Ojw/Pnz9mzZ0+reddtIPcJyOno6BAaGsqDBw+0CI9du3alpKREeNGXLl1KUlIShoaGyOVygoODyc3NFfbr1asXSqWS2NhYjI2NMTIyIj4+njdv3mjJQavNxMSEv/76i9DQ0FYvcFd3s09KStLQUvsak8vl2NjYtOgFFIvFAku/NZeDEokEY2NjevTowaBBg/D19WXMmDE8evSId+/ekZeXh0KhQKVSUVxczNKlSzl+/DhVVVUcOHBAqLm9f/8+GRkZAsFZfY82b95MQUEBy5Ytw8nJifnz56NSqbR6j4pEIpYvX05mZqZGHNLR0VGrEuFzZmJiwtu3b79K6ltN7P24lvVb7LfffmPnzp2t8kz09fWZPXs2x44d4+nTp+zZs4fffvtNAFAdHR0MDAzQ1dVl//79rFixQmPFs3PnTpYsWcK4ceMoLi5utcZBIlEbyDWbeHByciIsLIxXr17h4+ODh4cHY8eOJTIykrKyMkEnzcfHh/z8fI4cOcL+/fupqalhx44dwoMdPHgwBQUFQn1onz59yM/Pb7Yzu9r69OlDcXEx0dHRX1wamZubf5N3JJPJ+P33379ZxHHixImkpKSwadOmf1xbPZlMJnCpjhw5QnV1Nbdv3yYlJYXy8nJOnz4txJIWLVpEQ0ODlidjaWlJbm4uW7duFYC5d+/evH//nsOHD2sMTDVApaamCkBpbGzMs2fPtGJOn7OBAwdSVVWl5SF+ycRiMQMGDGhRRvdLx9i/f/93iZd+7rh/R87V1dXVmsC9vLxQKpWoVCoeP37cqsmVXwZy6iYjTk5O6Onp8Z/+039iw4YNNDY2Cts0NTWxbt067OzshPT7v/3bv2kcp6amhgULFmBpaYmBgQGjR48WeqW25O9zFBIzMzP++OMPCgsLUalUNDQ0kJubi5eXl7A0kcvl7N27l7dv36JSqXj16pXGjD5t2jRiYmLQ1dUVmuxmZWV9UdFWKpXSvXv3L3pLRkZGPH36lNevX3P8+HEWLFjA2LFjcXd3R09P74eqgujr6zNnzhyePXuGQqFgxYoVzSqU/GpbsmQJUVFRmJiY0K5dO7p27SoMLLFYzN27dwFISUnRmCwMDQ2Jjo7m7NmzuLq64uHhwcWLF6mvr9dSzu3SpQuVlZUak5avry/19fWsXLlS4/nZ2Ng0y1lbuXIlSUlJGvGsn2U2Njbf/K6oe1m01rno6emxceNGzp4922IJpZbaLwO5/+//+/+wtLTkf//v/01mZiYXL17EyMiIPXv2CNts3boVY2NjLl++jEKhYNKkSdjZ2QlNRADmzZtH+/btuX//PrGxsYIQZUNDQ4vO4+/6rjo5OTF27FgWLFiAq6urFvBIpVIMDAya1TgbOXIkb968Yfr06Vy7do2qqqpWIY46OTkRFxcHQGVlJU+ePBHIkfHx8dy5c4ft27czZswY+vfv/0MUJQwNDZk1axaPHj1qlW7wH5tMJsPV1fWbhSZ1dHS4d+8e69ev/+w2gwcP5urVq/j7+2s9j/79+xMZGUl1dbVQxlRaWkpwcDBDhw5lyJAhDBo0iJUrV5KSkiJQJUxMTLhx4waAhrqLvr4+oaGhWnFeqVTK9evXhcSMTCZj/vz5GtQLtXBCaz+/bzWpVMqECRO4fPkyt2/f/uawx5eefWuf8y8DuZEjR/I//sf/0Pjsv//3/87UqVOBD16cra0tW7duFb6vqanB1NSUQ4cOAR/4ODo6Opw/f17YJicnB4lEwp07d5r93ZqaGioqKgRTKpU/7IWQyWSsWLGC1NRUcnJy2LZt23eXX6nN2dmZ8ePH079/f2QyGe3atRN0+2/evMmUKVMIDg4mISGB58+fc/HiRc6dO0f//v21Ott/T7xMX1//mz05Kysr3NzctBIpHh4eFBcXc//+/W86tru7O3l5eX+bNfzSdbdv355x48YxZMgQevfujbOzM0eOHCE1NZX8/HwqKiqora1FpVIRFhbGwYMHiY6OprGxUUNW3NTUlN27d1NQUKDVvlBNsh0/frzQCEgtca/eZuLEiRw5ckRQKzY3N/+loGdkZERCQgJFRUW8fv0apVJJly5dftn5tMR+Gcht2bIFR0dHkpOTAXj9+jU2NjacPXsWgPT0dEQiEbGxsRr7jRkzhunTpwPw8OFDRCIRpaWlGtv06NFDUFP99G/dunU/9QarKSPfm4H7OxOLxUyfPp23b98Kkth6enrcvn1bqAc9ffo0mZmZGmz0gIAA1q9f/8NUfD9nnTt35sGDB2RlZWnVH5qbmxMZGUlNTc1XyROpbdiwYRQXF+Pn56fhFbXWs3R0dGT27NkUFRUxffp0tmzZwrNnz3j69Cl79+7l9evXHDlyhAULFhAWFoZKpWL58uVaz3/dunUAKBQK9u/fT0JCAqGhoQLom5qakpaWRkpKCubm5vTr14+IiAiNpJWJiQm9evX6qTJWHh4euLi4YGxszM2bN78qnvgr7JeBXFNTE6tWrRLcdHWzFvVfREQEIpFIYLKr/2bPns2wYcMAOHPmDHK5XOvYQ4cOZc6cOc3+7s/05H6m2dvbk5OTQ2pqqhDzGzFiBCqViokTJwq9C1JTU4WllIWFBSkpKahUKnr06PHZY3+vt/epderUiZiYGLKzs/Hw8NA6tpmZGQ8ePODkyZN/68nZ2NhoHcPJyYno6GgKCwu/CSRbYnPmzNGom5RKpQLxu0uXLoKab3FxMStXrtSiaRgbG3P//n0OHDjAhg0bOHr0KGVlZRpZVgMDA169esXFixexsrLizZs33Lp1SziWrq4uISEhqFSqzza5VvcW+VHvna2t7T+ileGX7JeB3Llz53BwcODcuXPEx8dz+vRpLCwsOHXqFPDvIJebm6ux36xZsxg+fDjweZAbMmQIc+fObdF5/KsW6H9q8+fPp6mpidLSUsGTW7hwIYmJiVhYWCCXywVen3oZJ5VKWbZsGTk5Oc0GxeVyOZs3b+b+/fucO3eOMWPGEBQUpKVsoR5MLTlPV1dXHjx4gEKhoGfPnp8Fz3bt2rXomJ6enmRlZWmRY42NjXF1df0hBfvqSoG7d+9+lsYhkUjo06cPXbp0afYa3dzcyM/PFzKkI0aMoL6+XqNhULdu3SgoKGD48OGsXbuW7OxsjQ5oUqmUoKAgGhoaBN24T23JkiXcvHmTSZMm/dISQLFYzKJFi4Sl+c/87V8Gcg4ODvzP//k/NT4LCgqia9euwI9brn769x8F5Hx8fGhqaiI1NVVYznTq1ImIiAihTEbtuX7M/xs6dCiRkZFayQkbGxsOHz5MdXU1WVlZKBQKamtrAbh//77Gi2ppaUlwcDBLly79LK1ELBbTp08fUlNTSU9P/6zn8bWm5i5+Dc+ste53fHy8VkVCS23q1KlcvXpV8AQDAgJoaGjQoHRMmzaN7Oxs3N3diY6OZu/evVoA0aVLFwoKCrR4ZTo6OkycOFFwElJSUpqdyESiD57zypUrBcksZ2fnVosdf2yenp7ExsYyZ86cn9qI6JeBnIWFBQcOHND4bPPmzfzn//yfgX9PPGzbtk34vra2ttnEg1qlFiA3N/eLiYdP//4pINe+ffvvevAmJiYEBwdrydf07duXkydP8vbtW+7du8eIESM0PKThw4eTnp4uUBgkEgn9+/fnwoULANy8eZPOnTtja2tLZmYmDQ0NGq0GpVIpO3fuRKVSkZWVRUJCgpZXZWtrS3BwMCUlJdy+fbvVAtUSiYTDhw8THR3daqCpPu7feZFqQvK3/oaBgYEGj27y5MmoVCoNsdFLly5RW1tLcXExSqWyWV7cgAEDiIyMFN4dsVhMv379uH79OmlpaQQFBTF37lzy8/Obve9SqVTgFA4YMAAbGxuBHyoSfUg0DBo0iLFjx2JkZISVldV3XXePHj24f/8+R48ebTFh+nvtl4Gcr68v7du3FygkV65cwcrKihUrVgjbbN26FVNTU65cuYJCocDHx6dZComDgwMPHjwgNjaW//bf/lurUUh+lvn5+ZGTk8PmzZu/6zhfWpqptbg+/TwwMJArV64gk8mwtLQkKCiIgoIC0tPTqa6uFhoT29nZoVQquXnzpsbgVMvsqJVanLpROAAAlFFJREFUHzx4oNGY2cnJiadPn9LY2EhjYyNZWVlcvnyZDRs2MGHCBHr16tVsn9OWmqOjY6smF9zc3Lh+/TrXrl1j4cKFP8Sjac7U8uJq2oxaqNLHx4fFixczceLEZvdT1/hKJBL69u3Lhg0byM3N5fjx4zg6OiKRSBg5ciQZGRnNtirs2rUrRUVFJCQkYG5ujo+PD2VlZfTu3RsdHR22b99OdXU15eXlPHv2jLS0NA2tOAMDA6ZOnfpV98nc3JwLFy5w7969L3JGW8t+GchVVlayePFiOnbsiJ6eHp06dWL16tXCkgj+nQxsa2uLrq4uAwYMEJRA1H/V1dUsWLAACwsL9PX1GTVqFO/evWvxefxokLO1tWXw4MHY29s3O5hHjRolaNX/7AoCsVjM3r17mTlzJs7Ozpw/fx6VSsWyZcuwtbXlwoULXLhwgTlz5vD06VPheUilUmGZtW7dOl6+fCnII23ZsoVt27YJx9+/fz/FxcWsWrUKPz8/QkNDSUtLA6ChoYG8vDySkpIIDg5m//79ODg4IBJ9CKr/CoKsp6cnmZmZ5OTkUFBQwIEDB3565lkk+jDxFRQUfLGHqlgsJiwsjLt377Jv3z4KCgp4+vQpEyZM0DjnyZMnExsbq/GZuvJl79691NfXM3nyZCwtLVEoFGzZsgWpVMrEiRMpKytjw4YNdO/eXeBmnj17VjjO9OnTKS4u1mgoo6Ojg7+//xeTWWZmZsL79T2Nt1tibWVdPxjk/Pz8KC8vp7CwEIVCwY0bN/D19cXc3FyQn9m8eXOLHrSbm1urznwymYzw8HCuX79OUlISr1+/ZsSIEYJHaGFhwZkzZ1CpVJSVlfHw4UMUCgVPnjwhMjKSQ4cOERUVxd69e4VAe0FBATNmzEAk+kBhiYiIYNGiRRrgvnXrVt69eyf0kBg2bBjh4eE0NTUxZcoUJBIJmzZt4vHjx1qZO0tLyx9a0aFWojU3N6dbt25cu3atVRQ/vtY2bNhAXV0dfn5+n91GX1+fyMhIAKENZXOlZOpYmLu7O9bW1nTv3p2TJ09SXFzM48ePCQ8Px9nZGR8fHzIyMujQoQNyuZzIyEiCg4ORyWRYW1tz+/Zt8vLyGDNmDCLRB+8+MzOT8vJyjTCJm5sbKpWKu3fvIpfL0dPTY+7cuaxbt04DaM3MzDh79iwrVqz4ofSqNpD7wSAnk8kYMWIEY8eO5cKFC5w5c4bly5djZmaGrq4u/fr1a5GnoK+vz5MnT9i2bVurZadcXV0pLS2loKCAnTt3Nus1yOVyunbtSufOndHR0WHAgAEsXbqU4OBgrl+/DkB2djZnzpyhpKSEhIQEwRsTif692bEanPX19Xn06JGW6saQIUME7f7Ro0dTVlbGwoULhZdfIpEwfvx4EhMTOXnyJBYWFowcOVIrrqOnp9eqGVUdHZ1fkpV0cnJizZo1jBgx4rPv1datW6mtrSU4OPiLHp+Ojg6bNm2irKyMrKwsKioqBGpLbGwscXFxKBQKioqKWLNmDWKxGFtbW969e8fcuXNxcnLi6NGj5ObmEhwcLNBSli5dSlNTk/CZ+ve8vb2pra3l2rVruLq6CtU+wcHBWiBsZmbGyZMnfxjVRyRqAzkB5LZs2cLatWvx8/PD1dWVDh06YGxsjK2tbat5Dt8zWKRSKYGBgWRlZQlZsO+xLl26EBYWJhBav+UYU6ZMobi4mNjYWGJjYwkNDWXQoEEa21hYWHD06FHCw8M5evQoDx8+5P3791qy7atWrWLTpk3I5XIuXrxITEyMxnLV09OT0tJScnJyiIuLIzo6GpVKxY0bNzR6vj58+JAVK1ZogIGDg8MvV1DW19enZ8+erVZ47u/vz/v373ny5EmLElbqCSo4OJiDBw/Su3dvunTpQlZWFjNmzBA0/NRZdrFYTGBgIPn5+RQWFlJTU0NSUhIhISGMHDmSW7duUVdXR0pKilaDIScnJ7Kzs4mPjycrKwulUsnMmTObvXY7OzuCg4NJS0v7YZUTbSD3f0Huzp07REVFERsby5MnTzh9+jQKhQKlUsnz589Zu3YtAQEBDBgwgO7du2NsbPxTy2v69+9PZWUlt2/fbjG7vUOHDgwaNEhrgLdv3x6FQkFDQwMzZsz4JgCQSCTcunWLa9euoa+vj76+/mfvh6GhIfPmzSMzM5Po6GiCgoI0lqG6urrcvXuXKVOmMHr0aFQqlUZJllgs5uLFi0RERODk5IS1tbWwvA0KChK2mz17NvAhI6y+poCAAPLy8tizZw9z587Fw8MDS0vLHx4H+vjcXVxcuHLlCmVlZa3Sk0MulxMVFQUg9LL9FlNTUz6nlqKjo8OIESOYPXs2np6e9O7dm6ioKKqqqkhNTeX27dsoFApmz54t9OVQg2NDQwPV1dXU1NQ02+/B3NycwMBAMjIyhPK43bt3/5DJqA3k/i/IqV1wAwMDjI2NGTt2LOXl5UJsIT09nYaGBhoaGigvLyclJYULFy6wf/9+PDw8aN++veBhqVPtrfmgevbsSVBQ0FfFh6ZMmUJ+fr4WvSI4OJimpiYiIiK+ue7UxsaGlJSUFjdZFok+EHz19PS0XuQBAwZQW1vL3bt3yc7OJjIyUoPTJZPJePz4MfPnz0ck+gCK58+fJzMzU7jnZmZmJCYmUldXJ8QEu3btSn5+PkVFRWRmZvL27VuysrLIyMhAoVAQEhJCUFAQEydOxM3NjXbt2mFubt6qDP7u3buTkZFBYWEh8+bNaxW1WxsbGyE58j3xwtmzZ6NUKr8q4aUeGx07dsTMzIwnT55QWloqUE7c3d0pKyvj2LFjeHt7k5mZSUBAgNakplZzDgsLY8yYMWzcuJGSkpLvUin+nLWBXDMxud69e1NQUMDJkydxc3NDJpMJVIkHDx7g5eWFl5cX2dnZNDQ0oFQqSU5OJj09nQ0bNvDo0SNevHiBsbExUqmUjh07Nuvl/GhP0MDAgAMHDqBQKDSKvn18fIiMjNTi1H2NOTg4oFQquXjxIt7e3t81A6uFEu/fv09CQoKWpJGxsTHR0dHExMRw8OBBIiIihD6whoaGggpwfX09r169EpZvnp6e1NbWMmbMGExNTTEyMsLCwkKoEigrKyMnJ4fy8nJKS0vJzMwUyt6cnJyYN2/eN9eEisVi3N3def36NU+fPtWQ6PpeE4vF9O7dmx49enzXfbe0tGTFihXfFf5QC4Sq75OjoyPPnj0TEiYjRowgMTGRP//8EwcHB2QyGS4uLpSVlZGSksK6deu4cOECxcXFKBQKHj582OpedhvIfQJyenp6PHv2jGvXrmm48T4+PlRXV+Pr6yu8aH/++ScXL17EycmJjh074uXlxdatW3n//j3Pnz9HV1eX+fPnk5ycrBG3UHOiTpw4wf79+xk1atQPixkZGBiwY8cOnj59KlQ6iMXi7y7oFovF+Pv7C31Hv/X8ZTIZYWFhnD9/HmNj48+y8rt168bBgwfJzc0Vmt4olUrevn1LSkqKsOTZtGkTVlZWtGvXjosXL5Kfn6/lqagTLnPnzsXe3p6uXbvSr18/PDw8hMTG5s2bSU1N1fB0zczMWLRo0d82udbV1WXp0qVERUURHBzcqjy+H2kSiYSePXt+dwxaLpdrJH+cnJy4du0aCQkJBAcHo6uri5+fH6mpqRQVFaFUKpkyZQoGBgZcu3aNtWvXtmryqA3kPgE5fX19YmNjNbo6GRoacvv2bZKSkjSWG2PGjCEuLk7DFe/UqRMJCQls2LABPT09oqKiuHnzpoZg48KFC6mrq0OpVJKWlkZmZuYP7Q4vkUiwsrL6LmDT09PTAgt174Xv4ZFZW1uTlZXFyZMnW3Qd1tbW2NjYIJfLGTBgAOPHj2ffvn0EBATg5eVFTEwMeXl5pKamUl9fz927dzWIqhKJhH379gnKHh8fv3PnzuTl5VFWVkZRUREnTpzQuGd+fn40NjZqxAE/NWdnZy5duiSIuf6TtOD+zkxNTXn+/DmBgYGtXvNraGgoiBqonQczMzPatWun0YLy999/p6ioiNu3b2vU8X6PtYFcM8vVuXPncvbsWTw9PZk0aRJXr16lsbFRq3nIhAkTiI6O1gC5cePGkZaWhpWVlbDs/Tg93qFDB3Jycjhz5gwODg4YGxszdepUDdrFxwPSy8uLwMBAOnXq9EsHwPz584mJiWn18zA0NOSvv/7i7NmzrTKwHBwcWLp0Kffu3WPVqlVaMTA1h6umpkZjWayjo0NgYCBKpZLHjx/T2NjIlClThO9lMhnPnj2jqalJg/iqNj09PWbNmqVBRH/16hVbtmxh3rx5eHp64ujoiKGhIWKxuNUbXbeWjRo1CqVS2arLa7VJJJK/FXCVSCTMmTOHwsLCVqtHbgO5ZkBOX1+fffv2oVQqqa+vJz09nWvXrhEeHs6kSZPo3LkzAwcOJCMjg+DgYAH41FnCS5cuYWZmxvHjx7l8+bLGCz1hwgRUKlWLeiz06NGDkpISKioqmu3OZGZmRo8ePWjfvj1yufyHLXmlUinh4eFkZmbSvXv3Fv+Onp4evr6+f3ut+vr6Wk2DWmNANfe5h4cH9fX1VFZWashs//bbb5SVlTFjxgymT5+OSqXSkuGeNm0aKpVKQwlEJPpAgzh//jy1tbUUFRWxZcsWFi1axIIFC8jNzRXUYXJyclAoFISGhvLs2TPGjh2LSCSiY8eOWkva1niWOjo62Nvbf9XyUywWM3nyZLKyslosPiAWixk/fnyrrUYkEkmzTa6/1dpA7jNkYPWNHjBgAO3atUMul7Njxw6USiWVlZVUV1cTHh4uKMCKRCJB2VWpVBITE0NZWZmWFM+UKVNQKBSCh/Gll3nz5s2Ulpbi6emp9cCNjIx49OiRIM394sULwsLCCAwMZNq0abi5uWFqaiost6ysrL5rZp41axZKpZKMjIwWeXN6enrs3LlTWLa1xsvaGmZhYSHQgT4e/AYGBvTr1w8DAwNmzZpFZWWlVubS09OT7OxsYZmrp6eHv78/b9++pa6ujuLiYi3yrq+vL5mZmXh6euLh4cHo0aM5deoU9fX1rFmzBrlczqNHjzTqQY2NjQkJCWH06NGIRB/4f5+LVX7O1DHjoqIiTp48+VWeo1gsZuzYsTx+/FijWffnTCKR8NdffxEeHv5T1UVaam0g9xUVDxKJBBcXF/z9/Zk7d66g26a2iRMnkpOTw7p16/D396dfv35aS7CuXbuSnJzM/Pnz8ff35/Tp081qbEmlUp49e0ZDQwMPHjzQ8h7mzJlDZWUlJ06cwN/fn4CAAJRKJU1NTQLQJiUlcfnyZQIDA0lOTm62RKilzZLFYjFubm6MGjXqbweMRCJh4cKFlJeXExwc/I9sdPOlycXd3Z0jR45onXdAQAD3798X6mq3bNlCRUUFx44dY8qUKUIN78f7jBkzhidPnmjELQcPHkxZWRnDhg3D39+f3NxcYemsbuNYW1vLlStXkMvlXL58mUOHDgmgLJPJ6Nev3xeXfl27dkWpVFJeXk55efk3NYfx8/PTUJz5nJmYmHD06FHKy8u1lFI6d+6Mh4fHL41NtoFcK5V1icVigoODNYqXmzOpVErA/9/ee0dFtaVp47sSRc5IDg1cYIRWWhlllE+lRZQWA2NkjIxelU8MtPnDCMM1YGaJYr4ymAWVVhEQEVqSEqtBkqQaciighhye3x/eOj+PBQoS9Nr1rvWuez11OOfsE5693/S8np5UB7CKigp4e3uLvQRKSkrIysrC06dP4e/vLwZyDx48wP379ykQZTAYCA8Px6tXr6CnpwctLS04ODhg6dKliI2NBQBcvHiRdp4pU6YgLi6OanStoaExJDTaokLv3prE/J7V2dkZgYGBmDp1KhISEpCSkgIHBwewWCwwmUycPn0aQUFBcHV1xdSpU7Fr1y5kZ2cjLCyMFnjy9PREWFgY1NTUEB0djStXrlD3SVZWFmlpaejq6sKSJUtgamqKxsZG3L9/nwI5Ozs7NDY2Yvbs2ZCRkcH69euhpaVFu9ZTp07h1atXGDduHFJTU78qb5PD4XxxQlNRUUF0dDTa29sRFRVFuw4tLS28evUKAoGAasj+LVQCckMEciK/VUJCwmfrCEX7WllZwdXVFYaGhr063I2MjFBZWQkbG5tefSoHDx5ESkoKjIyMoKSkBCcnJ1RXV4t1gyfkw2pCKBRi3Lhx1DYFBQVkZ2cjIyMDcnJy0NfXR3p6Oq3LFCEfTDLRikFBQaFfvT4ZDEaf4/q9KpPJRFBQEAQCAerq6nDlyhWxYJGMjAy8vLyolJbu7m5ERkbSotKysrLg8XhYsGAB1q5di4qKCrFV1unTp5Geng4NDQ1s3LgRAoGA5td0c3MDAKxYsQLTpk2DUCik5UHq6ekhPT0dCxYsgLa2NpKTk4fNjFRXV8edO3ewcOFC2jmUlJRw584ddHR04JdffhmWjnH9VQnI9QJyioqK2L59+4CSEhkMBnbs2IEnT57QOrJ/rWpoaODdu3coKyvDo0ePxJy62trauHnzJsrLy1FSUkJFDMeOHUvbT01NDSkpKbR+BIR8mIFFkUQ2m42tW7eiq6sL69evp/axsLDA8+fP8ebNGwQHByMlJQWJiYnfbWRwOFVZWRk5OTkQCoUICgrq00fGYDBgYGAAV1dXzJs3TwxclixZgvb2dsTGxqK0tBSXL18WWz3fuHED3t7eMDIyQkFBAQIDA2kTnY2NDVpbW/HgwQNERkYiOjqadh4XFxeqTOrQoUMoLi6m/b5y5Ur4+fkNyXsqGvPH/9bS0sKdO3dQVVWFn3/++ZtQVX2sEpDrBeSsrKzA5/Oxffv2Aa1GhrrhrqmpKby8vLB79+5e/VpSUlJwd3fH0aNHUVJSgujoaLGUCVtbW7S3t6OxsZEGgGpqauDz+Zg/fz40NDRQUFCAoKAgKqdMTk4O9+7dg0AgQFhYGEpKSgAAcXFxfb60UlJSI9o1aqhVXl4e9vb2vY7B1dUVHR0dcHd3H9QKddeuXaivr0dNTQ2CgoLEzEgjIyO8f/8ep0+fxuvXr1FUVERzVbDZbJw5cwYNDQ3IzMxEV1cXrbk1g8FASEgICgoKcOfOHTQ3N+PJkyfUNWtqaiI/Px/t7e1Uv1fR35qYmFB+Zjab/VWTmYGBAR48eICqqirMnj37u1jNS0CuD3N1xowZKCgowPHjx7/7bkQMBgM3btzA8ePHxX5btGgR2tvbUV1dTZu5169fj/j4eOjo6GDt2rUoKyujmURaWlqorq6Gu7s7OBwOTp06hZ6eHloPgk8/zsjIyF5zmzgcDjQ0NAYcIRxJZTKZOHToECoqKsSiqjY2NigpKUFsbOygiDxFrRYdHBxgaGgo5oZgMBjw8vLC+/fvkZycDB6PJ5YQa2JiQjHHGBkZoaqqilaeJ6LkcnV1haqqKnJzc3H9+nXq9xUrVqCjowNr1qyhlXNZWFiAz+dTTDD+/v4ICgoakE9VV1cXQUFBePTo0WebFI20SkDuMz65adOmISYmhuLF+pobPBIPWlpaGsnJyVixYoXYh8PhcODh4YHTp09TM7OsrCzi4uLQ2NiIiIgICAQC7Nq1i/Z3ioqKSEhIgJ+fHwIDA1FVVYXs7GwqSCFSJSUlzJo1C2/evAEAnDhxQuzFf/DgAaqrq1FUVARnZ2exD0deXv6bm8Ai9pN9+/aJrVQPHDgAoVA4aOf52rVrIRQK+0zLYLPZiI+Px4IFC/ps2j127FiEhYVBVVWVCkqcOnWK+p3JZOL58+eYMWMGxo0bh7KyMpov9vLly2htbcWOHTuo4zOZTOzevRvd3d3w8vLCxIkT0dDQAG9v736Ni8lkwsHBAfn5+Th//vxn/W9cLheLFi0a0QlPAnJfCDzIycnhl19+oXKWBqLLly/H9OnTR+RBenl5oaioCKGhob0yXXwMLKNHj0ZjYyPOnTuHX375BTdv3uyVzcLW1hZPnjxBTk4OioqKEB0dTZlyKioqcHNzQ3R0NPh8Pvh8Ppqbm2m0OqNGjUJMTAxqa2sRHh6OI0eOIDQ0lEqCJeQDSEZERMDf358ybaZNmzYknHkD0YCAANy/f7/XlBoTExNMmzZt0KaXu7s7Ojs78eDBg14nP1tbW5SXl9MqLXpT0WpSU1MTmZmZFDuL6Dk/efIErq6uiImJoUVupaWlERMTg9zcXISFhVHPnMlkIjg4GJWVldDT08O5c+eQmpraLyBSVFTExo0bUVtbi87OTly9ehUbN27EtGnTMG3aNOjq6vZKqPlx2eSnqqSkJEbSMBiVgFw/oqtfuxpbuXIl3r9/PyIlWWw2GzNmzICjo+MXP0YHBwdUVVVR/pfPjY/FYkFZWRnr1q2jPk57e3skJyejpKQEJ0+epOo1s7KyaMGaGTNmUBxqohfd0dERjx8/plac06ZNQ3t7O0VoICJyvH37dq/XxWQyh2UVYGho+Nk0C0VFRdjb2w8KfGVlZeHi4tJn74O1a9cCwGcB4FMdM2aM2DV5eXkhJycHbW1ttFaFDg4OaG1thZ2dHe0dYbFYCAsLw/Xr12FmZobc3Fwa8ejn7smTJ0/Q3NyMN2/eIDQ0FM+ePUNAQACEQiG6u7vB5/MRGhoKT09PLF++HC9evADwoQFVb+/awoULkZ2djaysrH7ncH5JJSD3G8iJfBQODg5D5oNTV1dHUlISrl69+t34JwghuHnzJlpaWgZEOT1x4kRkZGTg6NGjqKqqwt27d6GrqwsGgwFLS0uKpfZjU2/JkiV4/vw5ZYoyGAzs3LkTaWlplEmjq6uL0tJSylxes2YNurq6+qxb9PX1RW5u7pC2IPySysjIIDg4GO3t7cjLy8OqVauGhXRTW1sbvr6+g+4pYWVlhZiYGPj4+NCAwtraGo2NjQgICMCNGzco6nglJSXweDzcv38fSUlJKC4u7jUg8qk/UtS/ZM2aNRRpqoyMDKSkpBAbG4uXL19i3rx52LRpE3x9fZGVlQUAaGlpwYQJE6jjMBgMWFlZ4ejRo2hsbMSrV68wb968IQtaSEDuN5DLyspCSUkJamtraSsvU1NTeHt7fzXZobW1NV6/fk1r0/exMhgMGBsbfzUIWllZDXhpf+jQIcTGxg4oQVRU81lVVQU3Nzexetyuri7ExcXRJggRyO/evRv6+vpYtmwZqqqqcOHCBWqfn3/+GYWFhdDV1QWXy0VsbCxCQ0P79OvcvHmTanjT17XKyspi/Pjx0NTUHHR+loaGBq5evYqGhgYEBATA19cXpaWlePToEaysrIZ88hqq44kayHy8TVpaGl5eXoiOjsarV68ooF6xYgVaW1tRWVmJqqoqik5MpBwOB0+ePMHx48dpwLNhwwYxOirRGAIDA3Hp0iXa9smTJ1MNkWRkZMBgMGBkZESVL/J4PKq/61DeUwnI/QZy1tbWEAgEiImJoX3A/v7+EAqFvSbBWllZwdTUlHoxWSxWr4m7tra2yM3NpTmARaqjo4PY2Fhs2rRpwC+4goICUlNT8fTp0wHNetLS0gMqtZKSksLp06chFAp7pe8eM2YM4uPjey0bmzJlCpKSkiifTWpqKu1enjx5Eo8fPwaTyaRqfw8ePNjntRgbG2Pz5s2fTW6dN28empubUVtbizdv3uD27dvYsmULli1bhgkTJsDIyAimpqbgcDhgs9nQ1NTE6NGjxaiktLW1ERERgZKSEri4uIDNZoPJZGLUqFHw8fFBdna2WG3yt1BLS0scPXoUS5cu7ZcVwuFwaEBy5MgRvHjxAqNGjYKRkVGv7/DmzZuRk5NDo62ytLREdnY23NzcaCt4UfVPcHAw7RgMBgN3797Fw4cPsWfPHoSHh4PP56OmpgZnz579YhL916oE5D5qZNPR0UH7iM3NzVFeXo7bt2/3OitGRUUhJycHampqUFBQwIULFxAWFiZWYsNgMLBx40Y8e/as11nK1tYWBQUF/WZ9EB3T09MTNTU1w0IZ/fF5Zs+ejba2NlRUVPTpD+NyuX2mG6iqqmLt2rVUc/CPf3N3d6fYXLKzs5Gfnz/o/rNTp07Fq1evcPHiRWzfvh1r164Fj8dDZ2cnKisrUVZWhvLyckRFReHp06fg8XhobW1FdnY21UzFwsICPB4PhYWFYsEjY2NjHDhwAI2NjVSP2W+pp0+fBgCKTnwgJJ1ycnJIT09HXFxcn9bK2LFjUVBQgNjYWLEo+NSpUxEfH4/bt2/D3d0dmzZtwvnz59HY2IizZ8+KfTNxcXFoaWlBT08PWltb4efnB2NjY0lLwuEUEcjV1tYiJSWFWuFISUlh//79aGtro5XMfPzgW1paUFpaCltbW9y6dQstLS0ICgoSAzlCPkTEbt26hWPHjok9UBEIPnr0qN/lN2w2G0FBQXB3dx9Wf5+odwIABAcHD3n2OpfLhZeXF4RCIZqamqj+DINVJSUl6j7r6ekhKSkJ+/btg4GBAaZNm4YJEybAx8cHPT09eP78Odzd3bFq1SoYGRlBS0sLERERSElJofyWioqKWLRoEa5fv47i4mJ0dHTgyZMnGD169LDd+/7q2bNnUVhYiOXLl+PZs2fw8/PrEzTGjh0rFvi4du0aysvLe204QwjBhAkTEBgY2GeRv76+Pn755RcUFBSgrq4OtbW1uHTpklhFhYaGBl69eoXp06fjyJEjqKqqwr59+4Y9gVwCcr+BXGZmJmJjY6GqqgpLS0tcuXIFbW1tCAsL6/UhqKmpISMjA7W1tcjJyUFFRQXWr1/fKwhwuVzY2NhQjZp7SyvhcDi4desWTpw40W/Tk8vlDmujZUI+RB1ra2tRV1c3pGH9j5XNZsPGxgbW1tbDMqPv378fXV1dYpRP69evR1xcHI3LTktLC5GRkeDz+bTcSF9fX3R0dKCnpwcAcO/eve8C4AghWLp0KSIiIsDhcGBhYYF37971SuxJyAf6rqSkJNqYlZSUYGRkNOh7b2hoCFNTU5iamvZ6rNWrV2Pv3r0g5MPEPnbsWMTExFAJ58N1fyQg9xvImZqaIikpCfn5+aivr0dzczM6Ojpw//79Xpfxq1evRkNDA9UhqrdmLjIyMliwYAEePnwIoVCIiooKtLa24u3bt72u2ETF1J8yjnxLlZKSgoeHB+zt7b+rCHF/lcFgIDg4GABw7tw52m/Tpk3D69ev4eLiAlNTU8ybNw9RUVFoaGjAlClTaOPV0tLC4sWLsXz5cuzYsQN1dXVISkoSC97IysrC3t5+UJURA9WJEyciPz+fsiAWLFgAHo/Xa22qqB2lv7//iJbgMRgMXLlyBUFBQbTtFhYWePPmDTZv3jxsJWASkPsoT05VVRXr16/Hnj17MG7cOOzatQuNjY24du0abWbS1tZGUVERQkJCYGVlheTkZGzfvl3MX7Fnzx60t7cjOjoaTk5OsLe3p/qd9uakJ+QDZ1lwcHCvMyGDwcD06dMxffr0YV/B/SjKYDDw/PlzABBrn8jhcHD8+HE0NjaioaGBWrkvWLCg1w+OwWBATk4O27ZtQ1VVlVg9sLS0NO7fv4/29nb4+fnRto8ePXrYsvxlZGTw+PFjytTncDi4ePEiTp482evEZG1tjYyMjF4DYcOlLBYL169fF5toCPkAdK9fv8aSJUto932oJlUJyH0mGZjNZmPRokViZomVlRV4PB7lo7C2tkZmZiZev36NkydPwsrKCjIyMoiLi0NnZyeCgoLw4sUL8Pl8vH37FgEBAWIsqiwWC+bm5ggPD4dAIOjVNLS0tERNTQ0aGxvF8sQYDAb09fVHtHFyf1RBQQHjxo37pqvAefPmIT09nWqA/OnHZ2NjA3d3dzg4OIjdOy6XC0NDQ8ydOxeBgYFUkOLt27eYMWMG7aOcMGECGhsbcebMGdoq6tChQ2hpaUFiYiKOHTuGn3/+GcuXL4elpSW0tbWHZEW1ZMkSJCcnU9FPXV1dxMXF9ZlPaGZm1qvveLjfhb6AftasWSgpKcGuXbtgYWGByZMnw9/fH4sXLx70eSUg9xV8ciwWS6wngbm5Oe7du4ecnByKk83CwgIXL15EQUEBHj16hA0bNkBWVhZsNhsXL17EypUrwWazMXXqVISFhVGMvllZWbh48SLt+EwmExcuXEBpaalYnhoh/38ReXl5OdLS0nDv3j3s27cPixYtgqmpKUaNGgUWizXiYGNqaor4+Hjs2LHjm9WnMhiMr+JTU1VVxYMHD1BbW4vW1lYUFBTg2rVrmDt3bq8ujGPHjqG1tRXHjh2jRThF7ffevXtHVQU8fvwYDQ0NSE5ORmRkJIKDgzF37lyYmprC2tqaer+YTGa/npmioiKeP39O88UtXrwYb9++7RcHYH919OjRvU4WQ/GMHBwc8P79ewgEAgiFQpSUlIjxG36NSkBuiEgzCfngvxJ1YxJtYzKZkJeXFzN/RD7Ae/fuobGxERUVFdixYwe0tbVhZGSE5ORkWua7kpISSkpK8OrVK9jZ2dHMVQMDA+Tm5iInJwfe3t44ePAgzp49i5aWFnR3d6OqqgqFhYWIj4/HpUuX4OnpOaI+I1HTn6NHjw4IbJhMJpXP9vF2ZWVlLF++/KvYbgeiNjY2aGlpwbNnz+Dk5ARFRcU+AUdeXh6RkZEoLy9HbGwsLRWJwWBAXl4ecnJyFB3XhAkTkJubSz0vf39/VFVVQSgUoqWlBampqZg6dSru3r2Lbdu2UcdisVjQ0tLq1Z2xcuVKhISEUO+aqM9GUFBQr6tFDocDMzMzODo69sv9MWrUKOTm5oqlhnytfvpNiKyRVatWYf369YOu/BCpBOSGEOT6ozIyMrC1tUVkZCS6urpQWlqK7du3w9DQkPqARM1NNm/eTP3d2LFjUVVVhRcvXogV4bu5uaG5uZnGbiEtLY34+HgEBQVh7NixmDNnDnx8fNDd3Y3u7m4x1hENDQ24ubkNWz+G8ePHg8fj4ebNm/2u/1RXV0dKSgqNDcPa2hoxMTFoa2sb1vxAQj7kkD169AgxMTFf7JEwZswYtLW1YeXKldDU1PwsaIhW5ZmZmVTepKqqKrKysqicwdOnT6O+vh4AqIgkIR9qf0tKSnotyVNTU0N6ejotRURBQQGPHj3C3r17acCooqKCEydOoL6+HrGxsWI9aHtTPT09VFRU4Pnz51i4cOFXVwGJruv06dMjkkwtAbkRBDk7OzuEhYWhqakJxcXF8Pb27tOUWL16NRITEykfi729Pfh8PmxsbMRerhUrViAhIYG2XUpKCuHh4bQuUNOnT0dnZydOnDgh9lJfv34dPT09Yo1LFBUVqdIxR0dHseY9A1EtLS2EhIQgJCTki34oNpuNpUuXIjo6Gq9fv4a0tDR0dHTA4/GQlZWF5cuXjwjPn4qKCjZt2oTU1NTPptCYmZmBz+cjIyMDxcXFvVaGiHTy5MkQCoVobW2luOAcHBxQXV1Npa3IyckhJycHpaWlGD9+PLXt8ePHaGtr6zVwxWAwcO7cOTg7O9NWnFZWVoiNjcXs2bMhLS2NOXPmIDExESUlJfDx8RGjz+pLGQwG9a7V1dUNKHn9YzU1NUV0dDQKCgpGJJNAAnL9ADkVFRWsX79+UHWQDAYDvr6+SE5OhpubG0aNGvXZvCQjIyPk5+dTKwhTU1Oq+9Kn5Ji6urrIyMjAhQsXoKurCzU1NWzevBmtra3Yt28ftd/JkycBAL6+vjSQ4XK5SExMRGtrK+bPn09tV1ZWxuXLl9HW1oaWlha0tbUhLy+vTxaN/qiioiJmz579RZCzs7NDW1sbenp6cP/+fSon0M7ObsQd5hwOB15eXkhOTu4zN47BYMDGxoZaNX2uauPgwYMAgLy8PGrSsLW1RUlJCaytraGqqgonJydUVVVh06ZN1N/Z2Nigra0NSUlJYgESZWVlHDp0CAUFBUhOThbL1zQwMEBSUhJ4PB6EQiEKCwthbW39VT5aEZfdQCP8ouqZ6OhopKWlfTVIDlQlINcPkDM2NkZ2djYePXo0KD8Bl8vtN1AymUzcunULBw4coF4QS0tLbNu2jZrZP9ZJkyYhIyMDVVVVKC8vR3t7O168eEHVA4q6f2VlZeHcuXO0j1BFRYWiP//YT+Lj44Ouri5ER0fD2dkZLi4uuHHjBnbs2EE7t4yMDBYtWgRvb28EBgbCy8sL7u7utDrHgeqoUaOwfPlyeHp69suUGm5ls9nw9PREYmLiZ6PX/QGNWbNmoa2tDUePHqX2ZzKZ8PPzQ2lpKcrLy9HW1obOzk4sXrwYGhoamDJlCl69eoXW1laxRF8Wi4WLFy9CKBTi/fv3uHHjBu05ysvL49ChQ6itrUV3dzcAgM/n4+7du9i8eTOcnJxgY2Mz5IXxnyqLxcKRI0ewf//+YT/XxyoBuX6aqwYGBoiOjkZycnK/Gu4OhS5evBjx8fH9fiF0dXWxZs0avHjxAn5+fjAxMaF+MzQ0RFVVFVxdXcUiw+7u7igrK6NFzaSkpPD69Wu8fv2atj+TyRSbwZcvX47Ozk4IhUKkpaXh9evXSE5OpogZjY2NMWnSJCxZsgSOjo4jTog5VGpkZISUlJRBrWRF93bmzJliQRgOh4OpU6di37592L9/PwICAlBZWYni4mKUlpYiISEB9fX1sLKyolkBdnZ2KC0thb29PXR1dXH27FmKSYfFYuHAgQOoqamBr68vXF1d4e3tjdTUVOobaG1tRWtrK/bs2SN2PTY2NgOqhf2SikgORvK5SUBuAD45VVVV+Pv7IyMjY0R8CQoKCnj27FmvtbOf094SWZWUlJCeng6hUIjAwEAaW2xYWBhaW1tpBIvKysrIz8+nRfb6Um1tbbi6usLc3ByysrJgsVhQUlLCs2fPkJOTg6qqKnR0dKC+vh4dHR2Ii4sT6z5GyIfgh46Ozjfpws5isWBvb//FD3rVqlW0+zfc1+Tk5ARPT0+4ublBU1MTz549Q1FREa3kbMuWLcjNzYWqqipcXFxQVFREBSbMzMxQW1uLn3/+mbbK1NDQQGRkJGJiYjB37lysXr2adkwGg4F169ahpaUFz58/F3MviBhLfg99dSUgN8DAg4gDq7ePdLAqJSUl5gRWVFQcso/exsYGPj4+tBWbKP2kublZDLjPnTuHK1euQEFBAWZmZnBwcOh3r4sJEyZAIBCgoaEBHR0d2LJlC8zNzeHo6IjMzEyEhoZSYMzlcrFmzRoUFxejqqoKGRkZmDdvnpjpp6SkNGymq4KCAsLDwxEUFPRZoDMwMMCmTZv6VYLEYDCGvHRKQUEBdnZ2tCi4jY0NysvL8ebNGzQ3N9NSRlRUVJCWltari2PdunUIDQ3t9TwsFgvXrl0DALx584Y2DkVFRbx48QL5+fliaTyqqqq0TIHvQSUgN8IpJJ/THTt2DGsj4L5UT08P8+bNE/OhGRkZISwsDNnZ2RRYfWrS9KZcLhc3b95EVFQUxo8fj9u3b2P16tVgMBhgMBh4+PAhEhISKNPFz88PLS0tuHbtGmbMmIGlS5ciJyeHFnlWV1fH48eP8fjxY0hJSUFFRQW2trZDWt6mqKiIu3fv4urVq0PSDNnc3Bw3b94cNp40kbJYLMyZMwdPnjyBp6cnLcrOZDLh7++P169fY8GCBZg5cyY1WcXFxeHJkyd9HnfatGno6urCgQMHaKBlY2MDoVCI8PBw2v13dnYGj8dDZWUlNm7cSEv+ZrPZsLW1pa5NQ0Nj0GZ/f1UCcr2AnKamJhwdHWk5TMOdPGttbY3S0tLvrgWinJwc9u7di0uXLmHTpk398qc5OztDIBBQeWyGhoaIi4ujiBRra2tx9OhRioCysLAQp06dosYtLS0NHo9HS2dxd3dHT08P8vPzoaCggIsXL6KmpoYCQmlpadja2sLNzQ1mZmZfvZJQVVXFhQsX4OPjM+jnoKGhgeLiYmzdunVEnlVfY1ZSUsKJEydQV1eHnp4edHd3o7GxEU1NTX0yVhPywQyurKykWS3a2tp4+fIl2tvbad3L9PX1UVBQgHfv3uH06dMQCAS0XhVTp06FUCjE1q1bwWKxcOHCBfB4vGHLy/xYJSD3EcgxmUwsWrQIOTk5aGpqQmRkJObOnYukpCQ8f/5cbKUjLS09ZE1qzMzMsGXLliFZQXxLVVdXB4/HQ0VFBfT19antBgYGuHbtGurq6nD06FEKQExMTMDn82mJvTY2NmhqaqKlyohSSgICAqCtrY2SkhJcvHiRKlVzc3NDS0sLurq6qH6xvV2frKzsFwFQQ0MDr1+/xsWLFwfFnzd37lwIhUKcPn36mz8XEQ3Tzp07sXfvXmzfvv2L1FaLFy9GTk4OJk+eDF1dXaoJEQBkZGTQzPrFixejo6MDzs7O4HK5SElJwY0bN6h7Lmpg4+7uTiW237p1a0TqrCUg9xvIqaio4MiRI2hqakJ0dDTs7e0RGBiI6upqilH2Y/+DtLQ0Tp06heLi4j6z4b8nv8RIqYeHB3p6eiAUCsXui5SUFPT19WkmDovFwvHjx5GSkoLly5dj/vz5ePr0KYRCIS351tXVFbW1tTAyMsK6detQV1dHmTsGBgYoKysDj8fDggULsGPHDmRkZIglLtvY2CAuLk4sAVtdXV3M7DUxMUFqaipmzJjxVfeBwWBg3759OH/+/KCZjr+VSklJ4dixYygoKEBFRQW6urrQ2tqKlpYWMUZkV1dXFBQUQE1NDSYmJqioqKCYWFgsFiIiItDQ0AAbGxucO3cO5eXltOfDYrGwY8cOsf4SQ6ESkPsN5F6+fImenh7ExsZSL6WysjI1A126dInmfF2xYgVqa2uRlZWFsLAw2gqMyWTCxcUFly5dwo4dO+Ds7IyxY8dCWVl5RDm8RlqZTCbCwsLQ2dkJPz+/fvvLuFwudu7ciYyMDAiFQgiFQqxbt46aJBgMBm7fvg0ej4dp06YhJyeHaoZCyAffUUVFBRU4UVFRQWpqKq0jFCEEd+7cAUBv+Tdz5kwUFRX1alI6OTnh4cOHX21SMZnMYYk+ysjIQFVVdUQID0RJzidPnsSJEycwbdo0vH37FkeOHKHtZ2dnh/z8fOzfvx9paWmorKykJjlZWVm8ffsWfn5+GD16NBoaGrBv3z6xaG9xcTEuXrw45PdMAnK/gdy5c+dQUFBAlcuIKHgyMzORm5tLM70YDAYuXLgAb29vqKioIC4ujpYJv2rVKtTX16OlpQV1dXVoa2tDW1sbCgoK8OLFC/j7+2P9+vVwcnIa0haI34NOnjwZ27dv/yozRFFRERYWFrCwsKB9wEZGRsjNzYVAIIBAIEBbWxvmzp1L/T5nzhzExcWBy+VCWVkZBw4cQHl5OVUyRcgHcy06OhplZWVUpFEUBAEg1nRFBCYxMTG99gj9Vurg4ID09HTweDzEx8fD3d39s5OJpqYm3N3dB1RnKisr2yefoagZzacgx+Fw8Msvv6C2thY1NTU0EtnVq1ejpqYGTk5OOH/+PGpqasRW+RwOBxs3bvxijfDXqATkfgM5DocDV1dXvHjxAps3b0ZYWBh1c86fPw8pKSlwOBzKt/Hy5UtoaGhg9OjRyM3NxbRp00DIhyjSixcvcPjwYdjY2EBPTw8zZ87Eo0eP8O7dO2zbtg1XrlxBQ0MD1cxj7ty5MDIywt69exESEjLshecDVQaDgXnz5g3LC9gfXbBgAbKzszFu3DicPn2a6pwl+l1KSgqhoaEIDw9HXl4e1X/hY6DU19dHdXU1fH19qW3m5uaoqakBn8+nkV9yOBxMnDgRz58/R3t7O7Kzs/vkQTMzM8OuXbuwZs0aqKurw9jYGBYWFsPmqli0aBHS0tJw+fJlXL9+HUVFRZ/ti+Hs7Aw+n99vyiIrKyu8fPkSt2/f7tXMVlBQQG5ubq88b2w2G7q6uhg7diw1fi6Xi+DgYHR1daGmpgatra1Ys2bNiLpyJCD3UeCBy+Vix44dePXqFWJiYuDl5QV/f39UVlbi7du3ePPmDd68eYOXL18iJSUFS5cuRVlZGbKysqi0DxUVFeTk5NAiT4R8qFe8cuUKGAwGrK2twefzcevWLbi5ueH58+eIjo5GZ2cn3r17h7i4ONrK0c7ODv7+/vD09ISLiwuMjY2hqKg4YomYDAYDp06dompIR+rlFOmePXvw+PHjz65YjIyMEBwcjOzsbJw8eZLmP7Wzs0NSUhI6Ozvx4sUL2NrawsnJiWIMDgoKou4lg8HA5s2bUVtbi1evXuHQoUOIi4vDxo0bxc45atQoREZGorGxESkpKYiKigKPx0NZWRltQmAymZg+ffqQrNhZLBZlpouaMoeEhPSZP6impoZbt24hJibmi64SBoOBGzduIDs7G7W1tb2OWUdHB4WFhf1uTG5tbY2GhgacO3cOx48fh6+v74gH1yQg10sKyce+FDabDScnJ9y8eROJiYkIDQ2l+j+0tbWhqKgIixYtov19QEAAnjx5AlVVVTCZTGhpaeHhw4cICwsDg8Ggek6y2WzIy8uDx+OhpKQEixYtgrq6OuLi4qhjKikpITY2FgKBAOnp6RQxZmFhIUJDQ3H48GEsXboUNjY2VBOR4eDK19LSQlxcHNzc3EY8oHL16lWKgeVLH6mioqJYRPTnn39GbGwsFi5ciJMnT1KVF48ePcKFCxeQnJyMhQsXYunSpfD09ER9fT0uXrwIfX192Nra4ujRo5Q5/PFx165dS0WGFRUVcf36dYrDT7TSkZeXx5UrV1BRUUHVPWtra+PgwYNYtmwZxo0bBz09PUhJSX31pKWsrNzr36qrqyM6OhodHR24ffs2NUno6+tjyZIlWLp0KWbOnAk9PT1qbEpKSlBSUsKFCxfg6ekpdswlS5agqKio37mcu3fvRmlpKTXpfItgnATkBpAMLC0tDXNzc1RWVuLIkSNYtmxZr9RDOjo6CAsLQ3p6OmJiYlBYWIi6ujrKDPXw8ACfz8fGjRvh5+eHtrY2HD9+HEwmExoaGnj37h0WLlwIQgiWLVsGgUAAe3t7yMrKQkVFBe7u7mhsbMT58+dx48YNpKWlobq6Gk1NTRAIBGIRwU9ncJFvZaAvy8SJE5GVlTWkTLP90WXLliEyMnJQ5AiiVRSHw4GtrS2mTJlCtS1cvnw5amtr0dLSgqKiIlRVVUEgEFCsL3l5eUhISMCyZctox7x16xZWrFhB/dvMzAw5OTm4f/8+lWNpZGSE2tpalJeXU9Usq1evBgB0dnZSvyUkJODJkyfYs2cPLC0tKTKHwaz+2Gw2Nm/ejIULF9J8pO7u7mhvb6fcJQKBAK9fv6YFarS1tcVWh2w2GxERETh79my/JlImk4mYmBhUVVUNOPGXxWINmaUybCD36tUrODs7U3Z9aGgo7feenh4cOHAA2trakJaWxtSpU/GPf/yDtk9bWxs8PDygpqYGWVlZzJkzB3w+n7ZPfX09li9fDkVFRSgqKmL58uUQCAT9vs6BVjxMmzYNhYWFX5zJlJWV4e/vj7CwMMo/J3po8vLy8PLyQl1dHRoaGlBYWAg+n4/g4GDk5OSguLiYMlcvXLiAI0eO0B64hYUFMjMzoaGhASaTCS6Xi02bNgEAXrx4QQOhpUuX4tGjR1ROE5fLhY+PD65duwY/Pz/MmzcPo0eP7jcJgK2trViB/0jocCaNslgsmJqawsLCAhoaGjA0NMSmTZvg4+ODSZMmQV1dHW5ubkhLS4O8vDy1Urxw4QIiIiKwcOFCrFq1CufOnUNnZyeNwMHX1xc9PT3w8fGhyrwePHiA7OxsODs7w8LCgiq3EwgEiImJgY+PDyIiIvDu3TukpKTAx8dnSKtgDA0N4ejoiBUrVmD+/PnYuHEjfv311y8ST7BYLPj5+fUbsERpNHw+H3PmzBnQNYqYUYZivMMGck+fPoWXlxcePHgAQsRB7siRI1BQUMCDBw/A4/GwZMkSaGtro6mpidpnw4YN0NXVRWRkJFJTU2Fvb4+xY8eiq6uL2mfWrFmwsrJCfHw84uPjYWVlBWdn535f50BBbtu2bXjy5Mmgy4mYTCYsLS1hZWUFFRUVeHp6Ijs7G9nZ2fDy8qJWWnv27MGLFy9gaWlJUan7+/sjOTmZZj4FBASgo6MDs2fPpraJQvednZ2YOXMmBRYPHjxAe3s7GhoaqP+mp6dj586dmD9/PiwsLKCmpgY1NTXIy8sPKu1FSUlpSFksvpWK+uxGR0fD398fXC4XFhYWCAoKQmVlJcrLy1FeXo6GhgZcuXIF7u7u8PPzQ1FRETo7O6mcPxEv4M8//0x7Fw4fPozHjx9DWloaXC4X3t7eAIDS0lJUVlbixIkT1P6jR4/Gzp07adFjFRWVb55IbmNjgzNnztDqm9lsNtTU1Aa8Kps+ffqQBbpGxFwlhA5yPT090NLSwpEjR6htbW1tlC8AABoaGsDhcHD79m1qn7KyMjCZTISHhwMAsrOzQQhBYmIitU9CQgIIIcjJyenXtQ0U5ET+mS1btgxp6geTyYSMjAxkZGRopuSoUaMQGBgIPp+P27dvIyMjAzU1NTRyS01NTWRlZSE/Px/Hjh2j/l5OTg5paWlIT0+nrQTk5ORgbW0Nc3NzjB8/Hu7u7mhubkZ1dTXS0tJQXl6OzMxMvH//HjweD3FxcVi/fj309PTErvtLZourqyvevHkzpPWbDg4OcHd3H/EgyPLlyxEeHo5NmzZRgMJms2FoaAg9PT3o6urC3t4efn5+qKqqQl5eHh48eICIiAjcv38fO3fuRFpaGkpLS2mBpfnz56OpqQmHDx8GIR9M68jISKSlpUFfXx+jR4/GmzdvYG5uDkI+FNYDQFxcHKSlpSErK4uIiAhcvnxZ7J0U9ZQYifszefJkZGVlIS8vb9AEFkMZVPsmIPf+/XsQQmicVgAwd+5crFy5EsAHs4sQQvHci2TMmDHYv38/AODKlStQUlISO5+SkhKuXr3a67W0tbWhsbGRUj6fP6CbOnPmTFRWVuL58+cjlt/G4XAwffp0XLlyBaGhoXB3d6ddr6gPqLW1NS3s7+HhAaFQiKVLl372+IaGhqiursa8efOgoKAAAwMDqkyntbWVCnYkJCTQzNpZs2bh+PHj1KpWRUVFzNdnYGCAzMxMnDlzZshe3MWLF6OoqAh+fn4jTmbQnzEwmUzo6OhARUUFTCYT5ubmePDgAYqLi1FUVIRDhw5R+4r8XAAoZhZVVVXk5+djzZo1YDKZsLOzQ0NDA2VOzps3D11dXXj9+jVkZWVhbm4OgUCA2NhY2vORkpKiGuV8GoxhsVgYNWrUkAYCWCwWLl26hLq6un77bZlMJpYtWwZPT0/4+voOi7/3m4Dc69evQQhBWVkZbb+ff/4Zjo6OAD4kZ0pJSYkda8aMGdRM5uvri59++klsn59++gm//PJLr9ciYtr9VP/0pz+JkRH2pWZmZiNSWNzXS/Hpizlu3Djw+Xzk5eXh+vXrYDAYYDKZ1Cr41KlTnz3mkSNHqJIcQgi1gn7//j0WLlwIJSUlaGtrY/v27RSIysnJISUlBQUFBVBSUqL8hPPmzRM7vp6eHpKTkz/b92CgamNjg6ysLNy6davfPQq+pbJYLMpv/PE7JiUlhWfPngEAbt26RT3f48ePIzc3Fw8ePEB1dTWysrJgZmYGQj5MtI2NjZg+fToI+eC/qq6uFjPvRGwh1dXVtJUjm83Ghg0bkJubSwvmWFhYYNWqVV/tiuFwOPD398fatWv7PaEtWbIEDQ0N4PF4yM3N7TWKPVj9piBXXl5O22/t2rWYOXMmgL5BzsHBAevXrwfwAeTMzMzE9jE1NcXhw4d7vZa+VnI1NTWUY3k4X3ZpaWmMGjUKurq6MDIyGhKqIAaDgdWrVyMoKIh6ablcLu7du4eWlhYsWLCgz78dNWoU8vPzIRQKqc5JbDYbT58+xfnz56lIrJ2dHaKjo6nKDjabjfj4eERHR0NBQQGBgYGor6+nfH+f6uTJk5GSkkL72AarBgYGFKXTYNsTSktLY+vWrTQ25ZFSGxsbREdH0zjf5OTk4OnpiZycHCQlJdG63QcHB+P69etUcvrly5cRHx8vBg4KCgrIyspCeno6Lbo6e/ZstLW1IScnh7pvpqamyMrKQmxsrBhV05gxY+Do6NgvsoKBrNbZbDZiY2Nx+fJlKCgoYPHixXj37t2Q+xb/6czVT0Xkk3NwcICpqemw5PEoKChg7dq1CAsLQ1JSEmpqalBVVYW6ujrcvn172M4rJycHOzu7z/pkJkyYgM7OTjQ2NtIcxq6uriguLsazZ8/w9OlTVFVV4f3799RHoaqqitTUVKxfvx4TJkxAc3MzNm3a1Oc4mEwmLl261Cc7iEgHeh+UlJQwffr0QVNhSUtL48GDBzQH/0hqX2VwioqKYuw3QUFBCA0Nxbhx43DgwAEIhcJeef5WrVoFoVAoVu2wZ88e9PT0UPW6DAYDe/fuRV1dndhqW0dHB2VlZWhqauo3YWp/lc1m4+XLlzh//jxmzJiBtLQ0REREDLkP8ZsGHo4ePUpta29v7zXwICqqBoDy8vJeAw9JSUnUPomJiSBk+AIPX6MrVqxAZWUlUlNTERwcjJ07d2LBggXw9PTEgwcPUFFRgZ07d8LIyAgMBgNsNhuysrIj4vPT09PD48eP8fPPP9OCCCwWC2vXrsXbt28hEAiQmJhIo2F3c3OjWsrFx8cjLi7ui8GF8ePHIzk5WWw1x+VyMWPGDBw9ehTe3t4wMDDAsmXLhqy5cH9UV1cX0dHRCA8P/+7ZY+zs7JCcnIzW1lZ0d3cjKipKLII9btw4VFRUoLu7mxakIoRg48aNqK+vp8xfU1NT1NTUYPPmzWIrMS6Xixs3bqC4uBi2trZ9XpOsrCxlBWlqavbbnWNlZYXExEQIBAJUVlZ+tu3j1+qwgZyoqUlaWhoI+dAOLy0tDSUlJQA+pJAoKSkhJCQEPB4Prq6uvaaQ6OnpISoqCqmpqfjzn//cawrJmDFjkJCQgISEBPzxj38c1hSSr1FFRUWYmpr2ymVmb2+P7u5udHV1oaysDPfu3UN4eDjS0tIQEhIyIl2N+jIxGAwGZGRkoKenR3Pwy8vLIyIiAlVVVQgICEBLS4tY1cenxzc2NsbFixfR1tZGYwHhcrk4fvw4Ojo6KL9idXU12tvb4e/vL3YcOzu7YcnTmzNnDmJiYj5bB/o96ahRo7BkyRIsXry4VyJTUd5kd3c3lVhOyIf8zczMTMrcZbFY8Pb2Bp/P77PdIpfL/aw7wM7ODnFxceDxeFi6dClevXqFiIgI2gr006yBj9Xc3ByLFy+GiYnJsJQqDhvIvXz5stcTrlq1CsD/nwyspaUFLpeLKVOmgMfj0Y7R2toKDw8PqKqqQkZGBs7OzigtLaXtU1dXh2XLlkFBQQEKCgpUhUB/5WOQMzY2HvFo3fz58yEUCrF69WpMnz4d+/fvx82bN+Hj44Nly5Z9l41CZs6ciY6ODtTW1lLNqnvz10hJScHa2hpXr15FTU0N6urqkJeXRznYCflALNnS0oKAgADKT5mbm4uKigqaj4rBYMDd3R1CoRCZmZm01aC9vT1WrVpFfUQyMjIDLm1jMBiDIsj8WJlMJmRlZftF0Dlcam1tjdzcXBw8eJBmCk+cOBF1dXWwsbEBl8vF/Pnz0dzcjL17937VeUxMTPD+/XtkZmbCx8cHRUVFAD4UA4iesaqqKl68eEGZwnJyclBWVh6xvD5JWddvIDdq1CikpaXRfBvy8vLDbjIePXoU9+7do4HZ9whsIpWSkkJUVBSePn2KMWPGYP78+WI+I0VFRdjb2+Phw4cQCATIyMjA3r17YWpqCktLS2RlZVERUW9vb/B4PGpyMTY2RlpaGq5evUrrSTplyhRUV1cjOTkZ6enpFDX6mDFjUF1dTUWHx40bh/j4eLFsedFqZLhBh8FgYNu2bcjNzcW7d+9w4MCBb0al9WkDcyaTibt376K7uxtpaWmIi4tDdXU14uPjv5rYc/369UhPT4e2tjYYDAaWLl2K7u5uHDx4kLrXDg4OEAqFFI2Zp6cnCgsLkZaWhvPnz3+RoXiw2l+QY5IfXMzNzcno0aNJbW0tIYQQDodDgoODSWBgIJGSkqLty2aziZSUFGEyB3dbZGVlyb/927+R7Oxs0tPTQ23/+P+/JKJrYbPZg7qW/oq8vDwxMjIiMTExJD8/nzx8+JC0tLQQQgjR1dUl3t7eJCYmhjx+/JhISUmRrVu3EgcHB/Jf//VfpKCggOTl5ZHy8nLy7//+74QQQu7fv0+YTCbZu3cvOXv2LImKiiJWVlYkLCyMACCEEGJnZ0cePHhAYmNjydy5c8mvv/5K5s6dSzgcDhk1ahRRU1MjRUVFpL29nWzYsIFYW1vT7oezszOJiooiaWlpZPXq1WTfvn3E29ubsFgs2tg+/ffXCIPBIMbGxqSrq4v09PSQdevWkT179nz18WxsbMixY8eIjo7OgP+2urqa9i7927/9G/m3f/s34uvrS2JjY0l9fT25c+cO+ctf/kIqKiq+6voYDAbJyMggVVVVhMPhEENDQ1JfX09u3LhBABAmk0nmzp1Lamtryd/+9jfq/igpKZH/+Z//IVOmTCEPHjwgT548IXv27CFHjx4ltra2X3Utg5ZhXU59QxGt5Hx9fREaGkot7R0dHSEUCnHv3j2aGWNgYIDQ0FC8ffsW7u7umDZtGnbs2PFVvjMrKytUVVV9dY2ejo4OHj58iLS0NISFhcHOzm7YV4EsFguHDh2iTB7Rdg6Hg/v376O9vR3379+nCAV6O8a2bdtw8+ZNKn1m+vTpSEhIgEAgQHh4OK5fv46oqCjY2NjA3d0dJSUlqKiogLm5ORQVFREWFoanT59SHaCamprg4OCAOXPmoKOjAwEBAVSEbtasWaioqMDjx49x8OBBlJWVoaenBy9fvqRF8ZydnXHu3LkhMVnZbDakpaWp5joPHjz4atPMwMAAiYmJCA8PH/SK8NixY7ToJZvNHjRjjZ2dHd6/fw9/f3/ExMSgpaUFpaWlFLuJp6cn+Hw+Dh8+DAaDAQUFBSQlJeHMmTPUfXJzc0NbWxtaWlqQn59P4/YbCpWYq7+BXG5uLlX3yWAwcPjwYQiFQlovUhUVFbx48QKlpaW4desW8vLywOfz0draismTJ1P7ifLKPDw8oK+v36eJtG7dOsTGxn51rtyCBQuQk5ODzMxMPH36FHw+f1iiU5+qnJwcbG1txQBh8eLFcHV1/WIKgKGhIQoLC2nJq6qqqtDV1YWcnBxUVVVx48YNVFVVobm5Gc+fP0dcXBzCwsIQFxcHgUAAOzs7MBgMHDhwAE+ePIGJiQnevHmDqKgoaGlpgZAPaSGJiYm4desWuFwuGAwG/P390dXVBQ8PD+rcFhYWqK6uRm5uLmU229jY4Nq1a7h58yY2btwIGxsbGBkZQVFRccAmr4GBwVeDyahRo3Dt2jWUlpYOKk3GxMQE5eXlyM7OHtJEdiaTCScnJ8TExIDH4+HEiRMUB2NVVRXa29tRW1uLiIgI2NnZ4fTp06ivr6dVNixcuBAVFRWwt7eHmpra7zOF5HsWEcjV19fDx8cHY8eOpTjFkpOTabPnnDlzqDC3yPcCfCAj+DgRc+zYsaipqUFFRQXev39PsQZ/qsHBwQgJCRmUn0hOTg6ysrJgs9lYunQpzRcyFC/wcPiTNDQ0kJGRgdOnT/cJ8CwWC1ZWVrC2tgaHw4Genh6uXLkCHo9HlTupqqri3bt3SEtLQ2xsLBobG2mrAHl5eeTl5eHo0aPQ0tLC7NmzUVlZiYiICGrFzmQysXnzZnR1dVHJz4QQ7Ny5E93d3cjKykJiYiLS09NRVVWFrKwsBAUFYcuWLdi0aRMmTZpEgfNQ+/tYLBbOnDmD9vZ2qnj/a481duxYCIVCREdHD0twTVRDK7qnFhYW8PT0xPz582FiYkKVezU3N+Ps2bPUc+dwOLhx4wYuXrw4bP5SCcj9BnJhYWF49eoVSktLqWqI8vJyeHh44JdffsHy5csRGxtLma/jxo1DeHg4CgsLaW0JmUwmrly5gvz8fFhaWmLu3LmIiYkRM2cVFRWRnZ2NnTt30rYrKysPqgpiKAkzJ0yYgLt37w5LCdvMmTNx586dAZXwMJlMKCgoUB/D+vXrUVlZiWfPnqG0tBT79++nrS4ZDAYWLVqEkpIS8Pl8iuj00KFDUFdXh7a2NrVir6qqoqodWCwWgoKCEBcXBxUVFbDZbKioqGDz5s3g8/k4deoUfv31VyQmJqKjowMVFRXIzc0VqymWk5MbVMs9JpMJZ2dnTJ8+fdDPgMvlYvr06WLpN6JV73CrqPTP3t6e9n7b2tqira1tUBbNl1QCcr+BnIGBAbhcLvT19WFjY0PNRG/evEF+fj5qa2vB5/NRXV2NmJgYCIVCAMC9e/egoqICJSUlcLlc6OjooLKyErt376YebnZ2tli509SpU9Ha2oolS5ZQ29TV1REbG9srI+u3UGVlZeTm5oolkw6V9uWz64/KyckhKioKoaGhFAj11XzFwsICjo6OWLZsGZydnZGfnw8+n4/y8nK0trbi7t27KCgogJeXF8aMGYPdu3ejrq4O+/fvp46jpqaGxMREWiu+tWvXoqOjAxkZGVTCrKGhIQj5UOXy66+/Ij4+ntqmqqqK3bt3D6ipzHAqh8NBUFCQGBnoSKrIGrp///6wMFoTIgE5CuT+5V/+pdcbJOoAZWxsDC0tLSxZsgRhYWG4cOEC9uzZg4KCAuTn5yMvLw+pqamIi4tDW1sbXF1dqaqO1tZW7Nu3j3bchQsXori4mFZcPnXqVLS3t+PatWu0pTubzcacOXPg6ek5oj08Fy1ahPb29mEDucGovLw8MjIy8ObNmwGvcszMzHDy5EncuHEDs2bNgqysLOzs7FBaWorW1lZ0dXXB39+fFizw9vZGd3c31q5dC0I+mGdRUVG4desWFBUVIS8vj6SkJMyaNQuEfPDzNTQ0oLa2lnpmZ86cQUdHxzcFlU915cqVyMnJofEQfk7ZbDZMTEzg4OCAqVOnQkNDY1DgtGXLFpSXlw9r8yYJyP0GcgPhO/sYgCwtLeHq6ooTJ05g79696OrqQmVlJSoqKlBZWYmenh7k5ubS+LW4XC6ioqLEOqtPmTIFLS0ttJWcqLyqtbUVnZ2d4PF4MDIygpubG65du4aTJ0+KlT8xmcwh6Uy+adMmXLhwYcQTpPurs2fPhre391f7qj71AVlZWWHhwoVwd3endedSUFBAQkICAODChQsg5EN+nkAgwOzZs8FmszFv3jwIhUIq4VVDQwN8Ph/379+nrs/Pz69fNaD6+vpwdXWFiYkJGAwGzMzMBk1A0JcymUzs3r0bOTk5FEHD59TFxQXV1dXo6OiAQCBAaWkpTp48iVWrVsHS0nLAEVsulwtNTc1hzV+UgNwQlnXZ2Nigra0NLi4usLGxwe7du7Fv3z4agwQhH3j/+Xw+jW6azWYjMDAQAoGAFnUcN24c6uvrceHCBdja2mL16tVIS0ujwu0FBQV4+fIlZfqJnNXR0dGU/0VVVbXX0p/+6HCZEKIPbLiOPZSqpaWFoqIidHR0UIwuMjIyePbsGWpqapCQkIDa2lq8fPmSmhDs7OxQX19P1XuyWCyEhoYiIyPjs6BsbW2NvLw8tLS0oLy8HOfPn8f79+8RGhpK81/KyMhAW1t7SJ4Pl8vF3r178fTp0y9OGMbGxli1ahVsbW1hZWUFOzs7vHnzBsCH6qOEhASEh4f3SrD6rVQCckMIcqtXr8a7d+++SPdtbW2Nhw8f0l4oa2trNDc3o6enh8bUsW/fPpSWllIv9KZNm9DZ2Ql/f3+oq6vDwsICPB6P+phEUTRR45RRo0YhPDz8m7Fr9KWLFi3CvXv3cOPGDaxcufKbX8+X1MHBAS4uLrTAhpaWFrZt24bk5GRcuXKF9mGfOnUK9+7do4Bp1qxZaGhowIkTJ/oEdxaLhQcPHiAzMxOTJk3Cpk2bKDqyCxcuUH9nZWWFt2/foqysjGJOcXV1ha6uLkaPHg0tLS1wOJwBrY6YTOZXrRalpaWRkJCAhw8fws3NDbt378a1a9e+elIdDpWA3G8g96c//WnQN3Pfvn0ICQn54n4sFkss2mpiYoLa2lp0d3dj/fr11HYnJye8f/8eO3fuhL+/P0WCKOoSZmFhAT6fT/mCRN2hIiIiIC0tjYMHD0IoFIqlsZiamuL8+fPw9PSEtbU1ZGVlcfjw4V79b0O94mKxWHj48CHa2trQ1NQEPp8/pISaI629JfrOnz8fqamp2LZtG/bt24eqqioUFhb22t1NpKNGjcK7d++oJGtVVVWkpKSgsbGRlv+4bds2qun1jRs3EB8fjzdv3qC+vh5CoRC1tbWIi4tDaGgotm/fDldXV5iZmUFKSmrII5j29vYQCoW9vjcMBgOOjo4IDAzEunXrhsSF8jUqAbnfQK6vXLb+KoPBQFBQEE6cOPFVyYxsNhu7du3CyZMnaQDIZrPh7e2N2tpadHR0ICEhAdnZ2QgPD4e/vz+VkCz6eCZNmgShUAhHR0fo6uqiuroaR48epb3cioqKePjwIYqLixEYGIiQkBAEBwejs7MTqamptI9WU1MTp0+fHnLmDy0tLVhZWcHc3Bxbt25FYGDgN/kAhku5XC4OHz5MfWA8Ho/mnmAymdi0aRONpJPD4SAmJgYrVqzAjBkzcPLkSfT09ODy5cu0iSYkJASnT5+GvLw8mEwmpKSksGLFCrS1tSEsLAzbtm1DWFgY2tvbUV9fj8LCQlRVVSE2NhbPnj2Du7s7ldzMZrMHlZ6yadMmvHv3rtdE5dGjR6O8vBz19fVoaWn5Ig3/cKkE5IbQXJ0xYwb4fD4CAgKGdMZks9nQ09ODg4MDZGVloaGhgaNHj1KtDB0dHal99+/fj7i4OJiZmeHSpUsoLi4WKxtzc3ODQCCgtmtoaFB8f0FBQZSZw2azERQUhK6uLsydOxeEfEhzuXz5Mo4cOQJra2toaWlRjBJfu+KTlZUdckLG70E5HA4sLCzg4uIiFhVnMBjYv38/7ty5Q01qDAYDS5YsQV1dHbq6utDU1ISmpibs2rUL0tLS4HA4mDBhAgoLC2nBKTabjUePHuH+/fvUakk02c2cORPq6urYvn072traUFFRgfz8fLx79w5VVVWIjIzEu3fv4OPj89nUFjabDQ0NDZoZrKioiPT0dNo78+lztbe3pzru7dq165s8BwnIDSHIMZlMKkt/JD4gRUVFWmRVVVUV2dnZ6OjoQGVlJdra2ihw+vjjCgsLw9mzZyn/EofDwfXr19He3k51fifkgxnG4/GQl5dHnUeUGybKGczJyUFeXh71stvZ2cHAwADy8vKDbo78I6u0tDR+/vlnlJWV0QCQyWTC2toaixYtwoQJE+Di4oLCwkK8ffsWSUlJEAgEiI6Opvl9RekvomoPWVlZapUvoqRSVVVFQUEBFixYQJXlCYVCNDY24smTJ0hNTaVYQkTKYrFgZmaGffv2IT4+HoWFhYiLi8OhQ4egqKgIdXV1FBcX98sKWrJkyZC1GByoSkBuBEgzR0rXrl0LHo8HNzc3bN26Fdu2besVZC5cuID8/Hyqu/qOHTvQ1taGuLg4mmN98eLFEAgEcHZ2BiEfEptF9Dja2towNTXFkiVLsH37djQ1NUEoFKK0tBR8Ph/5+flISUlBfHw8Tp06BWNjY7DZbBgbG8PCwuJ3E1kdLp04cSLKy8vx4MGDz5ICMBgMGBgY4MiRI4iLi4OPjw8tvYWQD3l/eXl5+PnnnzFz5kzcvXsXHR0dNBfAuHHjkJ2dTaUyXbhwAQkJCbC0tASHw4G5uTkSEhJoq7nZs2ejoqIC5eXlCAgIwJIlSzBjxgw8ffoUhw4dAofDwbRp0yAjIwMVFRXY2Nhg4cKFMDc3/67YlSUg9xHI6erqYtWqVb/L1QebzcaFCxcQHx//xetXVVXFoUOHkJSUhJycHPD5fFy9ehWFhYU4fvw4tm3bBj8/P9TV1aGkpAQaGhpgMBiwsbFBXV2dWGMcERguWLAAampqmDJlClJTU9HR0QEej4f4+HjcunULR44cAZ/PR11dHQ4dOkT7EPT19bFy5UoqGimqTf3W93W4VEZGBmZmZpCXlweXy+1XKgiXy+2zqsPV1RVZWVloampCWVkZVTA/f/58WFlZ4eHDh3j9+jVlGgcFBVEVHUwmEx4eHigqKqJSYNTV1ZGbm4uXL1+KuRKMjIyQkZEBQ0NDKCgoYMeOHcjPz0dlZSXy8/MRGxsLb2/vXitavsXkJgG530BOR0cHsbGxKC0t/a5yfPqrKioqyM/PR2dnJ0Uo+SWVkpKCoqIiDAwMwGQyMXnyZCogkZ+fj6CgIPD5fNy7dw/Xr19HdXU13r9/T6t3NDAwQF5eHjIzM6kPSNQl3sfHB3JyctDU1KTyzKKiouDn54eoqCiKiUJWVhbR0dGU6cZkMrFz504kJyd/N6kIRkZGmDlzJuzt7YdsEmSxWFi5ciXS0tJw7ty5QUUfGQwGlJSUYGlpCR0dHUhLS2PHjh0oLi5GQ0MDGhsb4eLiQu1/9OhRPH78GPPmzcO5c+fQ1NSEX375hQIhc3NzFBUV9doHlcFg4NChQ9iyZQtevnyJmpoanD9/HhYWFlBRUYGioiK8vLxw8uRJaiJjMBiYN28ePD09qWsdqWcrAbnfQO7vf/872traaHz4I6lMJhPjx4+Hvb39Vy/1XV1dERAQ0CdXf38/FjU1NSgrK1N1n/7+/rhz5w54PB7mzJlD29/FxQXAh0RQkW/JyckJubm50NTUhLa2NtVRSuRkZzAY2Lx5M0V3JKr0iIuLA5vNhpWVFWpraxEcHNxrAb+pqSmCgoLErmW4dO7cuSgsLERPTw86Ozvx6NEjjBkzZtDHlZOTQ3Z2Nrq6utDY2IitW7d+9tl/yvTbHzU1NcXRo0fh6OhI+1slJSUEBQWhubkZHR0diImJoVXlaGtrIyMjA1u2bBHLn2MwGLhz5w7a2tqQl5eHefPmiV23jIwM7t69S1VRcDgcvH37Fnl5eVBQUICfnx9u3rw5rMnmIpWA3G8g19jYiCtXrgw5l1V/lMlkYs2aNRAIBIiMjByyXgNDfY295YMdOXIEAGj3TtTLlcfjgc/no7u7GwBw7tw5KCsrY9KkSUhJScHPP/8MQj4wUTQ0NGDx4sVgsVi4d+8esrOz+6zT3bNnDwAgJiZmRJ7Xli1b4O/vj71792Lfvn2IiIhATEzMoMvdpKWl8fr1a+zbtw+zZs1Cenp6n6wgogqLwMDAITPjpaSkMHbsWNjY2EBFRUXsdxsbG/B4PLx58wa+vr5Yt24dJk+ejBkzZqCgoAAA4O7u3uf7GhQURDUt4nK5SEtLg5+fH0xMTChLYbiYRz5WCcj9BnKpqanfxEyVkpKi+OuCgoJGjPpmqHTs2LF4+PAhzM3NadvHjx+PlStX4tSpU9iyZQv27t2L9+/fo6SkBO3t7aiursaECRNAyIfIW05ODkxNTWFqaorKykr4+Pj0eU4jIyNERUV9tkMYIR+AYe7cuVi4cCGsra2/ukZS1GBb9G95eXmEhoYOOreSkA/9Dnbt2gUWi4XLly/Dy8urz31nzJiB9+/f48WLFyP2rmpoaGD16tUICQnB+/fvUVpaivr6elRVVaGzsxPV1dWIiIjAqlWrMHnyZOjq6kJFRQVSUlJ4/vw55fcbPXo0amtr4ejoiF27dqGhoWFQFsdAVAJyv4FcX7k+ItXU1MSWLVuwY8cOHDt2bFBmpUi1tbXh7++P2traQRWa91c1NTWHpZ1ff2ZjBoMBBwcHHDt2DEePHoWtrS2YTCaYTCYuX75M1ea+evUKfD6foifqS6Wlpb94/+3t7dHc3AwAaG5uRmFhISIiIrBw4UK4ubnBzs4OlpaWkJWVHbDZJCMjMySrSFNTU9y5cwcKCgpwdHREWlraZ1dq1tbWePnyJe7fvy/Wv3Y4lcFgQFFREWpqahg9ejR0dHRgZ2cHW1tbHDhwAG/evEFjYyMEAgEVfGhubsb06dNBCMHhw4eRmpoKe3t7lJeXj6jVJAG530DuwIEDfd4kfX19REREoKWlBbm5uTh9+jStxdrHH/v48eNp9El9qYqKCsLDw1FSUgIHB4ch9U0oKCiImXpKSkp49OiRWC7Ut1YzMzMIBAK0tLSgrKwMQqEQ27dvH5IUBCkpKaxcuRIeHh7w8PDA4cOHcePGDeTl5aGnpwdtbW2oqqpCdnY27t+/jzNnzmDx4sWwt7cfMZcBg8HA2bNnsXPnTsjIyOD58+dfrAyQk5PDqVOnEBkZOSD2nOFUGRkZODo6wsPDA9evX8fTp09x6dIlqn46KSkJzc3NKCsrQ15eHs3/N9wqAbnfQO7jFngiZbFYmD59OvLz81FXVwcXFxfKdzF58mRER0dTfipROzahUAg/Pz/qI5s2bZqYs1hbWxsJCQl48eLFkDiwP1ZFRUXcvn0bV69epZ33559/Rn19Pa2X6fegoj4Xrq6u8PLywqJFi4Y9zWDlypUQCoVYs2YNxo0bh/nz5+Ply5cAgK6uLrS2tlL+QkI+OM3d3NyGxDztTW1sbChLYt26dXj27NkXQZbD4cDW1nbYKJgGqx9/S6Leuvfu3cPjx4+/unHT16oE5H4DuYSEBFr9HYfDgbe3N6qqqiAQCBAWFkZ7cLa2tqioqKBqDzU1NVFaWor29nbMnj0bLBYLPj4+SElJoSVYGhoaIiQkBD09PUhKSsK+ffuwYMEC2NnZwdDQEFJSUoP6yG1sbCAUChEWFkaZM2w2GydOnMCqVau+qyRcJpOJ8PBwbNiwYcTOqa2tjaSkJFy5coVaPU+dOhV8Ph8hISFwcXHBtm3b8OjRI+peeXp6UhTdor9hMBiYOnUqpk2bRuWLfe29ZTAYWLhwIbhcLlRVVREbG9svbrffg3K5XERERMDb2xtsNvubBPYkIPcbyEVFRcHS0pLKMPf390d5eTlcXFzg5OSEt2/fYsaMGdDT08OcOXMQGxuLuLg4yo/G4XAQFhaGyMhIKCgoQF9fH6WlpTQzWE9PD5GRkWhsbASfz6e0o6MDXV1dKC8vR0xMDA4ePIhVq1bh0KFD1Iyuq6vbL9OEyWRi3rx5SE9Px5kzZ2gf0rd+4T9VGxsbCAQCPH/+fFCdqAaioshseHg42Gw2GAwGzp07B19fX2pVrq+vj7dv31J5XE5OTujq6kJUVBQFcrKysoiNjUVdXR0KCwtRUFCABw8eICgoCEFBQVixYgVGjRoFdXV1qKmp9dsdwWAwcPLkSfj7+/e5mpOXl4eVldWAIpMiQoRPzyVqxDNc91tWVhbv3r3D06dPv1nWgATkfgO5X3/9FQsXLsTkyZPx/v17vHv3DtOnT6ec425ubsjPz0dDQwPa29tRXFxMy/yXkpLC69evsW7dOjCZTJw9exbv37+nzAk2m4179+6huLgYdnZ2UFJSgpKSElRVVfH8+XOkpKTg6NGjOHbsGIKCglBVVYWmpiaYmJhgwoQJyMvLG1AOn6iL17d4qQbyAZw6dQpXrlwZkb4Hurq6ePfuHQAgJCSEAh5PT0/8+uuvGDt2LEaNGoUdO3agtraWqtcdNWoUKisrsW3bNtrx9PX1YW5uDisrK9jb2yMuLg7d3d3Izs5Gamoqbt++jcLCQhQWFiI2NhZubm79AjtHR0dUVVX1Gj2WkZFBUFAQ6urqKA7BL6mCggLu3r2La9euUdtEZAC1tbXYvn37sN1zDoeDw4cP4+jRo9/MipCA3G8gd+jQIZSVlaG2thZ+fn5ijlEGgwFra2ts2bIF27ZtE5v95s6di4aGBri4uGDJkiUQCATYsmUL9WCZTCZu3rwJb29v2pKdzWYjIiKCljrAZrPx8OFDxMfHQ01NDVeuXEFFRcUPydQhmkRG4lw6OjooLy9HV1cXraeBqqoqHj9+jIqKCpSUlKC7uxu3b9+mgNfKygplZWWfvf8GBgbIyspCZGQklJWVoaysjJkzZ6K9vR1ZWVl49uyZGN3Sp6qrq0u5K6ZPn46YmBjKf8VkMjFp0iRERUWhtLQUu3fv7nfQQU9PD3V1ddiwYQMVuRWxHR84cGBYurF9rAwGY0SSfvtSCcj9BnKXL19GR0cHdu/ePeAERSaTCR8fH9TU1IDP56OpqQkvX74US561t7dHRUUFLl68CGtra4wbNw779++HQCCgseOK/Hu7du2CpqYmKioqcOTIkX5dC4vFwrx58/p0kn+PZutIKYPBgLOzM9zc3MSeDZfLhbW1NXbs2IFt27bRotPq6urIzMyEq6urmMnFZrPx888/o6ioCF1dXdRqT05ODjdv3kRkZCRUVVXBYrFw7tw5Kij1sVpYWGDx4sWIi4ujSq+YTCb27duHsLAwLFmyBFevXoVAIMDjx48xevToAT1HGRkZXLlyBUVFRXj+/DmkpaUhLS0NOzu7b+IjG2mVgNxvIFdZWYnAwMCvylWzsLBARUUFZs2aBXt7exw6dKjXZE0Wi4WZM2fi+fPnaGhoQGtrK2pqarBu3ToasK5fvx58Ph/a2trw8PAAn8/vN02NnZ0dWlpakJqaKmauOjk5Yd++fVQ3+W/F1Pp7VFFFys2bN7Fu3To4ODjg4MGDuH//PgQCAXp6etDY2Eit9jQ0NFBYWIiFCxfCwMAAq1evRk1NjVgKz6xZs1BZWQmhUIiWlhY8efKEtvrfu3cvVTHS1dWF7du3Y+LEiVBRUemzYL83ZbPZMDIyEmt69M+gEpD7DeTKysq+KkWAyWTiyJEjyMnJ6XfBMZfLhb29PZYuXQpzc3PaUp7JZCIoKAhCoRB3795Ffn4+rl+/Ttvn0wz8j9Xd3R09PT24du0abZY2MTFBRkYGamtrYWVlhWnTpiEtLY0GngwGA0wm8596tdeXstlsODs7Izk5mWJpbm9vR0xMDObMmYOioiIAoII9DAYDly5dQm1tLaqrq9Ha2oqnT5/SAiza2trIzMzE8+fP4eDggM2bN+PmzZsUcBkZGYHH46GkpARXr15FYGAgsrOzqS5Zr169wqNHj3Dt2jVYWlp+83v0vaoE5H4Dua8tFmYwGLhw4QKampqGhCxTWVkZ7969o2o/X758Keb/8/T0xLVr13qt7Zw+fTrq6+upTHORuri4oLu7G0FBQZCRkUFycjJev35N+Wh0dXXh7++Phw8f4ty5c9DX18f06dPFOo39s6uMjAxMTU0xZcoUTJw4ETIyMmAwGHjw4IEY6aiqqirWrl2Le/fuYe3atWKToLW1Nfh8PhW1j4qKwqlTp6hJZunSpSgsLKTllcnLy2PPnj3o6upCZmYmeDweCgoKek3yNjMzw8SJEzFp0iTo6+v/005eEpD7DeT6MxMymcxew+2mpqZYt27dkNSdbtiwAZmZmdDW1oa8vHyvqRXjx49HXl4ezp07J9aEOiwsDCUlJWKlQaJ0jfnz52PatGmorq6mWDzk5eURFRUFoVCIGzduICwsDOHh4aivr0d4eDh1DjU1NRw7duyf0uT5klpbW2PBggW9+rj6mjxZLBYOHjyI6upq8Pl8NDY20pK1vby88OjRI7HI8/Lly8Hj8aCmpgZ5eXmoqanR3gNRpUdVVRXq6+spX/HHzXA+1XHjxmHz5s29kjD83lUCcgNgBra2tkZiYuJnzdLBzJYMBgOhoaHIysqCsbFxn/vt378fbW1t2LdvH237pEmTIBAI0NzcTFFhi/TgwYN4+fIl1NXVkZiYiLCwMOrj27hxI5qamqhqAy6Xi7CwMHR2dtLaI3p4eKC9vR3z5s0DIR9K0/z8/BAWFgZXV1fMnj0bFhYWUFNTg5SU1D/tymEgymQy4eTkhLNnz1KNqkW/6erqIj4+HsnJyVi5ciUsLCwwduxYxMXF4d69e32Cp5OTE5qbm/Hrr7/C2toaU6dOxdOnTxEfHy/mp2UwGLCzs6O4CL+3sr+hUAnIDQDk5OTk8OLFC5w/f572snC5XCxatAhHjx7FhQsXcPLkSRw9ehRLly4d8Opuw4YNqKur+ywLx8yZM+Hu7i4W+jc2NsaLFy+QlZVF+01HRweFhYW4ffs2QkNDIRAIMHPmTOr3gIAAJCYmQlpaGlJSUpg8eTJKSkrw9OlTWnDi+vXrSEpKolYWjo6OaGtrQ2NjI2pqalBTU4P6+nq8f/8eb9++hbe3NxYvXoxp06bB2NgYSkpK31XFxe9BNTU14ePjg4aGBrS0tKC1tRVNTU205kWf6o4dO1BYWEgjY7C1tQWfzxeboOfOnQsej4fu7m68fPlSjMBBxHO4ceNGzJ07V2ylqqSkhO3bt1OECgwGQ6zd5rdWCcgNsMfDuHHjkJ6eDl9fXyqdQNT7tLKyEsXFxZRWV1ejoKAAly9fppr+KigofNYk4HA40NPT++pEXnl5eZiZmdFWUStXrkRTUxPKy8tRXV2NLVu20FYB1tbWyMrKwp07d/DixQs0NDQA+MAVxmKxwGKxsGzZMlRXV2PHjh3U38nIyMDJyQlGRkbQ09ODvr4+zp8/DwDIyclBYWEhhEIhuru7UVtbi8LCQjx+/BjHjh3D8uXLMWHCBBgYGEBWVhaWlpbDwpDyI6iUlBSsra3h4eGBrVu3iq34PtXp06cjMTGRyvVkMpk4evQoEhISaNkD9vb2yMnJQU1NDS5evCjmipGXl8fOnTtRW1uL4uJi8Pl8Grswk8nEhQsXIBQKKVYeJycnhIWFfVdmrwTkvqKRjYmJCRISEqiMdBaLBVNTU+jq6kJRUZHSdevWAQAqKyspAExPT8e9e/dGbLYT9fI8dOgQtLS0YGhoKGbmMBgMzJ8/n+oL4O/vj6tXryInJ4dqUtzY2Ii8vLzPlgCJaM+vXbsGPT09KCoq4ujRo2hoaMDhw4cxd+5cJCQkoLKyEgkJCYiOjkZ6ejpSUlLQ0NCA0NDQXk0wFosFY2Pjb5pQ+ntSGRkZhIeHIykpCX5+frh8+TIaGhoQFBRE7aOiogIejwcAiIyM7JWBWVT5sXr1aigpKWHr1q148eIFtRqfNm0aGhoaEB0dDTabjQkTJqC+vh43b978rvLvJCD3ld26jIyMxIgiP9Xt27eDz+dj3LhxMDU1hYeHB5YuXQpra+sR81dZWlqiqqqKohr/nEpJSVH05Gw2G6tXr0ZYWBiVxtIb3//Ham9vj6qqKiowoa6uTq3eRAC1efNmODs7U02NRc1xBAIBdu3a1et9WblyJSoqKjB58mQQ8sEs37lz53f1IYlUS0sLY8eOHTRr8GBVTU0Nly9fRnV1NaqrqxESEkIRNsjIyODs2bNoaGjA27dvERMTA3V1dUhLS0NRUZFKJbp69SouXLhAgdqiRYsQHR0NJpMJaWlpvHnzBg0NDbCzs4OsrCwePnyIp0+ffncNiCQg9xvI/fTTTxg9ejSlRkZGg35Yt2/fxtGjR7+4n5SU1LCtUgwMDPD8+XNcunTpq1NklJSU+gXK06ZNQ05ODmxtbWFra4tnz56htbUVy5YtAyEfor9HjhzB+vXrqXH7+/ujpaUFCxcu7PUcMjIyePPmDYRCIVWruXPnTpSUlIiRRrLZbCgrKw+J309UHREQENBrapClpSW2bdtGmY0MBgMrVqzA+/fvIRQKkZGRIRb8GWllsVjQ09ODtrY2NSEwGAzs2bMHtbW1cHFxgYKCAm7evIm7d+8iISEBcXFxCA8PR3BwMCorK3Hs2DGYmprC1tYW0dHRuH79OhgMBpSVlSlXjKgMrbGxccT6bgxEJSD3G8hVVFSgtbUVAoEAQqEQdXV1uHnzphj3PYPB6FdVhLS0NOLj47FixYrP7jd58mTEx8cjJCQEnp6ew8IOLGr0/KX9uFwu7OzsYGZm9lXn4XK5OHv2LJqbm9HW1obW1la0trbi+PHj0NfXh6urK9U1isViYefOnejo6BDr9/qxysnJISUlBUVFRbCysoK6ujqePHkiFphRUlJCYGAgcnJy4O/v3yvADMRPJFqVAsDhw4dpvzGZTFy/fh0lJSUUAQODwcDOnTtx/fp1bN++HdeuXQOPx+uzT8Wnqqmp+UXLYCjUxsYG5eXltLpqeXl5jBs3Dh4eHvD09MT27dtx69Yt5OTkoKOjAw0NDRAKhSgoKKBSXBYvXoyCggLo6+tDXV0dSUlJuHz58nflixOpBOR+A7lffvkFS5YsgZ2dHc6fP08xjaSkpMDNzQ2qqqpwdnbGsWPHkJiYiMDAwM+WWikrK6O4uJgysXpTBoOBy5cvo6qqCkVFRSgrK/umIXxXV1eqV+rXJjaL+iq4u7vDzs4OmzdvRnZ2NqqqqtDV1YVXr15BS0sL69evR2VlJXg8HgoLC6Grq9vrStPOzg5tbW3o6upCbW0t+Hw+2tvbce7cOVpEz9vbG+3t7UhPT0dZWRkSExMpv6eUlBRmzZqFV69e4fbt2xRRqYyMTK88cAoKCrh37x6ioqJw9uxZhISE0FaZJiYmVCDlY7P040oUJSUleHt79/s+rl+/Hm/fvh3WHERLS0ukpaXhxIkTXzT1GQwGVFVVMW/ePOzZs4dqQEPIB1M4ISEBkZGR1PeSn5/f79LDkVYJyH3ik2MymVixYgX2798PAwMD8Pl8dHZ2Ii8vD01NTcjIyEBYWBgyMzNx//79Pl8WW1tbFBYWfjGFxMrKCiYmJlBQUICtrS0tL204lMViwcTERAxQZGRk8OTJE1RXV+Ply5fIyckZsh4Cmpqa2LVrFw4ePAhzc3NMnjwZNTU1OHr0KIyMjJCeng4ej4dXr17h8OHD2LdvH/bt24clS5bg2bNnePnyJaZNm4apU6fi7du3aGlpgVAoRE5ODry8vODk5ITi4mIEBARAXl4eo0ePRnZ2NpXl/8svv6CtrQ0CgQApKSkICwvDhg0b8PbtW/B4PKoXqOh6p0+fTrGOrFmzBgEBAbTf16xZg56ens8+f9G97u894nK5uHr1KmJjY/tdHqigoNBvv6SBgQHevHlDkVcO5nnOnj0bzc3NEAqFaGhoQFVVFVxdXYf1vR2MSkDuE5CztrbG/fv3oaysDENDQ1RXVyMoKAhFRUXYsWMH1fREXV0dd+7c6RXEmEwmzp07h7CwMNpLqKCgAFVV1c8Wxg9nHpm0tDSOHTuGgoICsSCCvLw8srOzsWfPHigoKODXX3/FlStXhpzo0MzMDCUlJXjw4AF173R0dHD69GlERkaivLwcFRUVqKqqQnt7O9rb26kPyNraGo2Njdi4cSNMTU0xd+5cqlIDAO7cuYP58+dTPicLCwvo6emhoqICjx8/hpmZGRQVFZGcnIyuri7Ex8fj9OnTSE9Pp61Czpw5g6qqKuzcuROxsbE4efIk9RuLxUJQUBC6u7vh7Ow8pPdGVlYWly9fxrNnz6ChofHFZ3nu3DmcPn36i6AlCgpcu3ZtSMhJf/31V+zfv58qG9PT0/uu8x8lIPcbyCkrK2PFihUoLi6mQu3bt2/H48ePoaKigqVLl+LSpUuwtrYGi8WiusJ/SqRIyAfzKC0tjfLHsdlsrF27FpmZmSguLkZqamq/CQ8HojIyMnBzc8O6deswduxYGBkZ0V6+devWob29HTt37hRbZYhKwkSUTgYGBsjMzISvr++QRTGNjIzw5s0bGuvup9egqqoKVVVVjBo1Cvb29pg8eTLlpxQxrKxevZr2Ab948QKNjY149+4dampq0NzcjICAALBYLMyYMQOFhYWwsrKCtLQ0nJyckJ+fj8ePH0NNTQ1sNhsBAQFYtWoVCPmQchMeHo7y8nLk5OSgu7sbmzdvps5nbW2NpqYmREZGDguLi5ycHJ4+fYrnz59/Ns3I0tISjY2NX6y5ZrFY2L59O16/fj0k5qSRkRHS0tKGvDfJcKoE5H4DuZCQEHR1daGjowOLFy+GoqIikpKSsGnTJhDyAbi8vb1RVlaGBw8eICsri2L0+PSm6ujoICcnhyqsdnJyglAoRHFxMby8vHD69Gm8fPmS+kiYTCaWLVtGI3L8GmDR0NBAZmYmBAIBWltbUV1djUmTJlG/L1++nFqp9fb3bm5uSEtLo34fO3YsEhMTaQmgg/l4g4OD8ebNm8+WrH1ORSyzH3+skydPRm1tLWbOnAl5eXkYGRnB0tKSAkYul4t79+6hpKQEmZmZEAqF6Onpwfz586GkpAQdHR2EhoZSIDdmzBikp6fD1NQUZmZmqKmpoXVlmzRpEioqKmjkl3p6eti1a9eQffg6OjqIioqicQx+qioqKkhNTUVMTAy2b9/eZ8qKtbU1KioqaCzWg9H9+/ejo6MD/v7+3/Xq7WOVgNxHjWxaWlrw+vVrSEtLw97eHjU1NZSzlZAPKw1bW1tcunQJISEhWLlyZa8PevXq1Xj58iXYbDbVET4pKYlyKtvY2KCpqYlqVuLq6oqWlhbExMRQuWoXL14UW+2NGTOGBlqEiNfKamhowNjYGC4uLli4cOGAWtYpKysjNjYWW7ZsoY7r5OSEd+/efXXElZAPHcTu37+P9+/fD+o4vY3Xzc0Nd+7c6TWZVaSjRo3CoUOH8O7dO0RHR+PZs2coKipCQUEBKisrkZ+fTzU6NjExocrZtm3bhoyMDCqVSBRVDQwMpBiNnZ2dKUr1vXv3ip2bxWLByMgIa9euxd27d3Hp0qUv5hsS8sGP+aXJYOrUqUhJSUFtbS3CwsJ6vQcyMjKYMGHCkORlitJPMjIyaGWB37tKQO43kPvjH/+IiooKODo6Ur0wGxoaeiW/FIFXXzf18ePH8Pb2pv4dGBhI/ZvJZGLJkiVob2+n6g8dHR3R3t5OcfBPnz4d7e3tmDp1Ku2lz83NRX5+PpW2YGZmhuPHj3+WUnugamVlhZycHOrcbDYbQUFBuHv37lelB8jKysLHxwcxMTFDTt/OZDLh7+/fr1xEQj6sJqWkpCAtLY01a9bg9evXiI+Pp61U7ezscOnSJZibm6OqqgpLliyh3Rs+n4+JEydCU1MTvr6+qKurQ09PDxoaGnqNpDo7O6O+vh5CoRB5eXlITExEdnY25s6dS/nSOBwOZGRkoKmpCVlZ2QGz/pqZmcHa2nrIV1YqKipiaS0KCgqfnTi/R2IGCcj9BnJLly5FTk4O1Zi5rKwMAoGgV5D7nIp8OhMmTKC2ubi4ICUlBdeuXUNwcDAaGxtRXl5O5VCtX78eVVVVsLGxoRreZGVl0ZpUr169Gj09PRAKhTA1NYWzszPVj+DjFQSDwYCpqemg2uNt374dUVFR1OrGyMgIubm52LBhw4CPu2HDBsTGxlLHkpKSgpGR0ZB8CLq6unj//v0XcxH7UjabLea0t7GxQVFRERITE8WaIKuqqiInJwdZWVkoKCiAUCjEkSNH8OLFC8oH+Ok5vL29ERcXh+nTp0NFRQUcDgerVq1CQ0MDfH194erqirCwMLx58walpaVITEzE3Llzhw0ozM3N+7W619DQQFhYGAoKCvpFMiEjI4MFCxYgIiLiu+vtKwG530AuJSUF58+fpzLde3p6eu3T8CVlMBiwsrIS86m5uLggISGBSn3YunUrVT5z48YNiv3XzMwMpaWltFQSFouFq1evoqenB9XV1fDx8UFpaSlCQ0Ph7OxMi8SNHz8ehYWFOHDgAPWhiMzXgaQ07NixA9nZ2RTQTpo0CTk5OVi7dm2/P0A2m42zZ8/SAN/KygoFBQWfzR/sr4qCJb6+vjAxMYG9vT0mTpw4KIAwMDBASUkJBAJBr77IWbNm4f79+7h37x5mzpwJFouF69ev49y5c5CWlhYDTVlZWTGyhYMHD6KrqwtdXV0AgPz8fPj6+sLNzQ3Hjx9HUVFRr2a9qakpzp8/j5UrV37VGG1sbFBYWIiAgIDPTlZKSkq4desWhEIhvLy8PusKIOTD6u7ixYtoaGhAcHAwbXL+HnTYQO7Vq1dwdnamViuhoaHUbx0dHdi5cyesrKwgKysLbW1trFixAmVlZbRjtLW1wcPDA2pqapCVlcWcOXPA5/Np+9TX12P58uVUUfzy5cshEAj6fZ0ikDM2NqaqG7Zt24bm5uYhT8yVlpaGhYUFlJWVqZeUyWTi8uXLCA0NxZ49e1BYWIjs7Gyx2VZHRwe5ubloampCe3s7du3a1StTia+vLwBQaQ8cDgfPnj0Dn88fEO2TtrY2Kisraf0/16xZg9zc3AF1QP8U7NlsNry8vBAbG/vFNIn+6OLFi9HY2Ii6ujq0tbXh0aNHg44GT5o0CTNmzOgTSETMLKJ/r1u3Dg0NDeDxeDh48OBnj21sbIycnBxs27YN3t7e6OjowMyZM2lJxEVFRWINt2VkZBAVFQU+n4/k5GSsXr1aDKg+N25lZWXExMQgLi4OfD6/T5JY0QquoqICy5Yt69e9dHNzQ2hoKM0E/5502EDu6dOn8PLywoMHD0AIHeQaGhrg4OCAO3fuICcnBwkJCZg4cSLGjx9PO8aGDRugq6uLyMhIpKamwt7eHmPHjqVmQACYNWsWrKysEB8fj/j4eFhZWcHZ2bnf19lbgb6CggJsbGxGrADc0NAQjx49QkdHB/h8vhi4MhgM7N69G3w+HzY2NggLC8OsWbN6Pda+ffvQ3t5OpVnIy8sjKysLUVFRAyoZW7hwIerq6tDU1EStxEQEj9nZ2ZgxY8ZXm8Ty8vJ4+vQpwsPDB90Oj8lkws7ODrt374a7u/s3KQ6XkZHB9evXkZycTIvEfqocDgc3b96knoWCggKCgoIQHBwMAwMDMJlMzJgxAzU1NbS0FUI+AElCQgIVfPo013HPnj0IDg6GgoICTE1NxVbtXl5eSE9Ph7W1NdLT03ultVdUVMTdu3dRWFiI8ePH93u1KGqMNNL3vb86IuYqIXSQ602Sk5NBCEFJSQmAD0DI4XBw+/Ztap+ysjIwmUyEh4cDALKzs0EIQWJiIrVPQkICCCHIycnp17V9LQvJUKuSkhImTJhAi+aK1MjICJWVlfjll1/AZDJhbGyMp0+fYv369Zg8eTJWrVoFGRkZcLlcxMXF4erVqxRA29nZQSgU0tJTvqTS0tJYsWIFKioqUF9fTzM/WCwWPDw8kJ6ejqCgIMyfP/+rxmtoaIj79+/Tgiu/Z+VwOF+cRFxdXSEUCmk05DIyMjh9+jT4fD5u3LiBuro6lJeX00BIQUEBPB4PW7duBSEfyqoyMzOpQM7o0aNRUVGBvLw8ODo6IjU1lVYzK/IlBgcHU5OUqCROpKIVXEpKyoBbHn7v+t2AXGRkJBgMBnVBL168ACEE9fX1tP3GjBmD/fv3AwCuXLkCJSUlsWMpKSnh6tWrvZ5HxGQrUj6f/80fwpeUy+Vi3rx5tFWKra0tCgoK0NnZifLychgZGUFbWxuFhYVYtWoVGAwGLCwswOPxkJ2d3W9CSg6Hg+vXr6OtrQ0NDQ0QCARi9ZQsFgsrVqxAZ2cn3r9/3+8i9E9VTk5uUAXdHA4HpqamsLa2/i5plz5WTU1NpKeno62tTSw1SEZGBosWLUJERARu3rwpRi6wZs0alJaWUiklEydORGlpKdVdbteuXQCAqqoqxMbGIjExkVap4u7uTr3rQqEQPB6Plis5evRoBAUF0fI+JSA3QCHk8yDX2tqK8ePHY9myZdS24OBgSElJie07Y8YMiozS19cXP/30k9g+P/30E3755Zdez3XgwIFvftOHSg0NDbFnzx6MGTOGMh3XrVuHvLw83L9/H69fv0Z7ezuWLl3a72N6enpCKBQiODgYtra2KCkpwdy5c8X2k5eXB4/HQ1hYWK9+GC6X+0WH9WB1+fLlFEPG996bYOXKlejp6UFOTg6VAvSpysnJiZmZXC4XgYGBePv2LUaPHo1ly5ahqKgIaWlp1KS3Z88etLW1ob29HT09PbQ6UhaLhcDAQCxZsgSampp49eoVHj9+TL0vVlZWVDvFtrY2vHjxgsrp27lzJ2bOnAkrKyuoqKjAzMwMsrKysLCwGJLA0Uhpf0GOTYZJOjs7ydKlS0lPTw8JCAj44v4ACIPBoP798f/3tc/HsmfPHvLXv/6V+ndTUxPR19f/iiv/9lJSUkIOHz5M23b16lViaGhIpkyZQhQVFcmKFSvI48eP+3U8RUVF8n//7/8lN27cIH/961/Jv/zLvxAVFRXS2toqtq+TkxPR1tYmly9fJl1dXdR2KSkpsnTpUuLp6UkIISQkJIR0dXWRa9eukcrKSkIIIRwOh3R2dn7tsCn5xz/+Qfz9/UlLSwv5z//8T/K3v/2N1NTUDPq4Qy1sNpusWrWK9PT0kDNnzpC6urpe92tubhbbpq+vTxYuXEgYDAb5+9//TuTl5ck//vEP4uHhQerr68mYMWPIX/7yFxISEkJSU1OJr68v4fP51N9zOBxSXl5OHj9+TJydnYmlpSX5y1/+Qnp6eoi1tTUJCgoiMjIy5ODBg0QgEJDu7m6ioaFBFi1aRGbPnk3a2toIk8kkNTU1RENDg5SXlxNNTU2SlZVFHBwcCJvNJpqamqS0tJT09PQM2z0cEekXFPYhhPS+kuvo6MD8+fMxZswY1NbW0n4bLnP1U/lefHJDrVJSUgMuxpaVlcXbt29x69YtLF++HM+ePYNAIBCrslBUVASPx0NsbCxttcZisRAQEICWlhbk5+cjPDycKqPy9PSk/vbq1auUyaajo4MxY8ZAS0sLbDb7q80kS0vLr+6LMdwqYkJ59uzZgAMtTk5OuHnzJoyMjLBlyxZ4eHjQVoLu7u7IycmBkZERfHx8UF5eTotajxkzBiEhIRg3bhxyc3MRFhZGmbIHDhwAj8eDlZUV7b4bGxujrKwMq1evhoWFBWxtbeHk5IQtW7YgLS0NPT09CAgIgJSUFHx8fJCbmzugypqR1m9mrooAztLSEtXV1WJ/Iwo83Llzh9pWXl7ea+AhKSmJ2icxMRGE/P4CD9+LWllZISgoCA0NDWhoaBCjISKEUGSXn/Z9tbOzQ11dHXx9faGoqAgpKSmEhYWhtbWV8h/Z29ujvb2dcr6LQJHP5yMpKQlXr17Fjh07oKurC3V19SFnQflWyuFwBmy+Kygo4M2bN9i1a9dn9xFFWfft24esrCxalYKdnR0yMzORmpqK0tJSmn91xYoViIuLE0t4t7S0RG5urlieIIvFgq+vL2pqaigGksbGRpw8efK7rmMdNpATCoVIS0tDWloaCCE4efIk0tLSUFJSgs7OTsydOxd6enpIT09HRUUFpe3t7dQxNmzYQHUWT01NxZ///OdeU0jGjBmDhIQEJCQk4I9//OOgU0j+2VVaWhpGRkYwNDQUAxlVVVVkZWUBAKKjo2k+JFdXV+Tn50NDQwNMJhO2traor6/H9evXqcDAtm3bUFlZSXHVTZw4EU+fPkVycjKuXbuGBw8e4OnTp8jNzUV2djYiIyPx66+/4tq1a1izZg2mTp0KW1vb33WD6/6uVpctWwY+n99rxL031dHREWMasbW1pSirPq0MkZaWxqlTpxAfH48rV65g1apV2LRpE+Li4lBfXy9GOGBiYgKBQID9+/dDVlYWr1+/Rlpa2ne9iiNkGEHu5cuXvZ5w1apVKCoq6vOCXr58SR2jtbUVHh4eUFVVhYyMDJydnVFaWko7T11dHZYtWwYFBQUoKChg2bJlX5UMLNH+qZaWFkJCQlBTUyNWpK2pqYno6GjExcUhOjoahYWFAICAgAAoKipS0d7U1FSaaclms6koK4vFgqysLBITE1FUVISlS5fi4MGDiI6OBgC0t7ejtbUVL1++FKuFNTIy6pOp93tQEUPxlStX4Orq+llwkJGRwc2bNxESEjKoyLGUlBQOHTqEq1ev9krdxOFwsG7dOiQnJ6OlpQUtLS0oKyuDk5OTWBDE3t4eJSUlsLCwoFZxvVGNfW8qKeuSgNxXfThGRka9lonp6urC29sbb9++RUREBPbv34+3b98iLy8P5eXl6Onp+WKtqbW1NYqKimg5dLt27UJHRwf8/Pzg4eGBV69e0SK748ePR0lJCRU9ZzAYcHFxofLNOBzON216bGFhgcjISAgEAtTW1qKqqgrPnz/vE+h0dXXB5/Op3reDOTeTyfziMRQUFGBhYYHRo0eL5dAR8iGanpqaijNnzkBfXx+vXr1CYmLid9eZqzeVgJwE5IZFZWVlKQDS0tKCl5cXAgMDcejQoT757AghFEGBUCikWD2kpaURFxeH8+fPUwm3y5cvR35+PlWKZ29vj87OTvj5+VHnT01NxY0bNyAjIwN/f39kZmbi0aNHFFXWtm3bsGLFCmhpaQ3rik9aWhphYWHo6elBYGAgtLS0oKWlBU9Pzz7Zha2srNDc3IyamprvogPWpEmT0NbWBqFQiJqaGgiFwiHhGRwJ/eYpJBL5MaWlpYX6/8rKSuLr69uvvxs/fjz5y1/+QqSkpIi6ujohhJD29nZSWlpKlJWVibq6OqmvrycODg6kra2NtLW1EQaDQf785z+TkpIScunSJUIIIbNnzyY//fQTOXToEJGTkyMtLS2ks7OTMJlMoqCgQKytrYmLiwv53//9X1JaWkpCQkLI7du3SU5ODunu7ha7Li6XS9rb27/qXujo6JD/83/+D0lPTyf79u0j1dXVhBBCEhISyLlz58irV6+IUCik/U1xcTE5ceIE0dLSInFxcb0ed9WqVURGRoYEBgYSAF91bf0VExMTIhAIyJ07dwiTySTR0dHkb3/727Cec8RleNdT304kK7nvS11cXAAAeXl5tHaQ5ubmiI+PR2FhIeLj49HR0YETJ06AyWSCzWYjISEB/v7+IOSDeebj44OmpiZagELUn0PUpyE5ORnjx4+nRZQDAwNp0UYul4vdu3cjNjYWy5cv/yr/GIfDwZEjR8Dn82FhYUGtGu3s7FBcXPzZVJ++VpimpqYoKirqV9PwwaqUlBSio6MpqvXvyc/ZH5WYqxKQ+65UQ0MDnp6evWbUq6ioYO/evXj8+DHCwsKoPhFMJhNBQUHw9/fHuHHj4OnpiebmZjx48KDXsjElJSVkZmZi3bp11LYlS5YAAGpraxEUFAQXFxfIysrC29sbzc3NyMvLQ1lZGfbu3SsGdLKysnB2dsakSZP69Pupqqri2rVrSE9Px5kzZ2Bra4tjx44hPT19wL0iRAzFERERw9Jn4lMVNQPi8XjfZV/VL6kE5CQg97tTGRkZsWL4iRMnoqysDO3t7ejq6qL6NPT29y4uLrR2kQwGAxcuXEBBQQGsrKxgb2+P1NRUPHz4EHw+H5GRkTA1NYW5uTnS09OpfhCi87569YqK+r5+/bpXolV9fX1cuXKFeu/a29vR3d2N+Pj4rwI5d3f3EetzamJigrS0NAQEBHyXVEpfUgnISUDuh1ARI/KmTZvg4eFBY/T9WEX5XXfu3KE+WAsLCzHTz8jICPfu3QMAxMTEwM7ODuPGjUN8fDxFaKqsrIzXr1+jsrISe/bsgbOzM86ePYvbt29TybGqqqo4dOgQ+Hw+6uvrERERgUOHDsHV1RUVFRXo6uqCn59fn41ovheVl5f/3SZmS0BOAnL/VCpqUCQqK2MwGDh9+jQSExPFysLOnDmDzs5OJCUloaysDC0tLaiqqsKiRYuoYwkEAlqqi6OjI969e0elVhw6dAidnZ24ceMGxowZQ5m606ZNQ319Pfz9/WFnZ4dVq1YNmGpfov1TSXRVIv80wmKxyKZNm0h8fDxJTk4mhBCirKxMpk+fTs6ePUuLCMvKyhILCwsSHBxM3N3dyb/+678SXV1dwufzyd///ndCCCFFRUWkqqqKjB07luTl5ZHW1layYsUK0tXVRREQSEtLEz6fT7Zs2UIEAgF1fDMzM1JWVka8vLxIU1MTsbGxISEhIWTGjBmksbGR2m/KlCmkvr6e/OMf/yDS0tKkvb19UJFUJpP5+y+kHy4Z3vXUtxPJSu6fRydNmoTq6mqsXbuW2jZ27FiUl5eLtf9zdHSkePo+d0xbW1vk5eWhsrISGRkZ6OrqwtmzZ6kIpK6uLtXYSJSQKyMjg6dPn9LM41GjRqG8vJxGe85gMBAWFobQ0FCqbnTevHnU73Jychg7dixUVFT6xfqsr6+Pq1evDpi4ob/KYrFgZWX13SUI93clxyQ/qGCY84sk8v1IS0sLOXLkCLlx4wa1zcrKijCZTGJjY0PY7A8GC4PBIP/xH/9BIiMjSXl5+WePmZiYSP793/+dXLx4keTk5JAjR46QPXv2UO9VWVkZcXd3Jz/99BPZvXs3YbPZREtLi5ibm5OEhATqOGPGjCEMBoMoKChQ25SUlIiRkRHh8/nE2tqazJ8/nxgaGlK//7//9/9IREQEiYmJIREREeTMmTNkw4YNZP369UROTo52nX/84x/JlStXyNy5c4mNjc3X38Q+RFpamvj4+JDnz5+T//iP/xjy4w9G+vuNM/CDokFhYSExMTH51pchEYlIZJiEz+cTPT29L+73w/rkVFVVCSGElJaWEiUlpW98NcMrIoJQPp9PFBUVv/XlDKv8s4z1n2WchAx8rACIUCgkOjo6/Tr+DwtyTOYHS1xJSemHf0lEoqioKBnrDyb/LOMkZGBjHcjC5Yf1yUlEIhKRCCESkJOIRCTyg8sPC3JcLpccOHCAcLncb30pwy6Ssf548s8yTkKGf6w/bHRVIhKRiEQI+YFXchKRiEQkQogE5CQiEYn84CIBOYlIRCI/tEhATiISkcgPLRKQk4hEJPJDyw8LcgEBAeQPf/gDkZaWJuPHj++zacj3KocPHyb/+q//ShQUFMioUaPI/PnzSW5uLm0fAOTgwYNER0eHyMjIkGnTppGsrCzaPu3t7WTTpk1EXV2dyMnJkblz55L/+Z//GcmhDEgOHz5MGAwG2bp1K7XtRxpnWVkZWb58OVFTUyOysrLE2tqapKSkUL//KGPt6uoie/fuJX/4wx+IjIwMMTY2Jt7e3jQ6qBEb6zCwHH1zuX37NjgcDi5duoTs7Gxs2bIFcnJyKCkp+daX1m+ZOXMmrl27hn/84x9IT0/H7NmzYWBggP/93/+l9jly5AgUFBTw4MED8Hg8LFmyBNra2mhqaqL22bBhA3R1dREZGYnU1FTY29tj7Nix6Orq+hbD+qwkJyfDyMgIY8aMwZYtW6jtP8o46+vrYWhoiNWrVyMpKQlFRUWIiopCQUEBtc+PMtb/+q//gpqaGv72t7+hqKgI9+7dg7y8PE6fPk3tM1Jj/SFBbsKECdiwYQNtm4WFBXbv3v2NrmjwUl1dDUIIXr16BQDo6emBlpYWjhw5Qu3T1tYGJSUlXLhwAQDQ0NAADoeD27dvU/uUlZWByWQiPDx8ZAfwBREKhfjpp58QGRmJqVOnUiD3I41z165dsLOz6/P3H2mss2fPxn/+53/Stv37v/87li9fDmBkx/rDmasdHR0kJSWFODo60rY7OjqS+Pj4b3RVgxcRq6yIXaWoqIhUVlbSxsnlcsnUqVOpcaakpJDOzk7aPjo6OsTKyuq7uxcbN24ks2fPJg4ODrTtP9I4Hz9+TGxsbMiiRYvIqFGjyJ/+9CeqnywhP9ZY7ezsyIsXL0heXh4hhJCMjAzy97//nfzlL38hhIzsWH84FpLa2lrS3d1NNDU1ads1NTVJZWXlN7qqwQkA8te//pXY2dkRKysrQgihxtLbOEtKSqh9pKSkiIqKitg+39O9uH37NklNTSVv3rwR++1HGmdhYSE5f/48+etf/0r+3//7fyQ5OZls3ryZcLlcsnLlyh9qrLt27SKNjY3EwsKCsFgs0t3dTXx9fYmrqyshZGSf6w8HciJhMBi0fwMQ2/Z7EQ8PD5KZmUn1IPhYvmac39O9EPVJiIiIINLS0n3u93sfJyGE9PT0EBsbG/LLL78QQgj505/+RLKyssj58+fJypUrqf1+hLHeuXOH/Pd//ze5efMmsbS0JOnp6WTr1q1ER0eHrFq1itpvJMb6w5mr6urqhMViiSF9dXW12Kzxe5BNmzaRx48fk5cvX9JYULW0tAgh5LPj1NLSIh0dHbRGK5/u860lJSWFVFdXk/HjxxM2m03YbDZ59eoVOXv2LGGz2dR1/t7HSQgh2traZPTo0bRt//Iv/0JKS0sJIT/OMyWEkB07dpDdu3eTpUuXkj/+8Y9kxYoVxNPTkxw+fJgQMrJj/eFATkpKiowfP55ERkbStkdGRpJJkyZ9o6sauAAgHh4eJCQkhERHR5M//OEPtN//8Ic/EC0tLdo4Ozo6yKtXr6hxjh8/nnA4HNo+FRUV5B//+Md3cy+mT59OeDweSU9Pp9TGxoYsW7aMpKenE2Nj4x9inIQQMnnyZLE0oLy8PKq/w4/yTAn50HdDRFwrEhaLRaWQjOhYBxw2+R2IKIXkypUryM7OxtatWyEnJ4fi4uJvfWn9Fnd3dygpKSEmJgYVFRWUtrS0UPscOXIESkpKCAkJAY/Hg6ura68heD09PURFRSE1NRV//vOfv7t0g0/l4+gq8OOMMzk5GWw2G76+vsjPz0dwcDBkZWXx3//939Q+P8pYV61aBV1dXSqFJCQkBOrq6ti5cye1z0iN9YcEOQA4d+4cDA0NISUlhXHjxlGpF78XIX20Ybt27Rq1T09PDw4cOAAtLS1wuVxMmTIFPB6PdpzW1lZ4eHhAVVUVMjIycHZ2Rmlp6QiPZmDyKcj9SOMMCwuDlZUVuFwuLCwscPHiRdrvP8pYm5qasGXLFhgYGEBaWhrGxsbw8vJCe3s7tc9IjVXCJycRiUjkh5YfzicnEYlIRCIfiwTkJCIRifzQIgE5iUhEIj+0SEBOIhKRyA8tEpCTiEQk8kOLBOQkIhGJ/NAiATmJSEQiP7RIQE4iEpHIDy0SkJOIRCTyQ4sE5CQiEYn80CIBOYlIRCI/tPx/mbmimkD64jYAAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "testRegion = testRegionCull[\n", + " isolatedText[0][0] : isolatedText[0][1], isolatedText[1][0] : isolatedText[1][1]\n", + "]\n", + "rotatedImage = rotateImage(testRegion, -10)\n", + "plt.imshow(rotatedImage, cmap=\"gray\")" + ] + }, + { + "cell_type": "markdown", + "id": "aa990acc-75ac-4117-8a6c-5d9ea351c2be", + "metadata": {}, + "source": [ + "# deskew\n", + "\n", + "For this part of the problem, we deskew the image to try and make the lines perfectly horizontal. The best way to do this, that I know of, is to use a histogram approach. Consider the following histogram related to our image:" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "id": "fabfb630-6489-438a-85ac-5cf6d428ac92", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 34, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.imshow(testRegion, cmap=\"gray\")" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "id": "c940f186-b2b9-4daf-b394-fcefa607d9dc", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 35, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "y = testRegion.sum(axis=1)\n", + "yRange = range(len(y))\n", + "plt.barh(yRange, y)" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "id": "1c5c5a78-dcd2-419f-8752-0dbe7e4a62bd", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 36, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "rotatedImage = rotateImage(testRegion, -1)\n", + "plt.imshow(rotatedImage, cmap=\"gray\")" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "id": "edf042c0-0461-45e2-a590-6c081eafde23", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 37, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "y2 = rotatedImage.sum(axis=1)\n", + "y2Range = range(len(y2))\n", + "plt.barh(y2Range, y2)" + ] + }, + { + "cell_type": "markdown", + "id": "c082fa92-c54a-44af-855e-ce96d5d54392", + "metadata": {}, + "source": [ + "Notice that the spikes are 'spikier' in the rotated image. By straightening the image against the y-axis, this histogram has higher highs and lower lows. A good metric for this is the variance. Using the `var()` function of `numpy`, we can determine the variance of a particular histogram." + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "id": "6e1a0931-0dc7-40a0-84c0-242e68e7a908", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "13346.410226757369\n", + "10848.774474048878\n" + ] + } + ], + "source": [ + "print(np.var(y))\n", + "print(np.var(y2))" + ] + }, + { + "cell_type": "markdown", + "id": "ec59332f-1b6e-41a5-a2af-d11373005fc3", + "metadata": {}, + "source": [ + "Notice that `y2` has a greater variance than `y`. In the context of text alignment, this is a good metric to determine if an image is rotated appropriately. We can define the following function as a recursive approach to removing the skew of an image." + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "id": "e94063e8-e245-44ca-bf67-53b80cecc954", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "def deskew(image, angle=2, varianceLast=0):\n", + " # This rotates an image counter-clockwise by the given angle\n", + " imageUp = rotateImage(image, angle)\n", + " # As before, but rotating it clockwise\n", + " imageDown = rotateImage(image, -angle)\n", + "\n", + " varianceUp = np.var(imageUp.sum(axis=1))\n", + " varianceDown = np.var(imageDown.sum(axis=1))\n", + "\n", + " if varianceDown < varianceUp:\n", + " angle = angle\n", + " varianceNow = varianceUp\n", + " img = imageUp\n", + " else:\n", + " angle = -angle\n", + " varianceNow = varianceDown\n", + " img = imageDown\n", + "\n", + " if abs(varianceLast - varianceNow) < 10**-4:\n", + " return img\n", + " else:\n", + " img = deskew(img, angle=angle / 2, varianceLast=varianceNow)\n", + " return img.astype(int)" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "id": "8d58015d-db76-42ee-a153-642b77c7db2d", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "True" + ] + }, + "execution_count": 40, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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bcHR0hL6+PpYsWYLy8nJ2lTEyMoJEIsHPP//MEXI1NTUqE5nH42HatGmorq5GTU0NFAoFLl++zNEMrays8PLlS+Tn52Pq1Klwd3eHu7s75s6di/Lycty4cQN9+/ZtVEvcvHkz8vLyOCvmwIEDoVAoEB0dza7Chw8fxsuXL1VW74awnJiYGLRr145zj2EYbN26FQqFArW1tejXrx97z9vbG7W1texhSgOvWrUKP//8M/h8Pvr06QOpVAoAWLhwoUrbXV1dIZPJVJxcO3bsCJlMhjt37qhsufv06YPKykq2n2pqarBx40b2vkAgwLlz55Ceng5TU1P4+vqitrYWgwcPZstoamriyZMnbLs2btyI3Nxc9gO1tLREcXEx/Pz80LFjR7i7u2Pt2rUQi8XQ0NCAlpYW6wdmY2OD3NxcjhAVCAS4fPkyMjIyWO1bS0vrrQ3yVlZWOHjwIIKCgmBnZwcLCwssX74cRUVFuHbtGvr06cNZqHk8Hk6ePInU1FRYWFhAX18f48aNQ1lZGQIDA3H9+nXIZDLI5XJcv34de/fuxZ07d2BhYcHp27i4OHY+6ejoNLptFQgEuHnzJqu1N7znVTvsvHnzAAD+/v4gIixZsgQymUzF7amBp0+fjrq6OmRnZzep+bcJuSbobYScvb09KisrOdqWiYkJMjIy8OOPP4JhGLRr1w4SiQRLly5ly/j5+UEikajYguzs7FBSUoKQkBC4urpizZo1eP78OWd1bnj2dTsMj8fD5s2bcfny5Ua3OhoaGnj27JlKfebm5iguLkZoaCgYhmHLicXiRrce7dq1Q1xcHDZv3sx+NEKhED169IBYLEZsbCyysrI4J709e/ZERUUFfH19OULx+vXr8PPzg4eHBxISEhAeHo6MjAxWyL2q7QwZMgRKpZJjp3xVyEmlUuzdu5fz262trfHixQt07NgRS5cuRVlZGed0nGEY7NmzB/v27QOPx8Px48fx4sULFftmg3ZaWlqKvLw87Ny5k/3t5ubmyM7O5gh1Hx8fpKamqghdX19fKJVKNqqFqN4JXCwW48cff3yrD7UxFolEOHHiBLKzsyGRSKBUKpGYmNioQ7atrS3y8/ORnJzM2im3bNmC27dvQyAQwNXVFRUVFSgqKoKDgwMsLS2Rnp6ODRs2sEKovLy8Sa3+dSF35coVAEBGRgaKioqQlJTEmYcBAQEAgO+//x4CgQDXr19v9hRdV1cX06ZNw8SJE9/aTaalQq4NaomIFAoF1dTUUOfOnUkgEBDDMKSpqUlERAMHDiRTU1Pi8XgkEonI0tKSiIj09PTor3/9K8nlcqqtreXU9/nnn5OOjg4FBQVRVFQUxcXFkbW1NX322WdsGRMTEyovL6ekpCTOsyKRiKytrcnOzo7U1dVV2srj8UhLS4s6duxIs2fPZq+XlpZSamoqRUZGEgCysbEhMzMz+u9//0sKhUKlnqKiIlq2bBl5e3uThYUFGRkZkb+/P4WGhtKxY8do7ty5VF1dTe3atSOhUEhOTk60fv16ksvldP/+fbYeAwMD+tOf/kR///vf6cqVK1RVVUWTJ0+mffv2kbGxMU2YMIGOHz9Ourq6xOfzaezYsSSXyyk9PZ3Tnq5duxIR0ahRo2jlypVUV1fH3vvzn/9MtbW1ZGtrSzNnzqSbN2/Sy5cv2fsCgYB69OhB0dHR5ODgQEOHDqVdu3ZRaWkpW0ZdXZ1MTEwoLCyMDh48SPr6+pSYmEj4X4qTgoICiouLo6+++oqEQiE5ODjQuHHjSEtLi7S0tNh6GIYhNzc3YhiGZs+ezeb6ra2tpfj4eBKJRMQwDOnp6ZGdnd1b5wLm8Xg0ceJE8vDwIF1dXaqqqqKqqipKTU2lkpISlfKOjo4cqC6GYahLly7E4/HI0dGRtmzZQpqampSfn08CgYB++OEHsrKyopqaGvaZgoICio6OZt/v4+NDTk5OKu9SKpX07Nkzys/Pp8ePH5O2tjYREduHREQZGRn066+/UkREBHXr1o2++uor+vnnnxudg0T1uVh+/PFHCgoK4rSpVekDKFGfBL2NJsfj8bBgwQLIZDJcuHABhw4dQlpaGpRKJS5cuAB1dXU2qiA1NRWOjo748ccfoVAocPToURUDvp6eHh4+fIjVq1djypQpiIiIQFZWFiwtLdky/fr1Q2ZmJgIDA+Hg4AB9fX307NkTe/fuRXV1NebNm9doWzU1NfH8+XMAwLp16zjaTEhICG7duoUdO3YgLS0NpaWlzRp1G7TG/fv3IzIyEmKxGFOnToVAIIBQKMS2bduQm5uLmJgYlJSUICMjA+PGjeNoWdra2ggJCcG9e/ewZMkSVuuZOHEiSkpKUFlZib1790JdXR0GBgZITU3F9evXVVbtSZMmoaamBnv37sWSJUs4IUI7d+5EbW0tazPt3bs359n27dujsLAQISEhePLkCTIyMlSgftzd3VFRUYHRo0ezW9PFixdzykyYMAHp6ens701PT8fo0aM520N1dXVER0cDAB4+fMjRkocMGYLs7Gzs2LEDz549g0wm4+wOrKyssHDhQs7h1etsZWUFiUSC4uJijBw5ElpaWujXrx/i4+MxZcoUTlmGYfDzzz8DAEJCQliNeeLEiUhNTUVFRQXKyspw+vRplJaWorKyEkVFRVi6dCl7eGBpaYmEhARs3boVbm5uWLduHWQyGSIiIlTGaNSoUSgrK4Ovry+0tbWRnJwMmUzGiU8+ePAgG8I4f/58ZGRkfDC/z7bt6luGdWlpaWHBggWIjIyERCJBZmYmDh06xPG0t7OzQ2ZmJoqLiyGXy3Hq1Cno6uo2Wt/kyZORkpICmUwGsVgMb29vzsfCMAx69OiBGzduIDc3F+np6aiqqkJ+fj7Onj3bpAMswzAIDAxk4Zxeveft7Y1r164hKysL9+7dw4gRI95oE3J3d4dcLkdRUZGKj5u6ujqmTZuG06dPY+/evZz4ydcF7+tbazU1NXTr1g39+/dnPxZDQ0Ps2rWr0XratWsHX19fnDp1Cnv37mW3mhoaGrh27RoOHz6McePGoV+/fiqHRzNmzEBZWRnEYjHS0tIa9b+bNWsWwsPDoa2tDUNDQ4jFYhw+fFhF6Pfp0wenTp3CiRMnVKI0Gn7r2bNnIRaLVX6Hjo4O7t69i/z8fNTV1eH27dscU4aXlxd7mNTUuEydOhUKhQLTp0/n/M7Zs2fjwYMHnK0/wzDYv38/Hj9+zGkrwzAwMzPDmDFj0KtXL6irq8Pe3p6F33q9/2xtbREUFASpVAq5XI7Y2Fj06NFDpdzEiRMRExMDS0tLaGhoICEhAampqewJq7q6OmJjYxEUFISpU6eisLAQ+/fv/2COwm1C7h1jV0UiEfT09Jr04u7atStOnjyJmTNnNus6QlRvb+jevXuTEQ4NE6Nbt27w8vLCggUL0L59+zfaJnR1dZsMDxMIBNDT02uRfcPOzg4HDhxAVVUVa2D/EJPxfXjs2LHIz89H586dG73P5/Nx/fp1bNiwAdra2k2Om0gk4hyyODo6NqnlNoS1NTdmTTlsa2pqwsLCAm5ubio2tM6dOyM7Oxt5eXlNAh4YGRnh2rVrOHLkCAwNDaGpqQk3NzckJydj27ZtKoJHJBK1SkQIn8+Ho6Mj3NzcmvTVVFNTY9/F4/Hg7OzMsY22b98eubm57GFbZmZmsyg078ttQu4D4sn9EQLFBw0aBIlEguDgYPTq1QtXrlyBr6/vJ4fhtnbtWsjlcvj7+zfaNkNDQ2RlZWH48OEfva1v4h07dqCmpgZbt25tdkHR19fHzJkzERUVhefPn6O8vLzRKJlPjV1dXVFcXIylS5fC19f3jfBi78ttQu4jgWZ+6qyrqws/Pz/k5eVh+/btrE3JyckJqampHwzi/F3Zy8sLT58+xbJlyxoVcubm5igoKEBAQMBHb+ub2NbWFu7u7i3CJWwYk6FDh8LT07NJs0hz/FsvxgsXLkR5eXmj2/wPwW1Crk3IqbC5uTlCQkJQUlKCDRs2cIzmfD4ffn5+uHLlCutD9amwurp6kxqmgYEBtm3b9rvQ5H5L7ty5M86fP48BAwaohMB9KB45ciQUCkWzNsfW5DYh1ybkONyzZ08kJiYiLi4O7u7uTYa2HT58GPHx8U1CV5uZmWHs2LHNQka18W/Lnp6eKuPRv39/KBQKREVFwdfXt9mYVIFAAEtLy/eOW3VwcEBBQQF+/vnn3wRVpU3ItQk5lkePHo2cnBw8e/asSQN+A2tra+PIkSMIDQ1ViZSwtLREREQE8vPzVeI2PzVu164dunTp8rsKOH9X3rVrF+7fv8/RzHV1dbF8+fIW5YHo2LEjJBIJAgICmj0kexPzeDx06tTpN0MIbhNybUKOZX9/f2RnZ7f4pEtHRwdBQUE4ePAgZ0Vu8L/7PUAkDRkyBBKJBLt37/5gp8YaGhowMTGBiYnJB9dcdHV1oaamBh6PBwMDA84pq4+PD5KSkt55WyoSibBhwwYoFIomY1bfh3k8Htq1a4cePXqgc+fOrQZz1ibk2oQcy97e3hgyZMhbTS4bGxs8f/6c48xqb2/folwPnwLz+Xx4eHjg+fPnKvbH1mB1dXWcPXsWhYWFKCgoQGBg4AezfbVv3x4xMTGIjIzEzZs3kZaWhqVLl7Lj2bVrV6xcufKdBW1Dzom0tDSOw3prca9evZCTkwOZTIaCggKMHTu2VeptqZD7w6conzVrFh04cIATevJHJHNzc7K2tqYnT56ohNBcunSJiIiMjY3J19eX5HI57dmzh8rLy5usLzMzk1auXElPnz5lr70egvYpU11dHYWHh9OECRNoz5499PDhQ/r3v//davVrampSt27d6Pr165SamkpeXl40fPhwOnPmTKu9o4H09PQoNzeXoqKiSC6X061bt0gikbD3ExISKCEh4Z3rNzQ0JKFQSNOnT6fs7OzWaDKH8vPzKSAggGQyGenp6dGsWbMoPDycCgsLW/1djdKH1ac+HjVoci2Fuvk9s62tLaKiovDixYtmV+JVq1ahrq4OCoWiUeinPyrr6Oi02G2jpczj8WBubs5qT7q6uh/UFvUhTysFAsEbHdtbk42NjVvFVtqmyf2PYmJiPnYTPihpaWnRwYMHydLSkiZMmNDkSszn88nNzY3mzJlD3t7eZGVl9Ru39OORTCZr9TqVSiXl5uayfzenFbfW+z4UKRSKD9JHTdFvpsH9j9pQSF4jAwMD0tDQ+NjNaBHZ2trSiRMnyNHRkSZOnEh3795tsqyhoSFpaWnR5cuXKTQ0lHr37k0Mw7zxHUZGRm+NpPE2JBAIyMTEhHR1dRu9zzAM2dnZkZqaWqu8T0tLq1F0l+bo9X56U3/o6elRhw4diMdr+vPi8/lkYGCgcl0gEBCfz1e5bmdnRwsWLOAgjjQQj8ejrl270vDhw6l3796t1ld/FPrDa3JvQ6ampnT79m06e/YsrVu3jr1uYmJCX3/9NV2+fJlj73J0dCSlUkm//PIL8Xg8WrJkCZWVldG+ffvYMs7OzvTZZ5/RpUuXSKFQkLOzMykUCnr27BlbxsLCgrp3706mpqYsxNOrFBsby8Ls6OrqkrOzM/H5fJowYQI5OzvTo0eP6D//+U+zv61z584kl8upuLiYdHR0SEdHhxiGIQCkpaVFO3fuJKFQSEuWLGFXWltbW7p16xZdvnyZFi9ezGoTAoGA7OzsqGfPnqSnp8e+QywWU0FBAZmYmNAXX3xBREQA6ObNm5SSkkJGRkZUWVlJVVVV7DOLFy+mhQsXUlFREa1atYqCg4M59lNNTU0KDg6m4OBgWr9+faO2VYZhqFu3bvTll1/SjRs36LPPPiM7Ozs6f/68ioY1d+5c+uqrr2jr1q309OlTqqqqIh6PR//85z9JIBBQcXExp/xnn31Gn3/+OUkkEhKLxaSurk59+vSh+fPnU0ZGBnXv3p0SExOpurqaiOoXyYsXL5KDgwMdP36ctm7dSgUFBSpttrW1pStXrtCOHTvo8OHD7HUvLy8aPHgwLVq0iMrKytjrs2fPpgULFlCPHj3o22+/Jblczt4bN24c/fDDD6Svr081NTV06NAhWrx4MdumV6ldu3b05ZdfUnZ2NuXm5tLixYvp5MmTFBcXxynn4uJCRUVFLKQVn8+nP/3pT+Ti4qKyIEmlUnr06BFlZmaSUqkkCwsLcnR0JJFIRNeuXaNff/2VLWtubk729vYUERHBGUsbGxvKz89vtM3vTR/OKvZx6V1OV7t164aKigpcvnyZc71Xr16QyWSYOXMmx0Zy+vRppKSkwNbWFl26dEFRUZEKJPbOnTtRXV0Nd3d3MAyDc+fOcRIwa2ho4MaNG5DL5cjOzkZ4eDgeP36Muro61NbWIjo6GtnZ2cjJyUFOTg6LcAEAlZWVKCsrQ3p6eqPY/a/yiBEjUF5ejuDgYBQWFkIikbAnpWZmZiguLkZCQgInJMfBwQFVVVUqAJ1Tp05FeXk5KioqUFJSgsePH+Ply5eoqamBTCZDfn4+Hj9+jIMHD+Lx48e4fv061NTUcObMGRaskf5nx0pMTER+fj7u37+P9PR0lWgLDQ0NREVFITY2tlHQAYZhMGbMGBQXF0MmkyE+Ph6ZmZlQKpVYtGiRil3rzJkzqK2tRUFBAb7//nsQ1fsGvnjxAgCQkpKC9PR0lJaWQiaTAQCSk5MRHh6O8PBwPH36FHK5HCEhIdDS0kJkZCQHsmnYsGGoqqrCgwcPEBYWhg0bNjTabk9PT8jlcgQGBnKur1+/HgqFgoO+rKWlhYSEBCQmJiI2NhYrVqxgbXQikQiPHj2CTCbDxo0bERISgsjIyEbz1Hbs2BFisRhyuRwymYzNRxEfH88pLxQKcfv2bdy+fZt1v2nXrh2ysrJQUVGB2NhYhIeH4+7du6isrIRCoYBEIsHdu3cRHR2NwsJCFsb/zJkzbMyturo6QkNDIZVK0b9/f/Z9mpqauH//Pnbs2PFWtro2F5J3EHLjx48HUI/R/6qgakCCXbZsGefji4uLg1KpxPTp0zFx4kTI5XKMHj2a81EdPXoUSqUSZ86cwfjx41FaWoqoqCh2MPX19ZGVlYXAwEB07doVPB4Purq6iIqKQkhICDQ1NWFubg5LS0u0b98eM2bMQEVFBSIiIuDq6gpXV1fk5+e/MV5w9OjRyM3NRVBQEF68eIGSkhJWoDQIuX379nGEmb29PWQyGQ4dOsTJwnX69GkEBQXB1dWVhd1xdXVFSUkJjh49CisrK2hoaIBhGHTp0gV5eXksEvKrfWhra4vi4mJMmTIFampqcHV1bXSST5gwAXFxcY0KCy8vL0ilUuTn58PLywuurq4s3ltQUBDHbUZfXx/Pnz+Hn58fXFxccOPGDejr60MgEGDIkCEYPXo0OnXqBCMjI1haWsLd3R1lZWUYPXo0m9hbS0sLK1asQGFhIcaNG4eCggLMmDGDfceZM2cQHx/PoqE05bYzY8YMAFDJfbBhwwbIZDJ069aNs9gUFxdj1KhRcHFxQVZWFjp16gSieiSZ4uJiBAYGslnMGsOr09LSQlhYGF6+fIlZs2Zh4cKFSE9PBwDIZDIObFSXLl1QVlaGxMREVvjZ29sjPz8fo0aNYmHdBQIBgoKCEB0dDTs7O9jY2ODmzZuQSqXYuHEjli1bhvLyckydOhVE9TiLGRkZUCgUGDFiBPu+gQMHssmV3uaApU3IvYOQc3JyQkVFBUJCQjiTs0+fPqitrVVxgg0ICEB2djZsbW1x4MABvHz5UsWPzMLCAhKJBNXV1SgtLYVSqURgYCBbv6GhITIzMzlAkA3ZxV5NYiMUCrFixQoUFRXhyJEjLE6ZlpYWnj17hmnTpjX5u+zt7ZGRkcEK1yVLliAhIYEN+m4AkczKyuJMdldXV5SXl2PMmDHsNZFIhLi4OBWnUYZh4O/vj2vXrnECw/v374+qqip2Zffy8mLvjRo1ChUVFSyOnVAobFQo9OnTB9nZ2ZyEKQKBAL169cLz58+hUChYSHYej4c9e/agrq4O48eP59Tj7OyMgoIC2NnZQVNTE2KxGPPnz2920XsdFJJhGCxZsgS1tbWoqKhATU0NC5mura2Nx48fq0C7v84NfVVRUcHp786dOyMuLg6hoaGsX19D/t6rV6/CxMQEZ86cQU5ODmxsbFhhKZPJWGCFpoSEj48P8vLyONBIq1atAgDs37+fXVz4fD4CAwNVki8NHz4cSUlJnBNkGxsbpKens+VsbW0hkUjYRUEoFOL+/fvs2AgEAoSGhiItLY2z85g0aRKKi4vRsWPHt/pe2+DP34G6du1K6urqpFQqWXsBn8+nESNGkEDANV/y+XwyMjKia9euEQD6y1/+QpcvX1Y5OXJwcCBDQ0NatmwZjRo1isrLy0kqlbL1m5mZkbq6OllbW5Oenh65ubnRTz/9pGKU7tOnD61cuZKeP39OixYtourqarKysqJ//vOf1LFjR5o2bVqjhmwHBwfavXs32djYUE1NDdna2tLEiRMpOjqaPVH78ssvSUNDg7799lsSi8VEVA8XvnHjRtLR0aEuXbqw9QGg2tpacnZ25hjk9fT06KuvvqK0tDTWdmdpaUmbNm2ikydP0pUrVyg3N5cePXrEPtO3b1/KysoiiURC5ubmdOzYMfrb3/6m8htcXFyovLyctUuqq6vT5s2b6caNG2Rvb0//+c9/6KeffiI+n0+DBg2iMWPGUGFhIUVFRZGZmRlZWFjQ0KFD6cCBA1ReXk5VVVU0ffp0srOzo6Kiokbngrm5Oa1bt440NDTo888/Z69/88039M9//pN++OEHevDgAdXU1FBGRgYREXXr1o26dOlCd+/eJYZhqH379uTp6cnChBPVH3x0796d/va3v5FQKKS//OUvNGLECFqzZg3dunWLHB0dSUtLiwIDA2nOnDn01Vdf0ezZs0lXV5f27t1Lo0aNosOHD1NWVhYR1cOuKxQKqqysJBsbGzp8+DANHjyY81t4PB5NmTKFEhIS6OXLl8Tj8WjUqFE0adIkkslk9MMPP7C25oEDB9K3335LWVlZdP36dWIYhkQiEU2bNo0KCwtZWyCfz6c1a9aQtbU1+20MGjSI1NXV6cmTJ6Srq0szZ86kL774gk0PoKOjQ3/605/oypUrrJ1SQ0ODRo4cScnJyexvanX6UJrUx6a3hT8fNmwYkpOTUVtbi6ysLCxduhT79+/Hrl27UF1dDQDYtGkT5s6di/nz52Pt2rWQyWS4ceMGjh49iurqapWth5qaGoKCghAXFwc9PT0sXrwYAHDixAl2xW2wKSUnJyMpKQklJSVQKBSQSqUc7W7SpEmorKzEy5cvcePGDaSlpaGkpAQFBQUICgpik+7o6+tDJBKhY8eOmDBhAjIzMyGVSiGRSHD69GksXboUOTk5HK1o8+bNqKurw/3791lNq8EGA0AlOYuvry8KCgqwbt06DBw4EJ6enjh9+jRqamrYTPAMw2DDhg0oKipCly5dsHLlSlRXV3MSpgwZMgQZGRkICwtDWloa5HI5Vq9erTI+I0eOhEwmg729PRiGwdKlSyGXy3HlyhVs2rQJhYWFCAsLw+3bt1FWVga5XI6ysjJERUWhsLAQOTk5qKqqAgDU1NQgNjYWVVVViImJaTJDVK9evaBQKACAzT1rbGyMp0+fQiKRwNbWFjt37kR5eTkLZqCnp4e7d+8iPj4eN27cgEQi4WhZRPWJuAsKCpCfn4/AwECEhYWhuLgYycnJuH79OkJCQiAWiyEWiyGVSlFaWsqZ069HVhgaGuLBgwd48uQJkpKSoFAo8OOPP6rALM2YMQNpaWm4ceMGbt26hbKyMjx+/BgSiQRr166Ft7c3tmzZgry8PJSWlqKkpARhYWG4ceMGwsLCIJPJODZOS0tL5OTkAACOHTsGhmFgZ2eH2NhYPH/+HAkJCVAoFLhw4QIbD2tiYoIXL17g4MGD0NfXh7OzM06cOAG5XP5G7bcxbtuuvoWQGzRoEMrKyhASEgJ3d3fMmjULu3btwqNHj3Dr1i3s378f/v7+yMvLQ0lJCeLj43Hz5k0olUqUlJSguLgYQUFBKjYjXV1d3L59G/v27QNRPdS4VCrF9u3bOduKBij0BqDBY8eOIS0tjeOgKRAIMGzYMFy/fh1hYWEICwtDYGAgevbsCR6Ph969eyM9PR1JSUmIi4tDSUkJqqqqEB0djR49esDDwwMlJSUoKSnBli1bONtCU1NT+Pv7IygoiN0GMwyD4cOHIyQkhM2h+Wpbpk6diri4OMhkMrbeU6dOsW3m8/lYv349C8Tp4OCAtLQ0TrLqhnc0fEgbNmxoNM505MiRqKqqgoODA4sUHBQUBCMjIwiFQowbNw7nz59HWFgYLl68iOHDh2Pw4MFYv349NmzYwPatQqHA2rVrMW7cOCxYsIAj6F9nFxcX1NbWcuydfD4fo0aNgqenJxiGwZAhQ5CSksImrG5YHHx8fBAfHw+xWIyZM2dy7IxaWlpwcHBgYziFQiE6duwIXV1dNoO9uro6NDQ0YG9vz+b8WLFiBbp27dqozdLU1BRbtmxBWFgYtm7d2ij2HJ/PR+/evREQEIBr167h+++/ZxM7h4WFIS8vD3l5eQgODoaTkxNcXV2xdu1aREREoLCwEFevXuUcTlhaWiIrKwtyuRzTp0/nCN3JkycjODgYBw4cUAn4HzVqFJ48eYKUlBRUVFRALpfj3Llz7wQM0Cbk3kLIdevWDRs3blRBXlVXV+cY3M3MzGBhYQEDAwOsWLECBQUFcHBwgIWFRZNB4KampiycNI/HQ8+ePd8YML5t2zakp6erBGI3CIYGfv05R0dH7Nq1C0ePHsXOnTvh4eHBGqG1tbVx6dIlFBYWcj7K1+tuybVXhbibmxu6dOnSbB80sJWVlUqe11d/U1PPjRw5ErW1tTh37hwKCgrg5+enEsHQXL8Q1cfv1tTUoGfPni2aExoaGhg6dGizETMNqSobA6c0MDBoNmFNS3nBggUoLCxsUUzpm/qxqTEVCoUwNzeHqampik1PIBDA3NxcBWKdYRi4urrC09Oz0bjg5tpibm6O1atXIzAwEJ6enu8c89sm5D5ggD6Px0NISAgiIiJaPVyIiLBp0yZUV1cjOjq6WcP427K+vj7H8Px74WXLlgEACgsLMX369HcKCfL390dWVtbvBmCggYODg3H//v3/E5BRb8ttBw8fkPT19alz587k6OjI5gttTTp+/Djdu3ePlEplq4alSaXS31WQPVG943Hv3r2ptraWNm/eTIcOHWoyh2dzVFdXR0KhkEaPHk2BgYFkYWHxAVrb+iQQCEggEFCfPn3+T4XitSp9SG3qY9KH1uR8fX0REhLCSTnXmqympvZJZs/6rdnLywsVFRW4evXqe2G2de/eHdnZ2aiqqoJEIuFotNra2hgxYsQnmSjG398fcrkc1dXVOH36tMrWmM/ntxo+2++N27arHxhPrsFo/LEH+o/MDZ73dXV1KomVm2NNTU0YGhqqbPFsbW3h4ODA+pgR1W/hz5w5g5KSkk8uiQ9RPZbc6dOnceDAAZWE2QzDYNOmTZg8efL/SUHXJuR+R6CZDd70H7sd78oWFhbo3bt3q9uNLC0t8eTJE9y8ebPFRnxXV1dEREQgOzsbN27cwIwZM5rMWmVgYICzZ88iLy8PU6dO/WTHoDkBtnDhQhQUFKgkBv/UWFNTs9X7t03I/U6EnKmpKc6cOcMJDfq98ZAhQ1BWVoYBAwa0ar0Mw0BLS6vFqL7du3dHXl4eioqKcO7cOezYsQMvXrxoVAu0sLDA/fv3kZSU1Gi2+N8L6+jo4Pr169i/f3+rox+3Jq9duxYzZ85sVRPMRxNyGzduhLOzM7S1tWFsbAwvLy8kJSVxyiiVSqxevRrm5uZQV1dH37598csvv3DKVFdXY86cOTAyMoKmpiaGDRsGiUTS4nb8HoQcj8fDvn37UFRUhIEDB3709rzKurq6WLhwIY4ePYo5c+Y061PWu3dvVFdXf5D8AG/D69evR2VlJYYOHcpqDUOHDkVsbKxKVvh27dph7969TbrT/J64a9euuHHjBm7cuMGJef2U2MLCAmFhYbh06VKTmeDelj+akBs0aBCOHj2KX375Bc+ePcOQIUNgbW2NX3/9lS2zefNm6OjoIDg4GGKxGGPGjIG5uTnKy8vZMrNmzYKlpSXCwsLw9OlTuLu7o1u3bqwX+pvo9yDk+Hw+Dh48CG9v74/eltfZ3d0dFRUVqKqqQlZWFlJSUprMx7p8+XKkpKRwkCU+Bu/atQupqamcAwQ9PT3Exsb+ZgmPPxbr6+tj27ZtWLdu3UdvS1NsYWGBs2fP4uHDh60i6D6Z7WpBQQGICHfv3gVQr8WZmZlh8+bNbJnq6mro6elh//79AACpVAqhUIgzZ86wZbKzs8Hj8XD9+vVG31NdXY2ysjKWJRLJRx/UlrCmpuYn6QMlFArRq1cvODg4wNzcHNOnT4eZmVmjZQUCAfT19T+6TcvR0RGpqakYNGgQ2xYdHR3cuXMHS5cu/eh9+qGZYZhPci69yvr6+ti+fTsuX7783ol/Phkhl5qaCiKCWCwGALx8+RJEhKdPn3LKDR8+HJMmTQIAhIeHg4hQUlLCKePo6MgiJ7xOjcU8tvH/Pe7duzeePXuGkJAQHDx4EPHx8aipqcG9e/dgbm7+0QVxG9cv7CEhIQgJCYGpqek71/NJOAMDoH/84x/Up08fcnBwICKivLw8IqpH4X2VTE1N2Xt5eXmkpqamgqrxapnXyc/Pj8rKylh+NZtRS0lLS6tR6OmPTUKhkHR0dN4atvv3Rmpqas1Cstva2rLzhmEYFZhvhmEoPz+fpFIpDR06lCZMmEB1dXVEVI9kcu/ePQoMDCRLS8u3blvDGHxIaPym5t6HhJ//GFRZWUlz586lLl26kJ+fX7Mw8a1BHxT+fM6cORQfH98oNPfrkxnAG3MONFdGJBK912QYMGAABQQE0LJlyygkJIS9bmBgQH379qXIyEgWGlsgENBf//pX6t69Ox08eJDatWtHUqmUUlJSOHWOGjWKvv76a3rw4AH98ssvlJKSwkLVqKur0/LlyykkJIQDP0RUD40zaNAgGjVqFCUmJpK1tTUNHz6cgoODadGiRZxyf/vb3+ibb76hyMhIqqiooM8//5w6dOhAREQZGRm0YcMGqq2tJUNDQ/YDraurIwAc+CiFQkGFhYWkq6tLdnZ21KFDB8rOzqZHjx7Rn/70Jxo9ejTdvXuX7t69q5JUZdKkSVRaWsrpNzU1NZo3bx598cUXFBMTQwcOHCB7e3uyt7en6upqioyMpNLSUrZ8u3btaO/evRQXF0epqakkFAqpb9++nDHt3r07SaVSGjlyJIlEIvrhhx9o9uzZ9N///pc0NDTon//8J02bNo34fD799NNPdOTIEXr06BFdu3aNcnJyaPfu3TR37lwKDg6mCRMm0IsXL1o0N7S1tSkgIIA8PDyosLCQEhMTqaioiPLy8sjKyoqioqKoZ8+enPwLubm5bDpHa2tr+uKLLyg3N5fU1NTIyMiIfv75Z/r5559ZyC2RSETbtm2jO3fusCkkierhm/z9/WnOnDmUlJRE3bp1o88++4wuX75MAEhdXZ2+/vprunfvHtXW1pKuri4HNp2oXniampqSoaEhBzaLiEgul1NsbCzJ5XIyNjYmpVJJ8fHxRFQPPa+rq8tRLEQiEdXU1LB/W1tbU3Z2NruY8Hg8Gjp0KJmZmdHhw4fZ669TRkYGffvtt/Tjjz/SqVOnVL6BVqWWbzzfjubMmQMrKyukpaVxrn+o7err9LYHD1u2bAEAFcOtn58flEoli25KVA/iWFFRAYlEgpSUFJSWluLx48ccG4NIJEJkZCSkUiliY2ORkZHBAYx0d3dng85fd19wcXFBeXk5Hj16hOPHj7OnyseOHeOU8/DwgEwmQ3V1NSorK1FVVQWlUgmZTIa4uDhcuHCBbdPOnTtRWlqK0tJSFnGitLQUxcXFSElJwcOHD3Hjxg0kJyejuLgYVVVVKC8vR1BQEDuGMplMxU3E2NgYmZmZyMjI4KBUjBkzBtXV1cjPz0dRURF+/vln5Ofno7q6GtXV1bh79y6LPMHn83Hs2DHU1dUhLS0Nz549g0wmg1KpRFJSEoKCgrB161acO3eOTac4cuRIyOVy9tBm3rx5qKiowMmTJ9GpUye2T9XU1BAREYHhw4ezf+/cuRM3b95skTM3wzD4/vvvoVAokJWVhUOHDmH27NkoKipCZWUlnj17hpcvX7LzTi6XIyUlBTU1NVAoFEhISEBISAhOnjwJpVLJQoUnJCRw5ounpydqampw8eJFdkutoaGBa9euoa6uDiNGjICWlhZOnTqFqKgoFvFm8uTJkEqlcHJywqRJk7Bnzx6V3zBnzhwUFRVBJpOhpqYGEokEtbW1AOoh9PPy8lBcXIyKigoWnp7P52P37t0ICAhg6xkyZAg2btzI9q29vT3i4+M50SNDhgxBZWUlcnNz3wgqwDAMli1bhjt37rwTmMFHs8kplUrMnj0bFhYWSElJafS+mZkZK1SAeoyvxg4ezp49y5bJyclp9uDhdXobIccwDA4fPoy6ujoV9N/Tp0+jsrISbm5u7LUff/wRjx49QseOHTFv3jzU1tbi1q1bnI+mXbt2yMzMxIgRIyASibB8+XJcvnyZnSDdunWDTCbDtWvXVITc+vXrkZaWxqJCLF26FEqlEgsWLODUHx4ejuTkZPTp0wddunSBk5MTkpKSMHfuXKirq3OM0JaWljhy5AiWLFmCOXPmYO7cuYiPj0dgYCBsbW1hYmKCZcuWQS6XIyAgAF27dsWQIUOQnZ0NsViMBQsW4OHDh/D39+e01dXVFVVVVXj06BGLVKGnp4eEhATcuHEDdnZ28Pf3BwA8evQIrq6uWLFiBWQyGeuW4uzsjNLSUuzcuRPGxsYQiUQ4dOgQ7t27B0NDQ/ajHzhwIJRKJVJTU/H48WM8ffoUJiYmMDIyQnx8PAICAlRCv3r37o2nT59yYKt8fHzw7NmzRuHUX2dra2vk5ubi1q1bsLCwAI/Hg52dHSQSCXx9faGurg57e3s258XcuXNhZGSEW7duISQkBLq6uizMUW1tLfbs2QMfHx8UFhZykHBXrFgBoB6zsOGarq4ukpKSIJFIYGZmBg8PD9TW1nIQoxtQqxcsWIAnT57g9OnTKr8/NzcX0dHRmDdvHtzc3GBnZ4eXL18iJiYGPXv2hKOjI8RiMcrKylg8QGdnZ5SVlWH58uVsXZcvX8bdu3fZ8WhAdunRoweI/j80fm5uLgYMGNCiPLSjRo2CQqHAnDlzfj9CztfXF3p6eoiIiEBubi7LlZWVbJnNmzdDT08PFy9ehFgsxrhx4xp1IbGyssKtW7fw9OlTfPPNNx/MhURNTQ1Pnz6FQqFgB5mo/mQuMjISkZGR7AdhaGgIsViMUaNGsR9edXU1J8kNEWH+/Pl4+PAhtLW12VXxypUrrEBzdHREWVkZR0MkqoeUzsrKwpo1a8AwDCwtLZGUlISEhATW18vBwQHXrl0DAM6ENzY2RkZGBnx8fN74m7t164a8vDw2J4VQKMStW7dw7tw51qm0IbdAA7z14cOHsXPnTk49HTp0gFQq5bTD3NwcOTk5bDKWdevWoaSkhF3x582bxxFymzZtwrNnz1gcNIZhcPDgQYSHh3OE1uDBg1FXV8dqIg0CVyAQYOnSpYiNjUXv3r05DqejRo3CtWvXIBAIWAF18eJFXL16tUUnkbq6uli6dCkHEHXOnDkoLCxkT5utrKxQWlqKLVu2sALg+PHjiI6OZts/cOBASCQSmJiYsFrbqzBOo0aNQmVlpYobzuXLl3H9+nV2DuXn58POzo4jxGpra1FZWYna2losXLiQvcfn81kQzldD2Rqub968GUQEIyMjpKSkYP78+ez83LRpE8rLy9kxVFdXR3R0NK5du8b+xp07d6KiooJ1z9HQ0MDz58/ZncSri/LrrKOjg8mTJ+P58+fIycnBkydPGk2+0xpCrtVtcg3p+Pr168e5fvToUZoyZQoRES1ZsoSqqqro73//O5WWlpKLiwvdvHmTdHR02PI7d+4kgUBAo0ePpqqqKvLw8KBjx459kIMBpVJJpaWlVFNTQ9ra2qSrq0u1tbXUq1cv+uqrr+jmzZukr69PAMjHx4c+//xz+vbbb8nS0pL+8pe/kFAoJKVSSXZ2dmRmZkZE9YZuS0tLcnJyIktLS5o6dSqtWbOGtcEMHjy40cOEqqoqys/PJ0tLS/Lw8KD58+dT586dqbKykr7++mvKz8+nn376iYRCIT179oycnZ2pb9++lJiYSF5eXmRhYfFGlA6GYWj27NlkamrKoqgolUoqLi6mnJwc0tTUpIEDB9KqVavI0NCQvvrqK8rNzaXPP/+c7t+/z6nLx8eH9PT0WDh0AFRcXExRUVHk7+9PkZGRNHLkSNLW1qaZM2dSdHQ0LV68mJ4/f87a5CIiImjy5Mm0YcMG+ve//012dnY0ZswYOnjwIAudzTAMeXp6UmZmJg0cOJAuXLjAtkGhUJC/vz/V1tbS3r17qbi4mAICAujJkyfk5uZGHTp0oPHjx5O7uzt5eHiQoaEhTZs2rUVoJuXl5bRlyxbOtaioKPr111/J1NSUqqurydvbm3R0dKi2tpZ4PB5rs3z1YKRXr15kYmJC//rXv6hDhw6EegWDvd+3b1+qrKzkQIA32J+PHz9OOjo6NHDgQDpz5gybJpCI6C9/+QvV1dXRlStXaNCgQXT79m32XgOKjampKee3GhgY0BdffEEJCQns34aGhpSbm0vq6uo0ePBg+vbbb+nly5eUlJREurq61Lt3b3JwcKBbt25R+/btqaysjMzNzem///0vpaenE1G9DU9DQ4MAUGlpKSf59qtkZGREP/74Iw0ZMoSioqJo2LBhtH37dlqwYAGtWrWq0bST70UtEoW/Q3pbm9zWrVsBAMXFxUhLS8ODBw+QmpoKpVIJuVyOrKwsZGVloba2FkqlEnV1dVAoFFAoFKirq0N5eTmKi4tRXl6OjIwM1NTUsO2oqalBSkoKG2DdoDUBUEmaQ1QfSL5jxw7Ex8cjNjYWmzZtwtSpU3Hz5k1kZ2cjJiYGXbp0ga6uLnbu3InMzEwWajsxMfGNyCgikQjPnj0DAKxZs4a93qlTJ8TExCArKwtVVVXIzc3F2bNnWTeM2tpaDB48mFNXYGAgACAsLIzzO8zNzbFw4UK8ePECCQkJLMpsA9quu7s7W5bH48HNzQ1XrlxBVVUVFAoFkpKS2IxURPX+VaGhoVi7di0YhsG+ffsQHh7OCWViGAYWFhbYsGEDHj16hIyMDDa1Y1ZWFh4/foy1a9diwIAB7+VKwjAM/Pz8kJ6ejszMTFRXVyMjIwPp6em4evUqgoKC8PLlS8TGxkJNTQ18Ph8///wz5HI5xGIxJBIJQkND2e2cSCTCkydPANQnlWnoRwMDA6SnpyMgIAArVqxATU0NvvvuO7YdhoaGiIuLQ1hYGDp37oySkhJOykeieiTiQ4cOISkpCSdPnkRQUBDu37/PgZpXU1PDxo0bkZubi8jISFRXV0MsFiM1NRUSiQQZGRkoLy9HQUEBmyIzMzMTtbW1iIiIYLXVhsxhFy5cwLJlyzhjTP/TIF1cXHDv3j1IpVLMnTuXtcv27dsXGRkZnJ3Um7ilmhwDtLbY/DSovLyck/j4TbR9+3ZydHSkDRs2sNe+/PJLYhhG5eTH0NCQysvLOaujhYUFaWtr0+PHjyk7O5vCw8OJYRi6evUq1dTUUHBwMHtqRVR/8rxy5UrasWOHiqbQQFpaWgSAKisr2b87d+5M6enprBbE4/HIwsKCpkyZQklJSRQTE8MmVmmK+Hw+HTlyhLy8vMjb25vu3LnD3rOysqL+/ftTfn4+paWlUXJyMhkYGLCneqdOneKcrtna2tLp06epqKiIhg8fzlmFGYYhbW1tAkC//vor6enpUbdu3ai4uJjVIl4loVBIQ4YMIT6fT0+ePFH5Herq6qRQKEihUJCtrS1NmDCBDhw4oJI8qKGvPv/8c1q0aBFpaWnR5MmTqaqqipPY+n1IIBCQi4sL/eUvf6FffvmFIiIiSE9Pj6ZPn87uYkJCQmj9+vXEMAzdv3+fSktLafTo0cQwDNXW1rJtEQgEdPz4cRoxYgQtX76cAgICiKg+qblYLKba2loSCASUnp5OPj4+lJ2dTUREPXr0oCtXrtDWrVvZk+YxY8bQwIEDqaKigm2rpqYmubu703fffUc2NjZERHTz5k3y9/dnE/moqanRsGHD6Msvv6TCwkI6efIkCQQCmj17Nn3zzTcklUpp48aNFBMTQz179qRvvvmGANDZs2fZsRQKhXTw4EEaNWoUe/r9j3/8g4iIOnXqRNu3b6evv/6acnJy6J///CdduXKFnS88Ho/27dtHpqamNHr0aFaDb47KyspUEl03Sq2jN3169DaaHJ/Px6VLl1SM6u8atK2mpobY2FgcP368yTI8Hg/W1tYfDTPOwMAA3bt3bxKh423YyMioyYQwH5vXrVunMq4fknk8HtTU1KCmpsbOH4FAgOjoaOzevbvJ53R0dNC5c2fOiWu/fv0gkUjQpUsXWFpacg5PiOrnp7W1NavN8vl82NjYNKml8vl8tm1vo8kKhcIWR1Koqalh5MiRGDduHPT19aGtrY1FixYhIyMDlZWVWL9+fZPhgfb29khNTeWkQmyOP5pN7vdIdXV1lJKSQnV1dWRjY0OZmZlERO9tG3j8+HGT95RK5YdLwdYCKi0t5fipvQ8VFxezPoSfGrVv3/437WelUtmkFtLcfJDJZJScnMy5pqGhQUKhkCwtLen58+cq8xEA57fV1dWxc7cxqqura9JvrTlq8O1sCdXW1lJwcDDx+XxycnKizZs3U58+fej58+c0b948unr1apNtSEpKop9++okWLVpE//73v9mUme9LbfDn/yOFQkFLliyhwMDA9z7c4PF4xOPxWk2ItNG7k1KpVDks+Vg0evRoGjdu3Bud3hsoPT2dsrOzacWKFaSvr/9hG9eKZGtrSwcPHqRr165R7969aceOHeTm5kZXrlxhBVz79u3JxcVF5dmffvqJdHV1ydnZufUa9CG3jB+T3vbgwc7ODmFhYa2CiWZra4vi4mKIxWI2u3prsp6eHrZs2dKiDE4tZR0dHVhZWbXK9vV1ZhgGI0aMgIuLS6vX3Ryrq6sjPDz8oyP+8vl8nDhxApWVlbh27dpbIUrr6Oi0StavN43Puz7r6uqqkgFt0qRJkMlkuHr1Ktzd3Rv9vYMHD0ZSUpKKy0wD/FhISEijmd1e5U8mQP9j0btALbXEObSl9URERKCiogJjxoxRmfDvC5uupqaGyMjIZm08b8v9+vVDXFwclixZ0upIFnZ2dsjLy/tNQBQ6derE+gl26tQJYrH4nXJ6vg/r6elh5syZHAw7TU1N9OjRo9GcqB+TNTU1sXXr1hZnMROJRKxQ7NOnD7KysrB48WJOGT6fDycnp2ZRRhiGwbhx4yAWizmn6ET1fodJSUm4deuWSirEV7lNyL0nnhzDMDA0NHxntNXOnTtjyJAhrGYkFArh6+uLS5cu4dSpUyogjm/DOjo6iI6ORmhoaKsi2jo6OuLZs2cICgpqVfDF+fPno7KyEjNmzICJickHQwJpcHI9ceIEiOoN2QkJCW8l5BiGgY+PT4vzszbGNjY2yMvLU1ngPkXW0NBAWFgYHj16BA8Pj2ajFExMTBAeHg4PDw+oq6vj8ePHKCgoeGfgUYZhMGvWLNy7d0/l4Kp379548uQJJyrkdW4Tcu8o5AQCAby9vfHzzz8jIyMDDx8+xMqVK+Hq6vpeAsXW1ha5ublISUlBTk4OVq1a9c51OTk5ISYm5oNs/xwcHHD58mWcO3fuvfG+GtjCwgJHjx5FZmYmMjMzG/WF4vF4GDt2LL777rt3FoLdu3dHSUkJi1Dcq1cvZGRkvJWQc3V1hUwmw88///zO7TAxMYFEIsGZM2d+F9BOZmZmWL9+PcLCwhATE4P169c3ugjr6ekhMTERR48eZTPWDRo06J3fq66ujn379qGurg5BQUEqngYNIXFNPd8m5N5ByFlZWeHgwYMoKyvD3bt3sXLlSly7dg0SiQS5ubkICAh469CTBubxeOjVqxd0dXVha2v7XpOjQcv8UJNeIBC0er4APp8PS0tLODk5NZr6z9vbG2VlZSrIvm/DY8eORVBQEGvLcXBwQEhIyFv9lvHjxwMAIiMj39k+OWnSJOTl5WHbtm0fxMb5oVhTUxPe3t6IiIhoFI5/zJgxqK2txY4dO1rlfRMnToRMJsP27duRkpKCXbt2vdVYtQm5dzh4ePr0KbKysjB9+nR2VeHxeDAxMcGgQYMgFotx8eLFZu0Ebfz2bG9vj+TkZFy7dg1OTk7vrP00+IE1/M0wjIrAtLW1xdy5c+Ho6NiobXTp0qUAgD179ryz5i4SiWBubv67EnCvsoaGRqPCxtjYGN7e3q1i4xSJRLhx4wZKS0tx9+5dVFVVoaCgALt27Wqx72ibkHsLIaepqYlLly5BIpHA1dW1yXIODg5IT0/H3LlzP/pE/KOwvb094uLiWnSa9r7M4/Fw7Ngxdn68jjhDVJ8nQqFQvJem/X+B9fX1sX79eg5YwLuM/dq1a7F+/XosWrQIXbt2RWxsLJYsWdKiBaZNyL2FkBsxYgTKy8tVEEEa41mzZiEkJIRzAqmmpqZyatawpXx9sPh8PmclNDQ0bPbE7VVcNFNTU5VtqkAgaNKDnGEYlt/l/odkhmHg6OiI+Pj430TAEdXbntLS0uDv749nz55h3rx5KmX27duHvLw8WFlZ/eZ98nthOzs73Lx5E3K5vNUXA3d3dzx69KhFsOhtEQ9vQZ07d6a8vDwSi8Uc5NSGqISGeEkAlJaWRl26dCFNTU0qLy8ndXV12rZtG/Xv35/+8Y9/0LVr14ioPq7w7NmztHz5cjpz5gwR1TsJL1y4kDw8PGjYsGFkYGBAYWFhdP/+fZo9ezanTZaWlrRp0yYyNjam6OhoMjQ0pHHjxtHTp09pyJAhbNysp6cnLV68mMaNG8fGNPbt25cWLVrEQf6trKyk//znP+xzn3/+OX322WfsfalUSgsXLmRRYHV1dcnf358SExNp586dnLbp6OiQq6srTZ06lTIyMmjVqlUtQvRoIE1NTfLz86NZs2aRjo4OTZkyhY2hfBNZWFiQl5cXCQQCevjwIT19+pSDVOzg4EATJ06k//znP3T16lXOvYEDB5JUKqV//etfHBTfBhKJROTq6ko5OTlsBIe7uzstWrSIfvrpJzp9+nSjbRo4cCA5OTnR5cuXOVELdnZ21L9/f/rxxx9JqVTSsGHD6L///S89ffqUjV5QU1Ojzz77jDIyMjgxwa9T+/btSSQSkUQioR49epCamhpFRERwyvD5fPryyy+pvLycvVZdXU3Z2dkEgPh8PllbW7NIwbW1tVRUVEQvXrzgRCE0xIO+Ws+r71i6dCm5urrSP/7xD4qMjGyyze9Cd+7coZEjRzYaj/zO9CG1qY9Jb6PJhYSEAADKy8uRk5PDcnZ2NosEcurUKezduxfJyclIT09ntS8HBwdUVFQgNjYWw4YNY+tsAEG8evUqa5sxMjKCRCJBdHQ0BAIBvLy8UFVVBV9fX057LCwscOfOHYSHh2Px4sU4dOgQZDIZACA0NJStj2EYHDt2DEqlEpMmTQJR/cne06dPUVFRgeDgYCxatAirVq1CWVkZioqKcO3aNfj5+bHZ0wAgMzMTycnJWLZsGduG9evXQ6FQqKCLCAQCBAUFobq6GlKpFLm5uS0+5W3wn7p+/Try8/OxadMmZGRkYNq0aS0eqy1btkCpVKKsrAz5+fno3bs35/769euhVCoRERGhYle6cOECMjMzMWXKFJSVlalocu3bt0dOTg6LHWdkZITHjx8DAG7fvq0CyElUfwKYkJCAyspKjssIwzAIDg5GQUEBTE1N0alTJxQXF+P+/fscW+CiRYsglUoxdOjQJvts6NChSE9PZ8EvS0pKEBERwbFdMgyDuXPnQiaTQSaTIScnh0XGefbsGWJjYxEfH4+ioiLk5uaiuroaNTU1KCkp4RwyiEQinDt3DufOnVOxWWpra2P79u2orKzEvHnzGrWdMgwDDw+PN2rmXbt2Ra9evWBoaAh9fX2VuNyWcNt2tYVCTltbG7GxsTh27Bjc3d1haWnJso2NDUaMGIGdO3fi+PHjOH78OMRiMZKSklh/or1796KyshJeXl6cj2rt2rVQKpXw8/NjrxkbG0MsFuPSpUsQCAQ4evQonjx5wjnI0NDQwNWrV/Hw4UMWMkkoFGL//v0oKyvjwNfo6ekhLS0N2dnZLCiiu7s75HI5Jk+ezE5SAwMDZGVlYdy4ceDxeODxeDh16hRqampw+PBhtG/fHv3798fz58/Z7fDs2bOhUCg4IIxE9XaU/Px8BAYGwtraGpaWli1yojY0NMShQ4cglUqRnp6OMWPGgGEY1vO9c+fOb6xDJBLh3r17CAkJgZ2dHSusGwzVDMMgLCwMWVlZHEjuhnEWi8Woq6tDYWEhAKjYVidOnIjs7GxYWlqCx+Ph+++/R2lpKcrKynD58uVGDxJ69uyJ6upqLFy4kCMEjYyMkJaWhqKiIpiammL27NmQyWQcCHyi+u0xwEUEfpX79+8PmUwGsViM4cOHY/78+QDAQeglInTs2BG5ubmIiYmBl5cX2rdvz6Jvx8TEYPz48Rg9ejTc3NxYwNSMjAzs2bMHFy9eZM0vDYt2UlISx4WIx+Nh8eLFkEqlSElJadK04+rqCqlUim3btnGuNySRFwqFsLGxQXp6OiorK5GdnQ2JRIKkpCScO3cOW7duxbBhw1rkkN4m5Foo5Hg8Hi5fvswi5DbHAoEAwcHBLI4+wzAIDQ1FXV0dkpOTOQmMfXx8kJOTo5JE9/Tp0/juu+9YFN/Xc0o0+NNNmDCBvaarq4vQ0FCIxWKYm5tDS0sLWlpacHNzQ1lZGc6ePctO+NGjR0Mmk3EcNB0cHFBSUsL6p5mbm0MikWDHjh2sIBwxYgQKCgpY+563tzdSU1M59kOGYbB69eq3drBVV1fHuXPnUF5ejsOHD3P6RE1NDaGhobhw4cIb3Qe6deuGkpISFop+4cKFHIReHR0diMViKJVK3Lhxg3NKZ2RkhOzsbPj7+6N3794oLi7mQNozDIPz58/j7Nmz0NLSwrRp01BeXo41a9Zg8uTJCAsLg0gkgkgk4gizSZMmQalUIjMzk0WLJqpfgMRiMcRiMfT19XHy5Elcv35d5eM1MzPD2bNncffuXY7mxOfz4enpyeIENoznsGHDAEBFiMycORO5ubkc4b506VKVuUBU72hbU1ODUaNGYciQIZDJZOyBm5GREdLT03H9+nVOe7p3747c3FwsXrwYHh4eSEpKUjl00NHRwYULFyCXy5GYmMg6+FpZWeHy5cuoqKjAqlWroKGhgR49emDw4MFISEiAUqnE3bt38fDhQ0RFReHmzZstisBoE3JvsV2dOHEinj179sYs67169UJ5eTnrbNog5KKiomBpacmJMdy5cyfkcjlHE9LU1ERMTAyuXr2KNWvWoLKyUuU0l8/nY8uWLUhPT8eRI0dw6NAh3Lp1C3V1dVAqlYiLi0NKSgpSU1NRUlICpVKJ9PR0+Pr6wsPDA+np6bh8+TL7IfJ4PDZ3xokTJ8Dj8WBsbIzk5GQ8ffoUU6dOxapVq5CcnIzY2FhWqxw6dChyc3NZgaSmpoZx48ahtLQUKSkp0NfXZ2NSt2/fDhMTkyb7rUHLuHLlCjQ1NdnDDj09PWzYsAFZWVmQyWTNblutra0RFhYGADh8+DB8fX1Z/8WGd1tYWKCkpAS3b9/G6NGjOQLFyMgIOTk5+P777zFq1CjI5XJ2i98wllevXkVpaSm73T99+jT09PRY7XXPnj24d+8e1q9fz27hG7b1mzdvRteuXTltXr16NdLT02Fqaoro6GhERUU1KsgXL16MgoIC9nfw+XwsWLAAJSUlKCwsZAFEBwwYgDt37gAAbty4AW9vb8yYMQPe3t64c+cOKioq4O3tjY4dO2L69OlIT09HVlaWytgMGDCABc0MDg5GXV0dq5mZmJggKysLhw8fZsvzeDwcOHAAEokEXbt2hbu7OyoqKjhJczQ0NODn5wepVIrp06dj4sSJOHfuHGbMmIHk5GQUFBRg27ZtyMvL4ywuW7ZsQXZ2NkxNTSEQCFhuyXfbJuTeQsgJBALs2rULiYmJGDJkSKOnjdra2rhx4wZycnI4J2+LFi1CTk4OAgMDERMTA0tLS/D5fDYxztq1a9my+vr6kEgkUCgUqK6uRmRkZKNOvQKBAG5ubti+fTuCgoJw8OBBFh04ICAAV65cwZ49e7Bt2zYMHz4c48aNw8uXL1FaWqqywgoEAjZTVFRUFDuB+vbti/379yMrKwvV1dVITU3lbEEMDQ3x8OFDXLlyBdu3b0dkZCQqKytx7949JCcnY+PGjdi6dSvKyspQVlbGyVfg4uKCFStWcDQ2Ly8vpKam4t69e7hx4wZu3LiBmJgY1NbWYtu2bZgxYwYyMjJU7Ht8Ph8DBgxgM2JVV1ejvLwc1dXVyM7OxtSpU1kt1tzcHEVFRbh8+TLGjRvH6YcGNOaQkBCcPXsWpaWl6NKlC+dd3bt3R2BgII4ePYoVK1awdlehUIjdu3ejuroa9+7d44z/2rVrUVZWhqFDh8LPz481YzAMg9OnTyMhIQGenp4oKCjAoUOHGp1/s2bNQn5+PkxNTaGrq4sNGzYgJycHI0aMgJWVFY4dO4aUlBRUVlZCLBZj2rRp2LBhAx4/fozc3FxWY3zx4gXKy8shlUqhVCpZ2+TrtrNFixYBAPLy8iAWi7Fv3z5WMx8xYgSbmexVAAhPT0+8ePEC+fn5EIvFSEhIgFgsZtt89uxZZGZmYtKkSWAYBgKBgM1DUllZiWHDhoFhGBw6dAghISGslrh582ZkZma+U0xvm5B7S2dgQ0NDXLhwAcXFxRg/fjxH0JmYmODgwYOoqqriJPsgqoeX3rZtG8LCwrB582Z2pdbV1cW4ceM4tiZ9fX1kZWVh4cKFcHR0bNGWj8fjqbh5NLbSWVtbw9HRkU0O8yobGRnh4sWL2Lp1K6eeBrhwR0fHRt1dOnTogB9//BH5+flISEjA4cOH0a5dO/To0QMPHjxAbW0tJBIJR9AQESZMmIC8vDycP3+eU6ednR0OHDiAsLAwhIWFISQkBL6+vtDU1IRIJMLu3bsRHR2NMWPGoH///pgyZQqOHDmC8vJynD17Fvfu3cPZs2dhb28PR0dHtG/fnlO/UCjEnj17UFtbi5qaGsyYMYPze4YOHYri4mJUV1djz549TTodN7bINdiUXjeoOzo6QiKRQCqV4uXLlxzBvmfPHuTm5iIpKQlZWVlNulu0b98e8fHxsLa2xrJlyxATEwNXV1e2fQKBALa2tvD29ubsFkQiEdq3b8867xoYGMDZ2Rnz5s3D3Llz8eDBg0ZtfQMGDEBeXh6cnZ2hrq7O6YepU6dCLpejrKyM3fo2uD316dMHffr0gbGxMTQ0NDB58mSMGTMGBw4cYOtr6LuuXbsiJycHcrkchYWFrH3ZysoKUVFRmDt3LgYMGIBbt27h5s2bjR7qtAm5N9C7hHVpampi6dKlyMrKQkBAAKZMmQJfX19ERUWhpqYGW7ZsadLI3hJfs44dO6KoqAjbtm17p0F9H9bU1Hynd/J4PJiZmUFXV1dFuA8aNEjFwE9Uv2DcuXMHN27caLRfmvLP09DQwNq1a5GdnY3a2lrU1tYiMzMTW7Zsgba2Ng4cOMDJSdEY6+jowNPTE0OHDlXxnBcIBJg7dy727dvX6GLwLswwDLp06YJRo0ZxzB08Hg/h4eFYtGgRDA0Nmz1ttLS0hEQiQVRUFAoKCjB+/PhWadvly5exfft2uLi4sGkDiQirVq3ChQsXGh0bkUiEJUuWYNGiRSxizsqVK5GZmYmsrCzOb3RxcUFFRQXKy8sxefJkjk/n0aNH2etRUVGck3t3d3fExcXhxYsXePnyZYuyyzXGbULuHQP0eTwe+vTpgyNHjrCQzampqZgwYcJ7QzHZ2dmxSUGaQ1f4vbODgwPu3LnTosOc15lhGNjY2MDV1RWurq4wNjYGwzDQ0NBAXFwcm0z6U+eOHTuyIYJvmjdubm6oqalBaWmpilb8Prx48WKkpKSgqqqKTRkpEAhw/vx5NmztTYvzggULUFRUhO+++w7du3eHQCCAi4sLBg8ejLFjx0Imk+HQoUOcNltbW6OgoADXrl2DgYEBTp06xaaFbCijqakJbW1taGtrvzO0V5uQawWoJXNzczg5ObWqN76rqyv27NnzQYEQWwsX7324teM2+/btC4lEAgcHh98kQkNHRwcmJibv/C4vLy82i9ur9srG+ikgIAAymQzDhw9vVdQShmHQsWNHTJ06ldVcbWxsUFhYiLt37+L48eMqp/+vsoaGBptr9VVBZGpqiiNHjkAmk+H27dtYu3Ytp90NgrS0tBQvX75ERUUFTp482eq7lzYh955C7vfIPB4PkydP5iR6bq16P0bo16s8Y8YMJCQkYPz48dizZ0+ro6S8zt7e3khPT39nzUpLSwvfffcdJk+e3OzH7ezsDJlMhgMHDnDeo6WlBW9v73dGZGmKhUIhDh48CJlMhry8vGa37Q4ODkhOTsbx48dZn7kGLf3ly5eYNGkShEIh6wf46rPa2toYNGgQZs6ciX79+n2QhE1tQu4thBzDMHB1dYWTk9NH/5jfh728vFBeXt6kY+mr3KtXL3h4eLyxnLq6OrZu3fpRACD5fD6GDBkCPT09mJmZ4fHjx5DL5YiMjPzgkOANbhwFBQX47rvvmhRUDa4wb9pyNSCivFqOYRhs3LgRADBnzhxOeRMTEzx69AiHDx9udQ1ITU0N9vb2sLOza1aAGxsbw9bWFh4eHhg+fDiLtVhRUQFPT0/2W1FXV8eZM2c+CNR/c9wm5N5CyPF4PKxbtw4SiYRNAP0qd+jQAceOHWtRAP+HZqFQCGtra1hbW0MoFEJPTw+Ghobo1KkTUlJScObMmTcKAIFAgLCwMBw7duyNWsqECRNQUVHB8Sn7rVhDQwMhISGs0dra2hrz5s1rFimmNZnP52P69Ol48eIF9u/frwIiyjAMvL298fLlS9y4caPZj3zEiBF4+fIltm/fzmqh2traSE5OhlKp5CSNbmA7OzvcvXsXp06dgqOjY7Pz930WZzMzszdqxvr6+vDy8oKHhwf69OmjInjHjBmD58+fN9sH9vb2rWpTbRNyb7ldHTVqFDIzM1XQDzp06IDHjx9DIpGgV69ev8nH1RRPnjwZDx48QHFxMYqKihAdHY2kpCSsWLECjo6OCAwMbJGGIxQKcfv2bRQUFGD69OlvLHfgwIFWz/vQUt61axckEsl7Qfq8L9vb2+P7779nIysa2MHBAQUFBSgqKsLTp08RExPTaP8bGRkhJSUFNTU1ePHiBXbv3g0TExOoqanh2LFjyMjIaPL36evrY8+ePRzH21dZIBBgz549mDFjBhiGeWutT19fH2KxmHP62Rg3aHAzZ85s9D7DMJg2bRpevnyJUaNGqfSDnZ0d4uLiEBkZ2WqmhjYh9xZCzsnJCZGRkZgyZYqKm0RISAgkEkmjkN2/NU+YMAGPHz/GhQsXcP78eZw/fx7nzp1j41nfZjW3s7PD5MmTm8XnZxiGDaL+GL/XyMgI0dHROHHixDsFcH9onjZtGpRKJRYvXgwtLS2cOnUKI0aMUCknEolw7do15OTkwNnZGRcvXsTJkyehp6cHoVAICwuLZseOz+c3OQZ8Ph87d+6ERCLBihUrEBoa2iT0VmNsYWGBwsLCRgP+G/5vYGCAM2fO4ODBg81C4qupqWHChAmIjIzEwYMH2Tr4fD5+/PFHpKWlvVfujNe5Tci9hZCzt7dXsU/Z2tri5s2bkMlkmDx58kf/oBr4QxhwP1Xm8XjQ19f/zX0KW8rTp09HRUUFu1CsX7++SY3LxcUFYrEYBw4cgJmZGUJCQhAeHq6SwKWB3d3dOeFPb5oT/v7+yMrKglgsbvY093V2dXVFXl4edu/ezQolFxcXbN26lRO7amRk1GLo//bt2+PkyZOs0HR1dYVEIuGAS7QGtwm59zhdtbKywunTp/Hy5UuMGzfudwtj3cYfll1cXFBcXIyjR4/Cx8cHT58+xcWLF5sUypaWloiOjsaAAQOgo6OD3bt34+HDhypAAUOHDkVGRgYOHjzY4rY0OG1raWm9lUbP4/FgY2MDTU1N8Hg8TJw4EefPn38vjavB17ShHTo6Om885HgXbhNy7yjkbG1t8fjxY0RHR7PwRa9zt27d4ObmxplMurq66NixY4u0Dj6fzwlGft3e1RD7JxAI2JCaV7crGhoaHMHL4/Hg7OyMqVOnwsnJ6Y1bOwMDg7fa0rwLq6urN9sXWlpaGD9+fIsPESwtLRttM4/HY/vp9T5uDhH51b5XU1ND+/btoaamxl4TCoWwsrICj8eDSCTifLQNrKOjg2fPngEAlEolAEAul+P06dPo0KFDo+/v06cPHj9+DAcHB2hoaMDX1xeJiYno378/NDQ0MG7cOJSUlCAyMrJZ0AOi+u2hlZXVW+fxbSo229/fH7t3724WAaS17GnNjU9LuaVCjgH+B1H6B6Py8nLS09NrcXk+n09WVla0bds28vHxobS0NDpz5gzFxsZSbm4uERFpa2vTV199RX/961/JxMSEevbsSVlZWWRqakonTpygP//5zzRhwgS6efMmERGpq6vTzJkzqV27dpx39ezZk/T19dm/q6qq6OHDh5STk0NFRUXUp08fcnZ2JiKigoICMjY2JoFAQIMHDyYAtH//fgoICKD79+8TEZGPjw8dOnSI9PT0qKqqinbv3k3Lli3jvNPCwoI+++wzUldXpzVr1pBUKqXhw4fT68OvoaFBM2fOpMjISHry5Al7XSgUUrdu3ahdu3ZkYGBAN2/eZNFzGYah6dOn08uXLyk8PJx0dHTo1KlTFB4eTgEBAY329/jx4+n48eP0n//8hwYMGEByubzJsbG0tKQLFy5QYWEhjRo1impra4mISF9fn/z9/cnBwYGkUint2LGDwsPDacyYMTRmzBjKyMig27dv07///W8OcvHcuXNpwoQJ7N88Ho9sbGwoKyuLRcgtLS2lzz//nDw9PUkgENDFixepf//+lJGRQTwejyZNmkS+vr70+eef07Nnz+j58+c0adIkCg0NpfT0dOrXrx8dPXqU9u/fz0HdJSLau3cvtWvXjsaPH08KhYK++uorWrZsGVlZWVGXLl1IJBLRf//7X7pw4QL9+uuvRET0888/s+PB5/Np1KhRNGnSJHJ2dqaUlBTatm0b/fvf/+YgIb86bmpqaiQWi8nS0pKmTZtG69evp7KyMiKqRx1etGgR6erq0syZM6m2tpZEIpEKUrGenh799a9/pePHj6u8523IycmJ/P396enTp7Rp0yYqKSl5p3rKyspYFONm6YOoUZ8AvY0mp6amhnXr1iEvL4+FBDp79iyCg4NRVFSEqqoq3L59G6dOnUJwcDBKS0tRUVGBTp06wdTUFDdv3kRiYiK8vb05q6qtrS3KysqgUCjw5MkTtk6pVAoAePbsGebMmYPo6GgolUoWkRio1wiSk5OxcuVKxMfHIzIyEkKhEMuXL0dFRQVrd7GyskJKSgqkUimWLl2KSZMmqcST2tnZ4cmTJ5DL5ZDL5QAAf3//RvvC29sbtbW12Lp1K+f6lClTUFVVxWZV2rx5M7sSd+rUCfn5+YiMjGS1nurqahw7dqzJ1drDwwMpKSlYsmTJG8dn9uzZAMBCPNH/NIHDhw+jsrISYWFhWL16NSIjI1ncsrS0NNy8eRO5ubmcEDpLS0tkZGTg2bNnOHv2LM6ePYvr16+z/ndTpkzB5MmTceDAAaSnp2PVqlWYO3cucnJyWFSOfv36obi4GI8ePUK/fv2gpqYGJycnZGdns4HoXbt2RUhICOcggs/nw8XFBY8fP0ZJSQnnRLVbt26QyWSoqKjA5cuXcePGDdTV1QGACgjlyJEjWSDNU6dOYc2aNXj8+LHK4Zienh6OHj2K3NxcJCQk4OTJk7h37x6kUinrKqWlpYWrV69CqVQiOTkZOjo6sLGxUcmDyuPxsGfPHuTn53PQSYgIgwcPbrHd2snJCSkpKSgpKUFxcTE2bdr0zhpd23b1LYTcjBkzUFlZiW3btrGosET1av3AgQMhkUjYD4VhGCxatAi1tbWYOXMmwsLCkJKS0qgLgLu7O6qrq3H48GF2C9mlSxeUlpZiz549rLvK+fPnkZCQAEtLS7i6uqKqqgoBAQHQ09MDwzC4du0aDh06BKFQiHv37uHmzZusMB0/fjyqq6sxYcKERicLn8/H6dOnIZFI4OPjg1WrVkGpVDbqOtK5c2ckJiYCAOd+wylnTk4OvL294eDggBcvXqBbt24gqj+4ycvLw8WLF8Hn8zF16lRUV1e/8URaV1e3Ra4p7u7uyMjI4KCamJubIz8/H35+fmxfTJgwAUqlEidOnICRkRE0NTVx7949Djpzr169kJuby/H019fXR1pamkr2rmPHjrEw4ampqay969y5cygrK+MEqzs5OSEnJ4cVckT1oJWnTp1i2zx79myUl5cjIyMDJSUlHN+4devWISMjA4MGDQKPx2ORhR88eICuXbuyp5oaGhqIjIxUgekaPnw4IiMjOVv66dOns/NUT08Pc+fORUVFBZ48ecLa4AwNDdmY6k2bNkEgEGD8+PF4/vw55yRVU1MTT548gUKhwKpVqzB8+HC4u7tjxYoVKCwsxPTp099oc+PxeLhw4QKkUil69+4NDw8PSCQSdO/e/YMKOR61EQ0bNoxOnDhBy5cvp+zsbFYVB0DJyckkEAiIz+ez1+rq6kihUNCmTZuoZ8+etGjRInrx4oVKvQ8ePKBNmzbR+fPnSSaTERHRF198QTU1NeTv70/5+flkampKf/7znykjI4Py8vLYcvfv32e3E0RESUlJZGpqSp9//jmFhoay27vy8nKSSqWUlJREAEgoFJK2tjb7HI/HI319fSooKKDU1FSysLAguVxOsbGxnLba29vT2bNnqWPHjlRVVUXR0dHsvf79+9Of//xnWrZsGV26dIlycnJIQ0ODBgwYQEREFRUVBIAeP35MdXV11KtXL5JIJJSQkNBsv5eXl7coAc69e/coPT2dKioqiGEYIiKytrYmTU1NevHiBcnlcjIxMaG//vWvVFZWRtu3b6fi4mKqqamh0tJS6tmzJzt+WVlZlJOTw0nio6+vTxoaGvSXv/yFeLz6T0IkEpGRkRHdv3+frly5QoaGhmRubk4AaMuWLfTgwQNatGgRWVtbs/Xo6emRs7MzWVlZ0bJly2jKlClkb29P2trapKWlRX//+98pPDycvv76a0pISKCxY8cSj8cjgUBAX375JUVERNDNmzdJqVRSZWUlVVVVkVgspoSEBKqsrCQiotraWgoNDaW6ujrONjgpKYm6d+9Offv2Za99+eWX9OLFCzp79iyVlZXR6dOn6ddff6XS0lKqrq4mpVJJUqmUMjMzKSQkhDZv3kx6enq0bNkySkxMZM0CRPWJkOLi4ojP59OcOXPo73//Ox0+fJhWrlxJ7dq1o1WrVtHx48fJ39+fvLy8yNPTkzw8PMjU1JTU1dWJqD4BUo8ePejYsWMUFRVFv/zyCwGgoUOHvnEOvA+1ZesiIplMRg8fPuQMagOZm5uTtrY2de3alVJSUojH45GbmxsdOHCAjh07RocPHyalUkk8Ho/9ABsmX01NDa1du5ZTX2RkJBUWFlJAQACFhobS3/72N/rss89IT0+PPD096csvvyQej0dVVVVEVJ/NSVtbmzw9Pam6upr09PQoPz+fre/27dsUGRlJ27dvpyVLltD06dPJwcGBRo4cSTk5OSSXy8nX15fOnDlD4eHhxOPxqLS0lDw8PCgmJoaIiJydnen06dNUUlJCAQEBNH/+fLKwsKD4+Hj2PdXV1RQfH0+amprk5eVFhoaGpKWlRUT12bc0NTXJ1taW9PT0yNbWlr1WWlr63uOjpaVFpqam1LNnTzp69CjdvXuX0tLSKDU1lVasWEETJkygzz77jLp06UIKhYJGjhxJNTU1NHDgQPrmm2/ohx9+YMekwdYVEBBAx44dI6VSSZMmTSJDQ0P65Zdf2AVu6tSp9M0339CECRNILBZTdHQ0ffPNN/TixQt68uQJzZ49m7Zs2ULXrl1jx1RNTY38/f1JXV2dzMzM6N69e7Rs2TKSyWSkrq5OUqmUiIgmTJhA3bt3pwULFpBSqSSlUkmhoaG0fPlyGj16NMXGxlK/fv3I0tKSKioqOH1RV1dH27ZtIyKis2fP0qlTp+jFixc0evRoEggEVF1dzZY9duwYffnll2RjY0NmZmbUr18/qqmpIWtraxo9ejTp6OjQZ599Rg8fPiRHR0f65ptvCAB17tyZ1qxZo7IAPXnyhHr16kVjx44lsVhMBgYGtGjRIlq6dCmpqalRbW0tGRgY0L/+9S/S1dUlU1NTKisro7S0NLp69SoxDEPt2rWjx48fk729PQ0ZMoR0dXXp0aNH7z1HmqUPslf8BOhttqudO3fGo0eP8P3336NHjx7Q09ODiYkJpk6digcPHiA/P5+Ftubz+bh69SobBO/l5YWYmBgcOXIEN2/exObNm9/4vq5duyIoKAj37t1DeHg41q1bh23btkEikaC2thanTp1i7SF8Ph+3bt2CTCZDdXU1oqOjVU6/2rVrh7CwMMhkMsjlcty5c0fFp8nExATOzs7o3Lkz3NzccOvWLYhEIjg7OyMpKQknTpyAgYEBpkyZAgCIiopi26CpqYl9+/YhJSUF8fHxqKmpQVlZGbsdbYBsLygoQEJCAhQKBc6cOdNqrjfGxsaQSCQAwOlfCwsLTJ06FWFhYbh9+zbGjh2Lnj174vjx48jLy0NZWRlCQkJU+ktdXR2TJk3CkydPUFZWhoSEBMyaNYtjT3Vzc2MD0DU0NHDkyBGV7axQKESfPn2wdu1aPHz4EAqFAqWlpQgJCcHkyZNVTiIbcNSkUinOnDnDOQVXU1PD7NmzER8fj9zcXJSUlODZs2esSeB1FggEmDZtGuLi4lBQUACpVIrAwECOHU1DQ4PFgouLi0NERASSkpIQHR0Nf39/hISE4OrVq5BIJKipqWHzScTFxalAuVtZWeHmzZsYPnw453pQUBAAbuythoYGjI2NWbRkPz8/BAcHIz09nf02c3NzIZVKcefOnXdCBaa32K62Cbn/8bBhwxAcHIzExESIxWJkZWVBLpdDIpGw0M0NH3RAQAAn65KtrS0CAwPx7NmzFod+MQwDPp/Psf/Z2trCx8eHI6CMjY2Rnp6OYcOGwcfHp9HYWqJ6A/KQIUMwdOhQFoK7KdbS0kJsbCw78dasWcN+HH5+fgCAjIwMDgKGpqYmxo8fjxMnTuDEiRMYPHgwxwajo6MDPz8/ZGRk4NixY290f3gbboA1r6qqahRdtyED2asfWadOnWBvb99sX2hqasLGxqZFSB9vsjfp6ekhOTkZU6dObVa46+npsX5pjd03MDCAjY0NbGxsWvTx6+vrw8bGBtbW1o1CbPF4PFhaWsLQ0BAaGhoYOHAgunbtCoZh2H7z8/NDYGAgLCws4OnpqRK+RlQPDb9x40aVd4SEhKC2thYDBgx4Y/+NHDkS5eXlGD16NPsb3wdooU3IvYOfHMMw0NXVhYODA/r27Yu+ffs2KlSEQqHKRGYYhpNasLXYzMwMeXl58PX1bbHH+ZtYJBIhLi4OABAUFMT5mBYvXownT55g+fLlb33qxePxoKur+9Z+W29iNTU19O7dG7179/5kox8sLS2RkpLyVtEGvzX7+flh8eLFnGsNWcXCwsJUTk1bwitWrODsPJrihpwPu3btajUNv03I/UHw5ExMTJCbmwu5XI6lS5e+9fNCoRBOTk4cTaRnz54oKChAXFycSlgRj8eDmppaq3un/9HZ2dkZN27c+GhABm9iExMTHDlyREXjanDFKS8vf6M21hg3OGO/qZxQKMSTJ08wbty4VvtNbULuDyLkeDwepk+fjoMHD3JsOFZWVggICOBkiGqMx44di6ysLNZdpUuXLkhLS0NhYWGz8D2/V7a1tcX333//m7933rx5CA0N/eTwCPl8Pnr16oUFCxZw3FteZU1NTXTv3v2Dhi+2b98e6enpzQJCvC23Cbk/iJAj+v9hSK9eW7VqFQCgrq4Oy5cvb1LQ7d27FyEhIax2dvjwYQDAvn37PrkP8n3Z1tYWV69exYkTJz7Yb2vKJLFo0SKcPHnyvevX1NTEpEmTWgURWFdXF6tWrcLly5c/KlQVUb0vZU5ODmv+MTU1fe82tfnJ/YEIAOc4n2EY+uqrr4iIqKSkhMaOHUs//PADiUQilWdra2vpxIkTVFtbS506daK//vWvVFVVRefOnVMJ6frUqcFFpzEyMzOjs2fPUvv27WndunUf5LfZ2dnR3bt3ydvbW6UtUqmULly48N7v0NTUpJkzZ9KKFStY/7J3IR0dHdq5cyclJiaSj49Po36cvzWpqanRiBEjyNfXl65fv0779+8nNTW1D//iD6NHfXz6EJpcu3btmlX735UFAgG6dOmCHj16oEePHi0Knt+4cSMUCgU2bNgAMzMzhIWFYe7cuSpbjlfta7a2trhz5w42bNjwydqOmmJnZ2ecPHmyyb4ZMmQIMjIyPiiwaUN6vvT0dGzYsIFzENSadswOHTogMjISwcHB7zTXLCwssHDhQvj6+rb6IdC7somJCcLCwiCVSiGTyRATEwMvL6/36rO27eoHEHJdunRBZWUl1q1b12p1dujQARcuXEB5eTlqampQU1ODuLi4N+YF1dDQwKpVq5CSkgIbGxv06NEDYrEYs2fPbnbiNIbY8XtgU1NTiMViNpXe6/d1dHTQpUuXD94OHo8HNzc3XL16FQ8ePMDatWubBZJ8VzYzM8OtW7fw888/t/hEmWEYdOvWDVeuXIGnp+cnN85qamro2LEjOnXq1Cp91ibkWlnI2dra4vz581AoFAgMDGy1etXV1bF9+3YcO3YMPj4+8PT0xLFjx7Bly5Y3PquhoYFLly7h4MGDLNySWCzGnDlzPpkVvLVYR0cHYrGYE7f7MVlTUxMDBw7E/PnzP4iQI6r3gevVq1ejwup1zVEkEmHIkCEIDQ3F+vXrf3ea+rtwm5BrZSFnbGyM69ev4/Lly+/kT9Qcv+oUTFS/LW4piqqjoyMkEgl7/N8g6I4ePdokptnvkdu1a4eFCxd+0n5ovwUzDIOxY8fi8ePHWLhwIYjqF8q1a9di3rx5MDY2/j/j/tMm5D7AdlVbW/uTc0YVCARYsWIFnj59yiYK7tGjByIjI5GdnQ1fX1/Y2Nj8n1jZ/y+wnZ0dJBIJpFIpTp8+DQ0NDWzcuBHLli1r0YL2Nlonj8eDgYHBR//NTfEnI+Q2btwIIsL8+fPZa0qlEqtXr4a5uTnU1dXRt29f/PLLL5znqqurMWfOHBYyZ9iwYWz8Ykvoj+5C8iqrq6vjwoULOH36NBsmo6+vj5kzZ+Lq1avIyspCUFDQB0tI05Tg5/F4zXrCt2vXDoMGDYKVldVbve9D2JpejzPV09N7o130bZjH46m0uyFG+vVyjYVnNbCnpyfmzp0LV1dXhIeHY8yYMRg5ciSLZuzm5tZk/+jp6SEkJOSNaMwdOnSAt7c3VqxYgW3btjWKNs3n8+Ho6AgXFxfMnTsXnp6ejZoR+Hw+3Nzcmpy/Tk5OHMiqt+FPQsg9evQItra2cHR05Ai5zZs3Q0dHB8HBwRCLxRgzZgzMzc1RXl7Olpk1axYsLS0RFhaGp0+fwt3dHd26dYNCoWjRu99HyPH5fLRr144dtMZWSC0tLRgbGzd6j2EYNumwqakp9PX12Wt8Ph8mJiYwNTVlYdQbJra7uzvHD4thGPTp0wdHjhzBsWPHmv3o2rVrh4cPH2L16tWc6wKBAPv374dSqcSGDRs49zp37ox58+axPlmamppwd3fnfPANibc7duwIKysrFiSy4X6Db9rrmGBCoRCrV6/Gs2fP4OvrqzLJLS0tcffuXcjlcsTFxakAfRLVay2LFi3Crl27YGtrC4ZhMHjwYJw/fx6jR4/mbMuMjY3h7++PUaNGgcfjwdvbu8X2MnNzc9y5cweenp6sbfP27ds4evQopx9nzZqFAwcOYNu2bZgxYwa2b9+Odu3agajeOXvnzp3o1KlTo/Ph+++/h7+/P2dO7dixA8HBwRzhMHbsWNy4cQPm5uawsrJSOcUdP3485s6di8mTJ6OwsBCdO3dm65s6dSoKCwsxc+bMRueluro6AgMD8eTJkyZ91Dp37oz09HRUVVVh9+7dcHd3x+nTp3H//n1OiGNDIvOamhrIZDLIZDKsWLFCRdC5u7ujsLAQQ4cOVXmXsbExYmNjceDAgd+nkJPJZPjTn/6EsLAw9O3blxVySqUSZmZm2Lx5M1u2uroaenp62L9/P4B6JFShUIgzZ86wZbKzs8Hj8XD9+vUWvf9dY1dHjBiBmzdvQiKRYNOmTRg3bhyuXbvGQaAwMTHBgwcPkJiYyGpHZmZm8PPzw9WrV3Ht2jVcu3YNKSkpKCoqQmpqKnvt9u3byM/PR15eHmQyGQoLC2Fubo4RI0agurqaDd3i8XhYvnw5pFIpioqKUF5ejsjIyGY1o6VLl0IikaiEao0dOxZ1dXWYNWsW5/revXuhVCqxYsUK6OjoYP/+/ZBKpZxIiIag6qKiIhQXF6OmpoaTe3PhwoUAwNqHGnjQoEGorq5GamoqEhMTsWTJElbD4PF4OHjwIGpra7F582Zs2LABo0aN4jyvoaGBiIgISKVSnDhxAjdv3sR3332H4uJi1NbWIicnB9u3b2f7o1evXlAoFIiLi4Oenh4ePHiAly9fskKoOW54Njc3FzNmzGBz2r6KxNG3b192DI4dO4bKykrU1dVhwoQJIKoHeGjqUMrKygp5eXmQSCScBSUuLg5lZWWc9/Tq1QtVVVXYsmULAgICUFRUxEE23r17NxQKBWQyGcrLy9lnNTU1ER8f/8ZsXQ3IJGKxmDVvNLCpqSnCw8NRWFiIhQsXsotZjx49EBUVxZk/RkZGGDRoEAYPHoxu3bph2rRpyM/P58TGMgyDffv2AUCjidk3bNgAhUKBadOm/T6F3KRJk7BgwQIA4Ai5ly9fgojw9OlTTvnhw4dj0qRJAIDw8HAQEUpKSjhlHB0dWU//16m6uhplZWUsSySSt+40e3t7NqZz4sSJcHJyYpFyZ8yYwVmdampqcP/+ffYjGz9+PJRKJcRiMcLDw3Hu3DksXrwY169fR01NDQurFB4ejn379sHLywtHjhxBWVkZnJ2dERAQgJqaGgwePBhEBBsbGxQUFCAiIgI9evSAg4MDhg0b1qhRmc/nY+jQoXjx4gUUCgXWrFnDuT948GDU1taq+JCdP38eAHD8+HHcvn0bFRUVWLhwISuMBAIBrly5gtTUVPj4+CA1NRUAEBAQwL43ODgYgKqQW79+PSorK+Hq6gpPT0+UlJSw25L27dujsLAQ9+7da1LTakBVXr58OQQCAcLDwyGXy1FUVITRo0ezdTZ8PLa2tigsLERMTAx69uwJmUyGTZs2tWjcG4ScUqmEVCrF+fPnVbb2x48fx82bN6GtrQ1tbW0kJSWhvLyc/U2bNm1qtB+ICB07dkRZWRnEYjEbmWJnZweZTAaJRMJ5l729PaRSKaRSKWpqapCcnMzpo4kTJ7KADbdu3WK17ob6SktLcfTo0WZD/RryCQcFBXE0rwkTJqC2thajR49WeUYkEjV7qs0wDNavX4/s7Gw2ARSPx0NERARkMplKCKG2tjbi4+ORmJj4ztEdHzXi4cyZM2ySitcpLy+PiIhMTU05101NTdl7eXl5pKamRgYGBk2WeZ02bdpEenp6LLdv3/6t2z19+nQ2kUtQUBA9e/aM4uLiqKamhoNy2759e1JTU6MzZ86w4JY8Ho+qq6tp/PjxNGDAABozZgzt2rWLampqKCUlhYYOHUoDBgygAQMG0N///ne6fPky7dixg9TU1Ojy5cs0adIkevToEd25c4eI6tFqtbS06OTJk/TkyRP65ZdfKCQkpNEEItOnT6dTp05RaGgoXbx4kcaMGcMCWhIRff311yQQCKhbt26c554+fUpERBMnTqQ+ffrQ/Pnzaffu3SzApIGBAX3xxRd08+ZNOn/+PEVGRpJcLqd///vfRFQPKNqrVy9SKpVssh+i+siEnj17UnZ2NiUnJ1N1dTXp6OjQF198QUT1nu/q6up0+vRpFvH29QiCgQMHUmlpKR07dox4PB4JhUISCAT04MEDunjxIoWFhdEvv/xCY8aMIYZhqKioiMrLy+nhw4fUtWtXEolEdO3atRaNe1ZWFhUVFRHDMKSnp0enTp3iJFfR1NSkrl270suXL6miooI8PDzIxsaG8vLyKD09ndTU1KhPnz5UU1PTKABkQUEBZWVl0cuXL6myspJ4PB61a9eO+Hw+JScns2jQRPVzS1NTk+bMmUNJSUlkYmLCzmVnZ2fy8fGhsLAwqq6uJmNjYxIKhURUP/8aUIYNDAxYJOTGyNzcnDp27Eg+Pj40Y8YM9nrPnj0pJyeH7t69q/JMTU0NyeVyDjjsqwSAIiIiyMTEhCZOnMj2m6GhIVVVVal8t5qammRmZkYFBQVUXl7eZFtbg1pdyEkkEpo/fz799NNPzYalvN5RAJoN23lTGT8/PyorK2NZIpG8dds1NTUpLCyMRczV1NQka2trqquro8LCQrbcV199RbW1tfTLL7+otK8BVhoAmZubk5ubG+no6JC2tjaLAov/hRx98803VFVVRf/+97+JYRgWspuIqLCwkKRSKQvH3RTx+XwaPXo0paen07/+9S9KT08nkUjEPsfn86lTp07EMAxNmzaNDA0N2Wd//fVX+vXXX+nw4cNUXV1NMTExHEhtPT090tHRIYVCQRMnTiR3d3dSKpWUl5dHDMNQ//79ycTEhORyOaWnp3M+rJKSElIoFGRqakqzZs2iuro6yszMJKL6D0Ymk5GtrS0ZGRnR8OHDae/evZzsapmZmaSlpUWLFi2iM2fOkIuLCxHVw8evWLGC1q5dS59//jkLEa+urk5qamqkoaFBY8eOpfz8fEpKSmrJsJNcLie5XE7Xr1+ngwcP0tixY6lbt25sH1ZVVdHhw4dp4MCBtHHjRtq/fz8rVHR0dGjx4sXUs2dPqq6uJqlUygoeovrwqhUrVpC9vT25ubnR2rVr6aeffqKLFy+ShoYG6enpUbdu3cjJyYnc3d1p8eLFlJ6eTrdu3WJh33/99Vfq27cvnT17lnJycmjbtm30l7/8hTIyMthFoqamhqqqqujQoUP07bffNik4OnXqRIcPHyY+n0/Xr1+nb7/9lnR0dIiIKDw8nExMTGjy5MmNhgh27NiRLl++TEuWLGlUiPbr148EAgGrwBgaGpK1tTXp6+vT559/rtLnr6MefzBqkb73FnTp0iV2K9PARP8fJPLFixcfZLv6Or2LTW7QoEEQi8WYMGEC3N3dcfToUcjlclRWVsLBwQFCoRC9evVCQkIClEolTp06BSsrKxgbG+PYsWNISUnhHLnb2tqivLwcSqVSBeyRYRiEhoayGa42bdqEyMhI9uCBYRjMnTsXkZGR6NChA1xcXLBs2bJGT6LWrFmDqKgoeHt748iRI3j58iV7GvaqXSQ5OZmzNVi7di2ePn0KXV1d7Ny5EyEhIRg7diyGDx8OAwMDMAyD2bNnQywWIzs7G7m5uaioqEBwcDCCgoJYRNqqqipkZmZi8+bN7HhbW1vj/v37yM/Ph0KhQFhYGLu1YhgGCxYsQGlpKTIzMyGXy1FQUMA5fNDU1MScOXMQFRWF0NBQ+Pv7w9fXF6dPn8bjx4+Rm5uLsLAwdgtuaGiIzMxMyGQy1NXVISIiosU5Qp2dnVFZWYn+/fuDz+fD19cXSUlJCAoKQmBgILp06QKRSIQZM2bg4sWL2Lp1KwYNGoSYmBi8fPkSUqkU4eHhSEhIgEQi4SSoMTIywp07d7Bt2zZMmzYNGzduxIEDBzBt2jT4+fkhPT0dJSUlyMrKQlZWFkJDQ9nTTwcHB/z8888YPnw47OzsYG9vDxcXFyQmJqKmpoZjQhEKhXj8+DHy8vLw/PlzFdgkkUiEhQsXQiwW49GjR3B1dYWWlhbOnTuHjRs3gs/nQygU4rvvvkN2djYCAwMxYsQIeHt7Y/PmzTh06BAiIyMB1Nvbd+/eDW9vb4wYMQIjRozAuHHj2P738PAAEcHV1RUymQxlZWUIDQ2Fu7s7ewinq6uLqKgo3Lhx4539+j6aTa68vBxisZjDzs7OmDBhAsRiMXvwsGXLFvaZmpqaRg8ezp49y5bJycn54AcPfD4fkydPRkxMDEpLS5GRkYH9+/fj8uXLiIyMxN27d1FRUQGJRILJkyfj0qVLyMnJQUZGBmQyGRYsWMA51dLS0sLTp09RU1PDyZLewKdOnUJAQAD70cvlcnaC0P/sFvfu3UNxcTGqqqpQWVmJuXPnqtRjamqK4OBgFBcXo6SkBOvWreO4EUydOhXx8fGYPXs2p33+/v44efIkm+za19cXMTExiI2N5WTa0tbWhqGhIYyMjDBgwADs3r0bkZGRCAgIgJOTE3r16oX169fDx8eH814zMzMMHDgQAwcOVDFyq6mpYcyYMbh48SLCwsLg4uLS6Jioq6urfAQaGhowNDTk2IgcHByQn5+PJUuWwMfH563cP0QiEaZPn87CUTXUt3HjRkyfPr1J9wcTExP4+fnBzc0NQqEQNjY2WLlyJaeeBoHd2PMMw8DAwAAuLi4seu/r79q+fTvOnz/P9oGWlhYiIiLw4MEDzoEEwzCYN28e4uPjsWvXLo6dz9LSEsHBwZDJZNi8eTPntNbV1RWpqamck1NPT088efIEL168QFVVFaqrq1FRUcGiZjdwfn4+qqurWY+H8vJyTJ48GQzDQE1NDTdv3sT169fh4OCA+fPnIzU1FcnJybhx4wYePXqEuro6Tia1342Qa4xePXgA6l1I9PT0cPHiRYjFYowbN65RFxIrKyvcunULT58+xTfffPObuZBoamqia9eubHC0UChEt27dsHTpUqxcuRI9e/ZkP0Bvb2+sXLkS/fr1a/RjGDVqFBYvXtyo0dbY2Jj9ANq3b68yOYnq3Rv8/Pxw6tQpFfeNV1koFKJjx46ws7NT8ZPi8XhQV1dXcSsQCoUq9YlEIohEojc6lraWU3SDBvG+9axevRpSqRT9+vVrlXZ9KmxiYsLOtwZu165do9DoDMNwFgUdHR14eXkhMTER2dnZ8PHxUelrgUCAM2fOYP/+/Zx5IxKJYGBgAEdHRzg6OqJr167Q0tKCuro6y9bW1nB0dMTo0aNx7tw5DB8+nH23vb09SkpKWNeRBnj/2bNn49y5cwgLC8PKlSsbhVpvKX/SQq7BGdjMzAwikQhubm4Qi8WcZ6qqqjBnzhwWm37o0KHIyspq8Tv/SM7ADZPkY7fhU2730qX/j73vDosiS9f/qgPd5AwiqQdZYJRBrrDKKIuyKuqKqGPkGlnzGrmKyjUPY86yhjGOOo45wSoqYoBFEEEQVgWRPORMD7Gh398f/rquZYMiYphdzvN8zwNdVaeqTp166ztfeL9lkMvliIqK+uKyUlorYrEY/fv3V9IE2zLmzs7OiIuLQ01NDSIiIpqNQ1TI0KFDkZOT80H8bm8+54ULF6KoqKjZ8gGKmNF39amiovLWD+AXBXKfo/27gdzvUXr06IE9e/bA1dX1o+dTGhgYwM/PD+7u7r+7D4JYLIZEIsHx48dx//59jq2trf3FxsaiqakJBw4ceGdBHIFAgNOnT+Pq1avtQtZJRNiyZQuysrLaXKhGTU0NgYGBGDVqVIv7dIDcFw5yigyHt6Xw/J6Fx+Ph5MmTaGxsRF5eHnx9fT9aWtnvXVxdXREXFwd/f38IhcIPBmmGYeDv74/Nmze3uriSjY0NkpKSEB8f32IZxNaKWCxGVFQUbt++3SZTBMMwrJPkbdyKHSDXjiAnEAgwderUD374r4u+vj7i4uJw584dLFq06N8OAEQiERITExEWFoZ+/frh5s2brKf4c1/bxxZ7e3vs37//nRoUn8+Ho6MjIiIiUFFRga1bt7ZbXi6fz28RLFtypHh4eODOnTttKmjzulhbW6OyshILFix472N5PB48PT1RUVGBOXPmvHXfDpBrZ5C7du0aYmJi2pU7rFOnTli6dCkyMzPZL3lbk5W/NOHz+Thw4ADS0tKgra0NsViM9evX48SJEx+ldOOXInw+H9u3b8eDBw/eCnJ8Ph++vr6QSqW4cePGW5PY21MEAgH279/PZta8Ke2hSYrFYmzatKnVdGGvi4uLC3Jzc3HkyJF3fiQ6QK4dQU5dXR3Xr19HeXk5mxDdnmJjY4Nly5bhypUr8Pf3/93ZlFoSiUSCZ8+eYcGCBWAYhiX5vHbt2mcvrPKxpHfv3igrK8PkyZNb3EdPTw979uzB06dPcfDgwfdmYfkQYRgG27ZtQ1xc3Ecj+/wQWbt2LXx9fVsF+B0g144g5+/vD6lUysnr/BjyevD0v4t0794dT58+Rd++fUH06gXfsmULYmJi/i2BztXVFVu2bGk2EFksFmPixImIjY3FkiVLoKmp2eLLzOPxPqi6fEuiiL18PY/2SxKBQNBqJ1UHyLUjyFlYWHyRnPm/F1mwYAEePnyIPn36gOgVr9mNGzcQGxv7SbWYTyUt1aC4fv06oqKiMHfu3BbBTUtLCyNHjsTUqVMxcuTIdr82GxsbZGdnN8sK8nuTDpD7wr2r/0mioqKC7du3Iz09nfWWGRsb4+bNmzh//vy/pUb3ujAMAycnJ1y4cOGt3kIrKyucOnUKGzZswIABAz6KJqempgZra2uOtsTj8WBtbf1FanZvkw6Q6wC5VouxsXGLPHXm5ubtEuNmaGiIO3fucNJ4jI2NcfbsWaSmpmLFihUYOHDgO43NvzextLREYGAgFi9e3GI4haqqKszNzbFr1y6MHDkSDMO0e7Get/Xn4uKCwsJCJCQktMlZIBAI2iUAWyAQvJc9urUgxwC/swrDrWxVVVUcVovWNgW7BBFRY2MjMQxDPB6Pw86hqalJYrGYw0zCMAzx+XwyMDCgb7/9lvT19dltJSUlFB8fT3l5eSQQCKhPnz4UERFBRERDhgyh0NBQlpHBxsaG/va3v9GKFSsIAA0fPpwiIiLo119/JSIioVBIX331FX377bcctouSkhKqqKgga2trUlNTY+mVFA0ARUVFUXl5OduPlZUVvXz5kmbMmEFXr16lH374gVOU2cPDg/bv309BQUG0cuVKDmuEjo4OWVpaUlNTEw0aNIjq6upo3759BID09fVpzJgx9NNPP1FdXR2nv7///e/k7u5Oubm5RPSKdmngwIG0bds2srGxoVOnTtH06dOpoaGBGIahwYMHU2VlJT148IDtR11dnSZOnEg//fQTy9ryZjMxMaGGhgYqLS1lf1NRUaHOnTtTbm4uyWQy9neBQEBqamokl8vJ2tqa/vWvf3GKeRsZGZGWlhZ99dVXZGFhQenp6SSRSKiuro6uXbtGurq6NHz4cNLW1qa///3vVF5eTgzDkKWlJW3bto3u3r1Lt2/fJmdnZ5LJZKSmpkZ9+vShpKQk6tevH5mamlLnzp3p559/phcvXpCGhgbZ2dlRQEAAS1Gkrq5Oo0aNosrKSrp27Rrn+t7VDAwMKDAwkB4+fEh///vfOceKxWK6ceMG9ejRgx49ekQ2NjY0evRoevjwIacPhmGoS5cu9Oc//5m0tbXp8uXL9PLlS+LxeBQQEEBisZiWLl1KTU1NZGdnR19//TUFBwez5+rZsydNmTKF1q5dy3lveDwe+fj40JMnT6hv376ko6NDa9eu5bxvLbXKykrS0tJ69wB8NFXqM7e2aHLq6urYvXs3Hj58iOjoaKxevRoBAQE4d+4cZ+kwZ84cpKSkwNHRkf1t0aJFePjwIbKzs1FRUYGqqirIZDIAQGNjI0pLS/Ho0SPEx8ejpqYGa9asQdeuXVFRUQEPDw+2n127dqG8vBwWFhYYP348Kioq2PP07t0b0dHRKC8vh1wuZ2mnFeeor69n7z89PR3R0dGoq6uDTCZDTEwMIiIi2N/ebAkJCZzAZIlEgpycHKSnp0MqlWLKlCnsNldXVyQmJrLnb2xsRHFxMRtHuHXrVkilUk4dVEtLS4SGhqKpqQk7duxQ0mRiYmJQXl6OsWPHsrbPbt26oaioCM+ePePUGBg4cCCqq6s51/S6uLm5ISMjA9HR0Zz4Qx8fH1RUVGDGjBnsb926dUNERASePXuGxMREVFVVsSQJmpqa2LhxI0vAkJycjNzcXJSVlSEyMhJZWVmIjIxEcnIyZDIZ5HI5hg0bBqFQiOXLl+PmzZssy3BcXByCg4MRHBwMmUyG7OxshIeHszFyRUVFuH//Ppu6WFdXx2H4NTMzQ3l5OcrKyt57eT9mzBjI5XLExcWxhJYKUVNTQ1xcHDZu3AgjIyM8f/682fg0T09PFBQU4OXLl3j69Cni4+NhYmICgUCA27dvo7q6mg1L2blzJ549e8Zq5UKhEFeuXEFFRQWHgILolQ0yIyMDmzdvxpEjR/D8+fO3sl+/Lh3L1fcEOYZhsGXLFtTW1uLcuXOYOnUq7t27B7lcjpqaGs6EO336NABg+/btnN9KS0uxfPlyWFtbQyKRIDg4GEVFRZg7dy4mT57MysWLF1FYWIjdu3ejrKyMZZNQ0C9JpVLY2dlh5cqVKC0tZRk8duzYAQB4+vQpfHx8YG9vj+nTp0MqleLgwYOYPHkyli5dipKSEgwcOBAqKipYunQpSktL4ejoCD6fDzU1NURGRiI1NRUzZ87E7t27IZPJEBsbywG5kSNHIisrC1ZWVli4cCFu3boFPp8PFRUVREdHs7UE/Pz8IJVKOXmKAQEBeP78OWvjsbCwwIMHD1BQUMAyWLwevqCnp4e8vDzk5+fD09OTXbJ0794dhYWFyMjI4Hxk3N3d0djYyBl/olfe6dmzZyMvLw8AOC8aEWHDhg2oqqriJLwHBgYiJycH586dY6mCFLGKpqamKC0txdWrVzFp0iRYWFjAx8eHpXEyNjaGRCKBRCLB/v37UV9fj379+sHGxgbz5s2DmZkZnj59ip9++glubm7Q1NSEs7MzsrKy0KtXL5ac4MaNG5g4cSL4fD6mTZuGuro6PHv2jMMWMnToUNTX1+P+/futppBSyNSpU1FbW9siLfqlS5cwaNAgHDhwAFVVVRwGGsW8PHToEFsRzsjICImJiazpYefOnSgtLYWDgwNEIhEePHiAM2fOcJ5jRUUFzpw5o2T60NbW5igG0dHRrc4C6gC59wQ5xRflwoUL7CSSSCQoLCzE06dPOZrEmTNn0NDQwAmoXLRoEWJiYljbB5/PR3BwMB4+fMjxpPF4PBw7dgxNTU1oampCeXk5p47r4sWL8ezZM2hra2PNmjV4+fIlm0+4cOFCNDQ0YMKECez+U6ZMwcOHD1mbiKqqKh48eMDuIxKJcP/+fbaGgrGxMfLy8jB+/HgQvSpcUlJSwlZVU8iSJUsQHBwMgUAABwcHvHz5Ep07d0anTp2Qk5PDfu35fD7u3r2LO3fusBrYtGnTkJiYyE7WzZs3o6CgAO7u7pgwYQJSU1M5Rm4FyEVGRmL58uXs+AsEAkRHRyMoKIhjq9HT08PDhw85ICcQCLB48WJUV1cjOjoahYWF2L9/P+elunz5MqKiothnpKWlheTkZCxZsoQFwezsbBZczM3NkZ+fz8l08ff3R1JSkpJTYN++faiursbw4cPZuhI8Hg8DBw7kPN9u3bohKysLY8aMAdGr2hFhYWFQU1ODmpoa9u/fr6TtOjo6IiUlBQCwaNGiZueviopKi/aso0ePoqmpCUFBQUqUV2pqanj48CEiIiLQ1NSE8+fPw8TEhAOwqqqqSExMZD2yqqqquHbtGoKDg9mPnmL+WFlZobS0FHPnzmWfy+XLlwGArV/yOngaGxsjOzsbd+/eRWlpKZKSktpdk/s/o81/eNPW1iZVVVWWJZfola2GYRjKyspiGVg1NTXJ2tqaysrKWGZgoVBIqqqqnP40NDSoe/fuLDPvs2fPiOiVregvf/kL7dq1i9TV1WncuHGc49LT0+nXX3+luro6+tOf/kSPHz+miooKIiI6fvw4paenU2hoKOeYlJQU1vbRu3dv+uabb8jW1paIXtnOOnfuzO6rYFYuLCykqVOn0sKFC1mK6iFDhhARUX5+Pv3pT3+ixsZG+stf/kIzZsygqqoqKi8vJxMTE1JVVaW6ujqSSCQ0adIkcnR0pIyMDPLw8CB9fX1au3YtPXv2jORyOfH5fOrZsyelpaVRp06d6Pvvv6enT582a0u7c+cOnTlzht2mp6dHJiYmZGVlRV27dmUp6MvKyigsLIy1G2lra9OCBQto8eLFdPz4cfL396cTJ07QvXv3iGEYUldXpz59+pCtrS1JpVLq1KkTaWpqkpWVFXXu3JlycnLIzc2Nxo4dSyUlJaSvr0+amprk6+tLtbW1LLU7n8+n3r17U9euXem7776jY8eOERGRqqoq/fGPfyQ1NTXy8vKiq1evsvPH19eXhEIh+fv7k52dHf3v//4vGRgYsH1+++231L17d1q4cCE5OTmRp6cnVVdXk4WFBQ0ZMoQ0NDQoICCAbGxsiOiVzdbR0ZESEhLYcVNTU6Off/6Z0tLSaM2aNexcVVyDsbExZWZmUn19PcdGSkTUtWtX+uabb0gsFlNFRQX17t2boqKiqLq6mi5cuEDbt2+nuro6KikpIQ8PD7p//z7NmzePPDw86OjRo4RXihJlZGSQtrY27dy5k6RSKTsGvXr1IldXV6qsrCQXFxcyNTUlgUBAX3/9NfXr14+GDRtGqqqqtHLlSjpy5AhVVFS0yh73Xu3j6FGfv72vJmdhYYGCggKsXbsW5ubmcHd3x4MHD9DY2IioqCiYm5vDwMCArZZUUlICT09P2NjYYM6cOWxJNsXXVEdHh60Tu3//fvY8Q4cORWFhIWxsbDB//nwlTW758uUoLi7GzZs3UV1d/c54prFjx6KwsBCTJ09G//79Wcbl4OBgzJ8/H1FRUSgvL2fZZsViMYKCglBcXAyZTIakpCRERkaitrYW9fX1qK+vR1VVFVvYpaGhAdXV1Vi8eDEYhgGPx8Pq1atRUFCAkpIS1NTU4N69ewgLC0NycjIKCwtRWFjIWRr5+PggJycHxcXFePr0qRKBqEKTy8nJQX5+Plve0MrKClKpFPX19ZwllFAoxMGDB9G1a1d4e3sjOjoaT548gbe3N1RUVFhts6SkBCEhIYiJiYFUKkVWVhZqamqQn5+PoqIilJaWAnhF9lhZWYns7GwkJCQgMzOTJYRcuXIlqw126tQJubm5kMvlHPbf/v37o6GhAQCwZcsWdn+hUIjAwEAEBwejoKAAdXV1SEpKwtChQ9l9FEvUx48f4969e5gxYwZbHLy4uBj19fWIi4uDt7c3zp07h8bGRjx48ICzZOXxeBg3bhykUimnqpzieUdFRSEwMBCWlpYYO3Ysx1SgoFkaOXIkLCwsYGVlhWHDhmHy5MnIz8/H8ePHoaKiAmtra9y7dw85OTloaGhAUFAQq7GOHj0aWVlZiI+PR21tLZYuXcq+U0lJSdi8eTOsra0REBCAlJQUFBQUoKamBpcuXcKPP/6I2bNnQyAQYP369YiPj++wybW2vS/I8fl8rFy5krUvVVVV4ebNmxg7diwiIiKQmpqKtLQ01NbWIioqCrGxsSguLoZUKkVDQwOuXLnCoanR0NDAkydPUFNTw3khFCzJPB4P/fr1w6lTp9ilsKqqKu7fv4+CggKEh4djx44d78zz1NPTw4EDB5CZmYna2lokJSUhICAAt2/fRkVFBfLz8zF27FjOUkZbWxve3t5YtGgRS9zp6OgIZ2dnODs7Y8mSJaitrcWGDRvQs2dPODg4cJbcQqEQLi4umDVrFhwdHaGqqgqhUAg1NTVYWloq1R7l8Xjo1KkTrKysoKqqqrSsEovFWL58OUJDQ7Fy5Up2qSQWi7F9+3aWnUOxv7GxMTIzM3H+/HkUFRXhp59+4pQeHDBgAJtl4evri+XLl8PV1RUGBgYYOXIkBg4cCD8/P/j7+8Pf3x9z5syBs7MzJBIJVFVVYWtriwEDBigVTBYIBJgwYQKOHj3KEqoSvTJrPH36FLW1tZg6dSrn3oRCIYRCIbp164bBgwdzloFvjsHrYRgikQhWVlZwcnJi55XiuTVHcrB27VrU1tY2W9903rx5KCkpQW5uLrKzszkf1aFDhyIrK4vDN2dkZITt27dDKpXi4sWLrNlBLBbD1dUVU6dO5SzXhUIhhgwZgitXrmDNmjVQUVFhc3hPnTrFzh1FPJ6zszMcHR2Vwk5UVFRgZ2fX6jCSDpBrg3dVKBTC09OTrfGgeLh6enoYNWoUfH19MXToUKioqEAsFsPa2hrjxo3D+PHjm2URsbe3h6ur61tjlF63GQ0ZMgRFRUVwdnZ+K4vEm8IwDGxtbTFy5Ei2xoSCubVz587vnQvbq1cvjm3qU0lz8XjNESz27t0bMpkM+fn5zWYP+Pn5oaioiE0la29pbjy7desGFxeXz5IPqq6ujtjYWOzZs6fZuSYQCLBgwQLs3r0bbm5unOs3NTVFQEAAIiIi4O3tjVmzZiEuLo6t/fo+c4DH47F9Ozg4oKSkpE1xd62VDpD7HQYDb9y4Efn5+W9lcf0UogC5L5H+SSKR4PTp0ygvL2/xBVJ4KFesWPHZr/dTCMMwcHBw4BRReh9R1DaJjIxETk4OoqOjMWrUqDYHJAsEAuzbtw8nT578qCzNHSD3OwS5gIAAyOXyZovVfErp1asXCgsLMW3atC+K+klbW5utGHXp0qUWMzEEAgFGjBjxH8Fd154iFAphYmLywcA0fPhwvHjxQsmT297SAXK/Q5Dr1KkTpk6dyrEvfQ7p0qULsrKy0NTUhIULF372cVGIubk58vLy8OzZsy8KfDvk/8Ta2hpJSUkthrq0p3SA3O8Q5L4ksbOzw6xZszgG9telR48eGD58+CdlEeHz+XBwcPhk52QYBtOmTWM901+KmJubw83N7bObNd4UJycnJCQkYP369Z8k2b8D5D4yyJmamipFhn9M+dKINO3t7ZGWloaQkJDfbXWst4mhoSGMjY3x+PFjHDp0qFVR+Dwej7NE+xjPzM7ODklJSbhx48Yndwy9TfT19ZGUlKRU2vBjSgfIfUSQ4/F4uHjxIl68ePFR6HDelP79+yMgIOCTnKu1IhQKcfr0aeTl5X1RDgqRSNRsmMr7yqBBg3D48GEEBga2+v5cXV1x7do1aGlpQSQSYfz48ZxMmQ8VExMTJCYmIiUlpV3rjbSHiMVipdCSd4mqqirGjx8PQ0PDNp2zA+Q+IsgZGBggIyMDBQUFH91+pqGhgbCwMNy+ffuLApNhw4ahrKwMBw4c+CIqjjEMA3t7e5b1ds2aNW32Niqkf//+CA8Pb1UdVAU/XlNTE44fPw5nZ+d217QcHR3x5MmTL5p/T1dXF4MHD8bkyZPfCV6mpqaIjo7GvXv32Pzt95EOkPuIIOft7Q2ZTIb4+PiPXpRl/PjxqKysbHZp7O7ujk2bNrWrtvC68Pl89O/fv1kQ09HRwfDhwz9J8ZXWiKqqKiIiIlBZWYlDhw5h3rx5LSakt1Z4PB709PRatfzy9vZGTU0Nzp8//9HqzGppabUJDD6V8Hg8HD58GDKZDHV1dWxC/7vuyc/PDxEREZg6dep7LXU7QO4jgZyOjg6eP3+OhoaGd6ZcvS9bxJsiFApx8eJFbN68Wenha2lpIS4uDk1NTS1SDn2o8Pl87N69G9evX2dTpj73i/Q2kUgk6Nq160cvZN2cGBgYwN3d/Ysfo48tkyZNwsKFC+Ho6IgjR47A19e3Vcf17NkTUVFRGDt2bKs/nB0g10aQE4vFMDIyatGmM3nyZDbn820alJGREW7evIlhw4a1ecIwDINOnTo1C5bdunVDdXU1ysrKcO3atY/2cmloaGDixIkICwvDyZMn30rf/aHCMAx69+790TTTDvm0oqam9l42uq5duyIyMhKzZ89ulUbXAXJtADkzMzOEhIQgOzsbP/74IyfHj4jQuXNnpKenAwDi4+PfanNRUVHBokWLkJycDC8vr3afQMOHD0dmZiYGDRqER48efXTboK6uLgICAnDixImPRlGuqqqKGzdufNRzdEjrhc/no2vXru1Oxf420dfXx759+7BmzRo4Ojq+VSvvALk2gJyvry/kcjliYmJw8+ZNnD17lv0S8Xg8BAYGQi6XAwDWr1//zv4YhsHw4cORnJyMXr16tdtEYBgGp0+fRlhYGFRUVHDr1i0Ou/DHEnV1dRw9ehRHjx5tFoT4fD6MjIxgZ2cHLy8veHl5YdCgQc0aoBX2rjcnsZGREYKDg3Ht2rVm48D4fD4kEkmbPM0CgaDF3NLWeGONjIywYcOGVj3LNxPuGYZB586dMXToUAwZMgRdunSBRCKBgYEBeDweeDweDA0N0blzZ5YoQQEuurq6HM1GX18fvr6+bOK+ubk5Bg4c2KztVCAQoHv37u+8Pw0NDRgbG8PY2BimpqZwdnbGhAkTUFhYiMWLF8PNzY3dbmxsDHd3d7i5ucHExASurq6c67O1tUW3bt3Y/3V1deHt7c3el7GxMezs7BAQEIC9e/di3Lhx7Hzx8vLCpEmTkJaWhsrKSsyYMaNFoOsAuTaA3KxZs1BXV4dJkybBzs4OkZGROHDgACQSCRYsWIDs7GwcPXoUubm5rCNATU0NS5YseauRe8qUKYiOjm7RK6arqws7OztoaGhgyJAhCA4O5lDmLFiwADt27MD8+fOxaNEiXLhwAS9fvkRKSgoWLVqE9PR03L59G/Pnz8f8+fMxZswY+Pj4YO/evfDx8VHyDkokEixatAirVq2Cq6srdu3ahYULF7K2EDs7O+zdu1cJSHg8HkaMGIGqqiqcPHmSA3QikQiHDh1CYWEhKioq0NTUBACoqanB8+fPsWTJEnTr1g0jRozAsmXLcP36dWRkZOD8+fNK6Vd6enpYv349YmNjYW5uztnm6uqKwsJCXLx4kcP68ub9TZw4EXPmzMH8+fMxduxYBAcH486dO7h48SLWrFmD4OBgHD16FEuWLMHq1atx/fp1bNmyhX1ZFTFvPB4PWlpaGD9+PPbt24cNGzZg7969uHr1KubMmYMRI0Zgw4YNHEp1Ho+HnTt3Yu/evaypwdPTE3l5eZDL5airq0NhYSFKS0uRl5eHW7duITQ0FPn5+SgtLWVp5ZcuXQqhUIiQkBBMnDiR7d/HxwdNTU0YN24cBAIBzp07h/z8fCVqcwUwP3/+HBMmTHgr0K1cuRIlJSUoKSlBYWEhioqKkJSUhPr6ejQ2NiIpKQnh4eEshVV9fT2kUikyMjJQU1PDlk9UXO/Lly/Zj9vo0aPR1NSEiooKlJeXIycnh6Uha2hoQHJyMp49e4ba2lr2/ZXJZGhsbER1dTVmzpzZLNB1gFwbQE5HRweHDh1Cbm4um9ak4I4rLS3F7NmzMXPmTJw6dYplYvXz80NjYyNSUlJaDDVQUVHB+vXrcf36daVIcIFAgNOnT6O6uhpPnz5FeXk5AMDPz4/VAEJCQlBWVoY7d+4gLCwMYWFhKC0tRVlZGe7evYuKigpUV1fjxYsX+OmnnxAfH4+mpibk5eUhKSkJFy9eZF9eMzMzxMTEsHbFsrIyyOVyFBQUsIAyb948FBYWcuxvdnZ22L9/P0thnpKSwgE6HR0dJCQk4NChQ5gyZQqCgoJQW1sLX19f7N69G01NTaitrWXHc+PGjViyZAnCw8Nx4cIFpUksFAoxffp0nDhxgqPRDRkyBM+fP0djYyN27typZKTm8XjYtWsX+0KVl5ejsrISlZWVWLp0Kdzd3eHn54f09HTU1tYiPDwcsbGxkEqlHOZaV1dXvHz5EuPHj4efnx+Cg4Ph4uKCGTNmoKamBocPH8b+/ftRU1MDADhy5AiHSzAjIwOZmZkwMjICEWHTpk2oq6vDkSNH0KdPHzg6OuLSpUtoamrC3r17sWTJElZGjhyJyMhIhIaGokePHsjMzMTw4cPZa9u1axcaGxvh6ekJS0tLFBQUYPny5c0CwYQJEyCTyViW55bm/sKFC1FWVoaHDx/Cy8sLXbt2hYaGBq5cuYLz589DR0eHfcahoaGYOXMmXFxckJSUhLq6OpZ52t3dHfX19Thx4gSrySoo5t3d3eHo6AgHBweWg3Hy5MnQ1NSEuro6zp49CwCIjIzE4MGD4evri6amJlRVVWHAgAFKIN0Bcm10PKioqMDU1BTW1tbYu3cvioqKMGXKFDg6OsLIyAjx8fEs+4WTkxOKi4tRUlICmUz21gwIsViMmzdv4sCBAxwbh5WVFQoKCrB9+3YsXrwYFRUVbK0ABcjduHED27ZtY5c1fD4fly9fxrZt26CiooL79+9j0qRJMDY2Bo/Hg52dHcrLyzFmzBiYmpriwYMHbK7n/PnzUVpainHjxkFLSwuenp6orKzE6dOnWSBctmwZcnNz2bg8iUSCtLQ0PHv2DCNHjkSvXr2QlJQEmUyG48ePQyQSgWEYGBoagsfjQVdXF3FxcdiwYQNUVVXx008/ITMzE6mpqZBKpXB1dWUn7Pjx45GTk8OCwevSu3dvFBYW4saNG5yln56eHhYsWICYmBilJdqAAQNQWFiI7du3w8LCAqampujfvz98fHzY++vbty+KioowceJECAQCzJ49GxMmTGC1LrFYjAcPHkAqlWLbtm3Q1dWFQCCAubk5srKysHXrVpZu6/Hjx5wiLkSEfv36ob6+Hhs3bgSPx4NAIEB4eDhu377N3gfDMDh69Cju3r2rtIRmGAa7d+9GbW0tSktLUVlZydHS9u3bh8zMTBgaGmLKlCkoLi5uMdVNV1cXXl5ebP2NlkQkEsHU1JSjvaupqeHRo0eslmZtbY38/Hw4OTmB6FWcW35+Ps6fP8/O6dWrVwMAli9fDqJXdlZFAR8FyPL5fJw+fRqpqans+RR9x8bGwsbGBkOGDMGNGzfw5MkTbNiwATk5OZg8eXIHyL3e2iOEZOTIkUhNTWW9fVOnTkVUVBQ0NTUxcuRIpKSk4OLFi3ByckJ+fv5bQU5fXx/R0dGoqanhVCwaOXIknjx5Ak1NTaiqquLq1asctuAePXogLy9PqZr63r17MX36dJibmyMpKYmzrOvfvz+Sk5NhaGgICwsLJCcnY/To0VBVVUVcXByCgoIgEAjA4/Hg4+OD6upqNhFfQ0MDsbGxOH/+PDspFRqLl5cXli5dioyMDLx8+RJjxoxBTEwM5s+fzwGhJUuW4Pnz59DX14eDgwNycnIwbNgwSCQSnDp1Cvv374eHhwfGjBmD/Px8XL9+nXO8jo4OfHx8kJmZifT0dCQlJSlF+Ovq6iIyMpITNzZgwADk5+ejrKyM81LPnTsXYWFhLGgr6jQozARxcXE4evQo1NTUYGxsjGnTpqG2thZXr17laD8uLi7Iy8tj+1ZRUcGjR4+Qk5PDLp1tbW3Z0B4F8GlpabEpT4q+NDQ0kJSUhGvXril5Env27In8/Hx8//33OHr0qBLILVu2DHfv3gWfz8eGDRtQUFDQ5qyBt0nPnj1RU1ODjRs3guhVwPPTp0/h5OSEYcOG4fr165DL5Th79ix69eqFQYMG4cWLFwCAvXv3Yvjw4Thz5gxkMhlWr17Napr6+vrIyMhAfX09qzB07doVJSUlyM/PR0JCAurr6xEREQFLS0vw+XwsWbIEGRkZmDx5MvtR6AC59wA5Pp8PY2NjzldMIBAgKCiI83DOnz+PvLw8BAcHo7q6GsnJySzTaXV1Nfz9/ZUCQRmGgZeXFx4/foysrCykpaXhzp077Mvj6+uLO3fuwN3dHYGBgWxpQT8/P2zZsgVxcXHIzs7mLIUZhsHVq1fh6OiIBQsW4OrVq5wX5dixYygqKsKRI0eQkJCAxsZGeHl5QSAQ4MCBAwgNDWXtclKpFFVVVYiKisKhQ4cQEhKC6upqTujL1q1bUVtbi8LCQkilUgQHB7OaoYWFBc6fP49jx47B1NQUmpqaePDgAdatWweGYbB8+XJERUWx96ujo4Ndu3YhLi4OJSUluH37Nnr37s3el52dHUJDQ1FZWYmdO3fC2NgYrq6uuHPnDkfjYRgGBw8eZA3wAwYMYJfninAXOzs7WFhY4PLly7h8+TJLq+3p6YkXL14gJiYG+fn5kMvlqKqqYj3rCpvZgwcPOOdUUD399NNPGD9+PI4ePYrq6mqUlJRg8uTJCAwMRHZ2NnJzcxEeHo74+HhMmTIFJ06cgFQq5Wh7Li4uqK2tRXZ2Nse2KBAIcP78eaSnp8PAwAAzZ85EVVUVJ6j2ypUrOH78OHr27InMzEz88ssvHyVf1M/PDwCQnJzMrhICAgKQlpaG8vJyPH/+HCtXrsSxY8fw5MkTVFdX48GDB7hy5QpSU1NRX1+PgoICBAYGcu7RxsaGNcsolvk8Hg9OTk748ccfce7cOcyYMQOdOnVij9HU1MTx48dRXV2NcePGdYAc8H4gZ2Njg5ycHDx58gRDhw6Fvr4+5syZg+zsbA6lz8KFC1FZWYmioiKsXLmSnXhisRg7d+5EU1MTZ/khEokwceJENpbNzs4OPXv2xJMnT9iQD2NjY2zatAkJCQlITU3F3r17ERgYiNjYWCQkJODgwYNKHiZF6cLFixfjwYMHHHp1RZWwgoIC3L17F1FRUZg5cyabmaGuro5r166hsLAQjY2NiImJQa9evTBt2jTcvXsXhYWFWLhwIeelEYvF6NOnDzw8PNC9e3eluD19fX3s2bMHT58+xbFjx5Ceng5zc3Noamri6dOnePHihVKKlaGhIaytrdlljoWFBQIDA1FcXIyCggL4+fmx9ywSiXDixAmsWLGCY5cxMDBASEgIEhMTkZOTg4iICJibm0NVVRWzZs1CUlIScnJykJeXxwmY5vF4MDU1xZw5czBs2DB4eHhg0KBBWLVqFbZs2QIPDw8YGxtj3rx5LAArxMLCAps3b8aTJ0+QlZWFa9euYdGiRUhISEBVVRWSkpLQu3dviEQi1kuoqB3yulbo7e2NxsZGpTqqIpEIZ86cwfr168EwDAYMGIDS0lIsXryYfX4JCQmora1FRUUFKisrPxodVu/evVFZWYmTJ0+yz0kgEMDZ2Rmurq4cx5Oenh5cXFzYD4menh769evHqb37+nyKjo5GZWWl0grlbSISidC7d2/WVtwBci2AHI/HU7LjWFpaIiEhAbdv30Z0dDRSU1NRWlqKdevWKXH829raQiKRKBlBdXR0MG/ePLYQtJGREfbs2QOpVIpffvmFBTWRSISQkBBs2LCB00enTp04dimRSMTaupq7j507d7KA+/pXXmH09vT0hFAobDZI2MjICP369cPs2bM5+bBaWlqwtLRsU3I7j8eDp6cnqqur2fAaBwcH1lPYEoElj8fDzJkz8eLFC9TX12PHjh2wsrJS0kwkEglOnjypFA/YuXNnODg4wMHBgRO3yDAMTE1N0a1bNwwdOrRN6XcKG+ibvzMMwwaNKxxJqqqqsLOzU4qdNDMza3ZMFV75gIAAJS+xUChkAZFhGE5ZQ4ZhEBwcjD179mDkyJHo1q3bR0utEwgEsLOz+yjB2ebm5rCzs/sgDbQD5FoAufnz5yMiIgL+/v6cFCBtbW0wDAMdHR14enrCxcWlzUwWffv2xePHj5Geno6JEycqBVO6urrixYsXSgVf3keGDx+OrKws7Nq1izPJdXV1kZWV9UlpoF5/KWbPns1+vV1dXdHQ0ICYmJgWXxSJRILi4mIUFhZiwYIFb31h3dzcsGDBgo+eL/wli8Ipoijs3B5ibGwMPT29L47O613SAXItgNy1a9cAALW1tcjJyUFAQEC7sWiIRCJ4eXkhLy8PMTExb9Ve9u7di2vXrjWrzrdGeDweDAwMlJaOmpqaeP78OQ4ePPjZ6b9VVFQwbdq0t9ICdenSBbdv38aAAQNa1efo0aP/o1mBDQwMUFhYiJ9++qldcnTV1NQQGRmJ1NRU+Pv7t7oc4JcgHSDXAsitW7cOcrkcCxcuhJOTEyIjI7Fr164WA0tbKwzD4MCBA6itrUV0dDS7bG1J9PT0cPnyZcTHx38wJdCboqjP2ZqsjC9BPhXJ4r+DaGlpITIyEufOnWsXQFI4AdLS0nD37l3cunWr2aDid/Xh4+PzSdO/iDpArkWQ09fXR1xcHKvuSyQSREVFYfv27W/V6FxdXWFvb9/icorH4+Gnn37Cnj17WqQMf1P09PQwa9asD2YreVPs7e3h7u7+0fI/VVRUvhiKpf9E0dDQaLc5I5FIkJ2djSlTpkBTUxPnz5/Hpk2b3mvpamtri7S0NEyePPmTLnk7QO4t3tVly5YhKiqKte1IJBJERkZi8+bNLQLd4sWLkZOTg/Pnz7dorxMKhS1qJZqamvD398egQYO+CJLJ1opQKISzszNr8FdRUcGFCxdw/fr1j16N6fckQqEQPj4+n91E8DaxsLBoVttaunQp4uLiYGVlhR49eiAlJQUDBw58r77nzJmDly9fttn80hbpALm3gJyDgwNKS0s5Xx6JRIL4+HgEBAQ0C2B8Ph+Ojo5seMbrMU+tEW1tbdy/fx91dXXtmqz/NhEIBB/0ZeXz+di8eTOkUikWLFgAolca6549e9DY2MjJr/1PFoFAgFWrVqG6upodpy9NRCIRwsLCsHfvXqVlrlAoREBAAE6fPg1tbW2MHj0aUVFR7/UR4/P58Pf3x5UrV9rd/NKSdIDcW0COz+djzZo1yMnJwahRo1gg8PT0REpKylurIKmqqmLOnDnw8/N7LwARCoW4cuUKZDLZR6/+5OzsjF27duHBgwdYsmRJm5etzs7OqKiowJUrVzihEVu3bsWLFy++aJba9xEDAwPMmDEDPXv2bNPxnTt3ZlPz2tv00F4iFosRGBiIurq6Zu3Furq6CA8Px6ZNmyASibBp0yZERka+F9Bpamri7NmzOHv2bEe1rk/R3hUMLBQKMWLECKSkpGDs2LFsbNLatWsRExMDe3v7t4KYYpuxsTGWL1/+TseFsbExbt++je3bt3/0EIhjx46hvLwcR44cwZkzZ1qsNP824fP5OHHiBB4+fKgU++Xs7NyqZYm6ujo8PDw+2KnzMcXCwgJPnjyBXC5HfHx8ix8EJycn7Nu3r9nlqLq6Onx8fL5YgGMYBnv37kVdXR2ioqKazRNWPNekpCTMnDkTYrEYmzdvfm+gU9Dif4qx6AC5VmY89O/fH0+ePMHEiRPBMAyEQiFWrlyJ1NRUfP/992+1nxkbG+PWrVuor6/HoEGD3nkusVj8SQyzgwYNQu/evT8oxMDNzY1N5G9rH8uWLWMZML5UAJg6dSrKysrw+PFjJCYmNuuxVFNTQ0REBB4/ftwiQHzpMnr0aCxbtuydTrF+/fohKSkJgwcPZjW6Bw8efJG2xg6Qe4+0rkGDBiEyMhLLli2DSCQCj8fDkCFDkJiYiBMnTjRL+W1hYYHw8HCUlJRg7ty5vytnwrtERUUFly5dwr1799q87ODxeDh+/DgyMjIQHx//QYHPH1N27NiBLVu2wMbGBjdv3lR6jnw+n03N+9KKTH8MYRgGc+bMQWJiIhuHeeTIETx48AB2dnZflFe9A+Tek4VEIpGw9gQFqEkkEly8eBFhYWEwMzNjtTAVFRVs2rQJVVVVGDly5BcfKa5IgG7NvioqKtiwYQPKy8tb/VILhUIlTU1DQwOJiYkYOXIk/Pz8WOqdL0EYhoFAIGAJJX18fGBkZNSs5j5ixAhUVlZi9+7dzXrOX3fu8Pl8mJmZfZAG/bZj9fX1YWpq+sFBwAparJYiATp37oy8vDzWsSQSibB+/XpkZGTg+++/b9H8oKmp+UWGkDAAQP+GraqqirS1td/rGDU1Nfr++++pS5cuNHnyZJJKpaSrq0sbN26kP/zhDxQaGkqFhYXk7u5O48ePp127dtHGjRuppqaGhEIhMQxDdXV1JJPJOP0KBAICQE1NTUREZG9vT2KxmOLi4kgx/M7OzlRYWEg5OTnscebm5mRhYUFERE1NTfTixQtqamqiP/zhDyQSiTjnMDIyIrlcTvHx8ZSdnc3ZNmXKFBowYAAtWLCAysvLSUNDg8aMGUMhISFUUFDA7scwDP3v//4vrV27lo4fP07Lli0jiURCYrGY3aeuro7q6+tp+PDhFBwcTImJieTi4kLLli1jx4yIqFu3bjR37lxavHgx9erVi+bOnUtjx44lAMQwDGloaDQ7Vm82a2trysrK4uxnaGhIAoGA8vPz2d+0tLSovr6e6uvrydjYmIqKitix5fF49O2339LgwYOJiMjY2Ji++eYbamxspG+//ZZOnDhBX331FX399dd09OhR9jmlpqaSv78/mZmZ0cyZM0kkElGXLl048+Xbb7+lc+fO0Z49e2jhwoX0P//zPzRo0CDKzMykadOmUUlJCfs8xGIx9enTh4RCIWc8IyMjiWEY6tOnD9na2tK5c+coODiYMw4eHh60Z88e0tHRoZs3b9KCBQuosrLyrWPXUnN3d6cjR47QihUr6PTp00rbBQIBnT59mvLz82nRokUkl8uJz+eTnZ0dLVmyhBwdHWn58uV0+/ZtdqxsbGzo9OnTtH//fjp8+HCrr4XP59PUqVPpt99+owsXLrD9taZVVlaSlpbWu3f8aKrUZ25t5ZPj8XhYs2YNtmzZwn7VGYbhGKgVrbi4GBkZGbh//z6Sk5ORnp6OwMBAjkpvbm6OM2fO4OrVq/jpp5/g7++P1NRU5OXlsd5JHo+HW7duITo6mrM89Pf3R2NjIxoaGlBUVITMzExkZGSgrq4OUqkUhw8fRkJCAmQyGZqamiCTyZCamooVK1aw16CiooLo6GiOV1dRcWzFihWce7ezs0NeXh4AoLCwEOnp6aipqWHZMl68eIE7d+6w1NXLli0Dn8/Hjh07WH42RV/9+/dHfn4+1q1bh6ioKDx//pzNX50yZQpevnyJOXPmgOgVYeL+/fuVvLVWVlYICwvD3Llz2d8sLCyQmJiIM2fOcGK+Fi9ejBEjRsDS0hJRUVEcfrXRo0ejvLwcDQ0NyM3NRU5ODkv1A4B9pnV1dQgODsa5c+eQm5vLUjAp6LobGxtRXl6OY8eOYebMmTh//jxqa2uxa9cuGBkZITMzE0eOHIGqqipmz56NpqYmNDU1oaGhgRXFuV6/ltLSUjQ2NkIul6OpqQnFxcWcmh2ampqIjY1lry8+Pv692DvelICAAADAgQMHmtW8NDU1cfHiRUilUk6YkIJqCQCkUin8/f3ZZ+ru7g6pVMryCLb2WhwcHFBVVYWwsLD3dsh91uXqr7/+igkTJkBPTw+qqqro3r07YmNj2e1yuRxr1qyBiYkJxGIx+vbti3/961+cPurq6jBv3jzo6+tDTU0Nw4YNY1+u1rS2gpyGhgbGjBmDqqoqDoXN8OHDIZVKkZiYiD179mDWrFnYsGEDGhoaUFNTg3379mHWrFlwdHRkJ44i1Ss/Px8TJkzAnDlz8PDhQwBAfn4+m4Opo6ODlJQUpKWlcZYCW7ZsQU5ODoYOHQobGxu4u7vj+PHjSEpKgpubGwQCAYYMGcISDA4aNAirV69GeXk5my/K5/MRFBSEnJwcdOrUiWWxSE1N5RBLKjxwOTk5WL16Ndzd3eHu7o6NGzeipqYGnp6e0NLSglgsxqBBg1BYWAhnZ2eW2XjMmDGccVy0aBEaGhpQW1uLpqYmbN26lR2Xo0ePAgBLf7RlyxZIpVKlHNdFixZx9lMApFwu59S8VdBLxcXFYceOHQgPD+d8oH755RcAwNKlS6GnpwcdHR3Y2dnhzp07OHXqFAYPHoyYmBjs2bOH/Ths3rwZ+fn56N+/P3R0dGBiYoLo6Gjs37+fvQ+xWMwy5/r4+EAqlbJhKOPGjcOWLVvg5+fHjqW7uzsOHDiAvLw8DBo0iL2WtWvXoqSkBIsXL2b3iYyMZF96ReHqxYsXg8/nQ11d/YNswIMGDUJdXR3WrFmjtE0gEODIkSNoampCfX09Ll68yC6Pu3XrhpKSEkRHR2PhwoVIT0/H/PnzWQAcNGgQ8vPz4e3t3eprWb58OcrKypQorb5okCsrK4OlpSWmTp2Khw8fIiMjA7dv38bLly/ZfRRV3y9evIikpCSMGzcOJiYmqKqqYveZPXs2TE1NERoaisePH8Pd3R3du3dHY2Njq66jLSCnpaWFU6dOQSqVor6+HqdPnwbDMCyjbnR0NEdbEQqF2LlzJ5KSkpoNPVBXV8eTJ09YLjAiwsyZMwGA81uPHj1QU1ODq1evcsA2Pj6ek38qFApx+/ZtBAQEsL8dPXoUz58/ZwFLT08POTk5mD59Ojtpg4ODcfbsWZY6PSwsDKGhoZyvuEgkQnx8PJYuXcq5BwsLC+Tk5LCU10SE7t27IzExEZqamhg3bhySk5OV7n/RokXYvHkzHB0dcfnyZU55x+nTp6O6upoF+Z07d+LMmTNKNqLz589z9iN65Sh48zc+n88SLwDAyZMnOf0MGTIEjx8/hpubG+f32bNnY8SIEeDz+bhy5Qob5a8Yo7Vr13L2X79+Pc6ePcv+b2lpiczMTFhZWWHz5s2Ii4trsRqYAnCPHTuG27dvs/fKMAyCgoKwfft29nl4eHigsrKSjdcMCAhAYmJiu8WemZubo6CgAGPHjlXaJpFIUFRUhJMnT2LSpEkoLi5mw4W2bduG2tpaNuPn+PHjiIuLY+2xDMNg48aNSEpKalWJTD6fj0uXLuHSpUttsjO2FuR41M5t8+bNZG5uTseOHaOePXuSRCKh/v37s7YMALRr1y5asWIFfffdd2Rvb0/Hjx+nmpoa+uWXX4jo1Vr7yJEjtH37dhowYAD913/9F/3888+UlJREt2/fbu9LJqJXdpv169eTi4sL/e1vf6Pdu3eToaEhMQzDbj958iSVl5ezx8hkMtq8eTMJBALq1auXUp+qqqqkqanJ2jTs7e1p4cKF7DZbW1vy9vamdevWkaqqKhkaGpKmpiZZWlrS3/72N7Kzs6N//vOfbH8mJibUo0cP1qZH9MoudPv2bSooKCAej0disZiEQiHp6+sT0Subh7m5OdXU1JBcLqevv/6aevTooWS3A0C//fYbdevWjdTU1EgoFJKGhgb5+fkRAI79y9DQkNTU1EhNTY08PT0pIyODampqOP3V1NRQp06dqKqqing8HlVUVLDbKisrqaamhmpqakhdXZ2cnZ2purqaY4/h8/lUVlZGfD6fvvnmG+rRowcNHz6cRo4cSXw+n/7whz+QjY0N2djY0DfffEPW1tZ07NgxOnbsGD179oxzLSEhIfSnP/2JM5ZERHZ2dkREpKurS9988w17D3K5nFJSUqhbt26krq5OQqGQbGxsyN3dneRyOXu8trY2qampka2tLf3lL3+he/fuKY3D601PT4/69etHPXr0ICcnJ842oVBIfD6fDA0NadSoURy7XU1NDTEMQyoqKiQQCMjb25sGDx7Mzk1FU1NTIx0dnRbPr2hfffUVGRoa0uzZs0lVVVXpGhmGoR9++IHu3LlDDQ0NZGhoSERE2dnZlJ+fT6mpqaSurk4GBgakqqrKXgcA2rp1KwEgV1fXd17HH//4R/rTn/5EN2/e5Ixru7dWQeF7tK+//hqLFi3C6NGjYWhoCEdHRxw8eJDdnpaWBiLC48ePOcd5eXlh8uTJAICwsDAQEcrKyjj7ODg4sIUy3mx1dXVsVabKykrk5OS811dBW1sb6enpGD58OFt84/Uv+caNGxEaGgonJyfWDiEWizFhwgRUVVWx1YreFEVRmJCQEOTk5CArKwspKSmoqqpCQUEBSkpK8ODBA+zYsQPx8fGIjo5GaWkpm2nwOqmlRCJBVVUV6uvrWb64SZMmISkpCTExMbh48SJCQkJQX1+PPn36sF/XzZs3IyoqCi4uLtiyZQtqa2ubXR5YW1vjypUriIuLw6NHj9hKTIGBgZwv7ZAhQ1BTU4OIiAg0NDSwtrXXxd7eHpMmTcLcuXNx//59jpZmYmKCxMREODk5YcGCBWhoaMDWrVs5x/v6+qKsrAxSqRRZWVnIzc1FSUkJnj59ihMnTuDRo0fIy8tDXl4eysrKkJOTA3Nzc3h6euLChQut8vKtWbMGy5Ytg4uLCwoKCjhBr127dsW1a9fw+PFjPHr0CIWFhSgsLOTYyhSVqRQFZ16njG9ORCIRoqOjAQB79uxhf+/VqxcyMzNx9OhRJCYmoqGhAXfv3mU1ty5duiAlJQX79+9nsxaePn3KmRtEr7TnJ0+esM++JXFzc2OrYL1ZJtPR0ZFdcgYFBaG0tJQN/3FyckJmZiZmz56N8PBwtmLam1rY9u3bERwc/FZ2GaFQiKNHj+LBgwdtTgP7bMtVBaOtv78/Hj9+jAMHDkAsFuP48eMAXpUbIyLk5uZyjpsxYwY8PDwAgC3592YbOHAgu9x7szVnX3gfUQR8njp1CiEhISgqKuIUyNXR0cG+ffuQm5uL5ORk/PLLL4iOjkZ1dTUSEhKajaVTTOwhQ4YgPDwcK1euhKmpKXR0dODm5gZra2uYm5uz7L36+vpwcXHBxIkT4e7urjRJjIyM8OLFC8hkMjaLQSAQoFOnTpg7dy4SExORnZ2N/fv3c5ZNJiYm2Lt3L0pLS1FbW/tWxhUDAwN4e3tj2rRpCAwMhJeXl5JBeNWqVZBKpWxth+YqQenq6iIwMBBSqRRhYWFK9+Lv74/s7GzIZDKkpKQoxdE5OTnB19cX9vb2MDExgbm5OSwtLaGvrw+GYaChoQFLS0tYWlqiV69erC1MJBK1WN/2TbG1tUVgYCDGjh2Lly9fKtWZtbS0xOTJk3Hw4EEcPnxYKaTGy8sLUqkUvr6+6NOnzzuBlWEYnDlzBunp6ZwsFIZhYGlpiSVLluD06dPYuHGjUmGaHj164M6dO6irq0NmZmazweeWlpaIjIxERETEW2mPXFxcUF9fj5iYGKXgZwWVv1QqRUlJCTZv3sz2paKiAn9/f7x48QKZmZlYs2ZNs0W++/Tpg6ysrBYzJRiGgbe3N8rLy1sVRP/FgZxQKMS3337L+W3+/PlwcXEB8H8gp/DiKdr06dMxaNAgAC2D3IABAzBr1qxmz/uhmhzRK03m1KlTOHnyJKZMmaL0heLxeLC3t8ePP/6ICxcuYNOmTVixYkWL9VbfnDxtfZhvvvxz585ttj91dXVoa2s3O8F5PB7GjRuHefPmfXDg8rhx43D//v139uPm5obCwsJmGS3U1NQwcuRIrFix4rNF0+vp6SE5ORnZ2dk4duzYe8d4zZ49G9XV1W8lBW3uGWlpabUpnkwsFqNXr14c++brz3fRokXIzc3F0qVL39q/mpoa/P39W4yDFAgEcHR0hLW1dYveVy0trRbtaEKhEJcuXcLKlSub3W5lZYX09HT89NNPHzQXPxvIWVhYYNq0aZzf9u3bh86dOwP4eMvVN9uHhJC8ywiqMOB/jhfzS5Bt27YhPz8fXl5eb91PIBBAIpF8sWPF5/Nx+PBhVFZWwtPT872PP3LkCGQyGSZNmvTZ70UR2BwQEPDReATfRyZNmoTk5GSlwOGuXbvi0aNHrCLzIef4bCDn7e0NV1dXzm+LFi1itTu5XI5OnTph8+bN7Pb6+npoa2vjwIEDAICKigoIhUK2ojYA5OXlgcfj4caNG626jvaou9qSaGhofFHpLZ9axo8fj6ioqDa5/b800dHRgb29fZuA2NraGr6+vm/1qH4qUWhfX8oHxdjYGPfu3cOxY8cwZ84czJ07F6dOnUJ6ejpSU1PbhcL+s4FcTEwMBAIB1q9fj9TUVJw6dQpqamr4+eef2X02bdoEbW1tXLp0CUlJSfD29m42hMTMzAy3b9/G48eP8ec///mjh5C0RkxMTHD9+nWsXbv2i0/n+pjyOXN1+Xz+J6fa5vF4XwSYfQqxtrZ+K91Ya8Xc3Bz79u3D/fv3kZ2djYqKCkRHR6NHjx7tcp2fNRhYUXxYJBLBzs6O410F/i8YuFOnThCJRHBzc0NSUhJnn9raWsybN48NKPb09ER2dnarr+FDQY7H48HX1xeTJ09mX2iBQIBLly6huLi41YVXfk+ioaGB9evXK8WTfUmioaEBf3//T07YaWZmhrt377boYGAYBu7u7jh69CgCAwM5TqsPES0trTZrmm2VLVu2IC8vr10qvinypo2MjGBhYdGuPHMdCfofCHJ8Ph979+6FVCplMx8kEgmSk5MxdOjQT/qCfQpRV1fHjh07IJVKlbIXvhTh8/nYtm0bpFLpJy+5yOPxsH//fuTn5zfrve3WrRtycnIgk8mQnZ2NxMREODs7f/AzCQ4ORl5eHszMzD7ZvTo6OrJpWx/rHD179mQ/Vm1dEXWAXDssVz08PCCVSrF69WoQvQqLeF+6HYlE8kWUeVOUMFRTU4ORkRHU1NQgFos5qUPZ2dmYM2dOu5S6+xjSrVs3ZGVlYfPmzR9stH5fsbOzw8OHDxEfH6+Um6mqqoq7d++iuroac+fOhbGxMYYMGYInT5406wlt7fNat24damtrcfjw4Vbdb9euXbFt2zZ06tTpg+7Vz88PDQ0NmDp16kcZS4lEgszMTFRUVCAvLw/9+/dvUz8dINcOIOfj44M7d+60eaIqgicnTJjwyV7GlsTCwgLJycl4/PgxiouLERcXh4cPH+L06dPg8/lQVVWFvr7+FwtwRK9CEyQSyWexB27ZsgWlpaXNhsN06dIFlZWVOHr0KDt+xsbGSE9Pb3NhF5FIhIiICGzYsKHVgL5lyxY0NTWhX79+H3Sv7u7umD9//kf7kEgkEly6dAldu3aFr68vgoOD23SuDpBrB5Dj8XhtjsY2NDTEvXv38PDhw/euY/kxREVFBW5ubvDz88PSpUtZ6ShG0zoxMjKCra1ts0urLl26oKysDCEhITA0NIS6ujqsrKwQGxv7zjCbt4mpqWmrX35jY2NkZGRAJpN98qV8W0ThONLQ0MDw4cM7QK4t7WOGkLxLeDwetmzZgoKCgnbzJL3tXJ97wv6nC5/Ph5+fH2pqapCbm4vExEQUFxcDeEVH9Smuwc3NDfX19YiKimo2C+HfUVoLcgLqaC02Pp9PGhoa701O6OjoSBMmTKCZM2fS48ePW9xPTU2Nhg0bRlevXqW6ujrONoZhyMLCgnR1denZs2fU0NDA2a6urk6jR4+mUaNG0fHjx+ny5cvNJjnz+fy3EhEKBAJqampiCSYFAgExDPNOMsv2bIokb5lMRgzDkJGREdXU1FBdXR3J5XKSy+UkEAiotraWvU5FU1FRISJix0dFRUVprIheESwo+jEzM6PMzEzOdi0tLbK2tqaCggLKy8tTOl4oFJKtrS2VlpZyyAqIXo3Zw4cPSSqVUufOnamuro6CgoJowoQJtGDBAnrx4gWFhYVRVVWVUr8qKirE4/Gorq6OBAIBCQQCpbmgra1Nf/jDHyglJYWkUin179+fZDIZhYeHE9GrebRy5UqqqakhPz8/dr5qamqyxAtvNoZhyNzcnPT09OjFixckk8nIxsaG/VvR7O3tqbGxkZKTk4mISENDg+zs7EggEJCLiwupq6uz+6anp1NqaioRvUr0d3JyIh6PRwUFBfTzzz9TfX09aWhokK2tLTU1NTU7r8VisdL9f3D7aKrUZ25t1eSEQiFcXFwwcOBA9OvXD5cvX1ZKobK3t8f333/PJuq/LlpaWoiJiUFBQQEmTJgALy8veHl5wdbWFsbGxjA2NkaXLl3g5eXFJlu/mdjNMAwmT56MvLw81NTUICAggKPOSyQSXLt2DQ0NDSguLkZmZqaSR5RhGAwbNoz1DOvq6uL777/nxD8JhUIEBgay2ibDMAgICMAvv/zCcfULBAIMGDAACxcufGt8muK6x48fD2tra2hpaWHIkCGchPHOnTtj9+7dCAgIwNq1a+Hr64vHjx8jJSUF58+fR0hICDIzM5Geno6UlBQ8evQI4eHheP78ObZu3coZcx6Ph507d+L8+fMQiUSwsrJCcHAwxxMpkUiwfv16/PLLL/j++++xfv16JWosW1tbJCYmoq6uDrGxsUo0QSoqKmwebnh4ODs2DMNg+PDhuH//PsrKyhAREYF58+bBysoKXl5eaGxsRGxsLK5du8aGVb3er7m5OW7cuIG4uDgcOnQIwcHBCA8P55yfYRiWXqpPnz6wsrJCXl4eQkJCWC3exMQExcXFHO43a2trREREcGi5Xu/T29sbubm5qKioQHh4OM6fP4+KigqOY83U1BTp6em4cuUKG8Iye/Zs1NfXo7q6Gs+fP8fVq1dx7949NDY2shx09fX1kMlkAF6Fi+Xn5+P48eNYunQpm39bW1uLffv2cebTkCFD8ODBg1ZXB+tYrrYB5ExMTLB//35UVVWhpKQElZWVyMvL4zgetLW1ce/ePWRmZirlrGpqamLv3r2oqalBamoqnj59CqlUCrlcjuLiYja5PzIyEllZWQBeMfC+DjwMw2DSpEkoKSnB8ePH4evri8LCQjZ1SEVFBSdOnEBWVhZmz54NExMTWFpaKk0MOzs7lJaW4urVq1BTU8OhQ4dQXFzMqbnp6emJuro67Nu3j33p8vPzcf36dU5SfteuXdmxeJP54nUxNTVFamoqZDIZioqKkJCQgKamJg55wowZM9iJ//jxY5w5cwaRkZHIycnBxIkTMXjwYPTr1w/p6ekAgJycHBw6dAjr1q1Damoqp3izwhb25MkTqKqqYsuWLaisrGST/S0sLJCUlISamho8e/aMJYXIycnhpBstWrQIhYWF2L9/P+Lj4zFv3jzOfXXt2hUVFRW4ceMGHBwcWLucnp4eUlNTkZ+fj7Fjx3KChceOHYu8vDxIJBIIBAKMGjUKUVFRbJ6urq4uIiIiUFdXh1OnTuHQoUOoqalBUVERZ74JhULExMQgJycH+vr68PT0hEwm4xC6enh4oK6ujk12t7a2ZtMmw8PDlWLsHB0dUVFRgaCgILi7u+P06dMsuWnfvn05oNPU1MQBuQ0bNqCwsBCjR49ml8V2dnYoLy9HaGgohgwZgsGDB+Ps2bOQy+U4dOgQzM3N4efnB+BVjvm6deswa9Ys5Ofnc+JN58yZg+Li4mZ57jpArpn2viAnEAjwyy+/ICEhAZ6ennByckJ2djYuX77Mfh0FAgFWrlyJgoICjBgxgnM8n8/H/v37UVhYiLlz50JHRweqqqqYMWMGCgsL0a9fPzg6OkIikUAsFmP16tXsZH3dmC0Wi/H48WP88ssvbOWwmzdv4tChQ2AYBg4ODigrK8PkyZPfej/Ozs6or69HXFwcgoODkZycjEGDBnHONXXqVDQ0NLB9SSQSFBcXKzG7TpgwAXK5HFFRUWwYzZssGQzDYOvWrXj58iU8PT3ZAO+mpiaMHz+e3W/nzp3IyMiAtbU1e3+LFi3CsWPH2H3MzMyQl5eHs2fPwsLCgr3msWPH4vHjx2xIjrW1NcrLy3H06FEwDIOTJ0/i/v37UFFRAcMw2LBhA0pKSjBu3Di2KDjwKuNG8dLy+XzcunWLBeIFCxYgLCyMozkPHjwYjY2N2LFjB+djoq+vj+TkZPbZvD4eY8eORXx8PNsPj8fDxYsX2aT1YcOGsbFoipQsqVSKI0eOcOysCpALCgoCn8/Hhg0bkJWVxRn/SZMmIT09Hfr6+rCzs0NcXBzLWN0cyC1ZsgTV1dVsHJ9YLEZcXBxqamo45Ki+vr7seCl+27BhA5KTk5Vo+uVyOYfBeePGjcjLy2PZqNeuXQsAOHr0KAQCAdTU1BAbG8uxWfJ4PHTp0qXVNOifjTTz99rU1dWpd+/etHv3bnr8+DE5OzuTmpoaqaurE5/PJyKiAQMGkL+/P92/f5+uXr3KOf6//uu/aMKECbR//37au3cvVVRUUG1tLV27do214yQkJFBmZibp6OjQqFGjKDIykg4dOsSxM1laWpKZmRmdPn2a9PX1ycHBgezs7KhTp05E9MpmUVtbS2FhYewxfD6fTExMiMf7v8f58uVLys3NpR49elD37t1p7NixdPPmTc65evToQTdu3KAzZ84Q0aviP7W1tZSVlcW5t/v371NsbCyZmZlRUFAQHThwQKmAiIaGBv3lL3+hVatW0T/+8Q+KioqiwsJCKiwspIiICCJ6ZQdSVVWlf/7zn5SWlkb19fXE5/PJ09OT7O3tSVNTk+0LAK1Zs4ays7MJAOnp6VHfvn1JU1OTvc9ff/2Vfv31V4qLiyMdHR3q1asXBQUFUUNDA/F4PHJxcaG9e/fSuXPnqKGhgTQ0NOi3336jkydPEtErO52Ojg4ZGBjQ1atXSSwWk52dHVlYWHBIKxXXPmbMGPqv//ov9rfS0lJatGgRubm50ejRozlzheiVrU7Rj5aWFn311Vfk5OREfD6fvvvuOyosLKRDhw5RY2MjffXVV6ShoUEZGRkc26qxsTGZmZlRcXExyeVyMjY2JrxSTth9evbsSaqqqjRz5kwKDQ0lS0tL2rx5M33//ffUXEtMTKSysjL69ddfSUNDg5ydnUlPT48iIyMpMTGRnWdmZmbsnFRXVydtbW2ytLSkrKwsqq+vZ+eeq6srMQxDtra27DkyMjKIYRgaPnw4zZ49myZMmEAA6O7duyQUCmncuHHUrVs3qq2tZY+Ry+WUlpZG1dXVzV53W1uH4+H/t99++43Cw8Np9erVtGbNGtLX16d79+6RRCIhdXV10tLSor///e9UVFTEGosVBn09PT364YcfSCgUkrGxMfuSikQi+utf/0rm5uZkaWlJKSkpxOfzyd/fn7755hu6cOECffPNN2wf5eXlJJFISFtbm86dO0eVlZXU1NREGhoadPDgQQJAKSkplJKSQtu2baPdu3eTWCymyZMn0x//+Efq27cvlZWVERGRjo4OCQQCunfvHllZWdGwYcNITU2NEhMTWfZaQ0NDKigoIHV1dVJRUaEJEyaQpqamErttbm4uJScnk4ODA+np6dHUqVMpPT1dafx++ukn+vOf/0xxcXHUo0cP6tWrF2VmZtJXX31FZmZm9M0339C4cePo/Pnz7Euqr69Ptra2ZGJiQp6ennT69GlKT0+n0NBQOn78OIWEhBCfz6cRI0bQ119/Tbdu3VJyiuTl5dE333xDlpaWlJubS0Svqptdu3aNBg0aRP/93/9NLi4uNHXqVFJVVaXjx49TfX09FRcXk7m5OTk4OND+/fuJYRhydHSke/fuKRnEf/31V+rbty+VlpZyfr9x4wYtXLiQAgICaPny5VRTU0MPHz4kc3NzsrGxof/5n/+hf/7zn7Rq1Sr6wx/+QLt27aKmpib6+eefaciQIXTkyBE6ePAgzZ49m4iIRo8eTTwejx2f3r17k7GxMeXl5dF3331H3333HcXExHCcYeXl5WRsbEyrV6+m69ev04oVK+jFixc0Y8YM0tTUpCVLllBGRgY77mlpaVRTU0PXr18ngUBAX331FQkEAuLz+bRy5Uq2itmAAQMoPDycrKysKDIyklRUVMjMzIzWrFnDPgMej0fGxsZERBym4mPHjpGKigr5+flRfn4+Xb16lTw8PGjFihXk6+tL3bp1o/T0dCVl4aO09lsgflmtLTY5IyMjBAQEYOXKlbCzs4OWlhZCQkLg5uaGuXPn4uDBg+jatSsiIiLYIE+hUIgNGzYgOjoaLi4uOHbsGGJiYpCcnIyMjAzU1tbizJkzrP2ie/fuyM3NxerVq3HlyhWUlpaiqKgI5eXlbGWo5ORkXLp0iTWYv5n64ujoiPv376O6upq1f61du5YTJOvj48MuL52dnbF27VqkpKQgJCSEJWzs06cPkpKSkJqaipcvX6K2thZXr15Vci4IBALcv38fCxcuxNChQ3Hy5EmsX78ePj4+2L59O2vf4vF4GDFiBB4/foyqqirExsYiIiIC1dXVaGhoQF1dHZKSkjhhNWpqaggNDYVcLmczS4he2T79/f3x6NEj1n63du1ajlNBLBYjKSkJt2/fxtOnTzlLMKJXMVg7d+5EcXExiouLcf36dcyaNQvz5s3DhQsXEBYWhlu3bkEmkyEqKgoPHjxAcHAwx25J/3+5WlZWBn9/fzx8+LBZBg09PT0MGTIE+/fvx+XLlxEREQG5XI7a2lrk5OTgxYsXmDVrFqe2g7u7Oy5cuIDMzExkZ2dj7dq1bOWznJwcREVFISMjAwBQXl6O+vp6SKVSjBs3jnNuXV1dTJ48Ge7u7pxltrOzM1tlbOvWrZxlsImJCUaPHo3p06djyJAhcHZ2xvTp03H48GFcvnwZly9fRkBAAJtzOmfOHBw5cgQDBgzgzA8ej4f169cjNze32XRAIyMjCAQC8Hg86OjoYMaMGTh37hwOHDjwwSQAHTa5doqTW7RoEV68eIGcnBx28o8cORIRERGwsbHBunXrkJOTw058NTU1+Pj4YMWKFViyZAn69OnDemd5PB42b96MmJgYiEQi8Pl8ODg4wNraGvb29ujZsyf09PRaxQemqqoKV1dXzJ8/HxKJRClerl+/frh06RLHGG5ubo6AgABOsKiuri48PDywdetWrFy5Eubm5krn4vF4GD16NGsL69SpE/z9/REREYGcnBylVDeJRIKBAwdCV1cXYrEYffr0gYeHB1xdXZuN4bKwsMDYsWOVShIq7lNPT69ZBhAtLS2kpKQgMzMTERER8PX1VaLA4vF4sLW1bTawVigUwtraGklJSWzluOYS4U1MTHD79m1IpVKcOnWqVSSpEokEJSUlmDNnDvT19Vt8poqAc11dXTAMw7IeK8aub9++KCsrg7u7O/r374+ePXu+V65n165d4eHh0eag9taIQCCAnp5eu9GPCQQC2NnZoWvXrm8NEu4AuXYCOR8fHzQ1NWHt2rWcr/CyZcvYmpmjRo1q1cRzdHREdnb2J0nzYhjmo9MRqaiowNTU9JPTHinE3t4e+fn5sLOza3MK0qBBg3D37t13snyoq6uja9eurU4pMzU1RV5eXpvTuhQyZcoUSKVSjBo16j+Gw9Db2xtVVVWQSqVvJSTtcDy0Q1NRUaExY8ZQamoqa0shItaAamxsTEFBQXTlyhWlINU3m6mpKW3ZsoUCAwPZqmQfswH46AG9DQ0NlJub+0kDh19vZmZmpKWlRStWrCANDY029fHtt9+ShoYGiUSit+5XXV1Nz549Yw3u72pff/01NTY2klQqbdN1KZq1tTWpqanR+vXrSU1N7YP6+r20qKgoOnToEC1dupR69Ojxwf11OB7e0qysrKh3794UEhLCiVbn8Xg0YcIEksvldOLECU5GgaqqKsdjRPTKU7V27VrKy8uj3bt3vxMQP1Xj8Xikra1NNjY2VFtby3rWfi8N/z+aX0VF5a2lAImILef35n4qKirUvXt3unHjBvn4+FBaWlqrzi0QCGj48OH0j3/8o1ngc3V1paKiIiosLGz9DTXTtmzZQiUlJZSYmNhsxsS/Y8vMzKTFixcT0f9ltHxQ+3gLxs/b2mO5OnPmTDQ0NGD27NlK6rRUKsXz589ZWwvDMJg5cyZiY2M5hmvF7zExMc1Wtfqc4urqCj8/P1hZWcHa2vp3lwfLMAzMzc3fScTI4/EQGBiIpKQkLFu2jENF1KlTJ4SEhODEiRPNZrA0J3w+H8uWLUNJSYmSk0Ih48ePR2Bg4Gcfo9+LaGhoNBtoLhaLYWdnpxSXSdRhk2sXkDM1NcXSpUuVghNXrFiBsrIyjjfQ3d0dxcXFePDgAUxMTNjf7e3tkZCQwClB197i5eWFYcOGtdo2xjAMLCws2IyK7du3v1fFLAsLC7i6un5RoOji4vLW6lPBwcEAgJcvXyI+Ph5OTk6sHVVVVfW9bHqKjIGbN2+2aNDfvn07tm/f/tnHheiV53fq1KmYO3cujIyMPvv1NCcrVqxAcnIyFi5ciFWrVkEoFEJNTQ3Hjh1DVVUV0tLSlD4oHSD3EVlIRCIRunTpwhqrNTQ0kJiYiAcPHnBolbS1tXH79m0sXrz4o06QAQMG4MmTJ0rpSC1J586d4e/vj5kzZ2L16tXvzVrh7OzMFuL+UgqnrFy58q2G/oEDB6Kqqgpz586Ft7c3YmJi2lxly83NDffu3XtrMZbDhw/j6tWrH3183N3d30p0KhaLce3aNcjlclRXVyM4OPijelrbKpMmTWLzXxUZHba2tmyR9UWLFsHW1pZzTAfIfUKqJYZh0KdPHyVyzTlz5uDevXsfneRRXV0dN27cQGxs7DvPpaKigiVLlsDY2LjNBWF4PB6mTZuGoqIirF+/XulFZhgGurq6kEgkbeqfz+fD398fo0ePbvUxDg4OyMvLw5o1a5r1dPN4PMyYMQORkZHo1KkTXF1d8fjxY6UXRyE+Pj44efIkXFxc4OzsDB8fHwwdOpTt+111dGfOnIktW7Z89Lnn7u6OnJwcuLq6NguoDg4OkEqluHnzJlxcXHD69GkEBgZ+UVo40SuCWUUc4L1798Dj8eDt7Y2ysrIWn1EHyH1GPjmFdOrU6aMTZjIMg127dkEqlWL+/PkthrIIBAI2p7M9Qj4UsXMJCQlKebRz5sxBamoqKioqcPbs2fcmcRSJREhMTERwcDB69+4NZ2fnVi0nR48ejdjY2Bbj2Hg8HubNm8eSFmzbtg3nz59XAiw+n4/Lly+jqqoKRUVFKCoqQlVVFYfl411iY2PTLmX33iV8Ph9TpkzBkydPsGvXLqWPnKurKxoaGliKcYUW/qEU6e0tTk5OyMvLw6JFi/DkyRNoaWnB2dmZJT9YvXq1ksmnA+Q+Mch9rvKECtqcGTNmtLg0EolE8Pf3x549e9C5c+d2Pb+ZmRnHVqKmpoakpCTU19dj06ZNcHd3x8GDB98rxksRNF1aWor6+nqkpqa2Kt6MYRjY2dm9VZtVV1fHlStXMHz4cBgaGuLhw4dskvzr++np6cHKyoojX+IyTyFdunTBunXrlJwwCpCbPn06m8Cfl5f3RTjBDAwMMH36dOjq6kJfXx+DBw/G0KFDcfv2baioqEBLSwtJSUmQyWSora3Frl27OHO8A+Q+EcjxeDxMmTIFgYGBn7UW6duke/fu8Pb2hp+f30evrq6hoYGXL1/i0aNHbIbE/Pnz37valEAggLW1Nfr16wcjI6N2/Yh4eXmxWQ5OTk54/vz5B1VgGzJkCMaOHcth8PhSREdHBz/++CNqa2uRmZmJqKgoVFdXY/z48UrV7d9HtLS0MGLECDg4OLTJ7sgwDI4ePQq5XI4DBw6wGjKfz+csT+3t7dlMjze1+Q6Q+wQgx+Px4OPjA6lUiuLiYpbH7EsTHo8HBweHVlPYfIioq6vj+fPnSEpKgkQiga6uLq5cufJF1ZIQCoXYu3cvqxkMHz4cycnJGDNmzHtnFVhbWyM3NxeNjY0IDw//4j50pqam2LBhg9L70dDQgJiYGPj4+DRrCuDz+dDT02PTzV7fpqqqiuDgYNTX16OgoIBDpdWcqKmpKZVx1NPTQ1ZWFoqLi3HlypWOGg9tae1Rd/Vd+wwaNAhSqRTl5eXw9vb+YG3j9eMFAsF79fcplssMwyiBwJvnVSyfa2trUVxcjNjYWDQ0NODs2bPvXCpLJBJMmzZNqdqUsbFxs2UddXV1WQbiN7fp6OjA2tqaE87zunTu3BkHDx6ESCRik+Xv3LmDyZMnQyKRwMDAAAKBAHw+H5aWli3a+Tw8PFBQUID58+cjMzPzg+1wmpqacHd359j+FB+pNzUve3t7luRSRUWFJegkegVuq1evRlZWFvLy8hAWFoYNGzbg0aNHkEqlWLx4Mfr3748jR47gl19+4dhNBQIB/Pz8kJubi6ysLKxbt44z/s7OzqiqqoK/vz9WrlyJ2NhYpRhDoVCItWvXwsXFBf7+/oiLi+OEr/Tp0wdSqRQjRozAxIkT4eHh8d5j1QFyHwBy/fr1w7Vr11osRaimpobJkyfj5cuXePr0KXr37t1iFac1a9awSfE6OjqYOXMmAgICMHjwYM4xU6ZMwZIlS0D0Kqn6zp076N69e6uud+rUqVi3bp0SALm5uSEgIADu7u4QCAQQCoWYOnUqBg0apKTV8fl8eHt7w9/fH3379kWfPn1YmTdvHgICAnDw4EFERkayyzJra2tMnTqVc15VVVUMHjyYnYBFRUVoampCfn4+oqOjsXz58maDbnk8Ho4fPw4A2Lt3Lzs2BgYGePz4McfoLBQKMWzYMMTExEAqlSoFYPfu3RtJSUmQSqXIyMhQopdXyJAhQzBq1Cj2f7FYDC0tLURERCA9PR0PHz7EyZMnUVxcjIiICI6DonPnzli8eDGCg4Nx9epViEQiBAUFwcfH54NAbunSpSgpKeEwdFhbWyM/Px+XLl1ix1pFRQW3b99GZmYmTE1NMW7cOJSUlMDV1RV6enqIjY2FTCbDyZMn0aVLF1ZTOn78OCIiIth+RCIRNm3ahLy8PPTq1YudN7W1tUhOTsb69etx69YtXLlyhf2YuLm5ITc3FxKJBP7+/igrK1MyR4hEIoSHhyMkJARXrlxBQUEBh/xh2LBhaGxsxOHDhxEREdEmT3QHyLUR5AwNDREbG4vq6upmv8r6+vo4dOgQamtr0dDQwHlJXhcrKyvExcUhNzcXd+/eRVlZGbKyslBRUYGkpCQUFhaylEOGhobIzMzElStXwOPx8OOPPyI7O7tZRpA3RVNTE0lJSUrU5DY2NsjLy0NhYSE2b96MCxcu4MqVK2ys1JIlSzgvrbe3N2pqatDU1MQe19jYCKlUitDQUJw9exZ79uxBUlISfH19wePxcPLkSeTk5LDndXJyYjn8MzMzsWrVKri5uaG8vBzjxo1Dly5dEBAQgBMnTihpRnw+H3fv3oVMJsPgwYPZ30eOHAmZTMahyfb09ERtbS0KCgqwdu1aHDlyBOvXr2cB8ObNm2hsbMT169cxZcqUZivZa2lpYffu3cjPz+doMS4uLigvL0dGRgYWLVqER48eAQCH/VdPTw937tyBXC4HAOzcuRNErxhy79+/3+YlK4/Hw9mzZ9HU1MQBdUtLSxQXFyMqKor1jDMMg1mzZqG+vh7nz5/HoUOH0NDQgEGDBrHz6dixY0rsLXPmzMH9+/c5mqJIJMLFixfZj6y/vz/Ky8vZD4ezszNqamrYmrMjR45EQkICevTogZcvXyI2NlZJ02YYBhcuXADwqs7D8+fPOfusXLkScrkchYWFqKmp4QBvB8i1srUF5Hg8HrZu3Yr6+nqsWLFCadAlEgkePnyIrKws+Pj44Ny5c0rcXkSvtJkLFy6gvLwcrq6u0NXVxdOnT1FTU4NRo0ZBU1MTFy5cwJw5c1jgTEtLw8mTJyEWi/HkyRN8//33rbpmU1NTFBYWIiwsjPMCbNu2Dbm5uXB3d4eenh5yc3PR1NSEnTt3QiwWw8DAgAMce/fuxf379+Hu7g5TU1PY2toiOTkZ/v7+nJCT9evXIyIiAn369MGTJ08QGhoKgUCALl264OXLl0hOTsbixYvZpalEIkFRUREHSGbNmoXAwEClF2PChAkoLCxkPX9qamo4d+4cAMDf35+9t8DAQNTX12PkyJEgesX3lpaWhs6dO0MkEuHJkyeIiIho0cmiCLtpamoCAAQFBbEv/bRp0yCTyTBs2DDweDzs27cPMpmMY1McPnw4S3Ofk5ODadOmsdeRkpLyQbbPgIAA1NXVcbI3jIyMkJubi23btnH2tbOzQ2VlJV68eIH6+nokJCRAXV0dPB6PTTFcsmQJJyVq9uzZSiBnbW2Nly9f4sCBAyAi7Nmzh70PPp8PHx8fNDY2wtPTE0SvAncbGhpQUFAAAKivr0dgYCBHKTA2NkZ2djbu3r2L0tJSREZGcuxufn5+CA8Ph5mZGS5cuIA7d+58NJDrYCF5rXXt2pX++te/0rVr12jnzp3U2NjI2e7n50eWlpb03//933Ts2DG6evUqTZ06lUOVzePxaMqUKTR8+HAKCQmhmJgYkslkJJVKKT4+noKDg6mpqYmMjIzo66+/JiKiiooKysvLIx6PR2ZmZmRpaUlJSUlsnwKBgHx8fEgikShdc2FhIaWlpbHl7IiIdHV1afjw4bRt2za6e/cuWVlZkZaWFtXU1NDevXupoaGB1qxZQzt27GCZLUpLS1l25NzcXMrNzaWqqipydnbmjINAICBXV1f6xz/+Qfb29vTy5UtqbGyk6upq4vP59Pz5czpy5Ahb1q+wsJBSUlKooqKC7SMoKIg8PDzor3/9K+de4uLiCABNmDCBhgwZQrt27aLvvvuOiIilWwdAFRUVVFJSQvfv3yeGYejrr78mIyMj6ty5MzU0NFBMTAxpaWlRY2Mj8Xg80tPTI7FYzJ7HxsaGJkyYQFeuXKFnz56Rvr4+y2qrICsoLS2lUaNG0X//939TbW0t5efnE8Mw5OTkRH/961/pX//6F4WGhlJjYyObhF9RUdFsOcTWNoZhyNDQkMrKyqikpIQMDAzI0NCQvvvuOzIyMqKXL18S0SvCB2NjY1qwYAEVFBRQ//79KTw8nExMTEhbW5vkcjkdPHiQFi5cSH379qWgoCAaOXIkqampsQnvfD6funXrRv7+/hQaGkqGhoYsS+8//vEP0tfXp/3799OZM2doz549lJWVRS9evCCiV+QDjY2NBICOHDlCixcvpoaGBjp9+jQNGDCAiF4xGuvo6NCqVauoqKiIDA0NOcn2ycnJlJSUxDJTx8TEKL1v7dY+ghL1RbT31eREIhHOnDmD4uJiuLu7w8zMDDY2NqzY29vj8ePHyM/Px8KFCzFz5kzs3bsX5eXlcHBwYDWEadOmoaqqClVVVXj06BGuXr2KiIgIdhm4aNEiXLhwAQ0NDWy6F5/PR0REBEJDQ7Fw4UI0NDSwX02iVx7LsLAwnDhxolnW3sjISDQ2NrK2J4FAgOPHjyMkJASHDx/G06dPUV9fj4yMDGzfvh1+fn4oKyvD1atX2a/n8OHDUVxcjHnz5sHOzg5Hjx5FY2MjJz9XV1cXz549Q1BQEJydnfH06VMcPXoUPB4PDMPA2dkZQUFBSEhIwPLly9G9e3fo6OggJiYGM2bMgJ2dHaZOnYrw8HDIZDKlcnmKTAdFlbOcnBycO3cO+fn5SppUcXExFi1ahEWLFqG4uBgPHz5kY8TGjBmDsrIyzJ49GwEBAcjJyWErkim2A0B0dDRKSkpw48YN1tFkZWWFmJgYlJSUoLq6GiUlJSxbc3BwMEpLS9HQ0ACpVIrMzEwUFhay9igDAwOkpKS8N+MtwzAYMGAA1q9fj5KSEtTV1SE3Nxc5OTnIyclhmZVzc3Nx6dIlREVFIT8/H7W1tQgICADDMDh16hQqKyuVgs9VVVUxYsQIXL58GXfv3kVmZiZ7z6WlpWy5QCcnJ3YMeDwehgwZgocPHyIlJQU3b97khMecPHmSLf3I4/EgEAjg6uqKkpISnD9/HkSvMkaePHkCQ0NDPHr0CBUVFZxx6dWrF+7du4fp06ezfHnvM2b0HppcB8j9f/H09ERNTQ2kUilqampQWFiI6upqSKVSlJWVoaioCBUVFaisrERlZSXy8/MRERGBwsJC+Pr6guiV7aKwsBBnz56Fo6MjVq5ciTt37iA8PBwnT57E8ePHER4ejrt372L16tVsfU0FyDU2NqK+vh4RERGcfFI+n49jx44hNTVVKdhTsVwFwFaCUgDS0qVLceXKFaxcuRLe3t4wMTHBoUOHsGPHDvj7+7OGZsU5Ro0ahVOnTqG6uhr19fU4ceIEZ8nXq1cvSKVSeHl5gc/n49q1a6ioqOAsU0QiEby9vXHlyhWkpaUhISEBMpmMTdmpqKjAkydPsG3btmbZfhmGgbq6Ouzt7dGpUyfweDwcO3aMs7RWV1fHzJkzkZiYiMrKSjaPVrFdRUWFXUo2NTUhLi6OU13Nzs4OV69eRWlpKYfxWSEmJiaYO3cupk2bBolEAiMjI8yYMQMnTpzAtGnT0KtXLyxYsAD+/v7w9PRkbXX6+vrIyclBz54932vu8fl8bN++HSEhIfD29oazs3OLMnjwYPj7+2Ps2LFwdnZmPa7W1tY4cOBAi3nIKioqcHJywpMnT1BfX4979+5h8uTJMDMzazGSQCwWQ01NTenDqqCD//7777FhwwaEhYWhqKgIBQUF8PLyAtEr26ilpSUYhoGtrS1GjBjBOY+uri6eP3+OhoYGXL16tU0xex0g9x4gp6enh4SEBBw+fBjdu3fHhAkTMHHiREycOBGjR4+Gq6sr7OzsYGlpyYqJiQn4fD4WLFiAc+fOwc3NDS9evEBcXBynbB2PxwOfz2eprfl8vlJqkALkgoODMXHiRKXo/hEjRqCiogL+/v7sC6WYPLt370ZJSQkaGhqaZTp581zvCjXR19eHt7c3Bg8erGQzs7a2xu7du1lHg7u7O168eMGp2fD6PXXu3BmTJ09GXV0dEhMTMXbsWEgkEmhoaLQ65EUgEODy5ctwc3NT2qatrQ1LS0ulYtAKsbGxwejRo5u1zfH5fHTr1g329vatvpbWjF1ubi5CQkJaTZbwet8fmk/amvsICgrCpUuXPiieTyAQwNvbG1evXmWdUtu2bYOdnd17hTI5Ojpi/Pjxb63l+zbpALlWghyfz8fatWtx6tSpNhmMFQnQNTU1CAoKgr6+/nv3YW5ujpcvXyIwMLBZ46utrS28vb05hts+ffrgwoULGDlyJOzs7Di1JD6lmJiYvHViW1lZISsrq0XetXeJlpYWIiMjWwSyL0mEQiHOnz+Pmpoa1lHypUlQUFC7XVtbCR7aSzpArpUgpyjM29aXsGvXrqipqUF5eXmLfGbvku7du+PRo0dIT09vdX6kjo5Os8u9L02srKxYD2xbju/RowfS0tK+6LzR10VfXx8uLi5trjnxsSUoKOijU399KmktyP3H0p8rCt9u2bKFli5dSgkJCW3uh2EYunHjBj18+LBNfTx58oT+/Oc/U5cuXTheyLe11u73JTQF9XhbvGdisZiVz9UMDAyoqqqqVZ7T0tJSpdqsH9IYhiEjI6MPplFXNADvpIp/27XgC6Huf5/2HxtC4uXlRbt27aL9+/fT2bNn29yPh4cHiUQikslkHzQBpFIpJSQk/C4n0dvaV199RXZ2dmwB4rY0LS0tMjU1bceran3j8Xj0ww8/0KlTp8jGxuaD+lJVVSVtbW3q2rUr9e3bl2xsbEhbW/utAN69e3cKCgpqNnyora0tHxszMzPavXs3bdiwgXr27El8Pr/druejt4+4Yvys7W3LVVtbWzY84UPKvInFYkRHRwMATpw48dnV908tCufC25aSChbethq6DQwMMGLEiM+6/OvSpQtOnTqF5ORkbNu2jeNYepdYWVlh2bJlOHXqFB49eoTMzEyUlZWhsbER5eXlyMzMREhICCZOnIgJEyZg7969nMBpHR0dJCQk4OTJk++sZdEa2bJlC7y9vd/7uG3btrHpefn5+Vi9enWrHCUMw3w0W3GHTa4FkNPQ0MDFixdx8uTJVhUJfpsIhULs3r0blZWVbBjJf4p0794dwcHBKCoqQlxcXIuxYZaWlli3bt0Xx0T7vqKiogIXFxeEhITgxYsXnJCVt8mOHTsgk8mQlJSEY8eOYcaMGXBzc8NPP/2E+vp6zJ49G+vWrUNMTAxiY2MRGhqqZB92cXHBy5cvcfTo0Q8GOqFQ2CZqJC8vL8yaNQudOnXC8OHDcf369VY5HSQSCS5cuIBevXq1e93YDpBrBuQ0NDRw5MgRhISENFv9py0iEolgbW39Wb1Mn0PGjx+P/Px83Lp1C7dv30ZkZGSLGs7vHeBeF21tbXh7e7f6ozZixAhMnz4dGhoanHGYOXMmSktLYW5uzrI1C4XCFoGga9euSEpKapMW1t7CMEyrC+IIBAIsXLgQMTExOHHiBHr37t1u70oHyL0Bcurq6jh69CiuX7/+xVYs+hKktV9bkUgEfX198Pl8CAQCDBw4sNWsKR1COHToEM6ePfte2o2xsfEHEV1+TjE2NsbChQsRERGBXbt2NUud9b7SAXJvgFz37t1x5cqVDoBrQRiGgY+PD+7cuQNfX992X1p0yP+JUCjE3bt3sWLFis9+LZ9azM3N8fjxY+zevfuDbXUdCfpvtGfPntGECROoqKjoc1/KF9l69uxJa9asoZs3b5KdnR0NGzbsc1/Sv23T1tamr7/+muRy+ee+lPdqPF7b4EJBAkFElJOTQ6NHjyaBQEA7duygzp07t9fltdj+Y0BOJpNRdXX1574Mpaarq0vOzs5kYWHxwX19iFu/d+/edPbsWdq2bRslJSWx7B9vNm1tbTI1NWVZO4hexU8pGFBaai29IHw+n7p27UoikajZ39/sl2EYMjAwIBMTE2IYhlRVVZu9b2tra5o4cSJ16tRJaZuZmRnZ29s3ez0qKiqkpqZGampqxOPxyM7OTulF5PP5NGLECM7vPB6PLC0tle6jucbj8aipqYkTm/lmGEmnTp3Izs6OHec3t2toaFD37t05DDhvNltbWzIzM3vrtTg6OpKJiQkRvZoDjo6O7LYuXbrQ4sWLaf78+eTn50c///wzqaqqstunTp1Kc+fO5Tzb3r170+rVq0lHR4eIiOzt7Sk4OJh69erF7pOenk6LFy+m8PBwWrx4cbvM/be2j7xq/GytraSZurq60NXVhbGxMStGRkbsb87OzvDy8kLPnj3h7u4OJycneHl5oXfv3jA2NoaZmRmGDBkCHx8f7N+/H6NHj4a5uTlWr16t5DUTiUQ4f/48GhoakJKSopR7KhKJMHnyZPz444/w8fGBRCKBr6+vkoeNYRgMGzYMu3fvVjLqCoVCjBs3DsOHD4eJiQn8/f2VroPH42HEiBEwMjKCo6MjkpOTWYLE10UikSA6OhppaWmcYiMzZszAwYMHOcuPnj17Ys2aNdDU1IRIJEJAQAAnyV4hDg4OKCkpwdKlSzm/9+rVC0VFRZgwYQLn96FDhyI9PR3p6elYunQpYmNjsWnTJk6IiqmpKZKSktDU1ISEhASOrdDQ0BDh4eFISEhQCn0Ri8U4ffo0UlJS8PTpU5w5c4blQnt9zLt27YqqqiocP36c9VSOHDmSpUF/vU87Ozul5yWRSFBaWsryCRoYGODatWucOgibN29GZmYm9PX14eDggKioKHTr1o3dPn/+fFRXV2PGjBnNzmMXFxcUFRXh2bNnLdYeMTAwwLNnz7B161YwDIMzZ87g/v37EAqFMDQ0RFxcHEuo0NTUxCGSlUgkyM7ORkJCAue57927F3K5HPPnz4e9vT2ePXuGFy9esEw9r8+53r17IyMjA5GRkW2qHtZhk2sDyLm7uyMtLQ3p6enIzc1Fbm4uy5Kbnp6O/Px8dmBLSkqQkJCAmJgYFBcXo7a2Frm5ucjPz2fJGMvKypCcnIyioiLI5XKWeVUhAwYMgFQqxe7du7Fw4UI8ffqUZZHg8XhYv349ZDIZMjIykJKSgtLSUkil0maLgqSmpiIqKorzsjMMA39/fzQ0NKC4uBjPnj0DACWq6e7du6O0tBTx8fHIzs7GrVu3mk2i37x5M+RyOYKDg1lKH6FQiPDwcA5BgLq6OmJiYiCXyzFhwgQ4Ozujvr6+WSLQqVOnQi6X4/Lly5zQhjlz5gAAh+pJLBYjPDwcFRUVOHnyJEpLSwEAhYWFHM+uh4cHamtrcfLkSZw5cwZhYWGsLbZz587Iz89HTU2NEhHCnDlzUFNTg+3bt8PT0xMXL14EAFy+fJnjGXV0dERdXR0nB3TJkiUAgDFjxnA+Uvfv31d67ubm5igsLMTMmTOhrq6OadOmoaSkhAUjhmEQFBSE4uJimJiY4PDhwyzNuWL7qlWrUFFRgVu3binZTzU0NHD16lU0NjaiqqqKw07zugwfPhyNjY3YunUrtLS08PLlS6xatQoMwyAgIAAVFRUYO3YsXFxc2DlkZWUFolde48bGRpYVWSFr165FY2MjfvzxRzx79gwpKSlKH1WxWIx58+ahrKwMeXl5iImJQURERKuYsDtA7rXWFpBzcnJCWloazpw5A2dnZzg6OmLOnDmQyWQICwtD//794e7ujvj4eJbZViwWY+bMmcjJyUGfPn3Qv39/lJeXIzExEf369YOuri4uXLgAuVyuxP+/d+9eREVFQSwWo2fPnqipqcHMmTNB9H8USjdv3oSJiQkkEgkKCwtRWVnJTjSFeHp6QiqVKlXEMjAwQE5ODp48eQIXFxfs378fcrkcW7du5ezXo0cPVFdXo6qqCpWVlaiqqkJMTAwCAgJga2vLsqdcunQJcrmc83Krqanh4MGDKC8vZ8FXQ0MDsbGxAIDFixfDzc0NpaWlHE3kTcBQsNIqZPz48UrnsrS0RFFREVasWAEej4cFCxagqakJJ0+e5ICQt7c3bt68CRUVlR/jFgAAspBJREFUFQgEAty+fZsFdhUVFdy7dw/Pnz/n1JrQ1tbG06dPcfDgQTbweMyYMZDJZErlCh0dHVFQUMA+B3V1dZbB+PX4ub59+6KwsFCpVOGgQYMgl8tRVVWFpKQk1NXV4d69exwtfPny5Xj8+DE6deqEp0+fYu3atZw+BAIBAgMDcfv2bQ7I9ezZExcvXkRqaiomT56M3bt34/Tp00rjrqamhpMnT7IfJ2dnZ5SVlcHJyQnq6uqIj4/H5s2bwePx0LNnTzQ0NCA4OBgCgQDq6uo4cOAAmpqalMamV69eqKmpQVVVFZqampqNJ5w4cSLq6upw8uRJ9OrVCzdv3oRUKsWJEyfeq+h1R+5qG1pcXBz16tWLKisrSSaTERHR5MmTKTIyksaPH0/FxcXE5/MpPz+f1NXVqa6ujgDQgwcPqKmpiWQyGZWUlFBjYyPNnj2bHjx4QDwej2pra0kmk1F8fDx7Lh6PR1KplGVY7dKlC6moqFC3bt2IiEgoFBLDMLRu3TrKz88ne3t7EgqFlJiYSLm5uWw/AoGAfH19KSMjgyIiIjj3Y2BgQGpqajR//nx69OgRqaurs4y4r7empibKzMykcePGUW1tLTk6OlJFRQVVVlbSuXPnaMKECfSvf/2LysvL6dGjRxQVFcUeW1NTQykpKUT0f+lCv/32G61du5ZOnz5Njx49ot69e1NiYiKlpqYqjblIJCKGYSgyMpK1ramqqtLs2bNJLpdTdHQ08Xg8ksvl9PXXX5OOjg7dv3+fHBwcWOfIlStXWCM+wzDUt29f+vXXX0kmk9Ff/vIXsrW1pczMTCIiMjIyIisrK7p//z7HRisWi0lfX5/S09OpqamJDA0NadiwYdTU1EQFBQXsM2MYhnr16kUCgYD09PSIx+PR8uXLadSoUdTQ0EANDQ3E5/PJ0dGRjhw5Qk+fPqWnT59y7llNTY0yMjJozZo1xOfz6YcffqDa2lpOulWnTp0oMzOTjIyMyNjYmP7xj39w+mhsbKSsrCz2OB6PR15eXnTgwAF69OgRDRgwgLKyssjW1paMjIw4x0okElq9ejX17duXCgsL6dmzZzR16lRKS0uj58+fk7q6OhkZGdGzZ8/oj3/8I61du5aEQiE9e/aM1NXVadeuXTR58mQqKyujp0+fkoqKCjU0NBDDMOTi4kJVVVX06NEjGjhwIJmYmLDbiV7ZEhcsWEAymYzKysrowIEDpKurSxMmTKDFixfT9u3bycfH54PTJDnt4+hRn7+1V93V06dPcxhsBQIBbty4gZCQEHZ5pa6ujocPH2LVqlXs0vHs2bNYtWoVduzYgaqqKsjlcva3VatW4cyZM0hPT0d9fT2uXbuGsrIyVhskerUETUxMxIwZMzBu3DgkJSUBAIKDg+Hl5YUhQ4ZgyJAhOHDgAKqqqhAUFMTy+xO9Wu5aWVmhpKQE8fHxiIyMRHp6OqqqqjB69Gh069YN5ubmWLRoEeLi4lBZWYlevXpBJBKBx+NBXV0dAwYMQG5uLlatWgUiwpEjRxAREcEuYej/a0b379+HXC7nBMhOnToVJSUl6NatGy5evIiNGzcqja29vT0iIiIAAMnJyYiMjERkZCTi4uJYos0nT57g4sWLWLNmDaKjoyGXy5GUlMR+xRsbG3HkyBF2XNetW4fc3FxkZGRgw4YNKC4uRlJSEmtD9PHxgVwux/Xr1znUWor6HgUFBYiMjMTLly9ZBuDLly9j9erVuHbtGiIjI1n23oKCAlRUVKC6uhqPHj3C06dPkZmZicjISOTl5aG0tFSJQFMgEODKlStsvQZtbW08e/YMSUlJrGYpEonw8OFDxMXF4dKlS3j+/LmS/VAkEuHevXuYMWMGTExMcPbsWRQVFSEgIIBlp2EYBnv37sX58+ehrq4OhmGgq6uL+/fvo7y8HI2NjYiLi2P/V5gGXqeMKi8vR2FhIQ4cOIDs7GwkJiZCKpXi4sWLyMrKQmhoKKZPn86uPnJycvDjjz9CRUUFq1atQn5+Pq5fvw5PT09069YNqqqq2LVrF0pLS1FaWorg4GB2BWBmZobQ0FBERUVh6dKl78zM6NDk2qkVFBSQWCwmhmFITU2NBg4cSH369KFff/2VvvrqK6qurqbvvvuO/vCHP1BoaCiVlZXRpEmTaNmyZfS3v/2NfvvtN9q9ezeVlpaSq6sr9ejRg+1bXV2dioqKiGEYev78Ofn7+1NkZCQREZWVldGKFStox44dJBaLKTMzk5YtW0b9+vWjgwcPEsMwpKurS0KhkIqLi6lr164UFxdH8fHx9Ntvv5GWlhY5OzuTQCCgoqIiqqmpYcNnFi5cSNbW1gSAjIyMKDQ0lF6+fEnLli0jY2Njys3NJVNTU3JycqL4+Hg6f/48ERFlZWXR6NGj6eeff6aFCxdSdHQ0qaurk6mpKclkMo6mZmtrSzo6OnT9+nWqq6ujgIAAzriqqqrS4cOHqaGhgWbNmqUUTiGTydgxFovF5ObmRomJiXT48GEieqUBisViqqmpITc3N3Zcra2tycTEhCIjI8nDw4NkMhnNnTuXUlJSiM/n09ixY4lhGLKysiJVVVVWm5PL5bRmzRrKzs4md3d3+uc//0kPHjyg58+f0+DBg6lfv35UU1NDqamp5OjoSD4+PvTo0SPq0aMHVVdXU2hoKIlEIpo6dSr9+c9/puzsbDp27Bg9evSIc19CoZCsrKzoxx9/ZP9XVVWl5ORk+u2339ix+/rrryktLY2cnJxo06ZNVF5ezulHJBKRpaUl9enTh6ZNm0ZWVla0YsUKOn78OKs1AaBjx47RgQMHKDY2luLj48nW1pasrKxowYIFtGvXLoqIiKB//etf1NjYyGqLMpmMZs6cSR4eHvTrr79STk4O5eXlUa9evWjEiBGUkpJCZ86coS1bttA333xDjx8/ZufsiRMnKDs7mxoaGuiHH36gsLAw6tu3L23ZsoX09PRowIABtHjxYtq5cycREeXm5rIa7K+//korV66kwMBAGjRoEAUGBlJtbe0739F3tvbWoGQyGVasWAGJRAKxWIyvvvoK69atY43xwKsSZWvWrIGJiQnEYjH69u2Lf/3rX5x+6urqMG/ePOjr60NNTQ3Dhg1DTk5Oq6+jvTQ5V1dXxMfH49atW4iPj0dFRQXu3r2LkJAQFBQUsLUADh06xPnyCAQC6OnptVgxSigU4t69e1i+fDl4PF6LgZE6OjrQ09NjtwsEApibm8PS0hL79+9HTU0N63kdNWoUgoKC8Msvv2DXrl3YvHkznJ2dlb6IYrEY3bt3h4eHBwYMGMBeY6dOnbB27VokJCQgLi4Oixcv5rC2qqiowM7ODv379+doQXPmzIGPjw/r9ODxeLh16xa2b9+OgQMHtlhUulu3bi2OT1vF19cXubm5MDExgYaGBps2pdhub2+PDRs2YPTo0W3q39zcHHl5eUpOi9YKj8eDp6cnhwtw2rRp2Lt3L/v/uHHj8OLFCxgZGUFHR6fZwGwtLS1kZmYCeKUFK1YAzYmFhQXGjRuHBw8e4OHDh2wB7fz8/Dbfh2IOt5Zo1tDQEAMGDGiVzU1NTa1VObqfzfHwww8/QF9fH//4xz+QkZGB8+fPQ0NDA7t27WL32bRpEzQ1NXHx4kUkJSVh3LhxMDExQVVVFbvP7NmzYWpqitDQULa4cPfu3dHY2Niq62gvkGMYBnZ2dli2bBnOnj2LYcOGQVVVFerq6nB2dsb8+fMxdOjQ905TsbGxeat7/12ioqKCGzduYM2aNUrg+iG5ogzDQCQSfRA9tqGhIdLS0pqtd/qxZdmyZbh169ZHy5cdOnQo6urqsHfv3maLZLd1zF93OqxYsQL5+fno27dvi8fY29ujoqICMTExSt72t80ZhVPF3NwcZWVl8PPzey/K8i9JPhvIDR06FH/96185v3333XeYOHEigFdaXKdOnbBp0yZ2e11dHbS1tXHgwAEAQEVFBYRCIc6cOcPuk5ubCx6Phxs3bjR73rq6OrbITGVlJXJyctp9UNtzMgwfPhxJSUltTm2ZNGkS7t2790XmMpqYmKC4uJgTR/YphGEYBAcH4+jRox/tHNbW1ggJCcHRo0c/GoXQwIEDUVFRgfj4+GY1Gh6Px3o3Xy/E/T6ipqaGwMBAJdvk70k+G8ht3LgRlpaWSElJAQAkJCTAyMgIv/zyCwAgLS0NRITHjx9zjvPy8sLkyZMBAGFhYSAilJWVcfZxcHDA6tWrmz3vmjVrPvugv4/0798fOTk5mDhxIiZNmvReYKAIg3izpN+XIioqKrh06RJ27NjxSdlZGIbBjRs3cOPGDbi4uLQL/1pzomAM+Zj3YW9vj27dujX7YbW0tGRjMz9EW37TTKKotNYWqnljY+NPTlH/2UBOLpdj+fLlYBgGAoEADMNgw4YN7PbIyEgQEXJzcznHzZgxAx4eHgCAU6dOQUVFRanvgQMHYubMmc2e91Nocu0pampquHjxIurr63H79u33Wu726dMHUqkUkyZN+uz30ZJoa2u3acmrpaWF/v37t5kk08vLC+Xl5cjLy+NkZfw7iY2NDaqrq5GTk9Oumry6ujquXr2K6Ojo9x67tWvX4tq1a81SmPXq1eu9iEZbK58N5E6fPg0zMzOcPn0aiYmJOHHiBPT09PDTTz8B+D+Qy8vL4xw3ffp0DBo0CEDLIDdgwADMmjWrVdfRXja5jyk6Ojro27fve01UHo+HPXv2ID4+vlVfTh6P125fWB6P99G54YYNG4b6+nps2LDhnUAnFouVXh4+nw8HBwelNKLWira2Nuzt7WFtbf1Jl9rvI+rq6jh06BD8/PzanS3G0NAQFy5cwPPnzzFq1KhWm2i6dOmCFy9e4NChQ5zfu3btipycHFy4cOHfhzTTzMwMf//73zm/KSLngY+3XH2z/R5Ari3Ss2dPpKent7oyWM+ePZGQkNBqJtu3yfz58xEYGIjevXt/MB25uro6XFxclOxaRkZGSEpKQnV19Tvv0crKComJiRg2bFi7jK1AIMDp06dRV1eH8vJybNmypd3sbhoaGnBzc2u3D87HBGCRSIQZM2YgOTkZo0ePfifQGRoa4vr165DJZDh48CD7u5aWFu7du4fq6mrMnj273R0cnw3k9PT0sG/fPs5vGzZswB/+8AcA/+d42Lx5M7u9vr6+WcfD2bNn2X3y8vLe6nh4s/07gpympibu3LmDkydPthpkVFRU4Ofnh5SUFMyaNeuDXtrevXvjxx9/xIsXLxAWFobFixe3qZSjsbExQkJCEBkZqcTvxzAMjh07huXLl7/zWlVVVXH9+nXExsa2Cwkjj8fDwoULsXbtWowdOxahoaGYO3fuB/drYmKCmzdvIjc3l835/T3I4MGDERwc/E7HxNChQ/HixQts3LiRrTvM4/Gwc+dOSKVSzJkz56OsAD4byE2ZMgWmpqZsCMmlS5dgYGCApUuXsvts2rQJ2trauHTpEkvp3FwIiZmZGW7fvo3/x957h0WRpW3jT3WgyU0WBIRXGOQTBl1llEU+kXUMLCbWvCrKGNlxRNY0rI6OsuYsO+bMmrOsiqKosEgYRcKLREm95EwPoemG+/eHv67PskEBdXTel3Nd98VF1alTp6tOPeecJ9xPQkIC/vCHP3wSF5LPCd7e3igoKGgzBvRdGD58OGJiYnDhwoX3Fgi9e/fGokWLcOvWLRXWjXeBYRhs2bIF5eXlLKPFm1BXV+/QR+Hm5oaampoPIojagra2NhsU/z5t3Lt3D3V1dZg+ffqvvgUeMGAAFi5c2GXh2pGxooyQef2dDR48GFKpFEeOHPloBKyfTMjV1dXB398fvXr1grq6Onr37o3Vq1dDJpOxdZTOwKamphCJRBg6dCgbtqQsjY2NWLx4MQwMDKChoYExY8agoKCgw/34nyjkpk+fjjFjxnR52W9kZIRx48a9lw/cm4O7s30ZPXo0KioqEBQU9N7bFw0NDXh4eHy2LMYikQhbt25FTU0N/P39f/V+mpmZISsrC62trbh169YHe+/vgq6uLm7fvo3nz5+3yyyirq7+1pW6QCB4p4W8m4Xkf6CQ+63DxsYGycnJSE5OVmFS+Z8GkUiEbdu2IS8vD0uXLv0kRowhQ4agoaEBoaGhkEgkv4q1mcfjYfLkyYiLi3uro/vatWtx5MiRNl1x1NTUsGrVKtTX12PLli3tttEt5LqF3GcFNTU1bN26FdnZ2R/FneBzAsMwmD9/PhoaGuDl5dVlfZSWltZb9WHa2tpvXR3OnDkTEokEFhYWuHnzpkraSCVV2Nv6oHQD60h/hUIh1q5di4KCAgwaNAj6+vowNDSEoaEhDAwM2L5qaGjg4cOHkEqlKqoXAwMDnD17Fg0NDTh58uRbyTS7A/Tfs/D5fA7Fd0tLCwEgHo9HampqZGFhQV999RVpaWmRQqGghw8fUn5+PqeNfv36kZ2dHd24cYOam5tJU1OTjI2NqaCgoE0aGT6fT4sXLyY7OztauXJlu3TthoaG9M0333CCto2Njam8vJyqq6spKSlJ5RoHBwf65ZdfKCoqig3gZhiGvvzySyooKKCampp2n4VIJCJtbW2qr6+nkSNH0rNnzzh0T3w+n5YvX04VFRX0r3/9i0pLSznXa2lp0d69e2nWrFl0584d+vrrrykvL4+lP1IWS0tLSk1NpbKyMtLS0iJTU1P6z3/+QzKZjK0zYMAAEovFFB0dTZqamsQwDOc52Nvbk7e3N+3du5caGhqIiMjc3JwaGxtJKpWSqakpNTQ0kFgsJqJXAeItLS1E9Ira3djYmOzt7enWrVtkaWlJAoGAMjMz2faFQiG5u7tTdHR0m8HjDMPQhAkTaOvWrSQSiWjkyJFERCwdFY/Ho4EDB5KJiQm5ubnRzZs3KSQkhIYMGUIaGhr04MEDAkBqamp0/vx54vP55O3tTYsWLSInJydasWIFVVVVkYaGBt24cYPu3r1L27dvp1WrVlFSUhLduXOH7UufPn0oOjqaysvLqbi4mJycnCg9PZ2IXtFwHT9+nGQyGc2fP599/5qamvTHP/6R7t+/Tw0NDbR79266ffs23bp1q93xoSwTJkygv/3tbySXy+mHH36gvn37svkdFAoFJScnU0NDA+np6ZGbmxu1trZy6Nv79u1LW7duJRsbG5o1axbdvn378wzQ/1zK+6zknJyccO3aNcTFxbE4ceIEgoKCcOHCBTx//pylTwIAqVSKpKQkrFixgg281tLSQnR0NOrr6zFgwAAwDIOtW7dCIpG0G2uor6+PjIwMVFRUwMzMrN3+vW6Zbm5uRlZWFqKiopCTk4OWlhZkZmYiLCwMERERqKmpgVQqRUNDA/Ly8rB582Z2RlVS49y5c6dNBTPDMJg2bRrCwsLw8uVLJCQkQCaTITg4mFPP2dkZtbW1qK+vR2pqKicDvJLcUqFQsMSccrmcpTGqqqpCcXExampqIJPJsHHjRjAMgx07diAvL48zk9vb20MikbCEi7dv30ZsbCwnyPynn36CXC5n6dt79+6N3NxcZGdnIz4+HiUlJUhMTERVVRVqa2vx7Nkz9h2/fPkSVVVVkEql8Pb2xp49exAREcHZUo0ZMwYNDQ1tOmIzDIOJEyeiqqoKcrkcL1++RFRUFCQSCaRSKSoqKtjfmpGRAblcjvPnz0NDQwNxcXHYt28fu2pycXGBVCrFixcvWILL5ORk1tlWGaD/888/Q0tLCxERETh8+DB7vTLETSKRID4+HnV1dRwDzfTp09HS0oLTp0/DxsaGPb5w4ULI5XJ4enqyfZgzZ847vxkvLy+UlZUhIyMDUVFR2LFjB6ZNm4bKykpIJBJ4e3tj0KBBcHd3R0xMDAAgJycHBgYGEAqF8PDwQGZmJiorKzvsEtS9Xe2ikHNwcEBhYSFKS0tx6dIl7Nq1C76+voiLi0NLSwvu3r2L77//HvPnz0dxcTHu3r0LR0dHuLm5obq6GuPGjQPRK5ptiUQChUKBcePGgcfjISQkBKWlpW9dgg8YMABjxox5qw7H29sbKSkpyMvLw4IFC2BgYAA+n4+lS5dCIpFg4MCB4PP5MDc3R2VlJbKystg8FEVFRSxTbY8ePZCVlYXi4mIO24gSQ4cORXl5OSoqKnDt2jWWbjw0NJSzhTl+/DgKCgrg5uaGLVu24MCBA+wWzdbWFpWVlbh48SL69+8Pa2trLFu2DHK5HDdu3MDw4cNhbW2NyZMnIz8/H5cuXYK6ujqSkpJYJlrlfdasWYPy8nKsWLGCZR6WSqWslVZTUxNPnz6FTCbD0KFDQUSYOHEiFAoFwsLCsHLlSkyYMAG9e/fGmTNnAABRUVFYsmQJNm7ciLlz52LMmDEoKytDZGQkUlJScObMGc5288CBAwCgYlUWiURYvXo1qqurUVxcjEmTJrF5ad3c3JCfnw8vLy9YW1vD2toaxsbGSExMxO7du+Hg4IDKykrO5DBr1iy0tLTg1KlT0NTURHx8PIfRWSgU4t69eygrK8OGDRsglUrZsUf//7YvPz8fMTEx2L59O5qbm1khxzAMTp06hYKCAhWr6549e9DY2AhXV1cEBQUhJycHRkZGb/1mLC0tkZ+fjwcPHqBnz57g8/lgGAY8Hg8XLlxQSb1obW2N58+fQyKRwN/fH3fu3IFUKsXVq1fh5OTU4e1xt5DropBbuXIlqqqqVBxR7ezsIJFI4OPjw35QGRkZmDlzJoherf6kUilLIMgwDA4cOICcnByYmJhAKBQiIiICN27c+CBKaC0tLYjFYs7MvW/fPkRERLAfpYeHB6qqqtiPx8jICHl5eRg5ciTbjqurK1JTU1WEnJubGyQSCaqqquDl5cV+GHK5nJPHQFtbG0lJSVi/fj17XU5ODuv0OmPGDOTm5nJWpjY2NpBKpZg9ezZ7jMfj4cSJEywjjUQi4VCfa2hoIDExkSV2tLGxwcuXL/HkyRPWamhvb4/a2lqkpqayFE5Tp05tM5/DoEGDUFNTo0JqqYwLbW5uBgBs3bqVc14poF9f3YhEIuzYsQNyuRwtLS0qcdSGhoZIS0vjJCqysrJCQUEBhg0bBh8fH2RlZbE+ZkSvKNarq6sxevRoDBw4ENXV1Zznpa6ujkePHkEqlSInJwfl5eUcXacyAsHW1haenp6sfpDolb/ly5cvoVAocO3aNXYVz+Px8OjRI0RGRsLc3ByZmZlYunTpO8fi8uXLUVJS0qau9fvvv8e1a9dUjisnC2XZt29fp2m3uvOudrHw+Xxqbm6m7OxszvGsrCy6fv06ffPNN5w0eVpaWmRnZ0c//fQTNTY2shTkAMjAwIBu3LhBZWVlZGVlRVZWVpSVlcXqgN6n1NfXU21tLavbMzQ0JG9vb/ryyy/piy++IKJXOqa6ujoyMjIiT09P2rhxI5mbm3PaKSsrIzU1NdLV1WWPubm50blz58jCwoL++c9/0u3bt0lLS4v09fUpJyeH7t69y9bt1asXmZqa0q1bt4hhGPr973/PSVEXGxtLjY2N9NVXX5GRkRGZmprSmDFjSCaTcQgljYyMyNnZmZ4+fUoTJkwguVxOISEh7HkrKysyNTWl6OhoMjExoaFDh5KhoSE9e/aMFAoF2djY0P79+0lbW5suX75MUqmURCIRTZgwgfLz80kikbBt8fl8mjNnDqmpqXH6KhQKafXq1VReXk7Lli0jhUJBT5484TyvixcvUkVFBT19+pSIXtHPb9iwgWbOnEkPHjygzMxMio+PZ6nctbS0aOLEiSy1+uvPuKysjP77v/+bFi9eTMePH6fKykrOvRobGyk9PZ2WLl1KBQUFdOXKFfaco6Mj9evXj7799lsKCAggHo/HoTmvra2lxsZGam1tJWNjY0pPT6dHjx4R0f9LIfns2TP66aefWB3t6+/MxcWFjI2NKSwsjHPOxcWFPD09OccyMzNJLpeTvb09+7sZhiFTU1OytbUlKysr0tLSojfL1atX6R//+AdlZmaSu7s7eXl5kZqamkq99y4feAH12ZSuruT8/f1RU1OjYvXp2bMn0tLSEBERAZFIBDU1NVy+fBk1NTWoqqpCa2srdu3axVlqnzt3DufOncPkyZPx9OlT1NTUvJXc8H3g7u4OmUzG2aqZmZnh8ePHUCgU7DnlLK28bvDgwZykLG5ubsjLy8P169dx+fJlXLhwAUuXLkV8fDyam5tRWVnJ6idv3LjB6rmWLFmCQ4cOobKyEsHBwZzn4Ovry2ZAKysrQ3NzM06fPs3RdSlXjsuWLcOLFy9w7do1Thv29vaoqqpCWVkZSktLIZfLIZfLkZ+fj7t376K8vBxNTU14/vw54uPjcePGDUREREAul+PixYucba+pqSnKysoAABMmTGCP29raoqysDLNnz4arqyuam5s5W0CiV3rMwsJC9O3bl3WXqKysxOLFi8EwDIYMGYLnz5/j5s2buHHjBhITE9HY2IiTJ09y+nD48GE0Njbi0aNHbe4c5syZw9KTK6MGXj//3XffIT4+nvUVbG5u5mwLeTwerl+/Di8vL8TExGDXrl3suX79+qGurg6enp4YOHAguwLj8/l4/PgxkpOTkZ+fj+joaBXr7qJFi5Cens7xf1PqIp8+fYrTp09jwYIFWLNmDSQSCeRyOfbs2aNiYd69ezfLoCIWizFs2DA8evQI+/fv7zD1U/d2tYtCztDQEM+ePcODBw/g4+MDNzc3jBkzBuHh4ZBKpZzsRJqamhg3bhwCAwMREBDA2W4QveIFS0lJQWVlJUpLS/Htt99+NIJCR0dHFBYWqhgtLCws2LSAAwYMUCF6HDx4MFJSUiAWi+Hj4wOJRIL79+9DW1sburq62LBhAyoqKpCZmYl169bBw8MDJ0+eRGRkJE6fPo2cnBwAr5y3c3NzceTIERUHUB6PB1tbW0ycOBGBgYHw8fFR2Zr4+vpCoVAgMzMT2dnZmDZtGuc8n8/HsGHDEBgYiMDAQCxbtgwuLi6YOXMme8zT0xMGBgaYPn069u/fj2fPniE0NFSFGcPY2BiZmZkqGdT4fD6GDh0KkUgEsViMK1euqKQT1NXVRVRUFFxcXLB582ZUVFTAz8+PFdg8Hg89evTAjBkzcOTIEURGRuLIkSMqMas3btxAU1MT8vPzsX37do4AZBgGR44cQWpqKgIDAzFp0iQVw5CjoyMbj6ympoaNGzfi0KFDnPG1cOFCFBQUoLGxkfM7rK2tkZubi5iYGFRXV7OUXaampigqKkJ2djYeP36skolLOdlUVFSwapnX0atXL2zcuBGpqamoqqpCTEwM1qxZo+LQq9xqDx8+nHPczMwMBw4cwE8//cSm5iR6pQ6YMmWKim9lt5B7D+uqnZ0djhw5gry8PDQ2NrLWwB07dnRan6anpwcrKyv07NnzozN49O/fH56enp3q4+DBg1FeXo4tW7agqKgI169f5wwmHo8HCwsL6Ovrc/R/SuXy8ePHIZFI4O7uDiMjoy4L8blz50IqlcLJyQkGBgbvPRkwDAMNDY12PeZtbGwwZcqUtzLAaGlpqQgXHo+HBw8e4OXLl+wKqz1uudef05tt3LlzB9u3b4exsXGb5yMiIlRymr4NQqFQZeLQ1dXFunXrcODAAZXf+fXXX+P06dNYvXo1a+3v1asXampqsHjx4jbHKsMwCA4ORl1d3VvJOnV1dWFpadlufLWmpibS09Nx8eJFlbGqoaGBa9eu4enTp/Dx8cGgQYNw584dNDQ0cHS0RN1C7r2dgXk8HgwMDODq6gp3d3cMGTLkozHBfkoMHjwYcrkcjY2N2LJlS6fIIDU0NPD06VMkJia+d8jQ4cOH20yc/bnB2NgYBQUFkMlk+OGHH7pEnmlsbIyioiL8+OOPbU5IIpEIsbGxHAPOr4GhQ4dCJpPh4MGDbQoohmEwYMAAuLi4vJfxTCgUYtmyZZgzZ06bwlQZ656QkICysjJUV1fjp59+UtnGdgu57oiHDsHX1xdyuRzBwcGd/mC1tbWRnZ2NkJAQ2NravtdKde/evVAoFJg6deonfyZvg7W1NZu5vqvswP369UNNTQ3KyspUdH5Er1QmGRkZKCoqapOE8m0QiUSwsbHpEpmmiYkJq4/rCrvMh4a2tjbs7e1hY2PTZmRHt5D7jQk5W1tbnDx5sl1mjo8BU1NTREdHIy8v752+UG2Bz+djy5YtqKurQ0lJiYo7Rmegp6cHT09PWFhYfPJ3QUTtCmyl/9qbhoDOgGEYTJ06Ffv27Wt35erg4MD6V3am7UWLFqG6uhqZmZnYvn07JyvYm+jdu7eKU7Oenh6MjIw+umqlvfHUmfrdQu43JOQ0NDRw6dIl5OXlsY667aFXr17tMjt0BsoIDADvlfhFJBKxHGy/FsvFxwaPx8O2bdtUVlkikQgPHz5EQUFBu2kWPzX27NkDqVSKyMhISCSSdvVrRK9W8cXFxWx0yKfEwIEDceLEiU4l1ekWcr8hIefr64vCwkIMGzbsnXWXLVuGpKSkTvGD+fj4qDBCiMVivHz5Es3NzR+EWfdthgKGYdCnT58PlsLvY8PFxQUSiQRz587lHBcIBDh27BhWrlz5SVY6HcH06dPx7NkzaGhosI7e8+fPb7O/6urqWL9+PdLT07sk6Ph8Puzt7d/bSDRgwABkZmYiJCSkUxNlt5D7jIScSCRC//79YWlpySbOdXR0ZK1hW7duxZAhQzr04YwZMwZyuZyNtHgXlOE/d+/e5YTMCAQCrF+/Hv7+/p0yqNjY2GDOnDmd0kd5e3ujvLwcixYt+uTv4l0QCAS4ffs2fv755zZD3UQiEQQCAaytrd+bAv5jwNzcHCkpKWw8qouLC2JiYrB27do2t64Mw2DMmDHw9fXttLByc3NDYWEh+vfv32VDhKOjI+Lj43HmzJmPFvHQLeR+Bbi7u6OmpgbFxcVIT09Heno64uLiWCfMjqbO4/P5CAsLQ25ubqf42MzNzXH48GFkZGRg9uzZ7GDuCunl4cOHUVFR0eHtmrm5OdLS0pCUlKRCdf45QkdHB+Hh4W9N9bdo0SKUlpYiIiICS5Ys4fh0fWrweDycPn0ae/fuZSdNU1NThIeHf3Aa8lGjRkGhUCAvLw87d+7skvfB6tWrERIS0mkBR9Qt5D4rIaempoYhQ4bA09MTgYGBmD59epc+eB6Ph4CAAI6XfkehzGI1b968LtOfMwyDo0ePorq6Gjdv3uwQCePq1auRn5/f5exZnwJaWlrtCn8nJycUFxcjJSUF+/fvR0xMDO7du4eAgIBOW0I/FmxtbZGSkoIFCxZwiBLu3bvHOdYWNDQ0Oqzz1dTURGBgIIKDg7Fnz54u8QRqaWl1WZfbLeQ+IyH3Pwnq6upwc3PDmTNn4Onp+c76fn5+KtELv1X06NED4eHhePbsGWsVFYlEcHV1xZ07d/DkyZP3zgnxoeDi4oKUlBQOKcDIkSORlZXVrqAbMGAArly5gqysrN8EsWm3kOsWch8VHys87XMFj8dDcHAwKioqMHjwYPa4trY2Zs6ciaysLJSXl39WCa09PDyQkJDAcctRGiNeF3QMw8DLywsvX77E/fv3MXLkyM825+zr6BZyvyEhJxKJoKmp+dkmZGkLAoGgy86wnztsbW2xePFijjuPl5cXqqurWeohNTU1jBs3Dg8fPmSJSseNG9em8P/Yz6m99gUCAY4ePYo1a9Zwjru4uCApKQlr1qzB4MGDERAQgIqKCty/fx89evTocj94PF6nx7C6ujr7zMzMzODt7d1hAdtNf/4BipL+XF9fn1pbW6m2tpYYhiEDAwOWUub1Ul1dTXK5nAAQwzA0adIkGjp0KG3dupX+85//kL6+PtXV1XGolvr37087duwgS0tLSk5Opu+//55evnyp0raGhga5u7tTWlqaCs060SuqpUGDBlFjYyOlpaVxfoOjoyNpampSamoqWVpa0ogRI2jfvn0cmnJjY2OaMWMGHTx4kGQyGdnY2FBBQQGHhsfa2pqcnJyIYRj64x//SNra2rRw4UL65ZdfVPojEAhIKBSq0FdramqSp6cnubu70z//+U9KTExUucf8+fNp7969VFZWRhYWFjR9+nQ6efIklZeXc9ri8Xjk5+dHUqmULly4wKFJf/OeOjo6RESko6NDffv2Zc9VVFSQSCQiHR0d0tXVpSFDhtCIESPIwsKCkpKSaNasWVRWVkabNm2iZ8+e0blz54iIaMGCBbRz504SCoXEMAyVlpZSa2sraWlpcZ7HgAEDaOvWrXT+/Hk6duwYERHZ2NiQv78/1dfXU2xsLOnq6tIXX3xBz549IwBkb29PAEgmk1FeXh716dOHBAIBHThwgGxsbGj69Om0efNmqqysJD6fT1u2bKGSkhLatWsXZ2wpFAr6xz/+QT/++CNpaGiw7yI2NpZGjx5N48aNo0ePHpFIJGJ/w+DBg4noFUWUvb097dq1i2pra9k2e/ToQVOnTqUjR46ovFs/Pz/q27cvBQQEsO9UJBLRX/7yFzI3N6fg4GDO2LWysqJ//vOftHfvXrp58yYdOnSIvvrqK0pISGDr8Xg80tTUbHOMdbh8zNXUpyydXcnxeDw4OTnBz88Py5cvx40bN1jk5OQgKysLd+7cwb1791BUVISKigqUlZWxLMLl5eWIiorCnTt3cOvWLezdu5elSPfx8YG1tTXS09M5YUuampqIjIxEZWUlTp8+jcjISGzbtq1NfYmXlxfkcjmSkpJUFNxisRhRUVFQKBRobGxESUkJKioqWLrt8vJypKSkICYmBjU1NQCADRs2cNrYunUrKisr0bNnTxgYGCA1NRUrVqxgz5ubmyM5ORkKhYKlfa+oqGiX5XjhwoW4ceMGx7lTIBAgODgYzc3NkMlkqKioUElWonRQVrLY/vDDD2hpaeHolpTQ0dFBeno6mpqa3upEvWLFClRUVKC0tBTFxcW4ffs2qqur0dzcjMTERLx48QLp6ekoKSkBAOTl5WH8+PEwMjKCUCiEt7c3SktLOYlghg4diuXLl2P06NGYO3cuJBIJWlpaOMSWampquH//PhobGznU5uvWrUNrayuam5uRn5+PlJQUpKSkoK6ujqWFP3/+PF68eAHgVQrPhoYGpKSkICsrCwUFBazhyt7eHtXV1UhISFCxblpaWuLHH39EXV0dZsyYwTnXo0cPPHjwADU1NUhNTUVaWhonbahMJkN9fb0KE8kPP/wAhUKBHTt2cMapiYkJJBIJkpOTOd4C3333HZqbm1FYWIisrCxOuNjChQsBACEhIbC3t0dNTQ2OHDnCaXfGjBm4d+9emz6W3dvVTgo5LS0tPH78GBUVFYiKisKxY8fg5uaGKVOmoLy8HEVFRXjw4AEePHiAzMxMNDc3Y/ny5ejfvz9WrFgBhUKBixcvYvny5SwuX74MqVSKfv36wc3NDSUlJZwwHqVryZQpU8Dj8aCjo9OmGZ7P5+PatWuoqKjA0KFDVbZEY8aMQW1tLdavX4+JEyfC29sbubm5yMnJwejRo2FrawsNDQ1oamrixx9/hFwuZxmOiV7pZJScbGZmZhg9ejSkUimmT5/O1hk/fjzq6+sREBCA06dPAwBu376tsj3h8/kYO3YsysvLVQa8j48PpFIpgoKC0L9/f/Tv3x8xMTFYsmQJRyDJ5XJ4eXlBKBTiwYMH+Pnnn9sMVNfQ0MDu3buxf//+tzoaz5kzB7dv38acOXPg5OQEY2NjxMfHY+fOndDW1oZYLIaOjg6+//57pKSkcBynbW1tkZ6ejtWrV7c5+WhpaSEgIABVVVUIDw/nTEBaWlpIS0vDvXv3OLGkxsbG2LBhA4YOHYoePXpAXV0dRkZGSEhIwJw5c+Dg4AChUIiVK1dCoVBg37596N+/Pytgbty4wT53Pz8/tLa24qeffuL0SygU4vr16ygrK0NSUhKHOp2IEBQUhOTkZHh4eEBdXR1aWlqYM2cOioqKkJSUhEGDBsHR0ZFj+RQIBLh58yYAIDY2lrNNVvIZXr16lfN+4uPj8fPPP6N37964du0awsLC2DF+6tQpAMDevXsxffp01NTUqMTM7tu3D4WFhW26LHULuS7o5AwMDNCzZ08IhUKWo/7s2bN4/PgxHB0dwePxoK2tjdjYWDx//pz1jzI0NER2djaHVlz5Ek+cOMEO2Lt377KDk2EYXL16FVFRUe/U2aipqSExMRFSqRRbt27lCEo+n4/w8HDcunWL/QhFIhHi4+OxePFilbaWLFmC7OxsjqOrUsjduXMHampquHLlCpKSklgBxefz8eDBAzx+/Bg9evSAv78/WlpasGDBAk7bTk5O2LNnD7tavHHjBoee6d69ewgNDWWfG8MwCA8P51Bs+/v74+XLlzAyMoKVlRWqq6tVKHZeB8MwHTKCvF5nwoQJUCgUKvxrHh4eSEtLw/z58+Hj44NVq1YhIyMD6enpKqtnLS0tTJ48GdHR0WhsbERoaChMTU05dRwcHFBfXw+5XI47d+68lVFEuZK5cOECOx727duH0NBQ1uWnf//+aGhoYHnkhEIhDhw4AIVCwR5TwsXFhQ3ZsrS0xJMnT9hxo6Ojg4yMDM7kosSCBQtUcni8jj59+qC8vJxDwqmmpsZOfK+/S0tLS9TU1CAgIABEr1bp+fn5rE/cqFGjIJVKMWLECAQHByM1NVVlsurduzdGjx7dpp6um/68C6WqqoqKiopYvdqAAQNozJgxtGPHDvrv//5vam1tJV1dXfqv//ovunv3LqurqKyspCtXrpCrqyvblrq6On3xxRf0n//8h0xMTOjPf/4zXb9+nRQKBRERAaDCwkJqbm6mlpYW4vF4pKWl9Vb65/r6evryyy+ptbWVPdbS0kLPnz8nLS0t+uqrr2jw4ME0ffp0cnR0pKamJs71GhoaNHv2bLK2tqY//elP7HGhUEgaGhp0/fp1EovF1K9fPzp58iSrB2lpaaHHjx+TnZ0dRUZG0vbt24mI2JR/fD6f/Pz8KCwsjPT09Gj27NlUV1dHMTExLD07AMrIyCADAwNWP2ZjY0N9+/bl6JH69etHjx8/psrKShKJRCQQCDjpD98seDVRt3v+9XrKYmZmRnw+n0aMGEH6+vrs8cjISDp48CAtX76cfvrpJ1qyZAnl5eXRnDlzWH0gwzDk6upKYWFhdOrUKdLR0aEtW7bQ1KlTqaSkhHNPOzs74vP5dPr0aTp8+DBHt/Vm+fOf/0xisZjc3NzI0NCQiIju379P1tbWNGHCBFq8eDGtWLGCZDIZZWdnk7q6Oq1atYpmz55Nv/zyC718+ZJD5a7U/8bHx9Pvfvc76tu3L+np6bG/gc/nU2ZmJjEMQwzDkJaWFmlpaZFUKiV7e3u2blvPkcfjUXR0NBG9GjvffPMNTZkyhWQyGcXHx7N1pVIplZaWkqmpKQ0fPpz++Mc/UkFBAas7ZRiGmpqaqLS0lEaOHEmZmZkklUo598vJyaGwsLD3SxnwwZdQn0n5ENZVJa3061mUfHx8oFAoOFs5TU1N3Lx5k2VYJXrF5iCRSBAZGYnIyEgUFRWpME54eHggOzsbfn5+2LBhAzIzM3HixAmVLaByJefr69um9crKygrBwcEoKSlBc3Mzqzd7fUuq7GdqaioA4PDhw5wZt7y8nN1OvJ4BSwkNDQ14eXlh3rx58PPzw8uXL1k+tMWLF6O8vByBgYHQ1taGm5sbmpqacOvWLc4MbGlpievXryM+Ph5HjhxBQkICKioqOElm1q9fj+fPnyMgIABhYWGoq6tToaJ/X4wfPx6tra1ITExUCQhnGAb6+vqwtbWFmZmZygqib9++KCsrQ3Z2Nry9vd/qOOzj44OGhgYEBARg2bJlb80ov2PHDgBQWUEvXrwYGRkZqK+vh1QqRWlpKTIyMvD48WPU19dj1apViI+Ph0QiwcKFCzkruZqaGty9exc1NTV49OgRu3pXusPk5+fjzJkzOHPmDNLT05GVlYWKigokJye3G8VhYWGBpKQkPHnyBEeOHMHt27fR2NiIuro6KBQKToIfhmGwe/du1NbWorm5GfX19RwmZj8/P8hkMoSGhkImk7W583gburerH0DImZiY4M6dOwgODmaNEsrcAAcPHoSjoyOcnJxw6NAhSKVSjBo1ir124MCBaGhowMuXL3Hnzp02FeMCgQCLFi2CRCJBTU0Nnj17xmlDCaFQiMjISCQmJuKnn35SyQegHFB9+vTByJEjsXTpUnYb8GY9b29vVFdXY/78+eyxsWPHoqWlBbdv38aePXuwdevWd1IvLV++HA8ePMCKFSsglUqxZs0adrvs7e0NAMjPz1dpR0NDA7NmzcLNmzfx9OlTLFy4kKPr0tbWRlBQEIqKitDa2orIyMhOMVN0BNra2jh06BCuX7/eaW97FxcXNs9FW7Gtr0MsFuPgwYNsztXXJ8s3YWtri9zcXOzfv19FaIrFYjg7O8PJyQk9evTA7NmzsWfPHixduhTq6uro2bMnJkyYwBljQqEQPj4+uHbtGnbv3q3ipGxqago/Pz+EhISwho/k5GQcP378ndEpVlZW+PHHHxEXF4eUlBQcO3YMjo6OiIyMxMqVKzl1+Xw++vfvj5EjR8LFxYXzrrdt24a6ujqkpKTg6tWrnXak7hZyH8hPTlNTE0FBQZBIJOyss3z5cjx+/BjFxcVoaGhAbW0tli1bxlll2dnZoaKiAh4eHu/UuVlbW8POzu6tsX+Ojo7YtWsX0tLS3sllZmZmhqKiojZ5+AUCAfr27csJ1vbw8IBUKu0UUaKlpSWysrLQ3NyMY8eOcQwMJiYmiImJwalTp9pd5QgEgnYFDMMw6N27N3x9fT8av5xAIOhSzCnDMBgxYgRu3LiBmJiYNiec1yEUCuHg4ABbW9t36g6tra0/uEBvi379dfB4PKirq7PoTGyrmpoa1NXV2dVuYGAgbty40eFro6KisGnTJqirq3fKv07py9ct5D6gMzDDMLC3t4enpycriHR0dGBlZcXOoG9ua/T09JCfn9/myux9+vF6rtW3Dezw8HAcP34ckyZNemfgtJOTEyorK9/5wb75+9LS0pCSktKmQt3Q0LDDxAO/RfD5fCxYsADPnz/HggULuhwP/FuC0hjX3vkNGzbg5s2bHWqrb9++qKurY/P1dhRCoZBVC3ULuU8c8aDUycXHx3+SwO0RI0bgwYMHuHXr1ju92JU6qh9//LHD7c+dOxctLS24cuXKJ33OnxIMw8DOzg4PHz7Epk2b/keHuolEIgQFBeHWrVtt+iwqE/y8zRL+Otzd3dHU1ITk5OROM5Aod0bdQu4TCzk1NTUEBAS0G+rza4DP53coREZfXx8zZszosE5ET08PiYmJAIDg4OBP+pyVYBgGLi4uH4Q1ubNwdnbGs2fPWA63jvb3Uz4vPp+PQYMGdTjkbMiQISgoKIBUKkV6erqKq4eWlhYSExM7TAsvEAiwePFiFTVPe8+qLUHYLeR+Q7GrvzV4eHhAoVCgurr6k1AoaWtrc5iRGYbB9OnTUVtbi02bNn2SZxIYGMixrr8NAwcOxO3bt99Jdd8VqKmpQSwWv9NwZGJiguzsbPz4448d0ocJhULo6+vDw8MDUVFRKkLH0tISBQUF7ao8NDU14ePj02kCAxMTE5w8eRJpaWlYsmQJp6/dQu4DCjk1NTX4+Pj8JvQuAoEA8+fP5ySY/tCwsbFBSkoKtm7d2iUSRmUil9eZijuDmTNnIiMjgzVKeHh4oLq6Gnfu3OG4o/ya0NbW7rDhxsDAAM+ePXurYaYrz9TX1xfx8fHIzMxEbGzsW11WGIbBvHnzUFtbyxFM6urq6N+/P0aNGoUff/wRu3fvVnFdMjMzU3nvQqEQ9vb27RqTPDw8IJFIIJFI4Orq2qHfJBQKceXKFVRWVmL//v0oKyvj0Ht1C7kPLORCQ0Nx48aN9+LZUlNTg5eX10elzXZ2doZUKlXxkfvQ0NfX7/LvYBgGEydORHJyMmbNmtUpRlmRSIQ5c+agsrKSja0dOXIkQkNDPwqXm1AoxK5du+Dr6/tOl5GOQkdHBy9evEBYWNgHY+oVCAR4+PAhkpOTcezYMZw+fRoxMTHtGr60tbURGhoKuVzOxgkTEb799ltIpVK0tLRALpejuLgYqampKtnuu/LOnZ2dUVVV1eHVtp2dHcrLy+Hr6wuhUIhbt25xru0Wcq8JOaFQCCcnJwwcOLDLdEbm5uZ49OgR69vVlRR+2traSEhIwKJFiz5KIhSGYbBjxw68ePGiS/37tTFt2jQkJibi/v378PLy6pCwmz9/PpqbmyGXy1klN8MwH43OSLnqvHHjBqKioj7IFlMsFuPcuXMfPLeptbU1x8hkYWHR7vZQ6QMaEBDAWX0NGTIEa9euxbJly+Dq6gpzc3NoaWl9EBqwfv364d69eyrhj+2hb9++KCkpwdKlS7F8+XJIpVIOAUK3kHtNyAkEAjg7O+PWrVvv9fGbmZlh27ZtyMvLw4MHD7rk0zRv3jyUl5fD29u73Tq2trbYu3cvh5yxI+DxeNi4ceN75QT9tWFhYYEdO3YgOzsb58+ff6fbSY8ePTBr1ix4eXm9Nafoh4a6ujrmzp2LyMhI+Pr6vnfmsc8h29enIMbszD0FAgGCgoJQU1OD6upqXL16lUN00C3k3tiuCoVCTJky5b1nfIZhYGxsDGdn5y4NEh6Ph0WLFuH58+fw8/NrU1CKRCKsWrUK6enpGD16dKfa/y2SWTIMAxMTE7i5uX32ek9bW1vExsbizp07n01Oh//JYBgGAwcOhL29vYp6pFvIfcbWVaW7Q3R0NI4ePdrm6oVhGEyePBkpKSmdFnTd+LgwNTXF9evXObGiHQGPx2tTiL8eNUD0SndraGjIgb6+voqRQkkT1ZF7d3biU6ZefP2Yo6Ojynadz+djwIAB+PrrrztsRBEIBB8kB2+3kPsAQk75kttasfXs2bNDcY8aGhqwtrZusw1tbW3s3bsXR44cafOlMwyDr7/+GgkJCRg6dGi792AYBlZWVu1un01MTGBra8tCR0cHAoEAAoEARkZG7PHevXurDGzlyrWt7RWPx0OvXr0we/ZszJ49G4aGhm3en8/ns6FrkyZNQq9evTgfhI6ODtzc3ODh4dGmMUMgEGDo0KGYPXu2Svwj0Suhc/DgQTZJtjKG9/V7KJ+BjY1Nmx+8trY2bGxsOPdXEma2lZ6wV69euHXr1lv9IBmGwbRp03DlyhVMnDgRixcvVgkFMzY2xrVr1zBx4kR2vFy+fBnFxcUoKipCQUEBJBIJ8vLycPPmTWzatAnDhg3DiRMnkJKSgoyMDMycOZND4bVhwwaOu4WFhQXOnDmjEiLXo0cPHD58GP369VN5XwcPHkRgYCD720xMTJCSkoLjx49zfq+trS3KyspQVVX1VneiYcOG4dChQ3Bzc0NQUBCePHnCuqEwDIPFixfD3d2dvb+npyfmzZuHefPmwdPTkzN+u8O6/v/SVSFnaGiIVatWYdeuXYiMjMSCBQtw8+ZN9gUoP8qoqCjs3btX5XoXFxcEBQXBzc0NPB4Pa9euRVVVFcaNG9emkLCzs0NGRgZOnjzZrqBzc3PDw4cP2+Uj69+/PwoKCnDs2DEVYTplyhTk5uZCKpWisrIS1dXVSE1NRVxcHOLi4pCTkwOpVAqpVIra2lp89913nOtHjhyJnJwcDqMx0Ssl9+nTp1FYWMg+88OHD6sIIFtbW5w5cwZVVVUoLS1l77thwwa4ublhzZo1SElJQVNTE5qamnD06FHONlAoFOKHH35AXV0dfv75Z6SlpWHevHmc+2zevBkAcOnSJairqyMqKgrx8fGsIcPLywt5eXmQSqWoq6tDUFCQijCfO3cuqqqqOAJo8uTJaG5ubpNfzdXVFenp6SyRaVvvZcaMGaipqWGFkVwuBwCcPXuWrbNnzx4AYBk4TE1NUVRUhOTkZPj5+WHQoEFwdXVFTEwMXrx4gdWrV2P9+vWoqalBfX09bt68iaysLEyZMoUdUw8fPoRMJmNXmpMnT0Zra6tKNMKiRYvQ2tqKW7ducQS/s7Mz6urqcP36dfY5+/v7o6GhQUWX3KtXL9y/fx/37t1rNxfw0KFDUVRUhOzsbOTm5qKlpQWlpaXsexaLxUhLS8O1a9dA9CprmNLCW1dXx45PJZQMOt1CrgtCjsfj4fjx46ivr2d9eqRSKZqamjgMErNmzWqXGubgwYMAgNWrVyMgIAC1tbU4d+6cyrZCLBZj3759LG12S0sL9u3b1+aKSSlUN2/erLLSYRgGwcHBqK2txdSpUzkfo1gsZil0FixYAHd3d4wbNw6ZmZkoKSnBqlWr4OPjg7Vr17J05K9TSBERtm/fDgDYunUr27aamhpCQkLQ2tqK+/fvY+7cufDx8cGECRM4wkNDQwMRERFoampirYnq6uoYNGgQpFIpFAoFWlpaEBoaCh8fHyxbtgx1dXUsySLDMAgMDERDQwN27twJTU1NDBo0CGVlZRwL3ffff4/W1lasWbMG9vb2kEqlrLDW0NBAVFQUpFIpVq9ejQULFrSZ6PrEiRNobW3lEIGuWrUKAHDt2jXOc3V3d4dEIkF5eTmio6MRFRWl8n4NDAyQlZWFK1euwMDAANbW1rh48SIUCgX7+wQCAe7cuYPm5mY2VGrIkCFobGzk/D4zMzMkJyez1+nr6yMzM5N15J08eTIyMzPRo0cPMAyDEydOQKFQYO7cuSB6ZcUuLS1V8ZsbOnQoampqcPXqVc7kqHznSqGopqaGiIgIhISEtLnSfltkjfLamJgYWFtbw9nZGUVFRZBIJOzKX0NDA0+fPmWdqXv27Ini4mLs2rULvXv3hpubG2JjYyGXyxEcHMzS5XcLuS4IOVNTU0gkEgQEBEBPTw9mZmaIi4tTYSw9c+YM8vPz20wQrcxR8PPPP6OhoQE//vijygrN3t4eUVFRyMrKwvz587Fp0yYoFArU19er+LcZGBhg69atkMvlkMlkKrMxn89HVFQUIiMj4eDgwBlsNjY2qKysVMl7qqRJej3DemVlJS5cuKCiTJ8+fToaGhowaNAgTv9ra2tx8+bNt8YdMgyDfv36YdCgQZyPY86cOWhubkZBQQHy8/PZ6AU9PT3k5OSwrLPm5uYoKSnB4cOHWdWAjY0NpFIpduzYwelPdXU1RowYgbFjx6KqqorNx9CzZ09UVlayWy8dHR1kZ2dzfMOICCdPnkRxcTHrBykSiRAREQGFQsGukpTPKikpCceOHYO1tTWcnJwgkUhYgaKEubk5Xrx4wYnMCAwMRE1NDcsraG5ujsLCQjQ0NLBOzJ6eniguLuZsLZcvXw6FQoGvv/4aRK/8x5TcbIaGhjh79iyHA9DPzw/l5eUsZXhgYCCeP3+uol7p1asXioqKOBxvRK9imV8fa7169UJxcXGXQvg0NTWRlpbGJkRXslbfvn2bnTiGDBkCqVSKRYsWsc9AJpNxVsjbtm3DrVu3OOOoO1tXF4qpqSlpaWlRXFwc/fLLL+Tn50e/+93vKDExkWXZtba2Jjc3NyotLaXq6mqVNi5cuEB/+ctfyNnZmVpaWig8PJzDdsowDK1evZrc3NxoyZIlJBaLafbs2fTvf/+bIiIi6JtvvqHk5GRKTEwkU1NTCgkJIRcXFzp69Cjl5eXR1KlT6dq1a5Sens62yePxaMCAAbRr1y6aMmUKy0BrYWFBGhoaKqyqYrGYfve739Hvfvc7evbsGVlbW7NZtGbPnk07duxg69rb21NTUxPV1NSoPKeEhASqq6tr93kCoKSkJM4xoVBIM2bMoIyMDBo/fjz5+vrSzp076fHjx+Tp6UlmZmaUnJzM1lVXV6dnz56xbLIODg4kEok4TL/W1takoaFBRkZGNGrUKOLz+ez51tZWUigUVFFRQQDI2dmZDA0NOSy6DMOQUCgkbW1t+q//+i+qqamh+fPn05AhQ4jH49F//dd/EcMwJBaLyd/fn7788kuKjIyklStX0tixY0lTU5NWrFhBiYmJ9OzZMyIikslk1NzcTD/++CPLsDxixAji8/lka2tLjo6O9MMPP5CBgQEBIA8PD9LT06OAgABSU1MjkUhERK+ynv3xj38kPp9P8+fPp8jISKqsrKSCggLasGEDrV69mqytrenEiROUkZFBRMQyL7e0tJC5uTlNmTKF+Hw+iUQiTkazb775hkxNTelPf/oTnT9/npN9CwClpqYSEdHcuXNJX1+fbt261e67bq+0tLRQRUUFjRgxgmQyGbm5uZGTkxMlJSXR6NGjSSAQ0Pfff0/a2trk4eFBlZWVtGzZMmpsbGTHsVAoJBcXF5JKpRxW7A6Xj7OO+vSlKyu5iRMnoqWlBYsXL0ZgYCCbvSgxMRGampqwsrJCVFQUACA+Pl5Fgc0wDLZv3476+nocOHAAJSUlWLNmDfr06QM7OzsYGBiAz+fj8ePHAIC6ujrU1dVhx44drNVt/vz5OHfuHOzt7REeHo7m5mbMmTMHAoEADMNg3759OHnyJMcoEh0djbCwMBWPfHV1dTx48AAXL17EuHHj4OzsjB9++AGlpaXIzMxkV23e3t5obm7GpEmTONY/oVCI+/fvo6ysjJOpysjICDk5Odi+fTsEAgGMjY2xZMkSzJkz550WNjs7O1RVVbG+fGpqapg1axaSk5ORkZGB4OBg1v9NIBBg69atSEtLQ2BgIFavXo3c3FxIJBJOf+bOnQsASElJQX19PSIiIlh9HI/HQ0BAAO7du4eNGzeipKQEBQUF7JZHIBBg2rRprM6wtLQU2dnZqKysxLJlyzB79mykpKTg5s2byM7OhlQqRXNzM5qbm5GZmYlly5ahV69e2LRpE548eQJHR0fWsOLi4oKjR4+yOjllNreEhARUVlYiPDwcI0aMwIwZM9jg97q6OuzevZsdWwzDsCqQp0+fsruCfv36Ye3atTh06BDWrVvHsdAvX74cTU1NCAsLQ0pKCmQymYrvpFJ3BwAlJSWcFeeuXbuQnZ0NIyMjDBgwABKJBLGxsV22iHp6eiIjIwNNTU2oqqrChQsX8PDhQ9TU1EAmk0EikWDLli0IDQ1FRkYGXrx4genTp7NjSbnDUiaFUrbbvV3tYiKbqKgoSCQSNDY24smTJwgKCkJBQQGOHj2KjIwMNDY2oqGhAUVFRVi8eDFH0CmX5qGhoVBTU8Po0aPx5MkTlJWVoa6ujk1LN3jwYISEhODUqVMYNGgQZ4upq6uL8PBwVFZWIjMzE35+fpwluqOjIxITE1ndEcMwOHLkCKqrqxEdHc3ZVhK92srdvn0bJSUlkEqlaG1tRXZ2NmvNI3ql6K2trUVKSgpWrFjBSYiTlJQEAPjhhx9UBm56ejru3buHnJwctLS04ObNm+90VfD09IRCoVBJoqLMJvamQUAkEmHkyJG4du0aIiMj8fjxYyxZsoQjTOfOnYv8/HwEBwfj0aNH7LZOCS0tLaxfv561VL4e/ygSibB9+3ZcvXoVvXv3xqhRoxAYGIgxY8awSXImTpyIS5cu4dixY+xk4ezszFFXiMVi3Lp1Cw0NDcjPz+fE0Cp/m9ItQ1NTE3Z2dqzQ4PF46N27N5ydndG3b1+VZ9CvXz9cv369TStvW+jZsycOHTqEgoICPH36FKtWrWpzQt6/fz8aGxvh7+/P0QUfOnQIjY2NeP78OWpra5GTk/PWONiOQE9PDwMHDoStrS14PB7U1NRgb28PZ2dnNhZWTU0Nmpqa0NTU5LxfkUiE58+fo6GhAQMGDOgWcsryppAzNTXtkJe5lZUVjhw5grVr17LWTGdnZ+zatQtRUVHw9PSEu7s7EhMTceLECY6eQyQS4fLly5zMScqAZ29vb4519M0sUwzDYMCAAQgLC0NDQwOio6Pbpe4ZNWoUJ/+qhYUFtmzZgtWrV7cZGiUQCGBpaYlx48ZhypQpKvxyfD4f3377LVJSUjB79my2XzweD0FBQcjIyGiTQ8zV1RXXr19Hfn4+goKCOkQKsGvXLgDAlStXOuX1z+PxwOfz27xm7ty5iI6OhkAgeGubJiYmKhm1lL//XSFlPB7vnatUe3t7HD9+HDNnzvzgDtmdjZBQOli/nqH+TfTs2RMjR47kTLImJiZIT09HeHg4zp07h1WrVnWKTPVjgM/nY9OmTZxVPlG3kFMRciNHjsTixYu7zPrAMAxHoGlpabVpaRKJRF26h5eXF8rLyyGRSLBu3bq3OnmqqamxPlMfkpesraQs73LcFAqFEIvFHfoIRSIREhIS0NjYiMmTJ3+wfi9YsAAvX758L/KEbryCu7s7iouLPyqLzYfCR0tJGBkZSWPHjqWePXsSwzB0/fp1znkA9OOPP1LPnj1JQ0ODhg0bxiowlUUmk9F3331HRkZGpKWlRePGjaP//Oc/nDrV1dU0a9YsEovFJBaLadasWRzld2eLvr4++fv7k7GxcZeuB8BR2tbX11Nzc7NKPZlM1qEUeW8WW1tb+te//kVDhgyhDRs2vDV9XXNzM/3tb3+jiRMn0pdfftnpe7VX6uvrVfquUChU0sS9XuRyOdXW1nZIIaxQKCg0NJSCg4Ppxo0b791fZbG2tiZLS0tyd3f/YG3+by1ubm6koaHBGi/+R5TOrpBu376N1atXs7TX165d45zfsmULdHR0cOXKFaSkpGDq1KkwMzNDXV0dW2fRokUwNzdHeHg4EhIS4OHhgX79+kGhULB1Ro8eDUdHRzx58oRV6I4ZM6bD/XxzJTd9+nQcP36ck/z2c4KGhkanYmF5PB6+//57Fefd/43Q19eHv7//B08C81sBn8+HlZXVewf983g83L17F62trfDy8vog72X69Onw8/PD7Nmz0bdvX9jb28PExAQMw7w3QcCvsl0l4gq51tZWmJqaYsuWLeyxpqYmNjUbANTU1EAoFOL8+fNsncLCQvB4PISFhQEAXrx4ASJCbGwsWycmJgZEhPT09A717U0hx+PxIBQK4evr+8mppz8UlHqqT92P/y3Q1dWFi4tLp9MYfmwYGBggMTERQUFB75U8iGEYLFq0CCEhIRx/SR6Ph+nTp3eKWr5Hjx6Ij49HS0sLSkpKEBMTg9raWtTX17NpDENCQtoNBewIPtp29W0lNzeXSkpKaOTIkewxkUhE7u7u9OTJEyIievbsGcnlck6dnj17kqOjI1snJiaGxGIxDR48mK3j4uJCYrGYrfNmkclkVFdXx8HrpbW1leRyOT1+/JhMTExIIPgwLoI8Ho9cXFxIW1v7g7T3tvsMHz6cnJyc2GOtra3vl1n8A5aZM2eSt7f3p+4GW/z9/Wnv3r1kaWn5wdrU1NSk7du30/r160lNTe2929PT06Phw4eTvb09MQzT5XZqampoxYoV9Je//IXmzZvX5XYA0MGDB8nHx4fKy8vZ4wzD0O9+9zsKCQmhXr16dagta2trAkD+/v40cuRI8vDwoCNHjpBQKKSCggJSV1cnAOz7UVdXp4ULF9KBAwfIwsKiy7+hvR/W5ULEXclFR0eDiDjxjAAwf/58jBw5EgBw5swZqKmpqbQ1YsQILFiwAACwceNGfPHFFyp1vvjiC2zatKnNvqxbt65D0l8sFiMmJkYlfKmrUOaPjImJgbu7+0fjCevTpw/Ky8s/26xQc+bMwYsXLzBhwoTPgitt1KhRiI6ORmJiIvr27ftBnhmPx8P27dshlUo7navgTWhqauLevXtobm5GaWkpvL2936uP8+bNQ3NzMyIjIzvFtNxRqKurY/fu3Xj8+DEbWfE28Pl8FcYVX19f5OfntxmD7e3tjaamJshkMpw8ebJDlFufZCWnLG/OSgDeOVO9Waet+m9rJzAwkGpra1lIJBLOeUdHR9qwYQMtXryYkpOTKSIioqM/561FLpeTr68v3b9/ny5evEhbtmz58DMRvYpeyM7Opu3bt3fJsPGxS0hICAUFBdHmzZtp1qxZ77Uy+RDl7t27NGrUKHr48CGFhobSsmXL3nu1rampSSNGjKDjx49Tfn7+e7UlFouppqaGtm7dSiEhIbR161ZydXXtcntDhgyhq1evkq+vLxud8yFLU1MT/e1vf6PIyEg6d+4c2dravrV+S0sLJ4KCiKhPnz5UVVXFMeApS25uLs2cOZOmTp1Ko0ePpmHDhn24zndIFLZTiLgruZcvX4KIkJCQwKk3btw4+Pj4AAAePHgAIkJVVRWnjpOTE9auXQsAOHbsGMRiscr9xGIxjh8/3qG+vamTMzAwgLm5+UfLr8Dn8zFmzBicO3cOhw4d+iB00a/D0NCQ9dL/nDFkyBCcOnWqU97x1tbW2Lx580dxWxCJRHB1dcWtW7cwadKk92qLYRhYW1t/FFLSESNGYP78+V3Wserq6n7wMdfeM3Bycur0alFdXR2XL19GSEjIO9t3cXHp0Pj5pIYHZZA6AMhksjYNDxcuXGDrFBUVtWl4iIuLY+vExsaCqOuGh18LPB7vs1NM/9ro7MfWo0cPREVF4fnz55xwrQ8JoVD4WWyj/7fCzs4ONTU1H0xNRPQRhZxUKsXz58/x/PlzEL3yYH/+/Dny8/MBvHIhEYvFuHr1KlJSUjB9+vQ2XUgsLCxw//59JCQk4A9/+EObLiROTk6IiYlBTEwMvvzyy/dyIenGx4HSFeBtK5CO6JqMjIxw8uRJ3L1794Owxn7I3/dbum9XrlNa6fl8/juvf9d5Pp8POzs7+Pj4ICgoCC4uLmAYBjY2NoiPj2czqmlpaWHw4MFwcHBo1/VHOSkxDNNmprSOCjkG6JyC59GjR+Th4aFyfPbs2XTy5EkCQOvXr6dDhw5RdXU1DR48mH766SdydHRk6zY1NdGKFSvo7Nmz1NjYSMOHD6f9+/dzLGFVVVW0ZMkSunnzJhERjRs3jv7xj3+Qnp5eh/pZV1dHYrG4Mz+NiIi1+rSlN2iv8Hg8EggEKs7BDMOQuro6NTU1talHEwgEKlY6hULBaUfJItLc3EwCgYD09PTIwsKCXrx4walnZGRE1tbWRPTK2lZUVMSe09bWZq1iPXr0IFtbW7p06RJbh2EYsrKyIolEQi0tLcTj8WjKlClkY2PT7m8uLCyk9PR0WrBgAX3xxRdERJSYmEjh4eH0r3/9i3UONjIyor///e+0Zs0aqqyspPnz55Ompibt27dPxYFYX1+f9uzZQyUlJfS3v/2tTcuxpqYmffXVV1RTU0OFhYU0adIkunbtGpWWlrJ11NTUqG/fvpSfn89hijE1NSU9PT1KT08nPp9PY8eOpZiYGM61dnZ2NHbsWHrw4AH16tWLXF1dac2aNaRQKIiIyMzMjL766ivOb3RxcSGFQkFisZh4PB4NHDiQGIahhIQEqqysJAMDA6qrq2PbKCwspOLiYs77GTt2LN27d48qKyuJYRhauHAhlZaW0vXr19vVwTIMQ6NHjyZHR0e6desWaWpq0rx582jNmjVUUVFBRK+snL6+vqSurk51dXXU2tpK8fHxJJPJaMiQIaSpqUlubm7sOMzJyaHMzMw278fj8cjOzo7Cw8Pp3LlzJJfLOecHDRpEs2bNomnTplF+fj4VFRWRvb09rVy5kkJDQ0lDQ4NMTU1p8uTJNHnyZDI1NaWXL19SeXk5hYSE0I0bN9hn6uzsTIGBgbRixQpqbW2lK1eu0JQpU+jly5fs/Wpra0lXV7fNvnJKh5dGv7HSVdLMM2fOICws7K3+Rra2tggKCsLo0aOhrq4OPz8/3LlzR8WPaNSoUUhJSYGvr6/KVsnKygrXrl1DRkYGBxERETh06BAOHTqEo0ePIjExEdeuXYO5uTn27duH/Px8NDQ0ICgoiNUvikQi3Lp1CzKZDKWlpSgvL+e0mZ+fj7KyMpSUlEChUKC1tZXDSjFu3DhIJBKWGFRdXR3h4eFQKBSoqKhASUkJSkpK0NjYCJlMhvDwcKSkpOD+/fts0P/Lly8RFhaGFy9ecKxv06ZNg0KhwLRp09CrVy+UlJTg8ePH7ep0jI2N8ejRIw6HmxKampo4dOgQZDIZqqurkZeXh5aWFparTImAgAA0NDQgISGBZa3Q09PDkydPkJ2dDWNjY3h7e6O+vp4TZ+zq6orc3FxUV1cjPz8fTU1NKCwsZHnZGIbBli1bUF1dzXLC9enTB4WFhZDJZCgpKYFEIkFlZSUAoKCgAGlpabh37x6HveT58+ecgPfp06dDLpezHHlKduCkpKS3rmrd3NxQXV2N8vJyFBUVoaKiAq2trVi1ahVbJzAwEABQUVGB+Ph4lJSUoKamBnK5nLXsZmVlQSaT4dmzZ7hx4warEpJKpUhNTcWJEyfYVVNlZSVKS0tV9Ju2trbIzc1Ffn4+y3PH5/PRr18/PHv2DJ6enrCysmKD/jdv3gw7Ozuoq6vDw8MDqampmDNnDtvejBkzAAALFy6Em5sbpFIpRowY0aWVXLeQe2MpfvDgQZSXl7fr+Ojo6Ij09HRIpVJkZmYiJiYGFRUVAIC1a9dyBOaVK1dQWlrKvnjlUp9hGOzZswcymQzx8fEIDg7GTz/9hMLCQhQUFCA4OBinT59mP4ijR48iLi4OCoUCDx48QHBwMNLT09mUhX379kVlZSU2bdoEa2treHh44IcffkBxcTGmTp2K0aNHw9bWFqNGjYJcLsf169c5y//Dhw8DACcaRF9fH8OHD4elpSUMDQ1hZGSEs2fP4syZMxAKhdDR0YGpqSny8/Oxa9cumJqags/nY/DgwZg8eTK7fR05ciSampowZcoU+Pj4oL6+HsOGDXvrexg9ejTS0tI4xJFKsgCpVIoffvgBEyZMwMuXL9HQ0MAJIDczM0NOTg5iY2Nx6dIl3L9/nzU+yGQyJCUlQV9fH9evX0dpaSkrrCwtLZGdnY3r16/DwcEB06ZNQ0tLC27cuMH+Fh0dHWRlZSErK4t1g+jXrx+kUim2b98OCwsLGBoaYuDAgSgrK8O4ceMgFouhq6uLlJQUlJaWYtWqVQgLC8O1a9dY3aWfnx9aW1tx6NAhEP0/ptywsLB2t4c8Hg8HDx5Eeno6rK2tMWLECBQVFaGlpYXDKrxx40aUlZXBwcEBGhoaMDQ0xKJFi6BQKLBu3ToYGxvD0dERlZWVLLONtbU10tPTsWfPHujo6MDc3BxFRUWIioqCtbU1+vfvj7i4OAwZMoS9z4IFC1BbWwtXV1eVvo4fPx7p6elIT09HYWEhvv76axX1xpAhQ5CYmMjqZF1dXdHY2IiFCxdi27ZtqK6uVslR0S3kuqiTs7a2RnFxMZsU5XXo6+sjLCwMlZWVcHd3h7m5Ofbv3w+5XA6FQsFRqmprayMlJQVjx46Fh4cHsrKyWMGppGTy8/PjzNRbt27FmTNnwOPxMHHiRGRnZ8Pa2hqamppISUlBZGQkm7UpLCyMpcOeNWsWYmJiOAwNSurz12nblTRHWVlZnGzzy5Ytg0wm4wzaN6GhoYHExEScPHmSXZU6OzujsbGR5f5ydHREcnIyJBIJKwTs7OxQVlaG/v3749ChQ8jLy3url7u5uTmOHz+OlpYWbN26lf0YHBwcUF1djf3797P6o4cPH3IEDo/Hw969e1FTU4OBAwfC1dUV1dXVcHR0hLa2Np49e4ZHjx7B0dERtbW1OHv2LCtEfH190djYyK5CFyxYgJaWFsyfP5/z/JQURMpVtLe3N2QyGWdlo2TyVTK32NraQiqVYv369SAijBkzBuXl5ewqc+DAgZDJZOwkw+PxEBERgZycnHbzeujo6CAnJwf79+9ndVYvXrxAQ0MDh5Jp48aNKCgo4BA+BAUFQSKRsGw0Dg4OaGho4FC/h4SE4OHDh+DxeOjTpw/HaKCjo4OEhAScPHmSrb97924kJCS06b2gp6eH7OxsAGg3J7BIJEJMTAw2b97MTnR1dXVwdXVFZGQkoqKiVAx6n9RP7rdcJBIJxcbGsmyqyqKvr09HjhyhkSNHUnx8PEVHR1NhYSFt27aNSkpKqLi4mO7du8fW5/F4JBKJqLq6mqytrcnU1JT69OlDREQASC6Xk5mZGcsay+PxqLy8nH7/+9+TgYEBaWlpkaamJmlpaVFgYCB98cUXpKWlRSYmJjRmzBjq27cv9ejRg4he6SYMDAxYBlsiolGjRpGlpSUnssPZ2Zmam5spIiKC9WFSU1OjP/7xj0RErM6orcLn80lbW5vGjBlDdnZ2RESUlZVFubm59OOPP9Lly5fp/v37ZGNjQ2fPnqX6+noiIho4cCBpaGiQlpYWDR8+nJKSkqiqqkqlfaFQSOPHj6ewsDAaMWIErV+/nlxcXMjMzIyIiHr37k3q6uqUnJxM1tbW9Ne//pWcnZ2prKyMvdeXX35JPj4+9OTJE0pOTqbf//73JBAISCAQUFNTE1VXV1N0dDT17duXBAIBHTx4kNV3paamUmNjI40dO5bWrFlD69atI4ZhqKGhgaytrenrr7+mQ4cOkUgkIj09PfLy8iI/Pz/au3cvJSQk0P3799nfIhaLic/nq/i91dTUUO/evWnMmDHE5/NZnWNLSwvV1dWx48fAwICMjIzov//7v9tlXm5sbKTExESysrKiWbNm0dGjR8ne3p4qKyspNzeX+Hw+mZqakoODA6Wnp1NDQwPnXcbHx1NZWRnp6enR2rVrSV1dnR0Tenp6ZGVlxeql8/PzKScnhzQ1NcnW1pb27dtHTk5OFBsby7YZEhJCIpGIPD09SVtbm/h8PpmYmJCNjQ15eXmx4/Drr78mDw8Psra25uD//J//QxoaGqyOTV9fnwQCAXl5edHAgQPp9OnTndKTc8rHW0t92vI+1tWtW7fixYsXrNe1tbU1njx5wmYQOn36NLvFefToEQAgPz+f1UNoaWnBzc0NVVVVCAwMRG1tLVJTU1ndDhFh8eLFyM3NxYwZMzB48GCsXbsWtbW1OH36NAQCAaytrRETE4OsrCzI5XIkJSUhLS0NNTU1aG5uRm1tLUv+KBaLce3aNWRnZ+PYsWPYvHkzysrK8ODBA45ucfXq1aioqMDKlSvRv39/9viJEycAgE0k0ha0tbWRnZ2N2tpazrVOTk44ffo0kpOTkZycjO3bt3O2IvPmzYNMJsPly5fR1NSEefPmqbRtYGCALVu2sBmilFuWoKAg7Nu3D3w+H2pqajh48CCqqqpY/VZUVBTy8/Px3XffwcfHh6VxiouLw+HDh1FVVYUzZ85AIBBAV1cXmZmZuHDhAh48eIDnz59z9IJqamoIDAxEWVkZXrx4gbCwMJw4cQIVFRWoq6tDQ0MDMjMzsWDBAuzYsQNlZWWor69HUVERZ7Ws1OsCwMWLF8Hn82FsbMwSrkqlUjQ0NGDlypXsirhfv36QSCSwtraGra0tQkND0dTUxMnwplQRvP7cXFxcUFhYyGZie/bsGaqrqxEbG4vo6GhkZGSgvLycQxJKRFi/fj0SExPx448/IjY2FlKpFAUFBUhMTMT69etx69YtyOVyTqKmjRs3stmyWltbVZL3iEQiLF26FA8ePGDvr2Q7lkqlePr0KWJjYxEaGgqJRILi4mJUV1ez7NhSqRRZWVmsXm7Dhg0AgPr6epw+fbrNXCLd29X3EHITJkxAamoqNDQ0oKWlhYsXL+LSpUtwcHBAUFAQnj59iuPHjyMrKwvl5eV4+PAh6urqEBERgWvXriErK4tVPkulUqSlpankpBQIBAgICEBeXh6rSD906BD09PTYOsbGxggICGADr/X19REYGIjz589j9OjRHH2NtrY2PDw82CQ76enpKkyyNjY2SElJQXFxMYc9d/fu3SguLuZ8rG9CS0sLMTEx2LFjh4o+RU1NDVpaWtDS0uIYWBiGwblz5yCVSiGTyXD79m2Ou4CGhgZ8fX1ZveaaNWs4gqd3795IT09n2WCFQiHGjBmDefPmYfz48dDW1sagQYMQHh6OwsJCPH36FK6urhg3bhwePHiAJ0+esA7GAwcORF1dHYqLi1FcXIxp06ap6LuU+Wt1dXXB5/MhFArh7u6O3bt3Y8uWLSwTsHJr3rdvX1hYWHDa4fP5uHHjBsrKyjjsxw4ODpg7dy7b99d9CbW0tBAeHo6cnBxUVFSw2cle354pc6e+mWjIwsICtra2sLKygkgkwty5c3Hv3j0UFRXh5cuXGDNmjMq7NDExwfz583Hx4kVcvXoVM2bMQM+ePbFq1Srk5OSgsbERBw4c4LwrbW1teHt7Y/v27Vi7di2ry3wTampqcHNzY3Omzps3D25ubiwrMp/PZ/vs7e3N1vH19YW5uTmbbOjFixc4fPgwxo0b167zdbeQew8hZ2dnh5iYGGhoaGD69OmIiYlhFfUMw+Dbb7/F48ePsXr1ajg6OkIoFGL8+PG4fv06IiIisGfPHly5cgUymQxnzpxpl+FXOUhHjhwJR0fHD+KsyjAM9PT02s2i5eHhocLyq6en1yEnXD09vU55+xsYGCAvLw+LFy+Gq6srp0/Ozs54+PAhJBIJzp8/j8GDB7cpdJYvX46rV6++NZZRJBLBwMCAs2oViUSc+02ZMgUvX76EpaUlrK2tP6r/m7W1NczMzDrlFG1mZobAwEDcunVLJbUj0avV+uPHj3H06NF3tsXn82FgYMCZMDsKU1NTDBo06KNEdXQUAwYMQE5Ojoqh4U10C7n3EHI9evTAzz//jEmTJiEtLU0loS7DMO3mn1QODmVS5vYUx/8bMGTIEDQ0NGDEiBEcAS4QCBAZGYns7Gw4Ozu/1ZHY2toahYWFWLFiRZcFk0AgQGhoKCoqKt464XwOaE8wjhkzBvX19di4ceMn7+PHhru7OxQKBccVpi10C7n3EHJK65tyUHXl49qwYQNu3br1q8QTfq6wsLBAdHS0ij6SYRjMnTuXk5SkPRgYGCAgIACPHz9+r3A5T09PSCQSjj7xtwRLS0t4enpCW1sbpqambUYAvAldXd0OsXl8bjAzM8OdO3cwderUt9brFnLvIeS8vb3R2tqK/fv3c9wyOoNt27bh0qVLGDhw4HtR3zAMAy0trU+6fXgf6OrqvvdWnGEY9O7d+722mMrQot/6pDNkyBDk5uYiPT1dxaDwJg4cOICff/4Zfn5+vzlh1xEijW4h10Uhp6WlhXv37iEhIYGTcq6zmDZtGurq6lBWVtalBCsCgQDOzs5YunQp6zXv5+enok/S1NSEmZlZl4VxN35bWL16NQAgKysLeXl5GD58eLt1BwwYgB07dqCgoAA3b97sEA/cbwndQq6LYV2bNm1Cc3MzZs6c+V4vQCQSYfr06Zg9e3an6HN69OiBVatW4fHjx6irq0NFRQVu3bqFXbt2IS0tDcXFxQgJCWGtrs+ePUNZWdlb3T9+LQiFws+S0PN/Enr37o2SkhK4ublh4sSJePjw4VsnUeUqeNu2bcjIyMCCBQvemzJfJBK1mdrx10a3kOuCkHNwcEBlZSXS09NVXqKamhoGDx780beNSpeLx48fY8GCBejduze7xVq8eDGAV3RVlZWVqKysREZGBubMmdNhrnwtLa23pjt8H2zevBkrV6786Fuj39LWXSwWf9AEO3w+HydPnsScOXPA4/Gwb98+nDp16p3bOx6PB1dXVxw4cKDDvIQMw6i8S4FAgK1bt34W+uZuIdcFIff111+jsbGxTYdVExMTFBQUsIHGH+tDHjJkCAYOHNhm+87OzqioqICrqyvMzMxgZmbWKTeB2bNnIzExEZmZmfjuu+/eK4lIW3B3d4dUKm0zJO59YW5ujm3btuHq1au4fPnyZ29A0NbWxsqVK5GdnY2EhARMmDDhgwlna2trXL58GT169IC5uTmePn2KQYMGdejazqy0Bw8ejIcPH3JcOVxcXFBcXPxOfeCvgW4h1wUhp9xitsVAIhQKERERgcTERFRWVmL9+vW/+tZMGVfbniPm28Dj8XDp0iWkpaUhOjoaSUlJCAsL48Swvi8mTpwIqVT6zgD8ruDbb7+FXC5HRUUFUlNTcevWrY/G8vwh8P3336OhoQEZGRkIDQ1FXl4ehznmfeHr64tr165BXV0d/v7+uHXr1jutz+/i/XsTQUFByMnJwfDhw9nrJkyYgFWrVn0WWeK6hdxHIM0cNmwYYmNjcerUqS4JmvfFnDlzumzIIHpFMCAWi8Hn86Gnp4cJEyZ8UIOFh4cHVq5c+VG2kz179sTYsWPRq1cv9OrVC4cPH+bQFX1ucHNzw9dffw09PT3w+Xw4OTnh4cOHGDhw4AdpXywW4+bNmxCLxRCLxQgPD0dAQEC7E69IJMKWLVuwatWqDk3ODMNg165daGxsRGZmJseB/HPRu3YLuY/EDPypTPEikQhRUVG4fPnyJ9eFdKNr0NTU/KDv7nWXGE9PT+Tm5qpEsxC9Gjs7duxAQ0MDjh8/3uE+KNl7jYyMPktK/24h9z+M/lxfXx8SiQQbNmz45H3pxucHPp+PoKAgJCQkwMPDg91OmpiYYO/evSgsLMT8+fM/K2HVu3dvjl546NChnVKfdAu5DyDk+Hw+PDw8WN6t12FlZYUxY8ZwdBPt6Sl4PB47e/L5/DYdYzU1NdGzZ89227CyskJFRYWKkBMIBJ1ytG2rLsMwMDEx6fQ2hMfjwdjYWOU6HR0dlUDyN++vDNZ+87xAIFA5p8xB8GZdJycnTJgwgT3Xq1cveHh4tKv3MjMz6/BK/PV+tPdclHXaWxkxDNPuc1CeV15vZGTE6beuri6srKxgZWX1Tv2XUocsFAoRGBiIyspKBAYGYtiwYYiMjERjYyMmT56sokboSL4GHR2dt9azsLDAsWPHMHfu3DbHlrGxMUaNGqWi5+7RowdSUlJw6tQp1lE7NzeXww78LnQLuS4KOT09PcyfPx/z58+Hr68vpFIpkpKSVKxXW7duRUNDA8uEamVlhZs3b6pQcQ8fPhxXrlxBTEwM5s+fjzNnzuCnn37i6MKsra0RERGBoqIi3L9/Hw4ODir96tu3L2prazlCzszMDPfu3cP27dtVBpiRkRFcXV3Rp08f8Hg8mJubY9myZTh37hx8fX05H87ChQuRm5vLkiJ+/fXXWLNmjcoHam9vjyFDhsDFxQW6urqYO3cucnNzOT6FytRzT548YV1VnJycsGHDBixatAjHjh3Dzp078eTJE9y8eRNz587FkCFDsHjxYmzatAmPHj1CXFwcbt++DTc3N9ja2uLMmTO4f/8+xo8fz35wIpEIYWFhkEqlGDBgALS1tfH06VPU1NS0STbg5OSE3NxcBAcHv1VoKNlhnjx5gri4ONy/fx+HDh2Ct7c3xowZgw0bNiAoKAhbtmxBVFQU4uLiEBkZiS1btsDPz48VJAzDwMfHBxkZGZwtpI6ODlauXImgoCAEBwcjNjYWcXFxyM3NRVRUFObPn48NGzYgJSUFlZWVqKqqQnBwcLtuKEZGRggLC4O7uzv7/KdMmYK0tDTIZDIAr7LopaamIioqClu3bkVQUBB7f1dXVxUhZmVlhbVr1yI8PBypqanw8/Nr85mpq6uz2fru37+vMrl4eXkhMzMTUqkUly9f5oSizZ49G62trdi0aRP4fD6OHz+O4uJi9O3bt1vIdbR0Rchpa2vj6tWrLL9WTU0NAKCpqYlDQ8Tn8xEZGYn09HQYGRmBiLBixQoAwP79+9l6ampqePToEbKzs3HhwgUkJSVBoVCgsLCQk2N05cqVaGpqwooVK7Bjxw7cuHFDxTVk+PDhaGlpQWBgIHvMzc0Ncrkcubm5HIFkaWmJxMRE1hq5YMEC3LlzB01NTWwOgtGjR7Mf4+nTpwEAO3bsgK6uLn7++WeUlJSgd+/ebJtisRipqanIycnBhQsXcOnSJZbtdffu3Wy9AQMGoLGxkTWQ8Hg8XL58GQqFAhKJBJGRkbhw4QLu37+P1tZW1NbWIi8vDxKJBDKZDAqFAmFhYdi0aROSk5ORl5eH+vp6SCQS5Obmsq4jjo6OkEqlqK6uhrW1Ndzc3NDU1ISQkJA2t2R+fn5QKBQoLi7mxNG2NQYePXoEiUSChw8f4sKFC7h37x4KCgrQ2NgIhUKBn3/+GRcuXMDOnTvR1NSEhoYGFBYWoq6ujmUIFovFePHiBQCwtOZEr9xscnNzER4ejgsXLmD16tVIS0uDVCrF1atXsX//fuzfvx8AEBMTgwULFiAqKkrF2ZthGIwcORIPHz5k+d2UgpBhGBw9ehQtLS04f/48Zs+ezVJaKb8NiUSC9PR0BAUFcVZ4Hh4eyM7ORkFBAS5duoTnz5+juroakydP5tyfz+djy5YtaGhoQH19vQqlk5eXF8rKyvD06VN4eXkhNjYWmzZtAtGrVVxmZiYaGxsxatQoWFtbo6KiotMO7d1CrgtCbsaMGaivr8fs2bOhp6eHkSNHoq6uDsnJyRzCQoFAgOjoaOzatYs9dvHiRTQ3N7PCg+gVc0RjYyNmzZoFIsL27dsBAJs3b2ZnTz6fj9DQUKSkpEBHRwd6enpIT0/HypUrVYRcc3MzO2MrZ/GioiLExcWxs6hyVqytrcXatWsxatQopKamQqFQYPPmzdDX18emTZuQkJAAHR0dNsqjtbUV8+fPx9ChQ9HU1ITAwEDODD9lyhTU19djxIgRLJ9aQUEBALC03kSv/KjkcjmOHz8OHo8HAwMDZGVl4f79+zA0NGQF0MyZM9ltlJ6eHnr27ImUlBTEx8dDR0cHRkZGKC4uRnNzM2bNmgU9PT0sXboUkZGRUFdXx+jRo9Hc3IwnT55AJBJh3bp1aGlpwahRo9p8t+rq6liyZAmmT5/+zu29lpYW9PT02GcqEAhgbGyMhIQExMbGshOQt7c3ysrKMHnyZBgYGMDf3x9hYWHsdQsXLoRCocCBAwc4wkEsFrOCpUePHpBIJLh79y7br8DAQBQVFaFv377g8/k4e/Yszp07x+nj0KFDUVdXhxcvXuDIkSMoKSlhnXzt7OzYSJnXJ8tBgwahvr4eGzZsgJ6engoJp9K4lZaWxrK1aGtrIyoqCtevX+fUnTJlCmpqalBaWooFCxZwnqmamhri4uIQHx/PTubbtm3Do0ePwOPxMHDgQDQ3N7P5QubPn4/6+voO+/p1Vsh105+/Vv74xz/Sy5cv6dKlS1RTU0MymYxEIhFFRESQVCpl61lYWJC1tTWFhYUR0au0b4MHDya5XE45OTlsvT59+pBCoaCff/6ZHBwc6KuvvqKKigo6evQoS7uto6ND/fr1o5SUFKqvrydbW1vS19enWbNmkZaWFttW3759SSaTUWVlJXtMS0uL1NTUKDs7m03lpqOjQyNGjKDr16/T3//+d8rKyiJDQ0MqLi6m3bt3U21tLfF4PLK2tiYdHR1qbW2l/Px8amxspJiYGHJxcaGWlhaKiopi+8jj8ehPf/oT5efnU1xcHAGgvLw8qq2tpaamJrpz5w4RvUqR93//7/8lIqJr165Ra2srGRsbk6mpKUVHR1NlZSXJZDLi8/k0e/ZsamhooOTkZKqpqSE1NTWysLCgCxcukJaWFv31r38lIyMjkslkFB0dTb/88gsZGxuTiYkJ8fl8evbsGRUXF9PLly9ZCveKigpKTk5u8902NTXRvn376Ny5cyqpEN8s9fX1VFNTw6Z8VCgU1K9fP/riiy/o/PnzVFNTQ0REs2bNops3b9KVK1eoqqqKcnNzaciQIfR//s//ISKiuLg4UigUFB0dzbbd0tJCtbW1JJfLSSQS0YoVK6hnz56UnJxMra2tpK6uTmPGjKH4+Hiqra0lPz8/Gjt2LCUmJrJtaGtrU2BgIGVmZtKf/vQnunXrFvv8iV6lbdTR0aFTp06xfSUi+uWXX6i5uZnq6uqopqaGM6aJiIyNjcnR0ZFiY2PZ1H9NTU1ERJxnZmNjQ1u3biWxWEz//Oc/6ejRo5zzFhYWZGdnR6dPn6bi4mLq0aMHjR49ml68eEEAyMjIiH755RcKDg4mfX198vPzo1OnTlFSUtJb30tXi+DdVf73FIlEQoMHDyaxWEyDBg2iTZs2kZqaGrm6utLChQsJABkaGtK4cePI1NSUfvjhB7K3t6dp06ZRr169qLGxkezs7GjIkCEkFApp2rRppKamRgEBATRp0iQSi8VUXV1Nw4YNoz/84Q80cuRI0tLSImNjYxo4cCCtXbuWvvnmGzI0NKSQkBAOp72VlRUVFBRQbm4ue8zDw4MMDAzI29ubTpw4Qffv36fm5mbKzc2lnj170pdffkl///vfqUePHlRRUUEjR44kOzs7+vbbb+np06dsTtKvvvqKiouLSV1dnRYsWEDXr1+nuLg49j4Mw5ClpSVJJBIyNTUlCwsLmjlzJtnb21N1dTUpFAqys7MjGxsbWrFiBTU2NpJMJiNra2sKCgoiIqLIyEi2vR49epCDgwMZGBjQpEmTaOPGjVRYWEgRERG0ePFi+stf/kLW1tb0yy+/kJqaGs2ZM4ecnZ3Jzc2NoqKiSKFQkK6uLunq6lJcXBz5+flR//796dq1a2y+0Q9Z+Hw+zZw5k7S1tcnb25sOHTpEjY2NVF9fT0ZGRjRv3jzi8Xj0zTffUE1NDZu3QzlJNDY2EsMw7P8Mw5CBgQH97W9/I39/f+LxeGy/FQoFSSQS8vLyoufPn5Oenh5FRkbSoUOHOO+Dz+dTa2srzZkzhyZMmEDh4eFUUlJCREQFBQX0+PFjWr9+PXl6elJsbCzp6uqSr68v/fLLL/Svf/2rzd9ZWVlJjx8/JgsLC3J2diapVEqzZ8+mAQMG0F//+le23uLFi8nS0pLKyspIX1+fDAwMaMiQIWRnZ0eurq6kq6tLOjo6FBAQQCNGjKDevXuTtbU1+fv7ExHR+PHjKScnh9LS0mjJkiXUs2dP2rdvX9dzOLyrfPiN4udRurJdVeaOfPHiBWpqapCeno7g4GDcuHEDkZGRePHiBWprayGXy1FdXY3jx4/j/v37ePDgATZs2IDjx4+zuryqqirExMQgMjISkZGRCA0NxejRo7Fz506kpaWhvLwcUVFRSExMRGNjI44dO4bHjx8jISEBW7ZsUaFn2rJlC/bu3cs5psypWVdXx3FOdnV1RUpKCqRSKWpqanD06FFcvHiR7X9CQgKrnNfT00N0dDQUCgXy8/Px8uVLji5OiRkzZiAzMxNFRUUoLi5GaWkpduzYgYsXL7L5DkpLS3Hq1CmcO3cO2dnZbJ7X3bt3cxTX3t7eUCgUePr0KYfppW/fvggMDERgYCAWLlwIe3t77Nu3D+Xl5SgtLcXmzZtZHei8efPQ0tKCzMxMNDU14d69e+2yIb8vrKysUFZWBoCbtrF37944evQoYmJi2Gc9ceJE9ry2tjZCQkKQnp4Of39/uLm5wd3dHTt37kRWVhaePn2K/Px8AEBoaCh7nbGxMRYtWoTAwEB2q/5mnxwdHXHu3Dm8ePECcXFxGDp0KOe8gYEBFixYgNu3b6O8vBy1tbWora2Fv7//W3+rnZ0dbty4gZqaGhQWFqK1tRXx8fGsh4G9vT3y8vKwcuVK2NjY4OLFiwgPD0dxcTFu376NNWvW4MqVK0hISGDvmZqaisWLF4PP50NfXx+ZmZmQyWRsDtY1a9Z06b106+S6aF21tbXFjBkz4OHhAT09PTAMw7owiMVi2Nra4smTJ1ixYgV4PB4LImKtmFZWVrC0tISamhobSqOso6Qnt7CwgIaGBu7cuYO4uDhoamqCx+Oxf9/sl7W1NaysrDjHevXqhZiYGAQEBKi4BxgaGmLixIlwc3Nj+6ivrw8rKyuOlWv8+PGorKzEihUrMHPmzDbzZiphZGTEujWYm5uzrjEuLi6YOXMm+vXrx97LzMwM3t7emDhxokpUhbGxMW7cuMGmn3sblM+0Z8+enGd45swZFBcX4+7du7h69WqXo0A6AicnJxQUFKChoUFFb6RkiR48eDD69OmjYoXU1dXF8uXLER0djcbGRjQ3N6OyshJXrlyBtbU1NmzYALlcjitXrnS6XwzDQCwWv9X3TSAQsGOyozHXYrEYvr6+CAkJwaZNm1ijlkAgwMWLF/H8+XPWcq6mpoZevXrBwsKCdaVRjmPlPV+ffJR5aqOionDmzBksXLiwQwSg3UKujfKxnIEHDhyI+vp6BAcHv3dOBjU1NTx//rzdXJQdgVgsbjPWtqNYu3YtEhMTOdbeXwMikajL4V/a2tpIT0/H9OnT3+qn9iExevRoLF++vMsRL5qamnBxcYG7uzsnUkFTUxNubm4qE9jnCEdHR1RUVLzXeLW2tkZsbOwHSQvQUSHXrZPrZMnKyqIbN26wepcPUV43JnS21NbWdvlahmHI2NiY+vXrR6dPnyYvLy9W2f6xy/voXwQCAYlEIrK2tiZdXd0287h+6BIWFsYamrpSGhoaOHlKXz/+73//+3269qsVb29vKiwspKtXr3a5jd/97nekpqZGPN6vaPP8yAuqT1Y+ZljX+6xCXodAIMD58+dx4cKFT5ZgxcXFBWlpadi5c+cHyRb2a8Da2hqpqamoqanhuOx04+OhT58+SExMfGvayo5g9+7dkMvlHLearqJ7u/obiV21s7PDnTt3cOnSpU8WeG9kZPSbIqIkehWT6eDg8JsRzL9l8Hg87N+/n018/j5tLVy4ENeuXWuTxYdhGDg4OHSYpr1byH1kIWdubv7es9rrg+hzTl2opaXVZvxuNz4faGtrdzr4XldXV8UhuC04OjoiNzcXgwcP/iB9bS9+evr06SgqKkJwcHCH4qi7hdxHFHIaGhoICQnpkkXsY0BfXx9z5879aDRQfn5+uHv37mdBlPg/GZqampgyZQoCAwMxbdq0TtGmb9y4EaGhoR1eBYlEIty4ceOdyapNTU0RFRWFvXv3dprAQUNDAytXrnyn5Vsp4HJycrB69eoOs113C7mPJOQEAgH27t0LiUTSJnfXrw09PT1cvHgR+fn5H2Q1aGZmxhFmurq6SEhI+F+R1PjXBJ/P50xKAoEAwcHBaG5uRkVFBaqrq7F3794Ob8cNDAywa9cu5OTkYOTIke+sb2FhgerqauzevRtqamrtCjBDQ0P4+vq+Nd63LTAMg8WLF0Mul8PX1/etdfX19XH06FEMHz68U4K0W8h9RNLMs2fPfhYCTl9fH5cvX0Z1dTV8fHzem7G1X79+uH//PsdBt0+fPggNDe30IO/Gqw+9LV0nn8/H999/zyFbYBgGkydPxrfffgtzc3P0798fBw8e7NTEJRQKMW3aNGRlZWHFihVv1bMqdyMFBQWIiorCtWvXPqgbi42NDYqLi3Ht2rUu+8G9C91C7iNuV9saPO+TQLorUFNTQ0hICIqLizF06ND3VsAzDINNmzahqakJt27dgrOzM3uuM8lyuvH/4OPjgydPnnCeJdGr1VFRUREePXr0TtqnrrzHSZMmIT09HUuWLHlrXV1dXaxbtw4PHjxAUFBQmxRVb0JNTQ0jR458a8Y3oVCIU6dOITk5+aPqcruF3K9oXbWzs8OFCxfeyym3s1iyZAnKy8s/yApOCXV1dYwbNw4nTpzgsJ10o/Owt7eHRCJBQ0MDLly4wBFYPXv2RHl5Ocs887Huv2PHjg5Nvh2dIHk8HtavX4+Ghgbcvn27zcmPx+Nh6dKlqK2t/ShZ215Ht5D7lYScWCxGVFQUnj9//kHza74N/fv3R3FxMYKCgj6bpCLd4GL37t0oKirCzJkzkZ2dzcl16ujoiLq6OpSUlHxUNcCHNhRpa2sjJSUFx44dQ2ZmJkuy+jqGDh2KqqoqHDp06J3W3vfdfXRTLXWxMAxDzs7OZGlp+c662tratHfvXnJ1daV//OMfVF9f/9H7Z2RkRHv27KGnT5/SqVOnSFNTk3r06EE9evQgPT090tfXJ4ZhSF9fn/h8PhG9otDp37//e99bJBKRjo7Oe7fztsIwDEsZ1Jl65ubmpKen125dfX191steXV2dli5dSmKxWKWuUChkn1t7bXWkGBgY0OPHjyk8PJwkEgm1tLSw55qamqilpYVSU1OptLS0Q+0RvaLWGjx4MLm4uHBouJRFQ0ODRo0aRWPGjCFDQ0POPV8v/fr1I3t7+w7/ltev09XVpc2bN1NRUZHK8xaJRLRkyRK6c+cO/fWvfyW5XE4mJibs+FTCw8ODxo8fT3v27CFnZ2f2Wicnp071p6OlO6zrjfLFF1/QnTt3KCQkhEMv82YRCAS0bt068vHxoaqqKg5n2JtFKBSSu7s7ubm5kbm5OV28eJEiIiI4g1BbW5uCgoLoxo0b9OjRI2IYhqysrKioqIgNtVJTU6PVq1fT0KFD6T//+Q/du3eP6urqyMLCggCwXHGZmZn0xRdf0F//+le6d+8ebd68mYiI5s2b987f7+zsTGvWrKG///3v9PTpU/a4mpoa7d+/n4yNjWnSpEnk6+tLffr0oRUrVrC/Y/DgwTRo0CBqaGig0NBQmj17NoWHh7NcaFpaWvT999/TuXPn6MWLF2RkZESTJk0ioVBIjY2NNH78eBIIXg1JuVxOkZGRKuFfDMPQ73//e9LT06PW1laqqqqip0+f0rRp04iIaMSIESohd3/6059ox44dtG7dOjp9+jQZGRnR6tWrKS8vj65fv87Ws7W1pd27d5NIJKJ//etfdPr0aZaPzcjIiGbOnEkjR46klJQU2rlzJ/Xu3ZtmzJhBFhYWtG/fPnr48CERvRI2jo6OpK+vT2fPniVnZ2cyNzenwsJCInolLMRiMYWFhbHPzsHBgYYNG0Z37tzhcBISvaJ6mjJlCgUEBJCDgwPJ5XLKysqi+/fv0z//+U/KysqiQYMGUWBgII0aNYoAUEJCAs2ePZvS09M5bbm4uND169epsbGR9u3bR5cuXaL//Oc/RPSKAuv777+n3bt3k5mZGZWWllJeXh577bhx46hHjx707bffkrm5ucp7+dvf/kbjx4+n1NRUmjdvHllaWtKsWbPYSQMAyeVyEovFpKmpSUSv6M2ePXtGq1evJkdHR/rTn/6kMibfu3zMLeOnLF3drmprayMsLAxnzpxpdzltYGCAw4cPo6KiAiEhIQgPD3/r1kDJgpuWloYHDx7g4cOH2Lp1K8eAMXv2bJaWiIjg4OCArKwsNtxL6UvU2NiI2tpaVFZW4smTJ0hOTkZrayvu37+P5cuXY/ny5Th48CDkcjnmzJkDBwcH1NfXw8fHp0O//9ixYwCAuXPnco57eHigsbERR48ehZ6eHrKysnDy5El2u+zh4YHCwkJkZmYiIyMDGRkZaGlpwZYtW9g25s6di6amJgwfPhxEhLFjx6K1tRUNDQ2oqKhAdHQ0wsLCAAClpaUsDRXwik7qyZMnKCwsRGVlJdauXYs5c+YgMDAQEokECoUCly9fblMHFRAQAAAICAgA0f9L3/f6VlEsFiMmJgbNzc149uwZXr58ydISCYVCXL58Gc3NzcjJyUFsbCySkpJQUlKC8vJyXLhwATExMSzJgY6ODnJzc1FdXY2kpCQ0Nzdz2EumT5+O2tpa1qdNIBAgJCQEra2tWLBggUr/PT090dDQgMzMTCxevBj9+/eHr68vWlpaUFxcjOfPn6OqqgoFBQVYu3YtZsyYgYyMDGzbto3TDsMwWLduHWJiYuDh4YH09HQsWrSIPe/n54fW1lb4+/vj6dOnmD9/Puf5JCcnIz09HampqWhpacG0adPYdr29vVFTU4Pi4mI8ePAA586dw6VLlwAAERERWL58OZYuXQoXFxcMGzYM6enpKCkpgb29Pdzd3VFdXc3So3cU3Tq599DJTZ06FSkpKSofDMMwGD9+PJKTk1FXVwc/Pz84Ojri1q1b7QpEZRai2NhYlp7I3Nwc2dnZ7MDn8XgIDw9Ha2srm61o7969SEtLY61YxsbGyMvLw8mTJ2Frawtzc3OoqanB3t4epaWlHCdQe3t7lJWVwcHBAdOmTUNFRUWHqYhOnTqF1tZWzJgxg3N8woQJUCgUWL58OQYOHAipVMom7TE2NkZ6ejqePHkCKysrmJqaIjQ0FC0tLRzu/8DAQGRkZLBuESYmJti2bRsGDx4Mc3NzGBoa4tixY5BIJHBzc4O2tjaCgoJQWVmJQYMGQU1NDXPnzsW9e/fYScXKygrZ2dk4f/58u0r8ZcuWAQD27t0LHx8fXLx4EQUFBXB3d4e2tjYYhoGXlxeKioowefJkaGlpYceOHbhw4QKIXvHf1dbWYvXq1TA0NMSAAQMgk8mQkJAAZ2dn8Pl8XLp0iU3C0q9fP8TFxcHT0xNeXl6oqqpiE2GrqakhNDQUJ06cgEgkgomJCX744QfIZDJOPSV4PB5WrVqFgwcPcuKbp06dCplMhoKCArYvylAphmFw5MgRXL9+nTP52tnZITMzk43U2bNnD+v/qKmpiadPn6KlpQUnTpxASUkJ+vXrx17br18/3Lx5E5aWlpg5cyaKiorY9IGjR49GaWkpdu/eDUdHR/B4PDAMg6+//hq1tbWcdpT9O3nyJCIiIqClpYXQ0NAuWWK7WUjeozQ2NlJNTQ2H0plhGJo4cSIdPnyYRCIRzZs3jy5evEh9+vRptx1bW1s6c+YMGRkZ0Zw5c9jtirq6Omlra7M6jdbWVkpOTqZ+/frRw4cPqUePHuTl5UX/+te/qK6ujoheMQNraGjQ2bNn6eXLlwSA+Hw+OTg4EI/Ho8bGRva+X3/9NdXW1lJ1dTWNHDmSfv75ZyouLu7Qb09JSaH8/Hy6f/9+m88kLCyMvLy8SCKRsOwZS5cuJQA0ffp0ys/PJwMDA9LT06O4uDi2jqWlJf35z3+m8+fPs4zEZWVltHLlSvYe/fr1oylTptCCBQvo3//+NwmFQho+fDhlZ2dTSkoKNTc3U0ZGBmVkZLDv5M9//jNZWVnR7NmzVei8lXUGDx5MRMSyO6urq5NcLqcrV66wv6N///70yy+/UHFxMXl6etKkSZPo3r17REQ0dOhQqquro9OnT5NMJiNfX18CQJs3b6akpCTq0aMHNTQ0sPesr6+np0+fUlhYGO3atYuePn3KMjobGRmRjY0NrVmzhlxdXenAgQNkaWlJDQ0NlJOTQwUFBZz+t7a20tatWznHeDweTZgwga5cuULffvstzZkzh6ZOnUqDBw+mxsZG+uWXX8jc3Jz4fD7xeDx2Szx69GiSy+X07NkzIiIqLi4mNzc3IiLS19ennj17Eo/Hozlz5lBWVhZLgU70irE4MjKSioqKaMSIEfTvf/+biouLic/n0zfffENlZWX0448/clhxsrOzqaGhgRQKBaf/RkZGNHToUAoODiY1NTXq378/nTt3rlP6yc6UbiHXRnFyclIRcIsWLaK//vWvFBUVRX379qU1a9bQ8OHDSU9Pj0xMTEhXV5fDpz9gwAC6cOEC/ec//6GamhoyMTEhU1NTMjExoQ0bNpBcLqeUlBS2fnV1NaWkpFBRURH5+/uTSCSigwcPspTZz58/p02bNtHhw4fpypUrFBUVRa6urjR37lw6evQoSSQSInql/xs/fjyVl5dTr169aOzYsbRs2TKObmvgwIFkaWlJiYmJHJ2LUCik0aNHU2NjI0doEhG5ublRXFwc1dbW0oIFC+jSpUssZXd1dTVJpVIaMGAATZ06lSZMmECDBw+m4OBgUldXJ3Nzc9qxYwfZ2NhwaNDfLNXV1fTLL79QS0sLmZqa0pgxY6hfv350584damxsJB6PR3/+85+pX79+RPRKf7p06VJiGIYMDQ1ZRTrDMGRkZEQ8Ho90dXXpd7/7HZ0+fZoOHDhAVlZWdOLECfL396eHDx/Sl19+STNmzCAXFxfi8/kUERFBra2tlJubS/v37yciomPHjtGgQYPo9u3bVF9fT87OzsTj8WjVqlW0cOFC6tu3L/H5fFq7di0RvTI6GBoakomJCY0fP5527dpFcrmciF5RY5WUlNDt27dJT0+PiouLad68eWRkZERTpkwhExMTamxspIqKCvbdv1ksLS3J1dWVFi1aRNXV1bRnzx5KSEignTt30vbt26mhoYEsLS3p4MGD7H35fD4NGTKEkpOTSSaTkZ6eHivgiIgqKiooMzOTCgsLqb6+nmxsbEhLS4vVb5qbm7OU7BMmTKDdu3ez38jatWvpn//8J+3evZtCQ0OpoaGBXrx4QStWrCAjIyNycnKi1NRU9l7Nzc3U0tJC6enp1KdPHzIxMfm4RruPs1n89OV9tquBgYEIDg4G0SvfMX9/f5SVlbHOlUofpD179mDPnj2Ii4vjJMXV1NTExYsXce7cOairq2PkyJGIjY1FaWkppFIppFIpvvvuO1afxePxcP36dUilUmzfvh25ubk4ePCginsIn8+Hp6cnoqKiIJPJIJPJcPToUY6pXl9fHxKJhH0GVVVV6NOnD6edAQMGIDc3l5Mqj+gV03BZWRmkUilnayQQCBAZGYnS0lKkpKSgoqKCo2MSiUTYvn07ysvL0dDQgKioKPzwww+4fv06iouLUVVVhebmZqxfv/6tDq58Ph8HDx5EeXk5KisrIZPJ0NzcjOLiYhw8eBBHjx6FVCrFxo0boauri7t37yIhIQHbtm1Deno67t69i7t37+LBgwcoKSlBZWUlqqurUV9fz26ZlKFGr/sBGhgYID8/n6Wod3d3V/EBs7Ozw549e/Dzzz/j3LlzGD16NAIDAxEdHY2UlBRs2rSJfV/6+vp49uwZzp492+YW1MzMDIGBgVi3bh2rRujZsyeSkpJQWVmJnJycNlk6lPD390dNTY1KhIKJiQlWrFiByMhInD17lqOi0NDQwIsXLyCRSLB8+XKEhoZCLpezesr+/ftDKpVi4cKFmD17NmQyGQYOHMheb2xsjNzcXNTV1aG6ulplC9qnTx8cOnQI2dnZaGpqQlVVFeRyOeLi4mBoaMipq2Sjnjp1Kvbu3Yvq6mo4OTl1+jvt1sm9h5Dr378/tmzZwn68DQ0NCAkJUaHxVsLLywuXL18Gn8+Hubk5G0uqzBGqHIATJ07E6dOnMX36dI6uREtLC8+ePUN0dDSioqKQmZnJufZN6Ovrw9XVFaNHj1YJyjcyMkJhYSHOnTuHgIAAjBs3TkVfqNRjHT58mHNcIBBg9+7dyMvL43wglpaWKCsrQ01NDWJiYjBu3DgVAczj8dC7d284Ojqyz0kkEmHatGkICAjAzJkzO+QsraGhAU9PTwQEBCAgIADDhg2Dn58fLly4gMLCQiQkJMDKygq+vr6or6+Hp6cnNDQ0MH/+fNy8eRPh4eEIDw/H1q1bERAQgMDAQGzZsoV9Tg4ODkhNTYW3tzdHgJWXl3coVE8kEnEEtZqaGtTV1VWOhYSEQC6XIzw8vMM0ViNHjkRYWBhu3rzZZp4Nolf6rNDQUMhksnb7q6Tdf/O5vnjxgs1xW1JSgp07d7K+ndbW1jh58iSMjIwwZMgQpKWlcQQPwzCsUerSpUvtMokYGhqy72/69Olt+gEqc5PIZDI0NDTgzJkzKompu4VcB8r7CLlevXrh/v37WLFiBYqLixEQEPDWl2BoaIjk5GSsXLkSZ8+eRWZmZrsRA20579rb2yMjIwPm5uYQCoUqM19nMHLkSFRXV8PFxaXdOo6Ojrh7926bjBUCgQCmpqacj6R///4oLy+Hq6vrrx6+pgSPx4OJiQn09PRgYGCAzMxMHD9+nPNeGIZh8ba2bG1tYWlpyf6vo6ODuLg4zrH3hYaGBkaMGAEHB4dOXfeu/hsaGrKRFK+vtN4FTU1NxMbGon///jA2NkaPHj1UBNXrOwt9fX2VVbeJiQl27dqFYcOGvdezCQwMRE1NDfz9/eHs7Nxl9pxuIfceQm7MmDFobW1FaWkpmxj6XVCay9vLdvU2TJs2DdXV1Rg3btx7f1yDBg1CVVUVkpKS3voRdGbm7N+/P6qrqzmZqN4GY2PjTj+DzmDt2rUoKChgrZnvC1tbW+Tk5Hyw9j4mhg4diubmZmRmZnYqeN/R0REvX77kkC98KmzduhWPHz/u0urtdXRHPHSx8Pl8GjFiBCkUCtq9ezf985//fOc1QqGQ9PT0SCaT0Zo1a1ScOd9VYmJiqKqqimbPnt3VbrPl6dOntHbtWqqrq2vX452IOpXLobq6moqLi+n3v//9O+uKRCIKCQmhR48e0bx5894aPdCV0qtXL5o5cyb9/e9/pxcvXnyQNtXV1UksFlPPnj2Jz+eTo6Mjubu7dzoi4NcoMpmM6uvr6cyZMxxD17vKH/7wB6qoqGjTAv1rFqFQSG5ubuTs7PzRIhxUysdcTX3K0tWVnIuLC+rq6hAeHt5hplVzc3OUlJTg2bNnnWZnVcLOzk5FmdtV8Hi8D76tNDEx6TCLrFQqRVlZGcrKyuDv7//BYij19fVx8+ZN3L1794PStfP5fJw6dQqJiYkIDQ1FVVUVQkNDP0tqdYZhMGDAgE7lmNXR0cHjx49x9uzZT95/XV1dXLx4Ebm5ue+dRvKjbVcfP36MMWPGsN7d165dY881Nzdj5cqVrPLZzMwMs2bNQmFhIaeNpqYmLF68GIaGhtDU1MTYsWNZi6CyVFVVYebMmdDV1YWuri5mzpyJ6urqDvezK0KOx+OxTqwLFy7s8KDbtWsXWltbcefOnff+oNXV1WFgYAADAwM4ODhg2LBhMDExgb6+PutkKRaL30p18ykxZ84cNDQ0wNPTE25ubkhOToa/v3+Xhf/r+O6775CQkPBRtpWmpqbYv38/SkpKEBQUxDq6/k+AhYUFysvL8d1337U7bhiGgamp6a/SHy0trQ+SJ/ejCbnbt29j9erVLPX360KupqYGX3/9NS5cuID09HTExMRg8ODBGDhwIKeNRYsWwdzcHOHh4UhISICHhwf69esHhULB1hk9ejQcHR3x5MkTPHnyBI6OjhgzZkyH+9nVlZy/vz8OHTrUYdokZXRBa2srJ0SmPRgYGODQoUMq+SGUXvcPHz5EUVERioqKUFtbC5lMhpKSEhQUFCA0NBTXrl1DTk4OIiIiPojg6Ar4fD4WLlyIKVOmqJzz8fGBRCJhhcSAAQOQmpqKH3744b0mAD09Pdy6dYt1xxAKhfDw8PiglO9CobBNhfznCiMjI6xfvx5XrlzBzp072zWcmJmZoaSkBAqFAlu3bm2zjqenJ3766adP/pvehHJib+vcr2J4IOIKubZKfHw8iAj5+fkAXglCoVCI8+fPs3UKCwvB4/HYuMUXL16AiBAbG8vWiYmJAREhPT29Q33rqpBTZoXvaP3du3cDAKKiojqkCObxeJgzZw7S0tIwbNgw9oMSCoU4ffo0kpOTERoainXr1sHf3x/ff/89ACAuLg7r1q3Dzp07ceXKFUyZMqXNl/+xBZ8yhlYqlbZJtaOuro6wsDDs2rWLFWoDBgxgV3RdFXTfffcdDhw4wG5TbWxs8OzZM+zZs+eTWXw/JQYMGICIiAg0NjYiJiYGu3fvxuzZs9scuwzDYOzYsVi7di3Hv1EJNTU1PHz48LMTcsbGxjh+/Di8vLzaPP/ZCLnw8HAwDMN26MGDByAiVFVVceo5OTlh7dq1AIBjx45BLBartCUWi3H8+PE279PU1ITa2loWEonkgzxoPp8PIyOjds+bm5tj8+bNnXIVUAq6/Px8LF68mD2upaUFbW1tzkpiwoQJkMlkHJeQtkz/3t7eOHXqFCIjI/HTTz99NEZWoVCIa9euISIiol29UP/+/ZGcnIylS5dyBF1GRkaXBB3DMAgMDFT5QHv16oXHjx/j4MGD783LZmtri+3bt2Pbtm2fLAduR2FtbY3s7GzU19dj+vTprJ/eyZMnMXXq1E63Z2VlhcLCws8mhy2Px8O0adOQkpKCFy9etJsV77MQco2NjRg4cCBmzJjBHlM6/r1ZRowYgQULFgAANm7ciC+++EKlzhdffIFNmza1ea9169Z9lAe+ePFi5OTkfLB0bEowDAMPDw9s3779rX5REyZMQFNT01uNEurq6oiNjYVUKkVSUhJycnLaXGV1FNra2li0aBGWLVvG4nUha2ho+E6doFKovZ6cxMPDA5mZmQgJCekQ1XZH0L9/f2RkZCAyMrLLNO0ikQjh4eFQKBRobGxEYmLiZ53T4sCBAwDAydUrFAoRGxuL06dPd7o9Pp8PZ2fnz2JFrKOjg127diE3Nxe7du16qyvSJw/Ql8vlNG3aNGptbWVjAN9WAHBM9m2Z79+s83oJDAzk8L/V1dV1iPjybUUgENCYMWOIz+dTaWkp6ej8f+2deVQUV/r3n6JXdmVtFhWRKBFDSCRqhKODg4qjQ3QmhnBwnUiUIwoxxCUuGB3EZDTJwWNUcBkkqLgQA0lGRSDYiWAjmwiyCUgHUGQRMEiz9Pf9w1/XmxZQUATt1Oec+wfVt4v7VFU/de99Nn1qb28npVLZJxeM7gBAycnJdOnSpR5jFImIysvLnxjX19raSitWrCCxWEzZ2dlkZmZGDg4OzzQ2Dw8PNrbx7t27arGHdXV1TzxHVlYWbd++nf7zn//QyZMn6ZtvvqGff/6ZPD09acOGDXTs2DFatGgRXb9+/anHSUSUnZ1N06dPp5kzZ6rFG/cFhUJB69evp2HDhlFxcTHZ2dmxiRFeRGJjY2nevHnE5/PJwMCAWltbqbW1la5cuUJmZmZ9Pl9nZ6da7sC+MGrUKOLz+WzShGfBxsaGwsLCyMrKigIDAykuLu6xv41e0ytV2ANE3c/k2traMHfuXDg6OqK2tlbts+e1XH2U/kp/vnLlSjQ3N+PcuXPIy8tDWloatm7dOmBvNolEgsrKyn5zL+ltMzAwgEQigUQieSZL7pgxY3DhwgWEh4ezIUR8Ph/r169HVlYWnJ2duRTuT9Hc3NyQkZGB0tJSXL16FfHx8eyMdqAs7xKJBLm5ubh69epT16pgGAZDhgzB9OnTkZCQgIkTJ/ba6Ddoy1WVgnNwcEBNTU2X76gMDzExMeyxqqqqbg0PV65cYfukpaWB6PkbHh5t2tracHNzwxdffIHdu3cjPDwckydP7vV39fX12Zxlj95cGxsbuLi4PNZdoTslxzAM9PT0MGrUqKdeouno6KiNicfjwdHR8Zm90Ltrc+bMgUKhwPHjx9kHmM/n4+OPP0Z+fj42b94MLy8vvPvuuy+NZfN5N6FQ2O1z88cWGBgIAFAqlaioqEBzczOUSiViY2P7LbJBLBZDX19fzYrN4/Fga2uL7777Dh0dHWhqalKLBe5tEwgE8PDwQE5ODtLS0rBs2bI+Gf2em5Jrbm5GVlYWsrKyQET48ssvkZWVhVu3bqG9vR2enp6wtrZGdnY2qqur2aZQKNhzrFixAtbW1rh48SIyMzMxbdq0bl1IHB0dkZqaitTUVLz22mv97kJiYGAAKysrmJub93o28bh+NjY2mD9/PtauXYvIyEjIZDKUlZWhsLAQO3bsgLOzMwQCAd588018/PHHqKqqQnt7O0pLS3vco3J1dUVlZSW7N6GtrY3PPvsMRUVFqKurQ2FhoVosoa6uLtatW8f6PJmZmcHT01PtIR02bBhkMhn8/PzA5/NhaGiILVu2oL6+HlOmTGH7iUQiuLi4qH33nXfega+vb5+MBwEBAQAe7tH+MV6WYRiMHj0ap06dYrONdKfw+Xw+LC0toa+vD2NjYzWDh1gsZhW9lpYWLCwsYGVlBSsrK5iamsLIyAgikQgMw7DuCFpaWjA1NYWVlRWsra3h4uLSxblYKBRCIpGoWb/t7e3B5/PBMAzMzc3h7u6O9957DwEBAQgODsbKlStx5MgRfPDBBzA1Ne32hcHj8eDp6YkDBw7g/fff77b4kYWFBRsDHR4e3sU1xM7ODnv37kV1dTVkMhnWr1+PESNG4OrVq2hvb2fLC/r6+napeSoUCrF8+XIYGxtDLBZj+vTpahb5qVOn4siRI4iMjERkZCSuXLmCsrIy/PTTTwgKCkJ0dDTOnj2L0tJStLe3Y8+ePfD29kZOTg58fX2f6KTN5/NhbW2NDRs24MKFC5BKpVi9ejVMTU37rCSfm5JLTk7u9h8uXrwYZWVlPQ4oOTmZPceDBw/g7+8PIyMjaGtrY86cOaioqFD7P3V1dfDx8YG+vj709fXh4+PTL87AfD4fnp6e+Oqrr5Cfn4+GhgZUV1fjwIED8PLyeqpal0QPlw+qNNxFRUWIiYnBgQMHoFAoUF5ejqamJjQ3N0MqleLu3bsoKyvDoUOHsHTpUiQmJmLx4sU9Xtdr166xm8Jr165Fe3s7CgsLsW/fPhQUFODo0aPQ0tICj8fD3r170dHRwVYt3717N+RyudpD5O3tjfb2dqSkpMDAwABRUVFobm5GUlKSWuaJLVu2oKWlhY2pNTY2RnFxMaRSaa9nfGKxGEFBQVAqlZDL5d06nIrFYiQmJuLKlStdfiSOjo44d+4camtrkZubi7KyMjYLBsMwCAkJQVhYGIgeGiGqqqrQ0NCAhoYGlJeXo6ioCCdPnsThw4eRmJiIkydPIikpCRUVFWy/lpYWnDp1Ss1B1d/fH7dv32ZrptrZ2aG6uhpz5syBnZ0dm5G3oqICWVlZuHfvHgCgpKQEmZmZuHTpEn799Vds2rRJzYgxYcIENDY2orW1FSUlJZBKpWoZZ0xNTZGRkQGFQoHY2Fg2w69KEVlYWODq1auoq6tDUFAQqyRNTExQWlqKvXv3QiQSwdTUFFKpFGFhYWr3av78+Wym6A8++ABVVVXsrG/IkCGQSqVQKpVseqv9+/fj999/x/Hjx+Hr64svvvgCP/30EyIiIuDj48O+AO3t7SGVSnH27NluY6YZhoGtrS2OHj2Ku3fv4vbt29i6deszWbK5AP0elNzYsWNRVFSEgoICHD9+HKtXr4a/vz+Cg4NRUFCAPXv29CnwWdWWLFmC48ePw9vbG0OGDAGPx4ODgwMuXrwIGxsbnD9/HkqlEvX19SgpKcGoUaPYWWFMTAySkpK6VbAHDhzAoUOHwDAMTExMcPPmTUilUpiamoJhGJw8eRJpaWng8/ng8XiIiYlBW1sbJk2aBB6Ph8TERPzvf/9jZyRCoRApKSkAgIyMDGzbtg21tbVYunRpFwUTHR0NAGxgvoWFBerq6vD111/36pqolJBCoUBubi6ampq6DfLX0dFBZmYm4uLi1JarY8aMwY0bN1BXV4cDBw7g5MmTAMAWZRaLxcjJycHBgwdZBXHkyBHk5uYiPDwcnp6eePfdd7Ft2za0t7ezvnqrVq1CYWEhWlpacPjwYfj7+yMtLY1NBU5E2LRpk1reOW9vb7S0tGDy5MkwMTHBli1b8NVXX8HS0hIikQj79u1Deno6JBIJhEIhfH19AQByuRxRUVHYtWsX/vnPf+LHH3+EXC7H9OnTYWZmhu+//x5ffvlll/+7fft2iMViGBsbIy8vj02rpAo73LBhg9qqYvTo0airq1Ozgvv5+aG5uVlNia5YsQKdnZ3Yt28f4uPjkZ6erjZTt7CwwNKlS/H666+DYRgMGzYMJSUlai8A1Wz20ftoa2uLiIgIZGdn4+9//zvr2jJq1CiEhoayDu6ff/45bGxsBqwk4Z9OyaluRnebs3Z2djhz5gw+//zzZy4UraWlhaioKMydO5fNn//dd99h+PDhCAkJQUhICBwcHDBhwgSkp6cjOTm5i5Lj8/mIj49nZ3mmpqYoLi6Gr68vGIYBj8dDfHw8q+SICLt27UJBQQEMDQ1hZmaG6upqtiCLalx+fn5sgZi2tjYsX76824f2o48+QmNjI/vDsbW1RUNDQ69D3uzs7HDnzh2cOXMGpqamSE5OxsaNG7v0mzhxIpqbm7tkYdm6dSvu3bsHV1dXaGlpwcPDAx0dHWxkiVgsRm5uLqvkVIr10U3wSZMmobKykl0qCwQCSKVSxMfHs8vu1atXIz09nZ0xBQUFITs7m31Oli1bhqampm7DkbS0tJCYmIjNmzezx9577z0oFArMmDED2tra8PDwQG5uLlpbWyGXy+Hm5obRo0fj7NmzSE1NhUAgAI/Hw/nz55GUlMTm5DMyMkJxcTH7YtHS0sKyZcsglUrVojNGjx6NqqoqNpEmn8/Hxo0bAQALFixQU3yq30dzczPi4+Mfew+HDx/OJrjs7XM/adIk3LhxA1KpFBcvXkR9fT2USiXOnz8PNze3fjM0DboLyYtMT1lCSkpKaM2aNXTs2DEKDw+nJUuWPLWriKurK82cOZP27t1LQ4cOJSsrK1qzZg1VVFTQrl27aPfu3ZScnEwGBgb04MED+vDDD7vkwheJRDRmzBg29/3du3fps88+o23btpGzszMxDEPu7u6UkpLC1nyws7OjzMxMampqorfffpvEYjGlpKSw51QqlXT69Glas2YN3bx5k+rr62no0KFkbm5OtbW1ZGVlRU1NTXTv3j16++23KTk5mWQyGREReXl5kVAopNTU1F5dg5kzZ1JbWxutXLmSfv/9d9LW1iZXV1diGEbNNWDOnDkkFoupvr5e7fvm5uZUWFhI6enpJBAIaPbs2UREdPv2bTIwMCAnJycaMWIEFRcXE4/Ho87OTgLQJdPGrFmzSCwWs2XwiB66TQiFQhoyZAjdv3+fXnnlFbK1tSUrKysqLy8nOzs7EolEpFQqic/nk6mpaY9yCoVC0tPTU7t/PB6P7t+/TyUlJfTgwQM6d+4c5eTkUFxcHDk5OVFMTAyJxWICQDt37qSOjg4CQAcPHqSQkBAKDg6mjo4OMjIyouHDh7M1Y5VKJR0+fJju3r1L06ZNI1dXV4qIiKBXX32VhEIhvfXWW9TZ2Uk+Pj706aefUnp6OlsSkoho8uTJVFdXRwsWLCA3NzdydHQkLS2tHt1vxo8fT4aGhuTj40OxsbFsOvWe0NHRIT09PWpoaCBXV1dSKBQkEokoJSWFvLy8+pQ5pd/o9ynUC8KzWFft7OyQlZWlVmmqt43H4+HDDz9EZWUlKioq2EypZWVlalEIfD4fEydOxIIFC+Dk5NTt1F0kEuH06dNq6bMZhsHChQtRUVGBjo4O1NTUwN3dnX2LBgYGorKyEps3b0ZOTg7Ky8u7WNqCg4PR0NAAW1tb6OjoICwsDHl5efjxxx9RU1ODdevWgeihweDatWuYNGkSXF1dcefOHWRlZXW7Wd5d8/b2ZssHnj9/nl2G/bGPUCiETCYDAERFRaldB3Nzc1y+fBmnTp1CcnIyFAoFamtrUV1djfLyctTV1aG9vR2bNm3qcQwMwyAhIQEA2L07IoKzszMSEhJQVlYGqVSK2tpaZGRksDMoBwcHlJeXIygoCCdOnGBnPd3N8G1tbVFXV6cWy7t///4u8qhmkNHR0bCxscE777wDd3d3NSOOlpYWZs2ahaioKBQWFkIulyMjI6PbuFRVNbPIyEh2v7qjo4PdlwwPD4e1tTXbXywW4/Lly9izZw8YhsG6desgl8sfm6Q1IiICwMMSkU8yDjg7OyMpKQltbW2Qy+WIjo7G1KlTERoail9//bVXmZf70rjl6jO6kMyaNQs3btxga4T2punr6+OTTz5hl4KqknDLli1DY2NjnzK5qpqRkVGXZSzDMDAzM8OUKVO6hJOJRCIsXrwYd+7cwZ07dxAYGNhFgfr4+CA3N5d9aAUCAebNm4fY2FhIpVJ2s10oFCI0NBR1dXVobm5GZWVln7LCikQieHl5ISkpCRkZGdi1a1eX/U6RSITs7GwAUNubUjV7e3uEhIQgLS0NkZGRGD16NKZPn47Q0FDs2LGj2xTwPSm5R+uQ6unpwcvLC6dOnUJOTo6aZVl1ncrKytDS0oKcnJwes3TMmzcPcrmcNTDo6OggKytLbflK9LCOQ2VlZa9dkPT09GBoaPjElwrDMAgLC0N7ezsOHz4Md3d3ODk5dXluHB0dIZVK4eLiAiKCp6cnLl269NitmcjISAAPDY6Ps5yOGjWKzST0/fffw8rKSm1Z6uHhAZlM1mOI1tM0Tsk9o5JjGAY+Pj64ceNGt2nCH212dnY4d+4cWyBGLpcjIiICRA9rZAL/v7jx824qH7xhw4Z1u/+hpaXV7Q+Wx+N1eZD5fD7mzZsHPz+/boO7e9P4fD6EQmG3Y2EYBjNmzICfn99jQ3gEAsFTbVQzDIODBw8iJSWlx5kIj8frdo9W5Wpib2//2DCvbdu2QSaTsVZMfX193Lx5k51hq9rUqVMhl8u7FKDpj7Z8+XLIZLInKnyBQKCW5vxJMc5OTk44evToE/fkQkJCoFQqERcX1+3MUJXYoaCgoN8UHafk+sEZmGEYbN++HTKZTG3a/8cmFovh6emJ1NRUyOVyTJo0CXp6esjLy2M3fPfs2QMACAoK6veHm2tPbtra2s8tCsDa2ho3btxQe4E5OjqiqampS22Q3bt3Iy4urt+SiP6xRUREICoqalCiR1Qz18rKyscqcFWihcTExH5JkcWlP+8HANCOHTsoNTWVQkJC2DqrDMOQRCIhd3d3OnToEJ04cYKIiObOnUtXrlwhFxcXGjZsGNXU1BARka6uLnV2dlJJSclgivOn5cGDB2pFj/sTa2tramlpoejoaPZYU1MTVVdXU3BwMI0cOZKIHhqRJkyYQAUFBY9NS/+0mJmZUX5+fv/EevaRzs5OKi4upuLiYqqqquqxH4/Ho/z8fPrhhx9ILBYP3ACf31xqcOmvsC76v5nA9u3bUVpaCqlUijNnzkAul6O1tZVNH/THfQ2JRAIfHx/w+XwIBAKcPn0aSUlJz1SFi2svZhOJRN2m4rK3t4enp6faTG7hwoVITk7G2LFjMXPmTLi7u/fLzEsoFOLMmTNqabsGuunq6g5YZmFV6+1MjgEGQfUPAE1NTWRoaNhv52MYhszMzGjZsmXk4eFBv/32Gx06dIiuXr36RLO4vr4+CQSCLi4SHH8uRCIR7dy5k5ycnEgkElF4eDj997//7Zdz6+joUGdnJykUin4538tAY2MjGRgYPLGfxiq5xsZGGjJkyHM5N4/HI6VSOShLA46XG4Zh2Apmj/pFcvSNe/fu9Woio7F7cr3Jefa0qJxOOTj6CgDq6OjgFFw/0Nvyihob8WBkZERERBUVFf26bH0RUSUIlcvlvZq+v8z8WWT9s8hJ1HdZ8X9RLZaWlr06v8YqOVUYjKGhocY/JCoMDAw4WTWMP4ucRH2TtS8TF41drnJwcHAQcUqOg4NDw9FYJScSiSg4OJhEItFgD+W5w8mqefxZ5CR6/rJqrAsJBwcHB5EGz+Q4ODg4iDglx8HBoeFwSo6Dg0Oj4ZQcBweHRsMpOQ4ODo1GY5XcN998QyNHjiSxWEzjx48nqVQ62EPqE6GhofTWW2+Rvr4+mZmZ0dy5c6mwsFCtDwDaunUrWVpakra2Nv3lL3+hvLw8tT4KhYJWrVpFJiYmpKurS56envTbb78NpCh9IjQ0lBiGocDAQPaYJslZWVlJCxYsIGNjY9LR0SEnJyfKyMhgP9cUWTs6OmjTpk00cuRI0tbWJltbW9q2bZtawZwBk7XfE7m9AJw4cQICgQARERHIz89HQEAAdHV1cevWrcEeWq+ZOXMmjhw5guvXryM7OxuzZ8/G8OHDcf/+fbbPzp07oa+vjzNnziA3NxdeXl6wsLBAU1MT22fFihWwsrJCQkICMjMz4ebmhtdffx0dHR2DIdZjkclksLGxgaOjIwICAtjjmiJnfX09RowYgSVLlrCV6S9evIiSkhK2j6bI+u9//xvGxsb44Ycf2ILgenp6+Prrr9k+AyWrRiq5CRMmYMWKFWrH7O3tsX79+kEa0bNTU1MDImILQyuVSkgkEuzcuZPt09raCkNDQ+zfvx8AcO/ePQgEApw4cYLtU1lZCS0tLZw7d25gBXgCzc3NeOWVV5CQkICpU6eySk6T5Fy3bh1cXV17/FyTZJ09ezb+9a9/qR37xz/+gQULFgAYWFk1brna1tZGGRkZNGPGDLXjM2bMoMuXLw/SqJ4dVfpuVXaVsrIyun37tpqcIpGIpk6dysqZkZFB7e3tan0sLS1p3LhxL9y1WLlyJc2ePZvc3d3VjmuSnHFxceTs7Ezz588nMzMzeuONNygiIoL9XJNkdXV1pcTERCoqKiIiopycHPrll1/ob3/7GxENrKwal4WktraWOjs7ydzcXO24ubk53b59e5BG9WwAoDVr1pCrqyuNGzeOiIiVpTs5b926xfYRCoU0dOjQLn1epGtx4sQJyszMpPT09C6faZKcpaWltG/fPlqzZg19+umnJJPJaPXq1SQSiWjRokUaJeu6deuosbGR7O3t2cLfISEh5O3tTUQDe181TsmpYBhG7W8AXY69LPj7+9O1a9fol19+6fLZ08j5Il0LuVxOAQEBdOHChccWN3nZ5SQiUiqV5OzsTDt27CAiojfeeIPy8vJo3759tGjRIrafJsgaExND3377LR07dowcHBwoOzubAgMDydLSkhYvXsz2GwhZNW65amJiQjwer4umr6mp6fLWeBlYtWoVxcXFUXJyMllbW7PHJRIJEdFj5ZRIJNTW1kYNDQ099hlsMjIyqKamhsaPH098Pp/4fD6lpKRQWFgY8fl8dpwvu5xERBYWFjR27Fi1Y6+++ipVVFQQkebcUyKiTz75hNavX0/vv/8+vfbaa7Rw4UL66KOPKDQ0lIgGVlaNU3JCoZDGjx9PCQkJascTEhJo8uTJgzSqvgOA/P39KTY2lpKSktjSdipGjhxJEolETc62tjZKSUlh5Rw/fjwJBAK1PtXV1XT9+vUX5lr89a9/pdzcXMrOzmabs7Mz+fj4UHZ2Ntna2mqEnERELi4uXdyAioqKaMSIEUSkOfeUiKilpYVNXKtCVRuFaIBl7bPZ5CVA5UJy6NAh5OfnIzAwELq6uigvLx/sofUaPz8/GBoa4ueff0Z1dTXbWlpa2D47d+6EoaEhYmNjkZubC29v725N8NbW1rh48SIyMzMxbdq0F87d4FH+aF0FNEdOmUwGPp+PkJAQFBcXIzo6Gjo6Ovj222/ZPpoi6+LFi2FlZcW6kMTGxsLExARr165l+wyUrBqp5ABg7969GDFiBIRCId58803W9eJlgXqoNXnkyBG2j1KpRHBwMCQSCUQiEaZMmYLc3Fy18zx48AD+/v4wMjKCtrY25syZg4qKigGWpm88quQ0Sc74+HiMGzcOIpEI9vb2CA8PV/tcU2RtampCQEAAhg8fDrFYDFtbW2zcuBEKhYLtM1CycvnkODg4NBqN25Pj4ODg+COckuPg4NBoOCXHwcGh0XBKjoODQ6PhlBwHB4dGwyk5Dg4OjYZTchwcHBoNp+Q4ODg0Gk7JcXBwaDSckuPg4NBoOCXHwcGh0fw/nkyKx7WLdeIAAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "deskewedImage = deskew(testRegion)\n", + "\n", + "plt.imshow(deskewedImage, cmap=\"gray\")\n", + "\n", + "cv2.imwrite(\"temp/image53Stripe-Margin-Deskewed.jpg\", deskewedImage * 255)" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "id": "acbe974b-78ce-4dc5-a1d1-d6d0d79af62f", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "14655.927563618037\n" + ] + }, + { + "data": { + "image/png": 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y8vJRzyMWi8nv9ysc+YEm+aYk8yGmDLEDAMh0p5+/o9Gopk2bNuLYpM/EXH/99XrmmWf085//XHPmzNH//M//6I033tATTzwhSerq6lJPT4/Kysqc+/h8Pi1evFjt7e2qrKxUR0eHBgcHE8aEQiEVFxervb192IiJx+OKx+PO7VgsluyHNmZECQAAqZP0iFm3bp2i0aguv/xyZWdn68SJE3r00Uf15S9/WZLU09MjSQoEAgn3CwQCOnz4sDMmNzdX06dPHzLm9P3PVF9fr9ra2mQ/nPNyPmtYCCAAAEaW9Ij5/ve/r3/913/VCy+8oLlz5+rAgQOKRCIKhUJatWqVMy4rKyvhfsaYIcfONNKY9evXq6qqyrkdi8UUDofP45Gk10gBROAAAJCCiLnvvvv0wAMP6NZbb5UkzZs3T4cPH1Z9fb1WrVqlYDAoSc47l07r7e11ZmeCwaAGBgbU19eXMBvT29ur0tLSYf9en88nn8+X7IfjSnyWyugIPQCwX9Ij5sMPP3TeSn1adna2Tp48KUkqLCxUMBhUa2urFixYIEkaGBhQW1ubGhoaJEklJSXKyclRa2urKioqJEnd3d3q7OxUY2Njsk8ZFiL0AGBkNvyyl/SI+eIXv6hHH31Ul1xyiebOnav9+/dr48aN+vrXvy7p1MtIkUhEdXV1KioqUlFRkerq6jRlyhStXLlSkuT3+7V69WpVV1eroKBA+fn5qqmp0bx587R06dJknzIAuI4NTzBAqiU9Yp588kl9+9vf1po1a9Tb26tQKKTKykr9/d//vTPm/vvvV39/v9asWeNsdrdr1y5njxhJevzxxzV58mRVVFQ4m901Nzd7bo8YAJmHAAEmRtL3iXELL+4TAwATjeCC26R1nxgAwMgIByA5iBiX44cdAADDI2LOASEBAID7EDHn4E/frkvQAADgDpNGH4LTCBgAANyDmZgxmOgN1IgmAADOjohxMa/vOkuEAQBSiYgBsQEA8CQiJgWIAgAAUo+FvUlGwAAAMDGsn4nprC0fddtiAADgPdZHTPHD/8lnJ4kZIgCAfayPGJzi9Xc6AWcizAEQMQA8iTDPLEQrhmN9xLAmBgAAO1kfMayJAXAav80DdrE+YgDgNNtfgiLSkGmIGCCJeBIBgIljfcSwJgYAADtZHzGsiUnETAEAwBbWRwwIFwCAnYiYDJDuxYxEFAAgFayPGNbEAABgJ+sjhjUxqcMMCwAgnayPGIyMEAEAeBUR4xLEBAAAY2N9xLAmBgAAO1kfMTasiWGWBgCAoayPGBsM9xZpwgYAkOmIGI9K994vgJsQ9UBmsj5iWBMDAICdrI8YG9bEAJg4zOoA3mF9xADIPIQIkBmIGADWYc2YfQhTDMf6iGFNDAAAdrI+Yty0JobfJAAASB7rIybdCBcAAFKDiEmxVL02TxwBADKd9RHDmhgAAOxkfcS4aU1MujBrAwCwkfUR4xWEBgAAY0PEjAPBAQBA+qUkYn7zm99o3bp1evnll9Xf3685c+boueeeU0lJiSTJGKPa2lpt3rxZfX19WrhwoTZt2qS5c+c63yMej6umpkZbt25Vf3+/lixZoqamJs2ePXtM58KaGAAA7JT0iOnr69PnPvc53XDDDXr55Zc1c+ZM/d///Z8uuugiZ0xjY6M2btyo5uZmzZkzRxs2bNCNN96oQ4cOKS8vT5IUiUS0Y8cOtbS0qKCgQNXV1Vq2bJk6OjqUnZ19zufjtjUxzOIAAJAcWcYYk8xv+MADD+i///u/9frrrw/7dWOMQqGQIpGI1q1bJ+nUrEsgEFBDQ4MqKysVjUY1Y8YMbdmyRStWrJAkHT16VOFwWDt37lR5efmo5xGLxeT3+xWO/MBVEeMFhBYAIF1OP39Ho9FRX0lJ+kzM9u3bVV5err/9279VW1ubPvWpT2nNmjW64447JEldXV3q6elRWVmZcx+fz6fFixervb1dlZWV6ujo0ODgYMKYUCik4uJitbe3Dxsx8Xhc8XjcuR2LxZL90DIGnzsDryPEgcyQ9Ij55S9/qaefflpVVVV68MEHtWfPHt17773y+Xz66le/qp6eHklSIBBIuF8gENDhw4clST09PcrNzdX06dOHjDl9/zPV19ertrZ2yHHWxAAAYKekR8zJkyd1zTXXqK6uTpK0YMEC/fSnP9XTTz+tr371q864rKyshPsZY4YcO9NIY9avX6+qqirndiwWUzgcdt2aGMBLmNEA4GZJj5hZs2bpyiuvTDh2xRVX6MUXX5QkBYNBSadmW2bNmuWM6e3tdWZngsGgBgYG1NfXlzAb09vbq9LS0mH/Xp/PJ5/Pl9THAmS6ZL60SBABSLakR8znPvc5HTp0KOHYz3/+c1166aWSpMLCQgWDQbW2tmrBggWSpIGBAbW1tamhoUGSVFJSopycHLW2tqqiokKS1N3drc7OTjU2Nib7lAFMANZawWsIb/dLesT83d/9nUpLS1VXV6eKigrt2bNHmzdv1ubNmyWdehkpEomorq5ORUVFKioqUl1dnaZMmaKVK1dKkvx+v1avXq3q6moVFBQoPz9fNTU1mjdvnpYuXTqm82FNDAAAdkp6xFx77bXatm2b1q9fr+985zsqLCzUE088oa985SvOmPvvv1/9/f1as2aNs9ndrl27nD1iJOnxxx/X5MmTVVFR4Wx219zcPKY9YiT37ROTTPyWAADIZEnfJ8YtMm2fGIIGAGCDtO4Tg/QYbb0BkQMAsI31EcOaGAAA7GR9xNi8JmYsmIkBANjG+ojJVEQLAMB2REwSEQ4AAEwc6yOGNTEAANjJ+oixdU0Msz4AgEw3Kd0ngLEjYAAAyICZGBul8jNoCCQAgFdYHzGsiQEAwE7WR4yta2IAIJMxawwpAyIGAEbDEyLgTUQMgIw3nnVmhA+QftZHDGtiAACwk/URw5oYwD7MggCQMiBibMQPcAAAiJgJR4AAAJAc1kcMa2IAALCT9RFj05oYZnEAAPiE9RFjk7O9DZS4AQBkIiJmghAaAAAkl/URw5oYAADsZH3EjLYmhhkSAAC8yfqIGc14thsfCVEEAMDEmJTuE7DNpx/4YdLDCAAADGX9TAxrYgAAsJP1EWPTPjEYHS/nAUDmsD5ikFl4KQ/AePFLkPcQMQBgGZ6MkSmsjxjWxAAAYCfrI4Y1MQC8ghkUYGysjxgA8ArWdHkbETrxiBiP4D8OAAASWR8xrIkBAMBO1kfMRK2JYaYEAICJxccOJAmvZQMAMLGsn4mZSGMNGWZvAAAYP+sjhjUxAADYyfqIsW2fGGZvAAA4xfqIcRMCBACA5GFhLwAA8CTrZ2JYEwMAgJ2sjxjb1sSkAi9zAQC8KOURU19frwcffFBr167VE088IUkyxqi2tlabN29WX1+fFi5cqE2bNmnu3LnO/eLxuGpqarR161b19/dryZIlampq0uzZs1N9yhmHPW4A7+OXEWSilEbM3r17tXnzZl111VUJxxsbG7Vx40Y1Nzdrzpw52rBhg2688UYdOnRIeXl5kqRIJKIdO3aopaVFBQUFqq6u1rJly9TR0aHs7OxUnjYAeE6yfhkhhuAlWcYYk4pvfPz4cV199dVqamrShg0b9Bd/8Rd64oknZIxRKBRSJBLRunXrJJ2adQkEAmpoaFBlZaWi0ahmzJihLVu2aMWKFZKko0ePKhwOa+fOnSovLx/174/FYvL7/YpGo6yJAQDAI8by/J2ymZi77rpLN998s5YuXaoNGzY4x7u6utTT06OysjLnmM/n0+LFi9Xe3q7Kykp1dHRocHAwYUwoFFJxcbHa29uHjZh4PK54PO7cjsViklgTA2QqZhQA+6UkYlpaWrRv3z7t3bt3yNd6enokSYFAIOF4IBDQ4cOHnTG5ubmaPn36kDGn73+m+vp61dbWJuP0AViAtV6jI/TgdUmPmCNHjmjt2rXatWuXLrjggrOOy8rKSrhtjBly7EwjjVm/fr2qqqqc27FYTOFweAxnDqQOTxYAkHxJj5iOjg719vaqpKTEOXbixAnt3r1bTz31lA4dOiTp1GzLrFmznDG9vb3O7EwwGNTAwID6+voSZmN6e3tVWlo67N/r8/nk8/mGHGefGAAA7JT0iFmyZIkOHjyYcOz222/X5ZdfrnXr1ukzn/mMgsGgWltbtWDBAknSwMCA2tra1NDQIEkqKSlRTk6OWltbVVFRIUnq7u5WZ2enGhsbx3Q+E7Umht+0AQCYWEmPmLy8PBUXFyccmzp1qgoKCpzjkUhEdXV1KioqUlFRkerq6jRlyhStXLlSkuT3+7V69WpVV1eroKBA+fn5qqmp0bx587R06dJkn3JSjPT6O4EDAEDypWXH3vvvv1/9/f1as2aNs9ndrl27nD1iJOnxxx/X5MmTVVFR4Wx219zc7Mk9YlK9wJBIAgBkopTtE5Nu7BMDAID3uGKfGLfIhH1imIkBAGQi6yPGFoQKAACJiJgJRowAAJAc1kcM+8QAAGAn6yPGK2timKEBAGBsrI8Yr8i0z3kh2gAA54uIQVpkWrQBNuKXEaSb9RHDmhgAAOxkfcR4ZU0MgLFhFgCA9REDwE4T+ZIkwQS4ExEDAKNgDVfqEYoYD+sjhjUxAADYyfqI8eKaGH4jAQBgdNZHjBeNd+qa+AEAZBIixiJued2emAIATATrI4Y1MQAA2Mn6iPHimph0YQYFAOAl1keMDYgLAACGImI84GxrXYgbAEAmsz5iWBMDAICdrI8Y1sS4HzNKAIDxsD5i4H5ueWt4OhBwADB+RAyQRpkccLAHMY50sT5iWBMDAICdrI8Y1sQAduK3fwDWRwwAO03US3HEEuBeRAwAjMCmdUsEGWxjfcSwJgYAADtZHzFeXBPDb0sAAIzO+ojxopGmrwkcAABOIWI8ZiyvzxM8AACbWR8xrIkBAMBO1keMF9fEpBOzNwAAr7A+YmxFbAAAMh0R43LECgAAw7M+YlgTAwCAnayPGDesiWE2BQCA5LM+YtxgrNuWEz0AAIyOiHEhmz6rBUDy8YsOcIr1EcOaGAAA7GR9xLhhTQyA9GHWArCX9REDwD6ECQApBRFTX1+vl156Se+++64uvPBClZaWqqGhQZdddpkzxhij2tpabd68WX19fVq4cKE2bdqkuXPnOmPi8bhqamq0detW9ff3a8mSJWpqatLs2bOTfcoAPIZ1Y3AzInviZBljTDK/4U033aRbb71V1157rT7++GM99NBDOnjwoN555x1NnTpVktTQ0KBHH31Uzc3NmjNnjjZs2KDdu3fr0KFDysvLkyR985vf1I4dO9Tc3KyCggJVV1frD3/4gzo6OpSdnT3qecRiMfn9fkWjUdbEAADgEWN5/k56xJzp/fff18yZM9XW1qbPf/7zMsYoFAopEolo3bp1kk7NugQCATU0NKiyslLRaFQzZszQli1btGLFCknS0aNHFQ6HtXPnTpWXl4/6957+RwhHfpDWNTEUOQAA524sEZPyNTHRaFSSlJ+fL0nq6upST0+PysrKnDE+n0+LFy9We3u7Kisr1dHRocHBwYQxoVBIxcXFam9vHzZi4vG44vG4czsWi6XqIQ1BqAAAMPFSGjHGGFVVVen6669XcXGxJKmnp0eSFAgEEsYGAgEdPnzYGZObm6vp06cPGXP6/meqr69XbW1tsh+Cg1ABAMBdUhoxd999t95++2298cYbQ76WlZWVcNsYM+TYmUYas379elVVVTm3Y7GYwuEw+8QAAGCplEXMPffco+3bt2v37t0J7ygKBoOSTs22zJo1yzne29vrzM4Eg0ENDAyor68vYTamt7dXpaWlw/59Pp9PPp9vyHG37hPDzA4AAOcn6RFjjNE999yjbdu26bXXXlNhYWHC1wsLCxUMBtXa2qoFCxZIkgYGBtTW1qaGhgZJUklJiXJyctTa2qqKigpJUnd3tzo7O9XY2JjsU045ggUAgORLesTcddddeuGFF/Tv//7vysvLc9aw+P1+XXjhhcrKylIkElFdXZ2KiopUVFSkuro6TZkyRStXrnTGrl69WtXV1SooKFB+fr5qamo0b948LV26NNmnfM6IEQAA3CPpb7E+25qV559/Xl/72tckfbLZ3bPPPpuw2d3pxb+S9NFHH+m+++7TCy+8kLDZXTgcPqfzYJ8YAAC8x1X7xKSLW/aJGQkzOwAAJHLVPjH4BNECAEDyEDETKFWf90IcAQAykfURwz4xAADYyfqIces+MQAATBRbZ+ytjxgAOJOtP9CBTEPEAHAFwgLAWFkfMayJAQDATtZHDGtiACD9mGlDKlgfMRON/1ABAJgYRMwwCBEAANzP+ohhTQwAAHayPmLctiaGWR4AAJLD+ohxm1R99MBwCCYAgM2ImAlEVAAAkDzWRwxrYgAAsJP1EZPONTHMvAAAkDrWR0yqESoAAKQHEXOeUrFQlzACAGB01kcMa2IAALCT9RHjtn1ikJmYXQOA5LM+YgA3mMj9gWA/ohg4hYgBYBWe4IHMYX3EsCYGAAA7WR8xrIkBcBqzNIBdrI8YADgtk9cmEXCwERGTYfhBBgCwhfURw5oYAADsZH3EeHFNDLMlAACMzvqI8aLRXrcncgAAIGI8ySuLE4ktAEAqWR8xrIkBAMBO1keM29fEMFsBAMD4WB8xbjfel4aIHwBApiNiPOp818UQQQAAr7M+YlgTAwCAnayPmOHWxDALAQCA91kfMczEAABgp0npPgEAAIDxIGIAAIAnETEAAMCTiBgAAOBJRAwAAPAk10dMU1OTCgsLdcEFF6ikpESvv/56uk8JAAC4gKsj5vvf/74ikYgeeugh7d+/X3/5l3+pv/7rv9Z7772X7lMDAABplmWMMek+ibNZuHChrr76aj399NPOsSuuuEK33HKL6uvrR7xvLBaT3+9XNBplnxgAADxiLM/frp2JGRgYUEdHh8rKyhKOl5WVqb29fcj4eDyuWCyW8AcAANjLtRHzu9/9TidOnFAgEEg4HggE1NPTM2R8fX29/H6/8yccDk/UqQIAgDRwbcSclpWVlXDbGDPkmCStX79e0WjU+XPkyJGJOkUAAJAGrv3spIsvvljZ2dlDZl16e3uHzM5Iks/nk8/nm6jTAwAAaebamZjc3FyVlJSotbU14Xhra6tKS0vTdFYAAMAtXDsTI0lVVVW67bbbdM0112jRokXavHmz3nvvPd15553pPjUAAJBmro6YFStW6Pe//72+853vqLu7W8XFxdq5c6cuvfTSdJ8aAABIM1fvE3M+2CcGAADvsWKfGAAAgJEQMQAAwJOIGAAA4ElEDAAA8CQiBgAAeBIRAwAAPImIAQAAnkTEAAAATyJiAACAJ7n6YwfOx+mNiGOxWJrPBAAAnKvTz9vn8oEC1kbM73//e0lSOBxO85kAAICxOnbsmPx+/4hjrI2Y/Px8SdJ777036j8CJlYsFlM4HNaRI0f4XCuX4dq4F9fGvbg2yWWM0bFjxxQKhUYda23ETJp0armP3+/n/1QuNW3aNK6NS3Ft3Itr415cm+Q518kHFvYCAABPImIAAIAnWRsxPp9PDz/8sHw+X7pPBWfg2rgX18a9uDbuxbVJnyxzLu9hAgAAcBlrZ2IAAIDdiBgAAOBJRAwAAPAkIgYAAHiStRHT1NSkwsJCXXDBBSopKdHrr7+e7lOy2u7du/XFL35RoVBIWVlZ+rd/+7eErxtj9MgjjygUCunCCy/UF77wBf30pz9NGBOPx3XPPffo4osv1tSpU7V8+XL9+te/nsBHYaf6+npde+21ysvL08yZM3XLLbfo0KFDCWO4Punx9NNP66qrrnI2SVu0aJFefvll5+tcF3eor69XVlaWIpGIc4xr4xLGQi0tLSYnJ8f80z/9k3nnnXfM2rVrzdSpU83hw4fTfWrW2rlzp3nooYfMiy++aCSZbdu2JXz9scceM3l5eebFF180Bw8eNCtWrDCzZs0ysVjMGXPnnXeaT33qU6a1tdXs27fP3HDDDWb+/Pnm448/nuBHY5fy8nLz/PPPm87OTnPgwAFz8803m0suucQcP37cGcP1SY/t27ebH/7wh+bQoUPm0KFD5sEHHzQ5OTmms7PTGMN1cYM9e/aYT3/60+aqq64ya9eudY5zbdzByoi57rrrzJ133plw7PLLLzcPPPBAms4os5wZMSdPnjTBYNA89thjzrGPPvrI+P1+88wzzxhjjPnjH/9ocnJyTEtLizPmN7/5jZk0aZJ55ZVXJuzcM0Fvb6+RZNra2owxXB+3mT59uvnnf/5nrosLHDt2zBQVFZnW1lazePFiJ2K4Nu5h3ctJAwMD6ujoUFlZWcLxsrIytbe3p+msMltXV5d6enoSronP59PixYuda9LR0aHBwcGEMaFQSMXFxVy3JItGo5I++ZBUro87nDhxQi0tLfrggw+0aNEirosL3HXXXbr55pu1dOnShONcG/ew7gMgf/e73+nEiRMKBAIJxwOBgHp6etJ0Vpnt9L/7cNfk8OHDzpjc3FxNnz59yBiuW/IYY1RVVaXrr79excXFkrg+6Xbw4EEtWrRIH330kf7sz/5M27Zt05VXXuk80XFd0qOlpUX79u3T3r17h3yN/2bcw7qIOS0rKyvhtjFmyDFMrPFcE65bct199916++239cYbbwz5GtcnPS677DIdOHBAf/zjH/Xiiy9q1apVamtrc77OdZl4R44c0dq1a7Vr1y5dcMEFZx3HtUk/615Ouvjii5WdnT2kdHt7e4dUMyZGMBiUpBGvSTAY1MDAgPr6+s46Bufnnnvu0fbt2/Xqq69q9uzZznGuT3rl5ubqz//8z3XNNdeovr5e8+fP1z/8wz9wXdKoo6NDvb29Kikp0eTJkzV58mS1tbXpH//xHzV58mTn35Zrk37WRUxubq5KSkrU2tqacLy1tVWlpaVpOqvMVlhYqGAwmHBNBgYG1NbW5lyTkpIS5eTkJIzp7u5WZ2cn1+08GWN0991366WXXtKPfvQjFRYWJnyd6+MuxhjF43GuSxotWbJEBw8e1IEDB5w/11xzjb7yla/owIED+sxnPsO1cYv0rCdOrdNvsX7uuefMO++8YyKRiJk6dar51a9+le5Ts9axY8fM/v37zf79+40ks3HjRrN//37nbe2PPfaY8fv95qWXXjIHDx40X/7yl4d9O+Ls2bPNf/3Xf5l9+/aZv/qrv+LtiEnwzW9+0/j9fvPaa6+Z7u5u58+HH37ojOH6pMf69evN7t27TVdXl3n77bfNgw8+aCZNmmR27dpljOG6uMmfvjvJGK6NW1gZMcYYs2nTJnPppZea3Nxcc/XVVztvJ0VqvPrqq0bSkD+rVq0yxpx6S+LDDz9sgsGg8fl85vOf/7w5ePBgwvfo7+83d999t8nPzzcXXnihWbZsmXnvvffS8GjsMtx1kWSef/55ZwzXJz2+/vWvOz+nZsyYYZYsWeIEjDFcFzc5M2K4Nu6QZYwx6ZkDAgAAGD/r1sQAAIDMQMQAAABPImIAAIAnETEAAMCTiBgAAOBJRAwAAPAkIgYAAHgSEQMAADyJiAEAAJ5ExAAAAE8iYgAAgCcRMQAAwJP+H65kiG6uCvWFAAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "y = deskewedImage.sum(axis=1)\n", + "yRange = range(len(y))\n", + "plt.barh(yRange, y)\n", + "print(np.var(y))" + ] + }, + { + "cell_type": "markdown", + "id": "4265b3e2-b8d0-4d4f-bc74-26842ac93682", + "metadata": {}, + "source": [ + "Now, just as we zoomed in on columns of text from a larger mileiu, we can try to do the same here with identifying lines of text. We identify the positive regions from the following graph." + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "id": "8d341998-9ced-4fe1-8e04-a800af836b49", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 42, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "binNumberY = int(len(y) / 10)\n", + "binSizeY = int(len(y) / binNumberY)\n", + "yMean = np.mean(y)\n", + "yBins = [0]\n", + "binIndex = 0\n", + "binCount = 0\n", + "binCutoff = binSizeY * binNumberY\n", + "for i in range(binCutoff):\n", + " binCount = (binCount + 1) % binSizeY\n", + " if binCount == 0:\n", + " yBins.append(0)\n", + " binIndex += 1\n", + "\n", + " yBins[binIndex] += y[i] - yMean\n", + "\n", + "plt.barh(range(len(yBins)), yBins)" + ] + }, + { + "cell_type": "markdown", + "id": "993ceacb-f657-40d0-9402-7bb13c34af8c", + "metadata": {}, + "source": [ + "Using the following code, we get the positive regions." + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "id": "c54c2cf6-55dc-42c9-aee2-3d1664345004", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "yPosRegions = []\n", + "for i in range(len(yBins)):\n", + " if yBins[i] > 0:\n", + " # boundary cases\n", + " if i == 0:\n", + " if yBins[i] > 0:\n", + " regionStart = i\n", + " if i == len(yBins) - 1:\n", + " if yBins[i] > 0:\n", + " regionEnd = i\n", + " yPosRegions.append((regionStart, regionEnd))\n", + " # interior cases\n", + " if i != 0:\n", + " if yBins[i - 1] <= 0:\n", + " regionStart = i\n", + " if i != len(yBins) - 1:\n", + " if yBins[i + 1] <= 0:\n", + " regionEnd = i\n", + " yPosRegions.append((regionStart, regionEnd))" + ] + }, + { + "cell_type": "markdown", + "id": "cf881da4-7976-4f48-9785-92c762951250", + "metadata": {}, + "source": [ + "For the test manuscript, there are 19 lines, so this is the number of positive regions we are trying to find." + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "id": "ca098037-beef-497d-960c-018761ede3f5", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "19" + ] + }, + "execution_count": 44, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "len(yPosRegions)" + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "id": "ac568391-ffb7-452d-89bf-d51849435cc2", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "midLineIndices = []\n", + "maxLineIndices = []\n", + "for i in range(len(yPosRegions)):\n", + " minY, maxY = yPosRegions[i]\n", + " binsInRegion = maxY - minY\n", + " largestIndex = minY\n", + " for j in range(binsInRegion):\n", + " if yBins[j + minY] >= yBins[largestIndex]:\n", + " largestIndex = j + minY\n", + " midLineIndices.append(int((largestIndex + 0.5) * binSizeY))\n", + " maxLineIndices.append(maxY * binSizeY)" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "id": "f4f153f1-b820-449d-b346-bb8c43e8e471", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 46, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.imshow(deskewedImage, cmap=\"gray\")\n", + "\n", + "xmin, xmax = (0, deskewedImage.shape[1])\n", + "\n", + "plt.hlines(midLineIndices, xmin, xmax)" + ] + }, + { + "cell_type": "markdown", + "id": "ee013bb7-f823-4b94-b17f-f48432f764ae", + "metadata": {}, + "source": [ + "These lines correlate pretty darn well with all the characters on a line. It's not quite perfect. There are some characters with a \"lower\" center of gravity. For especially exaggerated styles of writing. So, we keep the index of the final region as well." + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "id": "f94b3c40-0555-4c7d-8440-dcbd6f31a86c", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 47, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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rKysGBQWxQYMGwvXWrVuraFQ0bdqUSUlJHD58eIXlTZ48mcnJyezVq9d7IRA/eOt5HQCikhLs3LBB+PtVONjZYfI33yDQzw9z5syBXC7H6NGj8f2cObjl74+bt25Bs7gYpTk5sDYwgIwEAWiVlECpUCApOhqyl8oTi0QY8T//g7X/+c8Lxwh5eRjarx9OHz2KktJSAICtjQ1WLlyIDLkcCxYsQFxcHACgSZMmWLhwIW7evIlVq1bh7t27KmUDgCIpCRlyOVJjY4VrH9nYwEhDAyHBwUiJiYEMgKFUCnlEBEL+/FPId+vKFXzRujX69u2LZfPn4+Ht20hLTxfKFgH4z7x5+HbwYBRnZeHQf/8Lnb+8E+uLxVAqFDhz7JhKnQrS03HL3x95qano4u6OCcOHQ5SXB0OptFzd3T7+GB/Z2KAkO1vlWj1TU9QzNUXw9es4++uv0FYqhWuxDx4gPy0Nmc+ewfWjj2Chq4vDu3aBubmQAZAUFOBxaCgMpVIUZmSgR/v20CgqQlhgoPAM7dJSKBUKfOrqigFffQUTLS3w+XNICgogA2CqrQ1bIyMsmz8fx48fh729PT7//HP07dsXowYMgFgshkgkwvPcXNSzt4e/vz+uX7wIjeJiaACQSiRwqV8fcQ8fYuqYMYh+8gS6Mhny8/PLtUGFKC3F6WPHcPfaNXh7e2Pn+vVYtmwZ8vLyMHz4cEyaNAnBwcGY6eWFGzdugC+Ntf/+979wc3NDjx49kJ+fj+7du2PDhg04ePAgnJyccM7HB9ra2rj8+++IiYnBgR078M033yAxKQltW7XC6IEDcT8oCN8MGoSncXHQ19OrsN5SiQSdW7VC27ZtcXT3bjg6OsLZ3h4mWlooi435eYsWaGhlhUG9e+Pu9evo160bdAFkxcdX2A5KhQJmOjrYuX49Ot29i2fx8dVprbeGDz6EQDaAmgcsVEMNNd5rqEMIqKGGGmq8XXzwAtEKgO5rqC8SYc7EiXielITffvkFe376CbH374MKBX775ReYamnBSCrFf9evR3RoKNxdXLB382aUZmfjl23bYKyhoVKejYEBbl66hCXe3hg/dCgCzp7Fs4gIfGRtLeTp+fnnkD98iG2rV6NVkyawNTREx5YtsXPdOhSmp2OWl1eFdTXX0UHknTvA8+dYPn++kK4H4OyxY7js64tNy5Yh9v59ZD17hs6ffVble6/98Ufs2rAB1y9cwIOgIEwYNgyGEgmMpFJsWLIEydHRCAkIQKZcjrjwcIweMAAGYrFQhqWuLs4eO4Zr589j/rRpsDMygi6AMYMHI1MuR35qKnauWwdTLS3YGRkhOjQUf/z2G0w0NVXqMnbIEBRlZGDnunWYP20aLHV1hWs/LV+O4sxMFKanIychAV3d3VXubWxri7TYWJw9dgx3//wTceHhcLazU8nzVYcOyEtJwYh//QsfWVsjIy4O86ZOVckzZvBgPH3wQHjfpw8eYMS//gW9l/KYamnhtr8/8Pw5bl66BFMtLeHa1z16IPHRI2xatgxhN27geVISRg8YIFxvZGODuZMmwcbAoNI+aWRjg/jISGTExWGohwcsZDL0/Pxz3A8MxPihQ1Xy6gH4/fBh4PlznD12DEZSqfAe0aGhyEtJQU5CAo7t3o2sZ8+Qn5qK9KdP8f306TDT1oYugI+srfHw1i2s/89/0KNdOyyfPx/Pk5IQcPZsuT4a1q8fchISMG3MGFjq6uJRSAieJyXBzdlZyLN70yYc2bULhhIJZv/v/yIuPBwNLCxe+xusKd8aarQ7+Q9CTU33dHV1OW3aNAYEBFAul/Pp06fcuXOnioWEk5MTnz59yvT0dBYXF/PgwYM0MDCosLyRI0cyKiqKCoWCYWFh9PT0VDnQEYlEbNmyJc+fP8/ExETGxMQwPz+fycnJPHLkSKXKyCKRiJs2bRJcjL18zdPTk2fPnmVcXByvXr3Kfv36vVZtpnPnziwuLmZaWlo5HUJtbW2OGTOGhw4d4pYtW1TsaV/mq/4MgRen9s2bN2fXrl2FE0YTExNu2LChwnLMzMzo5eXFgwcPcsuWLcKpvI6ODs+ePctdu3ZxyJAh7NSpU7mDsXHjxjE7O5thYWF88uRJhfqNEyZMoJ+fH/X09GhiYsKwsDDu2rVLJY9YLGb79u158OBB7tu3r5x1Tdm7HjlyhGFhYeXeQ19fn1euXGFycjJLS0t56dIlFVUgDw8P4aCssn4ZPXo0S0pKOHbsWJX3nDhxIq9fv65yiCMSibht2zbeunVLpa4ikYhWVlYcNGgQ27ZtS21tbTo7Owsu4V5tP0dHR+7fv59ZWVksLi5mSEgIW7ZsWS7f8OHDefv2bdra2lJHR4cPHjzgo0ePhJNmbW1thoSEcP/+/Rw9ejRTU1O5bdu2t6K0XRtZoD5lrkVDa2lp0dDQsFLt+6ZNm/LAgQMcP358leo2wIuT0xYtWlRqmVI2iJo3b04PDw9OmzaN9vb2r9URNDAwqNQEUCqV0tDQsFp6hk5OTty+fTvz8/MZFhb2XtrKDh48mMnJyWzcuHGF1yUSCc+dO8clS5ZQT0+v0n7T0tKimZmZ8HezZs0qVfcoM12sqs8qU56XyWS0sbFhhw4dyjnEaNy4MePj45mUlFSpswxTU1OePXuWP//8M01MTCiTydihQwdGRkZy1apV5YSUlpZWnVjySCQSNmvWjB06dKhUF1ZTU1N4llgsppubm4rFl729PRMTE1lYWMiSkhI+ffq0Sm9Hb8LayAK1QHxLP9IPwclAjx49KJfL6ePjw7Zt2/LUqVP08vJ673wQLlq0iMXFxVyzZk2FdTMxMWFcXBz79u37zuv6Oq5du5aFhYVcuXJllR8fIyMjjh8/noGBgXz48CFzcnIqtG563+ju7s709HTOmTOHXl5er3V59yasjSxQC8T3YJC8bzQwMKC3tzeTkpK4evVqQQHX1dWVjx49emthAmpLDw8PBgcHc+7cuRUKRGtra6akpHD9+vXvvK6vo6OjIzt37lwtv5plfdK7d2/27Nmz0q2Zqvh3f7inT5/OnJycCrca6pq1kQVqgfge/AjeJ1pbW9PX15cZGRlcsmSJijWCRCKht7c3T506RRsbm3de15epra1d6czV2NiYq1at+kfMEP9ONm7cmMeOHWO3bt3KmTm+LX799dcsKSmpco+0rlgbWaAWiO/BwHxf2KpVK4aHhzM0NJSdO3eu1Hxx165dvHfvXqXu362srDh48OAq3Zip+feyZ8+e5fqja9euLCkpYWBgIL28vKq0UZZKpbS1tX1jO2YXFxempKTwt99+e+vee2ojC9QC8T0YrO8DBw4cyISEBN69e7fSw4ky6unp8eeff+aZM2fK2b3a2trS39+fycnJ5ex43zeamZmxSZMm/xhnBW/CDRs28Nq1ayozfgMDA86bN69acVcaNmxIuVzO9evXV3kA+DqKxWI2atTob/GcXRtZoBaI78FgfR+4Zs0axsfHV/vET19fn/v37+eOHTtUvvRr166tVK3lfWOvXr0ol8u5cePGt3Z6rqOjQwsLC1pYWLz1GZGBgQE1NTUpFotpbGyscto8YMAARkRE1HpprKWlxSVLlrCkpKRSG+Y3oVgsppmZGVu2bMnGjRvXieu92sgCtUB8xz/K94Wenp7s1atXjQaig4MDHz58qOKUwtnZuVqxVd4HSiQSdunShQ8fPiy3X1oX1NbW5pEjR5iamsqUlBRu2rTpre3V2dvb8/bt2wwICOCFCxf45MkTzpkzR+jPpk2b8vvvv6+1UC6L8fLkyRPa2trWef3btm3LhIQEKhQKpqSkcPDgwW9cZm1kgdq5A4AJEyZg+/bt4Idpsi3A2toa9erVw507d1BSUqJy7cSJEwAAc3NzeHl5obi4GJs3b0ZOTk6l5T19+hTff/89goODhbSIiIi3U/m3gNLSUvj5+WHYsGHYvHkzbty4gd9//73OypfJZGjevDnOnTuHR48ewcPDA3379sXhw4fr7BllMDQ0RGJiIgIDA1FcXIw//vgDcrlcuP7gwQM8ePCg1uWbmJhAQ0MDY8eORfxbcK6QnJyM9evXQ6FQwNDQEBMmTICfnx9SU1Pr/FlvjFpOwN57lH0Vqut+6Z9MR0dHBgYG8vHjx1V+4RcsWMDS0lKWlJRU6I7sQ6W+vn61VV2qS7FYTGtra2FWZmBg8Fb3zt7mqa1UKn2tkUFd0tzc/I33dmsjC9QzRAC3b99+11V4q9DV1cWOHTtga2uLYcOGVfqFl0gk6NChAyZNmgRPT0/Y2dn9zTV9d1AoFHVeplKpRGJiovB3VbPtunre20JJSclbaaPK8F7ODP/CB+/coaYwNjaGjk5FXhPfPzg6OmLfvn1o1qwZhg8fjitXrlSa18TEBLq6ujh58iTOnDmDdu3aQSQSvfYZpqam0NLSqstqq0AqlcLCwqJSt0wikQhOTk7Q1NSsk+fp6upCW1u7Rve82k6vaw9DQ0M0aNAAYnHlPy+JRAJjY+Ny6VKpFBKJpFy6k5MTpk2bBlNT03LXxGIxmjZtir59+6Jdu3Z11lb/P+KDnyHWBJaWlrh06RKOHDmCH3/8UUi3sLDA559/jpMnT6rszzVr1gxKpRL379+HWCzG7NmzkZ2dja1btwp53NzcUL9+fZw4cQIlJSVwc3NDSUkJ7t69K+SxsbFBixYtYGlpCZmsvBvNkJAQZGRkAAAMDAzg5uYGiUSCYcOGwc3NDTdv3sSff/5Z5bs1btwYxcXFSE9Ph76+PvT19SESiUASurq6WLduHTQ0NDB79mzhC+7o6Ig//vgDJ0+exKxZs4RZilQqhZOTE1q1agVDQ0PhGWFhYUhJSYGFhQU++eQTAABJXLhwAVFRUTA1NUVeXh7y8/OFe2bNmoXp06cjLS0NCxYsgI+Pj8p+r0wmg4+PD3x8fLB48eIK94JFIhGaN2+Ozz77DOfPn0f9+vXh5OSEY8eOlZu5TZ48GW3atMHKlSsRHByM/Px8iMVi/Pvf/4ZUKkX6S85yAaB+/fr4+OOPIZfLERYWBm1tbbRv3x5Tp05FbGwsWrRogfDwcBQUFAB48UE9fvw4XFxcsHfvXqxcuRIpKSnl6uzo6IhTp05h7dq12LVrl5Du4eGBL7/8EjNnzkR2draQPnHiREybNg0tW7bEN998g+LiYuHakCFD8NNPP8HIyAiFhYXYuXMnZs2aJdTpZZiZmeGzzz5DfHw8EhMTMWvWLBw4cAChoaEq+Vq3bo20tDRER0cDeCHAP/roI7Ru3brcxysrKws3b97E06dPoVQqYWNjg2bNmkFLSwtnz57F8+fPhbzW1tZwdnaGv7+/Sl86ODggOTm5wjr/rajF9tw/ArU5ZW7evDlzc3N58uRJlfS2bdtSoVBw/PjxKns6hw4dYlRUFB0dHdmkSROmpaWVcyu/bt06FhQUsHPnzhSJRDx69KhKMHcdHR2eP3+excXFjI+Pp5+fH2/dusXS0lIWFRUxKCiI8fHxTEhIYEJCguBJhSTz8vKYnZ3NmJiYCmNlvMx+/foxJyeHPj4+TE1NpVwuF06MraysmJ6ezgcPHqiYXbm4uDA/P58PHz5UcSAwevRo5uTkMDc3lxkZGbx16xajo6NZWFhIhULB5ORk3rp1izt27OCtW7d47tw5ampq8vDhw1yyZIlQjoGBAcPDw5mcnMxr164xJiamnJWMjo4OAwMDGRISUqHDCpFIxEGDBjE9PZ0KhYL37t3j06dPqVQqOXPmzHL7cIcPH2ZRURFTUlI4Y8YMAi90Lx8/fkySjIqKYkxMDDMzM6lQKEiSkZGR9PPzo5+fH4ODg1lcXExfX1/q6uoyICCAs2bNEp7Rp08f5ufn8/r167x48SKXLFlSYb179uzJ4uJibtq0SSV98eLFLCkpEcLXAi88MT148IDh4eEMCQnh/PnzhT1FLS0t3rx5kwqFgkuXLqWvry8DAgIqjGPdsGFDhoWFsbi4mAqFQoj/cu/ePZX8GhoavHTpEi9duiSoLJmZmTEuLo65ubkMCQmhn58fr1y5wry8PJaUlFAul/PKlSsMCgpiamqqEArj8OHDgg22trY2z5w5w6ysLHbt2lV4nkwm47Vr17h27dpq7y3WRhao1W5qKBCHDh1K8kVMjJeFmpeXF5VKJefOnavyQw0NDaVSqeTYsWM5fPhwFhcXc+DAgSo/wN27d1OpVPLw4cMcOnQoMzMzGRgYKHS8kZER4+LiuGnTJjZt2pRisZgGBgYMDAykr68vZTIZra2taWtrS3t7e44bN465ubn09/enu7s73d3dmZyc/Fr70YEDBzIxMZH79+/n48ePmZGRIQifMoG4detWFcHn7OxMhULBnTt3qkTTO3ToEPfv3093d3fBFZS7uzszMjK4e/du2tnZUUdHhyKRiE2aNGFSUhK9vb0pl8tV2tDR0ZHp6ekcNWoUNTU16e7uXuEPYtiwYQwNDa1QsHh4eDArK4vJycn08PCgu7s7g4KCSJL79+9XUTUyMjLiw4cP6e3tzdatW/P8+fM0MjKiVCplr169OHDgQDZq1Iimpqa0tbVl586dmZ2dzYEDB1IsFlMsFlNXV5fz589namoqhwwZwpSUFI4bN054xuHDh3nv3j3B605lqk7jxo0jyXKxRpYsWUKFQsHmzZurfJjS09PZv39/tm7dmnFxcWzUqBGBFx6L0tPTuWnTJiEa4cuB0F4WqhcvXmR0dDQnTJjA6dOnMyYmhiSpUChUXJk1adKE2dnZDA8PFwSls7Mzk5OT2b9/f+rq6lIsFlMqlXL//v0MCgqik5MTHRwceOHCBWZlZXHp0qWcO3cuc3JyOHr0aAIvAlTFxsaypKSE/fr1E57XvXt3IfBZdQ+PaiML1AKxhgLR1dWVubm59PX1VRnI7du3Z1FRUTmF5PXr1zM+Pp6Ojo7cvn07o6Ojy+np2djYUC6Xs6CggJmZmVQqldy0aZNQvomJCZ8+fcp27doJ95RFCXw5wJSGhgbnz5/PtLQ0/vzzz4KfPV1dXd69e5djxoyp9L2cnZ0ZGxsrCOLZs2fzwYMHgsMAW1tbpqenMy4uTuWH4e7uzpycHA4aNEhI09LSYmhoaDkFXpFIxDVr1vDs2bMqTgW6du3K/Px8Ycbg4eEhXOvfvz9zc3MFP4waGhoVCpD27dszPj5eJZiRVCpl27Zt+fDhQ5aUlNDLy0sQ2Js3b2ZpaSmHDh2qUo6bmxtTUlLo5OREmUzGsLAwTp06tcoPpEKhUFFoF4lEnD17NouKipibm8vCwkJ26tSJwIuZ5q1bt1TCzlbEsrbKzc1Vae/GjRszNDSUZ86cEfQmy+J7nz59mhYWFjx8+DATEhLo4OAgCFaFQiE45ahMoAwYMIBJSUkq7roWLFhAkty2bZvwIZJIJNy0aVO5wGh9+/ZlRESEykm6g4MDY2JihHyOjo6Uy+XCB0RDQ4PXrl0T+kYqlfLMmTN88uSJyopmxIgRTE9PZ8OGDav9W62NLKiOQPzgD1V0AMiqyRaNG0O7tBSivDzokJDhRWCl/j17QlpYCK2SEiGvvlgMC11dXPztN2iXlqJXp044ffQoclNTVcps6ewMEy0tLJgxA8M8PZGTmIjclBSh/PoWFtAuLcVHNjawNjBA93btcGDHDhhrakKjqEgop2ubNvj+u+8QGRyMBTNmQJyfj49sbLBw5kw0tLLCuKFDYWtkVO6dPmvSBD+tWAEHMzMUZ2Xh43r1MOLrr3Hn6lWU5uRABqD9p59CR6nE/44cieh79yADYKKlheXffw99sRjNnZyE8nSUSpRkZ6NNs2bQfek51gYGaOfqiriHD6FdWgoZACdra6xYsABHfv4Zp48eRVJ0tBD4SQagi7s75BERSI+LQwNLS+zftg2jBw4s9w6ft2gBRVISCtLThbqtXrQI548fh7O9Pa5fvIjj+/dDXyxG3y5dMKh3b6TGxiL0+nXUt7BAQysrfP3ll9i5fj0USUlAbi4mjhoFJ2trKJKSKhwLDSwtsXjuXOgolXD96CMh/auOHfHvqVOxbc0aBPr5oTAjA8lPnkAGoLWLC5o4OCDo0qUX3q9tbdGvWzdY6OoK95vLZGjbvDmG9usHjaIieHTtikG9e2PJv/8Nv1On0KxhQ+iLxdi6ejW+Gz8enVu1wsRRo2CkoYHta9eif8+e2Ld1K9KePn0RtCk3FyXZ2eDz53C2t8feLVvg0bWryrvoiUT4dvBgPLx9G4mPH0NPJMLQfv0wsn9/KJKSsGvjRmj+Nbb7fPEFvhk0CPKICFw9exa6AIw1NTF+2DCkx8UJY1JfLMZ/vL1Rz9QUsr/Gcp8vvoB2aSnCb92Clb4+Jn/zDT5p0AD4KxiYpZ4eGtna4syxY3iekiIE9xrYqxce3b0rvFN1+LagDjKlhhpq/POgDjKlhhpqqPF28cGr3VjhRazhqvCJiwv69++PdevWIeslVQdtLS0UFhaCeBH/1tzcHGKxGAUFBRg3bhy8vLzQq1cvZGRkICsrC/kVqAxYWliguLgYGZmZEItEaNGiBR48eFBh3jIsXbIE/fr1Q7t27ZCVlYWXv4Uvv8ur38hPXFwwYsQIGBgYICsrC+fOnUNwcDCyc3Kgp6uL//73v2jTpg369OmDe2Fh5Z4rqqDMitLKYKCvj2bNmiE9PR1ZWVmVtkEZbG1sUFhYqBIH+uV3quw5/Tw8sGfPHvj6+uLzzz/HTz/9hA0bNqD4JRWoqtoFAPr26YO9e/eiW7duuH3nTqV1LIOOtjY6deqE5ORkBIeEVJhHhBd6mpmZmSh9RXHa2MgISqUS2W+osD1p4kTMmjULbdq0QcJLiuCV1QeovB1fzvdyHg2pFKampiCJ1NRUKF+afUklEpiZmUGhUCA3L0+ljM8++wxGRka4evUqCgoLq10XK0tLfPPNNzA1NcX58+fx559/Iu8lVazqILdGuWuAmh9X/DPwNp07iMVi+vr60t/fv85NwgBw2bJlLCgoYFBQUJWb/jWlkZGRyqb6P4Vz584lSaampnLs2LG1Mvtas2YN4+Li/jHOKcro4+PDa9eu/X/hxqwmrI0sUB+qvCUYGRmhcePGaNasGZo2bVrn5e/duxdXr16FUqmsU9PDrKysf5SDBuCFEni7du1QVFSE5cuXY+fOneWcV1QHpaWl0NDQwMCBA7Fp0ybY2Ni8hdrWPaRSKaRSKdq3b///lbnlO0Otpl//ALztGaKXlxd9fX1VwkzWJTU1Nd/LKHh/Nz08PJibm8vTp0+/kc/BFi1aMD4+nvn5+ZTL5SozZT09Pfbr1++9DOK0Zs0aFhcXs6CggIcOHSoXJ0UikdSJf8F/GmsjC9R6iG+xQ0Qi0VtZLqv5fyyzmCgtLeWoUaOqfZ9MJqOJiUm5ZaajoyNdXFwEHT7gxTbC4cOHmZGR8d4F2AJe+EI8dOgQt2/fznr16qlcE4lEXLZsGUeOHPn/nVCsjSxQC8T3oOOqwzIriHddj9rSxsaG7dq1q/N9LltbW965c4cXLlyo0PqiIrq7u9Pf35/x8fE8f/48x40bV2n0OWNjYx45coRJSUkcPXr0e9sHVQm76dOnMyUlRVBuf18pk8nqtH1rIwvUAvE9GAivo6WlJQ8fPqxi/vVPY69evZidnc1u3brVabkikYi6urrV9nbdokULJiUlMS0tjUePHuXatWv5+PHjCmeXNjY2vHbtGiMiItiyZct/7AxLX1+f586d47Zt2+rcK3hdctGiRRw/fnydbQPVRha8E4G4dOlSurm5UU9Pj+bm5vTw8GBERIRKHqVSyYULF9La2pra2trs2LEj79+/r5KnoKCAkyZNoqmpKWUyGfv06UO5XF7tevwTBKJYLObWrVuZlpbG7t27v/P6vEwDAwNOnz6du3fv5qRJk1TM5l5lu3btWFBQ8FbicdSEixcvZl5eHnv37i3MRnr37s2QkBCamJio5DUzM+OWLVvo6ur6ztv6Tdm0aVOeP3+e58+fV7GBfp9oY2PDixcv8sSJE5VGdKwJa4J3KhB79OjB3bt38/79+7x79y579erFevXq8fnz50Ke5cuXU19fnz4+PgwLC+OgQYNobW3NnJwcIc+ECRNoa2vLixcvMjg4mJ07d2bz5s1ZUlJSrXr8EwSiRCLhjh076Onp+c7r8io7d+7M3Nxc5ufnMy4ujlFRUZXGa543bx6joqJUPJi8C27YsIGPHj1SORwxNDRkSEjI3xI8/V3SyMiIq1at4o8//vjO61IZbWxseOTIEd64ceONhWJN8F4tmVNSUgiAV65cIflidmhlZcXly5cLeQoKCmhoaMht27aRJLOysqihocHDhw8LeeLj4ykWi3nu3LkKn1NQUMDs7GyBcrn8nQ+A6lAmk72XOmYaGhps27YtXVxcaG1tzbFjx9LKyqrCvFKplEZGRu98D65Zs2Z89OgRe/ToIdRFX1+fly9f5pw5c955m75tikSi93IsvUwjIyOuXr2aJ0+efKOgXDXBeyUQHz16RAAMCwsjSUZHRxMAg4ODVfL17duXI0aMIEn6+fkRADMyMlTyNGvWTPDQ8SoWLlz4zjtbzXfPdu3a8e7du/T19eWOHTt47949FhYW8urVq7S2tn7nQlvNF5MAX19f+vr60tLSslZl1ATvjWI2SXz33Xdo3749XFxcAABJSUkAXninfhmWlpbCtaSkJGhqapZzsf5ynlfh7e2N7OxsgS9HJasudHV1K3Tf/q6hoaEBfX39Gru+/6dBU1OzyrAGjo6OwrgRiUTlXOWLRCIkJycjKysLvXv3xrBhw1BaWgrghQfoq1evYtOmTbC1ta1x3cr64G2Gl6hs7L3NEA7vAnl5eZg8eTKaNGkCb2/vKkMt/N14q7bMkyZNwr179yp0b//qwCf52hgfVeXR0tJ6o4HTrVs3rF+/HnPnzoWvr6+QbmxsjI4dOyIgIEBwLy+VSvGvf/0LLVq0wI4dO2BmZoasrCxERUWplNm/f398/vnnuH79Ou7fv4+oqCjB9bu2tjbmzZsHX19f3Lx5U+U+sViMHj16oH///ggPD0e9evXQt29f+Pj4YObMmSr5/ud//gdffPEFAgICkJubi48//hgNGjQAAMTGxmLJkiUoKiqCiYmJ8GMuLS0FSUil/9f9JSUlSE1NhYGBAZycnNCgQQPEx8fj5s2b+OijjzBw4EBcuXIFV65cKRfwaMSIEcjMzFRpN01NTUyZMgWffPIJbt++je3bt8PZ2RnOzs4oKChAQEAAMjMzhfxmZmbYsmULQkND8ejRI2hoaKBjx44qfdqiRQtkZWXh66+/hpaWFn766SdMnDgRz549g46ODv79739jzJgxkEgk+OWXX/Dzzz/j5s2bOHv2LBISErBx40ZMnjwZPj4+GDZsGB4/flytsaGnp4f169ejS5cuSE1NRXh4ONLS0pCUlAQ7OzsEBgaiVatWKvFOEhMThRCu9erVwyeffILExERoamrC1NQUv/32G3777TfBjb6WlhZWrVqFy5cvC2FjAaB58+ZYs2YNJk2ahIiICDRv3hz169fHyZMnQRLa2tr4/PPPcfXqVRQVFcHAwEAl9ADwQtBaWlrCxMQETZo0UblWXFyMkJAQFBcXw9zcHEqlEvfu3QPwInyDgYGByiRE6y/7/jLUq1cP8fHxwodHLBajd+/esLKywq5du4T0VxEbG4tvvvkG//3vf3Hw4MFyv4F3hhrNPWuASZMm0c7Ojk+ePFFJf1tL5ldR00OVFStWkGS5TWlvb28qlUrB6y/wwmFpbm4u5XI5o6KimJmZyVu3bqnsiWhpaTEgIIBZWVkMCQlhbGysinPUzp07s6ioiEePHi2n8tG6dWvm5OTw5s2b3Lt3r3C6vmfPHpV8Xbp0oUKhYEFBAfPy8pifn0+lUkmFQsHQ0FD++uuvQp3WrVvHzMxMZmZmMikpiUlJSczMzGR6ejqjoqJ448YNnj9/npGRkUxPT2d+fj5zcnK4f/9+oQ8VCkU51Rpzc3M+ffqUsbGxKm7oBw0axIKCAiYnJzMtLY2//fYbk5OTWVBQwIKCAl65coXGxsYEXhwu7dmzh6WlpXzy5Anv3r1LhUJBpVLJiIgI7t+/nytXruTRo0eFEKpff/01i4uLhQOpKVOmMDc3lwcOHGCjRo2ENtXU1KS/vz/79u0r/L1u3TpeuHChWor1IpGIM2bMYElJCePi4rhz505OnDiRaWlpzMvL4927dxkdHS2Mu+LiYkZFRbGwsJAlJSV88OABfX19eeDAASqVSsHd/oMHD1TGS8+ePVlYWMjjx48Ly3odHR2ePXuWpaWl7NevH3V1dXnw4EEGBgYK3sNHjhzJrKwsurq6csSIEdy8eXO5d5g0aRLT0tKoUChYWFhIuVzOoqIiki/CUCQlJTE9PZ25ublCiAeJRMKNGzdy/fr1Qjm9evXi0qVLhbZ1dnbmvXv3VKx+evXqxby8PCYmJr426L1IJOLcuXN5+fLlauuZlrEmeKd7iEqlkhMnTqSNjQ2joqIqvG5lZSUIIJIsLCys8FDlyJEjQp6EhIQqD1VeRVkj6ACUvYa6APdu2cLSnBz269ZN5drR3buZl5rK7u3aCWl7Nm/m7StX6FK/Pmd6ebEoM5OXfH1pKJUKeeqZmjLu4UMO6t2bxpqa/GHWLP5+5Ah1/7re2sWFiqQkXjhxQkgr4/Lvv2fM/fusb2FBPZGI86dPp1Kh4OyJE1XKv/z774wKCWHXNm3Y0tmZ7p98wsjgYM6YMIEmWlo0kEiE/E7W1ty3dSvnTZvG78aP54wJExgWGMitq1fz43r16Ghuzu+/+47FWVn8acUKun38Mf/VowcTHj3i/aAgzp44kUGXLnHD0qUqde302WfMT0vj7StXaC6TUQbQ2sCA4bdu8Y+TJ/lJgwbcsHQp+fw5b1+5wk6ffcZFs2dTkZTEpo6OlAFs/+mnzHz2jJuWL6eDmRmNNTW5+6ef+Of587QzNqaeSEQZwD5ffEGlQsHHoaG8c/Uq7167Rkdzc9qbmDAsMJA/rVhBIw0Nlfp1cXfn3WvXaKmnJ6QN8/TkvRs3aKyp+dqx0djOjknR0bzk68uGVlbUE4n4SYMGfBYZyaljxtBES4ufNmrEnMRE5qakcMaECbQ3MeElX1+eOXaMVvr61BeL2cXdnUWZmdy+di2HeXoyNTaWLvXrC89ZNHs2+fw5Vy9aJKRZ6eszMjiYzyIjWd/Cgr06dWJRZiaXf/+9kKdrmzYsyszk7IkTGfLnnzy6e3e590+KjuYtf3/O9PJi93bt+EmDBnwSFsbggAB2aNmSrV1ceD8oiNkJCezapo3QJ9kJCfxh1iyhrN+PHGHAuXNCfwzu04eFGRls5+pKGUA9kYhHd+9mUnQ0+3zxBS10dV/bvkP79WNJdja/Gz/+tXlfZk3wTgWil5cXDQ0N6e/vz8TERIF5eXlCnuXLl9PQ0JDHjx9nWFgYhwwZUqHajZ2dHf/44w8GBwfziy++qJXaTTZAqqmmmh8Wa4B3KhArm+Lu3r1byFOmmG1lZUUtLS126NBBOIUuQ35+PidNmkQTExPq6Oiwd+/ejIuLq3Y91AJRTTU/YNYA75XazbtCTZbMMoDr/vMf8vlzpsfFMeb+fQb6+fFxaCiVCgWLs7Ioj4igPCKCRZmZVCoULM3JYUl2Nkuys1mak8OcxESmx8UxJzGRT8PDWZiRQT5/zuyEBBZmZPDR3btsbGdHGUBDqZSXfH3J58955tixckvmj+vV48ZlyxgWGMjQ69e5etEijh82jH+cPMmER48YHBDAls7OtNLX56blyxn38CGfRUZSkZTEh7dvs4GlZZXvaqypyXs3bpDPn3PJv/8tpDd3cmJwQADlERHMT0tjUnQ0f927l2GBgSzMyGBRZiY9unZVKWvr6tXk8+f0O3VK5T0aWFpyzqRJjL53j+G3bnHpvHm8evYsizIzmfzkCXt26CDk1ROJ2L1dO54+epT5aWksyc5mZHAwmzs5CXlsDA15/vhxLp03j7oAd65fz8u//04TLS2VrY+GVlZcuXAhb1+5wqfh4SzNyWFRZiblERG8c/Uql86bxz5ffCEs+2pDXYALZsxg7IMHjHv4kAXp6XwaHs7YBw94zseHB3fu5JOwMIZev04jDQ3qi8X0PXyYxVlZvB8UxGeRkTx//LiwpDTW1GTIn3+Sz5/zvxs2CO1oa2TE2AcP+NOKFVw0ezYLMzLoNWKEUA87Y2Peu3GDfqdO0fWjj5ghl3PlwoUqdTWXybj7p58YGRzMw7t28eDOnbzxxx8szsrif7y9KQNopKHBVT/8wKToaF67cIEF6em8HxTEx6GhfBYZyafh4cxJTGRKTAxv+fsz4dEjxj18yKLMTF49e1bYpvikQQOmx8XxxC+/8PvvvlPpYxlAfbGYHd3c+Of588yKj+eMCRNoa2REGcAe7dvzaXi4sGR/V0vmDz6mSnWxevVqNGvWDEuWLBHSPvvsM4hEonInYCYmJsjJyVHxy2djYwM9PT3cunUL8fHx8PPzg0gkwunTp1FYWAgfHx/h9A54cQL//fffY+3atVixYkWFddLV1QVJ5P3lqVhXVxeNGzdGTEyMcEIrFothY2ODUaNGISIiArdv30ZsbGyV7yqRSPDzzz/Dw8MDnp6euHz5snDNzs4OXbt2RXJyMp48eYLIyEgYGxsLp5sHDx5UOWV0dHTEoUOHkJaWhr59++Ll4SQSiaCnpweSeP78OQwNDdG8eXOkp6fjwYMH5eqloaGBXr16QSKR4M6dO+XeQ1tbGyUlJSgpKYGjoyOGDRuG7du3IzU1tcK2+/jjjzFz5kzo6upi5MiRyM/PR34NPTNXBqlUitatW+Orr77C/fv34e/vD0NDQ4wdOxadOnUCAPj6+mLx4sUQiUS4du0aMjMzMXDgQIhEIhQVFQl1kUql2Lt3L/r164d58+Zh/fr1AAALCwuEhYWhqKgIUqkUMTExGDBgAOLj4wEALVu2xKlTp7By5UrhxH3QoEHo3r07cnP/z6e0TCZD586d8e2338LBwQEAcOHCBaxZswZpaWkAXmgF9OnTB5999hlSU1Nx4MABSKVSTJw4EV988QWysrKwdOlS3L59G61atcIXX3wBkjhy5IjQlxoaGtixYwf69+8vaAF89913AIBGjRph9erV+Pzzz5GQkIB///vfOHXqlDBexGIxtm7dCktLSwwcOBBFRUVVtn9NxFZNYqp88DPE6lAikfDEiRNcs2aNSnptDf41NTUZEhLCvXv3VppHLBazXr1678znobGxMVu0aFGpJ5ia0NTUlPb29u/kPV7HH3/8sVy/vk2KxWJqampSU1NTGD9SqZRBQUHcuHFjpffp6+uzcePGKifPnTp1olwuZ5MmTWhra0t9fX2Ve0QiEevVqyc4dZBIJHRwcKhU+VwikQh1q4mCuoaGRrUtYDQ1Nfn1119zyJAhNDIyop6eHmfOnMnY2Fjm5eVx8eLFlZqAOjs789GjRyrhTytjbWRBdWaIH3xMleqgtLQUUVFRKC0thYODA54+fQoANfoKVYRbt25Vek2pVCIuLu6Nyn8TZGZmqugBvgnS09MFHc33Dfb29n9rOyuVykpnN1WNB4VCgcjISJU0HR0daGhowNbWFg8fPiw3HkmqvFtpaakwditCaWlppXqBVaFMd7Y6KCoqgo+PDyQSCVxdXbF8+XK0b98eDx8+xJQpU3D69OlK6xAREYFffvkFM2fOxO+//w6FQlHjur4p3h8V8XeMkpISzJ49G5s2bXpjaxWxWAyxWFxnAkeN2kOpVOLatWvvuhoAgIEDB2LIkCGvNUAoQ0xMDOLj4zF//nwYGRm93crVIRwdHbFjxw6cPXsW7dq1w9q1a9GhQwecOnVKEIb29vZo3bp1uXt/+eUXGBgYwM3N7e+u9gvUaj36D0BNFbOdnJx48eLFOvHp5+joyPT0dIaFhbFTp051viwzNDTkihUrXqv4WhPq6+vTzs6uTpbQr1IkErFfv35s3bp1nZddFbW1tenn5/fOPWFLJBLu27ePeXl5PHv2bI08revr69dYabk2/VPbe93d3dmqVSuVtBEjRlChUPD06dPs3Llzhe/75ZdfMiIiopyHpDKXeL6+vjQzM6v0ubWRBepT5hp2bpn2/5tSS0uL/v7+zM3N5aBBg8r9ON409ICmpiYDAgKq3JOqKTt16sTQ0FDOnj27zj2mODk5MSkp6W9xwNGoUSMOGDBA+H9YWJhgEfN30dDQkOPHj1fxwSiTydiyZUsaGBj8rXV5HWUyGVeuXFntaIRaWlqCAG3fvj3j4uI4a9YslTwSiYSurq5VerMRiUQcMmQIw8LC2KhRI5VrdnZ2jIiI4B9//EFdXd0K76+NLFALxDcYKCKRiCYmJrX2Qty4cWP26tVLmHFpaGjQy8uLJ06c4MGDB8s5LK0J9fX1GRQUxDNnztSpp+dmzZrx7t273L9/f506Gp06dSrz8vI4btw4WlhYvDWPMxKJhL6+vty3bx+BF5v0Dx48qJFAFIlEHDBgQLlZT03o4ODApKSkch/D95E6Ojq8ePEib968yS5dulBPT6/SvBYWFvTz82OXLl2ora3NW7duMSUlpdZOdkUiESdMmMCrV6+WO5Rr164d79y5w4YNG1Z4b21kgVog1qKTpFIpPT09+dtvvzE2NpY3btzg999/T3d39zcSPo6OjkxMTGRUVBQTEhK4YMGCWpfl6urK27dvv5UlqIuLC0+ePMmjR4++kb+6l2ljY8Pdu3fz6dOnfPr0Kdu3b18uj1gs5uDBg/ntt9/WWmC2aNGCGRkZgufutm3bMjY2tkYC0d3dnQqFgr/99lut62FhYUG5XM7Dhw//I9yNWVlZcfHixbx48SJv377NxYsXV/jBNjQ0ZHh4OHfv3i1EnuzRo0etn6utrc2tW7eytLSU+/fvL6dxYWBgUOkWTm1kgVog1rCD7OzsuGPHDmZnZ/PKlSv8/vvvefbsWcrlciYmJnL9+vUqDgxqQrFYzLZt29LAwICOjo5vNJDKZq9v6wcilUrrPD6HRCKhra0tXV1dKwz36enpyezs7HIer2vCwYMHc//+/cLek4uLC319fWv0LkOHDiVJBgQE1Ho/dcSIEUxKSuKqVaveyp7s26JMJqOnpyf9/f0rDGkxaNAgFhUVce3atXXyvOHDh1OhUHD16tWMiorihg0bqt1XtZEFaoFYg85xcnJicHAw4+LiOHbsWOFrJRaLaWFhwR49ejAsLIzHjx+vdF9DzdrR2dmZkZGRPHv2LF1dXWs9qyrTsyv7WyQSlROujo6OnDx5Mps1a1bhXu6cOXNIkps3b671ikBLS4vW1tb/KGH4MnV0dCoUTObm5vT09KyTPVktLS2eP3+emZmZvHLlCvPz85mSksINGzZUSze3NrJALRCr2TkymYwnTpygXC6nu7t7pflcXFwYExPDyZMnv/NB+6HQ2dmZoaGhrz1VrAuKxWLu2bNHGB89e/Ysl2fDhg0sKSl5oxn8/w80MjLi4sWL6eTk9EZ9v2jRIi5evJgzZ85k06ZNGRISwtmzZ7/2Y1QbWaAWiNXsmH79+jEnJ0fF52FlnDBhAn19fVVOYjU1NcudHpYta1/tWIlEovKFNTExqfLk8WW/fpaWluWWylKptFLNf5FIJLA2198mRSIRmzVrxnv37v0twhB4sVf25MkTrlmzhnfv3uWUKVPK5dm6dSuTkpJoZ2f3t7fJP4VOTk68cOECi4uL6/zD0blzZ968efO1oQVqIwvUlirVROPGjZGUlISwsDAVj8Jl1iRl9rMk8eTJEzRp0gQymQw5OTnQ1tbGqlWr0LVrV3z33Xc4e/YsgBd2pkeOHMG8efNw+PBhAC8UtqdPn44uXbqgT58+MDY2xsWLF3Ht2jVMnDhRpU62trZYtmwZzM3NERQUBBMTEwwZMgTBwcHo1auXYEfds2dPzJo1C0OGDBFsXDt27IiZM2eqeMTOy8vDn3/+Kdz38ccfo379+sL1rKwsTJ8+XfCObGBggDVr1iA8PBzr1q1TqZu+vj7c3d0xevRoxMbGYsGCBSp23a+DTCaDt7c3JkyYAH19fYwaNUqwqX0dbGxs4OHhAalUihs3biA4OFjFg7eLiwuGDx+OP//8E6dPn1a51r17d2RlZeE///mPinfrMmhpacHd3R0JCQmC5U3nzp0xc+ZM/PLLLzh06FCFderevTtcXV1x8uRJFWsTJycndO3aFf/973+hVCrRp08fPHv2DMHBwYLViaamJurXr4/Y2FgVG/FXYW9vDy0tLcjlcrRs2RKamprw9/dXySORSPDZZ58hJydHSCsoKEB8fDxIQiKRoF69eoIH7aKiIqSlpeHx48cq1iNl9r4vl/PyM+bMmQN3d3d89913CAgIqLTOtcHly5fx9ddfV2if/regVtOvfwBqMkP09fUlSebk5DAhIUFgfHw87927x5CQEB48eJBbtmxhZGQkY2JihFmdi4sLc3NzGRISwj59+ghlzp8/nyR5+vRpYS/J1NSUcrmcQUFBlEql9PDwYH5+Pr28vFTqY2Njw8uXL9PPz4+zZs3izp07qVAoSJJnzpwRyhOJRNyzZw+VSiVHjBhB4MUJZ3BwMHNzc+nj48OZM2dywYIFzM7OZlpaGs+ePUtvb28hCiJJPn36lJGRkZw7d65Qh8WLF7OkpIQXL15UmUFKpVLu37+fBQUFzMrKYmJiYrVPu8v0086dO8fk5GQuW7aMsbGxHDNmTLX7asWKFVQqlczOzmZycjLbtWuncn3x4sVUKpX09/cvtw/266+/8unTpxw1ahSzs7PLzRDt7e2ZkJDA4cOHC/1169YtkuSlS5dU9ifLaGBgwAcPHjAvL09FzUYkEtHHx4cpKSm0tLRko0aNmJ6ezmvXrqnsXc6cOZNZWVns3bt3pW3Wu3dvxsTEMDExkUFBQczIyKC/v7/KXqtIJOLkyZOpUCioUCiYkJDAnJwcpqen8+7duwwJCeG9e/eYlpbGxMREFhQUsLCwkBkZGSoHKFpaWjx69CiPHj1abo9VT0+Pq1evZl5eHqdMmVLhXq9IJGKXLl1eO+Nv2rQp27ZtSxMTExoZGZWz034dayML1EvmajSsnp4eQ0JCuGfPHnbu3Jm2trYCHRwc2K9fP65bt4579+7l3r17GRYWxoiICEFfa8uWLczLy6OHh4fKD3DRokVUKpX09vYW0szNzRkWFsYTJ05QKpVy9+7dvHPnjsohjY6ODk+fPs0bN27Q2tqawAsdxm3btjE7O5udO3cW8hoaGvLJkyeMj4+ng4ODsOQoLi7myJEjhQFtbGzMuLg4DhkyhGKxmGKxmAcPHmRhYSF37dpFe3t7du3alQ8fPhSW5BMnTmRJSQmnT5+u0l7Ozs5MTk7mpk2bWK9ePdra2lZLod3ExIQ7d+5kVlYWY2JiOGjQIIpEIsFioXHjxq8tQ0tLi1evXqWvry+dnJwEwV62CS8SiXjx4kXGxcWpuLUv6+ewsDCWlpYyNTWVJMvtBQ8fPpzx8fG0tbWlWCzmjBkzmJmZyezsbJ48ebLCQ5JWrVqxoKCA06dPVxGYpqamfPLkCdPS0mhpacmJEydSoVCohJEAXizRSXLZsmUVvnPXrl2pUCgYFhbGvn37curUqSTJK1euqAikhg0bMjExkbdv36aHhwft7e0Fr/S3b9/m0KFDOXDgQHbo0IHNmzdnUlISY2NjuXnzZh4/flzYAir7wEdERKioXYnFYs6aNYtZWVmMioqqdHvJ3d2dWVlZXLVqlUq6trY2O3bsSA0NDTo4ODAmJoZ5eXmMj4+nXC5nREQEjx49ypUrV7JPnz6vNQ6ojSxQC8RqCESxWMyTJ09y4MCBr80rlUrp4+MjxK0QiUQ8c+YMS0tLGRkZqRIMfcCAAUxISCgXkPvQoUP89ttvaW5uztjY2HIxXMr0FYcNGyakGRgY8MyZMwwLC6O1tTV1dXWpq6vLDh06MDs7m0eOHBF+HAMHDqRCoVBRlnVxcWFGRoag/2dtbU25XM61a9cKQrNfv35MSUkR9iM9PT356NEjlf1OkUjEhQsX1ljZWVtbm0ePHmVOTg537dql0iaampo8c+YMf/3119eqXDRv3pwZGRns0KEDAXD69OlMTU0V4kXr6+szLCyMSqWS58+fVzmtNDU1ZXx8PNesWcN27doxPT1dKKfs3Y4dO8YjR45QV1eXY8aMYU5ODn/44QeOHDmSFy9epJaWFrW0tFQE34gRI6hUKvn06VP2799fSDc0NGRYWBjDwsJoZGTEAwcO8Ny5c+V+6FZWVjxy5AivXLmiMiOTSCTs2bMn5XK5Sn/26dOHJMsJnPHjxzMxMVHlQzBnzpxyYwF4ofRcWFjI/v37s1evXlQoFMJhoqmpKWNiYnju3DmV+rRo0YKJiYmcNWsWu3TpwoiIiHIHKvr6+vz1119ZXFzM8PBwQdnazs6OJ0+eZG5uLhcsWEAdHR22bNmSX375JR88eEClUskrV67wxo0bDAwM5IULF15rOVMbWaAWiNX8wQ4fPpx3795VEWgVsW3btszJyREUf8sEYmBgIG1tbVVsTtetW8fi4mKVGZZMJuPt27d5+vRp/vDDD8zLyyt3qi2RSLhixQrGxMTw559/5s6dO/nHH3+wtLSUSqWSoaGhjIqK4qNHj5iRkUGlUsmYmBh6eXmxS5cujImJ4cmTJ4UfrVgsFmLV7Nu3j2KxmObm5oyMjGRwcDBHjx7NBQsWMDIykiEhIcJstXfv3kxMTBSEl6amJocMGcLMzExGRUXRyMhIsFFevXo1LSwsKm23stnLqVOnKJPJhIMcQ0NDLlmyhHFxcVQoFFUunevVq8eLFy+SJHft2kUvLy9BP7Ts2TY2NszIyOClS5c4cOBAFeFjamrKhIQEzpgxg/3792dxcbGwzVDWl6dPn2ZmZqaw5XDo0CEaGhoKs+LNmzfz6tWrXLx4sbCNULa1sHz5cjZt2lSlzgsXLmRMTAwtLS0ZFBTEwMDACoX+rFmzmJKSIryHRCLhtGnTmJGRwdTUVEZERLBRo0bs1q0bL1++TJI8f/48PT09OW7cOHp6evLy5cvMzc2lp6cnGzZsyLFjxzImJoZxcXHl+qZbt24sLi7mwoUL6ePjw9LSUmHGZ2Fhwbi4OO7atUvILxaLuX37dsrlcjZt2pSdO3dmbm6uSkArHR0dent7Mysri2PHjuXw4cN59OhRjhs3jpGRkUxJSeGqVauYlJSk8iFasWIF4+PjaWlpSalUKvB1v9nayAL1oQoAHQCv8y1y8uBBuH/yCY7t2YN58+bh/Pnz4Ct59HR18eOcOchNScG9GzcgAwASAefOYcqUKZg/fTpat26NgQMHIjk5GSZaWhDn58NcJnuRF4CRhgas9PXh+tFH6OLujjt//olnkZHCdQBAaSmW/Pvf8Dt1Cl999RUsLCwQ9/Ah1l27hkePHuGTTz5B/fr18ezZM+Tn5+PatWvQ1dXFggULYGxsjJSUFMyfPh3SoiJIAUhFIhhpaIDPn8PZ3h56IhFyU1Mx5dtvMWDAAPw4Zw7Mzc3x7NkzbFuzBszNhQzA3WvXEPfwITavXIlHjx7hs88+w6efforgmzdhYWGBedOmQSqV4ptvvgEA/HbgAJ6npAAAPnNzwxdffIHDhw/jaVwcEqOjMXXMGCxduhQXTpxAQUEBgBeOdl1cXLBlyxY8fvwY38+ahUd37+LW7dtCc0jEYnTq1AkbNmxA/fr1UZiRgQFffYWh/fohIyMDPyxahLzUVMgAaJeWQqlQvPibxMf16iH6yRMAQEl2NiLu3EEXd3fkNWuG58nJeHDz5v+1PYkl//43hg8fDj09PfgePoytW7eiWKFAYm4ufPbtw7fffIPbt29j39at0PnrUERSUIDclBTc8vfH119+idTYWDzPzYUIQFNHR+SnpaFNs2aob2GB06dPQ1xQoNrfAAozMsDnz6ELwEpfH9999x2GDx8OrxEjEBwcjIULF+L00aOwtbXFkydPMHHUKDg6OmL+9OmwtbUVDqSSoqOxd8sWKJVK4WDkzz//FNqnDG4ffwxpYSG8RoxAWloaft60CRdOnIAMQOdWrWBjaIju7drBydoaCYmJgFKJs7/+iq5t2uCSry9SU1PxNDwcHd3cUN/CAvn5+fjpp5/QqlUrzPTywqFDhyCRSDD8X//C9rVrkZ+fjxEjRuDs2bMw09HB3MmTEXr9OopLSiAtLERpTg5EeXnQfOlgTjXi9t+HD95jdjaA1/jIVUMNNf5peEses9X+ENVQQw01/sIHLxCtAOjWgPoiEbq1aYP9W7ciLjwc+ampiA4NxZjBg2GiqVmjsl5lswYNEBceDkViIj6pX/+Nynqf2apJE1w9cwYj/vWvGt+rB+Bje3t0/uwzdP7sMziamUEPgJm2NsJu3MCQPn3e+ftVh5/Ur49nERGYNGrUa8dNj3btUJSRgaxnzzBh2DDoi0R1Uod5U6fi8d27KEhLw4rvv4cuAEOJBCf278eOtWuh91d7V1XGnIkTkf70Kf53xAi0a94chhIJOrm5oV/XrhjVvz+eJyVhz08/qdTZ2c4OqTExuHjiBOyMjHD0559x8cQJGEokQh5zHR1Y6urCUldXJb26fGuo0e7kPwh14f7L2tqarq6udWpF4e7uzs2bN79Vp5915dfxTVjXdrwdO3akXC6ni4vL32JZo6+vTwsLi1o/y8PDg6WlpczJyaGbm1uV7bR+/XoqFAr27du3Tr3jiEQiNmzYkKNHj2aDBg0IvHBNlpqayitXrnDv3r3ltCBepo6ODoOCgnj27FmVgw5LS0v+/PPPVCgUvHTpEhctWqRSb6lUymPHjjEzM5PR0dHMzc3lgQMHKtTjrC1rIwvUp8xv+UfzvlEsFnPkyJFcvHhxnZf7Lsz7Xua4ceP44MEDDh06lJs3b65zbzyv0tPTkzExMRw9enSthJSuri6//fZbjhw5skpB4ObmRoVCwe3bt6s8R1dXl56enrX2/FMZNTQ0uGPHDioUCiYlJQmCsiK6uLgwMjKSe/fuFXQSXVxcePnyZUZHR3PEiBHU0NAQ9CxfvldPT489evTg+PHj2alTpzoPplYbWaAWiNVsXJFIRHd3d7q6ur7zH/6b0MPDgzk5OZUq+b7Mtm3bskuXLq/Np62tzZUrV74TZ6cSiYS9evWioaEhrayseOvWLRYXFzMgIOCtu9UvU31JSUnht99+W6lQK1Mfep2qSJnnnZfziUQiLl26lCQ5adIklfwWFha8efMmd+3aVaczK+CFCpWzszOdnJyqFPbm5uZ0dHRkly5d2LdvX8FXaG5uLnv27Cn8VrS1tXn48OG3Ei6jMtZGFqgFYjUbVywW88cff6RcLme9evXKXW/QoAH37NlTLecPb5saGhqsV68e69WrRw0NDRoaGtLExISNGjViVFQUDx8+/FphIZVKefHiRe7Zs+e1s59hw4YxNzdXRWfv76KOjg59fX0Fk8J69epxypQpVXokqktKJBKOHTuWjx8/5rZt28o5zBWJRPT09GR0dDTPnz9fpUDo168fo6OjuXr1amF2q6enx8jISCqVSn777bfl7nFycuKVK1d48OBBNmvWrMrx+yYfcisrq9fOuI2MjOjh4cEuXbqwffv25YT0oEGD+PDhwyrbwNnZmZ6ennXSN7WRBWqBWIMG7t+/P58+fVrOy0aDBg1469YtyuVytm3b9m/5IVbGkSNH8vr160xPT2daWhqDgoIYERHB+fPns1mzZty0aVO1Zk4aGhq8dOkSU1JSOHbs2Nfm2759e53HWakuN2zYQLlc/kZupt6Uzs7OnDFjhmARU0YXFxempKQwLS2NwcHBvH37doXtb2pqyqioKBYWFvLx48fcuHEjLSwsqKmpyT179jA2NrbS9zMyMuLmzZtVlKBfplQq5ebNmzlu3DiKRKIazyaNjIwYFhamYsdeEctmhuPHj6/wukgk4pgxYxgdHc3+/fuXawcnJyeGhoYyICCgTrY7aiML1AKxmo3r6urKgIAAjho1SuVLq6urS19fX8rl8grd3v/dHDZsGG/dusVff/2Vx44d47Fjx3j06FHBvrkmswQnJyeOHDmyyngYIpFIMMB/F+9ramrKoKAg7tu3r8bG/38Hx4wZQ6VSyVmzZlFXV5cHDx5kv379yuXT0tLi2bNnmZCQQDc3Nx4/fpwHDhygoaEhNTQ0aGNjU2XfSSSSSvtAIpFw3bp1lMvlnD9/Ps+cOVOpO7iKaGNjw9TU1AqdRZT939jYmIcPH+aOHTuqDCuhqanJYcOGMSAggDt27BDKkEgk/O9//8snT568Uayal1kbWaAWiNVsXGdn53L7aY6Ojrxw4QIVCgVHjhz5zn98Zazrzen3mWKxmEZGRnW+h1ZXHDt2LHNzc4WPyuLFiyudybVu3ZphYWHcvn07rays6OvrSz8/v3LBlcrYuXNnFRO3142JNWvWMC4ujmFhYVWear9Kd3d3JiUlcePGjYIAa926NVeuXKliy2xqalrt8Bn29vY8cOCAIGDd3d0pl8tVHJO8KWsjC9QCsZaNbWdnx0OHDjE6OppDhgz5x7qCV/PtsnXr1kxPT+fu3bs5YMAABgcH8/jx45UKcFtbWwYFBbFbt27U19fnxo0beePGjXJOJnr37s3Y2Fju2LGj2nURi8W0srKirq5ujVYKYrGYDg4OlMlkFIvFHD58OI8dO/ZGMzmxWMz27dsL9dDX13/tAU5NWRtZoBaItWhoR0dH3rp1i0FBQYJLrVfZvHlzdujQQWXgGRgYsGHDhtWazUgkEhVD9lf350QikZBe5mH75SWTjo6OipAWi8V0c3Pj6NGj6erq+trlpbGxcY2WVbWhtrZ2lW2hq6vLoUOHVvuAxNbWtsI6i8VioZ1ebeOqPIW/3Paampq0t7enpqamkKahoUE7OzuKxWJqaWmp/MDLqK+vz7t375IklUolSbK4uJiHDh1igwYNKnx++/bteevWLbq4uFBHR4deXl4MDw9n165dqaOjwyFDhjAjI4MBAQFVOswAXixR7ezsahznu6J66enpcc2aNdy4cWOVnmbqSt2pqv6pDmsjC6ojED94W+bqQiKRwM7ODqtWrcKAAQPw5MkTHD58GCEhIUhMTAQA6OnpoU2bNvjXv/4FCwsLtGrVCnFxcbC0tMS+ffvw6aefYtiwYbhw4QIAQFtbG+PHj4eZmZnKs1q1agUjIyPh7/z8fNy4cQMJCQlIS0tD+/bt4ebmBgBISUmBubk5pFIpvvzyS5DEtm3bsH79ely7dg0AMGDAAOzcuROGhobIz8/Hxo0bMXfuXJVn2tjYoH79+tDW1sYPP/yArKws9O3bF692v46ODsaPH4+AgADcuXNHSNfQ0EDz5s1hZmYGY2NjXLhwQfAqLRKJMHbsWERHR8PPzw/6+vo4ePAg/Pz8sH79+grbe+jQodi7dy/+/PNPdOvWDcXFxZX2ja2tLX799Vekpqaif//+KCoqAgAYGRlhzZo1cHFxQVZWFtauXQs/Pz8MGjQIgwYNQmxsLC5duoTff/9dxaP35MmTMWzYMOFvsVgMBwcHxMXFCZ6jMzMz8fHHH6Nnz56QSqU4fvw4unbtitjYWIjFYowYMQJeXl74+OOPcffuXTx8+BAjRozAmTNnEBMTg06dOmH37t3Ytm2bijdqANiyZQvMzMwwdOhQlJSUoE2bNpg7dy7s7OzQpEkTaGlp4dmzZ/j111/x/PlzAMBvv/0m9IdEIkH//v0xYsQIuLm5ISoqCqtWrcLvv/+u4iH85X7T1NREWFgYbG1tMWbMGCxevBjZ2dkAXnjjnjlzJgwMDDB+/HgUFRVBS0urnAdvQ0ND/Otf/8LevXvLPacmcHV1xZo1axAcHIxly5YhIyOjxmXURGzVxJZZPUP860v7448/MikpSXBTdeTIEfr4+DAtLY35+fm8dOkSDx48SB8fH2ZmZjI3N5eNGjWipaUlL1y4wPDwcHp6eqp8rR0dHZmdnc2SkhLeuXNHKDMrK4skeffuXU6aNIlBQUFUKpWCp27yxUwjMjKS33//Pe/du8eAgABqaGhw3rx5zM3NFfaJ7OzsGBUVxaysLM6ZM4cjRowo5xzVycmJd+7cYXFxMYuLi0mSa9asqbAtPD09WVRUxJUrV6qkjxo1ivn5+UJ0tOXLlwtf+EaNGjE5OZkBAQHCbKqgoIB79uypdBbQpUsXRkVFcfbs2a/tn4kTJ5Kk4HYMf80wdu3axby8PF68eJELFy5kQECA4HfvyZMnvHDhAhMTE1WCndva2jI2NpZ3797lkSNHeOTIEZ47d07Qbxw1ahRHjhzJ7du3MyYmhgsWLODkyZOZkJBAW1tbAmCnTp2Ynp7OmzdvslOnTtTU1KSrqyvj4+MFp75Nmzalr6+vyiGLRCJh69ateevWLWZkZKicLDdv3pwKhYK5ubk8efIkz58/z9LSUpIs53D166+/FpzGHjx4kD/88ANv3bpV7uDP0NCQu3fvZmJiIh88eMADBw7w6tWrzMrKEtTLdHV1efr0aSqVSkZGRlJfX58ODg7l4iSLxWJu3ryZycnJQjuU8csvv6z2PrurqyujoqKYkZHB9PR0Llu2rFYzxdrIAvWSGaAOQNlrOGn0aOalpnL9kiV0sramnkhEGUBdgH2++ILPIiPpUr++kOY9ZQqLMjM5+Ztv6HfqFB/dvctPGjQoV27PDh1YkJ7OvVu20FJPjzKALZ2dmfnsGbevXcv6FhaUATy+fz/Db92ik7U1O332GfPT0vjTihW0NjCgLsALJ05w908/0VAq5Z/nz/OPkydpKJVSBvCbQYNYkJ7ObwcPpm4F76YvFvPo7t18FhnJYZ6eXDx3LpUKBSeOGlUur+tHH/Hh7dvk8+cq1+1NTHjL35+Jjx9zcJ8+/KxJE0bfu8fWLi6UAfy0USMmRUfz5MGD1BeLOX7YMBakp7NrmzZVtruVvj4NJJLX9k/PDh34NDycx/fvF96xgaUlk5884YIZM4S2+HbwYCoVCh7cuZP2JiY009Hhn+fPc8GMGUJZX7RuzaToaDZ1dBTSbAwNGXP/Pvt166by3F+2b2dBejoLMzL4ODSU5jIZdQH67NvH7IQEftakiZDX/ZNPmPj4MRtYWgpp86dP55GffxbqPH3cOOYkJvJpeDgz5HJ6jRgh5F02fz6fhoezb5cu1BOJaG9iwpj79xno50e3jz+mmY4OZQBNtbV57cIFXrtwgXbGxsL9A776itcuXGBDKyshbeKoUcI4tTYw4IwJE5ibksKQP/+kmY4O9UQi2hkb85MGDfg0PJyrFy2igUTCbwYNYsSdO8IzZQDNdHQY8uefLMnO5uK5czngq6/Ys0MHLpo9m6mxsZw4apTwu6mMeiIRT/zyC7Pi49nF3Z29OnXis8hItm3e/LVj4FXWRhaol8xq919qqPFhQu3+Sw011FDj7eKDF4jVcf/16Ucf4c6VK/j3lClo7+oKGwMD1Dc3x4RhwxDk54eUJ0/w2ccfQxeAgViM8z4+gjulQb16ISQgAPu3boXfyZNY++OPr33eZx9/jEM7d+La+fPw//13LJ8/HxuWLEF8ZCSKMzNx9OefYaatLTzvsq8vnicloTA9Hbf9/eFoZqZSnoOpKS6dOoXnSUkoycrC1TNnUM/ERCVPfXNzfP7pp/j0o4/Qo107XPb1hYmmJj7/9FNEBQfj0M6dsDMywvihQ4Hnz3Hr8mWhDuY6Ovjv+vV4fPcu7gcGoigjAzkJCejWpo1Qx3WLFyM1JgYPb91CaXY2ft2zBwZicZ24sXI0M0N8ZCTw/LlK+zpZWWHCsGG4dOoUrpw+jVH9+6Njy5Y4uGMHkqOjkZOQgLPHjpVrL1MtLYwdMgR3//wTOQkJeHjrFqZ++y2MpFIVl1xjhwyBkVQKM21t7N+6FZ7duqmUYySVolubNlg2bx5uXrqE0uxsZD17hrPHjmHc//wPTLW0VPJ/1aEDwm7cQHZ8PH7dswdWenrCNWMNDXw3bhzuBwYiOToamXI5wm7cgLuLS4VtYiiRYOLIkQi7cQOpMTHIjo/HttWrhT7TxQuXaYvnzIH84UOE3biBgLNnERUcjNv+/ti4dCnOHjuG8z4+iI+MRFFGBuIjI/E8KQlhN24I472MjWxs4HfyJAZ+9ZVK+qGdO4HnzzFj/HiV5zqamaH/l19i4YwZWDhjBk4eOICnDx4Az58jJyEBydHRyI6Px9UzZ2Ctr692//W2UVO1mz59+tDHx4fh4eEMCwtjXFwci4uLKZfL2adPHxWt+/Xr16tET3N0dOSmTZt49+7dapv3iUQiSiQSQTdLJBLR0dGRAwYMUFGANTc3Z0xMDPv06cMBAwZUaGsNvNgc79WrF3v37i1EBKyMurq6DAkJoY+PD2NiYvjDDz8IG+je3t4kydjYWBVPKzKZjEOHDuW+ffu4b98+fvnllyp6Zfr6+vT29mZsbCz37NnzWpWRmtDa2lo43KooMHpZJMGyv3V0dNioUSM6OztX2RYymYwODg7V8ijzOh06Q0NDRkZGcvTo0VXqrRoaGgp6fxVdNzY2poODAx0cHIRQt1XRyMiIDg4OrFevXoVu38RiMW1tbWliYkIdHR12796dTZs2pUgkEtrN29ubmzZtoo2NDXv27FnORBF4EWRq6dKl5Z7h6+vLoqIiduvW7bXt9/XXXzMnJ4cDBw4U3rG2TjpqIwvUhyo1bGSRSEQDAwO6uLiwY8eO7NixY4UCSENDo9ygF4lEKuFE64pWVlZMSkqil5dXtS0FXkctLS2GhoaSJPfv36/yw5s1axbv3LnDefPm1fj0TywW08DAoMZ6ca+jpqYm27Vrx3bt2r23Viu2traMioqqkZXI301vb2/OmjVLJa0sOuDFixfLnR5Xh/Pnz+fBgwdfa0EllUp59uxZbtiwoU4MHWojC9QC8T0YhG9KCwsLJiYmsri4mHPmzKnx/RoaGnR1dVWZ4bRq1YopKSkMDQ0tZzomFoupqalZp1YF/z/Qzc2N58+ff2dOMF5HCwsL/vzzz+VmcmXqSzk5Oa+d5VXEMsX41+XT0NDgnTt3OGTIkDp5n9rIArVAfA8G4ptSLBZz7Nix3LFjh4oFip2dHdevX09vb+8ql4WDBw9mXFyc4MWnSZMmfPLkCVNTU6t0KfVPpaOjI2fMmPG3P3fKlCk8c+bMe+dPUyKRsG3btpw2bZqgI/kqZTIZW7Ro8VZNVO3t7RkTE1OlM5GasDayQC0Q34MBWRcsMzV7OW3BggUkydLSUs6bN69Sobhlyxb6+voKs75du3aRJLdu3fre/XjflI6Ojjx9+jT37dv31t6tsm2RmTNn8sCBA29cvkwm44gRI+rEU7aBgQEXLFjAkydPvlP3acALByoJCQnCFpSlpeUb1ak2sqA6AvGDP2X+EEBSxfRMJBKhTZs2AICMjAwMHjwYP/30E7S0tMrdW1RUhH379qGoqAiNGjXCv/71L+Tn5+Po0aM1Mn96HyASVR5h28rKCkeOHIG9vT1+/PHHt/JuTk5OuHLlCjw9PcvVJSsrC7/++usbP0Mmk2H8+PGYP38+tLW1a12Ovr4+1q1bh/DwcAwYMACPHz9+47q9KTQ1NdGvXz94eXnh3Llz2LZtGzQ131UE5kpQw4nXPwZvY4ZoZmZW5dKjtpRKpWzSpAlbtmzJli1bVsvxwtKlS1lSUsIlS5bQysqKFy9e5OTJk8ste17eD3R0dOTly5e5ZMmS93avqzK6ubnxwIEDlbZNr169GBsb+1ad+GpoaPD7779nTEwMlyxZonLIVZf7rg0aNGBAQAB9fHxqNdZsbGw4ffp0enl51fkBV21pYWHBixcvMisriwqFgrdv36aHh0et26w2skC9ZK7jTm3SpAnz8vL4448/1lmZDRo04K+//sqcnBwWFhaysLCQoaGhVQb/AV6olixYsIBRUVF0cHBgy5YtGRYWxokTJ1Y5yCryDPNPoKWlJcPCwrh58+YKl8P6+vps0qTJW6+HWCxmhw4dePr0aV6/fp2LFi2q0mlqbWllZcU//viDv/32W7VP1kUiEZs3b85Tp06xZ8+e710/a2pqsmHDhmzUqNEbt1ltZIFaINZhZzo6OvLYsWMsKSnhpk2b6qxcbW1trl69mnv27OGAAQPYs2dP7tmzhytWrHjtvTo6Ojxx4gR37NghuAALCwvjpEmT3puZQV1RX1+fYWFhvHDhwnvxbjKZjN27d+fUqVPfikAEXugYtm3btkLB9uqMVEtLi7169eKZM2e4ePHif9wKoKasjSxQC8Q67ABzc3OeO3eOJ0+erJW+VlV8WUEbeLE0r6534WbNmlEulwsqE2VCcffu3ZX65Psn0szMjNOnT3+v9fz+DopEIg4ePJi3bt3i9OnTCbz4qC5atIhTpkyhubn5/xcqU7WRBWqBWMedoKen994pBkulUs6fP5/BwcFC0PGWLVsyICCA8fHx9PLyooODwwc/Y/j/hU5OTpTL5czKyuKhQ4eoo6PDpUuXcu7cudX6+NVkNisWi2lsbPzO37ki1kYWvBcCcenSpQTAqVOnCmlKpZILFy6ktbU1tbW12bFjR96/f1/lvoKCAk6aNImmpqaUyWTs06cP5XJ5tZ/7oavdvExtbW3++uuvPHTokGAKZWRkxPHjx/P06dOMi4vj/v3731qwqMo+EmKxuEoLBjMzM/bo0YN2dnY1et7b2Bt71RO0oaHha/dxa0KxWFyu3oaGhuVMHMs8dFdWTs+ePTl58mS6u7vTz8+PgwYN4tdffy14+e7QoUOl7WNoaEhfX9/Xeilv0KABPT09OX/+fK5atapCL+wSiYTNmjVj69atOXnyZPbs2bPCrQyJRMIOHTpUOn5dXV3p4uJS4/asCd4bgXjz5k06OjqyWbNmKgJx+fLl1NfXp4+PD8PCwjho0CBaW1szJydHyDNhwgTa2try4sWLDA4OZufOndm8eXOWlJRU69lvIhAlEgnNzMyEDq7oy6urq0tzc/MKr4lEIiGAuaWlJY2MjIQ0iURCCwsLWlpaCqEIyn4EnTt3VtFzE4lEbN++PX/++Wfu2bOnyh+omZkZb9y4wYULF6qkS6VSbtu2jUqlkkuWLFG51rhxY06ZMkXQeZPJZOzcubOKcBCJRHR3d2fDhg1pZ2cnOEQtu16m+9eiRQuVsjU0NLhw4ULevXuXXl5e5X4Qtra2vHLlCouLixkaGlrOqS3wYjY0c+ZMbtiwgY6OjhSJRPzyyy957NgxDhw4UGVpaG5uzjVr1rB///4Ui8X09PSs9v6etbU1L1++zJ49ewp7sZcuXeLu3btV2nHChAncvn07V61axXHjxnH16tU0MzMj8EJRft26dWzUqFGF42HGjBlcs2aNyphau3YtfXx8VATJ4MGDef78eVpbW9POzq7cafbQoUM5efJkjhw5kqmpqWzcuLFQ3ujRo5mamsrx48dXOC61tbW5adMm3rlzp1IdwMaNGzMmJob5+fncuHEjO3fuzEOHDvHatWsqZqweHh7CQaBCoaBCoeD8+fPLCcXOnTszNTWVvXv3Lvcsc3NzhoSEcPv27R++QFQoFPzoo4948eJFduzYURCISqWSVlZWXL58uZC3oKCAhoaG3LZtG8kXHoI1NDR4+PBhIU98fDzFYjHPnTtXrefX1pa5X79+vHDhAuVyOZctW8YhQ4bw7Nmz7Nmzp5DPwsKC169fZ3h4uDDrsrKyore3N0+fPs2zZ8/y7NmzjIqKYlpaGh89eiSkXbp0icnJyUxKSqJCoWBqaiqtra3Zr18/FhQUCOZ5YrGY8+bNY1ZWFtPS0piTk8OAgIAqZ1xz5syhXC4vZ443ePBglpaWcsKECSrpW7ZsoVKp5Pz586mvr89t27YxKytLxYKlzCA/LS2N6enpLCwsVInNO336dJIU9rPK2KNHDxYUFPDRo0cMDw/n7NmzhZmLWCzmjh07WFRUxOXLl3PJkiXs37+/yv06Ojr09/dnVlYW9+3bxwsXLvDbb79leno6i4qKmJCQwNWrVwvt0bZtW5aUlDA0NJSGhoa8fv06o6OjBYFVFcvuTUxM5Lhx44SY102bNhXydOzYUeiDPXv2MC8vj6WlpRw2bBiBF85BKjtws7OzY1JSEuVyucrHJzQ0lNnZ2SrPadu2LfPz87lixQquX7+eaWlpKh6/N27cyJKSEioUCubk5Aj3ymQy3rt377VR93R0dPj9998zLCxM2GIpo6WlJf38/Jiamsrp06cLH76WLVsyMDBQZfyYmpqyR48e/PLLL9m8eXOOGTOGycnJKrbSIpGIW7duJUmOHj26XF2WLFnCkpISjhkz5sMXiCNGjOC0adNIUkUgRkdHEwCDg4NV8vft25cjRowgSfr5+REAMzIyVPI0a9ZMsNB4FQUFBczOzhYol8tr3MjOzs6Cje/w4cPp6urK8PBwkuS4ceNUvnqFhYW8du2a8IMcOnQolUolw8LC6Ofnx6NHj3LWrFk8d+4cCwsLefXqVfr5+dHPz49bt26lh4cHf/75Z2ZnZ9PNzY3r169nYWEhv/zySwKgg4MDU1JS6O/vz5YtW9LFxYV9+vSpcMNcIpGwd+/efPz4MUtKSvjDDz+oXP/yyy9ZVFRUTkfv2LFjJMm9e/fy0qVLzM3N5fTp0wXBJZVKeerUKT569IgDBgzgo0ePSJLr168Xnuvj40OyvEBcvHgx8/Ly6O7uzp49ezIjI0NYGtnb2zM1NZVXr16tdAbXuXNnFhQUcN68eZRKpfTz82NxcTHT0tI4cOBAocyyH5qjoyNTU1N5+/ZttmrVigqFgsuWLatWv5cJRKVSyaysLB47dqzc9sLevXt54cIF6unpUU9PjxEREczJyRHeadmyZRW2AwA2bNiQ2dnZDAsLEyyKnJycqFAoKJfLVZ7l7OzMrKwsZmVlsbCwkJGRkSptNHz4cMHZxx9//CHM5svKy8zM5O7du6s05yyLN75//36VGd2wYcNYVFTEgQMHlrtHS0urytN9kUjExYsXMz4+XgjOJhaL6e/vT4VCUc5MVE9Pj/fu3WN4eHitrHJqgnduqXL48GEhgMyrSEpKAgBYWlqqpFtaWgrXkpKSoKmpCWNj40rzvIply5bB0NBQoL29fY3rPXbsWCHI0v79+3H37l2EhoaisLAQDx48EPLZ29tDU1MThw8fRn5+PoAXgYoKCgowdOhQdOvWDYMGDcKGDRtQWFiIqKgo9O7dG926dUO3bt3wv//7vzh58iTWrl0LTU1NnDx5EiNGjMDNmzdx+fJlAC8CKOnq6uLAgQO4c+cO7t+/D19f3wqD+4wdOxYHDx7EmTNncPz4cQwaNAi6uv/nNe7zzz+HVCpF8+bNVe4LDg4GAAwfPhzt27fH1KlTsXHjRiEokrGxMT755BNcuHABx44dQ0BAAIqLi/H7778DAKytrdG2bVsolUohEBfwwqKkVatWiI+PR2RkJAoKCqCvr49PPvkEwAuLBW1tbRw6dAh5eXnCPS+je/fuyMzMxJ49eyAWi6GhoQGpVIrr16/j+PHjuHjxIu7fv49BgwZBJBIhLS0NOTk5uHHjBpo2bQotLS2cPXu2Wv0eFxeHtLQ0iEQiGBoa4uDBgyqBj2QyGZo2bYro6Gjk5uaiS5cucHBwQFJSEmJiYqCpqYn27dujsLAQN2/eLFd+SkoK4uLiEB0djby8PIjFYpiZmUEikSAyMhIKhULIa29vD5lMhkmTJiEiIgIWFhbCWHZzc8OAAQNw8eJFFBQUwNzcHBoaGgBejD+xWAypVApjY2NIJJJK39fa2hoNGzbEgAEDMG7cOCG9VatWSEhIwJUrV8rdU1hYiOLiYojF4gothkjC398fFhYWGD58uNBuJiYmyM/PL/e7lclksLKyQkpKCnJyciqt69+NOheIcrkcU6dOxS+//FKl6dGrjUqyStOs1+Xx9vZGdna2QLlcDgDQASCrJg0kElzy9UX4rVuQATDT0YGjuTlKc3LwPDlZyPd5ixYoyszE49BQIU2zuBh8/hyivDxoK5XQIdHA0hIdWraEgUQCc5kM2kqlcE0G4MvPP0d+WhrO+fhAlJeHrPh4SAoLIQPwPDkZ2QkJ0C4trbLO+mIxBvfpg9gHD7B28WI8i4yEdmkp9EQi4frH9epBlJeHcUOHws7YWLi3KDMTz5OTsXfLFhSkp+N+UBC0Xnqelb4+9MViIDcX3w4ejC9at4ZSoUB2QsILh6cdO8JCVxfFWVlIfPwY+mLxi3tJZCckoDQnB47m5pg4ahRKc3KQ/OQJZADE+fl4npyMj2xsYG9iggFffYUd69bB2sBAeHbi48fQBTB38mQc27MHrV1cgNxcNGvYEItmz8bSefPwcb16L/qFhImWFrRKSqAvFmNov35IiYlB3MOH1ep3jaIilGRn4+Jvv+HnTZswtF8/tHZxEdpQlJeH/du2oUf79lj1ww/YvnYtxPn5kBQUwEJXF/+eOhWtmjZFQXo6CjMyYCiVCmVb6ulh0ezZcLa3R4eWLbF03jwc+u9/ceKXX6CjVMJYUxOtXVzg/skn6NmhA+ZMmoTYBw9w7cIFXL94EU/Dw1Gak4Me7dvj6O7dSImJwU8rVqDPF19AHhEB5OYKbZqflobdP/2ESaNHoyQ7u8J3be7khN0//QRpYSEu/vYbxgwZAks9PcgA/Hn+PCx0dTFmyBAYa2qWu9elfn38fuQI5k2b9n99/RK7tW0LaWEhbI2MIANga2SEeqamMNLQwKeNGpVr87zUVIjz8yH76/dQE7411GjuWQ2cOHFCWE6VEfg/h6iPHz9+K0vmVyFMkwFSTTXV/LBYA7zTJXOXLl0QFhaGu3fvCnRzc8PQoUNx9+5dNGjQAFZWVrh48aJwT1FREa5cuYK2bdsCAFq2bAkNDQ2VPImJibh//76QRw011FCjriGt6wL19fXh4uKikqarqwtTU1Mhfdq0aVi6dCk++ugjfPTRR1i6dClkMhn+53/+B8CLgNjffvstZsyYAVNTU5iYmGDmzJn45JNP0LVr1xrVxwpA1Qvx8pDp6MDR0REZGRlISk6GhlQKZ2dndOvWDZqamvjjjz9w+84daGtpoXv37mjSpAmuX7+O69evo+SVoOSe/frBwcEBmzdvRvFLHmsAwNzMDLm5ucjLz4edrS2mTp36InB3Zub/1d/SEsOGDUPTpk2xe/duBAYGoqiCoO4aUins7e0hEokQGxuL0pf2GsUiETQ1NVFYWAi+co9IJFIpT+sv7yNFRUUqeV+FpoZGhfWoKSR/7X292jY1xb+9vTFp0iQMHjwYVwMC3rhe7wsszM1Rr1493P4rSD0AmJmaoqioCDkv7T0CL8a5lpYWioqKoCShr6eHjh07YtGiRTA0NMTs2bPh6+ur0tZSiQS7du1CdnY2pk+fLowbLU1NyGQy2NnZAQBKS0vx9OlTYX8ZAMzNzWFkZIRGjRqhX79+OHz4MM6ePQslicaNGsHPzw9jx47F2XPnIAJQr149fPnll2jfvj2MjIxw7do17N69G8kpKTVul9wa31FN1GjuWUu8fMpM/p9itpWVFbW0tNihQweGhYWp3JOfn89JkyYJsSB69+7NuLi4aj/zQ1LMBirWhfwn8O+q95w5c6hUKnnjxo33zpqoutTW1maXLl0EZ75v0uZubm68c+cO8/LyGBAQUKGeZxl79epFuVz+Rv4JX+3nqVOnMiUlpcIQHGU6ua8rU1NTs9KT7ZrgvVC7edf40ATiP5EtWrTgxo0b2b59+7duX2tmZsZZs2axc+fO/7iPh7a2Nh0dHbl3715euXJFRcWrtuXdvn2bpaWl3LZt22uDVUmlUh46dIgnT56sE8e0ALhy5Uo+ffq01kGkZDIZN23axK+//rrC67WRBWqB+B4M9spYZplSlZnWP5lisZj79+9nSUkJExISOH369LdmOvhPZ/v27Xnnzh16e3tTQ0PjjQW6SCSit7c3V6xYUe3AZ40aNWJYWBhDQkLYvHnzN3q+trY2b9y4wT/++KNWnolEIhGnT5/OsLCwSv1f1kYWqAViHQ1YqVTKUaNGvfFAeZmmpqa8c+cOL126xGnTpn1wwkJLS4v37t2jn58fO3XqxPPnzzMgIKBO7YPfV7q4uHDr1q2vnZlJJBK6uroyICCAWVlZXLVqVZ3ZaUskkkoFa2V2xd27d+elS5dqFWzqZTo5OTE7O5tTpkyp8b1isZi9e/dmVlYWvby8Ks1XG1mgFoh1NMClUilPnz7Nmzdv1qnvOysrK86ePZuxsbHCDKE2hu7vIyUSCbdt28bo6GgaGhpSW1ubS5Ys4b59+95KuNb3hRKJhGvWrOH169erFIgSiYTTp0+nQqHguXPnqnSAUJeUSqXcunWrYBH1Kutihqqtrc3ly5dX24Xdy3R3d2d8fDx37dpVZfvVRhaoBWIdDSJdXV2eOXOGmZmZgjF9XbJRo0acM2cOf/vtN3p7e//j9sAqo6OjI8PDwzllyhSKRCLBoe3p06ffedCjt8W2bdsyIyODI0aMqDSPiYkJN27cyAcPHnDHjh019vbzJhSJRFy9ejXv3Lnz1hzbvgl/+OEHTp8+/bUfh9rIArVArKNO8vb2pkKhULHzfRt8WZH9Q2Hz5s354MEDduzYkcALYbBy5UrevHnzgxSK7du358qVK8u5EwNezJyGDRvG27dvc+bMmdTX16/0hy8Wi2t9IFEV9fT0ePXqVRW76veJUqm0WgdwtZEFaoFYR51Ur1699zJGxT+FU6ZMYVBQENu1a0fghV++c+fO8fbt23/r7OjvYmUxX86cOcMbN25w4sSJlQpCAwMDenp6ctSoUfT09KzzujVq1IhxcXEVep/5J7E2skAtEN+DjlPzhT7ZmjVr+OTJE+HU0NLSkufPn+exY8c+yJniyxSJRGzZsiV//fXXKiMqNmjQgAcOHODSpUvZtWvXtzJDlMlkdHJyUpmFicViOjk5vZczxspYG1mgFojvQcf9E2hpaVmpn0V7e/s60SE0NzfnpUuX6O3trfLcI0eO8NGjR5w3bx67dev22pPZfxodHBy4adMmzpgxo1IVFB0dHdrb23P9+vX09PSkSCSq80BaVZXn7u7O5ORk3r17t1YHIVKptE6U4aVSabX3z2sjC6ojEEUkiQ8QOTk5MDQ0rPF9ZW6UAKCkpAQikQhisVjFZElfXx/a2tpITU0V0kQiESQSCczMzNCmTRuYmpoK19LS0hASEoKEhARIpVK0a9cOAX+Zl/Xs2RMXL15Ebu4LY6RGjRrhf//3fzFv3jyQhIeHBwICAvDs2TMAgIaGBurXr482bdoIrp/KnpGVlQUnJyfIZDLB5VcZSOLGjRvI/MssUENDAw0aNMDjx48xduxYnDx5Ev/5z3/w8nDo3r07tm7dilOnTmH+/PlCHYEX7skcHBxQWlqKHj16oKCgAFu2bAFJmJqaYsCAAdizZw8KCgpUyvvpp5/QuXNnxMfHA3jhCqxbt25YvXo1GjVqhAMHDmDMmDEoKiqCSCTCl19+iezsbFy/fl0oR1dXF8OGDcOePXtQWFhYYT9aW1ujqKgI6enpQpqmpiZsbGwQHx+P4pfMDqVSKWQyGZRKJZycnHD//n2UvGTeZmFhAQMDA9SvXx/16tXDkydP4OjoiIKCApw+fRrGxsbw8PCAoaEhfvrpJ2RmZkIkEsHBwQGrV6/G5cuX8ccff8DNzQ3FxcWQyWRo164dwsLC0KlTJ9ja2sLGxga//PILoqKioKenB2dnZyxevFhwm6Wrq4uvv/4a2dnZOH36tEr9XgczMzNs2rQJQUFB+Omnn1Tu1dbWxrlz59CiRQvcunULjRo1Qv/+/REUFKRShkgkQsOGDfHFF1/A0NAQJ06cwOPHjyEWi7F48WJoa2tj9uzZKC0thbOzMz7++GP4+voKz2rVqhVGjhyJH374QeV3IxaLMXr0aISGhqJjx44wMjLCDz/8oPJ7qwg1EVtlsiA7OxsGBgZVZ67x1OsfgtrMEHV1dblhwwYGBQUxMDCQCxYs4OLFi3n06FGV5YuXlxcjIyPp6uoqpE2bNo1BQUGMi4tjVlYWc3JyWFxcTJIsKSlheno6b926xZCQEObl5XHhwoVs0qQJs7Ky2L17d6Gc9evXMzMzk/Xq1ePgwYOZlZUlPKdt27YMDAxkZmYmlUql4Lq97BmFhYXC+z958oSBgYEsKChgcXExb968yYCAACHtVdy9e1dFSdzR0ZFyuZxPnjyhQqHgyJEjhWvt27fnvXv3hOeXlJQwNTVV0NNctWoVFQqFSpxkBwcHXrx4kaWlpVy7dm25GdLNmzeZmZnJgQMHCnu1TZs2ZUpKCsPDw1VienTr1o25ubkqdXqZHTp0YExMDAMDA1X0O0ePHs2srCyOHTtWSGvatCkDAgIYHh7Oe/fuMScnh126dCHwYt9v2bJljI2NpUKhYEREBOPj45mRkcFr167x6dOnvHbtGiMiIlhcXEylUsk+ffpQQ0ODc+fO5fnz5wXv23fu3KGvry99fX1ZXFzMuLg4Xr16VdBBTElJ4ZUrVwTz1IKCAhXP13Z2dszMzGRGRkaNtxgGDBhApVLJO3fuCM5byyiTyXjnzh0uW7aMFhYWfPjwYYX6f71792ZSUhIfP37MBw8eMCQkhNbW1pRKpfzjjz+Ym5srqPKsW7eO4eHhwmxfQ0ODv/32G7OysoS2LaOBgQFjYmK4YsUK7tq1iw8fPqzSK3wZayML1EvmGgwakUjElStXMj8/n0ePHuWoUaPo7+9PpVLJvLw8lcF56NAhkuSaNWtU0tLT0zl37lw6OTnR0dGRvr6+TElJ4cSJEzlixAiBPj4+TE5O5oYNG5iRkSG4iBeJRDxz5gwVCgWdnZ05f/58pqenC67e165dS5J88OABR48eTRcXF44ZM4YKhYI7duzgiBEjOHv2bKalpbFbt27U1NTk7NmzmZ6eTldXV0okEspkMl67do2PHj3iuHHjuGHDBhYXF/P27dsqAtHT05NPnz5lgwYNOHXqVF64cIESiYSampoMDAwUYnfMmjWLCoVCxW518eLFfPjwobAnVa9ePV6/fp1JSUkMCwtjWFiYisqHiYkJExISmJiYyN69ewvLpubNmzM5OZkxMTEqH6TOnTuzpKREpf2BF6f0EyZMYEJCAkmq/CgBcOnSpczJyWGrVq2EtE2bNlEul/Po0aN8+vQpFQqFoAtqa2vL9PR0njx5ksOHD2e9evU4evRo+vv7U1tbm5aWlnR0dKSjoyO3bt3KwsJCdurUiY0aNeKkSZNoZ2fHBw8ecM+ePezQoQP19fXp5ubGp0+fsnXr1pRIJNTQ0OC5c+c4bNgwSiQSfvvttywoKGB4eLhKLJVevXqxsLCQV65cqfAEuyqOGjWK+fn5lYYWOH78OHv06MFt27YxJyeH7du3L/fb2LlzpxDZ0cLCgvfu3RO2P9atW8f09HQ2a9aMWlpavH79Og8fPqzSj1lZWTx8+HC57RdDQ0OVSURgYGC1rLdqIwvUArEGg6bsS/Xrr78KA87R0ZHJycl88OCBygzl8OHDLCoqUlFunTZtGm/evCns1UgkEvr6+jIoKEjlRFEsFnP37t0sLS1laWkpMzMzVeI8z5gxg+Hh4TQ0NOTChQv5+PFjwb506tSpLCoq4tChQ4X8I0eOZFBQkLCHo6Ojw+vXrwt5tLS0eOXKFSFmiaWlJRMSEjh48GACL4IKpaWlCdERyzhz5kz6+vpSKpWyWbNmfPz4MW1sbGhlZUW5XC7MIiQSCS9fvsxLly4JM7tvv/2W9+7dEwb2ihUrmJSUxM6dO3Po0KF89OiRygZ+mUC8du0a586dK7S/VCplYGAgT506pbK3ZGJiwqCgIBWBKJVKOWPGDObm5jIwMJDJycncunWryg/wxIkTvHHjhtBHBgYGjIiI4MyZMwWBGRcXJwgie3t7JiYmqlgoeXt7MywsrNyBx5YtW5ibm0sPDw8hjotYLGa3bt1U+rdp06Z8+vQpBwwYQOBFrBY/Pz/KZDLKZDJu3bq13Cza1dWVkZGRJMlp06ZVOH41NTUr3X/7+eefWVpaylOnTpWLoyKTyRgUFMSAgACWlpby2LFjtLa2VhHGOjo6vHfvnnAyraOjw9OnT9PX11f4QJaNnwYNGjA9PZ0TJ04U+uXEiRMkKcQLelnQWlpaMi4ujpcvX2Z6ejrDwsLe6Qyxzt1/vW/QQfXcf1np60NHqcQv27dDXFAgeJsW5eXhWWSk4JlYX08PjWxtkSGXI/revRfef6VSGEgkgvffYgCGurpw/egjSCQSNHdywsOICACAjaUlvurYET+tWCHsC+kolYIX4PioKCQ8egRxfj46urkh9Pp1FGVlQQbg2J49iI+KwqVLl4T8msXFiL53D5rFxZAC6Ny6NT5p0AAu9eu/8NhsaAhbIyNolZQI3qxFeXnITkjAuKFDMXHiRJhoaaEkOxv9unUD8CKEQ6fPPoPy+XN4du+O0aNH43lyMgozMmBlZQUdpRJKhQIf16uHIUOGwPWjj/D06VP0+eILmJqaYtHs2YiIiIB2aSk0xWK4f/IJYu7fh4OZGRbMnYuHISGQ/NXGeKlOAefO4eTBg8I1C2Nj2BgaooGlJVo6OyP84UMAQEFGBq6ePYtbf3k2NzQwgJeXF6ZMmYIDO3Zg4cKF2LlzJ2788Qd0AWjLZHB3d4ezvT2eP3+O+hYW0NfXh6OjI2wMDZESE4Pu7dphUO/eyJDLYWdsDAtdXUyaNAkF6enITkiADC9clX3eogWaODhgcJ8+2P/LLy/GmLY2Wru4QEbiXz164OLJky+8qEskmOnlBalUioULF6Jx48aYOXMmzHR0kPnsGWQAOrRsieZOTpjp5YVPP/0UPXv2RG5KCupbWKBft27Q09PD999/j0a2tkBuLpo4OMD9k09wLyxMGLsyHR3s2rULMTEx+M9//oO8v8JaAC/ce9kYGuJpeDhKsrMhystT8TjdonFjfNKgAbS1tZGVkIB2rq4I9PNDbm4ufvvtN2zcuBEFBQXIkMvRs0MH3Lx8GePHj0f3du2wb98+6CiVEOXlIT4qCtYGBti4bBmeJyfjwokTkAFo4+aG9p9+iuy/ynaytoZUKkXjxo3RoUMH9OzZEzpKJf7j7Y0tW7YgJy0NWiUlNXbZV1f44A9VsgG8ZhtVDTXU+KfhLR2qvJUgU2qooYYa/0R88EvmmnjM1pBK0bVrVxgZGSEhIQGBgYEoLCqCibExOnToAHt7ezx69AiXLl2CWCyGra0tPv30U4j+H3vfHRbFtb//mS1soYM0Ad0AUYIEiaKiclFiQaOiRqNyrcR+7dfK1y5XI8butUQsUWKLsUEAGxYIoig9KoIgsKF3VuoC7+8Pw1zXBYVV1OTH53ne54GZs2fOnDnzzimf834YhoKDgxWUromIOtnYkLa2Nt2/f79RRWgOw1Ddn1+7gQMG0MGDB+nrr7+m2NhYqquro6Z8Bxki+vTTT8na2ppCQ0OpqLiYhAIBGRgYUE1NDWVnZzcpn3rr5uBAP/30E/Xq1YsKXoo+19L2cl3UW/2ze/moY48edOXKFSooKCBvb286fPiwglL5wgULaOHChTRx4kQK/e23d15O5pXyEBHZfPYZaWho0O+//64wZH0fpi4W05UrV+ju3bvk6emp1NZ4XC7NmDGDPvnkE7p06RKFhYWx5W9rYkLTpk2jf/zjH+Tj40Oampr07bffkrW1Ne3fv5927NjR5DbAYRgCQCCiz21tKSAggCZOnEi3Q0Le7Q3TX1wx+0PYX9Ex+7vvvkNWVtZr1Y3fB3r06IH09PSPUpJMIpHg1KlTKCoqatSJuH6lduXKlR+8vO8DDMPAzs4Ourq6Kv2ey+Vi8uTJCAsLg1Qqxd27dzFq1CiVncN5PB727dsHX1/fFlMvV4ULWleZP4LG2hx4eXmhrq4O8+bN+6Dl6NGjB3JycjB16tSPSo5MW1sboaGhAIDz5883uoOGx+NhxIgR/19oL75L8Pl8mJiYvDWJDR8+HImJiUor2u8SqnBBKyF+BI2sOTA2NsaUKVNYt40PBUtLS6SlpaG2thYLFiz44PVSD3Nzc2RmZuLRo0cfFVG34n+wsrJCfHx8o+5B7wqqcEErIX4EDeSvCmtra8ycORMmJiYNnu/SpQuGDx/+XtVquFwu7Ozs3ts1GYbB1KlT4ejo+MGfx8swNzeHs7PzB59aeRVdu3ZFTEwMNm7c2OJCEapwQSshtuADMTU1VfLob0l8bKKxtra2SE5ORlBQ0F82yt3rYGBgACMjI0RFRcHHx6dJuyc4HI7CMLElnpm1tTXi4+Nx+fJlBefpDw19fX3Ex8fjwIED70UmTxUuaCXEFnoYHA4H586dQ2JiYotINL2Kfv36wcvL671cq6ng8/k4deoUMjMzP6rFF4FAAJFI9NZk5OrqikOHDmHPnj1Nvj8nJycEBARAS0sLAoEA48aNU9jh9LYwMTFBXFwcnjx58k7j+7wLCIVCTJkypVltVCQSYdy4cTAwMGj29VThglZCbKGH36ZNGzx79gzZ2dktPt+noaGB4OBgXL9+/aMinmHDhqGwsBAHDhz4KCIHMgwDW1tbVg167dq1Kq+61qNfv34ICQlpUpzken3H2tpaHDt2DA4ODu+8B2dvb4/Y2NiPWj9SV1cXgwYNwqRJk95IdKamprh79y5u3brF7udvKlThglZCbKGH7u7uDrlcjujo6BYPmDRu3DiUlJQ0ODx3cXHB5s2b32kv5GVwuVz069evQcLT0dHB8OHD30tgpKZAJBIhNDQUJSUl8PHxwdy5cxsVM2gqOBwO9PT0mjQEdHd3R3l5Oc6ePdticai1tLSaTRzvExwOB4cOHYJcLkdlZSUrBvGme1q6dClCQ0MxZcqUJg+3VeGCVkJsgYeuo6ODx48fo7q6+o0y7M1VJXkVfD4f586dg7e3t1JD0dLSQmRkJGpraxuVwXpbcLlc7Nq1C4GBgXB3d//o5wolEglsbGxahIzehDZt2sDFxeWjr6OWxsSJE7FgwQLY29vj8OHDWLRoUZN+1717d4SHh2PMmDFN+siqwgWthKjCAxUKhTA0NGx0DmrSpEmQy+WIj49/bc/M0NAQV65cwbBhw1RuXAzDwNjYuEFi7dSpE8rKylBYWIiAgIAWexE1NDQwYcIEBAcHw9fX97US+G8LhmHQq1evFuvxtuL9QiwWN2tO0cbGBmFhYZg1a9Ybe4qqcEErITbzAZqZmSEoKAjp6en44YcfFGSbiAht27ZFSkoKACA6Ovq1c0RqampYuHAhEhIS4Obm9s4b2/Dhw5GamgpXV1fcv3+/xecydXV14eXlhePHj7eYzL9IJMLly5db9BqtaDq4XC5sbGzeeTiD10FfXx/79u3D2rVrYW9v32hvXxUuaCXEZj6MRYsWoa6uDhEREbhy5QrOnDnDfuE4HA727NmDuro6AMDGjRvfmB/DMBg+fDgSEhLQo0ePd9ZoGIbBqVOnEBwcDDU1NVy9elVBdbuloK6ujiNHjuDIkSMNEhaXy4WhoSGsra3h5uYGNzc3uLq6Nji5Xj8/92qDNzQ0hL+/PwICAhr0s+NyuZBIJCqtuPN4vEZjETdlVdrQ0BCbNm1q0rMUCoUKvXaGYdC2bVsMGTIEgwcPhqWlJSQSCdq0aQMOhwMOhwMDAwO0bdsWDg4OcHBwYIlIV1dXocekr6+PRYsWsTqZ5ubmGDBgQINzvTweD507d37j/WloaMDIyAhGRkYwNTWFg4MDxo8fj5ycHCxevBjOzs7seSMjI7i4uMDZ2RkmJiZwcnJSKF/Hjh3RqVMn9n9dXV24u7uz92VkZARra2t4eXlh7969GDt2LNte3NzcMHHiRCQnJ6OkpATTp09vkBRV4YJWQmzmCzNz5kxUVlZi4sSJsLa2RlhYGA4cOACJRIL58+cjPT0dR44cQUZGBrvIIRaLsWTJktdO4E+ePBl3795tdHVQV1cX1tbW0NDQwODBg+Hv74/Bgwez5+fPn4/t27dj3rx5WLhwIX755Rc8ffoUT548wcKFC5GSkoLr169j3rx5mDdvHr755ht4eHhg79698PDwUFollUgkWLhwIVavXg0nJyfs3LkTCxYsYOdurK2tsXfvXiXS4XA4GDFiBEpLS+Hr66tAigKBAD4+PsjJyUFxcTFqa2sBAOXl5Xj8+DGWLFmCTp06YcSIEVi+fDkCAwPx7NkznD17VmmLnZ6eHjZu3IgHDx7A3Nxc4ZyTkxNycnJw7tw5lhBehUQiwYQJEzB79mzMmzcPY8aMgb+/P27cuIFz585h7dq18Pf3x5EjR7BkyRKsWbMGgYGB2LJlC/ti1/sUcjgcaGlpYdy4cdi3bx82bdqEvXv34tKlS5g9ezZGjBiBTZs2KYQl4HA42LFjB/bu3ctOdwwdOhSZmZmoq6tDZWUlcnJyUFBQgMzMTFy9ehXXrl1DVlYWCgoK2NAMy5YtA5/PR1BQECZMmMDm7+HhgdraWowdOxY8Hg8///wzsrKylMID1JP448ePMX78+NeS4qpVq5Cfn4/8/Hzk5OQgNzcX8fHxqKqqQk1NDeLj4xESEgKpVIr8/HxUVVVBJpPh2bNnKC8vZ0Om1pf36dOn7Idw9OjRqK2tRXFxMYqKiiCVSiGVSgEA1dXVSEhIwKNHj1BRUcG+v3K5HDU1NSgrK8OMGTOUSFEVLmglRCKIiCBuItpqa+Pof/+LzKQkpD9+jNrSUtSUlCA/LQ0F6emYP3Uq5np44PThw9Dh86FOhP9bsAA1JSVIjI7GJ4aGDearw+djy9q1uHL+PAzV1RXOaXG5+PnoUZTl5uLR/fso+uMP4Plz/N+CBRATQZ0IVy9cQKFUilsBAbj566+4+euvKEhPR6FUituBgSjOyEBZbi6SYmLw0w8/IPbOHdSWliLr6VP8fu8eLp44AU0OB2IifNq2LR7cvg15cTF+v3cPhVIp6mQyZCcno4OpKcRE+PfMmchJSYGlsTFbzi86dIDPzp3ITk7G7/fuITE6Gid9fGCsqcnWXVx4OI7+97+Y/s9/IuDnn1GRn4/lc+di75YtqC0tRUV+PlufW9evh+f8+fjtyhVc+OknaDCMQr1o83j41+TJOOnjgy86dGCPjxgwAAmRkagpKcGezZuhxeUq/E6DYfBfb28UZ2Sg6I8/UPTHHyjJzERJZiZWLlyIwc7O+L8FC/Ds999RkZ+P365cQVRoKGTZ2Vi1aBGbT/+ePZEcF4fJo0fj/xYsQODZs+jbrRvmTJmC8rw8/Lh3L3x27kR5Xh7w/DmO7dsH9ZfaUerDh0h79AgSAwOIibBtwwZUFhTg2L596OfoCMfPP8elkydRW1qKH7Zvh+f8+SzGDRuG8OvXEeznh16dOyPt0SOMGTKELdt/vb1RU1KCUYMGwdrcHNnJyVj9738r1aGYCN+OHQt5cTECz55VqquXsfRf/0KhVIr7t27hm6++Qldraxiqq8P/9Gmc9/VFW21t9hkH+/lhrocH+nbrht/v3UNlQQHGjxgBMREGOzujqrAQJ318oMPnQ0yE/Vu34o8nTzDY2RmOn3+OHra2WDBtGmTZ2Zjm7g4jDQ0YiMX45dgx4PlzhF+/juH9+2P53LmoLS1FaVYWhrq4sPUrbkFCbBWIbbVWa7W/nrUKxLZaq7Vaq7Ws/e0J0ZiI1N8ALQ6HLAwNqa2WFntMm8ulwJ9/pv+sWEGaDEPqRHTB15eynz6loLNnqTw3lxKjosjOwoL+8cUXVJ6bS2sXL6YBPXuy6dWJSIOIxnz1FcWGhZH08WN6Fh9PtwMCSJvLJXUiWjF3Lt0OCKCvnJ3pwNatVFtSQtWFhbRywQLa+Z//UMxvv9EfCQlkYWiokGfAmTPU8/PPaens2RRw5gxpcTjs+Z8OHKC8Z8/o+L59FB8eTrUlJTTmq69Im8ulw7t20Q0/P7Jp146Wz5lDz7OzSZaVRRE3btCP//0vXbtwgcpzc+mbwYPZ/HZt3EiV+fmUm5JCz7OzKejsWepuY0PqRGRtZkYXfH3ppwMH6FMTEzLW0KB7wcH03cqVpEFEa/79b4q4cYO9X1Ntbdrr7U0xv/1GBWlpdNPfn/r16MHeV5cOHeiGnx+VZmbSfzdvJgtDQxrQsyfdDgggA5FIoQ6O7tlDK+bOJVNtbRrm4kLZT5/Sw3v36Navv9IpHx/q0qEDWZuZkf+pU+R/6hS1EQpJnYhGDxpET2NiKPL2bcpJTibIZCTLyqJrFy7QHwkJVFVQQLkpKXQvOFjhmm21tOjO1at04ocfaMro0eS7fz+V5+ZSQVoaTXd3pwNbt9IfCQmUlZREYVeuUNydOzTjn/+kUz4+9Dw7m0b078/m5dKtG1Xm59MfCQlkqq2t0O4u+PpS6u+/U3t9fZrn4UGyrCyyadeOTfPr6dN08uBB6tO1K6U/ekQ/Hzmi8PzfFVYuWED0/DklRkWRhaEhaTIMea9eTc/i46n4jz/oSWQkbVi2jH46cIDiw8OpPDeX7gUH06+nT1NybCxVFxZSTnIyHdi6VeEe7a2sqPiPP4ieP6fj+/aRBhFpMgw52dvTkd276fzx4zR3yhSFNm+soUEnDx6k8txcmjZu3FvzQqOm2gzdx2/NWVTp0KEDpFIpYmNjMWTIEOjr62P27NlIT09XkJlasGABSkpKkJubi1WrVrFe+EKhEDt27EBtbS1u3rzJrmQKBAJMmDCB9RW0trZG9+7dERsby7rJGBkZYfPmzYiJiUFSUhL27t2LPXv24MGDB4iJicHBgweVVtrqw5UuXrwYd+7cwdSpU9lz9dH+srOzcfPmTYSHh2PGjBnsjhp1dXUEBAQgJycHNTU1iIiIQI8ePTB16lTcvHkTOTk5WLBggcKqoVAoRO/evTFw4EB07txZyS9SX18fu3fvxsOHD3H06FGkpKTA3NwcmpqaePjwIRITE5W20RkYGMDKyopdSW3Xrh327NmDvLw8ZGdnY+nSpew9CwQCHD9+HCtXrlRYGGjTpg2CgoIQFxcHqVSK0NBQmJubQyQSYebMmYiPj4dUKkVmZqaC8zqHw4GpqSlmz56NYcOGYeDAgXB1dcXq1auxZcsWDBw4EEZGRpg7dy569eqlUO527drB29sbsbGxSEtLQ0BAABYuXIiYmBiUlpYiPj4evXr1gkAgYFdLs7OzsW7dOgWHY3d3d9TU1CjFWRYIBDh9+jQ2btwIhmHQv39/FBQUYPHixezzi4mJQUVFBYqLi1FSUtJiEm29evVCSUkJfH192efE4/Hg4OAAJycnhUU1PT09ODo6shHz9PT00LdvX4XY3C+3p7t376KkpIRdjGkKBAIBevXqBTMzM5W4oHVRpYFK5XA4Su4J7du3R0xMDK5fv467d+8iKSkJBQUFWL9+vYIPFo/HQ8eOHSGRSJRW7HR0dDB37lw2qLyhoSF2794NmUyGkydPsgQoEAgQFBSETZs2KeRhbGwMQ0NDhYcvEAgaXRncsWMHS84vb4/S0dHBs2fPMHToUPD5/AYdtg0NDdG3b1/MmjVLYX+0lpYW2rdvr5IwAofDwdChQ1FWVsa6JNnZ2bErpo2JtXI4HMyYMQOJiYmoqqrC9u3bYWFhoeSYK5FI4Ovrq+Rv2bZtW9jZ2cHOzk7BL5RhGJiamqJTp04YMmSISlss691hXj3OMAzrwF8vcyUSiWBtba3km2pmZtZgndZ7J3h5eSmtlvP5fJY8GYZRCGXKMAz8/f2xe/dujBw5Ep06dWqx7ZM8Hg/W1tYt4ihvbm4Oa2trlZVxVOGCVkJsoCLnzZuH0NBQeHp6Kmzz0tbWBsMw0NHRwdChQ+Ho6KiyYkqfPn0QFRWFlJQUTJgwQcmx1cnJCYmJiejQoYPKDWr48OFIS0vDzp07FV4IXV1dpKWlvVdpspdfoFmzZrG9AicnJ1RXVyMiIqLRl0oikSAvLw85OTmYP3/+a19uZ2dnzJ8/v8X3j3/MEAqFuHPnDhsk/l3AyMgIenp6H53E3OugChe0EmIDFRkQEAAAqKiogFQqhZeX1ztTaxEIBHBzc0NmZiYiIiJe2yvau3cvAgICGhxSNAUcDgdt2rRRGr5qamri8ePHOHjw4AeX0FdTU8PUqVNfK1VlaWmJ69evo3///k3Kc/To0f9fq2W3adMGOTk5+PHHH9/Jnm2xWIywsDAkJSXB09OzSUHiPwaowgWthNhARa5fvx51dXVYsGABunbtirCwMOzcubNRJ9+mgmEYHDhwABUVFbh79y47dG4Menp6uHDhAqKjo99apupV/Pzzz6ipqWnSbpqPAe9DUPTvAi0tLYSFheHnn39+J+TVoUMHFBUVITk5GTdv3sTVq1cbdPB+Ux4eHh7vdYufKlzQSogNVKS+vj4iIyPZIYdEIkF4eDi2bdv22p6ik5MTbG1tGx3ScTgc/Pjjj9i9e3ejsvuvQk9PDzNnznxrVZxXYWtrCxcXlxbbD6ympvbRyH79/wgNDY131mYkEgnS09MxefJkaGpq4uzZs9i8eXOzhs8dO3ZEcnIyJk2a9N6G3apwQSshNlKZy5cvR3h4ODsXJZFIEBYWBm9v70ZJcfHixZBKpTh79myj84t8Pr/R3o6mpiY8PT3h6ur6UQiqNhV8Ph8ODg7sYoaamhp++eUXBAYGtmhUtb8a+Hw+PDw8Pvg0xevQrl27Bntxy5YtQ2RkJCwsLNClSxc8efIEAwYMaFbes2fPxtOnT1WeAmouVOGCVkJspDLt7OxQUFCg8EWTSCSIjo6Gl5dXg2TH5XJhb2/PurQMGjSoWQ9QW1sbt2/fRmVl5TsVengdeDzeW32xuVwuvL29IZPJMH/+fBC96Anv3r0bNTU1Cvut/38Gj8fD6tWrUVZWxtbTxwaBQIDg4GDs3btXaajN5/Ph5eWFU6dOQVtbG6NHj0Z4eHizPnhcLheenp64ePHiO58CagiqcEErIb7m4a1duxZSqRSjRo1iSWPo0KF48uTJa6OZiUQizJ49G0uXLm0W2fD5fFy8eBFyubzFo7g5ODhg586duHPnDpYsWaLy0NnBwQHFxcW4ePGigjvJ999/j8TExI9avbk5aNOmDaZPn47u3bur9Pu2bdsiOzsb27Zte+fTH+8KQqEQe/bsQWVlZYPz27q6uggJCcHmzZshEAiwefNmhIWFNYsUNTU1cebMGZw5c6Y16t7HZm9yzObz+RgxYgSePHmCMWPGsL5f69atQ0REBGxtbV9LePXnjIyMsGLFijcuyhgZGeH69evYtm1bi7uNHD16FEVFRTh8+DBOnz4NFxeXZufB5XJx/Phx3Lt3T8m3zsHBoUlDI3V1dQwcOPCtF6xaEu3atUNsbCzq6uoQHR3d6Meja9eu2LdvX4NDYnV1dXh4eHy0ZMgwDPbu3YvKykqEh4cr+Lu++lzj4+MxY8YMCIVCeHt7N5sU60NLtHRdqMIFrYTYhIrt168fYmNjMWHCBDAMAz6fj1WrViEpKQkbNmx47XyfkZERrl69iqqqKri6ur7xWkKh8L1MOru6uqJXr15v5Zbh7OyMgoICjB07VuU8li9fDrlcDn9//4+WLKZMmYLCwkJERUUhLi6uwZVbsViM0NBQREVFNUomHztGjx6N5cuXv3HBr2/fvoiPj8egQYPYnuKdO3c+urlRVbiglRCbWLmurq4ICwvD8uXLIRAIwOFwMHjwYMTFxeH48eMNyua3a9cOISEhyM/Px5w5c/5SCyVvgpqaGs6fP49bt26pPPThcDg4duwYnj17hujo6LdyQm9JbN++HVu2bEGHDh1w5coVpefI5XLZ7ZcfW8D6lgDDMJg9ezbi4uJYP9fDhw/jzp07sLa2/mi8C1ThglZCbEYFSyQSdv6jngAlEgnOnTuH4OBgmJmZsb07NTU1bN68GaWlpRg5cuRH7+HPMEyTe4tqamrYtGkTioqKmkwAfD5fqQeooaGBuLg4jBw5EkuXLsWKFSs+eD28XB88Ho8VT/Xw8IChoWGDI4IRI0agpKQEu3btatCD4OWFKy6XCzMzs7fqmb/ut/r6+jA1NX1rh2yGYWBgYNCoR0Tbtm2RmZnJLpoJBAJs3LgRz549w4YNGxqdAtHU1PzLu9387fUQm2NisZg2bNhAlpaWNGnSJJLJZKSrq0vfffcdffrpp3Tt2jXKyckhFxcXGjduHO3cuZO+++47Ki8vJz6fTwzDUGVlJcnlcoV8eTweAaDa2loiIrK1tSWhUEiRkZFUX/0ODg6Uk5NDUqmU/Z25uTm1a9eOiIhqa2spMTGRamtr6dNPPyWBQKBwDUNDQ6qrq6Po6GhKT09XODd58mTq378/zZ8/n4qKikhDQ4O++eYbCgoKouzsbDYdwzD0f//3f7Ru3To6duwYLV++nCQSCQmFQjZNZWUlVVVV0fDhw8nf35/i4uLI0dGRli9fztYZEVGnTp1ozpw5tHjxYurRowfNmTOHxowZQwCIYRjS0NBosK5eNSsrK0pLS1NIZ2BgQDwej7KysthjWlpaVFVVRVVVVWRkZES5ubls3XI4HOrZsycNGjSIiIiMjIzo888/p5qaGurZsycdP36cPvnkE/rss8/oyJEj7HNKSkoiT09PMjMzoxkzZpBAICBLS0uF9tKzZ0/6+eefaffu3bRgwQL697//Ta6urpSamkpTp06l/Px89nkIhULq3bs38fl8hfoMCwsjhmGod+/e1LFjR/r555/J399foR4GDhxIu3fvJh0dHbpy5QrNnz+fSkpKXlt3jZmLiwsdPnyYVq5cSadOnVI6z+Px6NSpU5SVlUULFy6kuro64nK5ZG1tTUuWLCF7e3tasWIFXb9+na2rDh060KlTp2j//v106NChJpeFy+XSlClT6Pnz5/TLL7+w+b3JmkNbzdFDbO0hNvCFXrt2LbZs2cL2FhiGUZh8r7e8vDw8e/YMt2/fRkJCAlJSUrBnzx6FYYW5uTlOnz6NS5cu4ccff4SnpyeSkpKQmZnJrtJyOBxcvXoVd+/eVRiienp6oqamBtXV1cjNzUVqaiqePXuGyspKyGQyHDp0CDExMZDL5aitrYVcLkdSUhJWrlzJlkFNTQ13795VWN2ujxy4cuVKhXu3trZGZmYmACAnJwcpKSkoLy9nVVkSExNx48YNVv59+fLl4HK52L59O+Lj4xXcLfr164esrCysX78e4eHhePz4MbufefLkyXj69Clmz54NIoKVlRX279+vtGptYWGB4OBgzJkzhz3Wrl07xMXF4fTp0wo+dYsXL8aIESPQvn17hIeHK8RxGT16NIqKilBdXY2MjAxIpVIUFRWxz7H+mVZWVsLf3x8///wzMjIyUFdXh9LSUlbyvqamBkVFRTh69ChmzJiBs2fPoqKiAjt37oShoSFSU1Nx+PBhiEQizJo1C7W1taitrUV1dTWL+mu9XJaCggLU1NSgrq4OtbW1yMvLU4iRo6mpiQcPHrDli46ObpZKzKvw8vICABw4cKDBHp2mpibOnTsHmUym4FrF4XDY38pkMnh6erLP1MXFBTKZDI8fP35t8LVXYWdnh9LSUgQHBzdrsVEVLvhgQ+Y//vgD48ePh56eHkQiETp37owHDx6w5+vq6rB27VqYmJhAKBSiT58++P333xXyqKysxNy5c6Gvrw+xWIxhw4axL2JTTFVC1NDQwDfffIPS0lIFWaXhw4dDJpMhLi4Ou3fvxsyZM7Fp0yZUV1ejvLwc+/btw8yZM2Fvb882svrtfFlZWRg/fjxmz56Ne/fuAQCysrLYPbk6Ojp48uQJkpOTFYYjW7ZsgVQqxZAhQ9ChQwe4uLjg2LFjiI+Ph7OzM3g8HgYPHoyqqiqEhobC1dUVa9asQVFREbt/mMvlws/PD1KpFMbGxqxaSlJSEtq1a8deq34lUiqVYs2aNXBxcYGLiwu+++47lJeXY+jQodDS0oJQKISrqytycnLg4OAACwsLZGdn45tvvlGox4ULF6K6uhoVFRWora3F999/z9bLkSNHAICV5NqyZQtkMpnSnueFCxcqpKsn07q6OoWY2PWSZ5GRkdi+fTtCQkIUPmYnT54EACxbtgx6enrQ0dGBtbU1bty4gRMnTmDQoEGIiIjA7t272Q+Jt7c3srKy0K9fP+jo6MDExAR3797F/v372fsQCoW4f/8+Ro4cCQ8PD8hkMtZ1Z+zYsdiyZQuWLl3K1qWLiwsOHDiAzMxMuLq6smVZt24d8vPzsXjxYjZNWFgYSxDu7u4oLy/H4sWLweVyoa6u/lZz1q6urqisrMTatWuVzvF4PBw+fBi1tbWoqqrCuXPn2CF6p06dkJ+fj7t372LBggVISUnBvHnzWLJ0dXVFVlYW3N3dm1yWFStWoLCwUElm7W9DiIWFhWjfvj2mTJmCe/fu4dmzZ7h+/TqePn3Kptm8eTP7FYqPj8fYsWNhYmKC0tJSNs2sWbNgamqKa9euISoqCi4uLujcuTNqamqaVA5VCFFLSwsnTpyATCZDVVUVTp06BYZhIBKJEBkZibt37yr0gvh8Pnbs2IH4+PgG3TXU1dURGxvLatkREWbMmAEACse6dOmC8vJyXLp0SYGYo6OjFfYj8/l8XL9+HV5eXuyxI0eO4PHjxyy56enpQSqVYtq0aWwD9/f3x5kzZ8DhcMDlchEcHIxr164p9A4EAgGio6OxbNkyhXto164dpFIpunbtyh7r3Lkz4uLioKmpibFjxyIhIUHp/hcuXAhvb2/Y29vjwoULCiFdp02bhrKyMvaDsGPHDpw+fVppTuvs2bMK6YheLIK8eozL5bKiHQDg6+urkM/gwYMRFRUFZ2dnheOzZs3CiBEjwOVycfHiRXZ3Rn0drVu3TiH9xo0bcebMGfb/9u3bIzU1FRYWFvD29kZkZGSjUf3qyfno0aO4fv06e68Mw8DPzw/btm1jn8fAgQNRUlLC+sN6eXkhLi7unfn2mZubIzs7G2PGjFE6J5FIkJubC19fX0ycOBF5eXmsi9XWrVtRUVHB7tQ6duwYIiMj2fljhmHw3XffIT4+vklhcblcLs6fP4/z5883e160OdYcQuTROzZvb28yNzeno0ePssckEgn7NwDauXMnrVy5kr7++msiIjp27BgZGRnRyZMnaebMmVRSUkKHDx8mX19f6t+/PxER/fTTT2Rubk7Xr18nV1fXJpdHRERME9JxGIa816yhnnZ2tHD6dLK1taXOnTuTOhEJAOJVVdFPP/5IVUVFJK7/kVxOu7/7jgY7O1MfBwcKvnFDIU99oZC0uFziVVWRJodD1tbWtHD6dKKyMtLicsn+00/J3t6exowZQ6K6OjLS0CAjDQ3S1dWlUaNGkbW5Oa2/dYu9nrmREXXp2JHK8/JITyCgyj/zvRUQQKVZWaTBMKSrpkb86moy1tQkMREJOBxq36YNxcbGkrCujjrZ2FCXjh3Jz8+PxADhz7zV6uqoPC+POltZURuRiORyOQkEAvKcP5+orIyKMzL+Vw49PVInojYiEQ3v35/SHz8mKiv7X70QUU1JCZnZ2JC8uJj41dVU/VK9VRYUUHleHuH5czIQi6l7p0709OlTErw0f8TlcKg0K4u4lZXk8NlnpMXlkpmZGX3t6krcykqy/eQT4lZWvnjGIhF92rYt+R44QERET58+VSjL7aAgcr19myoqKhSO237yCRX98QeZ6uiQnaUl1clkJCYipraWkuPiyM7SkgzEYqquriaJREL9HB0pPT2dzcNYU5PEANlZWtKQvn0p+MoVovJyhWsotAddXXLp3p20tLSot709PYiMJAYgbmUlierqSJPDIV1dXRo7dCjxq6tJVFdHYiKSFxcTp6KCdPh84nC59PXXX1NRURFdv36dfX5ERGKRiNTU1Kj4DXOLn7VrRwZiMf1r8mQK9vOjij/rkYiorbY2MeXltG3DBnr+/DnJi4vJXE+PUokoOzmZspOTKSMxkQzEYjLS0CAxQOr0p/Q+QHu3bKGhLi7Uz9GR/H/99bXl6N6lC/2jSxfasGEDCevqXpv2vVmzqLYJ9tlnn2HhwoUYPXo0DAwMYG9vj4MHD7Lnk5OTQUSIiopS+J2bmxsmTZoEAAgODgYRobCwUCGNnZ0d1qxZ0+B1KysrUVJSwkIqlb74KhABrWhFK/5eaIY1p4f4zmOqpKSk0P79++nTTz+lK1eu0KxZs2j+/Pl0/PhxIiJ2VdPIyEjhd0ZGRuy57OxsUlNTI11d3UbTvGrfffcdaWtrszA3N3/Xt9ZqrdZqf3N754RYV1dHXbp0oU2bNtEXX3xBM2fOpOnTp9P+/fsV0jGM4kAWgNKxV+11aTw9PamkpIRFvftKU4JM1cPOwoLOHD5Mp3x8aMY//6kQLEqdXgTC6W5jQ0d276aLP/1E2zdsoPVLlyoEw2kM+gLBOwn842RvT/+eMaPB/AzFYmqrpUU6PJ7SOU2GocmjRtHimTNJT03trcowedQo+u3y5Tfm49q7N+WmpJDbl18qnTMQich92DBav3Qp2Uok7zxAUlNgrqtLiVFR9EdCAv104ABpNPP3C6ZOpfLcXHK0tW3ybwzFYjLR1Gz2terbUF8HB/rUxKTB57t8zhzKSkqiVQsXvjZ/A5GI1i5eTC7dujV4XpvLpZ6ff052FhYN5mOsoUEmmppK70c9dHg88jt5kjYsW9bgeVuJhFJ//51O/PCDym2xxaxZfc8mWLt27TB16lSFY/v27UPbtm0BtNyQ+VV7G7ebN03w1i9OqJL/3wFbt25FVlYW3NzcXpuOx+NBIpF8tHXF5XJx6NAhlJSUYOjQoc3+/eHDhyGXyzFx4sQPfi/1TuZeXl4tpoPZHEycOBEJCQlKTtw2Nja4f/8+Tpw40WC8n6aiOfZBV5nd3d3h5OSkcGzhwoXo2bMngBcuN8bGxvD29mbPV1VVQVtbGwcOHAAAFBcXg8/n48yZM2yazMxMcDgcXL58uUnlUJUQmwINDY2PZgvTh8C4ceMQHh7ebFeJjxE6OjqwtbVVibStrKywaNGi164svy/weDzY29t/NB8fIyMj3Lp1C0ePHsXs2bMxZ84cnDhxAikpKUhKSnrrMBDNsQ9KiBEREeDxeNi4cSOSkpJw4sQJiMVi/PTTT2yazZs3Q1tbG+fPn0d8fDzc3d0bdLsxMzPD9evXERUVhS+//LLF3W6aAhMTEwQGBmLdunUf/Za9lsSH3LvN5XLfq1w90YtRwcdAfO8DVlZWr5XAayrMzc2xb98+3L59G+np6SguLsbdu3fRpUuXt867OfbBHbP9/f1ha2sLgUAAa2trhVVm4H+O2cbGxhAIBHB2dkZ8fLxCmoqKCsydO5d17h46dCjS09ObXIa3JUQOh4NFixZh0qRJ7MvP4/Fw/vx55OXlNTko0l8JGhoa2Lhxo5K/3scEDQ0NeHp6vndxWjMzM9y8eRO9e/du8EPIMAxcXFxw5MgR7NmzB506dXon19XS0lK5B6sqtmzZgszMzHcSubF+H72hoSHatWv3znwpm2MfnBA/BntbQuRyudi7dy9kMhm7Y0UikSAhIQFDhgx5ry/j+4C6ujq2b98OmUymtOvkYwGXy8XWrVshk8nee5hVDoeD/fv3IysrSyGwfD06deoEqVQKuVyO9PR0xMXFwcHB4a2fib+/PzIzM2FmZvbe7tXe3p7dmtdS1+jevTv7YVNlpKUKF7QS4ls+tIEDB0Imk2HNmjUgeqEq3FwJKIlE8lGEdqwPWyoWi2FoaAixWAyhUKiwPSw9PR2zZ89+J+EtWwKdOnVCWloavL2932pCXhVYW1vj3r17iI6OVtqrKxKJcPPmTZSVlWHOnDkwMjLC4MGDERsbq7BDp7nPa/369aioqMChQ4eadL82NjbYunUrjI2N3+pely5diurqakyZMqVF6lIikSA1NRXFxcXIzMxEv379mp2HKlzQSohv+eA8PDxw48YNlRt1165dkZqaivHjx7+3F7cxtGvXDgkJCYiKikJeXh4iIyNx7949nDp1ClwuFyKRCPr6+h8tGRK92LookUg+yPzlli1bUFBQ0GDwJUtLS5SUlODIkSNs/RkZGSElJUXloEsCgQChoaHYtGlTk8l/y5YtqK2tRd++fd/qXl1cXDBv3rwW++hIJBKcP38eNjY2WLRoEfz9/Zt9LVW44INs3fs72bFjx+jixYtUVFTU7N8aGBjQtm3bKCcnh3777bcWKF3zLDs7m2bMmEE9evRQ8OWMj4+n2tpaqqiooIqKig9YwjebXC6n1NTUD3LtrVu30uHDhykxMbHB87W1tWRiYkL6+vpUXl5O6urqVFhYSFZWVvTo0aNmX6+qqorGjRtHeXl5VF1d/cb0RkZG9M0331BdXR3V1NQ0+3ov282bN+nmzZtvlcfrLDU1lcaOHUtyuZzS09MpJSWlxa7VbFO1B/axW0u63bwJHA4HW7ZsQXZ29jtZUXvTtT7UfbbiBbhcLpYuXYry8nJkZGQgLi4OeXl5AF5IpL2PMjg7O6Oqqgrh4eHQ1tb+4HXS0lCFC1p7iG9pXC6XNDQ0mi3EaW9vT+PHj6cZM2ZQVFRUo+nEYjENGzaMLl26RJUvbbAnerGTp127dqSrq0uPHj1S6iWoq6vT6NGjadSoUXTs2DG6cOEC1TWwQZ7L5b5WdJPH41FtbS0BYP9nGOaNwq3v0kQiEXtNhmHI0NCQysvLqbKykurq6qiuro54PB5VVFSw5aw3NTU1IiK2ftTU1BrsUXE4HDYfMzMzpZ6mlpYWWVlZUXZ2NmVmZir9ns/nU8eOHamgoEBBmJboRZ3du3ePZDIZtW3bliorK8nPz4/Gjx9P8+fPp8TERAoODqbS0lKlfNXU1IjD4VBlZSXxeDzi8XhKbUFbW5s+/fRTevLkCclkMurXrx/J5XIKCQkhohftaNWqVVReXk5Lly5l26umpiYBoOfPnytdl2EYMjc3Jz09PUpMTCS5XE4dOnRg/643W1tbqqmpoYSEBCIi0tDQIGtra+LxeOTo6Ejq6v/bN5KSkkJJSUlERKSnp0ddu3YlDodD2dnZ9NNPP1FVVRVpaGhQx44dqba2tsF2LRQKle7/vVrz+15/DVO1h8jn8+Ho6IgBAwagb9++uHDhgpI8vq2tLTZs2MCKY74MLS0tREREIDs7G+PHj4ebmxvc3NzQsWNHGBkZwcjICJaWlnBzc2PDQg4bNkwhD4ZhMGnSJGRmZqK8vBxeXl4KcywSiQQBAQGorq5GXl4eUlNTlVaGGYbBsGHD2BVyXV1dbNiwQcG/jM/nY8+ePWwvlmEYeHl54eTJkwruETweD/3798eCBQte6/9XX+5x48bBysoKWlpaGDx4MHr37s2madu2LXbt2gUvLy+sW7cOixYtQlRUFJ48eYKzZ88iKCgIqampSElJwZMnT3D//n2EhITg8ePH+P777xXqnMPhYMeOHTh79iwEAgEsLCzg7++vsCIrkUiwceNGnDx5Ehs2bMDGjRuV5No6duyIuLg4VFZW4sGDB0rSVWpqatizZw9kMhlCQkLYumEYBsOHD8ft27dRWFiI0NBQzJ07FxYWFnBzc0NNTQ0ePHiAgIAA1hXt5XzNzc1x+fJlREZGwsfHB/7+/ggJCVG4PsMwrORZ7969YWFhgczMTAQFBbGjAxMTE+Tl5SloF1pZWSE0NFRBKu7lPN3d3ZGRkYHi4mKEhITg7NmzKC4uVlg0NDU1RUpKCi5evMi6/cyaNQtVVVUoKyvD48ePcenSJdy6dQs1NTWshmJVVRXkcjmAFy52WVlZOHbsGJYtW4YbN26gsrISFRUV2Ldvn0J7Gjx4MO7cudOkKH+qcEHrokozydDExAT79+9HaWkp8vPzUVJSgszMTIVFFW1tbdy6dQupqakwMjJS+L2mpib27t2L8vJyJCUl4eHDh5DJZKirq0NeXh4yMjKQkJCAsLAwpKWlAXihTP0ySTEMg4kTJyI/Px/Hjh3DokWLkJOTw24PU1NTw/Hjx5GWloZZs2bBxMQE7du3V2pE1tbWKCgowKVLlyAWi+Hj44O8vDyFmLxDhw5FZWUl9u3bx76gWVlZCAwMVFAvtrGxYetCT0+v0fozNTVFUlIS5HI5cnNzERMTg9raWgUh0unTp7MvSVRUFE6fPo2wsDBIpVJMmDABgwYNQt++fZGSkgIAkEql8PHxwfr165GUlKQQCN7S0hKFhYWIjY2FSCTCli1bUFJSwga0ateuHeLj41FeXo5Hjx4hIyODzfPlLWULFy5ETk4O9u/fj+joaMydO1fhvmxsbFBcXIzLly/Dzs6OdRPR09NDUlISsrKyMGbMGAXH7TFjxiAzMxMSiQQ8Hg+jRo1CeHg4G71OV1cXoaGhqKysxIkTJ+Dj44Py8nLk5uYqtDc+n4+IiAhIpVLo6+tj6NChkMvlCuLFAwcORGVlJRv50crKit0aGxISouTDaG9vj+LiYvj5+cHFxQWnTp1ihXz79OmjQFC1tbUKhLhp0ybk5ORg9OjR7NDc2toaRUVFuHbtGgYPHoxBgwbhzJkzqKurg4+PD8zNzbF06VIAL1Sp1q9fj5kzZyIrK0vBn3f27NnIy8trUKexlRDf0ppLiDweDydPnkRMTAyGDh2Krl27Ij09HRcuXGC/ujweD6tWrUJ2djZGjBih8Hsul4v9+/cjJycHc+bMgY6ODkQiEaZPn46cnBz07dsX9vb2kEgkEAqFWLNmDduwX/bDEgqFiIqKwsmTJ9kIgFeuXIGPjw8YhoGdnR0KCwsxadKk196Pg4MDqqqqEBkZCX9/fyQkJMDV1VXhWlOmTEF1dTWbl0QiQV5enpLi8fjx41FXV4fw8HDW9ehlif56Iv/+++/x9OlTDB06lHW2r62txbhx49h0O3bswLNnz2BlZcXe38KFC3H06FE2jZmZGTIzM3HmzBm0a9eOLfOYMWMQFRXFujFZWVmhqKgIR44cAcMw8PX1xe3bt6GmpgaGYbBp0ybk5+dj7NixEIlEmD17NoAXO6XqX3Aul4urV6+ypD1//nwEBwcr9MgHDRqEmpoabN++XeHDo6+vj4SEBPbZvFwfY8aMQXR0NJsPh8PBuXPnsGrVKhARhg0bxvr61W+7k8lkOHz4sMK8cD0h+vn5gcvlYtOmTUhLS1Oo/4kTJyIlJQX6+vqwtrZGZGQkq+TeECEuWbIEZWVlrJ+kUChEZGQkysvLFYSAFy1axNZX/bFNmzYhISFBKdRFXV2dgrL5d999h8zMTFalfd26dQCAI0eOgMfjQSwW48GDBwpzrBwOB5aWlk0KJaAKF7TOIVLTBWK1xWLqbW9PmzZtoscPHtBXX31FYoA0ORzS5HBIXldHA/r2Jc/58ykoKIiuXbyoIATaxc6Oxo8YQXt27aKje/cS/XndG/7+VDhzJhVnZFDin/MrJoaGNHrwYAq/fp1OHDxIopfmxTqYm5OZri5t8vUlM11dMjAwoM/ataPa0lISA6TD51NlQQHduXaNvT6XwyEDAwPKzc2luj/zykxKosykJOrSsSMZ/jnfGP/77yR6qczdO3Wiaxcvkt+pUySmF6KulQUFlJOSonBvETdvUlRoKJkbG9OvZ86QpqYm/fOf/6SyvDw2jaa6Og3p25f+4+lJN379lfg8HuWlplKuSEQPbt9+IbxKRJocDoVfv05ZT58Sl4iEPB659etH2traZKShQbI/RWOprIw2r15N+enpJCIiPV1d6ufoSFpcLmkwDDFEVCiVUkZiIsXfvUtttbXJ8fPP6ciRI8SrriYBh0O9Onemgzt20K9nzhCPwyFdNTV6npNDvxw79kIcl2FIV1ubDNXV6cr586QnEJDtJ59Q+zZtSJvHo7I/57cENTXElJfTmCFDKOLmTcr9c/6xoqCAls+dS99//z2NHzGCrly5QpWVlVRbV0eCmhriV1ez+ehoapKlsTHxO3UiTQ6HxgwZQrnPntGJgwdJraaGrM3NSYNh6I8nTxTEUk0NDMhcT48eP3hAwtpaMtXRISorY8VjiYh6de5MYoDmTJlCM2bMIKFQSNu9vKisrIxcXV1JDNDLs8hPoqKo6I8/qCA9nQzV1cnOzo70hUIKv36dnsbGkpiIhAIBSQwMiMrKyMLIiAzEYuLxeGRhZER/PHlC3MpKEv/Z9vo4OBBTXk62n3zClikjMZE4FRX0zVdfEYfDoQkjRxKeP6ewq1dJm8ej0V9/TZ0kEjpdWvq/tlZXR1nJyUREjYrstrT97aPulRDRG+JstVqrtdpfzZpBW82JuvfO9RBbrdVardX+qva3HzIbU9OGzI3Z3DlzaPr06SQSiWj06NEUFx9PbsOG0bx58+hf//oXjR07liZNmkQjR46kh48ekVgkolGjRpGJiQlVVVVRREQERUdHU2VVFXEYhjZs2EDOzs40YMAAqqmpIRsbGyovLyehUEgikYhSUlKopqaGSv+Mb9yYiYRC+uKLL6hz584UGBhIUqmUHS4TETn/4x80e/Zsmjp1KpX/6XBtZmpK3377LV2/fp3uhIcTEZGujg516dKF+vXrRyUlJXTixAn6IyND4VochqHhw4fT5cuXqaKykowMDWnixInk6upK7du3pwkTJlDE/fts+vbt2pGVlRVFRUVRRUUFffHFFyQWi6miooIePnxIJa+4n5ibmVH37t0pOjqaUp49U7pPkUhElZWV7H3Um5amJoWEhJBAIKA//viD/Pz8aP/+/VTzkpsRh2HIysqKnj9/Tvn5+VT9kksJn8ejdu3a0alTp8jNzY2Ki4tJLpdT7SvuS8ZGRnTo0CHq1q0bBQQEkKenJ+Xk5r72+bRv145CQ0PJy8uLzp8/T3K5vMFnymEYNn54cXExEb1wqeLz+VRRUUHdunWjU6dO0fjx44nD4ZBMJnsRz/u1V/+ffWZtTW3btqWoqCgq+jP/d208Lpe0tLSotLRUoe7fJj9LS0vicDiUnJys8Mzqreytr9KINWt28i9k78ox28PDA7W1tVi3bp1CpLTly5ezMXVHjRrVpA3q9vb2SE9Pfy9b+RiGaXGJLDU1NZiamr53Ka562NraIisrC9bW1ipvM3N1dcXNmzffqCajrq4OGxubJm8bNDU1RWZmpspb9+oxefJkyGQyjBo16v8bDU53d3eUlpZCJpM1Kr6rChd8kJgqfydTU1Ojb775hpKSkmjnzp2sgzMAunnzJhkZGZGfnx9dvHhRyWH4VTM1NaUtW7bQnj176OTJky1edgAt7lxdXV1NGRkZ79WJ+2UzMzMjLS0tWrlyJWloaKiUR8+ePUlDQ4MEAsFr05WVldGjR4+oqqqqSfl+9tlnVFNTQ7I39PTfZFZWViQWi2njxo0kFn+opYb3a+Hh4eTj40PLli2jLl26vNdr/+2HzG9jFhYW1KtXLwoKClLYZcDhcGj8+PFUV1dHx48fV9gJIhKJlPYEC4VCWrduHWVmZtKuXbveSJ7vyzgcDmlra1OHDh2ooqKC4uLiPnSRmmX4cxeGmpoalZeXvzatmpoa8Xg8pXRqamrUuXNnunz5Mnl4eFDyn6ucbzIej0fDhw+nX3/9tUGSdHJyotzcXMrJyWn6DTVgW7Zsofz8fIqLi2twp8vf0VJTU2nx4sVE9L+dSO/NVBiN/iXsXQyZZ8yYgerqasyaNUupSy+TyfD48WN2xwPDMJgxYwYePHig4PxcfzwiIoINJv+xwMnJCUuXLoWFhQWsrKz+cvuiGYaBubn5G0VHORwO9uzZg/j4eCxfvlxBHsvY2BhBQUE4fvx4gzuPGgKXy8Xy5cuRn5+v8Kxfxrhx47Bnz54PXkd/FWhoaDTo9C8UCmFtba3k96oKF7Q6Zr/lQzI1NcWyZcuUHEVXrlyJwsJCVieR6IVkUl5eHu7cuQMTExP2uK2tLWJiYuDi4tJijcnNzQ3Dhg1r8lwewzBo164duxNm27Zt7A6KpqBdu3ZwcnL6qAjU0dGxUa1KHo8Hf39/AMDTp08RHR2Nrl27svO+IpGoWXOQ9Ts9rly5Al1d3QbTbNu2Ddu2bfvg9UL0YkfNlClTMGfOHBgaGn7w8jSElStXIiEhAQsWLMDq1avB5/MhFotx9OhRlJaWIjk5WeHjowoXtBJiCz08gUAAS0tLdiJeQ0MDcXFxuHPnDtq3b8+m09bWxvXr17F48eIWbUz9+/dHbGys0pazxtC2bVt4enpixowZWLNmTbPVURwcHJCSkoLhw4d/NEGNVq1a9dpFjAEDBqC0tBRz5syBu7s7IiIiVI6W5+zsjFu3br02UNKhQ4dw6dKlFq8fFxeX14r6CoVCBAQEoK6uDmVlZfD392+UxD8kJk6cyO6Hrt+J07FjRxQXF+PixYtYuHAhOnbsyKZXhQtaCfE9PUyGYdC7d28lIdnZs2fj1q1bLS5oqq6ujsuXL+PBgwdvvJaamhqWLFkCIyMjlYM1cTgcTJ06Fbm5udi4caPSS88wDHR1dSGRSFTKn8vlwtPTE6NHj27yb+zs7JCZmYm1a9c2uOLP4XAwffp0hIWFwdjYGE5OToiKilJ4yV6Gh4cHfH194ejoCAcHB3h4eGDIkCFs3q8KfryKGTNmYMuWLS3e9lxcXCCVSuHk5NQg+drZ2UEmk+HKlStwdHTEqVOnsGfPno+qd0/0Qky5qqoKMpkMt27dAofDgbu7OwoLCxt8RqpwQSshfuCHbGxsrNBjbAkwDIOdO3dCJpNh3rx5jbr/8Hg8do/vu3CT4XA4GD16NGJiYpT2Vc+ePRtJSUkoLi7GmTNnmh3/RCAQIC4uDv7+/ujVqxccHByaNKQdPXo0Hjx4oCS68XKZ586dywpebN26FWfPnlUiNy6XiwsXLqC0tBS5ubnIzc1FaWmpgprMm9ChQ4e3DrXZFHC5XEyePBmxsbHYuXOn0gfRyckJ1dXVrEx/fe/+bcMMvGt07doVmZmZWLhwIWJjY6GlpQUHBwdWOGPNmjUK006qcEErIb7HB/qhQpLWSzlNnz690eGZQCCAp6cndu/ejbZt277T65uZmSnM7YjFYsTHx6OqqgqbN2+Gi4sLDh482CwfOg6HA29vbxQUFKCqqgpJSUlN8udjGAbW1tav7SWrq6vj4sWLGD58OAwMDHDv3j1WYOHldHp6erCwsFDAxzjUrIelpSXWr1+vtMBUT4jTpk1jxR8yMzM/igW+Nm3aYNq0adDV1YW+vj4GDRqEIUOG4Pr161BTU4OWlhbi4+Mhl8tRUVGBnTt3sm1cFS5oJcT38FA5HA4mT56MPXv2fNBYxa9D586d4e7ujqVLlyroALYENDQ08PTpU9y/f59VpZk3b16zo8bxeDxYWVmhb9++MDQ0fKcfHDc3N8THx8PExARdu3bF48eP3yqS4uDBgzFmzBgFpZiPBTo6Ovjhhx9QUVGB1NRUhIeHo6ysDOPGjVOQQGsutLS0MGLECNjZ2ak0T8owDI4cOYK6ujocOHCA7XlzuVyFIbKtrS369euH7t27K4wSVOGCVkJs4cbG4XDg4eEBmUyGvLw8VofvYwOHw4GdnV2TZJXeFurq6nj8+DHi4+MhkUigq6uLixcvvvc4yq8Dn8/H3r172R7H8OHDkZCQgG+++abZu0GsrKyQkZGBmpoahISEfHQfRVNTU2zatEnp/aiurkZERAQ8PDwanI7gcrnQ09ODrq6u0sdIJBLB398fVVVVyM7OVpB3awhisVgpdKuenh7S0tKQl5eHixcvfjRBploJsRE05avn6uoKmUyGoqIiuLu7v3Uv5uXf83i8ZuX3PobsDMMoEcar160fwldUVCAvLw8PHjxAdXU1zpw588bhukQiwdSpU5WixhkZGTUYylVXV5dV5n71nI6ODqysrBRcoF5G27ZtcfDgQQgEAjbI/I0bNzBp0iRIJBK0adMGPB4PXC4X7du3b3RecuDAgcjOzsa8efOQmpr61vOGmpqacHFxUZirrP+gvdqjs7W1ZQVd1dTUWDFaohdEuGbNGqSlpSEzMxPBwcHYtGkT7t+/D5lMhsWLF6Nfv344fPgwTp48qTDPy+PxsHTpUmRkZCAtLQ3r169XqH8HBweUlpbC09MTq1atwoMHD5R8OPl8PtatWwdHR0d4enoiMjJSweWnd+/ekMlkGDFiBCZMmICBAwc2q55U4YJWQlSxUfbt2xcBAQGNhh8Vi8WYNGkSnj59iocPH6JXr14NEpKlpSXWrl0LLy8vODk5QUdHBzNmzICXlxcGDRqk8JvJkydjyZIlIHqh0Hzjxg107ty5SeWdMmUK1q9fr0RWzs7O8PLygouLC3g8Hvh8PqZMmQJXV1el3iKXy4W7uzs8PT3Rp08f9O7dm8XcuXPh5eWFgwcPIiwsjB0aWllZYcqUKQrXFYlEGDRoENv4cnNzUVtbi6ysLNy9excrVqxo0AGaw+Hg2LFjAIC9e/eyddOmTRtERUUpTKjz+XwMGzYMERERkMlkSs7wvXr1Qnx8PGQyGZ49e6YUoqEegwcPxqhRo9j/hUIhtLS0EBoaipSUFNy7dw++vr7Iy8tDaGiowuJL27ZtsXjxYvj7++PSpUsQCATw8/ODh4fHWxHismXLkJ+fr6CibmVlhaysLJw/f56tazU1NVy/fh2pqakwNTXF2LFjkZ+fDycnJ+jp6eHBgweQy+Xw9fWFpaUl2wM7duwYQkND2XwEAgE2b96MzMxM9OjRg203FRUVSEhIwMaNG3H16lVcvHiR/fA4OzsjIyMDEokEnp6eKCwsVJoSEQgECAkJQVBQEC5evIjs7GyYm5uz54cNG4aamhocOnQIoaGhzV6RV4ULWglRhQZpYGCABw8eoKysrMGvvb6+Pnx8fFBRUYHq6mqFF+plWFhYIDIyEhkZGbh58yYKCwuRlpaG4uJixMfHIycnh41lYmBggNTUVFy8eBEcDgc//PAD0tPTFRpQY9DU1ER8fLySvH+HDh2QmZmJnJwceHt745dffsHFixdZX7QlS5YovODu7u4oLy9HbW0t+7uamhrIZDJcu3YNZ86cwe7duxEfH49FixaBw+HA19cXUqmUvW7Xrl3ZmBmpqalYvXo1nJ2dUVRUhLFjx8LS0hJeXl44fvy4Uo+Ly+Xi5s2bkMvlGDRoEHt85MiRkMvlClLzQ4cORUVFBbKzs7Fu3TocPnwYGzduZMnyypUrqKmpQWBgICZPnswqQ78MLS0t7Nq1C1lZWQq9I0dHRxQVFeHZs2dYuHAh7t+/DwAKqth6enq4ceMG6urqAAA7duwA0Qvl6Nu3b6s8bOZwODhz5gxqa2sVPgDt27dHXl4ewsPDWQ8BhmEwc+ZMVFVV4ezZs/Dx8UF1dTVcXV3Z9nT06FGFsAZELzwAbt++rdADFQgEOHfuHPtB9vT0RFFREfuRcXBwQHl5ORuTeuTIkYiJiUGXLl3w9OlTPHjwQKkHzzAMfvnlFwAv4qo8fvxYIc2qVatQV1eHnJwclJeXK5D0hyTEv724g4heqO82BRoMQysXLqTPLSzo+3XrKP3xY4Xzn7VrR5fPnSNXJydaOH06+Z8+TeoN5KMvFNK2DRvIwsiIJo8eTRNGjqTs5GQyEIvpX5MnU/+ePenOtWv0jy5dXqgT19ZSnUxG5Xl5pMPnU087Ozpx8CAVSKVvLLORhgYZqqvTk6ioF6raRKRORP+aPJmorIymfPMN7dm8mXp17kzDvvySjuzZQ5NHj6afjx6l/j17svn07daNIkNCaKiLCzl37UquTk6UHBdH369bR6MHDyaPsWNpxfz5FPTLLzR68GBy6d6dOltZUWJ0NNWUlJDtJ5/Qz0ePkqmODq1ftoz6OTrSNi8vyktNJXlxMRWkp1NWcjJ9t3o13b91i9YtXUr6QiF7fUFtLfkeOECFUik9+/13EhNRG5GIJowcSbyqqheq0H/e25C+fYlTUUELp0+nLevWkd+pU+Tu5kaWxsakwTBkoqVF927coG/HjqWzx47RowcPFOpMnYg2rVxJcz08yFhTkzznzycNhiExEX3RoQNpMAwt/de/6NCuXRT9229UU1JCAT//TCKAxETUv2dP6iSR0OJZsygjMZESo6NJTESP7t8nEy0t0uJym9zmXoawro6e/f47yYuLCc+fs8eZ8nKSFxfTvRs3iC+Xk5iIRABF3LxJlQUFZP/ppzRp1ChKiIykqNBQqsjPp63r11NnKytaMG0atW/Ths2LX11NnIoKEv95L2Ii6mBqSvaffkrW5uYkJiJzPT3KS02ljMRE0uRwqKu1NanJ5ex96QkEZNO+PQWePUuWxsb0uYUFbffyom42NmyeEgMD6mFrSyFBQVT0xx9UnJFBgpoa9nydTEZ3rl0jpy++oCvnz7OK8E2tq5ayVsXsVmu1VvvrWatidqu1Wqu1Wsva317+q6mK2YMHDSJfX1+qra0lLpdLMpmMNDQ0qK6ujuRyOdXU1JCamhoxzIvcKioqKDk5maysrGj79u2057//pS5ffEHnzp2j0NBQ2rp1Kw0ePJj69OlDPB6P0tPTCQC1b9+eamtrKSQkhHx8fCi/oIC4HA5dvnyZevToQbW1tfTgwQMaPXo0qyzN5XBo37591LNnT+rVqxc9L/ufXnBbExMKCwsjQ0ND2rBhA3lv2UJEL5Swp0yZQo6OjhQVFUXPnj2jkJAQWr16NclkMsrPz6fbt2/T/QcP2GsMGzaM3NzcaNiwYcTj8ejcuXP073//m1V67ubgQL/++it9++23dPnyZTp79iw5OjrSgAED6OGjR0REJFBTo+HDh9OoUaOoU6dO9Pz5c/rss8+orq6Oqqurqba2ltLT0+nGjRv0n//8R0kFm6EXgdclEgnl5+dTXl4e7d+/n86cOUM3bt4kIiJ1sZjGjh1LM2fOpHbt2lFhYSEtX76cfg0IICIiNT6fPDw8aPHixWRiYkJxcXG0efNm8v/1VyIi6tihA3l5eVHPnj2poqKCVUJn24yREQ0fPpwqKyvp1q1bVFFRQUOGDKHevXtTaGgoPXr0iLp160ZisZgePnxIly9fJhCRvp4ehYeH0z//+U96EBnZ5DbK5XDoP//5D3322Wd08uRJevr0aaNp9fX1qXPnzvTs2TN69uwZpaSkUHFJCVlaWNCCBQto9erVSork9XXSqVMn2r9/P3Xs2JHu3btHx48fp9u3b1N2draSSjjRi0BTHA6H5HI5yWtq2OMD+veno0eP0g8//EA8Ho8cHByoU6dOVFdXR/PmzaOAwEDi83hkYmJCUqmUPv30U+rYsSMFBgay19HV0aHg4GCysLCgq1ev0owZM6i4pKTJddaqmN1Ma86iip6eHmJiYnDo0CF07twZ48ePx4QJEzBhwgSMHj0aTk5OsLa2Rvv27VmYmJiAy+Vi/vz5+Pnnn+Hs7IzExERERkYqhKrkcDjgcrlgGAYMw4DL5Spt/+JyuQgNDYW/vz8mTJigtCtjxIgRKC4uhqenJzuxzzAMOnbsiF27diE/Px/V1dUNKuq8eq03uefo6+vD3d0dgwYNUpoot7Kywq5du9hFFBcXFyQmJrKLQ6/eU9u2bTFp0iRUVlYiLi4OY8aMgUQigYaGRpPdhHg8Hi5cuABnZ2elc9ra2mjfvr1SYPl6dOjQAaNHj27QLYfL5aJTp06wtbVtclmaUncZGRkICgpqstDGy3m/7f7iptyHn58fzp8//1b+kjweD+7u7rh06RK74LZ161ZYW1s3y/3L3t4e48aNe22s78agChe0rjI3oWK5XC7WrVuHEydOqOS4XL95vry8HH5+ftDX1292Hubm5nj69Cn27NnT4Epbx44d4e7uruC82rt3b/zyyy8YOXIkrK2t0bt37zcKDrQETExMXvsSWFhYIC0trVHdwDdBS0sLYWFhjZLexwQ+n4+zZ8+ivLwcnp6eH7w8DcHPz++dlU1VcZB3AVW4oJUQm1Cx9UG+VX1hbWxsUF5ejqKiokb1+N6Ezp074/79+0hJSWnyflkdHR0ll4qPERYWFrh27ZrK8UC6dOmC5OTkj3of8cvQ19eHo6OjyjFeWhp+fn4tLkf3PqAKF7QGqn+NMX9GktuyZQstW7aMYmJiVM6HYRi6fPky3bt3T6U8YmNj6csvvyRLS0s28tqbrKnpPgarl++veWkeqqkmFApZfChr06YNlZaWUvWfgetfZwUFBVRQUPDOrs0wDBkaGr51KIJ6A/DGcAuvKwv+nk4prP1/u8rs5uZGO3fuZCfsVbWBAweSQCAguVz+Vo1FJpNRTEzM367BffLJJ2RtbU1GRkYq56GlpUWmpqbvsFRNN86fCx4nTpygDh06vFVeIpGItLW1ycbGhvr06UMdOnQgbW3t15J9586dyc/PjyQSyVtd+2VT5cNkZmZGu3btok2bNlH37t2Jy+W+s/J8VKbKcPSvYK8bMnfs2BFSqRQ///zzW4V2FAqFuHv3LgDg+PHjH3wY8b5Rv3DyuuFsvTq1qpP4bdq0wYgRIz7oENTS0hInTpxAQkICtm7dqrBo9iZYWFhg+fLlOHHiBO7fv4/U1FQUFhaipqYGRUVFSE1NRVBQECZMmIDx48dj7969CjtndHR0EBMTA19f3zfGjmkKtmzZAnd392b/buvWrewWzKysLKxZs6ZJi0AMw7TI3LYqXNA6h9hARWpoaODcuXPw9fVtdMN+U8Hn87Fr1y6UlJRg0aJFH+yF/RDo3Lkz/P39kZubi8jISIW9ty+jffv2WL9+/Uen0NxcqKmpwdHREUFBQUhMTMTw4cOb9Lvt27dDLpcjPj4eR48exfTp0+Hs7Iwff/wRVVVVmDVrFtavX4+IiAg8ePAA165dU5rPdnR0xNOnT3HkyJG3JkU+n6+SXJebmxtmzpwJY2NjDB8+HIGBgU1aUJFIJPjll1/Qo0ePdxpXWhUuaCXEVypRQ0MDhw8fRlBQkFIUL1UhEAhgZWX1wVbbPhTGjRuHrKwsXL16FdevX0dYWFijPae/Ohm+DG1tbbi7uzf5AzhixAhMmzYNGhoaCvUwY8YMFBQUwNzcnFUx5/P5jZKGjY0N4uPjVerdvWswDNPkYFU8Hg8LFixAREQEjh8/jl69er2Td0UVLmglxJcqUF1dHUeOHEFgYOBHG3nsY0BTv+ICgQD6+vrgcrng8XgYMGBAk9V5WkHw8fHBmTNnmtVrMjIyeitR1w8JIyMjLFiwAKGhodi5c2eDcm7NgSpc0EqIL1Vg586dcfHixVYybAQMw8DDwwM3btzAokWL3unwphWK4PP5uHnzJlauXPnBy/K+YW5ujqioKOzateut5hZV4YJWtZuX7NGjRzR+/HjKzc390EX5KK179+60du1aunLlCllbW9OwYcM+dJH+tqatrc1uZ/wrGYejGl2Ixf/Tp5FKpTR69Gji8Xi0fft2atu27bsq3jux/28IUS6XU1lZi+2AVNl0dXXJwcGB2rVr99Z5vY0rRK9evejMmTO0detWio+Pp6+//rrBdNra2mRqasru6SZ64Z/G473epbWxl4nL5ZKNjQ0JBIIGj7+aL8Mw1KZNGzIxMSGGYUgkEjV431ZWVjRhwgQyNjZWOmdmZka2trYNlkdNTY3EYjGJxWLicDhkbW2t9NJyuVwaMWKEwnEOh0Pt27dXuo+GjMPhUG1trYLv66uuN8bGxmRtbc3W86vnNTQ0qHPnzsTn8xu9TseOHcnMzOy1ZbG3tycTExMietEG7O3t2XOWlpa0ePFimjdvHi1dupR++uknEolE7PkpU6bQnDlzFJ5tr169aM2aNaSjo0NERLa2tuTv7089evRg06SkpNDixYspJCSEFi9e/E7a/jszVYekH7upKhCrq6sLXV1dGBkZsTA0NGSPOTg4wM3NDd27d4eLiwu6du0KNzc39OrVC0ZGRjAzM8PgwYPh4eGB/fv3Y/To0TA3N8eaNWuUVg8FAgHOnj2L6upqPHnyRGkvskAgwKRJk/DDDz/Aw8MDEokEixYtUlppZBgGw4YNw65du5QmrPl8PsaOHYvhw4fDxMQEnp6eSuXgcDgYMWIEDA0NYW9vj4SEBFYM9GVIJBLcvXsXycnJCoGApk+fjoMHDyoMgbp37461a9dCU1MTAoEAXl5eCiKv9bCzs0N+fj6WLVumcLxHjx7Izc3F+PHjFY4PGTIEKSkpSElJwbJly/DgwQNs3rxZwa3H1NQU8fHxqK2tRUxMjMLcpoGBAUJCQhATE6PkLiQUCnHq1Ck8efIEDx8+xOnTp1FQUICwsDCFOrexsUFpaSmOHTvGrtiOHDmSDSXwcp7W1tZKz0sikaCgoACzZ88G0QvXooCAAIW4I97e3khNTYW+vj7s7OwQHh6OTp06sefnzZuHsrIyTJ8+vcF27OjoiNzcXDx69KjRWD9t2rTBo0eP8P3334NhGJw+fRq3b98Gn8+HgYEBIiMjUVxcjNjYWNTW1iqIJkskEqSnpyMmJkbhue/duxd1dXWYN28ebG1t8ejRIyQmJsLOzk6pzfXq1QvPnj1DWFhYs6MAqsIFrXOIzSRDFxcXJCcnIyUlBRkZGcjIyGDVo1NSUpCVlcVWan5+PmJiYhAREYG8vDxUVFQgIyMDWVlZqK2tBQAUFhYiISEBubm5qKurYxWJ69G/f3/IZDLs2rULCxYswMOHD6Gtrc02mI0bN0Iul+PZs2d48uQJCgoKIJPJGgzYk5SUhPDwcAViYBgGnp6eqK6uRl5eHh49egQASnLtnTt3RkFBAaKjo5Geno6rV682KMDg7e2Nuro6+Pv7s/Gm+Xw+QkJCFMQl1NXVERERgbq6OowfPx4ODg6oqqrChg0blOp8ypQpqKurw4ULFxTcQWbPng0AWLNmjQJhhYSEoLi4GL6+vigoKAAA5OTkKKxwDxw4EBUVFfD19cXp06cRHBzMzh23bdsWWVlZKC8vVxLRmD17NsrLy7Ft2zYMHToU586dAwBcuHBBYYXY3t4elZWVCnuClyxZAgD45ptvFD5ot2/fVnru5ubmyMnJwYwZM6Curo6pU6ciPz+fJS6GYeDn54e8vDyYmJjg0KFDbKiA+vOrV69GcXExrl69qjTfq6GhgUuXLqGmpgalpaVYtWpVg+19+PDhqKmpwffffw8tLS08ffoUq1evBsMw8PLyQnFxMcaMGQNHR0e2DVlYWIDoxep5TU0NqxZej3Xr1qGmpgY//PADHj16hCdPnih9gIVCIebOnYvCwkJkZmYiIiICoaGhTVKIb2lC/NsPmZujmF1dVERMeTlFhoTQ2KFDadSgQeS9Zg3pCQSU9ugRTXN3p3HDhlFceDid/fFH6ufoSIP+8Q9av2wZFaSn06RRo2iauzuVZmXR7/fu0T+HD6d+jo4UdvUqUVkZybKzFa73zVdf0aP792n9smUU/dtv9ImhIU38+msSE5GFkRFNc3en24GB1M/RkUYMGEA1JSVUJ5MpKA+Licile3cy1tQk7zVriFtVxR4319OjOVOmUEJkJH3z1VcUdvUq4flzUvtTdfllBWlhbS1ZGhuTNo9Hjp9/TrcCAui7VavI/tNPSZ2INDkcsjY3Jyoro/u3blFeWhqJiUibx6OnsbFUlptL+X8eUyciXlUVMeXl1E5fn/QEAnqek0N+p04p1XlCZCRVFxVRQXo6CWpr2ePleXmE58+JysoUVJitzc1p58aNNHvSJPpu1Sqqk8ko2M+PvbaYiNpqa1PY1as079tvacb48cSUl5Pn/PlsvkkxMZT++DEVpKezvzHR0qJ5335Lpw8fJq8VK+jGr7/ShZ9+opqSEvI9cICEdXX/U7auraXijAz2fgzEYuppZ0dUVkZMebmCCrm1uTmFX7+ucM9fdOhABmIxbV2/nu7duEF7t2yhR/fvU05KCquGff/WLcpITCRhbS316tyZThw8SEUZGez5XZs20alDh4hXVaWgNO3ctSv99MMP1EkioVkTJ5LvgQNkZ2mpVO9tRCIaO3Qo1clkdMPfn+wsLUlPIKAb/v7URiQit3796MiePRR49iypyeXsc89PSyMDsZiGurgQU15OoZcvK+R789dfqbqoiNzd3KijmRmt/ve/KTEmRiHN+BEjaOv69XT53Dlyd3Oj0qwssv/0U/Jes4Y+MTRsVcxuCWtVzG61VvsbW6tidqu1Wqu1Wsva317tpqmK2Y2Z9+bNVFtbSytXriSxWExffvklHTp0iDIyMuibb76hsrIyGj58OK1evZq+/vprirh/n7p360b//ve/qXv37vT8+XP65ZdfqLCwkHr27KmwItqjRw+Sy+X08OFD0tLSorVr19JvYWHs+a8GD6bNmzeTUCiktLQ0CgwMJGdnZ+rcuTMxDEO6urrE5/MpLy+PZDIZ1dTUUGxsLJWVlZGmpiZ16dKF9PT06MGDBwoKJ/r6+mRpaUkAyMDAgG7cuEGlpaXE5/PJ0NCQMjMzqW3btvTFF19QbGwszZo1i54kJpLnihU0f/58EolEtHTpUvI5dIh0dXQoJCSEzMzM6J///CcFXb5MREQb1q+nhQsXUmZmJlVWVtKkSZMUVKlFQiEFBQVRdXU1nT59WskFRS6XU2ZmJrVv356EQiH17t2bSkpK6MGfCt8CgYCEQiGVl5dT79692VVYCwsLsrGxofDwcBKJRGRiYkKTJ0+m38LCiMvh0Llz52jAgAGUmJhIAwYMoPyXlGnEIhFNnjyZnJ2dKTk5me7evUtPnjyhAQMG0D/+8Q+qra2lzMxM8vDwoDlz5lBkZCTZ29tTWVkZ3bhxgwQCAU2YMIH69OlDlZWV5OvrSzdu3KCX+zIioZBu3bpFq1evpqvXrlEbfX0KCQmhxMREGjlyJIGIPre1pWvXrtGzZ89IV1eXtm3bRj6HDinUj5amJt29e5d+++036tChA0kkElq/fj2dOHGCquVyNl2XL76g3bt3k1gsptjYWDbtkiVLaMuWLXTq1Cl69OgR1dTU0OXLl9n60NXRoX79+lFGRgb98ccflJWVRd26daNhw4ZRYmIi/fLLL/Sf//yHOnXqREuXLqWY2FgSCYW0fPlykkqldPjIEWL+bONOTk7k7u5Ourq6NGzYMEpISGDFOjIzM6mmtpYtbzcHB9q2bRvJZDIaPXo0VVRWNvhe/mUUs+VyOVauXAmJRAKhUIhPPvkE69evZxcagBdhCdeuXQsTExMIhUL06dMHv//+u0I+lZWVmDt3LvT19SEWizFs2DBIpdIml+NtA9XXw8nJCdHR0bh69Sqio6NRXFyMmzdvIigoCNnZ2cjPz0dZWRl8fHwUFgV4PB709PQaVGumPxcjbt26hRUrVoDD4TTqpKqjowM9PT32PI/Hg7m5Odq3b4/9+/ejvLycXYEeNWoU/Pz8cPLkSezcuRPe3t5wcHBQ2rsqFArRuXNnDBw4EP3792fLaGxsjHXr1iEmJgaRkZFYvHixgpqxmpoarK2t0a9fPwUx3dmzZ8PDw4Nd0OFwOLh69Sq2bduGAQMGNBqgvlOnTo3Wj6pYtGgRMjIyYGJiAg0NDXZrXP15W1tbbNq0CaNHj1Ypf3Nzc2RmZiotyDQVHA4HQ4cOVdCynDp1Kvbu3cv+P3bsWCQmJsLQ0BA6OjoNOslraWkhNTUVAJCQkIDevXs3es127dph7NixuHPnDu7du4dJkyZBIpEgKytL5fuob8NNFVU2MDBA//79YWxs/Ma0YrH4jXu2m2MfdJX5P//5D/T19fHrr7/i2bNnOHv2LDQ0NLBz5042zebNm6GpqYlz584hPj4eY8eOhYmJCUpLS9k0s2bNgqmpKa5du8YGKu/cuTNqamqaVI53RYgMw8Da2hrLly/HmTNnMGzYMIhEIqirq8PBwQHz5s3DkCFDmr0VqUOHDq91iXgT1NTUcPnyZaxdu1aJiN9m7zDDMBAIBG8lMW9gYIDk5OQG4yG3NJYvX46rV6+22P7pIUOGoLKyEnv37oWmpuY7a2Mvu0utXLkSWVlZ6NOnT6O/sbW1RXFxMSIiIpS8Dl7XZupVg8zNzVFYWIilS5c2S/b/Y0Fz7IMS4pAhQ/Dtt98qHPv6668xYcIEAC96h8bGxti8eTN7vrKyEtra2jhw4AAAoLi4GHw+H6dPn2bTZGRkgMPh4PLlyw1et7KyEiUlJSykUuk7fwjvsuEMHz4c8fHxKm9fmjhxIm7duvVR7m01MTFBXl6egp/e+wDDMPD398eRI0da7BpWVlYICgrCkSNHWixkw4ABA1BcXIzo6OgGe0ocDgcHDhxAbW0tBg0apNI1xGIx9uzZg8DAQJVCZ3xoNMc+KCF+9913aN++PZ48eQIAiImJgaGhIU6ePAkASE5OBhEhKipK4Xdubm6YNGkSACA4OBhEhMLCQoU0dnZ2WLNmTYPXXbt27Qd/SM1Bv379IJVKMWHCBEycOLFZxKGmpoZbt27By8vrg99HY+U7f/48tm/f/l5VgBiGweXLl3H58mU4Ojq+E/3AhlCvTNOS92Fra4tOnTo1+BFu37496/v6Nr3wV6dqBAIB3N3dVQrXYGRk9F7DPDTHPigh1tXVYcWKFWAYBjweDwzDYNOmTez5sLAwEBEyMjIUfjd9+nQMHDgQAHDixAmoqakp5T1gwADMmDGjweu+jx7iu4RYLMa5c+dQVVWF69evN2vI3bt3b8hkMkycOPGD30dj0NbWVmnYraWlhX79+qksCOvm5oaioiJkZmYq7Kb5O6FDhw4oKyuDVCp9pyMEdXV1XLp0CXfv3m123a1btw4BAQENyur16NGjWaK6TUFz7IMS4qlTp2BmZoZTp04hLi4Ox48fh56eHn788UcA/yPEzMxMhd9NmzYNrq6uABonxP79+2PmzJlNKse7mkNsSejo6KBPnz7NatQcDge7d+9GdHR0k77IHA7nnX25ORxOi2sbDhs2DFVVVdi0adMbSVEoFCq9aFwuF3Z2dkpbxZoKbW1t2NrawsrK6r0O95sDdXV1+Pj4YOnSpe9clcjAwAC//PILHj9+jFGjRjV5msjS0hKJiYnw8fFROG5jYwOpVIpffvnl/0+BWDMzM/z3v/9VOObl5YWOHTsCaLkh86v2VyBEVdC9e3ekpKQ0OcJf9+7dERMT02SF59dh3rx52LNnD3r16vXWkv7q6upwdHRUmoczNDREfHw8ysrK3niPFhYWiIuLw7Bhw95J3fJ4PJw6dQqVlZUoKirCli1b3tk8oYaGBpydnd/Zx6klyVogEGD69OlISEjA6NGj30iKBgYGCAwMhFwux8GDB9njWlpauHXrFsrKyjBr1qx3OgffHPughKinp4d9+/YpHNu0aRM+/fRTAP9bVPH29mbPV1VVNbiocubMGTZNZmbmaxdVXrW/IyFqamrixo0b8PX1bTIhqampYenSpXjy5Almzpz5Vi94r1698MMPPyAxMRHBwcFYvHixSuFbjYyMEBQUhLCwMCV9SoZhcPToUaxYseKNZRWJRAgMDMSDBw/eWnCU6EUPeMGCBVi3bh3GjBmDa9euYc6cOW+dr4mJCa5cuYKMjAx2D/hfAYMGDYK/v/8bF12GDBmCxMREfPfdd2xccg6Hgx07dkAmk2H27NnvfGTRHPughDh58mSYmpqybjfnz59HmzZtsGzZMjbN5s2boa2tjfPnz7Oy6A253ZiZmeH69euIiorCl19++UHcbj4mjBw5Eunp6QqqJ01Fv379EB4ejjNnzrw1eVhYWGDWrFkICAhQUnd5ExiGwebNm5GXl8cqp7wKoVDYpBfIyckJxcXF74S0GoKGhgYrqPA2eVy9ehWlpaVwd3d/78PwLl26YObMmSoTcVPaCofDgbq6usIz69GjB2QyGXx8fFpEbLg59kEJsbS0FAsWLEC7du0gFAphYWGBlStXoqqqik1T75htbGwMgUAAZ2dnxMfHK+RTUVGBuXPnQk9PDyKRCEOHDkV6enqTy/F3JER3d3cMHTpU5aFHmzZt4Obm9lY+hq++CM0ty6BBg5Cfnw8vL6+3HkKJRCK4uLh8tOreAoEA3t7eKC4uxoIFC957OU1MTJCUlIS6ujoEBAS8s+f+JmhpaSEwMBDR0dGNKtgIhcLXjgB4PN5rPQWaY63yX/h7EuJfHZaWloiLi0NcXBwrI/V3hUAgwJYtW5CamoqFCxd+kAWa3r17o7y8HP7+/pBKpe9l1Z3D4eCbb77BvXv3XrvpYM2aNfDx8WnQfUlNTQ3Lly9HWVkZNm/e3ODvVeGCVkL8CF6MVvyvkXt7e+Pp06fv3AXjYwPDMJg+fTrKy8sxZMgQlefP1NXVXzt/p6Gh8dpe54QJEyCVSmFmZgY/Pz+lULEikeiN87T1rnNNKS+fz8eaNWuQnp6O7t27Q1dXF/r6+tDX14eenh5bVpFIhJs3b0ImkylN/+jp6eHkyZMoLy/Hjz/+2KhwrCpc0BRC/NuLO6hqXC5XQSa/traWABCHwyE1NTUyMzOjbt26kbq6OtXU1NDNmzcpLS1NIY/OnTtThw4d6NKlS1RdXU1isZgMDAwoPT2d0IB8EZfLpblz51KHDh1o2bJljYY80NfXp2+//ZaKiorYYwYGBpSXl0dFRUUUGxur9JtOnTrR8+fPKTQ0lKqrq4nohRz/559/Tunp6VRcXNxoXQgEAtLQ0KCysjIaOHAgRUZGUkZGhkK5lyxZQvn5+fTrr79STk6Owu/V1dVp165dNHHiRAoKCqL+/ftTamoqpaamKqQzNzenhw8fUm5uLqmrq5OxsTH98ccfVFVVxabp0qULaWtrU1hYGInFYmIYRqEerK2taeTIkbRr1y5W0MLU1JQqKipIJpORsbExlZeXk7a2NhERZWRkUO2f4gLa2tpkYGBA1tbWFBAQQObm5sTj8SgxMZHNn8/nU58+fSgsLIwqKiqU6ophGBoxYgR5e3uTQCCggQMHEhHRkydPiOhF+ICuXbuSoaEhOTk5kZ+fH/n6+lLv3r1JJBJRcHAwASA1NTU6ffo0cblcGjlyJM2aNYvs7Oxo6dKlVFhYSCKRiC5dukRXrlyh77//npYvX06xsbEUFBTElqVjx44UFhZGeXl5lJWVRXZ2dpSQkEBERG3atKEjR45QVVUVTZ8+nX3+YrGYvvrqK7p+/TqVl5fTjh07KDAwkAICAhptH/U2YsQI+r//+z+Sy+W0evVqsrGxYeOp1NTUUFxcHJWXl5OOjg45OTlRXV2dQggEGxsb8vb2JktLS5o4cSIFBgY2WMctaip1v/4C9jY9RDs7O1y4cAH37t1jcfToUXh5eeHMmTOIjo5GaWkp6urqAAAymQyxsbFYunQpu2lfXV0dYWFhKCsrQ5cuXcAwDLy9vSGVShvde6qrq4snT54gPz8fJiYmjZbv5RX66upqJCUlITQ0FCkpKaitrUViYiIuX76MGzduoLi4GDKZDOXl5UhNTcV3333HfqlNTU0hlUoRFBTU4OQ5wzAYN24cLl++jOTkZERFRaGqqgp79uxRSOfg4ICSkhKUlZXh4cOHcHJyYs9xOBzMnz8fNTU1KCsrQ2lpKeRyOaqrqyGTyVBYWIisrCwUFxejqqoKGzduBMMw2Lp1K1JTUxV6CNbW1pBKpaisrISvry8CAwNx9+5dBYGCvXv3Qi6XsyEQLCws8OzZMzx9+hQRERHIzs5GTEwMCgsLUVJSgsjISPYZJycno7CwEDKZDCNHjsTOnTtx48YNhWHd0KFDUV5e3qBTPMMwGDVqFAoLCyGXy5GcnIzQ0FBIpVLIZDLk5+ez9/rkyRPI5XKcPn0aIpEI9+7dw+7du9nemKOjI2QyGR49egSxWAxfX1/ExcWxjs/14g7379+Huro6bty4gYMHD7K/r9/GKJVKERERgdLSUoXFJ3d3d9TW1uL48eOwtLRkj8+cORNyuRyDBw9myzBlypQ3vjNDhgxBbm4unjx5gtDQUGzduhXjxo1DQUEBpFIpRo4cie7du6NPnz4IDw8HAKSkpEBPTw98Ph8uLi5ITExEQUFBk9yoVOGC1iGzCmTYqVMnZGRkICcnB2fPnsX27dvh4eGBe/fuoba2FleuXMGKFSswffp0ZGVl4cqVK7C1tYWTkxOKiorg5uYGohdS9VKpFDU1NXBzcwOHw4Gvry9ycnJeGz+iS5cuGDp06GvnnEaOHIn4+HikpqZixowZ0NPTA5fLxcKFCyGVStG1a1dwuVyYmpqioKAASUlJbNyXzMxMdO3aFUQv3F+SkpKQlZWloGpTD2dnZ+Tl5SE/Px8XLlxgJfv9/f0VhlFHjhxBeno6nJycsHnzZuzfv58dJlpZWaGgoAA///wz7O3tIZFIsHjxYsjlcly6dAn9+vWDRCLBN998g7S0NJw9exZCoRCxsbHw9/dXGBKuWrUKeXl5WLp0KR48eADgxceofrVaLBbjwYMHqKqqgrOzM4gIo0aNQk1NDS5fvoxly5ZhxIgRsLCwwIkTJwAAoaGhmD9/PjZu3IipU6di6NChyM3NRUhICOLj43HixAmFIe/+/fsBQGl1XSAQYOXKlSgqKkJWVhZGjx7Nxq12cnJCWloahgwZAolEAolEAgMDA8TExGDHjh3o1KkTCgoKFD4kEydORG1tLY4dOwaxWIyIiAh8//337Hk+n4+rV68iNzcXGzZsgEwmY9se/Tn0TEtLQ3h4OL7//ntUV1ezhMgwDI4dO4b09HSl1eedO3eioqICvXr1gpeXF1JSUtCmTZvXvjPm5uZIS0tDcHAw2rZtCy6XC4ZhwOFwcObMGaVwqxKJBNHR0ZBKpViwYAGCgoIgk8lw/vx52NnZNWmIrgoXtBKiCoS4bNkyFBYWKjkFd+jQAVKpFJMmTWJfvidPnmDChAkgetGrlMlkmDZtGtvo9u/fj5SUFBgaGoLP5+PGjRu4dOnSO5lgV1dXh7a2tkKPYPfu3bhx4wb7Aru4uKCwsJB90dq0aYPU1FQMHDiQzadXr154+PChEiE6OTlBKpWisLAQQ4YMYV8iuVyuEDdEQ0MDsbGxWL9+Pfu7lJQU1gF5/PjxePbsmUKP19LSEjKZDJMnT2aPcTgcHD16lFU+kkqlCjFLRCIRYmJi2BgrlpaWSE5Oxp07d9jVU2tra5SUlODhw4esrNjYsWMbjJ/SvXt3FBcXo3v37grH6/cJV1dXAwC8vb0VzteT+cu9JoFAgK1bt0Iul6O2tlZpX72+vj4eP36sEESsffv2SE9PR9++fTFp0iQkJSWxPnxEL+K2FBUVYdCgQejatSuKiooU6ksoFOLWrVuQyWRISUlBXl6ewtxs/c4RKysrDB48mJ3PJHrhz5qcnIyamhpcuHCBHR1wOBzcunULISEhMDU1RWJiIhYuXPjGtrhkyRJkZ2c3ODe8YsUKXLhwQel4/Yel3nbv3t0sKThVuKA1pgo1L6ZKfbyM6qIiykxKUjiekZhIv545Q9Pc3UmLyyUxQEx5OemqqVFnKyvav3UrVeTn04Pbt9m4FwZiMQX8/DM9z80la3NzkhgY0LPff1eIHaIqUFZG8pISEv0ZT8NcT4++dnWlzy0s2BgahurqJMvOJlMdHRoxYAB5r1lDpjo6CjFZZNnZJKipISMNDfZY/5496fThw2Smq0unDx+mWwEBZCAWUxuRiJ79/rtCHI2OZmZkrKlJwX5+pE4vYnpwKyvZOB+xd+5QZUEBOX3xBbXT16dPDA3pa1dXqiospN/v3WPzaaevT91sbOhhRASNGTKEakpK6Jdjx9jz1ubmZKypSZEhISQxMKD+PXuSvlBIsXfukJpcTraffEIHtm0jDYahSydPUm1pKemqqdGoQYOU4qdocjg0zd39RWyZl+KRaPN4tHbJEspPSyPP+fOppqSEIkNCFOrd//RpKkhPp4cRESQmIi0ul75btYomjBxJtwICKCkmhmLv3CFNDoeNt+Lu5kb6QiFlPX3K5tPP0ZHy09IoJT6e5k+dSr4HDlBFQYFCO6wsKKC0R49o8axZJE1IoKBffmHPO3z2GXW2sqJFM2bQinnziFNRQe309dnz8uJiqiwoIEFNDZnq6FBidDRF3LzJxrzhV1dT9G+/0eHdu1/EZSEiMUCcigqKDAmhPg4OZCAW0+3AQIX779utG40YMEDhWNqjR1RTUkKdrazY+1Ynok8MDcna3Jw+MTQkA7FY4Te8qiq6dPIkHdi2jZJiYqhvt270tasr6fD5rTFVWsJaY6q0Wqv9ja01pkqrtVqrtVrL2t+eEI3pRfe9ObC3sqIf//tfSn/0iCrz86mmuJjkRUW0a+NG0uJwmpWXqbY2fWZuTlbGxqTJMM0uS3PQ8/PPaeSAAc0qY18HB8pPTaXtGzZQ9tOn9Ovp02QrkbDnNRmGOrRtS2Y6OqTx5zENItLicEiDiHz376eMJ09okJMTtdfXZ9M0F/+aNImeZ2eTo60tmevqqpyP+ktlbCMUkpG6eoPnP//kE5r09ddkqq3daB6GYjG1EQoVjmkyDN369Vd6Fh9Pz7OzaeG0aaTD4zVahvp6ejWPaxcu0K6NG0nSpk2D528HBNB/N29u8v3q8HhkoqmpcMxEU5M2enrSoZ07le5zmIsLnfLxofVLl5KdhQWpE5G1mRmVZGTQ4pkzG2yrGkR0YOtWkmVl0Yj+/Rsti4mmJnU0NSVdPr/B8wYiESVGRdH548eV2moboZD8T52i6NBQmu7uTn26dqVrFy5QRV4erV28mE3XYtas2cm/kL2tYzaHw4Genh569eqFPn36oHfv3i2mkPwh0aNHD8jlclRUVGDz5s3NEj4ViUR48OABYmJi3npb2MGDByGTyZosh/+hYGBggPT0dFRVVWH16tUqCcUaGBggMzMT69ata3CBTSAQ4O7duwqLU+8Dzs7OqKqqwoEDBxoUD2EYBl26dIGjo+NbLQzy+XwsXrwYU6ZMadBpvV77ICoqCrm5uSgqKsLevXsVnNRV4YLWVeaP4AX62OHh4QG5XI49e/Y0++XW0NDA06dP4evrCysrq7dSNNm1axdqamowduzYD14nr4NEIkFxcTGuXr2qsmp2586dUVxcjNzcXAVXmXro6+vjyZMnyMzMbFBw9XUQCASwtLRUSTjW0NAQcXFxSEtLU0nF6F1DQ0MD1tbWsLS0VNqRowoXtBLiR/ACNRVWVlb48ccfG1WAaQkYGxsjLCwMqampb/Q1awhcLhebN29GaWkpsrOzlVxYmgMdHR0MHjwYZmZmH/xZEFGj5F7vHzh79myV82YYBmPHjsXu3bsb7RF36tSJ9V9tTt6zZs1CUVEREhMT8f333ytE93sVFhYWSg7mOjo6aNOmTYsLATfWnpqaVhUuaCXEj+DFagpEIhHOnj2L1NRU1mm6MbRr165RBZHmoH7nDIC3CsokEAhYDcH3pabS0uBwONiyZYtS700gEODmzZtIT09vNLTqh8bOnTshk8kQEhICqVSKuXPnNkpuHh4eyMrKYnf1fEh07doVR48ebXLAK1W4oJUQP4IG2hR4eHggIyMDffv2fWPaxYsXIzY2tln6dpMmTVJSHtHW1kZycjKqq6vfieL063YXMAyDjh07vrOwnS0NR0dHSKVSTJ06VeE4j8fD4cOHsWzZsg/Sg2oK3N3dERkZCZFIxDrdT58+vcHyCoVCrF+/HgkJCSqRIpfLhbW19VvLuHXp0gWJiYnw9fVt8kdVFS5oJcSPoIESvehZ2Nvbw9zcnA3CbWtry3rme3t7o3fv3k16yYYOHQq5XM7ukHkT6rd4XblyRWFbFI/Hw/r167FgwYJmLRZZWlpiypQpzZo/GzlyJPLy8jBr1qwP/izeBB6Ph8DAQNy/f7/B7YwCgQA8Hg8SieStwyi0BExNTREfH8/uT3Z0dER4eDjWrFnT4PCZYRgMHToUHh4ezSY2JycnZGRkwN7eXuVFFltbW0RERODEiRMfxU6VVkJ8D+jTpw+Ki4uRlZWFhIQEJCQk4N69e+xWp6aGy+Ryubh8+TKePXvWLD1BU1NTHDx4EE+ePMHkyZPZhq+KwOvBgweRn5/f5CGjqakpHj9+jNjYWKVwAR8jNDU1ce3atdeG95w1axZycnJw48YNzJ8/H9ra2h+83PXgcDg4fvw4du3axX5gjY2Nce3atXcu5e/q6oqamhqkpqZi27ZtKnlhrFy5Er6+vs0iQ6JWQmy2fUyEqKamht69e2Pw4MHw9PSEu7u7SuTA4XCwaNEijBgxotm/rY9GN23aNJVDCDAMg0OHDqGoqAh+fn5NEhxduXIl0tLSVI6C9yGgrq7e6IfCzs4OWVlZiI+Px759+xAeHo6rV69i0aJFzV4RbilYWVkhPj4eM2bMUBDZuHr1qsKxhiASiZo8Ry0Wi+Hp6Yk9e/Zg586dKulcqqurqzT3rAoXtBLiR9A4/24QCoVwcnLCiRMnMHjw4Demnz17NsaNG/fBy/0uYGRkhGvXriEyMpJdHRYIBOjVqxeCgoJw586dt47B8q7g6OiI+Ph4BUGJgQMHIikpqVFS7NKlC86dO4ekpKSPXsRXFS5oJcSP4MH9XfEuQ0r+FcDhcLBnzx7k5+ejR48e7HENDQ1MmDABSUlJyMvLey8y/U2Fi4sLoqKiFFyZ6hdaXiZFhmEwZMgQJCcn4/r16xg4cOBHG5O6HqpwQSshfgQPrikQCAQQi8UfbbCkhsDj8VR2TP7YYWVlhblz5yq4QA0ZMgRFRUWsHJaamhrc3Nxw8+ZNVpTXzc2twQ9FS9dTY/nzeDwcOnQIq1atUjju6OiI2NhYrFq1Cj169MCiRYuQn5+P69evw8jISOVycDicZrdhbhnjWAAAeC5JREFUoVDI1pmJiQlGjhzZJDJWhQtaQwi8pdWHENDV1aW6ujoqKSkhhmFIT0+PuFyuUvqioiKSy+UEgBiGodGjR5OzszN5e3vTH3/8Qbq6ulRaWspK1hMR2dvb09atW8nc3Jzi4uJoxYoVlJycrJS3SCSiPn360OPHj5VCFRC9CCvQvXt3qqiooMePHyvcg62tLYnFYnr48CGZm5vTgAEDaPfu3QpS/wYGBjR+/Hg6cOAAVVVVkaWlJaWnp7PhBoiIJBIJ2dnZEcMw9NVXX5GGhgbNnDmTnj9/rlQeHo9HfD5fSQJeLBbT4MGDqU+fPvTTTz9RTEyM0jWmT59Ou3btotzcXDIzMyN3d3f68ccfKS8vTyEvDodDs2fPJplMRmfOnFEINfDqNTU1NYmISFNTk2xsbNhz+fn5JBAISFNTk7S0tKh37940YMAAMjMzo9jYWJo4cSLl5ubSpk2bKDIykk6dOkVERDNmzKBt27YRn88nhmEoJyeH6urqSF1dXaE+unTpQt7e3nT69Gk6fPgwERFZWlrSggULqKysjO7evUtaWlr06aefUmRkJAEga2trAkBVVVWUmppKHTt2JB6PR/v37ydLS0tyd3en7777jgoKCojL5dLmzZspOzubtm/frtC2ampq6L///S+tW7eORCIR+yzu3r1LgwYNIjc3N7p16xYJBAL2Hnr06EFEROrq6mRtbU3bt2+nkpISNk8jIyMaO3Ys+fj4KD3b2bNnk42NDS1atIh9pgKBgP71r3+Rqakp7dmzR6Httm/fnn766SfatWsX+fn50Q8//EDdunWjqKgoNh2HwyGxWNxgG2sRU6n79Rew5vYQORwO7OzsMHv2bCxZsgSXLl1ikZKSgqSkJAQFBeHq1avIzMxEfn4+cnNzWXXtvLw8hIaGIigoCAEBAdi1axcbZmDSpEmQSCRISEhQ2JomFosREhKCgoICHD9+HCEhIdiyZUuD8ztDhgyBXC5HbGys0uS9trY2QkNDUVNTg4qKCmRnZyM/P5+VrM/Ly0N8fDzCw8NRXFwMANiwYYNCHt7e3igoKEDbtm2hp6eHhw8fYunSpex5U1NTxMXFoaamhg2dkJ+f36j698yZM3Hp0iUFR1sej4c9e/aguroaVVVVyM/PVwokVO8sXq/uvHr1atTW1irMhdVDU1MTCQkJqKysfK1D+9KlS5Gfn4+cnBxkZWUhMDAQRUVFqK6uRkxMDB49eoSEhARkZ2cDAFJTUzF8+HC0adMGfD4fI0eORE5OjkKQJmdnZyxZsgSDBg3C1KlTIZVKUVtbqyDiqqamhuvXr6OiokIhPMDatWtRV1eH6upqpKWlIT4+HvHx8SgtLWVDK5w+fRqPHj0C8CJsb3l5OeLj45GUlIT09HR2Uc7a2hpFRUWIiopSWuU1NzfHunXrUFpaivHjxyucMzIyQnBwMIqLi/Hw4UM8fvxYIVRwVVUVysrKWFHZeqxevRo1NTXYunWrQjs1NDSEVCpFXFycgtfEvHnzUF1djYyMDCQlJSlsCZw5cyYAwNfXF9bW1iguLoaPj49CvuPHj8fVq1eVfFhV4YLWIXMzCFFdXR23b99Gfn4+QkNDcfjwYTg5OWHMmDHIy8tDZmYmgoODERwcjMTERFRXV2PJkiWwt7fH0qVLUVNTg59//hlLlixh8csvv0Amk6Fz585wcnJCdna2wlatenecMWPGgMPhQFNTs0HXBS6XiwsXLiA/Px/Ozs5Kw7KhQ4eipKQE69evx6hRozBy5Eg8e/YMKSkpGDRoEKysrCASiSAWi7Fu3TrI5XJW+ZvoxRzSlStXkJeXBxMTEwwaNAgymQzu7u5smuHDh6OsrAyLFi3C8ePHAQCBgYFKQyQul4thw4YhLy9P6eWYNGkSZDIZvLy8YG9vD3t7e4SHh2P+/PkK5CWXyzFkyBDw+XwEBwfj/v37DYociEQi7NixA/v27Xut0/eUKVMQGBiIKVOmwM7ODgYGBoiIiMC2bdugoaEBbW1taGpqYsWKFYiPj1dwYreyskJCQgJWrlzZ4IdKXV0dixYtQmFhIa5du6bwsVJXV8fjx49x9epVhb3FBgYG2LBhA5ydnWFkZAShUIg2bdogKioKU6ZMQadOncDn87Fs2TLU1NRg9+7dsLe3Z8no0qVLbL3Pnj0bdXV12Lt3r0K5+Hw+Ll68iNzcXMTGxiqEHyAieHl5IS4uDi4uLhAKhVBXV8eUKVOQmZmJ2NhYdO/eHba2tgorwDweD35+fgCAu3fvKgzV+/Tpg6qqKpw/f17h+UREROD+/fuwsLDAhQsXcPnyZbaNHzt2DACwa9cuuLu7o7i4WGkP9e7du5GRkaHk5qUKF7QSIhFERBA3EWa6urA0NoY2jwd1ImgwDM4cOYLQy5fRzcYGGgwDQ3V1RNy8idg7d2CipQUxEcz19JAcF4dhX36pkN+Jgwfhe+AAtHk8rFy4ENcvXYIWlwsxEdSJcOnkSYRdvQptHu+15dLh8xEXHg5Zdja2e3nhcwsL9pwmh4NgPz9cPncOGgwDMRF01dTw4PZt/HvmTKW8lsyejeS4OJjp6rLH1Ilw/dIlXL1wATp8Pi6eOIG48HAYqquz17j5668IvXwZnxgaYum//oXa0lLM9fBQyLuHrS3+6+2N4owM4Plz/HrmDNRfuUbg2bNsvakTIdjPD8vmzGHzWPqvfyElPh7t9PVhbW6Ooj/+wJrFixutG/U/8aZn+3KasUOHoqakBId371Y4PtjZGQmRkZgzZQqmubtj1aJFSIyOxpOoKLRv00YhPwOxGBNGjkT49euoyM9H4Nmz+MTQUCGNw2efoSw3F/LiYly9cAGmOjqNlu+LDh1QnJGBX44dY9vDvu+/R+DZs9AXCiEmguPnn6M8Lw9jhgyBmAjaPB58du5ETUkJe6wefbt1Q3ZyMoZ9+SU6mJribnAw226MNDSQGB2NJbNnK5VjrocHAs+ebbRO7T/9FHmpqdj93XcK7fOkjw/w/LnCs+xgaorijAwsnzsXYiJs9/JC+uPHMNbUhJgIbv36QZadjWFffon9W7fi0f37MNLQULheJ4kEw/v3hyaHo3BcFS5oCiG2Kma3Wqu12l/PWhWzW63VWq3VWtb+9oSoimJ2PT4xMKBrFy7Qga1bydHWlhZOm0Z5z54RPX9Oh3ftou42NuRoa0tHdu+m59nZNLxfP/a3Tvb2VJGXR8/i4+nahQvkZG+vlL82l0sLpk6ljCdPqCQjg2J++00hj5fVkMOuXKH48HA6uH07uXTr1qCa8ReffkpuX35Jy+fMoefZ2eT25ZdK6dyHDaPiP/6guVOmsMe+GTyY6kpL6er587TX25t2eHlRe33919bN/82fT7d+/ZVWLlhAz7OzacOyZazKsvuwYUTPn5P08WOlfNoIhTRt3DgK/Plnig4Npfnffqugzmykrk7eq1dT9tOnBJmMwq5cIUOx+K3Us1+Fkbo6Hdm9m349fZr01NSa9VuXbt2oMD2dfjpwgMx1dV+btq2WFh3etYueZ2dTQVoaDejZs9G0dhYWlPbwIfns2KGkoN1WS4v+8cUX5GhrSxaGhjTjn/+kvd7etHzOHNIXCMjK2JjGDR2q0MZ0eDya7u5O/qdO0X83b6ZPTUwU8rQwNKSF06bRKR8fenjvHj28d49+v3uXfPfvJ0db29fe12fm5rTp//6PHty6RQ/v3aPj+/ZRdxsbCrtyhVYtXKiQVovDoZ6ff05uX35JLt26KTzrnf/5D8mysujhvXvkd/KkUhlfhxYz1WboPn57V36IYrEYXl5ekEqlqKqqgr+/P5YsWYLbt28jKysL5eXlKCkpweLFixUWGDp06ID8/Hy4uLi80Q9NIpGgQ4cOr90Lamtri+3bt+Px48dv1OIzMTFBZmYmGxL1ZfB4PNjY2Chs9HdxcYFMJmuWKKi5uTmSkpJQXV2Nw4cPKyyeGBoaIjw8HMeOHWvUgZvH4zW6ZYthGFhYWMDDw6PF9BF5PJ5Ke5AZhsGAAQNw6dIlhIeHK4WrfRV8Ph+dOnWClZXVG53ZJRJJk+Wvmor6GMmNnedwOBAKhSyas9dZTU0NQqGQ9Rv09PTEpUuXmvzb0NBQbNq0CUKhsFn+iyYmJipxQeuiyjtqVAzDwNraGoMHD2ZJS1NTE+3bt8eIESPYwPAv/0ZHRwdpaWlwdXV9p+V4ORbz616Ca9eu4ciRIxg9evQbN93b2dmhoKDgjS/3q/f3+PFjxMfHN7gCrK+v32TRir8iuFwuZsyYgejoaMyYMUPl/eF/JdQHn2/s/IYNG+Dn59ekvGxsbFBaWsrG824q+Hw+vv/+e5W4oJUQP2Dj0dHRgVQqRURExAfZ9D9gwAAEBwcjICDgjbsPhg8fjrq6Oqxbt67J+U+dOhW1tbU4d+7cB63nDwmGYdChQwfcvHkTmzZt+ltvZxQIBPDy8kJAQECDPqEcDgfBwcHw9PRsUn59+vRBZWUl4uLimq10o6amphIXtBLiB2xAampqWLRoUaPbud4HuFxuk7ZB6erqYvz48U0WJtDR0UFMTAwAYM+ePR+0nuvBMAwcHR3fiZp4c+Hg4IDIyEhWg7Cp5f2Q9cXlctG9e/cmbyvs3bs30tPTIZPJkJCQoOT3qa6ujpiYmCaHVuDxeJg7d67SVFNjdfUqaarCBa2E+AEb3N8ZLi4uqKmpQVFR0QeR9dLQ0FBQDGcYBu7u7igpKcGmTZs+SJ14enrCy8urSWm7du2KwMDAN4aLUAVqamrQ1tZ+Y4wcQ0NDPH36FOvWrWvS/B2fz4euri5cXFwQGhqqRFDm5uZIT09vdNpFLBZj0qRJzRa/MDQ0xI8//ojHjx9j/vz5bFlV4YJWQnyHjWzSpEl/iXkiHo+H6dOnw8TEpMWuYWlpifj4eHh7e6skOFofZOllBe/mYMKECXjy5Am74OLi4oKioiIEBQXBxsbmg9S7hoZGkxel9PT0EBkZ+dpFJ1Xq1MPDAxEREUhMTMTdu3eVwka8mn7atGkoKSlRIDGhUAh7e3u4urpi3bp12LFjBzw8PBRI08TEROm58/l8WFv/v/auOyqqa3vvO4WBoQy9tyAqUSwRokR5KnajosTKsyDPHrHFSjQaJbZorC/2EiX2LrEEEEQiRZEaFKQJSJEOg3Tm+/1huD9HQGGAaHzzrbUXi3v3Pfece8/se8re37ZqdKPMwcEB6enpSE9PR+/evZvUJj6fj0uXLiE/Px/79u1DTk4OSzkniy2QG8RW6uwKCgrw8vLCtWvXWsQTp6CggBEjRrQp9bytrS3EYrFUaF5biIaGhsztYBgGY8eORXR0NKZOndospmWBQIDp06cjPz+fjbUeMmQIvLy82oSLkM/nY8eOHXB1dW0wpYAsoqqqisePH+P27dutxmDN4/Hg7++P6OhoHD16FCdPnkRwcHCjm3oqKirw8vJCdXU1GzdORJg/fz7EYjFqa2tRXV2NrKwsxMbGYuDAgS2qH8MwsLW1RUFBQZNH8R06dEBubi5cXV3B5/Nx48YN9lpZbIHcIL7Wqbt27QobGxuZKbaMjIxw9+5dhIWFYc6cOTKl7VRRUUF4eDjmzp3bJkmKGIbB9u3b8fjxY5nq93fLpEmTEBkZCV9fX4wYMaJJhnHWrFmoqqpCdXU1u4DPMEybUWzVjWavXbuGwMDAVpnmikQinDlzptVzH5ubm0ttoBkbGzc6RdXV1cWtW7ewZMkSqVFdnz59sHbtWixduhS9e/eGkZERlJWVW4Warlu3bvD29saQIUOapN+pUydkZ2dj8eLFWLZsGcRiMUueIYstkBvEvx4sj8eDra0tbty40SJDYWBggB9//BHPnj3DnTt3ZPIZmzlzJnJzc+Hk5NSojqWlJXbv3i1FRNoU4XA42LhxY4tyBv/dYmxsjO3btyMxMRFnz559p6uOnp4epk6dihEjRrw153Bri6KiImbMmIF79+7B1dW1xRkEP4Ssfe+DBLY59+TxePDw8EBRUREKCwtx+fJlliRDFlsgN4ivPVw+n48JEya0eCTBMAx0dHRga2srU4ficDiYO3cuIiIiMG/evAaNqkAgwMqVKxEXF4dhw4Y1q/x/InErwzDQ1dWFvb39B79Oa2lpiZCQENy6deuDyaHyMQvDMLCxsYGVlZXUEo0stkBuED+AF9rYS7azs8P9+/dx5MiRBkdFDMNg/PjxiImJabZRlEvbir6+Pq5evYo5c+Y06zoOh9OgwX892oPo1VqzlpaWlGhoaNTbgKmjLmvKvZv7kaxLt/r6MWtr63pLBlwuFz169MCgQYOavEHE4/FaPMKWxRbIDWILO35dh2hoJGhoaNikbGFKSkowNzdvsAwVFRXs3r0bhw8fbrCDMAyDQYMGITw8HH379m30HgzDwMzMrNEpvK6uLiwtLVlRVVUFj8cDj8eDtrY2e9zCwqLej6BuRNzQFI/D4cDU1BQuLi5wcXGBlpZWg/fncrlseOK4ceNgamoq9eNRVVWFvb09HBwcGtyo4fF46Nu3L1xcXGBnZ1evLvr6+jhw4ABGjRoFIkLHjh0xZMgQqXvUPYN27do1aBxUVFTQrl07qfvXkcM2lJLU1NQUN27ceKufKcMwmDRpEi5duoSxY8fCzc2tXrifjo4Orly5grFjx7L95eLFi8jKykJmZibS0tKQnp6OZ8+e4fr169i0aRP69++P48ePIyYmBvHx8ZgyZQr73hiGwYYNG6RcVIyNjXHq1Kl6YZB6eno4dOgQunXrVu99HThwAO7u7mzbdHV1ERMTg2PHjkm119LSEjk5OSgoKHirC1b//v1x8OBB2Nvbw8PDA0FBQazrDsMwcHNzQ79+/dj7Dx8+HDNnzsTMmTMxfPhwqf4rD92TAbIaRC0tLaxcuRI7duzAvXv3MHv2bFy/fp19WXU/4MDAQOzevbve9XZ2dvDw8IC9vT04HA7Wrl2LgoICODo6NmhQOnTogPj4ePzyyy+NGkV7e3v4+/s3GCJHROjevTvS0tJw9OjReoZ3woQJSElJgVgsRn5+PgoLCxEbG4vQ0FCEhoYiOTkZYrEYYrEYxcXFWLBggdT1Q4YMQXJyshTTN9GrBfyTJ08iIyODfeaHDh2qZ6wsLS1x6tQpFBQU4MWLF+x9N2zYAHt7e6xZswYxMTGoqKhARUUFjhw5IjUV5fP5+O6771BSUoKHDx/iyZMnmDlzptR9Nm/eDAC4cOECFBUVERgYiAcPHrCbNCNGjMCzZ88gFotRUlICDw+PeoZ/xowZKCgokDJW48ePR1VVFby8vOoZvd69eyMuLo4l7W3ovUyePBlFRUWs4aqurgYAnD59mtXZtWsXAMDNzY017pmZmYiOjsa8efPQs2dP9O7dG8HBwXj8+DFWr16N9evXo6ioCC9fvsT169eRkJCACRMmsH3K398flZWV7Ah2/PjxkEgk9aJI5s6dC4lEghs3bkh9JGxtbVFSUoKrV6+yz3nRokUoKyurt/ZtamoKX19feHt7N5orvG/fvsjMzERiYiJSUlJQW1uLFy9esO9ZJBLhyZMnuHLlCoheZf+r2+kuKSlh+2edeHp6ymQL5AaRmkcQq8IwOLl/P17m5OB5fDyex8dDnJ2Nivx8DPriC1ZvxqRJqCwoaJCA9cju3UBpKb5fvhwr3dxQnJmJ88ePs6SodWKgpoZ927bheXw8aktKUFtSgn3btrEkr6+LnooK7nt7Y/v69VDn8+sRn+7fvh3FmZmYNnasFLGngZoa4sPDkRgVBTdXVwy1t8f4L79EQmQkspOSsGbJEsx0dobHqlWoLChAXmoqpo8fL1X+ro0bgdJS7PDwYMuuIwSViMXw8/LCvGnTMNPZGRNHjmQJcIVE0FJUxN0bN1CRn4/zx4/DrksXaAoE6GtjA3F2NmqKi1FbUoKbFy5gprMz3BcuRElWFksoqkyEtUuXoiw3F7s3bYK2khL62tggJyVFioz3u2++gUQsxvoVK/BZhw4QZ2dj6dy5bB3ue3tDnJ2N75cvh5urK6KDg2GuoyPVTs8DByARi6VIb9csWQKUluL6mTNSz3WovT2ex8cj99kzBPv64r63d733a6yhgcSoKFw9dQrGGhr41NQUl06eRE1xMds+NS4X3leuoKqwEMP79oWQCAPt7FCelyfVPgs9PcSEhLDXGamrIyEyEhu//RZqXC6mODkhITISn+jqQvmvttQUF2PetGkQEsFl3Di8SE5GN0tLqToO6dMHRRkZuHb6tBQBa907ryPmVefzcffGDZw+fLhe/xPSKwLhNwlcXyePvXvjBkL9/PCpqSnsP/sMWYmJeB4fDxNNTfYdhQcGYst330FIhHb6+shOSsKezZvR2dwcg774Ag/8/VFdVIT927fjU1NTmWyBnCBWThArhxwfJ+QEsXLIIYccbYuP3iA2hyB28ujRJCkpoaVz5tC6pUupqqCAqLSUYoKDSUdJiT41MaEgb2+i0lJ6FBBA6jxePZLW3Rs3UllODh3ZtYteJCXRhhUr6LP27am7pSWZaGiQGodDf9y+TVRaSuKsLBJnZdHujRtJW1GRlInIbfp0unD8OPXo0IH8rl+n6sJCmjN5Mom4XFIhov3bttGpgwdJxOWyBJwhvr7ke/VqPcJSLYGA7v72G10+eZImfPkl/euzz8hj5UrKSU6mxMhIMtfWZgldqwsLacqYMWw96khG/b28KDclhXp06MAeN9PSomd//km7N24kEZdL5tratHzePJozeXI9ctM3pbulJRWmp9PimTNJmYg0+HyaOWkS/RkSQgkREXRg+3bSUVIiZXpFoLvTw4PiHz2idUuX0vrlyyk1NpYy4uOl6vP1tGlEpaUUGxpKZTk5FHDjBmkJBKRMRKoMQ6vc3OjOtWu0bd06epGURM/j4sjK2Ji9x/Rx46gwPZ1ykpMpJzmZkqOjqSAtjb5duJBm//vfFBsaSjfPn6fk6Ggqzc6m6sJCqi4spMTISPp24UKyMjam7d9/T6F37lDPTp3IytiYVOgVmeyJn3+m2NBQSoiIoCBvb/K5coWi7t+ngrQ08rt+nRwHDKAZEyfS87g4Ks3OJnFWFv13yxa2b6kQ0dHdu4lKSykiMJD0VVRImYjsrK3ph1Wr6NiePbTR3Z30lJWlyHsr8/PJ9+pVig0NpaqCAvZ514kqw9C9mzeJSkvpRVISfWpiwp7bu3kzJUdHk5mWFvXp1o0y4uPpob8/e+/mitPgwZQQEUGV+flUmJ5Ol06coHs3b1JxRgZVFRRQRnw87diwgW5duEAJEREUFxZGruPHs33JQleXMuLjqTQ7myWvbTPItkL34UOWTRVNTU0EBgYiPT0d5eXlCAoKgoeHB9LS0nDkyBHEx8ejvLwcZWVlyMzMhJubm9RitFAoxJMnT+Dl5QUFBQUMGzYMQUFByMnJQUlJCZuKslevXvD09MSJEyfQs2dPqY0QNTU1+Pj4ID8/H0+fPsW8efOkdj6tra0RGRmJ2bNns5suhw8fRmFhIe7fv4+ePXtKtcnKygo3b95EdnY2xGIxJBIJEhMT2V1N+msRu7i4GDExMVi+fDm7kC4QCBAVFQUA+O6776TKHT58OOLi4uDt7Y3k5GTU1tbi+vXr73TvGD58OGpqaqQy7RERmxXwzc0OgUCAIUOG4MqVK7h37x4CAgKwcOFCqU2OGTNmIDU1FXv37sXdu3cxaNAgqTKUlZWxfv16dse2Lh62rvxt27bh8uXLsLCwwNChQ+Hu7o6RI0eCYRg2zPDChQs4evQoHB0dYWtrC1tbWzYVKNGrjYEbN26grKwMqampUjHVdW2rc2URCoXo0KEDu4nG4XBgYWEBW1tbdOrUqd4z6NatG65evdrgbndDYmhoiIMHDyItLQ1hYWFYuXJlvffCMAz27duH8vJyLFq0SGqT6uDBgygvL0dERASKi4uRnJz81rjopoi6ujpsbGxgaWkJDocDBQUFWFlZwdbWlo2NVlBQgFAohFAolHq/AoEAERERKCsrQ48ePdBcsyXfVEF9g6ivr9+k6AAzMzMcPnwYa9euZXd1bW1tsWPHDgQGBmL48OHo168fIiMjcfz4cSnXG4FAgIsXL2L06NHssbpgeScnJ6ld4rof2+v/9+jRA7dv30ZZWRnu37/fKJ3U0KFDpfIzGxsbY8uWLVi9enWD4W88Hg8mJiZwdHTEhAkT6vEjcrlczJ8/HzExMXBxcWHrxeFw4OHhgfj4+AY58Hr37o2rV68iNTUVHh4eTSKU2LFjBwDg0qVLzYrW4HA44HK5DV4zY8YM3L9/Hzwe761l6urqQl9fv95xLpf7zrBBDofzTj87KysrHDt2DFOmTGl15/jmRrbUObsrKio2Wm9DQ0MMGTJE6oOsq6uLuLg4+Pj44MyZM1i5cmWziIPbQrhcLjZt2oS9e/ey0Umy2AK5QXztoQ4ZMgRubm4ys4swDCNl/JSVlRv0mRMIBDLdY8SIEcjNzUV6ejrWrVv3VodbBQUF1ietNXn1lJWV65X3LidaPp8PkUjUpB+sQCBAeHg4ysvLMX78+Far9+zZs5GUlNQi4g25vJJ+/fohKyurTdmSWkNksQVNMYjNXkO8d+8ejRo1igwNDYlhGLp69arUeQD0/fffk6GhISkpKVH//v0pNjZWSqeyspIWLFhA2trapKysTI6OjvT8+XMpncLCQpo6dSqJRCISiUQ0depUKioqam51WWhoaNCiRYtIR0dHpusBUGVlJfv/y5cvqaqqqp5eZWUlQYaNe0tLS/rtt9+oT58+tGHDBiouLm5Ut6qqir799lsaO3YsdenSpdn3agwvX76sV/eamhoSi8WNXlNdXU3FxcUkkUjeWX5NTQ15eXnR3r176dq1ay2ubx3Mzc3JxMSE+vXr12pl/q/C3t6elJSUSFVV9X1X5f2guSOvmzdvYvXq1Sx1/JUrV6TOb9myBaqqqrh06RJiYmIwceJEGBgYoKSkhNWZO3cujIyM4OPjg/DwcDg4OKBbt26oqalhdYYNGwZra2sEBQUhKCgI1tbWGDlyZJPr+eYI0dnZGceOHcPixYvf+9etIVFSUmpWbDSHw8GqVavqOVL/L4qGhgYWLVrU6gma/inC5XJhZmbWYsIIDoeD33//HRKJBCNGjGiV9+Ls7Ix58+bBxcUFnTp1gpWVFXR1dcEwTIvIJZqDv23KTCRtECUSCfT19bFlyxb2WEVFBUQiEQ4cOAAAKCoqAp/Px9mzZ1mdjIwMcDgc3L59GwDw+PFjEBFCQkJYneDgYBAR4uLimlS3Nw0ih8MBn8+Hq6vre6dvby2pW1d73/X4XxE1NTXY2dk1KWTz7xRNTU1ERkbCw8OjRYm9GIbB3Llz4enpKRUtxOFw4Ozs3Kz0DHp6enjw4AFqa2uRnZ2N4OBgFBcX4+XLl4iJicHRo0fh6enZaLjnu6Q5aNMp89uQkpJC2dnZNGTIEPaYQCCgfv36UVBQEBERPXr0iKqrq6V0DA0NydramtUJDg4mkUhEvXr1YnXs7OxIJBKxOm+isrKSSkpKpOR1SCQSqq6upoCAANLV1SUej9cqbeZwOGRnZ0cqKiqtUt7b7jNw4EDq2rUre0wikVBtbW2b3repmDJlCjk5Ob3varBYtGgR7d69m0xMTFqtTKFQSNu2baP169eTgoJCi8tTV1engQMHkpWVFTEMI3M5RUVFtHz5cvr6669p5syZMpcDgA4cOEDTpk2j3Nxc9jjDMPTZZ5+Rp6cnmZqaNqksc3NzAkCLFi2iIUOGkIODAx0+fJj4fD6lpaWRoqIiAWDfj6KiIs2ZM4f2799PxsbGMrehxWiWqX0DRNIjxPv374OIpOJbAWDWrFkYMmQIAODUqVMNZs0aPHgwZs+eDQDYuHEj2rdvX0+nffv22LRpU4N1WbduXZO+LCKRCMHBwXB2dm6Vr3Ndftng4GD069evzXjuOnbsiNzc3A82u9v06dPx+PFjjBkz5oPg+hs6dCju37+PyMhIdOrUqVWeGYfDwbZt2yAWi5udG+RNEQqF8Pb2RlVVFV68eAEnJ6cW1XHmzJmoqqrCvXv3msVA3lRRVFTEzp07ERAQAGtr63fqc7ncesw+rq6uSE1NbTAm38nJCRUVFaisrMQvv/zyThq45uC9jRDr8ObXDsA7v4Bv6jSk/7Zy3N3dqbi4mJX09HSp89bW1rRhwwZyc3Oj6Oho8vPza2pz3orq6mpydXUlX19fOn/+PG3ZsqVNvnDGxsaUmJhI27Ztk2nTpq3h6elJHh4etHnzZpo6dWqLRjytgd9//52GDh1K/v7+5OXlRUuXLm3xKF4oFNLgwYPp2LFjlJqa2qKyRCIRFRUV0datW8nT05O2bt1KvXv3lrm8Pn360OXLl8nV1ZUqKipaVLeGUFFRQd9++y3du3ePzpw5Q5aWlm/Vr62tpfLycqljHTt2pIKCAqnNyTqkpKTQlClTaOLEiTRs2DDq379/a1a/6WiWqX0DRNIjxKSkJBARwsPDpfQcHR0xbdo0AMCdO3dARCgoKJDS6dq1K9auXQsAOHr0KEQiUb37iUQiHDt2rEl1e3MNUVNTE0ZGRm2Wz4TL5WLkyJE4c+YMDh482CqU66+LlpYWTE1N26TurSl9+vTBiRMnmsV3Z25ujs2bN7eJq4dAIEDv3r1x48YNjBs3rkVlMQwDc3PzNiHgHTx4MGbNmiXzmrCamlqr97nGnkHXrl2bPQpVVFTExYsX4enp+c7y7ezs3tl/moP3vqmydetW9lhlZWWDmyrnzp1jdTIzMxvcVAkNDWV1QkJCQCT7psrfJRwO54NbdP+7pbk/TD09PQQGBiIiIgJWVlZtUic+n/9BTOX/V6VDhw4oKipqtaWq5qBNDaJYLEZERAQiIiJA9CryICIiAqmpqQBeud2IRCJcvnwZMTExcHZ2btDtxtjYGL6+vggPD8eAAQMadLvp2rUrgoODERwcjC5durTI7UYubSN17hNvG9k0ZW1MW1sbv/zyC37//fcWsym3dvv+SfeV5bo6bwUul/vO6991nsvlokOHDpg2bRo8PDxgZ2cHhmHQrl07PHjwgM2MqKysjF69eqFz586NukvVfcAYhqmX8bA5aFP6r7t375KDg0O94y4uLvTLL78QAFq/fj0dPHiQCgsLqVevXvTzzz+TtbU1q1tRUUHLly+n06dPU3l5OQ0cOJD27dsntSNYUFBACxcupOvXrxMRkaOjI/33v/8ldXX1JtWzjvKnuajb/WponaMxcDgc4vF49Ry1GYYhRUVFqqioaHDdj8fj1dutrKmpkSpHSUmJamtrqaqqing8Hqmrq5OxsTE9fvxYSk9bW5vMzc2J6NWuY2ZmJntORUWF3R3U09MjS0tLunDhAqvDMAyZmZlReno61dbWEofDoQkTJlC7du0abXNGRgbFxcXR7NmzqX379kREFBkZST4+PvTbb7+xjtra2tr0ww8/0Jo1ayg/P59mzZpFQqGQ9uzZU8+ZW0NDg3bt2kXZ2dn07bffNriDLhQK6fPPP6eioiLKyMigcePG0ZUrV+jFixesjoKCAnXq1IlSU1OpsLCQPa6vr0/q6uoUFxdHXC6XRo0aRcHBwVLXdujQgUaNGkV37twhU1NT6t27N61Zs4ZqamqIiMjAwIA+//xzqTba2dlRTU0NiUQi4nA4ZGNjQwzDUHh4OOXn55OmpiaVlJSwZWRkZFBWVpbU+xk1ahR5e3tTfn4+MQxDc+bMoRcvXtDVq1cbXTNmGIaGDRtG1tbWdOPGDRIKhTRz5kxas2YN5eXlEdGr3V5XV1dSVFSkkpISkkgk9ODBA6qsrKQ+ffqQUCgke3t7th8mJyfT06dPG7wfh8OhDh06kI+PD505c4aqq6ulzvfs2ZOmTp1KkyZNotTUVMrMzCQrKytasWIFeXl5kZKSEunr69P48eNp/PjxpK+vT0lJSZSbm0uenp507do19pna2tqSu7s7LV++nCQSCV26dIkmTJhASUlJRETNWkdvDv3X/0zoXlOEw+Hg1KlTuH379lv9uSwtLeHh4YFhw4ZBUVER8+bNw61bt+r5aQ0dOhQxMTFwdXWtN10zMzPDlStXEB8fLyV+fn44ePAgDh48iCNHjiAyMhJXrlyBkZER9uzZg9TUVJSVlcHDw4NdDxUIBLhx4wYqKyvx4sUL5ObmSpWZmpqKnJwcZGdno6amBhKJRCozn6OjI9LT02Fvbw+iV+s9Pj4+qKmpQV5eHrKzs5GdnY3y8nJUVlbCx8cHMTEx8PX1ZQkjkpKScPv2bTx+/FhqF3LSpEmoqanBpEmTYGpqiuzsbAQEBDS6BqWjo4O7d++yDNCvi1AoxMGDB1FZWYnCwkI8e/YMtbW1GDNmjJTekiVLUFZWhvDwcJYeX11dHUFBQUhMTISOjg6cnJzw8uVLqbjz3r17IyUlBYWFhUhNTUVFRQUyMjJgaGjIjlS2bNmCwsJCWFpagujV7n9GRgYqKyuRnZ2N9PR05OfnAwDS0tLw5MkTeHt7QywWo6qqClVVVYiIiJAiS3B2dkZ1dTW2b98Oov9nzY6KinrraNne3h6FhYXIzc1FZmYm8vLyIJFIsHLlSlbH3d0dAJCXl4cHDx4gOzsbRUVFqK6uZne4ExISUFlZiUePHuHatWvsspRYLEZsbCyOHz/Ojq7y8/Px4sWLeuuxlpaWSElJQWpqKlxdXaGlpQUul4tu3brh0aNHGD58OMzMzFjCiM2bN6NDhw5QVFSEg4MDYmNjMX36dLa8yZMnAwDmzJkDe3t7iMViDB48uM1HiB+9QWwOY7YyvWK8zn32DB2MjBrU+bxTJ8SHh0OcnY2EyEiE+vkhLzUVKC2Fx6pVUuzbV0+dwovkZKQ9eYI5U6awrMvKRPjv1q2oLChAWEAA9m/fjoM7diAzIQHpcXHYv307Th8+jKrCQkQFBeGXn3/Gw7t3UVNcDP/ffsP+7dsRHx6Ofra2EBLBxsoK+Wlp2Pb99/jU1BTD+/bFhpUrkZ2UhGljx2L0oEHoYmEBx4EDUV1UBK+zZ2GsocHW9djevUBpKVbMn88eM1JXx4j+/dHByAgmmpow1dLCuWPHcPboUYh4POipqOATXV2kPXmCPZs34xNdXahyOOhna4spTk4sg/KoAQNQkZ+PqV99hZnOzniZk4Nh//rXW9/D6EGDEPfoEdobGko9zy3ffQdxdjY2rFyJiSNHIjkmBmW5uej/+edS7NIpf/6JB/7+uOzpCT8vL2goKGBAr16oLChAdHAwjNTV4XX2LF4kJ6OLhQWEROhgZISk6Gh4nT0L208/hcu4cagtKcFv586xbdFTUUFiVBQSo6JgpK4OIRF6WVtDnJ2NXRs3or2hIUw0NdGne3fkpKRg/JdfwkBNDfqqqvgzNBQvkpOxZskS+Fy9iutnzrDs4otmzoRELMbRPXukGKR9rl6VYup+k939yO7diA8Px6emphg1YACyEhNRW1Iixbb947p1yElJge2nn0JLUREmmppYOGMGaoqL8YO7O8y0tfF5p07IT0tj2cI/NTVFfHg4/rt1K/RUVGBpYICsxETc9/bGp6amsOvSBQ/v3sVAOzv2Pm6urijOzMSAXr3q1XXCiBGIDw9HfHg4MhMSMNLBoR7D9kA7O0QHB+OzDh0gJMKAXr1QnpeHBf/5D3b+8AMKnz+X6g+y2AI5Y7acMVsOOT5OyBmz5ZBDDjnaFh+9QWwOY3ad7PTwoLiwMJY9upOpKYXeuUOl2dkkKSmhM4cPkzIRdTQyosBbt4hKSyn9yRMy1dQkNQ6HdIVCGvzFF1SYnk7rli6lksxMevLwIVnq67P3WDpnDqXGxtKMiROpv60t/bBqFZVkZtKZw4dJxOVSJ1NTeuDnR0lRUVRTVEQxwcEU/+gRFWdkUHVhIZVkZpLT4MGkTESGamrkdeYMJUdH08l9++in9espNyWF7v72mxST8vrlyyk/NZXWLF5MX3Tpwh7/9cABotJS2vrdd40+Ez1lZUqOjqaSzEypa+2srenM4cP0Z0gI/RkSQrs3biQ1Doc9P9/FhaoKCujqr79SZX4+zXdxqVe2iYYG7diwgcRZWfTb2bMsG/bW776j/du2kRqHQxp8Ph3dvZsK09NZ1uogb29Kf/KEls2dS7OcnSnq/n2qyMujsLt36fjevVSYnk7njh4lEZdLBqqqlBgZSZdOnKC7v/1G0UFBLKt2HXP3uqVLKTclheLCwsj36lX69cAByk9NJXFWFpXn5lJiZCQtcHWl3Rs3Um5KCpXl5FB2YiIN/uILKSbqc0ePEpWW0uWTJ0mNwyFzbW1KiIigirw8Ks3OpvLcXFqzeDGpMgz7DDPi46mTqSl1tbCgWxcuUGV+Pk348ksp9vI3GasdPv+cshISqDQ7mwrS0ijyjz+o6PlzeujvTyG+vpQQEUF5z56x/aRONq9eTTHBwbTp22/pob8/lWZn0/O4OIoJDqbNq1fT75cuUU1RES2dM4e9Ztu6dVSanU2l2dkEsZiCvL3JUE2NPa+poEAr58+nu7/9xt6/jgW8NDubIgID6aG/P926cIEy4uPpRVISFT1/zrLGl2ZnU1JUFM2ZPJmUiWjLmjVEpaVUlpNDZw4fJgNVVak2tBlkW6H78NESt5sxY8YgNjYWSkpKUFZWxvnz53HhwgV07twZHh4eCAsLw7Fjx5CQkIDc3Fz4+/ujpKQEfn5+uHLlChISEtiFdbFYjCdPntTLWcvj8bBkyRI8e/aM3SQ4ePAg1NXVpTYYlixZwgbta2howN3dHWfPnsWwYcOkXCBUVFTg4OCAU6dOITU1FXFxcfUYltu1a4eYmBhkZWVJsUrv3LkTWVlZ7KZKQ6KsrIzg4GBs3769nouNgoIClJWVoaysLLV5xDAMzpw5A7FYjMrKSty8eVPKxUJJSQmurq4IDg5GXl4e1qxZI7XZYmFhgbi4OJYlmc/nY+TIkZg5cyZGjx4NFRUV9OzZEz4+PsjIyEBYWBh69+4NR0dH3LlzB0FBQayzt42NDUpKSpCVlYWsrCxMmjSpngtJXX5rNTU1cLlc8Pl89OvXDzt37sSWLVtYhmyGYWBtbY1OnTrB2NhYqhwul4tr164hJydHihW8c+fOmDFjBlv31301lZWV4ePjg+TkZOTl5aGsrAw//fSTlD9rXW7l10kX6o5bWlrCzMwMAoEAM2bMgLe3NzIzM5GUlISRI0fWe5e6urqYNWsWzp8/j8uXL2Py5MkwNDTEypUrkZycjPLycuzfv1/qXamoqMDJyQnbtm3D2rVr2U2lN0VBQQH29vZsTuWZM2fC3t6eZQvncrlsnZ2cnFgdV1dXGBkZgWEYqKqq4vHjxzh06BAcHR0bdISXxRbIN1VkNIgdOnRAcHAwlJSU4OzsjODgYNYPimEYzJ8/HwEBAVi9ejWsra3B5/MxevRoXL16FX5+fti1axcuXbqEyspKnDp1qlHm67oOPWTIEFhbW7eK4zDDMFBXV2eTgL8pDg4O9div1dXVm+QQra6u3qwoDU1NTTx79gxubm7o3bu3VJ1sbW3h7++P9PR0nD17Fr169WrQQC1btgyXL19+a2yrQCCApqamlGeAQCCQut+ECROQlJQEExMTmJubt6l/obm5OQwMDJrloG5gYAB3d3fcuHEDY8aMqXetSCRCQEAAjhw58s6yuFwuNDU1pT6uTRV9fX307NmzTaJxmio9evRAcnIyjI2NG9WRxRbIDaKML0RPTw8PHz7EuHHj8OTJk3rJuRmGaTAEsG5UQfT/Cd4bSy7/vyB9+vRBWVkZBg8eLGXseTwe7t27h8TERNja2r7Vqdvc3BwZGRlYvny5zEaMx+PBy8sLeXl5b/04fQjSmBEdOXIkXr58iY0bN773Ora19OvXDzU1NVLuQ2+KLLZAbhBlfCHW1tYsd9vGjRtl+iFu2LABN27c+FviSz9UMTY2xv379xEbG8v68hG9+qDMmDGDnQq/TTQ1NbFkyRIEBAS0KCRy+PDhSE9PR/fu3d/7c5FFTExMMHz4cKioqEBfX79e5EZDoqam9k7WmA9RDAwMcOvWLUycOLFRHVlsgdwgyvhCnJycIJFIsG/fPjapTXPlxx9/xIULF2BjY9MiOiaGYaCsrPxepzAtETU1tRYvBzAMAwsLixZNc+vCx/7pH6g+ffogJSUFcXFxUtkDG5L9+/fj4cOHmDdv3j/OML6LhEUWWyA3iDK8CGVlZXh7eyM8PFwqzWRzZdKkSSgpKUFOTo5MyY94PB5sbW2xePFiNtph3rx59da/hEIhDAwMZDbccvlnyerVqwEACQkJePbsGQYOHNiobo8ePbB9+3akpaXh+vXrTeIx/KeILLZAbhCb+ZA5HA42bdqEqqoqTJkypUUvTCAQwNnZGS4uLs2idNLT08PKlSsREBCAkpIS5OXl4caNG9ixYweePHmCrKwseHp6srvPjx49Qk5ODjw8PN57J+Xz+R8kee3HJBYWFsjOzoa9vT3Gjh0Lf3//t35w60bXP/74I+Lj4zF79uwWp50QCAQNpnP9O0UWWyA3iM18yJ07d0Z+fj7i4uLqvXAFBQX06tWrzaeudW4qAQEBmD17NiwsLNhpnpubG4BXFGr5+fnIz89HfHw8pk+f3uTcFMrKym9NcdoS2bx5M1asWNHm07N/0vKBSCRq1eRXXC4Xv/zyC6ZPnw4Oh4M9e/bgxIkT75xicjgc9O7dG/v3728yrybDMPXeJY/Hw9atW9/7+rgstkBuEJv5kAcNGoTy8nLMnDmz3jldXV2kpaWxQept9aPv06cPbGxsGizf1tYWeXl56N27NwwMDGBgYNAs1woXFxdERkbi6dOnWLBggcwJfhqTfv36QSwWY9SoUa3+XIyMjPDjjz/i8uXLuHjx4ge/OaKiooIVK1YgMTER4eHhGDNmTKsZcnNzc1y8eBF6enowMjJCWFgYevbs2aRrmzOC79WrF/z9/aXcX+zs7JCVlfXO9cu2FllsgdwgNvMh101zG2K64fP58PPzQ2RkJPLz87F+/fq/fXpobm6OrKysRp1i3yYcDgcXLlzAkydPcP/+fURFReH27dssP11ryNixYyEWi9G/f/9Wb/v8+fNRXV2NvLw8xMbG4saNG23Gft4asmrVKpSVlSE+Ph5eXl549uyZFENRS8XV1RVXrlyBoqIiFi1ahBs3brxzF/5dvJVvioeHB5KTkzFw4ED2ujFjxmDlypXvPdujLLZAbhBb+SX0798fISEhOHHihExGqaUyffp0mTdpiF7lyRWJROByuVBXV8eYMWNadTPGwcEBK1asaJMpraGhIUaNGgVTU1OYmpri0KFDUhRaH5rY29tj0KBBUFdXB5fLRdeuXeHv7w8bG5tWKV8kEuH69esQiUQQiUTw8fHBkiVLGv1ICwQCbNmyBStXrmzSh5xhGOzYsQPl5eV4+vSplDP/h7BOLIstkBvENngR78t9QSAQIDAwEBcvXvzHu478r4pQKGzVd/e6G9Hw4cORkpJSLwqJ6FXf2b59O8rKynDs2LEm16GO1VpbW/uDS4shiy2QG8QP4MW1lmhoaCA9PR0bNmx473WRy4cnXC4XHh4eCA8Ph4ODAzul1dXVxe7du5GRkYFZs2Z9UIbNwsJCah27b9++TV7CkcUWyA1iK3QyBwcH6Onp1TtnZmaGkSNHSq2lNLauwuFw2K8yl8tt0ElZKBTC0NCw0TLMzMyQl5dXzyDyeLxmOT03pMswDHR1dZs9FeJwONDR0al3naqqaj0SgjfvXxfo/+Z5Ho9X71xdzo83dbt27YoxY8aw50xNTeHg4NDoOp2BgUGTR/iv16Ox51Kn09iIi2GYRp9D3fm667W1taXqraamBjMzM5iZmb1zva5uzZvP58Pd3R35+flwd3dH//79ce/ePZSXl2P8+PH1ljKakh9FVVX1rXrGxsY4evQoZsyY0WDf0tHRwdChQ+uty+vp6SEmJgYnTpxgneZTUlKkWLPfJrLYArlBbMaPu07U1dUxa9YszJo1C66urhCLxYiKiqq3i7d161aUlZWhd+/eIHplsK5fv16Pzn7gwIG4dOkSgoODMWvWLJw6dQo///yz1Nqdubk5/Pz8kJmZCV9fX3Tu3LlevTp16oTi4mIpg2hgYABvb29s27atXmfU1tZG79690bFjR3A4HBgZGWHp0qU4c+YMXF1dpX5kc+bMQUpKCpsRbdCgQVizZk29H7OVlRX69OkDOzs7qKmpYcaMGUhJSZHy2axLNxkUFMS693Tt2hUbNmzA3LlzcfToUfz0008ICgrC9evXMWPGDPTp0wdubm7YtGkT7t69i9DQUNy8eRP29vawtLTEqVOn4Ovri9GjR7M/ToFAgNu3b0MsFqNHjx5QUVFBWFgYioqKGiSq6Nq1K1JSUrB37963Gpg6FqKgoCCEhobC19cXBw8ehJOTE0aOHIkNGzbAw8MDW7ZsQWBgIEJDQ3Hv3j1s2bIF8+bNY40OwzCYNm0a4uPjpaaxqqqqWLFiBTw8PLB3716EhIQgNDQUKSkpCAwMxKxZs7BhwwbExMQgPz8fBQUF2Lt3b6OuO9ra2rh9+zb69evHPv8JEybgyZMnqKysBPAqG2ZsbCwCAwOxdetWeHh4sPfv3bt3PYNnZmaGtWvXwsfHB7GxsZg3b16Dz0xRUZHNuunr61vvQzRixAg8ffoUYrEYFy9elAo3dHFxgUQiwaZNm8DlcnHs2DFkZWWhU6dOcoPYFpDFIKqoqODy5csQi8VIS0tDUVERAKCiokKKGovL5eLevXuIi4uDtrY2iAjLly8HAOzbt4/VU1BQwN27d5GYmIhz584hKioKNTU1yMjIkMpBvGLFClRUVGD58uXYvn07rl27Vs+dZuDAgaitrYW7uzt7zN7eHtXV1UhJSZEyXiYmJoiMjGR3ZWfPno1bt26hoqKCzfkxbNgw9od78uRJAMD27duhpqaGhw8fIjs7GxYWFmyZIpEIsbGxSE5Oxrlz53DhwgUkJiYCAHbu3Mnq9ejRA+Xl5ezmD4fDwcWLF1FTU4P09HTcu3cP586dg6+vLyQSCYqLi/Hs2TOkp6ejsrISNTU1uH37NjZt2oTo6Gg8e/YML1++RHp6OlJSUlh3G2tra4jFYhQWFsLc3Bz29vaoqKiAp6dng9PCefPmoaamBllZWVJx1Q31gbt37yI9PR3+/v44d+4cvL29kZaWhvLyctTU1ODhw4c4d+4cfvrpJ1RUVKCsrAwZGRkoKSlhc42IRCI8fvwYAHDw4EG2/H79+iElJQU+Pj44d+4cVq9ejSdPnkAsFuPy5cvYt28f9u3bBwAIDg7G7NmzERgYWM/xnmEYDBkyBP7+/pBIJAgMDGSNJsMwOHLkCGpra3H27Fm4uLiwNGt1v4309HTExcXBw8NDauTo4OCAxMREpKWl4cKFC4iIiEBhYSHGjx8vdX8ul4stW7agrKwML1++rEczNmLECOTk5CAsLAwjRoxASEgINm3aBKJXo8OnT5+ivLwcQ4cOhbm5OfLy8poVXCCLLZAbRGpeTpX/TJyIlzk5mPXvf8NQJMKoAQNQkpWFmJAQ6KmosHpqXC6CfX2xZ/Nm9tilkydRVViI0YMGscfGDhuG8rw8zJg0CUIi7Nq4ESgtxfb169lcGaocDm5euIA/Q0Ohp6ICQ5EI8eHhWL14sVTdRvTvj6rCQgy1t2ePmWppISsxEQ/v3oU6n8+Wd3L/fhRnZsJj1So4DhyIxw8foqa4GNvXr4eRujq2ff89Iu/fh56KClQYBtu+/x4SsRjzp0/HkD59UJGfj7VLl0rl85j61Vd4mZODUQMGQJle5ZZJj4sDSkuxafVqVq//55+juqgIJ/fvhwrDwFhDA4lRUfDz8oKJpiY0FBQgJMKMSZNQnpeHKU5OMBSJ0E5fH3+GhiIsIAB6Kiow1dJCdlISqgoLMWPSJBiKRFgxfz7++P13aAoEGD1oEKoKCxFy5w40FBTwg7s7aktK4DhwYIPvVlMgwLJ58zB9/HioMMxb+4GOUAhDkYh9pmpcLsy0tRF5/z4e+PvDUCSCkAiTRo1CTkoKpjg5wVhDA8u//ho+V6+y1y34z39QU1yMw7t2sWWrcjgwUFODiMeDkAif6OrieXw8fK9dY+u1dulSZCUmwsbKCqocDs4dO4bzx49L1XFInz4oycrCk7AwHP/vf5GdlISOxsYQEqGbpSXyUlNx+9Iltq5CIvS1scHLnBxsXrMGhiKRVJ8WEkFDQQH3vb0R9+gRrD/5BEIi6Cor4763N7zOnpXSnfrVVyjKyMCL5GS4ubpKPVN1Ph8P795FWEAALPT0ICTCzh9+wL1bt6DCMOjTvTuqCgvZ/Dzzp0/Hy5wc9LWxafJvVRZbIM+pIs+pIoccHyfkOVXkkEMOOdoWvPddgbaGPhExTdRtZ2FBXl5eVF5eTgYGBvTixQvy8/MjExMTUldXJy0tLTI0NCShUEilpaXk5eVFxsbGxDAMhYSEkJGRETk4OJCqqipJJBJKSEhgk3mXlJTQwYMHacCAATR06FDS0tKip0+fkqqqKrVv357Onz9PFhYWpKqqSnfu3KGNGzdSRWUlWzePDRtIUVGRlq9YwR5btnQprV+/nsRiMfXp04eSkpOJiMiuVy/as2cPmZmZUW1tLV29epVUVVWpU6dOZGhoSCkpKeTq6krxT5+SukhEly5dos8//5wyMzOppqaGRo0aRSnPnkk9m0kTJ5K7uzupqKgQwzDEMAydOXOGTExM6F//+hcpKytTaWkp+fr6Ep/PJxsbG1JWViZtbW3av3//q8TzfyUhdxw1in799VeKjo6mr776inJyc4mI6FMrKxoxYgQRERUWFtIff/xBs2bNovHjx5NEIiFPT0/as2cP5eXn03QXF9q7dy8lJyeTiYkJ/fHHHzRlyhQqEYtl6CVvh6mJCd27d490dHRo5cqV9N+ffyYiok/MzWn58uX06aefUqdOnai2tpa+/vprunrtGhERqSgr065du8jGxoaOHDlCERERxOVy6csvv6QRI0ZQSUkJaWtrk4mJCd26dYvGjR9PREQ62to0evRoUldXp4yMDLp16xYVFRdL1alzp060fPly6tKlC5WWltLq1avpj/v32fOaGho0ZswYGjVqFPXo0YNNRP/DDz/Qz/v2NdrW9paWtHHjRrK3t6eysjLS19en8PBwGj9+PL3IyaGOHTrQ1atX6dChQ3Tt2jVav349qaurU+fOnSkqKopCQkKoW7duZG5uTp988gkREWVkZNCRI0fo8OHDpKamRnfv3iVTU1OKi4sjc3Nz2rVrF2398cdmvZOXzdJuBmRbofvwIesus6WlJSZPngwHBweoq6uDYRjW7UMkEsHS0hJBQUFYvnw5OBwOK0TE7uaamZnBxMQECgoKbLhUnU4dxb+xsTGUlJRw69YthIaGQigUgsPhsH/frJe5uTnMzMykjpmamiI4OBhLliyp51KhpaWFsWPHwt7enq2jhoYGzMzMpHb7Ro8ejfz8fCxfvhxTpkxhd80bEm1tbdYVxMjIiHUnsrOzw5QpU9CtWzf2XgYGBnBycsLYsWPrRcPo6Ojg2rVr2Lx58zvfR90zNTQ0lHqGp06dQlZWFn7//XdcvnxZ5uidpkjXrl2RlpaGsrKyet4GdezpvXr1QseOHevtxqqpqWHZsmW4f/8+ysvLUVVVhfz8fFy6dAnm5ubYsGEDqqurcenSpWbXi2EYiESit/oW8ng8tk82NQZfJBLB1dUVnp6e2LRpE7thx+PxcP78eURERLAeBAoKCjA1NYWxsTHrflTXj+vu+Xoqh27dukEsFiMwMBCnTp3CnDlzmkR2+6bIYgvkmypt8OOwsbHBy5cvsXfv3hbnQFFQUEBERATmzZsncxkikajB2Oumytq1axEZGSm16/13iEAgkDnET0VFBXFxcXB2dn6rH2BryrBhw7Bs2TKZI5WEQiHs7OzQr18/qQgToVAIe3v7eh+7D1Gsra2Rl5fXov5qbm6OkJCQFqfWkMUWNMUgfvRT5tZGQkICXbt2jUpLS1utzPz8fJmvLX5jKtUcMAxDOjo61K1bNzp58iSNGDGCqqqqZC6vOah8bTmgueDxeCQQCMjc3JzU1NSooKCgFWvWMG7fvk23b9+W+fqysjIKCQlp8Pgff/zRkqr9bXBycqKMjAy6fPmyzGV89tlnpKCgQBzOB7p9IesI7ENHW4butWR087rweDycPXsW586de2/Jj+zs7PDkyRP89NNPrZL17+8Qc3NzxMbGoqioiPWnlEvbSseOHREZGfnWVLVNkZ07d6K6uhr79+9vUTmy2AL5lPkD6Ejvkg4dOuDWrVu4cOHCeyNt0NbW/keRrhK9itHt3LnzP8aI/5OFw+Fg3759OHnyZIv76Jw5c3DlypUG2aIYhkHnzp2blOpAFlsgN4ht2EmMjIxa/LV8vcN9yOlKlZWVG4znlsuHIyoqKs0mblBTU4Oqquo79aytrZGSkoJevXq1Sl0bi6d3dnZGZmYm9u7d+844a1lsgdwgtlHnU1JSgqenp0w7g20hGhoamDFjRptRk82bNw+///77eycF/dhFKBRiwoQJcHd3x6RJk5qVemDjxo3w8vJqciIpgUCAa9euvTPxvb6+PgIDA7F79+5mk38oKSlhxYoV7/QAqDOGycnJWL16dZNY4GWxBXKD2AadlsfjYffu3UhPT2+Qe+7vFnV1dZw/fx6pqamtMso0MDCQMnxqamoIDw//n0iQ/ncKl8uV+oDxeDzs3bsXVVVVyMvLQ2FhIXbv3t3kJQFNTU3s2LEDycnJGDJkyDv1jY2NUVhYiJ07d0JBQaFRY6elpQVXV9e3xn83JAzDwM3NDdXV1XB1dX2rroaGBo4cOYKBAwc22ejKYgvkBrENOrKSkhJOnz79QRhDDQ0NXLx4EYWFhZg2bVqLmYy7desGX19fqfSrHTt2hJeXV7N/EHJ5ZRQaWpvlcrlYtWqVFFEHwzAYP3485s+fDyMjI3Tv3h0HDhxo1keOz+dj0qRJSEhIwPLly9+6Llw3y0lLS0NgYCCuXLnSqq4/7dq1Q1ZWFq5cuSKTn+G7RBZbIDeIbdTRG+poLUlGL4soKCjA09MTWVlZ6Nu3b4s3FxiGwaZNm1BRUYEbN27A1taWPdecRFZy+X+ZNm0agoKCpJ4l0atRV2ZmJu7evftOKjJZ3uO4ceMQFxeHhQsXvlVXTU0N69atw507d+Dh4dEgbdqboqCggCFDhrw1cyOfz8eJEycQHR3dZmvPstgCuUH8mzp+hw4dcO7cuRY5SDdXFi5ciNzc3FYZGdaJoqIiHB0dcfz4cZZfTy6yiZWVFdLT01FWVoZz585JGTdDQ0Pk5uYiJiamSZsast5/+/btTfpQN/VjyuFwsH79epSVleHmzZsNfig5HA4WL16M4uLiNsm+WCey2AK5QfwbOr5IJEJgYCAiIiJaNf/u26R79+7IysqCh4fHB5HwRy71ZefOncjMzMSUKVOQmJgolQvZ2toaJSUlyM7ObtOliNbeBFNRUUFMTAyOHj2Kp0+fsoTCr0vfvn1RUFCAgwcPvnPXuyWzGllsQVMM4gfqLv7+wDAM2drakomJyTt1VVRUaPfu3dS7d2/673//Sy9ftlnIOQttbW3atWsXhYWF0YkTJ0goFJKenh7p6emRuro6aWhoEMMwpKGhQVwul4iIdHR0qHv37i2+t0AgIFVV1RaX8zbUEUc0V8/IyIjU1dUb1dXQ0GCjIxQVFWnx4sUkEonq6fL5fPa5NVZWU6CpqUkBAQHk4+ND6enpVFtby56rqKig2tpaio2NpRcvXjSpPCIiZWVl6tWrF9nZ2ZGysnK980pKSjR06FAaOXIkaWlpSd3zdXTr1o2srKya3JbXr1NTU6PNmzdTZmZmvectEAho4cKFdOvWLfrmm2+ourqadHV12f5ZJw4ODjR69GjatWsX2drastd27dq1WfVpC8hD995A+/bt6datW+Tp6UnffPNNo3o8Ho/WrVtH06ZNo4KCArr/GtPIm+Dz+dSvXz+yt7cnIyMjOn/+PPn5+Ul1WBUVFfLw8KBr167R3bt3iWEYMjMzo8zMTDacTkFBgVavXk19+/al58+fk7e3N5WUlJCxsTEBoOLiYuJwOPT06VNq3749ffPNN+Tt7U2bN28mIqKZM2e+s/22tra0Zs0a+uGHHygsLIw9rqCgQPv27SMdHR0aN24cubq6UseOHWn58uVsO3r16kU9e/aksrIy8vLyIhcXF/Lx8aHIyEgievWDXrVqFZ05c4YeP35M2traNG7cOOLz+VReXk6jR48mHu9Vl6yurqZ79+7VC/FjGIa++OILUldXJ4lEQgUFBRQWFkaTJk0iIqLBgwfXC6v86quvaPv27bRu3To6efIkaWtr0+rVq+nZs2d09epVVs/S0pJ27txJAoGAfvvtNzp58iQVFRUR0asP0ZQpU2jIkCEUExNDP/30E1lYWNDkyZPJ2NiY9uzZQ/7+/kT0yjBZW1uThoYGnT59mmxtbcnIyIgyMjKI6JVhEYlEdPv2bfbZde7cmfr370+3bt2i5L9Yi+rA5XJpwoQJtGTJEurcuTNVV1dTQkIC+fr60q+//koJCQnUs2dPcnd3p6FDhxIACg8PJxcXF4qLi5Mqy87Ojq5evUrl5eW0Z88eunDhAj1//pyIiPT09GjVqlW0c+dOlu3p2WusR46OjqSnp0fz588nIyOjeu/l22+/pdGjR1NsbCzNnDmTTExMaOrUqewHBgBVV1eTSCQioVBIRETp6en06NEjWr16NVlbW9NXX31Vr0/+rZBpPvoPgKxTZhUVFdy+fRunTp1qdEivqamJQ4cOIS8vD56envDx8Xnr9GTKlCkoLy/HkydPcOfOHfj7+2Pr1q1SmzMuLi6oqalh6fg7d+6MhIQENqSvzlervLwcxcXFyM/PR1BQEKKjoyGRSODr64tly5Zh2bJlOHDgAKqrqzF9+nR07twZL1++xLRp05rU/qNHjwIAZsyYIXXcwcEB5eXlOHLkCNTV1ZGQkIBffvmFnbI7ODggIyMDT58+RXx8POLj41FbW4stW7awZcyYMQMVFRUYOHAgiAijRo2CRCJBWVkZ8vLycP/+fdy+fRsA8OLFC0RGRqK8vBwAUFJSgqCgIGRkZCA/Px9r167F9OnT4e7ujvT0dNTU1ODixYsNrpktWbIEALBkyRIQ/X/KztenqyKRCMHBwaiqqsKjR4+QlJSERYsWgejVJsHFixdRVVWF5ORkhISEICoqCtnZ2cjNzcW5c+cQHBzMEmSoqqoiJSUFhYWFiIqKQlVVlRRLjrOzM4qLi1mfQR6PB09PT0gkEsyePbte/YcPH46ysjI8ffoUbm5u6N69O1xdXVFbW4usrCxERESgoKAAaWlpWLt2LSZPnoz4+Hj8+OOPUuUwDIN169YhODgYDg4OiIuLw9y5c9nz8+bNg0QiwaJFixAWFoZZs2ZJPZ/o6GjExcUhNjYWtbW1mDRpEluuk5MTioqKkJWVhTt37uDMmTO4cOECAMDPzw/Lli3D4sWLYWdnh/79+yMuLg7Z2dmwsrJCv379UFhYyKYYaIrIYgvka4gyrk9MnDgRMTEx9X5cDMNg9OjRiI6ORklJCebNmwdra2vcuHGjUeNZl00sJCSEpcwyMjJCYmIi+yPhcDjw8fGBRCJhs47t3r0bT548YXfzdHR08OzZM/zyyy+wtLSEkZERFBQUYGVlhRcvXkg55FpZWSEnJwedO3fGpEmTkJeX12R6rBMnTkAikWDy5MlSx8eMGYOamhosW7YMNjY2EIvFbEItHR0dxMXFISgoCGZmZtDX14eXlxdqa2ulcm24u7sjPj6edSXR1dXFjz/+iF69esHIyAhaWlo4evQo0tPTYW9vDxUVFXh4eCA/Px89e/aEgoICZsyYAW9vb/YDZGZmhsTERJw9e7bRDYqlS5cCAHbv3o1p06bh/PnzSEtLQ79+/aCiogKGYTBixAhkZmZi/PjxUFZWxvbt23Hu3DkQEZycnFBcXIzVq1dDS0sLPXr0QGVlJcLDw2Frawsul4sLFy6wCZK6deuG0NBQDB8+HCNGjEBBQQE6dOgAole7tF5eXjh+/DgEAgF0dXXx3XffobKyUkqvTjgcDlauXIkDBw5IxbtPnDgRlZWVSEtLY+tSFw7HMAwOHz6Mq1evSn2oO3TogKdPn7IRVrt27WL9S4VCIcLCwlBbW4vjx48jOzsb3bp1Y6/t1q0brl+/DhMTE0yZMgWZmZlsytBhw4bhxYsX2LlzJ6ytrcHhcMAwDAYNGoTi4mKpcurq98svv8DPzw/Kysrw8vJq9o60LLZAznYjI8rLy6moqIgkfxGaEr2aEowdO5YOHTpEAoGAZs6cSefPn6eOHTs2Wo6lpSWdOnWKtLW1afr06eyUSVFRkVRUVNg1GIlEQtHR0dStWzfy9/cnPT09GjFiBP32229UUlJCRERmZmakpKREp0+fpqSkJAJAXC6XOnfuTBwOh8rLy9n7Dho0iIqLi6mwsJCGDBlCDx8+pKysrCa1PSYmhlJTU8nX17fBZ3L79m0aMWIEpaensywtixcvJgDk7OxMqamppKmpSerq6hQaGsrqmJiY0L///W86e/YsFRYWEhFRTk4OrXiN8LZbt240YcIEmj17Nv3xxx/E5/Np4MCBlJiYSDExMVRVVUXx8fEUHx/PvpN///vfZGZmRi4uLiRugByWYRjq1asXERHNmTOHAJCioiJVV1fTpUuX2HZ0796dSktLKSsri4YPH07jxo0jb29vIiLq27cvlZSU0MmTJ6myspJcXV0JAG3evJmioqJIT0+PysrK2Hu+fPmSwsLC6Pbt27Rjxw4KCwujlJQUIno19W7Xrh2tWbOGevfuTfv37ycTExMqKyuj5ORkSktLk6q/RCKhrVu3Sh3jcDg0ZswYunTpEs2fP5+mT59OEydOpF69elF5eTmVlpaSkZERcblc4nA47LR82LBhVF1dTY8ePSIioqysLLK3tyciIg0NDTI0NCQOh0PTp0+nhIQESkpKYu9ZU1ND9+7do8zMTBo8eDD98ccflJWVRVwul/7zn/9QTk4Off/991LsS4mJiVRWVkY1NTVS9dfW1qa+ffvS3r17SUFBgbp3705nzpxp1npqW+GjN4hK1HTG7DrYWFkRvXxJQoB4f10/c8YMWrBgAQX5+JCVlRV99803NNTenkQiEemrqpK+qqoUq3H3vyi1MjIyqDgzk0w0NekTXV3S1dWlNWvWUE1xMSVGRZHwL/3SFy8o9sEDKsrIoK+//poUa2vpxL59pPRX7oj48HDavn49Hd61i65evUpBQUFkZ2dH06ZNoxMHDlB+WhoJiYjP45HTkCGUn5ZGHYyMaNSAAeTu7k7cykr2Xp91707GxsYUHR1Nqa/9APk8Hn3Zrx9V5OcTU1bG6hMROfTsSWEBAVRVWEhzpkyhKxcvUlleHgn/qvvLnBz6omtXmuLkRKNGjaLPu3Wj/fv3k4aCAmkbGNCWH36gdvr69MDfX6rc11GRn08vc3KIV1lJn+jq0vDhw6mbpSV5e3sTU15OKgxD08aOpS6ffkpCgCzataPFs2YRU1ZGhiIR1W0zMAxD2traxDAMqampUY+OHen04cN0+PBhMjU1pQMHDtDy5cvp3r171LlzZ5o4cSLZdelCXC6X/Ly8SCKR0LNnz+jY3r0kJKLThw+TXZcudOviRSorK6MePXoQp7qa3BcupHnTptGnn35KHA6HNq9ZQ0IiMhSJSFdZmcx1dGjM4MG0d+9e4ldXE5+IqouKKCclhW5dvEgikYiys7Np/vTppKWlRV999RWZaWtTRUUF5eXlERp5TqZGRtSne3dauHAhVRYW0qGdO+nxw4e0efNm2r5+PZWVlZGxsTEdOXKEvS+Xw6G+NjYU++ABcSsqyFAkon62tkQVFSQkorLcXEqMiqKsxER6+fIlWVhYkI5QSJK/1mMt9PRo1IAB9CQsjMYMHkz//e9/SfGvAcPmNWvo6NGjtHfLFrp58yaVlZVRXFwcLV24kLSVlOjzTp0oJTaWrT+vspIkYjGl/PkndbO0JF1lZaoqLGy0X/ydkCeZkkMOOf55kCeZkkMOOeRoW3z0BlGfiJSbKVbGxuTv5UWrFy2iF0lJtMrNjTT4/Eb1TTU16c+QEFqzeDGdP3aMEiMjaZi9fYO6Kg0c69GhAyVERFB7AwNS5/HIVFOz2XWuE8cBA6jo+XNy+PzzRnV6dupEd65do56dOtU7J+JyyUJXl9Q4HPbYF126UN6zZzSwVy/SEghkrltLRJVh6BMdHTISichEQ4MSIyPJc/9+qfei8pq8rayuFhbU0ciI/V9fRYXC7t6VOtZS0VZUJMcBA+jzTz9t1nXvqr+ppiZlxMdTeW4u2Xfv3uRydZSU6KG/P33RpQuZa2uTha4uqTJMg31TlWHIWF2dRFyu1PlPdHRo7+bNNPxf/2rRs1m3dCkVZ2TQiq+/pn999hlpKyo2u4w2QzM3b/8xaMku88iRIyGRSPDixQtMnTq1SdfUuRgkJSXBwsKiWfebNGkSCgsL4ejoKHOd66Rnz54oKChAVFQUbGxsGtVTUFBocpndu3dHYWEhxo4d2yR9HR2dZj+D5sjatWuRlpbG7uq2VCwtLZGcnNxq5bWl9O3bF1VVVXj69GmziB+sra2RlJQkRdzxvmTr1q0ICAhoVh98U2SxBfJIFRnA5XJp8ODBVFNTQzt37qRff/31ndfw+XxSV1enyspKWrNmTT3H2nchODiYCgoKyMXFRdZqswgLC6O1a9dSSUlJo5EKRNSs3CmFhYWUlZVFX3zxxTt1BQIBeXp60t27d2nmzJlvjfqQBaampjRlyhT64Ycf6PHjx61SpqKiIolEIjI0NCQul0vW1tbUr1+/Zkdy/B2orKykly9f0qlTp1in8aZgwIABlJeX1+BO/N8JPp9P9vb2ZGtr+0FEptSDTMOvfwBkHSHa2dmhpKQEPj4+TWYgNjIyQnZ2Nh49etRs1uI66dChQz1/LVmFw+G0OvuOrq5uk9mVxWIxcnJykJOTg0WLFrVaTK2GhgauX7+O33//vVVTHnC5XJw4cQKRkZHw8vJCQUEBvLy8Psj0BAzDoEePHlKpPd8lqqqqCAgIwOnTp997/dXU1HD+/HmkpKS0KHWsLLagTRyzAwICMHLkSNYr/8qVK+y5qqoqrFixAtbW1hAKhTAwMMDUqVORkZEhVUZFRQXc3NygpaUFoVCIUaNGIT09XUqnoKAAU6ZMgZqaGtTU1DBlyhQUFhY2uZ6yGEQOh8M6FM+ZM6fJHXTHjh2QSCS4detWi3/8ioqK0NTUhKamJjp37oz+/ftDV1cXGhoarMOrSCR6K/3S+5Tp06ejrKwMw4cPh729PaKjo7Fo0SKZPxSvy4IFCxAeHt4mU1t9fX3s27cP2dnZ8PDwYJ2OPwYxNjZGbm4uFixY0Gi/YRgG+vr6f0t9lJWVW5xHuzloU4N48+ZNrF69mqXPf90gFhUVYdCgQTh37hzi4uIQHByMXr16wcbGRqqMuXPnwsjICD4+PggPD4eDgwO6deuGmpoaVmfYsGGwtrZGUFAQgoKCYG1tjZEjRza5nrKOEBctWoSDBw82mcqrLipEIpFIhUE1Jpqamjh48GC9fCx10RL+/v7IzMxEZmYmiouLUVlZiezsbKSlpcHLywtXrlxBcnIy/Pz8WsXIyCJcLhdz5szBhAkT6p2bNm0a0tPTWYPSo0cPxMbG4rvvvmvRx0JdXR03btxgIzn4fD4cHBxaNW0Cn8+Hnp7eBzkybEi0tbWxfv16XLp0CT/99BNMTEwa1DMwMEB2djZqamqwdevWBnWGDx+On3/++b236U2pGwS8ebw5+NtC94ikDWJDePDgAYgIqampAF4ZTT6fj7Nnz7I6GRkZ4HA4bBzr48ePQUQICQlhdYKDg0FEiIuLa1LdZDWIHA6nWcScO3fuBAAEBgY2aZGbw+Fg+vTpePLkCfr378/++Ph8Pk6ePIno6Gh4eXlh3bp1WLRoEVatWgUACA0Nxbp16/DTTz/h0qVLmDBhQoMdpa2NZF1MtVgsbpD+SVFREbdv38aOHTtYA9ijRw92pCirUVywYAH279/PTpXbtWuHR48eYdeuXX87Oe+HID169ICfnx/Ky8sRHByMnTt3wsXFpcG+yzAMRo0ahbVr10rFVNeJgoIC/P39PziDqKOjg2PHjmHEiBH1zjUHH5RB9PHxAcMwbGXu3LkDIkJBQYGUXteuXbF27VoAwNGjRyESieqVJRKJcOzYsQbvU1FRgeLiYlbS09Nb5aVwuVxoa2s3et7IyAibN29G586dm1xmnVFMTU2Fm5sbe1xZWRkqKipSI5QxY8agsrISdnZ2Ute/2eGdnJxw4sQJ3Lt3Dz///HObMRXz+XxcuXIFfn5+ja5jde/eHdHR0Vi8eLGUUYyPj5fJKDIMA3d393o/ZlNTUwQEBODAgQMt5hW0tLTEtm3b8OOPP763HNlNFXNzcyQmJuLly5dwdnaGoqIieDwefvnlF0ycOLHZ5ZmZmSEjI+ODyXHN4XAwadIkxMTE4PHjxw1mt2wOPhiDWF5eDhsbG0yePJk9durUKSgoKNTTHTx4MGbPng0A2LhxI9q3b19Pp3379ti0aVOD91q3bl2bvBw3NzckJye3WgrGOmEYBg4ODti2bdtbSV7HjBmDioqKt264KCoqIiQkBGKxGFFRUUhOTm5w9NZUUVFRwdy5c7F06VJWXjfIWlpa71zDrDOArycOcnBwwNOnT+Hp6dkkuvqmSPfu3REfH4979+7JnOpAIBDAx8cHNTU1KC8vR2Rk5AedQ2b//v0AIJXLm8/nIyQkBCdPnmx2eVwuF7a2th/ESFtVVRU7duxASkoKduzY0aj7VnPwQZA7VFdX06RJk0gikdC+ffveqQ9Ays2hIZeHN3Veh7u7uxR/YUlJSZNIXt8GHo9HI0eOJC6XSy9evCBVVVWqrq4miUTSLLeVhgCA/P396d69e4S3hCE9e/bsncSzFRUVNHfuXFJUVKTIyEjS1dWlzp07t6huw4YNYwP/c3NzKfa1WNT8/Px3lhEREUEeHh60bds2On/+PO3bt4/u3r1Ljo6O5O7uTqdPn6Zp06bRn3/+KXM9iYgiIyNp8ODBNHToUCkyjuagsrKSVq1aRSYmJpSQkECWlpYsqcaHiMuXL5OTkxPxeDxSU1OjiooKqqiooNDQUNLV1W12ebW1tVLcl81Bu3btiMfjsYQbLYG5uTnt2bOHjIyMaPHixXT9+vW3/jbaBM0ytW+AqOERYlVVFcaMGYOuXbsiLy9P6lxbTZnfRGulEJg/fz7EYjFu376N2NhYhISE4Pvvv//bvpj6+vrIyMhoNZecpoqamhr09fWhr6/foh3tjh07wtvbG4cOHWJTLPB4PKxatQoRERGwtbWVp0GQQRwcHPDo0SMkJycjLCwMXl5e7Ej57/JA0NfXR0xMDMLCwmTODcMwDNTV1TF48GD4+PigV69eTdrQbA7e65S5zhh27twZOTk59a6p21Q5d+4ceywzM7PBTZXQ0FBWJyQkBERtv6nypigpKcHBwQE//vgjfvrpJxw6dAi9e/du8rWqqqos596bHcHc3Bx9+vR5q4tHQwaRYRioqKigXbt2Mk8ThUKhVJ24XC66du3aouiBxmTkyJGorKzEmTNn2M7O4/GwdOlSPH78GN999x0mTpyIcePG/WN2eNtaFBQUGuw3r8vixYsBABKJBGlpaRCLxZBIJLh8+XKrRaQoKipCVVVVajefy+XCwsICV65cQU1NDUpKSuDk5NTssvl8PoYNG4aoqCiEhIRg5syZTd7QbA7a1CCKxWJEREQgIiICRIQdO3YgIiICqampqK6uhqOjI4yNjREZGYmsrCxWKisr2TLmzp0LY2Nj+Pr6Ijw8HAMGDGjQ7aZr164IDg5GcHAwunTp0upuN2pqajAyMoKenl6TRylv0zM3N8f48eOxYsUKnDhxAg8ePEBKSgri4+OxadMm2Nrags/no0ePHli6dCkyMzNRXV2N5OTkRtfU7O3tkZGRwa6lKCkpYf369Xj69Cny8/MRHx+P/v37s/rKyspYuXIl61Omq6sLR0dHqQ5tYmKCBw8eYN68eeDxeBCJRFi7di0KCgrQt29fVk8gEKBPnz5S144ePRqzZs1q1sbIokWLALxaU36dyJZhGHTo0AEXLlxAVVUVsrKyGvw48Hg8GBoaQlVVFVpaWlKbOYqKiuxHgcPhwMDAAEZGRjAyMoKOjg40NTUhEAjAMAzrwsHhcKCjowMjIyMYGxujT58+9Ry9FRQUoK+vL+UFYGVlBR6PB4ZhoKenh0GDBmHChAlYtGgR1q1bh/nz5+P48eOYMWMGdHR0Gvy4cLlcODo64uDBg5g0aVKDickMDAxw+vRpPH36FIcOHarnTmNpaYmff/4ZWVlZePDgAVatWgUzMzOEhYWhurqaTSk6a9asejmRFRQUMGfOHGhpaUFRURGDBw+W8kzo168fjh8/jhMnTuDEiRMIDQ1FSkoKbt68iWXLluHUqVO4evUqkpOTUV1djb1798LZ2RlRUVGYNWvWOx3meTwejI2N4e7uDm9vbwQGBmLhwoXQ0dFpljFtDtrUIPr7+zdYQRcXF6SkpDTaAH9/f7aM8vJyuLm5QVNTE0pKShg5ciTS0tKk7pOfn4/JkydDVVUVqqqqmDx5cqs4ZvN4PDg6OmLnzp14/PgxCgsLkZWVhYMHD2LixIky5cIlejWFqaOyf/r0Kc6dO4eDBw+isrISz549Q0lJCcRiMQIDA5Gbm4uUlBQcPXoUrq6uuHPnDlxcXBp9rtHR0eyC94oVK1BdXY34+Hjs378fcXFxOHnyJDgcDrhcLn7++WfU1NTA1dUVRISffvoJ6enpUh3O2dkZ1dXVCAgIgJqaGjw9PSEWi+Hn54euXbuyemvXrkVZWRkbY62lpYWEhAQEBgY2eSSpqKiIZcuWQSKRID09vUHnX0VFRdy5cwehoaH1flBdu3bF7du3kZeXh5iYGKSkpODChQuscdu4cSP27NkDolcbLJmZmSgsLERhYSGePXuGp0+f4vz58zh27Bju3LmD8+fPw8/PD2lpaaxeWVkZLly4IOUs7ObmhuzsbDansqWlJbKysjBy5EhYWlqyTNVpaWmIiIhAUVERACAxMRHh4eG4d+8e7t+/jzVr1kht0PTs2RPFxcWoqKhAYmIiAgMD0b17d/a8jo4OHj16hMrKSly+fJllvq4zWgYGBggLC0N+fj6WLVvGGlRtbW0kJyfj559/hkAggI6ODgIDA7Fnzx6pdzV+/HiWQX3GjBnIzMxkR5Pq6uoIDAyERCJBVlYWDhw4gAMHDuDly5c4c+YMZs2ahR9//BE3b97E4cOHMXnyZPZjaWVlhcDAQFy9erXBGHqGYWBhYYGTJ08iNzcX2dnZ+P7772Xe0W8O5CkE0LhB7NSpE54+fYq4uDicOXMGCxcuhJubG9atW4e4uDjs3bu3WUHzdTJ9+nScOXMGzs7OUFdXB5fLRefOneHr6wtzc3P8/vvvkEgkKCgoQGJiItq1a8eONs+dOwc/P78GjfHBgwdx9OhRMAwDbW1tJCUlITAwEDo6OmAYBufPn0dISAh4PB64XC7OnTuHqqoq2NnZgcvl4s6dO7h16xY70lFQUEBAQAAA4NGjR9iwYQPy8vLg6upazxidOnUKAFhSBwMDA+Tn52PXrl1NeiZ1BquyshIxMTEoKSlpkCBCKBQiPDwc169fl5oyd+zYEU+ePEF+fj4OHjyI8+fPAwCb4F1RURFRUVE4cuQIa0yOHz+OmJgYHDp0CI6Ojhg3bhw2bNiA6upq1hdywYIFiI+PR1lZGY4dOwY3NzeEhISwdPpEhDVr1qC6uprNT+3s7IyysjL07t0b2traWLt2LXbu3AlDQ0MIBALs378fDx8+hL6+PhQUFDBr1iwAQHp6Ojw9PbF9+3aMHTsWN27cQHp6OgYPHgxdXV1cu3YNO3bsqHdfDw8PKCoqQktLC7GxsXBwcADR/4eWuru7S81WOnTogPz8fClvgHnz5kEsFksZ3Llz56K2thb79++Hl5cXHj58KDUDMDAwgKurK7p16waGYWBiYoLExESpj0XdKPnN92hhYYHDhw8jMjISo0aNYt2B2rVrh82bN7PBBlu3boW5ufkHmYb0ozeISkQQviGdzc1hoKZW73gXCwtcPXUKOzw8oKusXO98c0SFYXD68GFMHDkS2kpKCA8MxPUzZ9DR2Bg/rluHH9etg+2nn6KvjQ0e3buHgJs3ocblSpWhxuXi5oULmPXvf0NIBDNtbSRGRWH+9OlQJoIqh4ObFy7ggb8/e+2ujRsRHx4OAzU1mOvoIDspCcu//lqqXotmzkR5Xh5QWoqqwkIs+M9/oNxAG1a6uaE4MxP9P/+cfW6Fz59jwX/+06Rn0MXCAi+Sk3H11CmYaWsj4OZNfL98eT29fra2EGdnY/yXX0od3/jttyjKyMCgL76ACsNg9KBBqCkuxsIZMyAkgqZAgD9DQ/HLzz+z1ygTQU9FRaqc/p9/jsyEBHzeqROERBDxeLjv7Y2bFy5AlcOBkAjL5s3Do3v3oKGgACER3BcuRHRwMNtPvnZxQUlWFj41NW3wXfv/9hs2rFzJHpv61VeoLCjAqAEDoKWoiNGDBuHP0FBU5OfjeXw8hvfti26WlvA6exahfn4Q8XhQ5XDge+0a7t64AW0lJQiJYKyhgcSoKPx361b2Xl+7uOC+tzc+0dWFCsNASIRulpbISkyElYkJ23e+X74cKC3FjEmT2HotmjkTKC1FcWYmxNnZuHnhwlvfYUdjY+SnpWHa2LFN7vf9P/8ccY8e4b63N/y8vFCQng6JWAzfa9cwvG/fBvtac0UWW9AUgyhnzJZDDjn+eZAzZsshhxxytC0+eoMoC2O2MhE5DR5M8Y8e0cj+/Zt8jb6KCq1etIgq8vKISkvpt7NnSY3DofkuLlSSmdkshuM6MdHQqMdcrEKv2IuH9ulTj5FZU0GBZv/735STnEw5ycm0cv78eszIMyZOpNjQUDLX1iZlIlLn8ch51Ci6fvo0BXl7078++4yUiUiDz6ef1q+ngrQ0Ks3OpqyEhGaxJWsqKJDL2LEUcOMGRf7xB+3euJGM1dXr6cQEBxOVltLezZvrldGjQwfatm4dPfT3p9OHDlF3S0tyHDCAflq/nrZ//z2NGTTorYzLKkTkd/06UWkp7frhB6lzesrK5DJ2LF3x9KSY4GAa2qdPveeUGhtL5bm5FBMcTBa6ug3ew3nUKMqIjydLfX2WnTo6KIg8Vq6U0rPU16eshAQa2KtXk56fnrIyGaqpka5Q+FY9FSLav20b1RQVkef+/TTKwYG+6NKlXr+xs7amIG9vGmRnR8pENOHLL+n+77+TnrJyo2WfPnSIqLSU7t28Seo8XqN6XT75hDLi44lKS+nGuXPU3sBAivl7zKBB9CgggAZ/8YVMv8c3pc0g2wrdh4+W+iEyDIPJkyfjyZMnUq4ijYmlpSVu376NlJQUHDx4EOnp6Th8+DCIXuXQBf4/UXpbS52Po4mJSYOL3xwOp8HdXi6XW29jhcfjwcnJCfPmzWuQGKApwuPxoKCg0GBdGIbBkCFDMG/evLeybPP5fJkW4RmGwZEjRxAQENCoaweXy23QmbnOPcfKyuqtoXwbNmzAgwcP2N1cVVVVJCUlYdCgQVJ6/fr1Q3p6OszMzFr9nc+ZMwcPHjx4K/sPwzDg8/nse+BwOO+Mee/evTtOnjz5zhjpjRs3QiKR4Pr169DS0mrw3s7OzoiLi2swNrm5IostkG+qtPChMwwDDw8PPHjwAMbGxg3qKCoqwtHREcHBwUhPT4ednR1UVFQQGxuLKVOmgIiwd+9eAMCyZcta/Ycgl3eLkpJSm0VvGBsb48mTJ1Ifu65du6KkpARLliyRcnn56aefcP369VYjzH1dDh8+DE9Pz/cS9SMUChEREYGMjIy3Gvs6ko47d+60mLZNFlsgTyHQQgCgTZs2UXBwMG3cuJEGDhxI6urqxDAM6evr06BBg+jo0aN09uxZIiIaM2YMhYaGUp8+fcjExIRycnKIiEhZWZlqa2spMTHxfTbnfxbl5eVSCdRbE8bGxlRWVkanTp1ij5WUlFBWVhatW7eOPvnkEyJ6lVqhZ8+eFBcX99bUDrJCV1eXHj9+/PfH/tKrWOiEhARKSEigzMzMRvW4XC49fvyYfvvtN1JUVPwba9gMyDD4+kegtUL36K8RhoeHB5KTkxEYGIhLly4hPT0dFRUVLKXV6/GX+vr6mDx5Mng8Hvh8Pi5evAg/P78GpxJy+WeLQCBokB7OysoKjo6OUiPEqVOnwt/fH506dcLQoUMxaNCgVhnRKSgo4NKlS1JUcn+3KCsr/22M20Ryt5tmo26rvbXAMAzp6urSzJkzadiwYfT8+XM6evQohYWFvTPZj6qqKvH5fCooKGi1+sjxz4NAIKAtW7ZQ9+7dSSAQ0KFDh+iXX35plbKFQiHV1tZSZWVlq5T3oaM5Zqs5bjcfrUEsLi4mdXX1Nimby+WSRCJ5L9MTOf7ZYBiGzURYU1Pznmvzz0VzlkDqqACLioreOUhqMz7E942mcPbJirZYA5LjfwMA5IawFSDL7E8sFv/vGkRNTU0iIkpLS2vVqfOHiLovYHp6+junBP90/K+09X+lnURt31YAJBaLydDQ8J26H61B5HBebaCLRKKPvkPVQU1NTd7Wjwz/K+0katu2NnVQJHe7kUMOOeT4C3KDKIcccsjxFz5agygQCGjdunUkEAjed1XaHPK2fnz4X2kn0YfV1o/W7UYOOeSQo7n4aEeIcsghhxzNhdwgyiGHHHL8BblBlEMOOeT4C3KDKIcccsjxF+QGUQ455JDjL3y0BnHfvn30ySefkKKiItnY2FBgYOD7rlKzsHnzZvr8889JVVWVdHV1acyYMRQfHy+lA4C+//57MjQ0JCUlJerfvz/FxsZK6VRWVtKCBQtIW1ublJWVydHRkZ4/f/53NqVZ2Lx5MzEMQ4sXL2aPfUztzMjIoClTppCWlhYJhULq3r07PXr0iD3/sbS1pqaG1qxZQ5988gkpKSmRhYUFbdiwgSQSCavzQba1WcRi/xCcPXsWfD4fhw8fxuPHj7Fo0SIoKysjNTX1fVetyRg6dCiOHz+OP//8E5GRkRgxYgRMTU1RWlrK6mzZsgWqqqq4dOkSYmJiMHHiRBgYGKCkpITVmTt3LoyMjODj44Pw8HA4ODigW7duqKmpeR/NeisePHgAc3NzdO3aFYsWLWKPfyztLCgogJmZGaZPn47Q0FCkpKTA19cXiYmJrM7H0tYffvgBWlpa+O2335CSkoILFy5ARUUFu3btYnU+xLZ+lAaxZ8+emDt3rtQxKysrrFq16j3VqOXIyckBEbFJ5iUSCfT19bFlyxZWp6KiAiKRCAcOHAAAFBUVgc/n4+zZs6xORkYGOBwObt++/fc24B0Qi8Vo3749fHx80K9fP9YgfkztXLlyJezt7Rs9/zG1dcSIEfjPf/4jdeyrr77ClClTAHy4bf3opsxVVVX06NEjGjJkiNTxIUOGUFBQ0HuqVctRx/9Wx+KTkpJC2dnZUu0UCATUr18/tp2PHj2i6upqKR1DQ0Oytrb+4J7F/PnzacSIETRo0CCp4x9TO69fv062trY0fvx40tXVpc8++4wOHz7Mnv+Y2mpvb0937tyhp0+fEhFRVFQU/fHHH/Tll18S0Yfb1o+O7SYvL49qa2tJT09P6rienh5lZ2e/p1q1DADom2++IXt7e7K2tiYiYtvSUDtTU1NZHQUFBdLQ0Kin8yE9i7Nnz1J4eDg9fPiw3rmPqZ3Jycm0f/9++uabb+jbb7+lBw8e0MKFC0kgENC0adM+qrauXLmSiouLycrKirhcLtXW1tLGjRvJ2dmZiD7c9/rRGcQ6MAwj9T+Aesf+KXBzc6Po6Gj6448/6p2TpZ0f0rNIT0+nRYsWkbe391sTD/3T20lEJJFIyNbWljZt2kRERJ999hnFxsbS/v37adq0aazex9DWc+fO0a+//kqnT5+mzp07U2RkJC1evJgMDQ3JxcWF1fvQ2vrRTZm1tbWJy+XW+4Lk5OTU+xr9E7BgwQK6fv06+fv7k7GxMXtcX1+fiOit7dTX16eqqioqLCxsVOd949GjR5STk0M2NjbE4/GIx+NRQEAA7dmzh3g8HlvPf3o7iYgMDAyoU6dOUsc+/fRTSktLI6KP550SES1fvpxWrVpFkyZNoi5dutDUqVNpyZIltHnzZiL6cNv60RlEBQUFsrGxIR8fH6njPj4+1Lt37/dUq+YDALm5udHly5fJz8+PTWdZh08++YT09fWl2llVVUUBAQFsO21sbIjP50vpZGVl0Z9//vnBPIuBAwdSTEwMRUZGsmJra0uTJ0+myMhIsrCw+CjaSUTUp0+feq5TT58+JTMzMyL6eN4pEVFZWRlL0lyHulxERB9wW9tkq+Y9o87t5ujRo3j8+DEWL14MZWVlPHv27H1XrcmYN28eRCIR7t69i6ysLFbKyspYnS1btkAkEuHy5cuIiYmBs7Nzg24LxsbG8PX1RXh4OAYMGPDBuWi8idd3mYGPp50PHjwAj8fDxo0bkZCQgFOnTkEoFOLXX39ldT6Wtrq4uMDIyIh1u7l8+TK0tbWxYsUKVudDbOtHaRAB4Oeff4aZmRkUFBTQo0cP1l3lnwJqJB/t8ePHWR2JRIJ169ZBX18fAoEAffv2RUxMjFQ55eXlcHNzg6amJpSUlDBy5EikpaX9za1pHt40iB9TO728vGBtbQ2BQAArKyscOnRI6vzH0taSkhIsWrQIpqamUFRUhIWFBVavXo3KykpW50Nsq5wPUQ455JDjL3x0a4hyyCGHHLJCbhDlkEMOOf6C3CDKIYcccvwFuUGUQw455PgLcoMohxxyyPEX5AZRDjnkkOMvyA2iHHLIIcdfkBtEOeSQQ46/IDeIcsghhxx/QW4Q5ZBDDjn+gtwgyiGHHHL8hf8DG8AAQeA7Z8IAAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.imshow(deskewedImage, cmap=\"gray\")\n", + "\n", + "xmin, xmax = (0, deskewedImage.shape[1])\n", + "\n", + "plt.hlines(maxLineIndices, xmin, xmax, color=\"r\")" + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "id": "4122185a-276b-476a-be16-e415a0b546a1", + "metadata": {}, + "outputs": [], + "source": [ + "def getTextLineIndices(deskewedImage):\n", + " binNumberY = int(len(y) / 10)\n", + " binSizeY = int(len(y) / binNumberY)\n", + " yMean = np.mean(y)\n", + " yBins = [0]\n", + " binIndex = 0\n", + " binCount = 0\n", + " binCutoff = binSizeY * binNumberY\n", + " for i in range(binCutoff):\n", + " binCount = (binCount + 1) % binSizeY\n", + " if binCount == 0:\n", + " yBins.append(0)\n", + " binIndex += 1\n", + "\n", + " yBins[binIndex] += y[i] - yMean\n", + "\n", + " midLineIndices = []\n", + " maxLineIndices = []\n", + " for i in range(len(yPosRegions)):\n", + " minY, maxY = yPosRegions[i]\n", + " binsInRegion = maxY - minY\n", + " largestIndex = minY\n", + " for j in range(binsInRegion):\n", + " if yBins[j + minY] >= yBins[largestIndex]:\n", + " largestIndex = j + minY\n", + " midLineIndices.append(int((largestIndex + 0.5) * binSizeY))\n", + " maxLineIndices.append(maxY * binSizeY)\n", + "\n", + " return midLineIndices, maxLineIndices" + ] + }, + { + "cell_type": "markdown", + "id": "046442eb-0d70-4a5f-85fc-5a98280b92ee", + "metadata": {}, + "source": [ + "Now that we have the lines, we just need to use the flood filling technique that we have used before to fill the components directly along the lines rather than in the whole image." + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "id": "3cbeda15-7fec-4d93-ab45-b0c0d311906b", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "def lineFill(img, midIndices, maxIndices):\n", + " copy = np.zeros(img.shape) + img\n", + " label = 2\n", + " for i in range(len(midIndices)):\n", + " for (y, x), k in np.ndenumerate(copy[midLineIndices[i] : maxLineIndices[i], :]):\n", + " if int(k) == 1:\n", + " floodFill(copy, (y + midLineIndices[i], x), label)\n", + " label += 1\n", + " # Removing crossover between text lines\n", + " if i < len(midIndices) - 1:\n", + " for (y, x), k in np.ndenumerate(\n", + " copy[midLineIndices[i + 1] : maxLineIndices[i + 1], :]\n", + " ):\n", + " if int(k) == label - 1:\n", + " midpoint = int((maxLineIndices[i] + midLineIndices[i + 1]) / 2)\n", + " for (y, x), k in np.ndenumerate(copy[midpoint : midpoint + 1, :]):\n", + " if int(k) == label - 1:\n", + " img[y + midpoint, x] = 0\n", + " copy[midpoint : midpoint + 1, :] = np.where(\n", + " copy[midpoint : midpoint + 1, :] == 1, 1, 0\n", + " )\n", + " for (y, x), k in np.ndenumerate(\n", + " copy[midLineIndices[i + 1] : maxLineIndices[i + 1], :]\n", + " ):\n", + " if int(k) == label - 1:\n", + " floodFill(\n", + " copy,\n", + " (y + midLineIndices[i + 1], x),\n", + " label,\n", + " baseline=label - 1,\n", + " )\n", + " copyDown = copy\n", + " return copyDown.astype(int)" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "id": "c276bce0-b1e3-4097-b5e2-2f97cc5422ad", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 50, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "midIndices, maxIndices = getTextLineIndices(deskewedImage)\n", + "\n", + "lineFilledImage = lineFill(deskewedImage, midIndices, maxIndices)\n", + "\n", + "plt.imshow(lineFilledImage, cmap=\"gray\")\n", + "# plt.imshow(np.where(lineFilledImage == 12, 1, 0),cmap='gray')\n", + "# plt.hlines([457,952,1597],xmin,xmax,color='r')" + ] + }, + { + "cell_type": "markdown", + "id": "2305bc3d-6e5c-47f8-adc7-020719351489", + "metadata": { + "tags": [] + }, + "source": [ + "# underline\n", + "\n", + "This function takes in an image from `lineFilledImage` as well as the original image with line indices and underlines every character and text line in that image. The underlining is performed on the original image with a label of 2." + ] + }, + { + "cell_type": "code", + "execution_count": 51, + "id": "29ca3aa1-c8c9-4a18-8bdf-98e2e8c16d1c", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "def underline(lineFilledImage, maxLineIndices):\n", + " greatestLabel = np.amax(lineFilledImage)\n", + " underlines = np.zeros(lineFilledImage.shape)\n", + " xLength = lineFilledImage.shape[1]\n", + " for i in range(len(maxLineIndices)):\n", + " label = i + 2\n", + " greatestLabel += 1\n", + " segmentationCopy = np.where(lineFilledImage == label, 1, 0)\n", + " segmentationLine = (np.zeros(xLength) + maxLineIndices[i]).astype(int)\n", + " for j in range(xLength):\n", + " while segmentationCopy[segmentationLine[j] :, j].sum(axis=0) != 0:\n", + " segmentationLine[j] += 1\n", + " underlines[segmentationLine[j], j] = greatestLabel\n", + " return underlines" + ] + }, + { + "cell_type": "code", + "execution_count": 52, + "id": "66a1266d-b6db-46d5-8987-9f45e07115ea", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 52, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "underlinedImage = underline(lineFilledImage, maxLineIndices)\n", + "\n", + "plt.imshow(underlinedImage, cmap=\"gray\")" + ] + }, + { + "cell_type": "code", + "execution_count": 53, + "id": "194faa95-b412-4020-8938-febed982258e", + "metadata": {}, + "outputs": [], + "source": [ + "def regionMasks(underlinedImage):\n", + " masks = np.zeros(underlinedImage.shape)\n", + " numberOfMasks = int((np.amax(underlinedImage) - 1) / 2)\n", + " firstUnderlineNumber = (\n", + " np.amax(underlinedImage) - numberOfMasks + 1\n", + " ) # the +1 because of the original labeling scheme\n", + " yLength, xLength = underlinedImage.shape\n", + "\n", + " for x in range(xLength):\n", + " underlineNumber = firstUnderlineNumber\n", + " for y in range(yLength):\n", + " if underlinedImage[y][x] == underlineNumber:\n", + " underlineNumber += 1\n", + " masks[y][x] = underlineNumber\n", + "\n", + " return masks" + ] + }, + { + "cell_type": "code", + "execution_count": 54, + "id": "589d2e30-059f-4f80-ac3c-6a55809170d3", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 54, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "masks = regionMasks(underlinedImage)\n", + "\n", + "plt.imshow(masks, cmap=\"gray\")" + ] + }, + { + "cell_type": "code", + "execution_count": 55, + "id": "ff470352-4c80-444a-93aa-8603617c15d7", + "metadata": {}, + "outputs": [], + "source": [ + "def textLineSegment(masks, deskewedImage, maskNumber):\n", + " yLength, xLength = deskewedImage.shape\n", + " maskCopy = np.where(masks == maskNumber, 1, 0)\n", + " textLine = np.multiply(deskewedImage, maskCopy)\n", + " topBound = 0\n", + " y = topBound\n", + " while textLine.sum(axis=1)[y] == 0:\n", + " y += 1\n", + " topBound = y\n", + " bottomBound = yLength - 1\n", + " y = bottomBound - 1\n", + " while textLine.sum(axis=1)[y] == 0:\n", + " y += -1\n", + " bottomBound = y\n", + " return textLine[topBound:bottomBound, :]" + ] + }, + { + "cell_type": "code", + "execution_count": 56, + "id": "39509972-dd11-4b2e-bee9-688dec113ace", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "def fullLineSegmentation(masks, deskewedImage):\n", + " numberOfMasks = int(np.amax(masks) - np.amin(masks))\n", + " extractedLines = []\n", + " for i in range(numberOfMasks):\n", + " maskNumber = np.amin(masks) + i\n", + " extractedLines.append(textLineSegment(masks, deskewedImage, maskNumber))\n", + "\n", + " return extractedLines" + ] + }, + { + "cell_type": "code", + "execution_count": 57, + "id": "cd1b4e2d-4a5f-438b-a680-88adf41efb3a", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "segmentedLines = fullLineSegmentation(masks, deskewedImage)" + ] + }, + { + "cell_type": "code", + "execution_count": 58, + "id": "ea80d959-a39d-4473-a92f-c0e02fabe4f6", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, axs = plt.subplots(len(segmentedLines), 2)\n", + "\n", + "gs = axs[0, 1].get_gridspec()\n", + "\n", + "for ax in axs[0:, 0]:\n", + " ax.remove()\n", + "axbig = fig.add_subplot(gs[0:, 0])\n", + "axbig.tick_params(\n", + " left=False, right=False, labelleft=False, labelbottom=False, bottom=False\n", + ")\n", + "axbig.imshow(deskewedImage, cmap=\"gray\")\n", + "\n", + "for i in range(len(segmentedLines)):\n", + " axs[i][1].imshow(segmentedLines[i], cmap=\"gray\")\n", + " axs[i][1].tick_params(\n", + " left=False, right=False, labelleft=False, labelbottom=False, bottom=False\n", + " )\n", + "\n", + "plt.savefig(\"temp/image53Stripe-Margin-Segmented.jpg\")" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": 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