diff --git a/.gitattributes b/.gitattributes new file mode 100644 index 00000000..305a9b04 --- /dev/null +++ b/.gitattributes @@ -0,0 +1,2 @@ +*.ipynb filter=nbstripout +*.ipynb diff=ipynb diff --git a/.gitignore b/.gitignore index c49ed650..2fb7a852 100644 --- a/.gitignore +++ b/.gitignore @@ -5,7 +5,7 @@ datasets/divvy_2013/* datasets/amazon_reviews/*.json network __pycache__/* -.ipynb_checkpoints/* +*.ipynb_checkpoints/* *.pyc custom/__pycache__/* .DS_Store diff --git a/.travis.yml b/.travis.yml index c19217f6..6d6c37d8 100644 --- a/.travis.yml +++ b/.travis.yml @@ -1,20 +1,19 @@ -# This is necessary for pyjanitor as matplotlib is involved. -before_script: - - "export DISPLAY=:99.0" - - "sh -e /etc/init.d/xvfb start" - - sleep 5 # give xvfb some time to start +# before_script: +# - "export DISPLAY=:99.0" +# - "sh -e /etc/init.d/xvfb start" +# - sleep 5 # give xvfb some time to start language: python matrix: include: - python: 3.5 # we don't actually use this - env: PYTHON_VERSION=3.6 + env: PYTHON_VERSION=3.7 before_install: # Ensure that ffmpeg is installed # Inspired from here: https://gist.github.com/kevinGodell/bd52cd74c8c2d66fb69f108ef223c356 # However, I also changed the PPA based on this URL: https://tecadmin.net/install-ffmpeg-on-linux/ - - if [ "$TRAVIS_OS_NAME" == "linux" ]; then sudo add-apt-repository -y ppa:jonathonf/ffmpeg-3; fi + # - if [ "$TRAVIS_OS_NAME" == "linux" ]; then sudo add-apt-repository -y ppa:jonathonf/ffmpeg-3; fi - if [ "$TRAVIS_OS_NAME" == "linux" ]; then sudo apt-get update; fi - if [ "$TRAVIS_OS_NAME" == "linux" ]; then sudo apt-get install -y ffmpeg; fi - if [ "$TRAVIS_OS_NAME" == "osx" ]; then brew update; fi @@ -44,12 +43,19 @@ install: script: # Your test script goes here # - command -v jupyter - - | - for nb in $(ls *-instructor.ipynb); do - jupyter nbconvert --config nbconvert_config.py --execute $nb + # - | + # for nb in $(ls *-instructor.ipynb); do + # jupyter nbconvert --config nbconvert_config.py --execute $nb - done - # - jupyter nbconvert --config nbconvert_config.py --execute 2-networkx-basics-instructor.ipynb + # done + - jupyter nbconvert --config nbconvert_config.py --execute 2-networkx-basics-instructor.ipynb + - jupyter nbconvert --config nbconvert_config.py --execute 3-hubs-and-paths-instructor.ipynb + - jupyter nbconvert --config nbconvert_config.py --execute 4-cliques-triangles-structures-instructor.ipynb + - jupyter nbconvert --config nbconvert_config.py --execute 5-graph-input-output-instructor.ipynb + - jupyter nbconvert --config nbconvert_config.py --execute 6-bipartite-graphs-instructor.ipynb + - jupyter nbconvert --config nbconvert_config.py --execute 7-game-of-thrones-case-study-instructor.ipynb + - jupyter nbconvert --config nbconvert_config.py --execute bonus-1-network-statistical-inference-instructor.ipynb + - jupyter nbconvert --config nbconvert_config.py --execute bonus-3-matrices-instructor.ipynb after_success: - bash <(curl -s https://codecov.io/bash) diff --git a/0-pre-tutorial-exercises.ipynb b/0-pre-tutorial-exercises.ipynb index 8e674f98..e78cc05f 100644 --- a/0-pre-tutorial-exercises.ipynb +++ b/0-pre-tutorial-exercises.ipynb @@ -11,14 +11,8 @@ }, { "cell_type": "code", - "execution_count": 1, - "metadata": { - "ExecuteTime": { - "end_time": "2017-07-08T12:07:28.341024-04:00", - "start_time": "2017-07-08T12:07:28.328856Z" - }, - "collapsed": true - }, + "execution_count": null, + "metadata": {}, "outputs": [], "source": [ "# 1. Basic Python data structures\n", @@ -51,27 +45,9 @@ }, { "cell_type": "code", - "execution_count": 2, - "metadata": { - "ExecuteTime": { - "end_time": "2017-07-08T12:07:28.468914-04:00", - "start_time": "2017-07-08T12:07:28.343869Z" - } - }, - "outputs": [ - { - "ename": "UnboundLocalError", - "evalue": "local variable '______' referenced before assignment", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mUnboundLocalError\u001b[0m Traceback (most recent call last)", - "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[0;31m# Test your result below.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 2\u001b[0;31m \u001b[0mresults\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mfind_persons_with_surname\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mnames\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'Lee'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 3\u001b[0m \u001b[0;32massert\u001b[0m \u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mresults\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0;36m1\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 4\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 5\u001b[0m \u001b[0mresults\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mfind_persons_with_surname\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mnames\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'Elmer'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m\u001b[0m in \u001b[0;36mfind_persons_with_surname\u001b[0;34m(persons, query_surname)\u001b[0m\n\u001b[1;32m 20\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 21\u001b[0m \u001b[0mresults\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 22\u001b[0;31m \u001b[0;32mfor\u001b[0m \u001b[0m______\u001b[0m \u001b[0;32min\u001b[0m \u001b[0m______\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 23\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0m___________\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0m__________\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 24\u001b[0m \u001b[0mresults\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mappend\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0m________\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;31mUnboundLocalError\u001b[0m: local variable '______' referenced before assignment" - ] - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "# Test your result below.\n", "results = find_persons_with_surname(names, 'Lee')\n", @@ -84,9 +60,7 @@ { "cell_type": "code", "execution_count": null, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [] } @@ -161,10 +135,6 @@ "_Feature" ], "window_display": false - }, - "widgets": { - "state": {}, - "version": "1.1.1" } }, "nbformat": 4, diff --git a/1-introduction.ipynb b/1-introduction.ipynb index d869b3ef..5b336943 100644 --- a/1-introduction.ipynb +++ b/1-introduction.ipynb @@ -36,28 +36,13 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "metadata": { - "ExecuteTime": { - "end_time": "2017-07-11T16:59:15.527287Z", - "start_time": "2017-07-11T16:59:15.501751Z" - }, "slideshow": { "slide_type": "fragment" } }, - "outputs": [ - { - "data": { - "text/plain": [ - "[{'line': 1, 'name': 'raindrops on roses'}]" - ] - }, - "execution_count": 1, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "my_fav_things = []\n", "my_fav_things.append({'name': 'raindrops on roses', 'line': 1})\n", @@ -245,9 +230,7 @@ { "cell_type": "code", "execution_count": null, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [] } @@ -323,10 +306,6 @@ "_Feature" ], "window_display": false - }, - "widgets": { - "state": {}, - "version": "1.1.1" } }, "nbformat": 4, diff --git a/2-networkx-basics-instructor.ipynb b/2-networkx-basics-instructor.ipynb index 67250373..0010928d 100644 --- a/2-networkx-basics-instructor.ipynb +++ b/2-networkx-basics-instructor.ipynb @@ -2,13 +2,8 @@ "cells": [ { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "metadata": { - "ExecuteTime": { - "end_time": "2017-07-11T18:51:50.260565Z", - "start_time": "2017-07-11T18:51:48.503211Z" - }, - "collapsed": true, "slideshow": { "slide_type": "slide" } @@ -83,13 +78,8 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "metadata": { - "ExecuteTime": { - "end_time": "2017-07-11T18:51:50.339097Z", - "start_time": "2017-07-11T18:51:50.262615Z" - }, - "collapsed": true, "slideshow": { "slide_type": "fragment" } @@ -113,61 +103,27 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "29" - ] - }, - "execution_count": 3, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "len(G.nodes())" ] }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, "metadata": { - "ExecuteTime": { - "end_time": "2017-07-11T18:51:50.374028Z", - "start_time": "2017-07-11T18:51:50.341465Z" - }, - "scrolled": true, "slideshow": { "slide_type": "fragment" } }, - "outputs": [ - { - "data": { - "text/plain": [ - "[1, 2, 3, 4, 5]" - ] - }, - "execution_count": 4, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "# Who are represented in the network?\n", "list(G.nodes())[0:5]" ] }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "**API Note:** As of NetworkX 2.0, to select subset of nodes, you have to cast `G.nodes()` as a list, i.e. `list(G.nodes())[0:10]`" - ] - }, { "cell_type": "markdown", "metadata": { @@ -183,28 +139,13 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "metadata": { - "ExecuteTime": { - "end_time": "2017-07-11T18:52:24.845720Z", - "start_time": "2017-07-11T18:52:24.793669Z" - }, "slideshow": { "slide_type": "fragment" } }, - "outputs": [ - { - "data": { - "text/plain": [ - "29" - ] - }, - "execution_count": 5, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "len(G.nodes())\n", "# len(G)" @@ -223,41 +164,19 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": null, "metadata": { - "ExecuteTime": { - "end_time": "2017-07-11T18:51:50.442595Z", - "start_time": "2017-07-11T18:51:50.410615Z" - }, "slideshow": { "slide_type": "fragment" } }, - "outputs": [ - { - "data": { - "text/plain": [ - "[(1, 2), (1, 3), (1, 4), (1, 5), (1, 6)]" - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "# Who is connected to who in the network?\n", "# list(G.edges())[0:5]\n", "list(G.edges())[0:5]" ] }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "**API Note:** As of NetworkX 2.0, to select subset of edges, you have to cast `G.edges()` as a list, i.e. `list(G.edges())[0:10]`" - ] - }, { "cell_type": "markdown", "metadata": { @@ -273,28 +192,13 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": null, "metadata": { - "ExecuteTime": { - "end_time": "2017-07-11T18:51:50.476217Z", - "start_time": "2017-07-11T18:51:50.445125Z" - }, "slideshow": { "slide_type": "fragment" } }, - "outputs": [ - { - "data": { - "text/plain": [ - "376" - ] - }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "len(G.edges()) " ] @@ -333,32 +237,13 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": null, "metadata": { - "ExecuteTime": { - "end_time": "2017-07-11T18:51:50.510576Z", - "start_time": "2017-07-11T18:51:50.478665Z" - }, "slideshow": { "slide_type": "fragment" } }, - "outputs": [ - { - "data": { - "text/plain": [ - "[(1, {'gender': 'male'}),\n", - " (2, {'gender': 'male'}),\n", - " (3, {'gender': 'male'}),\n", - " (4, {'gender': 'male'}),\n", - " (5, {'gender': 'male'})]" - ] - }, - "execution_count": 8, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "# Let's get a list of nodes with their attributes.\n", "list(G.nodes(data=True))[0:5]\n", @@ -384,13 +269,8 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": null, "metadata": { - "ExecuteTime": { - "end_time": "2017-07-11T18:51:50.547735Z", - "start_time": "2017-07-11T18:51:50.512903Z" - }, - "collapsed": true, "slideshow": { "slide_type": "fragment" } @@ -421,32 +301,13 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": null, "metadata": { - "ExecuteTime": { - "end_time": "2017-07-11T18:51:50.585865Z", - "start_time": "2017-07-11T18:51:50.550437Z" - }, "slideshow": { "slide_type": "fragment" } }, - "outputs": [ - { - "data": { - "text/plain": [ - "[(1, 2, {'count': 1}),\n", - " (1, 3, {'count': 1}),\n", - " (1, 4, {'count': 2}),\n", - " (1, 5, {'count': 2}),\n", - " (1, 6, {'count': 3})]" - ] - }, - "execution_count": 10, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "list(G.edges(data=True))[0:5]" ] @@ -477,13 +338,8 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": null, "metadata": { - "ExecuteTime": { - "end_time": "2017-07-11T18:51:50.627100Z", - "start_time": "2017-07-11T18:51:50.588182Z" - }, - "collapsed": true, "slideshow": { "slide_type": "fragment" } @@ -517,13 +373,8 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": null, "metadata": { - "ExecuteTime": { - "end_time": "2017-07-11T18:51:50.669179Z", - "start_time": "2017-07-11T18:51:50.630826Z" - }, - "collapsed": true, "slideshow": { "slide_type": "subslide" } @@ -554,31 +405,19 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": null, "metadata": { - "ExecuteTime": { - "end_time": "2017-07-11T18:51:50.735900Z", - "start_time": "2017-07-11T18:51:50.672269Z" - }, "slideshow": { "slide_type": "fragment" } }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "All tests passed.\n" - ] - } - ], + "outputs": [], "source": [ "def test_graph_integrity(G):\n", " assert 30 in G.nodes()\n", " assert 31 in G.nodes()\n", - " assert G.node[30]['gender'] == 'male'\n", - " assert G.node[31]['gender'] == 'female'\n", + " assert G.nodes[30]['gender'] == 'male'\n", + " assert G.nodes[31]['gender'] == 'female'\n", " assert G.has_edge(30, 31)\n", " assert G.has_edge(30, 7)\n", " assert G.has_edge(31, 7)\n", @@ -593,19 +432,6 @@ "test_graph_integrity(G)" ] }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "**API Note:** Pre-NetworkX 2.0, the syntax for accessing any particular edge's metadata was `G.edge[node1][node2][key]`. \n", - "\n", - "Post-NetworkX 2.0, the syntax has changed to: `G.edges[node1, node2][key]`." - ] - }, { "cell_type": "markdown", "metadata": { @@ -625,12 +451,8 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": null, "metadata": { - "ExecuteTime": { - "end_time": "2018-05-02T13:57:33.103586Z", - "start_time": "2018-05-02T13:57:33.052329Z" - }, "slideshow": { "slide_type": "subslide" } @@ -660,20 +482,9 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "124" - ] - }, - "execution_count": 15, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "len([(n1, n2) for n1, n2 in G.edges() if not G.has_edge(n2, n1)])" ] @@ -687,20 +498,9 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "124" - ] - }, - "execution_count": 16, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "links = ((n1, n2) for n1, n2, d in G.edges(data=True))\n", "reverse_links = ((n2, n1) for n1, n2, d in G.edges(data=True))\n", @@ -807,33 +607,13 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": null, "metadata": { - "ExecuteTime": { - "end_time": "2017-07-11T18:51:51.286413Z", - "start_time": "2017-07-11T18:51:50.738409Z" - }, "slideshow": { "slide_type": "subslide" } }, - "outputs": [ - { - "data": { - "image/png": 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\n", 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "image/png": { - "height": 320, - "width": 479 - } - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "nx.draw(G, with_labels=True)" ] @@ -899,33 +659,13 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": null, "metadata": { - "ExecuteTime": { - "end_time": "2017-07-11T18:51:52.519542Z", - "start_time": "2017-07-11T18:51:51.912755Z" - }, "slideshow": { "slide_type": "subslide" } }, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "image/png": { - "height": 344, - "width": 344 - } - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "from nxviz import MatrixPlot\n", "\n", @@ -945,30 +685,9 @@ }, { "cell_type": "code", - "execution_count": 20, - "metadata": { - "ExecuteTime": { - "end_time": "2017-07-11T18:51:53.911943Z", - "start_time": "2017-07-11T18:51:52.522004Z" - } - }, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "image/png": { - "height": 344, - "width": 344 - } - }, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "from nxviz import ArcPlot\n", "\n", @@ -993,34 +712,13 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": null, "metadata": { - "ExecuteTime": { - "end_time": "2017-07-11T18:51:56.346475Z", - "start_time": "2017-07-11T18:51:53.915782Z" - }, - "scrolled": true, "slideshow": { "slide_type": "subslide" } }, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "image/png": { - "height": 344, - "width": 343 - } - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "from nxviz import CircosPlot\n", "\n", @@ -1046,13 +744,8 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": null, "metadata": { - "ExecuteTime": { - "end_time": "2017-07-11T18:51:56.424158Z", - "start_time": "2017-07-11T18:51:56.349026Z" - }, - "collapsed": true, "slideshow": { "slide_type": "subslide" } @@ -1078,34 +771,13 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": null, "metadata": { - "ExecuteTime": { - "end_time": "2017-07-11T18:51:58.661369Z", - "start_time": "2017-07-11T18:51:56.427689Z" - }, - "scrolled": false, "slideshow": { "slide_type": "subslide" } }, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "image/png": { - "height": 467, - "width": 497 - } - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "h = HivePlot(nodes, edges, nodes_cmap, edges_cmap)\n", "h.draw()" @@ -1126,7 +798,6 @@ "cell_type": "code", "execution_count": null, "metadata": { - "collapsed": true, "slideshow": { "slide_type": "skip" } @@ -1153,7 +824,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.6" + "version": "3.6.10" }, "toc": { "colors": { @@ -1217,5 +888,5 @@ } }, "nbformat": 4, - "nbformat_minor": 2 + "nbformat_minor": 4 } diff --git a/2-networkx-basics-student.ipynb b/2-networkx-basics-student.ipynb index 097d7862..bd79b24b 100644 --- a/2-networkx-basics-student.ipynb +++ b/2-networkx-basics-student.ipynb @@ -4,7 +4,9 @@ "cell_type": "code", "execution_count": null, "metadata": { - "collapsed": true, + "jupyter": { + "outputs_hidden": true + }, "slideshow": { "slide_type": "slide" } @@ -81,7 +83,9 @@ "cell_type": "code", "execution_count": null, "metadata": { - "collapsed": true, + "jupyter": { + "outputs_hidden": true + }, "slideshow": { "slide_type": "fragment" } @@ -107,7 +111,9 @@ "cell_type": "code", "execution_count": null, "metadata": { - "collapsed": true, + "jupyter": { + "outputs_hidden": true + }, "slideshow": { "slide_type": "fragment" } @@ -118,13 +124,6 @@ "G.nodes()" ] }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "**API Note:** As of NetworkX 2.0, to select subset of nodes, you have to cast `G.nodes()` as a list, i.e. `list(G.nodes())[0:10]`" - ] - }, { "cell_type": "markdown", "metadata": { @@ -142,7 +141,9 @@ "cell_type": "code", "execution_count": null, "metadata": { - "collapsed": true, + "jupyter": { + "outputs_hidden": true + }, "slideshow": { "slide_type": "fragment" } @@ -165,7 +166,9 @@ "cell_type": "code", "execution_count": null, "metadata": { - "collapsed": true, + "jupyter": { + "outputs_hidden": true + }, "slideshow": { "slide_type": "fragment" } @@ -176,13 +179,6 @@ "G.edges()" ] }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "**API Note:** As of NetworkX 2.0, to select subset of edges, you have to cast `G.edges()` as a list, i.e. `list(G.edges())[0:10]`" - ] - }, { "cell_type": "markdown", "metadata": { @@ -200,7 +196,9 @@ "cell_type": "code", "execution_count": null, "metadata": { - "collapsed": true, + "jupyter": { + "outputs_hidden": true + }, "slideshow": { "slide_type": "fragment" } @@ -244,7 +242,9 @@ "cell_type": "code", "execution_count": null, "metadata": { - "collapsed": true, + "jupyter": { + "outputs_hidden": true + }, "slideshow": { "slide_type": "fragment" } @@ -276,7 +276,9 @@ "cell_type": "code", "execution_count": null, "metadata": { - "collapsed": true, + "jupyter": { + "outputs_hidden": true + }, "slideshow": { "slide_type": "fragment" } @@ -308,7 +310,9 @@ "cell_type": "code", "execution_count": null, "metadata": { - "collapsed": true, + "jupyter": { + "outputs_hidden": true + }, "slideshow": { "slide_type": "fragment" } @@ -346,7 +350,9 @@ "cell_type": "code", "execution_count": null, "metadata": { - "collapsed": true, + "jupyter": { + "outputs_hidden": true + }, "slideshow": { "slide_type": "fragment" } @@ -382,7 +388,9 @@ "cell_type": "code", "execution_count": null, "metadata": { - "collapsed": true, + "jupyter": { + "outputs_hidden": true + }, "slideshow": { "slide_type": "subslide" } @@ -411,7 +419,9 @@ "cell_type": "code", "execution_count": null, "metadata": { - "collapsed": true, + "jupyter": { + "outputs_hidden": true + }, "slideshow": { "slide_type": "fragment" } @@ -437,15 +447,6 @@ "test_graph_integrity(G)" ] }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "**API Note:** Pre-NetworkX 2.0, the syntax for accessing any particular edge's metadata was `G.edge[node1][node2][key]`. \n", - "\n", - "Post-NetworkX 2.0, the syntax has changed to: `G.edges[node1, node2][key]`." - ] - }, { "cell_type": "markdown", "metadata": { @@ -465,28 +466,13 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": null, "metadata": { - "ExecuteTime": { - "end_time": "2018-05-02T13:57:33.103586Z", - "start_time": "2018-05-02T13:57:33.052329Z" - }, "slideshow": { "slide_type": "subslide" } }, - "outputs": [ - { - "data": { - "text/plain": [ - "124" - ] - }, - "execution_count": 16, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "unrequitted_friendships = []\n", "# Fill in your answer below.\n", @@ -604,7 +590,9 @@ "cell_type": "code", "execution_count": null, "metadata": { - "collapsed": true, + "jupyter": { + "outputs_hidden": true + }, "slideshow": { "slide_type": "subslide" } @@ -629,7 +617,9 @@ "cell_type": "code", "execution_count": null, "metadata": { - "collapsed": true, + "jupyter": { + "outputs_hidden": true + }, "slideshow": { "slide_type": "fragment" } @@ -658,7 +648,9 @@ "cell_type": "code", "execution_count": null, "metadata": { - "collapsed": true, + "jupyter": { + "outputs_hidden": true + }, "slideshow": { "slide_type": "subslide" } @@ -685,11 +677,9 @@ "cell_type": "code", "execution_count": null, "metadata": { - "ExecuteTime": { - "end_time": "2017-07-11T18:51:53.911943Z", - "start_time": "2017-07-11T18:51:52.522004Z" - }, - "collapsed": true + "jupyter": { + "outputs_hidden": true + } }, "outputs": [], "source": [ @@ -718,8 +708,9 @@ "cell_type": "code", "execution_count": null, "metadata": { - "collapsed": true, - "scrolled": true, + "jupyter": { + "outputs_hidden": true + }, "slideshow": { "slide_type": "subslide" } @@ -752,7 +743,9 @@ "cell_type": "code", "execution_count": null, "metadata": { - "collapsed": true, + "jupyter": { + "outputs_hidden": true + }, "slideshow": { "slide_type": "subslide" } @@ -780,8 +773,9 @@ "cell_type": "code", "execution_count": null, "metadata": { - "collapsed": true, - "scrolled": false, + "jupyter": { + "outputs_hidden": true + }, "slideshow": { "slide_type": "subslide" } @@ -807,7 +801,9 @@ "cell_type": "code", "execution_count": null, "metadata": { - "collapsed": true, + "jupyter": { + "outputs_hidden": true + }, "slideshow": { "slide_type": "skip" } @@ -833,13 +829,9 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.6" - }, - "widgets": { - "state": {}, - "version": "1.1.1" + "version": "3.6.10" } }, "nbformat": 4, - "nbformat_minor": 2 + "nbformat_minor": 4 } diff --git a/3-hubs-and-paths-instructor.ipynb b/3-hubs-and-paths-instructor.ipynb index e201f32e..f579a117 100644 --- a/3-hubs-and-paths-instructor.ipynb +++ b/3-hubs-and-paths-instructor.ipynb @@ -2,12 +2,8 @@ "cells": [ { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "metadata": { - "ExecuteTime": { - "end_time": "2017-07-11T19:26:56.727289Z", - "start_time": "2017-07-11T19:26:56.449813Z" - }, "slideshow": { "slide_type": "slide" } @@ -48,13 +44,8 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "metadata": { - "ExecuteTime": { - "end_time": "2017-07-11T19:26:58.391902Z", - "start_time": "2017-07-11T19:26:56.730458Z" - }, - "collapsed": true, "slideshow": { "slide_type": "fragment" } @@ -67,25 +58,9 @@ }, { "cell_type": "code", - "execution_count": 3, - "metadata": { - "ExecuteTime": { - "end_time": "2017-07-11T19:26:58.433094Z", - "start_time": "2017-07-11T19:26:58.394090Z" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "(410, 2765)" - ] - }, - "execution_count": 3, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "# How many nodes and edges are present?\n", "len(G.nodes()), len(G.edges())" @@ -119,28 +94,13 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, "metadata": { - "ExecuteTime": { - "end_time": "2017-07-11T19:31:43.408840Z", - "start_time": "2017-07-11T19:31:43.369491Z" - }, "slideshow": { "slide_type": "fragment" } }, - "outputs": [ - { - "data": { - "text/plain": [ - "14" - ] - }, - "execution_count": 4, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "# Let's find out the number of neighbors that individual #7 has.\n", "# list(G.neighbors(7))" @@ -172,25 +132,9 @@ }, { "cell_type": "code", - "execution_count": 50, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "51 50\n", - "272 47\n", - "195 43\n", - "235 43\n", - "161 34\n", - "dtype: int64" - ] - }, - "execution_count": 50, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "import pandas as pd\n", "\n", @@ -203,28 +147,13 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "metadata": { - "ExecuteTime": { - "end_time": "2017-07-11T19:26:58.521778Z", - "start_time": "2017-07-11T19:26:58.475240Z" - }, "slideshow": { "slide_type": "fragment" } }, - "outputs": [ - { - "data": { - "text/plain": [ - "[51, 272, 235, 195, 161]" - ] - }, - "execution_count": 5, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "# Possible Answers:\n", "sorted(G.nodes(), \n", @@ -272,33 +201,13 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": null, "metadata": { - "ExecuteTime": { - "end_time": "2017-07-11T19:39:01.396421Z", - "start_time": "2017-07-11T19:39:01.352941Z" - }, - "scrolled": true, "slideshow": { "slide_type": "fragment" } }, - "outputs": [ - { - "data": { - "text/plain": [ - "[(100, 0.07090464547677261),\n", - " (101, 0.03178484107579462),\n", - " (102, 0.039119804400977995),\n", - " (103, 0.06356968215158924),\n", - " (104, 0.04156479217603912)]" - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "# nx.degree_centrality(G)\n", "\n", @@ -366,43 +275,13 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": null, "metadata": { - "ExecuteTime": { - "end_time": "2017-07-11T19:26:59.170405Z", - "start_time": "2017-07-11T19:26:58.582315Z" - }, "slideshow": { "slide_type": "subslide" } }, - "outputs": [ - { - "data": { - "text/plain": [ - "Text(0.5,1,'Degree Centralities')" - ] - }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "image/png": { - "height": 263, - "width": 373 - } - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "# Possible Answers:\n", "fig = plt.figure(0)\n", @@ -419,44 +298,13 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": null, "metadata": { - "ExecuteTime": { - "end_time": "2017-07-11T19:26:59.581660Z", - "start_time": "2017-07-11T19:26:59.173031Z" - }, - "scrolled": true, "slideshow": { "slide_type": "subslide" } }, - "outputs": [ - { - "data": { - "text/plain": [ - "Text(0.5,1,'Number of Neighbors')" - ] - }, - "execution_count": 8, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "image/png": { - "height": 263, - "width": 373 - } - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "fig = plt.figure(1)\n", "neighbors = [len(list(G.neighbors(node))) for node in G.nodes()]\n", @@ -467,44 +315,13 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": null, "metadata": { - "ExecuteTime": { - "end_time": "2017-07-11T19:27:00.065910Z", - "start_time": "2017-07-11T19:26:59.584433Z" - }, - "scrolled": true, "slideshow": { "slide_type": "subslide" } }, - "outputs": [ - { - "data": { - "text/plain": [ - "Text(0,0.5,'Number of Neighbors')" - ] - }, - "execution_count": 9, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "image/png": { - "height": 263, - "width": 384 - } - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "fig = plt.figure(2)\n", "plt.scatter(degree_centralities, neighbors, alpha=0.1)\n", @@ -547,34 +364,13 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": null, "metadata": { - "ExecuteTime": { - "end_time": "2017-07-11T19:27:11.038468Z", - "start_time": "2017-07-11T19:27:00.068170Z" - }, - "scrolled": true, "slideshow": { "slide_type": "subslide" } }, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "image/png": { - "height": 309, - "width": 377 - } - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "c = CircosPlot(G, node_order='order', node_color='order')\n", "c.draw()\n", @@ -672,13 +468,8 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": null, "metadata": { - "ExecuteTime": { - "end_time": "2017-07-11T19:27:11.092567Z", - "start_time": "2017-07-11T19:27:11.041707Z" - }, - "collapsed": true, "slideshow": { "slide_type": "subslide" } @@ -724,26 +515,13 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": null, "metadata": { - "ExecuteTime": { - "end_time": "2017-07-11T19:27:11.130414Z", - "start_time": "2017-07-11T19:27:11.094558Z" - }, "slideshow": { "slide_type": "subslide" } }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Path exists between nodes 18 and 10\n", - "Path exists between nodes 22 and 51\n" - ] - } - ], + "outputs": [], "source": [ "# Test your answer below\n", "def test_path_exists():\n", @@ -755,17 +533,9 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Path does not exist between nodes 18 and 100000\n" - ] - } - ], + "outputs": [], "source": [ "def test_path_does_not_exist(G):\n", " g = G.copy() # so that we do not mutate original graph.\n", @@ -790,29 +560,13 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": null, "metadata": { - "ExecuteTime": { - "end_time": "2017-07-11T19:27:11.201570Z", - "start_time": "2017-07-11T19:27:11.165701Z" - }, - "scrolled": true, "slideshow": { "slide_type": "fragment" } }, - "outputs": [ - { - "data": { - "text/plain": [ - "True" - ] - }, - "execution_count": 14, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "nx.has_path(G, 400, 1)" ] @@ -843,28 +597,13 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": null, "metadata": { - "ExecuteTime": { - "end_time": "2017-07-11T19:27:11.241275Z", - "start_time": "2017-07-11T19:27:11.203976Z" - }, "slideshow": { "slide_type": "fragment" } }, - "outputs": [ - { - "data": { - "text/plain": [ - "[4, 90, 111, 112, 132, 230, 335, 400]" - ] - }, - "execution_count": 15, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "nx.shortest_path(G, 4, 400)" ] @@ -902,34 +641,13 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": null, "metadata": { - "ExecuteTime": { - "end_time": "2017-07-11T19:27:11.700990Z", - "start_time": "2017-07-11T19:27:11.243761Z" - }, - "scrolled": true, "slideshow": { "slide_type": "subslide" } }, - "outputs": [ - { - "data": { - "image/png": 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\n", 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\n", 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C4MFQEIsRurvD55+rKIsUIs0si4iIU/Dx8aFr166kpKQwe/Zss+OISDH30UcfMXHiREqUKMGyZcvo2rWrUWQPHrT/ol/NmhnjqiiLFCrNLIuIiNPYtWsXTz31FBUrVuTs2bN4eHiYHUlEiqGpU6fy+uuvY7FYWLx4MX379r39gJQU+OwzmDIFYmPzfyJPT2N7qHHjtJiXiAk0sywiIk6jWbNm+Pn5cenSJVasWGF2HBEphmbMmMHrr78OwOeff35nUQaj2I4fDzExsGgR+Pvn7ST+/rB4sfH58eNVlEVMopllERFxKkuWLKF///7Ur1+fyMhILAW9oI6IiM3s2bMZMWIEAHPnzmXIkCG5/3B0NEREGI8DByAuzri32c0NKlSARo3Az8942NZnEBFzqSyLiIhTSUpK4uGHH+bChQts376dZ555xuxIIlIMLFiwgFdeeQWAmTNnMmrUKJMTiUhB02XYIiLiVNzc3Bg2bBgA06dPNzmNiBQHixcv5tVXXwXg008/VVEWKSY0sywiIk7n999/p0qVKqSkpHDq1CmqVKlidiQRKaKWL19Onz59sFqtfPzxx7z55ptmRxKRQqKZZRERcTre3t706NGD1NRUgoODzY4jIkXUV199Rb9+/bBarUyePFlFWaSY0cyyiIg4pX379vHEE09QoUIFzp49S5kyZcyOJCJFyOrVq+nevTs3b97kvffe44MPPjA7kogUMs0si4iIU/L396dp06bExcUREhJidhwRKULWrl1Ljx49uHnzJm+99RaTJk0yO5KImEAzyyIi4rRWrFhBr169qFOnDkeOHNE2UkVRdDTs329stxMZCbGxkJwMrq7g6QkNGxpb7TRurO12xC42bdrECy+8QHJyMq+99hqffPKJ/m4RKaZUlkVExGklJydTtWpVfv/9d7Zs2UJgYKDZkcQeEhJg5UoIDobw8Nx/rkkTGDkSevQAD4+CyydF1tatW3n++edJTExk1KhRzJgxQ0VZpBjTZdgiIuK0XF1dGTFiBAAzZswwOY3ctZQUmDoVfHxg4MC8FWUwjh8wwPj81KnGeCK5tH37djp27EhiYiJDhw5VURYRzSyLiIhzu3DhApUrV+bGjRucOHGCatWqmR1J8iMqyijIe/bYb8ymTWHhQvD1td+YUiT99NNPtGnThmvXrjFo0CDmz59PiRKaUxIp7vS3gIiIODUvLy969uyJ1WolKCjI7DiSHyEh0KCBfYsyGOM1aGCML5KFvXv30q5dO65du0bfvn2ZN2+eirKIAJpZFhGRIuDAgQP4+flRrlw5zp07R9myZc2OJLk1bx4MHVqw57BYYM4cGDKkYM8jTiciIoLAwECuXLnCyy+/zLJly3BxcTE7log4CH1tJiIiTq9Ro0Y0b96c+Ph4lixZYnYcya2QkIIvygBWKwwbphlmuc2hQ4do3bo1V65coWvXrixZskRFWURuo7IsIiJFwpgxYwBjoa/U1FST00iOoqKw9OmDBXL12J7LYTun+8yA9G9YrTB4sHFvtBR7//nPf2jVqhVxcXG88MILLF++nFKlSpkdS0QcjMqyiIgUCS+++CI+Pj78/PPPbN682ew4kp2UFBg4kAcg20fa5k+uwOO5GPY72yNLSUkwaJBWyS7mjh8/TmBgIBcvXqR9+/aEhobi6upqdiwRcUAqyyIiUiSULFmSkSNHAtpGyuF99hns2cMfkO2jhu3w54GKOQx5FRgNlAOyXft6927j/FIs/fLLLwQEBHDhwgVat27NqlWrcHNzMzuWiDgoLfAlIiJFxqVLl/Dx8SExMZGff/6ZGjVq5PwhKVwJCcY+yLGx2R52EGhoe/0d8EIOw/4P8BkwHfgG47Lt/sCizA729ISYGPDwyOxdKaJOnjxJixYtOHfuHM8++yxr166ldOnSZscSEQemmWURESkyKlasSJ8+fQC0jZSjWrkyx6IMsNj2fD/QPodjDwAzgQbAyNxkiI2F0NDcHClFRHR0NAEBAZw7d46nn36aNWvWqCiLSI40syzi7KKjYf9+iIiAyEjjl8DkZHB1NWZPGjYEPz9o3BiqVjU7rUiBO3z4MPXr16ds2bLExMRQvnx5syNJev7+EB6e7SE3gYeAC8A4YFo2x6YCTwARwE9AM6AlOcwsp+XYuzf3ucVpnT17lhYtWnD69GmaNWvGpk2buOeee8yOJSJOoKTZAUQkHxISjNmZ4OAcf+lk06a/XzdpAiNHQo8euvxQiqx69erRsmVLtm3bxqJFixg7dqzZkSRNdHTOf2cBGzCKMhiFNztBwH5gMEZRzrV9+4w8+hKxSDt//jwBAQGcPn2aJk2asGHDBhVlEck1XYYt4kxSUmDqVON+v4EDc/VL523Cw2HAAOPzU6dqRVgpstIK8syZM7WNlCPZvz9Xhy2yPdfDuLQ6K+eAf2As/vVxfvJEROTnU+Ik/vjjDwICAjhx4gSNGjVi06ZNutJERPJEZVnEWURFQfPm8PrrubrfL1uxscY4zZtrz1Epkjp27EiVKlU4efIk69evNzuOpMlFOY0F1tpeD8jh2DHAX8A/yXm17PzmEef03//+l8DAQH7++Wfq1avHDz/8QIUKFcyOJSJORmVZxBmEhECDBrBnj33H3bPHGDckxL7jipjMxcWFUaNGAdpGyqFERuZ4yAogGeM+sd7ZHLcWY9XrphiXYOfLgQP5/aQ4sEuXLtGqVSuOHTtG7dq12bJlCxUr5uvrFBEp5lSWRRzdvHnQpw8kJRXM+ElJ0LevcR6RImTw4MGULl2azZs3c+zYMbPjCORpFex2gFcWx1zDWPXaBQgGLPnNExeX30+Kg4qLi6N169YcPnyYmjVrsnXrVu6//36zY4mIk1JZFnFkISEwdGjBn8dqhWHDNMMsRUqFChXo168fYNy7LA4gOTnbt48DaSsxZLew17+A34BBwGPA1QyPtNUYbqb7WaZbfxTUl5BiiitXrtCmTRsiIyN59NFHCQsLo1KlSmbHEhEnprIs4qiiorD06YMFcvXYnuHjLXP5OQswCYzCPHiw7mGWImX06NEALFmyhDjNIprP1TXbtxfZnj2Bjtkcd8b2PB+4J5PHTtv7Iel+doZMuLnlnFmcwl9//UW7du0IDw/nkUceISwsjAcffNDsWCLi5FSWRRxRSgoMHMgDkO0jbfMnV+DxDEN45vDZ9OuBNkp7kZQEgwZplWwpMmrXrk3r1q25fv06X3zxhdlxxNMzy7dSgWW21z0x/l4rcFrwqUi4du0aHTp0YPfu3Tz88MOEhYVRuXJls2OJSBGgsiziiD77DPbs4Q/I9lHDdvjz3LkS7Dc5fDbtEkcvjHsDb9m92zi/SBExZswYAIKCgkjRF0Hmatgwy7c2A+dtr3PaW3kRxmXVWT1apBsn7WdVMxuoUaPMfipO5Pr163Ts2JEdO3bw0EMPERYWRlXtnS0idqKyLOJoEhJgypQcDzsIHLK9zukXy4xuYKw4C8ZqsyUzHjBlipFDpAho37491atXJzo6mjVr1pgdp3jz88vyrbSFvWoDTQolDNnmEceXmJhI586d+fHHH/H29iYsLIzq1aubHUtEihCVZRFHs3JlnlaMvR9on8dTrAf+a3s9ILMDYmMhNDSPo4o4phIlSty6d1nbSJmsceNMfxwPrLa9zuuXf3dFZdlpJSUl0bVrVzZv3oyXlxdbt26lRo0aOX9QRCQPVJZFHE1wcI6H3ASW215nOjOcg7Si3QCodxc5RJzFgAEDKFu2LD/++COHDx82O07xVbUqNLlz3jgUSMD4paRPYWXx9zfyiNNJTk6mR48erF+/nooVK7J161Zq1apldiwRKYJUlkUcSXQ0hIfneNgG4ILtdV5nYS4B63Lz2X37jDwiRUD58uUZOHAgoG2kTDdixB0/egXjvuIUwB7rF2+zjbcojznE8d24cYNevXrx/fffU6FCBbZs2cLjj2dc4lJExD5UlkUcyf79uTpske25HsbscF4sB5IxZqN753RwREQeRxdxXKNGjQJg2bJlXLp0yeQ0xdhLL2W7Knah8PQ0cohTuXnzJv369WPVqlWUL1+ezZs306BBXv8VFBHJPZVlEUeSi3IaC6y1vR6Qj1OkXYLdHuN+57vNI+IsatSoQbt27UhMTGT+/Plmxym+PDxgwgRzM0yYAO7u5maQPElJSWHQoEF8+eWX3HPPPWzatAk/3XMuIgVMZVnEkURG5njICvIwM5zBUSCt/ubq8u0DB/J4BhHHNnbsWABmzZrFzZs3TU5TjI0bB02bmnPuZs2M84vTSE1NZciQISxdupQyZcqwYcMGnnjiCbNjiUgxoLIs4kjysAp2O4w9kvMi7bMVMfZmzlFcXB7PIOLYWrduTc2aNYmJiWH16tU5f0AKhosLLFwIbm6Fe143N+O8Li6Fe17JN6vVyogRI/jiiy/w8PBg3bp1PPXUU2bHEpFiQmVZxJEkJ2f79nEgbfmvvC7slQIss73uCbjm5kNJSXk8i4hjS7+N1PTp001OU8z5+sKCBWCxFM75LBbjfDVrFs755K5ZrVbGjBnD3LlzcXd3Z82aNbRo0cLsWCJSjKgsizgS1+wr7CLbsyfQMY9D/wD8bnud66Jd2LM+IoWgf//+lCtXjp07d3JAtxqYq3dvmDOn4AuzxWKcp3deb14Rs1itVsaPH09QUBCurq6sXr2awMBAs2OJSDGjsiziSLJZITaVfMwMp5N2CXYdoHFuP1ShQh7PIuL4ypYty+DBgwFtI+UQhgyBpUsL7ss5d3dj/CFDCmZ8sTur1co777zDtGnTKFWqFKtWraJNmzZmxxKRYkhlWcSRNGyY5VubgfO213m9BPsK8F1+PtuoUR7PJOIcRo0ahcViYfny5Vy4cCHnD0jB6t0bDh60/6JfzZoZ42pG2alMnDiRjz/+mJIlSxIaGsrzz+dqlQ0REbtTWRZxJNlsg5E2M1wbaJLHYVcCiYAL0MdOeUScWbVq1ejYsSPJycnMmzfP7DgCxj3MO3fCJ5/cdpWNNT9jeXoa4+zYoXuUnczkyZOZPHkyLi4urFixgs6dO5sdSUSKMZVlEUfSOPMLpOOBtHV78zqrDH8X7ecA77x8UGVZirAxY8YAEBwcTHIOi+tJIXFxgfHjISYGFi3iap065OluZn9/WLzY+Pz48Vr12sl8/PHHvP/++5QoUYIlS5bQrVs3syOJSDFnsVqt+frSVkQKiL8/hIff9qPPgVcxvt06CzyYh+FOAI/ZXn8JvJSXHHv35uFMIs7FarVSt25djh49yvLly+nZs6fZkSSDoKAgPhk9mtdbtmRUs2bG3u9xccZK/W5uxroKjRoZX+z5+UHVqmZHlnyaNm0ar732GhaLhYULF9K/f36+GhYRsa+SZgcQkQxGjICBA2/70Su2R348Sj4vYxwxIp9nFHEOFouFMWPGMHToUGbMmKGy7ID27t3LGaBE9+76O6kICwoK4rXXXgNg/vz5Ksoi4jA0syziaBISwMcHYmNNi3CzfHlK/vGHsYqsSBF2/fp1fHx8iIuLY+/evfj7+5sdSdKpWbMmv/zyC/v378dPt4UUSXPnzmXYsGEAzJ49+9ZrERFHoHuWRRyNhwdMmGDKqdO+OXsnPp433nuPq1evmpJDpLCULl2aV199FYAZM2aYnEbSi4uL45dffsHd3Z169eqZHUcKwBdffHGrHE+fPl1FWUQcjmaWRRxRSgo0bw579hT6qU9VqkSNP/4gBahcuTLTp0+nc+fOWCx5WmZHxGmcOXOGatWq4eLiwpkzZ/D2ztMyeFJANm3aRNu2bXnyySf56aefzI4jdrZ06VL69++P1Wrlk08+Yfz48WZHEhG5g2aWRRyRiwssXGgsYFOY3Nyotm0be8LD8fPz4+zZs3Tp0oWOHTty+vTpws0iUkiqVKlC586duXHjBnPmzDE7jtjstS0w+MQTT5icROztyy+/ZMCAAVitVj766CMVZRFxWCrLIo7K1xcWLIDCmtG1WIzz1axJ48aN2bt3L0FBQZQrV45169ZRp04dPvroI22xI0XS2LFjAZgzZw5JSUkmpxFQWS6qVq1aRZ8+fUhNTWXSpEm8/fbbZkcSEcmSyrKII+vdG+bMKfjCbLEY5+nd+9aPXFwMYacaAAAgAElEQVRcGDlyJFFRUfTs2ZOEhAQmTJhAgwYN2L59e8HmESlkTz/9NPXr1+fChQuEhoaaHafYs1qtKstF0Pfff8/LL79MSkoK7777Lu+9957ZkUREsqWyLOLohgyBpUsL7pJsd3dj/CFDMn3b29ub5cuXs3nzZh577DGOHz9Oy5Yt6d+/PxcuXCiYTCKFLG0bKTAWGtJyHuY6deoUly5dwsvLiypVqpgdR+xg/fr1dOvWjZs3b/LGG28wefJkrYUhIg5PZVnEGfTuDQcPQtOm9h23WTNj3HQzyllp1aoVhw8fZtKkSbi5ubFkyRJ8fX2ZO3cuqamp9s0lYoJevXpx3333ERERwe7du82OU6yln1VWoXJ+P/zwA126dOHGjRuMGzeOjz/+WP9/FRGnoLIs4ix8fWHnTvjkE/D0vLuxPD2NcXbsgJo1c/0xd3d33n//ff7zn//Qpk0b4uLiGDZsGE8++SQHDx68u0wiJnN3d2eI7QoLbSNlrrSyrH2vnV9YWBidOnUiKSmJESNG8Omnn6ooi4jTUFkWcSYuLjB+PMTEwKJFkNdfJP39YfFi4/Pjxxvj5cOjjz7Khg0bCA0Nxdvbm7179+Ln58f//M//8Ndff+VrTBFHMHz4cFxcXPj666+JiYkxO06xpfuVi4YdO3bQsWNHEhMTefXVV5k5c6aKsog4Fe2zLOLsoqMhIsJ4HDgAcXGQlGTc41yhAjRqBH5+xqNqVbufPj4+nvfff5+ZM2eSmprKgw8+yPTp0+natat+KRKn9PLLL7Ny5UomTJjAhx9+aHacYicpKYly5cqRnJxMXFwc9957r9mRJB927dpFmzZtuHr1KgMGDGDBggWUKKE5GhFxLirLImIXkZGRDBs2jH379gHQtm1bgoKCqF69usnJRPJm165dPPXUU1SsWJGzZ8/i4eFhdqRiJTw8HH9/f3x9fTl+/LjZcSQf9u3bR+vWrYmPj6d3794sXrwYl3xeySQiYiZ9xScidtGwYUN27drF7Nmzuffee9m4cSOPP/44kydP1r614lSaNWuGn58fly5dYsWKFWbHKXZ0CbZzO3DgAG3atCE+Pp4ePXqwaNEiFWURcVoqyyJiNy4uLgwbNoyoqCj69u1LYmIi77//PvXq1SMsLMzseCK5YrFYGDt2LGAs9KULsAqXyrLzOnz4MK1bt+by5cu8+OKLLFu2jJIlS5odS0Qk31SWRcTuHnjgAZYsWUJYWBi+vr788ssvBAYG0rt3b/744w+z44nkqEePHnh5eXHo0CF27NhhdpxiRWXZOR09epTAwEBiY2Pp2LEjX375JaVKlTI7lojIXVFZFpEC8+yzz3Lo0CE+/PBD3N3dWb58Ob6+vsyaNYuUlBSz44lkyc3NjWHDhgEwffp0k9MUH7Gxsfz666+4u7tTt25ds+NILkVFRREYGMjFixdp27YtX331Fa6urmbHEhG5ayrLIlKgXF1dmTBhAseOHaN9+/ZcuXKFUaNG0bRpUyIiIsyOJ5KlYcOGUapUKVavXs2ZM2fMjlMspC0Q6Ofnp1lJJ/Hrr78SEBDAn3/+SatWrfjmm29wc3MzO5aIiF2oLItIoXjkkUdYu3Ytq1atwsfHh/379+Pv78/o0aO5cuWK2fFE7uDt7U2PHj1ITU1l1qxZZscpFnQJtnM5deoUAQEB/P7777Rs2ZLvvvtOq8eLSJGisiwihcZisdClSxeOHz/O+PHjsVgsBAUF4evry5dffqmFlMThjBkzBoD58+dz7do1k9MUfWll2d/f3+QkkpMzZ84QEBBATEwMzZs3Z82aNZQuXdrsWCIidqWyLCKFrmzZsnzyySccOHCAZs2a8ccff9CzZ0+ee+45fv31V7Pjidzi7+9P06ZNuXz5MiEhIWbHKdKsVuuty7A1s+zYYmJiCAgI4MyZMzRt2pT169dTtmxZs2OJiNidyrKImKZevXrs3LmT+fPn4+npyZYtW3j88ceZOHEiiYmJZscTAf6eXdY2UgXr5MmTXLp0CS8vL6pUqWJ2HMnC77//TkBAAKdOnaJx48Zs2LCBe+65x+xYIiIFQmVZRExVokQJXnnlFaKiohg4cCDJycl88MEH1K1blx9++MHseCJ07doVb29vjh49qv3CC1D6WWWLxWJyGsnMn3/+SUBAAL/++isNGjRg06ZN3HvvvWbHEhEpMCrLIuIQ7r//fr744gv+/e9/U6dOHU6cOEGbNm146aWXOH/+vNnxpBhzdXVlxIgRgDG7LAVDi3s5tv/+978EBgYSFRVF3bp12bx5M56enmbHEhEpUCrLIuJQnn76aSIjI/n4448pXbo0oaGh+Pr6MmPGDG7evGl2PCmmhgwZgqurK2vWrOHkyZNmxymSVJYdV2xsLK1bt+bo0aPUqlWLLVu2cN9995kdS0SkwKksi4jDKVWqFG+++SbHjh3jhRde4K+//mLs2LH4+/vfulRTpDB5eXnRq1cvrFartpEqAElJSURGRmKxWGjSpInZcSSdy5cv89xzz3Ho0CFq1KjB1q1b8fLyMjuWiEihUFkWEYdVpUoVvvvuO7777jsefvhhIiMjadq0KcOHDycuLs7seFLMjB49GoAFCxZw9epVk9MULYcOHSI5ORlfX1/Kly9vdhyxiY+Pp23btkRERFC9enXCwsLw9vY2O5aISKFRWRYRh/fCCy9w7Ngx3nrrLVxcXJgzZw6+vr4sW7ZMqxNLoWnUqBHNmzcnPj6exYsXmx2nSNEl2I7n6tWrtGvXjr1791K1alXCwsJ46KGHzI4lIlKoVJZFxCmUKVOGf/7znxw8eJCnn36aCxcu0Ldv31sLzogUhrFjxwIwc+ZMUlNTTU5TdKgsO5Zr167RoUMHdu3aReXKlQkLC+Phhx82O5aI84qOhq+/hnfegbZtwd8fGjQwntu2NX7+9dfGceJQLFZNy4iIk7FarSxevJg33niDixcv3rrH+d1338XDw8PseFKE3bx5k0ceeYSYmBg2btxImzZtzI5UJDz22GOcOHGCiIgIGjVqZHacYi0hIYGOHTuydetWHnzwQbZv386jjz5qdiwR55OQACtXQnAwhIfn/nNNmsDIkdCjB+h3GtNpZllEnI7FYmHAgAFERUXxyiuvcOPGDT788EPq1KnD+vXrzY4nRVjJkiUZOXIkANOnTzc5TdFw6dIlTpw4gbu7O3Xr1jU7TrGWmJjIiy++yNatW6lUqRJhYWEqyiJ5lZICU6eCjw8MHJi3ogzG8QMGGJ+fOtUYT0yjsiwiTqtixYrMnz+fn376iXr16nH69Gk6dOhA165diYmJMTueFFGvvvoq7u7ubNiwgV9++cXsOE4vbYV7Pz8/SpUqZXKa4is5OZlu3bqxadMm7r//frZu3UrNmjXNjiXiXKKioHlzeP11iI29u7FiY41xmjc3xhVTqCyLiNN78skniYiIYOrUqZQpU4ZvvvmGWrVq8emnn2pvZrG7ihUr0qdPHwCCgoJMTuP80sqy7lc2z40bN3jppZdYt24dFStWZOvWrdSuXdvsWCLOJSTEuA95zx77jrtnjzFuSIh9x5VcUVkWkSKhZMmSvPbaaxw/fpwuXbpw9epVxo8fj5+fH7t37zY7nhQxY8aMAWDhwoVcuXLF5DTOTYt7mevmzZv07t2b1atXc++997J582ZdDi+SV/PmQZ8+kJRUMOMnJUHfvsZ5pFCpLItIkVK5cmVWrVrFunXreOSRRzh8+DBPPvkkQ4YMIfZuL4kSsalbty7PPvssV69eZdGiRWbHcVpWq1UzyyZKSUmhX79+fPXVV5QrV47NmzfTsGFDs2OJOJeQEBg6tODPY7XCsGGaYS5kKssiUiS1b9+e//znP0yYMIFSpUoxf/58atasyaJFi7Q3s9hF2uyytpHKv5MnT3Lp0iUeeOABbU1UyFJTUxk0aBArVqygbNmybNq0icaNG5sdS8S5REXB4MH8BXwPvAe0A+4DLLZHbu42PgAMAKoB7oAH8CgwCDiY/kCrFQYP1j3MhUhlWUSKrNKlS/Phhx9y6NAhWrZsycWLFxk4cCAtWrTg6NGjZscTJ9exY0eqVq3KyZMntQp7PqW/BNtisZicpvhITU1l6NChLFmyhNKlS7NhwwaaNm1qdiwR55KSYqx2nZTEVqAT8P+AjcClPAwTDPgDi4HTGAUb4CSwEGgM3HbxdVISDBqkVbILicqyiBR5tWrVIiwsjKVLl+Ll5cWOHTto0KABb7/9NteuXTM7njgpFxcXRo0aBcCMGTNMTuOcdL9y4bNarYwaNYrPP/8cDw8P1q1bR/Pmzc2OJeJ8PvvstsW8vID2wEQylNtsHAPGAClAa+A/wHXb4zDQ0vbeKIzyfMvu3cb5pcBZrLoeUUSKkbi4OCZMmMDcuXOxWq1UqVKFGTNm8MILL5gdTZxQXFwcPj4+XL9+naNHj2oF4Tx64okn2LdvH1u2bCEwMNDsOEWe1Wpl3LhxzJgxAzc3N9auXUurVq3MjiXifBISjH2QbWuhpAAu6d6OBh6xvT4O+GYxzETgA6AcEAPck+H9eMAH+AuYBoxL/6anJ8TEgIdHvv8zJGeaWRaRYqVChQrMnj2b3bt307BhQ86cOUOnTp3o3Lkzv/32m9nxxMlUqFCBfv36Aca9y5J7SUlJHDx4EIvFontlC4HVauWNN95gxowZuLq6snr1ahVlkfxaufK2fZRdsjk0O3/anh/jzqIMRol+zPb6juvgYmMhNDSfZ5bcUlkWkWIpbUZr+vTp3HPPPXz33XfUqlWLf/3rX9y4ccPseOJERo8eDcCSJUuIi4szOY3zOHjwIMnJyfj6+lK+fHmz4xRpVquVd999l6lTp1KyZEm+/vpr2rZta3YsEecVHGyXYarann8FrmbyfrztPYBGBZhDsqayLCLFVsmSJRkzZgxRUVH06NGD69ev89Zbb9GwYUN27NhhdjxxErVr16Z169Zcv36dBQsWmB3Haeh+5cIzadIkPvroI1xcXFi5ciUdO3Y0O5KI84qOhvBwuwzVB2Pl63igC8Y9zABWjPuXO2Ncgv0cxirbd9i3z8gjBUZlWUSKvQcffJCVK1eyadMmqlevztGjR3nmmWcYNGgQFy9eNDueOIG0baSCgoJI0QqluaKyXDg+/PBDJk2aRIkSJVi+fDldunQxO5KIc9u/325D+QDfAPcCm4E6QGnboy5GeX4XWJPdIBERdssjd1JZFhGxee655zhy5Ajvv/8+rq6uLFy4kJo1a/L5559rH13JVvv27alevTpnzpxhzZpsf60Rm3379gEqywXp//7v//jHP/6BxWJhyZIl9OjRw+xIIs7PzuW0LUZRrm77cwKQaHudCFzGWB27sPLI7VSWRUTS8fDwYNKkSRw5coRWrVoRGxvLq6++ytNPP83hw4fNjicOqkSJErfuXZ4+fbrJaRzfpUuXOHHiBB4eHtStW9fsOEXS9OnTefPNNwH44osv6N27t8mJRIqIyEi7DjcRaAK4AWuB/9oea4GHgFnAU0CWK2IcOGDXPHI7lWURkUzUqFGDH374gRUrVlCpUiV27dpFo0aNeP3117l6NbNlOKS4GzhwIGXLlmXbtm36YiUHabPKfn5+lCxZ0uQ0RU9wcDDjxhmbzMybN48BAwaYG0ikKEm3CvbdCsHYOsoL+DfQAbjP9uhg+5kXxuXY/8xqEC0sWaBUlkVEsmCxWHj55ZeJiopi1KhRWK1Wpk6dSq1atfj222/RNvWSXrly5Rg4cCCgbaRyovuVC878+fMZOXIkALNmzeLVV181OZFIEZOcbLeh0q5D6gdUzOT9ikBf2+vvshokKclueeROKssiIjkoX748M2fOZN++fTRu3JiYmBi6dOlCx44dOX36tNnxxIGMGjUKgGXLlmlxuGyoLBeMRYsWMXToUACmTZvGiBEjTE4kUgS5utptqOO250eyOaaa7Tk6qwPc3OwVRzKhsiwikkt+fn7s2bOHoKAgypUrx7p166hTpw5Tpkwh2Y7fNIvzqlGjBu3btycxMZHPP//c7DgOyWq1anGvAhASEsKgQYOwWq3861//unUZtojYmaen3YZKK2K/ZXPMGdvzPVkdUKGC3fLInVSWRUTywMXFhZEjR/Lzzz/Tq1cvEhISePfdd6lfvz7btm0zO544gLRtpGbNmsXNmzdNTuN4Tpw4QWxsLA888ACVK1c2O06REBoaSr9+/bBarXz44Ye88cYbZkcSKboaNrTbUPVtzyuAzFZDuQp8aXud5VeLjRrZLY/cSWVZRCQfKlWqREhICFu2bKFGjRpERUXx7LPP0q9fPy5cuGB2PDFR69atqVmzJjExMXz77bdmx3E46S/BtlgsJqdxft9++y29evUiNTWViRMnMmHCBLMjiRRp12vVyvTnF9M90i+5dTnDe+k3ohxue/4NYwupA0CK7XHA9rO0WecxWQXy88vjf4HkhcqyiMhdCAwM5PDhw3zwwQe4ubmxdOlSatasydy5c7U3czFVokSJW7PLM2bMMDmN49H9yvazZs0aXnrpJVJSUnjnnXeYOHGi2ZFEiqT4+HhCQkLo3LkzDW2L5mVc4vP+dI/0c73NMryX/pLrnsBY2+ufAD+gjO3hZ/uZBfh/wHNZhVNZLlAWq5ZzFRGxi5MnTzJq1Cg2btwIGGVg9uzZNLTjJVviHK5evcpDDz1EfHw8ERERNNJlcrf4+/sTHh7Oli1bCAwMNDuO09q4cSOdOnUiOTmZ8ePH83//93+aqRexo/j4eNasWUNoaCibNm0iybbqtMVi4WjZstT666/bjs/t//pOA1Uz/CwMmAfsBv60/cwbY3/lkRiFO1P+/mD7AlIKhmaWRUTspHr16qxfv57Q0FAefPBB9u7dS+PGjRk3bhzx8fFmx5NCVLZsWQYPHgxodjm9pKQkDh48iMVioUmTJmbHcVpbtmyhc+fOJCcnM2bMGBVlETtJm0Hu1KkTXl5e9OnTh++//57k5GSeeeYZgoKCOHfuHLUy+XvdmstH1UzOG4Bxb/IZINH2OA0sI5uiDKAV7wucZpZFRApAfHw8EydOZMaMGaSmpvLggw8ybdo0unfvrl9qi4lTp07x6KOPUqpUKc6ePYuXl5fZkUy3d+9emjZtSu3atTl69KjZcZzStm3baN++PQkJCQwfPpxZs2bp7xSRuxAfH8/333/PV199dccM8jPPPEP37t3p0qUL3t7ef38oIQF8fCA21qTUGKtynzsH7u7mZSgGNLMsIlIAypUrx7Rp04iIiOCJJ57g/PnzvPTSS7Rr146TJ0+aHU8KQbVq1ejYsSPJycnMmzfP7DgOQfcr352dO3fy/PPPk5CQwODBgwkKClJRFsmH+Ph4li1bdmsGuW/fvrdmkFu0aHFrBnnbtm2MHDny9qIM4OEBZi+mN2GCinIh0MyyiEgBS01NZf78+bz99ttcvnwZNzc3JkyYwFtvvYWbm5vZ8aQAbd26lVatWuHt7U10dDSurq5mRzJV7969Wb58OXPmzGHo0KFmx3Eqe/bsoXXr1ly9epV+/fqxcOFCSpTQnIdIbqWfQd64cSPJyclADjPI2UlJgebNYc+eAkydhWbNYMcOcHEp/HMXMyrLIiKF5MKFC7zxxhssWbIEgBo1ahAcHKxFjoowq9VK3bp1OXr0KMuXL6dnz55mRzLVo48+ysmTJ4mMjKRBgwZmx3Ea+/fvJzAwkPj4eHr16sWSJUtw0S/JIjm6cuXKbYt0ZVaQu3btSqVKlfJ3gqgoaNAAbJduFwo3Nzh0CGrWLLxzFmMqyyIihWzbtm2MGDGC48ePA9CzZ08+/fTT/P9jLQ5t3rx5DB06lKZNm7J7926z45jm4sWL3H///Xh4eBAfH0/JkiXNjuQUIiMjCQgI4PLly3Tr1o0VK1bo/3Yi2cipIPfo0YMuXbrY79/ckBDo2xcKo1JZLLB0KfTuXfDnEkBlWUTEFMnJyUydOpXJkyeTkJBAuXLlmDJlCsOGDdOMURFz/fp1fHx8iIuLY+/evfj7+5sdyRTr16+nQ4cONG/enB07dpgdxykcOXKEZ599lkuXLtGpUye++uorSpUqZXYsEYdz5cqV2xbpKvCCnNG8eTBsWMEWZosF5syBIUMK7hxyB93sIiJiAldXV9555x2OHj1Khw4diI+PZ9SoUTRt2pT9+/ebHU/sqHTp0rz66qtA8d5GSot75c2xY8cIDAzk0qVLdOjQgZUrV6ooi6Rz5coVli5dygsvvICXlxf9+vVjzZo13Lhxg5YtWzJr1izOnz9/62quAr16a8gQY8a3oNYhcXc3xldRLnSaWRYRMZnVamX16tWMGTOGmJgYLBYLI0aM4MMPP6R8+fJmxxM7OHPmDNWqVcPFxYUzZ87kfgGZIqRt27Zs2rSJ0NBQunfvbnYch/bzzz/TokUL/vzzT9q0acPq1atx16q3ItnOILdo0eLWIl2m3dYUFQUDB9p30a9mzWDhQt2jbBKVZRERB3H16lUmTZrEtGnTSElJoVKlSnz66ae8/PLL2h6mCOjatSvffPMN77//PpMmTTI7TqGyWq1UrFiRuLg4zpw5w8MPP2x2JId14sQJWrRowfnz5wkICGDt2rV4eHiYHUvENFkV5BIlSty2irXDrPuRkgKffQZTptzdPsyensb2UOPGadVrE6ksi4g4mMOHDzN8+HB27doFQGBgIMHBwdSoUcPkZHI3/v3vf9OiRQu8vLz47bffitW2Yb/++is1atSgUqVKnD9/Xl/+ZCE6OppnnnmGs2fP8swzz7B+/XrKlCljdiyRQpdWkENDQ/nhhx8cvyBnJiEBQkMhOBj27cv95/z9YeRI6N7d2M9ZTKWyLCLigFJTU1m4cCFvvvkmsbGxuLq68vbbb/POO+/ockwnZbVaadiwIYcOHWLx4sX069fP7EiFZtmyZfTt25dOnTqxevVqs+M4pN9++40WLVoQHR3NU089xcaNGylbtqzZsUQKzeXLl2/NIGdWkNMW6XrggQdMTpoP0dEQEWE8DhyAuDhjuyk3N6hQARo1Aj8/41G1qtlpJR2VZRERB3bx4kXeeustvvjiCwCqV6/OrFmzaNOmjcnJJD8WLlzIoEGD8PPzIzw8vNjMsI4ePZqgoCCmTJnCO++8Y3Ych3Pu3DlatGjByZMneeKJJ/jhhx8oV66c2bFEClx2BTn9PchOWZClSFBZFhFxAjt37mTYsGEcPXoUgO7duzNt2jQeeughk5NJXiQmJlK5cmUuXrzITz/9xJNPPml2pELh7+9PeHg4W7duJSAgwOw4DuWPP/6gRYsW/PLLLzRq1IitW7dy7733mh1LpMCkL8ibNm3ixo0bgAqyOCaVZRERJ3Hjxg0+++wz/vd//5fr169zzz33MHnyZEaOHEnJkiXNjie59O677zJlyhR69OjBypUrzY5T4BITEylXrhw3b97k8uXLmjFN58KFC7Rs2ZLjx49Tv359wsLC8PT0NDuWiN2pIIuzUlkWEXEyv/32G2PHjr1172eDBg2YM2eO9q91EufOnaNKlSqAsaCTj4+PyYkK1p49e2jWrBm1a9e+dWWEGLdYBAQEcOTIER5//HF+/PFH7rvvPrNjidhNWkFOW6RLBVmcUQmzA4iISN48/PDDfPvtt3z//fdUqVKFgwcP0qxZM4YPH05cXJzZ8SQHDz30EN26dSMlJYXZs2ebHafA7d27F0Bf5qQTGxtL69atOXLkCL6+vmzZskVFWYqEy5cvs2TJEp5//nm8vLzo378/69atIyUlhWeffZbZs2dz/vx5wsLCGD58uIqyODzNLIuIOLFr164xefJkpk6dys2bN/Hy8uKTTz6hT58+xWbxKGe0a9cunnrqKSpWrMjZs2eL9D66vXr1YsWKFcyZM4ehQ4eaHcd0V65coVWrVuzfv5/HHnuM7du34+3tbXYskXy7fPky33333a1FujLOIPfo0YMXX3xRxVicksqyiEgRcPToUUaMGMG///1vAFq2bElwcDC1atUyOZlkxmq14u/vz/79+1mwYAGDBg0yO1KBqV69OqdOnSIyMpIGDRqYHcdU8fHxtGnThj179lCtWjW2b99e5C/Dl6Ipu4LcsmVLunfvroIsRYLKsohIEWG1WlmyZAmvv/46Fy9epFSpUrz++uv84x//oHTp0mbHkwyWLl1Kv379qF+/PpGRkUXySoD//ve/eHl5Ubp0aa5cuVKsF6K7evUq7dq1Y+fOnVSpUoXt27ffunddxBnkpiB36dIFLy8vk5OK2I/KsohIERMbG8s777zDvHnzAKhatSpBQUF06NDB5GSSXlJSElWqVOHPP/9k27ZttGjRwuxIdrdu3Tqef/55nn766VtXPRRH169fp0OHDmzbtg0fHx+2b99OtWrVzI4lkqO0ghwaGsrmzZtVkKXY0QJfIiJFjKenJ3PnzmXXrl3Uq1eP6Ohonn/+ebp27crZs2fNjic2bm5uDBs2DIAZM2aYnKZg7Nu3Dyjei3slJibSqVMntm3bhre3N2FhYSrK4tAuX77M4sWL6dChA15eXgwYMID169eTkpJCQEAAs2fP5vfff2fr1q0MGzZMRVmKNM0si4gUYTdv3mTmzJm8//77XL16lTJlyjBp0iTGjBlDqVKlzI5X7P3+++9UqVKFlJQUTp06VeQuy23bti2bNm3iq6++olu3bmbHKXRJSUl07tyZjRs38sADD7Bt2zZ8fX3NjiVyh7i4uFuXWGc2g5y2SJeKsRQ3KssiIsVATEwM48aNY9WqVQDUrVuXOXPm8OSTT5qcTPr06UNISAhvvPEG//rXv8yOYzdWq5WKFSsSFxfHb7/9RuXKlc2OVKiSk5Pp1q0ba9as4b777mPbtm3UqVPH7Fgit6ggi+RMZVlEpBjZsGEDI0eO5PTp0wC88sor/POf/6RixYomJyu+wsPD8ff359577yUmJoYyZcqYHckufqGIzPcAACAASURBVPnlF2rWrIm3tzfnzp0rkguYZeXGjRu89NJL/5+9Ow+P6Xz/OP7OHkuCKGIPEUsS+1bfLrSqtD9Kq1GliaqltVRrX1pd1FJqqS1UKZKitlaVql2qSimlIrILEUuIiCX7zPn9MZImZkKWmTmZ5H5dl0vMnPOce2yZzzzPuR9++uknXFxcOHDgAM2bN1e7LCEeGZCfe+657C7WEpCF0JGwLHKLiYG//4aTJ+Gff+DWLUhPB3t7cHGBli2hdWto0wbc3NSuVghRCCkpKcycOZPZs2eTkZHBE088wZw5c3j77bdLVaApTjp06MCxY8f45ptvGDp0qNrlGEVWt++ePXuybds2tcsxm8zMTN566y02btxIxYoV2b9/P61atVK7LFGKSUAWovAkLAtISYGNG8HfH06cyP95bdvCiBHQpw+UKWO6+oQQJhEaGsrw4cM5ePAgAE8//TTLli3D29tb5cpKnw0bNtCvXz+8vLw4e/ZsifjQYuTIkSxdupSZM2cyefJktcsxC41Gw4ABA1i3bh3Ozs7s27ePtm3bql2WKIWyAvKmTZvYt2+fBGQhCknCcmmm0cDXX8PMmboZ5MJycYEpU+DDD8HGxnj1CSFMTlEU1q9fz5gxY4iPj8fW1pYxY8bwySeflJjlwJYgIyMDNzc3rly5wr59++jcubPaJRVZ27Zt+fvvv9m/fz/PP/+82uWYnFarZdCgQaxZs4by5cuze/du6QkgzEoCshDGJ2G5tAoNhYED4dgx44355JOwejVIp08hLE5iYiIfffQRy5cvR1EU6tSpw6JFi+jZs6fapZUa06dPZ+rUqfTo0YPt27erXU6RpKam4uzsTGZmJrdv38bZ2VntkkxKq9Xy3nvv8e2331K2bFl27drFs88+q3ZZohRITExk27ZtbN682WBAzmrSVaVKFZUrFcIySVgujdatg0GDIC3N+GM7OMCqVdC/v/HHFkKY3PHjxxk2bBinTp0C4JVXXmHRokUlbkuj4ig+Pp7atWuTkZFBREQE7u7uapdUaEePHuV///sfXl5eBAcHq12OSSmKwsiRI/H398fR0ZGdO3eWipl0oZ6cAXnv3r1kZmYCuoD8/PPPZ88gS0AWouis1S5AmNmKFfDWW6YJyqAb19dXdx0hhMVp164dx48fZ9GiRTg5ObF9+3Y8PT2zm4EJ06latSr9+vVDURSWLl2qdjlF8tdffwHQvn17lSsxLUVRGD16NP7+/jg4OPDzzz9LUBYmkZiYyOrVq3n55ZepWrUq77zzDrt27UKr1fLCCy/wzTffcO3aNfbu3cvQoUMlKAthJDKzXJqsW6cLyuZgZQWBgTLDLIQFu3LlCmPGjGHjxo0AeHp6smzZMlleakKnTp2idevWODs7c/nyZZycnNQuqVD69evHhg0bSlR374cpisLEiRP56quvsLOzY9u2bbz88stqlyVKkFu3buW6BzlrBtnGxibXPcgSjIUwHQnLpUVoKLRoka8Z5TXAwMccUw6497iBHBzg9Gm5h1kIC7dnzx5GjBhBZGQkAG+//TZz5syRN2gm8swzz/DHH3+wZMkSRowYoXY5heLu7k50dDSnT58usfsLT506lenTp2Nra8uWLVvk/n5hFBKQhSheJCyXBhoNPP10vpt5rUEXlu0AlzyOKQdE5WewDh3g8GHpki2EhUtNTeXLL79k1qxZpKenU6lSJWbPns2gQYOwtpY7eoxpy5Yt+Pj40KhRI0JCQizu9/fGjRtUrVqVsmXLkpSUhK2trdolGd20adP49NNPsbGxYePGjfTu3VvtkoQFu3XrVq4mXQ8H5D59+tCrVy8JyEKoQMJyaTBvHowbl+/D16ALyx2BQ8a4/ty5MHasMUYSQqgsIiKCESNGsHfvXgA6dOjA8uXLadasmcqVlRyZmZnUr1+f2NhYdu3aRbdu3dQuqUB27txJ9+7defbZZwkKClK7HKObNWsWU6ZMwdramnXr1tG3b1+1SxIWKD8B+dVXX+WJJ55QuVIhSjfL+rhaFFxKim4fZTXNnKmrQwhh8Tw8PNi9ezcbNmzA1dWVo0eP0qpVK8aOHcvdu3fVLq9EsLW1zV5+vWjRIpWrKbis5l7t2rVTuRLjmzdvHlOmTMHKyoo1a9ZIUBYFcuvWLb777jteeuklqlWrxqBBg/jtt99QFIUuXbqwYsWK7CZdQ4YMkaAsRDEgYbmk27gRbt1St4Zbt2DTJnVrEEIYjZWVFX379iU0NJT3338fRVGYP38+TZo0YevWrciCpaIbPHgwjo6O7Nq1i/DwcLXLKZCS2gl78eLFjHuwSmvlypX4+vqqXJGwBPkNyHv27JGALEQxJGG5pPP3V7sCneJShxDCaCpUqMCiRYs4fvw4bdu2JS4ujtdff53u3bsTHR2tdnkWrXLlyrz1YPeCxYsXq1xN/mm1Wo4fPw6UrLC8fPlyRo0alf31O++8o3JFojjLCsjdunWTgCyEhZN7lkuymBioV6/Ap61Bd8/yE0BVIBqwBeoCXYBRQMFHBS5cADe3wpwphCjmNBoN33zzDVOmTCEpKQlHR0c+/vhjxo0bh4ODg9rlWaSzZ8/SrFkzypcvz+XLl6lQoYLaJT1WWFgYjRs3pnr16sTFxWFlZaV2SUW2atUqBg8eDOg+uBg5cqTKFYniKCEhIfse5P379+e6B/n555/P7mItwVgIyyIzyyXZ338X6fSbwHmgLJAKnAO+BryA9YUZ8OTJItUjhCi+bGxsGD58OKGhofTv35/U1FQ+/vhjWrRowcGDB9UuzyI1bdqU5557jnv37rFmzRq1y8mXnEuwS0JQDggIYMiQIQDMnz9fgrLIJSEhgVWrVtGtWzdcXV0ZPHgwu3fvzp5B/vbbb2UGWQgLJ2G5JCtkOK0BfA4EowvJCej2VN4JeAIpgB/wu5nqEUJYDldXV77//nv27dtHw4YNCQ0N5fnnn8fX15fr16+rXZ7FyVr6u3jxYjQajcrVPF5Jul95w4YNDBw4EEVR+PLLLxk9erTaJYlioCABefDgwRKQhbBwsgy7JOvWDXbvNuqQSUAbIBLoAPxZkJO7doXffjNqPUKI4istLY2vvvqKGTNmkJqaSsWKFZk5cyZDhw7FRvZezxeNRkODBg2IiYnhl19+oXv37mqX9Eht2rTh5MmTHDhwgOeee07tcgpt8+bNvPnmm2g0GqZNm8bUqVPVLkmo6FFLrDt37oyPjw+9evWSYCxECSRhuSRr1w5OnDD6sKuBdwAr4DpQpSD1PJh1EEKUHtHR0YwcOZJdu3YBui2Fli1bRqtWrVSuzDLMmzePcePG0aVLF/bs2aN2OXlKTU3FyckJjUZDUlISTk5OapdUKNu2bcPHx4fMzEymTp3KtGnT1C5JqCArIG/atIkDBw5IQBailJKwXJK1aAFnzhh92BB09y0DHAfa5vfE5s3h9Gmj1yOEKP4UReHHH39k1KhRXLlyBWtra0aOHMkXX3yBs7Oz2uUVa4mJidSqVYvk5GTOnTuHp6en2iUZdPToUf73v//h7e3N2bNn1S6nUHbu3Mmrr75KRkYGEydOZNasWSXi3muRPzkD8v79+7NvfZCALETpJfcsl2T29iYZNuenKwV5C6E1UT1CiOLPysqK3r17Exoamn3v56JFi2jcuDGbNm2SvZkfoVKlSgwYMAAo3ttIWfr9yrt37+a1114jIyOD0aNHS1AuJRISEli5ciVdu3alWrVqDB48OHsFx4svvph9D/Lu3bvlHmQhSiGZWS7JTHDPMvy3DBsgnvwvw94NjG7SBG9vb7y8vPD29sbb2xt3d3dsbW2NXqcQovg6ffo0w4YN49ixY4DuTenSpUtp0KCBypUVTyEhIXh5eVG2bFkuX75MpUqV1C5Jz5tvvskPP/zAN998w9ChQ9Uup0D2799P9+7dSU1NZeTIkSxatEiCcgmWkJDATz/9lH0P8sMzyH369KFXr15UrlxZ5UqFEGqTsFySTZ4MX35ZoFMUHj1bfAfdsutwoB1QkDuQZwFTDDxub29PEwMhum7dulhby+IHIUoqrVbLypUrmTRpEomJiTg4ODB58mQmTpyIo6Oj2uUVOy+++CJ79+7lq6++Yty4cWqXo6d+/fpcuHCB06dP07x5c7XLybegoCBeeuklUlJSePfdd1m2bJkE5RLoUQH5hRdeyF5iLQFZCJGThOWSbMsW8PEp0CkxQF9gCNAFqPPg8XTgADAe3ZZS1sBe4PkCjJ22bh3nGjcmODiYc+fOERwcTHBwMJcuXTJ4fLly5fD09MwVoL28vKhZs6a8kRGiBImPj2fChAmsXbsWAA8PD/z9/XnhhRdUrqx42blzJ927d6du3bpERUUVq47iN27coGrVqpQtW5akpCSLWS105MgRunbtyv379xk4cCArV66UD2lLkJs3b+Zq0iUBWQhRUBKWS7KYGKhXr2CnADnPcATKoZtRznjwWFlgOeBb0HouXAA3N72H79y5Q0hISK4Qfe7cOa5evWpwmAoVKujNQnt5eVG1atWCViSEKEaCgoIYNmwY58+fB6Bv377Mnz+f6tWrq1xZ8aDVamnYsCFRUVH89NNP9OrVS+2Ssu3YsYMePXrw7LPPEhQUpHY5+fLXX3/RpUsX7t69i6+vL6tXry5WH0CIwskrINva2uZq0iUBWQiRHxKWS7oCbh+VAqwE/gDOADfQBeVygAfQGRgG1C1MHQXcNiohIYFz587lmoUODg7m1q1bBo+vUqWKwRBdsWLFglYrhFBJeno68+fPZ9q0aaSkpODs7MyMGTMYNmyYBBlg4cKFfPjhh3Tq1ImDBw+qXU62qVOnMn36dMaPH8+cOXPULuexTp48SefOnUlKSqJv3758//338vfLgt28eTN7ibUEZCGEMUlYLunWrIGBA9WuQlfHg26uRaEoCtevX9dbyn3u3Dnu3r1r8JyaNWvqBWhPT0/Kly9f5HqEEKYRExPD+++/z44dOwBo3bo1y5cvp02bNipXpq47d+5Qs2ZN7t27x5kzZ2jWrJnaJQH/3U+9ZcsWevfurXY5j3TmzBmee+45EhMT6d27Nxs2bMDOzk7tskQBPS4g9+nTh549e0pAFkIUiYTlki4lBWrVgjxmY83CxQXi4sCEDXsURSE2NlYvQIeEhJCSkmLwnHr16umF6MaNG0tjISGKCUVR+Pnnnxk1ahSxsbFYWVkxbNgwZsyYUapXjIwaNYrFixczaNAgVq5cqXY5aLVaXFxcSEpKIjY2llq1aqldUp6Cg4N57rnnuHnzJq+88gqbN2/GXrY1tBj5Cci9evXCxcVF5UqFECWFhOXSYN48ULNz6ty5MHasKpfWaDRcuHBBL0SHhoaSkZGhd7y1tTUeHh56IdrDw0NmHoRQyb1795g2bRrz589Ho9FQrVo15s+fz5tvvlkqm/2Fh4fTqFEjHB0diY2NVX3f17CwMBo3bkyNGjWIi4tTtZZHOX/+PJ06dSI+Pp6XX36ZH3/8EQcHB7XLEo/xqICcs0mXBGQhhClIWC4NNBp4+ml4sJ+pWXXoAIcPQzG7FywjI4OIiAi9EB0REYFWq9U73s7OjsaNG2eH6Kyf69WrJ/e5CWEmZ8+eZdiwYRw5cgSAzp07s3TpUho1aqRyZeb3f//3f/z666/MmjWLSZMmqVpLQEAAAwYM4NVXX+XHH39UtZa8hIeH07FjR65du0aXLl3Yvn27rCIqxrIC8qZNmzh48KAEZCGEaiQslxahodCiBaSlme+aDg5w5gxY0BvZ1NRUwsLCcgXo4OBgLly4YPD4MmXKZO8RnTNE165du1TOeAlhalqtljVr1jBhwgQSEhKwt7dn4sSJTJ48mTJlyqhdntns3r2bbt26UatWLaKjo1Vd+TJixAj8/f2LRXA3JCoqio4dOxIXF8dzzz3Hjh07KFu2rNpliYdIQBZCFEcSlkuTdevA1xfM8UduZQWBgdC/v+mvZQb37t3j/PnzeiE6ryWHTk5Oeku5vb29qVatmoRoIYzg5s2bTJo0iVWrVgFQv359li5dSrdu3VSuzDwURcHT05PQ0FA2bdqEj4+ParW0adOGkydPcuDAAZ577jnV6jDk4sWLPPvss1y6dIlnnnmGXbt2Ua5cObXLEg/cuHEje4m1BGQhRHEkYbm0WbEC3nvPtIHZygqWL4ehQ013jWLi9u3bufaGzgrTN27cMHi8i4uLXoD28vKSbp1CFNKRI0d47733CA4OBuD111/n66+/pmbNmipXZnr+/v6MGDGCp59+msOHD6tSQ9b2XhqNhqSkJJycnFSpw5DY2Fg6duzIhQsX6NChA7t37y5W9ZVWjwvIWV2sJSALIYoDCcul0bp1MGiQaZZkOzrCypUlZka5sOLj4w2G6KSkJIPHu7q66oVoT09PnJ2dzVy5EJYnIyODhQsX8umnn5KcnEz58uX54osvGDlyJLa2tmqXZzL37t2jVq1aJCUlcfLkSVq1amX2Gv7880+eeuopvL29OXv2rNmvn5crV67QsWNHIiMjadu2LXv37qVChQpql1VqSUAWQlgqCculVWiobv9lYzb96tABVq+2qHuUzUlRFK5cuaK3lDskJIT79+8bPKdOnTp6IbpJkyal6t5MIfLr0qVLfPDBB2zbtg2AFi1asGzZMp588kmVKzOdsWPHMn/+fAYMGMCaNWvMfv0FCxYwZsyYYrONFcD169fp2LEjYWFhtGzZkv3791OpUiW1yyp1sgLypk2bOHToUK6A3KVLF3x8fCQgCyGKPQnLpZlGA19/DTNnFm0fZhcXmDIFPvyw2HW9tgRarZaLFy/qzUKHhoaSZmD238rKCnd391wB2tvbm4YNG8p+oUIAO3bsYOTIkVy8eBErKyuGDBnCrFmzSuSb8ujoaBo0aICdnR2xsbFUrVrVrNfv27cvGzduZMWKFQwZMsSs1zbkxo0bdOrUiZCQEJo1a8aBAwfkNhczkoAshChpJCwLSEmBTZvA3x+OH8//ee3awYgR4OMDMtNpdJmZmURFRemF6PDw8Ow3IDnZ2trSsGFDvRDt7u4u21uJUic5OZnp06fz1VdfkZmZSZUqVZg7dy6+vr4lrslez5492b59O9OmTWPq1KlmvXa9evWIiYnhzJkzNGvWzKzXflhCQgLPP/88//77L56enhw6dIgqVaqoWlNpcOPGDX788Uc2b94sAVkIUeJIWBa5xcTAyZO6H6dOQWKi7t5mBweoVAlatYLWrXU/3NzUrrZUSktLIzw8XG+P6KioKAz9c3ZwcMje3ipnU7G6detibW2twisQwnxCQkIYPnw4QUFBAHTs2JFly5bRpEkTlSszngMHDtC5c2eqV69OTEyM2VaYxMfHU61aNcqVK0dSUpKqH8olJibSuXNn/vnnHxo1asShQ4dwdXVVrZ6SLmdAPnjwIFqtFvgvIGfdgyzL34UQlk7CshAlRHJyMufPn9cL0ZcuXTJ4fLly5fDy8tLb4qpGjRolbuZNlG6KohAYGMi4ceO4ceMGdnZ2jBs3jo8//rhE7LerKApNmzbl3LlzrF+/njfffNMs192xYwc9evSgY8eOHDp0yCzXNCQpKYkuXbpw4sQJGjRoQFBQEDVq1FCtnpJKArIQojSSsCxECZeUlERISIheiL527ZrB4ytWrKi3lNvLy0uWMwqLd+vWLSZPnsyKFSsAcHNzY/HixXTv3l3lyopuxYoVvPvuu7Rv355jxmzc+AhTp05l+vTpTJgwgdmzZ5vlmg+7e/cuXbt25ejRo9SrV4+goCBq166tSi0lUV4B2c7OLtcSawnIQoiSSsKyEKVUQkKCXoA+e/YsiYmJBo+vWrWqwRAt27EIS3Ps2DHee+89zpw5A0CvXr1YuHAhderUUbmywktOTqZWrVokJiZy7Ngx2rdvb/Jrvvjii+zdu5ctW7bQu3dvk1/vYffv3+ell17i8OHD1KlTh6CgINzk9qAii4+Pz9WkSwKyEKI0k7AshMimKArXrl3TC9HBwcHcu3fP4Dm1atXSC9Cenp6UK1fOzNULkX+ZmZksWbKEqVOncu/ePcqVK8dnn33GBx98gJ2dndrlFcrEiROZM2cO/fv35/vvvzfptbRaLS4uLiQlJREbG0utWrVMer2HJScn0717dw4ePEjNmjUJCgrC3d3drDWUJPHx8bmadElAFkIIHQnLQojHUhSFS5cu6YXokJAQUlNT9Y63srKiXr16eiG6cePGODg4qPAKhDAsLi6ODz/8kC1btgDQtGlTli1bxlNPPaVyZQV38eJF6tevj42NDRcvXqR69eomu1ZoaChNmjShRo0axMXFmew6hqSmptKzZ0/27NmDq6srQUFBNGzY0Kw1lAQSkIUQ4vEkLAshCk2j0XDhwgW9WeiwsDAyMjL0jrexscHDwyNXV25vb+/sfWKFUMuuXbsYOXIk0dHRAAwaNIjZs2db3B69r7/+Olu3buWTTz7h888/N9l11q5dy9tvv82rr77Kjz/+aLLrPCwtLY3XXnuNX3/9lapVq3Lo0KES1dnc1B4XkPv06cMrr7wiAVkIIR6QsCyEMLqMjAwiIiL0QnRkZGT2m7Oc7O3tadSoUa5ZaG9vb+rVqyfbWwmzSUlJYebMmcyePZuMjAwqV67MnDlzePvtty3m7+Hvv/9Ox44dqVq1KpcuXTLZSo7hw4ezbNkyvvzySyZOnGiSazwsPT0dHx8ftm/fTuXKlTl06BDe3t5mubYlk4AshBCFJ2FZCGE2qamphIaG5grQwcHBxMTEGDy+bNmy2XtE5wzRtWrVku2thMmEhYUxfPhwDhw4AMBTTz3FsmXLaNq0qcqVPZ6iKLRs2ZIzZ86wdu1a/Pz8THKd1q1bc+rUKQ4ePEinTp1Mco2cMjMz6du3L1u3bqVSpUocOHCAFi1amPy6liorIG/atImgoKBcAfnFF1/Ex8dHArIQQuSDhGUhhOru3btHSEiIXoi+cuWKweOdnZ31lnJ7e3tTtWpVCdHCKBRFYcOGDYwZM4br169ja2vL6NGj+fTTT4t987rVq1fzzjvv0Lp1a06cOGH0fxMpKSk4Ozuj1WpJSkqifPnyRh3/YRqNhrfeeosffviBChUqsH//flq3bm3Sa1qi/ATknj17UrFiRZUrFUIIyyFhWQhRbCUmJmaH55wh+ubNmwaPr1y5st4stJeXFy4uLmauXJQUt2/f5qOPPmLZsmUoikLt2rVZvHgxPXv2VLu0PKWmplK7dm1u3rzJH3/8YfRmZUeOHOHpp5+madOm/Pvvv0Yd+2EajYaBAwcSGBiIk5MTe/fuNcu2WJbi+vXr2UusJSALIYTxSVgWQlic+Ph4vQB97tw5kpKSDB5fvXp1vRDt6emJk5OTmSsXlurEiRO89957nDp1CoAePXqwaNGiYruv70cffcTMmTPp06cPGzduNOrY8+fPZ+zYsQwePJhvv/3WqGPnpNVqGTJkCN999x3lypVj9+7dFtml3NgkIAshhPlIWBZClAiKohAXF6cXokNCQkhOTjZ4Tt26dfWWcjdu3JgyZcqYuXphCTQaDf7+/nz88cfcuXOHMmXK8MknnzBmzBjs7e3VLi+XuLg46tatC0BMTIxR90Hu27cvGzdu5Ntvv2Xw4MFGGzcnRVEYNmwY33zzDWXKlGHXrl107NjRJNeyBI8LyFlNuiQgCyGEcUlYFkKUaFqtlpiYGL1Z6PPnz5Oenq53vLW1Ne7u7noh2sPDo9gFIqGOq1evMmbMGH744QcAPD09WbZsGc8++6zKleWWFWonT57MzJkzjTZuvXr1iImJ4cyZMzRr1sxo42ZRFIVRo0axZMkSHB0d2bFjB507dzb6dYq7rIC8adMmfv/9dwnIQgihAgnLQohSKTMzk8jISL0QHR4ejkaj0Tve1tY2e3urnCG6fv362NjYqPAKhNr27t3L8OHDiYyMBGDAgAF89dVXVKlSReXKdP7880+eeuopKleuTGxsrFFWTMTHx1OtWjXKlStHUlKS0f/uK4rC2LFjWbBgAfb29mzfvp2uXbsa9RrF2aMCcteuXbO7WEtAFkII85CwLIQQOaSlpREWFqYXoqOjozH036WjoyNNmjTJFaC9vLyoU6eOxezNKwovNTWV2bNnM2vWLNLS0qhUqRJffvklgwcPVv3PX1EU2rVrx99//82qVat45513ijzmL7/8wiuvvELHjh05dOhQ0YvMQVEUJk+ezOzZs7Gzs+PHH3+ke/fuRr1GcXTt2rXsJdYSkIUQoniRsCyEEPmQnJzM+fPncwXo4OBgYmNjDR5fvnx5vLy89EJ09erVZXurEigiIoKRI0eyZ88eADp06MCyZcto3ry5qnUFBgbi5+dHs2bNOH36dJH/7n388cfMmDGDCRMmMHv2bCNVqfPpp58ybdo0bG1t2bx5M7169TLq+MVJXgHZ3t4+1z7IEpCFEEJdEpaFEKIIkpKSsveIzhmir1+/bvD4SpUq6S3l9vLy4oknnjBz5cLYFEVh8+bNfPjhh1y9ehUbGxtGjRrF559/rlrn9bS0NOrWrcv169c5dOhQkZtkdenShX379rF161Zee+01I1UJ06dPZ+rUqdjY2LBhwwZ8fHyMNnZxkTMgBwUFZa9UyQrIWfcgV6hQQeVKhRBCZJGwLIQQJnDz5k29pdzBwcEkJiYaPL5atWp6AdrLy0veOFugO3fuMHXqVJYsWYJWq6VmzZosXLiQ1157TZVVBZ999hmff/45r732Glu3bi30OFqtlkqVKnHnzh0uX75MzZo1jVLf7NmzmTRpEtbW1gQGBtKvXz+jjFscSEAWQgjLJmFZCCHMRFEUrl27phegz507x7179wyeU7t2bb0Q3aRJE8qVK2fm6kVBnTp1ivfee48TJ04A8NJLL7FkyRLq169v1jquXbtGnTp10Gg0REVFFXpv6PPnz+Pp6UnNmjW5fPmyUWpbsGAB49v6WgAAIABJREFUY8aMwcrKitWrVzNgwACjjKumrICc1aQrZ0DOeQ+yBGQhhCj+JCwLIYTKtFotsbGxeiE6JCSEtLQ0veOtrKyoX7++Xohu1KgRDg4OKrwCkReNRsOKFSuYPHkySUlJODo68tFHHzF+/Hiz/ln5+vry/fffM378eObMmVOoMdasWcPAgQOLPEOdZenSpYwcORLApHs2m4MEZCGEKJkkLAshRDGl0WiIjo7OFaCDg4MJCwsjMzNT73gbGxs8PDxyBWhvb28aNGiAra2tCq9AZLl+/Trjxo3j+++/B6BRo0b4+/vz/PPPm+X6J06coF27dlSsWJHLly8XamXCsGHDWL58ObNnz2bChAlFqmfFihW8++67APj7+zNs2LAijaeGa9eusXXr1uwmXRKQhRCi5JGwLIQQFiY9PZ2IiAi9EB0VFZXdVTcne3t7GjdurBei3dzcVN/eqLQ5cOAAw4cPJywsDID+/fszb948qlWrZvJrd+jQgWPHjrF8+fLsoFoQrVu35tSpU0VuFPbdd98xaNAgABYuXMioUaMKPZa5SUAWQojSRcKyEEKUECkpKYSGhurdDx0TE2Pw+LJly+Lp6akXomvWrCnbW5lQWloac+fOZfr06aSmplKhQgVmzZrF0KFDsbGxMdl1f/jhB9588008PT0JDg4u0J9xSkoKzs7OaLVakpKSKF++fKFq+P777/Hz80NRFObOncvYsWMLNY45PS4g9+nThx49ekhAFkKIEkjCshBClHB3794lJCRErzv3lStXDB5foUKF7OCc877oqlWrmrnyki06OpqRI0eya9cuANq2bcvy5ctp1aqVSa6XkZGBm5sbV65cYd++fXTu3Dnf5x45coSnn36apk2b8u+//xbq+hs3bqRfv35otVpmzpzJ5MmTCzWOOWQF5E2bNnH48GEJyEIIUUpJWBZCiFLq1q1bnDt3LleIDg4OJiEhweDxTzzxhN4stJeXF5UqVTJz5SWHoij8+OOPfPDBB8TFxWFtbc2IESP44osvTBLEsvYz7tGjB9u3b8/3efPnz2fs2LEMHjyYb7/9tsDX3bp1K2+88QYajYbPPvuMTz/9tMBjmNqjAnK3bt3w8fGRgCyEEKWMhGUhhBDZFEUhPj7e4B7Rd+7cMXhOjRo19EK0p6dnoZfqlkZ3797ls88+Y+HChWg0GqpXr86CBQvo06ePUZfE37hxg9q1a2ff9+7u7p6v89544w02bdpUqK7V27dvp3fv3mRmZvLRRx/xxRdfFJtl/levXs1eYi0BWQghxMMkLAshhHgsRVG4fPmyXog+d+4cKSkpBs9xc3PTW8rduHFjHB0dzVy95Thz5gzDhg3j6NGjAHTp0oWlS5fi4eFhtGsMHDiQNWvWMHr0aObPn5+vc9zc3Lh48SL//vsvTZs2zfe1fv31V3r16kVGRgbjx49n9uzZqgdlCchCCCHyS8KyEEKIQtNqtVy4cEEvRIeGhpKenq53vLW1NQ0aNNAL0R4eHtjZ2anwCoofrVbLqlWrmDhxIomJiTg4ODB58mQmTpxolA8a/vnnH1q1aoWzszOXL1/Gycnpkcdfv34dV1dXypcvz+3bt/PdhGzPnj288sorpKWl8cEHH7BgwQLVgrIEZCGEEIUhYVkIIYTRZWZmEhkZqbeUOyIiAo1Go3e8nZ0djRo10gvR9erVM2mH6OLsxo0bjB8/nrVr1wLQoEED/P396dKlS5HHfvbZZzl8+DBLlixhxIgREBMDf/8NJ0/CP//ArVuQng729sRnZrLqn39I9fTk8507wc3tseMfOHCA//u//yM1NZXhw4ezZMkSswflxwXkrCZdzs7OZq1LCCGE5ZCwLIQQwmzS0tIICwvTC9HR0dEGj3d0dMTT0zNXgPby8qJOnTqqL+c1l99//51hw4YREhIC6O4fnj9/PjVq1Cj0mFu2bMHXx4cPqlVjVp06WJ04kf+T27aFESOgTx8oU0bv6cOHD9OtWzeSk5MZMmQIy5cvN9t+3lkBedOmTfzxxx8SkIUQQhSJhGUhhBCqu3//PufPn88VoIODg7l8+bLB452cnPDy8tIL0a6uriUyRKenp7NgwQI+//xzUlJScHJyYsaMGQwfPrzgM+8aDZr587kzaRKVtNrCF+XiAlOmwIcfwoMajh49yosvvsi9e/d4++23WbVqlcmD8pUrV7JnkHMGZAcHh1xLrCUgCyGEKCgJy0IIIYqt27dvExISohei4+PjDR7v4uKit7WVt7c3lStXNnPlphETE8OoUaP45ZdfAGjVqhXLly+nbdu2+RsgNBQGDoRjx4xX1JNPwurVHL9zhy5dunDnzh369+/P2rVrTbaEXgKyEEIIc5CwLIQQwuLcuHEjOzznDNG3b982eLyrq6veLLSXl5fFhqmff/6Z999/n9jYWKysrBg2bBgzZsygYsWKeZ+0bh0MGgRpaUavR2tvz3u2tnybnEyfPn1Yt24dtra2Rr2GBGQhhBDmJmFZCCFEiaAoClevXtUL0OfOneP+/fsGz6lTp45eiG7SpAlly5Y1c/UFd//+faZNm8b8+fPJzMykWrVqzJs3j379+ukvRV+xAt5916T1aIFvWrRg8PHjRuts/riA3KdPH7p37y4BWQghiuoRjR5xcYGWLaF1a2jTJl+NHksKCctCCCFKNK1Wy6VLl/RC9Pnz50kzMMtqZWWFu7u73lLuRo0aYW9vr8IreLTg4GCGDRvGH3/8AcDzzz/P0qVLady4se6AdevgrbfMUotiZYVVYCD071/oMbIC8qZNmzhy5IgEZCGEMJWUFNi4Efz9wYiNHksSCctCCCFKJY1GQ1RUlN4sdFhYGJmZmXrH29ra4uHhkWsW2tvbG3d3d6MvOS4orVbL2rVrGT9+PAkJCdjZ2TFx4kQ+6t0bxyef5G5aGgeBE8DfD35OeHDueaDxY8Y/B8wFDgDXAGegFTAM6PXwwQ4OcPo0NH7cqP95VEB+6aWX8PHxkYAshBDGotHA11/DzJm6GeTCMtDosaSRsCyEEELkkJ6eTnh4uF6IjoyMxNC3TAcHBxo3bqwXouvWrWu2LZOyJCQkMGnSJFauXIk1cMLBgVZpaWwDXs3jnMeF5e+BQUD6g19XBO4DGQ9+PRxY+vBJHTrA4cOPfPMUFxeXvcRaArIQQpiJCRs9FuRDUkshYVkIIYTIh+TkZEJDQ/VC9MWLFw0eX65cOTw9PXMFaG9vb2rUqGHy7a2OHDnC0ddfZ9y1ayjAz8C7QBugLVATGPrg2EeF5ZNAB3TB+P+AxUA9IA1YC4x68LU/ulnmXObOhbFjcz0kAVkIIVRkwkaPODjAqlVFug2nOJKwLIQQQhTB3bt3s7e3ynlf9NWrVw0eX6FCBb1ZaG9vb6pUqWK8olJSUGrVwurB8joNkHOONwZd6IVHh+VXgW1AHSAMcHzo+ZnAR8ATwEUgV1s0Fxe4fJm4W7ceG5B79OiBk5NT4V6rEEKIxzNDo0esrGD5chg69PHHWggJy0IIIYQJ3Lp1S28WOjg4mISEBIPHV6lSRS9Ee3l5PXo7qLysWaNbZpeHGB4fljXo7k1OBmYBkwwckww4oeuEvQXo/dDz0z08mBoRkf3rrICc1aRLArIQQpiBGRs9YmUFRWz0WJxIWBZCCCHMRFEUrl+/bjBE37171+A5NWvW1JuF9vT0pFy5cnlfqF27R3Y2jeHxYfk64Prg658w0MjrATd0s8rvAcseeu4voKMEZCGEUE9oKLRogVUBll4fAjrm+HUM/33PeJQT6G73KUyjx+JKwrIQQgihMkVRiI2NzQ7OWT+HhISQkpJi8Jx69erphehGjRrheO0a1Hv025oYHh+W44FqD742NGucpRYQBzwD/J7zNQFWwL2zZynv7f3IeoQQQpiARgNPPw3HjmV/+JmXO0AKYA9cASrneC6G/75nVCNvu4HmWb/IR6NHSyBhWQghhCimNBoNMTExerPQoaGhZGRk6B1vbW3NSFdXFl658shxY8jfMuwK6DpfTwOmGjgmCaiELhi7A5GGLrZlC/TOK2oLIYQwmXnzYNy4fB3aAjgDvAZsfei5GP77nlGg4Gig0aOlkbAshBBCWJiMjAwiIyNzBejg4GAiIiKYrtUy+THnx5C/Bl+90HXSroYuCJd/6PmP0DX5AqiKbum2nsmTdXt5CiGEMJ+UFKhVK1/7KJ8GWj74+mfglYeej6GQYflBo0fKlCnIWcWKrdoFCCGEEKJg7OzsaNKkCU2aNMHHxyf78dTUVNI7d4Y//zTKdT4CdqILwd2AeejeUN0CVgGzATt0W0vluaP0qVNGqUUIIUQBbNyYr6AMuq0AAaoALxuzhlu3YNMmGDDAmKOalYRlIYQQooRwdHTE0cDy7MJqC6wEhgBHgCcfer4BujdWi4C8enZH/f03M955BxsbG70ftra2Bh83xXPGGs/Ue2QLIYRR+Pvn67BMYP2Dr/tjgnDo7y9hWQghhBDFRHq6UYcbALQHlgB/oJtVrgZ0B8YAWXejeeRx/t2EBFavXm3UmtRkZWVltmBuyR8qPOo5a+s81yEIIYwhJuaROyLktAtdQ0fQ/X//OB2Ac+hWFLkCT6HbDeHpvE44flxXj5tbvuopbiQsCyGEECWAoijExcXhnJqKs5HHbowuLBvyx4OfO+TxfM369Vk5ZQoajcbgj8zMzAI/V5hzjDGeVqtFURQyMzPJzMwkrQBbsYjcLP1DALVrt7a2llUOIm9//53vQ9c8+LkZuiZfj3MMXfNH0N3LHAOsAz4AFqDbBUHPyZMSloUQQghherdv3yY8PJzw8HDCwsKyvw4PDyc5OZld6O4vNoe/0DUIswL65nFMFQ8PBg0aZKaKTEtRFLRabbEK+pZ4LSDX16JwrK2tS9yHAOYer8R+4HDyZL4OuwXsePD12484zhEYju7/+Zbomj0qwD/AZ8AvwEJ0jR6n5FWPhe6KIGFZCCGEKGbS0tKIiooyGIrj4+PzPK9KlSrcdHDQdR81sWRg5IOv+/Jfp1Q9rVqZvBZzybkEWxReaf7AwVjjZX1wk27k2y5KGysrq2IR9I19rY67dj12X2WADUA6ukDY/xHHuQJLH/69A1oB24E+wGZ0uyMMx0APCwtu9ChhWQghhFCBVqvl8uXLBgNxTEwMWq3W4HllypShYcOGNGrUiIYNG2Z/7eHhQaVKlXT7GufokJ3lZo6vE3N8ffuh51zI3dn6ff6bTSiLbv/lIGAi8DdQC92MQp5at37Us6IUsra2xtraGjs7O7VLsViKopToDxXMca2s2yoyMjIM7ltvyf6CfIXlrC7YL6GbFS6s2ejC8n1gP6A3h5yY+PAjFkPCshBCCGFCiYmJuYJw1tcRERGkpKQYPMfa2hp3d3eDobhGjRqPbpDUpo3Bh6vkcfjD9xpfANxy/HoJ/92vXBHdm6Gst5UN0W0tZWhsBd3Mw+Vq1aiVd7VCiELImhG1tbXFwcFB7XIsUtbsvCUG/cc9V2XPHkhKeuTrPw9ktQAraq/qeui+D9wAog0dYMH9HSQsCyGEEEWUmppKZGSkwVnimzdv5nletWrVcgXhrK/d3d2xt7cvXDFubtC2bb47oT7ObHQzBSHo3gg5o2v41Qd4F8jrbboVutmNJ595hk6dOuHn50fv3r1xdjZ2+zEhhCi4En1bRbt2j/0esObBzy5ADyNcUnnws8G7wC34Ax0rRVGUxx8mhBBClG5arZbY2FiDs8QXL14kr2+n5cqVMxiIGzZsSIUKFQyeU2Rr1sDAgaYZuwCWtW/PmDNnSE1NBXRLyHv16oWfnx8vvPACtrbymb0QQhhdt26we3eeT2uB2sAVYAR573aQXxeA+g++3gy8/vABXbvCb78V8SrqkO9SQgghRA4JCQl6s8NhYWFERkZmh76H2djYUL9+fYOhuEaNGmbtuHrx4kU+3rGDr4HKZruqAS4uDDt0iP7p6WzdupWAgAAOHTrEhg0b2LBhA66urvTv3x8/Pz+aNWumZqVCCFGytGz5yLC8F11Qhvwtwc66rSYvWR2wywDPGzrAghs9ysyyEEKIUiclJYXIyEi9rZfCwsK4detWnue5urrq3UPcsGFD6tWrV/hl00Zy9+5dvvzyS+bNm0daWhoTbW35MjPzsW9yTGbuXBg7NtdDMTExrFu3joCAAMLDw7Mfb968Ob6+vvTr14/q1aubu1IhhChZ8mj0mKUfuk7YnsC5fAzXEd2WhD2AJoANugB9GpgGbHtw3GfAp3nVY6FbR0lYFkIIUSJpNBouXbpkcJY4NjY2z2XT5cuXNxiIPTw8iuX9tlqtlrVr1zJlyhSuXbsGQL9+/Zg1fTp1+vWDY8fMX1SHDnD4MORxL6CiKBw/fpyAgAB++OGH7A8orK2tefHFF/Hz86Nnz56ULVvWnFULIUTJEBMD9Qxv6HcHXafsFHQ9KSbkYzg34OKDr+3Q9a5IfjBGlpHAIvL4cPbCBV0/DQskYVkIIYTFUhSFmzdvGmysFRkZSVoeHThtbW2pX7++wVDs6upq1mXTRREUFMTo0aP5559/AGjfvj0LFiygQ4cHPa5DQ6FFC/N2InVwgDNnoFGjfB2elpbGr7/+SmBgIDt27MjewsXJyQkfHx/8/Px45plnHt0BXAghRG55NPlaCQxBt0VgLFAjH0NtRrd0+zhwDbgF2KPbOvApYCjQ/lF1/PVXAYsvPiQsCyGEKPaSk5OJiIgwOEt8+/btPM+rUaOGwe2X3NzcLHqP1+joaCZMmMDWrVsBqFWrFrNnz6Zv3776oXLdOvD1BXN8u7eygsBA6N+/UKcnJCSwceNGAgIC+CvHm6u6devi6+uLr68vDRs2NFa1QghRchWTRo+sWQMDiro5lXokLAshhCgWNBoNMTExBmeJY2Nj8zzPycmJRo0a6XWa9vDwwMnJyYyvwPTu3LnDjBkz+Prrr0lPT6ds2bJMmjSJsWPHPnrJ8ooV8N57Jg3MWuDs8OE0X7rUKOOFhYURGBhIYGAgly5dyn68ffv2+Pn58cYbb1C5sqotzIQQovhKSYFateARfThMzsUF4uLA0VG9GopIwrIQQgizURSF+Ph4vaZa4eHhREVFkZ6ebvA8Ozs73N3dDc4SV61a1WKWTReWRqNh1apVfPzxx9y4cQMAPz8/Zs6cSc2aNfM3yLp1MGgQpKUZvelXhq0tb2dm8lOZMuzfv/+/ZeBGoNVqOXz4MAEBAWzevJm7d+8Cur8T3bt3x8/Pj5dffln1BmtCCFHszJsH48apd30DjR4tjYRlIYQQRnf//n2DgTg8PJykpKQ8z6tVq5bB7Zfc3NxK7Z68+/fvZ8yYMfz7778APPXUUyxYsIC2bdsWfLDQUJSBA7EyZtOvDh1QvvuOIXPnsmrVKlxcXDhy5AiNGzc23jUeSE5O5ueffyYgIIA9e/ag1WoBcHFx4c0338TPz4+2bduW+A9PhBAiXzQaePrpYtno0VJIWBZCCFEomZmZxMTE6N1DHB4eTlxcXJ7nVahQIc9u0+XKlTPjKyjeIiIiGDduHNu3bwd09+3OmTMHHx+fIoXBzRs3cqxvXz62tqbSg7BZKC4uMGUKfPgh2NiQmZnJq6++yo4dO6hTpw5Hjx6lRo38tI4pnKtXr7J+/XoCAgKyP0gAaNiwIX5+frz11lvUrVvXZNcXQgiLYAGNHoszCctCCCHypCgK169fN9hYKyoqiszMTIPn2dvb06BBA4OzxFWqVJGZv0dITEzkiy++YMmSJWRkZFC+fHmmTJnC6NGjcSzifV9arZZmzZpx7tw5VixcyJAKFcDfH44fz/8g7drBiBG6PTzLlMn1VHJyMp07d+bYsWM0bdqU33//nYoVKxap5vw4c+YMgYGBrFu3Lnv7LIBOnTrh5+dH7969i+W2X0IIYRYW1OixuJGwLIQQgrt37xIREWFwljjrHlFDateubXCWuG7duthY+NIrc8vMzGTFihV88sknJCQkYGVlxTvvvMP06dNxdXU1yjW2bNmCj48PtWvXJiIiAgcHB90TMTFw8qTux6lTkJgIaWncSk7meEQESfXr88acOdC69WP3ykxISOCpp54iLCyMjh078ttvvxU55OdXZmYm+/btIyAggJ9++onU1FQAypQpQ69evfDz8+OFF14otUv6hRClmBkaPWJlBcuXw9ChpruGmUlYFkKIUiIjI4MLFy4YnCW+evVqnudVrFhRr9t0o0aNaNCgwaM7MIt82717N2PGjCEkJASAjh07smDBAlq2bGm0a2i1Wpo3b05wcDDLli3jvffee+w5586dw9vbG3d3dyIjI/N9rYsXL9KhQweuXr3K66+/zg8//GD2D0/u3LnDli1bCAgIICgoKPtxV1dX+vfvj5+fH82aNTNrTUIIoaocjR6NztERVq4sMTPKWSQsCyFECaIoClevXtULxOHh4URHR+e5bNrBwYEGDRoYnCWuXLmyLJs2kfPnzzN27Fh27doFQP369Zk7dy69evUy+u/51q1bef3116lVqxaRkZH/zSo/QlpaGmXKlMHKyork5OR8nZPl33//5ZlnnuHOnTuMHDmSRYsWqfb3KCYmhnXr1hEQEEB4eHj2482bN8fPz49+/foZbfZeCCGKtdBQ3f7LRm70yOrVJeIe5YdJWBZCCAt0584dg52mw8PDuXfvnsFzrKysqFOnjsHtl2rXri3Lps0oISGBzz//HH9/fzQaDc7OzkydOpX333+/QIE0v7RaLS1atODs2bP4+/szbNiwfJ9bv359Lly4QEhICE2aNCnQdQ8dOkTXrl1JT09n1qxZTJo0qaClG5WiKBw/fpyAgAB++OEHbj3Yf9Ta2pquXbvi6+tLz549ZcWEEKJk02jg669h5syi7cP8UKPHkkjCshBCFFPp6elER0cbDMU5mxg9rHLlygYbazVo0IAyDzVkEuaVkZGBv78/n3/+OYmJiVhbWzNkyBCmTZtG1apVTXbdH3/8kd69exdoVjnLSy+9xG+//cZPP/1Er169CnztzZs388Ybb6AoCqtXr+btt98u8BimkJaWxq+//kpAQAA7d+4kIyMDACcnJ3x8fPDz8+OZZ57B2tpa5UqFEMJEUlJg0yajNnosaSQsCyGEihRFIS4uzuCexBcuXECj0Rg8z9HREQ8PD4OhuHLlymZ+FeJxFEVh586djB07NnsZ8AsvvMD8+fNp2rSpSa+t1Wpp2bIl//77L0uXLmX48OEFOv+DDz5g0aJFzJ49mwkTJhSqhsWLFzNq1ChsbGz45ZdfeOmllwo1jqkkJCSwceNGAgIC+Ouvv7Ifr1u3Lr6+vvj6+tKwYUMVKxRCCBPLo9EjDg5QqRK0aqVr8piPRo8liYRlIYQwg9u3bxsMxOHh4SQnJxs8x8rKCjc3N4OBuHbt2jLjZSHOnj3LmDFj2LdvH6DbB3jevHn83//9n1nu4c2aVa5ZsyZRUVEFXubt7+/PiBEjeOedd1i1alWh65gyZQqzZs2ibNmyHDx4kHbt2hV6LFMKCwsjMDCQwMBALl26lP34k08+ia+vL2+88YZ8ICWEEKWEhGUhhDCStLQ0oqOjDW6/FB8fn+d5TzzxhMHGWu7u7mbbckcY340bN/jkk09YsWIFWq2WihUr8umnnzJ8+HDs7e3NUoNWq6VVq1acOXOGJUuWMGLEiAKPsW/fPrp06cLTTz/N4cOHC12LoigMHDiQtWvX8sQTT3DkyJFiPVur1Wr5/fffCQgIYPPmzdm9AOzs7OjevTt+fn68/PLLZvuzFEIIYX4SloUQogC0Wi1xcXEGA3FMTAxardbgeWXKlMHDw0MvFHt4eODi4mLmVyFMKS0tjcWLF/PFF19w584dbGxsGDZsGJ999pnZZyR/+uknXnvtNWrUqEFUVFShPnyJjY2lTp06VKlS5ZEf+uRHRkYGPXv2ZNeuXbi5uXH06FGL6EKdnJzMzz//TEBAAHv27Mn+d+7i4sKbb76Jn58fbdu2la7xQghRwkhYFkIIAxITEw3uRxwREUFKSorBc6ytrXFzczM4S1yzZk1ZNl3CKYrCtm3bGD9+PFFRUYCuOdbcuXPx9PRUpZ5WrVpx+vRpFi9ezMiRIws1jlarpXz58qSkpHDr1i0qVapUpLru37/Pc889x4kTJ2jRogVBQUE4OzsXaUxzunr1KuvXr2ft2rWcPXs2+/GGDRvi5+fHW2+9Rd26dVWsUAghhLFIWBZClFqpqalERUXpbb0UFhbGzZs38zyvatWqBrdfql+/vkm2/RHF3+nTpxk9ejSHDh0CoEmTJsybN0/VRlbbtm3j1VdfLdKscpYWLVpw5swZjh07Rvv27Ytc240bN/jf//5HZGQknTt3ZufOnRb5b+fMmTMEBASwfv36XB3qO3XqhJ+fH71797aoDwKEEELkJmFZCFGiabVaYmNjDc4SX7x4kbz+CyxbtqzBxloNGzakYsWKZn4Vori6du0aH3/8Md999x2KouDi4sK0adMYOnQodnZ2qtWVc1Z50aJFvP/++0Uar0+fPmzevJmAgAB8fX2NUmN0dDT/+9//uH79On379mXdunUWu/oiMzOTffv2ERAQwE8//URqaiqgu/3i1Vdfxc/Pj86dO2Nra6typUIIIQpC/tcWQpQICQkJBjtNR0REZL9xfZiNjQ316tUzGIhr1qwp9x+KPKWmprJgwQJmzpzJvXv3sLW15f3332fq1KlFXqZsDNu3b+f06dNUr16dIUOGFHm8Ro0aAbpO0cZSv359du3aRceOHfnhhx9wdXVl/vz5FvnvztbWlm7dutGtWzfu3LnDli1bCAgIICgoiPXr17N+/XqqV69Ov3798PPzo1mzZmqXLIQQIh9kZlkIYTFSUlKIjIw0GIoTEhLyPM/V1dXgLHH9+vWlk60oEEVR2LJlCxMmTCAmJgaAHj16MHfu3GLT2VlRFFq3bs0///xJYkBsAAAgAElEQVTDwoULGTVqVJHHDAwMxM/PDx8fHzZt2mSEKv+zb98+Xn75ZTIyMvjqq68YN26cUcdXU0xMDN9//z0BAQFERERkP968eXP8/Pzo16+fRTQ4E0KI0krCshCiWNFoNFy6dMlgIL506VKey6bLly+fa2Y4KxR7eHhQoUIFM78KURL9/fffjB49mj/++AOApk2bMn/+fF544QWVK8tt+/bt9OzZk+rVqxMVFUWZMmWKPObx48dp3749zZo148yZM0aoMrcNGzbQr18/QBfM33rrLaNfQ02KonD8+HECAgLYsGEDiYmJgK4pYNeuXfH19aVnz56ULVtW5UqFEELkJGFZCGF2iqKQkJBgcPulyMhI0tLSDJ5nY2ODu7u7wVBcvXp1i1y+KYq/uLg4pkyZQkBAAABVqlRh+vTpDBo0CBsbG5Wryy3nrPLXX3/NBx98YJRxb9++TaVKlShTpgz37t0zyb3FCxYsYMyYMdja2rJz505efPFFo1+jOEhLS+PXX38lICCAnTt3kpGRAYCTkxM+Pj74+fnxzDPPWOz920IIUZJIWBZCmExycjIRERF6nabDw8OzZ1YMqV69usHtl+rVq6dq0yRRuiQnJzNv3jy+/PJLkpOTsbe358MPP2TKlCnFdrXCL7/8wiuvvIKrqyvR0dFGmVXOUq1aNeLj47l48SJ16tQx2rg5jR8/nrlz51KuXDkOHTpEmzZtTHKd4uLmzZts3LiRgIAAjh8/nv143bp18fX1xdfXt9gs7xdCiNJIwrIQokg0Gg0XL140OEscGxub53lOTk4Gt1/y8PDAycnJjK9AiNwURWHDhg1MnDiRy5cvA/Daa68xZ84c3N3dVa4ub4qi0KZNG06dOmXUWeUszzzzDH/88Qd79+412dJzrVaLn58f69ato0qVKvz55580aNDAJNcqbsLCwggMDCQwMJBLly5lP/7kk0/i5+fHG2+8gYuLi4oVCiFE6SNhWQjxWIqicOPGDYPbL0VFRZGenm7wPFtb2+xl0w+H4mrVqsmyaVHsHDt2jNGjR3Ps2DEAWrZsyYIFC+jYsaPKlT3ejh076NGjh0lmlQEGDx7MqlWrWLJkCSNGjDDq2Dmlp6fTvXt39u7di7u7O0eOHKFatWomu15xo9Vq+f333wkICGDz5s3cu3cPADs7O7p3746fnx8vv/yyNCcUQggzkLAsjCsmBv7+G06ehH/+gVu3ID0d7O3BxQVatoTWraFNG3BzU7ta8ZD79+8TERGRKxBnheKkpKQ8z6tZs6bBQOzm5ib7igqLEBsby6RJk1i/fj2g66A+Y8YMBgwYUOzuSzZEURTatm3LyZMnWbBgAR9++KHRrzFnzhwmTpzIqFGjWLhwodHHz+nu3bt06tSJU6dO0bp1aw4ePFgqV5wkJyezbds2AgMD2bNnD1qtFoDKlSvTt29f/Pz8aNu2rXzwKIQQJiJhWRRdSgps3Aj+/nDiRP7Pa9sWRoyAPn3AyDMgIm+ZmZnExMQYnCWOi4vL8zxnZ+fsMJwzFHt4eFC+fHkzvgIhjOfevXvMmTOHuXPnkpKSgoODA2PHjmXSpEkWFc52/j97dx5XY97/cfx12rNF9p1RirGFTGWZLLeIYWhGqM5g3MZgjLIMGctt35fhZhjraUKmIUMJw1jGvu8RFYNiLJMtpTq/P476GXdMUV3nnD7Px+M81NU51/X2EPqcz/X9fMPD6dixI2XLliU2NjbXu8oAmzZt4uOPP8bDw4PIyMhcP/+rbt++jZubGzExMbRt25bNmzcX6G5qfHw8a9asYfXq1Zw9ezbzuIODA35+fvj6+lK1alUFEwohhPGRYlm8vbQ0mDcPpkzRdZDflq0tBAbCkCFgAB0cQ6DVarl9+3aW2y9dvXo1c/rqq8zNzbGzs8tyT+IyZcpI90IYjfT0dIKCgggMDOTWrVsAeHt7M23aNKoZ2F0vWq2WJk2acOzYMebMmYO/v3+eXOfixYvUrl2b6tWrExMTkyfXeNWVK1dwc3Pjzz//xMfHB41GI1OigdOnT6PRaAgODub27duZx93d3VGr1Xh5eVGsWDEFEwohhHGQYlm8nago6N0bXqzryxUuLrByJTg65t45jdyjR48yp02/euv0w4cPX/u6ypUrZ1kQV61aVW6bFkbv999/x9/fn2PHjgHg7OzM3Llzadq0qcLJ3s7LXeWYmJg826s3JSUFa2trtFptZhc+Pxw7dgx3d3eePHnC8OHDmTFjRr5c1xCkpqayY8cOgoKC2LhxI8+ePQPA2tqaLl26oFarad26tfy7LoQQb0mKZZFzwcHw+efwmr1w34mlJSxfDj4+uX9uA/X8+XNiY2Oz7BJndMSyUrx48Sy3X7Kzs6Nw4cL5+DsQQj/ExsbyzTff8NNPPwFQoUIFpk2bho+Pj8F2K7VaLR988AFHjx5l9uzZBAQE5On17OzsuHr1KufOneP999/P02u9bNu2bXTs2JHU1NQ87Z4bssTERH7++Wc0Gg179uzJPF6+fHl69uyJWq2mXr16CiYUQgjDI8WyyJmlS+GLL/L2GioVfP899OuXt9fRI1qtlvj4+Cz3I46JiSE1NTXL11lYWGBnZ5dlUVyqVCm5bVoIdHdgTJ06lTlz5pCcnIy1tTUjRoxg+PDhBv/GUUREBB06dKBMmTLExsbmWVc5Q4cOHYiIiGDDhg106dIlT6/1qqCgINRqNQBr166le/fu+Xp9QxIXF8ePP/6IRqMhOjo683j9+vVRq9X07NmTcuXKKZhQCCEMgxTLIvuCg8HXN3+upVJBUJDRdZgfPnyYZUF8+fLlzO1BslKlSpW/FcQZRXGVKlUMYlKvEEpIS0tj1apVjB49OnNdp4+PD1OnTqVy5coKp3t3Wq0WFxcXjhw5wqxZsxg6dGieX9Pf35958+YxdepURo4cmefXe9XMmTMZMWIE5ubmbN26ldatW+d7BkOi1Wo5fPgwGo2GdevW8eDBAwBMTEzw8PBArVbTuXPnPBkIJ4QQxkCKZZE9UVHQoEGWt14/BmoBN158vhLo9cpzHgKbgO3AUeA6oAUqAC2AwYDTqye2tIRTpwxuDXNKSgqxsbH/M2n68uXLJCQkvPZ1JUqUwMHB4X+6xDVq1MjzbpEQxmb37t34+/tz6tQpAFxcXJg3bx4ffPCBwslyz9atW/H09KRMmTLExMTkS5f8+++/58svv6R3796sWLEiz6/3Kq1WS0BAAPPmzaNo0aLs2bMHJ6f/+d9DZCE5OZmIiAg0Gg3h4eGZgx6LFSvGp59+ip+fH82bNzfYJQlCCJEXpFgW/ywtDZo1e+0wryHAyztuZlUs2wNXXvq8ELpiOenF56bAdOB/+iKurrBvn95NydZqtdy6dSvL7ZdiY2NJS0vL8nWWlpbY29tnuSdxyZIl8/l3IYTxuXr1KsOHD2fjxo2AbpjdjBkz8Pb2NqplCVqtFldXVw4fPszMmTMZNmxYvlx3165dtG7dGjc3N/bv358v13xVeno6PXv2JCQkhLJly3Lw4EGqV6+uSBZDdffuXUJCQtBoNBw5ciTzeNWqVfHz88PPz4+aNWsqmFAIIfSDFMvin82eDa/5QewE0ARoDBx+cSyrYrkaYAv0BToAVYF04By6Yvu3F88LBzxfvcisWZAPtxdmJTExMcuCODo6midPnmT5GpVKRdWqVbOcNl2lShV5116IPJCYmMikSZOYP38+z58/p3DhwowcOZKhQ4ca5S2mkZGRtG/fntKlSxMbG5tva69v3LhB5cqVKVWqFH/++We+XDMrycnJeHp6smvXLuzt7dm/fz+lS5dWLI8hu3TpEkFBQQQFBXH9+vXM4y4uLqjVary9vbG1tVUwoRBCKEeKZfFmSUlQqVKW+yinAx8AJ9HdWt3wxfGsiuV9QPPXXQJoBFwE3Pn/wjmTrS3cuAF59ANvcnIyMTExWRbFd+7cee3rSpUqlWVBbGdnh5WVVZ5kFUL8XWpqKsuWLWPs2LGZxVuvXr2YPHkyFSpUUDhd3ni5qzxjxgyGDx+er9cuUqQIT58+5d69e4oWUQ8fPqRFixacPn0aZ2dndu3aRZEiRRTLY+jS09PZu3cvGo2Gn376KXOOhrm5OR07dkStVuPp6YmFhYXCSYUQIv9IsSzebNUq3X7KWZiPris8CFgAZNzgmFWx/E/+A4wHiqJb35xljs8+y+FZ/196ejo3b97Mcj/i2NhY0tPTs3ydlZXV/wzVyvhY3mkXQlk7duwgICCAc+fOAdC8eXPmzp1Lo0aNFE6Wt7Zt20a7du0oVaoUcXFx+T7R28nJiVOnTnHw4EFcXFzy9dqvio+Px83Njbi4ONq3b8+mTZswNzdXNJMxePr0KWFhYWg0Gnbs2JH5f2TJkiXp3r07arUaZ2dno1raIIQQWZFiWbxZkyZw9Oj/HL6JbqhXIeASYMO7FcsLga9enC/Lm5ubNIHDh7P6yt88ePAgy0nT0dHRPH36NMvXqFQqqlWrluX2S5UqVZLbpoXQM5cuXWLYsGFs2bIFgGrVqjFz5ky8vLyM/od3rVaLm5sbhw4dYvr06YwYMSLfM3Tv3p2QkBBWrVrFZ+/wJmZuuXz5Mk2bNuXu3bt89tlnrFy50ui/D/JTfHw8a9asYfXq1Zw9ezbzuIODA2q1Gl9fX6pUqaJgQiGEyDtSLIvXi4uD1wxN6QpsBIKAjM2k3qVY/hQIRbf++bUlcWwsVKtGcnIyV65cybIoftMautKlS2dZEL/33nty27QQBuDBgwdMmDCBhQsXkpqaStGiRRk9ejRff/11gfk7vH37djw8PChVqhSxsbGK3HY8duxYJk6cSGBgIJMnT87362fl8OHDtGrViqdPnzJq1CimTJmidCSjdPr0aTQaDcHBwZnbsQG4u7ujVqvx8vKiWLFiCiYUQojcJcWyeL3QUPj00/85vBnoxP+uL37bYjljSFgasBjo/5rnTaxfn5UPH3Lt2rXX3jZtbW2d5aRpe3t7SpQokYNUQgh98fz5c5YsWcK4ceO4f/8+KpWKvn37MnHiRMqWLat0vHyj1Wpp2rQpBw8eVKyrDBAcHIyvry9eXl6EhoYqkiErERERdOrUibS0NL777ju++uorpSMZrdTUVHbs2IFGoyEsLIxnz54Buv+Du3Tpglqtpk2bNpjq2U4WQgiRU1Isi9cbNQqmTfvboSdAbSAeOPXi4wxvUyw/QlcoR6EbEHYYMHvNc6cAowETExOqV6+eZVFcoUIFuW1aCCOydetWAgICiIqKAqBly5bMmTOHBg0aKJws/+3YsYO2bdsq2lUGOHr0KE2aNKFu3bqcOXNGkQyvs2rVKnr37o1KpSIkJIRPs3jDV+SuxMREQkNDCQoKYs+ePZnHy5cvj4+PD35+ftSrV0/BhEII8fakWBav164dbNv2t0NDgTnACHT7Ir8sp8VyKtAF2AIUB46g24/5dW47OXE/OJgaNWrINE4hjNyFCxcYOnQokZGRANSoUYPZs2fTqVOnArkeVavV0qxZMw4cOMC0adP45ptvFMuSmJhI8eLFsbKy4smTJ3r3BuXUqVMJDAzEwsKCbdu24e7urnSkAiMuLo4ff/wRjUZDdHR05vH69eujVqvp2bMn5cqVUzChEELkjBTL4vVeGe51Ct1+yhXQbfP06vzVnBTL6YAaCEY31Gsb0Cw7ebIx5EsIYbju3r3L+PHj+f7770lLS8PGxoYxY8YwaNAgLC0tlY6nmIyucsmSJYmLi1N8i6Ry5cpx+/Zt4uLiqFq1qqJZXqXVahk8eDALFy6kWLFi7Nu3Tzqb+Uyr1XL48GE0Gg3r1q3jwYMHgO7OMA8PD9RqNZ07dzbKPdCFEMZFv94OFvolJeVvn36Nbl3xZEALPH7lkSH5xedZz57WvfZLdIWyBbpBYf9YKAMkJ2c7uhDCsKSkpDB37lzs7Oz473//i1ar5csvvyQ6OpqhQ4cW6EJZq9Xyn//8B4Bhw4YpXiiDbhIy6CaT6xuVSsW8efP45JNPePjwIe3atePatWtKxypQVCoVLi4uLFq0iPj4eDZs2MDHH3+MqakpW7dupUePHpQrV46+ffuyZ8+e184hEUIIpUmxLF7vlVudM37UUKPbD/nVR4b+Lz6vTdaGAEvRrU1eB7TNbp4C/MOyEMZKq9Xyyy+/UKdOHQICAkhMTORf//oXp0+fZtGiRZQuXVrpiIrbuXMn+/fvx9bWloEDByodB4CaNWsCum2b9JGpqSlBQUF8+OGHxMfH4+Hhwb1795SOVSBZWlrSpUsXNm7cyK1bt1i4cCFNmjTh4cOHLF++HHd3d9577z3GjBmjt99PQoiCS4pl8Xq2trl+ylHAd+i+8VajW7OcbTLNWgijcubMGf71r3/RuXNnoqOjcXBwYMuWLWzbto06deooHU8vvNpVLlq06D+8In/oc2c5g5WVFWFhYdStW5dLly7RsWNHnj593T1PIj+UKlWKgQMHcvjwYS5evEhgYCCVK1fm2rVrTJo0CQcHB1xdXVm8eDH3799XOq4QQkixLN7Ayelvn8ahu4X6dY8MK198HvfK6SYC09CtbV4K9MxpnoYNc/oKIYQeunPnDl988QVOTk7s3LmTEiVKMH/+fM6ePUuHDh0K5ACv19m1axe///47tra2DBo0SOk4mfS9s5yhePHibN26lSpVqnDo0CG8vb1JTU1VOpYAHB0dmTx5MnFxcfz222/07t2bIkWKcOjQIQYMGEC5cuXw8vJi06ZNpLyyLEwIIfKLFMvi9Ro1yrVTzQPGvvh4AfC5wnmEEPkvOTmZGTNmYGdnx9KlS1GpVAwePJgrV64wePBgzM3NlY6oV17uKg8dOlRvuspgGJ3lDBUrViQyMhJbW1u2bNlC//79kdmm+sPExAR3d3dWrFjB7du3CQ4OxsPDg7S0tMy1zhUqVGDQoEEcOXJE/uyEEPlKpmGL14uLg+rVs/30N03DNkHXbTYB/mkF4lGgclZfiI2FatWynUcIoR+0Wi0bNmxgxIgRxMTEAODp6cmsWbOoVauWwun0165du2jdujW2trbExsZSrFgxpSNlSklJoVChQqSnp/PkyRODmGp88OBBWrduTVJSEmPGjGHChAlKRxJvcOvWLdasWcPq1as5d+5c5nEHBwfUajW+vr5UqVJFwYRCiIJAOsvi9apVA2fnXDlVxjsy6cDtf3ikZXWCJk2kUBbCAJ04cQJ3d3c++eQTYmJiqF27NpGRkYSHh0uh/AZarZbx48cDEBAQoFeFMoCFhQXvvfceWq2WK1euKB0nW1xdXQkJCcHExISJEyeyePFipSOJN6hQoQLDhg3jzJkznDx5koCAAMqWLculS5cYPXo0VatWpWXLlqxcuZKHDx8qHVcIYaSkWBZvNmBAtp+asXa51xu+lp1HtXfMIYRQXnx8PH369KFx48bs3buXkiVLsmjRIk6fPo2Hh4fS8fTe7t272bdvHyVKlOCrr75SOk6WDGXd8ss++ugjlixZAsDAgQPZsGGDwonEP1GpVDRo0IDZs2dz48YNIiIi6N69O1ZWVuzevZs+ffpQrlw5fHx82LZtG2lpWb7lLoQQb0WKZfFm3t55MhU7R2xtdTmEEHovKSmJKVOmYG9vz8qVKzEzMyMgIIArV67w5ZdfYmZmpnREg6DPXeUMhrRu+WV9+/ZlwoQJaLVaevbsyb59+5SOJLLJzMyM9u3bs3btWhISEli2bBkffvghSUlJrFmzhnbt2lG5cmWGDx/O2bNnlY4rhDACUiyLN7O2hsBAZTMEBoKVlbIZhBBvpNVqCQkJwdHRkdGjR/PkyRM+/vhjzp8/z+zZsylevLjSEQ3G7t272bt3r153lcEwO8sZvv32W/r3709ycjKdOnX625pYYRhsbGz4/PPP2b17N7GxsUycOBF7e3vi4+OZNWsW9erVw8nJiTlz5pCQkKB0XCGEgZIBX+KfpaVBs2Zw6FD+X9vVFfbtA1PT/L+2ECJbjhw5gr+/PwcOHACgXr16zJ07l1atWimczDC5u7uzZ88eJk6cyLfffqt0nNfavXs3LVu2xMXFhYMHDyodJ8fS0tL45JNPCAsLo2LFihw8eJDKlbMcLykMhFar5fDhw2g0GtatW8eDBw8AMDU1pW3btqjVajp37mwQA+mEEPpBimWRPVFR0KABJCfn3zUtLeH0aXhxq58QQr/cuHGDwMBAgoKCAChTpgyTJ0+md+/emMobXG8lowAtXrw4cXFx2NjYKB3ptW7dukXFihWxtbXl3r17Ssd5K0lJSbRt25bff/+dWrVqZe5pLQxfcnIy4eHhaDQawsPDM/fXLlasGJ9++ilqtZpmzZphYiI3WQohXk+KZZF9wcHg5wf58S2jUkFQEPj45P21hBA58vTpU2bOnMn06dNJSkrCwsICf39/AgMD9XZ9raFo2bIlu3fvZsKECYwZM0bpOG+k1WopVqwYjx8/5s8//6RUqVJKR3orDx48oHnz5pw/f56mTZuyY8cO6Twambt37xISEoJGo+HIkSOZx6tVq4avry9+fn6ZywqEEOJlUiyLnFm6FPr3z9uCWaWC77+Hfv3y7hpCiBxLT09nzZo1jBo1ihs3bgDwySefMH36dN577z2F0xm+PXv24O7ubhBd5QyNGjXixIkT7N+/Hzc3N6XjvLU//vgDNzc3bty4QefOnQkNDZVhdEYqKiqKoKAggoKC+OOPPzKPu7i4oFar8fb2lrsLhBCZ5N4TkTP9+uk6vpaWeXN+Kyvd+aVQFkKvHDx4EFdXV/z8/Lhx4wYNGzZkz549/PTTT1Io55L//Oc/APj7+xtEoQyGOxH7VZUrVyYyMpLixYuzadMmBg4ciPQSjJOjoyOTJ08mLi6OXbt20atXL4oUKcKhQ4cYMGAA5cqVw8vLi02bNpGSkqJ0XCGEwqRYFjnn4wOnToGLS+6e19VVd1659VoIvXHt2jV69OiBm5sbR44coXz58qxcuZKjR4/SokULpeMZjb179/Lbb79hY2PD4MGDlY6TbYY8EftV77//Pps3b8bKyoqlS5cyceJEpSOJPGRiYkLLli1ZuXIlCQkJ/Pjjj3h4eJCWlsaGDRv4+OOPqVChAoMGDeLIkSPy5okQBZQUy+LtODrC77/DrFnvvg+zra3uPPv2yTAvIfTE48eP+fbbb3F0dGTdunVYWVnx7bffcvnyZXr16iVDcXLZy11lQ9pmK6OzbAzFMkCzZs1Yu3YtJiYmjBs3jh9++EHpSCIfFC5cGB8fHyIjI/njjz+YOXMmderU4d69e/z3v//lgw8+oFatWkyZMoXr168rHVcIkY9kzbJ4d0lJsH49LFoELw3O+EdNmsDAgfDpp7r9nIUQiktPT0ej0RAYGEh8fDwAPXr0YNq0aVSpUkXhdMZp3759tGjRAhsbG+Li4gyqWD5+/DiNGzfm/fffN6q9ir///nu+/PJLTExM2LhxI506dVI6kshnWq2W06dPExQURHBwMLdv3878WsuWLVGr1Xh5eVG0aFEFUwoh8poUyyJ3xcXB8eO6x4kT8OCBbrspS0soUQIaNoRGjXSPatWUTiuEeMnevXvx9/fnxIkTADRp0oS5c+ca9OAmQ9CmTRt27tzJuHHjGD9+vNJxcuTRo0cUK1YMS0tLnjx5YlRbho0bN44JEyZgZWXFzp075e9BAZaamsqOHTvQaDSEhYXx7NkzAKytrenatSt+fn60adPGqL7/hRA6UiwLIUQBFxsby4gRIwgNDQWgYsWKTJ8+nR49esjt1nnMkLvKGSpUqEB8fDwxMTFUr15d6Ti5RqvV0q9fP5YtW0aJEiXYv38/tWrVUjqWUFhiYiKhoaFoNBr27t2bebx8+fL4+PigVqupW7euggmFELlJfgoSQogC6uHDh4wcORJHR0dCQ0MpVKgQ48eP59KlS/j4+EihnA8y1ip//fXXBlkog/GtW86gUqlYvHgxH330EQ8ePMDDw4ObN28qHUsozMbGhs8//5w9e/YQExPDhAkTsLOzIz4+nlmzZlGvXj2cnJyYM2cOCQkJSscVQrwj6SwLIUQBk5aWxooVK/j222+5c+cOAH5+fkyZMoVKlSopnK7g+P3332nevDnFihUjLi6OEiVKKB3prXzxxRcsXbqU+fPnG9Qk7+x6+vQpbdq04eDBg9SpU4d9+/YZ7BsbIm9otVoOHz6MRqNh3bp1PHjwAABTU1Patm2LWq2mc+fOWMt8FiEMjrQNhBCiANm1axcNGzakX79+3LlzBzc3t8wf8qRQzl8vd5UNtVAG49o+KiuFChVi8+bNODo6cu7cOTp37py5ZlUI0N2F4OLiwqJFi4iPj+fnn3+mc+fOqFQqtm7dSo8ePShXrhx9+/Zl7969pKenKx1ZCJFN0lkWQogCIDo6muHDh7Np0yYAqlatyvTp0+nWrRsqlUrhdAXP/v37adasGcWKFSM2Nhbbd92CT0Fbtmzho48+ok2bNuzYsUPpOHnm2rVruLm5cevWLby8vAgJCZGBTuKN7t69y7p169BoNBw9ejTzeLVq1fDz88PPzw97e3sFEwoh/okUy0IIYcT++usvJk6cyIIFC3j+/DmFCxcmMDAQf39/uSVQQW3btmXHjh18++23TJw4Uek47+Ty5cs4ODhQpUoVrl27pnScPHX27FmaN29OYmIiAwcOZMGCBfJmk8iWqKgogoKCCAoK4o8//sg87uLiglqtxtvb26DfNBPCWEmxLIQQRig1NZUffviBsWPHcvfuXVQqFb1792bSpEmUL19e6XgF2oEDB2jatClFixYlLi7O4H9Afv78OYUKFSI1NZUnT55QqFAhpSPlqT179tC2bVtSUlKYPHkygYGBSkcSBiQ9PZ09e/ag0WgIDQ3l8ePHAFhYWNCxY0fUajXt27fHwsJC4aRCCJBiWQghjM727dsJCAjg/PnzALRo0YK5c+fSsGFDhStbMF4AACAASURBVJMJAA8PD7Zv324UXeUMDg4OXL58mdOnT1OvXj2l4+S50NBQunXrhlarZcWKFfTu3VvpSMIAPXnyhLCwMIKCgtixY0fmWuaSJUvSo0cP/Pz8cHZ2lrsXhFCQFMtCCGEkoqKiGDZsGOHh4QBUr16dWbNm0aVLF/lhS08cPHgQNzc3o+kqZ+jUqRObN29m/fr1fPrpp0rHyRcLFy7kq6++wtTUlE2bNtGhQwelIwkDduvWLdasWcPq1as5d+5c5nEHBwfUajW+vr5UqVJFwYRCFEwyDVsIIQzc/fv3+frrr6lbty7h4eEULVqUGTNmcPHiRbp27SqFsh7JmIA9ePBgoymUwfgnYmdl0KBBBAYGkpaWRrdu3Th8+LDSkYQBq1ChAsOGDePMmTOcPHkSf39/ypQpw6VLlxg9ejRVq1alVatWrFq1ikePHikdV4gCQzrLQghhoJ4/f87ixYsZP348Dx48wMTEhL59+zJhwgTKli2rdDzxikOHDuHq6kqRIkWIi4ujZMmSSkfKNT/88AP9+vXDz88PjUajdJx8o9Vq6dOnD6tWraJkyZIcOHAg840DId5Vamoq27dvR6PRsGnTpswty6ytrenatSt+fn60adNGprILkYeksyyEEAZGq9USHh5O3bp1+frrr3nw4AGtW7fm5MmTLFmyRAplPfVyV9mYCmUomJ1l0O2vu3TpUjw9Pbl37x4eHh7Ex8crHUsYCTMzMzw9PVm3bh0JCQksW7aMFi1akJSURHBwMO3ataNy5coMHz6cs2fPKh1XCKMknWUhhDAg586dIyAgIHM/W3t7e2bNmsVHH30kt1vrscOHD+Pi4mKUXWWAhIQEypcvT/Hixbl//36B+1588uQJrVq14siRI9SvX589e/ZgY2OjdCxhpGJjY/nxxx/RaDRcuXIl83iDBg1Qq9X06NGDcuXKKZhQCOMhxbIQQhiAP//8k3HjxrFkyRLS09OxsbFh3LhxDBw4ULYYMQCenp5s3bqVUaNGMWXKFKXj5DqtVouNjQ2PHj3izp07lC5dWulI+e7u3bs0bdqUy5cv06pVKyIiIrC0tFQ6ljBiWq2WQ4cOodFoWLduHX/99RcApqameHh4oFar6dSpE9bW1gonFcJwSbEshBB6LCUlhQULFjBx4kQSExMxNTWlf//+jB8/nlKlSikdT2TDkSNH+OCDDyhcuDBxcXFG++fm7OzMsWPH2LdvH82aNVM6jiJiY2Nxc3MjISEBb29v1qxZg4mJrHgTeS85OZnw8HA0Gg3h4eGkpqYCUKxYMT799FPUajXNmjWT70chckj+xgghhB7SarWEhYXx/vvvM2zYMBITE/Hw8ODMmTMsXLjQaAsuY5SxVvmrr74y6j+3grpu+WXVq1dn69atFC1alJCQEAICApCehMgPlpaWdO3albCwMOLj41mwYAHOzs48fPiQ5cuX8+GHH1KjRg3Gjh1LdHS00nGFMBhSLAshhJ45ffo0rVu3pkuXLly5cgVHR0ciIiKIjIykdu3aSscTOXDkyBEiIiIoXLgwQ4cOVTpOnnJwcADg0qVLCidRVoMGDQgLC8Pc3Jz58+cza9YspSOJAqZUqVIMGjSII0eOcPHiRQIDA6lcuTJxcXFMnDiRmjVr4urqyuLFi7l//77ScYXQa1IsCyGEnrh9+zb//ve/cXJy4rfffsPW1pYFCxZw5swZ2rdvr3Q88RYyusqDBg0y6q4ySGf5Za1atSIoKAiAESNGZH4sRH5zdHRk8uTJxMXFsWvXLnr16kWRIkU4dOgQAwYMoHz58nh5ebFp0yZSUlKUjiuE3pE1y0IIobBnz54xb948pkyZwqNHjzAzM2PgwIGMHTsWW1tbpeOJt3T06FGaNGlC4cKFiY2NNfqhVydPnqRhw4bUqlWLCxcuKB1HL8yfP58hQ4ZgZmbGli1b8PDwUDqSEDx58oSwsDA0Gg2//vor6enpAJQsWZIePXqgVqtp3LhxgZtqL0RWpFgWQgiFaLVafv75Z4YPH05cXBwAHTt2ZNasWZm3tArD1bFjR8LDwxkxYgTTp09XOk6ee/z4MUWLFsXc3JykpCRMTU2VjqQXvvnmG2bMmEHhwoXZvXs3jRs3VjqSEJlu3rzJmjVr0Gg0nDt3LvO4o6Mjfn5++Pr6UqVKFQUTCqEsKZaFEEIBx48fx9/fn3379gFQp04d5syZw7/+9S+Fk4nccOzYMZydnSlUqBBxcXFG31XOUKlSJW7evMmVK1eoUaOG0nH0Qnp6Or169SIoKIjSpUtz4MAB7OzslI4lxN9otVpOnz6NRqMhODiYO3fuAKBSqXB3d0etVuPl5UXRokUVTipE/pI1y0IIkY9u3bpF7969cXZ2Zt++fZQqVYrvv/+ekydPSqFsRDLWKg8cOLDAFMog65azYmJiwvLly/Hw8ODPP//Ew8OD27dvKx1LiL9RqVQ0aNCAOXPmcPPmTcLDw/H29sbCwoLffvuN3r17U7ZsWXx9fdm2bRtpaWlKRxYiX0ixLIQQ+SApKYlJkyZRs2ZNVq1ahZmZGcOHD+fKlSt88cUXmJmZKR1R5JLjx4+zZcsWChUqxLBhw5SOk69kInbWzM3NCQ0NpXHjxsTExODp6cmjR4+UjiVElszMzPD09GTdunUkJCTwww8/0KJFC5KSkggODqZdu3ZUrlyZ4cOHc/bsWaXjCpGnpFgWQog8pNVqWbt2LQ4ODowZM4YnT57QpUsXLly4wIwZM7CxsVE6oshlL3eVy5Qpo3Ca/CWd5dcrUqQI4eHh1KhRgxMnTuDl5SXTh4XeK168OH379mXPnj3ExMQwYcIE7OzsiI+PZ9asWdSrVw8nJyfmzp1LQkKC0nGFyHWyZlkIIfLI4cOH8ff35+DBg4Bu/9W5c+fi7u6ubDCRZ44fP07jxo0pVKgQsbGxBa5YjoiIoEOHDrRq1YqdO3cqHUcvXb16FTc3N+7cuYOPjw8ajQYTE+ldCMOh1Wo5dOgQGo2GdevW8ddffwFgamqKh4cHarWaTp06YW1trXBSId6d/OsshBC57I8//sDX1xcXFxcOHjxI2bJlWbZsGceOHZNC2chNmDABgAEDBhS4Qhmks5wdNWrUICIigiJFihAcHMw333yjdCQhckSlUuHq6srixYtJSEjg559/pnPnzqhUKiIiIujevTvlypWjb9++7N27N3NrKiEMkXSWhRAilzx58oQZM2Ywc+ZMkpKSsLS0JCAggFGjRskE0QLgxIkTNGrUCGtra2JjYylbtqzSkfJdamoqhQoV4vnz5zx+/JjChQsrHUlv7dixA09PT1JTU5k9ezYBAQFKRxLinfz555+EhISg0Wg4evRo5vFq1arh5+eHn58f9vb2CiYUIuekWBZCiHeUnp5OcHAwI0eO5NatWwB069aN6dOnU61aNWXDiXzz8ccfs2nTJoYOHcqsWbOUjqOYWrVqERUVxcmTJ2nQoIHScfRacHAwvr6+AKxZs4YePXoonEiI3HHx4kWCgoIICgrixo0bmcddXV1Rq9V069YNW1tbBRMKkT1SLAshxDvYv38/Q4YM4dixYwA0btyYuXPn0qxZM4WTifx08uRJGjZsWKC7yhky3jQICQmhW7duSsfRe7Nnz2bYsGGYm5sTERFBmzZtlI4kRK5JT09n9+7dBAUFERoayuPHjwGwsLCgY8eOqNVq2rdvj4WFhcJJhciarFkWQoi3EBcXh7e3N82aNePYsWNUqFCB1atXc/jwYSmUC6CMtcpffvllgS6U4f/XLcv2UdkzdOhQAgICeP78OV26dOHkyZNKRxIi15iYmNCqVStWrlxJQkICP/74I23btiU1NZUNGzbw8ccfU6FCBb766iuOHj2K9PCEvpHOshBC5MCjR4+YNm0as2fPJjk5GSsrK0aMGMGIESNkfWYB9XJXOSYmhnLlyikdSVHLly+nb9+++Pr6EhQUpHQcg5Ceno6vry9r166lbNmyHDhwgPfee0/pWELkmZs3b7JmzRpWr17N+fPnM487Ojri5+eHr68vVapUUTChEDpSLAshRDakpaWxevVqRo8enbmXZM+ePZk6dar8h17AdenShbCwMPz9/ZkzZ47ScRS3b98+WrRogbOzM0eOHFE6jsFISUmhQ4cO/Prrr9jZ2bF///4COVFdFCxarZZTp04RFBREcHAwd+7cAXQTt93d3VGr1Xh5ecmQTKEYKZaFEOIf7NmzB39//8zbIz/44APmzZuHi4uLwsmE0k6dOoWTkxNWVlbExsYW+K4ywJ07dyhbtiw2NjY8ePAAlUqldCSD8fDhQ9zd3Tl58iTOzs7s2rWLIkWKKB1LiHyRmprK9u3b0Wg0hIWFkZycDIC1tTVdu3ZFrVbTunVrTE1NFU76GnFxcOwYHD8OJ0/C/fuQkgIWFmBrC05O0KgRNG4MMvzTYEixLIQQr3H16lVGjBjBhg0bAKhcuTLTpk2jR48eUgAIALp27crGjRsZMmQIc+fOVTqOXtBqtZQoUYLExEQSEhIK/BrunEpISMDNzY3Y2FjatWvHL7/8grm5udKxhMhXf/31F6GhoWg0Gvbt25d5vHz58vj6+uLn50fdunUVTPhCUhKEhMCiRfDSdln/yNkZBg6Ebt3A2jrv8ol3JsWyEEK8IjExkcmTJzN//nxSUlIoVKgQI0eOZOjQoRQqVEjpeEJPnD59mgYNGmBlZUVMTAzly5dXOpLeaNKkCUePHmXv3r00b95c6TgGJzo6Gjc3N+7evYtarWbVqlXyBp0osGJjY/nxxx/RaDRcuXIl83iDBg1Qq9X07Nkz/9+US0uDefNgyhRdB/lt2dpCYCAMGQL62jEv4GQathBCvJCWlsaSJUuwt7dn5syZpKSk8Nlnn3H58mXGjBkjhbL4m4wJ2F988YUUyq9wcHAAZCL227K3tyciIoJChQqh0WgIDAxUOpIQiqlevTpjxozh8uXLHDhwgP79+1O8eHFOnTpFQEAAFStWpEOHDoSEhJCUlJT3gaKioFkzGDbs3Qpl0L1+2DDd+aKiciefyFVSLAshBLBz506cnJzo378/f/75J82aNePo0aOsWrWKihUrKh1P6JkzZ86wYcMGrKys+Oabb5SOo3cyto+6fPmywkkMl7OzMz///DNmZmZMmzaN7777TulIQihKpVLh6urK4sWLSUhIIDQ0lE6dOqFSqYiIiKB79+6UK1eOvn37snfvXtLT03M/RHAwNGgAhw7l7nkPHdKdNzg4d88r3pkUy0KIAu3y5ct06tSJNm3acPbsWapWrcr69evZu3cvjRs3Vjqe0FMZXeV+/fpJVzkL0lnOHe3atWP58uUADBkyhPXr1yucSAj9YGlpiZeXF5s2beLWrVssWLAAZ2dnHj58yPLly/nwww+pUaMGY8eOJTo6OncuunQp+PrCi8FjuS45Gfz8dNcRekPWLAshCqQHDx4wceJEFixYQGpqKkWKFGH06NEMGTIEKysrpeMJPXbmzBnq16+PpaUlMTExVKhQQelIeidjSrijoyMXL15UOo7Bmz59OiNHjsTCwoLIyEhatmypdCQh9NLFixcJCgoiKCiIGzduZB53dXVFrVbTrVs3bG1tc37i4GBdoZwfVCoICgIfn/y5nngjKZaFEAVKamoqS5YsYdy4cdy7dw+VSkWfPn2YNGmSbPsjsuXTTz8lNDSUwYMHM3/+fKXj6KUnT55QpEgRzM3Nefr0KWZmZkpHMmharZYhQ4bw3XffUaxYMfbu3Uv9+vWVjiWE3kpPT2f37t1oNBp+/vlnHj9+DICFhQUdO3ZErVbTvn17LCws/vlkUVHQoAGPkpP5DTgKHHvx670XT7kIOOYw4xAg43+QD4HdL3/R0hJOnQLHnJ5V5DYploUQBUZkZCRDhw7lwoULALi7uzN37lwaNGigcDJhKM6ePUu9evWkq5wNlStX5saNG0RHR2NnZ6d0HIOXnp5Ojx49WL9+PeXLl+fAgQNUk71ahfhHT548ISwsDI1Gw6+//pq5lrlkyZL06NEDtVpN48aNs544n5amG7516BBhQJfXXCOnxfJx4AMg7cXn/1MsA7i6wr59MiVbYbJmWQhh9C5evIinpyft27fnwoUL1KhRg40bN7Jr1y4plEWOTJw4EdCtVZZC+c1k3XLuMjExQaPR4O7uTnx8PO3atePu3btKxxJC7xUuXBgfHx+2bdvG9evXmTFjBu+//z737t1j4cKFNGnShNq1azN16lSuX7/+9xfPm/e3YV5lAE9gHPC2K4vTgS8AFdDoTU88eFB3faEo6SwLIYzWvXv3GD9+PIsXLyYtLY1ixYoxZswYvvrqKywtLZWOJwzMuXPnqFu3LhYWFsTExMiU9H8wYMAAFi9ezJw5c/D391c6jtFITEykRYsWnDlzhg8++ICdO3dSuHBhpWMJYVC0Wi2nTp1Co9GwZs0a7ty5A+gmbrds2RI/Pz+8PD0pWqtW5vZQacDLPd44oPqLj3PSWZ6P7hZsf+A+sJrXdJZBtw/zjRtgbZ2T357IRdJZFkIYnZSUFObNm4ednR0LFy5Eq9XSv39/oqOjGTZsmBTK4q283FWWQvmfSWc5b9jY2LB161aqVq3K4cOH8fb2JjU1VelYQhgUlUqFk5MTc+fO5caNG4SHh+Pt7Y2FhQW7du2id+/eDK1U6W/7KOfGzdA3gDFABeA/2XnB/fsgU/AVJcWyEMJoaLVaNm/eTJ06dfD39+evv/6iTZs2nDp1isWLF1OmTBmlIwoDde7cOX766ScsLCxkX+Vskr2W806FChXYtm0bJUuWJDw8nC+++AK5UVCIt2Nubo6npyfr1q0jISGBH374gebNm9P3+fNcv9Zg4BEwByia3RctWpTrOUT2SbEshDAKZ8+epW3btnTq1Ino6Ghq1qzJ5s2b2b59O3Xr1lU6njBwEydORKvV8u9//5tKlSopHccgSGc5bzk4OLBlyxasra1ZsWIFY8eOVTqSEAavePHi9O3bl70aDU2A3HwLajOwEWgDeOfkhUeOQFxcLiYROSHFshDCoN25c4f+/fvToEEDfv31V4oXL868efM4e/YsHTt2zHq6pRA5cP78+cyu8siRI5WOYzCqVq2KhYUFt27dyty2ReQuFxcX1q9fj6mpKZMmTWKRdKCEyB3HjgG6IVy54QkwCLAAFr7NCY4fz6UkIqekWBZCGKTk5GRmzpyJvb09S5YsQaVS8dVXX3HlyhW+/vrr7O2dKEQ2ZHSV+/btK13lHDA1Nc3cMkpuxc47HTt2ZOlS3VzeQYMGsWHDBoUTCWEEcrk4HQtcB4YDDnqQR2SfFMtCCIOi1WrZuHEjtWvXZsSIETx8+JD27dtz9uxZvvvuO0qWLKl0RGFELly4wPr166Wr/JZk3XL+6NOnD5MmTUKr1dKzZ0/27t2rdCQhDNvJk7l2qlPoJmBXA0a/7UlOnMitOCKHpFgWQhiMkydP0rJlS7p27UpMTAy1atVi69atREREUKtWLaXjCSOU0VX+/PPPqVy5stJxDI6sW84/gYGBDBgwgOTkZDp16sTZs2eVjiSE4XppCva7SAf6odt26jvgrTeAevAgV/KInJNiWQih9xISEvj8889p1KgRe/bsoWTJkixcuJAzZ87Qrl07peMJI3Xx4kVCQkIwNzdn1KhRSscxSNJZzj8qlYrvvvuOrl27kpiYSPv27bl+/brSsYQwTCkpuXKa1cBRoC3QEnj8yiNj07e0l46lZXWi5ORcySNyToplIYTeevbsGVOnTsXe3p4VK1ZgampKQEAA0dHRDBw4EDMzM6UjCiMmXeV3J53l/GVqakpwcDAtWrTg5s2btGvXjvu51CETokDJpbkn1178uh3dVlGvPoJffP33l47ty+pElpa5kkfknBTLQgi9o9VqWb9+PY6OjgQGBvL48WM6derE+fPnmT17NiVKlFA6ojByUVFRrFu3TrrK7+jlzrLsA5w/rKys2LRpE3Xq1OHixYt89NFHJCUlKR1LCMNia6t0gr+Tn3sUI8WyEEKvHDt2jObNm+Pt7c21a9eoW7cuv/76K5s2bcr8wVuIvPZyV7lKlSpKxzFYpUqVokSJEjx69IiEhASl4xQYxYsXZ+vWrVSuXJkDBw7QvXt3UlNT//mFQggdJ6dcOc14dHs1v+7x2YvnffjSMfesTtSwYa7kETknxbIQQi/cvHmTzz77DGdnZ/bv30/p0qVZsmQJJ0+epHXr1krHEwVIVFQUa9eula5yLlCpVLJuWSGVKlUiMjKSEiVK8MsvvzBw4EDp7guRXY0aZXn47kuPl0du/fXK19LzKY/Ie1IsCyEU9fTpUyZMmEDNmjXRaDRYWFgwYsQIoqOj6devH6ampkpHFAVMxhY8ffr0ka5yLpB1y8qpXbs2mzdvxsrKiqVLlzJhwgSlIwlhGBo3zvJw6ZceL/d6XV/5Wq6P1pNiWTFSLAshFJGenk5wcDAODg6MGzeOp0+f4uXlxcWLF5k+fTo2NjZKRxQF0KVLl6SrnMuks6yspk2bsm7dOkxMTBg/fjxLly5VOpIQ+q9aNXB2VjqFTpMmujxCEVIsCyHy3aFDh3Bzc8PX15cbN27g5OTE7t27CQ0N5b333lM6nijAJk2aRHp6Or1796Zq1apKxzEK0llWXufOnVm8eDEAX375JZs2bVI4kRAGYMCA/zn0pvXHLz+qZfMSq148f3cOc4j8o9LKAhYhRD65fv06I0eOZO3atQCUK1eOKVOmoFar5XZrobjLly9Tq1YtTExMiI6Oppq8k58rzpw5Q/369alZs6YUzAr7z3/+w/jx47GysuLXX3+ladOmSkcSQn8lJUGlSqDk9mu2tnDzJlhZKZehgJPOshAizz1+/JixY8fi4ODA2rVrsbS0ZPTo0Vy+fJnevXtLoSz0wstdZSmUc4+9vT0AMTExPH/+XOE0BdvYsWPp168fz54946OPPuLChQtKRxJCf1lbQ2CgshkCA6VQVph0loUQeSY9PZ2goCBGjRpFfHw8AN7e3kyfPl1ucRV6RbrKeatq1apcv36dS5cuyRZwCktNTeWTTz5h06ZNmVtLVapUSelYQuintDRo1gwOHcr/a7u6wr59IA0FRUlnWQiRJ37//XeaNGlCr169iI+Px9nZmd9//51169ZJoSz0TkZXuVevXlIo54GMdcsy5Et5ZmZmrF27Fjc3N/744w/at2/PgwcP/vmFQhREpqawciVYWubvdS0tddeVQllxUiwLIXJVbGws3bp1o3nz5hw/fpyKFSsSFBTEoUOHZH2c0EvR0dEEBwdjZmZGoNK33BmpjG6yrFnWD9bW1mzevJlatWpx7tw5OnfuzLNnz5SOJYR+cnSE5ctBpcqf66lUuuu9eJNRKEuKZSFErnj48CGjRo2iVq1a/PTTT1hbWzNu3DguXbqEr68vJibyz43QTxld5c8++4zq1asrHccoyfZR+sfW1pbIyEgqVqzIvn378PHxIS0tTelYQugnHx/4/vu8L5hVKt11fHzy9joi2+SnVyHEO0lLS2PZsmXUrFmTadOmkZycjK+vL5cvX2b8+PEULlxY6YhCvNaVK1ekq5wPZPso/VSlShUiIyOxsbFhw4YNDB48GBllI8Rr9OsHQUF5d0u2lZXu/P365c35xVuRYlkI8dZ+++03GjVqxL///W9u376Nq6srhw8fJigoSAbGCIMwadIk0tLSUKvVssd3HpLOsv6qU6cOv/zyC5aWlixatIgpU6YoHUkI/eXjA6dOgYtL7p7X1VV3Xuko6x2Zhi2EyLErV64wfPhwwsLCAF13Yvr06Xh7e6PKrzU9QryjK1eu4OjoCOiKOCmW805aWhqFCxcmOTmZxMREihUrpnQk8YoNGzbwySefoNVqWb58OX369FE6khD6Ky0N5s2DKVPebR9mW1vd9lBDhsgwLz0lnWUhRLYlJiYyfPhwateuTVhYGIULF2bSpElERUXRvXt3KZSFQZk8ebJ0lfOJqakpdnZ2gG6gmtA/Xbt25b///S8A/fr1Y8uWLQonEkKPmZrC0KFw4wasWgVNmuTs9U2awOrVutcPHSqFsh6TzrIQ4h+lpqaybNkyxowZw927d1GpVPTq1YtJkyZRoUIFpeMJkWNXr1792zraGjVqKJzI+Hl5ebFhwwaCg4Pp2bOn0nHEa4wZM4ZJkyZhbW3Nrl27cMnt202FMFZxcXD8uO5x4gQ8eADJybo1ziVKQMOG0KiR7iFbFBoMM6UDCCH0244dO/D39+f8+fMANG/enLlz59KoUSOFkwnx9jK6yr1795ZCOZ/IumXDMGHCBG7dusWKFSvo0KED+/fvz1yuIIR4g2rVdA8vL6WTiFwkt2ELIbJ06dIlPvroI9q2bcv58+epXr06oaGh7NmzRwplYdCuXr2KRqPB1NSU0aNHKx2nwJCJ2IZBpVKxZMkSOnbsyP3792nXrh23bt1SOpYQQihCimUhxN/cv3+fIUOGUKdOHbZs2ULRokWZNm0aFy5cwMvLS9YlC4M3ZcoU0tLS8PPzk65yPpLOsuEwMzMjJCQEFxcXrl27Rvv27UlMTFQ6lhBC5DtZsyyEAOD58+d8//33jB8/nvv376NSqejbty8TJ06kbNmySscTIlfExMRkFm1RUVGZQ6dE3rt37x6lSpWiSJEiPHz4UN54MwB3796lWbNmXLp0CXd3dyIjI7HMqz1mhRBCD0lnWYgCTqvVEhERQb169Rg8eDD379+nZcuWnDx5kqVLl0qhLIxKRlfZ19dXCuV8VrJkSWxtbXn8+DHx8fFKxxHZUKpUKSIjIylfvjy7d+/Gz8+P9PR0pWMJIUS+kWJZiALs/PnztG/fng4dOmR22cLCwti5cyf169dXOp4QuSomJobVq1djYmIia5UVIuuWDU+1atXYunUrxYoV46effmLIkCHITYlCiIJCimUhCqC7d+8ycOBA5eUkbgAAIABJREFU6tevz7Zt27CxsWH27NmcP3+ezp07y+2RwihNmTKF1NRUfH19sbe3VzpOgSTrlg1T/fr1CQsLw8LCggULFjBjxgylIwkhRL6QraOEyC9xcXDsmG7/vZMn4f59SEkBCwuwtQUnJ93ee40b59n+eykpKSxcuJAJEyaQmJiIiYkJAwYMYPz48ZQuXTpPrimEPoiNjc3sKn/77bdKxymwpLNsuFq2bElQUBDdu3dn5MiRlCtXjs8++0zpWEIIkaekWBYiLyUlQUgILFoER4+++bnbtv3/x87OMHAgdOsG1tbvHEOr1fLLL78wbNgwrly5AkDbtm2ZPXs2derUeefzC6HvMrrKfn5+0lVWkHSWDVu3bt24ffs2gwcP5vPPP6dMmTK0b99e6VhCCJFnZBq2EHkhLQ3mzYMpU3Qd5LdlawuBgTBkCJiavtUpzpw5g7+/P7t27QJ0nZ05c+bQvn17ud1aFAhxcXHY29uTnp7OxYsXMws2kf/OnTtH3bp1sbOzIzo6Wuk44i2NGjWKadOmUahQIX777TeaNGmidCQhhMgTsmZZiNwWFQXNmsGwYe9WKIPu9cOG6c4XFZWjl96+fZt+/frh5OTErl27KFGiBN999x1nz57F09NTCmVRYGR0lXv27CmFssJq1KiBSqUiNjaWlJQUpeOItzRlyhTUajVPnz6lQ4cO8saHEMJoSWdZiNwUHAyffw7Jybl/bktLWL4cfHze+LTk5GTmz5/PpEmTePToEWZmZgwYMIBx48Zha2ub+7mE0GPXrl3Dzs6O9PR0Lly4kLlmViinevXqxMXFcfHiRRwdHZWOI97S8+fP6dSpE5GRkVSvXp0DBw5Qrlw5pWMJIUSuks6yELll6VLw9c2bQhl05/Xz010nC1qtlp9//platWrxzTff8OjRIzp27Mi5c+eYP3++FMqiQMroKvfo0UMKZT0h65aNg7m5OT/99BPOzs7Exsbi6enJw4cPlY4lhBC5SoplIXJDcDB88UXeX0erhf79ddd7yYkTJ3B3d+eTTz4hNjaW999/n23btrF582YpEESBde3aNVasWCETsPWMTMQ2HkWKFCE8PBw7OztOnjxJ165d5fZ6IYRRkWJZiHcVFaW79Tq/aLW660VFER8fT58+fWjcuDF79+6lVKlSLF68mFOnTtG2bdv8yySEHpo6dSqpqal0795dbvfVI9JZNi6lS5dm27ZtlC1blp07d9KrVy/S09OVjiWEELlCimUh3kVaGvTune1br7VAMNAaKAlYAdWB/kBsTq6bnMyNtm1xsLNj5cqVmJmZMXToUKKjo+nfvz9mZrIrnCjYrl+/zooVK1CpVIwZM0bpOOIl0lk2Pu+99x5bt26laNGirF27luHDhysdSQghcoUUy0K8i3nz4NChbD31OdAF8AV2AQ+BQkAcsASo9+J4dmiBSn/8wb+fPuXjjz/mwoULzJo1i+LFi+fwNyCEcZo6dSrPnz+nR48e0lXWM9JZNk5OTk5s2LABc3Nz5syZw+zZs5WOJIQQ70ymYQvxtpKSoFKlbG8PFQDMBcyAmUA/dMXyjRdf+wmwAS4C5bMZ4XnRopjfvg3W1jkML4Txun79OnZ2dqSmpnL+/Hlq1aqldCTxkvT0dAoXLsyzZ8/466+/sLGxUTqSyEVr166lZ8+eAPz444/4/MMODkIIoc+ksyzE2woJyXahfAf474uPA4Ah6AplgErAWqAWkAhMykEE80ePYP36HLxCCOM3bdo0nj9/Tvfu3aVQ1kMmJibY29sD0l02Rj169GDOnDkA9OrVi+3btyucSAgh3p4Uy0K8rUWLsv3UXUDGfFD/LL5uCgx+8fFadLds50UOIYzdH3/8wbJly2Stsp7LWLcsxbJx8vf3Z9iwYaSmpuLl5cXx48eVjiSEEG9FimUh3kZcHBw9mu2nX3vxqw1Q7jXPyVhV+QA4kZMsR47o8gghMtcqe3t7S1dZj2WsW5YhX8Zr+vTp+Pj48PjxYzw9Pbl69arSkYQQIsf+r717D66qvPc//t4ESeKlQlrrz0o1caqiVrkEI4mxKMpFFEXx1hO1WpTirdKf1rYZq44z5VQEjYrIj0LFw+FYLSoV64FOjzci94BoL3T6648oN0VJuARCoiG/P9aOhk0IueydtXfyfs3s2St7rfU838wwTD77edbzGJaltli1qlWXR6LvzW2m8UWj47+2th6/tZfYsGEDs2bNclQ5BTiy3Pl169aN3/72twwdOpStW7cyfPhwtm7dGnZZktQqhmWpLVoZTk+Mvu8CNhzkmr81Ot6c4HqkzujXv/41tbW1XHPNNZx++ulhl6NmOLLcNfTo0YOXXnqJAQMG8K9//YuRI0dSVVUVdlmS1GJuxiq1xZo1rbr8AqAHwXPLjwBTY87XAiWNft7V2npWt2rittTpbNy40WeVU0ifjAzGAIP+8hfqR4wgUlEBtbXQowdkZUH//pCbCwMHQnZ22OWqHY466ihef/11CgoKKCsrY8yYMSxYsIAePXqEXZokHZJhWWqLFq6C3eCbwHjgSWAawbPLtwHHAn8BfgqsBw4jWNyr1VM+Kitbe4fUqTQeVT7jjDPCLkdNqa4OdhGYNo2eK1cyD+CLL2DRogOvbfzZ2WfDHXfANde4TV6KOvbYY1m0aBEFBQX86U9/YuzYsTz33HN06+YER0nJzX2Wpbbo1w/Wrm3VLTXA1cCCg5y/A/gz8A/g18DPWtN4377w3nutqkfqLDZt2sRJJ53E559/zvvvv893v/vdsEtSY3V1UFICEye2+ovG/WRlQXExTJgAaWnxq08dZtWqVZx//vns3r2b++67j0ceeSTskiSpWX6lJ7VFG6aPpQN/AF4ELge+A+QAFwMvE0zD/ih67cmtbjy91fVInUXDqPJVV11lUE4269ZBYSHce2/7gjIE9997b9DeunXxqU8dauDAgbz00kt0796dSZMmUVJScuibJClEjixLbTFiRNNTB9thBXBO9HgT8K3W3Dx8OCxcGNd6pFTQMKpcW1vLBx98YFhOJnPnwtixUFMT/7bT02HWLCgqin/bSrg5c+Zw4403AvD8889z3XXXhVyRJDXNkWWpLfr3j3uTz0bfz6eVQRlgwIC41iKlikceecRR5WQ0YwZcf31igjIE7d5wQ9CPUs4NN9zApEmTALjxxht54403Qq5IkppmWJbaIjc3rs0tBWZGj3/RlgbiXI+UCjZv3syMaFh64IEHQq5GX5o7F370o8T3U18P48cH/Snl3HvvvUyYMIHPP/+c0aNH857rbkhKQoZlqS0GDmz1LW8CjwP/D6iLflYJPAUMB74AxgHD2lKPYVld0COPPEJNTQ1jxozhzDPPDLscQfAs8dixfESwDsMo4ASCNRuOAvoCPwe2HKKZWmAS0A84EugJ5AMzgP2eHauvD6Z6+wxzyolEIkyZMoVrr72WXbt2cfHFF7N+/fqwy5Kk/fjMstRWeXmwcmWLL58N3Bw97k7wB+AOvvrD7xZgOtDqNV7z8mD58tbeJaW0zZs3c9JJJ1FTU8PatWs566yzwi5JdXVQWMiGZcs4kf1D7deA3Xz1RWEv4CWCPehj7QSGAGXRnw8n+DKxNvrzpcArxOx9mZ8Pixe7SnYKqqmpYeTIkbzxxhucfPLJvPvuuxxzzDFhlyVJgCPLUtvdfnurLi8E7gb6E+yzvAfoDVwHvAH8hjYE5TbUIXUGkyZN+nJU2aCcJEpKYNmyLwPxJcDvgQqCLwb3AK8T7AJQCYwGPm6imVsJgnIWwVZ7VdF7ZwMZwGvAg7E3LV0a9K+Uk56eziuvvELfvn355z//yaWXXsru3bvDLkuSAEeWpbarrobevdu/HUp7ZGXBpk2QkRFeDVIH27JlCyeddBJ79+51VDlZNPr/cAdQTjDluinrCL403As8xP7Bdw3QsFzhH4DLYu59ApgAZEb7+Gbjk1lZsHEjZGa2+ddQeLZs2UJBQQHl5eWMHDmS+fPnc9hhh4VdlqQuzpFlqa0yM6G4ONwaiosNyupyJk2axN69e7nyyisNysnihRe+/OLwaA4elAH6AIOix2Ux5/4r+n4qBwZlCNZ1OBqoJtiffj8VFfDiiy2vWUnluOOOY9GiRXzjG9/g9ddfZ9y4cTieIylshmWpPSZMgEGDDn1dIuTnB/1LXciWLVuYPn064ArYSWXatFZd/vXoe13M529G3w+20GEmcF70uMnNhlpZh5LLKaecwmuvvcbhhx/O7Nmzuf/++8MuSVIXZ1iW2iMtDZ59FtLTO7bf9PSgXxezURfTMKp8xRVX0Ldvc+OX6jDl5a1a7PAL4N3oceOdsesJpmgDnNHM/adH3//W1MkVK4J6lLLOOeccfv/735OWlsbEiROZOnVq2CVJ6sIMy1J79ekDs2ZBJNIx/UUiQX+nntox/UlJ4uOPP3ZUORmtWtWqy58mWNirG3Bjo893EqyYDfCtZu5vOHfQ7afKYid3K9WMHDmSmTNnAvDjH/+YefPmhVyRpK7KsCzFQ1ERTJ+e+MAciQT9FBUlth8pCTWMKo8ePZp+/fqFXY4atCKcvg80rPRwJ/uPIDde/7i5JboOj75XxaEeJa+bbrqJiRMnUl9fT1FREW+99VbYJUnqggzLUryMGwdz5iRuSnZGRtD+uHGJaV9KYo4qJ7E1a1p02RaC7aL2ALnAIzHnGy/l1K6vHVevbs/dSiI///nPufPOO6mtreXyyy/n/fffD7skSV2MYVmKp6IieO+9+C/6lZ8ftOuIsrqoRx99lOrqai6//HL69+8fdjlqrAXb51UQLNq1HjgZ+CPBnsmNHdnoeE8zbTWcO/JgF1RWHrIepYZIJEJJSQlXXXUVO3fu5OKLL+bDDz8MuyxJXYhhWYq3Pn2gtBQmTw72/WyPrKygncWLfUZZXdYnn3zCM888A8CDDz54iKvV4Wprmz29AxgO/AU4AfgzcGwT130NOCJ6vLmZ9hrOHXewC2pqmq1HqSUtLY05c+YwePBgNm/ezIgRI9i2bVvYZUnqIgzLUiKkpcE998DGjTB7NuTlte7+vDx47rng/nvucdVrdWkNo8qXXXaZo8rJqEePg57aDYwEVgH/iyAon3CQayPAadHjvzbTXcMq2Kcf7IKO3p1ACZeRkcH8+fM588wzWbduHaNGjWLPnubmH0hSfETq3fFd6hjl5cHCM2VlwTN1lZXBCEh6OvTqBQMGQG5u8MrODrtaKSl88skn5OTkUF1dTVlZGQMGDAi7JMUaMQIWLTrg42rgEoK9k78OvE3zW0IB3Ac8CvQB/t7E+b0EoXsHMB34UVONDB8OCxe2sHilkk2bNlFQUMBHH33EqFGjePnll+nevXvYZUnqxPwfRuoo2dnBa8yYsCuRUsbkyZOprq5m1KhRBuVk1b//AWG5FriSICj3BP7EoYMywPcJwvI64DXg0pjzvyEIypnAFQdrxH8nndbxxx/PwoULKSwsZMGCBdx2223MmDGDSEdt3Sipy3EatiQpKW3dupWnn34a8FnlpJabu9+PdcC/AQuBo4D/BloaX/sD10SPbwJeb9TmfwA/i/78E+CbLaxHnctpp53Ga6+9RmZmJjNnzuShhx4KuyRJnZjTsCVJSem+++7j0UcfZdSoUbz66qthl6ODKS+HnJwvf3wHGBw9zgCObubWbwMrYz7bCQwBGnZLPpwgLDcs23Up8ArNTI1bv95HWbqABQsWMHr0aPbt28czzzzD+PHjwy5JUidkWJYkJZ2tW7eSk5PDnj17WLVqFbmOFia3vDxYGcTet4ALWnjbiUB5E5/XAo8DzwP/F0gjWNDrZuBWmtmHOS8Pli9vYe9KdTNnzuTWW2+lW7duzJs3jyuuOOjkfElqE6dhS5KSzpQpU9izZw+XXnqpQTkV3H77l4fnA/UtfJUfpLkeBFOu3wOqCJ5TXgqMo5mgHFOHOr9bbrmFhx9+mH379vH973+f0tLSsEuS1Mk4sixJSiqffvop2dnZ7Nmzh5UrVzJw4MCwS9KhVFdD795QURFeDVlZsGkTZGSEV4M6XH19PbfffjvTp0+nZ8+elJaWcsYZLVlOTpIOzZFlSVJSmTx5Mnv27OGSSy4xKKeKzEwoLg63huJig3IXFIlEmDp1KqNHj2b79u2MGDGCDRs2hF2WpE7CkWVJUtL49NNPycnJYffu3axYsYKzzz477JLUUnV1UFgIy5Z1fN/5+bB4MaSldXzfSgrV1dUMGzaM0tJSTj/9dEpLS+nVq1fYZUlKcY4sS5KSxpQpU9i9ezcjR440KKeatDR49llIT+/YftPTg34Nyl1aZmYmr776KmeccQZ/+9vfuOyyy6iurg67LEkpzpFlSVJS+Oyzz8jOzmb37t0sX76cvLy8sEtSW8ydCzfcAB3x50UkAnPmQFFR4vtSStiwYQMFBQVs3LiR0aNHM2/ePNL8IkVSGzmyLElKCg2jyhdffLFBOZUVFcH06UGQTaRIJOjHoKxGvv3tb7Nw4UJ69uzJ/PnzueOOO3BcSFJbObIsSQrdZ599Rk5ODlVVVSxbtoxzzjkn7JLUXnPnwtixUFMT/7YzMmDmTIOyDqq0tJShQ4eyd+9eHn74YX75y1+GXZKkFOTIsiQpdI899hhVVVWMGDHCoNxZFBXBe+/BoEHxbTc/P2jXoKxmFBYW8vzzz9OtWzceeOABZs6cGXZJklKQI8uSpFBt27aN7OxsqqqqWLp0KYPiHa4Urro6KCmBiRPbtw9zVlawPdSECS7mpRabPn06t912G926deOVV17hsssuC7skSSnEkWVJUqgaRpWHDx9uUO6M0tLgnntg40aYPRta+zx6Xh4891xw/z33GJTVKuPHj+eBBx5g3759XHvttSxZsiTskiSlEEeWJUmhaTyqvGTJEvLz88MuSR2hvBzKyoLX6tVQWRk825yeDr16wYABkJsbvLKzw65WKa6+vp5x48Yxc+ZMsrKyKC0t5bTTTgu7LEkpwLAsSQrN/fffz69+9SuGDRvGokWLwi5HUif1xRdfcOWVV7JgwQJOOOEElixZwvHHHx92WZKSnGFZkhSKiooKsrOz2bVrF++++y4FBQVhlySpE9uzZw8XXXQRS5cu5cwzz+Sdd96hZ8+eYZclKYn5zLIkKRSPP/44u3btYtiwYQZlSQl3+OGHs2DBAvr06cMHH3zA6NGj2bt3b9hlSUpijixLkjqco8qSwvLhhx9SUFDA5s2bueqqq/jd735HmgvHSWqCI8uSpA7XMKo8dOhQg7KkDnXiiSeycOFCjj76aObNm8fdd9+NY0eSmuLIsiSpQ1VUVJCTk8POnTspLS3l3HPPDbskSV3Q22+/zbBhw6itrWXixIn84he/CLskSUnGkWVJUocqKSlh586dXHTRRQZlSaEZPHgwc+fOJRKJUFxczOzZs8MuSVKScWRZktRhKisryc7OZufOnSxevJjCwsKwS5LUxU2dOpW77rqLtLQ0Xn31VUaOHBl2SZKShCPLkqQO0zCqfOGFFxqUJSWFO++8k+LiYurq6rj66qtZvnx52CVJShKOLEuSOsT27dvJzs5mx44dvPPOO5x33nlhlyRJANTX1/PDH/6Q2bNn8/Wvf50lS5ZwyimnNH9TeTmsWgVlZbBmDVRUQG0t9OgBWVnQvz/k5sLAgZCd3RG/hqQ46x52AZKkrqGkpIQdO3YwZMgQg7KkpBKJRJgxYwZbt27l9ddfZ/jw4SxZsoTjjjtu/wurq+GFF2DaNFi5svlGFy366vjss+GOO+CaayAzM/6/gKSEcGRZkpRwjUeV3377bb73ve+FXZIkHWD37t0MGTKEFStW0LdvX95++22OPvpoqKuDkhKYODEYQW6rrCwoLoYJE8C9naWk5zPLkqSEe+KJJ9ixYwcXXHCBQVlS0jriiCP44x//yCmnnMLatWu58sorqX3/fSgshHvvbV9QhuD+e+8N2lu3Lj5FS0oYR5YlSQnVeFT5rbfeYvDgwWGXJEnNWr9+PQUFBQz5+GOe7daNHvv2xb+T9HSYNQuKiuLftqS4cGRZkpRQTz75JDt27OD88883KEtKCTk5Oay45RbmQmKCMkBNDdxwA8yYkZj2JbWbI8uSpITZsWMH2dnZbN++nTfffJPzzz8/7JIk6dDmzoXrr++YviIRmDPHEWYpCTmyLElKmCeffJLt27czePBgg7Kk1LBuHYwdC8Aq4JfACOA7wNFAOnA8cDkw/xBNvQlcA3w7et8RwOnAXcC/Gi6qrw/68xlmKek4sixJSghHlSWlnLq6YPGtZcsAGA/8n0anjwS+APY2+mwM8DxwWExTvwB+3ejnI4Ba4PPozxnAPOCShgvy82HxYlfJlpKII8uSpIR46qmnHFWWlFpKSr4MygD5wONAGbAr+qoGPgJ+Gr3mJfYPxQB/avTZ94H1QBVByF4CnBU9vh7Y0XDT0qVB/5KShiPLkqS427FjBzk5OVRWVvLGG29wwQUXhF2SJDWvuhp6927V9lA3AP8JnESjadXAD4D/AE4G/g7EjhWvj94D8AowuuFEVhZs3AiZma0uX1L8ObIsSYq7p556isrKSr73ve85qiwpNbzwQqv3UT47+r455vNPou9ncWBQBsgBsqLHuxufqKiAF19sVQ2SEsewLEmKq507d/LYY48B8OCDDxKJREKuSJJaYNq0Vt+yJPqeE/N5dvT9faCuifvWAw2xvH8c6pCUGIZlSVJcNYwqn3feeU6/lpQaysth5coWXVpFEILvAF6IfnZnzDW3ABHgn8CNwIfRz/cBS/lq2vWtBKtj72fFiqAeSaEzLEuS4sZRZUkpadWqZk9vJAi/EeAooC8wjWBF64eB22OuHwj8Nnr+vwhGmo8EMoECgoXCJrP/Stv7KStr9a8gKf4My5KkuJk6dSoVFRUUFhYyZMiQsMuRpJY5RDhNA46NvnpEP+tOsD1U7Khyg5sI9mE+JvrzboKtowD2EEzDrj3wthbVI6ljGJYlSXGxa9cupkyZAsBDDz3kqLKk1LFmTbOnjwM+jr6qgX8QTK9+EOgH/DXm+s8JpmKPAL4DvAVUApv4ak/micBQvtp3eT+rV7flt5AUZ4ZlSVJcNIwqn3vuuY4qS0otrVgFuxtwCjAL+N8Eey5fT/A8coNJ0fOnA28Cg4GewLeA64D/IZiivRiY2VQnlZWt/AUkJYJhWZLUbrt27WLy5MmAo8qSUlDtQSdEN+uu6Pt7QOOx6Sei77cD6U3cdwpwSfT4D001XFPTpnokxZdhWZLUbk8//TQVFRUUFBRw4YUXhl2OJLVOjx6HvqYJxzc6/lf0fRvwafQ4dkupxk6Kvpc3dTK9qYgtqaMZliVJ7VJVVeWosqTUlpXVptvWNzo+Mvre+I/rj5q5t2E7qaOaOtmrV5vqkRRfhmVJUrs8/fTTbNu2jfz8fC666KKwy5Gk1uvf/4CP6oD6Q9z2aPS9O5AfPe4FnBA9/m20nVgbgYXR43OaanjAgEP0LKkjGJYlSW1WVVXFo48Gfy46qiwpZeXmHvDRBr7aL3ljo8/3ETyjXMRXi3PdRRCSG4yPvq8EriRYPbueYOXrtwhWyd5JELJj92g+WD2SOl73sAuQJCWR8nJYtSrY43PNmmCF2Nra4Hm+rKxg9CU3FwYOhOxspk2bxrZt2xg0aBBDhw4Nu3pJapuBA5v8eDUwNnqcQTDVehfQePmtmwhWv27sp9F75wGvRl+ZBGH5i+g1hwG/IVgx+wCGZSkpROrr6w81w0SS1JlVV8MLL8C0abByZYtvq8vN5e5//INZVVXMX7iQ4cOHJ7BISUqwvLz9/g+sBeYTbPO0AthCsHhXBsE063zgZuDcZpp8GXiOYIT5M4JRqt7ABcCPgTMOVsfy5e37XSTFhWFZkrqqujooKYGJE1u1x2isHd2787V//3ciP/kJpKXFsUBJ6kCzZ8PNN4ddRVDHD34QdhWSMCxLUte0bl3wR+GyZfFrc9AgePZZ6NMnfm1KUkeprobevdv15WG7ZWXBpk2QkRFeDZK+5AJfktTVzJ0L/frFNyhD0F6/fkH7kpRqMjOhuDjcGoqLDcpSEnFkWZK6khkz4Ec/SmwfkQhMnw7jxiW2H0mKt7o6KCyM/5eJLZGfD4sX+ziLlEQMy5LUVcydC9df3zF9RSIwZw4UFXVMf5IUL+vWBbNkamoOfW28pKfD2rVw6qkd16ekQ3IatiR1BevWwdix7CLYwuSXwMXAN4BI9LWumdtvanTdoV43A9TXw9ixQb+SlEr69IFZs4Iv/TpCJBL0Z1CWko77LEtSZ1dXFyzmVVPD/wBXtKGJo4Fjmzn/OdCwJM6Ahg9rauCHP3RaoaTUU1QEu3fD+PHBl3+J0vDYirNwpKTkyLIkdXYlJfs9f/dNYCTwIDCjhU08AXzczOv+6HWHAf/W+MalS4P+JSnVjBsXPE6Snp6Y9jMygvZd30FKWj6zLEmdWcxWKHVA4zHeciAnevx3oK2bPvUD1hKMWr8cezIrCzZuDFaalaRUk4it9vLzg632nHotJTVHliWpM3vhhf32DE3EZOi10RcEzzYfoKICXnwxAT1LUgfo0wdKS2Hy5ODLv/bIygraWbzYoCylAMOyJHVm06YlvIvnou/HECwaFlYdkpQwaWlwzz3BLJnZsyEvr3X35+XBc88F999zj+s4SCnCadiS1FmVl0NOTvOX0L5p2F8AvYFPgLuBZp9OXr8esrNb2YMkJanycigrC16rV0NlZbCwYXo69OoFAwZAbm7w8v8+KSW5GrYkdVarViW8i/8mCMpwkCnYjZWV+QejpM4jOzt4jRkTdiWSEsRp2JLUWZWVJbyLhinYZxEs8tWsDqhHkiQpXgzLktRZrVmT0OYrgAXR4x+05IbVqxNXjCRJUpwZliWps2q0CnYi/A6oJXiep6glN1RWJrQeSZKkeDIsS1JnVVub0Oaz3lEIAAAEOklEQVQbpmCPAI5tyQ01NYkrRpIkKc4My5LUWfXokbCm/w6siB63aAo2BCvESpIkpQjDsiR1VllZCWu6YVQ5C7ispTf16pWYYiRJkhLAsCxJnVX//glpdh/wn9Hj64AWj18PGJCQeiRJkhLBfZYlqbPKzW3y488aHTdecmt7zLksmv5G9c/Apuhxi6dgN1OPJElSMjIsS1JnNXBgkx8fc5DL82N+Xg9kN3FdwxTs04C81tRjWJYkSSnEadiS1FllZ8PZZ8e1yZ3AK9HjVo0q5+UF9UiSJKUIw7IkdWa3337AR/UtfGU30dzXgD3R8z9rZx2SJEnJLFJfX18fdhGSpASprobevaGiIrwasrJg0ybIyAivBkmSpFZyZFmSOrPMTCguDreG4mKDsiRJSjmOLEtSZ1dXB4WFsGxZx/ednw+LF0NaWsf3LUmS1A6GZUnqCtatg379oKam4/pMT4e1a+HUUzuuT0mSpDhxGrYkdQV9+sCsWRCJdEx/kUjQn0FZkiSlKMOyJHUVRUUwfXriA3MkEvRTVJTYfiRJkhLIadiS1NXMnQtjxyZmSnZGBsycaVCWJEkpz7AsSV3RunVw883xXfQrPx+efdap15IkqVNwGrYkdUV9+kBpKUyeHOyD3B5ZWUE7ixcblCVJUqfhyLIkdXXV1fDiizBtGqxY0fL78vLgjjvg6quD/ZwlSZI6EcOyJOkr5eVQVha8Vq+Gysrg2eb0dOjVCwYMgNzc4JWdHXa1kiRJCWNYliRJkiQphs8sS5IkSZIUw7AsSZIkSVIMw7IkSZIkSTEMy5IkSZIkxTAsS5IkSZIUw7AsSZIkSVIMw7IkSZIkSTEMy5IkSZIkxTAsS5IkSZIUw7AsSZIkSVIMw7IkSZIkSTEMy5IkSZIkxTAsS5IkSZIUw7AsSZIkSVIMw7IkSZIkSTEMy5IkSZIkxTAsS5IkSZIUw7AsSZIkSVIMw7IkSZIkSTEMy5IkSZIkxTAsS5IkSZIUw7AsSZIkSVIMw7IkSZIkSTEMy5IkSZIkxTAsS5IkSZIUw7AsSZIkSVIMw7IkSZIkSTEMy5IkSZIkxTAsS5IkSZIUw7AsSZIkSVIMw7IkSZIkSTEMy5IkSZIkxTAsS5IkSZIUw7AsSZIkSVIMw7IkSZIkSTEMy5IkSZIkxTAsS5IkSZIUw7AsSZIkSVIMw7IkSZIkSTEMy5IkSZIkxTAsS5IkSZIUw7AsSZIkSVIMw7IkSZIkSTEMy5IkSZIkxTAsS5IkSZIUw7AsSZIkSVIMw7IkSZIkSTEMy5IkSZIkxTAsS5IkSZIUw7AsSZIkSVIMw7IkSZIkSTEMy5IkSZIkxTAsS5IkSZIUw7AsSZIkSVIMw7IkSZIkSTEMy5IkSZIkxTAsS5IkSZIUw7AsSZIkSVIMw7IkSZIkSTEMy5IkSZIkxTAsS5IkSZIU4/8DVrp9+woLMesAAAAASUVORK5CYII=\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "image/png": { - "height": 320, - "width": 485 - } - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "def extract_neighbor_edges2(G, node):\n", " neighbors = G.neighbors(node)\n", @@ -1075,29 +753,14 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": null, "metadata": { - "ExecuteTime": { - "end_time": "2017-07-11T19:27:12.586925Z", - "start_time": "2017-07-11T19:27:12.540058Z" - }, "hide_input": false, "slideshow": { "slide_type": "skip" } }, - "outputs": [ - { - "data": { - "text/plain": [ - "3" - ] - }, - "execution_count": 19, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "# Possible answer to Question 1:\n", "# All we need here is the length of the path.\n", @@ -1119,58 +782,13 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": null, "metadata": { - "ExecuteTime": { - "end_time": "2017-07-11T19:27:13.787964Z", - "start_time": "2017-07-11T19:27:12.590135Z" - }, "slideshow": { "slide_type": "skip" } }, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 20, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "image/png": { - "height": 250, - "width": 390 - } - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "# Possible answer to Question 2:\n", "# We need to know the length of every single shortest path between every pair of nodes.\n", @@ -1208,43 +826,13 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": null, "metadata": { - "ExecuteTime": { - "end_time": "2017-07-11T19:27:16.251679Z", - "start_time": "2017-07-11T19:27:13.789666Z" - }, "slideshow": { "slide_type": "subslide" } }, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 21, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "image/png": { - "height": 250, - "width": 390 - } - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "btws = nx.betweenness_centrality(G, normalized=False)\n", "plt.bar(list(btws.keys()), list(btws.values()))" @@ -1265,35 +853,9 @@ }, { "cell_type": "code", - "execution_count": 60, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 60, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "image/png": { - "height": 263, - "width": 393 - } - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "dc = pd.Series(nx.degree_centrality(G))\n", "bc = pd.Series(nx.betweenness_centrality(G))\n", @@ -1304,44 +866,13 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": null, "metadata": { - "ExecuteTime": { - "end_time": "2017-07-11T19:27:18.280215Z", - "start_time": "2017-07-11T19:27:16.253393Z" - }, - "scrolled": false, "slideshow": { "slide_type": "subslide" } }, - "outputs": [ - { - "data": { - "text/plain": [ - "Text(0.5,1,'centrality scatterplot')" - ] - }, - "execution_count": 23, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": { - "image/png": { - "height": 277, - "width": 393 - } - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "# Possible answer:\n", "deg_centrality = nx.degree_centrality(G)\n", @@ -1382,33 +913,13 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": null, "metadata": { - "ExecuteTime": { - "end_time": "2017-07-11T19:27:18.608362Z", - "start_time": "2017-07-11T19:27:18.282072Z" - }, "slideshow": { "slide_type": "fragment" } }, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "image/png": { - "height": 320, - "width": 479 - } - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "nx.draw(nx.barbell_graph(5, 1))" ] @@ -1416,9 +927,7 @@ { "cell_type": "code", "execution_count": null, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [] } @@ -1441,7 +950,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.6" + "version": "3.6.10" }, "toc": { "colors": { @@ -1498,5 +1007,5 @@ } }, "nbformat": 4, - "nbformat_minor": 2 + "nbformat_minor": 4 } diff --git a/3-hubs-and-paths-student.ipynb b/3-hubs-and-paths-student.ipynb index 64bc74da..772c2cb6 100644 --- a/3-hubs-and-paths-student.ipynb +++ b/3-hubs-and-paths-student.ipynb @@ -4,7 +4,6 @@ "cell_type": "code", "execution_count": null, "metadata": { - "collapsed": true, "slideshow": { "slide_type": "slide" } @@ -47,7 +46,6 @@ "cell_type": "code", "execution_count": null, "metadata": { - "collapsed": true, "slideshow": { "slide_type": "fragment" } @@ -61,9 +59,7 @@ { "cell_type": "code", "execution_count": null, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [ "# How many nodes and edges are present?\n", @@ -100,7 +96,6 @@ "cell_type": "code", "execution_count": null, "metadata": { - "collapsed": true, "slideshow": { "slide_type": "fragment" } @@ -139,8 +134,6 @@ "cell_type": "code", "execution_count": null, "metadata": { - "collapsed": true, - "scrolled": true, "slideshow": { "slide_type": "fragment" } @@ -167,7 +160,6 @@ "cell_type": "code", "execution_count": null, "metadata": { - "collapsed": true, "slideshow": { "slide_type": "fragment" } @@ -242,7 +234,6 @@ "cell_type": "code", "execution_count": null, "metadata": { - "collapsed": true, "slideshow": { "slide_type": "subslide" } @@ -264,7 +255,6 @@ "cell_type": "code", "execution_count": null, "metadata": { - "collapsed": true, "slideshow": { "slide_type": "subslide" } @@ -283,7 +273,6 @@ "cell_type": "code", "execution_count": null, "metadata": { - "collapsed": true, "slideshow": { "slide_type": "subslide" } @@ -333,7 +322,6 @@ "cell_type": "code", "execution_count": null, "metadata": { - "collapsed": true, "slideshow": { "slide_type": "subslide" } @@ -437,7 +425,6 @@ "cell_type": "code", "execution_count": null, "metadata": { - "collapsed": true, "slideshow": { "slide_type": "subslide" } @@ -470,7 +457,6 @@ "cell_type": "code", "execution_count": null, "metadata": { - "collapsed": true, "slideshow": { "slide_type": "subslide" } @@ -502,7 +488,6 @@ "cell_type": "code", "execution_count": null, "metadata": { - "collapsed": true, "slideshow": { "slide_type": "fragment" } @@ -540,7 +525,6 @@ "cell_type": "code", "execution_count": null, "metadata": { - "collapsed": true, "slideshow": { "slide_type": "fragment" } @@ -585,7 +569,6 @@ "cell_type": "code", "execution_count": null, "metadata": { - "collapsed": true, "slideshow": { "slide_type": "subslide" } @@ -627,7 +610,6 @@ "cell_type": "code", "execution_count": null, "metadata": { - "collapsed": true, "slideshow": { "slide_type": "skip" } @@ -652,7 +634,6 @@ "cell_type": "code", "execution_count": null, "metadata": { - "collapsed": true, "slideshow": { "slide_type": "skip" } @@ -695,7 +676,6 @@ "cell_type": "code", "execution_count": null, "metadata": { - "collapsed": true, "slideshow": { "slide_type": "skip" } @@ -724,7 +704,6 @@ "cell_type": "code", "execution_count": null, "metadata": { - "collapsed": true, "slideshow": { "slide_type": "skip" } @@ -769,7 +748,6 @@ "cell_type": "code", "execution_count": null, "metadata": { - "collapsed": true, "slideshow": { "slide_type": "subslide" } @@ -797,7 +775,6 @@ "cell_type": "code", "execution_count": null, "metadata": { - "collapsed": true, "slideshow": { "slide_type": "subslide" } @@ -842,7 +819,6 @@ "cell_type": "code", "execution_count": null, "metadata": { - "collapsed": true, "slideshow": { "slide_type": "fragment" } @@ -855,9 +831,7 @@ { "cell_type": "code", "execution_count": null, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [] } diff --git a/4-cliques-triangles-structures-instructor.ipynb b/4-cliques-triangles-structures-instructor.ipynb index f09e67c6..c217a836 100644 --- a/4-cliques-triangles-structures-instructor.ipynb +++ b/4-cliques-triangles-structures-instructor.ipynb @@ -2,13 +2,8 @@ "cells": [ { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "metadata": { - "ExecuteTime": { - "end_time": "2017-07-11T16:59:42.008002Z", - "start_time": "2017-07-11T16:59:38.970053Z" - }, - "collapsed": true, "slideshow": { "slide_type": "slide" } @@ -46,13 +41,8 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "metadata": { - "ExecuteTime": { - "end_time": "2017-07-11T16:59:42.337287Z", - "start_time": "2017-07-11T16:59:42.011489Z" - }, - "collapsed": true, "slideshow": { "slide_type": "subslide" } @@ -66,34 +56,13 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "metadata": { - "ExecuteTime": { - "end_time": "2017-07-11T16:59:47.982159Z", - "start_time": "2017-07-11T16:59:42.340187Z" - }, - "scrolled": true, "slideshow": { "slide_type": "subslide" } }, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "image/png": { - "height": 344, - "width": 344 - } - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "# Make a Circos plot of the graph\n", "from nxviz import CircosPlot\n", @@ -162,28 +131,13 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, "metadata": { - "ExecuteTime": { - "end_time": "2017-07-11T16:59:48.052036Z", - "start_time": "2017-07-11T16:59:47.987799Z" - }, "slideshow": { "slide_type": "subslide" } }, - "outputs": [ - { - "data": { - "text/plain": [ - "True" - ] - }, - "execution_count": 4, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "# Example code.\n", "def in_triangle(G, node):\n", @@ -216,28 +170,13 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "metadata": { - "ExecuteTime": { - "end_time": "2017-07-11T16:59:48.120855Z", - "start_time": "2017-07-11T16:59:48.055950Z" - }, "slideshow": { "slide_type": "fragment" } }, - "outputs": [ - { - "data": { - "text/plain": [ - "3" - ] - }, - "execution_count": 5, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "nx.triangles(G, 3)" ] @@ -265,28 +204,13 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": null, "metadata": { - "ExecuteTime": { - "end_time": "2017-07-11T16:59:48.228850Z", - "start_time": "2017-07-11T16:59:48.142453Z" - }, "slideshow": { "slide_type": "subslide" } }, - "outputs": [ - { - "data": { - "text/plain": [ - "{3, 9, 11, 41, 42, 67}" - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "# Possible answer\n", "def get_triangles(G, node):\n", @@ -309,33 +233,13 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": null, "metadata": { - "ExecuteTime": { - "end_time": "2017-07-11T16:59:49.192168Z", - "start_time": "2017-07-11T16:59:48.231647Z" - }, "slideshow": { "slide_type": "subslide" } }, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "image/png": { - "height": 320, - "width": 494 - } - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "# Then, draw out those nodes.\n", "nx.draw(G.subgraph(get_triangles(G, 3)), with_labels=True)" @@ -343,33 +247,13 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": null, "metadata": { - "ExecuteTime": { - "end_time": "2017-07-11T16:59:50.177811Z", - "start_time": "2017-07-11T16:59:49.203582Z" - }, "slideshow": { "slide_type": "subslide" } }, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "image/png": { - "height": 320, - "width": 485 - } - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "# Compare for yourself that those are the only triangles that node 3 is involved in.\n", "neighbors3 = list(G.neighbors(3))\n", @@ -415,13 +299,8 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": null, "metadata": { - "ExecuteTime": { - "end_time": "2017-07-11T16:59:50.256695Z", - "start_time": "2017-07-11T16:59:50.181467Z" - }, - "collapsed": true, "slideshow": { "slide_type": "subslide" } @@ -448,35 +327,13 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": null, "metadata": { - "ExecuteTime": { - "end_time": "2017-07-11T16:59:50.335183Z", - "start_time": "2017-07-11T16:59:50.259199Z" - }, "slideshow": { "slide_type": "subslide" } }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[[1, 3, 67], [1, 3, 101], [1, 3, 9], [1, 3, 41], [1, 3, 11], [1, 3, 42], [1, 3, 112], [1, 3, 91], [67, 3, 101], [67, 3, 9], [67, 3, 41], [67, 3, 11], [67, 3, 112], [67, 3, 91], [101, 3, 9], [101, 3, 41], [101, 3, 11], [101, 3, 42], [101, 3, 112], [101, 3, 91], [9, 3, 42], [9, 3, 112], [9, 3, 91], [41, 3, 11], [41, 3, 42], [41, 3, 112], [41, 3, 91], [11, 3, 42], [11, 3, 112], [11, 3, 91], [42, 3, 112], [42, 3, 91], [112, 3, 91]]\n" - ] - }, - { - "data": { - "text/plain": [ - "33" - ] - }, - "execution_count": 10, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "# # Uncomment the following code if you want to draw out each of the triplets.\n", "# nodes = get_open_triangles(G, 2)\n", @@ -517,48 +374,13 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": null, "metadata": { - "ExecuteTime": { - "end_time": "2017-07-11T16:59:50.531926Z", - "start_time": "2017-07-11T16:59:50.337873Z" - }, - "scrolled": true, "slideshow": { "slide_type": "subslide" } }, - "outputs": [ - { - "data": { - "text/plain": [ - "[[1, 2],\n", - " [1, 3],\n", - " [1, 4, 5, 6],\n", - " [1, 7],\n", - " [1, 72],\n", - " [2, 41],\n", - " [2, 10],\n", - " [2, 11, 40],\n", - " [2, 11, 39],\n", - " [2, 42, 110],\n", - " [3, 67, 42],\n", - " [3, 101],\n", - " [3, 9, 41],\n", - " [3, 9, 11],\n", - " [3, 112],\n", - " [3, 91],\n", - " [4, 6, 32],\n", - " [4, 6, 109],\n", - " [4, 104],\n", - " [4, 74, 116]]" - ] - }, - "execution_count": 11, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "list(nx.find_cliques(G))[0:20]" ] @@ -578,47 +400,13 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": null, "metadata": { - "ExecuteTime": { - "end_time": "2017-07-11T16:59:50.610302Z", - "start_time": "2017-07-11T16:59:50.535091Z" - }, "slideshow": { "slide_type": "fragment" } }, - "outputs": [ - { - "data": { - "text/plain": [ - "[[1, 2],\n", - " [1, 3],\n", - " [1, 7],\n", - " [1, 72],\n", - " [2, 41],\n", - " [2, 10],\n", - " [3, 101],\n", - " [3, 112],\n", - " [3, 91],\n", - " [4, 104],\n", - " [4, 22],\n", - " [4, 59],\n", - " [5, 39],\n", - " [5, 45],\n", - " [5, 91],\n", - " [7, 102],\n", - " [10, 108],\n", - " [10, 54],\n", - " [11, 79],\n", - " [11, 87]]" - ] - }, - "execution_count": 12, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "def maximal_cliqes_of_size(size, G):\n", " # Defensive programming check.\n", @@ -651,34 +439,16 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": null, "metadata": { - "ExecuteTime": { - "end_time": "2017-07-11T16:59:50.696295Z", - "start_time": "2017-07-11T16:59:50.613811Z" - }, "slideshow": { "slide_type": "subslide" } }, - "outputs": [ - { - "data": { - "text/plain": [ - "[,\n", - " ,\n", - " ,\n", - " ]" - ] - }, - "execution_count": 13, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ - "ccsubgraphs = list(nx.connected_component_subgraphs(G))\n", - "ccsubgraphs" + "ccsubgraph_nodes = list(nx.connected_components(G))\n", + "ccsubgraph_nodes" ] }, { @@ -704,13 +474,8 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": null, "metadata": { - "ExecuteTime": { - "end_time": "2017-07-11T16:59:50.767586Z", - "start_time": "2017-07-11T16:59:50.699665Z" - }, - "collapsed": true, "slideshow": { "slide_type": "subslide" } @@ -719,40 +484,20 @@ "source": [ "# Start by labelling each node in the master graph G by some number\n", "# that represents the subgraph that contains the node.\n", - "for i, g in enumerate(ccsubgraphs):\n", - " for n in g.nodes():\n", - " G.node[n]['subgraph'] = i" + "for i, nodeset in enumerate(ccsubgraph_nodes):\n", + " for n in nodeset:\n", + " G.nodes[n]['subgraph'] = i" ] }, { "cell_type": "code", - "execution_count": 15, + "execution_count": null, "metadata": { - "ExecuteTime": { - "end_time": "2017-07-11T17:00:05.349688Z", - "start_time": "2017-07-11T16:59:50.770087Z" - }, "slideshow": { "slide_type": "subslide" } }, - "outputs": [ - { - "data": { - "image/png": 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" - ] - }, - "metadata": { - "image/png": { - "height": 344, - "width": 344 - } - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "c = CircosPlot(G, node_color='subgraph', node_order='subgraph')\n", "c.draw()\n", @@ -785,7 +530,9 @@ "cell_type": "code", "execution_count": null, "metadata": { - "collapsed": true + "jupyter": { + "outputs_hidden": true + } }, "outputs": [], "source": [] @@ -809,7 +556,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.6" + "version": "3.6.10" }, "toc": { "colors": { @@ -873,5 +620,5 @@ } }, "nbformat": 4, - "nbformat_minor": 2 + "nbformat_minor": 4 } diff --git a/4-cliques-triangles-structures-student.ipynb b/4-cliques-triangles-structures-student.ipynb index 7cc524c0..0175c84b 100644 --- a/4-cliques-triangles-structures-student.ipynb +++ b/4-cliques-triangles-structures-student.ipynb @@ -2,9 +2,11 @@ "cells": [ { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "metadata": { - "collapsed": true, + "jupyter": { + "outputs_hidden": true + }, "slideshow": { "slide_type": "slide" } @@ -43,7 +45,9 @@ "cell_type": "code", "execution_count": null, "metadata": { - "collapsed": true, + "jupyter": { + "outputs_hidden": true + }, "slideshow": { "slide_type": "subslide" } @@ -58,7 +62,9 @@ "cell_type": "code", "execution_count": null, "metadata": { - "collapsed": true, + "jupyter": { + "outputs_hidden": true + }, "slideshow": { "slide_type": "subslide" } @@ -119,7 +125,9 @@ "cell_type": "code", "execution_count": null, "metadata": { - "collapsed": true, + "jupyter": { + "outputs_hidden": true + }, "slideshow": { "slide_type": "subslide" } @@ -163,7 +171,9 @@ "cell_type": "code", "execution_count": null, "metadata": { - "collapsed": true, + "jupyter": { + "outputs_hidden": true + }, "slideshow": { "slide_type": "fragment" } @@ -198,7 +208,9 @@ "cell_type": "code", "execution_count": null, "metadata": { - "collapsed": true, + "jupyter": { + "outputs_hidden": true + }, "slideshow": { "slide_type": "subslide" } @@ -228,7 +240,9 @@ "cell_type": "code", "execution_count": null, "metadata": { - "collapsed": true, + "jupyter": { + "outputs_hidden": true + }, "slideshow": { "slide_type": "subslide" } @@ -243,7 +257,9 @@ "cell_type": "code", "execution_count": null, "metadata": { - "collapsed": true, + "jupyter": { + "outputs_hidden": true + }, "slideshow": { "slide_type": "subslide" } @@ -296,7 +312,9 @@ "cell_type": "code", "execution_count": null, "metadata": { - "collapsed": true, + "jupyter": { + "outputs_hidden": true + }, "slideshow": { "slide_type": "subslide" } @@ -329,7 +347,9 @@ "cell_type": "code", "execution_count": null, "metadata": { - "collapsed": true, + "jupyter": { + "outputs_hidden": true + }, "slideshow": { "slide_type": "subslide" } @@ -377,8 +397,9 @@ "cell_type": "code", "execution_count": null, "metadata": { - "collapsed": true, - "scrolled": true, + "jupyter": { + "outputs_hidden": true + }, "slideshow": { "slide_type": "subslide" } @@ -405,7 +426,9 @@ "cell_type": "code", "execution_count": null, "metadata": { - "collapsed": true, + "jupyter": { + "outputs_hidden": true + }, "slideshow": { "slide_type": "fragment" } @@ -441,15 +464,17 @@ "cell_type": "code", "execution_count": null, "metadata": { - "collapsed": true, + "jupyter": { + "outputs_hidden": true + }, "slideshow": { "slide_type": "subslide" } }, "outputs": [], "source": [ - "ccsubgraphs = list(nx.connected_component_subgraphs(G))\n", - "len(ccsubgraphs)" + "ccsubgraph_nodes = list(nx.connected_components(G))\n", + "ccsubgraph_nodes" ] }, { @@ -477,7 +502,9 @@ "cell_type": "code", "execution_count": null, "metadata": { - "collapsed": true, + "jupyter": { + "outputs_hidden": true + }, "slideshow": { "slide_type": "subslide" } @@ -494,7 +521,9 @@ "cell_type": "code", "execution_count": null, "metadata": { - "collapsed": true + "jupyter": { + "outputs_hidden": true + } }, "outputs": [], "source": [ @@ -529,7 +558,9 @@ "cell_type": "code", "execution_count": null, "metadata": { - "collapsed": true, + "jupyter": { + "outputs_hidden": true + }, "slideshow": { "slide_type": "skip" } @@ -555,13 +586,9 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.1" - }, - "widgets": { - "state": {}, - "version": "1.1.1" + "version": "3.6.10" } }, "nbformat": 4, - "nbformat_minor": 2 + "nbformat_minor": 4 } diff --git a/5-graph-input-output-instructor.ipynb b/5-graph-input-output-instructor.ipynb index 5b9e2a5a..6fac9af8 100644 --- a/5-graph-input-output-instructor.ipynb +++ b/5-graph-input-output-instructor.ipynb @@ -2,27 +2,13 @@ "cells": [ { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "metadata": { - "ExecuteTime": { - "end_time": "2017-07-11T16:59:44.013471Z", - "start_time": "2017-07-11T16:59:41.355671Z" - }, - "collapsed": true, "slideshow": { "slide_type": "slide" } }, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/Users/ericmjl/anaconda/envs/nams/lib/python3.6/importlib/_bootstrap.py:219: RuntimeWarning: numpy.dtype size changed, may indicate binary incompatibility. Expected 96, got 88\n", - " return f(*args, **kwds)\n" - ] - } - ], + "outputs": [], "source": [ "import pandas as pd\n", "import networkx as nx\n", @@ -76,13 +62,8 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "metadata": { - "ExecuteTime": { - "end_time": "2017-07-11T16:59:44.040382Z", - "start_time": "2017-07-11T16:59:44.016536Z" - }, - "collapsed": true, "slideshow": { "slide_type": "fragment" } @@ -99,184 +80,13 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "metadata": { - "ExecuteTime": { - "end_time": "2017-07-11T16:59:44.419027Z", - "start_time": "2017-07-11T16:59:44.065461Z" - }, - "scrolled": true, "slideshow": { "slide_type": "subslide" } }, - "outputs": [ - { - "data": { - "text/html": [ - "
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922May St & Taylor St41.869482-87.655486151602013-06-28
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" - ], - "text/plain": [ - " id name latitude longitude dpcapacity \\\n", - "0 5 State St & Harrison St 41.873958 -87.627739 19 \n", - "1 13 Wilton Ave & Diversey Pkwy 41.932500 -87.652681 19 \n", - "2 14 Morgan St & 18th St 41.858086 -87.651073 15 \n", - "3 15 Racine Ave & 18th St 41.858181 -87.656487 15 \n", - "4 16 Wood St & North Ave 41.910329 -87.672516 15 \n", - "5 17 Wood St & Division St 41.903320 -87.672730 15 \n", - "6 19 Loomis St & Taylor St 41.869417 -87.660996 15 \n", - "7 20 Sheffield Ave & Kingsbury St 41.909592 -87.653497 15 \n", - "8 21 Aberdeen St & Jackson Blvd 41.877726 -87.654787 15 \n", - "9 22 May St & Taylor St 41.869482 -87.655486 15 \n", - "\n", - " landmark online date \n", - "0 30 2013-06-28 \n", - "1 66 2013-06-28 \n", - "2 163 2013-06-28 \n", - "3 164 2013-06-28 \n", - "4 223 2013-08-12 \n", - "5 246 2013-06-28 \n", - "6 139 2013-06-28 \n", - "7 154 2013-06-28 \n", - "8 157 2013-06-28 \n", - "9 160 2013-06-28 " - ] - }, - "execution_count": 3, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "stations = pd.read_csv('datasets/divvy_2013/Divvy_Stations_2013.csv', parse_dates=['online date'], encoding='utf-8')\n", "stations.head(10)" @@ -284,250 +94,13 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, "metadata": { - "ExecuteTime": { - "end_time": "2017-07-11T16:59:51.751822Z", - "start_time": "2017-07-11T16:59:44.421851Z" - }, "slideshow": { "slide_type": "subslide" } }, - "outputs": [ - { - "data": { - "text/html": [ - "
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trip_idstarttimestoptimebikeidtripdurationfrom_station_idfrom_station_nameto_station_idto_station_nameusertypegenderbirthday
041182013-06-27 12:11:002013-06-27 12:16:0048031685Michigan Ave & Oak St28Larrabee St & Menomonee StCustomerNaNNaN
142752013-06-27 14:44:002013-06-27 14:45:00776432Racine Ave & Congress Pkwy32Racine Ave & Congress PkwyCustomerNaNNaN
242912013-06-27 14:58:002013-06-27 15:05:007743332Racine Ave & Congress Pkwy19Loomis St & Taylor StCustomerNaNNaN
343162013-06-27 15:06:002013-06-27 15:09:007712319Loomis St & Taylor St19Loomis St & Taylor StCustomerNaNNaN
443422013-06-27 15:13:002013-06-27 15:27:007785219Loomis St & Taylor St55Halsted St & James M Rochford StCustomerNaNNaN
544802013-06-27 19:40:002013-06-27 22:28:002710105340Clark St & Wrightwood Ave46Wells St & Walton StCustomerNaNNaN
644902013-06-27 18:45:002013-06-27 19:03:00418109437Dearborn St & Adams St76Lake Shore Dr & Monroe StCustomerNaNNaN
745922013-06-27 19:34:002013-06-27 19:51:00170102090Millennium Park75Canal St & Jackson BlvdCustomerNaNNaN
846022013-06-27 19:45:002013-06-27 20:42:00353341937Dearborn St & Adams St37Dearborn St & Adams StCustomerNaNNaN
946072013-06-27 19:46:002013-06-27 19:57:0036965351Clark St & Randolph St340Clark St & Wrightwood AveCustomerNaNNaN
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" - ], - "text/plain": [ - " trip_id starttime stoptime bikeid tripduration \\\n", - "0 4118 2013-06-27 12:11:00 2013-06-27 12:16:00 480 316 \n", - "1 4275 2013-06-27 14:44:00 2013-06-27 14:45:00 77 64 \n", - "2 4291 2013-06-27 14:58:00 2013-06-27 15:05:00 77 433 \n", - "3 4316 2013-06-27 15:06:00 2013-06-27 15:09:00 77 123 \n", - "4 4342 2013-06-27 15:13:00 2013-06-27 15:27:00 77 852 \n", - "5 4480 2013-06-27 19:40:00 2013-06-27 22:28:00 27 10105 \n", - "6 4490 2013-06-27 18:45:00 2013-06-27 19:03:00 418 1094 \n", - "7 4592 2013-06-27 19:34:00 2013-06-27 19:51:00 170 1020 \n", - "8 4602 2013-06-27 19:45:00 2013-06-27 20:42:00 353 3419 \n", - "9 4607 2013-06-27 19:46:00 2013-06-27 19:57:00 369 653 \n", - "\n", - " from_station_id from_station_name to_station_id \\\n", - "0 85 Michigan Ave & Oak St 28 \n", - "1 32 Racine Ave & Congress Pkwy 32 \n", - "2 32 Racine Ave & Congress Pkwy 19 \n", - "3 19 Loomis St & Taylor St 19 \n", - "4 19 Loomis St & Taylor St 55 \n", - "5 340 Clark St & Wrightwood Ave 46 \n", - "6 37 Dearborn St & Adams St 76 \n", - "7 90 Millennium Park 75 \n", - "8 37 Dearborn St & Adams St 37 \n", - "9 51 Clark St & Randolph St 340 \n", - "\n", - " to_station_name usertype gender birthday \n", - "0 Larrabee St & Menomonee St Customer NaN NaN \n", - "1 Racine Ave & Congress Pkwy Customer NaN NaN \n", - "2 Loomis St & Taylor St Customer NaN NaN \n", - "3 Loomis St & Taylor St Customer NaN NaN \n", - "4 Halsted St & James M Rochford St Customer NaN NaN \n", - "5 Wells St & Walton St Customer NaN NaN \n", - "6 Lake Shore Dr & Monroe St Customer NaN NaN \n", - "7 Canal St & Jackson Blvd Customer NaN NaN \n", - "8 Dearborn St & Adams St Customer NaN NaN \n", - "9 Clark St & Wrightwood Ave Customer NaN NaN " - ] - }, - "execution_count": 4, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "trips = pd.read_csv('datasets/divvy_2013/Divvy_Trips_2013.csv', \n", " parse_dates=['starttime', 'stoptime'])\n", @@ -553,13 +126,8 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "metadata": { - "ExecuteTime": { - "end_time": "2017-07-11T16:59:51.768282Z", - "start_time": "2017-07-11T16:59:51.755518Z" - }, - "collapsed": true, "slideshow": { "slide_type": "fragment" } @@ -582,13 +150,8 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": null, "metadata": { - "ExecuteTime": { - "end_time": "2017-07-11T16:59:51.872963Z", - "start_time": "2017-07-11T16:59:51.779154Z" - }, - "collapsed": true, "slideshow": { "slide_type": "fragment" } @@ -615,12 +178,8 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": null, "metadata": { - "ExecuteTime": { - "end_time": "2017-07-11T16:59:51.909250Z", - "start_time": "2017-07-11T16:59:51.876240Z" - }, "slideshow": { "slide_type": "subslide" } @@ -639,7 +198,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -665,43 +224,13 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": null, "metadata": { - "ExecuteTime": { - "end_time": "2017-07-11T17:00:16.173822Z", - "start_time": "2017-07-11T17:00:14.910780Z" - }, "slideshow": { "slide_type": "subslide" } }, - "outputs": [ - { - "data": { - "text/plain": [ - "Text(0,0.5,'num. of edges')" - ] - }, - "execution_count": 9, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "image/png": { - "height": 263, - "width": 389 - } - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "from collections import Counter\n", "# Count the number of edges that have x trips recorded on them.\n", @@ -729,28 +258,13 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": null, "metadata": { - "ExecuteTime": { - "end_time": "2017-07-11T17:00:17.294420Z", - "start_time": "2017-07-11T17:00:16.176023Z" - }, "slideshow": { "slide_type": "subslide" } }, - "outputs": [ - { - "data": { - "text/plain": [ - "1324" - ] - }, - "execution_count": 10, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "# Filter the edges to just those with more than 100 trips.\n", "G_filtered = G.copy()\n", @@ -787,33 +301,13 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": null, "metadata": { - "ExecuteTime": { - "end_time": "2017-07-11T17:00:18.214766Z", - "start_time": "2017-07-11T17:00:17.297362Z" - }, "slideshow": { "slide_type": "subslide" } }, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "image/png": { - "height": 320, - "width": 485 - } - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "nx.draw_kamada_kawai(G_filtered)" ] @@ -827,25 +321,9 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": { - "image/png": { - "height": 250, - "width": 395 - } - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "locs = {n: np.array([d['latitude'], d['longitude']]) for n, d in G_filtered.nodes(data=True)}\n", "# for n, d in G_filtered.nodes(data=True):\n", @@ -872,37 +350,16 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": null, "metadata": { - "ExecuteTime": { - "end_time": "2017-07-11T17:00:26.613505Z", - "start_time": "2017-07-11T17:00:18.217698Z" - }, - "scrolled": true, "slideshow": { "slide_type": "subslide" } }, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "image/png": { - "height": 344, - "width": 344 - } - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "for n in G_filtered.nodes():\n", - " G_filtered.node[n]['connectivity'] = len(list(G.neighbors(n)))\n", + " G_filtered.nodes[n]['connectivity'] = len(list(G.neighbors(n)))\n", "\n", "c = CircosPlot(G_filtered, node_order='connectivity')\n", "c.draw()\n", @@ -947,13 +404,8 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": null, "metadata": { - "ExecuteTime": { - "end_time": "2017-07-11T17:00:27.781599Z", - "start_time": "2017-07-11T17:00:26.622407Z" - }, - "collapsed": true, "slideshow": { "slide_type": "subslide" } @@ -965,41 +417,13 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": null, "metadata": { - "ExecuteTime": { - "end_time": "2017-07-11T17:00:28.091774Z", - "start_time": "2017-07-11T17:00:27.789632Z" - }, "slideshow": { "slide_type": "fragment" } }, - "outputs": [ - { - "data": { - "text/plain": [ - "[(5,\n", - " {'dpcapacity': 19,\n", - " 'landmark': 30,\n", - " 'latitude': 41.87395806,\n", - " 'longitude': -87.62773949,\n", - " 'name': 'State St & Harrison St',\n", - " 'online date': Timestamp('2013-06-28 00:00:00')}),\n", - " (13,\n", - " {'dpcapacity': 19,\n", - " 'landmark': 66,\n", - " 'latitude': 41.93250008,\n", - " 'longitude': -87.65268082,\n", - " 'name': 'Wilton Ave & Diversey Pkwy',\n", - " 'online date': Timestamp('2013-06-28 00:00:00')})]" - ] - }, - "execution_count": 15, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "G = nx.read_gpickle('datasets/divvy_2013/divvy_graph.pkl')\n", "list(G.nodes(data=True))[0:2]" @@ -1009,7 +433,9 @@ "cell_type": "code", "execution_count": null, "metadata": { - "collapsed": true + "jupyter": { + "outputs_hidden": true + } }, "outputs": [], "source": [] @@ -1033,7 +459,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.6" + "version": "3.6.10" }, "toc": { "colors": { @@ -1090,5 +516,5 @@ } }, "nbformat": 4, - "nbformat_minor": 2 + "nbformat_minor": 4 } diff --git a/5-graph-input-output-student.ipynb b/5-graph-input-output-student.ipynb index 53c12ba2..843f45c2 100644 --- a/5-graph-input-output-student.ipynb +++ b/5-graph-input-output-student.ipynb @@ -4,7 +4,9 @@ "cell_type": "code", "execution_count": null, "metadata": { - "collapsed": true, + "jupyter": { + "outputs_hidden": true + }, "slideshow": { "slide_type": "slide" } @@ -65,7 +67,9 @@ "cell_type": "code", "execution_count": null, "metadata": { - "collapsed": true, + "jupyter": { + "outputs_hidden": true + }, "slideshow": { "slide_type": "fragment" } @@ -84,8 +88,9 @@ "cell_type": "code", "execution_count": null, "metadata": { - "collapsed": true, - "scrolled": true, + "jupyter": { + "outputs_hidden": true + }, "slideshow": { "slide_type": "subslide" } @@ -132,7 +137,9 @@ "cell_type": "code", "execution_count": null, "metadata": { - "collapsed": true, + "jupyter": { + "outputs_hidden": true + }, "slideshow": { "slide_type": "fragment" } @@ -157,7 +164,9 @@ "cell_type": "code", "execution_count": null, "metadata": { - "collapsed": true, + "jupyter": { + "outputs_hidden": true + }, "slideshow": { "slide_type": "fragment" } @@ -186,7 +195,9 @@ "cell_type": "code", "execution_count": null, "metadata": { - "collapsed": true, + "jupyter": { + "outputs_hidden": true + }, "slideshow": { "slide_type": "subslide" } @@ -233,7 +244,9 @@ "cell_type": "code", "execution_count": null, "metadata": { - "collapsed": true, + "jupyter": { + "outputs_hidden": true + }, "slideshow": { "slide_type": "subslide" } @@ -268,7 +281,9 @@ "cell_type": "code", "execution_count": null, "metadata": { - "collapsed": true, + "jupyter": { + "outputs_hidden": true + }, "slideshow": { "slide_type": "subslide" } @@ -311,7 +326,9 @@ "cell_type": "code", "execution_count": null, "metadata": { - "collapsed": true, + "jupyter": { + "outputs_hidden": true + }, "slideshow": { "slide_type": "subslide" } @@ -330,25 +347,9 @@ }, { "cell_type": "code", - "execution_count": 38, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "image/png": { - "height": 250, - "width": 395 - } - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "locs = {n: np.array([d['latitude'], d['longitude']]) for n, d in G_filtered.nodes(data=True)}\n", "# for n, d in G_filtered.nodes(data=True):\n", @@ -377,7 +378,9 @@ "cell_type": "code", "execution_count": null, "metadata": { - "collapsed": true, + "jupyter": { + "outputs_hidden": true + }, "slideshow": { "slide_type": "subslide" } @@ -432,7 +435,9 @@ "cell_type": "code", "execution_count": null, "metadata": { - "collapsed": true, + "jupyter": { + "outputs_hidden": true + }, "slideshow": { "slide_type": "subslide" } @@ -446,7 +451,9 @@ "cell_type": "code", "execution_count": null, "metadata": { - "collapsed": true, + "jupyter": { + "outputs_hidden": true + }, "slideshow": { "slide_type": "fragment" } @@ -460,7 +467,9 @@ "cell_type": "code", "execution_count": null, "metadata": { - "collapsed": true + "jupyter": { + "outputs_hidden": true + } }, "outputs": [], "source": [] @@ -483,13 +492,9 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.5" - }, - "widgets": { - "state": {}, - "version": "1.1.1" + "version": "3.6.10" } }, "nbformat": 4, - "nbformat_minor": 2 + "nbformat_minor": 4 } diff --git a/6-bipartite-graphs-instructor.ipynb b/6-bipartite-graphs-instructor.ipynb index 6cf7b118..9af27996 100644 --- a/6-bipartite-graphs-instructor.ipynb +++ b/6-bipartite-graphs-instructor.ipynb @@ -2,27 +2,13 @@ "cells": [ { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "metadata": { - "ExecuteTime": { - "end_time": "2017-07-11T16:59:56.841660Z", - "start_time": "2017-07-11T16:59:51.962718Z" - }, - "collapsed": true, "slideshow": { "slide_type": "slide" } }, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/Users/ericmjl/anaconda/envs/nams/lib/python3.6/importlib/_bootstrap.py:219: RuntimeWarning: numpy.dtype size changed, may indicate binary incompatibility. Expected 96, got 88\n", - " return f(*args, **kwds)\n" - ] - } - ], + "outputs": [], "source": [ "import networkx as nx\n", "from custom import load_data as cf\n", @@ -78,32 +64,13 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "metadata": { - "ExecuteTime": { - "end_time": "2017-07-11T16:59:58.634363Z", - "start_time": "2017-07-11T16:59:56.845992Z" - }, "slideshow": { "slide_type": "subslide" } }, - "outputs": [ - { - "data": { - "text/plain": [ - "[('p1', 'c1', {'role': 'Suspect'}),\n", - " ('p1', 'c2', {'role': 'Victim'}),\n", - " ('p1', 'c3', {'role': 'Victim'}),\n", - " ('p1', 'c4', {'role': 'Suspect'}),\n", - " ('c1', 'p756', {'role': 'Suspect'})]" - ] - }, - "execution_count": 2, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "G = cf.load_crime_network()\n", "list(G.edges(data=True))[0:5]" @@ -111,37 +78,13 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "metadata": { - "ExecuteTime": { - "end_time": "2017-07-11T16:59:58.705375Z", - "start_time": "2017-07-11T16:59:58.636838Z" - }, "slideshow": { "slide_type": "slide" } }, - "outputs": [ - { - "data": { - "text/plain": [ - "[('p1', {'bipartite': 'person', 'gender': 1}),\n", - " ('c1', {'bipartite': 'crime'}),\n", - " ('c2', {'bipartite': 'crime'}),\n", - " ('c3', {'bipartite': 'crime'}),\n", - " ('c4', {'bipartite': 'crime'}),\n", - " ('p2', {'bipartite': 'person', 'gender': 1}),\n", - " ('c5', {'bipartite': 'crime'}),\n", - " ('c6', {'bipartite': 'crime'}),\n", - " ('c7', {'bipartite': 'crime'}),\n", - " ('c8', {'bipartite': 'crime'})]" - ] - }, - "execution_count": 3, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "list(G.nodes(data=True))[0:10]" ] @@ -185,34 +128,15 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, "metadata": { - "ExecuteTime": { - "end_time": "2017-07-11T16:59:58.803822Z", - "start_time": "2017-07-11T16:59:58.707970Z" - }, "slideshow": { "slide_type": "subslide" } }, - "outputs": [ - { - "data": { - "text/plain": [ - "[('p1', {'bipartite': 'person', 'gender': 1}),\n", - " ('p2', {'bipartite': 'person', 'gender': 1}),\n", - " ('p3', {'bipartite': 'person', 'gender': 1}),\n", - " ('p4', {'bipartite': 'person', 'gender': 1}),\n", - " ('p5', {'bipartite': 'person', 'gender': 1})]" - ] - }, - "execution_count": 4, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ - "person_nodes = [n for n in G.nodes() if G.node[n]['bipartite'] == 'person']\n", + "person_nodes = [n for n in G.nodes() if G.nodes[n]['bipartite'] == 'person']\n", "pG = bipartite.projection.projected_graph(G, person_nodes)\n", "list(pG.nodes(data=True))[0:5]" ] @@ -240,36 +164,16 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "metadata": { - "ExecuteTime": { - "end_time": "2017-07-11T17:00:16.602503Z", - "start_time": "2017-07-11T16:59:58.806264Z" - }, "slideshow": { "slide_type": "subslide" } }, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "image/png": { - "height": 344, - "width": 344 - } - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "for n, d in pG.nodes(data=True):\n", - " pG.node[n]['connectivity'] = len(list(pG.neighbors(n)))\n", + " pG.nodes[n]['connectivity'] = len(list(pG.neighbors(n)))\n", "c = CircosPlot(pG, node_color='gender', node_grouping='gender', node_order='connectivity')\n", "c.draw()\n", "plt.savefig('images/crime-person.png', dpi=300)" @@ -290,20 +194,15 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": null, "metadata": { - "ExecuteTime": { - "end_time": "2017-07-11T17:00:16.686166Z", - "start_time": "2017-07-11T17:00:16.606676Z" - }, - "collapsed": true, "slideshow": { "slide_type": "subslide" } }, "outputs": [], "source": [ - "crime_nodes = [n for n in G.nodes() if G.node[n]['bipartite'] == 'crime']\n", + "crime_nodes = [n for n in G.nodes() if G.nodes[n]['bipartite'] == 'crime']\n", "cG = bipartite.projection.projected_graph(G, crime_nodes)" ] }, @@ -322,36 +221,16 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": null, "metadata": { - "ExecuteTime": { - "end_time": "2017-07-11T17:00:31.470037Z", - "start_time": "2017-07-11T17:00:16.688988Z" - }, "slideshow": { "slide_type": "subslide" } }, - "outputs": [ - { - "data": { - "image/png": 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- "text/plain": [ - "
" - ] - }, - "metadata": { - "image/png": { - "height": 309, - "width": 370 - } - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "for n in cG.nodes():\n", - " cG.node[n]['connectivity'] = float(len(list(cG.neighbors(n))))\n", + " cG.nodes[n]['connectivity'] = float(len(list(cG.neighbors(n))))\n", "c = CircosPlot(cG, node_order='connectivity', node_color='connectivity')\n", "c.draw()\n", "plt.savefig('images/crime-crime.png', dpi=300)" @@ -379,32 +258,13 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": null, "metadata": { - "ExecuteTime": { - "end_time": "2017-07-11T17:00:31.514440Z", - "start_time": "2017-07-11T17:00:31.477251Z" - }, "slideshow": { "slide_type": "subslide" } }, - "outputs": [ - { - "data": { - "text/plain": [ - "[('p815', 0.045372050816696916),\n", - " ('p2', 0.039927404718693285),\n", - " ('p425', 0.032667876588021776),\n", - " ('p220', 0.0308529945553539),\n", - " ('p56', 0.025408348457350273)]" - ] - }, - "execution_count": 8, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "# Degree Centrality\n", "bpdc = bipartite.degree_centrality(G, person_nodes)\n", @@ -413,45 +273,28 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "0.007259528130671506" - ] - }, - "execution_count": 9, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "bpdc['p1']" ] }, { "cell_type": "code", - "execution_count": 10, - "metadata": { - "collapsed": true - }, - "outputs": [ - { - "data": { - "text/plain": [ - "0.0029006526468455403" - ] - }, - "execution_count": 10, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "nx.degree_centrality(G)['p1']" ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": { @@ -472,7 +315,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.6" + "version": "3.6.10" }, "toc": { "colors": { @@ -529,5 +372,5 @@ } }, "nbformat": 4, - "nbformat_minor": 2 + "nbformat_minor": 4 } diff --git a/6-bipartite-graphs-student.ipynb b/6-bipartite-graphs-student.ipynb index 2f465ae8..aca992f9 100644 --- a/6-bipartite-graphs-student.ipynb +++ b/6-bipartite-graphs-student.ipynb @@ -2,9 +2,11 @@ "cells": [ { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "metadata": { - "collapsed": true, + "jupyter": { + "outputs_hidden": true + }, "slideshow": { "slide_type": "slide" } @@ -67,7 +69,9 @@ "cell_type": "code", "execution_count": null, "metadata": { - "collapsed": true, + "jupyter": { + "outputs_hidden": true + }, "slideshow": { "slide_type": "subslide" } @@ -82,7 +86,9 @@ "cell_type": "code", "execution_count": null, "metadata": { - "collapsed": true, + "jupyter": { + "outputs_hidden": true + }, "slideshow": { "slide_type": "slide" } @@ -129,7 +135,9 @@ "cell_type": "code", "execution_count": null, "metadata": { - "collapsed": true, + "jupyter": { + "outputs_hidden": true + }, "slideshow": { "slide_type": "subslide" } @@ -166,7 +174,9 @@ "cell_type": "code", "execution_count": null, "metadata": { - "collapsed": true, + "jupyter": { + "outputs_hidden": true + }, "slideshow": { "slide_type": "subslide" } @@ -197,7 +207,9 @@ "cell_type": "code", "execution_count": null, "metadata": { - "collapsed": true, + "jupyter": { + "outputs_hidden": true + }, "slideshow": { "slide_type": "subslide" } @@ -225,7 +237,9 @@ "cell_type": "code", "execution_count": null, "metadata": { - "collapsed": true, + "jupyter": { + "outputs_hidden": true + }, "slideshow": { "slide_type": "subslide" } @@ -264,7 +278,9 @@ "cell_type": "code", "execution_count": null, "metadata": { - "collapsed": true, + "jupyter": { + "outputs_hidden": true + }, "slideshow": { "slide_type": "subslide" } @@ -280,7 +296,9 @@ "cell_type": "code", "execution_count": null, "metadata": { - "collapsed": true + "jupyter": { + "outputs_hidden": true + } }, "outputs": [], "source": [] @@ -303,13 +321,9 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.5" - }, - "widgets": { - "state": {}, - "version": "1.1.1" + "version": "3.6.10" } }, "nbformat": 4, - "nbformat_minor": 2 + "nbformat_minor": 4 } diff --git a/7-game-of-thrones-case-study-instructor.ipynb b/7-game-of-thrones-case-study-instructor.ipynb index 6915c48a..12730b0a 100644 --- a/7-game-of-thrones-case-study-instructor.ipynb +++ b/7-game-of-thrones-case-study-instructor.ipynb @@ -35,7 +35,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -59,7 +59,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -80,103 +80,9 @@ }, { "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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"metadata": {}, "outputs": [], "source": [ @@ -236,7 +142,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -252,40 +158,18 @@ }, { "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "('Jaime-Lannister', 'Loras-Tyrell', {'book': 1, 'weight': 3})" - ] - }, - "execution_count": 8, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "list(G_book1.edges(data=True))[16]" ] }, { "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "('Benjen-Stark', 'Theon-Greyjoy', {'book': 1, 'weight': 4})" - ] - }, - "execution_count": 9, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "list(G_book1.edges(data=True))[400]" ] @@ -305,7 +189,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -314,7 +198,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -323,78 +207,27 @@ }, { "cell_type": "code", - "execution_count": 12, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[('Eddard-Stark', 0.3548387096774194),\n", - " ('Robert-Baratheon', 0.2688172043010753),\n", - " ('Tyrion-Lannister', 0.24731182795698928),\n", - " ('Catelyn-Stark', 0.23118279569892475),\n", - " ('Jon-Snow', 0.19892473118279572),\n", - " ('Robb-Stark', 0.18817204301075272),\n", - " ('Sansa-Stark', 0.18817204301075272),\n", - " ('Bran-Stark', 0.17204301075268819),\n", - " ('Cersei-Lannister', 0.16129032258064518),\n", - " ('Joffrey-Baratheon', 0.16129032258064518)]" - ] - }, - "execution_count": 12, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "sorted(deg_cen_book1.items(), key=lambda x:x[1], reverse=True)[0:10]" ] }, { "cell_type": "code", - "execution_count": 13, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[('Jon-Snow', 0.1962025316455696),\n", - " ('Daenerys-Targaryen', 0.18354430379746836),\n", - " ('Stannis-Baratheon', 0.14873417721518986),\n", - " ('Tyrion-Lannister', 0.10443037974683544),\n", - " ('Theon-Greyjoy', 0.10443037974683544),\n", - " ('Cersei-Lannister', 0.08860759493670886),\n", - " ('Barristan-Selmy', 0.07911392405063292),\n", - " ('Hizdahr-zo-Loraq', 0.06962025316455696),\n", - " ('Asha-Greyjoy', 0.056962025316455694),\n", - " ('Melisandre', 0.05379746835443038)]" - ] - }, - "execution_count": 13, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "sorted(deg_cen_book5.items(), key=lambda x:x[1], reverse=True)[0:10]" ] }, { "cell_type": "code", - "execution_count": 14, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "# Plot a histogram of degree centrality\n", "plt.hist(list(nx.degree_centrality(G_book4).values()))\n", @@ -403,20 +236,9 @@ }, { "cell_type": "code", - "execution_count": 15, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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qAEBPcOckACSG4AaAxBDcAJAYghsAEkNwA0BiMk0H7Pik9pKkn3X59OOS3uxhOUXql2vpl+uQuJYy6pfrkPZ3Lb8ZEZluO88luPfDdiPrXMay65dr6ZfrkLiWMuqX65AO7lroKgGAxBDcAJCYMgb3uaIL6KF+uZZ+uQ6JaymjfrkO6YCupXR93ACA6yvjJ24AwHWUKrhtn7b977Z/avvLRdfTLdv32b5ke67oWvbD9k22f2j7ou2XbE8WXVO3bB+x/YztF9rX8rWia9oP21Xbz9l+tOha9sP2a7ZftP287WSXFLV9zPZDtl9p/7x8LNfXK0tXSTebEpeV7dslXZH0rYg4WXQ93bI9Kmk0Ip61/QFJFyT9UaL/JpZ0NCKu2B6Q9JSkyYj4ccGldcX2X0qqS7oxIu4qup5u2X5NUj0ikp7Hbft+ST+KiPO2ByXdEBGX83q9Mn3i7ptNiSPiSUn/W3Qd+xURixHxbPvxW5Iuaof9RlMQG660vx1o/ynHp5YO2R6T9ClJ54uuBZLtGyXdLuleSYqI1TxDWypXcGfalBjFsH1C0i2Sni62ku61uxeel3RJ0uMRkeq13CPpS5JaRRfSAyHp+7Yv2D5TdDFd+rCkJUnfbHdfnbd9NM8XLFNwZ9qUGAfP9vslPSzpixHxi6Lr6VZENCPio9rYN/U228l1Y9m+S9KliLhQdC09cioibpV0p6Q/b3czpqYm6VZJ34iIWyT9UlKuY3RlCm42JS6hdn/ww5IeiIjpouvphfavsU9IOl1wKd04JenT7b7hByXdYfvbxZbUvYh4o/31kqRHtNFlmpoFSQubfoN7SBtBnpsyBfc7mxK3O/fvlvTPBdd0qLUH9O6VdDEivl50Pfthe8T2sfbjIUmfkPRKsVV1LiK+EhFjEXFCGz8jP4iIzxZcVldsH20PeqvdtfBJScnNxIqIn0t63fZH2ocmJOU6gJ9pz8mDEBHrtv9C0vf07qbELxVcVldsf0fSxyUdt70g6asRcW+xVXXllKTPSXqx3TcsSWfbe5CmZlTS/e3ZSxVJ342IpKfS9YEPSnpk4/OBapL+KSJmii2pa1+Q9ED7Q+erkj6f54uVZjogACCbMnWVAAAyILgBIDEENwAkhuAGgMQQ3ACQGIIbABJDcANAYghuAEjM/wP6opJgKXm10AAAAABJRU5ErkJggg==\n", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "d = {}\n", "for i, j in dict(nx.degree(G_book4)).items():\n", @@ -441,7 +263,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -457,20 +279,9 @@ }, { "cell_type": "code", - "execution_count": 17, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "plt.hist(list(weighted_degree(G_book1, 'weight').values()))\n", "plt.show()" @@ -478,29 +289,9 @@ }, { "cell_type": "code", - "execution_count": 18, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[('Eddard-Stark', 1284),\n", - " ('Robert-Baratheon', 941),\n", - " ('Jon-Snow', 784),\n", - " ('Tyrion-Lannister', 650),\n", - " ('Sansa-Stark', 545),\n", - " ('Bran-Stark', 531),\n", - " ('Catelyn-Stark', 520),\n", - " ('Robb-Stark', 516),\n", - " ('Daenerys-Targaryen', 443),\n", - " ('Arya-Stark', 430)]" - ] - }, - "execution_count": 18, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "sorted(weighted_degree(G_book1, 'weight').items(), key=lambda x:x[1], reverse=True)[0:10]" ] @@ -516,29 +307,9 @@ }, { "cell_type": "code", - "execution_count": 19, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[('Eddard-Stark', 0.2696038913836117),\n", - " ('Robert-Baratheon', 0.21403028397371796),\n", - " ('Tyrion-Lannister', 0.1902124972697492),\n", - " ('Jon-Snow', 0.17158135899829566),\n", - " ('Catelyn-Stark', 0.1513952715347627),\n", - " ('Daenerys-Targaryen', 0.08627015537511595),\n", - " ('Robb-Stark', 0.07298399629664767),\n", - " ('Drogo', 0.06481224290874964),\n", - " ('Bran-Stark', 0.05579958811784442),\n", - " ('Sansa-Stark', 0.03714483664326785)]" - ] - }, - "execution_count": 19, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "# First check unweighted, just the structure\n", "\n", @@ -547,29 +318,9 @@ }, { "cell_type": "code", - "execution_count": 20, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[('Robert-Baratheon', 0.23341885664466297),\n", - " ('Eddard-Stark', 0.18703429235687297),\n", - " ('Tyrion-Lannister', 0.15311225972516293),\n", - " ('Robb-Stark', 0.1024018949825402),\n", - " ('Catelyn-Stark', 0.10169012330302643),\n", - " ('Jon-Snow', 0.09027684366394043),\n", - " ('Jaime-Lannister', 0.07745109164464009),\n", - " ('Rodrik-Cassel', 0.07667992877670296),\n", - " ('Drogo', 0.06894355184677767),\n", - " ('Jorah-Mormont', 0.0627085149665795)]" - ] - }, - "execution_count": 20, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "# Let's care about interactions now\n", "\n", @@ -586,29 +337,9 @@ }, { "cell_type": "code", - "execution_count": 21, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[('Eddard-Stark', 0.04552079222830669),\n", - " ('Tyrion-Lannister', 0.03301362462493269),\n", - " ('Catelyn-Stark', 0.030193105286631904),\n", - " ('Robert-Baratheon', 0.029834742227736685),\n", - " ('Jon-Snow', 0.02683449952206627),\n", - " ('Robb-Stark', 0.021562941297247527),\n", - " ('Sansa-Stark', 0.02000803404286463),\n", - " ('Bran-Stark', 0.019945786786238345),\n", - " ('Jaime-Lannister', 0.017507847202846896),\n", - " ('Cersei-Lannister', 0.017082604584758083)]" - ] - }, - "execution_count": 21, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "# by default weight attribute in pagerank is weight, so we use weight=None to find the unweighted results\n", "sorted(nx.pagerank_numpy(G_book1, weight=None).items(), key=lambda x:x[1], reverse=True)[0:10]" @@ -616,29 +347,9 @@ }, { "cell_type": "code", - "execution_count": 22, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[('Eddard-Stark', 0.07239401100498269),\n", - " ('Robert-Baratheon', 0.04851727570509951),\n", - " ('Jon-Snow', 0.047706890624749025),\n", - " ('Tyrion-Lannister', 0.043674378927063114),\n", - " ('Catelyn-Stark', 0.034667034701307456),\n", - " ('Bran-Stark', 0.029774200539800212),\n", - " ('Robb-Stark', 0.029216183645196906),\n", - " ('Daenerys-Targaryen', 0.02708962251302111),\n", - " ('Sansa-Stark', 0.026961778915683174),\n", - " ('Cersei-Lannister', 0.021631679397419022)]" - ] - }, - "execution_count": 22, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "sorted(nx.pagerank_numpy(G_book1, weight='weight').items(), key=lambda x:x[1], reverse=True)[0:10]" ] @@ -661,7 +372,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -670,7 +381,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -679,82 +390,9 @@ }, { "cell_type": "code", - "execution_count": 25, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "evol = [nx.degree_centrality(book) for book in books]\n", "evol_df = pd.DataFrame.from_records(evol).fillna(0)\n", @@ -812,35 +429,9 @@ }, { "cell_type": "code", - "execution_count": 27, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "{'Arya-Stark',\n", - " 'Brienne-of-Tarth',\n", - " 'Catelyn-Stark',\n", - " 'Cersei-Lannister',\n", - " 'Daenerys-Targaryen',\n", - " 'Eddard-Stark',\n", - " 'Jaime-Lannister',\n", - " 'Joffrey-Baratheon',\n", - " 'Jon-Snow',\n", - " 'Margaery-Tyrell',\n", - " 'Robb-Stark',\n", - " 'Robert-Baratheon',\n", - " 'Sansa-Stark',\n", - " 'Stannis-Baratheon',\n", - " 'Theon-Greyjoy',\n", - " 'Tyrion-Lannister'}" - ] - }, - "execution_count": 27, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "set_of_char = set()\n", "for i in range(5):\n", @@ -859,60 +450,18 @@ }, { "cell_type": "code", - "execution_count": 28, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 28, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "evol = [nx.betweenness_centrality(graph, weight='weight') for graph in [G_book1, G_book2, G_book3, G_book4, G_book5]]\n", "evol_df = pd.DataFrame.from_records(evol).fillna(0)\n", @@ -934,68 +483,27 @@ }, { "cell_type": "code", - "execution_count": 30, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "nx.draw(nx.barbell_graph(5, 1), with_labels=True)" ] }, { "cell_type": "code", - "execution_count": 31, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[('Jon-Snow', 0.1962025316455696),\n", - " ('Daenerys-Targaryen', 0.18354430379746836),\n", - " ('Stannis-Baratheon', 0.14873417721518986),\n", - " ('Tyrion-Lannister', 0.10443037974683544),\n", - " ('Theon-Greyjoy', 0.10443037974683544)]" - ] - }, - "execution_count": 31, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "sorted(nx.degree_centrality(G_book5).items(), key=lambda x:x[1], reverse=True)[:5]" ] }, { "cell_type": "code", - "execution_count": 32, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[('Stannis-Baratheon', 0.45283060689247934),\n", - " ('Daenerys-Targaryen', 0.2959459062106149),\n", - " ('Jon-Snow', 0.24484873673158666),\n", - " ('Tyrion-Lannister', 0.20961613179551256),\n", - " ('Robert-Baratheon', 0.17716906651536968)]" - ] - }, - "execution_count": 32, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "sorted(nx.betweenness_centrality(G_book5).items(), key=lambda x:x[1], reverse=True)[:5]" ] @@ -1012,20 +520,9 @@ }, { "cell_type": "code", - "execution_count": 33, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "plt.figure(figsize=(15, 15))\n", "\n", @@ -1049,202 +546,9 @@ }, { "cell_type": "code", - "execution_count": 34, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "{0: ['Addam-Marbrand',\n", - " 'Jaime-Lannister',\n", - " 'Tywin-Lannister',\n", - " 'Tyrion-Lannister',\n", - " 'Bronn',\n", - " 'Chiggen',\n", - " 'Marillion',\n", - " 'Shae',\n", - " 'Shagga',\n", - " 'Vardis-Egen',\n", - " 'Willis-Wode',\n", - " 'Colemon',\n", - " 'Chella',\n", - " 'Conn',\n", - " 'Coratt',\n", - " 'Dolf',\n", - " 'Gunthor-son-of-Gurn',\n", - " 'Harys-Swyft',\n", - " 'Kevan-Lannister',\n", - " 'Jyck',\n", - " 'Morrec',\n", - " 'Kurleket',\n", - " 'Leo-Lefford',\n", - " 'Mord',\n", - " 'Timett',\n", - " 'Ulf-son-of-Umar'],\n", - " 1: ['Aegon-I-Targaryen',\n", - " 'Daenerys-Targaryen',\n", - " 'Aggo',\n", - " 'Drogo',\n", - " 'Jhogo',\n", - " 'Jorah-Mormont',\n", - " 'Quaro',\n", - " 'Rakharo',\n", - " 'Cohollo',\n", - " 'Haggo',\n", - " 'Qotho',\n", - " 'Doreah',\n", - " 'Eroeh',\n", - " 'Illyrio-Mopatis',\n", - " 'Irri',\n", - " 'Jhiqui',\n", - " 'Mirri-Maz-Duur',\n", - " 'Viserys-Targaryen',\n", - " 'Jommo',\n", - " 'Ogo',\n", - " 'Rhaego',\n", - " 'Fogo'],\n", - " 2: ['Eddard-Stark',\n", - " 'Aerys-II-Targaryen',\n", - " 'Brandon-Stark',\n", - " 'Gerold-Hightower',\n", - " 'Jon-Arryn',\n", - " 'Robert-Baratheon',\n", - " 'Alyn',\n", - " 'Harwin',\n", - " 'Jory-Cassel',\n", - " 'Tomard',\n", - " 'Arthur-Dayne',\n", - " 'Cersei-Lannister',\n", - " 'Petyr-Baelish',\n", - " 'Vayon-Poole',\n", - " 'Arys-Oakheart',\n", - " 'Balon-Greyjoy',\n", - " 'Renly-Baratheon',\n", - " 'Barristan-Selmy',\n", - " 'Pycelle',\n", - " 'Varys',\n", - " 'Lyanna-Stark',\n", - " 'Cayn',\n", - " 'Janos-Slynt',\n", - " 'Stannis-Baratheon',\n", - " 'Rhaegar-Targaryen',\n", - " 'Daryn-Hornwood',\n", - " 'Torrhen-Karstark',\n", - " 'Gendry',\n", - " 'Howland-Reed',\n", - " 'Jacks',\n", - " 'Joss',\n", - " 'Porther',\n", - " 'Raymun-Darry',\n", - " 'Tobho-Mott',\n", - " 'Tregar',\n", - " 'Varly',\n", - " 'Wyl-(guard)',\n", - " 'Wylla',\n", - " 'Oswell-Whent',\n", - " 'Heward',\n", - " 'Hugh',\n", - " 'Lancel-Lannister'],\n", - " 3: ['Aemon-Targaryen-(Maester-Aemon)',\n", - " 'Alliser-Thorne',\n", - " 'Bowen-Marsh',\n", - " 'Chett',\n", - " 'Clydas',\n", - " 'Jeor-Mormont',\n", - " 'Jon-Snow',\n", - " 'Samwell-Tarly',\n", - " 'Albett',\n", - " 'Halder',\n", - " 'Rast',\n", - " 'Grenn',\n", - " 'Pypar',\n", - " 'Benjen-Stark',\n", - " 'Yoren',\n", - " 'Jaremy-Rykker',\n", - " 'Mance-Rayder',\n", - " 'Dareon',\n", - " 'Donal-Noye',\n", - " 'Dywen',\n", - " 'Todder',\n", - " 'Hobb',\n", - " 'Jafer-Flowers',\n", - " 'Matthar',\n", - " 'Othor',\n", - " 'Randyll-Tarly'],\n", - " 4: ['Arya-Stark',\n", - " 'Desmond',\n", - " 'Ilyn-Payne',\n", - " 'Jeyne-Poole',\n", - " 'Joffrey-Baratheon',\n", - " 'Meryn-Trant',\n", - " 'Mordane',\n", - " 'Mycah',\n", - " 'Myrcella-Baratheon',\n", - " 'Sandor-Clegane',\n", - " 'Sansa-Stark',\n", - " 'Syrio-Forel',\n", - " 'Tommen-Baratheon',\n", - " 'Balon-Swann',\n", - " 'Boros-Blount',\n", - " 'Beric-Dondarrion',\n", - " 'Gregor-Clegane',\n", - " 'Loras-Tyrell',\n", - " 'Thoros-of-Myr',\n", - " 'High-Septon-(fat_one)',\n", - " 'Marq-Piper',\n", - " 'Mace-Tyrell',\n", - " 'Paxter-Redwyne',\n", - " 'Maegor-I-Targaryen'],\n", - " 5: ['Bran-Stark',\n", - " 'Catelyn-Stark',\n", - " 'Rickon-Stark',\n", - " 'Robb-Stark',\n", - " 'Rodrik-Cassel',\n", - " 'Luwin',\n", - " 'Theon-Greyjoy',\n", - " 'Hali',\n", - " 'Hallis-Mollen',\n", - " 'Hodor',\n", - " 'Hullen',\n", - " 'Joseth',\n", - " 'Nan',\n", - " 'Osha',\n", - " 'Rickard-Karstark',\n", - " 'Rickard-Stark',\n", - " 'Stiv',\n", - " 'Brynden-Tully',\n", - " 'Edmure-Tully',\n", - " 'Hoster-Tully',\n", - " 'Lysa-Arryn',\n", - " 'Nestor-Royce',\n", - " 'Walder-Frey',\n", - " 'Donnel-Waynwood',\n", - " 'Eon-Hunter',\n", - " 'Jon-Umber-(Greatjon)',\n", - " 'Masha-Heddle',\n", - " 'Moreo-Tumitis',\n", - " 'Mya-Stone',\n", - " 'Mychel-Redfort',\n", - " 'Robert-Arryn',\n", - " 'Stevron-Frey',\n", - " 'Tytos-Blackwood',\n", - " 'Wendel-Manderly',\n", - " 'Clement-Piper',\n", - " 'Karyl-Vance',\n", - " 'Galbart-Glover',\n", - " 'Roose-Bolton',\n", - " 'Maege-Mormont',\n", - " 'Jonos-Bracken',\n", - " 'Lyn-Corbray'],\n", - " 6: ['Waymar-Royce', 'Gared', 'Will-(prologue)'],\n", - " 7: ['Danwell-Frey', 'Hosteen-Frey', 'Jared-Frey']}" - ] - }, - "execution_count": 34, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "d = {}\n", "for character, par in partition.items():\n", @@ -1257,100 +561,45 @@ }, { "cell_type": "code", - "execution_count": 35, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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kJCTgm2++Qdu2bcGvVw9wcZH2EMijuvcsMMVT3cyhDKM8EomEduzYQWZmZjR58mR6/fq1qqtUcSIjSTJwIOUCJNLWVtrCCUlJSfTTTz+Rra0t2djY0IoVKygxMbHE/a9evUpGRkZkbm5OEomEiIhy/P0pByCuhs4dHR8fT+PGjSNjY2NavHgxpaWlSV+IjGRzjzPlwoIzU628fv2apk6dSmZmZvTzzz+TWCxWdZWUS8kLJ2RnZ9PevXvJ2dmZjIyMyMvLi65cufLfSlMl2L17N5mamlLLli3pwIEDsu0+Pj70g5sb0ZAh0osEobD4i4chQ6pVwImNjaXRo0eTiYkJLVu2jDIyMj7eia3axZQDC85MtfTPP//Q559/Tm3btqUrV66oujrKoaQvd4lEQn/99RdNmDCBDAwMyMXFhYKCgigvL++TVRCJRDRz5kxq2rQpHT58mBo2bChbUezp06dkZGRET58+le6ckkK0ejVF2tnROYGAyNOTaPVq6fZq4tatWzR8+HAyMzMjX19fysrKKv0NbFUqpoxYcGaqLY7jaO/evWRubk7jx4+nly9fqrpK8lNCt+jDhw9p6dKlZGVlRS1btqQ1a9aUaz3t169fk7OzM/Xp04fS09Np9OjRtGbNGtnrX331FS1cuPCj961cuZKMjIyU8jGoi+joaBo4cCDVq1eP1q5dS9nZ2WV/c1RUjetZYMqPBWem2svKyqJ58+aRiYkJbdiwoWquHT148KdbWyU8JDweXTQ2JlNTU5oxYwZdv379k93WH7pz5w5ZW1vT7NmzSSQSUVJSEhkaGlJmZiYREd2+fZvMzMxkP7/v119/JV1dXaV8DKp29epVcnV1JQsLC9q4cSPl5ubKX9i/PQvk6Unk5lYtexYY+bHgzNQYd+/eJWdnZ2rZsiVdvHhR1dUpu1evpK0peVrN/z7EWlpU8OyZXIcPDg4mExMTCgwMlG2bP38+zZo1S/azi4sLbdy4sdj3nz59mrS0tOQ6troIDw+nPn36kKWlJW3btq1MtwAYRhEsODM1CsdxdPToUbK0tKQvvvjiv/uj6szPT+HgTEKhtFVWDhzH0U8//UTm5uZ09epV2fY3b96QkZERPX78mIiIzp8/T02aNKGCgoJiy7lz5w7xeDy5T19VOI6jCxcuUI8ePahx48a0Y8eOEs+RYZRNjVZsZ5iKx+PxMLRrV7h/+y3igoIQ26QJMlu0gN3w4dD85hv1HEuqgoUTcnNz8dVXXyEhIQGRkZGwsLCQvbZr1y707t0bVlZW4DgO3t7e8PX1hba2drFlWVpagojAcZxsfLQ6IyL8+eefWL58OVJSUrBo0SKMHj0aWlpaqq4aU5Oo+uqAYSpNZKT03q1A8FFLNJfHI7GWllzjgysKx3H06tUrSuvUSbFW87uHm1uZjpuYmEht2rShsWPHfnRPVSQSkZWVFUVERBAR0f79+8nJyanUe9gcxxEAtU/I4ziOTp06RU5OTmRvb0/79++vfkPxmCqDtZyZmiEgAJg3T9qCJProZSERIBKBO3YMOH0a/HXrgMmTK6VqHMchKSkJcXFxHz2ICAc0NNBfGQcqw8IJ4eHhGDFiBObOnYu5c+eC98GsVsePH4e5uTk+++wz5Ofnw8fHB3v27Plov/fxeDzw+XwkJSWhbt26Cp+GsnEchxMnTmDFihUQiURYsmQJhg4dWiVa+Uz1xYIzU/29C8y5uZ/clQ8A+fkonDkTVFgInZkzlVaNwsJCPHz48KMAHB8fD0NDQ9jb28Pe3h5t27bFmDFjYG9vDzMzM/DWrAG+/16xru0yLJywY8cOLFq0CHv27EH//sVfDvj7+2P+/PkAgK1bt6JVq1bo1q3bJw+vqamJ5ORkdOjQofx1ryASiQS///47VqxYAS0tLSxZsgQeHh4sKDNqgUdUTDOCYaqLqCigR48yBeYP5fJ4uObnhx7z5pXaMvxQdnY27t2791EQfvLkCSwtLWVB+N3Dzs4O+vr6JReYkgI0aqRQcBZrakKckABBw4YfvSYSiTB79mycP38eJ06cgK2tbbFlXL16FWPHjsX9+/eRlZUFW1tb/P3337C3t//k8fX19bFq1SpMmTJF7nNQFolEgkOHDmHFihXQ19fHkiVL4OrqWq7/Y4apaKzlzFRvvr7Srmw5CACIf/wR/f78E5s2bYKdnV2R11NTU4vtik5LS0OzZs1kwXf06NGwt7eHjY0NdHR0yl8RMzPpwgnHjxfbJf8pxOMh0sQEX3TuDB8fH3z11VeyeqSlpWH48OHQ1dXFtWvXUKeUtYf9/f0xa9YsaGhowNfXF0OGDClTYAYAgUCAly9flrvuyiQSibB//36sXLkSdevWxYYNG9CnTx8WlBm1xFrOTPWlhBYn6ejAb+pU+O7ciXbt2sHS0hKPHj1CXFwcJBLJR61ge3t7NGrUCBoaGko8ESjUA8AJBOCHhyOKCN9//z3u3r2LxYsXo23bthg2bBhGjBiBn376qdQ6JyQkwMnJCU+ePEFaWhratWuH2NhY1KtXr0x1sLKygouLCwICAspdf0UVFhbit99+g6+vL6ysrLB06VJ0796dBWVGrbGWM1N9BQYqXEReQQFEO3bAsVUrvHjxAjdv3sTUqVNx+PBh1KtXr/K+4Dt0ANauReGMGdAWi8v8NrG2NhZqamJQQQG6dOmC0NBQXLlyBZMnT8adO3cwceJErFix4pMXExs3bsTEiRNRq1YtTJo0CdOnTy9zYAaA2rVrIy0trcz7K0N+fj527doFPz8/2Zrfn3/+eaXWgWHkxTIfmOpLCeODdQEsGTQI4eHhiIuLQ0hICEJDQ/HFF18gphzjhpXheP36WKavDxIKy7Y2sFAIzQ0b4Hz0KAYNGoRTp06B4zj8+eefSE9PR0BAAOLj49G8eXPs378fEomk2GIyMzOxd+9eTJs2DTdu3EBYWBjmzp1brrrr6+sjPT29XO+RV25uLjZu3Ahra2uEhobi8OHDOHv2LAvMTNWi0oFcDFOR3NyUMj5YMmBAkWLFYjH9/PPPZGZmRtOnT6f09PQKP5VHjx6RqampdHzxu4UTtLWJ+Pzi683nS1//d9z2tWvXqG7dutSuXTvq1KmTbMELjuMoLCyMOnfuTHZ2dhQUFCRbm/kdPz8/Gjt2LHEcR7169aKAgIBy13/AgAHUrl07pXwWJXn79i2tWbOG6tWrR4MGDaLo6OgKPR7DVCTWcmaqr1KSm8rj4OnTaNGiBYYNG4YlS5bg0KFDcHJyQnR0NEQiEezt7fHrr7+C4zilHO9D+fn5smN/9tlnQPv2gLMzoKFRcoIYxwGFhdIksh490OTsWdSpUwfx8fFwc3OTdUnzeDz06tULly9fxsaNG7F+/Xq0atUKv//+OziOQ2FhITZt2oQ5c+bg7NmzSE5Oxtdff13uczA2Nsbbt28V+RhK9ObNG/j6+sLa2hqRkZE4e/Ysjh07hnbt2lXI8RimUqj66oBhKoyS5qQu/Okn+ueff+jgwYO0dOlSGj58OLVs2ZIEAgFZWVlR586dqX79+mRlZUU7duyg169fK/U0vv32Wxo+fPh/s3DJsa5zDkDnhw2jp0+fUosWLWjOnDkftZCJpC3pkJAQateuHbVu3Zpmz55NPXr0ILFYTC1btqRjx47JdQ6zZ88mc3NzRT6Gj2RkZNCyZcvIxMSERo8eTbGxsUotn2FUiWVrq1pKijRx6fZtICtL2tpzdAQmTFDPeZ6rEiVkaxfy+Yg9fRpt+vb96DWxWIyEhATExcUhNjYWoaGhiIyMBADUqVMHLVq0QPPmzYtkcpubm5criWzv3r1YsWIFoqKipGOhFcjahq4ucOkSMqyt4e7ujsaNG2PXrl3FzhlNRDhx4gRGjRqFhg0bYsCAAYiKikJ4eLhcSXB+fn7w8/NTyn3n169fY8OGDQgICICbmxt8fHzQrFkzhctlGLWi4ouDmquUeZ5lC66r0TzPVZYC6yCLAYqytKRGjRpRt27d6MSJE8W2Nt+XmZlJs2bNIiMjI5o6dSqtW7eOJk2aRN27dyczMzPS19cnJycnGjduHK1atYpOnDhB9+/fJ5FI9FFZd+7cIRMTE7p9+7ZSzod4POm9aiLKyckhNzc36t+/P2VnZxd7LhcvXqRmzZrR3r17SVNTk1q2bEnnzp0r91rQ9OoVRY8YQQc0NKR5AGPGSHs1yrlu8atXr+i7774jIyMjmjhxIj169Kh89WCYKoQFZ1V41y35qS9ZHk+637Ztqq5x1RUZWe4uYFlw1tGh4Y0bU9++fWnDhg3Uvn17atasGQUEBFBOTk6ph71z5w717NmTHB0d6e+//5Ztf/36NV2+fJl27NhBc+bMIRcXF7KysiKBQEAtW7ak4cOH09KlS2n37t1kZWVF27dv/69QJazrTAKBLCiKRCKaMGECffbZZ5SWlvbRObi5udEvv/xCK1eupKFDh9LBgwfJ1taWPv/8c7pw4ULZPvt/L0DF2tpyX4A+f/6c5syZQ4aGhjR58mR68uTJp4/NMFUcC86VTY77hSxAK0iBz7ywsJBWr15NxsbGtGTJEjp37hx5eHiQqakpLVmypNSVljiOo0OHDlGDBg1ozJgxlJycXOK+2dnZdP36ddq3bx/5+PhQgwYNyMDAgHR0dKhJkybk5uZGp7p1I5GWlsL30N9f15njOPruu+/Izs6OEhMTZdvv3btHZmZmlJiYSMbGxnT//n0ikmaq7927l5o2bUo9e/ak8PDw0j9zBS5Anz59StOmTSNDQ0OaOXMmPXv27FP/0wxTbbDgXJkUaMWRrq50CA0jHwWDRVJSEg0dOpSaNGlCISEhdO/ePfLy8iIDAwOaOHEi3b17t8RDv337lhYuXEjGxsa0Zs0aKigoKLWqW7dupVatWlFubi4VFhZSXFwc/fHHH3S7VSvFAvO7h6fnR8dct24dNWzYUJZU5eXlRUuXLqXp06fTtGnTPtpfJBLRrl27yMrKivr06UNXr179+LOW8wL08ePH5OXlRYaGhjRv3jx68eJFqZ8Xw1RHLDhXJiXdL2Tk9G58sEAgbUEW1806ZEipF0Fnzpyhpk2b0qBBg+jJkyeUkpJCy5Yto7p165KrqyuFhYWVeE82Pj6eXFxcyM7Ojs6dO1fsPpGRkWRqaiprqRahpHHbhf37F3vsvXv3Ut26dSk0NJQMDAzo6tWrZGxsTCml3BsuKCig7du3k6WlJbm6ulJsYKDcF6ASgYCWeXiQkZERLVy4sNTjMkx1x7K1K4sSMochEABJSSyLW1GpqdIM+ZgYICNDus6xgwMwfnyZPtv8/HysWbMGGzZswPz58zFnzhxwHId9+/Zh3bp1EAgEmDt3LkaMGFE0EzolBRQYiOTQUMRHRkLTxASOY8bAcM4cwNQU6enpaNeuHfz9/TFkyJCPDzx2LLB/v8Knf0BDA1Nr10ajRo3QqFEjWFpayp4nJyfDx8cHXbp0gaGhIVq3bg0fH59PlllQUIBff/0VjefORb/8fLmmHpQAiLezQ73//Q9GRkZylMAw1QcLzpVl9WrlrMm7bBnw73q6jGolJCRgxowZePToEbZu3YpevXqB4zicPn0a/v7+ePDgAWbMmIHJ7duj1ubNwOnT0je+9zuQC0BLUxM8V1d4p6cDHTpg3bp1xR9w9WrQ99+Dp+DvEC1bhtcTJiApKQmJiYlITEyUPX/y5Alu3rwJIgKfz0e3bt3QuHHjjwJ5w4YNoa2tXbTslBSQpSV4BQXy149dgDIMALbwReVRwjzPyMuTtvYYtdCkSROcPHkSwcHB+Oqrr9C5c2f4+/tjwIABGDBgAG7cuIF/vLzA9/YGh+InstcFALEYkuBg/MTjQeuLL4o9VnJyMnY8eYIF+fkQKFJpIvDGj4eJiQlMTEzQtm3bIi/v2rULhw8fRkpKChISEtC0aVM4OTkhKSkJFy5ckAXy58+fw9jYuEjQHnT/PpyIFPtS4fGkvRrsApSp4dj0nZUlK0spxaQ+eIC4uDhkZWWBdXqoHo/Hw8CBAxEbGwsrKys4ODhgw4YNEIvFaHvtGr66exe6+PQfmgYAIRHEM2fi1bJlsu337t3D119/DQcHB2Rqa0PSt2/ZFr0ohgTAw2bNUFjCtKZEhHX5o6kmAAAgAElEQVTr1qFTp04QiUS4desWrly5gvv372PZsmXYs2cPLl26hMePHyM3NxeRkZFYu3YtPDw8YGRkBI27d6FZWChX3WTYBSjDAGDd2pVHSfcLz9WtixkGBnj+/DkkEgnq168Pc3PzIo8Pt9WuXVsJJ8CUxb179zB16lTUTUrC3qdPoSFHF28uAD9XV9zg8xEZGYmpU6di6tSpMDY2Vnhd59lt2+LUy5dYuXIlhg8fDj7/v8uGs2fPYt68eRCJRFi/fj1cXFyQnp4Od3d3NG3aFBs2bEBmZiZSUlKQmpqKlJSUIs+nnj2Ljqmp5a7XR9zcgJMnFS+HYaowFpwrSwXcc87OzsaLFy/w/PnzIo/3tyUnJ4PP5xcbtD/cpqenp6STrdmICMmffYb6UVEofZXk4kkAnNLQwAR9fWzYsAGenp5Fp8wMCADmzStXgCahEDx/f2DyZFy4cAHe3t4gInh7e8Pa2hopKSnw9vaGQCBAamoqevTogbS0NKSkpODly5d4/vw5AMDCwgL16tWDqakpzMzMivzr/NtvsLh4UY4z/oCnJ7Bnj+LlMEwVxoJzZVFRtjYR4e3bt8UG8Q8DuZaW1ieDeP369aGrqyv/OdQESvi/JoEA1w4fhtfixTAyMsLmzZvRsmXL/3Z4F6Dz8qQDkUrA8XjII8I6c3NEtm1bpMVbUFAAIoKenh4aN26M+Ph4aGhoYMKECWjbtm2RwGtoaIhZs2YhPj4eISEhxWdTKyFhLQ/AyQ4doLVwIZydnVmvD1NjsYSwymJmBri4SJfwk+d6iMcDXF3LncXK4/Ggr68PfX192NralrgfESErK+ujgP348WP873//K7JdKBSWGMTfba9fvz4EAoVSl6quwECFiyAidIiNxalTp7Bt2zZ07doVnTp1Qrdu3fD27Vukpqaidvv2cL9zBx0zMsAR4f1Lpnw+H+A4XDMyQoCBAc5nZuLXiROLtHZr166NwsJCBAQEYOHChTA0NMRnn32GzZs3F1un3bt347vvvsPnn3+Os2fPomHDhrLXRCIRVjx+jIUKJqzp6Oggw8MDR7dtw5dffomOHTvKEuxsbGwUKJlhqhbWcq5MSlhRCO3bK71a5UFEyMjIKLbl/f62Fy9eoFatWiXeB38/iH80JKeqU1J+wR4AMw0MYGFhAUNDQzx//hwvX75Ev3790KdPH9StWxdmZmaor6mJ+ufOQfjgAXiZmbJx27EdOqD3yJH4/fff0bVrV2RmZkpXtvrAixcvYGtri8LCQgiFQkyZMgXe3t6oU0LimL+/PzZt2oQzZ87A2toa8+bNw/bt26GhoYGohg1hf/8+ePJegA4eDPz+OwDg7du3OH/+PEJCQhAaGopatWrJAnW3bt2q3+8Nw7yHBefKJsf9QujqAmvXApMnV1y9lIzjOKSnp5fYhf7u8erVK9SpU6fUhDZzc3PUrVu32KUN1ZK7O3DqlMLFPHFwgItIBKFQKJvU5ObNm5g2bRo0NTWxZcuWj4ZCfWjMmDGwt7fHmjVrMHv2bPzwww8f7bN48WIcO3YM/fv3x6xZs7B06VKEhoZi0aJFmDRpUrFBcNeuXZg2bRpEIhEEAgHmz5+PxYsXg3/9eoVcgHIch3/++QchISEICQlBXFwcevfuDVdXV7i6usLc3Lz8xysLtqQroyIsOKtCGe8XgseTJoFVscBcHhzHIS0trdR74c+fP0dKSgqMjIw+GcTNzMygqaniuzVKajknde8OLjAQd+7cwbp162STmkycOBF//PEHFi1ahEGDBuGnn36SZnIX4+HDh+jYsSM+++wzpN29i2uTJxcJNIX29mi+ejXSNTTw8OFD2b3k27dvY8GCBYiPj4evry+GDx8OHo+H3NxczJgxA3v27IGmpib4fD4OHz4MV1fX/w4aEACaOxe8vLwyn2senw+sXQvh7Nll2j81NRWnT59GaGgozp07BysrK1mrukOHDtDQkCcV7z1RUYCvb7ETx0AolP7durgACxcCHToodiyGKQYLzqoSHS394w8NlQbh97/I3v3xu7pK//hV3JWtDiQSCVJTUz+Z1JaWlgYTE5NPBnFTU1PFv8BLooTM/DweDwH16sFPIgHHcWjXrh0sLCzw4MEDxMTEYPz48ZgwYQJ27tyJoKAgLF++HN98802x5/TT4MHod/06Wjx9CoFAUCRhS6SlBYlIhKSWLdFs166PAk1YWBi8vb3B4/FgbGyMCxcuoFatWliyZAlmz56NiIgIDB48GGvXrsXYsWNl7/u1Qwd4/vMPtCWST16AklCIoHbtsEUiwZkzZ8qdBCYWi3HlyhVZqzolJQX9+/fHgAED0K9fPxgYGJSrPHbxzKgDFpxVTcF5npmixGIxXr169ckhZhkZGTA1Nf3kGHETE5MiY4HLRAnZ2mItLXzVuzeO/+9/sLe3h729PfT09JCYmIjIyEhkZ2dDLBbDxsYGffv2xZUrVyASibBlyxZ07tz5v4ICAsDNnQvKyyt1WBfxeOAVE2jevHkDLy8vHDp0CDweD82bN8fBgweLZI7fvXsXLi4umDlzJubMmYMTJ05g3rx5iNm9G4L168t0Acq1bYtJkyYhLi4Op0+fRq1ateT+7J48eYLQ0FCEhIQgPDwcbdq0kbWqmzdvXnRY2odqyG0nRv2x4MzUSIWFhXj16lWpSW3Pnz9HVlYW6tatW2JW+rvnxsbGRb/0hwyROzOfeDzw/k2MysvLw8WLF3Hy5EmcPHkSurq6cHd3R6dOnZCfn4+9e/ciPDwcIpEImpqaICLY2Nhg1qxZGPTyJYxWrgRPjkCTMXIkvLy88Mcff8DQ0BArV67El19+iW3btsHX1xceHh5YtmwZLCwsAABPnz6VJaodPXoUBw8eRLdu3aRlpqYCW7ag8I8/8OrOHTS0sJBeeLq7A9Onyy5COY7DxIkTkZCQgJCQEKWMu8/NzcXFixdlrWoejwdXV1cMGDAAvXr1glAo/G/napCwyVQfLDgzTCkKCgpkk3CUFsizs7Nl2efm5uboqKGBWcePQ0skKv8xNTQgDguDXvfuRbYTEW7evCkL1AkJCejfvz9cXV1RUFCAzZs3IyUlBUKhEGaJiQiTSCDPiPR8DQ104zgkmprCz88P48ePL/J6RkYGVq1ahZ07d2Ly5Mnw9vaGvr4+Xr9+DXt7exgbGyMmJkZ67/+9e7cEFB0DXcy9W4lEgq+++grPnj2TXYwoCxEhNjZW1qq+efMmunbtKmtVN5o9W7Ghju9lmjOMolhwZhglyM/P/yhwW4aGwjUsDDoSSZnLkQgE2NuqFVamp+Po0aNwdHQscd/k5GSEhIQgODgYf//9N9q1a4cWLVogLi4Os8PD4SISyT1DWXL79rCMiip1v6SkJCxduhRnzpzBokWL0KRJE0yZMgW2trbQ0dHBUWdn6Pj4lPverUQiwZdffonU1FQEBwdX2Hj5jIwMnDt3DiEhIYgKCcE/GRnQUeTrkK2oxSgRC84MU5HKOpMXgEI+H6tMTLAuLw8FBQUQi8WwtrZGmzZtSuxSr127tiyL+vz58zh58iSunjiB6NRUhSYD4XR0wEtKAs/M7JP73rp1C3PnzsWlS5fw3XffYenSpdjftStGRkdDyHFlP+h7927FYjHGjh2LrKwsHD9+HDo6Ogqczadxq1aBvv8eGoos3MGWdGWUiAVnhqlocmTmZ2dnIzw8HFOmTIGFhQVcXV3x+vXrIl3rycnJ4PF4HwVsj3v30PncOWiJxXJXOQ+Ar1CIiM8/R7t27WQPKyurYhOqpk6dioSEBLx69QqOBQX49dEjuRb94AQCPPntN2Tb2aGgoAALFixAfn4+fvzxR/D5fEgkEojFYojF4mKfl3Xbh6+PCg2F0/37cn9eMmxecEZJWHBmmMoiR2Z+Tk4Opk2bhoiICBw9ehQtWrSQvfZu3vQP74X33LUL7e/dU7i6Z0xNMc/MDG/evMHbt2+Rk5MDjuMgEAigo6MDbW1taGlpIT8/H69fv4aRkREkEgl2Z2XBjePk7lIPq10bcxs1ko2jfvz4sSxTXFtbG5qamtDQ0Cjyb3HPNTQ0IBKJUFhYiIKCAuTn5yMvLw95eXnIzc1Fbm4usrOzkZ2djT2ZmXBTxlchW1GLURIWnBmmCti9ezfmz58Pf39/jBs3rvSdlTRD2WVDQ6zt1g3GxsayObl1dHRk07fGx8cjJiYGr1+/hq2tLXr37o2OTZpg1IIF4CvSPfzBvdvCwkIMGzYMWlpa2LdvH7KysvDq1SukpKTg1atXRR7vb0tNTYWenh7MzMxQt27dIo/3t5mYmEBv0iSYX7ig8GfGWs6MsrCFLximCpgwYQI6dOiAYcOG4dKlS9iyZUuJmcy5WlpyZWl/SN/SEj179kRqaipevnyJ27dv4+XLl3jx4gVSU1Nlk3sYGxujfv36uHnzJqwOH0ZBYSGEnyi7NGKJBH+PG4eTtrayQPvy5Us8fPgQenp6MDY2Rr169T4Ksvb29kW2mZmZlXiv+s2bNzh79iwCAgIQGhoKHy0tTNfUVOhWAIRCaU8IwygBazkzTBWSnZ0NLy8v3L59G0eOHIGdnR2ICLdu3UJwcDBOnjwJ1zt34CMSlStL/EMFfD621auHpW/eoEOHDujevTu6d++Ojh07QiAQQCKR4OzZsxg3bhy2bNmCvLw8vHjxAs6//YYO8fEKn+f15s3x11dfFWnt6uvrw8vLC0ZGRti7d2+5p2l9/PixbBhaREQEunTpAnd3d7i5uaGRUKiSJV0ZpiQsODNMFUNE2LZtG3x8fODk5IT4+Hhoa2vDw8MDHh4e6GJjA01ra/DkSMh6p5DPR/NatdDR3R2Ojo5IS0vDpUuXEBsbi7Zt26JLly44cOAAVqxYAU9Pz//eqKQu9ZLu3ebl5cHDwwP16tVDYGBgqVOwSiQSREZGygLyq1evMGDAALi7u6NPnz4fTRNKgweDTpwAn41zZtQA69ZmmCoiLS0NoaGhOHnyJP788080btwYN2/eRK9evfDbb79BKBSCiLB//37oi8UYAMiVlAUeD9qDBuHy1q3Yt28fdu/ejYKCAowfPx67d+/G06dPsXz5cmRnZ2PSpEn4+eefZS3rXnp6UMraYYaGxW4WCoU4ceIE3Nzc8PXXX2PXrl1FplfNzs7GuXPncPLkSYSGhsLU1BTu7u7Yvn07nJycSgzmYrEYqwHMBuTrkhcKpdn2DKMkrOXMMGosPj4eJ0+eRHBwMG7duoXevXvD3d0dAwYMgNm/mdQTJ07EgwcPsGHDBvz444+Ijo5Gr9q1cTQtDXx5umk/mIqSiBAdHY3AwEAcOnQI1tbWuHfvHm7evIm6devi6tWruHTpEi5duoSuERFYIhZDoMDXSj6fjzvDh6PZ9u3Frj8NSLPYXV1dYWNjg8WLF8suWi5fvoyOHTtiRI8eGPL2LYyfPfvkUo9v3rzBiBEjwOPx8EffvhAuXszm1q5J1HVZUGIYRm2IRCL6+++/ad68edSsWTMyNzenSZMmUUhICOXl5ZX4nqFDhxIA0tPToylTpkj33baNSFeXSDqSumwPXV3p+0rw5s0bsrKyIgcHBzI0NKRvv/2Wrly5QhzHERFR7pMnJNbWLt8xP3jkAWRvYkK6uro0ePBgOnz4MOXm5srqIJFI6Nq1a+Tt7U16enqko6NDY8eOpcOHD9PbCxeIBg8mEgikj/fLFgql2wYPJoqMJCKip0+fkqOjI3l5eZFIJJIe4N3nxuOVXlce75OfF6PGIiPL9btS2VhwZhgVe/PmDR05coQ8PT3J2NiY2rRpQ0uXLqXo6GhZ0CtJTEwMOTk5kZWVFRkYGJCZmRlNmzaN8vPzpTuUMdCIAeKEwk8GmhUrVlD//v2J4zh69uwZ+fr6UrNmzcjW1pZ8fX3p6dOn9MDBgcRyBmYJj0dn9PTIxsaGmjZtSiYmJmRjY0O1a9em7t27U9++falevXpkZ2dH8+fPpzNnzlDHjh1pypQpxJUzqCYtXEgNGjSg1atXf/w5R0URDRki/YIWCov/4h4yRLofU/VUgQswFpwZRgUSExNpy5Yt1K9fP6pduzb169ePtm7dSomJiWV6f35+Pi1ZsoQMDQ3J1taWunfvTk+fPqWMjAwaPHgwtW/fnhISEqQ7/xtoJNralPfBl1GBhgYVamrSP9bWtNzDo9Rj3rlzh0xMTD6qI8dxdOXKFRozZgxpampSDz09KtTSkis4c0Ihia5epcDAQGrQoAFZWVmRqakpASB9fX0yNzcnAwMD+uabbygsLIzEYjFlZmbSqkaNqEBTs1zHygEoeuLE0j/olBSi1auJPD2J3Nyk/65eLd3OVE0V0KNUEVhwZphKIJFIKCoqipYuXUqtW7cmY2Nj+vLLL+no0aP05s2bcpUVHh5OdnZ29Nlnn5GpqSktX76cxGKx7HWO42j9+vVkampKx44dk23f4+9PQe3aFQk0T6ZOJafGjSkjI4PMzc3pypUrxR5TLBaTk5MTBQQEFPv6sWPHqG7durRw4UIKDAyk9ba2lFPe7mw+n2Zoa5OJiQmZmJiQnp4etWrVigwNDcnZ2Zlmz54t61IfMWIEtW7dmurVq0drv/iCxDo68nWj6+qy1m9NEhlZ/sCsot8VFpwZpoLk5eVRSEgIeXl5kbm5Odna2tL8+fMpPDy8SDAtq6ysLJoyZQrVr1+fXF1dqVGjRnT58uUS94+IiKBGjRrR7NmzqaCggKZNm0br1q0rsg/HcWRjY0MRERG0f/9+at26dbF1W7t2LfXo0YMkEkmR7W/fvqWJEydSkyZNPgrsaStWUIGW1ie7uCU8HuVratJ3deqQjY0NjRkzhiZPnkxubm5kaGhINjY21LFjR9LX1ycPDw/65ZdfyMXFhUxMTOjrr7+mW9bWcnejE48n7Z5maobBgz/dla0mvyssW5thlCglJUW2jOOFCxfQunVruLu7w93dHba2tnKXGxwcjKlTp6JTp06Ii4uDra0tduzYAcMShhy9k56ejnHjxiE1NRVEhJUrV6J3795F9lm+fDlynzyBr50d/vT3h42pKRq3bi3LWH2QmYlOnTrh2rVrsLa2lr0vMjISY8eORZcuXbBp06aPxg0DAKKjQStXggsJgVgiKTIxSgGfD+I4XDM2RtKYMXD6d7nJ93Ech5iYGFy6dAlhYWE4f/488vPz0bRpUwwbNgz5SUn4ad8+hVbgYpOH1BApKVVroplKuwxgmGqI4ziKjY0lX19f6tSpE9WpU4eGDRtGe/bsobS0NIXLf/nyJY0YMYKsra1p3rx5ZGJiQtu3b/9kotj7JBIJ+fn5EY/Ho3379hV9MTKS3vbpQ3kAccVkrHICAV0yNqYDs2fL3iISiejHH38kMzMzOnLkyCePz3EcxVy4QH/27UunjIwohM+nQzo6tEhbm+Z4etLNmzfLdS6XL1+mvn37kra2Ni3U1KRceVvN750nrV5d5jowVZSf38dZ2Wr8u8JazgxTTiKRCJcvX5ZNl1lYWCibnat79+5KWXuYiBAYGIjvvvsOY8aMwbNnzxAfH4+goCA0b9683OU9e/YMjo6O0NPTw+jRo7FixQpo7dxZprWmJQD4urrgrV2Lx/37w9PTEwKBAIGBgWjQoEGx7ykoKMDFixdx8uRJnDp1CpqamrIehK5du0JbWxuPHj3Cnj178Ntvv8HQ0BDjx4/HmDFjYGJiUqZzSklJQWK3bkqZLjRnyBCkb9iAd1+H7/9b0c+ratlV7Rycf/sNtlFRUFglLW7CgjPDlEFmZibOnDmD4OBgnDlzBtbW1rKA7OjoWOwax/J69OgRvLy8kJGRgRkzZuCHH37AgAEDsGbNGgiF8i0pERoaig0bNmD//v3w9PSE88OHmPP8Ofjvry39CWJtbSzQ0kL9Zcswe/bsIjNzAUBqaipCQkJw8uRJnD9/Hi1btoS7uzs8PDxgb29f4mfEcRz++usv7N69GydPnkSvXr0wYcIE9O/fH1paxc83VlBQgOfPn0N/7FgYX7lS9g+iBH8KBJhgbAwejyer5/v/VvTzqlp2VTqHyaGhcEhMhMIqaVlQFpwZpgSPHz+WtY4jIyPRrVs3eHh4wM3NDebm5ko/nlgsxoYNG7Bq1Sp4e3ujsLAQmzdvxvbt2zFw4ECFyl61ahXS0tKwdu1acNeuQdK1K7REonKXwwkE4IeHA+3bg4gQGxsrm7v67t27cHZ2hru7O1xdXWEqx325zMxM7Nq1C3v27EFiYiI6dOgAa2triEQiPH/+HMnJyUhOTsbbt29Rr149/JKbi/5paeU+zocuNGiAlDVr4O7uDj09PYXLY9TQ2LHA/v2Kl1NJLWc2tzbD/IvjONlCCcHBwUhJSYGbmxumT58OZ2fnCv3S/ueff/D111/D0NAQJ06cwJIlSyCRSHD9+vUSu47L4/bt2+jXrx8AgO/nB76cSyPyCgrwavZs/NSmDU6dOgWO4+Du7o4ffvjhk136OTk5suD6fqB9//nLly9Ru3ZtWFhYwNHRESkpKYiIiICRkRFcXFzg7e2N5s2bw8TERNpyX70a+P57hZJ8SCCAfpcuWPPbb5g0aRJcXFwwatQo9OvXTym3KBg14egoXZhEkYSwSlwWlLWcmRotNzcX58+fR3BwME6dOgUTExN4eHjA3d291IUSlCUvLw/Lli3Drl274OfnBxMTE3zzzTeYOnUqfHx8lHZ8BwcH7NmzB20sLBTOWC3g8bBtwQI4jxqFli1bQiKR4NWrV6UG3eTkZBQWFsLCwgIWFhYwNzcv9nn9+vUhEBTNvZZIJAgLC8Pu3btx+vRp9OvXD+PHj0ffvn2h8fq1UjNw09LScPToUQQFBSEmJgaDBg3CyJEj0bNnz3IvUcmomSqWrc2CM6NaKph0/sWLFzh16hSCg4Nx6dIldOjQQZas9P5QoYqu/8WLF/Htt9+ibdu28PPzw/r163H8+HHs378fn3/+ufwn+IGCggIYGBggIyMDgk2bFG5pFmpo4ICtLbbq6iI5ORmpqakwMTEpEmSLC8CGhoYK35vPyMjAoUOHsHv3bjx79gyenp5YdP06aoeFlZrUVhKOxwMNHAiNY8c+eu3Zs2c4cuQIDh48iMTERAwfPhyjRo1Cp06dPrrfzlQRQ4YAx4/L9btS6cuCljWtm2GUqhInnec4jm7dukU//vgjOTk5kaGhIY0cOZIOHDhA6enplV7/9PR0mjhxIjVo0IBOnDhBcXFx1Lp1axo6dKj89SnFP//8Q82bNyciItHIkYoNJfn38aR7d4qIiKCkpCQqLCxUep3LIjY2lubPn0/9jI0pl8+X6zzyNDRoaKNGdO7cuVKP9fDhQ1qxYgW1aNGCGjZsSPPnz6fr16+Xa0gbowbYDGEMU4pKmHS+oKCAzp07R9OnT6dGjRpR48aNaebMmRQWFqZ4MFGg/kePHiVzc3OaMmUKZWZm0q+//komJib0yy+/lPuLPj8/n5KTk+nWrVsUFhZGhw4doq1bt9KyZcto+vTpNHr0aOrbty81atSIBAIBaWtr00klBGYCpNN/qgmRSES3p0yhPA2Ncp1DLp9Pd6dPpxMnTlDjxo1p+PDh9PTp008eLyYmhhYtWkRNmjShZs2a0dKlSykuLq4SzpRRiioytzbr1mYqV0CAdGxtBayXm56ejtOnTyM4OBjnzp2DnZ2dbLhT8+bNlTPcSc76Zy5Zgq8iIxEXF4cdO3bAwcEBXl5eiI2NRVBQEJo1a4b09HSkpaWV+nj9+rXseX5+PkxMTGBsbAwjIyPo6uqCz+dDLBYjNzcXWVlZSElJQWpqKurUqQMnJyf8+OSJUsYFV1bGarkEBIDmzgXl54Nf2tcajwcSCnF91CiMCQ9H/fr1sXTpUvz999/YsmULvL29MWvWLGhra5d6OCLpOtcHDx7EoUOHYGpqipEjR2LkyJGwsrJS7rkxyvXu7/gTY/zB40mTwFSwXjcLzkzliYoCevQoX2B7R1cXuHQJaN++yOYHDx7Isqtv3LiBXr16wcPDAwMGDEDdunWVU+93FKh/DoB57dtDp0sXPHjwABcvXkTt2rWhp6eH9PR05OTkwMjICCYmJrKA++75u4eRkRE4jkNWVhZSU1Px9OlTPHz4EPfv30diYiLq1auHZs2awcbGpsi/U6ZMwYwZM+Dm5qaU7GYIhcCyZcD8+fKXUVGiowFfXyA0FBwR+AUFspfEWlrQ4PPBGzAAWLgQaN8eYrEYe/fuxbJly9C8eXN4eXlh+/btSEhIwJYtWz6a6rQkEokEly9fRlBQEI4ePYqmTZti1KhRGD58OOrXr19RZ8so4r3fFfB40kD9jlAoDdqurrLflcrGgjNTeZSQjCE5fBgREREIDg5GcHAwsrKy4ObmBg8PD/Tu3VvuSTpKwnEcMjMzkZaWBuNvvoFheHjprbKSygEQa2MDb2trXLlyBdOmTYObm5ss8NapUwd8Ph9EhFevXuHBgwe4f/9+kX8fPXoEAwODYgNwkyZNPspyfsfc3BwRERGwtLSschmrcktNlSbqxcRA8vo1nufmIiwlBT8+fYrPBw/GhAkT0K1bN1liV0FBAXbu3ImVK1eiY8eO6NmzJ/z9/eHk5IR169bBwsKizIcWiUQICwvDwYMHERwcjLZt22LkyJEYOnQojIyMKuiEGbm997uCjAzA0FA6XGr8eJX+jrPgzFQOJQSFQg0NtDIwgLaFhay7ul27dmXOnCUivHnz5pPdxe8/0tPTUbt2bTQzMMDfiYnQUeDPpYDPx7AOHbDtyBHo6enJgu77AfjBgwfQ1tYuNgA3bdoUtWrVKtcxU1NTYWNjg4yMjP+69RW4SJIASOvSBXUvXy73e9VBSkoK9u/fj927dyM7Oxvjxo3DuHHjZN3Qubm52LZtG9asWYNevXrB2NgYQUFB+O677zBz5sxPdnV/KC8vD6dPn0ZQUBDOnj2Lrl27YtSoUfDw8DaB/p8AAB+7SURBVCh+oRCG+RcLzkzlUEJ3qkhLC2/nzYPRypUgIuTk5JTrHu3r168hEAg+6i4u7vGuW9nIyEg6haQS6p/H42Fngwb4IScHIpGo2ABsY2PzyZWmyuPChQv4/vvvER4e/t9GBbrnxTo6+KJuXRy4f79KT9BBRLh58yYCAwNx8OBBODg4YMKECRgyZAj09PTw5s0bbNiwAZs2bYKzszNevnyJlJQUbN26FT179pTrmG/fvkVwcDAOHjyI8PBw9OvXDyNHjoSrq2uJvR5MzcWCM1M5lDR13vHateElFCIzMxMaGhowMDBAnTp1Pnro6+tDX18ftWvXlj1q1aoFDQ0NcBwHjuNARLLnpT2ICF23b0fTiAiF6/+qXz/gt99gZmam1Pm4S7Jx40bcv38fW7duLfqCAol5HqdPo2PHjvDx8VFuZVWkoKAAp06dwu7du3HlyhUMGTIE48ePR5cuXZCeno41a9Zgx44d6Ny5M/755x907doVa9euLdsUriWMg08fOBC///03goKCcOPGDXh4eGDUqFHo3bt3ifOJMzULC85M5XB3B06dUriYMKEQUxo2hJaWFjQ1NcHn82UPHo9X5OfSHmXd991+M8PC0PrpU8U/h0qaNP+dr7/+Gk5OTvDy8vr4xX8DNJebi1JvDHyQsfr48WO0b98eN27cQKNGjSqq6irx4sUL7Nu3D7t374ZIJML48ePx5ZdfQktLC76+vti3bx/s7OwQFxeHxYsXY/r06cUH06goabLR6dPSn9/vcXmXbOTiAixciBcNGsgmO3n06BGGDh2KkSNHomvXrmyyk5qsUgduMTXXmDHKGV/r6cnqXw7t27enK1eulPh6/uXLFKytTRIdHenkKe/X9d1kKkOGfDT5wvLly2nQoEEVXX2V4TiOrl27RpMmTSIjIyPq06cPHThwgOLj42nixIlkYGBA1tbWZGdnR3/99VfRNyswDj4hIYF8fX2pVatWZGFhQbNnz6bIyEg22UkNxIIzUzmq2ELnH+L8/EisrV2l6i8Wi0lXV5fevHlT4j4HDhygPn36EKWkSOvm6SmdYMTTU/pzSkqx78vLy6OmTZtSSEhIRVVfbeTm5tLBgwepb9++ZGRkRF5eXnT48GEaNWoU1alThwwMDGjEiBH0/PlzpU5wERsbS0uWLKGmTZuStbU1LVq0iGJiYlTwCTCqwLq1mcpRRYfw5OTk4ODBgwjatAmn7tyBQJE/l0quf3x8PFxcXJCQkFDiPj179sTUqVMxbNiwcpd/5swZTJs2DXfu3KkxCU3Pnj3Dnj17EBgYCE1NTfTv3x937txBREQEWotECJNI5FqKs6Rx/IA0ee3GjRsICgpCUFAQDAwMZJOdlHsueKbKYDc0mMphZia9xyZvEhSPJ50QoJICW1xcHGbMmAFLS0ucPHkS81avhs7AgVWm/gAQExMDR0fHEl+/f/8+4uLi4OHhIVf5/fv3R6tWrbB69Wp5q1jlNGjQAD4+PoiPj8eOHTvw9u1bREdHw8HBAUs0NcGXJzAD0gkwfH2LfYnH46Fdu3ZYs2YNEhMTERAQgBcvXqBz585wcnLC+vXrkZycrMBZMeqItZyZylMBM4QpU2FhIY4fP46AgADcu3cPEydOxDfffCOdvANQ+/p/aOnSpQCA5cuXF/v6/PnzoaGhgVWrVsl9jKSkJLRt2xaRkZFo0qSJ3OVUZTk5OQgNDITHjBnQ4Tj5Cypnz4pYLMbFixdx8OBBHD9+HI6Ojhg5ciSGDRsGExMT+evBqAeVdqozNY8aTjqfmJhIixYtonr16lGPHj3o8OH/t3fnUVGddx/Av4OSCKi4wLgkomC0gtUoajlVg41LXI6mQVM3jEsDxsG+5MQlsW18o+fEaAjnmKbqKKKidUFj1MQqbapRT6o1QBKLHkEwRGlxgeNCHJWRYX7vH/clcVeYO3Pv5X4/5/CHszz3N0bynee5z7LtwYdj1KF+twab5ouI/PrXv5aPP/74vs9VVlZKaGioFBUVeXydxYsXy0gdHYShCY3nVFRWVsquXbtk/PjxEhwcLMOGDZP169dLRUWFyh+UfIXhTL7ng1OpHqW6ulqysrJk1KhR0qJFC0lOTpaTJ08+8n2VlZWybeBAuW6xiPsR9bstFrnh5yd/j4tTvf7HER4eLgUFBfd9LjMzUwYNGqTKdZxOp/zsZz+TTz/9VJX2DElHs/kdDods2bJFXnzxRWnatKmMHj1atm3bJjdu3FDhg5KvMJxJGzk5yhKdRo1qtYTHU2VlZfL+++9LRESE9OrVS9LT08XhcDzWewsKCqRHjx4SFxcnV/fte6z6z332mYSGhkpubq6qn+NRfvjhBwkMDBSXy3Xf5wcOHChbt25V7Xr/+Mc/pEOHDnL9+nXV2jSUkSPVCWeVRyAuX74sa9askSFDhkhwcLDEx8fLX//6V3E6napeh9THcCZt1XIJT1243W755z//KfHx8dKsWTOZOnWqZGdn1+r9a9eulZCQELHb7XeuOX2M+rds2SKdOnWSa9euqfaZHuXIkSPSu3fv+z5XWFgoVqtV9f9Bjx07Vt5++21V2zQMHfWcH+TChQuybNky6devn7Rs2VISExNl//79D/wCR9rihDCqt65du4aNGzfCbrfD6XRixowZmDJlSq1OBqqoqIDNZkNeXh4yMzPx85//vE61TJ06FQ0bNkR6enqd3l9bq1atQnZ2NtasWXPPc2+99RZERPVZ1qWlpXj22Wfxr3/9C506dVK1bd0z2FGcJSUl2Lp1KzIzM3Hu3DmMHTsWEyZMQExMjLrbyj5g+1JMm6bvU830QOMvB0Sqy8vLE5vNJs2bN5cxY8bIvn376rTD0tGjRyU8PFxsNpvH9+t++OEH6dix4wMnaKktKSlJli5des/jTqdTrFarnDp1yivX/eCDD2To0KHm29Hq4kXPJ4Q1aqTqiNHjKigokIULF0qXLl2kQ4cOMm/ePDl27Jhn/w2zs0Xi4pTPdPffS81tn7g45XV0XwxnqhcqKytl48aN0q9fP3nqqadk4cKFUlpaWqe2qqurZcmSJWK1WuWTTz5RrcavvvpKQkNDpaSkRLU2H6R///6yf//+ex7ftm2bPP/881677q1btyQqKkrVvzfDiIt79CTHh01+HD1a0/LdbrccO3ZM3nrrLWnfvr106dJFFi5cWPsvcjqY8FkfMJzJ0L777jt58803xWq1ypAhQ2THjh1SVVVV5/bOnTsngwcPlv79+8vZs2dVrFTx3nvvSWxsrFfv87ndbgkODpay+/TCBg8eLFu2bPHatUVEDhw4IGFhYY890a7eyM6u/TLBmp/AQNUnP3rC7XbLkSNHJDk5WVq3bi3R0dHywQcfPPp3QodLJY2K4UyG43K55LPPPpNhw4ZJSEiIzJ49WwoLCz1ud8+ePdK6dWt55513PAr4h3G5XDJgwABZtGiRV9oXUdZtt2nT5p7HT58+LaGhoVJZWem1a9eIj4+XefPmef06ulMPw8nlcsn+/fslISFBWrRoIf369ZNly5bJhQsX7nxhPfpyogcMZzKM8+fPy7vvvithYWESExMj69evV2XtZmVlpbzxxhvSrl07OXTokAqVPlxJSYlYrVY5evSoV9rfvXu3DB069J7H582bJ7Nnz/bKNe927tw5CQkJkfz8fJ9cT1fq8bCu0+mU3bt3S3x8vAQHB8uQIUNkzZo1cuXKFcMP6+sNw5l0ze12y4EDB2Ts2LHSrFkzSUxMlG+++Ua19k+dOiU9e/aUuLg4uXTpkmrtPsr27dulY8eODz0xqq4WLVokc+bMueMxp9MprVq1euCmJN7w4YcfyqBBg8w3OUxEs3X8vnT9+nXZtm2bxMXFSUTjxuL08zPkhDi9YjiTLl29elU++ugjiYyMlKioKPnzn/8sV69eVa19t9st69atu//aZR9JSEiQyZMnq97u+PHjZcOGDXc8tn37dhkwYIDq13qYqqoq6d69u2RmZvr0urrig3X8enBj4UKp8vf3LJw1PBJWjxjOpCtff/31j4fZjxs3Tg4dOqR6cFZUVMiECROka9eump6P63A4pHPnzrJ582ZV242KipJjx47d8dgLL7wgmzZtUvU6j+PLL7+Up556yisjBKQjBtiExWh4ZCRp7ubNm8jIyEBMTAzi4uIQHh6OgoICZGZmIjY2VtVNEbKzs9GzZ080bdoU2dnZdd5URA1BQUHYsmULXn/9dZw5c0aVNisrK1FcXIwuXbr8+Nj333+Pb775BqNHj1blGrXRv39/DB48GAsXLvT5tcmHKirUaefKFXXaqQcYzqSZoqIizJ49G+3atcPHH3+M+fPno7i4GH/4wx/QqlUrVa/ldruRkpKCUaNGISUlBStXrkRgYKCq16iL6OhovPnmm5g0aRJcLpfH7eXn56Njx4548sknf3wsPT0dr7zyCho1auRx+3WRkpKCDRs24MSJE5pcn3wgOFiddpo3V6edeoDhTD7lcrmwY8cODBkyBP3794e/vz9ycnKwZ88ejBw5Eg0aNFD9mufPn8fQoUOxe/du5OTkYMyYMapfwxOzZs1CQEAAFi1a5HFbeXl56N69+49/rqqqwtq1a5GYmOhx23VltVqxYMECzJw5EyKiWR3kRd27K+dReyIgAOjWTZ166gGGM/lEaWkpFixYgA4dOmDp0qWYNm0aSkpKsGTJEoSHh3vtullZWYiOjka/fv1w4MABhIWFee1adeXn54f169fDbrfj8OHDHrV1/PjxO8J59+7d6NSpEyIjIz0t0yOvvfYaHA4HNm/erGkd5CVTp3rehog67dQTDGfyGrfbjX379mHMmDHo1q0bysvLkZWVhS+//BITJ068Y+hVbU6nE7NmzcJrr72GzMxMLFiwAA0bNvTa9TzVtm1bpKWlYdKkSajw4P7d3T3ntLQ0TJ8+XY0SPdKgQQOsWLECc+fO9ejzkU5ZrcDw4UBd54dYLMCIETwM4zY8lYpUd/nyZWRkZGDlypUICAhAUlISJk6ciCZNmvjk+oWFhZgwYQLCwsKQnp6Oli1b+uS6akhKSsLVq1exadOmOk2Ea926NXJzc/H000/j+++/R58+ffCf//wHAQEBXqi29hITExEYGIg//elPWpdCasvJAX71K+DGjdq/NzAQOHQI6N1b9bIMS+PZ4lRPuN1uOXr0qEyZMkWaNWsmkyZNksOHD/t0/bDb7ZaMjAwJCQmRFStWGHLzi+vXr0tkZOQ965Qfx8WLF6VZs2Y/fu4//vGP8vrrr6tdokfKy8slNDT0nqVeVE/Uw+1LtcJwJo84HA5ZvXq19OzZUyIiIiQlJUXKy8t9XkdFRYXEx8dLVFSU5OXl+fz6ajp27JiEhITI6dOna/W+ffv2SWxsrIgop0O1adNGTpw44Y0SPbJq1Srp27evVFdXa10KeUM93r7Ul3jPmerk5MmTSE5ORlhYGHbv3o333nsPRUVFmDt3LkJCQnxaS3Z2NqKjo9G4cWPk5OSgm8FnfD777LN4++23ER8fj6qqqsd+3+33m/fs2YOIiAh07drVW2XWWUJCAlwuFzZs2KB1KeQNNpsyRB0Xp8zgvvuWSkCA8nhcnPI6m02bOnWO95zpsd26dQs7d+6E3W7HqVOnkJCQgMTERM1mQLvdbqSmpiI1NRUrVqzAyy+/rEkd3iAiGDFiBHr16oV33333sd4zbdo09O3bF4mJiRgxYgTGjx+PyZMne7nSusnNzcXIkSORn5+P5lzbWn+VlwMZGcDx48oGI82bK8ulpk7l5K9HYDjTI5WUlCAtLQ1r1qxBly5dkJSUhJdeegn+/v6a1XThwgVMnjwZN27cwKZNm9C+fXvNavGWixcvokePHsjMzMSAAQMe+fpevXph+fLlaNOmDaKjo/Hf//5XNxPB7icpKQkWiwXLly/XuhQi3WE403253W78/e9//3Ht7aRJkzBjxgz118uWlSnfrPPylC0Ag4OVDQ2mTXvgN+usrCz89re/xfTp0zF//nxdL5Hy1N69ezFjxgz8+9//fmgP0+VyoWnTpigrK0NKSgquXr2Kjz76yIeV1t7ly5cRFRWFPXv2oFevXlqXQ6QvGt7vJh0qKyuTJUuWSHh4uPTq1UvS09PF4XCof6HsbOX810aNlJ/7HakXF6e87v85nU6ZNWuWtGvXTg4ePKh+TTqVnJwsL7/88kNnn+fn50vHjh2lqqpK2rZta5hJcWvXrpVf/OIXnBxGdBdOCCOIyI+9406dOqGgoABbt25Fbm4uXn31VQQFBal7QbtdWQ+5axdQWan83O7mTeWxXbuU19ntKCoqQt++ffHdd9/h22+/faxh3vri/fffx6lTp7Bu3boHvqZmMtjevXvRvn17w0yKmzJlCho0aIA1a9ZoXQqRrnBY28SuXbuGjRs3wm63w+l0YsaMGZgyZQpatGjhvYva7cCcObXaqMD1xBOY5++PiJQU2Gw2VU+pMooTJ07g+eefx+HDh9G5c+d7bgccO3MGZa1bIwPAC/HxmGqgbRCPHTuGoUOH4uTJk4baMIbImxjOJpSXlwe73Y6tW7di4MCBsNlsGDhwoPdDz4MdhNyNGsHvyy9NvYPQ8uXL8dWyZVjXuTMafP658uBtow5V/v6orqpCwxdfRMO33wb69NGo0tpLTk5GZWUl0tLStC6FSBcYzibhdDqxfft22O12nDlzBtOnT0dCQgLatm3ruyJGj1aGquvyT85iUdZFfvKJ+nUZhNjtcP7P/+CJ6uqHb4pvsShrSVNTDbOG9OrVq4iKisLOnTsRExOjdTlEmmM413PFxcVYtWoV1q1bhx49esBms2HUqFG+n+FcVga0b3/v/eXaaNQIKCkx5/rIOtwOQGCgoQL6L3/5Cz788ENkZ2d75ehQIiPhhLB6qLq6Gp999hmGDx+OmJgYVFdX4/Dhw/j8888RFxenzdKjjAzP27BY1GnHaHJyah/MgPL6OXOA3Fzv1KWySZMmISgoiEPbRADq7wJRE7pw4QLS09ORlpaGtm3bIikpCTt27NDHRhR5eZ71mgFlFvfx4+rUYySLFyufvS5u3lTeb4DbATUbkgwaNAhjxoyB1WrVuiQizbDnbHAigoMHD2LcuHGIjIxESUkJPv30Uxw9ehSTJ0/WRzADygYjarhyRZ12jKKsDMjKqtt9ekB53969yjaKBtCtWze88sormDdvntalEGmK4WxQNTtAde3aFTNnzsRzzz2HM2fOIC0tDT179tS6vHsFB6vTjtn2YTbh7YB33nkHn3/+OQ4fPqx1KUSaYTgbzNdff42EhASEh4fjyJEjWLlyJU6cOIHf/e53CFYrAL2he3dlQpcnAgKUTfPNxIS3A5o2bYrU1FTMnDkTLpdL63KINMFwNoCbN28iIyMDMTExGD16NCIiIlBQUIDMzEzExsYaY1MONTbFEFGnHSMx6e2AcePGoWXLllixYoXWpRBpghPCdKywsBArV67Ehg0bEBMTg/nz52P48OHGXGZitQLDh3u2znnECPMtozLp7QCLxYJly5YhNjYWY8eORevWrbUuicin2HPWmaqqKnzyyScYPHgwnnvuOTzxxBPIycnBnj17MHLkSGMGc43f//7eg9cfV0CA8n6zMfHtgMjISLz66quYO3eu1qUQ+Rw3IdGJ0tJSrF69GqtXr0ZERARsNhvGjBmDJ598UuvS1GWCzTRUZfLNWxwOB6KiorBx40bExsZqXQ6Rz3BYW0Nutxv79++H3W7HwYMHMWHCBPztb38zzIlCdVITsHPmKBOVHvbd0IDbUKrO5LcDGjdujKVLlyIpKQnffvst/P3963QGOJHRsOesgUuXLiEjIwOrVq1CQEAAkpKSMHHiRDRp0kTr0nwnN1fZHGPvXiVAbt9kIyBACaIRI5ShbBMfdgHAowNDEBgIHDpk6L9DEcGwYcMwOTIS8SUlyrpv4M7RhJp/M8OHK/9mDHToB9H9MJx9RESQnZ0Nu92OXbt2YdSoUbDZbPjlL39pjNnW3lJervSCjh9XZhQ3b67cH506lb2g25n8dsDFhQvRZMECBFgssHC0hUyA4Xw7LwyXXb9+HZs3b4bdbkdFRQVmzJiBadOmISQkRN3aqf6rCWiz3Q4w+RcTMieGM6AMGy5erOpw2cmTJ2G327F582b0798fSUlJGDJkCPz8OEGePHDb7YBqtxsNbt366bn6eDvA5EP6ZF4MZxV7I7du3cLOnTtht9tx6tQpJCQkIDExEWFhYV4qnkyrvByHExPRMD8fMZ0719/bATwDnEzK3OGs0nDZ2bNnkZaWhrVr1yIyMhI2mw0vvfSSMrOUyEuSk5MRHh6ON954Q+tSvMPky8jI3Mw7xurhGbnVX32FvXv3YtSoUYiOjobD4cAXX3yBL774Ar/5zW8YzOR1hYWF6Ny5s9ZleI8JD/0gqmHedc4enJHrvnkT/xg4EP/7/73kzMxMBAUFqVwg0cMVFRXV73A24aEfRDXMGc4enpHrJ4IXXC4My8ricBlpwul0orS0FB06dNC6FO8x6aEfRIBZh7VVGObya9CAw2WkmeLiYoSFhdXv2ycmPfSDCDBrOHO4jAyu3g9pA6Y+9IPInOHM4TIyuMLCQnTq1EnrMryLZ4CTiZkznDlcRgZX72dqAz8d+lHX7W0NfugHmZs5w5nDZWRwphjWBngGOJmWOcOZw2VkcKYY1gaU7XJTU5XNf2qjZrMgbt1JBmXOcOZwGRmYw+HAlStX8PTTT2tdim/YbD8F9KN+Zy0WHnpB9YI5wxngcBkZ1unTp/HMM8+Y6xAVm005xCIuTrkldffvbkCA8nhcnPI6BjMZnDk3IQF+Gi6r697aHC4jjZhmSPtuvXsrh1jwDHAyAfOGM/DTt2sznpFLhmWKmdoPExoKzJ2rdRVEXmWicbEH4HAZGUxRUZE5e85EJmLunnMNDpeRgRQWFiIxMVHrMojIi8x9njORAbVs2RL5+fmwWq1al0JEXsJhbSIDuXTpElwuF0I5kkNUrzGciQykZmcwS13X6BORITCciQzE9DO1iUyC4UxkIJypTWQODGciA2HPmcgcGM5EBmKa06iITI5LqYgMQkTQpEkTlJaWIlitM8mJSJfYcyYyiPPnzyMoKIjBTGQCDGcig+CQNpF5MJyJDMK0p1ERmRDDmcggOFObyDwYzkQGwWFtIvNgOBMZBIe1icyDS6mIDKC6uhqNGzfG5cuXEXD3meNEVO+w50xkACUlJbBarQxmIpNgOBMZAIe0icyF4UxkAJypTWQuDGciA+BMbSJzYTgTGQCHtYnMheFMZAAc1iYyFy6lItI5p9OJ4OBgXLt2Df7+/lqXQ0Q+wJ4zkc4VFxcjLCyMwUxkIgxnIp3jkDaR+TCciXSuqKiIk8GITIbhTKRz7DkTmQ/DmUjnGM5E5sNwJtI5DmsTmQ+XUhHpmMPhgNVqhcPhgJ8fv0sTmQV/24l0rKioCM888wyDmchk+BtPpGMc0iYyJ4YzkY5xMhiROTGciXSM4UxkTgxnIh3jsDaROTGciXSMPWcic2I4E+nUpUuXUF1djdDQUK1LISIfYzgT6VTNkLbFYtG6FCLyMYYzkU5xSJvIvBjORDpVVFTEcCYyKYYzkU4VFhZypjaRSTGciXSKw9pE5sWDL4h0SETQpEkTlJaWIjg4WOtyiMjH2HMm0qHz588jKCiIwUxkUgxnIh3ikDaRuTGciXSIM7WJzI3hTKRDnKlNZG4MZyId4rA2kbkxnIl0iMPaRObGpVREOlNdXY2goCBcuXIFAQEBWpdDRBpgz5lIZ86ePYtWrVoxmIlMjOFMpDM1p1ERkXkxnIl0hpPBiIjhTKQzDGciYjgT6QyHtYmI4UykM+w5ExGXUhHpiNPpRHBwMK5duwZ/f3+tyyEijbDnTKQjxcXFCAsLYzATmRzDmUhHOKRNRADDmUhXGM5EBDCciXSFM7WJCGA4E+kKe85EBDCciXSFp1EREcClVES64XA4YLVa4XA44OfH781EZtZQ6wKITK2sDMjIAPLyUF1Sgm1PPAG/1FRg2jQgNFTr6ohII+w5E2khJwdYvBjIylL+XFn503MBAYAIMHw48PvfA336aFMjEWmG4Uzka3Y7MGcOcPOmEsIPYrEoQZ2aCthsvquPiDTHYW0iX6oJ5hs3Hv1aEeV1c+Yof2ZAE5kGe85EvpKTA/zqV48XzHcLDAQOHQJ691a9LCLSH04JJfKVxYuVoey6uHlTeT8RmQJ7zkS+UFYGtG9/58Sv2mrUCCgp4SxuIhNgz5nIFzIyPG/DYlGnHSLSPYYzkS/k5XnWawaUoe3jx9Wph4h0jeFM5AsVFeq0c+WKOu0Qka4xnIl8IThYnXaaN1enHSLSNYYzkS90765M6PJEQADQrZs69RCRrnG2NpEvcLY2EdUCe85EvmC1KntlWyx1e7/FAowYwWAmMgn2nIl8hTuEEdFjYs+ZyFf69FEOsQgMrN37AgOV9zGYiUyDB18Q+VLN4RU8lYqIHoLD2kRayM1V9sreu1cJ4dv33K45z3nECOU8Z/aYiUyH4UykpfJyZUvO48eVDUaaN1eWS02dyslfRCbGcCYiItIZTggjIiLSGYYzERGRzjCciYiIdIbhTEREpDMMZyIiIp1hOBMREekMw5mIiEhnGM5EREQ6w3AmIiLSGYYzERGRzjCciYiIdIbhTEREpDMMZyIiIp1hOBMREekMw5mIiEhnGM5EREQ6w3AmIiLSGYYzERGRzjCciYiIdIbhTEREpDMMZyIiIp1hOBMREekMw5mIiEhnGM5EREQ6w3AmIiLSGYYzERGRzjCciYiIdIbhTEREpDMMZyIiIp1hOBMREekMw5mIiEhn/g/JQniup16EBQAAAABJRU5ErkJggg==\n", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "nx.draw(nx.subgraph(G_book1, d[3]))" ] }, { "cell_type": "code", - "execution_count": 36, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "nx.draw(nx.subgraph(G_book1, d[1]))" ] }, { "cell_type": "code", - "execution_count": 37, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "0.03933068828704502" - ] - }, - "execution_count": 37, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "nx.density(G_book1)" ] }, { "cell_type": "code", - "execution_count": 38, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "0.19927536231884058" - ] - }, - "execution_count": 38, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "nx.density(nx.subgraph(G_book1, d[4]))" ] }, { "cell_type": "code", - "execution_count": 39, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "5.066663488431223" - ] - }, - "execution_count": 39, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "nx.density(nx.subgraph(G_book1, d[4]))/nx.density(G_book1)" ] @@ -1366,7 +615,7 @@ }, { "cell_type": "code", - "execution_count": 40, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -1383,27 +632,9 @@ }, { "cell_type": "code", - "execution_count": 41, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "{0: 'Tyrion-Lannister',\n", - " 1: 'Daenerys-Targaryen',\n", - " 2: 'Eddard-Stark',\n", - " 3: 'Jon-Snow',\n", - " 4: 'Sansa-Stark',\n", - " 5: 'Catelyn-Stark',\n", - " 6: 'Waymar-Royce',\n", - " 7: 'Danwell-Frey'}" - ] - }, - "execution_count": 41, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "max_d" ] @@ -1417,7 +648,7 @@ }, { "cell_type": "code", - "execution_count": 42, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -1426,27 +657,16 @@ }, { "cell_type": "code", - "execution_count": 45, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "nx.draw(G_random)" ] }, { "cell_type": "code", - "execution_count": 48, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -1455,40 +675,18 @@ }, { "cell_type": "code", - "execution_count": 49, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "nx.draw(G_ba)" ] }, { "cell_type": "code", - "execution_count": 50, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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rlOhJkPnGkulJSY9L+rXKPqck7S77/EuVD3GNM29Zdrmk7W37G+oY18j7JrX+kfm+pO9I2lPZ9nfLz7FfrUsYJ8P4zplX0rsl/bDtGF5Rlv2TpKdK5r+RdNaIj+FOmX+55Hqy3N9a2eeycvzsL8fTGePOW5ZNqnXydErbPoc2xjXy/qOko5U/983jOIb5pCgAJMEnRQEgCQodAJKg0AEgCQodAJKg0AEgCQodAJKg0AEgCQodAJL4fxL2j3T7dJAUAAAAAElFTkSuQmCC\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "# Plot a histogram of degree centrality\n", "plt.hist(list(nx.degree_centrality(G_random).values()))\n", @@ -1497,20 +695,9 @@ }, { "cell_type": "code", - "execution_count": 51, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "plt.hist(list(nx.degree_centrality(G_ba).values()))\n", "plt.show()" @@ -1518,7 +705,7 @@ }, { "cell_type": "code", - "execution_count": 52, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -1528,20 +715,9 @@ }, { "cell_type": "code", - "execution_count": 53, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "d = {}\n", "for i, j in dict(nx.degree(G_random)).items():\n", @@ -1557,20 +733,9 @@ }, { "cell_type": "code", - "execution_count": 54, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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" - ], - "text/plain": [ - " Unnamed: 0 YEAR ORIGIN DEST \\\n", - "0 0 1990 ABE ACY \n", - "1 1 1990 ABE ATL \n", - "2 2 1990 ABE AVL \n", - "3 3 1990 ABE AVP \n", - "4 4 1990 ABE BHM \n", - "\n", - " UNIQUE_CARRIER_NAME PASSENGERS \n", - "0 {'US Airways Inc.'} 73.0 \n", - "1 {'Eastern Air Lines Inc.'} 73172.0 \n", - "2 {'Westair Airlines Inc.'} 0.0 \n", - "3 {'Westair Airlines Inc.', 'US Airways Inc.', '... 8397.0 \n", - "4 {'Eastern Air Lines Inc.'} 59.0 " - ] - }, - "execution_count": 2, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "pass_air_data.head()" ] }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -151,42 +64,18 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "{'PASSENGERS': 409943.0,\n", - " 'UNIQUE_CARRIER_NAME': \"{'Frontier Airlines Inc.', 'SkyWest Airlines Inc.', 'Republic Airlines', 'ExpressJet Airlines Inc.', 'American Airlines Inc.', 'Swift Air, LLC', 'GoJet Airlines LLC d/b/a United Express', 'Trans States Airlines', 'Envoy Air', 'Spirit Air Lines', 'United Air Lines Inc.', 'Shuttle America Corp.'}\",\n", - " 'YEAR': 2015}" - ] - }, - "execution_count": 4, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "passenger_graph['CLE']['ORD'][25]" ] }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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VnPQ4XrxpOvd/dSL7q+q58pGP+MWbm6mp1+VklXKCBg0fa2xp5d3Nh7ho7ICgG2vRW0SEeZMyWPrj87j+zGyeX7WH2X9czqvrSgm2CTeV8ncaNHxsxfYjHG1o4fIJA50uSsBL6BPJL68cy8JbziEzMZYf/7OArz6xioM1OhWJUr1Fg4aPvbXpAP1jIzlneIrTRQka4zISeO0/zuL3V51Owb5qHl5W7HSRlAoZGjR8qL6plSVbD3PJuIFEhutftTeFhQnzpw5hRk4qy4vKtZpKqV6iP8l8KK+ojONNrVyhVVM+c/6oVPZX1+v0I0r1Eo+DhoiEi8gGEXnb7r8gIkUisllEnhaRSJs+U0RqRGSj/fzC7Rpz7DnFInKnW/pQEVlt018SkSibHm33i+3xbG89eG94q+AAqXHRTBsaHDPU+qOZI13zcuUVljtcEqVCQ0/eNG4FtrntvwCMAk4H+gA3uh1bYYyZaD+/BlfQAR4BLgHGANeKyBib/17gPmPMcKAKWGDTFwBVNv0+my8g1DY0s6ywjMtOH0i4DkjzmYz+fRiR3o/l28ucLopSIcGjoCEimcBlwF/a04wxi4wFrAEyu7nMVKDYGLPLGNMEvAjMFddydLOAV2y+54B5dnuu3cceny0Bsnzd+9sO09jSplVTvWDmyDTW7K6krrHF6aIoFfQ8fdO4H7gd+MLkSLZa6pvAu27JZ4pIgYi8IyJjbVoGsM8tT6lNSwaqjTEtHdI/d449XmPz+723Cg6S0b8PkwYnOl2UoDdzZCrNrYaPde1xpXyu26AhIpcDZcaYdV1keRT40Bizwu6vB7KMMROAh4A3vFLSE5fxJhHJF5H88nLn67arjzexYkc5l48fqHMl9YLcrCT6RoWTV+T8d69UsPPkTeNs4EoRKcFVpTRLRJ4HEJG7gVTgtvbMxpijxpg6u70IiBSRFGA/MNjtupk2rQLoLyIRHdJxP8ceT7D5P8cY84QxJtcYk5ua6vxUHYu3HKK51XQ715TyjqiIMM7JSeGDojLtequUj3UbNIwxdxljMo0x2cB8YJkx5hsiciNwMXCtMeazaisRGdDe7iAiU+09KoC1QI7tKRVlr7XQtonkAVfbS1wPvGm3F9p97PFlJgB+KrxVcJDs5FjGDop3uighY+bINA7UNLD9sHa9VcqXTmWcxuNAOvBJh661VwObRaQAeBCYb9vLW4BbgMW4emG9bIzZYs+5A7hNRIpxtVk8ZdOfApJt+m3AZ910/VV5bSMf7zzCFRMGESBt9kFh5kjXG2ZekfaiUsqXejQ1ujFmObDcbnd6rjHmYeDhLo4tAhZ1kr4LV++qjukNwFd6UkanvbP5IG0GrZrqZQMT+jBqQBzLi8r43nmnOV0cpYKWjgj3srcLDjIyPY4R6XFOFyXkzByZRn5JFbUNOm26Ur6iQcOLDtbUs6akUsdmOOT8kam0tBlWatdbpXxGg4YX/WvTQQAuH69VU044IyuRuOgInVJEKR/SoOFFbxUc4PSMBLJT+jpdlJAUGR7GjBEpLN+uXW+V8hUNGl6yp+IYBaU1WjXlsJkj0jh8tJFtB2udLopSQUmDhpe8baumLtOqKUedZ7ve6gSGSvmGBg0veavgALlZiWT07+N0UUJaenwMYwbGs1zbNZTyCQ0aXrDjcC2Fh2q5fLxWTfmD80elsm5vFTX12vVWKW/ToOEFb206SJjApRo0/MLMkWm0thk+2qFdb5XyNg0ap8gYw9sFB5g+LJm0uBini6OASYP7Ex8TwXKdUkQpr9OgcYq2HjzKriPHdNoQPxIRHsaMEaks315OW5t2vVXB71hjCz/9ZwGlVcd9fi8NGqforYKDRIQJc8YOcLooys35I9Mor21k68GjThdFKZ/7v8VFvLK+lIM1DT6/lwaNU2CM4a2CA5yTk0Ji3yini6PcnDfCdr3VKioV5PJLKnnukxKum57FlOwkn99Pg8Yp2LCvmv3V9VyhYzP8TmpcNKdnJOhqfiqoNTS3cvurmxiU0Ifb54zqlXtq0DgFbxUcICoijAvHpjtdFNWJ80emsmFvFdXHm5wuilI+8cDSHewqP8bvv3w6faN7tNLFSdOgcZJa2wz/2nSQ80emEh8T6XRxVCfOG5lGm4EPteutCkKfltbwxIe7uCY3kxk5vbfMtQaNk7R6dwVltY3aa8qPTRzcn/6xkdquoYJOU0sbP32lgOS+UfzssjG9em8NGiehpbWN3y0qJKVfNLNGpTldHNWF8DDh3JxUPijSrrcquDz+wU4KD9Vyz5dOJ6FP79Z0eBw0RCRcRDaIyNt2f6iIrBaRYhF5SUSibHq03S+2x7PdrnGXTS8SkYvd0ufYtGIRudMtvdN7OO2ZlSV8ur+GX105ltio3qlHVCfn/FGpVBxrYvOBGqeLopRXbD9cy0PLdnDFhEFcOKb321N78qZxK7DNbf9e4D5jzHCgClhg0xcAVTb9PpsPERkDzAfGAnOAR20gCgceAS4BxgDX2rwnuodj9lYc549LirhgdDqXnq5jM/zduTmpiKALM6mg0Npm+Okrm4iLieSXV/RutVQ7j4KGiGQClwF/sfsCzAJesVmeA+bZ7bl2H3t8ts0/F3jRGNNojNkNFANT7afYGLPLGNMEvAjM7eYejjDG8F+vf0pEWBi/mTcWVxGVP0vuF834zP46VboKCk9/tJuCfdXcfcUYkvtFO1IGT9807gduB9rsfjJQbYxpsfulQIbdzgD2AdjjNTb/Z+kdzukq/UT3cMRr6/fzUfER7rhkFAMTdAr0QDFzRCob91VTeUy73qrAVXLkGH94z1XLcaWDHXC6DRoicjlQZoxZ1wvlOSkicpOI5ItIfnm5b6ohjtQ18pt/bSU3K5GvTx3ik3so3zh/VBrGwIodWkWlAlNbm+GOVzcRFRHGPV8a52gthydvGmcDV4pICa6qo1nAA0B/EWlvBc4E9tvt/cBgAHs8AahwT+9wTlfpFSe4x+cYY54wxuQaY3JTU33TX/nXb23leGMrv//y6YSFabVUIBmfkUBS3yjyCkOviqq2oZn/fbeQD7ZrwAxkL6zZy+rdlfz8stGkxzs7m3a3QcMYc5cxJtMYk42rIXuZMebrQB5wtc12PfCm3V5o97HHlxljjE2fb3tXDQVygDXAWiDH9pSKsvdYaM/p6h69alnhYRYWHOCWWcMZnhbnRBHUKQgLE84bkcqHO47QGkJdb1ftqmDO/St4dPlObnhmDY8t34nrv5UKJPur6/n9om2cMzyFa3IHd3+Cj53KOI07gNtEpBhX+8NTNv0pINmm3wbcCWCM2QK8DGwF3gVuNsa02jaLW4DFuHpnvWzznugevaausYWfv76ZEen9+N55p/X27ZWXzByZSuWxJjaVVjtdFJ9raG7lt29v5donVxEZLvz9xmlcdvpA7n23kFtf3Eh9U6vTRVQeMsbwX699igF+d9XpftH5pkeDDIwxy4HldnsXrp5PHfM0AF/p4vx7gHs6SV8ELOokvdN79KY/LC7i4NEGXvnaWURF6FjIQHVuTiphAsuLypk0JNHp4vjMp6U13PbyRnaU1fHN6VncdekoYqMiOPO0ZEYPjOcP7xWx+8gxnrhusnbmCACvrt/PB9vL+eUVYxicFOt0cQAdEX5C6/ZU8dwnJVx/ZjaTs4L3B00oSOwbxcTB/YN2SpGW1jYeXLqDLz26kqMNzTz37an8Zt64zwafigg3nz+cJ7+Zy+4jx7jioZWs21PpcKnViZTVNvCbt12db647M9vp4nxGg0YXmlrauPPVTQyMj+EnF490ujjKC2aOTKOgtIYjdY1OF8WrdpbX8eXHP+FPS7Zz2fiBvPej8z5bT6SjC8ak8/r3z6JfdDjzn1jFy2v3dZpPOe8Xb2yhvrmVe68e71edbzRodOGx5TvZUVbHb780jn69NOWw8q3zR7rmCfswSHoStbUZnl25m8seXMGeimM8/LVJPDB/EgmxJ56LKCc9jjduPpvpw5K5/dVN/HLhFlpa2054jupdi7cc4t0th/jPC0ZwWmo/p4vzORo0OlFcVssjecVcOWEQs0bpWhnBYuygeFL6RQdF99MD1fVc9/QafvnWVqYPS2bxj87l8h4sBtY/NopnbpjCgnOG8uzHJVz39BqqdPCjX2hubeN3i7YxIr0f35kx1OnifIEGjQ7a2gx3vvopsdHh/MKhuV2Ub4SFCdOGJrF2d2DX5b+5cT8X3/8h6/dW8T9fOp1nbphyUn33I8LD+O/Lx/B/V48nv6SKuY+spOhQrQ9KrHri76v3UlJxnLsuGU1EuP/9iPa/EjnshTV7yd9TxX9fNoYUh+Z2Ub6Tm53IgZoGDlTXO12Uk7L9cC23vriREelxvHPrDL42bcgpd8P8Su5gXvzudOqbW7nq0ZW8t+WQl0qreupoQzMPLN3BmcOSmTmy9xZW6gkNGm4O1tRz7zuFzMhJ4aozHJ3mSvlIblYSAPl7qhwuycl5f9thAB79+hlkJff12nXPGJLIW7ecw/C0ftz0t3U8vGyHDgR0wOPLd1J5rIn/unS0X4zJ6IwGDcsYw3+/sZmWtjbumecfg2iU940eGEdsVDj5JYFZRZVXWMbYQfE+mUpiQEIML333TOZNHMQf3tvOT1/ZRFOLNpD3lgPV9Tz10W7mTRzE6ZkJThenSxo0rEWfHuL9bWX8+MKRDEn2j0E0yvsiwsOYNKQ/+SWB96ZRc7yZdXuqPusF5gsxkeHc99WJ/OiCHF5ZV8r1T6+h5nizz+6n/u1PS7ZjDH7fxV+DhrX9cC0TMhP41tnZThdF+VhuVhKFh45S2xBYPww/3FFOm3HN2utLIsKPLhjBfV+dQP6eSq56bCV7K4779J6hbuuBo7y6vpQbzs4mM9G/f2nVoGH954UjePl7Z/plbwXlXbnZibQZ2LA3sOahyissIzE2komD+/fK/b40KZPnF0yj4lgT8x7VEeS+9Lt3thEfE8nNM4c7XZRu6U9IN9ER4U4XQfWCSUMSCRMCql2jrc2wfHs5541IJbwXRwdPG5bMa/9xFvExEVz75GreKjjQa/cOFR9uL2fFjiP8YNbwbgdm+gMNGirk9IuOYPTA+IDqQVVQ6lp50NdVU50ZltqP175/NhMyE/jBPzbwSF6x9qzyktY2w/8s2sbgpD5888wsp4vjEQ0aKiRNyU5i475qmgNk+oy8onLCxDVbrxOS+kbx/I3TmDtxEP+3uIjbtWeVV7y+YT+Fh2q5/eJRAVPToUFDhaTJWYkcb2pl28GjThfFI8uLypg0JJHEvlGOlSE6Ipz7vzqRW2fn8M91pdzwzBpq6gOrM4E/aWhu5Y/vFTEhM4HLxw90ujge06ChQlJutmuq+0DoeltW28Cm0hrO94MRwiLCf144gj9+ZQJrSyr58mMfs69Se1adjKc+2s3Bmga/HsjXGQ0aKiQNTOhDRv8+5AdAj6APilwTLDrRntGVL0/O5G8LplFe28i8R1ayfq//B19/UlHXyGPLd3LB6HSmDUt2ujg9okFDhazc7ETyS6r8vlE3r6iM9PhoxgyMd7oonzN9WDKvff8s+kZH8N2/rQup9ddP1YNLd1Df3Mqdl4xyuig91m3QEJEYEVkjIgUiskVEfmXTV4jIRvs5ICJv2PSZIlLjduwXbteaIyJFIlIsIne6pQ8VkdU2/SURibLp0Xa/2B7P9vZfgApdudlJlNU2sq/SfycvbG5tY8X2I5w/Ms0vqzBOS+3Hjy8aQXltIwUhsP66N+w+cowXVu/lq1MGMzzNv9bK8IQnbxqNwCxjzARgIjBHRKYbY2YYYyYaYyYCnwCvuZ2zov2YMebXACISDjwCXAKMAa4Vkfa5x+8F7jPGDAeqgAU2fQFQZdPvs/mU8opcu4SvP1dRrdtTRW1jCzN9OHXIqZo5Io3wMGGpnUxRndj/vltIVEQYP7ogx+minJRug4ZxqbO7kfbz2XuoiMQDs4A3urnUVKDYGLPLGNMEvAjMFdevT7OAV2y+54B5dnuu3cceny3++OuWCkgj0uOIi4nw6/EaeYVlRIYL5+SkOF2ULiXERpKblcjSbcG5/ro3rdtTyTubD/Hdc08jLc77k072Bo/aNEQkXEQ2AmXAEmPMarfD84ClxhgVw5CFAAAahElEQVT3votn2uqsd0RkrE3LANwXJC61aclAtTGmpUP6586xx2ts/o7lu0lE8kUkv7w88FdlU70jPEw4Y0iiX48MzysqY+rQJL9fcnj26DQKD9VSWqU9qbpijOGef20jLS6a75zrfyvyecqjoGGMabXVUJnAVBEZ53b4WuAfbvvrgSxbnfUQ3b+BnDJjzBPGmFxjTG5qqvPdElXgmJKdyPbDdX45k2tp1XG2H67z6ay23jJ7tGtZ5LxCfdvoyrubD7F+bzW3XTiC2Cj//iXgRHrUe8oYUw3kAXMARCQFV7XTv9zyHG2vzjLGLAIibb79wGC3y2XatAqgv4hEdEjH/Rx7PMHmV8orJttFmdbt9b+3jTw/7GrblWEpfclOjuV9raLqVHNrG/e+W0hOWj+unpzpdHFOiSe9p1JFpL/d7gNcCBTaw1cDbxtjGtzyD2hvdxCRqfYeFcBaIMf2lIoC5gMLjau/Y569FsD1wJt2e6Hdb7/XMuPv/SNVQJk4uD8RYeKXg/yWF5YxJCmWYSneW6HPV0SE2aPT+WRnBccaW7o/IcR8tu73paMCfiZtT0o/EMgTkU24fvAvMca8bY/N5/NVU+D64b5ZRAqAB4H5tjG9BbgFWAxsA142xmyx59wB3CYixbjaLJ6y6U8ByTb9NuBOlPKiPlHhjM1I8LvG8IbmVlbuPML5I1P9sqttZ2aPTqOptY2Pio84XRS/crShmfvf386Zw5IDoqqxO91WrBljNgGTujg2s5O0h4GHu8i/CFjUSfouXNVcHdMbgK90V0alTkVuViLPr9pDU0sbURH+8Vvgql0VNDS3BUTVVLsp2UnExUSwdNthLh47wOni+I1H83ZSdbyZn10WWNOFdMU//oco5aAp2Yk0trSx+UCN00X5zPKicmIiw5geQFNMRIaHcd6IVJYVltOmo8MBV2eGp1fu5qpJGYzL8N91v3tCg4YKee2N4f7S9dYYw7LCMs4+LYWYyMCYLrvd7NFpHKlrZNN+/wnATvrje9sR4Md+vu53T2jQUCEvNS6a7ORYv2kM33XkGHsrjzMzgKqm2s0ckUaYwDIdHc6npTW8vmE/C84ZSkb/Pk4Xx2s0aCiF621j3R7/mLywfayDP0yF3lOJfaOYnJUY8l1vjTHcs2gryX2j+I+ZpzldHK/SoKEUrnaNimNN7D5yzOmikFdUxoj0fmQmxjpdlJMye3Q6Ww8e5WCN/04E6WtLt5WxalclP7ogh7gY/1/3uyc0aCiF26JMDne9rWtsYc3uyoDumjnbVquF6lxUza1t/M872xiW2pf5U4c4XRyv06ChFK4pvhNjIx1vDP9oxxGaW01AdbXtaHhaP4YkxbIsRKcUeXHtPnaVH+OuS0YTGeAD+ToTfE+k1EkQESZnJTr+prG8qIy4mAgm22nbA5GIMGtUGiuLj1Df1Op0cXpVbUMz9y/ZzrShSVwwOnAD/4lo0FDKmpyVxK7yY1TUNTpyf2MMeUVlnJuTGvC/oV4wOp3GljZWhtjo8Mc/2EnFsaagGcjXmcD+l6mUF02x7RrrHHrb2HrwKIePNjIzAHtNddQ+nfvSwtDpenugup6/rNjNvImDGJ/Z3+ni+IwGDaWscRkJRIWHOVZFtdzOanteEASNqIgwzh2RwtJtZX7Rjbk3/OG9IgzwkyAayNcZDRpKWTGR4YzPTHCsMXxZYRnjMxMCdkW3jmaNSqestpHN+492nznAbd7vGsj37bOHBmxXaU9p0FDKzeTsRD7dX0NDc+824FYda2LD3iq/Xgu8p1wz9BL0VVTtK/L17xPJ988ProF8ndGgoZSbKVlJNLcaNpX27txJH+4op83ArADuattRcr9ozhgS/GuH5xWV8cmuCn50wQjig2wgX2c0aCjlpr2ra/6e3q2iyissI7lvFOODZCbUdrNGpfHp/hoOH23oPnMAamlt438WFTI0pS9fmxZ8A/k6o0FDKTeJfaMYntavVycvbG0zfLC9nPNGpBIWFlzdNC+wa4cH60C/l/L3UVxWx52XjAr4btKeCo2nVKoHcrMSWbenqtfWhNi4r5qq480BPQq8KyPS+5HRvw9Lg3DW27rGFu5bsp0p2YlcNCbd6eL0Gg0aSnUwOSuRmvpmisvreuV+y4vKCA8Tzs0J/K62HYkIF4xO46PiI73eucDX/vzBTo7UNfFflwbvQL7OdBs0RCRGRNaISIGIbBGRX9n0Z0Vkt4hstJ+JNl1E5EERKRaRTSJyhtu1rheRHfZzvVv6ZBH51J7zoNhvQESSRGSJzb9ERAJ3bgUVMKZkty/K1DtVVMsKy5g8JJGE2OBsRJ01Op2G5jY+3hk8o8MP1tTz5IpdXDFhEJOGhNaPJU/eNBqBWcaYCcBEYI6ITLfHfmqMmWg/G23aJUCO/dwEPAauAADcDUzDtR743W5B4DHgO27nzbHpdwJLjTE5wFK7r5RPZSXHktIvyueN4a1thnV7Ktly4CgzRwXfW0a76cOSiI0KD6peVA8u3UFbG9we5AP5OhPRXQbjGs7Z/p4eaT8nquydC/zVnrdKRPqLyEBgJrDEGFMJICJLcAWg5UC8MWaVTf8rMA94x15rpr3uc8By4A7PH0+pnhMRcrOSvP6m0dDcyqbSGtaWVLK2pJJ1e6qobWghJjKMi8cO8Oq9/El0RDgzclJYVugaHR7oVTnGGJZsLWPOuAEMTgrugXyd6TZoAIhIOLAOGA48YoxZLSL/AdwjIr/AvgUYYxqBDGCf2+mlNu1E6aWdpAOkG2MO2u1DQKetTSJyE663GoYMCY1ub8q3crMTeXfLIcqONpAWf3IjtGvqm1m3p5K1JVWs3V3JptIamlrbAMhJ68fl4wcxdWgi04clMzAheJYD7czs0eks3nKYrQePMnZQYHcrLqk4zpG6RqYNS3K6KI7wKGgYY1qBiSLSH3hdRMYBd+H6QR4FPIHrDeDXviqoMcaISKdvOMaYJ2wZyM3NDY2JbpRP5ba3a+yp4tLTB3p83ro9VbyxYT9rSyopOlyLMRARJozLSOCGs7OZkp3E5KxEkvpG+arofun8kWmu0eHbygI+aKzd7aq2nJqtQaNbxphqEckD5hhj/mCTG0XkGeAndn8/MNjttEybtp9/VzW1py+36Zmd5Ac4LCIDjTEHbRVX8FSKKr82dlA8MZFh5Jd0HzSMMawsruDhvB2s2lVJbFQ4k7MSuWTcQKYMTWTS4ET6RIX3Usn9U2pcNBMy+7O0sIwfzs5xujinZPXuShJjIxme1s/pojii26AhIqlAsw0YfYALgXvdfpgLrjaIzfaUhcAtIvIirkbvGptvMfA/bo3fFwF3GWMqReSobVxfDVwHPOR2reuB39s/3/TGQyvVncjwMCYO7n/CxvC2NsP72w7zyPKdFOyrJi0ump9fNpprpw6hb3SPfh8LCbNHpfHHJdspq20I6EkZ15ZUkpudFPBtMyfLk3/ZA4HnbLtGGPCyMeZtEVlmA4oAG4Hv2fyLgEuBYuA48C0AGxx+A6y1+X7d3igOfB94FuiDqwH8HZv+e+BlEVkA7AGuOdkHVaqncrOSeOyDnRxvaiE26t//VVrbDG9vOsCjeTspOlxLZmIffjtvHFdPziQmMrTfKE5k9uh0/rhkO8sLy7lmyuDuT/BDh482sLfyONedmeV0URzjSe+pTcCkTtJndZHfADd3cexp4OlO0vOBcZ2kVwCzuyujUr6Qm51Ia55h475qzjothaaWNl5bX8rjH+ykpOI4w9P68adrJnDFhEEhM4XEqRg9MI5BCTG8v+1wwAaNNbY9Y0qItmdAD9s0lAolZ2QlIgIf7ThC0aFanvhwFwdrGhiXEc/j3ziDi8YMCLq5onxJRJg1Oo3X1u+nobk1IN/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391739171990LAXHNL{'Heavylift Cargo Airlines Lt', 'Hawaiian Airl...1827164.0
4459784459782015LAXSFO{'Hawaiian Airlines Inc.', 'Delta Air Lines In...1869066.0
\n", - "
" - ], - "text/plain": [ - " Unnamed: 0 YEAR ORIGIN DEST \\\n", - "3917 3917 1990 LAX HNL \n", - "445978 445978 2015 LAX SFO \n", - "\n", - " UNIQUE_CARRIER_NAME PASSENGERS \n", - "3917 {'Heavylift Cargo Airlines Lt', 'Hawaiian Airl... 1827164.0 \n", - "445978 {'Hawaiian Airlines Inc.', 'Delta Air Lines In... 1869066.0 " - ] - }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "pass_air_data[temp][pass_air_data.YEAR.isin([1990, 2015])]" ] }, { "cell_type": "code", - "execution_count": 8, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 8, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "pass_air_data[(pass_air_data['ORIGIN'] == 'LAX') & (pass_air_data['DEST'] == 'HNL')].plot('YEAR', 'PASSENGERS')" ] }, { "cell_type": "code", - "execution_count": 9, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 9, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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1321EGYCCLFCOLTISHALLCOLTISHALLENGLAND524517N12126E2152.7551.357
3380KABIABIABILENE RGNLABILENEUSA322440N994054W54632.411-99.682
3381KABQABQNaNALBUQUERQUEUSA000U000U00.0000.000
3382KACKACKNANTUCKET MEMNANTUCKETUSA411510N70336W1541.253-70.060
3383KACTACTWACO RGNLWACOUSA313640N971349W15831.611-97.230
3384KACYACYATLANTIC CITY INTERNATIONALATLANTIC CITYUSA392727N743437W2339.458-74.577
3386KADWADWANDREWS AFBCAMP SPRINGSUSA384838N76521W8638.811-76.867
3387KAEXAEXALEXANDRIA INTERNATIONALALEXANDRIAUSA311938N923254W2831.327-92.548
3389KAGSAGSAUGUSTA RGNL AT BUSH FLDBUSH FIELDUSA332211N815752W4433.370-81.964
3391KALBALBALBANY INTERNATIONALALBANYUSA424453N734810W8742.748-73.803
3394KAMAAMAAMARILLO INTERNATIONALAMARILLOUSA35139N1014221W110035.219-101.706
3395KANBANBANNISTON METROPOLITANANNISTONUSA333517N855129W18733.588-85.858
3397KAOOAOOALTOONA BLAIR COALTOONAUSA401747N781912W45940.296-78.320
3399KARAARAACADIANA REGIONALLOUISIANAUSA30215N91532W830.038-91.884
3400KARTARTWATERTOWN INTERNATIONALWATERTOWNUSA435930N76118W10043.992-76.022
3401KATLATLTHE WILLIAM B HARTSFIELD ATLANTA INTERNATIONALATLANTAUSA333825N842537W31333.640-84.427
3402KAUGAUGAUGUSTA STATEAUGUSTAUSA441914N694750W10844.321-69.797
3403KAUSAUSAUSTIN BERGSTROM INTERNATIONALAUSTINUSA301140N974011W16630.194-97.670
3406KBADBADBARKSDALE AFBSHREVEPORTUSA32306N933945W5132.502-93.663
3407KBCTBCTBOCA RATONBOCA RATONUSA262242N80627W426.378-80.107
3409KBDLBDLBRADLEY INTERNATIONALWINDSOR LOCKSUSA415620N724059W5341.939-72.683
3410KBDRBDRIGOR I SIKORSKY MEMSTRATFORDUSA41948N73734W341.163-73.126
3411KBEDBEDLAURENCE G HANSCOM FLDBEDFORDUSA422811N711720W4142.470-71.289
3412KBFIBFIBOEING FLD KING CO INTERNATIONALSEATTLEUSA473147N122187W647.530-122.302
3413KBFLBFLMEADOWS FLDBAKERSFIELDUSA35260N119324W15535.433-119.057
3414KBFMBFMMOBILE DOWNTOWNMOBILEUSA303735N8844W830.626-88.068
3415KBGRBGRBANGOR INTERNATIONALBANGORUSA444826N684941W5944.807-68.828
3417KBHMBHMBIRMINGHAM INTERNATIONALBIRMINGHAMUSA333346N864512W19733.563-86.753
3418KBIFBIFBIGGS AAFEL PASOUSA315058N1062248W120331.849-106.380
3421KBLIBLIBELLINGHAM INTERNATIONALBELLINGHAMUSA484733N1223215W5248.792-122.537
...................................................
6624PAUNUNKUNALAKLEETUNALAKLEETUSA635318N1604756W763.888-160.799
6625PAVDVDZVALDEZ PIONEER FIELDVALDEZUSA6182N1461454W3761.134-146.248
6627PAWTAINWAINWRIGHT ASFORT WAINWRIGHTUSA703648N1595137W1170.613-159.860
6629PAYAYAKYAKUTATYAKUTATUSA593011N1393936W1259.503-139.660
6633PFYUFYUFORT YUKONFORT YUKONUSA663417N145151W13266.571-145.250
6638PGROROPROTA INTERNATIONALROTAMARIANA ISLANDS141028N1451436E18614.174145.243
6639PGSNSPNSAIPAN INTERNATIONALSAIPANMARIANA ISLANDS15710N1454345E6615.119145.729
6641PGUAUAMANDERSEN AFBANDERSENMARIANA ISLANDS13352N1445548E19213.584144.930
6642PGUMGUMGUAM INTERNATIONALAGANAMARIANA ISLANDS13292N1444749E9113.484144.797
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6652PHJHJHMKAPALUALAHANIA-KAPALUAUSA205746N1564027W7920.963-156.674
6655PHKOKOAKONA INTERNATIONAL AT KEAHOLEKONAUSA194419N156244W1519.739-156.046
6658PHLILIHLIHUELIHUEUSA215834N1592019W4721.976-159.339
6659PHMKMKKMOLOKAIMOLOKAIUSA21910N157546W13921.153-157.096
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6665PHNGNGFKANEOHE BAY MCAFKANEOHE BAYUSA212657N157464W621.449-157.768
6666PHNLHNLHONOLULU INTERNATIONALHONOLULUUSA211857N1575536W421.316-157.927
6667PHNYLNYLANAILANAIUSA20478N156575W39920.786-156.951
6668PHOGOGGKAHULUIKAHULUIUSA205355N1562550W1720.899-156.431
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6686PPIZPIZPOINT LAY LRRSPOINT LAYUSA694358N163019W869.733-163.005
8020TISTSTTCYRIL E KINGST. THOMASVIRGIN ISL.182014N645824W818.337-64.973
8021TISXSTXHENRY E ROHLSENST. CRIOX ISLANDVIRGIN ISL.17426N644754W2017.702-64.798
8022TJBQBQNRAFAEL HERNANDEZAGUADILLAPUERTO RICO182941N67746W7318.495-67.129
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8024TJCPCPXNaNCULEBRAPUERTO RICO000U000U00.0000.000
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8030TJPSPSEMERCEDITAPONCEPUERTO RICO18029N663346W818.008-66.563
8031TJSJSJULUIS MUNOZ MARIN INTERNATIONALSAN JUANPUERTO RICO182621N6606W318.439-66.002
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371 rows × 16 columns

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THOMAS VIRGIN ISL. 18 20 14 N 64 58 24 W 8 \n", - "8021 ST. 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'TBN': (-92.141, 37.741),\n", - " 'TEB': (-74.061, 40.85),\n", - " 'TIK': (-97.38600000000001, 35.415),\n", - " 'TKA': (-150.094, 62.32),\n", - " 'TKF': (0.0, 0.0),\n", - " 'TLH': (-84.35, 30.396),\n", - " 'TLJ': (-155.976, 62.894),\n", - " 'TMB': (-80.433, 25.648000000000003),\n", - " 'TNC': (-167.922, 65.563),\n", - " 'TNT': (-80.89699999999999, 25.862),\n", - " 'TPA': (-82.53299999999999, 27.975),\n", - " 'TTN': (-74.813, 40.277),\n", - " 'TUL': (-95.88799999999999, 36.198),\n", - " 'TUS': (-110.941, 32.116),\n", - " 'TXK': (-93.991, 33.454),\n", - " 'TYR': (-95.402, 32.354),\n", - " 'TYS': (-83.993, 35.812),\n", - " 'UAM': (144.93, 13.584000000000001),\n", - " 'UNK': (-160.799, 63.888000000000005),\n", - " 'UTO': (-153.704, 65.993),\n", - " 'VAD': (-83.193, 30.968000000000004),\n", - " 'VCV': (-117.37899999999999, 34.593),\n", - " 'VDZ': (-146.248, 61.13399999999999),\n", - " 'VPS': (-86.525, 30.483),\n", - " 'VQS': (0.0, 0.0),\n", - " 'VRB': (-80.418, 27.656),\n", - " 'WRB': (-83.59200000000001, 32.64),\n", - " 'WRI': (-74.594, 40.016),\n", - " 'WWD': (-74.908, 39.008),\n", - " 'YAK': (-139.66, 59.503),\n", - " 'YIP': (-83.53, 42.238),\n", - " 'YNG': (-80.679, 41.261),\n", - " 'YUM': (-114.60600000000001, 32.656)}" - ] - }, - "execution_count": 18, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "pos_dict" ] @@ -2244,20 +246,9 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "plt.figure(figsize=(20, 9))\n", "G = nx.subgraph(pass_2015, pos_dict.keys())\n", @@ -2268,30 +259,9 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 20, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "plt.figure(figsize=(20, 9))\n", "x = [i[0] for i in pos_dict.values()]\n", @@ -2308,20 +278,9 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "plt.hist(list(nx.degree_centrality(pass_2015).values()))\n", "plt.show()" @@ -2336,20 +295,9 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "d = {}\n", "for i, j in dict(nx.degree(pass_2015)).items():\n", @@ -2374,7 +322,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -2391,20 +339,9 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "G.add_edges_from([(1, 2), (3, 2), (4, 2), (5, 2), (6, 2), (7, 2)])\n", "nx.draw_circular(G, with_labels=True)" @@ -2412,66 +349,27 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "InDegreeView({1: 0, 2: 6, 3: 0, 4: 0, 5: 0, 6: 0, 7: 0})" - ] - }, - "execution_count": 25, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "G.in_degree()" ] }, { "cell_type": "code", - "execution_count": 26, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "{1: 0.0826448180198328,\n", - " 2: 0.5041310918810031,\n", - " 3: 0.0826448180198328,\n", - " 4: 0.0826448180198328,\n", - " 5: 0.0826448180198328,\n", - " 6: 0.0826448180198328,\n", - " 7: 0.0826448180198328}" - ] - }, - "execution_count": 26, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "nx.pagerank(G)" ] }, { "cell_type": "code", - "execution_count": 27, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "G.add_edge(5, 6)\n", "nx.draw_circular(G, with_labels=True)" @@ -2479,46 +377,18 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "{1: 0.08024854052495894,\n", - " 2: 0.4844028780560986,\n", - " 3: 0.08024854052495894,\n", - " 4: 0.08024854052495894,\n", - " 5: 0.08024854052495894,\n", - " 6: 0.11435441931910648,\n", - " 7: 0.08024854052495894}" - ] - }, - "execution_count": 28, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "nx.pagerank(G)" ] }, { "cell_type": "code", - "execution_count": 29, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "G.add_edge(2, 8)\n", "nx.draw_circular(G, with_labels=True)" @@ -2526,27 +396,9 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "{1: 0.05378612718073915,\n", - " 2: 0.3246687852772877,\n", - " 3: 0.05378612718073915,\n", - " 4: 0.05378612718073915,\n", - " 5: 0.05378612718073915,\n", - " 6: 0.0766454192258098,\n", - " 7: 0.05378612718073915,\n", - " 8: 0.3297551595932067}" - ] - }, - "execution_count": 30, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "nx.pagerank(G)" ] @@ -2560,87 +412,27 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[('ANC', 0.010425531156396332),\n", - " ('HPN', 0.008715287139161587),\n", - " ('FAI', 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}, - "execution_count": 37, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "list(nx.weakly_connected_components(pass_2015))" ] @@ -3770,56 +509,16 @@ }, { "cell_type": "code", - "execution_count": 38, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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"execution_count": 41, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "nx.is_strongly_connected(pass_2015)" ] @@ -3875,20 +552,9 @@ }, { "cell_type": "code", - "execution_count": 42, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "G = nx.DiGraph()\n", "G.add_edge(1, 2)\n", @@ -3899,20 +565,9 @@ }, { "cell_type": "code", - "execution_count": 43, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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- "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "G.add_edge(3, 4)\n", "nx.draw(G)" @@ -3920,1206 +575,54 @@ }, { "cell_type": "code", - "execution_count": 44, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "False" - ] - }, - "execution_count": 44, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "nx.is_strongly_connected(G)" ] }, { "cell_type": "code", - "execution_count": 45, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[{'BCE'},\n", - " {'WA3'},\n", - " {'WA9'},\n", - " {'TIW'},\n", - " {'RQV'},\n", - " {'SUA'},\n", - " {'POU'},\n", - " {'MA5'},\n", - " {'MXF'},\n", - " {'TSP'},\n", - " {'MSV'},\n", - " {'AST'},\n", - " {'XXU'},\n", - " {'OR2'},\n", - " {'CLG'},\n", - " {'QQN'},\n", - " {'WVI'},\n", - " {'CO3'},\n", - " {'BOK'},\n", - " {'XXY'},\n", - " {'ZXC'},\n", - " 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\n", - "
" - ], - "text/plain": [ - " Unnamed: 0 YEAR ORIGIN DEST UNIQUE_CARRIER_NAME \\\n", - "450245 450245 2015 ONT TSP {'Federal Express Corporation'} \n", - "\n", - " PASSENGERS \n", - "450245 0.0 " - ] - }, - "execution_count": 46, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "pass_air_data[(pass_air_data['YEAR'] == 2015) & (pass_air_data['DEST'] == 'TSP')]" ] }, { "cell_type": "code", - "execution_count": 47, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ - "pass_2015_strong = max(nx.strongly_connected_component_subgraphs(pass_2015), key=len)" + "pass_2015_strong = max(nx.strongly_connected_components_recursive(pass_2015), key=len)" ] }, { "cell_type": "code", - "execution_count": 48, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "1190" - ] - }, - "execution_count": 48, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "len(pass_2015_strong)" ] }, { "cell_type": "code", - "execution_count": 49, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "3.174661992635574" - ] - }, - "execution_count": 49, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "nx.average_shortest_path_length(pass_2015_strong)" ] @@ -5143,7 +646,7 @@ }, { "cell_type": "code", - "execution_count": 50, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -5165,20 +668,9 @@ }, { "cell_type": "code", - "execution_count": 51, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "3.0887724307553133" - ] - }, - "execution_count": 51, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "nx.average_shortest_path_length(pass_2015_strong)" ] @@ -5192,29 +684,16 @@ }, { "cell_type": "code", - "execution_count": 52, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "{'PASSENGERS': 1179941.0,\n", - " 'UNIQUE_CARRIER_NAME': \"{'Delta Air Lines Inc.', 'Virgin America', 'American Airlines Inc.', 'Sun Country Airlines d/b/a MN Airlines', 'JetBlue Airways', 'Vision Airlines', 'United Air Lines Inc.'}\",\n", - " 'YEAR': 2015}" - ] - }, - "execution_count": 52, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "passenger_graph['JFK']['SFO'][25]" ] }, { "cell_type": "code", - "execution_count": 53, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -5224,23 +703,9 @@ }, { "cell_type": "code", - "execution_count": 54, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "'Delta Air Lines Inc.'\n", - "'Virgin America'\n", - "'American Airlines Inc.'\n", - "'Sun Country Airlines d/b/a MN Airlines'\n", - "'JetBlue Airways'\n", - "'Vision Airlines'\n", - "'United Air Lines Inc.'\n" - ] - } - ], + "outputs": [], "source": [ "for i in str_to_list(passenger_graph['JFK']['SFO'][25]['UNIQUE_CARRIER_NAME']):\n", " print(i)" @@ -5248,18 +713,9 @@ }, { "cell_type": "code", - "execution_count": 55, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "CPU times: user 52.9 s, sys: 722 ms, total: 53.6 s\n", - "Wall time: 56.3 s\n" - ] - } - ], + "outputs": [], "source": [ "%%time\n", "for origin, dest in passenger_graph.edges():\n", @@ -5283,7 +739,7 @@ }, { "cell_type": "code", - "execution_count": 56, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -5296,98 +752,36 @@ }, { "cell_type": "code", - "execution_count": 57, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "134" - ] - }, - "execution_count": 57, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "len(united_network)" ] }, { "cell_type": "code", - "execution_count": 58, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "1097" - ] - }, - "execution_count": 58, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "len(united_network.edges())" ] }, { "cell_type": "code", - "execution_count": 59, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[('ORD', 0.09229686412847604),\n", - " ('DEN', 0.06951536832747153),\n", - " ('LAX', 0.05547087049076451),\n", - " ('SFO', 0.04520212084776551),\n", - " ('IAH', 0.04398280474534501),\n", - " ('EWR', 0.03754166218607773),\n", - " ('ATL', 0.034778751100523315),\n", - " ('DFW', 0.03419728511206331),\n", - " ('PHX', 0.025365344038763896),\n", - " ('MSP', 0.022269133819322266)]" - ] - }, - "execution_count": 59, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "sorted(nx.pagerank(united_network, weight='weight').items(), key=lambda x:x[1], reverse=True)[0:10]" ] }, { "cell_type": "code", - "execution_count": 60, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[('ORD', 1.1729323308270676),\n", - " ('DEN', 0.9172932330827067),\n", - " ('IAH', 0.8195488721804511),\n", - " ('EWR', 0.744360902255639),\n", - " ('SFO', 0.5789473684210527),\n", - " ('LAX', 0.5338345864661653),\n", - " ('IAD', 0.5112781954887218),\n", - " ('CLE', 0.39849624060150374),\n", - " ('STL', 0.3609022556390977),\n", - " ('PHL', 0.3308270676691729)]" - ] - }, - "execution_count": 60, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "sorted(nx.degree_centrality(united_network).items(), key=lambda x:x[1], reverse=True)[0:10]" ] @@ -5412,30 +806,9 @@ }, { "cell_type": "code", - "execution_count": 61, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 61, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "pass_air_data[(pass_air_data.ORIGIN == 'CLE') &\n", " (pass_air_data.UNIQUE_CARRIER_NAME.str.contains('United Air Lines Inc.'))\n", @@ -5445,9 +818,9 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3", + "display_name": "nams", "language": "python", - "name": "python3" + "name": "nams" }, "language_info": { "codemirror_mode": { @@ -5459,9 +832,9 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.4" + "version": "3.6.10" } }, "nbformat": 4, - "nbformat_minor": 2 + "nbformat_minor": 4 } diff --git a/bonus-1-network-statistical-inference-instructor.ipynb b/bonus-1-network-statistical-inference-instructor.ipynb index bac8786d..9725006c 100644 --- a/bonus-1-network-statistical-inference-instructor.ipynb +++ b/bonus-1-network-statistical-inference-instructor.ipynb @@ -2,13 +2,8 @@ "cells": [ { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "metadata": { - "ExecuteTime": { - "end_time": "2017-07-11T14:48:49.513964Z", - "start_time": "2017-07-11T14:48:46.364007Z" - }, - "collapsed": true, "slideshow": { "slide_type": "slide" } @@ -97,13 +92,8 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "metadata": { - "ExecuteTime": { - "end_time": "2017-07-11T14:48:49.583947Z", - "start_time": "2017-07-11T14:48:49.516700Z" - }, - "collapsed": true, "slideshow": { "slide_type": "subslide" } @@ -136,28 +126,13 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "metadata": { - "ExecuteTime": { - "end_time": "2017-07-11T14:48:49.638566Z", - "start_time": "2017-07-11T14:48:49.586852Z" - }, "slideshow": { "slide_type": "subslide" } }, - "outputs": [ - { - "data": { - "text/plain": [ - "1870" - ] - }, - "execution_count": 3, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "# Number of nodes:\n", "len(G.nodes())" @@ -165,28 +140,13 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, "metadata": { - "ExecuteTime": { - "end_time": "2017-07-11T14:48:49.720481Z", - "start_time": "2017-07-11T14:48:49.642332Z" - }, "slideshow": { "slide_type": "fragment" } }, - "outputs": [ - { - "data": { - "text/plain": [ - "2277" - ] - }, - "execution_count": 4, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "# Number of edges:\n", "len(G.edges())" @@ -194,28 +154,13 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "metadata": { - "ExecuteTime": { - "end_time": "2017-07-11T14:48:49.830079Z", - "start_time": "2017-07-11T14:48:49.723438Z" - }, "slideshow": { "slide_type": "fragment" } }, - "outputs": [ - { - "data": { - "text/plain": [ - "0.0013029931073553016" - ] - }, - "execution_count": 5, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "# Graph density:\n", "nx.density(G)" @@ -223,33 +168,13 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": null, "metadata": { - "ExecuteTime": { - "end_time": "2017-07-11T14:48:49.938936Z", - "start_time": "2017-07-11T14:48:49.839917Z" - }, - "scrolled": true, "slideshow": { "slide_type": "subslide" } }, - "outputs": [ - { - "data": { - "text/plain": [ - "[0.002675227394328518,\n", - " 0.003210272873194221,\n", - " 0.010700909577314071,\n", - " 0.001070090957731407,\n", - " 0.002675227394328518]" - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "# Degree centrality distribution:\n", "list(nx.degree_centrality(G).values())[0:5]" @@ -288,33 +213,13 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": null, "metadata": { - "ExecuteTime": { - "end_time": "2017-07-11T14:48:51.857484Z", - "start_time": "2017-07-11T14:48:49.941973Z" - }, "slideshow": { "slide_type": "subslide" } }, - "outputs": [ - { - "data": { - "image/png": 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Vw6vqjVV1S1XtraqdVXV5VZ20xnGeWVVXVtVnq2pPVX26qt5aVU8eVa0AALAZjCSsV9UZ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\nAABJRU5ErkJggg==\n", - "text/plain": [ - "" - ] - }, - "metadata": { - "image/png": { - "height": 250, - "width": 373 - } - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "ppG_deg_centralities = list(nx.degree_centrality(G).values())\n", "plt.plot(*ecdf(ppG_deg_centralities))\n", @@ -365,13 +270,8 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": null, "metadata": { - "ExecuteTime": { - "end_time": "2017-07-11T14:49:48.921021Z", - "start_time": "2017-07-11T14:48:51.869065Z" - }, - "collapsed": true, "slideshow": { "slide_type": "fragment" } @@ -390,13 +290,8 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": null, "metadata": { - "ExecuteTime": { - "end_time": "2017-07-11T14:49:48.972159Z", - "start_time": "2017-07-11T14:49:48.923486Z" - }, - "collapsed": true, "slideshow": { "slide_type": "subslide" } @@ -410,44 +305,13 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": null, "metadata": { - "ExecuteTime": { - "end_time": "2017-07-11T14:49:49.312228Z", - "start_time": "2017-07-11T14:49:48.975357Z" - }, - "scrolled": true, "slideshow": { "slide_type": "fragment" } }, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 10, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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V1t+56IEAAECX7ii/bYyxr3kMAADQynvKAQCgWfeV8gdX1Y8l+f4kdyX5RJKrxhjf6h0W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\nAKDZ/wcC9izkUqAQnQAAAABJRU5ErkJggg==\n", - "text/plain": [ - "" - ] - }, - "metadata": { - "image/png": { - "height": 250, - "width": 370 - } - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "# Do a quick visual check\n", "n, bins, patches = plt.hist(er_vars)\n", @@ -467,28 +331,13 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": null, "metadata": { - "ExecuteTime": { - "end_time": "2017-07-11T14:49:49.386615Z", - "start_time": "2017-07-11T14:49:49.315292Z" - }, "slideshow": { "slide_type": "subslide" } }, - "outputs": [ - { - "data": { - "text/plain": [ - "True" - ] - }, - "execution_count": 11, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "# Conduct the hypothesis test.\n", "ppG_var > np.percentile(er_vars, 99) # we can only use the 99th percentile, because there are only 100 data points." @@ -520,28 +369,13 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": null, "metadata": { - "ExecuteTime": { - "end_time": "2017-07-11T14:49:49.526172Z", - "start_time": "2017-07-11T14:49:49.391595Z" - }, "slideshow": { "slide_type": "subslide" } }, - "outputs": [ - { - "data": { - "text/plain": [ - "Ks_2sampResult(statistic=0.15999999999999998, pvalue=0.13997518016385876)" - ] - }, - "execution_count": 12, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "# Scenario 1: Data come from the same distributions.\n", "# Notice the size of the p-value.\n", @@ -555,28 +389,13 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": null, "metadata": { - "ExecuteTime": { - "end_time": "2017-07-11T14:49:49.722104Z", - "start_time": "2017-07-11T14:49:49.532941Z" - }, "slideshow": { "slide_type": "subslide" } }, - "outputs": [ - { - "data": { - "text/plain": [ - "Ks_2sampResult(statistic=0.71000000000000008, pvalue=3.6375194516707193e-23)" - ] - }, - "execution_count": 13, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "# Scenario 2: Data come from different distributions. \n", "# Note the size of the KS statistic, and the p-value.\n", @@ -603,28 +422,13 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": null, "metadata": { - "ExecuteTime": { - "end_time": "2017-07-11T14:49:49.840374Z", - "start_time": "2017-07-11T14:49:49.727043Z" - }, "slideshow": { "slide_type": "subslide" } }, - "outputs": [ - { - "data": { - "text/plain": [ - "Ks_2sampResult(statistic=0.24385026737967919, pvalue=4.1510321460051301e-49)" - ] - }, - "execution_count": 14, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "# Now try it on the data distribution\n", "ks_2samp(erG_deg_centralities, ppG_deg_centralities)" @@ -648,7 +452,6 @@ { "cell_type": "markdown", "metadata": { - "collapsed": true, "slideshow": { "slide_type": "slide" } @@ -665,7 +468,9 @@ "cell_type": "code", "execution_count": null, "metadata": { - "collapsed": true + "jupyter": { + "outputs_hidden": true + } }, "outputs": [], "source": [] @@ -688,7 +493,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.1" + "version": "3.6.10" }, "toc": { "colors": { @@ -742,12 +547,8 @@ "_Feature" ], "window_display": false - }, - "widgets": { - "state": {}, - "version": "1.1.1" } }, "nbformat": 4, - "nbformat_minor": 1 + "nbformat_minor": 4 } diff --git a/bonus-1-network-statistical-inference-student.ipynb b/bonus-1-network-statistical-inference-student.ipynb index 2cc6aed8..e80da8df 100644 --- a/bonus-1-network-statistical-inference-student.ipynb +++ b/bonus-1-network-statistical-inference-student.ipynb @@ -4,7 +4,6 @@ "cell_type": "code", "execution_count": null, "metadata": { - "collapsed": true, "slideshow": { "slide_type": "slide" } @@ -95,7 +94,6 @@ "cell_type": "code", "execution_count": null, "metadata": { - "collapsed": true, "slideshow": { "slide_type": "subslide" } @@ -130,7 +128,6 @@ "cell_type": "code", "execution_count": null, "metadata": { - "collapsed": true, "slideshow": { "slide_type": "subslide" } @@ -144,7 +141,6 @@ "cell_type": "code", "execution_count": null, "metadata": { - "collapsed": true, "slideshow": { "slide_type": "fragment" } @@ -158,7 +154,6 @@ "cell_type": "code", "execution_count": null, "metadata": { - "collapsed": true, "slideshow": { "slide_type": "fragment" } @@ -172,8 +167,6 @@ "cell_type": "code", "execution_count": null, "metadata": { - "collapsed": true, - "scrolled": true, "slideshow": { "slide_type": "subslide" } @@ -218,7 +211,6 @@ "cell_type": "code", "execution_count": null, "metadata": { - "collapsed": true, "slideshow": { "slide_type": "subslide" } @@ -276,7 +268,6 @@ "cell_type": "code", "execution_count": null, "metadata": { - "collapsed": true, "slideshow": { "slide_type": "fragment" } @@ -297,7 +288,6 @@ "cell_type": "code", "execution_count": null, "metadata": { - "collapsed": true, "slideshow": { "slide_type": "subslide" } @@ -312,7 +302,6 @@ "cell_type": "code", "execution_count": null, "metadata": { - "collapsed": true, "slideshow": { "slide_type": "fragment" } @@ -339,7 +328,6 @@ "cell_type": "code", "execution_count": null, "metadata": { - "collapsed": true, "slideshow": { "slide_type": "subslide" } @@ -378,7 +366,6 @@ "cell_type": "code", "execution_count": null, "metadata": { - "collapsed": true, "slideshow": { "slide_type": "subslide" } @@ -399,7 +386,6 @@ "cell_type": "code", "execution_count": null, "metadata": { - "collapsed": true, "slideshow": { "slide_type": "subslide" } @@ -433,7 +419,6 @@ "cell_type": "code", "execution_count": null, "metadata": { - "collapsed": true, "slideshow": { "slide_type": "subslide" } @@ -462,7 +447,6 @@ { "cell_type": "markdown", "metadata": { - "collapsed": true, "slideshow": { "slide_type": "slide" } @@ -478,9 +462,7 @@ { "cell_type": "code", "execution_count": null, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [] } @@ -503,10 +485,6 @@ "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.1" - }, - "widgets": { - "state": {}, - "version": "1.1.1" } }, "nbformat": 4, diff --git a/bonus-2-one-more-thing.ipynb b/bonus-2-one-more-thing.ipynb index b27787b3..4f92dbd8 100644 --- a/bonus-2-one-more-thing.ipynb +++ b/bonus-2-one-more-thing.ipynb @@ -13,9 +13,8 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "metadata": { - "collapsed": true, "slideshow": { "slide_type": "slide" } @@ -32,9 +31,8 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "metadata": { - "collapsed": true, "slideshow": { "slide_type": "slide" } @@ -73,32 +71,13 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, "metadata": { "slideshow": { "slide_type": "slide" } }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Thank you for attending, Eric Ma!\n", - "Your hash-ordered image can be found in at \"images/custom-logo.png\".\n" - ] - }, - { - "data": { - "image/png": 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DQzSW/4vbk/64EGjLCxg7diwnTpxgypQpjBkzhri4OGbMmMGiRYvw8/MjPz+f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\nkyfTpUsXzp07J6yuHg25NDU1ZeTIkcK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- "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "# Change accordingly! :)\n", "make_image('Eric Ma')" @@ -107,27 +86,21 @@ { "cell_type": "code", "execution_count": null, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [] } @@ -203,10 +176,6 @@ "_Feature" ], "window_display": false - }, - "widgets": { - "state": {}, - "version": "1.1.1" } }, "nbformat": 4, diff --git a/bonus-3-matrices-instructor.ipynb b/bonus-3-matrices-instructor.ipynb index 83bacba9..62373275 100644 --- a/bonus-3-matrices-instructor.ipynb +++ b/bonus-3-matrices-instructor.ipynb @@ -11,18 +11,9 @@ }, { "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/Users/ericmjl/anaconda/envs/nams/lib/python3.6/importlib/_bootstrap.py:219: RuntimeWarning: numpy.dtype size changed, may indicate binary incompatibility. Expected 96, got 88\n", - " return f(*args, **kwds)\n" - ] - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "import networkx as nx\n", "from networkx import bipartite\n", @@ -57,7 +48,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -79,25 +70,9 @@ }, { "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": { - "image/png": { - "height": 320, - "width": 479 - } - }, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "nx.draw(G1, with_labels=True)" ] @@ -113,25 +88,9 @@ }, { "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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- "text/plain": [ - "
" - ] - }, - "metadata": { - "image/png": { - "height": 344, - "width": 344 - } - }, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "nv.MatrixPlot(G1).draw()" ] @@ -147,23 +106,9 @@ }, { "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "array([[0., 1., 0., 0.],\n", - " [1., 0., 1., 0.],\n", - " [0., 1., 0., 1.],\n", - " [0., 0., 1., 0.]])" - ] - }, - "execution_count": 5, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "A1 = nx.to_numpy_array(G1, nodelist=sorted(G1.nodes()))\n", "A1" @@ -178,23 +123,9 @@ }, { "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "array([[1., 0., 1., 0.],\n", - " [0., 2., 0., 1.],\n", - " [1., 0., 2., 0.],\n", - " [0., 1., 0., 1.]])" - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "import numpy as np\n", "\n", @@ -214,20 +145,9 @@ }, { "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "array([1., 2., 2., 1.])" - ] - }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "np.diag(A1 @ A1)" ] @@ -252,23 +172,9 @@ }, { "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "array([[0., 2., 0., 1.],\n", - " [2., 0., 3., 0.],\n", - " [0., 3., 0., 2.],\n", - " [1., 0., 2., 0.]])" - ] - }, - "execution_count": 8, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "np.linalg.matrix_power(A1, 3)" ] @@ -301,45 +207,18 @@ }, { "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[0, 1, 2, 3]" - ] - }, - "execution_count": 9, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "nodes" ] }, { "cell_type": "code", - "execution_count": 10, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "image/png": { - "height": 320, - "width": 485 - } - }, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "G2 = nx.DiGraph()\n", "G2.add_nodes_from(nodes)\n", @@ -356,23 +235,9 @@ }, { "cell_type": "code", - "execution_count": 11, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "array([[0., 1., 0., 0.],\n", - " [0., 0., 1., 0.],\n", - " [0., 0., 0., 1.],\n", - " [0., 0., 0., 0.]])" - ] - }, - "execution_count": 11, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "A2 = nx.to_numpy_array(G2)\n", "A2" @@ -387,23 +252,9 @@ }, { "cell_type": "code", - "execution_count": 12, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "array([[0., 0., 1., 0.],\n", - " [0., 0., 0., 1.],\n", - " [0., 0., 0., 0.],\n", - " [0., 0., 0., 0.]])" - ] - }, - "execution_count": 12, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "np.linalg.matrix_power(A2, 2)" ] @@ -426,23 +277,9 @@ }, { "cell_type": "code", - "execution_count": 13, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "array([[0., 0., 0., 1.],\n", - " [0., 0., 0., 0.],\n", - " [0., 0., 0., 0.],\n", - " [0., 0., 0., 0.]])" - ] - }, - "execution_count": 13, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "np.linalg.matrix_power(A2, 3)" ] @@ -464,7 +301,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -482,25 +319,9 @@ }, { "cell_type": "code", - "execution_count": 15, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "image/png": { - "height": 344, - "width": 344 - } - }, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "nv.MatrixPlot(G).draw()" ] @@ -518,22 +339,11 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[]" - ] - }, - "execution_count": 16, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ - "list(nx.connected_component_subgraphs(G.to_undirected()))" + "list(nx.connected_components(G.to_undirected()))" ] }, { @@ -549,40 +359,18 @@ }, { "cell_type": "code", - "execution_count": 17, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[30, 196, 115, 100]" - ] - }, - "execution_count": 17, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "nx.shortest_path(G, 30, 100)" ] }, { "cell_type": "code", - "execution_count": 18, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "40.0" - ] - }, - "execution_count": 18, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "A = nx.to_numpy_array(G)\n", "np.linalg.matrix_power(A, 4)[29, 99]" @@ -601,25 +389,9 @@ }, { "cell_type": "code", - "execution_count": 19, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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" - ] - }, - "metadata": { - "image/png": { - "height": 320, - "width": 479 - } - }, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "nx.draw(G2, with_labels=True)" ] @@ -653,20 +425,9 @@ }, { "cell_type": "code", - "execution_count": 20, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "array([[1, 0, 0, 0]])" - ] - }, - "execution_count": 20, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "msg = np.array([1, 0, 0, 0]).reshape(1, 4)\n", "msg" @@ -681,20 +442,9 @@ }, { "cell_type": "code", - "execution_count": 21, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "array([[0., 1., 0., 0.]])" - ] - }, - "execution_count": 21, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "msg2 = msg @ A2\n", "msg2" @@ -711,20 +461,9 @@ }, { "cell_type": "code", - "execution_count": 22, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "array([[0., 0., 1., 0.]])" - ] - }, - "execution_count": 22, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "msg3 = msg2 @ A2\n", "msg3" @@ -748,7 +487,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -793,131 +532,9 @@ }, { "cell_type": "code", - "execution_count": 40, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "" - ], - "text/plain": [ - "" - ] - }, - "execution_count": 40, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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/DsD//d//0b17d4488siYJ5MKjw2/JEkqddauXUunTp1o2LAhr7/+OscddxwTJ07k6aefNuwr6Rj4JUlSqTJhwgTS0tLo3r07ALfccgtvvfUWV111VcyTSUXDLT2SJKlUWLZsGR06dGDYsGEA1K9fn6ysLOrXrx/zZFLRsuGXJElJbevWrWRlZZGSksKwYcOoUKEC3bp149VXXzXsq1Sw4ZckSUlryZIltGzZkhkzZgBw1VVX0adPH2rVqhXvYFIxsuGXJElJZ8OGDfznP//h9NNPZ8aMGRxxxBE888wzTJgwwbCvUseGX5IkJZWXX36Zli1b8s477wDQvHlzunbtyiGHHBLzZFI8DPySJCkpfPvtt9x+++1kZWUBcOqpp5KZmckFF1wQ82RSvNzSI0mSSrQoihg6dCgpKSlkZWVRtmxZ7rnnHhYuXGjYl7DhlyRJJdgnn3xCmzZtmDhxIgDnnXcemZmZpKSkxDyZlDhs+CVJUomzefNmunfvTmpqKhMnTqRq1apkZmYyffp0w760Ext+SZJUorz++us0b96c+fPnA/DnP/+ZHj16cNRRR8U8mZSYbPglSVKJ8P3339O5c2fOOuss5s+fT82aNRk3bhxDhw417Es/w4ZfkiQlvOeee45WrVrxySefUKZMGTp27Mi9995LpUqV4h5NSngJ1fCHEI4JIeSEEL4IIWwIIXwcQugRQijwg3NDCNNCCNHP/CpflH8GSZJUeJYvX861117LVVddxSeffMLpp5/Oq6++Srdu3Qz7UgElTMMfQjgRmA0cAYwB3gHOBjoAV4YQzo2i6Ju9WLLLbs5v3q9BJUlSkYuiiP79+9O5c2e+/fZbDj74YO69915uvvlmDjwwYeKLVCIk0v9j+pAX9ttHUdRr28kQQjegI/AA0Kqgi0VR9J/CHlCSJBW9pUuX0rJlS6ZNmwbAFVdcQXp6Oscff3y8g0klVEJs6QkhnABcDnwM9N7p8j3A98DfQwgVi3k0SZJUTDZu3Mj9999PvXr1mDZtGocffjhPP/00kyZNMuxL+yFRGv5L8o+Toyja+uMLURStCSHMIu8fBI2AlwqyYAjhL8DxwEZgCTAliqINhTeyJEkqLLNmzaJFixa8/fbbANx44408+uijVK9ePebJpJIvUQL/qfnHpbu5/h55gf8UChj4gWd2+vqrEELbKIpGFOTFIYT5u7lUu4DfX5Ik7cGqVav45z//Sd++fQE4+eSTycjI4OKLL455Mil5JMSWHqBq/nH1bq5vO1+tAGuNAX4NHAMcTF5Afyj/tUNDCFftx5ySJKkQRFHEyJEjSU1NpW/fvpQtW5Z///vfLFq0yLAvFbJEafj3JOQfoz3dGEVR951OvQvcGUL4AugFPAhMKsA6DXY5SF7zX39Pr5ckSbv26aef0rZtW8aNGwdA48aNyczMJC0tLebJpOSUKA3/tga/6m6uV9npvn3Rj7xHcp4eQqi8H+tIkqR9sGXLFnr27Elqairjxo2jSpUqpKenM2PGDMO+VIQSpeF/N/94ym6un5x/3N0e/z2Komh9CGENcAhQEVizr2tJkqS9s3DhQpo3b87cuXMBaNKkCT179qRGjRoxTyYlv0Rp+KfmHy8PIewwU34bfy6wDnhlX79BCOFU8sL+GuDrfV1HkiQV3A8//MAdd9xBgwYNmDt3LscccwxjxoxhxIgRhn2pmCRE4I+i6ANgMlALaLvT5S7kNfIDoij6ftvJEELtEMIOT8wJIZwQQjh65/VDCIcB/fO/fCaKIj9tV5KkIjZ58mTq1KlD165d2bp1K+3bt+ftt9/mN7/5TdyjSaVKomzpAWgDzAZ6hhAuJe/Z+Q2Bi8nbynPXTvcvyT+GH527AOgXQpgOfACsBI4Fribv/QHzgNuK6g8gSZJgxYoVdOrUiUGDBgFQr149srKyOPvss2OeTCqdEibwR1H0QQjhTOBe4EryQvqXQE+gSxRFKwuwzHxgENAAOJ28N/uuAd4EhgEZURRtLILxJUkq9aIoYsCAAXTq1ImVK1dSvnx5unTpQseOHSlbtmzc40mlVsIEfoAoij4FbijgvWEX594E/l8hjyVJkvbgvffeo1WrVkyZMgWAyy67jPT0dE488cSYJ5OUEHv4JUlSybRx40YefPBB6taty5QpUzjssMMYOHAgzz//vGFfShAGfkmStEtbt25l8ODBfPTRR7u8PmfOHBo0aMBdd93Fhg0buP7661myZAnXXXcdIfzkB/GSYmLglyRJu9SzZ0+uu+46Lr/8ctatW7f9/OrVq2nbti3nnnsuixcv5qSTTuLFF18kNzeXww47LMaJJe2KgV+SJP3EF198wd133w3A+++/zwMPPADA6NGjSU1NpU+fPhxwwAHceeedLFq0iEsvvTTOcSX9jIR6064kSUoMnTt3Zs2a/30ofdeuXZkzZ872N+U2atSIzMxM6tatG9eIkgrIhl+SJO1g6tSpDBkyZIdzmzdvZsqUKVSqVInevXszc+ZMw75UQtjwS5Kk7TZu3Ejbtjt/6P3/3HnnnbRp06YYJ5K0v2z4JUnSdj169GDJkiW7vf7www/z+eefF+NEkvaXgV+SJAHw6aefcs899/zsPd999x0dO3YspokkFQYDvyRJAuDqq69m/fr1e7zv1VdfLYZpJBUW9/BLkiQgr+HfpnLlytSoUYOjjjqKGjVq7PD7c889N8YpJe0tA78kSQLgww8/5JNPPuGkk06icuXKcY8jqZAY+CVJEgDVq1enevXqcY8hqZC5h1+SJElKYgZ+SZIkKYm5pUeSpBJsw7oNTBs6m5cGz+Db5auofEglLvjjOVz2jwuoWLVi3ONJSgAGfkmSSqjP3vuSu65+gC8+WL7D+TdnLGHwAyO5f9wdnHrWSTFNJylRuKVHkqQS6Ic16/jnFff9JOxvs+qr1fzzqgdY8dk3xTyZpERj4JckqQSa/NQ0ln284mfvWbNyLc/2mlRME0lKVAZ+SZJKoBcHTi/QfS8MmFa0g0hKeAZ+SZJKoBWfrSzQfd8uX82WzVuKeBpJiczAL0lSCVSxysEFuq/cwQdR5gD/cy+VZv4NIElSCXRUvcMKdN+5vz+bEEIRTyMpkRn4JUkqQVauXMn1119Pt2EPsyX6+a06IQR+3/7qYppMUqIy8EuSVAJEUcSIESNISUlhwIABUH4rDa6vzYEH7fojdUIItHuyKbXPPrmYJ5WUaPzgLUmSEtyXX35J27ZtGT16NAAXXHABWVlZnHLKKbzf4SNGdBvH9OFz2LxxM2XKBBpe04AmHa/htAvTYp5cUiIw8EuSlKCiKCI3N5dOnTqxatUqKleuzCOPPEKLFi0oUybvh/QnnXE8dwxsT6esVqxd9T0VqlSgfIVyMU8uKZEY+CVJSkAfffQRLVq04MUXXwTg6quvpm/fvtSsWXOX9x9U/iCq/+Kg4hxRUgnhHn5JkhLIli1b6NmzJ3Xq1OHFF1/k0EMPZdCgQYwfP363YV+Sfo4NvyRJCeLtt9+mWbNmzJkzB4C//vWvPPHEExxxxBExTyapJLPhlyQpZps2beL+++/njDPOYM6cOdSoUYMxY8YwZMgQw76k/WbDL0lSjObPn8+NN97IokWLAGjevDmPPPII1apVi3kyScnChl+SpBisW7eO22+/nbPPPptFixZxwgkn8NJLL5GZmWnYl1SobPglSSpmL7/8Ms2aNeO9996jTJkydOrUifvuu48KFSrEPZqkJGTglySpmHz33XfccccdpKenA5CWlkZ2djYNGzaMeTJJycwtPZIkFYOJEyeSlpZGeno6ZcuW5Z577mHBggWGfUlFzoZfkqQi9PXXX3PzzTczePBgAM466yyys7OpW7duzJNJKi1s+CVJKgJRFDF06FBSU1MZPHgwBx98MI8//jhz5swx7EsqVjb8kiQVsi+++ILWrVszduxYAC6++GKysrI48cQTY55MUmlkwy9JUiGJooh+/fqRmprK2LFjqVKlCpmZmbz00kuGfUmxseGXJKkQfPDBB7Ro0YIpU6YA8Otf/5r09HSOPvromCeTVNrZ8EuStB+2bNlCt27dqFu3LlOmTOGwww5jyJAhjBkzxrAvKSHY8EuStI8WL15M06ZNee211wD429/+Ro8ePTjssMNinkyS/seGX5KkvbRx40a6dOlC/fr1ee211zjmmGMYP348gwYNMuxLSjg2/JIk7YW5c+dy4403snjxYgBatWpF165dqVKlSsyTSdKu2fBLklQAP/zwA507d6ZRo0YsXryYk046iWnTppGenm7Yl5TQDPySJO3B1KlTqVu3Lo8//jgAt912G4sWLeLCCy+MeTJJ2jO39EiStBurV6/mtttuIzMzE4C6deuSk5PDmWeeGfNkklRwNvySJO3CuHHjSE1NJTMzk4MOOoj77ruPefPmGfYllTg2/JIk/ciKFSvo0KEDQ4YMAaBRo0ZkZ2eTmpoa82SStG9s+CVJAqIo4umnnyYlJYUhQ4ZQoUIFevTowcyZMw37kko0G35JUqn36aef0rp1ayZMmADAL3/5SzIzMzn++ONjnkyS9p8NvySp1Nq6dSsZGRmkpaUxYcIEqlatSnZ2NpMnTzbsS0oaNvySpFLpvffeo3nz5kyfPh2A3/3ud/Tu3ZsaNWrEPJkkFS4bfklSqbJ582Yee+wx6tWrx/Tp0zniiCMYNmwYo0aNMuxLSko2/JKkUmPRokU0bdqUefPmAfCPf/yDbt26ceihh8Y8mSQVHRt+SVLS27BhA3fffTcNGjRg3rx5HHvssUyaNImnnnrKsC8p6dnwS5KS2iuvvELTpk15++23AWjbti0PPfQQlStXjnkySSoeNvySpKT0/fff07FjRxo3bszbb7/NKaecwssvv8yTTz5p2JdUqhj4JUlJ56WXXqJu3br06NGDMmXKcMcdd7Bw4ULOP//8uEeTpGLnlh5JUtJYtWoVnTt3Jjs7G4DTTz+d7Oxs6tevH/NkkhQfG35JUlJ49tlnSU1NJTs7m3LlyvHggw/y2muvGfYllXo2/JKkEm358uW0a9eO4cOHA9C4cWOys7OpXbt2zJNJUmKw4ZcklUhRFDFw4EBSU1MZPnw4FStWpFevXsyYMcOwL0k/YsMvSSpx/vvf/9KqVSsmTZoEwBVXXEFGRgbHHXdczJNJUuKx4ZcklRhbt26lT58+pKWlMWnSJA455BByc3OZNGmSYV+SdsOGX5JUIrz77rs0a9aMmTNnAvDHP/6RXr168Ytf/CLmySQpsdnwS5IS2ubNm3n44Yc57bTTmDlzJkceeSQjR45k+PDhhn1JKgAbfklSwnrjjTdo2rQpCxYsAOCGG27g8ccf55BDDol5MkkqOWz4JUkJZ/369dx1112ceeaZLFiwgFq1avH888+Tk5Nj2JekvWTDL0lKKLNmzaJZs2a88847hBBo3749DzzwAJUqVYp7NEkqkQz8kqSEsHbtWu68806efPJJoiiidu3aZGdn07hx47hHk6QSzS09kqTYTZ48mTp16tCrVy8OOOAA7rrrLl5//XXDviQVAht+SVJsVq5cyS233EJubi4A9evXJzs7m9NPPz3ewSQpidjwS5JiMWrUKFJTU8nNzaV8+fJ07dqVV1991bAvSYUsYQJ/COGYEEJOCOGLEMKGEMLHIYQeIYS9ehxDCKF6/us+zl/ni/x1jymq2SVJBbds2TL++Mc/0qRJE5YvX87555/PwoULue222zjwQH/wLEmFLSECfwjhRGA+cAPwGtAd+BDoAMwJIRxawHUOBebkv+6D/HVey193fgjhhMKfXpJUEFEUkZubS0pKCiNHjqRSpUr07t2badOmccopp8Q9niQlrUSpUvoARwDtoyjqte1kCKEb0BF4AGhVgHUeBE4BukdR1OlH67QHnsj/PlcW4tySpAL4+OOPadGiBS+88AIAV111FX379uXYY4+NeTJJSn6xN/z5rfvlwMdA750u3wN8D/w9hFBxD+tUBP6ef/89O11+Mn/9K2z5Jan4bN26lV69elGnTh1eeOEFDj30UAYOHMiECRMM+5JUTGIP/MAl+cfJURRt/fGFKIrWALOACkCjPaxzDnAwMCv/dT9eZyswOf/Li/d7YknSHi1ZsoRXTjQsAAAgAElEQVTzzz+f9u3b8/333/OXv/yFt99+m+uuu44QQtzjSVKpkQhbek7NPy7dzfX3yPsJwCnAS/u5Dvnr7FEIYf5uLtUuyOslqbTatGkTjz76KF26dGHjxo0cddRRpKen89vf/jbu0SSpVEqEwF81/7h6N9e3na9WTOtIkvbRggULuPHGG1m4cCEAzZo149FHH6VaNf/qlaS4JELg35NtP/eNinOdKIoa7HKRvOa//n7OIklJZd26dXTp0oXHHnuMLVu2cPzxx5OVlcWll14a92iSVOolQuDf1rxX3c31KjvdV9TrSJL2wowZM2jWrBlLly6lTJkydOrUiXvvvZeKFX/2WQuSpGKSCIH/3fzj7vbWn5x/3N3e/MJeR5JUAGvWrOGOO+6gT58+AKSmppKTk0PDhg1jnkyS9GOJ8JSeqfnHy0MIO8wTQqgMnAusA17Zwzqv5N93bv7rfrxOGfLe+Pvj7ydJ2keTJk0iLS2NPn36cOCBB3LPPfewYMECw74kJaDYA38URR+Q98jMWkDbnS53ASoCA6Io+n7byRBC7RDCDk/LiaJoLTAw//7/7LTOTfnrPx9F0YeFOL4klSrffPMN//jHP7j66qv59NNPOfPMM1mwYAH/+c9/KFeuXNzjSZJ2IRG29AC0AWYDPUMIlwJLgIbkPTN/KXDXTvcvyT/u/CDnO4GLgE4hhNOB14AU4LfAV/z0HxSSpAKIoojhw4dz0003sWLFCsqXL8/9999Phw4dOPDARPlPiSRpV2Jv+GF7y38mkEte0L8FOBHoCZwTRdE3BVznG/I+gKsncFL+Og2B/kCD/O8jSdoLX3zxBX/4wx/4y1/+wooVK7jooot48803ueWWWwz7klQCJMzf1FEUfQrcUMB7d/sRjVEUrQQ65P+SJO2jKIrIycnhlltuYfXq1VSpUoVHH32UZs2aUaZMQvRFkqQCSJjAL0lKHB9++CHNmzdnypQpAFxzzTWkp6dzzDHHxDyZJGlvWdFIkrbbsmULPXr0oG7dukyZMoXDDjuMp59+mrFjxxr2JamEsuGXJAHw1ltv0bRpU1599VUArr32Wnr06MHhhx8e82SSpP1hwy9JpdzGjRu57777OOOMM3j11Vc5+uijGTt2LIMHDzbsS1ISsOGXpFJs7ty5NG3alDfffBOAli1b0rVrV6pWrRrzZJKkwmLDL0ml0A8//MCtt95Ko0aNePPNNznxxBOZOnUqffv2NexLUpIx8EtSKTNt2jROO+00HnvsMQA6d+7MokWLuOiii+IdTJJUJNzSI0mlxOrVq7n99tvJyMgAoG7dumRnZ3PWWWfFPJkkqSjZ8EtSKTB+/HjS0tLIyMigbNmydOnShXnz5hn2JakUsOGXpCS2YsUKOnTowJAhQwBo2LAh2dnZpKWlxTyZJKm42PBLUhKKooghQ4aQmprKkCFDqFChAt27d2fWrFmGfUkqZWz4JSnJfPbZZ7Ru3Zrx48cDcOmll5KZmckJJ5wQ82SSpDjY8EtSkti6dSuZmZmkpaUxfvx4qlatSr9+/XjhhRcM+5JUitnwS1ISeP/992nevDnTpk0D4Le//S19+vShRo0a8Q4mSYqdDb8klWCbN2/mscceo27dukybNo3DDz+coUOHMnr0aMO+JAmw4ZekEuvNN9+kadOmzJ07F4C///3vdO/enUMPPTTmySRJicSGX5JKmA0bNnDPPfdQv3595s6dS82aNZk4cSIDBgww7EuSfsKGX5JKkFdffZWmTZvy1ltvAdCmTRseeughqlSpEvNkkqREZcMvSSXA999/T6dOnTjnnHN46623OPnkk5k+fTq9e/c27EuSfpaBX5IS3EsvvUTdunXp3r07ZcqU4fbbb2fhwoVccMEFcY8mSSoB3NIjSQlq1apV3HrrrfTr1w+A0047jezsbBo0aBDzZJKkksSGX5IS0JgxY0hNTaVfv34cdNBBPPDAA8ydO9ewL0naazb8kpRAvvrqK9q3b8/QoUMBOOecc8jOziYlJSXmySRJJZUNvyQlgCiKGDRoECkpKQwdOpSKFSvSs2dPZsyYYdiXJO0XG35Jitl///tfWrVqxaRJkwC47LLLyMzMpFatWvEOJklKCjb8khSTrVu3kp6eTlpaGpMmTaJatWr079+f559/3rAvSSo0NvySFIOlS5fSrFkzZsyYAcAf/vAHevfuzS9+8YuYJ5MkJRsbfkkqRps3b+aRRx7htNNOY8aMGRx55JGMGDGCkSNHGvYlSUXChl+SisnChQu58cYbWbBgAQDXX3893bp1o3r16jFPJklKZjb8klTE1q9fz7/+9S/OPPNMFixYwHHHHcdzzz1Hbm6uYV+SVORs+CWpCM2ePZumTZvyzjvvEEKgXbt2PPjgg1SqVCnu0SRJpYQNvyTtoy1bttCkSRN+85vfsGnTph2urV27lg4dOnDeeefxzjvvcOqppzJjxgx69uxp2JckFSsDvyTto379+jFq1CjGjRvHI488sv385MmTqVOnDj179qRMmTLceeedvPHGG5x77rkxTitJKq3c0iNJ+2DlypXcdddd27++9957ufTSS8nIyCA3NxeAM844g5ycHE4//fSYppQkycAvSfvk7rvv5ptvvtn+9caNG7ngggvYtGkT5cqVo0uXLnTq1ImyZcvGOKUkSQZ+SdprixYtIj09/SfnN23axAknnMDEiRM59dRTY5hMkqSfcg+/JO2FKIpo164dW7du3eX1ZcuWUa5cuWKeSpKk3TPwS9JeGDZsGC+//PJur//www+0aNGCKIqKcSpJknbPwC9JBbRmzRpatWq1x/teeOEFpk2bVvQDSZJUAO7hl6QCat++PatWrdrt9TJlylCjRg1SU1OpXbt2MU4mSdLuGfglqYCuueYaJkyYwIknnkjDhg2pWbMmNWvW5JhjjqFmzZocddRRHHigf61KkhKL/2WSpAJq0qQJTZo0iXsMSZL2inv4JUmSpCRm4JckSZKSmIFfUqmxZcsWtmzeEvcYkiQVK/fwS0pqW7ZsYdozsxnb5zmWvPIeURRRK60mv2pxGVc1u4RyB/shWZKk5Gbgl5S0Nm/azP1/7c6s0a/tcP7jtz6ld4ccXhw0nYef/zeVqlWMaUJJkoqeW3okJa2n7h76k7D/Y+/O/YDHmvYpxokkSSp+Bn5JSWnd9+sZm/78Hu+bNfo1Pn//y2KYSJKkeBj4JSWlBS8s4ofv1hXo3hkjXiniaSRJio+BX1JSWvPt90VyryRJJY2BX1JSOuTIqgW+t/ovqhXhJJIkxcvALykpHVm7OhwU7fG+MgeU4cK/NC6GiSRJioeBX1JSiaKI/v37c3r901m6YdEe77/yhos5rEb1YphMkqR4GPglJY3PP/+ca665hhtvvJHVq1dT75raXNHsot3e3/i3Z9G2V9PiG1CSpBj4wVuSSrwoisjNzaVjx46sXr2aQw45hJ49e/K3v/2NEAJX/b9fMi79ed6a9Q5btmzlxNNq8asWl3H21WdQpoy9hyQpuRn4JZVon3/+OS1atGDixIkA/PrXvyYjI4Ojjjpq+z1pjU8lrfGpcY0oSVKsrLYklUjbWv20tDQmTpxItWrVGDBgAGPGjNkh7EuSVNrZ8EsqcXZu9a+55hoyMjKoUaNGzJNJkpR4bPgllRhRFPHUU0/9pNUfO3asYV+SpN2w4ZdUInz++ee0bNmSCRMmALb6kiQVlA2/pIS2rdWvU6cOEyZMoFq1ajz11FO2+pIkFZANv6SE9cUXX9CiRYvtrf6vfvUrMjMzDfqSJO0FG35JCefHe/UnTJhA1apVyc3NZdy4cYZ9SZL2kg2/pITyxRdf0LJlS8aPHw/ktfoZGRkcffTRMU8mSVLJZMMvKSFEUcSAAQNIS0tj/PjxO7T6hn1JkvadDb+k2O3c6l999dVkZmYa9CVJKgQ2/JJiE0URAwcO3KHV79+/P+PHjzfsS5JUSGz4JcXCVl+SpOJhwy+pWNnqS5JUvGz4JRWbL7/8kpYtWzJu3DgArrrqKrKysgz6kiQVIRt+SUVuW6ufmprKuHHjqFq1Kjk5OUyYMMGwL0lSEbPhl1SkvvzyS1q1asXYsWOBvFY/MzOTY445JubJJEkqHWz4JRWJKIoYNGgQaWlpjB07lipVqmxv9Q37kiQVHxt+SYVu51b/yiuvJCsry6AvSVIMEqbhDyE0DiFMDCGsDCH8EEJYFEK4OYRwwF6uE/3Mr1eKan5Jea3+4MGDd2j1s7OzmThxomFfkqSYJETDH0L4LTASWA8MBVYCvwa6A+cCf9rLJT8Bcndx/rN9n1LSz1m2bBktW7bcodXPzMykZs2aMU8mSVLpFnvgDyFUAbKALcBFURTNyz//b2AK8McQwl+jKHpmL5b9OIqi/xT6sJJ+Iooinn76adq1a8e3335LlSpV6N69OzfccAMhhLjHkySp1EuELT1/BA4HntkW9gGiKFoP/Cv/y9ZxDCbp5y1btozf//73XHfddXz77bdcccUVLF68mBtvvNGwL0lSgoi94QcuyT8+t4trLwM/AI1DCOWiKNpQwDWrhRBuBH4BrAbmR1Hk/n2pkERRxJAhQ2jXrh0rV66kSpUqdOvWzaAvSVICSoTAf2r+cenOF6Io2hxC+AhIA04AlhRwzdOA7B+fCCEsBP4eRdGb+zGrVOotW7aM1q1b8+yzzwJwxRVXkJWV5V59SZISVCIE/qr5x9W7ub7tfLUCrteNvDcALyXvTcC1gdvJ2zo0JYRwehRFn+9pkRDC/N1cql3AOaSkYqsvSVLJVCh7+EMIH+/hcZg7/xq0N8vnH6OC3BxF0S1RFM2OoujrKIrWRlE0L4qiP5H3j4DDgM57+ceTSr1ly5bxhz/8gb/97W+sXLmSyy+/nMWLF9O0aVPDviRJCa6wGv4PyGvTC+qLH/1+W4NfdVc3AlV2um9f9QWaABcU5OYoihrs6nx+819/P2eRSoQoinjmmWe46aabWLlyJZUrV6Zbt24GfUmSSpBCCfxRFF26Hy9/FzgTOAXYYRtNCOFA4HhgM/DhfnwPgBX5x4r7uY5UKixfvpzWrVszevRoAC6//HKysrI49thjY55MkiTtjUR4LOeU/OOVu7h2AVABmL0XT+jZnUb5x/39h4OU1Lbt1U9NTWX06NFUrlyZrKwsnnvuOcO+JEklUCIE/hHA18BfQwhnbjsZQigP3J//ZfqPXxBCqBBCqB1COHan8/VDCD9p8EMI9YAH8r/cm/cPSKXK8uXLadKkCddeey0rV67ksssuY/HixTRr1swtPJIklVCxP6UniqLvQgjNyQv+00IIzwArgd+Q98jOEcDQnV52NjAVmA5c9KPz7YE/hBCmAJ8CG8h7qs6VwAHkfaLvkCL7w0glVBRFDB06lJtuuolvvvmGypUr8/jjjxv0JUlKArEHfoAoip4NIVwI3EXeG2vLA+8DnYCeURQV6Ak9wLPkvcm3Hnkf6FUe+AaYBGRFUTS2sGeXSrrly5fTpk0bRo0aBcBll11Gv3793L4jSVKSSIjADxBF0Szg6gLeO43/Pa7zx+efJS/0S9qDKIoYNmwYbdu2tdWXJCmJJUzgl1R8dm71f/nLX5KdnW2rL0lSEkqEN+1KKibb9uqnpaUxatQoKlWqREZGBpMnTzbsS5KUpGz4pVLiq6++ok2bNowcORLIa/X79evHcccdF/NkkiSpKNnwS6XAsGHDSE1NZeTIkVSqVIm+ffsyefJkw74kSaWADb+UxL766ivatm3LiBEjAFt9SZJKIxt+KUkNGzaMtLQ0RowYYasvSVIpZsMvJZmdW/1LL72Ufv36UatWrXgHkyRJsbDhl5LI8OHDf9Lqv/DCC4Z9SZJKMRt+KQmsWLGCNm3a2OpLkqSfsOGXSrjhw4eTmpq6vdVPT0+31ZckSdvZ8Esl1IoVK2jbti3Dhw8H4JJLLiE7O9ugL0mSdmDDL5VA21r94cOHU7FiRfr06WOrL0mSdsmGXypBVqxYwU033cSwYcMAW31JkrRnNvxSCTFixAjS0tIYNmyYrb4kSSowG34pwe3c6l988cVkZ2dz/PHHxzyZJEkqCWz4pQQ2cuTIHVr93r178+KLLxr2JUlSgdnwSwno66+/pm3btttb/YsuuoicnByDviRJ2ms2/FKCGTlyJKmpqTu0+i+99JJhX5Ik7RMbfilBfP3119x0000MHToUsNWXJEmFw4ZfSgCjRo0iLS2NoUOHUrFiRZ588klbfUmSVChs+KUYff3117Rr145nnnkGyGv1s7OzOeGEE2KeTJIkJQsbfikm21r9Z555hgoVKmxv9Q37kiSpMNnwS8Vs51b/wgsvJCcnx6AvSZKKhA2/VIxGjx69Q6vfq1cvpkyZYtiXJElFxoZfKgbffPMN7dq1Y8iQIUBeq5+dnc2JJ54Y82SSJCnZ2fBLRWz06NGkpqYyZMiQHVp9w74kSSoONvxSEdm51b/gggvIyckx6EuSpGJlwy8VgWeffZa0tLTtrX7Pnj2ZOnWqYV+SJBU7G36pEH3zzTe0b9+ep59+GrDVlyRJ8bPhlwrJmDFjSEtL4+mnn7bVlyRJCcOGX9pPO7f6559/Pv379zfoS5KkhGDDL+2HH7f6Bx98ME888QTTpk0z7EuSpIRhwy/tg5UrV9K+fXsGDx4M5LX6OTk5nHTSSTFPJkmStCMbfmkvjRkzhtTUVAYPHszBBx9Mjx49mDZtmmFfkiQlJBt+qYBWrlxJhw4dGDRoEADnnXce/fv3N+hLkqSEZsMvFcDYsWNJS0tj0KBB21v96dOnG/YlSVLCs+GXfsauWv2cnBxOPvnkmCeTJEkqGBt+aTfGjRu3Q6vfvXt3pk+fbtiXJEklig2/tJOdW/1zzz2X/v37G/QlSVKJZMMv/ci4ceOoU6eOrb4kSUoaNvwS8O2339KhQwcGDhwI2OpLkqTkYcOvUm/bXv2BAwdSvnx5unXrZqsvSZKShg2/Sq1vv/2Wm2++mQEDBgDQuHFj+vfvzymnnBLzZJIkSYXHhl+l0vjx40lLS2PAgAHbW/2XX37ZsC9JkpKODb9KFVt9SZJU2tjwq9SYMGECderU2d7qP/7447b6kiQp6dnwK+nt3Oqfc8459O/fn1NPPTXmySRJkoqeDb+S2s6t/mOPPcaMGTMM+5IkqdSw4VdSWrVqFTfffDNPPfUUYKsvSZJKLxt+JZ2JEyeSlpbGU089ZasvSZJKPRt+JY1Vq1bRsWNHcnNzAVt9SZIksOFXktjW6ufm5lKuXDkeffRRW31JkiRs+FXC7dzqN2rUiP79+1O7du14B5MkSUoQNvwqsSZNmkSdOnV2aPVnzpxp2JckSfoRG36VOKtWraJTp070798fsNWXJEn6OTb8KlG2tfr9+/enXLlyPPLII7b6kiRJP8OGXyXCzq1+w4YNyc3NNehLkiTtgQ2/Et6uWv1Zs2YZ9iVJkgrAhl8Ja/Xq1XTq1ImcnBwgr9Xv378/KSkpMU8mSZJUctjwKyE999xz1KlTh5ycHMqVK0fXrl2ZOXOmYV+SJGkv2fAroezc6p999tnk5uYa9CVJkvaRDb8SxvPPP/+TVn/WrFmGfUmSpP1g4FexWL9+Pc2bNycjI+Mn11avXk2zZs248sor+eyzzzj77LNZsGABt912Gwce6A+hJEmS9oeBX8Wie/fu9OvXjzZt2jBnzpzt57e1+tnZ2Rx00EE8/PDDzJo1i9TU1BinlSRJSh4GfhW5L7/8kgcffBCArVu3csMNN7Bs2TKaN2++vdU/66yzeP3117n99ttt9SVJkgqRyUpF7l//+hdr167d/vW7777LySefzNq1aznooIPo0qULnTt3NuhLkiQVAROWitSCBQu2fzruj61du5aUlBSGDx9OWlpaDJNJkiSVDm7pUZGJooibb76ZKIp2eX3Lli2ccMIJxTyVJElS6WLgV5EZOXIkM2bM2O31pUuXcvfddxfjRJIkSaWPgV9FYv369dx00017vK9bt258+OGHxTCRJElS6eQefhWJVq1asXz58p+954ADDqBevXpUrVq1mKaSJEkqfQz8KhKVKlUCoFq1atSrV4/jjz+eWrVqUatWre2/P/roo30yjyRJUhEzbalIPPnkkzz55JNxjyFJklTquYdfkiRJSmIGfkmSJCmJGfglSZKkJBZ74A8hlA0hdAgh9A8hvBFC2BhCiEIIzfZjzcYhhIkhhJUhhB9CCItCCDeHEA4ozNmTURRtIlr/HFu/u4+tq+8h+n4g0dbv4h5LkiRJ+ygR3rRbEeiR//vlwDKg5r4uFkL4LTASWA8MBVYCvwa6A+cCf9qfYZNZtPE1olW3wNb/PU4zAljzKFTuCBX+HyGE2OaTJEnS3ou94Qd+AK4GakRR9AsgZ18XCiFUAbKALcBFURQ1jaLoVuB0YA7wxxDCXwth5qQTbVxItLLpDmH/f9YTrXkIfniq2OeSJEnS/ok98EdRtDGKoklRFH1ZCMv9ETgceCaKonk/+h7rgX/lf9m6EL5P0onWPAJs2MM93Ym2rimegSRJklQoYg/8heyS/ONzu7j2Mnk/TWgcQihXfCMlvmjzB7BpbgHuXAfrxxb5PJIkSSo8ibCHvzCdmn9cuvOFKIo2hxA+AtKAE4AlP7dQCGH+bi7V3q8JE9Hm9wt8a7T5PdzFL0mSVHIkW8NfNf+4ejfXt52vVgyzlCBli+heSZIkxa1QGv4QwsfAcXvxksFRFF1XGN97L20rp6M93RhFUYNdLpDX/NcvzKFid9Dp5AX5TXu8NRx0dpGPI0mSpMJTWFt6PiDvMZgF9UUhfd+dbWvwq+7mepWd7hMQylQnKn/Vnvfnl6kB5S4unqEkSZJUKAol8EdRdGlhrFMI3gXOBE4BdtiDH0I4EDge2Ax8WPyjJbZQ+Z9EmxbClk92c0d5QrVHyfufUZIkSSVFsu3hn5J/vHIX1y4AKgCzoyj6+edPlkLhgEMJ1Z+B8r/jJ/v0D2pEOHQw4aCzYplNkiRJ+65E1rUhhKrAUcDqnZ7fPwLoCv+/vXuLsauq4zj+/dOCLQQoLRiJhRQQaB8QonihNVA0cjMCCigvJMVgjEFEgYcGTYAENTERUDRgrFCQh5JUI9Eg8ABFoBIDiZeHcpXWC3iBquXSUgl/H/YaejiZmc6c65w130+yszt771mzdta/+/zmzD5rc35E3Dg2F39EzAOuLcfcNNDOjpCYs4hY8G3yzdWw8/fAGzD3PcTcw4bdNUmSJHVoRgT+iFjNrukujyvrCyPiI+XfD2fmmpZv+RRwK3AbsGpsY2Zui4jP0wT/DRGxDtgKnEkzZed64M5+nUctYo+FMM979SVJkmowIwI/zS04J7VtW16WMWuYgsz8eUScBHwNOAeYBzwDXAZ8LzN3O0OPJEmSVIsZEfgzc+U0j18LrJ1k/yPAGV11SpIkSapAbR/alSRJktTCwC9JkiRVzMAvSZIkVczAL0mSJFXMwC9JkiRVzMAvSZIkVczAL0mSJFXMwC9JkiRVzMAvSZIkVczAL0mSJFXMwC9JkiRVzMAvSZIkVczAL0mSJFXMwC9JkiRVzMAvSZIkVczAL0mSJFXMwC9JkiRVzMAvSZIkVczAL0mSJFXMwC9JkiRVzMAvSZIkVczAL0mSJFXMwC9JkiRVzMAvSZIkVczAL0mSJFXMwC9JkiRVzMAvSZIkVczAL0mSJFUsMnPYfRgpEfHS/PnzFy5btmzYXZEkSVLFNm3axPbt27dm5qJu2jHwT1NEPAfsB2weclf6ZWlZPzHUXmgUWCuaKmtFU2WtaKpmS60sAbZl5mHdNGLg19tExOMAmfn+YfdFM5u1oqmyVjRV1oqmylqZHu/hlyRJkipm4JckSZIqZuCXJEmSKmbglyRJkipm4JckSZIq5iw9kiRJUsV8h1+SJEmqmIFfkiRJqpiBX5IkSaqYgV+SJEmqmIFfkiRJqpiBX5IkSaqYgV+SJEmqmIF/FoqIPSPi0oi4NSJ+FxE7IyIj4qIu2lweEXdHxNaIeC0i/hARX4mIOb3su4ajV+Nb6myi5dF+9V+9FRGLI+KWiHg+Il6PiM0RcUNEHDDNdhaW79tc2nm+tLu4X33XYPWiViJiw26uHfP6eQ7qv4g4NyJujIiHImJbGdc7OmyrJ9en2swddgc0FPsAN5R//wP4O3BIp41FxFnAT4EdwJ3AVuCTwPXACuC8bjqr4erD+G4B1o6z/a+d91KDEhFHABuBdwJ3AU8AHwQuBU6LiBWZ+dIU2llU2jkKuB9YBywFLgQ+EREnZOaf+nMWGoRe1UqLaybY/kZXHdVM8HXgWOAVmteCpZ000oeaq0dmusyyBdgLOB04uHx9NZDARR20tR/wT+B14PiW7fNo/tMlcP6wz9ml41rp6fiW4zcM+7xcuqqJe8s4XtK2/bqy/eYptvPDcvx1bdu/XLbfM+xzdZkxtbKhiSvDPyeXvtXKycCRQAArS33c0UE7Pam5Ghdv6ZmFMnNnZv4qM1/oQXPnAgcB6zLzsZafsYPmN3aAL/bg52g4HF+9JSIOB04BNgM/aNt9FfAqcEFE7LObdvYBLijHX9W2+/ul/VPLz9MI6lWtaHbIzAcy8+ks6bwT1tzkDPzq1kfL+p5x9v0aeA1YHhHvGFyX1EP9GN8FEfG5iLgyIi6OiA933UsNylg93JeZb7buyMyXgUeAvYHdjekJwHzgkfJ9re28CdxXvjy56x5rWHpVK2+JiM9GxOqIuCwiTvd1RW16XnM1MfCrW0eX9VPtOzLzDeA5ms+K+E7daOrH+B4L/Bj4Bs27ub8pHx4/psu+qv8mrIfi6bI+akDtaObqxxivA74FfAe4G/hzRJzbWfdUIa8rkzDwq1v7l/V/J9g/tn3BAPqi3uv1+F5H80Hfg4B9gQ8A62l+Cbg/It7dYT81GL2qB68b9evlGN9FM1HAYpq/DMo6saEAAAPxSURBVC2lCf4LgDsj4vQu+ql6eF2ZhIF/RJVppiabpqx96Wh6q150taw7vi9P3elzrUxrfDPz8szcmJkvZuYrmflYZp5HMwvQgcAV0zw9zSy9+v/udaN+Ux7jzLw+M3+ZmX/LzB2Z+WRmXglcTpNjvtnPjqoas/q64rSco+tZmmkSp+r5PvVj7Dfm/SfYv1/bcRq8bmplUON7M3AOcGKX7ai/elUPXjfqN4gxXkMzPfBxEbFv++dBNOt4XZmEgX9EZebHht2H4kngeJp74h5v3RERc4HDaOZIdj7tIemyVgY1vv8q61k5e8IIebKsJ7oH9siynuge2l63o5mr72OcmTsi4mXgAJprh4F/dvO6Mglv6VG37i/r08bZdyLNJ+I3Zubrg+uSemhQ4zs2a4K/GM5sD5T1KRHxttePiNiX5vMZ24HdPTX50XLcivJ9re3sQTO1XuvP0+jpVa1MKCKOpgn7LwMvdtqOqtH3mhtlBn5NSUTsHxFLI+Lgtl3raS6050fE8S3HzwOuLV/eNKBuqvemPb4RsXeplUPbtr9vvPmPI+K9NDP2AAzrsyaagsx8lmbKzCXAxW27r6F5l/X2zHx1bGOphbc9NTMzXwF+Uo6/uq2dL5X2702ftDuyelUrEXH4eB/mj4gDgVvLl+vKrGGaBSJiz1IrR7Ru76TmZpPo4hkHGmERsZpdj64+jmaWlI3smrbq4cxc03L8KpqL622ZuaqtrbNpguEOmmnTtgJn0kyRtR74TDcP09BwTXd8I2IlzTstD2bmypbta4FP0/zV4C80T+9dSvPXgznAj4AvWCsz2ziPrt8EfIhmzvyngOXZ8uj6iGgesZwZbe0sKu0cRVMTvwWWAWfRPN15eXkB14jqRa2U1541wIM0n0faChwKnEFzr/ZjwMcz8z/9PyP1S3mdObt8+S7gVJq/+D5Utr2YmVeUY5fQTAm9JTOXtLUzrZqbVYb9qF+X4SyUR5VPsqxtO37VeNtb9q+gmRf53zR/Mvsj8FVgzrDP1aUn9TLl8WXXY9E3tG0/G/gZ8AywDdgJvAD8Ajhz2OfoMq16OITmDYAXyjhuAb4LLBzn2GxeasZtZ2H5vi0t9XALsHjY5+gyM2oFOAZYW645LwH/own9DwGXAHsN+xxdelInV+8mk2xuOXZJ+7ZOa242Lb7DL0mSJFXMe/glSZKkihn4JUmSpIoZ+CVJkqSKGfglSZKkihn4JUmSpIoZ+CVJkqSKGfglSZKkihn4JUmSpIoZ+CVJkqSKGfglSZKkihn4JUmSpIoZ+CVJkqSKGfglSZKkihn4JUmSpIoZ+CVJkqSKGfglSZKkihn4JUmSpIr9HzJ6WTEfh2OzAAAAAElFTkSuQmCC\n", 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "image/png": { - "height": 250, - "width": 388 - } - }, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "msg = np.zeros(len(G))\n", "msg[0] = 1\n", @@ -1545,7 +617,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -1565,24 +637,9 @@ }, { "cell_type": "code", - "execution_count": 27, - "metadata": { - "collapsed": true - }, - "outputs": [ - { - "data": { - "text/plain": [ - "array([[1, 0, 1],\n", - " [0, 2, 2],\n", - " [1, 2, 4]])" - ] - }, - "execution_count": 27, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "c_mat = cp_mat @ cp_mat.T # c_mat means \"customer matrix\"\n", "c_mat" @@ -1606,25 +663,9 @@ }, { "cell_type": "code", - "execution_count": 28, - "metadata": { - "collapsed": true - }, - "outputs": [ - { - "data": { - "text/plain": [ - "array([[2, 1, 2, 1],\n", - " [1, 2, 1, 1],\n", - " [2, 1, 2, 1],\n", - " [1, 1, 1, 1]])" - ] - }, - "execution_count": 28, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "p_mat = cp_mat.T @ cp_mat # p_mat means \"product matrix\"\n", "p_mat" @@ -1658,19 +699,9 @@ }, { "cell_type": "code", - "execution_count": 29, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "100%|██████████| 64706/64706 [00:01<00:00, 40221.29it/s]\n", - "100%|██████████| 64706/64706 [00:00<00:00, 353064.29it/s]\n", - "100%|██████████| 64706/64706 [00:00<00:00, 279224.12it/s]\n" - ] - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "G_amzn = load_amazon_reviews()" ] @@ -1695,7 +726,7 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -1720,10 +751,8 @@ }, { "cell_type": "code", - "execution_count": 31, - "metadata": { - "collapsed": true - }, + "execution_count": null, + "metadata": {}, "outputs": [], "source": [ "customer_nodes = get_partition_nodes(G_amzn, 'customer')\n", @@ -1745,10 +774,8 @@ }, { "cell_type": "code", - "execution_count": 32, - "metadata": { - "collapsed": true - }, + "execution_count": null, + "metadata": {}, "outputs": [], "source": [ "customer_mat = mat @ mat.T" @@ -1765,7 +792,7 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -1782,20 +809,9 @@ }, { "cell_type": "code", - "execution_count": 34, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "294" - ] - }, - "execution_count": 34, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "cust_idx = np.argmax(degrees)\n", "cust_idx" @@ -1814,20 +830,9 @@ }, { "cell_type": "code", - "execution_count": 35, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "294" - ] - }, - "execution_count": 35, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "cust_degrees = [G_amzn.degree(n) for n in customer_nodes]\n", "np.argmax(cust_degrees)" @@ -1848,7 +853,7 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -1857,20 +862,9 @@ }, { "cell_type": "code", - "execution_count": 37, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(294, 86)" - ] - }, - "execution_count": 37, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "# Construct diagonal elements.\n", "customer_diags = sp.diags(degrees)\n", @@ -1898,18 +892,9 @@ }, { "cell_type": "code", - "execution_count": 38, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "24.465 seconds\n", - "Most similar customers: ('A3HU0B9XUEVHIM', 'A9Q28YTLYREO7', {'weight': 154})\n" - ] - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "from time import time\n", "\n", @@ -1935,18 +920,9 @@ }, { "cell_type": "code", - "execution_count": 39, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "0.884 seconds\n", - "Most similar customers: A9Q28YTLYREO7, A3HU0B9XUEVHIM, 154\n" - ] - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "start = time()\n", "\n", @@ -1996,9 +972,9 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.6" + "version": "3.6.10" } }, "nbformat": 4, - "nbformat_minor": 2 + "nbformat_minor": 4 } diff --git a/bonus-3-matrices-student.ipynb b/bonus-3-matrices-student.ipynb index e5c9a184..3c3a7d32 100644 --- a/bonus-3-matrices-student.ipynb +++ b/bonus-3-matrices-student.ipynb @@ -11,18 +11,9 @@ }, { "cell_type": "code", - "execution_count": 21, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "The autoreload extension is already loaded. To reload it, use:\n", - " %reload_ext autoreload\n" - ] - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "import networkx as nx\n", "from networkx import bipartite\n", @@ -57,7 +48,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -79,25 +70,9 @@ }, { "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": { - "image/png": { - "height": 320, - "width": 481 - } - }, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "nx.draw(G1, with_labels=True)" ] @@ -113,25 +88,9 @@ }, { "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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- "text/plain": [ - "
" - ] - }, - "metadata": { - "image/png": { - "height": 344, - "width": 344 - } - }, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "nv.MatrixPlot(G1).draw()" ] @@ -147,23 +106,9 @@ }, { "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "array([[0., 1., 0., 0.],\n", - " [1., 0., 1., 0.],\n", - " [0., 1., 0., 1.],\n", - " [0., 0., 1., 0.]])" - ] - }, - "execution_count": 5, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "A1 = nx.to_numpy_array(G1, nodelist=sorted(G1.nodes()))\n", "A1" @@ -178,23 +123,9 @@ }, { "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "array([[1., 0., 1., 0.],\n", - " [0., 2., 0., 1.],\n", - " [1., 0., 2., 0.],\n", - " [0., 1., 0., 1.]])" - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "import numpy as np\n", "\n", @@ -214,20 +145,9 @@ }, { "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "array([1., 2., 2., 1.])" - ] - }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "np.diag(A1 @ A1)" ] @@ -252,23 +172,9 @@ }, { "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "array([[0., 2., 0., 1.],\n", - " [2., 0., 3., 0.],\n", - " [0., 3., 0., 2.],\n", - " [1., 0., 2., 0.]])" - ] - }, - "execution_count": 8, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "np.linalg.matrix_power(A1, 3)" ] @@ -301,45 +207,18 @@ }, { "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[0, 1, 2, 3]" - ] - }, - "execution_count": 9, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "nodes" ] }, { "cell_type": "code", - "execution_count": 10, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "image/png": { - "height": 320, - "width": 479 - } - }, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "G2 = nx.DiGraph()\n", "G2.add_nodes_from(nodes)\n", @@ -356,23 +235,9 @@ }, { "cell_type": "code", - "execution_count": 11, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "array([[0., 1., 0., 0.],\n", - " [0., 0., 1., 0.],\n", - " [0., 0., 0., 1.],\n", - " [0., 0., 0., 0.]])" - ] - }, - "execution_count": 11, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "A2 = nx.to_numpy_array(G2)\n", "A2" @@ -387,23 +252,9 @@ }, { "cell_type": "code", - "execution_count": 12, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "array([[0., 0., 1., 0.],\n", - " [0., 0., 0., 1.],\n", - " [0., 0., 0., 0.],\n", - " [0., 0., 0., 0.]])" - ] - }, - "execution_count": 12, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "np.linalg.matrix_power(A2, 2)" ] @@ -426,23 +277,9 @@ }, { "cell_type": "code", - "execution_count": 13, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "array([[0., 0., 0., 1.],\n", - " [0., 0., 0., 0.],\n", - " [0., 0., 0., 0.],\n", - " [0., 0., 0., 0.]])" - ] - }, - "execution_count": 13, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "# Enter your code here.\n" ] @@ -464,7 +301,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -482,25 +319,9 @@ }, { "cell_type": "code", - "execution_count": 15, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "image/png": { - "height": 344, - "width": 344 - } - }, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "# Enter your code below.\n" ] @@ -518,20 +339,9 @@ }, { "cell_type": "code", - "execution_count": 16, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[]" - ] - }, - "execution_count": 16, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "# Enter your code below.\n" ] @@ -549,40 +359,18 @@ }, { "cell_type": "code", - "execution_count": 17, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[30, 196, 115, 100]" - ] - }, - "execution_count": 17, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "# Enter your code below to find shortest path between two nodes." ] }, { "cell_type": "code", - "execution_count": 18, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "40.0" - ] - }, - "execution_count": 18, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "# Find out the number of possible shortest nodes between those two nodes." ] @@ -600,25 +388,9 @@ }, { "cell_type": "code", - "execution_count": 19, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": { - "image/png": { - "height": 320, - "width": 479 - } - }, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "nx.draw(G2, with_labels=True)" ] @@ -652,20 +424,9 @@ }, { "cell_type": "code", - "execution_count": 20, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "array([[1, 0, 0, 0]])" - ] - }, - "execution_count": 20, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "msg = np.array([1, 0, 0, 0]).reshape(1, 4)\n", "msg" @@ -680,20 +441,9 @@ }, { "cell_type": "code", - "execution_count": 21, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "array([[0., 1., 0., 0.]])" - ] - }, - "execution_count": 21, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "msg2 = msg @ A2\n", "msg2" @@ -710,20 +460,9 @@ }, { "cell_type": "code", - "execution_count": 22, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "array([[0., 0., 1., 0.]])" - ] - }, - "execution_count": 22, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "msg3 = msg2 @ A2\n", "msg3" @@ -747,7 +486,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -792,139 +531,9 @@ }, { "cell_type": "code", - "execution_count": 24, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "INFO:matplotlib.animation:Animation.save using \n", - "INFO:matplotlib.animation:MovieWriter.run: running command: ['ffmpeg', '-f', 'rawvideo', '-vcodec', 'rawvideo', '-s', '432x288', '-pix_fmt', 'rgba', '-r', '5.0', '-loglevel', 'quiet', '-i', 'pipe:', '-vcodec', 'h264', '-pix_fmt', 'yuv420p', '-y', 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\n", 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iCDTq+ACRF9OsOq4gCCAiNGjQAJUrV0ZiYiIiIyONTh1bUNeuXfH999/DxsYGTRr7o+PrqejxpiOcnRSIe5SHyCsV4ew5CNNnfoyYmBi4ubmhV69eICJcuXIFUVFRSEhIkPJzcnKCk5MTbG1tkZOTg5ycHCQmJkqflyAIUllf1P8XFQoF6tati5o1axrtzmWqq1cZhzwEe4+FgDxY+moJjjMhOAz6Z06IMfZMcHejlwgHCezfjnJvguLftLhdUrIWR64sQLe3+hb9GES4fv069u3bh3379hl9Yj106FBs3LixyHkXlJ2djdDQUFy5cgWLFy+WddsZMmQItmzZYnJftVqN5cuX491338WePXvQo0cP5ObmYtq0aVi4cOEz7Uc/depULF68WPrd09MTISEhOHjwoGysxpI5HpgwUv4ehIJBw/999ARBDRYjLS0Nq1atwq1btwD8HQzoCYIApVKJ3FwrZygq4PDhw2jRogUAYOfOnejevTuqVKmCO3d04yCysrIQFBSEy5cvIyEhAe3atcPZs2fh6+uLiIgI+Pr6AgDOnj2LVatW4b///a90L/j7++O9997Da6+9hrCwMNlxhw0bhvXr10MQBIiiiIyMDCQkJCApKQmJiYlITk6WUmpqKlJTU5GWloa0tDRkZGQgPT0dmZmZyMzMRFZWFrKyspCdnY3s7Gzk5uYiJycHeXl5yMvLg1arhVarhSiKzzwoaR6mQcSPPtZtrO4ChcuSZ1oextizxUHCS4SDBPZvR2mrQGnLrdp2yPhMLF97CS4uLiU6ZkZGBo4cOSIFDdevX8eECROwbNmyEuU7c+ZMLFy4EIBujMPNmzfh5OSEgQMHYseOHSYrfJUrV8a+ffsQGBiIffv2oWvXrsjJycHEiRMRHh7+zAfaPn78GBUqVDA6eLuwof2cMHG0KwID/h5U/ueFLGzd4YCV66/BxsYGO3bsQOfOnbFv3z6sXLkSe/fulbZ1cnJCampqsSu/48aNQ9euXdGyZUu0atUKv//+Oz766CPMmzcPPj4+ePLkCbKzs5GQkABXV1ckJSWhffv2OH36NCpVqoSIiAj4+flJ+cXHx2PTpk1YvXo1oqOjAZgeyL5o0SJMmzatWOUuiVatWiEiIsLkekdHRzRs2BB9+/aFUqmUgpGCKTExEQ8ePMCTJ08QHx8vBTNh9ZUcJDD2L1JaQYLUtMrp2SUAZ0NDQ4mxfytt8sekfVDVqjTgbUcaOXJkqZfhyZMnlJeXV6I8zp49SzY2NgRdDykCQA0aNCA7Ozvpd3t7e9l6AFSlShXKzMwkIqIDBw5I248bN45EUSyN07PKoEGDDMpmKtWqFUS1a6ioeZiGqvnbSst79+5NAEilUtGvv/4q5X3jxg0aP348OTk5WX0Ma5NCoZCOGxwcTE2aNCEA9Msvv0jHT0pKosaNGxMAqlixIt28edPg/PPy8mj37t3UvHlzs8f7/vvv/5HPo6D27dsbLYtSqaQWLVrQTz/9RFlZWUSku5cPHz5Mq1evpjFjxtDrr79Onp6eJs/HzdWG0qP9KS8uwOL3T0z78h8/d8ZY6QoNDSUAZ6mk9deSZsCJgwTGLBHTNlgdJLRprqtkHz169HkXWyY7O5vq1KljsiKmVCpp2rRptHXrVlIoFNJyjUZDMTExRER06NAhUqvVBIBGjx79jwYIREQnT560umI+bNgw6d/+/v4kCAIBIEEQqFatWlJA9Mcff8iOkZqaSmvWrCE3N7diBQQ+Pj7k6ekpu4aFk0ajIQAUFhZGp0+fJq1WS0REycnJUgDh7e1N169fN3odwsLCzJbBzs6OTpw48cw/j4L69u1r1fVRqVQm15UpU4YaNmxI3bt3p+bNm1OZMmWkdZuXe1nx/atDojb5Hz1vxljpK60gwfS8cowxVlrUbwKwPL1pbFwuIo7pBh+PGDHC6llwLElNTcXly5et6mpjyqJFi3Dx4kWj61xcXHD79m3ExcVhwIABEEVRWrd8+XJUrFgRR48eRadOnZCVlYXhw4dj5cqV//hc/g0bNjQ7775SqZvwrmPHjrKX0VWrVg0HDhwAoHuwdPnyZSgUCmRkZKBjx46IjIyUtrWxsUFqaqrFgcmmPHjwAD4+Ppg1axZUKl13p9DQUDg6Okrb6Mt24sQJNGzYELa2tvDy8kKXLl3QrFkz1KtXD/fv30fLli1lA7P15bfU9TM7OxstW7bE+fPnpWWJiYlYv349nj59WqzzMkUURURFRVl9r+fk5KBMmTJo2LAhhgwZgvDwcPzvf//DX3/9hY0bN6JMmTL48ccfceTIEaSlpaFevXoYOXIkZi56inv3deNDSPfwyoDgNBOCwqnUzo0x9pIraZTBiVsSGLOGNulD0j6oSnlxhk8w9d0gRg1ylj0ZnTNnTpGPk5qaSkeOHKFly5ZR//79qXr16tJT8JUrVxar7BcuXCClUmn2Ca++u4dGo6EvvviClixZQh9++CGJokjHjx+XnuoOGjRIevJdEtnZ2VIXJmvk5eXRjBkzzHbp0T+hP3nyJDVq1Eha17JlSyIi6tSpEwGgmjVryva1t7enw4cP05IlS8jLy6tYLQimklqtptGjR9OcOXMIAHXt2pXee+89q/dXqVQ0duxYunr1KhER/e9//7N6327duhER0dGjR6lixYoEgP7v//6vWJ+XVqulS5cu0ZIlS6hnz55Us2ZNcnZ2lu5Na1LZsmVp6dKlsvsnOjqaZs6cSeXKlZO1tAwbNozOnDlDREQHDx4kAFTJR0n7v/U2+P5F/+lLK5d0KNZ5McZePNzd6CVKHCQwRiSK2aRNGGOyq8O8qe5GK66nTp2ykK9I48aNoxYtWsgCAmNp/fr1RS53bm4uVa5c2apKXJ06daTKqN6pU6ekfvr9+vUr8bgIIl2F08HBgWxtbenJkycWt3/06BG1atVKuqaFr1HB31977TUiInJ3//vzaNSoERER/f777wSA3N3d6Y8//qB27doVuUuMuRQSEkIrVqygevXqmdzG39+ffvnlFwoMDCQAdPz4cfrtt99o3LhxVL9+fXJxcTG5r42NDTk7O5tcHxAQQCNHjqSxY8fSwIED6d69ezR37lxZ16fXX3/d4mdz4cIFCg8Ppx49elDNmjXJycnJYjDg4OBg9XUaNmwY/fzzz/Tmm2/K8g0KCqIVK1ZQYmKirEyRkZGy/QOr2tLowc40YaQLvdnGgWxsQNeuXSvm3cgYe9FwkPASJQ4SGNMRRZHeHVSDtm8sT9eOVaaoo5Vp3RJPCqltZ7JCFBgYaDbPI0eOWF25unv3bpHKGxsbS35+flbnX3AgL5FuoLO+0tqrVy/Kzc0t8jUz5rfffpOO2bt3b5Pbpaen0yeffEIeHh6E/CfRISEhBoHYF198IQ3IVqvV9N1330n/1gc/RLrPr0GDBgSAli5dSvPnzydHR8diBQSmKukrV66kTZs2EQCqVKkSde3alVxdXQ221VeOO3fuTOnp6bLzzs3Npb1799KIESOKXL7g4GCKiYmhmJgYowOcvby8iEgXDJw7d44WL15M3bt3pxo1asiCAY1GoB5vlqHRg52p71uO5OykCzTKlClD1atXp65du9LChQtlYyqsDa4KtmqpVCrq378/HT161OQYl+joaIt5fvLJJ6VxazLGXgAcJLxEiYMExnSuXLkiq+T88MMPdP36dTp27Bh9/fXXVKFCBQJAFSpUoE6dOpGvry+Fh4ebzTMvL0+a1cZc8vPzs3qgcGZmJn388ceyp7s2Njbk4+NDwcHBFBgYKJ2Dvb099evXjzZu3ChrJTh//rw0ePett96inJycEl27ggrPUnTw4EFKSkqiw4cP07Jly+idd96hoKAg2TZhYWH02muvEQBZK8HKlSulbkj6669/cl61alXpp56+Al/w6Xrjxo3J29vbqgpupUqVjC4vOGuUPu+C3c26d+9OAMjDw0OqiDdrrKaJo11o8hhX6tujMo0eNZJu3Lhh8Fmaa12wpiJeONnb25tsGRAE0IcT3Cj+mr+spSznfhBpkxaQKGYb/UxjYmKKNNi7SpUqFB4eblVLUkxMjMH+tra2FBwcLP1et27dYt6NjLEXDQcJL1HiIIExnXnz5hEAqfvN5cuXZevv3bsn9f1+8803ra5Yi6JIM2fOtFix8vX1pREjRtAPP/xACQkJRvPZsWMH+fr6Svt0796dbt26RUREKSkpNHDgQGld165djVbSLl26JD2979y5M2VnG68YFkdqaqpB1xRL4yWcnZ2lAKBcuXJ09epVWrVqFa1bt46ePn0qjZc4duyY7DrqW1EqVqxIT548oRkzZsiezAcFBdGhQ4dIFEX6448/LJYDAO3atYumTZtmECAcPnyYvvvuO1nFFQC1bduWdu/eTR07diQAtHv3bspOO0UPouobdFm7dqwytW6mIScnJ3rjjTfo559/Jq1WSz/99FORgwRrkiAI5OjoSIGBgfTWW2/RokUL6dFfI83PIJQwgkQxj0RRpEuXLtH8+fPNdq8ylnr27FmkcS1Tp041uB9+++03mjBhAgGQpuQ1NRsUY+zlwkHCS5Q4SGBMp3bt2rJKSeG+00REV69elZ50Dxw4sEiVodWrV5ucOrPgdJCA7ml1w4YN6cMPP6Tff/+d/vzzT3r99del9bVq1aKDBw9KeZ88eVKqNGs0Glq7dq3RlomrV69Kg5g7dOggzW1fWr788stiV2pVKpVB33N9UNC+fXtpWdeuXWX7aTQaWWBSvXp1AnStE1qtlkaMGGHVAFx/f38SRZG0Wi317NlTWt63b1/p2P379ycAVLt2bWkgdcF75tjva0n7oLbJSnhWTIA0ja4+gAoODi5Sn39rko2NDdWpU4eGDh1Kq1evptOnT1N26hGzAUJe/s9PF7Y0aHmxt7enbt26GbyHo3CaMmVKke6X2NhYqdsYoGuJiYqKIiKiNWvWSJ8LAJo3b14J7kzG2IuCg4SXKHGQwBjRtWvXpKeY+kqRqe4/p06dkip1kyZNMrpNQkICaTQa0mg0VK1aNQoLC6NOnTpRq1atDCpaSqWSEhMT6cyZM/Txxx9Ty5YtydbW1mglzN7enmbNmiW1YuTl5dH8+fOlPOvWrUtXrlwxWqYbN25Q+fLlCQC1adOGMjIySufiFdC6detiV2znz58vy+vp06dSy8Dx48el5YMHD5YCqYL7d+zYkY4fP05paWnSOIGCA4FdXV2lQNBUat26NZ08eZIyMjKocePGZGNjQ6dPnyYiori4OLK1tSWFQkF37tyh+Ph4Cg8PpypVqkj7n9lfyeJ8/4+vBpOfX5UizRykr/ibez+DPqnVaqOV+e/WV7DqXSB//OxDgK7b17Bhw2jTpk3UvXt32Uv5jKU+ffoUeWas4cOHE6BrQapYsaJsXI5+bIt+tqqgoKAS3JmMsRcFBwkvUeIggTGiBQsWEKCbVhKQ93M3Zv/+/VL3FWPjEvRdl0ylFmEaWrmoLH2zthytCfcmMfusLChJSEigkSNHmqyYVaxYkXr16iXNogOAJk6caLJl4K+//pKeDrds2dJgMG1piImJKXLFV58cHBwMyq5vRWjXrp207N69e1LXpILJz8+P7t27R0REOTk5UmsCoOt206lTJ2kaThcXF4OuR+XKlZMFFN26daPIyEhZpfWjjz4iQDeGo6C8vDxydHSkesF2silzzaW33vQo0vV544036NGjR9SiRQuLgYJarabWrVtTaGgoValShdzd3cnOzo7u/OlrVZCQExtAgqBrLalWrZpV5WvRokWRW6WuXLlCCoWCbGxsjHYlunfvHgG6Ae36oK9wF0DG2MuHg4SXKHGQwBhR3bp1CflPs/UVaUu2bdsmVZK2bNkiW5eWlma0gl/ey4aO7fExXkF72p9EbTwdOHBANtd/mzZt6ODBg7R582bq27cvlS1b1iDfqlWr0rRp0+jQoUMGlbU7d+5IA3KbNm1KqamppXrt9BYuXFisAAHQvZ+hoGPHjkmV4WPHjlF0dDSNHj1aNsNOhw4dZE/Mvb296fPPPzeYMah3797Sdk2bNqXY2FiKiIiQBTTffvstJSQk0PTp08ne3l4KLt555x3666+/KCsrS+qmdfjwYVlZ8/LySBAEGjHAyeqTPHhsAAAgAElEQVQ3d0//wJXc3d2pefPmNGrUKFq+fLnZ6U9tbGyMfu5FSXfPWhck5N4PIIVCvq+LiwuNHz+eUlNTpQHj+lSzZk2jY2gs0Qfko0aNMrpeq9VKn8U777xDAGjWrFlFPg5j7MXCQcJLlDhIYP92N2/eJEA3YHn9+vUEgPr372/Vvp999plUifv5559l63799VdZZaqMg0CXfjffHeXGydpkZydIT8d37dola2EoPDjZw8PDYGpKe3t76tixIy1btox+/fVXqTtMWFgYpaSklOq10xNFUfb0vqjpl19+kfLavXu3VKlXqVQ0fPhw6cm/vmKvVCopLy9PGsvRsGFDWX4KhcJg1qApU6bIBpuvXbtWWjd06FCpq8yDBw9o7NixUpcvpVIpjQcJDg426Ib29OlTAkDjRnhZHSQsm1+Nhg8fTps3b6Zr166RKIrSeIeSJrVabbRFZ9eW8laV7c8DFWXX8euvv5ad740bN6T15cqVo+jo6CLfL8eOHZPu1bi4OJPb6QeKf/755wSAqlWrZvUsYIyxFxMHCS9R4iCB/dstWrSIANDbb79NderUIQA0cuRIq/fXT9Gp0Who7969snX6p6UAaNy7LlZV0kYNLkuffPKJQYvAyZMnpUGcGo2G1qxZQ6IoUnp6Ou3bt48mTpxoss+9u7s7rVu3jh4+fFgq16wwrVZrcs5/lUolvb/AWHJ1daXs7GzKycmhiRMnGt1GoVBQ//79afXq1VJAR0TS4OHCrTZjx46VnkLr1+/atcug3N999500cPaDDz6QVUDv3LlDQ4YMkVW427dvbzBjVFRUFAGgkNrWdzdq3UwjK6+bm5vsLdLGkn48RHGDh46t7M2WT7/83XecZPtVr17dYEB57969ycPDgyIjI4t8r4iiSE2bNiUA9OGHH5rd9u233yZA11Knb0k5d+5ckY/JGHtxcJDwEiUOEtjLRhTzSMw+TWLmXhKzjpmc291a+X+w6MMPP5QqRoIgUIcOHWjHjh0WpzoVRVEagAmAmjRpQvv37yetVktPnz6VBjlfPGx5UKv2QVVKj+0se6dBXl4eLViwQHq6HhwcbHJwMpFugO3nn38uTeVaOAUHB9PkyZPpwIEDpTp4+fbt2/TVV18ZdJuJiYmh6Ohok1OQDh06lO7evWv0fRKCINCgQYPo+vXrJIqiNIOTQqGgS5cuybZVKpXUokULsxXluXPnGgyu3bdvn9RqoO/Osm3bNgoODqa1a9fSli1bZHk4OjrSnDlz6MaNG9SjRw9Zxf2Pn010JStYGX/Uhv744wiFh4dT717d6N0BPjTlfVcaO9yFqvkbH7BeWum7deWMBgr63yN2+pBKZXxcSbNmzejLL7+k9PR0EkWx2O/W0E/56u7uTsnJyWa31Y9LmTVrFo0ePZoA0NSpU4t1XMbYi+GVDBIA+ADYBCAOQDaAaACfAXC1cv+WVv4hr1hoP3PbniyF8+Iggb0URFEkMf0b0j5qKa94PQojMXUtiWLRZlYhIrp165ZU8Tt06JDR75mnpydNmTLF4EVYBeXm5hp0+6lUqRLNnj2bli1bRgAoK8byE2btg6r05Iqf9OTYwcFBNtORh4cH1a9fn5o3b07t27enrl27Uu/evWnQoEE0atQoGj9+PI0dO1Z66lqhQgWaNGkS9enTh4KDgw1mTVKpVNSkSROaOXMmRUREUEpKiixAKYq1a9dKFWZBEKQBxrt27ZJN8Vn4afjcuXNNBjTNmzeX8l+3bp1BAFEwQLhy5Yr0UjNz6a233jLodrVjxw4pCFu8eLFsmlV9l6ahQ4dShw4dzOYdHKSipJv+Jp/Y58QGkph9ioiIxPSvSfuwgcE2//tvBapQzvxUo0VJBa+3rS3os/llKSM6oFC5AuirlV7kYG954LmTkxONHj2azp49W+R75M6dO9L35LPPPrO4vX5K3d69e9Phw4cJ0L1PhLscMfbyKq0gQSBdJfa5EwTBH8BxAJ4AfgJwDUBDAK8DuA6gCRHFW8jDF8BgE6trA+gOIIqIahXajwDcBbDFyH6xRLTBytMwVa6zoaGhoWfPni1JNow9c2LqUiD9C9MbqN+C4PwJBEGwOs/Fixdj6tSp6NevH+bOnYuqVaua3T4gIABjxozB+PHjDdZNmTIF4eHhRvdzdnbG3T894FhGYbFMcQ/zUDHkjnUn8IzY2NhArVZDo9FAo9FArVbD1tYWcXFxcHNzQ0BAANRqNdRqNVQqFf744w9ER0cDAFQqFUaMGIGIiAhERUVBqVQiLy8PCoUCS5YsgVarxYwZM5CbmwtbW1vk5uaaLEeHDh2wd+9e3L59G3Xq1EF6errJbd3d3REfHw8nJyeMGjUKS5cuhVarNbptUFAQfvrpJ/j7+0vLtm7dioEDBwIAatSogatXr8r2qVixIlJTU5GUlGSyDA4ODggMIKxc5I6GIWrZuotXsjF5Xir6DlwCtfg1+nSKNdifiCAIAm7fzcVrb97Dk3jj5S+p+vX80bW9HXKzHyIhSYtde9MRG5dndh8/Pz94enri5MmT0rKQkBAMHz4c/fr1g4uLC3Jzc/HkyRM8evQIDx8+lP28cOECjh49irw83XHs7OzQo0cPbNu2zeQxT548ibCwMISEhODMmTMoX748njx5gt27d6Nz586lczEYY/+oevXqIVLXV7FeSfJ5kYKE/QDaARhHRCsKLF8GYAKAL4hoVAny/wZAHwAfENHnhdYRgN+JqGVx87dwbA4S2AuPcs6DEnpZ3E5wWQFB3d7k+uzsbDx+/BiPHz/Go0ePMGbMGERHR6Nz585Qq9X44YcfLB5DoVAYrXzqKzSm/Li5PLp2KGMx/60/pGDwuEdG15UvXx6BgYHw9/eHr68vvL29YWdnh6ysLMTHx+PTTz9FXFwcnJyc4Ofnh3v37iE+Xv78on79+tI+aWlpSExMRFpaGjIzM/Gi/M3VU6vV8Pb2RlxcHDIzMy1u7+npiYEDB8Lb2xvr1q0zqOgX5OTkhO3btyM4OFgKhNatW4f333/fqrL5+fkhJiZGqvQqFApUqlQJ0dHRGDx4MC5GfoOw+vZQKhU4cy4dx89kAQC8yytx+7QvlErzweyqTUkYN/OJVWUpSBAEqNVqs9dLqVTCzs7OZNBVs2ZNpKenIyYmRronQkJCEBkZicuXL2Pjxo346quvkJCQIO2jUCggimKRyurt7Y3YWMNgSS8hIQHu7u4AgE2bNmHevHmIjo6GRqNBdHQ0PD09i3Q8c0j7EJTxHZB9ABDTABsvCJpugLorBIVDqR2HsX+7VypIEATBD8At6LoX+RORWGCdI4AHAAQAnkRk+jGX6fzdAdwHIALwJqLEQus5SGD/emLSJCBrt8XtniT7Y2dEVykI0P/U/9vcU2Br2NnZYeLEifj4448N1mm1Wnh6esoqTgW1aqrBrz/4SE+LC9Mvb9wxBmfOZwPQVfgs/R308fFBrVq1cOTIEWRkZFjcJyUlBY6OjkaPf/XqVRw4cAD79+/H77//brKiqVarMWDAAGzatEkKmFq2bIl27dohKysLDx48wMaNG6VKY6tWreDg4IAHDx7g1q1bSExMNJrv86ZQKGBjY2O2dcPafExVmD+a6IbZk9wt5pGSqoV38B1kZMo/y+JUxm1tbVGzZk0kJCQgNjbW4j0lCAJWrVqFNm3aoE+fPoiMjIRSqcSCBQswefJkKBQKZGVl4aeffsKyZctw+vTpIpVHLyAgADdv3jS5PjExEW5ubgB0rVu1atXChQsXAOgCmUOHDsHLy6tYxy6IsiJASR8AyDJcaeMDwXUzBGXlEh+HMVZ6QcJzH4eQ/4d0OHR9Mb8wsX5//vrWxcx/Yv7+X5pYTwDOAxgKYAaAMQAal+L58ZgE9sLTPmphVX/+rJgAs/2pbWxsqHz58rK53gVBoMWLF9OkSZPM7jt06FCDmW0K69Onj9k8Fs10N1v+GR+4Gezj5eVFvXv3tvi2YGtStWrVrL7mWVlZFBERQTNmzCAfHx+Tedra2sqmybxx44Y06xCgexnakSNHqG3bttIyBwcHmjJlCj169IgiIiIMpjDVJ3d39yKdn1KppNGjR9MHH3xAPj4+VM7ThqaOdaXNy71obbgn9epShmxtdZ+5jY0NKZVKUiqVpFAoiv0iOHNJoVBIL3HT338/fWndVKTaB1UpOEhlkF9plMnV1dWqvBYuXEhZWVk0YcIEaVnbtm3pwYMHsntl+vTpxSqLg4OD2fEF+jEJBbcv+HtgYCDFxcVRdHQ0paWlWX1vFyTmXCPtgyDzn8Xj1iSKmcXKnzEm90oNXAYQnv8HaaKJ9Svz148uZv5X8/d/zcR6U39gzwOoXYTjnDWR0jlIYC867aMmVles3n13GM2cOZOWL19O3377LUVERFBUVBQ9ffqUtFotnTp1ymCgbFZWluztxQVTUFAQHT161KpyFp4Jx1ga0seJbpyUDxy9EFGZ+nTTDZDt168fff/991S+fHnZfq1bt6bTp09TWFhYsSuIKpWKGjZsSOPGjaMDBw5Qbm6uxXPKyMiQVXRNpcDAQHrnnXekgan6gcAFZztydHSkGTNmGARbzZs3J+RX8ktaCR46dCiJopa2rAoxOlg8JrIKNWusLvFxjCVXV1dq3Lix7Dxee+012WdYkiDBmhQUFERBQUEE6KYvnTFjBjVv3pzc3AwDUGuSn58f7du3j3bu3EkeHro3RXt6etL+/ftln+HixYuLlf/cuXNN3nutW7e26p4GQG+++aZV39HCtImTrfosxPTtxcqfMSb3qgUJ6/L/GA03sf7j/PXTi5F3i/x9L5vZZimA1wB4ACgDoD6AH/L3ewJdFyUOEtgrTRs/yKr/yKOO+tLQoUPpxIkTRp9Qnj592uibbfXvSiiYNBoN/ec//7F6qkdRFKV5/E0l/exCP/64g8ScK3Ro/0Jq3ED+tLxChQqUlJREOTk5tHTpUtl8/6aedqvVatnT+6IkZ2dnCg0NpVGjRtFPP/1E2dnyKWVXrlxpdn8vLy9pBqDC16/gMWbPnk3x8fEG1+3OnTvSdsuWLZPm0C9uUigU9PjODJMzDGkfVKXU2/4UUtvwjdjWJqVSSfXr16dx48aRt7c3Abp3HejfPKx/Y7ax6zJzgptV93L8NT/SaAw/b3MtAFOnTpXeSVGtWjWD92JkZ2fT9u3bi/XiNgcHB+rQoYMsmJ48ebJ0v4iiKGtx0KdynjY0fqQLLZnjQbMnuVHdWobX/YsvvjC4L5KTk4sUNIaFhVn1PZV/Z3MstyLoU/yAIufPGDP0bwsSFuavn1aMvLfl7zu2GPtuz9/30xKeH3c3Yi88MfN/Vv1HPnb432/ZrVWrFn322Wf09OlTIiI6c+aM0QDBWGVOpVLRzZs3rS7fuXPnrK7ctmrVipKTk2nw4MHSsi5dutCwYcOk33v27CkFOYmJiTRy5Eiz3WGmT59O2dnZdPjwYerfv7/JylXFihWpatWq5O7ubray6ejoSLVr16aBAwda1eVn06ZNBtOrFkwuLi7Us2dP+uKLL+jOnTuya6d/t4GDg4PsczA1LaqlVN7LhvLiqlNenPl75ZdtFYqVP6AL9vRvxNZ/LkuXLiUioszMTGlZ4dYgfaXZmulwl83zKHK5PD09CdBNE3rv3j2z92xR8jV3r9SqVYv++usvItK9VK9v374EgJRK3XSrxs714HZvKu9lI8t/586dsvL997//LVIZHR0dKSYmxurvLBGRqI23ulVH+7hDkfJmjBn3qgUJz6S7EQA36EZJZQBwKUa52uQft0QXGhwksJeAKOaSNn6A0f+89U+Lb5wMomtXz9HkyZOl9wQAugp/+/btDfozW0p79uyxWK4nT57QqFGjpEpU2bJlqX379lIe+sqii8vfwUuXLl2Mvjk5OTlZquQBhk9XzbVS2NnZUVRUlLRtbGysyX7++uTv7089e/akXr16UfPmzal8+fJSF6GSJnd3d1nXo8IpICCA3nvvPfriiy+MVkg//PBDOn78uNXHa9y4MR06dIhOnDhBT2MWWKzw6e+ZSj4l697k5eUl/fvixYs0c+ZMqUuOuWTq7dv6cl095kturtaNP9BoNNSqVSvZ77du3TJ73+bk5FiVt1qtNhroFE6CIFCbNm1o7969lJycTG3btqEvV3gZbc3R/37laGVycf77HAsHCp07dy7y59G2bdsi/l3JIu2D6pRnTZDwtHeR8maMGfeqBQnPZOAydFOnEoAtxSxXcP7+10p4fhwksJeCqE0jbeI4o/+B7//WmzzcbWj27NlE9He3ivbt2xd7QGrPnj1NliU3N5dWrlxJrq6uBOj630+YMIEuXbpENWrUIODv/vW1atWiZs2aGeRv7M3JP/zwg7Tezs6OLl68KJ1PQID5Qdlubm40YcIEmjNnDoWHh9PKlStlL//y8fGhNWvW0FtvvWXQoqJQKKhx48Y0a9Ys+vrrr2nBggUW315sLLm6utKSJUukQaTBwcEE6F6otmbNGurevbvJ1hwAVLlyZamCm5GRYbS7TuHKKaAbHH3+/HmaPXs27fu+jtVPh9s0ty/yOeqTtUGnWq2mRo0aSb/rg4ihfZ0o9nwVWXly7wfQzs3lydPD+mDt4MGDspe/AaBevXqZ/S7dvXvXbHn1n3316tUpNzeXHj58SDt37qQpU6ZQ06ZNSa02PaZDqVTS8EGhZrt76dOcyYbjJPr3708REREmA0xTSaPR0KefflrkvysJt/tYda+IaZuKnDdjzNCrFiT45/8RugNAUWidI4A06FoDHIqY75X8fI0OWLZi/5H5+/+vhOfHQQJ7qYi5t0mbspy0SR+RNmUpZaWeI19fX6mysGvXLtn2b7/9drEqgSqVSuqqVFBERIRspqE2bdpQVFQUnT9/XnrLsL4C6evrS+vXr5cqTwXzLzgjkHRuokhvvPGGtE2NGjUoLS2NPvvss2JXZvWpS5cu0nFyc3PpxIkTNG/ePGrWrJlB2TQaDdnZ/d13XK1Wk5+fn1UtDXZ2dlSlShXq2rWr1De/4GeSm5tL33zzjclgwcnJidq0aWN2RqWCxyq8bN0ST6uDhOZhxRvHUVpJqQR1budAH4xwoREDnKhKpZK1bBT8fOzt7alq1apUs2ZNqlu3LjVo0ICaNGlCLVu2lAaKm0v6AGzDhg0G92l2djadPn2aPvvsM3r77bcNuoZt+dzLqusfe74KKRSlcy2PHTtWpL8jWq2WFi9eTC2blKHc+xa6fz1sQKI2qUj5M8aMe6WCBNJVpPWtBWMLLV+Wv3xtoeWBAALN5Ncsf79LFo4bCiPBB4A6AJ7m59GvhOfGQQJ76UVFRUkVXTs7O7pw4YK0Tj/TS3HSypUrpXzu3r1LvXr1ktb5+vrSzp07SRRFOnDgADk6OhIAqatT2bJl6eLFi7KuT+XKlZP6+CsUCoqIiDA4l9u3b8ue1A4dOpS6dOlS4krUn3/+afL6paSk0O7du+n999+XdXnSpwoVKhhdbm1SKBTk5uZGHTp0oMaNGxtUbLdu3UpjxoyhatWqlfg8+77laFUFNeG6HznYl/60p/pUp04d+s9//kPz58+nqVOnyrqcWUpKpZKCg4OfybSsRU3ly5enjIwMi9/BX3/9VRrEffbXSlYHar/8vJXu379POTk5dPXqVZo8ebLZlgpTKTExkURtEokZP5OY/g2JmYdIFLONlvX+/fuymZNGDXKm3PumAoRQErPPWjx/xph1XsUgwR/Ao/w/KLsALAJwKP/36wDcC21PAMhMflvztzE7YBnAFgAp+cdcAWAJgD0A8vL3X4f8l86V4Nw4SGCvhIKz8Hh7e9OjR4+IiGRjBIqa6tevTxkZGTRv3jxpth6NRkPz58+njIwMysrKojFjxkgBiv79C46OjnTkyBEKCQmR8urUqRM9fvyYkpOTpQqjra0tXbp0yeBcFi5cSMDfT3Pr1atHgO6J/qhRo2j69Ok0duxYGjJkCLVp08bieahUKho0aBD9+OOPJueTT05OlrW6tGvXjnr37i0Lciyltm3b0pYtW6hfv34UGBhodjCzPlWrVo3mzp1LR44coXbt2pW4UqtSCQbdeIylT+d7SN2hnkVavnw53b17lyZOnGjVIOzC12rp0qWyoNTcfocOHaK0tDRKTEykR48eUbdu3aT1TZs2pcjISDp58iQdPXqUfvvtN1qxYoXFfN3d3aXAMDw83OT3LiUlhSIiIig8PJx69OhBjo6OdGpfRauDBFGbYJDn5s2bycXFxej907NnT6pUqZJsWflyrqRNnk3aB7Xl+T8KIzHtS9lMZ7t27ZICdf33q0OHDpSZcpK0ieNJmu3oYQPSJn9MYq75AeCMsaJ55YIE0lWmKwLYDN0blnMA3AWwHICbkW0JMB4kAHAFkAkrBiwD6AbgRwB/QRcs5OQf/2cAXUrpvDhIYK+Ewl11mjRpQllZWfT+++9brBCZmg3I1dVV1pWpV69etGfPHlq8eDG1bdtWNuuLftyBSqWiVatWUeXKlaV148ePl1VU7t27Jws6Cs9Ek52dLY1t0CcHBwc6ceKE0XOfPXu21ZVXtVpNnTt3pg0bNlBycjIREV26dEl6iu/o6Ejbt2+XlcXavO3s7Eir1Ur7WvPeCACkgIIqwJfqoyU1xZsUhvZUFXVIg6INNtenlq9pKO2Ov8l+8TdP1aEyDgIplUppEHlpp/bt28u6/xibJapgS4FCoaD169cXqfXAxsaGDhw4YPSeGDRokLSdv7+/rDVgx44dJvOsXbs2ffvtt5SXl0d79+6VvgeJiYmUnp5Ox44do+XLl9OAAQMoMDDQaHmXzfOwLkh43N7sy9SIdC14hd9holAopKmBbW1Bv//kZ/44KcsoPT2dRo4cafCd79KlC2VlZcn+johilsVyMcaK55UMEl7VBA4S2Cvk8ePHsm4xQ4YMsao/v77yoFAojL7Z2MXFhZo2bWpyOlD9WAQA1LdvX1nQ0a5dO6NlvXTpkvSk1NXVVaqw60VERMiOUa1aNVllpqCcnBz9H94ipVatWtHWrVulClft2rXp+vXrBvlPmzaNmjdvLlUIFQoFVa1a1egYBQ8PD+rbty9t3rzZ6PsnCic7aKgx2lEboadBaoXuVA6VinxeAKhesB3t/aaCQRejT+d7UNWACqU2k5OlZGrw9TvvvENLly41qPzWqlXL6rxXrVpl9vswcOBAaVsvLy9p+Y8//mgyT1tbW3r99ddp9uzZ9Pnnn0utY56enkavmVKpJB8fH1lrSfUAW8q9H2Bx4LKY9pWlrzQREc2ZM0fKOyAgQNbCMGaoc34waD4g6fJGden89IOie/ToYfBeEMbYs8VBwkuUwEECe8Xs379fVokZMWKE2YrWrFmz6JNPPiFAN2j2gw8+MDsvvLGk315foZIqwHZ2Bu8FKOjw4cPSvt7e3rIXUxV86qmv1DRo0MDkW5IvX75c5Blh9N2YANDAgQMoPfUWibl3SNSmy/I+ffq0VDHTaDT0xRdfSDM7lSQJEKgR2hgNEPSpNXqQC4r+zgB98q2opN5veVOLMM0zHYNQ1NSiRQt65513SpSHs7Mz7du3z+j9kJqaavDujmbNmpFWq7Wqi5qp+7xOnTo0ZMgQmjRpEr3xxhuyweMF74kp77uaf7ofP9jkmIHCDh48KOXbsmVLevz4MS1dupQqVqxIl363bvzDqk/KUuXKlaXxDn379rXqjeOMsdLFQcJLlMBBAnsFFXzzq7nuGzNnziRRFKUXmekr7AqFgtq1a0dvvvmm5Ypufv76yke5cuWk+fNnzZplsazfffedlFfNmjUpLy9P6iKlVqulAdEFK2JfffUV5eXlGeS1ePFiaTtbW1CLMA11ae9A9YMNZwHSzy6kVqvoyP7RpH3coUClqjZpk6aTmBtNJ0+elFpGNBoNjR49utQqymVRwWyAoE/BaPLcK/UvUvL396eWLVtK9+rSpUtl3WPS0tJMzmBUv379IgXBISEhUuva4MGDafXq1VSnTh3Z/d+6dWujU+YO7u1Ed/6UdwVKuhlAN88NJ1E03ipmTGZmpuz+15+rNi/Z6rEPf52uJQU0gwYNMvr9YYw9exwkvEQJHCSwV1BWVpbFQakzZswgURTp+PHjsq4SzZo1k57ADhgwwGj3I1OpVatWUncnlUplcpBwYcuXL5fy0M8Qo1KpaN++fbRx40apMlbwWIGBgfTNN9/IxgDk5eVR82av0fQPXOlRlLySdOn3StSnm7zri0ZjR7FXepmsWGXHBlODEN3YCVtb2yK/kM5Sqo3GFgOE1uhBrdGDbGHYSlIarRlFTUolqMebZei/a8rR3m8q0OblXtSmuT0JguG2gYGBtGfPHkpISKCOHTuWyvELthZVr15d+vegQYMoMzOT0tPTpQAC0I3P+H59OYo9X4UeXq5C+7/zpp6dylg99ahKpaLt27cb3H9ly5aladOm0bZt26hixYoG++nvlfXr1pKYdYISH2yh2dOaUhkHXT7jxo0z2X3OmILnHRcXR0REojbR6iDhQkRlAkDvvvuu7DvDGPtncZDwEiVwkMBeUVFRUSanUpw+fTrdv3+fBgwYIFtev359unXrlqxC1KZNG6tmp3F0dJT12Q4KCipSeadOnSrtq1Ao6OeffyYi3XzuhbuNFExBQUG0fft20mq1JIpaSo1912xlacLIv6fiHD/SxWJ/7ug/fcnWtngVWktPrOuhpVUtCW2EnmQPR4P9lUolqVQC9e/hSL/vqkx3z/rStWOVafmCshRY1fLMSoXL2qNHD1q8eLHsTcoFU/UAW7p+vLLR63Rsj4/sJWjz58+XnlbHx8dL4z5KkkJDQ2nz5s00atQoaeA78Pf7EYKCgqQgEwCtWFjW5Oe679sKpNFY7n5V+N4vW7YsffPNN5ScnEyTJk2SvisFux3VrVuXAFCjRo1kFXKtVkvh4eFSy1TdunXp2rVrVn0/CtE3PgwAACAASURBVH4m+/btoyNHjtBbb3Wj22csz2SlfVCVtnzuRWPGjOEAgbHnrLSCBAUYY6yYatasiWXLlhksHz9+PJydnVG9enVs3boVdnZ2KFOmDACgefPm2LBhgz6ABgAcPHgQKSkpJo/j5uYGpVKJ1NRUaLVaaXlgYCBEUbS6vLa2ttK/RVHEoUOHAAAKhQJr1qyBQmH8T2JUVBR69uyJevXqIersItjbHDZ7nMUfeWDNyslYvnwZxg13BQAIguntK3rbou9b7nB2doZgbsN8giDghx9+wF9//YXXX3/d7LZ5yLGYn/6zMLatizPh6G4ffLWyHJo2UsGngi2q+qnw/jAXXIyojJEDnS3mryeKInbs2IEpU6bg8ePHcHBwkK0v626DX7/3QUAVldH9G9fT4H//rQCVSneNZs2ahRo1amDOnDn48MMPkZGRYXVZTImMjMSQIUOwdu1aKBQKODo6AoB030VFReH+/fsAgEnvueK9IS6ye1mPiNC2hQPW/MfT4jFTUlLg5OSEwYMHw9bWFk+ePIFCoUDTpk2xZMkSKBQKdOjQAdnZ2QCARo0a4eLFixAEASNHjpTdtwqFApMmTcKxY8fg5+eH8+fPo169evjyyy+NlrMgHx8f6d+dOnVC8+bNsXPnLqzbmmR2P32+KbkdsWLFCpPfI8bYy4W/yYyxEhk1ahQ6deokW7Z582ZMmzYNaWlp6NatG65cuSJVJPz8/LBx40ajebm4uBhUMEJDQ5Geno68vDyD7Xfs2AF/f38sWLBAqriZMm/ePCxYsAA2NjaoXbs2AODTTz9FeHg4AKBWrVro06eP2TzOnz+PjKfrzG4DAAqFADtxJzasnYbKPkqL2wNA2xZKJCcng4hQsWJFtGvXDiEhIUaDBiJCSEgI/P39ER0dbTbfR4i1eGxBEJBIT5CDbIN1OzaVR/1gtdH9bGwErP6PJzq0srd4jMKICOnp6bJlY4Y6w7u8+esVUluNXl3KSL/fvHkTc+fOxZo1a4pchsJq1aoFPz8/2NnZAQDS09ORmppqdFuVSsD/jXIBAKOfkSAIICL06+6ISmbuAR8fH2zYsAFxcXHYvHkzxowZAwDo06cPLl26hICAAKxYsQL79+8HAGg0Gvz1118QRRFEhM8//9xovg0bNsS5c+fQt29fpKenY/DgwRgwYIDJ8/nzzz+RlPR3MFDw+7ZyYxIuROnuDWOBhiAIiLxSGWPGb7QqyGWMvRw4SGCMlYggCJg/f75sWXJyMtzc3LB//37s3LkTfn5+yMzMBADEx8fj8ePHRvNKSkqSVUI0Gg0iIyOlJ6iFubm5ITo6GrNmzUKlSpXQuXNn7N692yCgWLRoEWbPng2FQoGtW7fi/PnzqFu3LgBgypQp+PrrrwEAn3zyidlztbdXoH5dO7Pb6IUE5cDVxbptAaBeaBD++OMPJCYm4tSpU3j48CHOnTsHIoKtrS1mzZqF1atXo0uXLnjjjTdQrlw5nDx5Erdu3TKb72PEIpPSTa7XX++7uGGwrkWYBk0baiyWfdo4N4vbWGNoX+taJYb0dSqV4xV2+fJl3L59W3a/aTQalC9fHn5+flCr/w6WWjXVwKus+YBGEATY2Ajo1cXR5DaPHj1CvXr14ODggJiYGJw+fRqA7nPp3LkzVq9ejQkTJkifU2ZmJuLj46X9VSrjrS4A4OTkhG3btmHTpk2wt7fHtm3bEBISgj///BOALgjasGED6tevjwYNGpi8l9LSCW17xWLPgTSDICArW8SOvc4Ibfk/bkFg7BVj3SMuxhgzITU1FdOnTzdYnpCQgAULFqBSpUrw9fWVugX99ttvZvMjIigUCgiCIAUWpixfvhyenp5Yv349fvrpJ+zZswd79uxB+fLlMWTIEAwdOhS7du3CjBkzIAgCtmzZgr59+wIAzpw5g4CAANy9excDBgzAr7/+infffRdubm5ISEgwOJaXlxe++3YjgAlWXRcXlzKYu+A/AD4CEVl8wnr02E0MHtsAS5YswUcffSR1bwkLC8OePXvg5qariI8ePRoA8OTJE0ydOtViOUSIOI9jCKVmsBMMK/yCIOAmXcJTPDBY16+H6cqtHhGhWSMNKvkoERNr2NpjLZVKsNiKoOdX2dbyRqUkMzMTWVlZcHJygqenJ5RKJR4/fgwvD+ufmHt62Jhcl5ubi5YtW0IURekpv1qtRlZWFi5cuICOHTvKutgVpr8vMjIycObMGZQpUwYeHh7w8PCAvb09BEHAkCFDEBYWht69e+PixYsICwtDo0aNcOnSJambn6urK9544w1s27bN6HHiE0R0HfQAAVVs0bWDA5ydbBD3IA87fslATOxlKBSGn0liYiKGDBmCLl26YMiQIdzKwNhLRrDUR5H9P3vnHRbF9fXx72yl916kKIqdJip2FDVgjS22WBJbYk1iiV3zs2CMGo2KsSXGEks0mNgbAbsiiIpdQBQEAaUvbDnvH+uuLNspRvPu53nuAztz586d2dndc+5p1YdhmPiAgICA+Pj4f3sqBgzUGESEXbt2YcaMGcjMVBYwZbBYLPTs2RPR0dE6jx0UFIRFixZh9OjRyMrKUtvvyJEjCA8PBwBkZ2djx44d2LJlC+7fv6/UNyoqCuPGjVPYVlRUBEdHRwVfdhaLpTLOoWPHjjh79ixEWW3ARo7Wazh4pAgDPs/E8d9dENbBVG0/mQIR0CUNz7MskJMjHZvL5aJu3bo4dOgQfH19pX2F9yEp2Yu0xzG4dfsBTsYUYeeBQhQUao/L4IGPRhYBcKY6EBaJIYEYOZSJp3iE12quJ/pXZ/ToaqZyX2U69M3ClfhSCIVCnfpXhmGA0rR64HK1C5L3HpWjcbu0Kp1HE1wuFyEhISgrK0N+fr68VXaLAoAeYaaI3uGi07izl+Ygct2rmp4uAKny2qlTJzx48AA3btxQ2GdkZAQ7OzvY29vDysoKT58+RXp6OsrL38aetGjRApMmTUL//v3BZrPlrla6MnLkSGzfvl3lvilTpsjdoerVq4d9+/bB399fzyvUDZIUAOI0AGyAUw8Mo97CYsDAf53AwEDcuHHjBhEFVmccg23QgAEDehMfH4+2bdti+PDhGhUEQBqsKlMQdF1JTEhIgIODAx48eIBvvvlG7XFWVlby/x0cHPDNN9/g7t27iI2NRcuWLRX6zp49G9OmTcOdO3fk28zMzLBixQql+VZEdu6YmBgMHToU36/TLJzKFl5+/i0fALD4hzwIhaoXY2QKwh9/F+LmnXK5gtC9e3dYWVnh3r17aNu2La5dvYj89C9BuT3BlO6Ep8sz9OxqgnVLHZAW74keYeqVEBnlKENiwSUcK9yLM/QHztIh3GZdRZmxalckDw8PFBZr/4mQXW9WdilMTPSPTXg7DnAyRrfA4+Nn1btPqaNi0DoAcDgcJVcdoVCIhw8fYtOmTdi5cye6du2q8IxV5HRcCfJeqV/hB97emwN/Fek9X13JysrC77//rqQgAIBAIMCzZ8+QkJCAc+fO4fHjx3IFQfZc37lzB6dPn8aGDRsQFBSk9/llljlVpKW9/aw8evQIAQEB6NOnj0LsQ3Uh0VNIXk8HZYeAcvuBcvuAsttBUvgDSFL9QHYDBv4/Y1ASDBgwoDPZ2dkYM2YMWrRogYsXL8LR0RGjRo0CIM10pA1dLZdisRijRo2Cubk5hg8frvY4VQIcwzC4f/8+rly5AgAYOHAg/Pz8kJeXhzVr1qBJkyYICQnBtm3bUFxcDGdnZ53nvGfPHqzc8ALPs1S7u8iE/iOninE6ViqgxCcRBo3NRFGx8mo/wzA4fLwIIya/tZZYWVlh2bJlePnyJQBpDEdiXF+Yc0+pvA8W5mzs3+KMkBaKwcVstmoXFzabDVMzU7nFpLJLl+y4tLQ07P1TuzDHMAyevTBFzisz5Ofna+2viXVbpefT9JyIRISoX/U/T0ULB5fLhUgkUlhRl5GRkYHmzZsjMDAQv/zyizwgnsViwdfXFzNmzMDevXshEBCidhSrnW9FBTArh4/GjRtrnWOjRo1ga2ur97VVBdmcS0pKsGPHDnzzzTe4deuWXmOYmJjg7t27iI6ORmJiotL7r8ptLzo6Go6OjliyZIlemclUQcIHoNz+gCAaqJiZi14BxZtAr4aDJLWnoBkw8J+nujlUDc1QJ8HAf5/y8nL68ccf5RWEORwOffPNN5Sfn0/du3cnADRjxowayesva61btyaJREI+Pj4EgBwdHeno0aMKxa1evHihNNdffvlFnld+1apV8u3Xr1+n8ePHK1RXNjExoeDgYL3y6FtZWZGoLJ3EOf1V5orfucGZli9bSBcvXqTWrVvLj7OxZtHKxQ3pwpEG9E+0G21b40ghLVTXmKjYfLy5b+os1NOYo/7EXleN4zg4OCjdexaLpbI+hez+sVig27GqaxZUnNOw/sr1FXRtsmdK1hbPtFUaX/ZX+LwejRykvp6Gi4tLleehqllYWNCAAQPo+PHjVF5eTkREV69epcDAQPn92fGTo9r7E3fYjSzMda+8XLFxOBx5bQZZzQNV7fPPP6edO3fS+vXrFT4bqpqmyug12RiGIQ6Ho/V8lpaWtGnTJiosLFSoZq0LEomYxC8/0l6/4fWCan33qSMzM5O2bt1Kz58/r5XxDRioDjVVJ8EQk/AOMMQkGPiQOXPmDCZPnozk5GQAQLdu3bBmzRr4+voiLy8Pjo6OICIkJyejQYMGGseytLQEj8eTr5LLqFevHrp27YqGDRvC19cXDRs2hIuLC3bs2IGRI0cCAE6ePImwsDCUl5djy5YtKC8vx9SpUxXG2bVrl9zyEBkZiRkzZgAAiAipqam4fPky4uLicOLECaSkpOhs2ahMv379sGJFJHZu/wam7POwMGchM1uC3/bn40maGHl5eXjx4gU6duyIFy9eyANRASj8rwtLZtti1iTN2YPozaq1d4sUpOkYPCxL0Vnx9ZgxY9C7d28MGDBAHqdR15OLU/td4eGm2noSuS4Ps5fmqtynKwzDwNjYGKWlpSAiDOpthq8mWCukXj0dW4LIdXk4e159MHu9evXg4uKC2NjYas2nIuHh4Vi1ahXi4uIQFRWFit/jMmvM4f2TERGaD5THQywRIfF2CX7e8Ro79heCzzdTm3ZUE02bNlVa2Z82bRp2796tEKezdetWpKamIioqSulzVXm8uLg4mJubo7CwEBkZGZg2bZo8taqMis+FkZERiEhldjFXZw6aNuRBLAbikwTIe1U9qwCXy4WNjY3OzcUuFU5Gs3UY2RiMw3kwLO1B+NqQSCQ4c+YMNm3ahOjoaIhEInz22WfYsmVLtcc2YKAmqamYhH99lf3/Q4PBkmDgAyQlJYU+/vhj+aqft7c3RUdHK6z4bdu2jQBQ586diYjI3t5e48ohi8Wi9evX0/Dhw4nH4xEgtUCoQigUkpmZGQGg4OBgrfPdu3evfKV83rx5dPbsWVq6dCn16tWLHBwcVK52enl5kbu7u04rrH5+fvT1118rXAsA4nK5NHHiRHr06JF8xXfIkCHk5OREAKhjx4706tUrWrVqlUK1aF3bnignnardijN9qGOIsd7jV3x/V61aRfXr11faZ2vDojnTbOjJNU8SZ/qQ4Gk9+us3F+rasfoVjjU1DzcO+TXhU7MmTu9kBVyXJrNEyZ6ZTz/9VGkV/Pz58wqr5c2bN9f7PKqsPq9fv6b8/Hz6+uuv5fsr95N9rio2V1dXunHjBkVHR9N3331HrVq1UupjZWVF7dq1UzsfX19f4nA45OvDpehfnUn4/K1lS/i8IT29PYQO7Iui5cuX04QJE6h37946Ww01WUrUtch5djp/LiSlZ6vxTSi1Gixbtoy8vb2V5jF+/PhqjW3AQG1QU5aEf12A/v/QYFASDHxAFBcX0/z588nISOoKY2JiQkuXLqXS0lKlvuHh4QSAoqKiiIioffv28h9PLper8sfdzMxMLmiNGjVKrZvBuHHj5ELQs2fP1M5XLBbTmjVr5AKJKrcaAGRra0sRERE0depUmjBhAnXs2FGlQKWqyfpVds0ZOHAgpaSkkFgspocPH1K/fv0U9nfq1IkeP35MkydPrrIrzNbV6t1ZKrdgf77e4/N4DDGM7v05HCj111UYrEoLCQmhkydP1tr4+raK19qoUSMqKSlR+VxW5xwmJqqVrzlz5tCyZcuUniUul0sRERF079492rx5c6X3i0OOjo4azxceHk5CoZAkEgnNnz9fZZ979+5RSLAN5d7zVu/+lt2JJCKpC6C294zNZtNHH31EiYmJJJFI6Pnz53Tu3DnavHkzzZkzhz799FMKCwuj5s2bk7u7O1laWiooE2uX2OuhJBzT92uQJBIJ7d27l/r06aNRiZk3b57eYxswUNsYlIQPqMGgJBj4AJBIJLRv3z5yd3eX/wAOGTKE0tPTlfreuXOHYmNjicvlEovFoqysLCIi2rNnDwUFBSn4/atrfD6fXr9+rXIumZmZcmFs9OjRCvtycnLoyJEjNG/ePAoLC1MpUHE4HAoKCqKJEyfS9u3b6ddff6WpU6cqrZKzWCwKCQmhkSNHVklQdHNzo7i4OOrZsycBoGbNmikIQVWxHFRuA3qa6SQIZSR5EZer25hODmxaMtuWnt/0InGmD5Wm1aM/tjlTh9b6WSKGDRtGz58/py+//LLK16fNimNnZ0d8/lvlp06dOtW+p/o2a2tratWqFfn7+yvta9++PUVHR1NZWZn8GS0sLFQ5TrNmzWjWrFk1Ni9LS0syNTWlkydPKpxb15V5NptNO3fuVPh8lZWVKfVr3LgxpaWl0s1zdbQ/i3kT6cmTJ2RjY6PynDwej4KCgqhnz57UqlUr8vDwUHh/tTU+n0/u7u60cIan7kpC+R29vw8jIiJ0ms+QIUPo8OHDdOnSJXr8+DEVFBToHV9hwEBNY4hJ+IAwxCQYeN+5desWJk+ejJiYGACAn58f1q1bh7Zt2yr0u3fvHubPn4/9+/eDw+FAJBKhU6dOOHv2LABpRpyPPvoId+/e1XpOHo+H/Px8ZGdno2fPnggJCcHixYthb2+PkJAQXLp0CSwWC0ZGRpg5cyYePXqEy5cv4+HDhyrH8/HxwdixY9G6dWu4uLjg3LlzOHLkCE6dOqXgE25tbY3u3bsjIiICAQEBWL58OXbs2KHX/eLz+WqrQNc0XC7w4JIn6rhqzqi0aGUuFv+gnE2mMs0a8XD8d1e11YL1yekfEhKCV69e6fR+V8TX1xf37t2Tv7a1tVWoIqwOFosFNptd5VoM+sBmszUWMauMtbU1+vXrhyFDhuDRo0cYO3asfJ+xsTHKysogkUjQu3dv/PPPP1VOA8owDEJDQzF9+nT07t0bZWVl6Ny5M06fPi3vI/v8aBsnNTUVderUkW8TCARo1KgRUlJSlPp/MSYI6xZrzipFBEgkQMN2mXicol9WIXNzczg7O2tshYWF2LZtG3777TeYmZQjLd4LPJ6W1MqcxmBsD+pdyG3evHn43//+p9cxMvh8Puzt7eHg4AB7e3ul/yu/Njc3/2ALzWWn5+BW7F2IhCK4+7qiYUufD/Za/ksYYhI+oAaDJcHAe0pubi5NnDhRvjJua2tLUVFRJBKJFPqlpKTQyJEjVbqVrF+/noiI4uPj5X74Hh4eOq3CzZo1i3bu3Cl/bWFhQV27dtV4jJGREbVt25b69+8vd2maPHkyXb58mebPny/PPFOxNWnShGbNmkUnT56k5ORkOnPmDI0ePZqMjaUr5ywWi6ytrWt9Rbp169a0Zs0avY8Las7X6OZxdLeLTlYEIyOGUq+rX4GVjd0jzLRW78O4cePI09NT/rpZs2YqsyzVVmvbti01adJEqxWjXbt21L17dwoICCBT06rdEzc3NwJAvXv3JisrKwKg18q5rMmOZbPZ9ODBA+rUqZN8n4ODg8LqtUAg0ClrV1hYmNyat3nzZpUWQBaLRWw2mxZOt9F55f6TPmZqz+ng4EBr1qyhvXv3UmxsLD18+JCKiorUfkdJJBI6deqU3LVR1jp16kRrl2pwfcr0IXFmA5IIYqv8/Xj//n0KCwvTeA+7du1K4eHhFBQURB4eHmpdxTQ1Pp9Pbm5u5O/vT127dqVhw4bRtGnTaOnSpbRlyxaKjo6mixcv0sOHDyk/P/+9sFS8fJ5LC/t9T13ZA6gL01/exjT7iq6fTPy3p/f/HoMl4QPCYEkw8L4hFouxZcsWzJkzB7m5uWCxWPjiiy+waNEi2Ni8zaSTmZmJJUuW4OeffwbDiPBxuCnCu5jC1ISFlKdC/PJ7IU6dS0VCQgIGDBiA4uJidOrUCf7+/li1apXa8zdu3Bj37t2DWCxGYGAgtH02AgMDMWrUKLRq1QrNmjXD+fPnER4eDoFAgAYNGiAvL08hswuXy0WdOnVgZ2cHLpeL3NxcZGRkVDuPf0XUVWZWR5cuXfDLL79g1apV2LRpk8oqvpqoX5eLudNs0L+HOfh86Upd2jMhNv6SjzU/v4Iui+sjBppj249OWvvFXCxB537P9ZqfvgwcOBD79u2rtfFlWXy0vU8yixgATJw4EX/++SeePXumceyKx+hD+/btkZaWJi8yxuFwsGvXLgwaNEjrsQ4ODpBIJMjJyYGLiwsyMjIU9t+4cUOhmnF6ejq8vb21ztPExAR2dnZ4+vSpxn66ZNmSMWryC+zYrz6jU05OjtZ6EAKBALt378aaNWvkWZ6MjIzw6aefYsiQIRg/fjzu37+H5XPt8NV4K7BYlVavGWMwFsvAGIfrNGd1EBEOHDiAqVOnKt1zAEhKSkLTpk0VthUXF+Ply5fylp2drfZ1dna2QsV3XeDxeDpZKGT/W1hY1Ojqft6LV5jSZi5epGSr3M9is7Dgj28Q0qtFjZ3TgH7UlCXBoCS8AwxKgoH3ifPnz2PSpElITEwEAHTs2BFr165V+qH7/vvvsWDBApSWlqKFHx8HtjrDzUXZ5eXx84bwa38UJSUiDB06FNu2bUOrVq2QkJCgdg76CtiNGjXCqlWrEB8fj+joaFy7dg1V+e6qeF4jIyOEhoaiffv2uHTpEo4eParWjcXYmMGAHmZo7MuHSEyIvVSKJv7jELXpZ52FfX3dV9RhacGCpzsHgjLCwydC6FOP6vAOF0Roqc5Mb9yXnJo8wctc5flWTp0KSFPb1qQCVvFcfD5fKWWsk5MTXr58qfF+NmjQAPfv34eFhQUKCgrU9mOxWAgJCUFoaCgWLVoEkUgEPp9f7UJfquDxeBAKhQr3z9bWFvn5+SqF+RZ+fLRuYQwWC7h5uwwxF0uh7rHv2bMnWrRogczMTDx58gSnT5+ukecNAHr16gUb43+wdY2Dxn4EgAHQ9zMRDh9NUdvvwIED6Nevn8p92dnZ2LhxIzZs2IDsbKkQ6uzsjC+//BLjxo1DaWkpQkND8ejRI/B4PJSXl2Nl5BT0jwASr++DhaUtOoZ9Axj3BcOyqOolK1FYWIiFCxfixx9/VLivmZmZcHLSrnhroqSkRGeF4uXLl3ovMPB4PNjZ2WlUKCq+trS01KhUrBj5E07t+EfjOS1szbH76Ubwjfl6zdVAzWBQEj4gDEqCgfeB58+fY8aMGdi9ezcAoE6dOvjhhx/Qr18/lT8I9vb2yMnJQf26XFw+6g5LC+UKvkQAwwD7DxfiZuooLFmyBFlZWVqrGMvQ1RddF+zt7eHm5gZXV1e4uLjI/7q4uODevXtYuXIlMjMzwWKxMHHiRHz33XfYvHkzFixYIP/RZbPZ4HK5CkLpZ0MsEDnPDtZWitf/8Ek5RkzKwpUbutc8+LeJjXZDm2Bjnfr6tknFwyfazROqlIbaiNmQCYRcLhepqalwdXWt0fFNTEwwY8YMTJs2DZGRkVi6dCkYBujS3gRBflJBJ/5mGU79U6JWUK8p/JrwsWmlg0KdCAC4/6gck2Zn40yc+loRtYWxMYNnCV6wslRdyVsOxxeMbTSys7PxySefICYmBu7u7sjLy5N/ziIjIzFt2jRwuW8XHW7fvo3Vq1dj165d8mfH398f06ZNw6BBg8Dj8ZCSkoLQ0FCkpqbCzs4OOTk5aNasGa5du4a4uDh06dJFIUaqNrh16xYmTJiACxcuwMjICAUFBQrX8S4oLS3VqlBUfF1UpF98CJfLVatUWBhb4si3cRALtSvRM36ZiLBPO1T1Mg1Ug5pSElRHrhkwYOA/g0AgwOrVq7FkyRIUFxfLA4FnzJgBExMTtccdOnQIgwcPxpypQpUKAiBVEIgIA3qZgx9njDFjxuD48eM6z23o0KFYu3at3tfk7e2NuXPnwtfXF66urnBycgKPx1Pql5KSgokTJ+Lo0aMAgBYtWiAqKgoJCQnw9PTEq1ev3lwHg48//hjbtm3D3bt30apVKwDA50MtsGmlo8o5+HjzcHKfKzr0eYbE2+8miLm6ZL3UvrIs9UWFzlaEyq/ZbHatBHWXl5cDAIRCITw9PWtsXBsbG+Tl5aGkpAQLFy7EqlWr8O2336JTGxNsXGEPH2/F5+pRSjnGT8/GuQu1I6g3a8TDuYNusDBnya06MhrU4+HILlf0+jQDJ2OUXVTq1auHR48eyV87OTnhwoUL+Oyzz+RJCdQhuw/qKC0lfLskBxtXqP48SGGDMZ8JhmHg6OiI58+lLmvp6ekKvWbOnImZM2eCx+PJnxeZ5YZhGPTq1QvTpk1Dhw4d5Nf/6NEjhIaGIj09XW4l4nK52LFjh1yBBKDye6Amadq0KWJjY3Ho0CEYGxu/cwUBkAbC16lTRyHoXBMypUJXF6jCwkJkZmYiMzNTaSwbOCKAaafTee9cuGdQEj5wDEqCAQP/UYgIf//9N6ZNm4bHjx8DkFYKXrlypU5CVtu2bXEz8SJMS7uASKLW/Czb/iL1J2zdqtpHtSIcDgfW1tZ4+fIlNmzYoLd/98CBA7Fr1y5wOOq/vsrLy/HDDz9g8eLFEAgEsLS0xNKlmffllQAAIABJREFUS2FnZ4eIiAi8ePFCPvewsDD89ttvcHBwwMuXLxEVFQUAMDVh8P0CO41zMTNl4fsFdggbULv++1XB3Nwcf/31F5ydnbFx40asWbMGuw8W4OMIM43HMQyDv08W4XW+8kqhLpbn6rq4+Pn5YfTo0SgpKcGdO3dw8OBBJfeKmsxuJBaL0a5dO1y7dg0CgQAFBQU4dngxTvzuCh5P+Zmv58XD0d2u+Gjwc8RcVFQUTExM9PYvr8zapQ6wMGcBUJ21h8tlEPW9A+q1TFVyNauoIEyYMAEbNmwAAEydOlWtksAwDMaOHYtt27ZpndvPvxXAp54Xpo0Vg4GiIvi6gIGAOwcuTm0AAHl5eXj48KFG10KZYC9j4sSJmDx5Mnx8fAAAROUgwRnkvojF33v3oLlvHtzdWyI1Vap0LFy4EM2bNwfw9pl4F0I7i8VS6y71PqKvUiEQCOQKQ0ZGBhISEpCUlISHDx+i4EkJoKNhQiyueZc9A+8Wg5JgwMB/kPv372Pq1KnyVf1GjRph7dq16Ny5s17jWFsIQEKZp7Fm2rR0xQ8/zMTcuXNRWqq8ympsbIylSxdg5CeOYES3sGvXLlxLKMXew4XQJwY0JiYGDRs2BJvNVmosFgvFxcVISUmRz8Ha2hosFgtfffWVwgq3ra0tQkJCYGlpiSlTpiA5ORnJyclyheWTPuawMNfsWkFECG1rAh9vrk6uOe+SwsJCzJs3D126dMGaNWsAAIdPFCMpuQzNGqn3ExaJCJE/6ZYCtTZISkpCx44d0bRpU5SXl2PPnj3yfaNHj8aCBQvQpk0brcHFupKfn4+4uDiFbeuX26tUEGTweAzWRzqgcbs0he26KghOTk5yRbUijRvw0K6lsZIFoTIeblx8FGqKI6eVfdO5XC5iY2Pl1jBAWXGrKLibmJhg06ZNOs0bAF4WdwPLYTb2bB+M4tfxEEuAKzeE+P3P1+BwJiAqisHQoUNx9epVAEDDhg1x584djWOyWCwcPHgQvXv3lm8jwQlQwSJAkgMbI2DyZzxM/swFL/OKMGTcK7i5BWPGjBny/jIlobYtCf9lysvLcfv2bcTHx+P69euIj49HUlKSglLOhzG8mWYAAEbL70Ld5p61OV0D7wCDkmDAwH+IgoICfPfdd1izZg1EIhEsLS2xePFiTJgwoWorbIzuQWeNmwTgcZ63goJgbm4ODoeDV69e4fD+L9C68U4YowzgAONHWGD8CAusXGiHid9m4/c/dVueys7Olgc06oLMpagyubm5+Ouvv9Qep0mQliET5Jo25L93SgIAxMXFKQjAYjHQc3gGju1xQaP6ytdXXk4YPTULl66/jbPQN8i8IlU5ViKRoFevXvjiiy+QlZUlV9pYLBb8/f2xc+dOZGVlaRyjOoHU7Vsbq7w3lfGtx0PHEGNcvC6GqakpBAKBSuVYRr169WBra4srV66oVBAAoIWfNAZBl0w0Lfz5KpWEgoICGBkpxjK0bNkSHTt2hIODAw4ePKhgudM3CPbEiRNYunQpdh9i4cgR6efQ1tYWPXr0w4EDBzBs2DCcOnUKLi4uAICuXbuioKBAyeWoIrt27UKvXr3kr0lwCvR6MqSh0IrY25TjyG5XZAmmK1gTZVaJf8P950NEKBTizp07coXg+vXrSEpKUrLuMAwDX19fBAYGIigoCIGBgTi2PBbXjiVqHJ9vzEOX4e1r8xIMvAMMSoIBA/8BJBIJfvvtN8ycORNZWVlgGAZjxozBkiVLYG9vX/WB2W4Auw4g1pweEQAYfltYW1vL/dbNzMywceNGjB07Fj27mqKjf7RymkIA1lZs7NroDKEwE38c0T3Abu7cuRg0aBCEQiH++OMPrFu3DgUFBeBwOLCzs1MSxMzMzDBnzhzUr18f6enp2LdvH65evarW1Ukk1j06VSR6dwkgLC0tIRaL9Q5GlPEsQ4QW3dIxpK85Rn5igTquHBSXEv4+WYxNO/LxJE1R2alOlp+qHpuamqqwSiwba9KkSTodX51MS/5NdVeM/ZvyEXPxtZJgpYpHjx4puAPVFmPGjMGiRYvg7e0NQGrtevLkCSwtLRVSzlb049eHmzdv4pNPPpHH+QBShXv79u0ICwvDlClT8Ouvv8rjnaKiojQqT7Nnz8bu3buxZMkSHD16FG5uzqCCxVClIMjnzmXgbvwriN4mXTBYEtQjEomQnJwstw5cv34dN2/eVBk7VL9+fbkyEBQUBH9/f5ibmyv0qWPnheSLD1Ccr95y9nnkMJhZac6kZuD9x6AkGDDwgXPt2jVMmjQJV65cAQC0bt0a69atQ2Bg9QotAgDDsJBZ0AVOpts0ukAUFklwNckcHK5EnrKyqKgIw4YNA4sFrFrsqVJBqMiqxfZo5D8JS5et0MmvPTIyEuHh4fj666/l1WXt7e3x8uVLlSu1bdq0QWJiIn788Ue1K7kVuXhVgKljNfchIohEwNWEd5fhKD8/H3y+oiCrKqBYEwIBYdueAmzboz416P9X9NFrTEzMwDD5Gu/9/PnzERQUBC6XCy6Xi9GjR6utSXD9pvQ50uZuBADXE1UHh+/cuRO7du1C586d4e/vj+joaDx48EC+n2EYLFy4EEOHDkX9+vWrpMjduHFD6ZqXL1+OWbNmoUGDBujVq5c87axMQVAVe9SnTx8MGDAAS5cuBQCEhobi8j9LYM3SbCkCAIjuA8KbAM8PgMGSIEMkEuHevXsKCkFiYqJSGmFAat2qrBBYWlpqPYdHQzesPLcQkcPXIfWOooXIzMoUny0bih7jwmrsmgz8exiUBAMGPlCysrLw7bffYvv27QCkucRXrFiBoUOH1ljhnPj4eISHr8TG5Tz0+Ugx4FUmyAhFwNAJL3DkdH+l43k8Hjq05sDbQ/sPt5sLB6LSGHTr1k1hlVIdQqEQbdq0ARGBy+VCKBQqFFSrzIkTJ7SOWZHoE0V4nimCq7P6r0mGYfDnsUK8yK6ZfPS6UnkFsDZTWddUfQddqefFxYSRlugeagpTYwZPngrxy54C7D1chLKy2rfYXL2hXVCX7TsTmyP/X9178Ndff2Hy5Mny4mGurq5qlYTb98px95ExGtbTnDkp7ZkQR89I3YRUuXQREU6fPo3Tp08rbOdyuYiPj0dycjLat29fZUuPKivWkiVLsGzZMpVjdunSBX5+fli5cqV8m5eXF/r27YuZM2fKtz169Ag//jABC6drLrQmR3RPriS8y8Dl9wWxWIz79+/L3YXi4+ORkJCg0nJTt25dBZehgIAAWFlZVfnc9fy88HPSD0j6JxmJ525DVC5CnYZuaNe/FYxMDLUR/isYlAQDBj4whEIh1q1bh0WLFslzdH/11VeYM2eOklm4OsTGxqJHjx4oLCzEL4fC0aNvODjlewHJ28xAJ84VY/EPebgcr3olvby8HA3rq0+zWhlh6T0cPaocQyBTAipDRDA2NtbozlARY2MGnduawMaKhexcMc7ElaitVCwSASMnv8Dfu1zB5zEKQqPs/7RnQny1QL1iUlN4unPw+TBL+DXmQyIBLl4vxbbdBcjOqX3h/V0qCCMGmmPTSkdwuW+Fc3dXLjq0NsGUsWUIH/JcpzSu1eHKDQFu3BIgoKmR2j4MwyDxdpn8udekpCUkJCA0NBRxcXGwsLDQKMR6enpi4Q+EzSskKlOgAoBQSBg/PVtu8dBnQUAikSA4OFjlqrI+1ih1MUGVFQRjY2OUlZWpVFhSUlIwYsQIpTH0cfMDWPL/3lUK1H8LsViMBw8eKAQVJyQkqIwp8fLyUrAQBAQEwNrausbnxDAMmndsjOYdG9f42AbeDwxKggEDHxAnT57ElClTcO/ePQBAREQEVq9eLU8ZWFMcP34cffv2hUAgwMCBA/H1118jct0JHD9WhtKipzAxZpD2TIRnGSJwuVy0bNlS7u5UGaFQ9x99oRrffk0pL3VRENhsYO40G0wcbQUb67cZi7JzxPh+fR5WRb1W6N+qVSuUl5fj7PkbCBvwDN8vsEfLgLdCo0QCRB8vwtR5L5HxonaF1kUzbDB7io2Cu1ZEmCnmf2WLrxfmYeMv6nPbf0h0amOMLasd1bql+TXh489fXRASkV6lYmb6KJPjp2fj7B9uMDNlqVQOi4olGPeNDi4xb0hKSsKlS5fQrVs3jUpCamoqUlOBR4/42LrGGX6NFfs+eFyOSbNf4nSs1BdcU/pgVdWdxWKxktInG6M2rFHq7re1tTXKyspUZoO6cFUP1z1egPzf/5IlQSKR4OHDhwpBxQkJCSotOB4eHkoKgcxqZcBAdTEoCQYMvCf89NNPWLZsGQ4dOoTg4GCFfU+ePMFXX32F6OhoAICPjw9Wr16NiIiIGp/HgQMHMHjwYIhEItSvXx9xcXFKAY+dOnXEN0M+wooVK5CRkaFWQQCA2EvaBTOZ8KVLX31hGODXtU4Y/LGylcXBjo3vF9ijQT0zjPvmbUrNy5cvy/+/cFWAkIh0NG/MQxNfPoRCwsXrAjzLkApn5ubmKCwsrPF5A8CMidaYO81WpQDH5zP4aZkt8l6VY2901YKY3ydmTbLRGrcS7G+EIf098M8lsd4pUCsKrKamphqz+sTfLEOnj59h3VJ7tAp8W6GaYRhcTRBg4rfZiL9ZBisrK7x+/VrtODJ8fHyQkJAAd3d3nYKFJawGCOyShGB/Plq3MAaLAW7eKcO5C6UKClJlBYHNZqNdu3aIiYnROShZnxol+vL999+je/fusLS0xPr167FixQoQkdqMY4D0++L2vTI08dXissJrCYZTT/5SV0uCRCIBi8XS2OddIpFI8PjxY4UYghs3bqj8TqlTp46Cy1BgYCDs7DTXcjFgoDowtenLakAKwzDxAQEBAfHx8f/2VAy8pyQnJ8Pf3x/l5eXw9/fHtWvXwGazUVxcjGXLlmHlypUoKyuDmZkZ5s2bhylTpigFr1aXhw8fYsGCBQp56WW4uroiIiICERER6Ny5M0xNpVkrli5dijlz5mgd+/Lx+mjRXPN3zaXrpWjbs+q571ks1ptqwYrn6Rdhhn1bnNX6mMu2d/r4mc5KSrNmzZCUlFTlueqCuRkL6QleMDfTLNA8Ti1Hg5C0Kq2u60p10qDqgqM9GxlJ3joF7MKoF6LPtcHHH39ca/OpiH9TPlr48WFuboGzcS+RcKsMDg4OeqXhrYi2GA9jY2NIJJJaqVr9Lhg6dCj2798PoVCIV69eKQTCnj17FoMGDUJOTo7GMVr48XH6gHpLDhgrJD2bheEjF6CsrAw8Hg+5ubl48eIF3N3dUbduXfB4PFhZWWHZsmXyTE/NmjXDnTt3sGXLFowaNar2boIaZJmmKioE8fHx8iDviri5uckVAplSUK1MdQb+XxEYGIgbN27cIKJqZTAxWBIMGPiXEYvFGD16tHwlLCEhAVu2bIGlpSWmT58uXzEdPnw4li9fLs8/Xl3Ky8sRGxuLI0eO4MiRI3j48KF8H8MwaN26tVwxaNasmUrhbezYsZg/f75Wv/VhE1Jw53xzcFj5Kn/0c/LE+Gya7u4bqlAnxI4faSm/JlXItn8x0lJnJaFitpjaYmAvM60KAgDU9ZTm6z93oeatMID2VfeawNFe6gKmi399bMxBJCSY6FSpe/369QgLC8OFCxdw/vx57Nu3T2+rT8KtMjzPssTkyeORcGsuACA4OBgnT57UK4WorBqzts+Kri5RtUFISAiCgoKwdu3aKh1/+PBhODo6YteuXWjYsKFSppzQ0FAkJyejV69eCta6ylxLLEPHvs+w5n/2aBusaMk5HVuKsI+P48aRGNy+fVvp2PT0dIWaDLdv30Zqair++ecfpKenQyKRYPTo0UhNTcWCBQtqzapAREhJSVFQBuLj41VanlxcXBRchgIDA+Ho6Fgr8zJgQC9kK2+GVnsNQHxAQAAZMKCKVatWEaRJweWNw+HI/w8MDKQLFy7UyLkyMjJoy5Yt1LdvXzIzM1M6LwAaOnQo5eTkEBGRRCLSOuaECRMIAPXs2ZMiIyOpT58+5ODgoDRu/bomdGCrM5Wl1yNxpg+JM32o/Fk9Orjdmep5cVXOpSZaSWpd+fk0tac3vGptDlVp//vWVqd5izN96LMhFv/6fLU1FotFAIhhGKV97q4cEmf6kCijntZr3fuzk8Kxjo6OCq/79etHfD6fANCkSZMUntWVK1dWef5GRkYKr42Njd/5PeTxeGRjY6O0ncvl0hdffFEj54iKiqJGjRrpdYzsPY2NjaW1a9cSABo5cqTa74y8vDzi8Xg6jd2oPo+G9begIR+bU11PLvF4PCIiKiwsVHkvKjZra2v5+2ZnZ0cuLi4K+8PDwykvL68a36hSJBIJpaSk0IEDB2jWrFkUFhZG1tbWKufk5OREPXr0oIULF9Jff/1FGRkZ1T6/AQOVCQgIIADxVF35tboD1GQD4AZgG4AMAGUAUgGsAWCtxxgxWr50jNQc1wjAPgDZAAQA7gNYBMC4Bq7LoCQYUMmjR4/UChtGRka0efNmEom0C+rqEIvFdPnyZZo3b57sS0OhNW3alFq2bCl/vWXLFpIIH5L49TwSvwiUCmYvgkicv4Akwscqz3H16lW5oDJs2DAKDAyUC2mqmosTm3qEmVKPMFNydeZo+qzWSKuolGhqGUne5OrqSn5+fhQeHk7Ozs4ax1WnZOnTrKysVArNAGj2VGudlYTBfc1r7f4F+/Np+4+OdCfOg+6e96DdG52oQ+uaF5AvHXXX6VoH9FR/352dnWnp0qVkaWlJAMjS0pJyc3MpKyuLjh8/rvY9Y7PZtf4cVqVxOBwKCAigrVu30osXL4iIaOTIkQSATExMauw8bdu21fiZlbW6detqvFfOzs5Uv359AkDff/+9yu+jbdu2kbl59Z5XsVhMRESLFi3S2G/u3LkKr7lc5cUIb29vunnzps7fqRKJhNLS0uiPP/6g2bNnU9euXcnW1lbl+R0cHCg8PJzmz59P0dHR9Pz58yp8ixswoD81pSS8NzEJDMPUBXARgAOAaAD3AAQD6ASpwN6GiHJ1GCcGQAdIBXxV/I+IFGzUDMO0BHAWABfAAQDpAEIBBAG4AKAzEVXZQdQQk2BAFUSEzp0749y5cyr3s9lsJCYmokmTJnqN+/r1a5w8eRJHjhzBsWPHFGoHGBsbo3PnzoiIiEC3bt0QGRmJTZs2gcPhYOfOnRjY2w70egoAVW4URsgun4srCXwkJibi5s2bSExMREpKil7ze9dcO+muMZ2ljFP/FKP7JxnvYEZv0eTrH9CMj2sn6ki/qDXk6xcKAc+glFpJDbpqsR2mjFGdOnHHvgJ8/lUWNHnPODk5oWHDhrh16xZycnLkVX7t7OyQm5uLir8/A3qa4fef1ceOANL4iwPnRkMkYrBjxw6kpKS80xSt+qJvkTsZlZ8LW1tbhIeHo2fPnli+fDlu3LiBWbNmYfny5TUyT29vbzx58kRrPycnJ7Rr1w779+9X2K6uerO/vz9CQ0PRqVMnGBsbY9asWbh27Vq151tUVARTU1Pk5eXBw8NDZdYfZ2dnbNq0Cb169dI6nrGxMbZs2YIhQ4YobCciPHv2TMFl6Pr16ypjKuzt7ZVchlxdXWusZo0BA/pQUzEJ/7r1QNYAnIBU+55UafuqN9ujdBwnRnpZOp+XDSD5zTl6VdjOglRhIACzqnltBkuCASU2bdqkdcUsNDSUJBKJxnEkEgnduXOHVqxYQR06dFBa6fP09KQvv/ySjh49SiUlJfTixQvasGGDfDXPyMiI/v77b5IIn5A4s7HGVdzCJ3XJw01x9Z/FYqlcXZS5E7BYLBo4cGCtrrhqamOHW2i8JpmLy8cR0lVmhmHUru5XbCEhISpXJvVtdrZsahlgRH5N+MTlKu5LOOurdWX913WO1Z6Dqjb9S2u1LkCybZHz7Ko09meffUZz5sxRem4WTrfR6A7m61N7bmm10Xg8Hrm4uOj0PFVuLBaLvL291Vq0mjRpUuPzlbk5hoWFqbVw7t+/X/6/n58fAZC71siskgzDKLhMqmumpqa0a9cumjVrll7zTE1NlX//ff755yr7/PTTT7RixQq9xh0zZgz9+eefNG/ePAoPD1fpNgmAbG1tqVu3bjR79mw6ePAgpaWlaf2eNmDgXfKfcjcC4P3mw5cCgFVpnzmAIgDFAEx1GCsG0EtJCH1z7n80zCsVbzJBVfH6DEqCAQWSk5N1+hEFQKdPn1Y6vqSkhI4ePUpffvkleXp6KvRns9nUoUMHWrFiBd25c4fEYjElJSXRkiVLqFWrVkoCy4EDB+jUqVN0/Vxfndw9Vv/PVePcjY2NqVWgKc37yoYi59nR+BGWZG3FqnGBRtfG5zMUd9hNpcAre31klwuxWNL+XC6X6tatW+vzalifR3t/dlJwh8pI8qKF022Iz5e+R57uHEq97qn2vbhxug5ZWdb8vTUyYij7jrfWZ6EopW6Nv7dd2ptQ9K9vY1fSE7xo0QwbcrB7q1AwDEOWlpbk7OxM3t7eVKdOHXJzc5O7Gb2rFhwcrFGgrvr9N1JQoOzs7KhDhw7UuHHjWrsWT09PioyMlD6bDRvSjh07VPbbsGGD/P9x48Yp7NP1O032HgYFBdHChQspNjaWlixZovOxgYGB8ripAQMGqOzz+++/0+DBg6t9X6ytrSksLIy+/fZbOnDgAKWmphoUAgPvPf81JeHzNx/ITWr2y6wMnXUYK+ZN30EAZgH4CsBHAPhq+v/vTf9v1ey//2Z/3Wpcn0FJMKCAuh+2io3NZpOdnR2tWrWKiIiePn1KGzdupB49eigJJfb29vTpp5/S3r176dWrVySRSOjMmTM0adIkJSWiYqu4Ev78ppdOSsLjq+rH83DjyAXyysLkwuk2xDC1I+BoaxbmLDqw1VlpXuXP6tEva53IyIghKyurdzafYH8+vXpQV+1K/dmDrmRkJFUUnB3ZtCHSgfIfvQ3AzrrjTUtn25K5We0oX33DTXWOhxgzrHaCphkGxOOpX4H39vamwYMHk4eHx7/yTAFSYV4gEJBQKKTJkyfX6NgcDocGDRpEvr6+Oh9jamqql3WLz+fTlClTqE6dOvJzyuI2+vbtK79Gxffl7Xuia2yBLGhd1jQFHOuqaPj4+NDRo0eVxpa1oKAgatiwoZ7PnOLzNmjQIINCYOCD5L+mJHz/5kP5tZr9P73ZP0GHsWLUfAFkAeivov/+N/v7qRnv7zf7P6rG9RmUBAMKPHnyhHr37k1z5syhrVu30sGDB+ncuXOUmJhIaWlplJKSQt27d5f/wKpyLQgICKB58+bR5cuX5YF8MqKiovQSLFq3bk2C9Po6CYWvHngr/aibmZlR08bO9OSa5xvBV/Wx3y/Qzz3F1taWIiMjqWfPnvJtumZFqSgIyf6v58WlmZOsacV8O/p6ghW5uyoLJDY2Njq5h3C5XBo0aJBec5HeL1CKBuuATGlYOttWQcAyNWGoWSMeNfHlkZkZT+/7oE/7YpSlzkrCvK+UBT5XV1fq1q2bUuahiu9hZGSkTsGy71OrX78+nTp1SmHes2bNIiKp21+/fv1q/JxNmjTRmm1IF8XAzJShpg151LA+jzgc6TbZAkRRURFNmjRJob+FhVT58/HxIQDUoEGDal8Ll8ulrVu3kkQiodzcXDp06BBNmjSJTE1NqzRebX4GANCSJUve+W+DAQM1QU0pCe9LnQRZMuV8Nftl2610GCsawEoACQByAXgAGAHgawB7GYbpQUTHauPcDMOoi0z21Xasgf9feHl54c8//1Tanpubi59++gkrVqxASUkJAGn+/9u3b8PMzAxhYWGIiIjARx99BBcXFxARMjIycOzYMXkg8c2bNxVqHqjDwsICly9fRoMGDaSBktkdAEmm1uMqB8iKRCIUFRXhs0+M4eFmBkBa5bgyRISvxltj8858PHgs1HoeIyMjONsX4lLMYoR27Iq7yY549DhL7wqxFYtSPUoRInKd+mqvAJCXl6fwmsViwcXFBVlZWRAK385bKBRi7969es0FAHp3M0MdV67a/bJAx8+HWmLxqjwIBNIA1uISQlKy7nn5q0N+ge6F016r6Pv8+XPY2Njg5cuX4HA4sLa2VgigLy8vx8yZM7WOzeVyIRQKweVy0bRpU9y4cUPneekDhwM09OHBiM8gJV2EnFzVwdBpaWmYOXMm+vTpI3/vZcHDw4cPh4uLMwKb8+HiyMGrfDEuxwtQ3YLGsloAmoLcbW1tkZ2dDYlEgkGDBik8l+6uHMydZoMhH5vDxFhaE+BFtghbdxdi1MhPAEhrYaxduxb9+/fHiBEjkJqaKi/wFRAQgIcPH1a7uJuzszOOHTuG5s2bAwBsbGzQp08fCAQCrFu3DgAwbNgwmJiY4Ny5czp9h+lTp6IqeHl51er4Bgy877wX2Y0YhvkZwBgAY4hoi4r9SwF8C6lLUJXSOTAMMxHAOgCJRORfYftJAGEAwojotIrjdgMYDGAwEf2u5RxqlYSAgAATQ3YjA5UhIiQlJckLml26dAmqPpP9+/fH9u3bkZKSopBZKDExEbm5ykm/OBwO3N3dkZqaqnI8QKokzJw5E5999hkcHR0heh0JlmCr1jkv/D4X363KQ6NGjdCoUSMwDIPMjBT8tf0VLMy1FyZaFfUK0xdprrjaqY0xlsy2Q8uAt1mJiool2LGvAN8uyUFR8b//vVVVNq10wOdDLbV3BNC+dzouXBXU8oyUsbFm4ekNLxgbqX8/pStNQN2WqXj6TLskzOVy4e3tjfv37+s8Dz6fLxdONWUK8vX1xb1793QeVwaPx2D6l9YY/6klXJyka2YiEeHPY0VYtDIPyQ90F0KHfGyO2VNt0NCHJ9+W8UKEtVteY+WGV5BNXVvFZV0xNpYWGdNUfM3Hm4uYQ25wclC9Hphf4gkrz0NgWKbybcXFxQgICJAXDHR3d0d6enq15h0SEoJjx47BwsJCYXtBQQEcHR0hEAjQrFlYYAIBAAAgAElEQVQz3Lx5EwDw7NkzhISEKBRFqy6y58fMzAzLly9HXl4e5s+fr/GY0aNH49ChQzhx4gRatGhRY3MxYKC2+a9VXJat1qv75bSo1K8qbAGwGoAfwzDmRCQru1lj51b3ZrxRHgL0mKuB9xgiMUDFAGMMhlG/IqyO4uJinDlzBkeOHMHRo0flFZU18eeff+Lw4cMqV86srKzg5+cHPz8/NG/eHH5+fmjYsCH4fD7mzZuH//3vfyrHLCgowJw5c7Bw4UKEh4ejuPAx9m4Qw8qSrXYeZeVGuJfWHFzueSQnJyM5ORmmpqZoFWQPC3Pd7kWzRnyN+3t3N8W+zc7gcKQ/6rKVdTNTFr4YZYUW/kbo3O8Zikv+XUWhogCrD0Z83VMiVhTSraysYGlpibS0NNja2qK0tFRubapp8l5JsH1PAb4YZaXwHlSEYRjsP1yoUkHw8vJCamoqAOkKuFgshlAo1EtBABStQJoWtKqqIPz1mwu6tDdR2M5mA/17mqNbJ1N0/+Q5LsdrV9Kmf2mN5XPtlLa7OHGwfK4dGtXnYdSUrDfj14ySoEtl5j1RTmoVBACwNEkFFX0PxmKhfJupqSkWLVqEwYMHA4BcUFc157qeXIS0MAKHzSDpbhnibyp/Hpo1a4bz58+rfIa6d+8OgUAALpeLU6dOAQDOnj2LgQMHqlz80AUPDw8YGRmhqKgIr1+/Rs+ePdG3b194eXkhODgYfD4f48ePB4vFgkAgwNKlSxWO9/bgomlDHkQi4MhfO/DqlQhjxozB9evXweG8LyKTAQPvhvfliZf9ctRXs9/nzd8HVT0BEQkYhikEYA3AFIBMSaj1cxv4b0CiVFDxdkAQDVAJADaI3xGM6SgwvGCNxz558kRuLYiJiVEQfmxsbFBSUgKBQL0wInOx8fb2VlII3N3dVf4A//HHH0o/gKoQCoWIjo4GAPQcboS/drrCykJ5BTknT4yewx7gasIthe3FxcV4ml4OwFPruQBAIlEv7JmbsbD9R0dwONLrUXVdLfyMMHeaDb5dUjUhoqaoqvvFoxTtrlYywfxxajk4HA5EIhEKCgrQpUsXpKWlgcfjqcwNX5NMX5yD+t48dOlgojAnGVduCDBuerbScRwOBy1atEBKSgoGDx6MvXv3gsPh4Oeff0Z6ejpu3ryJuLg4BfejqqAuN7+uzJ5ijS7tTZSuS/a/uRkL+zY7w6d1GkxMLJGfn6/S3aeJLw/L59qpVaaICJ8OtMCxM8XYd7io1l1kZLRrZQR/HeqDiAsPgDH7GgzLXL6t4gp+WFiYXICX4VWHg5+WOaB7qKnC9vgkAabNe6lg/erevbvK+7JlyxZcunQJALBu3To4ODhg2rRpWLNmjW4XqIbt27ejU6dOStuJSF4P4vr162jZsiWWLFmCK1eu4MyZM2jWiIcV8+0Q1uHtNZWXE/74uwjTF9/G+vXrMWXKlGrNzYCBD433xd2oLoBHkKYarUtEkgr7zAFkQlq3wJ6Iiqt4jgaQFmgrBGBDbwqqMQwTCuAMgFgi6lDpGG8AjwGkAfCiKt4sQzG1Dx8quwJ6Pe6NcqAMYz4HjOkI+WuhUIjz58/LFYOKK50Mw6BFixbo0aMHgoOD0b17d53m8Pr1a1haSg1eEokEGRkZePLkCVJTU5Geno6MjAxkZWUhJycHjx8/VrBQ6FPUycGOjc+HWWBQb3PY2bDxMleM3w8VYU+0CC+yypSEY4ZhYGZmjORYR7nLhiYWrMjF/1bnqdw3foQl1i930DpGbp4Y7gEpKCv797+/9KWOGwePr3iCYVQrQTLOxJWg68Dn73BmijAMAw6HMHqwJcZ9aonmjaUWoHuPyrFpRz5+/i0fAoHm+y9zA2rQoAF69OgBLpcLLpcLNpuN1atXIz+/OsbhqsPjMUiL94SDnfbndcj4TOyNVq+QrV9uj/EjtIfLxV0pRcc+2q2GNcWS2baYNclGp76rtvqgnGkDExMTmJiYICoqCgkJCQAAR0dHZGVlyft61eHg/F/ucHLgKChGsv/LygkRQ57j3AWppcPNzQ07duxQENxzcnLg4uICoVCI4OBgXLlyBQDQtGlTeQyGrvD5fISGhiIpKQnPnz9HXFwc2rZtC0Bq/WCxWPI5fvnll9iwYQMWLFiAhQsXApDGIPXs7oGjux1hbsZSeU1pz4ToPvgVzv2TDBcXF73mZ8DAv0FNuRu9F0oCADAMcwJAVwCTiWhdhe2rAEyDND3q+ArbfQGAiO5V2OYNoIyIFH5ZGYaxA3AYQGsAm4lobIV9bAC3ADQE0JuIDr/ZzgKwF0B/VCMW4s1YBiXhA4YkeaCXYYDcQ001r7EWh4+/wJEjR3Dy5El54B8g9f/v1q2bPOjYwUEqCAsEAnh7eyMzU3vAsJmZGYRCIYRCodoAxneBiYkJWrVqhXbt2qFdu3Zo1aoVTE1N8eLxHDiY7td4bHk5wTs4BZlZqt0t9kQ5YWBvc5X7KhPc/alK94YPgdXf2WHy59ZqV5/LygnhQ14i5kK+XMj5tysLGxkxYBigtPT9+M2oDsH+fFw6Wkenvr/8XoDPpmWp3X8nzgO+9Xhq9wNvhU2++8NqBzLryprv7DHpc11yfQCDx2Vi32HdLFPRvzqjR1czjX3Sngnh0ypVoRq3ubk56tatC0dHR1y+fBn5+dJne9KkSXBwcICFhQWMjIxw6tQp7Nu3T+9q1TKL25UrVxAcHIyioiK0b98eJSUluHHjBkxMTPD333+jZ8+eaNmyJS5fvgwAIJIg624gHGw0rz8ePFKE/SfbVSlZgQED75r/WkwCAHwB4CKAtQzDdAZwF0BLAJ0gdfWZU6n/3Td/K/7CtgewhWGYfyC1AOQBqAMgHNKYg+sAZlQchIjEDMOMAnAWwAGGYQ4AeAqgM4AgABcgjWUw8P+V0oNaFQQA+Of4aIwa9VbYr1OnDpo1awZvb29YWlri9evXOHnyJPbs2YPc3Fx5q6hMaELmXmJkxKB1oDFMTVhIzxDjwRMGxsbGMDU1hUAgkLtxmJmZYerUqahbty48PDxgaWmJwEDV3xe6+EmPGDECEyZMQEBAALhcxfiDvLw8DBhxAitmCxSCjSszbd5LtQoCAHC5uvvrczm6960p2rRpg+nTp2Ps2LHIzlZ2tdGVrxfkgM1i8OVoZSHu1Wsxhn35AjEX3ma3etfIsgpVRGY14PP5aNeuHWJiYnTONNW8eXO0aNECHh4eEIvFiImJQUxMjFI/c3NzFBUV6SUcVgVNAdnKfTU/Z1wdfkVliiCHw0AkejdK1pOn2t3a5H3TdOvr4cZBeBdTtcrt235cRHQxxeETbwXvwsJCJCYmKvSTSCT48ccfVY6h7zMgexYXL16MoKAg/P3333JryOeff45BgwaBYRhwuVxcvXoVly9fhqurKyyMbmlVEIgIvbubYuq8gzh58iS6du2q19wMGPhQeW8sCQDAMIw7gMUAugOwhdTN6E8Ai4gor1JfAgAiYipsawppqtNAAC6QBh0XArgDYB+k1giVDqEMwzQCsAhSpcQcUhejPQCWE5H2CDHN12WwJHzASHIHAMKbGvsQESQSwMz7McrLa+cz1bv3R1g2xw11Xa+Bw6rwo8ZpAsZ8CqbOOIi1a9cCABo1aoSbN28qBNqJRCIl4Z7H48HKykongffrr7/GypUrlbZnZ2cjLCwMSUlJaNrEG+eP9wCfToDLeSvcPnxSjvmRuVpXKxfNsMHcabYa+xARhELAzf8JcvP+PYtKTVDPi4v9Owbiaco/KCkR4dyFEuz6oxDFJQRjYwZDPzbHqMEWqOvJRUkp4fjZEmzY/hq379WeXzuPx0O/fv2wZ88etX28vb2xYMECjBgxQm0fGRVXhI2NjVUG3DIMgw4dOoDH4yEnJ6fWUp3KqOPGQco1L63CLgAs/TEP85ZL41+MjIxgYWGB8vJyvH79GgBweIcLIsJMNQ0BAEhNF6JucGq1564rdrZsPI33Ao+n2a0tKbkM/p2f6jTmwF5m2LPJWae+K37K+9fjhnThu1m2mD1FN7esIeMzEX/HCbdu3YKRkfZ4DwMG/i3+i5YEEFE6gFE69lX61iOiWwBGVvHcyQAGVOVYA/9xJNqtCAzDgM0G7G1NwLCtYWtrq3OzsrLCrVu3sHHjRuzcuRPFxcqrWlwusGUlFzZmMconF92GOG8M8jJeAACCg4Nx6dIlsFiKq6WnTytm+A0LC8OmTZtw7do1zJkzBy9evNAYDBsXF6e0LSMjA126dMHdu3fRoEEDHDt+Bhaurli86Cvcur4ZpibSvPNxl0uhy3rEtt0FmD3FRqO/PsMwOHikUKuCUFNZZGqTRylC+LfbpbTd2ZGN47+7oomvYiaocZ9aYswwC0ya/RJRv9aOPz/DMHIFwcbGBt27d8fu3bsV+jx58gQTJ05E27ZtkZmZidWrV2PgwIEqg++JSJ7jX11GHiJSaVmoLZ4+E+HUP8UKQaqq5sQwDLbveWvpEwgESte4eWc+IsK0r67//Nu7jb/IyRVj1aZX+Hayjdq5SSQkV4B0gfV/7F13WBTX135nO52l9w6KaFQQUewNe4wtMVETK1iwEjXmZ82nMbHFXqLGHonGqFGMqIm9d2PvBURARXrdPd8f644s22ZhsWXf5zmPMnPrzOy955x7CvcDGPB4iv7Mzc21RuHi8XioWrUqatasCbFYjDNnzuDq1avw8PBAYGAgDhw4wL1DPbC3t4dIJEJGRobKO+RyEsSWFTK4c+cONm7ciP79+xttbCaY8K7inRISTDDhnQTfCZDd01tMTmI8Tn4JhjH8Z1WzZk0sW7YMM2fOxIYNG7B06VIVB75h/W1hZ3lda30eo4i/XyCvg9+27FcREIgIc+bMYZNX2djYYPXq1ejcuTMARbjKTz/9FESEW7du4ejRoyzduXOHbefy5csqzMajR4/QokUL3LlzB9WrV8f+/fvh7OwMACiRWeL3XYZH33mYVIKla4swtK9YK2Pz4qUMU2brZ2xkMhksLS1Zwcfa2lrFtMtQm+c3BQsLc+xY56AmICjB4zFY/IMTHjwuxp5/Kh4Cdfbs2bh16xZWrVoFmUyGwsJC2Nvb4/nz5/jhhx/w9KlC+PT29sbDhw9Z2+/s7GwcO3YMY8aMQYcOHVCvXj2tjP7b9KHRhkk/Pkfj+uYQizRHJGIYBsvXZeo1xUnYn8sKHGW/WeXfN+8UGSzUhYeHY/LkyejQoYNB9Upj4g/PYSZhMDJaqnYvv0COwWPTsGsf91ggl14l8+NyAnPpqsJfSJOAYG1tjZYtW2L79u24du0a7t27h5iYGDbYwpYtWzBmzBjO4+ICbSFVr93UfyqnnO/zTDs0aPAR6tbVHc3OBBM+GFQ0ZbOJ9BOAc6GhoWTC+wl57laSpQTqpZ/nONPAgQPp8ePHFe9TLqcjR47QF198QWKxiG6f9OE0Bnn2EpV2kpOTqW3btgSAANDkyZNJJpNxHsepU6cIAFlaWtLChQvZ63fu3CFvb28CQKGhoZSens6Oe9++fRQREcH2qSRHR0eyt7dXu16WGAb03Th7yn8YoDa/60e9qWaISG8bmsjCwoJz2aCgILKxsSlXPxWl1s3MOb3rf/5wN3rfnp6etGbNGvLw8CAAdPXqVerZsycBoI8++ogA0KBBg6h169bE4/HYenw+36jj8PX1fSPPOqqpOT277qfx+S6b5UQCAbd2zM0Yil/uorGdI396kJuL4c+Hx+ORu7s72draVniegX5C+nGiA+3+1Y3+XOdGXw+RkreXNae6ZmZmKn8f2Oah99tMvepHYjGjs10PDw9KTEykbt26qX2DK1asqJT3LZFI1J6xl6cjPb+h+RtQofTOFV7XTTDhTSE0NJQAnKMK8q/vlE/ChwqTT8L7DaIC0LOPAdkDrWUKi3gIj3qIqzcLIJFIMGzYMHzzzTews+Nm66oLz1Ivwo4+5VT2wLFCdO6bgZKSEhQVFamY27i5ucHOzg48Hg98Pp+NmqPUCCr/X/oaADaWedWqVeHo6Ii8vDxcvHgRMpkMZmZm8Pf3h0QiwcuXL/HkyRMVzaGjoyMyMjI4ObiW1ew72vPRq5sVAv1EyC+QY9+hPCQeyONktvQ+Y80CZ/Tubq2zDL3SbHqF3kfaMwbFxcUqyd28vb2RkpJS4Zj87u7uSE1N5eygXBYuLi7o1KkTjh49iqtXr1ZoLJUFC3MGPbtaoUUjc0jEDG7eLcYvmzJx4zZ3x18lqgYK8UUXa7g68fEyS46tu3I4JWN7V6A8JSoNf39/PH92H19+ao1Wjc3haM9HrepinUEGeg15ik3b9Jtp2traomPHjrh16xZOnz79Rk72HBwcYGdnh1u3brG/mZgvpVjyo3oyPCWIBODZrwUjMmVdNuH9wAcXAvVDhklIeP9BJY9BGf01CwqMBRjbRbj1wAETJ07Eli2KMKA2NjYYN24chg8fDgsL/Y6N2vu+D3rWmlPZQyfy0LzL24utb0LFsftXN7Ruxu17qRP1CBevFKFatWoqTLiTkxNevHhRbuZeE5Q+HjVq1EBERARkMhkOHTqEe/e0m+KJxWIkJiaiUaNGmDhxokpyv7LmX+8LyptpuyLQ5vBtbHh6eqokUgOAjlEWWL/YBVaW+h0SUtNLMGpius68Em8bn3zyCa5fv85m/46IiMD58+fRt4cZZk5yVJtnSmoJ1m4LxrdTEt7GcE0woVwwlpBggBuSCSb8d8EIPME4/AnGegYgrAvwvRVRhSxHgXHYB0bcAFWqVMHmzZtx5swZtGrVCpmZmfj2228REBCAZcuWqYWU5Ay+C8CYcSqqS/vJ4/EgEAjUHJorG4GBgWxUJQcHB1SpUkXlfuvWrTF9+nR2XHFxcVi4cCGkUnU7al3QZyP9JlE6qpQ+8Hg8eHh4AFAwzi8y9NvvK5U7hUUSEBErIJibK7Ijp6WlGVVAAMCeSl25cgVr1qzB6tWrVQQEjfkeCgsRFRWF/fv3sxG0lOUKCwsREBBg1DEaAqFQiCdPnnD+bkQiEfh8vkYBgc/nG3t4LAIDA9+IgABATUCIDJdgy0pXjQKC8hu8dLUQ0356jh7RKfAOu18uAaEynp+297p9+3ZWQGAYBjdu3EBxcTF+Xp+FJl0YDB6bijW/FWHhypfYuq8hghul4H9Td+Pw4cNGH6MJJrzrMAkJJpjAEQwjAWPeFTz7DeA57gPP4Q8wloPB8FWPqevUqYO9e/di//79qFOnDp4+fYrBgwcjODgY8fHxBjtxMowZIPlEZxnlhr1ig7pzpIWFBczNzSGXy1FSUqLWv6GCg6HM+O3bt1kB6dmzZ+wGrURiYiImTJgAuVwOOzs7HDt2DDt37kTjxo0N6utdORUVi8WcGfRq1apBLpejd+/eAID8/HwcPKk/tCLDMDh1vgDXbqq+b21RZJSwsLCAqyu3EJZeXl4amTci0ji/77//Xi3ELgAUFRWhdevWWLlyJVvfzs4OhYWFKo7xAN6oAFtcXIwVK1aoZdDV9M1ZW1ujevXqatGylGWV1ytDUL19+7ZB5TW9g/Ji8tf2Ws2KlOaBNUPE2LQtG1t25qC8epCKRCHzcBNgUpwdtv7iit9+dsGkMd6wteFh+vTpSEpKQmJiIqKjo2Fp+ToB3MCBA1GvXj0QEZv129zcHEKxLX5en4XbTz/HyInpGDPxH4wcqXCgHjZsmNEFbxNMeOdRUacGE5kcl03QDrlcTlu2bKGgoCDWWa527dq0Z88eksvlnNtJSb5ATy5rdq4reaJw8P1lnrNOpz2RSEShoaE0aNAgGjp0KLVq1Yo8PT3L5QBobm6u876LiwtNmzaNpk6dSqNHj6ZatWqpjCMwMJA8PDzIysqqUhwU3wZxcd51d3/tbMzj8cjFxUVDO6B/D3lpdaBUvu+u7S0NHmPbtm3J0pJbPW9vb3JycqrQM1E6O5elGTNmULNmzVSuCQQC+vTTT9/6ezT03UokEqpfvz47h7cxPldXV4qPj6e7d+/S+PHjOc3H2lq347KXh0Dle9NFP050UKtf2rG9smhSnB0VJamPL+uuPw3t703Jycms4z0Aql69Oh0/fpxyc3PZte9VziX68ccfSSAQEJ/Pp4yMDKpSpQoBoFWrVpGPjw8BoEWLFlXibmGCCcaDyXH5PYLJJ8GEkpISrFmzBlOmTEFyssJnIDAwEA0aNEDTpk0hEokgFoshFovZ/4tEIkgkEojFYoSHh8PTrQhbVrqhWpBIpW2ZjLBiQyZGTEhHWUWXVCqFQCBgszArIRQK0aRJEwwePBiNGjXCtGnTsHTp0vKbRJWCq6srjh8/Dh8fH6SlpaF3797Yu3cve9/Dw4M1axg7dixmzZoFJycnJCQkQCKRICsrC5mZmUhPvYaCjPUI/ygDUlsenjwtwYbfs7F+SxZycj+8dUskErGOxn7eQuzd7A5fL81a4Yk/PsP38zIM7kOZr6CiEIvFEAgEGnN68PkKO/buHa1gJ+Uh7ZkMv/6Rjb0HNTudK30dBAIBvv/+eyxaNB+hIS/R5zNreLoLkZMnx87EXKyOz3yjyfP4fD6GDRuGBQsWaH1m71IYXYZh4OzsjIKCAjbRW0XQuL4ZDvzhwans7zuz8Vn0U51lBAIBPD09UbNmTTRr1gzt27dHSkoKGjduDECRk0NbmFJNGDdMiu+/dWCd+MtCLif0iHmBrbteQCKRYPLkyYiLiwOPx0P37t2xbds2tmxYWBimTp2KDh06ICIiAidPnsQvv/yC/v37IyQkBFOnTkW3bt0glUpx69YtODhod3I2wYR3AcbySXjrWvb/AsF0kmDCK+Tl5dHMmTMNCsep1HQJBAI6cOBvkhccIVnmdyR7+Q3t2foxeXno1162b9+e+vfvr1FzLRAIKDIykjp37mzQuLSRSCQid3d3qlGjBnviYGdnRzNnzmTL3Lt3j7Zu3cpqNQ8fPkzZ2dmUkJBAo0aNov69q1HGLX+NWst7Z3yoSoDwrWhsK0rKd6kkoVCo8TTF2tqapLY8GhsrpVsnfKk4OYAy7/jT5hUu1KiepNz9lZcaNGhAwcHB7Ji1lfP3EdKVw94a39vpRE9ydVbXyNeoUYOioqIIADna8+n835rfe8Ytf4pqqvsEqzTZ29tXWLNvrOf3LpO2OYbVFHMKxStLCaTV83WfYmoikUjEhkR2d3fX+V2VJWsrHmXd1fydlKZLB7woKqoV3blzh12DR40aRYBqSOT4+HgaM2YMAaDx48cTEVFhYSF78rdjxw5q1aoVAaDo6Oi3tX2YYAJnGOsk4a0z0P8FgklIMKEMBg0aZPCGeubMGbZ+cXGxirmGtg1WLBaTSCRi/z9+/Hg6c+YMDR06lFPOgrLk4OBAY8aMoZMnT9LUqVMNYqL4fD5b3s3NjR1Xq1atqGHDhixDF+gn1MsA3DvjQxbmb5+BM3Z+AE3EMAx5eXlV2HzD0LGGhYWx/z958iTNmzePAFBsbCxFRkayY/vmm29IIBCQ1JZHd0/rzudx6YAXmZlpfm98PkPHEzx11s+57081grnlyTDk2/T1EtC4YVKaM9WBxo+QUqDf+ymEGkrm5ubk6Oio8Z5AAHp03peTkDBrkgPnnBJisbjCZobRva05CzDzZvWh58+fExHRggULCFCsl6VzcXz//fdKpor27dvHrrNz584lAFS/fn26du0aCQQCYhiGzp49+8b3DBNMMATGEhJMjssmmPAWMH/+fLi7u3MqKxKJcPHiRdSpUwcA8PTpU3h7e+PAgQMAgHbt2uH48eManT4LCwtRVKQIkVlYWIgZM2agQ4cOqFWrFpKTkxEXF2fQuLt3746ZM2ciIiICkyZNQteuXQEoTB02b96MS5cuoVq1amx5KysriEQK8yiZTKYUmvHkyRPWtGbfvn04evQoSkpKYGtri+n/C4KFue6lydtDiF7ddOcSeBPQ5HDp4uICAAgNDTW4PeWzKg0iwqNHjypsJmSIc6i5uTlKm0fevHkTYrEiA3RhYSHOnDkDQPHeP/nkE8jlcsR8aQMfT91Os9WritGzi5XGe22bmyMiVLfTtpmEh7Gx6lGvNEWTUn5rumBuxmDDYhfcOuGD7791wMhoKaZ944Abx3zw+ypXWFupfofGyHvyLiEvL0/NFFGJkhJg6VqF2ZK+Zzl6sBR3T/mgSX39UdgKCwuRna2aQ8Hc3JyNHsUF/j7qvxNtOHtqKxwcHBASEoIRI0YAADp16oT79+/DyckJALBr1y5cuHABIpEIkZGRbN2BAwdCKpXixIkTSE9Px+jRseDzCbGxse9kFnETTDA2TEKCCSa8BYhEIvz55596o7kwDIPbt28jODgYAHD48GH4+vriyZMnAICpU6ciISEBderUYRl+kUiEb775RsVu9tq1awgNDUWdOnWQmpqKgQMHwsrKCnPmzDFo3EuXLsX27dvZv8ePH4+AgAAsX74cUqkUrVq1wrVr1+Dk5IR9+/bh6tWrWL58OT777DNOIU0zM1+iVSNu4R57dtXMbFYGNOW5UL47iUSVsX36VGGbrYya8tlnn7H3nJyc1MqXRkWTn/n4+FSovhJloyRt3bqVFRLu3LnD+q7I5XJ07doVcrkcA3txC1nb93PNwt1Xn+kX+ogI3TpYwcL8tQ26paVluaLO8PnA9rVu+LyLFcqatBMROrezRMJGN4hEr2++ePHC4H4qA7q+IWNBKpVi+XoZdibmcIra5OEmRMKvbgivJTa4r7y8PLXkj7pQUMidQc/PV2hEr127xgo7v//+OwCFEMDn83Hy5EkQEerXr8+GEQYU39aoUYMxfKAtPM2jMWNUAgofB2LOhCQc2fc1iMoflckEE94HmIQEE0x4SwgNDcU333yjswwRIS4uDjk5OZg7dy6aNm2KgoICCIVC7N69G5MmTWLLTpkyBX5+figqKoKVlRWOHj0KLy8vAAonzPPnz+PKlSustq68TsqdO3dG3bp1MRSwQ4cAACAASURBVH/+fDg6OuL69et4+PAhoqKikJaWhho1aqBt27YYOnQovLy80LdvX/z222/IyNDsaGtvb48xY8agR48eCPB3g7UVN22iqzP3XASGIDo6GuvWrYOnpyd7LTc3FyKRCOPGjUPt2rUBgNUkKrXYylwHSty9excAVEK+pqWloaBAkYE3KirKaPHhpVIpIiMjERQUpPF+RZnKP//8E/Hx8QCA8+fPq9xTOuJ7e3B7H37emk8b3F3112cYBiIRAyeH188tJ6d8ibu6dbBEi0bmIFJ3fFU6JEeGm+HL7urCaGXmReAC5TdUmcjIyMCLF1no2j8FcVPScf+R/vXCTMLDjAmGOfXWqVMHixcvZrX6+mBtbY29B3WH+gUUa2dhIeHQSe1Kh+nTp0Mul7O/5bAwVR9Pkr/EuIGX8dN3jvD2kL9qF6gXZoZGNXfhxqkoEFU82IMJJryrMEU3egMwRTcyQRuSkpJUmFFtKB1FxdHREWfOnIG3t7daub///hstW7aEWCzGpUuXIBaL0ahRIyQlJRl97EpIJBKWaSkb7cXS0hIeHh5ISkrSycxZWVlh/vz5GDZsKNKvukEs1q+/OP9vAcKjHustxxXKDMDh4eE4dOgQzMzMcODAAfTq1Ys9uSkNgUDAarD5fD6WL1+OgQMH6jXNUNZr0KABjh07VqExC4VCFBcXw8nJCWfPnkVwcDByc3NhZ2f3xrXe2fcCYG6mX+P84HEx/Os+ULue+Js7WjY2V69QCkqG3rn6PTx7XjEt7v7f3dGsge7+AODspQJEtOH+nfF4vNL+aB8MYvvbYP403Yy88v0EN3yAW3e5M8979+7FixcvMHbsWDx69EhnWR8fHzx48ABn93qidg3dwu/a37LQb2Qq53Eo2//444/Rpk0b1PBaCjf7GxrLscKlRTR4Vl8b1IcJJlQ2TBmXTTDhA0Bp0x1dUDIcDMMgOjpaq2DRokUL9O3bF4WFhWjbti0aN26sVUDg8Xjw9fXV2W/po3dtKK3VJCJ4e3ujf//++Oqrr8Dn83Hjxg292t7s7Gz069cPubn52P6XelhNTfh9p6JNiUSi0RzIUGRlZYFhGJw5cwb9+vUDEaFZs2ZITk7Gvn37YG2tag5T2jRCJpNhwIABICK9yayUgsWxY8dgZWXFOZyiUChUa1t5GpSWlgZ/f3/k5uZCKBSqCQgSiQRDhgzh1E958dff3DT6iQc0a4F37NFfn2EYHD2dX2EBAQA+CuZmFlOjKnf7d0BxwvShCQgAEByo/zkoT2S4lC2NTz75BAsWLEBqqn6G/sGDBwCAnkOeIu2Z4rek6XlfvlaI0ZM1+1voa3/BggUYNbwT3OxvaH2XbCK97A0guf6TDRNMeB9hEhJMMOEtYv369QaVJyJMnz4dUqkUy5YtU7t/8eJF1q79/v37bD6C0mAYBmKxGHK5HPfv39fZn74Mvprw8OFDrFq1CmvXrmXt8g3BvJ8zIJPpZrIys2T45dcsODk54Z9//sGNGzewZMmSCscvVzIE8fHxCAkJwcOHDwEofAWUz1Xpi6CNeTDEjCs7O5tzbPji4mIEBgYCgEbhTtmvpv6FQiEaNGjAeVzlwcJV+p1c5XLgwEnNGZ83/J6N5xnamX9luwt+rngOAAAo0fONKSHjYP7OMAwsLS0rJePyuwJDrBOLiw0TkvLy8nD8+HEUFhZyrnPzTjHqtX2M9VuyUFj0ur+MlzL8tDwDTT5JwstM7S+PYRhIJBKNwQIAoHM7S7acLvB5eXhw61fO4zbBhPcJJiHBBBPeEm7cuIHTp09zKmtra6vyd1ZWFgYPHgwXFxds3rwZmzdvRqNGjVC7dm1s3LhRrb6FhQV69eqFTp06gYiMFpkjPDwc9+7dww8//ICPPvrIKG2evlCIwWPTtAoK2TlydOmbgmcv5EhLS0NkZCQ8PT0xZMgQPHv2zChjAIDr16/Dx8cHAoEA7du3Z09MAgICytWeUCiESMQgIlSCppFmCA6yAcAtCo8SSqfwcePGGdR3dnY2evbsaVAdQ3HkZAEm/viMZaqU8yo9vzupPZCR7aixfla2HF36PkF2juq3WfoU7ceFL7A1oXw+CGVx7DQ3u/6jp/Q70hMRcnJyNPo3GAplBCVlsIK3hbLzOHSCmx9AQaEcJ8+Xz2eiSpUqeoM5mJmZwc/PD56enniYVII+w1PhXvM+6rd7hLptHsEz9D6+nvIMWdm61zgiQkFBgdZgAbbW3Nmj76Z+jSlTphgk5HyoIHk2KHcd5BkDIX/xJeSZE0BFlz7I07X/BCoaQ9VEpjwJJpQP1apVU4v/LRKJVOJ3l46N//XXX5OXl5fBMcXDw8NJLpcTEVFJSQnFxMQYLc563bp1VeZ05coVqlevnlHa/qxLMB38sw7lPVDkTHh+w4/mT3Mkfx/NMexFIhH169eP7t+/T2Kx2KC+XF1dDc5DYG9vT5aWlpzKikQM/bmpJaX866cSw/2vTW5Ut7ZhY33XqWt7S7V8B39vdac2zbklQgvyF9Ly2U6Ufc9fpf4nbSue6K80NWtgRrKUQCp5EqAxvr7y+setX/dbu4aY2jY3p/p1JMTnv/1nbSwqveYo85eUJT4f9OCs7jwYspRAWvWT4YnVlFS3bl26d+8e9erVS2uZDRs2sOtN3bp1De7DwsKC1qxZQ/Pnz1dLLmltbU1ubm4EgEbG2HLOxaBM8letWjU6ceLEG91H3iXICw6R7Gltzc/pRSzJ5flve4j/GZiSqb1HBJOQYEIpyOVymjBhArsxWVpaUlxcHO3bt4/Cw8NVrpfewEJCQig3N5eio6N1JsaytLSkIUOG0JUrV9ikRb///jsRERUVFVFQUJBKeUOzyrq7u9OECRMoPj6eUlNTNc7xt99+M5hRL02urq60d+9eio2NJYaBxgRcynHz+XyqUqUKe71Zs2YUGxurs31lJujS1KxZM4qLizMo8ysXEokYSvzNXSsTmvcwwKBMwu8LeXsIqHYNMbm76s967Ofnp/G5ubnwydqqYknkdNGC6Y46mb9f5ikY3h6fWNK/h7xU7j0460MjY2yJYd7sc7Wzs6MhQ4bQmjVrqEmTJnqzSuu7LxKJyNlZMU99v9mGERJWeNMkXF094k32djwSCoWcBeiy1LZtW51r0pYtW9h1pn379nrb0yb0NGrUiOzs7LTWc3XmU+HjAK1CpJIeX/BVSSTHMAyNGDGCsrOz38h+8q5AXniRZCkhugWqjBFve5j/GZiEhPeIYBISTHgFmUxGw4cPJ0DB3M6cOZOIiB48eKCS+VTTKQMAql69OqeNtkmTJpSUlERLliwhQJEp+bvvvtPIHAOqTLOlpSWtXLmStm7dSqtXr6bg4GCVsk5OThQfH8+eTmhCenq61s2ZCxPk7++vkWERCAQq16tWrcr+/8svvySpVKrzmSxcuJBlQLy9vdXK+Pr60p07d6hWrVqcxsrl9OF/o+x0aqxlKYH07LrfO5FB+r9Io2JsKfmSambhp1d8afwIKTEMaMxQqU7GZ8Ucpzc6XltbW/L09FS5po2p5qIAMDT7cVhNMe3drCr05tz3p5Vzncje7vXvwd3d3SjzXbduHTVp0oT9e8+ePew607ZtW/Y615NAQ5QiS2c6af3tKq/F9rfRWNfHx4f27t1b6XsKVxQWFtLRo0cpP79ytPmyFwM4nbrIi65WSv8mqMIkJLxHBJOQYAIRFRcXU58+fQhQaLe2bdtGRES7d+9mGWqGYahnz56cNzEbGxtycnrNpJTVgnt4eGjUJDo6OtKQIUNoxIgRKvdfLSwEgNq1a0fW1tYEKBhqiUSi0kZkZCSdOnVKbZ4ymYz8/f0JUDD1HTt2rBRmSUndu3fnVM7FxYVu3bpFCxYsYJkKTZpEQ09WdJFAAHp8wZfT5hnd27pSng+PB/r0Y0vat8Wd0q/5UepVP9q+xpVaNzNXm6+NjWaGR3O7PJUTnPeZhEJQqybm1LOrFbVpbk4ikeKZ1AgWcTJJ6tJeoTXXdcJXuePXfPplzG+5LAX4CqljlAW1aW5OdtLXDLqDgwPZ2tpWuH3lb/Px48ckl8tpz5499OOPP1JBQQG71uzdu5d69+5NS5cuNchcUFNZMzMzAlQVDyIRQ7+vctX6m10+J1BvX8p1/m3ju+++I0DxG4+Ojqbjx4/rVPQYAnlJKslSgriZZ2V+Z5Q+TdANk5DwHhFMQsJ/HoWFhdStWzcCFFp7pYZp6tSp7GYikUho0aJFehkNPp9PTZs2pZMnTxKRws9g3rx5LEOvj6ZPn64ytoSEBJaZaNSoEc2cOVNlE42KiqIXL15QYKBiQ6xbty65uTlRj08UjOfzm9Wo8EkDkmWMIXnhRfriiy/Yulu3biW5XE7z589XEUYEAkGFGJjSpxsSiUTldEEoFNKkSZMoJCRErZ5UKqXRo0dTWFhYpTNRwGsmkwv99rOL0fuXSBja/aub1j5XznWiAQP6qXxblf1M3idSapL10f7fFVrzAQMGUKNGjd76uD8katiwIYWFhVFwcDCtWrVKZe06fvw4pzaqVatGDRo00Lm2Kk9UvL291fyq2jQ3p+1r3Sk/qQE9OF+VVs93pvFj2lNkZKTevsPDw9/MJqMHEydOVBtbYGAgTZs2jR4+fFihtl+mH+K8zslexBhpRibogklIeI8IJiHhP43c3Fxq06YNAQotzrFjx0gmk6kclbu5udGhQ4fUtPWaKC4ujgoKCujgwYM0YcIEqlevnsbNj8fjqTF85ubmlJOTozI+mUymYhpU1pbY3t6e9uzZQ82aNSMA1KJ5XSpK7a51E5gUp9AADh48mO3jxYsXNHv2bBUtXUXo448/Zueo6b61tbVBWvHKovBaYs6b5461rkbvf9VPznrNJX5dYWJqtdGtk9xOgYqTA4zqyKzPj+C/Sl999RWdO3eO5s2bR926ddNpXlhR0rS2SCQSio6OJkCxlpZew7WRl5fXm95y1CCXy2nRokVax8gwDDVp0oRmzZql15eiqKiIzp49S4sWLaLevXtTYGAgVa/KXRli8kt4MzCWkGDKuPwGYMq4/N9FVlYWOnTogCNHjsDBwQF79+6Ft7c3QkND2Rj8zZo1w86dO2FnZ6c1HF9pCAQCiEQilRwGAoEA9erVQ4sWLeDv74+1a9fi77//1lhfJBJhzpw5iI2NBQDcvXsXAQEBsLa2RnZ2NogIIpEI69evxy+//ILExEQwDIPQ0FCcO3cOib/5oWVjvsa2iRQhICfO4qNn/63YtWsXEhIScOzYMZXkY28KfD4fUqlULTSqra0tpk2bho0bN+LEiRNqmaKNBQd7PpIv+oLP1x9vfc7SDIz9znghXN1dBbh/xgc8nu6+X2TI4Bl6HwUF785eUDqL99vE3dM+8PHUnRxPCTPvOygqenvP0NLSErVr10ZERASWLFlSrhwnxgLDMDh69KjRc3NU5LsIDg5GcnIysrKyylXfwcGBXUd4PB7kcjmnrOmWlpbIzs4uV5/GwOnTp/HZZ5+hsLAQKSkpesv7+Piw+XOICI8fP8apU6dw8uRJnDp1CufOnVN7B+bmEtw+6Q0XR/2htRmbmWDMPinfZEzgDGNlXDYJCW8AJiHhv4lnz56hbdu2OHv2LNzd3bF//35kZmaiefPm7AY+YMAAWFtbY926dQbH+K9evTpatmyJli1bonHjxrCysmLvPXz4EMHBwcjPfx3j3d7eXiVxl6OjI5YsWQK5XI7PPvuMvW5hYYHc3FwEBgYiMTERGzZswOTJk0FEqBEswsV/vPWO7fa9YgQ3fADl8iIQCNCwYUN06NAB2dnZmDp1qkFz5YqoqCg0adIEs2bNwsuXLxEWFoY//vgDJ06cQI8ePVTKSqVS7Nq1C23atKnUTfy3n13QraOV1vtKwapaowe4eceAjFV6MCLaFnOnas5JUBZd+j7Bjj3cMl0DwMCBA7FixYryDu29we5f3dC6mf5s3vcfFSMg4gEAVJrAaQjEYjGnmP1WVlZG+fbNzMxU1holbGxsypVQURfs7OzQvn17XLx4Ef/++y+nOtOnT8fhw4eRmJhY4f6bNWuGAwcOAFAoIbgoP4qKivRmYi8PZDIZnj59iqSkJCQlJSE5OVnl3+vXryM93bCs0w0aNEDHjh1ZoUCTYBEUFISIiAjUq1cPERER+Oijj3DpxAiEBu1n1zON4DmCcfwHDMMt27kJ5YexhIS3borzXyCYzI3+c0hOTmYjFPn7+9P9+/dpyZIl7BE2j8dTM70JDAzkHBFEk8OwEnfu3GGjFfF4PBowYABrQqTpCF15jc/n0+LFi+nJkydUs2ZNAhQRSq5cuUL79u0jW1tbmv6tPedj5fBaYvLy8qIFCxbQy5cvVca4cOHCSjVLCA0NVYnaUq9ePTbMpq5nYExSmnpVCxLRy9v+Gp+R0uRn2SzjR8iZNp77uxrQ0zCn6cp20OUSPtfSgqGYL20oMd6dTuz2pD9Wu1KX9pYkEBjP16RzOwudjstKGhv72uylMr4lLuTi4qKS70AoBPXubkWHdnjQs+t+lPKvL/3+izs1qa9w0LWysqLLly+z5a9du0abNm2q8LOrLFOp0hHYdDlGB/kLqWmkGdWuISaGAc2dO5eIiObOnVthh+p+/foREVF8fLxB9bSFitaF/Px8unv3Lh06dIg2btxIM2fOpOHDh1OXLl0oIiKC3N3d38i3JpVKqU2bNjRlyhT666+/6Pnz5yrjlMvlNHPmTOLzQZtXuGj/nTytRfLC8wY/BxPKB5NPwntEMAkJHyTkRZdI9nIcydJakSytOcleDCF5wRG6d+8uy5CGhITQkydP6Msvv9S4AFtaWtLAgQPp9OnTJJPJOG/QiYmJGsd05coV1q9BIBDQkSNHiEghtJQdQ9lwqE5OTvTvv/8SEdHLly+pcePG7CZx4sQJunXrFq2cy82RU5YSSB1bW7LjGD58OGVkZLDjPH36tM4QqTwej3Uu1kR169alkSNHljunQVl/BW9v73IxN2Xfl7b3Vy9MQo/Oa7ZvX/Kjk0qcdV1kyBhHGZAMqnM74yYq00bGEi7Ca4npyWXNz/P8fi9yczFOP3w+aN8Wd42CgvLva0e8ycb67QgG2sjaikeHd3hqfd9zpjqofK8Mw9CPP/6oIpy5urq+V74RHVpZ0IndqnNOuVKdDu2JpnHjxlLz5s3JwcGBxo0bRx4eHga3X6tWLcrLy2PXMB8fH8Wz5hAw4vr16yrrdGZmJl29epX27t1Lv/zyC3333XcUExND7du3p1q1apGDgwPncTk7O1NYWBh9/PHHNGTIEPr2228r5PvF5/MpJiaG1q1bRzdv3tQZAUkmk9GoUaPYujweKG6IExUkNyn1HqqRLCOO5MW3y73XmmA4TELCe0QwCQkfFORyOcmyZmrdgHdu8CWhEFSnTh26cuUKm8GzNEVERNDKlSvVnMRGjhxJVatW1ZnkB1BE/CiLc+fOsYy3SCSiM2fOqJU5ceIEG6VIV9uPHj2ivLw8NqMpwzDE4/Fo5iQHzoxnZLiqEzbDMFSjRg1q0aIFp83qiy++0Mp0BwUFERGxeSBcXV3VGH99z5ALOdjzqXtHS/rqUytqGCFRS5ylZHpLh47VRkKhIinXL/OcadMyF5o23l5r9mht1LZtW2rZsqXW+3Xr1mXfr5eHgIqS9CeDen7Dj8w1JKt7V8nbQ0Dp1/10zuniP15sGNPykFJDa2NjQ8FVveiP1ZrDYF45EmI0gcQYpGTq/1zv+UqQ0X56NbRf+R37GYYhb29vo2uymzRpQiNGjFC7HhQUpFWpIBKJaP4P9dXmV5qWznx9UteiRQs2epEhpyaDBg1i19G1a9ey16Oiomjy5Mk6FRbt2rWjli1bUtWqVTnnpRAIBOTl5UWRkZHUvXt3GjVqFM2ZM4fi4+Pp6NGj9ODBAyosLFTbA7y8vMr9/H19falHjx5s8k1dKCwspM8//5wdqzKE7OrVq0kul5G8+CHJi26SXJbFaV81wbgwOS6/RzD5JHxYoNy1oOzpmu+Rwh5zyy4BNuzwx65du9h7IpEIgwYNwoABA1CjRg3dfZDCYez06dP466+/kJCQgNTUVPa+u7s7kpKS2L9PnDiBJk2aoLi4GGKxGGfPnkX16tXV2r127Rq6d++Oa9euqd0r7bPAMAw6duyIwsJCFTveurXFOLHbi52nNjxKVtho6zPX5fF4kEqlKr4SXNC5c2f88ccfyMrKgqurK/Ly8rB7926sXr0aW7ZsMagtTbCx5mHuVEd83sUKYtHred68U4QJPzzHHwk5quUrwfZaG7p3747IyEiMGjVKb9l1i5zRs6u1xvelvDbtp+eYPPNFZQ1XIyzMGfTsaoUu7S1ha8NHytMSbPg9GzsSc1BSorvuT//ngOEDpHr7+DL2KTZuNdze3tfXF3v37kWVKlUgl792xKxeVYQvuljB1VmAjEwZtu7KwekLMhQXG8+PxBgIDhLhyiFvEAG6fOWfPCU07lKE+/cfvbnBVQIC/YS4etgbfL7mySq/888GpuD3XTm4ceMGGjRooLLWceWDatWqhdjYWAwZMoQNMsEwDOrXr4+kpCQ8fvyYU1vhta0xbIAzgoPEEAgkSE73xNOXkXBwCoS7uzs8PDzg5OQEHo+nty0iwr179zB27Fhs27aN81x0QSQS6fRpyc7ORpcuXbB//35YWFjA29sb165dQ7du3bB582a9QRpMqHyYHJffI5iEhA8HREWg9GaAXLszGBGhpATwDb+PlFQFl9y/f38sWrQIEomEc18XLlzA9OnTsXXrVrV7HTp0wM6dOwEABw8eRMuWLSGTyWBmZoYLFy6gSpUqanXWrFmDIUOGID8/HwEBAUhPT1dhbCUSCeRyuUqEJWUUj9L45w93NKlvrnXuDMNg1KR0LFjxUucGrNxIyrMGNW3aFGFhYbh16xYOHz5sVAbd0oLBgW0eCK0h0SoMDRyditXx2XrH7urqitDQUCQkJBhtfIbAwpzBjnVuaNZA8/va9Ec2vhr+VK8wZ0zUqSnGjnVucHESqN27fK0QHXo9QXKKZkmBYYD0a36Q2mqOrlUafx/JQ9SnyRUe7/uGKWPsMHG0Paeyzbsk4dAJdYdjQPEbO3r0KEo0SG0Mw8DCwgI5OTkaapYPQqEQ1apVw40bNzg5XYtEIjg5OWH0wEKMiLbVW/7wyXw065wEb29vNrIcAHh6euLx48da60kkinWAy5gARTSjgoIClefm5OSEb7/9Fs2bN0ag83qI5Ls01JSAsfkBjFk7ne1nZmbi9OnTKhGHDA16oQ8xMTFYtmyZxnupqalo164dzp8/DycnJ3Tp0gXLli2Du7s7Ll++DDs7O6OOxYTywVhCgn4x1QQTTHiNopM6BQRAsYEKhQw+7WQFMzMznD59GitXruQsICQkJKBp06YIDQ3VKCAAig01Ozsb27ZtQ/PmzSGTyWBubo7r16+rCQg5OTn46quv0LdvX+Tn5+PLL7/EhQsXsGjRIpX2CgoKWAGhTZs2rNBQFj2in+Lf65o3TIZhsGztSyxY8RKAbgFAeZxZHhw8eBBz5szBzp07WQGBx+OhSZMm6Nu3L5ycnBRj7dEDo0ePNqjt8SPsEFpD8a60acQWznCEg53+5TMlJQV37tyBi4uLQWMwFnLzCG16JKPfiKc4cTYf+fly5ObJsf9QHrr2e4LesW9WQPDyEOCveHeNAgIAfFRNjL82uUEs1vzcrSx5nAQEAPBy19wHoDiJ04faNcSY93+O2LbaFesWOeOzTpaohAA1RoejPbfnAwAOdtrL5uTkoKSkROOzIiLOAoK9PTeBpbi4GJcuXVJhxp2dnTFp0iRYW1urlS8qKkJSUhKaNzLT2zYRoXE9M4hEjIqAwOPxdAoIAFBQUIDCwkKd2nEXFxfcunULubm5yM7ORl5eHqZMmcLeT0tLw8iRI5F0fbAWAQEACkCZo0GFr0OqlpSU4OLFi1i+fDn69u2LatWqwdbWFlFRUZg4cSISEhLw7NkzODk5wdvbG1KpFHw+9/evCZMmTdIqINy5cweRkZE4f/48/P39sWTJEjbK2dq1a00CwgcI7auoCSaYoA5ZGueiVQPtkZR02qCFc82aNejbt6/ectu2bcO2bdtUruXl5cHPzw98Pp8lhmGQl5fHMvtSqRQHDx5EzZo12TIymbrJxJ49eyCVSmFtbY20NNU5pz2ToUGHx+jf0wYDe9mgaoAQxcWEg8fzsWR1Jnbt0x5K083NDSKRCA8ePOD4RLhDLpfj/PnzyMrKQlhYGPbu3Yv4+Hj06tWLcxsiEYP+X6gzJGUhEfPQ93NrzFyUobfszZs3ASiYpZKSkjdmlqRESQmwdnM21m5+e7HalRgx0BZ2epj8kCpifPaxJdZtUR9vfoEcMhnpzf0AANm52mO2Z2dnIywsDJmZmbh7966KsGpuxmDdIhd0bmepUqdnV2s8Si5Gl74puPAvN61yWUilUshkMjYfSWXgeYb+WPVKPHuhXUI8e/Ys+Hy+2u/f4PEYYErIMAyaNWsGAPjnn38wYcIELFmyRGduA4kWgbJsuwAgFjEquSw0KUHKYvHixejQoQM2bdqEb775RmOZp0+fsooaQKF0mTx5MgICAtj1p0qABVo1fP7KDEzbmOV49nAyZq0MxalTp3D27Fm1fBcikQihoaEqIUh9fHzYNvPy8nD8+HEcOHAABw4cwOnTpznnqImNjVURbkrj3LlzaNeuHdLS0hAWFoYtW7YgKioKMpkMcXFxaNGiBac+THi/YDI3egMwmRt9OKCCvaCXsZzKHj4fhiq158LV1ZVz++fOnUOjRo00xhwvjbLxuTWZBb0pMAzwoSwj1auKcOmAN6eyu/bmoNNX+pMTmfAa6df8YCfVr+k8eDwPLbpqNhXaud4N7Vrqz10wdfZzfDfHcF+LP9e5oX0rC62mZs8zZIho8wj3H+lxnqgk7lYQ5AAAIABJREFUlDXhk0gkaNeuHf744w/weDxEhElx9E87vX5DySkl8A2/b/BJUo8ePfDHH39wSvxYHnh5eSE9PV3vGqgE1+8hJbUEHrXul2tMvXr1wq+//qpzjW3dujX27Nmjdn3EiBFYsGABfv6pBvr30J0ITvnOQho/wI3bCsWNn58fKwzUq1cPNWvWhFisP89AcnIymxDz9u3b7HUXFxc8ffpUrXzPnj2xbt06jX4Q+/btQ5cuXZCTk4NWrVph69atGDVqFFatWoWaNWvi1KlTnMZkwpuDydzIBBPeBkSRkEOzfbcSyg08ZvhWuLu7o3379tiyZQunTKFK7eby5cvh4eGhtZxSQHB0dERGRgZkMhnkcjlKSkqQnnofKxc2wdm9nki76ofUayHIeByHp8nH8ejRIyxfvlzvkXTXrl3Rvn17veNVzJdTMZ2wsLAw2NlNJBLBwcEBwcHB+Oijj9jrEomk3EfuhlTT5ihpgmZYWjCcBAQA8HLXbtczn4MpW16+HCs3Gn5i07i+mU4BAQDspXyMjS2/WUVISAjq1KljcD0+n4+IiAi1edvY2GDEiBHo06cP5HI5Tpx5jt37c7WOX1l/7vKMcpmaderUqVIVEo8ePeIsIADAql8V71nfOqQsVx5s2LBB75wTExMRExODPn36oG3btggLC4Ofnx82bNgAABDy9J/IKN/ZN2O+xM6dO5GWloa7d+9i48aNGD58OOrWrauTGc/Pz0d8fDzatGkDLy8vjB8/Hrdv34azszPi4uJw+fJlPHnyBMHBwSr1OnTogNWrV6sJCESEGTNmoH379sjJycEXX3yBXbt2Yf/+/Vi1ahUkEgk2btxoEhA+ZFQ0PJIxCYAHgF8APAFQCOABgHkApBzrWwDoCeBXADcA5ALIBnAWQBwAkZZ6usKCnTTCvEwhUD8gHPnrY70Jlv5cp54UzdbWlgYPHkynTp3SGXtaifz8fJo/fz45Oztr/DZdXV3VQqheubSbHpzTNq6qJM/bRgsWLNAbCq93795EpMhnYIwwh8HBwTR79myNuQ/q1q1Ljx49oqKiIgoKCtLblqawhXw+n00YN2jQIPrhhx/Ye1wScynJwpyhrLuaE5+Vpenf2lf4ubwJMlZisYqSQAAqfKw7HGvpXAe62vp2pFQt5KXy37yHAfRx6/LlfVi70JnT+LLu+pNEwu25CgQCsrdX/VbK+5uysLCghg0b6i0nteWp5QwoTYt/cHzr34OxqEP7tvTyge41+d4ZH3Kwf7uhahfNcOQcPlpeqD1ZZlnI5XI6ceIExcTEqISBFolE1K1bN9q5cycVFRWp1Pnxxx/Zco0bN1bJ//D8+XP67bffqF+/fmzOHQA0evRokslklJyczIaXXrBgAedxmvBm8cGFQGUYxh/AcQBOAHZAweTXBdAMwE0ADYhIp3EjwzBtAPwF4AWAAwDuALAD0BGAy6v2WxBRQZl6BOAhgDUamk0iopXlnhhM5kYfEvLz8+Hv54WlPwjRsbXCZpnKaB0vXClEieUKLF32K9atWwciUjMHCg4ORp8+fdCrVy+4ubnp7DM3NxeLFy/GlClTWA2bpaUl0tLSYGZmxo5h+fKFaFrjJwT56/Ku5AHSDfh9xz0MGzZMq71x8+bN8ffff+P69euoVq0al0ejFwKBgI34YWZmhvz8fNZ0gmEYSKVS+Pv748yZMzA3N1ezxVUiMjISzZo1w927d3Hs2DEkJSVp1SqHhobi1q1bBkVhWTrTCdG9bbTeVyyeQFD9BzpNTtzc3FA1gNC9gwx1aik0becuFWL5usxy27S/79i+xpX93ejC/819jimzdJsKtW9pgZExtmjeUHGyV1xM2LY7B7OWZOD85fI936M7PVC/jn5HWAAIiLjP2eSoTp066NevH+Li4jRqyR3t+QipIoKcgEtXC5GZpVtrzePx0Lt3b2zevFmtPeVaIxYz6N3NCgN72yAkSITiEsLhE/lYsiYTiQc0/7beRzRs2BA3b5zFLz/ZaTQ7+vd6Ibr0TcG9h28uVK29vT2cnZ3h7u4OFxcXPHv2DALZUWxfqz+AQWYWg+fMHwgIDNFZLikpCevXr8eaNWtw69Yt9nqdOnXQp08f9OjRQ6vT+NOnT1GtWjUEBgZi9+7duHnzJhITE5GYmIgzZ86onZqEhITgypUrkMvlaNOmDfbt24c2bdpg9+7dpnCn7yiMZW701k8PlAQgEQqJdViZ63NfXV/GoY1aUJwkiMpctwJw7lU7cRrqEYCDlTg300nCB4Lly5e/0gSCvvrUSkVbd+2IN42MsSVzM4YaNmxIMpmM/v33X+rYsSOrjTEzM2M13nilUWzTpg3Fx8dTfn6+Wn/FxcX0+PFjGjBgAFuHz+erJLt5+fIldevWjXp8YslNU/VCkRRo9erVBGjWNAcGBhIR0fr1642qTRMKhRQTE0OAQsO6d+9eat26dbnaMjc3py+++IJ27NhBGzdupPbt25erHR6Pp6Ixc3Phs9mRtWkmuZwi6Eo8N/c7B7XEbP8Fat7QTO8pXM59f3J35Z7pV2rLIx9PAVmYV/zEZP/v7py1vS5OFddM+3oJaNMyFyp49Pp5ZN/zpxVznMjJ4d1J0saF3F0FVC9MQtWriojHeztjCP1ITHO/c6D45S60bJYTRTU1N/rvjGEYCg8Pp08//ZRGjx5Ns2fPZtce5VoaFhZG58+fpylTprCnSDwe6PpRb63fk/I3MW28PQmFQpo6daqKhp+IKC8vj3799VeKiopSWbednZ3p66+/pn///ZfzXpaXl0fTpk1TS0Kpie7evUtERD/99BMBIAcHB0pJSTF4/zThzeGDyrgMwO/Vx3gfAK/MPSsAOVCYDllUoI8vXvWxU8M9gklIMEEPZDKZxmyWQiFILFZnUGbPns3WPXLkCEVGRrL3nJycKCwsjM2QCoCsrKzI2dmZQkJCyMLCgqysrLSaJZw4cYKIFOZAvr6+BIASNmo3L3i9EQVSyZMgSk66SWPHjiUAFBMTo8aoC4VCksvlNGjQIKNtri1btqTnz59TrVq1CAB988037PNp0qQJ53a8vLyoevXqKtccHBz0ZpLWRPXq1aP/+7//Y7OFKsnPW0jHdnloNDP5dqRUb7tjhkq1MsPKa1za+RBp3DDdpkKd2pTPVMgYNDZWqvc3JEsJpAt/v14HlFm3DSGGYahKgJBS/tUujN477WeQIBIUFGSQaV15qPR6paTIcAn9tclNZey3T/rQ8IG2b01YMDa5ubnRvHnzWMbc2dmZcnNz2fXr3r17BIAkEgm5u6ubmtarV4+2b99OsYNaUepV7dnCE+PdVTKF+/r60vbt2+nYsWMUHR1N1tbW7D2RSETdu3enhIQEKi4uLteepsw8rYtatGhBRESXL19mv68dO3aUqz9NePToEfn6+tLgwYPLPQ8T1PGhCQkDXn2Qy7XcV54ytKhAH91ftbFNwz0CcBFAPwDfAhgKoJ4R52cSEj4AKJlqbRQSEkJVqlRh/xYKhXTx4kW2vlwupx07dlBISAhbplq1ahQTE0M1a9bkvGFZWVlRTk4O/fTTTyQUCgkAhYaGUm5Se85aUB/P15u9ubk5+fr6kr+/P4lEIvb6sGHD2PaV5OzsXC4b9++++47kcjnNmzePAJC3t7fKJpuTk0N+fn562ylt2922bVuKi4sjf39/vfVEIpFW3w5dVLe2mCaOtqMZ/7On6N7WZGPNo4YNG5KVlZXWOmZmDD27rp0RUNKLm36ctN8eHh4Gj/tdp7bNzSnxt9da+4JHAbRpmQuFflS5TK4m4vP5LKPvaM+n7HvafVKUzPyAntYV7vfkX/qF+q2/uGqtX/a3qZyLvt+nj6eARsbY0tSxdjS4jw05VsBWv1MbC/YURJOgs2GxS7k1+Q4ODjRlyhSD1psqAUJqXN+MQqqIytVnWSrd9//+9z/avHkze83T05MKCwuJiGj79u3s9bKKnS+//JJlflevXk0+ngJaMceJcu6//s7unfGhMUOlJBQq3uHu3bu1+meFh4fT4sWL6fnz5xXe065du8b6F2ijTZs2UX5+PquYiY6OrnC/pbF06VK2r+DgYDp69KhR2/+v4kMTEma9+kjUTIFe3V/06v7gCvTx16s2YjTc0/YDuQighhHmZxIS3nOsX79eZcOwsLCgqKgomjx5Mu3Zs4cyMjKIiOjFixcqjHZISIiaGVFJSQmtXr2aPD092XJisZjEYjEnh8ZevXpRp06d2L+HDRtGBQUFJHvej8NJgmIjt7GuuDOyoeTs7MxqImfPnk0pKSkkk8nY53Lo0CG9bYwcOZImTJhgkMbU0tJSzQG8Mp15P/2Yo9lXSiD17Kpd2Hg9VoW2tkt7S2re0IyEwjf73iqTbG145O2haipUHmHOmNS5XeUxvkqqW1ustf3Sv9WipADy8uBueqWLrK14FL/chYqTVfvMfxhA86c5Gvxd2dvxdDr5K+c2sFf5BCpDfqNd21vShb99VU8zTlWhWf8XSQEBAQb3aWdnR1OmTFG7HxUVRYsWLWL/DgwMpIkTJ6qV+/zzzyk2NpZdz1u1akVpaWk0bNgwtoylBUPVgkQU4CtUO3FxcXFRmz+Px6MBAwaoBauoKI4fP66yZ5UmOzs7KigooJEjRxKgOK3Kyckxav/nz59X67dPnz6Umppq1H7+a/jQhISfX30cA7Tcn/7q/vhyth/7qv4FAEIN9+cAiATgAMASQB0AW17VSQfgzrGfc1oo1yQkvJ8oKSmhr7/+ml28atWqRadOnaKSkhKtdcaMGaOy4I0aNUpjufz8fJozZ46KjwIXUmqxbWxsaOvWrWx78tytnBjTh5eiaOHChWx7AQEBGrWSpcnS0rJcZhVcN2aBQEDm5uZ6mX+GYbRq8ZUCiK5xenp6koWF8c1Z6tWrR/PmzaNx48bR+BHcIuTIUgJpbKxuk6M+n1nTrROqdsxPLvvS+BHS98aU412JrqSk5s2bU48ePTSaziipQV0J7YmvPBOa8SO4mTXJUgLpy+76BUl9JBYzdHSnh0bBRPl3/M/aTy0AkFQqVTF3+XoItzlcOqA7UlVFKW6wrdpcVChrNmVmZnJqS8nUV6lShTp37qyxjKenJ40aNUprGwKBgPUl2L9/Pzk6KiJJOTs7syc92pjy0sTn8+nTTz+lX3/9lfr06cNed3d3p/j4eE4R8rhg06ZNWn+jI0eOpMTERHZeZ86cMUqfpZGamqqxb1tbW1q8eLHOvdYE7fivCQnfv7r/TTna7gKgBEAKAD8D6/7+qt+fOJY3CQkfEF68eMHa6gsEAlqyZAmnei9fvlSzcd+3b5/W8t27dzd4Y2QYhXP0qVOvQ+XJ5fkkS22id9Nu3cyaxo0bRwCoatWqRKRwkL579y7t2bOHfvjhB5YZsLKyMgqTZ6ggVBEqzfyVdkiuDNIksAzsZc2ZARz0lXanwQmj7HTWXb/YmbNG28mBT+NHSOl4giddPuhFCRvd6NOPLUkgeDPv5H0lDzcB1a9jfGfcKWN0v9vSZKgmXtNp5OA+Njr7UDLXUU3NOfezdzN3J29XZ/0KBoZhDF5ratfQfyIjSwmkyd++9rmSSjUL5sYUZksrbx4/fkz169dn70VGRqoFhDAzY8jRnk9CIVgfMz6fT4cPH2bbOXnypEoI6aZNmxrkqKwJs2fPZtszN1d/94cPHyZXV4XwOH369Ar1pQ0ymUynwB4aGkonT56slL4/ZHxoQkKlmBsB+ARAERR5F6qUY1wtX/VboQcNk7nRe4fr16+zjrAODg508OBBg+pPnTpVZaFzc3PTaEOak5OjcXE2hOzs7GjIkCGUnp5O8qJbJEuN1LhRFicH0PCBDip1P/74Y5XxyGQyNhpT7dq1KS8vjwoKCjjlVuBCHTp0oIEDB7LMO4/Ho+7du9PGjRtp9uzZ1LlzZ9bxz8aaRzFf2tAPE+xp4mg7Cq/15u3Vy0NuLnwqfBzAyZTE013z5lirum7mR3n9s076ha+2zc0p845ms5Czez3J2bFiJ0RCIah+HQm1amJOQf66T6RMpKAvulhxZrCb1DercH8X//Hi1JcuH4iydORPdcd+beTnXTnfxYo5TgbNqywzWnrtrV27NqWmpqqclpSXWrdurbKu7t69W+W+0qSuVRNzStjoxpqA5dwPJNnL8TTz+xi2XHJyMttOSUkJ/fzzz6xvFp/PpxEjRrDmroZgxIgR7Hg8PT0pMzOTpk2bxl6LiIhgT1MaNWpUqRp9fX5XPB6PFNE8TeCKD01IMLrjMhSOysUAHgMILOe4ar7q90YF52cSEt4j7Nq1i90oatasSffv3ze4jezsbLYNpflL9+7d1Y6IN27caNDmM2PGDMrPz6epU6dqXFirVKlCv6ycTbKshSRLa0aylCokexpKJS/iKDamCQEKO1qleZGNjQ0dO3aMHc/06dMJUGjb7t27R3K5nJYuXarXHMlQYhhGp1nQ/0bZaXQgPbbLg3y9VDd6oVBILVu2ZDVe7wKtW6Tf5GjTMhet5lU/z+bG/BzcrntzrRkiotwHupPDnU70JD7f8DkKBKCJo+3oyWVVW/DDOzyoRaOKM7blIZFIpKIRtre316qltLOzo/r165dLgywQCKhhw4Y0dOhQ6tOnD7m5ueksX/b3I5EwlH5Nv3P7tSPeFfZ/EAjAmZm/e9qHc7trFnAzq8u+509mZpVjcvbgrA+nMWTdVQQ3UL5rgUCg8l3weDxasmQJHTp0SMW8tLwkFApZk6Pi4mI2uELpPktH0lIzAUupQaNjFacPkZGRrIO0Es+fP6ehQ4eyp0ZOTk60evVqFR8vXejatSs7jlq1arGO1XK5nPU/UEa2s7a2pgcPHhi8BxqCunXr6nyerq6u9OjRo0odw4eGD01I8H/1MdyH9hCoeeAYAhWKcKclUCRIM8jEqEw7Ma/GtbuC8zMJCe8B5HI5zZgxg91IunfvXiEnrVmzZqkxCevWrVMpY2hs/4iICJUwcXfv3qUePXqo2dkrGefjx4+zZdPT09kQrqXD9PH5fJoxYwYlJiaym05CQgLl5+dT3759VcpVxkZflqZ/a69Te/7wnA8n8wVjkqFzt7Lk0fEE7dFrTu3x1Ok8riueelnSxeBvXOLCqQ1DMxTz+aAda121vqOipAC1Uw5ra2sKDg6ulPfj4KA4IVuyZAlVq1ZN7b4xzc7s7OwoNDSUQkJCyM/Pj9zc3MqlfY7urdssrTg5gDpGVdx/hs+HRkZUE90+6cO53Ub1JJzaXT7bqVLeOQB6esVX75xkKYFU+Ji787KxaOrUqTRhwgRyclKdf82aNal7J3e9z644pRbVCFEoAWJjYzXuMRcuXKAGDRqwbderV4/Onj2rdU+SyWQqpk9t2rTRKFicPXuW3VM2bNigdn/gwIHk6elJK1asMMoJwyeffKL1OcbExJTrpOS/jg9KSCAFI21QMjUAVQFU1dDOVwBkAO4B8ObQbyg0CB8APgLw7FXfX1RwbiYh4S2ipKSE+vfvT3FxcVqdvXJzc6lHjx7swjRt2rQKO4bl5uaWSqSjYAitrKzYk4n09HSdtpjaKCgoiLZs2aI2vp07d1JERISaTbKdnR0NGjSI0tLS6PTp0ypOc6WFAKUgM3HiRHr48CHVqVOHAAWDxSXqUnlILBaTVCplfRb8vIWcGI/FPzi+8U1fE40ePVrrszEzY+jrIVK6ffK1tvPuaR8aGyslcz2a1TunuGlIZSmBKnHVS5OFOUP5D3WbPSnp91WGncIMH2ir9z3lPwxiw2sKhUKV0L/GJqUQZ2trq7NcWV+ht02x/W00nvRk3PKjHp9w9+OZNm0aLVq0SCViWmnSJbCWpvWLDYsspRQUtX0H6df9Ks3UCOBu8nT1iPdbf9cMw5BYLCYbGxvau5nb7/vInj7sHrF27VqN+4xcLqf169eTi4sL2090dDSlp6er7Uelw0X3799fY3tFRUWsZv/zzz/XWKb0KXatWrXowIEDhm2OZTB48GC15+XnLaR925qTLLUhyZ5+pDgZz/qJ5CVPK9TXfwUfopDgDyD11QeyHcAMAP+8+vsmAPsy5QkAlbnWDAoBgQCsAjBFA40sU2cNgKxXfS4EMBvALihOIggKp2qmgnMzCQlvEZs3byYLc4aie1vTzdNRJHven2SZ35G86BoRET18+JBq165NgMLB1piJYubPn88uesqF1cvLi3JyclQiDOmjTp06UZs2bVRMasLDw+mff/5R67OgoICmTZumMfHb/7N3neFRVF34ne2bsimb3nsgAUIJCb2X0JtIVZESVJpIFSkKAgKKIFVEjHQEpUkvAqH3DiGQ0EJCeu/Z8/3It0M222aTUKL7Ps95kp25c++ZOzP3nnPvKX5+fipbzZcvX6bdu3ezE5FIJKLvvvuOXZmVy+V6BS9DSJ9SNP8rzbsI5Sk92luvoP06KCQkpEKrxjZyPtkYEI9+z3onTv0QdVa78OPhKuCsaJzbr1m41EQMA7p/httOx5Qx/52EcW3atKFRo0ZpjW+vjayteDR+pCX9vsyeIn6yp08+tCAz04qZQLm4uGiMe//R++Y6hXnl8SYNDdtxMZEytONX9R2lknhfenzZgxoEvV4/oo/7cwsSMH5k1Y1hlSWJhKGiOG7Ke+QeVXNCZSQ4qVRKFhYWZGdnR+7u7hQQEEANGjQgNzc3didcLBZT79696bfffqOtW7eqOGx/8803Wues6dOnE1A6T2lbwdc0Bvbu3ZvNzGwo5syZw9YjEonoh3ldVfJIqFBCA1IUXKtQO/8l/OuUBCoVpl0B/IbSSESFKDUXWgrAWkNZAtSUhCEcPtLH5a7pCeAvAA9RqiwU/r/9vQC6V9F9GZWEt4SSkhIaMSRQq/1vfNSH5OJcuh3s7e1Nt2/frtL28/LyVAT7sgO4Ljt/b29vdoXa3t6eNXsqLCykVatWqcSS79ixo1anrtjYWBo4cKDW6EIuLi40bNgwlqey5ywsXkXeadmyJW3dulVnEjFt5OPjQ3PnzqUrV65QSUkJRUdHa7Xh3r+Zm3BcEu9LtWpUTcKkd5G6dTDVKdQpacKn2oUfaysepzpK4kszvXLlzdWZu/JxaBv3el83yeVyzvk1DDFPYhiG3n//fZXv3MzMTGPmXUC/oqykzz//nEpKSmj27NmVjrzD5+tXPJd+W/HduXq1xbT0W1va+ZsjbVzhQP16mJFEol0pHj9+fJVkhxaLGbp0WPcuSdRZL5KZl46lmoJElH8ezs7O1KFDB07t29raao2WpO19spHzOX8/t064v5YQwkplQyKRkEwmI1tbW3JzcyN391eLDs2bN6dhw4bRpEmTaMGCBbRu3Trav38/XblyRStPIpGIJk+eTBkZGQbNk4cPHyaGYahFixb06MERKomvpbtvEoJJUVL5ZHL/ZlSVksBQqRBrxGsEwzBX6tevX//KlStvm5X/HE4eW4Fg7x8hlfDUzhEBDANs2J6JjXtqY9u2bbC2tq5yHlatWoXPPvtM63lLS0tYWlri8ePHAIDp06dj1qxZWLp0KSZOnIiIiAh89NFHKtfk5ORgyZIlWLhwITIzMwEAAwYMwJw5c+Dt7a2xnQMHDmDOnDk4f/48yn/3DMOgadOmOH36tMpxW1tbLFmyBAMGDADDMDhw4AA6d+5s0P3v378fnTp1AgCkpaXhu+++w5o1a5Cenq5Wdu8GJ3RuZ8qp3lotn+Deg0KDeKkuYBjg741OCGtjWjpQMwx7Tvn7TlQBmnZ9jqxshdZ6/tnpghaNpHrbGzU1Eat/z+DEm6+XEPfPeHAqG3khD616PudU9nWCx+NBodDeT1WFmjVrolGjRti7dy+Sk5MrVZe5uTnq16+Pq1evIisrq9K8iUQM5n8lx/BBFjAzfTUeJqeW4PuVaVi0Iq3SbQCAjY0NMjMzUVio+ds0MzNDhw4dEBcXhwsXLlS+PTkf29c6anzPr9zMR++P4/H8RTEAYNy4cejQoQPCw8MRFxensb4NGzYgJiYGs2bN0niex+PBw8MDMTExaufkcjkSEhJQu3Zt3L9/HwDQtm1bHD16FESEvLw8ZGelw1rRETymQO+9xSV5ws5vDxQKBRo3bowbN26gYcOGGDduHJKSkpCUlITU1FSkpaUhPT0dmZmZyM7ORk5ODlJTUzWOsW8CfD4fISEhCAsLg0wmg0wmg4WFBft/WTI1NQWPx0NaWhosLS1BmV8DeVv0tsGYfQHG7JPXfzPVFA0aNMDV0tXDBpWpx6gkvAEYlYS3AyJC5N+BaNawWGcZhmGgsNwNgaTma+EjOzsb5ubmestZW1tj69ataN++PXssKytL57XJycmYP38+li9fjsLCQggEAowcORIzZsyAvb09W46Kn4HytgKFl/DsaQxOnH6O9dsLcDxS/yTi4+ODvn37onbt2ggMDETjxo2Rm5uL4CAxnB0FyMxS4MylfBQWah5LLC0t4efnh4cPHyI1NVVnW1PHWmHulzZ6eUpMLoZb/VgUFWkvIxaLUVxcjJKSEr31vYuQShn88r09BvRWf/7/nMnFwE8SkJis+956hJnir9+c1BSNskhKKYZvoyc6lY3yfL287QVTE3XFuzzWbsrAyImJnOp9HWjYsCHu3buH7OzsN9KepaWlimBmY2OD3Nxc5ObmvpH2uUBmzkNYaxNYWfKRkFiMg//koqCg+ssBTUMkGNjbHHY2AqSkleDPv3Nx5KT+525ra4ukpCSVYy4uLnj+3HDldvTo0Vi2bBl+//13DBkyBECpUnTq1CnUq1ePLafI+ArI2663vsGfJeDEeTOMHTsWnTt3Rps2bZCSkoKZM2fim2++0Xntjh070K9fPxXl2NzcHFOnTkXPnj2RmJiIly9fIjExEUlJSdi2bRsePHgAmUyGgIAA5OTkICcnB3l5ecjPz0dBQQGKiopQXFystshUGTAMA3Nzc1aJOLO7COamHOoX+IPrjkV2AAAgAElEQVRns7fK+Pi3wagkVCMYlYS3gxPHt6NZjWlgGGgVkFiYDAFPNu218FFSUgKBQMCp7Pvvv4+5c+fCx8fHoDaePHmCWbNmYf369SAimJqaYsKECZgwYQLM+XtAWXNR6q6jim27svDR2AQ1YZvH40EgEGhcDXy/hzlmfGGFAD8xeywppRgr1mVg3tJU6JPJhUIh6tSpgxYtWsDLywurV6/GnTt3AAB2Nnw8vuwJsVj385q3NBUzvkvR3dC/BN4eQgzoZQ5Hez7SMhT4a182rt7UvwqpxNeTrDHjCzkAqCkL6Rkl6Dr4Bc5dzjeIp1UL7RD+gYXW88p2QsOe4vIN7rxWN/D5fLi6uuLJkydqglOvXr2QnZ2NI0eOvCXuXj/EYjEKCgogFApRpEtj1wBra2u9iwa6wOcDA3rbY0BPPvx9RCgsJByLzMWqiAxEPSpBbGwsPD099S4S8Pl8uLm5wcLCAtevX68wPwBw5swZZGRkoEuXLirvg42NDU6dOoWaNUsXotKSr0KSOwhikXbe7kQVovcwwsNHTwGUKhsdO3bEzp07oVAosHfvXnTt2lXjtUuXLsXnn38OALCwsMCePXvw/fffY+/eUqG6Zs2aWLZsGdq2bQsA2LZtG/r37w+pVIqrV6+iRo0aWvm6e/cuAgMDdfaDi4sLWrduDXd3d2RmZqpRRkYG+39OTg57HZ8PFD731Vk3C54teHZnuJX9D6KqlIS37ofwXyAYfRLeOBQKBYV/HMLZ9vPC4YY0ZcoUWrFiBe3du5du3LhBaWlplY5wpOQFBtiLmpmZUXJycoXaunXrFpsMDQB9PFCzU2FZW3VliEKGYcjDw0NnuM8xwy119uP2tY6cMtMKhUKtNsnDBmp2RlTye/GQa4UcOytCryuq05umTm1M6ODWVzbp6dHetHy+bYUjz7i5CCj+lubwk8rntHGFA1v+ddhVv27i8/lqoYVfN2mLTqSPFi5cqNUH4nVTed+q69ev680bUZYq8m6Ym/Ho6A7NGZ+L4nxo56ae9OOPP6pdZ2JiwvJW1e+kubk5DR8+XO240lfFycmJdezdvHkztWoipZT7mn3lbvzjRi5OAlq1ahUdPHiQ2rRpw9ZXNlJedHS02hxQNs+Ds7MzO4+lpKTQ4sWLVfzZ3nvvPTp37hwbnGLVqlV655jIyEiN9y+Tyejzzz+nhw8f6q1DoVDQ48ePaevWrTR27FgKDg5m3yNtfaJGSV0MnyD/Q/hXOi7/WwlGJeGN48SJE1QnQMRZSSgr0JQf+AMDA6lTp040cuRImjt3Lm3YsIFOnjxJsbGxVFhYqJeX9PR0gyab+vXrs4l4yiIjI4PWr19PqampetuMjIykpk2b0K2TujOtFr/woaI4H2ocUhoJydvbm4YOHUru7u5qyoKvl5AKn+vOIlwS70tDB1Q+Y+l7Xc3UIujkPvahtYvtWCfEN036soJWB5JKGbKR8yuUPK08BfqLtOZzWLvYjg3NWh0VhKokgUBAHh4enMoGBQVVSDGtX78+/frrr2/0vrZv364xJ8UPP/xQpRHRNNGuCN2hV0vifalPF9VgDW5ubpSSksIqfnfu3KFbt25Rly5dqiQ0rianaKB00adZs2YEgDw8POjZs2eUmZlJ9vb2ZG3Foy8+saRTu13oxj9utH+zE/XvaUYiEUOmpqaUmZnJjulXrlyh/v37q3xPZmZmtHfvXnYxq2wYbxsbG+rduzfVr19fJQiFkpTju/J969KlC6dFsfnz56vUIxKJqFWrVrRlyxatc1NOTg6dOnWKFixYQL169dKa+NLPz482rtIfaKEk3pcUWSv18vpfhtFxuRrBaG705rFgwQJ89dVUPLrgAVdnod7yQ8YmYMP2V86BPB4PDMPo3apmGAZOTk5wc3PTSObm5ujXrx+4PvuxY8diwYIFkEgkKsfPnz+PQYMGISYmBhMnTsSiRYv01qUovAGk9uXU7owFyZi3RLfj4vdf22D8SCu9dV27lY/gDs84tasLDAM0C5XAy02I3DzCP2fzkJyi+jz4fL5BPgcymQydOnXCtm3bKs2fEQCPB4S1NkHXDmYwNWHw5Hkx1v+RiYexhpmeVBQWFhbIyODmcF0WJiYmKCgoqLb+KtogkUiQn2+Y6VhFURlncLFYjKKiIigUCggEAgQHB+PJkyeIj4/Xe23dWmJcOeJWKsDoMCO9cacA9ds9VeG1bt26uH79Oho1aoRNmzbhl19+QUREBBISEip0H/pQu3Zt3Lp1C5s3b8bSpUtx4cIF+Pv749SpU9izZw9GjBih9VoTExPExMSo+JYBQGxsLBYsWIA1a9YoFyERFBSE/Px8REVFceZt6tSp2L9/P27evAkAcHd3x4oVK9ClSxed10VGRqJFixYazzEMg7p168LHxwcmJiYwNTXF+fPncePGDbVvzcrKCo0aNULjxo0REhKCu3fvYvbs2XCwzcGVI+6Q6DI5ZSzA2BwEw5dzvt//GozmRtWIYNxJeOPIzs6mLVu20OVT4f9fcdK+IhF/y5vEYt2rna6urtSxY0fq378/9e3blxo3bkzOzs5Vukrq7u6utpJTXFxMs2fPVlnVb9++vd77z8vLo2vnF3LeSVm1UHNWVKlUysbE1hdqsOzKHpfVfj6fX2lznrdlYmEIVWW2338bubu705QpU946H6+DpFKpxpwFRgKbZFI5fnbs2JFmzpzJ6dqFM204j0MVCZOsTDZZFbsLs2bNIgA0cOBASk1NpTp16hBQumOUlJSkt43g4GA2/HV5nDlzRiUxppK4hpbdu3cva+JT1sytS5cuGs2YlFAoFGweHa7E4/Gobt269Mknn9Dvv/9OUVFR7Fx39epVCg0NZcuGhYXRqSNf68mToDnktxGvYNxJqEYw7iS8PRAVgdJHAwX/aDyfnaNAj4+SMPHLzTh27BjWrFmj4kilCSKRCC1btkRYWBhatmwJKysrPH/+HE+fPmUpOjoaZ86cQUGBYU6bLVu2RHBwMNzc3CCRSLBq1So1ZzoXFxc8e1a6Up+YmIhjx47h9OnTuHXrFmJiYpCcnIyCggK0a2GCQ9ucObX7w6o0TP02Fe7u7oiNjYVEIsHZs2dRr149ZGVlwdPTE8e2m6J2TbH+ygDYBT5CSmrpKqOjoyPmz58PGxsb2NjYwNLSEh07dgQRgc/nIzY29rWHqDQxMTE4wgzDMODxeNVytdnMzKxKI/qYm5tXSRjO8nBzc8PTp0+rvN6qQkUccqsC9vb2ePny5Rtv903D398fsbGxWsOlasKGFfYY2FvGqWxY/zjEJXmgqKgI0dHRnK4xNTXVOwdwRVRUFPz9/WFubo7ExERkZGSgZcuWiIqKQmBgIBuwAQCEQoDHY9QiTXXp0gW7du3SGPzi119/xfDhw9WOCwQCFBdrj+rn7u4OkUiE6OhojBo1Cj/++COWL1+OWbNmISsrCyKRCJMmTcKXX34JU9NXIamLi4uxf/9+jBo1Sm/0J4FAgAkTJqBTp05o0KABzMzMVM5nZWVh5syZ+Omnn6BQKODk5IQlS5agR48e8PPzg4B5gXHhNujX0wImkiKAZwMT6/5gTAaA4dtradUIJYw7CdWIYNxJeKtQKApJkbWGSl62LLMiUZNKUsfQnFkfEFBqTxoZGUlEpSs0ISEhencJLC14NHqYBW1e7Ur/7A6lgzs/pB3bI2jx4sVqCXaq2gFWKpXq5c/UVEDJ97WsxrArbqV/m4aor3ZLpVL68ssv6fTp0zRv3jzastqB065E3A1PYphX9ZiZmVFBQQH7PJYsWaLSjtKW19fX16BkbbocrMtT7969DV7R5/F4/xrH5coSj8czaNdMbs2jIf1k9PlISxrY2/yNOZq/y2RiYlKljtAff/yxihNqdSGxmCE/byH5eAor5BuzbJ4t5x3ShnU1r6q3bduWduzYQQcPHqT58+dTq1atqnzXRywWU0ZGhnJFl3bt2kVERM+ePWN9VPh80JB+Mjp/4NUu7d1Id/p8pKVKRvkRI0ao7TI/fPhQZbw0NzentWvXUqNGjTjzaGpqSitXrqSUlNLEZPHx8fTRRx+x5x0dHalfv37UvHlzg/rnvffe07oDolAoaPv27awDOY/Ho3HjxrEJ2BYsWMDW88MPP7BO20ePHq1y2eDfDKPjcjUiGJWEdwIKRTEpiqJJUXiLzdZYUlJCQ4YMYQfZixcvsuWzsrJo1qxZGjNqhn8go6wYdQE8PdqbBr+nKuh26NBBxalNIBCoCJ9CoZAOHTrE/ta0hcyFhEIh2dnZUcOGDSk8PJymTp1KKxeqKgOaKO9FV71ZYIVCIbVpJtXrLFgS70vfTFafTPh8PoWFhdHWTUtp6KBS57yypgC67nnKlCnUtGlTjUJq+W1vR0dH8vT0rJRw7+bmVqXCwn+JJBKGVnxnSzmPvdW+i9lT5Gzkq4q+49WBZDKZRkfRnj17Ul5eHn344Ydar3VyctKaHb26k62cT4tn26hEr3l+3ZNmTrAmUxPuSmTrplJOCsKjix5aI62Zm5tTnz59KDQ0VG3sq127NjVs2LBK7lkoFJKXlxcBoG7durFzy+3bt0koBO3+/VX0ufLj6sVDrmRl+Woc+/bbb9nrz58/z35DfD6fateuTQCoadOmlJ+fT5GRkdS5c2eD+OzUqRN99tln9N577+k0peXz+WRrqzk7N8MwNG/ePK0O0A8fPqSwsDC2fEhICJUudpfiyZMn7H3Z2dlRfn4+NW3alACwi3hGcINRSahGBKOS8E6juLiY+vXrRwDIysqKrl+/rlbm7Nmz1Lp1a2IYhj7sa653giobWUMikVBAQAC5urrSkCFDKDExkUaMGKEyuFpYWOgV1MuSt7c3tWrVipo0aUJubm5aV9WFQtCe9U46J9LAmrojkZSdLP5cpzmqiPJ39HkPklurC+hODnz64xcHKnimel3kHhdq1ED7Cr+VlRXdvXuXtm/fTr6+vgZP0kp/CiO9fhIIQAe2OOlUJNctqX4r3/914vF47C5cRe30XZ0F9PCCh9Zx6PwBV4Oill08pN0/SvnujRmuPq5pE3zlcjl169aNduzYQfn5+ZSZmVnpXUSJRKJWh5eXF40bN44OHDhAaxZrVg7K0q4I1ShAW7ZsoV27drH1isViunjxIr18+ZKNvjZmzBh23rp8+bLabpOyDz799FPq3LmzRoVW23swaNAgysjI0Ng/MpmM/v77b41zbH5+Ps2ZM4d9jywtLWnVqlVUXFysUq5r165sfREREURE1KBBAwJAly5dqsJZ/98Po5JQjQhGJeGdR2FhIfXo0YMAkK2tLd29e1djufS0JMp4VFuvkhB9XvMqlj6TDa4T07Rp01T4KioqoqdPn9Lp06dp8+bN9N1337E7JHw+6JOPLOjmiVfhUF/e8aJ50+RkK+dmsiMUCkkikZBYzNC6JfZUFKc+sZ3d50quzuqKjqM9n2IueahNiMr/cx57U6smmoWP/3r4zOpEQ/rJdAo9yuNtmr161sbnq50MFVJ5PB4nc73K7FRoC/Opj/7Z6aJ3zFy7WHPwBE3k5iKgqLOaw++WxL/K/aKPNAnIEomEWrRoYfC91qpViyZMmMA6A9evX5+Sk5Np06ZNarvRZqYMpUfrMwUt/V78vF/loahXrx77zchkMoqJiWHngLK7Cxs2bGCPZ2VlsSZPFXnevXr1og4dOrDHHBwcaP369ezuBQDy9/ene/fuaZwzjx07Rv7+/mzZwYMHU0JCglq5nTt3smV8fX1ZBSIwMJAA0M2bNw2e1//LMDouVyMYHZerBwoKCtCjRw8cOnQIjo6OOHXqlFrmY8o/BEofw6m+sP5xOHKSu7NszZo1cebMGTg6OqKgoAA2NjZwcHDA7du31cr27t0bf/75p946W7RogcjISPa3jZwPoQBITC7RmxlZG2xtbWEnL0CvTgK4OAmQkanArgPZWrP2blntgPd7mOus82lcEXxCH1eYJ19fX86OiVzwthxW3xTq1hJjYG9zONjxkZauwJ/7snHqXF6l6jy33xUh9SR6y/35dxbeH2FYyEllZt93AUoHUl2OoWUhFArh6uoKCwsL3L9/H3l53Pq5Ro0auH//foX51AQzMzM0bdoUhw4dYo8tWLAAe/bswZkz+rPXSqVS8Hg8gxx769UW4/Jh3SFLiQiFhYBbg1i1MMdAaRABpayi/N/KkodPh1hgxGALuDkLoVAQTp3Pw4p1Gfhrn2FO+xKJBDweD8XFxQY5UZfFsmXLIJFIkJCQgMOHD8Pf3x8BAQEoKSnB0aNHcejQIXh7e8PBwQHuDg+wYbklp3q/XpSJ69EhyMvLw9GjRwEADg4OuHPnDqytrVXKrlmzBiNHjoRYLEbfvn1x7949PHjwQGfQAaFQiKZNm2LevHlo3Lgx4uLisH37dmzbtg3nz59ny5mamkIqlSI5ORkA4OTkhBcvXqBLly7YtGkTLCxUM7C/fPkSEyZMwKZNmwCUOqmvXLkSbdq0UeMhOzsb/v7+ePHiBQDgzz//RO/evQGUju0PHz7EgwcP4OvLMRuzEVXmuGxUEt4AjEpC9UFubi66dOmCEydOwM3NDZGRkXBzc2PPU/YqUPaPnOoaNz0Ry381LIY7j8eDWCxmBQl7e3sQERITE1XKWVtbo3nz5hAIBBAKhRAIBBr/v3btGv755x+DeDAE+qJoONjx8fiyJwQC6IxpDgB9hr7ArgNVE1WkIjAxMUGHDh3w4sULXLp0Cf/GsVFmzsOmlQ7o3M5U7dyFq/noOzwecfHchN+yYBig8LkPeDzdzxgoVQg9gx8b3MbbhEQiwffff4/Ro0eDx+Phjz/+QH5+PkaNGoUA3wI0bySFUMjgblQBHr/wxJ69B7B3716sW7cOly9fZusJCgpC3bp1sWPHDjVB29raGqmpqZXm1dDcIUeOHMFPP/2EvXv36i1bt25duLu7Y/fu3Zzrn/a5FeZMseFUdtCn8di6y/CoXFIpg6IiAke97a1j6AAZflnMLULP1fv1sfRXITZu3AigdDHp2rVrEItLI82lpqZi69at2L9/P65du4b4+HidY1ezZs0watQoFBQUYPHixWyeBFNTU4wYMQLjx49n57zHjx9j27Zt2LZtG65du8bWoVTUGIbBiBEjMH/+fFZhKSkpwZo1a/Dll18iIyMDEokE06dPx8SJE1mey2PChAlYvHgxACA4OBgXL15k5wtXV1c2eqCrqyunPjPCGN2oWhGM5kbVCpmZmdS4cWMCSm3/4+Li2HOK7LWcnOZK4n0p/IN/pz18s2bNWB+IjRs36jQZ6RFmyrm/vv/asNjbb4osLXgU6C8idxfuPiPvIvH5oBO7XHSaBN2NdK9QRmuGgUYTNE0Ue9mDc73m5uYGx2R/ff3HZ+2+hUIhXTiznrKfdVC7v5wn9UmRu5cdM65fv07jxo1TiQ4jEom0RiZq0aIFNWnSpMJ8uru7G1ReLBazzrX6SGlKYwjNnSbnPAYMG/jvHDPLU1gbE859MmWMg8q7cezYMfr000+pdu3aek2irK2tadasWVSrVi0CQB9++KHKXKdQKOjQoUPUrl07lfd80KBBar55UVFRNHv2bI1ZtiUSCU2aNInOnz9PISEh7PFOnTrRo0ePVNssjidF9m9Ukvk9KbLX0u0bh1VM6w4fPqxSXukk/fLly6qa4v8TMJobVSMYdxKqH9LT09G2bVtcvXoVNWvWxMmTJ2FrawsqugtK6anzWvr/Cot/k8d6M89qMqPg8/mQSCQ6t/T9/Pwwd+5cEBGKi4tRVFSE4uJitf+fPXuGpUuXcr9xDqhZsybu3buHESNGYM2aNVi0aBEmT56ssWyfLmb4Y60jp3p/WpuG8TOSq5LVSqFuLTGmjbNCjzAzCASlq1q37hVg2dp0/Lo58y1zZzj6djPD1jWOOs0+AGDqt8lYtEJ39m1NuHDQFcFB+s2Ndu7PxnvD9GfWfZdRw1eI03tdYWXB19qfjMUiMNIe7O+CggLs2bMH69atw6FDh3Su9lpZWWHQoEHYvXs3mxOlIhCJRCrmM+V/VwRlTX+4IPwDGVYt5LZq3r7vcxw/XTmzN31gGAYymaxCmbor266y34RC4PFlTzjYqec+UKJ0bAc8gmORkKh7Z0ggEMDe3h5BQUHo1q0b6tWrh86dOyM1NRVNmzbFmTNn4OnpievXr0Mm05xj4tq1a1i0aBH++OMPdieqffv2mDx5Mtq2bavyjt++fRvbtm3D+vXrNeY5sbGxwapVq9CnTx/2OqJ8UOZsIG8ngFf3U6IAtu3KxCeTEtEwpCWOHz+u0pZMJkNWVhYyMjK08m6EOozmRtUIRiWheiIlJQWtWrXC7du3ERAQgCNHjsDJyQmKlP5A0VWd1x48noMug168Vv5kMhlatWqFdu3aoV27dqhRo4aasDJlyhQsXLiwStpzcXFhE+iIxWK0atUKUVFRiIuL02q/7+ctxL3THnoFUwAIn/Cy0sJ3DV8hRg+1RM9OZrCQ8fAioRgbtmfh5/UZSNJg66wN7VuaYGeEI6QSnkbef92UgfCJiVqufjdxaKsz2rU00Vvu0eNC+DV+YnD9wwbKsOYHe63PWnm8Y784HD1lWGK7N4mGDRti9OjROHv2LCIiIjT6Qvy90Qmd2qqbbKmAkYGxPQWGp97nz549w++//465c+ciP1/Vl8fCwoIVYM3NzZGdna1XKDfUT+JNwkLGw/PrnjCR8nSWi31aBL/Gj/EacyqyEAgEUCgUrzWBY1lIJBLUqVMHFy9ehFQqxdatW3Ht7HjM+Fyzkqk8tioiHaO/TKoSHho2bAgfHx/I5XKWrK2t2f95PB5cXV2Rk5ODpUuXYu3atexCVd26dTFp0iS8//77KkndFAoFFi5ciK+//lrtO3F3d8fAgQPRr18/1K4dCGR8ChScVONLea8nzubCxHELGjVurnJeJBKhqKgI+fn5Ws2VjFCHUUmoRjAqCdUXCQkJaNy4MR4/fgwA6NevH8aN7oVQ3yUApaiUVQ52T+OK0Lz7czx/8fombIlEDAvzYhCVOiEDpY5kSoWhbdu2sLe3h5ubG+sM9iZgZWWFtDTVVeh//nJFi8a6V5gzs0rgUjcWObkVH4/69zRDxE8OEArVBdSXScXoNCAON+7oX0W1kPEQe9kTFuaahRrlcx46LgG//1H1WYhfFx5f9oCrs5BTWbFrtMH23UIhsG+TM9o2N9GqKGz+KxMfjFLNJGzoyvSbhJI3S0tLpKenAwDcXQR4eMEDDKPfz+bA6Waw9/gM9erVA5/PVzsvl8s1+iEwDAMbGxskJVVcQBQKhZg5cyZmzJhR4To08VX+WSnt0tesWaP1uhlfWOPrSXKdiwUfjk7Apj+r7nsy1DfjdSAoKAhFRUW4e/euxvPfTZdj0ihrjed27M3C4FEJKCoqDRYRFhaGFi1awNPTE2lpaUhJSVGh1NRUtWMV+a54PB6srKwgl8uRn5+PhIQEdvfJ0tISHTt2RLdu3QAAK1euxNmzZwGUCqUODg44cOCAmvI1JtwfS75RgKjUf6k8lO8FI5sPxqQPe1yhULDfjUKh0Pu9GfEKRiWhGsGoJFRvXLp0CSEhISrHQoNdsHKRD+r4J4DHlE5E+QUK/LE7G1/NT8aLBNXJyd7eHjweDy9fvqzU6pWZKYNx4VYIHyyDi1OpwBefyMevm7Ix/6c45Oe/+p7lcjlSUlK0VQVzc3OdUS/0wdTUFO3atUPr1q3RrFkzmJmZISQkBJmZr3YDPDw8YC2Lx8ldLjpXEj+Z9BK/bKz4LkKDIDHO7HXVqCAoEf+yGDWbPUFWtu7+HzPcEkvm2Opt89qtfAR3qLgpyJtG1Fl3+HiK9JYrLiZI3B6iIlODVMpg6RxbfNBXBpHo1bPIyVVg5W/p+Gp+SoUjWJWFvS0fzUOlEIsZ3H9YiCs3Kh75yNXVFc2bN0dUVBSuXLkCuVwOkUiEpKQkjSvzPcJM8ddvTpzqXrEuHWO/SoKVlRXatGnDKvHe3t548eIFXFxcAAA+Pj54+PAhAgMDERsbi9zcd3enxczMDNnZhjkXMwzw3XQbTPzMSu1cURFhwtdJWLHu9Zj/vDJ3efOyzrp168Dn87FmzRqcPXtWIw/BQWJ8OsQSjYMl4POBm3cL8fP6DJXdNh8fH53R25TvrYeHB4DSex0wYAC2bdsGmUyGzMxMeHh4YPr06cjOzlZTLJ49e1bpSFqmpqaQy+UwMzNDQkICq/wyDIODW5w47WJCWAc8+Q72Z15eHkxMTCCRSDhHBTOiFEbH5WpEMDouV3sEBQVpdAyzkfNpyMAatG51OAUGOKs4fy1atIiuXLlCWVlZbD0ZGRn0888/swliDCFrKx5dPeqm1cHtwkFPatG8Afn4+Oh0Jq6K2PRKh7n58+cTEdHatWtV6rWxsVGJzd2upTVFn1dPppQa5UUjBlfeWXHjCgdOToCfDtGfOOjgVu3J58rHMHe055Zn4l2g1YvsOPXRoa3OlW7L3pZP4R/IaPJoK/rofXOykFUuMZWSbOV82rjCgfKfqjpJXz7sSm2bVyzRl0wmo4CAAPL09CSgNLFW27ZtqU6dOhrLd+vA3Rn/6M5WGp2C3d3d2fZEIhHdvXuXxGIxAaDz589T//79q6S/7G355OUuJKn03chH4ectpEWzbOjwH850aKszzZxgTU4O1ecbMpSqMnv25cuXNc5NL168ID6fTxKJhJYtW0YKhYI2bNhAAMjU1JSuXr1Kfn5+BIAGDhyoMRtyTEyM9nfI3p769u1LM2bMoKZNm6ol7hSLxVqTeSop4bYnx28mQIWv1NRUAkrzWRhhGIyOy9UIxp2E6o8lS5Zg/PjxOstIpVJERERg3759WL9+PYKDg3H27FkIhZpNPG7cuIG1a9diw4YNnJzo/lzniJ6dzHSW+X1bJoZ+rmrOoS9MaUWgNCtiGAY1atTAvXv32HMDBzZwECQAACAASURBVA7EpUuX2JUv5Y4FjweEtTZhw0XeuV+IbbuzkJtXuTFIIAAyH3pDLNZt8wwApy/moWWP5zrLnNrtgqYhUk5t+zV+jEePq0c+hToBIlw75q7XZ6DXkBfYc+jthaLVBrk1D5G7XeHvI1K5B+X/xcWEvsPjXzvvTg58xF7yBJ+v39xo3Y4AtO70AxiGwbFjx3D06FEcO3ZMbYcvKCgIAoEAV65cgYeHBxISEtR8FQzBR++bY8xwS9SrXWrml5evwLZd2fhuWSqiYyr/vtarVw9yuRznzp0zKGcCF/B4vDfmK1CdwDAMWrdujY4dO6J58+Zo0KABRCIRDh06hLCwMLZcq1atcPnyZWRnZ2Pt2rUYNmwY7t69i5CQENbfYOzYsWz5vLw83Lp1C6GhoZx54fP5UCgUnHdnXtz0hL2tdiftVxCD53CL/XXq1Cm0bNkS9vb2SEgwLLfKfx1Gc6NqBKOSUP0RGxsLLy8vnWV8fX1x48YNFBYWok6dOnj69Cm+/vprzJo1S+d1eXl5+Ouvv/Dpp59qNf/xchci6qy7TjtoIkJREeDeIJb1U3idkEgkKoIMwzCs7fabHFesLHlIvufNqez9h4UIbK7bKXf9cnsM6qM7igYRoaCAYBcYUyk/ijeNiZ9ZYcEM7THrV/+ejlFTq8ZRsrKQSqUqJgY/f2+H4YMsdFwBpKaVwK1BLPI4Kp7KqDBWVla4e/cuZ+F0x6+O6NVZt8KemFwM9waPUVzMoF+/fpg6dSrq1KmD5ORkBAYGsrlP9CnxXH02lML1mu/tMOz//VReIczILEHngS9w/krFFRCGYfDee+9BKBRi8+bN4PP5/1fSKrYQUbt2bdy9e1fNf6CyygLDMBCLxbAwB/r3kqBV4//nsnhQiLWbMvDg0ZtR7l1dXeHk5IQLFy5o5bMi46VUKkVoaCjEYrFKcjwlHB0d0bp1a6SmpiI1NRXPnz9n/dNEIhFKSkoq7bMhEokgEAiQl5fH3oOtrS0aNWqE4OBgyOVy/PnnnxjzYRR6hOlx9AegEIRCYLMBAHD//n3Uq1cP+fn5cHJyQlxcXKV4/a+hqpQE/UtvRhhhBDw9PVGnTh2t5wMCAnDy5ElIpVJYWFggIiICADBnzhxcunRJZ91SqRSDBg1CUlISa1NaHl07mILHY3SuXDIMA5GIQac2HGw/qwDlVzqJCGlpaQZNeK6urirRMiqCrGwFCgq4CRNlIxwxjOb+/G1LqW+ErvtgGAZ/7MmuVgoCAHy/Mg0DP4nHrXuqNvyxT4sw9qvEd0ZBAKCiIFjIeBjYW3fWbgCwtuKjv57s3mUhFAoREhKCiRMnchJIg4KC4OHhgYlfJyP+ZalQrOk9KS4mrNrojBo1aoNhGGzZsgVBQUHo2rUr+vbti8TERDacY8+ePdUy55YFEWndjSzrDK1QKDB8kAzDBlmwPJV/vy1kfPz1myOkUsMdQEUiERo2bAgA2L59OzZv3gygNHlWZXYqb926pVFYrexuwvz585GV/Afibvpi8Te26B5mhk5tTTHhUyvcO+2Bpd/agvcGJKCsrCysWrVKo+M6oHuc0QQejwc+n4+8vDycOHFCo4IAAPHx8di8eTMOHjyIixcvqgSwKCwsVOlzLg7BEokEM2fOxK1btxAXF4fc3FwUFBQgJycHL168wLRp02BpaYmkpCTs3bsXmzdvhkgkQmZmJlb+lq7zXpXHJ8+6hlu3buHJkydo2LAhO8cY6gNjRNXBqCQYYQRH9OypOT+CWCzG8ePH4ej4Kh9A69atMX78eJSUlOCDDz7g5IgoFotx48YNjQKBuRn3T9VcS1SeikDbxMYF7i4CLJhhgydXPJAT640nVzywcKYNPFxfKQUuLi6QSrmZ9mhDcTHw5z5uk8jWna92apQ2l+Xxz5k8HD2Zq3OFLytbgQXLK58d921g2+5s1G3zFPXaPkGnAXFo1Okp/Bo/fm2Oo1WBerXEekNoKtE0RH+uBiXy8vKwc+dODBkyRGc5Pp+PHTt24Pr164iNjcW9B5mIy/0eR/7/npTFvehCdPvgBWYvOI2bN2+qCGP79u3DiRMnAIB18N+xY4fGCEcODg5wdnYGAK0hhrt3745Vq1bB09MTADB2hCUA3UKfva0A/bpzV6SUKCwsrFaZyI/unw1K/wIM1HdNiAijh1niu+ncMkFXBunp6QgJCamySEsKhcKguvh8Pvz9/dG9e3eMGTOG3RGvVasWHjx4gKKiIigUCjbLsqbrJ06ciJycHHzzzTeoVasWnJycVMZtBwcHzJ07F0+fPsWPP/4INzc3REVFITw8HDdv3sTRU7lYuylD63vJMAz+PqrAklV3EBwcjNDQUBXFIDMzEzdu3OB8z0ZUHYxKghFGcIQ2JaGgoAAdO3ZUW/maO3cuatasiaioKHz55Zec2pDJZPj111/Vjj+P4741XpWhVw2d2JSTwNqVQ3HrpDsmfmYFFychJBIeXJyEmPCpFW784452LUp3O86fP1+pCEtKLF6djqIi3cLLi4RinLpogb/++gt9+vTRqZy8Nzweh0/kaJzUklKK0WVQHO5Hv11fhJo1a7L/83g88AxcFr15txCHT+Ti0vWCNxKbvjJQJrPjAj5ff1lTU1PUr18fdnZ2kEj0KxXdunVDnz6vQjNKJBLsP3QTYf3j0GGAAuETXmLMtBScu/cZTt2ejMMnShcFXFxcYGGh20TqFd/qCvmBAwfw4MEDzJs3T+OO286dO/Htt9+Cx+PBy12IQH9uceS7dSw1/WjeSIKfv7fD3g1O2LjCAb27mKGSG3sAABOTqtvN5PP5EIn0R+UqjzlT5VrfBeUCwNjhlnC0r/hCCFe8jvwV3bt3x759+2BnZ6ezXElJCaKiorBnzx7s3LkTQUFBsLS0xO3bt/HTTz9BIBBoTYrWqFEjxMXFYdGiRZzGF3Nzc3z++ed4+PAhNm7cyIaABYBPJiVixoJkpKSqzikZmSWYtzQV42YUol279igsLMTLly/V6p4yZYre9o2oehh9Et4AjD4J/w4QETw8PNjBtEWLFmjZsiXmzJkDoHRAPXPmjMpgevXqVYSGhqK4uBhHjhxBu3btOLXl6urKJi4DSncSnl/3hJmp7oE6KaUYbvUfo7Dw7X3Xn4zojp++jgGfpz0sZXaOAnVaPcGT51U3eb7f3Qy/L3NQCb2pREJiaZ6Em3cLwefzIZfLWZtwXWgWKsHH/S3g6ixAbq4Cfx/Jwea/Ku9s/TogkTBo38IEcis+EpOLcTQy762+BxWFph0cR3s+nlzxBI+n3zRi0jdJWLw6nXN73t7eePTokd5yXbt2xd69ewEAubm5cHNzQ0pKCn788Ufs3r2b3SHQxD+Px4NYLEZeXh6EQqHWnQFNUI4nykUIW1tbmJqasrlblFA6pnPBybO5IACtmqgL8w9jC9HjoxdvXQlWIiAgAHXr1sXu3buRk5MDoVAIf39/pKenIyUlRWNozFo1RLjxj3Yn/bL4cm4yFi43PMM4V0ilDIb0k2H4IAvU9BWiqBg4cSYXK37LYJVJQ2FnZ4f169ejSZMmOrMQOzk5oWXLlsjIyMCpU6c0mu3Y2NggOVk1072VlRU2btyIzp07V4g/JYgIcrlcJXeORMKgQ0sT2NnwkZJWgkP/5HIeTw8fPoz27dtXiqf/CowhUKsRwRgC9Z1GXFwc/fDDD+Tl5UWTJ0/WWXbChAkEgNq3b085OTlERDRt2jQ21Fvbtm3VrpkzZw4BIBcXF0pLS+PE0+HDh9XCyM2cYK0SflNTSM6xIyzfeti/76bLOYW7+266vMrb9vMW0tJvbenpVU/KeOhNdyPd6ctxVmQjfzfCLFrIeDRplBXdO+1ORXE+lBXjTX+uc6TWTSsWvhMA8Xil70bSXS+V/o2/5UmTRlkRw+ivoyrC4hpChrTH45WGT/3rN0e971TuYx8KDHAiANSuXTtO9Tds2JAzLzt37qSFCxfqDWHs7e1N9erVI6A0xGmPHj1Uztva2hIACg0NJVNTU/a4RCKhli1bUq1atQzuU7k1jwqf+2gcH8pT/C1PrWNJSbwvPbvmSfa278Y3UxHqEcY9TO3qRXavjQ8bOZ+uHNEetvrHOTYG1WdmZkZXrlyhkpISIiK6fPmyxnJ2dna0fPlyKigoICKimTNnEgBq0aIFLV++nPr3708ymebQ00KhkGbOnElHjx6l7OxsQ6ZSjejVqxenexs4cKDecaFu3brsvRuhG1UVAvWtC9D/BYJRSXinoFAo6Pr16zR79mwKDg5WGYScnZ11XpuVlUV///035efnqxwfO3YsW0fXrl1VzhUVFVFoaCgBoMGDB3Pm09fXV4U3hgEtmWOrdcKZM7Xqhe6KUMwl9XwImij2ssdb5/VNkruLgKLOumvtj9lTKvb81i+319nPKxeoCkEMw5BQKHzr/cGFnJ2dWcEhsIYJJd/30nmvX3xSqiR7eXnRjz/+yKmNyihIAoGAgoODKTw8nFavXk19+vQhACSVSun48eM0bNiw/5cD9eliRvs3u9Dzm0F093QAzZpoTbUDDRNQlQqTtvj7+hQpLgqEkuZOezfGEwBsHH43NzeaP38+DR48mOrXr08SiUStrFQqpfYtTTjf5+LZhgnqhtCR7c56n4Wm3C1SqZSkUin5+PjQ0KFDSSAQsOeUgj8R0YoVK1SuMzc3p9mzZ6vk5rl3757K975z5046efIkWVjozxkjEAgoJCSEJkyYQLt27aLk5GTO85cS2vKNlCUHBwf65JNPOPXp+vXrDebhvwijklCNCEYl4a2jqKiIDh06RKNGjSI3NzetA9CiRYsq3IZSIABA/fr1UzkXFRVFUmnpavGmTZtUzsXGxlJmZqZafSdPnmTrUyZaAkB1a4lp1UI7unDQlc4fcKWl39pSgJ/orU/k3bp1I4lEQpmPvDlNzlkx3m+dZyVJJBJydHQkoDRR3NixY2nevHm0cuVK8vauPJ8MA52J8JQCw8De5gbV27OTqU7hT3m8TbOK71S8SSrf1yKR6nv97deD6eHFGmr3mfbAi8YMf7WLxlXwVwrdXN+R0NBQ6tixIwGlO4O5ubns95qTk0O3b99mz/P5fBKJRGQj59O5/a4an092rDf17vJK4Le2tlZTAHg8Hu3Zs4dyc3Np7ty5BICGDh3Kjidl77lBkJhyn+h+F17e4ZbYKv6WZ5X1XUWJx+OpPMsGDRroTdwFgExNGEp7oFuhVFLH1iaV5lOT0h0cJOakmD284EE8nuq1w4cPp6KiIvbdKpuYct26dezxAQMGsM9+3LhxlJiYqDKHKBQKatmypUrdXJSDAQMGUIMGDTQ+44CAABo5ciRt3LiRnjx5onNOTE5OrvJdSlNTUxUlyAjNMCoJ1YhgVBLeOoYOHap38BGLxZzNgbShbKbUYcOGqZwru+ozduxYSk9Pp8mTJxPDMNSqVSuN9dWsWZMAqAkE7zI9ushtJyHmksdb5/VNUVgbbiubV49qV2A10aGt2lcqy9KOXx0NqvdNmR/5+/sTALKystLLz7Rp01gBvHVTKc2ZKqeFM21o2EAZmZmq88swjMoKrCGkXKE2MzOjiIgIunnzJqWmptLNmzfZ7LVt27alvn37UsOGDcnOTvOOAMOATu120flsCp750rOYvVRQUEAZGRnUoUMHAlSFcD6fT6NHj6YdO3awv8u24+DgQFFRUSQQCKhTGxNKj9asqB/7050enNO+m1WezM1evyJQUdL3jv7wjY1eIf1OpDsnc7yK0MKZNpz7uVEDCTk7q2Y6FwqF1Lt3b3r27BnNmzePPd6+fXt2foiLi6NBgwbRjRs3NM4fERERFeJ91apVRESUmZlJhw4dounTp1PLli017ty4ubnRoEGDaPXq1XTnzh2VjM5NmzbV+uzCw8MJKJ13R40aZRB/v/zyS6Xm6f8CjBmXqxGMjstvH3PnzsX06dN1lunbty/++OOPSrfVo0cP7NmzBwAwZswY9OrVC4cPH8a3334LsVjMRgwq68BoYmKC7OxsFSe7Z8+eYcKECdi+fXuleXqTmDdNjiljtMd9V2LBslRMm5eit9ybRsO6Ynw8wAKebkJk5yiw/2gOtu7O4pygSxN+/dEeQ/rrT9DGMAwCmj9G1ENuTqPZMd6QcggN+jKpGE51YjnV+abRqqk1OrRkIDPnIS6hGJv+zMLTcg7t7du3x6lTp1BQUOoMLxQKwTAMCgsLK91+eUdjCwsLWFlZ4fHjxxAKhfD09ERycrLGMKVlIRAIIJFIWOdQHo+Hts0lOLjVWT8TotZ4kTsDXbp0wc2bN2FjY4M9e/YgNjYWgwYN0niJiYkJG1pZIpGgZs2auHbtGgBgxldjkJe2CR1aSSG3NoGtQz3civbD+q0P8OXIC6hdU3e0IOW7KHV/WC2d34FSh+GDW53RTEv29OTUErTt8xy371f+HdIELt+8Et0/eIF9R7VnrnZ2dmaTiZmbm7Phc3UhJSUFNWrUUHNK5oKhQ4dqjLJXUFCAK1euIDIyEpGRkThz5gzS01WDBMjlcjRr1gzW1tb47bff1OpwcnLCli1b0Lx5c5iZmSE3NxehoaFak82Vh7OzM1auXIm+ffvC0tISTZs2hb+/P3x8fODr6wtfX184ODhwyv3wb4Yx43I1glFJePsgIoSHh2Pt2rVay+zZswfdunWrdFsJCQno3r07m0RNLBajoKAAXl5eKC4u1hhqDgBevHgBR0dHxMTE4LvvvkNERIRKFBRTU1Pk5GieSAICAnD37t1K814VcHES4NYJd8h05GvIzFKgTusneBZX9aEBKwoTKYONKx3QI0w9k+7LpGK8NyweZy9VLFPtrghHdOuoO0OvEs26PcO5y9zayXviozGaU3kkp5bAPjCGU52vE+7u7rCzs8OlS5fg7CjAltUOaFpOiFMoCL9tycToaUlqAmpZYUkTdH0j5WFoRl+xWAyBQICcnBzUr18fffr0gbu7O5ycnHDkyBEsW7YM2dnZEIlEGDZsGDZv3oxlcyWcsncTAe4NXuBFQi68vLxw+PBheHt74/r16+jTpw9iYtSfnfJey2c+t7GxQXR0NNauXYt58+apRJYBgAUzbDDxMyu993v8dC7a9zUsy21FswcbChs5H4P6mMPHQ4j8AsLhE7k4eioX5ZuWSBhM+swK4R9YwMmhNLZrXr4C23Zl49sfUxD79PWNP/O/kmPyaP2LJQDQuPNTXLymPRpceUilUlhZWcHW1hbOzs7w8PCAv78/atWqBT8/Pzg4OGDkyJFYt26d1jqCgoLg7++PHTt2qH0HNWrUwL179/TyoVAocPv2bVZpiIyMVEnaVh7Ozs64cOECm/8jKCgIN2/ehEgk4qTwe3l54eeff8aTJ08wfPhwreVMTU3h4+ODWrVqYcGCBWx7/yUYoxtVI4LR3OidQHFxMbVu3Vrj9qWNjQ0VFhZWqv45c+aQs7MzJ5tZTRQUFETdunVjr2cYhvr160fz58/Xe215cyoPVwGN/NCCxo+0pJ6dTEkofLOmAC0bSyntgWaTh7QH3tSqybtnPrUrwlGneULaA2+q4Vsxh9+fv7fTa3KgbNfbg3sb5w9otnUvT0e2O1eI79dFnh7WdP+Mu8b+Vv7+4xcHrdeLxWIaPHgwa66kND2ZMmVKlZvmbdiwgeLj4+n27dsElJoivXz5khQKBe3Zs4d8fHzYst27d6eoqCh2nLn2Tx3OJieB/q/8L5ydnVkfmbL0ySefqNinl713JelzSvd0E1D+U+0mOMr+7xFmyql/3iQxDOibydaU+1id/9un3Kl2Tc2+WQIBKMBPREGBIpKZ88ocr5g5GheqW4ubT8L9M+omTxYWFtSkSRPy8fHR6qReFfTLL79QdHQ0hYeHq/n/VMTuX6FQ0KNHj6hFixZa2xQIBBQaGkoTJ06kxo0bG8Rv48aN2XaU0cP0UURERKXm9eoKo7lRNYJxJ+HdwN69e/Hee+9pXLEYPXo0li1bVuG6iQgymQzZ2dng8/mVyq7JMAw+/PBDfPnll7C2toarqytrZqENXl5eiImJga2cj5+/t0O3Dqbg8V6tML9MKsbXi1KwZoP+beqqgouTACM/tED/nuawlfORnFqCrbuysPr3jCpN+FYVaNJQgsg9rqyZhTZs3JGJj8aoJvpRJsHS9cxbNZHi2J8uevm4cDUfTbo848g1MGygDGt+sNfKt/L407giJCaX4HhkLn5en4HHzwzrf6mUwaDe5vjgfRlcHAXIylZg98FsrNmQibh4w5/l15OsMeMLudbzSr7b9H6Ok+dU4+CLRCJMnjwZiYmJuH//Ps6cOVNl2WzLw8vLCxEREcjPz8eiRYtw5MgRtGnTBq1atcKWLVvY1VYbGxu0bt0azs7OOH/+PM6fP1+aiX1nTTSqp3tnQ3mv7g1i39h38dH75lj7oz14PEbju7P0lzR8MTMZUqkUxcXFGvM6SCQSBAYG4uXLlyo5XV4n9K3Op6YrMHiMCMdPPjQoF8Xrwr5NTghrY6rxnLLfwye8xK+b1cdlCwsL9OzZE/369UO7du3w888/Y8yYMWrlJBIJTExMkJ+fj7y8PIN2chiGgZmZGaysrGBpaYns7Gx212r37t1o1qwZrKysDDLdiY6Ohr+/P4gIQ4YMwe7du5GWlobu3bvj+fPnuH79OucdPDMzM2RnZyMkJAQeHh6YNWsWAgICAACXLl1CSEiIzutr1KiBq1ev6kyc+W+F0dyoGsGoJLx9bN26FR988AGKi4sRHh6OR48e4dixY+z5Cxcu6B1wdOHChQto1KhRVbCKOnXqsCnoCwsLERYWhn/++UfvdU4OJrh6vAZsrbK0Co2GJpqqKBiGgVwu12sP6+TAR6c2pjAz4+FZXDH2Hc1BQcGbH5N++cEOQwfqzoxLRCgsBOxrxSAr2/AUxZF7XNCkoe7JqvfHL7D7IDdzGQAQiRgc2V5qd13+mWt7B4qKCKOmJmoUTDTBw1WAA1uc4eetbseem6fAgJEJ+PsId54ZBnh2zROO9vpT+27dmYVBnyVwMmMxNTWFv78/3NzccPToUY2Jo940Puxrjt9+ctBb7tL1fDTqpFs5VJpHWVtb6/SP0KS0auq/ts2lmDrWGm2avUqodvt+AX5cnY6IbaXvRs2aNXHnzh0sWrQIqampOHDgAG7evKlSj4mJCWrVqoWLFy/qvc/KwN1FgIcXPMAwuhPqbfozEx+OfqXI29nZqSROVPZF586dcfLkSc7maRWBpQUP+zY5oVEDzd/9/J9SMX2+fr8smUyGDh06YMeOHQBK70EmkyEjI4MtY2dnh3HjxqFv377w8/PTWA+fz4dCoTBYkZBIJJDJZJDL5XBycoKbmxv8/PwQEBCAOnXqwMXFhX3v/P398eDBA1haWmLMmDGYM2cOmjRpgtOnT4NhGGRmZuLcuXM4deoUtm/fjujoaL08fPrpp1i5cqXa8QEDBmDr1q0arxEIBDh37hyCg4M53+u/Cf86JYFhGBcAswGEAZADiAewC8A3RMQ5HSLDMNYAZgLoCcARQAqAgwBmEpHG5Y6qalsHT0Yl4S1i7dq1CA8PBxFhypQpmD9/PnJyctChQwecO3cOfn5+uH//fqUcncaMGYPly5ezvytqm9uhQwesW7dOxYaypKQES5cuxYQJE3Reu3dLM3RupZ7OviyKiwm1Wr1E9KMsg3mrSljIeFg+3xbvdzeHQPCq35NTSzBvaSqWrnn9ikxZnNjljuahup05lQhs8bhC2WjtbPg4sMUZdWuJNZ7/YlZShe7b3IyHtYvt8F43c7VzunZGug6Kw4HjrzK+arLRF4kYXDvmhho+2vumoJDQuPNT3LjDzQHU2oqHpLvenMreuleAum2eqvEnlUoxfvx4ZGZmYvny5ahRowa2bNmCs2fP4uOPP4aJiXom4YrA398ftra2ePbsGZ48eaLCQ0BAAOugKRaLkZycjJUrV4KI0Lp1awwbNgykyEOr2vPh5MDXWL/y+Qz+LAFbdmr/Ji0sLFQEwvIYM2aMxp3QssERAgMDUVhYqCaUuTgJ4GjHR3qmAtEx6u91cXExCgoK8MMPP8DNzQ3ffvstHj58qJWX14XZU+T46nPdNv5KRd65bgzS0jUr8sodX0P8USoDkYhB/x5mGD7YAjV9RSgsIpw4k4eVEek4c7FiPk5A6Sq7VCpFZmamyk4zj8eDp6cnWrVqhdjYWBw/fpw9Z21tjX379sHX1xeZmZm4e/cu7ty5g+joaDx+/Bjx8fFISUlBRkYG8vPzDZrDhEIheDwey0toaCiuXr2KoqIi/PLLLxg4cKDadxkZGYkWLVpwqv/o0aNo27atyrHY2Fj4+/tr3DWqUaMGTp06BVtbW5AiFcjdASo4DCiyAL49GElPQNoZDCPhfI/VCVWlJOhfynkDYBjGG8BZAHYAdgO4DyAEwDgAYQzDNCUiveo2wzDy/9fjB+A4gK0AagD4GEAXhmEaE1FMuWuqpG0j3k0sWbIE48ePB1Aa4WjatGkASgfY/fv3Y/bs2ejRo0elFISioiK11YyKKAjOzs44ePCgGi98Ph9ffPEFUlJSMG/ePI3XisUM2jfTL/gLBAwG9hLim+8NZq/KYCJlcPgPZwQHSdT6ycaaj8Xf2EJuxcfMBdw/O0OdUJVo1KgRzp8/j+zsIgDclITcCkY5SkwuQdNuzzCwlzmGDpTBx1OIvHzCkRO5WPFbOmchuzyyshXoF54AL/cUvNfNDDV9hfjwfQu9plNfjbdWURI09V/fbmY6FQQAEIsYTPjUSmX1VheU87k+/gCgqLi0r5WO+TKZDF5eXrh+/TpWr14NsbhU4erfvz+aN2+O7OxsxMbGQiqVIi8vT1fVKtCm1P/000+Ii4tjnSQVCgXq16+PyZMnw9fXFwqFAgqFAiUlJfjoo4/YOhQKBUxMTPDxx6Pg5ZaPg1udYWP9SlFQ3jvDMFi0z7NeEgAAIABJREFUIlWnggAAGRkZEAqFICIUF78ySVLyXV5BUB5XCk8ODg4oKirSuGr7/EWxTjMnJycnZGZmIj8/HwzDwMXlldncm3JUBoBAf/3fJ8MwEIsBX0+hVkdgLpGBqhKFhYT127OwfrvhCzPW1taoV68e/sfedcfXdL7x77n35t7svfcU1AghRiRGKMXPXqVGrVKKqhGraOxR1KhNrVA1iqjQ2NRIjNojRoyYSYTIvs/vj+se9+SOc25yE6F5Pp/vh9zznvd9z3rfZz9PnjxBcnIyUlNT2fv95s0bjdYyuVyOxMREJCYmqh1LSUlBnTp1ACjWTEtLS1hZWbHw8fFBUFAQrKysYGFhAZlMhszMTKSmpuLly5d4+fIlUlJSkJqaitevX+Pt27fs+1iQUVfNVtSvXz/069cPIpEIJiYmsLKygr29PWxs+APolaRqDVKSj48PBg8ejHnz5nF+F4lEuH79OipVqoQdWyJRu8IGgFTuf/5dUM4pIGMZYLMSjMRD8Dz+a1QqLAkMw8QC+BzAECJaqPL7zwC+B7CMiAYI6GcZgP4A5hHRcJXfhwBYACCWiJoVx9g88yqzJJQwERGioqIwceJEAIrNXpM/pyFo7969aNGiRZH7EYlEyMvL08o4FbRWqFLFclJcOuIlaJx9BzPQopv2DBRFJT7GYcxQG0yJtNd6XMlACdHYt2jRAk5OTli9ejUsLCzw+nXhLCSD+1hhwRRH3nZXb2ajcn3N2alKC82ZZI/vv9G9+SrvcYV693AzUfs9/ivaFZ830OxTrUrZ2XLYBN5RcxUrqF1UUsIBT60WFVWavzwVP0zUP4VjaSNPdwmG9bdGz06WsLZSCAtxx95i0ao07IotPneXT4k2L3NGx1bq1jJNVOPzJJy/JDxbkC4qSUFIE4nFYtSoUQOtW7dG48aNWbdYiUTCERjt7e0RFBSEly9f4sqVKzqzBRU1bk6VjI2NkZOTo1VJY4ixqlatigsXLmg89vLlS/j5+bGWNhMTE8TExOCnn37Co6QTiN/vCXMzHWmixT5g7P/85CwKn4y7EcMwvgASAdwD4EdEcpVjFlC4/jAAHIlI62rKMIwZgOcA5ABciN6LjQzDiN6N4f1ujDuGHFvANZYJCSVIRIRRo0Zhzpw5EIlEWLlyJb7++utiGev169eoW7cuLl++XOg+rK2t2VzTu3fvRsuWLTW2q1y5Mmcce3t71ue/NAkJmki5UTAMcPesNzzcjHjP+WVlKr6fwM8g9ujRA6dPn8aNGzcA6GdVsLQQwclBDIYBTu31gJWlbreQQaOfYek67W4fpYGilzqjU2thzFTjDg9x6IR2jfv5OE9UqcjPzAOAe9AdJD8Vxgz0+8oSS2drD7gGFKlQPwu/r1OIKUkyNTWFi4sLjI2NIRaLIRKJ2Hft8uXLHIZNlVxcXJCamoqsrCyIRICNtQg5OWK8ycgTzHyWL18egYGB+PPPPzUet7CwwNu3bznMWN26ddGuXTscOXIEu3fv1tl/wTiHL7/8Ejt27OCkVlUl1ZSVqi5NxUnffm2FhdP4BfmUNIJ7UKJBYptUa1GURjpw4AD27duH33//HQ8evI9p8fHxwcOHD3U+l0GDBmHy5Ml49eoVi/T0dM7fmqBsk5aWVqJxP7m5uThy5Ahq164NMzOu4mL27NkYNWoUAGDx4sX49ttvIZfLcelEO1QO4E8NzlhOB2Pavljm/aHoU3I3avTu3/2qTDoAENFrhmFOQKHprw0gruDJKlQHgMm7fjjqRCKSMwyzHworQ0MASpcjQ41dRqWE5HI5vv32WyxbtgwSiQSbNm1Cx44dDT5OdnY2li1bhp9++gkvXxbNG23IkCGIiYlBQkICBg8ejPDwcFhacnOrv3jxApcvX4axsTFq166Nw4cPc7SzifdzkZNnAqmE38Ui/mLh/WDd3NyQkpKilysH8D6I0sVJLEhAAICQasI0O+vWreP8LURACKokQ+R3NmjzhTmMjBRM6o3bOTAxYSA1EqkxrwzDIHr7ayxbry4gGFIrp0pCc4cXpHQ9gqpfvdbdNvUV/3UpUuUpal8UJDs7Ozg7O+Pq1aschnh1dDq+iDDTWJNCSaN+esERELy9vREbGwuxWIzNmzfrLI5oKMZVtQbB27dvcefOHbRs2RLff/89GjRoAABo2bKlVi0nACQnJ7P/l8uBlylyKHRZ/NSxY0fExMTg+vXruH79utZ2VlZWHCva0KFDMX/+fFy8eJG1puoiIkK5cuVw8+ZNAEB0dLTWtpMnT0bz5s1Rs2ZNAOpuJsVFG/54jalj7GBpoVmQV9KK9amQSEyRnV10C01JCggRYSYY3NsaTeqbQiZjcPtuLlZtSseKDa/wKl3z+9KkSRNYWVkhKCgI7du3R3Z2Nv7880/cvXuXd7zFixdDJpNh7ty5es0zLy8Pixcv5i1OCgBffPEFqlatqlXYePz4saD3h2EYNGzYEMePH8fw4cPV5vzdd98hLi4Obm5uGDhw4LtzCJXL3VMkQuUhytr5yQkJBqOi5lAtKgDMhuIx/qDl+KJ3xwfy9DPoXbuFWo6PeHd8pqHHFnCNZXUSSoBycnKoW7duBChymcfExBh8jPz8fFq/fj15e3vrnZPax8eHIiMjydPTk/O7TCajpKQkNv9579691cbdtm0bAaCGDRvSgwcPOLnRlf+P2VKPNw9/zkN/8nArvtzgfHB1FgvOG39ij3uxzKFpQ1PKuOfHyWGumsv8xkkvynnoz8ljPqi3lVouc2VecWtra7Vc9R8SXzQyFXR/E894k0iku6/BfawE9bVng6vWPipWrKj2G8MwJJEoct4/u+LL6evqMS/q2s5C7ZyePXsSEVFWVhY5ODjonHe3bt3IzKx48/w7ODhQSEgIAcLz7YtEihz9vXv3VqttognacuQ7OTkRALWaLMoaEfXr16eHDx+Svb29wa+7Ro0a1KVLF7Xf+eozGALtWphT9gP1b1aJU395kJmp7m/RwkL93TIkXF1dKSgoSK9zpo6101lHwc/7fe0Pvvnb2Njo9dzDwsLo4MGDJJfLefe/Fy9eUHBwsOC+V69erbM/XfUUVCGTydj/165dW2efyloNu/7cKHivyX/WhPfaPzYyVJ2E0iAkLH/38PtqOT713fExPP2Mfdduipbj/d4dX2bosVXaJ2hBRpmQULyUlZVFrVu3JkCxsR46dMig/cvlctqzZw9VqVKFXawqVqxI9erV07qwOTg4UI0aNeiLL76gLVu2UG5uLhERxcXFEQCytLQkU1NTAkCVKlWi48ePs4vhzp07OeN/9913BIAmTZpEREQRERHsOFWrViUA5OlhQblPI3QuhqO/synWDdLe3p769u2r9bhIBHpw3kfQwr1wmm5GsFDzsxNT2i3NRd5UGY+vu1hS9SoyCvQ3UhMOSjtEItClI5681zi0vzVvX5YWInpyWfvzUvbVqJ5+BcyGDRvGMszGxgw1Djel9i3MqVZ1Y53nhYSEUM+ePXn7V2VY+/btS8bGmvvV9ntxYODAgeTsrCgQl5iYSJcuXdK5fmiDTCajdevWsX9LYERWsCMr2FGzxl+wa4qdnV2JXVt4eDjl5OSUiLDcONyUTu/jFhFMT/SjRdMdyNxM+/iVKlVi/y90niEhIdSuXTu95xgTE0O2traC2nbvaMFbdO3sfg+qWLE8eXh4cM61tramkSNHUuXKlTmMdGFQqVIlWr58OWVkZGjdBw8fPqxXn0OGDKFt27bR6tWrad68eTR58mQaPnw49enThzp06FCoYnZmZmaUn59PRERv376lM2fO0IoVK2jQoEFUr149VogyMgIrUPLieVuD8gulgf5LQsK0d8cjefrhExL6vzu+1NBjq7QvExI+AL1584aaNGlCgEKLcurUKYP2f/LkSQoLC2MXKQ8PD/r1119p1qxZnI3AxcWFZdjnzp2rtT+5XE41atQgADRjxgxW01q9enWaOnUqAQoB4+nTp+w5SuHk8OHDdOPGDc6iqRSOANC8ueMoP6Wv2iL49IovDe5TvAKCcqNZuHChzsX/xx9seS0e+ckBVKm85uqpRcHIQTaCNo3DO4vHilFSCPA1ovsJ3hrva35yAK1Z4CRY+KlV3ZheXPPVeq+ECBsFUdiq5Priiy++ICKirVu36n2uUohR1coaggkWiUQUHBxMkZGRtHr1avrtt9+oS5cuOvt2c3PjWC+lUilJYUwVEUwN0ZYaMx2oMdOBmhh1oKZebUmK9wxjo0aNDH5fGYahJUuWcOb8448/Fss42taSKhWl1K6FOX3RyJRTRbng8wMUjOWMGTPYv318fATPwdpa//c7MDCQFWY7deqkdtzMzIy9dxcPaRfoVdE43JQYhlGruH3w4EF2n7h8+TINHTpU8Hvq7+9PkydPZoVXQKG86tatG61Zs4Y2b95My5Yto1mzZtG4cePou+++o9DQULXqzCWNFi1aUIUKFTjPWBXOzs7UoEED2r+1nKB7K3/9q0F5htJAn5KQUOZuVEaFprS0NAoNDSUA5OjoSBcvXjRY31euXOEw4La2tjRlyhSaOHEiR0tXrVo12rZtG+Xn59O0adMIAI0YMUJn30qmxcfHh5KSksjf358AhSlVKZC0bt2a5HI5vXjxggCFBjEzM5NatGjBWRBVtaFmZmb0+PFjep58lgb1tqKRg2yo4//MSSYrPe4wFuYiOh/nqVN7NutHw7tJAKDDO915NwzlnKwsNW9AHwucHMQ0fZwdPVVx5zkZ40FfddDf3cLLXUJzJ9vT86uKvrKS/GnrSheqV6tomvjCaBL1wdmzZ4mIKDU1VVB7qVRKAQEBnN8OHTpE8+bNIxcXlw/yHEUiEa1YsYIAxRpkbGxMxjClemjOCgcFEYovSAYTsrS05PTFMAw5OjoSoFB2xMfHEwCqUqVKoQQ3VZcuQ1kuJBIJaw0RAnNzc7KystLZpn79+ixjyzCMVuYyNDRU6zEhUJ1327ZtCVC4iDZo0EDtfgGgCuWkwjTdyQF0Yl9Ddm4FrQa9e/emixcv0vnz52n79u163+/CXKuftxHNnmhPFw560o2TXrR3kyu1b2FOYvH7Nr6+vtSmTRvq2bMnfffddzR+/HiaPXs2LV++nBYsWFDkd0UsFtNnn31GXbt2pVmzZlFsbCwlJSXRrFmzyNzcnMLrmPDf2ydBJM97YTC+obTQpyQk9H33wJdpOR777ngETz+N37WL1XJ82bvjfQw9toBrLBMSioGePXvGalU8PDzoxo0bBun3/v371KtXL3ZBNjU1peHDh9PIkSM5m1Ht2rVpz549HF/ODRs2EADq2LGjzjHy8vJYZiQ6Opru379PXl5ebL9Kk+maNWtox44d7Eb3zz//aFwsVTVHffr0oWvXrqm1UV5Pcfvk8s0PANnaiOiPVS6U+4grJKTc8C1Wl6j4/R6CN2VX55LRdhc3RCKQna1IpyuGPjA1YXhjGUoLqlevTgMGDKANGzYIci0aMGAANW/eXHD/fAyWjY0NVahQgby9vQ3qilMd4VoFBCWCwHVlat26NaWnp1PXrl0JAJUvX5727dtHAHRqho2NjXmZcADEMCBPdwlV+cyajI1LTimh+ly9vb3ZeA0AnP/zwcPDg27fvl0kIcHNzY0jmDEMQ0ZGRrRx40YCFJr7U6dOsS5MoSHGgtejf/bVoFq1ahVrrI1IJCJTU1OOpQNQWNNatWpFs2bNojVr1tA/B4drdeU5+qc7WVsp7qHSPVYTzZw5s9DzbNGiBcXHx1NmZianz/3791NgYCDbrk2bNvTk7iwVBVDB+VYmedaJojEMpZQ+JSHB790DvQtAVOCYBYA3AN4CMOPpx/xduzcALAocE73rnwD4GnpsAddYJiQYmB49ekQVKlRgF9579+4Vuc8XL17Q8OHDWS2NRCKhnj170sCBAzkLc4MGDSguLk5joNexY8cIANWqVYt3vGXLlhEACgoKIrlcTrdv3yZXV0UAaOXKlQlQMPRff/01AQpzfq1atQpszAznX4lEQgzD0Nq1a0tsk+aDLubI20NCg3pbUeQQG+rW3oI36FAbhGrDtq12EbQhv77jR1KpYRidknKtKUmoxuZ8CmAYhipXrkwtW7YUzCSqPldjY2N23QgPD6cJEyaw3zKgYLIKuokUFmawpMZMB4pAe60CQgSjOGbKKBQC/fv3p/z8fJLL5axrZkFtNJ8Qoy1Y3MgI9P031nTr1Hv3ttSbvvTLVIcSF7SPHj1KGRkZnPVAV0C1UsAQi8UUFxdnEJepESNGqP1Wo0YN9n47OzuzVpcAXyOdFlVVLJnpqPP9Vf5fGbyuCnt7ewoJCaFevXrRvHnzKC4uji5cuEDHjh2jhQsXUrdu3cjdXd3F0szMjPOe2Nra0qpfe1HuI91W2NgtbgSAIiMjiUiR8OPWrVv0xx9/0IQJE+h///tfkVyWWrZsydlL7927x4kdCQgIoL/++ouIiH799VeqX8eEYn8PoLzkwHfWg6qUnzae5Lm3i8w3lFb6ZIQEUjDRSo39dwV+//nd70sL/F4eQHkN/SitBXML/D7k3e/7ijp2Ia+vTEgwIN25c4d8fX0JUPjAP378uEj9vXnzhqZMmcLRALVq1Yq6d+/O0VI1a9aMjh07prOvpKQkdiPgo8zMTFbTFRsbS0RE165dYzdjpXuDMsPJ2LFjeTeI//3vfwRAp7m+WrVqegegfSpo1dRMkJCwbI72DVkbSlOGo/8azM0YatrQlNq1MKegSkUL4BTyjK2srDQyOR4eHvTLL7/Qpk2baOvWrRQZGcm6EmqDWCym7du306NHj9jsbGKxWGsgqgf8ea0ISrjDlz3PyMhIjWFWKj8kEgl17txZ7/shlTIUu9lN63f04LwPBfgWPutRwfnyfWNt2rShc+fO0ZAhQ9SO6fJhL4r1oKgoGIStDXF/zaR9+/bRP//8Q1euXCE/Pz9OP/b29hoFoipVqtC6desoOztb534kl8vp1q1btHz5cvryyy85cQqq4HPZVGrrawcbU/Xq1alu3bpas3QVFh4eHuwe+tNPP7GCkTL2JCsri4iIXr9+ze6xf/zxB8nl2STPTyW5PFcIa/BR06cmJPgBePruBdgJYDqAg+/+vgHArkB7AkAa+rF7156gqGsw/V1/9K5/v6KOXcjrKxMSDETXrl0jNzeFlqJmzZr04kXhfQlzcnJo8eLFHJN0WFgYtW3blrPYtmnThvVt5qO8vDxWw1jQFKqJpk+fToAiuFBJFy9eJBsbm3ebsIIREYvFHM2kKlSZlTFjxujcSDt16kR9+vTRmJbyvwCxGHR8t+5NLuWGr2DG5kO4bhU3DLWhG5ox0AQTE4bmTran1JvcwOr4/R7UPEK4X/uHhkQiYZUCDMNQUFCQWjyBEl4IFCwkeCJAsPCqS7OrLYB42rvUnbo04efjPAWNXxDu7u508+ZNiomJofbt25doJqqiQCQSUcOGDdn7pvxdk/VNLBbTmWNT+IWEF1+qWa5nzZrF9qOMMwG0f3fOzs4UFRVFz549E7SXyeVyunbtGi1ZsoQ6duxI9vb25O0hEWz5WDyDa3lycXGhZs2aUWRkJG/6X4ZhqE6dOux1ffvtt6x1XXmPd+7cySoLAVCXLl3owYMHnGuYNGkSAQoXXiEpXj8l+qSEBFIw0h4A1kBR5TgHwH0ACwDYamhLgLqQ8O6Y7bvz7r/rJxnAagDuhhi7kNdWJiQYgM6fP89q2cPDw+nVq1eF6ic/P5+io6M5mpjKlStT48aNWQafYRjq0qUL/fvvv3r3r4wtuHXrFm/b1NRUltFUFUTOnj2rlUnQtqgCJZvS8WOFna2Ijv6pWVB4ctmH6tYsu4dFRfXq1Wn27NnFOoZMxtChHerPUcnA5D7yp27tDSPEabLMqbqqdOjQgTp37lwiaUcd4CpYSLCHerC18lqMjY2LFCthYsLozHqlioah+qXI/RDQ9z64ubnR5s2b6datW2oClKenp85aBUrXswoVKtCjR49owg/aFRdnYj2o2echpCie+55evXrF9lelShWaNm2aoPXfyMiIwsLC6MKFC3rta/n5+fTDkEaCnnd+cgCd/bsmzZ49m/bv38/J1EekyMLUtGlT+vLLL6lfv36c+Xl5edHp06eJiNjsgUplYFJSEk2dOpVTq+Gzzz7TmPI8OTmZtZQdPXpUr2v9FOiTExI+ZaBMSCgynTx5kg2ea9asmc5cztpILpdTbGwsVatWjbMg1a1bl/1bLBZTz5496fr164Weq7JAzN9//y2o/ciRIwkAdejQgfP78ePHOZuPrY2Ihg+wpr2bXClumxstne1INarK2A1fyMbm4+NDPj4+HzyF3YcGw4CaNTKjTb8609E/3WnvJlf6poeV3sG9lpaWpeJeFlcwo5CAVW3zUVrDigtjh9nwajXf3PUje7vi84sXi8XUr18/2r9/P61du1ZroSlDZnFiwFAYWvIKCPXQnBgUnwtcRJiAzDHvMHdy8WQr0wQhRd2Uz2Pbtm20Z88ejkZaKDZt2kRv374lIqItW7bo/d4AoKZNm7JWh6+716G0B9/R0ysVKfmSDx390516drLgZKbz8fGhTp060ddff00dOnTguEn5+PiQra2tYGEnMDBQr30tKSmJKuqRjSk/daSgfrOystjnIRKJ6OXLl0SkqIGgdCPau3cvrVq1imrVqsWut5aWljR//nzKycnR2O/AgQMJULgO/xepTEj4iIAyIaFI9Pfff7NMULt27Vh/Q33o9OnT7GIMKILwlDUNAIWp/ZtvvqE7d+4Ueb7du3cnALRq1SpB7R89ekRSqZQYhqGbN29yjin9mds2N6P0RM1FwDb96qw1xamLk5jGDLWhdYucaNU8J+re0aJUpUP9lPApBiiLRCKqW7euxmDID3uvoVYHQhtGDlIXVlxcXFiLny7oSpdZnO9RaGgoff7551rbuMCLV0iInveHxhz/2gQWVc23WCzmFWxaNxMW35OfHEBLZ6vH+EilUrUxxGIxR+hWMrx2dnZ6V49evXo17dq1i62KXRCenp505syZIqfitLCwIAcHB97vXxPzXtwpgLXB1taWtm3bpte+pgxsvnLMS9Azl2cKU5IREc2ZM+f9u+3iwlsYrlevXvTkyROt/V2/fp3EYjGJRCK6cuWKXtf5qZChhAQRyqiMSjHt3r0bLVq0QEZGBnr27IktW7ZAJpMJPv/GjRvo0KEDatWqhUOHDsHc3BwBAQF4/vw5Ll68CGNjYwwdOhSJiYlYunQpfHx8ijxnT09PAEBSUpKg9q6urujevTuICHPmzGF/T0tLQ2JiIurXNcPmZS4wM1X/XIkIndtYYNlsR7Vjk0ba4l68D6ZE2qNbe0v06mKJtb84436CN5rUNy3k1ZWRNsrPz//QUzA4yeVynDx5EpmZmbC2ttbrXIZhUL16dUybNg1SqdSg8/L1MoK7q5GgtvXrmAAAJBIJ+1tycjLu378PhmHQrl079O/fn3OOp6cnvL29QUSQy+WGmzgPubq6wtXVFSdOnMD+/fu1tkvGfVyn88gn9XdOamyEr2d2xtRVk5CWlqZ23MPDAwDg7++PZs2asfflxYsXbJv8/Hzk5eXpnOv9h4rjpFCE6aSkR7lqv+Xk5KiNERcXh3379sHV1ZXt28nJCd7e3pz5aSJTU+6a1qdPH2zbtg2rV6/GyJEj1eeUlISQkBAMHToUAODn58d7HZro9evXeP78Oe/3r+k+Ka9fJBLBysoK7u7ucHJyEjy26n7Vt29fPH36FIcPH+Y9r1KlSqhatargcZYsWYKHDx8CAK7cDQHA89zFPoCsgc4+iQhJSUn4+++/8fjxY/b35ORkZGdnaz0vIiICa9as0Xmfxo4di/z8fPTp0wcVK1bUOY8y4qGiShllKLMkFBdt2rSJ1c4MGjSILcUuhB4+fEj9+vVjz5dKpZyS9ubm5jR69Gid2ojC0vLly1lth1C6fv06MQxDMpmMzpw5Qxs3bmTztf/9h/bsIaruFuUD3pvZlVWNtblivL3vT7WDS4fvPcMwapk6iguBgYEG1Qx/yKwoHxv0ibHhgz5uD7Gb3XT2JZFIqFKlSpzfevbsSQkJCZyK6sWJgu+RUA2zudSCvFCOKqEWtfDsSFtm/U7Xz8fQ5xE+WlP4GjILV8IB3dWC8x77U85Df/Jw019jbmpqWqgYKzs7uw+WaaxChQqC3J1UMWLECE5Q7ebNm3nPEYvFakkTLCwsqGXLlhpdBFXvh3J+JiYmNHfuXMrLy9O5N+Xk5LD7qJWVFT198oRWztNuxbt/zofiT2/l3fM0pYoVAn9/f04/0dHRdOTIEfbvkydPstf36NEjwXvwp0Zl7kYfEVAmJOhNK1asYBe2yMhIwZkJUlJSaPTo0ezmIhKJOPm9ra2t6ccff2T9HouDYmNjCVBU2uSjnJwcOn36NM2bN09j9qL32ST4maHp4xRBkw52Ysq8z599Im6bbuappPGxpRAt7vnq617xX4KZKaPV/a4g5kXx30drKxF9+7UVzY9yoBnj7ahJfVNimJJ/n7QxxUrXiYK/K38LruZJ29ZWoVe333/3T6/40rSxdmRhrlmQlclk5OzszHmPlcKJUCGlZRPtLkdKBcWi6ZrrK5QWyGQyg7gKzpkzh4gU2en0UR4og3QL7h/aULVqVTp+/DgtXLiQfHx8ePvv0qULJSYm0sqVK1mhV3V+tWrVosuXL2vdo5QxdgDozJkzrBvc6GE1KO95t/fP/GkdOrCzJTnai8nb25uTWEQul9PDhw85+7i2lN58+PXXX9k+bt68yf7erFkzunDhAoWGhhIAGjdunOA9+1OkMiHhIwLKhAS96Oeff2Y//GnTpgk65+3btzRz5kyOD66qRsXe3p6mTZtGaWlpxTx7hVUAUJSkL0gvXryg3bt3U2RkJIWHh2v19W7atCm5ublRg7rCgwM3L1PktR5VgzbpAAAgAElEQVQ+wJq3rXIDL0oO808RDnZiGjXYhmI3u9GhHe6c4PCSRHEKIEICrd3c3Gj//v2cuJ3SMn8lls52FPSOVyyn+XoZhiGxWEyRQ2zozV11gePKMS+q+lnhg9JlMhlZWVkV6V6IxWKqUKGCTibWy11Cd+O1a3bP/e3JVsBV9qmpnyZNmnCKMCqZLT706mxJb+9pVkqsnu9EEknxvgdKiEQi6t+/P82bN48OHDhAR44c0VggrLhgbm7OarSXLFmi1zO+dOkSu0ecOnVKa1sHBwfau3evICHE2tqajh8/ztl/nj9/zkk/qnwXjIyM6KeffqKQkBCytramlStXqs2lYcOGFBUVRYBiP1WmG1XUHnhNcrmcsrOz2cQgPXr0ICKiZ8+esfV7li1bxs4lIyODypcvr9c9DggI4AQqK60GSii/NRsbm0JnP/xUqExI+IiAMiFBEMnlcpo8eTL7wS9cuJD3nNzcXFq+fDlHC6+artDFxYV+/vlnevPmTbHNe8+ePVS5cmXq1asXRUdH0/3799mF98qVK7Rq1Srq3bu31gUxMDCQvvzyS85vSk1eSDVjwULCyp8VwYHL5uhmnlTRonHxZMUpDLp3764xS49EAmrXwpyilzrTvs2u9NtCJ2ra0PCa3s6tzTUyi/nJAbRhsbPBKjB/LFAN9OdDaGgoffbZZyU6Pw83CT266FMkLfb47211fh8vrvlSOb/SLUjzFbfKTw6gdYucinUOzo5iGv+9LR3Y6kaHd7rTr7McqWE9E3J1FgsWEpydndVSzdra2rJB3Ppa1uzs7Dj1A8Risd6uQEIwePBgtgieiYkJ7d69m7eAXkFIpVI2o97Vq1c5x0QiUaHnXaVKFfr999/VXHWPHTum5mJXEJaWlqwSSyKR0P79+0kkEhHDMLRv3z6t++HVq1dZi1hkZCSnDtFXX33FaXv27Fm9rDi///475/y4uDiN7SQSCY0aNYpSUlIMtMt/fFQmJHxEQJmQwEtyuZx++OEHdlFcs2YNb/s//viDAgMDOQut8v+enp60ZMkSQQXNikqjRo1SW6S0aQ+NjY0pPDycIiMjaffu3fT8+XMiUgg7mnKxSySgB+c1M0IF0ba5gsH+ZaqDYCGhcXjpKjhVUEMW4GtE145rzqZx6i8PcnHibjDaqoTyoVE9E8p5qFkbqmQ4lUKYIVAa0qYaGmvXri0xH34lAv2N6MJBdb/4rCR/mj3RnkQi7ec6O4opK8mftzDU7ysK906VBKpVlnHeUW3vb1aSPzk5cL8VIyMjcnV1ZZ+Zj48PtWjRQme1dm1QMvAiEahPV0tOrMKLa740d7K92rdaEE5OTrRs2TKKiYmhwYMHq2WfkslknLS6pSWbWJ8+fSgvL4++/vrrIvVjYmJCt2/fpocPH7K/NW7cmBISEqhevXp696e6FlaoUIE2btzIiT/IycmhWbNmsc9bl8Vr+vTpLLMvxI1n3rx5GvupWbMm2yY3N5d69uwp+Hpq1qyp5na8Z88enefY2NjQli1bDLTTf1xUJiR8RECZkKCT8vLyqH///uzGtXWr7qCnuLg4qlmzJrsQqPrP+vv706pVq3hL0BuCHj16RFu3bqVmzZrpXKhEIhG5uLhQ//79dc6rQYMGGs8fM5Q/H/ydMz4kFivat/lCWGrC9ER/srRQMOUdO3bkaN1KA+xsRTrdKPKTA+jCQU8yNi66hl9bcbWCgoKfd/FqlT+WQGiGURTT+tDzUKJhqAnNnmhPi2c40IhvbcjZUTMDqSrEKL8rvuee/cCfHO1LB0NaEEKuQYmu7Sw471jv3r2JiGjatGmKe9iwIcci6+DgQLNnz+bV4MtkMurduzeJRKDopc5q34wSD877CLLKeHp60o8//khHjx6l6OhoGjBgAK+VimFAo4bVppP7wunIroq0ZoELNQ43jLVRyWxLpVIKCwtTO25sbEzdu3enmJgYnfeqcgUpLZnpSJeOeNK14170xyoX+rwBd46mpqasJUEmk9G4ceMK5a5mYmJCWVlZ9Ouvv5Kn5/uK1wEBAbRmzRqOy879+/epTZs2PPdXMYcGDRpQbm6uzn3x3LlzVKFCBY39WFpaklwup7Vr13KsxkIEvri4OLWxtm7dynuekNjAT5HKhISPCCgTErRSTk4Ode3alV1sY2JitLY9d+4cJ3e4KkNVsWJF2rhxI+8CVljKy8uj8+fP06JFi6hr166CcqxrWmh1BWCPGTNG43kSCWjHGhetm//za74UVEnGaoTEYtCds/w55FVdMV68eEFPnz7VmZtdXzg5ObGbS1hYGM2fP593M1LFOB5XECW+7lK0rDnl/Ix4hTAlfhpd/BV1SzNqVJXRhsXOlPHOLSvlhi8tmu7wUca2bFziLOj9yk8OoPA6hq8T4ebmxrpzGBsb06BBg2jmzJm850mlUjI1NSWRSERRkXaCr6FvN+53Ym1tTcHBwWpVopVZcyIiIjgxXoGBgdShQweKiIjgtJ83bx5Vq1aNRg7iV2ZcPuqllXGXSqWFqsfh4SbRmmXpn73vrY2GiJNZt24dRURE0MCBA2nRokVUp04dQecpC/9pwo41LmRtZcIyymZmZkVWFlSqVIndV7Kzs2nlypWcgnE+Pj60fPlyjtLq+++/5+23QYMGOvfJJUuW8LpGqbpiiUQiGjx4MN24cYNjwSrYR9OmTbWOp2usWrVqUWJiop67/adBZULCRwSUCQkaKTMzk1q3bk2AIuhLU2l1IqJbt25Rly5d2A9fdbGvVq0abdu2Ta/0qEIoLS2NYmNj6ccff6TGjRuTubm52gJkampK5cqVE+SLLRaLafTo0TrH3LVrl47zQUP6WdP1E+9db97c9aPV811o0oQ+7KaivDe1g43p1W0/rZv29ZMVqHw5N3ahbt++PcciYwirQnR0NOeZXb58mXr16sW5J7rOTzwjrFjW0T+LFpzYpL6pYEbrt4XF69tdmtGrs6VWl6z0RD+KCCtdBdf48NtCJ8HPvW5Nw6YLVl3DqlevzhZxfLexC0bvLy0FX0OjeoV7Psq1xczMjNq3b8+xeFpaWtK0adNIIgElnRPmFtmskeFcHC3MRVrdEZW4eMiTun/VngYOHFjkooAtW7ZUW7dv375NjRo10npOr86WWtdhZda61fOdqHv37oVyodIUnN23b1+1eebm5tJvv/1G5cqVY9t5eHjQ4sWLKTMzk3788UdB4y1evFirsktT8T5tCAkJ4aQoXbp0KXusatWqnPfs/PnzamPFxsZqrQgvFovpp59+Kjal4cdAZULCRwSUCQlq9ObNG2rcuDEBCr/BgmngiIiSk5Pp22+/1ZiOr3bt2hQTEyM4NaouksvllJiYSOvWraMBAwZQlSpVNGqdbG1tydPTU+8AOl9fXzp37hzvPJ4/f87bF8MospkE+huRmSnDbipt2rRRu0+VK0jpz99cKPfR+80p5YYvzYuyp5kzJtCrV69o8ODBamPMnTuX5HK5oPR6unDp0iUC3vvfu7q6Ck6tKBJBMPPz8ELR5lmnhvDg8CUzS5dLVkkhuKpMq4CgRNotP61uPqURfbsJY7BTbviSmWnpca1SQiKRkKuzJaXd4k8Fe+uUt874jKIipJpM8Df06yzFNySTyahv374sY/nDDz9QcHCwXjERw77hz+SWnxxA3/TQzEwWBjVr1qRVq1ax8WRExHHpUQXDgG6d0q3syHscQLmP/MnLXUJDhgzRez4jR45UC5TesWOH1n0mLy+PoqOjqWLFimx7V1dXrZWpNSEyMpLT56JFi6h9+/a0fft2XqWZqampRo8BuVzOKuPatm3LBiUX5J0yMjI07ltKBAYG0pkzZ3j320+dDCUkvC9BWUZlVEKUlpaGFi1a4OTJk3BycsKBAwdQuXJl9virV68wZ84czJ07F5mZmZxzGzRogAkTJqBhw4ZgGKZQ42dnZ+P8+fM4ceIETp48iRMnTuDp06ecNmKxGJaWlsjLy8Pr168BACkpKUhJSQEAyGQyVK1aFcHBwahevToOHjyI6OhotbEcHR0RHx8PGxsb3nnZ29sjICAAt27d0tqG6H2lUwUpqnzu3LkTrVq1wu7du5WCKS5dy0Hrnslwc5Eg0M8IObmE85eykfGWAEThbPw1XL58WW2MmTNngmEYBAUFIT09HZmZmXj79i3v/AuS8pnm5OQAAKeqJh/J5UBmphwmJvxF4d9m6q6I6+fnh8TERK3H4y9m4enzPDg58C+He/a/4W3zKdLQftYQi3V/bxbmIvTtZoUp81JKaFZFo03bX2PGeHvYWIt1tvvt9/R330zpory8PDx+ko5pC8SYPs4eRKR1TZww4wWKs3C0hTn/d8q2NVO0zc7OxsqVK9nfrays0LFjR0gkEqSnp2PLli24ceOGzr76dLUUNGbvrpZYtu4VbGxskJqaKuic1q1bw8bGBjdu3EBCQgK7jp09exZnz54FANjY2EAqlartH0qqW9MYvl66K4MzjKI6edf2Fpi+4Bet7WQymcZKxNeuXUN8fDwcHR3ZOdauXVtrP2KxGF26dEGnTp2wY8cOREVF4eLFi3qtz8rrB4CNGzdi8ODBAAAHBwdcvHgR69evR2RkpMb70r9/fzRv3lztd4Zh8P333yMqKgp+fn5o1KgRMjMzIZPJ2DYJCQn46quvcP36dY3zMjExwblz59Sqb5dREaioUkYZyiwJ+tCzZ8/YPMoeHh5048YN9lhmZibNnTuXk8FCiWbNmtGxY8cKPebOnTtp1KhRFBoaSjKZet57qVSqtZCRqakp1a1blwYPHkxr1qyhixcvcgK/iIh+++23AhokheaxcuXKes21R48egjQ5Rc2koS+UFguGYUos9/gfq7THYahiwZSiF2uaMFx3her85AC6dtyrWLWxBVGagpjf3BFWuOzCQc0a1dKK1s3MKPuBv9qzV/7/wkFPsrIsPc9BGyaPsuVYDJXIvO9PAwyoRdcGfeJ6lEUfDQEhRSPzkwPo9Z3y5ObGLR7JF6Mwffp0dl3Oy8ujSZMmEaBfzEDH/5kLtrAsnMa/jg0cOFDjvAcMGMBJB3rw4EHBe45cLqc///xT476oC/b29jR//nyOCxfDMPTPP/+wbsSaEBISonUuW7ZsIQDUunVrtWO3bt3izQrn5eWl1377KVOZu9FHBJQJCURE9PDhQzbrgb+/P927d4+IFAvwmjVrNFYcbtOmDZ09e1bwGPn5+XTlyhVavnw59erViwICAjQuJtrcXszNzSksLIyGDh1K69atoytXrvCWrSciunz5Mmfx3LZtGwEKn119aP78+byL8y+//EJyuVzvRd1QEDKulZVVoVIpqqJ+HRNexiPnoT+VDyh60KxEAtq1zlXrOE8u+1Cl8iWftrRy5coG71Nfv2djY0Ywo3Mv3vuDvJP6XHvBAnGN6pnQ6X0enOvIuOdHK3925BQhK+3w9pDQ1LF2FLPRlXavd6UxQ23U0p7qgoWFBY0cOZKGDRtWqPEvHAzkcatRfMcVtBS3U4W1tTUFBATwuq6k3PAV9F7mPK5FGzdupI0bN7LvAd8cVIN/iYhevnxJRkZGJBKJ6MqVKzR16lStPvFKfN5AeLxTVCS/8LRkyRI6e/asRt9/f39/dj7du3fXa98hIp2CT/ny5SkqKoqqVKnCO0dVIcbJyYl27dpFY8eOZYORJRIJ3b17V+Mczp07R4AiEUlBSk5OJg8PD51jly9fXu/r/lSpTEj4iIAyIYHu3LnD+rhXqlSJHj9+zGowNBWe6dy5M/3777+8/b5584YOHjxIU6ZMoebNm2u0QmiDpaUlNWjQgH744QfauHEjXb9+vdAB0Hl5edSgQQOKiIigpKQkksvlbIq31NRUwf0cP36cAPXsDiwj4O1NRIrA6pKoamsI+Pj40JUrVzg+sEKhWuxKyWQo/8195K+WsaUokEjUg8PTE/3o11mO5OUuLJaiuBBc1Zya1DelGlVlJBIVPlOLsbGx4LgQVby4JowZ+2ev7k28NKPqZ1Lq1MqcWjU1I1ubkhUOlBmF+ODj40M7d+4kPz+/D36/CuKLRmYarRmq3+ymX9/n7q9RowbNmDGDAIVVuV+/fhQcHKxXDRHVlKu6sHq+IuGA6rv/8OFDWr58udbU0wDojz/+4NTaUVYOVhb6zM3NpTFjxmhlsGUyhp5d0f3tKIOXq1XmV75EREQQEdGOHTt0tnN1ddVr/zpy5Ajv+zl27FhKTk6mDh068M5TJBLRxIkTOWM8ePCATYghFovpxx9/pPT0dE6b9PT0d/dNpnEvzsjIoKlTp2r9XqpVq6bXdX/KVCYkfETAf1xIuHr1KmslqFmzJr148YKOHj2qptFjGIZ69OjBVp7URA8ePKDNmzfTkCFDKDg4WLBW1MbGhiIiImjUqFG0efNmunXrlsEzIhUkpdXk4sWLep23c+dOio+PJ0tLS7XrGzBgABERbd68+YMzBUIhFouLZFXo0NKcTsZwNb0HtrpRk/rFUwhOGRxezs+ITD9wLYBOrczpfBw3vePt09707deFcyHRZK0TggVThBXoG9S7+F1bShPEYjFNmDCBli1bVqwF8kxMTCgqKooyMjKoU6dOH/y6taFnJwutLkA717qQiQlDdevWpdjYWJLL5RQbG0vAe+aXSJGy8/Tp05wsPNrW+dAQY53WRiUDXr2KOgNubGxM1apVo8jISNq+fbtWq4CpqSm1bt2aVq5cyabcrFWrFrVq1YpGjx5Nubm5nKxtBTFxhC1nLpoQt82N994qkZycrLXSsCri4+N595r09HSaMmWKxvs7ZcoUOnToEJtgRPkeCnnPHRwc6M2bN2rjFbSUOzg40IIFCygrK4ttoyzapvQ00ETr16/XOG7dunX12Wo/aSoTEj4i4D8sJJw7d47NBhQeHk4nT56k0NBQzoctFoupX79+bBpAJeXm5lJ8fDz98ssv1LlzZ3JxcRG0iNrb21PTpk1pzJgxtHXrVrpz545BsiDpS8oia7t27Sp0H3v37uVoDaOjo4mI2NoS/yV4uksoqJKMXJ1LbwYdGxsbjlbRx8eH1T7KZDK9tPg/DNSduWXxjKLHYgiFr5cRbxade/HeZGHOr4EP9DeiscNsaM4kexo5yOaDW2lKAkVJKVy+fHk6d+4c5efnU+/evYt1npaWljR16lSdPuV8cHeV0ORRtnRslzudifWgjUucqUFdbupRExMT8vf3p/LlyxOgcJWJioqiFStW0M6dOzkFKkNCQignJ4d69OihkZlVrUFQ0NqYnxxAG1dECJq3TCZj+9eWrQhQjxVSWkhFIpFazQlAkb56+xoPrd/NpSOeemUFq1q1Kp04cYK3nS5rwqtXr2jKlCk6K6SrMvknT57kLRpaEGPGjFEb98yZMxrbent70/r16yk/P5+tLn3gwAGNc8/NzWXv+bhx46hz585sP02aNCn0XvupUZmQ8BEBn7CQkJ+fT8e2n6LRTaOorW1Pamvbk0Z9/hMd3XaKjh07zmpnwsPDORoJQGH6HThwID18+JCIiFJTU2nv3r00duxYCgkJEayxaN68OU2YMIF27NjBuvqUBvrmm28IeG+a1pe2bt1KYWH1aM+On2jyKFuaPdGeHt6aRTlZzzTWbShD6cOMGTNo48aNbNCkagEtXahcQcqjIVX83qqpWbHOXxUN6ppo9QG/G+/N62tubSXSWBQw95E/rf3FqVAVnJVVxouKVq1aUVBQkMHuVb169dQspRKJhBwcFIIdX8EpTSiMmxgfzMzM6OXLl2pJG4qyviiFYkPB3NycAgMDqU6dOlrdejr+z1wtruTEHndq3Uz799GhQwcKDw/njSsAQO3bt6cWLVpoTW4BgLp06aI2v+HDh1NoaCiJRKAeHS3o1F6VOT5tQHG7OrFV7wHoZNpVoWseSgQEBGjcV44cOcLrlluuXDm185RBxUIhEono1q1bnD5evXql85wqVapQkyZNCFDEX2iiFStWEKBQwCgtEGfOnKGvvvqK/vrrr0LttZ8ilQkJHxHwiQoJuTm5NLnDbGrMdNCIauJ6xIAhFxcXjg+1kZERDRo0iE6ePEmrVq2i9u3bq2We0ARHR0dq2bIlTZo0iXbt2sUpxFIaaerUqQQo8lgXhtq3qam28eUnB1D2wwo0cYQtp3JpYGAgzZ8/n86ePWvQDdrQkEgkvMFnZQD9OstRkHtP7BbhbgqGgKO9mMYMtaH4/R6UeMabTuxxp4G9rHgtCMbGDP3zjkEqKPgo/47Z6Cooe5S7q4RmjLejRxcVxbvSE/1o/WInqhkkLJDf0dGRIiMjOYx6//79ixTjU/BcJycn6t+/PwHq8QYSiYRWrlxJ8fHxhRIWCoNatWppVbocOnSInJ0VsQJTp04ttNtUgwYNWEGmYGBt+/bt6eDBg9SvXz8qV66c1usueB/1fSZ+3kYUUk1GPp4SMjMz0ylYMQxDYWFhNGbMGFqzZg2NHz+e6tevr9XfXSqVUsWKFXnrCRgZGVHjxo2pe/furEtrfHw89ezZ810WPYbMzRiNsXi65mpiYiIorktpzbCwsNC4ryxatIi3j44dO3LOefnypd71gQBFjaCCpHzX+PD999+rnZuRkcG6TG7atKlQ++p/hcqEhI8I+ESFhF+/X6NVQIhg2lNjpgOVw3ttmjKzSOXKlXm1qfb29tS8eXOKioqivXv30pMnTz705epNGzZsIADUqVMnvc/NenuPHl7w0alN/vknFwoODiZAobG+du0a1a5du1AbfHFCn6JsRc2IxN1YFdWU50yyp8UzHOiHgdZ6ZXsxJMzMzPTSzt44qbuKrBI5D/05wqJ+96fk4i0G9rLiCd5UvONtm+u2jIRUk9FzLUHUuY/8qd9XwgLZg4KCyNLScEHvgOI918TEffHFFxo1t6qMsr29PatUKA6cOHGCpk2bpvFYjx49WJfG69ev07lz5/R+N5RZZcaPH6/xeP369dXWuKtXr7IMtzahQSQSkZeXF/3vf/+jadOm0YIFCwpVlVgolIx4WFhYkSw3DMNQ7dq1aerUqfTvv/+y1u2nT59SVFSUYNdZVSgzFsXExAgWLh0cHKhly5Y0ceJEVrGWn59P06ZN0/mMp06dyj4nuVwuKKuRJri5uak99/r16+s8R2lN0VTdWvmNBAcHF3tM4cdOZULCRwR8gkJCespramHaVauQoERDtCUJdC9otra21LBhQ4qKiqLY2FhOJcuPmY4dO0aAQounLyXf6MvDVCn+3b5VEQj22WefsalJtZnkNaXNKwnok3HKUPgsUEqXjniq3besJH+aPs6u0Iy1PigKE34vXneVVlUYGQnv18LCgn788UcCFJrf5ORk8vb2LvZ7ce5v9WehCX9Faw+strIU0ZPLPjrPz33kT6Eh/K4YRYG9vb3Ge7Zs2TIiIvr333+VGzQH5cqVo2HDhmlkPtu3b88mOjAECqYpzsjIoKysLE4wsOp7qlwzlJVqx40bp/eYc+bMoaysLI2Zl7S5vijrvYwaNYqdsy6XG6VGXdc8IiMji02QEIlEgmokFGzj5eVFgwcPptjYWMrKyqK3b98Wyop06tQpIuImrnBwcKDffvuNvWYfHx+dc3R2dqZmzZrpVFrs2bOHiIiuX7+uFkMoFNWrV1fLXkRErIVNEzp37kxHjx4lQGEdV6Vnz56xVp64uDi999T/GhlKSBBeJrGMykiF/tkVj+zMHN52YkYMR7ixf1taWiIkJASjR4/GgQMHkJKSgpcvX+LgwYMYP348Pv/8c9jb2xfn1EuMvLy8AAD379/X67x5P0+FpeyozjbKwqqV/a8BAK5cuYLs7Gz06dMHlpaaq5B+/vnnha5SXRQSWuFU19z0mbePpwQHt7ujYjmZ2jGJBBg12BZzJhX/O0YKBUGh6MbtXEHt7tzPRa6wpgCAjIwMZGRkAAByc3PRvHlz3Lt3DxYWFoWZpiBiGKByBamgtpXKqz8zJfXoZAkHO91VsUUiBsP681c3Lwrl5+fj3r17AABTU1OIRIpt9JtvvsGkSZNQsWJFJCQkwNbWlnPezZs3sXbtWpibm6v1uW3bNly7ds1gc1RW5lV+N6tXr0Zubi4WLlzItnFxcQGgeE/l78oxt2nTBqtXr0andp9h5gR7rJrnhJkT7FG9ivbnoqQRI0ZgyZIliIiIUDuWnJys8Rzl2rB48WJkZ2ejb9++MDJSVCjetm0bNm3ahHbt2sHd3R0ikQhEhMzMTK1z8Pf3R1RUFKpWrco7X1WysbFBhw4d0K9fPzRo0AC+vr6wtLRUW3fkcjl7r3SRXC6HSCSChYUFjIyMcP/+fSxatAhNmzaFjY0NqlevjlwdH65YDLRqaobfVzjj2C53xGx0Rd9ullj4y0wAQOfOnTF06FCIRCI8f/4c9+/fx9ChQwEAd+/eZavdV6hQAdHR0RgxYgQaNmwIKysrPHnyBPv27cObN9qrx1tYWGD06NGoXLkyTpw4AbFYDB8fH9StW5f32pVUp04djetK+fLlNbYPDQ1FdHQ0qlevDgC4c+cO8vLy2ONTpkzB69ev0axZMzRq1EjwPMqoaMQUZSMrI2HEMExC9erVqyckJHzoqRiMts7ZheWj1gtq+9TiPtzq2iE0NBSVKlWCn58f/Pz8PvnS6Xl5eTA2NkZ+fj6ysrI45eU1UW5uLr799lucObkO5+O8BI3xV1wGWn71GAAQGBiIrl27YvLkyRo3Mm9vb7x+/RovX75kf7OyFCEizBQWZgwePM7D4ZOZ0LUHKhkiIRulLpJIgFZNzRFUSQa5nHA6IQuxh9+CiNHIXDdu3Bh///231v5MTU3x9u1bAMCaBU7o0UmzoAQomCKGYVCuzj0k3tODwy5B6vg/c2xe7sLOVRuNmfoCsxYJE8I+JGUl+cPIiF/Qe/AoF9417mk8dvRPd4SGmOg8n4iQnw9Y+iciO7t497bAwEAcOHAAd+/eRf369dnfw4/1pkoAACAASURBVMPDUbt2bcyaNQsA990sCTIyMoKVlRVevHjB+V0qlSIsLAyHDh3S+v3a2YqwaYkLGtdXX5sPHMlA14FPkJKq/dsPCgrC27dvcfPmTbVjOTk5rACgpDp16uDUqVMAgNatW6Nhw4YYNmwYqlWrhoSEBM67L5fLcfToUWzatAlbt25FWlqaxjmYmJjAxMQEKSkpGo9bWloiPT0dNWvWRFpaGh49esQ+H5lMBjs7OwBASkoKsrKytF5rcZGzoxi71rsiuIqx2rGsHAuYuKwFY6QQArZs2YKuXbtCLpdjypQpmDVrFtLT0+Hi4oLk5GRIpVJkZWWx91Eul+PAgQNo0aIF8vPzAQDGxsY6rzMoKAjDhg1DREQE2rRpg4J8jFQqxZw5c9CrVy+IRCKIRCJIJBK1Z62kvXv3okWLFuzfwcHBuHLlCrKysrB582Z07twZbm5uePz4MRITE+Hr64vExERUqFABeXl5uHDhAqpUqaLfTf0PUnBwMM6dO3eOiIKL1FFRTRFl+G+6G/21+iCvq5ESrlA3zQOKFG3h4eHUu3dvmjp1Km3ZsoUSEhIoLS3tQ1+ewcjLy4sAqGV5KEjPnz+nhg0bEgCqWE4q2NXkz9/0920FFIGkC6Y4UHoiN63lnbPe1KuzYX21C6J1MzN6cF7dbSTxjC/Vr8Of+UcXrCxFlHHPT2eVZiWmj+OvcPqhIBaDDu901xmTcu24F1lZfhwVgf/+w03Q+7xxifagRk3uY9pgb1f8sScikYisra3JwcFBULaZkgLDMKzLTp06dQhQuEjxub/JZAybKEFbcPnpfR4kk6n34+npSaNGjaLt27dr7b9g3vu0tDT2vnl7e1NERATrgrN9+3ad6+WDBw/UXIr0dTGaOXMmESkKYUZHR7OZpwr7Lmj73djYWJCLEgCSShlKOKD7PU+9FUhDBnegH374gWbNmsVx32nTpo1an0oXMiJFfEFYWBh7rEOHDpSfn0+3b9+mfv36FclNq0+fPpzCc7qeHcMwJJFIaMqUKZSXl0dLly4lQOESm5SUxMYt7Nu3j4iITXPas2dP3v7LSEGGcjcqsySUAH2KloT0l6/xpcc3yMnSroklIhBDqPadHzz93JGYmIjbt2/j9u3buHv3rk5zq4ODA/z8/ODv78+Bn58f7OzsitVt5uHDh4iJicGXX36p1XVHKNWvXx9Hjx7F33//rdEMDwDnz59H27ZtWbckIyMg6ZwPHO11u1YAwPgZqZi5MEUvzb5UymDvJlc0DNVuyYmc8gKzFwvXUMtkMsjlcp3PFFCY0LetdoFIpPn5ZecQPu/0EMdPF06DV62yDPH7PQW1jTmQgVY9HhdqnJIgSwsRNix2RosmZmrHzpzPQoc+yXiUnKfhzNJHHVqaY8sK7ZYR5e/hrR/gxBnNz/7vP9x0vrNKysqSw7pcol5uWJ86mZmZsW5m2qjfV5ZYOtuJt6/+PzzFqk3p7N8ikQijR4/GtGnTMHDgQCxdulTjeYMGDcKiRYsAKKwKTZs2xeHDh9Xa+fv748aNG6zVUhs1bNiQc/6///4LFxcXbNiwAbNnz8bjx7q/balUimXLlqFbt24wMjLC48eP4e/vr9OdSRPVCrbB8SPr8fZtLhIuEc6cvYmEhAScO3cOiYmJau0ZRrO1FAC6trPA+sXOvGPOX56KHya+4G0HAH5+fmjbti2cnJxw69YtLF++HADg4eGBCxcuQCwWY9KkSVi4cCHy8/NhZ2eHadOmoVGjRjh37hwSEhKQkJCAs2fPIj09XedYvr6+2L59O6+716FDh+Do6IjPPvsMgOL7b926NXbv3o1uXeqhewcJ7CwT4eXpBsbIH116bcPxM3LcvHkTnp7C1vf/OhnKklAmJJQAfYpCAgAsHroaOxf+pbPNA7qNG7iAxo0bY9GiRQgMDASg8Ot98OABKzTcvn2bFSISExN1LtRWVlZqgoPy/87OzkUWIHr27Il169bB29sbv/32G8LDwwvdV/fu3bFhwwasWrUKvXv3VjseHR2NPn36qF1vVKQdxg61VWuvSlnZBK/gu3jxMl+vOQ37xhpzJznoZNiIgAr17uP2XWGcVkBAAOrXr4+VK1dqbSMWA3fOeMPdVbMZWkkXLmcjuEmSoHELUqXyUlw85CWo7c6/3qB9b82+0qWJgirJ0LWdBZwdxUhNk+OPPa9x7JTh3CB0MS2G6oNhgPWLnPFlO+2xD3yMT5+ullg+l5+JXb81Hb2GPOVtV0ZcOr3PAzWqqru4FKRb90xQKewq8vLyYGRkxCoGnJyckJGRodXXXSwW49KlS7CxscHnn3+OS5cuaWw3f/581r9eF23ZsgVdunQBADRq1AhxcXHssbCwMBw/fpy3D0DhnlS7dm3Uq1cPz549w7Jly7S2DQgIQFJSErKzsxFW2xgzxjugdrDqPZMCJv8DYzEajMgaqampuHDhAstonzt3TqMrlpJit7ihcTi/IJyda4xfNnXF06fP8PTpUzx58gTXrl3jxH5UKi/FNz2sUCPIGAwDJFzMwrJ1r/Dv1fexhAzDgGEYVslUrlw5NG3aFF5eXnBycoKzszOcnJzg5OSE7du3Y+DAgbxzA4Djx48jNDRUUFslPXv2DPOnB2PyCGOIxer70pXbzqgUuh8Mw/+OllGZkPBR0acqJOTm5CKq08/4Z1e8xuO1WlSHWzMbjJswFqmpqTAyMsKIESMwfvx4nfEIcrkcycnJHMFBFa9fv9Z6rqmpqZoFQvm3u7s7xGIx73XVrFkT8fGKa2IYBsOHD8eUKVNgbKz/4jR+/HhMnToVEydOxKRJk9jf8/LyMGbMGMyZM0fjeWamDOK2uaNmkPYx+wx7CrF5R6xatUqvOd046QV/H/5A0p+XpmLkZGHaKiHUqqkZdqx11dlGKbjUaZ6EM+eztbYTiUQwMzNTexeMjID7CT5wcuC3wgyb8BwLV2r2a/4YiWGA8gFSWJgxeJich8dP9BMei5tEImD897YY3Nsadrbvv8Pkp3mYtTgVv6zQ/SxMTRj8e9gLPp7ahczsHELtL5I4jJAmiggzQa8ulvD2MMLbt4SYuAys+z0daa+KFmujNmeVeASxWAypVMoqBCQSieBA2JKgV7f9YG7Gn8vk9Rs5rAMUGnJHR0fk5+dz4px0kVQqRW5urk6B8sGDB3B3d+ft69SpU6hTpw5q1arFxjUoycfHhw0u10YSiQS2trZ49uyZoLkDCoupjY0NgiqmY8caV0iljGZli8QfjO0mMCJrtT6++uorbNy4UWP/1094IcBXWJA/45gARsQVuhcsWIBhw4Zh2lg7jP5Os5Lp56WpmLkYSEtL4wQGG5KioqIwfvx4vc6hzL2gV8M0H1PeY+PWEFnPNsQUP3kylJDAv5OWURlpISOpESZuG4Hj289gz9JY/HviGnKyc2DtaY5hsweiXvtaEIvF6Ni5AyIjI7Fq1SpMnz4dGzduxIIFC9C6dWuNmmyRSAQ3Nze4ublxAgIBxWLx4sULNcFBKUy8fPkSly5d0qilkkql8PX11ShEeHt7s4FWt2/f5ow3d+5c/PXXX1i/fj2beUEoactw1K1bN2zf/jvK+RlBImZw90EuMjPfb5wZbwlNOj7CnEn26NbeAibG7zfvXPLE7zFuWLtlHezt/9RrPk4OYkECAgDUrWlYjU2VivwZUpTvQ1AlmZqQ0KlTJ4SEhMDLywseHh6YMWMGdu7cyWmTmwus2PAK47+30znOmww51v2u23Sui8Ri4ItGZqhQTorcPMKRk5k4f0m7UFOcxDDAwF5WGNLXmsNg7D+cgaifU3DybMkHX2oiuRz4aW4KZi1ORaNQE9jaiPH0eT4OnXgLbbyKMqMNAERv3on2vbtj+xpbeHuoCwqZWXJ0HfBEp4BgaSHC1pUuatraxvVNMWmELTr3f4IDR/QLMpZKpcjJUYxpbm4OExMTPH/+HAA4Acv5+fkci6FIJCo2Jq0wlJsrTGGYk/O+nT4MtuJc/ox43t7eEIvFbPCrVCqFTCaDiYkJjI2NYWZmBjMzM7avu3fvYuzYsbC2toatrS1sbGzw5MkTrf3b2NggNTUV3bp1w9q1a/H8+XMsXboUM2bM0Blgbm1tjbS0NKSlPcVvC30glSrWKo2W67zboNfzwVhNUjvk4eGhdYzXGUIFRgZg1NfToUOHoop/POoHn9YovBARhg+wQUrqS0z/JQ+Ojo4YO3Ys6tWrh6dPn7JWCU3/1xYIron43E4LEhGBMhZpPc5eR9afoLzvwEjKXI5KisqEhDIqEonFYtTvWAf1O9bBmjVr0Lt3b3Sv3x31O71PlWZvb4+VK1eib9+++Pbbb1kf/ObNm+OXX36Bn5+f4PEYhoGDgwMcHBxQp04dteOpqalITEzkWCCU/09OTsb169dx/fp1jdfh5eUFLy8vjVkzrl69ilq1amHixImIjIyERCLs01H6T6oKCSR/i7pVEvDzWB+4OCn6ef1Gjg1/pGPq/BQkP81nf/vm/+xdZXgUVxd+ZyWbjbuHkBCCJVCkSHALVijubvnQ0pbiUKBQrDhFiluBFgoUp1Dci7sESIgQ4iQQ3Tnfj2WHnazNJht03+c5T7Iz1+bu7L33+MgXGDs9EXVryOHuZo/rt5JRsmx13Lp1CwA0IpgYggBFilpZ0/p9sEZoLRVahOB//PEH/vjjD4N1Zy5OQYNaVgj9kh8JR7VpKhSE/t/GI+1lwSS47VrYYN5UFw2zqXP/ZaLft/GCw5eaAgwDrFmgGc2JiBBWzxr1a1qhy//isHO/fnt0IfD19cWzZ8+4DVtdGuzq6sodjA0hK4uw/6iwgzjLshCLxVAoFBg4cCDi41/iiwYZ6NHBFr062cHbQ4K0dBa7DmRgxYY0REXrP3T/sdIDjepYaT1A2duJsXOdJ2q1jMa1W8IZPvWDb0ZGhoa5jZWcQa1qcthYixAZnYvL17M16pkKUqkU9evXR9OmTTFy5EiwLGsweo0Kx85kom0LzfCs+XH8nJLRYRgGYrEYe/fuBRFh/PjxuHLlSqGfQaFQQKFQCJ6fFy9eYMaMGYLbV4Vd3bBhA6KionDr1i3eu1u6dGlkZ2fjyZMnvHqqfaFjSxu4OAlYSLN2gmxHghHx51SXuVFISAiu3QEqhQhg6i1qg2E0hT1EWahb5R5A2pkX1bUfhjiClXfH2LFTYW9vb7g/KKN56TOVUkdOTg7no5aTk8OR6rP69dzcXFgwD1HJ/5HhhgFQ5i4wtsMFlTWj8DCbG70DfKrmRvlx+PBhNGnSRMM+VB0KhQLLli3DhAkTkJaWBplMhrFjx2L06NEFMucxBhkZGXj8+LGGCVNERASioqIE22X7+vpi+/btqFq1qsGy9+7dQ5kyZVCiRAk8evQIxGaATe4FJk+7PW50bC7qtYnGkyjNw05+u2+RSGS0qYJYDDy7KswcZ83vaRjwvXGSQn2oX1OOI9v1mxGoDm8hdSNx50HBD1HWVgymj3VB7852sLV5q4W5dC0LE2cmGS0tVqFzaxtsXuapc9yJyQrU/OqZYF+OwqJ3JzusXuCu078EAF5nsgj48ikSBPquBJe2wJC+DmjVxBq2NiI8i83D45jymLXoCU6fvWXK4b9T1Kkhx7G/fPTOFQBs35OOTgN1S6KFQiZjMHWUM/p3s4OD/dtD5c272fhxdhJ2H3zLuKkYIVNAJBLh6dOnqFWrFqKidPv2dOvWjWf2Ui9UjqM7dM8PkZIpbdA2GifOvdWIjBs3Dj/99BNYlkViYiLEYjHatWuHU6dOGT12mUyGo0ePIikpCcnJyUhOTkZqairS0tKQlpaG9PR0jhFLSEjAw4cPYWFhAUdHR+7QmZeXh5ycnEL72ejCqnlu6NNF2MGacdwIRlaNd61du3b466+/4OrqirCwMISFhcHJyQn9+/eHRJSE+2f9eJpj7e2uBiOrrXGdsg6AUg37cwDAnhN1cO2er9ZDu7b/L168aFTOG2Pmv2WYNXat12+KykHeHiL7nwW3/bnC7JPwEeFzYRJu3bqFkJAQlC5d2mBioPj4ePzwww/YuFGZayEgIACLFy9G8+bN38VQNaCSHK1atQpz5841WF4Vu9kQXr9+DWtr67e2yOmTgEz90vALV7IQ2uKZ3r5nz56Na9euYdq0aQbHkB+GnKJVh4RqTaPw33XTmtDcOumHMiX1mzsdP/saDdvFmKQ/G2sGoV/KYSVnEPE0FzfvFpzxkMsZPLviD0cH/VLEvw9moE2fd+MQ/d9hX1QMMcxcj/s5EbMWG97ge3eyw4pf3CCRaB4So2Nz0bRLLO4Wgnl7n1izwB29OumPVkakzLPgHvy4UP4JUimwd5N+J9T8UYJMBYlEgtjYWLRq1UrDVl8dDRs21BDmzJ7kgu8H6U5Gl8l0hav/bGRmZvKclgMDAzF8+HD06dOHSxbn4OCAtLQ0re04ODjA1dUVDx8+5F13dnYWrB3V55NQtWpVXLp0SVA7UqkUzZo1Q7FixfD8+XOcPHlSrxnVukXu6NFBWNQ7xnEtGBnfgTcjIwPR0dEICgpCTk4OOnXqhL///pu7P3NqY4wcEA0GedxarGLQAADWQyHSIUmnV2tA6TMFje1d5FixsLCAhYUFZzam7bNUKsWXXxDmTxLm1wKrPhDZjS3ScX8KMPskmPHBwdtbmVk5JsbwAc/d3R0bNmzgTJBu376NFi1aICQkBN27d0fNmjXh4uICV1dXODg4GAyHV1jIZDKULl3aYMhTkUgEf39/TJ8+XVC7VlZWnClG/PP7cBfp9yEgIlSrZImqFTVt8lWIiopCp06dCix5nLc8Be2/skFQCQsNqaHq8+rNaSZnEACls/WR7d6wkot4fav+T0pRYMgY02kvMl4RDh8veCIriUTC2Y13amVrkEEgIrRobA0fLwmiY4vW3tzNRYyKIZYGJeMAEFbPyiCTULOqJX6b66bTzMzHS4q9m7wQXDeS5z/zsaCYj+HtjmEYSCSAl7sEqWkFZ4aG9XPQadakwpIZbjjw7yvEPldw75lYLIaXlxesra2RkJCAlJQUo7WFeXl5GDJkCLy89EtmtWl7R01NRMTTXIwc7IgAv7fmdBFPc/DL0hT8tnEKAGVCsk2bNqFVq1aQSCR49OgRhg8fjokTJ6J///7o16+fTgYBUJruVKhQQYNJsLbWDPdbEGhjNMRiMSwtLXmhYFWMjvoh3RBu3xeqJWQAiaYprY2NDUqXLo1169Zh8ODBnJ+Kt7c3du/ejcqVK2Pfrpl4nbgQXze1gUTyhkGQVgZj3QeMZZieLoXPX40aDTHRsYzOg3v+azNnzsTJkycFtT1gwACsWLFCcKRBohzQizoAGfZ7YCwbC2rTDNPAzCSYYTI4ODhALpcjPT0d6enpWlOy50edOnVw9epVLF68GOPHj8fNmzcxevRoXhmxWAxnZ2eOafDw8MDo0aNRsWJFkz+DNu2ARCJBo0aN0LFjR7Ru3RqOjrolbdpQrFgxJCQk4GXiEbi76T94qxbV5o2sdTIJqkOr+gHWGKSksmjQLhoblnigQS2+pDMnB1iyJgVjp5suqpE6LlzJQv020VgwzRU1qrz1GWAYBkdOvsbw8S/eqU0/AJ5END/U57dyBWGO12IxUDFYVuRMgtxSj+OkRlnDTPbIQY4G/VCK+0rRqZUt1m0zvQS8qPFKsFMokKuQAtBkEoSYBSkdyR3e/K97Pi0sGPTvZo+pc5O590wVGlod9vb2KFasGMqWLYuDBw/qPXyr8OeffyI4ONhgOW1YsSENv21MQ9WKlnBxEiMrxxL/nkqCutHBy5cv0apVKzAMg7y8PCxYsAB//vknzpw5g7lz5wrSxp44cQKA8tA8adIkzJo1C/Xq1RM0RiLiYvanpqZi1apViImJQXR0NKKjozX8CQDl3ObPFWGMg62TkxOSk5Oxflsapo5y4hyXdUJWH4xYM+dBdHQ0WrRogRs3bgBQvlPjx4/HlClTuDIz5+7D6dPPYWsjgpuLGAElyuPwkS0Gx/girQycWEAkMiQ4EOHrTgvQWuxtsE0VkpOTBTMJCoXCqFDkDGMBWHcHZSzSX1ASDEgLl0DYDONgZhLMMBkYhoGXlxciIiIQGxvL5UQwBKlUiu+++w4tWrRAcHCwxsFXoVDgxYsXPBWwu7t7kTAJqo1HLBajQYMG6NixI9q0aQNnZ/3RcvTBz88Ply9fRkpyDOAmrI6VXHmoUx0Q7OzsYGVlhevXr+PFixc4e/Ys7OzscPLkSaxatQpXrlyBp6cnL062PsTFK9C4QwzKl7VAqyY2b2zPc7F1VwYSkxSoXbs2GjZsiCNHjuDMmTOC7EurV6+u17xBhf+uZ6NWy2iUL2uBSiGWYFnC+StZeBBhHHOgHlWmMNB3UBCJRBCLxcjNzX0TqcrwAe1d4XmCAhmvWEFhKx8/1T+31lYMWjS2FqSV6NzG5qNkEvYdeYWvwgw75t68m42HEdodvYVo73y8JDwpvD7Uri43WCYtLU1nxDZ9UAU3UIelJQMvdwly8wjRsXnQ/bNmcOGK0oG2R4+2oJMb4e7ujvh4fv4J1bowYsQIuLu7o2vXrjhx4oQgbbIKcrkcx48fR/369TFv3jywLIuEhATuwK9++Ff/XxWJ6P79+xgwYIDg/tRRtmxZVKlSBSzLYvPmzXrXOVV0nxeJCvy22QJD++j5TTHWYGy+410iIvzwww+YP38+px368ssvsWfPHri7v83/cffuXZw+fRoikQjpGSzSM1hY2epf51iWxcqVKzF69Ggs+dkSXdsaMIeybALGCAYBUGrb1REQEICpU6eiTJkymD17Nv7880/uuQq0Llv/D8i9D2Qf0n5f7APGcXGRJlI1QxNmJsEMk8Lb2xsRERGIiYkRzCSoUKpUKezfvx9hYXrUqVAyFYMHDy7MMHViwYIF6NixIxo1agRXV1eTtKkKg/roSTaqlhZW5+kz5QakOiDkR61atVC8eHH4+/vDzU3JeQiNLqOOG3dycOOOpor31KlTOHXqFORyOVxcXAS1LYRB0Oy74Id81YakNBGRGB12TwgkEgl3MNy+6z5aNNCfDZWIwLLA5RvGhx01VjOUnU34/a90DOyh24mSMx/7XT9z4+ggFhzNyllIZJcPEJt3pGPqaGe4Omvf9lRzVdjcGVIt/hw6y0rfzYHHx0uC0UMd0aPDW0f+h49zsHRdGpauTdUIQat+WG7evDk2btwIJycnJCUlIS8vD8WLF0f79u2xYsUKLldJfHw8fv/9d6PHlpCQgP379wNQrjvJycmCfsumSAKYkpKCoUOHol69eoLacnV1xcyZM9G7Vy8wmatBGUsA5Puti4uBcZgPRhrEXTp16hTat2/PCbqsra2xZs0adOzYUaMPVUJKFxcXrry+6FR3797FwIEDueRxe46Hon1rESxEOiIRScqAsZtq8Fnzo3jx4gAADw8PTJo0Cf369YOFhdK/bOvWrZg2bRpmz56NzZs3o3r16ka3zzASwGEBkLkT9HoTkHdHeUPkDMg7grHuBUakP8GoGUUAZXbV908AQgHsB5AM4DWAGwBGABAb0YY3gGEADgB4CiAbQBKAfwC01VGnHgDSQzNN8GyXK1WqRJ8DunTpQgBow4YNBW6je/fu+r4PGjdunAlHXPSYP38+AaDOnTvS3dN+pIgrqZcynpQgJ0cR75ktLCzI19eXnJyc9M6NmYqOLC0ZenE7wOD3t3215zsbU3FfCb24o31MebGBpIgrSft/9zLYjrUVQznRgVwdfXRwq+H2PjQSi8UEgGpVs6TUhyV486P+zCt+cePVK1OmDDEMw3328fEhR0dH7rOFhYVGXzIZQ8n3Db8niriStGy2m8mfNT+VLimlmOv+Osewd5MXSaW66ycmJpKNjY3GXIaEhNCVK1cIAG+OTEGWlpZkb29PdnZ2JJFI9JaVSCRUo0YN6tGjB02ePJnq168veDxjx44lNzdh34FMJqPY2Fje2s4qUonN2ECKtMmkSPuZ2KxjxLIK7v7r16+pRYsWvHY6d+5M2dnZWveKrKwscnFxIQBUo0YNro6vr6/WspMnT+beQXd3d/rjjz+IZVliFa+ITV9Oivh6b7/r+DrEpi8lVpFR4L0sIiKCXr9+rbcMy7IFbp/XjiKdWEUSbz7NEI5KlSoRgMtUyPPrB6FJYBjmawA7oGTJt0HJKLQEMB9ATQAdBDY1DMBoAE8AHAPwHIAfgLYAGjEMM5+IvtNR9wSA41quC8vtbgYAcM5ysbGxBW5j3rx52L9/v87kLU5OH5c0QaVJSEpKwfodTpg+KkNrOXojyVzw20skpyil5G5ubrC2tsaTJ094tsq2trbo1asXgoKCwDAMtm7dijNnznD3q1aUoWyQDLl5hFMXMnXGj3d0dERqaionRfP29oZYLNYbOvFzRVYWYfDoF9iywgMikWaSIoZhEJ+Qhx+mGK/RAZRSSoVCYVTSoqfP8tCkUwx2rvWErzffxIVhGOw9nIGugwyH83z1mnDhchZCqxo2f9m6U/v7+yFDpQ06fSEL1ZtHYfRQJ3RsZQNLSwYMw+DqzSwsXpWK9X/wM3irorSJRCIEBQXB398fVlZWuHnzJh48eMAzq2AYBt7e3oiOjsaGP9IxrL9mtl0VVO/L/mO2AEznqJ8fDAP8sdITHm66tSfNGlpj7tRADB+rPU69o6MjmjRpgh07dgAAwsLC8OTJE9y8eRNNmjTh2jElsrKyeNJzZ2dnBAYGomTJkhxlZWWhb9++CAkJwZgxY7Bq1Sr89NNPRgV0WLNmjeCEcNnZ2di7dy/PtIkR2QPWPaBNH7Rq1SoMGzaMew5fX1/s3r1br5ns7t27kZiYiPLly6NYsWI4d+4cAE1NwunTpzFw4EDu/RwwYABmzZr11l+OsQJswgHrAQD7JmqQyBkMU7gAIAEBAQbLmMocKH9+CTPeEwrLZRSWANhBuUpmA6iiaWdiTQAAIABJREFUdt0SwFkoOenOAttqC6CulutloDQmJgCV892r9+b65CJ8xs9GkzBv3jwCQL169aIzZ87QH3/8QcuWLaNnz54Z1c7atWv1SnUCAgLo5s2bRfQUpsXly5c5yRsREftqCyniymiV6u3ZUpOkUqXkTF1rULNmTRozZgzVq1dPYy7UpWYNasnpypFivDZzYwJp51pP8vbUL5HTRSKRiJMemoqMlTx6eYipX1c7+magA7VtYUMymWkll8ZQyzBreni+uMZ3d3SHNwX6S9/LmCwsGOrc2oY2L/Wgvzd40ZIZrlSlgkzgdwFaMsNVkOQ74mJxkss1514mk2l8px06dCjw87wLjZm1FUOB/lLydDftuw2APN3FFHlZ8x1R11ysmlf0WoSwelaCvtfnt/x1/qbCw8Opc+fO3Oc5c+ZQbGwslSxZ0qRjVdcYWFlZ0f/+9z86f/48JScnc2spy7L0+PFj2rBhA7Vu3VpnW+qaDyH92tjYCFrjunbtanC9f/LkCZUrV47X/pQpUwTtFY0aNSIAtHjxYho8eDDXhq2tLRERpaSkUHh4OHc9KCiIjh8/XoBdyYxPHabSJHwITELfNy/8ei33Gry5d8IE/fz2pq3v812v9+a6mUkoAHJycmj06NHUrFkzqlChAtna2mpdXPv06WNUuyzLUv369fkbXlgY1a1bl3etffv2lJWVVURPZxokJiYSALKzs+OusXkv6O7lb2j/71703z/lKTV6DFUox5+7lJQUmjNnDjk4OHDXqlSpQiKRSOscN29oRVlRmiYUqv8fXypOXh5iozbQ9032diLa9KsHZT/jm8HE3w6g4QMceGV9fHyoTp0672RcDANqXNeKhg9woEG97alcKU2zk4+FRg521HhntFHk5eJUJkj7c7Zq1YpGjhxJAQEB3LWgoKACjWf+/Pn05MkTg+WcnZ0Ftaf6vaiYGDs7O52/IVORRCKhEsWl9N9hX415zH4WSAunuZJYXPTf7cJpwpg/RVxJqlNDzpsvXSSVSqls2bJUs2ZNsrS0NOl4HRwcyNfXl/tct25d+uuvv2jx4sXUqVMn8vb21ls/ICCArl+/TmPGjBHc51dffUUTJkwgmUzGG8ehQ4fo8OHDtG3bNlqxYgXNmzePHj9+rHOdZ1mWvvnmG978VatWjV68eCFon4iIiCBAaWqVnJxMEydO5M359u3bydPTk/s8ceJEyszMLPT+ZManiU+JSdj05ofQRcs9CYBXAHIByArZz69v+vkm3/V6b65vAjAUwDgoGZeSJnzGT5ZJuH79uqCFeNmyZUa3/eDBA27hlslk9OjRIyIi+vfff8nV1ZVrWy6X08qVK039aCYDy7JkZWVFAOj+/fsUHx9POTk5tHHjRgJAHTt2JCKiSZMmcc/k4uJCRERJSUk0YsQIg5uxhQVDcTd12x2raNOvHhp1HR0di/zQVBCytmLowkFfvQfYKaPeSpzLli3LzbOZhJGQ9yYvVumrUKGc8YxQQTRQUqmUGjZsyH0ODAzkMQSqd/XIkSOFem8DAgI4+29dFB4erldi7uPjQyVKlCBra2udZerUkNPsSS7060xXGj3M0aBGz8LCghwcHMjT05O8vb0LdRBfPd9dMJPQrMGH89thGEanttHTw4kmjQqm03t86fktf3r6X3Fav8SH/tm/gFtz3xyQDFLJkiXJx8dH4/27dOmSUWv88ePHee+SjY0Nbd++3ag2xo8fTwCoR48eRES0aNEirWMODQ2lW7duGdW2GZ8fPiUm4dKbl7+yjvu33twvU4g+7KD0T2DztwP9jsvbATga0c9lHfTqU2USWJblbejaSCaT8VTGxmD27NkEgH7++WfedYVCQWPGjOEdQoKCgujevXumeCyTo0yZMhrzor7529jYUIkSJbiN0cvLixo1aiT4kNWlja3BQ0BebCBlRgaSq7P+Nh0cHGjGjBlUqlSp93pQGDfC0eDzKOJKUqlAvomPukTwfZJQkyptzq/vipo1EGaOoogrSSMHO+ptSyQSFZrZ1OZEqmseR40axZs7bb+VihUrkoeHJmMshHx9fenOnTvUpk0brfdHjhxJREpt6okTJ2jAgAEGn8vV1VUnQyGXy03uADzpeydB64IiruQ71YbJ5XLufz8/P0HvjbOzM82ZNZZunND9LGz6b8SyrNHvYXBwMKdhXbBggYHV/C0yMjKoadOmvLa6du1KOTk5guqzLEupqal048YNjhEODw+nYcOG0Zdffslr18bGhpYuXUoKhdmR1wzDMBWTULRpbIVBFb9PV4w+1XXdXmB6wCi9aFYBcAewjIju5iuSAGAMgBAAtgBcATQDcBVAOwB7mMJ6+3zCYBgGy5cvh6Wlpc4yBUlApsIPP/yAyMhIjBkzhnddJBJhxowZiIuLQ2hoKADgwYMHKFOmDLp3716gJGNFCZXzsjrUndEyMjIQERGhYjYRGxuLI0eOgGVZVKtWzWBiutAvdc+/CgzDwMKCQZV8ScHE4rchLWUyGQICArBv3z5ByfCKCiIREK4ntCfw1kEuvCe/XHa26TNFFwSq79IQDMUUZxigYogM9WvKUSpQWPx9oXBzER7O1FBZlmWNzg6cH9oy7uqax9mzZ3NzJ5fLoVAoIBKJIJW+naOrV6/CwcFBcJIudTx79gxly5bFzp07eb8RQOlkXrx4cbRu3RrOzs6oW7cuVq5cqbUdX19fLqTnrl27kJiYiPnz50Mu5zuJZ2ZmYvr06UhLS0NUVBRu3ryJ06dPY+/evdi8eTMqVKjAlbW2thaUJ2bjny/BsqT3XWQYBhevZuH2fd3vYdMGVti51hORl4sj8nJxbF/tiYa1DTu564IqyzAAREZG8t6b/POiQlJSEqoEbUS5IK23AQCUMQcbfuuqdz9Sh729PZYvXw4bGxtkZGSgVatWGD58uKC6y5cvh7OzMw4ePAhAmTTz+vXr2Lx5M+8d1IWbN2/C09MTDg4OKF++PJKSlA7GK1aswOLFi3Hp0iVe+XPnzmHQoEEQiczHETPeIQrLZbxZfJ7COEnCJrW6D95cC9TRtsp5uXoBxzbvTf2TMMJkCUrtw+M3db8u5Px8suZGKsycOVPn933w4MEi73///v08Z0dra2vauHFjkfcrFAMHDiQABs0btFFQUBD9888/eqWMv84Ubnv8VWPdphEfCnl5iAU/z+k9Pu99vEVFg/vY04Nz/LC55w/4Ussw03yHXzW2FjzPo4fp1yS8b9JnomKq9nXd8/J6Gxa2XLlyWk2hqlevzlsT0tPTeWaTKurXr59GGMm8vDzOHj0kJIQApeZEiCnSil/c9Jrs5cYEUlMdpkYSCej3ZR4634nV891JJCq6+VZ3Zq5Z1VLvc6jov8O+3HyvXbtWq++K6rv87bffaNSoUQQoTccSExMNruURERFUunRptTmS0PTp043eE86ePWvUfMTExBjdhxmfLz40TUIEgPtGkHp8TJWmQJfY0C5fOcFgGGYOgG+hZBCaE5FgESMRvQSgygxTx9i+Pzd89913PEmXCq6urmjUqFGR99+sWTMkJCRgxIgREIlEePXqFXr06IHg4GA8efKkyPs3BJUmwcfHx+i65cuXR6NGjTBhwgSt921tbQUlJSMisCzh5t0PQ9KuD59rVk11Sfqy2W5Y/LMbShS34K4REb78whK71nvhf730a1qE4Mip10hO0R8ykt5Iobfv+bBDn9JboUyRtZ8fIpEIdnZ2vJDPL1++xIQJEzS0KpcuXcKQIUOwcuVKjBw5EoMHD8batWs1pM6rV69GUFAQL2Py8ePHERcXB29vb4waNQq1a9eGQqHQm2RLhaFjX2D73iytv6nsbELfEfE4+O9rrXVnTnBBp9a2Wp+diNC7sx02LPsSX3zxhcFxGAsi4mmEu7RRajb1rQ1EhIohlrh5dRfOnTuH3r17ayT2qlKlCtq1awdAKc2fPXs2xGIxtmzZAmdnZ51tsyyLoUOHIjAwEPfu3QMAhIaG4vnz5xg3bpzRz1ejRg106tRJcHkh37UZZpgcheUyCksoIsdlKHMsEIB/AVgVcGzfvGljeSGf8ZPXJBARnThxQkP64ebmJtg+01SIiYmhKlWq8KRG/fr1o9zc3Hc6DiJlwpt9+/ZpDV0qhOzt7enly5dEpJQm1qpVS6OMt7c3VaoYxCWJ0kd7N2kmwjp69CgNHTq00JI/WxsRtWthQ/262lGzBlZ6EzQZIpEI9OyqYUdsRVxJWjRdUxpbFKSSPupzUjUVtWthY1BqmhMdSCUDCh9ydeJ3Tjr7Ul37Y2XB7PrfFRVUgyCRgHp2sKVTf/tQ2qMSlHw/gPZu8qLmDT8cJ97C+HmoIqNVqlSJqlSQ0eoFXnRitw/986c3jf/WiRrWL6/Th8fRQUQZTwyvKa+elqH69aoZNS6VRtXd3Z169uxJzZo1oy+//FJv6Ns/V3kK1nqx2RfoyZMnGonMRCIRsSxL3333HQFvf8uGNAH//PMPTyNha2tLO3fuLPT+EBcXJ9iH6vbt24Xuz4zPB5+S47JJQ6ACYPA2ktFhAPJCjG3Lm3ZGFfIZPwsmQVdug5kzZ76X8ezcuZPs7e15C/uff/5Z5P2+fPmStm3bRp07d9YICSuTyXgxtIXQyZMnubbXr1+vtUybNm1oYA87vRtn8v0AKqslhGWxYsV48wQYd+iysGDol8kulPaIf6CIue6vEabUGPpxpH6ny/fhcPmu6OgOb0GHoXlTjTdfy08iEWj9Yt1RcE7s9iFbmw8v+pWx1LRpU16IVhtrhv79S/c8r5zrRgyj2Y6zszPNmTOH9zuWyWRcZK2qVatyTtRSqZKJexeMZUHI3t6efH19yd3dXeNe3y761xN16ty6YGGVpVIpb+1ctGgRb+1xdnamzZs30+3btynmXj/B41k8fxjPqV19fYuPj6cJEyZwnxs1aqTTGTgtLY3LXQAo18UePXqYRPClUCho2LBhOufG1taWxyD++++/he7TjM8HnxKTYAel87DgZGoArACUBlAs33UGwMo3dfYDsBTQf00AIi3Xu0MZDSkbQPFCPuNnwSTkz2GgIktLS3r48OF7GZNCoaDw8HDeYluxYkWjk7sZQkJCAq1evZpatGihIRmqUKECjRgxggCQp6cnnT9/3uDmKZfLqX///gQopYCqTWzQoEFay6sSnvXtYkcvbgdobJo3jhejL4Lfjis/U6BvEw8NDdV5XywG7d3kpXfDnjFeWDx7jU3SRkRXjxbTK1GfNbHwh+QPjaRSGNQiqOj6sWIm6/frptZ0aKs3pT8uQa+flqDzB3ypX1c7srB4f4nrTEk//vgjffvtt9xnla29Pg3K2G8c33wnUmrXrp3adyTVKuGXSCScsMTPz4+7ZgzTzTAMBQcHa43W5O/vTzVq1KDKlStT6dKleTb7pqYxw/VHF1OnggoD3NzciIjo6tWr5O/vr3FfPVHYy8RDgsZy90wJXhuenp4UHR3N+W8sX76cwsLCCFAmbYuLi9O6pi9atIjHaPj5+dGNGzdMsl+cPn1aqz+KOs2bN49jMgFlPgczzBCKT4ZJIOUhujWAPAAZUEYimg3g3psfx58AmHzl6725dzzf9R/fXH8N4GcAk7VQ63x1ngKIArAVwC8AlgC48KadXAC9TfB8nzyToEoEo4saNGig4Yz3LvH06VOqUKECNx6RSERDhgwpVDi5yMhIWrBgAdWtW5d3YGAYhmrWrElz586liIgIIiLKzc3lNv3MzExeHG9tITD//PNPevXqFRfDe82aNcSyLBUrpvtQqGrHykpMPTrY07SxzvTjSCeqFyrnlVPfeAxRcHCw3vsqaaOuA63qeqXyBQtL6uQoou2rPSk3ht9+8v2A9+JIqzrsFaWDrLUVI/hwdv+s3zufg4+V1H+jAX5Syo0JNMiIPb/lT9WqfkGA0lF4+PDhvMN7pUqVeNmIVeWMGZdYrExwaOrEZIWl//W0F/we3r0yg65evaozmaYuCgsLo1atWvGu1alTh77//nsCQKVKlaLMzEw6efIk+fn5cXlTtK81yr+9OtpyIWft7Oy4g70q30WdOnW432/z5s011vWHDx/yEgFKpVKaOXOmSfav7OxsrZmihw0bxhMuBQcHU05ODm+ttrCwoOfPnxd6DGZ8HvikmARSHqRrQin9TwGQCeAmlE7HYi1l67354eRnEtYJWJjW5aszGsA/AJ696TcLSkfstQAqmOjZPnkmQT0RmC5as2bN+x4mbdmyhZdx2MHBgXbv3i24/p07d2jatGlUuXJl3rNJpVJq2rQprVixQqdkSiVZfPjwIa1YsYKrmz876IwZM7g6mzZtIgDk4eEhSANRpUoViouLoz59+ryTg8TFQ7o37fymG4Xpp7ivhIb0tacxwx2pWztbspJ/GtJtXRR1RZg/xp6Nmj4mZjJMo4YKl5K3aGxj9OH3QyF1hsVY3wZPdzFlRRlmpHJjyxKrSCEiovLlyxd4fO7u7pxJTVZWFhdBqGbNmtzYmzepRJnR9XSOZcE0X+ratQsBSg3OP//8w62lHTp00Oiza9eu3P28vDwKDw/nCQBq1apFSUlJRu0xurB161ZeskdPT0+SSCQkEokoOjqafvrpJ+7eiRMnKDMzU0MYMXjwYJOMxYxPH58ck/ApEz5xJkGhUHAHYH1Ut27d9z1UIlJK9Xv37s1bgKtWrar1cM+yLF24cIHGjBmjkVzM2tqa2rdvT5s3b6bU1FSD/dauXZsApaNweno6SaVSsrKy4m0GX375JU9ixbIsl1RHW6Kp/CSTyejp06e8kIxFRTIZI9gs5tZJw+/Hh0iVKlXSagZR1CTUH+Prpu/W1t3X15fs7Oze+/dSWJo9yUUwk9CjQ9ExCPmz/TZv3pyTYotEIho3blyB2i1IpmttpMrYrM8k69rpdtx61b59e6P7kEgk9OOPP2qsl1u3buXKMAxD48aNo5ycHGIV6ZT7ciUl3q9K2c8C6WVECdq51ot+nd+dNm/ezDEU69at47WnLphRJbds2bIlEREdOnSIHB3faibt7Ozo77//Frql6EViYiJVq/bWsVssFtOECRNozpw5vDFkZ2dT3759ucShK1eu1DpXDx48MMm4zPi0YWYSPiLCJ84kvHz5UqsJi0gkojp16lCXLl1o5MiRdPny5fc9VB4ePnzIy4QsFotp5MiRlJ2dzUX88fb25j2Tk5MT9e7dm3bv3k2vX782qr/u3bsT8Fajkp6eTllZWZSamsrFeNeWmXrZsmV6N9mgoCDq1KkTWVtbk729PS+baVGSXC7cLObuacNMQmGz9X6oVKpUKUGaNnVydhJRxMXiehmEozu8iyxGvToFBgYSYJyZmqFn+zbcgdYtcqc1C9ypfzc7srZ6t5ohYzUJ2tro1q0bFyVHRcbO0ejRo+nOnTs8x+HAwEDuN1yQbNwdOnSgx48f0549e3j182s/hZCVnKF//tTt3L13kxeFhJSiyMhI2rFjBzVs2NCo9oODgyklJYW33rEsS2vWrOE5e5cqVYry8vKIiOjo0aM8M8jGjRvT7du36cKFC9y8TZkyRWMdnTp1Kldn+fLlBCg1BfXr1+euMwxDvXv3NllEvlmzZvH8RipUqEAxMTHEsiwndNKmyVYoFDyTJ3Xq2LGjScZmxqcNM5PwERE+cSaBiOjatWt06NAhunXrFiUmJnKSrKysrPc9NINYu3Yt72CdX8Xr4+NDQ4cOpaNHjxYqjOr48eMJACc1+++//7gQqQAoNDRUa73Hjx/zxiMSiahTp06c1G7BggXUqVOnd3rIUtG9M36CDlpbV3zYITSLkgqq1fEvJuEct/PT3xu8yM723TJVMpmMgoKCNKTfxtCIcAd69VQzrGbSvQBq16JgEXIKOrdCfRLKly+twcCq1ohWrVrRli1bBPVZrFgxDSZi2LBhRKQ8FKr/htU1AcZqBRiGIV9fX2revDlvLSuoH41UqvQ9unDQl3JjAiknOpDO7PWhnh1sSSwuXNtbtmzhrXVJSUk8bUTbtm2538/48eN5zuP+/v60a9cuYlmWIiIiOEfgvn37avgPXLhwgXdYHzt2rMa4/f396datWwVe39Vx7949XiQtS0tLWrVqFXdfFS7cy8tL656yc+dOvfN28eJFk4zTjE8XZibhIyJ8BkxCfvj6KrNePn78+H0PRSdSUlJo06ZN1K5dO56tqIp8fHzo8OHDJnO4Vqm7+/TpQ4sWLSJAKUlTZfwcM2aM1npJSUlaNwrVHDdu3NiojdmQM7Ix9G24gyCzmAa13o1240MhU5l7MAyocV0rWjbbjbYs96B5U10K7AT+vmlwH/2OsDnRujP/agtFWrD5fHso3LzUcHQjded4CwsLDc0iAKpRo4agvmUyGd2+fZvGjBnD5S/44YcfeL/1nTt3ao2br8vUsCgd6HV9D6b6LgDl2qXCv//+y82vra0tbdiwgViWpe3bt/PqWFlZ0fTp0ykzM5OIlOY8Kql7WFiYhhYgNTWVMxlURXVTFwpJpVKaM2eOSdZ5hUJB//vf/3jfS1hYGL169YpXTqVVHj9+vEYbLMtS9erV9c5b/fr132sgEDM+fJiZhI+I8BkyCSobzFOnTr3vofAQFxdHy5cvpyZNmmhI9SpXrkzffPMNL4KQRCKhCRMmmKTvgwcPEqD0zVBJvUQiERfp6MCBA1rr5eTkvNODgDFkJWfo0mFfrYct1efNSz9fLcKHTu/qkGklZyj5vmZo3vykHtK1bg05bV/tSRmPlZqHh+eL09hvHMnJ0TQaFGsrho5s121Kc/l4cxKLTautWb16NREpTQ137drFJUpUR0pKioYDsC6mUyQS8STW+kglVCgKUg8GIYTUGaFJkybRqFGjuHexRo0aFBERQSzL0tatW3nj9vDwoKioKG6uMjMzqWbNmgQoTXnS0tJ4c8myLOewXLFiRQ3fOQsLC60mngXBsWPHeAnXHBwc6PDhwxrlkpOTuUhW2oRop06dEjSHR48eNcm4zfg0YWYSPiLCZ8gktG3blgDQtm3b3vdQKCIign755ReqWbMm71AkEomoXr16tHDhQoqMjOTVWbp0KS8kobu7O504caJQ47h79y4B4DnIqcYhEom0HhhUMJWfgburmEaEO9Avk13ox5FOvNwJBSVHBxHtXKuZDTUzMpAW/ORKEknRHEw+FFI3Rckft97FxYWX/ftzpV4dbQX7AFSvbMllgdZGjy8VpxLFC+YfkZ8pkkhA3drZ0vFdPpT8oATlxlYiRXI4Xbu4mPvN9e/fn65du2a0vb02+vLLLwWtFZcvXzbYlrEhU02ZU8He3p4z/alUqRJlZGTwnHMN1dU2dpFIRD/++CPl5ubStWvXqE6dOty9kJAQLsKUyiFZoVBwDIC3tzfNmjVLw6lX5XtgaWmpNUKVvb19wRf0N8jMzORldmYYhvr06aMzvPbixYsJUCZx04aFCxcKeo/37t1b6LGb8enCzCR8RITPkElQZZKcN2/eO++bZVm6fv06TZ48WUMiJ5PJ6KuvvqLVq1fTixcv9LaTmZlJbdq04dVv0KCBoEhG2pCRkaFz0a9cubLeuh4ehZPGSySg+T+5UFaUpmnF0R3e5OleePOYkgFS+mGII/08zoWG9rMnNxfTmNx8rDRgwACKiooihmFMZn70PqkwWofp45wFMwlLfnbVaQakotun/Dh7eFOShYUFbdiwgTM/7Nu3L++wd+PGDV5cf22mQYZIPUGYLqiSvnXp0kVrtubBgwdzghhTkS5Ng7op5qhRo7gD/s2bN0kmkxHDMPT8+XPauXOnoHdEFa0tPw0dOpQSExNp0KBBHOPt4uJCv/32G+Xl5dGGDRsIUApZnj9/TiNHjiRAGYlo+PDhBIBKlCjBBZS4fv26hrY4//hEIlGhzHY2btzIE+D4+fnp9WtgWZbbk3QJ0DIzM2nnzp20Y8cO+vrrr7m2v/jiC7p9+zZFRESYLCyrGZ8uzEzCR0T4DJmEGTNmEAD6/vvv30l/CoWCzpw5Q99//72G+t3W1pY6d+5M27Zt0yut14WrV6/y1NRSqZSmTZtWoHHqilbSunVrvfV0RboQSht/9dJrEnT3tB85Oryf6EJSqZTc3d2LNHvs+yArK6tPNmKTsTTpe/0hXdXpwTlhzvBFFf5VdZDs3bu3Tmnw2bNnqV69egVq39bWlg4cOKDzcJqXl8cJBc6fP0+5ubnk4lL0mcVVjGyjRo24axKJhDMlCgsLI6K39vSTJ0+mpk2bEoBCrU/qh2wVQyIWi+mbb77hmQKxLEtNmjQhQGk6pBrfxo0beZqJCRMmUHp6ukZG44CAALpz5w7H2Kme19godURE8fHxvGhRYrFYa0Sl/Lhw4QIBSuZHSFAP9dwJVapUMXqcZny+MDMJHxHhM2QSVFKfLl26FFkf2dnZdOjQIQoPD9eQtLu6ulL//v1p//79JouwNHfuXN4h39vbm86fPy+4/qFDh3RulIbej8KYrNSoYmlQMquIK0lTRjkV+UHETJ8n1apmafDQnxcbSNnPAgW9q4q4krTp16LzdXFzczOoMWRZlhdC2VhycHCgtm3b0oIFC+jq1atciM/Dhw8ToJSK7969m3r06PFOk7n9+uuvGteCgoK45z5y5AgBSqm5tqAJtWrVMmq8Y8aM4UUAK126tE5p/JMnT3jam3Xr1vFMfQAl46Cu/ZBKpTR37lyOKStRogQBb8PLxsfHC17DiZQHd3XNYOXKlXUm0MyPAQMGECBceKae2yEkJMSocZrxecPMJHxEhM+QSVBtJHXq1DFpuxkZGbR9+3bq1q0bF6lCRX5+fvTtt9/SyZMnuQ3X1EhPT6fmzZvz+m3WrBmlp6frrZedna2RjC0/PXr0SGvdvLy8QiX0WrvQXZBkNvqa/zuJu29qEpLIzxhSHQAYhqHixYtrjXxlJuPp8j/aw7mq08GtXoI1Dvt/L9qEgVWrVtV5vDZQAAAgAElEQVSreYyMjDRpf/b29tS8eXPuEJvfVEYVEamoqWrVqhrX/ve//3HPrVAotGo2RCIRMQxD9+7do3///dfoftWdflUO3vlx4cIFbl5sbW1p48aNBp8lv2OyypdCpbmMiIjQu3arcOvWLd5aI5fLacOGDYLqEin3DpVW5u7du4Lq7Nq1i+uvVKlSgvsywwwzk/ARET5DJkHlpBsYGFjotpKSkmjdunX09ddfazi8BQcH08SJE+nKlSvvNCTchQsXeOEQLSwsaO7cuTrLz5492+AmmT8cIhFRTEwM1a1blyujMoUwJsmSKvqQEDLGj0BdWqgyq6latepHYX9vbDSWoiKGYahSpUo0YsSIT87cKj+VK2VBL+4E6NQU3DtbnOrX0h2WND+tXehe5GO2sbGhiRMn0tmzZzUED+rJuQpK1tbW1KxZM14ytfz9N2rUiEtoZwoaMWIE5/ArlKpXr04sy1J8fLxGyFf1DNwqzXFKSopgx2qxWEzTpk2jzMxMmjt3LgHK30X+A7h6LgTVX23+GirK7xh89uxZGjBggIZW1s/Pjzw9PcnW1pZKliypkdxNoVBQ3759ef4MzZs3N9pMSZVBuVatWoLrXLx4kevT39/fqP7M+LxhZhI+IsJnyCSkpaWRVAry9bYmhSLT6PrR0dG0ZMkSatiwocahs3r16hqRLFiWpWPHjr3zJDPTp0/nSfz8/Pzo6tWrGuWEmAs5OTnxEuscOHCAk9ipz0GPHj3o+fPngp0mzx8QziQ4Owm3offz8zM6worqWRo2bEgXLlyg9PR03iFDeBugNs2taccaTzq7z5f2/+5F/bvZkZVcuHNtQQ7l9nYiGtTbnlb84kZLZ7lRzw62ZGn5bmPVf8wU6C+lbb95cGZFiriSlP64BK34xY1cnMXEMAw9ulRD0LvauO671fDY29tTx44dae3atRQbG6vTAVco6XPyLSqG0cLCgohIq7bAENWrV09jLZbL5RQeHs59VpkJjRs3TnC7AQEBvLVS5c8mEom4ZGvquRCaNGlCV65cMejv4+TkxAtO8dVXXxkci1gs5tU5cuQILxqdk5MTHTt2rEB7hWrO169fb7BsXl4evXz5ksckODk50dKlS2n69Om0fv16ysjIKNA4zPg8YGYSPiLCZ8YksDl3SZEykl49fWNfHFeKFMn/IzZb/wH+/v37NGPGDI0NTCKRUKNGjejXX3+l6OhojXpnz56l2rVrcxv5u04yk5aWphEesXXr1lyyHyKiS5cu0YQJEzhHP/UDgspxr0SJEpSdnU05OTk0evRojQ2sTJkyvA3qxo0b5OkupgnfOtGR7d50YrcPrfjFjapU4DMPc6e4CDp03TrpVyQHE30HFvWcFELJ21NCV45oN12JvuZfZMnGwnva08sIzWzB8bcDqFWTonGi/VTJ3VVM9WvKqU4NOdnb8Q97YfWsDL6r5w/4mjSpV0Eovxlanz59aNiwYdSrVy+jQxaLRCLq27cv5wy9aNEiiouLo23bttGQIUMoJCTEJGN2dnbmtLwFJblcTitXrqRatWoR8NY8ydramliWpdjYWEECDF9fX5JIJMQwjIa55pQpUwhQHto3bdpEoaGhBCgj/Lx8+ZKuXbsmaKx9+/bl2vzrr78Mlu/UqRMREb169YrCwsK46wzDUHh4uE5HdkO4fv06Acr9KX9itfzo1q2boChR4eHhBRqLGZ8HzEzCR0T4jJgENvMoKeLK5XNIVP0fROyr39+WZVm6fPkyjR8/nsqWLauxEbVu3Zo2bNigM9nNnTt3qHXr1hqLZ/6Mm+8Kp06d4jlQW1pa0tKlS3ll/vvvP43xvnjxgn766Sfq0qULjRs3TsMZUi6X0/Tp0yktLY2ioqJo6dKlFBYWRn27OtLrp9rNMtYvdiepVFk/qISUcmMCdZpwqK4P6WtvcGN63ySTMXT9mH7b9vjbAeTjpV0SK5VKycnJyehwnv262untM/tZoEHJNsMwZG1trTNO/KdKQuZa5V+kkg6H97SnnGjt7+vVo8XIw61gJm357fyFlHd2diYPDw9BJmpOTk4UGhqq4UwrZG4sLS1JJBKRWCzW6kybmJjIi6hjDKnm1cvLi8aMGVPg79LW1pZbj1etWqXxDLdv3xasYZHJZFShQgUCQKdPn9Z43gkTJvDa9/X1pZiYGMrIyNBrZqRO6s6+LMvyci9oo/Pnz9OqVat4v8+AgAC6d+9eofYGVUjwIUOGGCwrNFLU7NmzCzUmMz5tmIpJYEh5iDWjCMEwzOVKlSpVunz58vseSpGCFHGghCYAsnSXAYPrkWOwYct17Nq1C5GRkdw9BwcHtGzZEm3atEGTJk1gZWWltY3o6GhMnjwZa9euBcuyGvfT09NhY2NT6OcBgLy8PGRlZSE7OxvZ2dnc//n/qv+/bds2HDhwgBubo6MjWrduDWcnOUr7P4af+024u4qRnMpiz+Ec3I8siwMHT0GhUGj0zzAMRCKRxr0Wjazx90YvrWMmIjAMgxUb0jB49AsAwMjBjpg10UXnc/5z4hVa9ohFbq5x8+Pg4ICsrCxkZWXB1dUV1tbWePr0qXGNGIGeHWyxdpGHwXJzl6Vg1NREk/Rpackg6rI/nJ3EesvduJONig2jTNKnNjAMg0WLFiEyMhK//PJLkfVjShQrVgxNmzbFb7/9ZrBspUqVcOXKFe5z2SALDO5jjyb1rWElZ/A4Mhdrfn+JLbvSUapUeVy/fr1AY5JKpcg19kXPB0tLS2Rl6V7njIFIJOKtY5UqVUL+vSIhIQFTp07Fr7/+isLs2d7e3gCAmJiYArdhZWWFtWvXonHjxnBzc0NeXh48PT0RFxeH6tWr4/z584LbCg0NxdmzZ7Fo0SIMGzaMd4+IUK1aNVy6dAkA8Ouvv8Lf3x+DBw/WucZUr14dDRs2hIeHBzw8PFCrVi14eLxdLy5fvowqVaporVu5cmXk5eVx75VEIsFPP/2EMWPGCH4ebcjMzISXlxdSU1Nx7do1VKhQQW/5HTt2oH379nrLyOVyxMXFwd7evlBjM+PTReXKlXHlypUrRFS5MO1ITDUgM8yg11ugj0EAAAaEu5fHYeHC5wAAT09PtG7dGm3atEG9evUglUp11n3+/DlGjx6NrVu3IicnR2e5WbNmQSKRGDzMC7mmjQkxFikpKThzchP2/+4N/2JSAG+Zn9rV5IhPiESraAn+u67JJBCRBoMglUoxbayrzv4YhgERYUB3O8xanIzI6Dz8sjQFLxLyMPF7ZwT4vZ3jl+kKrNr8EhNmJhnNIABAamoq979YLEZSUpLxjRiBXp3tBJXr3clOg0kQi8VaGTFAeSDo3LkzDh8+jBcvXvDutW1uY5BBAIDyZWWoXtkS5y8LOzyKRCJIpVJkZ2cLKk9EKF++PM6dOyeo/PuGpaUlRo4cyTv4Ozg4cO9M/sPx1atXefXvPMjB0LEJABJ41yUSCQ4cOAAvLy/IZDLB86dCYRkEADoZhPzPJAT5y1+5cgXDhg1D166dUdwrBtER6/Dk8U0Uc8pCuVJSPI6S4Ny5cxCJRChfvrxRTENsbGyhmAwAeP36NTp16oSgoCDu91SsWDHExcVxDIJqDTIE1W9N/R1RYcmSJbh06RI3p8OGDePmqly5cpgzZw4aNGgAPz8/xMfHw8HBAadOnYJEovtYU7lyZfTs2RMbNmzQuHf16lWu/apVq2Lfvn1wcdEtWBGKHTt2IDU1FVWqVDHIIABA27ZtUa1aNVy4cEFnmSFDhpgZBDPeCcyahHeAz0WTwCY0AxQRBstlZRMm/9oabdooF0ORSCSofScnJ6SkpBR2mEZBJBLB0tISMpkMMpmM+1/fNfV7cXFxOP7vHpzd5wo/H90MUFKKAhUbRiEmLk/veCpWrIj/zm8Gkr/mNAb68OPsJEybn6z2PECtanL4eknwMp3FsTOvkfHq41kDHp4vzmNy9MGuxCO8el34Z5s62hnjRzgJKtv/23is3fpS4zrDMKhbty5KlSqFBw8e4OLFi3j16lWhx2YqmEK6rg0lSpRARIRyTfD19cWzZ8+4A+StW7fw/PlzTJ48GadPnzaq3d9//x1DhgwpsvVg165dWLJkHrycbqJqRQlEIgY3bmdj81/pSM8onOBA9fwSiQRSqRSZmZkaZQL9pfhrrSfKlZJp3Ltx3wNXHnXE7DlLcP/+fUF9FlTzwTAMJk2aBA8PD5w8eRJbtmwxWOfQoUNo3rw5FAoFGIaBg4MDJBIJkpKSwLIsrKys8Pr1a4SGhiIsLAyTJ09G+fJ8zdDu3bvRpk0bEBF69eqFLVu2cIKhgQMHYsmSJZBKpRg9ejRmz57NCQDmzp2L7777Tu/4oqOjERgYqJW5tLKywurVq9G5c2cjZ0o36tati5MnT2LFihUYOHCgoDpXr15FpUqVtN4Ti8WIioqCl5d2TbIZZgCm0ySYmYR3gM+GSXhRG2DjBZVl3G+BYSyMav+rr77Cvn37DJYbOHAg3N3dBR/q9V3TJ5USCjZjHZDxs8FyMxcnY/zPuiXxHTp0wObNm3Hx1EzUKLtRUN+rN6dh4MgXhgt+JLh6tBjKl9U8OOVHXh7Bqvgj6FAcABAu7Zz4nRMm/+AsaHw9hz7H5h3pOu+7uLigUaNG2LFjR5EcynUhwE+KAd3tUCnEEgBw4WoWVm5Kw7OYt0ypKU1oAM35LVeuHG7fvg0AsLW1xeLFizFt2jQ8evSoQO17eXkhNjZWcHmJRAILCwu8fv1abzlbW1ukvdgNShsLUDLvXsYrFj9MScBvGzUZwYLC2toaOTk53Pvg7irGxYO+8PHSZIZVgoFDx16hRbdYAMpDeFEKT2xsbLBt2zZ88cUXnLmSNqi+b2dnZ55Gcf78+ViwYAHPtFQbWrRogT179uDixYuoX78+MjMzOcYSeMtkWllZ4cCBA3j9+jWaNWsGsViMGTNmYNSoUZDL5bh16xYCAgL09jVx4kRMmzaNd61169bYunUrZDLD64tQPHjwAKVKlYK1tTXi4uJga2sruG7Pnj2xcaPmOt+tWzds2rTJZGM049OEqZiE9+7U+zkQPhPHZUViO2GhNuOrFbiPqKgo+vbbb/U6rt2+fduET1V4KBK+FjQvz67qTpj2448/clGbIu79Ljik6fI5vgV2UjQFaYvyos+R1ZCT609jnAU99651ngbHpgrnKJVK9WbOrV1dWLbgnOhAKubz4eU6+HGkE+XGaDoB50QH0veDTJegq2zZsoJzZKjn+RBSx1hH8/xkKFymOjWoJadsHU7TKurbhR+2VyqVUlBQEDVs2JBLhlZQmjFe/zuuCjTwVdi7Sa6mmn+V862xtH79eo26YrFmuWLFitGjR4+4sM+q79zDw4P++OMPysvLo969exOgXFdUyeWmT59ORERdunQhQJkfQV+Eu3379mmEXT5w4ECRrP0//PADAaB+/foZXVdXmOs7d+4UwUjN+NRgKsdlYXYeZpghAIy8jbCClgLLaYGvry/mzZuHqKgo/PTTT3B11bTNN9ZGucghULvi5SFBfssrkUiEFStWYPLkyZxpkX9QG7AQZpuf8DJYULkvvvgCANC8eXMAgEwmM2jKZAh+fn549eoVKldWCjIqV64MqVSqV3qv7x4ArNiQhqxsw/UXrkzVWUYFlT11s2bNsGjRIjRr1kxruVPns3Djjv53imEYiMUM9mz0wsAedhrf4/vCiHAHTPreGdq+SrGYwexJrujfTdi7ZAh37tzR6fORHzk5OZBIJPD09BRUx9B7oQ+WlpZ49eoVRo0aBScnw2Zjv0x2hUSs/92fOcEFVlZv/VRyc3Px4MEDHD16FC9evEDbtm2xadMmLF68GH369EH58uUhFhv2axGJgL5d9duaq36Xy+c3xPXr11GmTBmD7RYWRITFixcXqG5ISAj69++PL4JlWLPAHWmPSiAnuiTibwdg7hQXFPdVamsbN26MOnXqIDHxrS/RoEGDsHDhQoSGhkIsFmPVqlXo0qULMjMzkZqaiqpVq3KOxQsXLoSzszOOHDmC9evXa4wjIyMDDRs2RIsWLfDy5VtNkKWlJZo2bVqgZ9OHnJwcrFu3DgDQv39/o+u7u7tj0qRJvGv169d/J9+3GWao8IFsZWZ8ErD8GhD76C/D2IGx7lHorpycnDBhwgRERkZyUS+4Lgp5uDU5GGGRltIzWKj7MMrlcuzcuRMDBw7E77//jl27dimbYywhsu4KANB3dnoabYGFyy7pvO/q6sodXFS2siq737y8PDx+/LhQ5lYtW7ZUjuNNJJJly5Zx7RVUpR8dm4ceQ54jN1f54KrDo+ovwzAYPyMRx85o2nnrwt9//43GjRvjwIEDOsv0GvYcKWkKXl/aEFxahmWz3bF1hQcEnAmLFFZyBhO/VR6K9f0mJv/gjPxfs1A/IaHQ1l5eXh7i4uJM2o82BAQEwNLSErNmzUJiYiL27Nmj04G0akUZKpSTGWRKnJ3E6NHBDQBw7tw5jBs3Dr6+vgCU0dX++usvdO/eHVOmTIFEIsG+ffvw6tUrXL58GStXrsTgwYPxxRdfaHwvTo5iuAhwkgeAxPhLqFChAu7evSuovCEwDNCkvhUmfOuECd86oXlDKx6zqy+ohC6IxWKUKVMGISUjcOGgL3p1soONtbJRFycxRgx0xNWjfqhd3RKbNm3izMfKlSuHs2fPon379ujUqRPKlSuHHTt2QCwWo1SpUlz79+7dw7Vr1wAo17MFCxYAAL777jvEx78VzixfvhwuLi74999/AQAlS5bE5MmTjX4eY/D3338jISEBwcHBqFatWoHa+P7773m/nfwmUmaYUdQwMwlmmAyMyAaM4xpAXExHAUcwjqvAiE3ncCWXyzF48GA8ePAA27Ztw7x58xASEmKy9k0Cy8aCiu06kMH7TET47bffMHToUHTr1g1t27blQiMyNkMBi9paJcQAEBefh44D4tC0aVNUqFABPXv2RLt27bj7+aP4lC5dGgA4W2KFQoGtW7ciL0+/I7U+LFmyBMHBwUhKSoKdnR0WLFiAzMxMNGzYULC2x9bWlhvbtGnT0KdPH+w+mInarZ5hx950zueAYRgcO/MaX/eMxcxFSvtsuZxBzw62mDvFBXN+dEG7FjaQSICGDRti7969ePnyJQ4ePCgoSsiNOzmo+dUz7D2coZcxA5TfW7uvbPHDEEdBz1hUaN3MBg72hg+cnu4SNGtgzbtmiqheRdmeMbhz5w5EIhFHLVu21Bk+tWyQknkVImjw9cqBSCRCxYoVMX36dERFRSEuLg6DBg3iNJyJiYlYuXIlfH19ERgYiG3btqFOnToQiUS4deuWBjOSnc1nevVBItUeIrogqBcqx/2zftj/uzemjHLGlFHO2LPJGw/PF0dYPWU/BfGhKVmyJGTiR6C0cTq1M3a2Iuxa5wU7mzwlkz9+PK5evYrq1avj4sWLAIC0tDS0b98ebdq0wZQpU8AwDGrVqoWXL1+icePGuHHjBgClvX6TJk2QkpKC4cOHIyoqCsHBwRg0aBCys7MhlUoxd+5cPHjwAOHh4QCUkarUo7SZCqtWrQIADBgwoMCCK5lMhiZNmnCfQ0NDTTI2M8wQjMLaK5nJ7JOQHyybSeyr7aRI6kGKhGakSOxEbMY6YhVp73to7wVsbpRGgjlNO+Mgql3D0aANtrOzM23evJkSEhKIZXOIzVhDihcNuXbSH5eihdNcyctDaefdpEkT8vPzo9KlS9OJEye4dtauXUu5SnE8icViiomJIQCcPbCpSWV3bmFhYVQyJwcHB2rfvj0BoO7duxMRUUJCAoWHh5NUKiVbGxEF+EnJ2Ylvc96tnS0l3AnQmOeoK/6UnnSA0tPTqX79+gV6lh4dbIX5mFzzJ4nk3diMa6NxIxwF+64M7ffhJ9LTRnVqyGloP3sa3MeevggufKbtbu2EfbeKuJL040gnAkA+Pj40YcIEjazB9+7doy5dumjYv6tTgwYNCAAFBQXRokWLCACd2+8rqP8Z450L9awqP406NeT0OlK3D4auRIFC/EQ6dOhAipTvBT3PmOGOtG/fPt4cdu3aVWu74eHhlJ2dTS1btiRAuW7dunWLiIiePn3K+aypjzE0NJSSkpJ47at8Y9atW2fSNf/JkyfEMAzJZDKNPo3FggULuGfIzc010QjN+NRh9kkw44MFw1iCsWoHkdMGiFz2Q+S8FYx1LzAi09g+f2xgJL5gHOYB0KWuZyCyn4rjpxPRv39/XlQYBwcHXsmkpCR069YNbm5uqFo1FGOm3sO4XyphwcavMWxyKVRqkoVvJiQg9rlSxH7o0CFERkbi3r17CAwM5Mx9zp8/z0WysbS0hKenJ+RyORITEwXZTguBRCLhJGgqu3OWZbFz505B9UNCQpCamort27cDAP755x+wLAsXFxcsX74ciYmJqFkrDI8jc5GU/FZS3bm1DTYs8YCTo+ZzeHtKIMv8Bi2buOHYsWMFeq4aVeSCynm5S1ClgmkiZBUExoR/zcwUXvZDQINactw66Ydjf/lg4TQ3LP7ZDZf/KYbTe3wQXNq4qGnqOHUhEyzLCXf04sRZpUlbdHQ0pk2bBltb2/+zd97hUVTdH//O7mZrsum9k0IIJoHQQk3ooSOCFDWAiAIKCoi8KPIq+BMBBfVFUBAQRZQqCCT0HimhJaGFlgQSSID0ukl2z++PZZdsts0moajzeZ77JDtz596ZO7Oz59x7Cpo2bYply5ahpqYGTZs2xfr16/HgwQNMnz4dQqH+eWnMX/z8/JCSkgKGYfDdavWstqlzqFESfv2Dnf+HMTSrO0vnO0MkND7TLRAwWL7QDZs3b9Rus7Ozw/79+/Hjjz+aNE0rKysBVe5hdT7DBtjAx0d3FfrixYsG665btw4bNmzApk2bEBsbi4cPH6J79+64evUqHjx4oH2HERFkMhk2b96MxMREPZ8UTbSmPXvYnSNbVq9eDSLC0KFDWfnBmKL2SmdjRh/j4GADpyRwcDwFGHEvMI6bAPFAPFYW+ICoFxiH9WCkw8Hj8bBy5UrcvHkTL7ygdjg2tAyuScJ15swZLFy4EAsWLsL0D77Esh924vp1w2EGw8PD4eHhobXnTUxM1FESGIbRhg3UCDNDhgxB//799RQVttTU1OgJOjU1NXqx3RmGwdChQ9G5c2fttoEDByI5ORnbt2/Xmhvl5uYiMjIShw4dQmVlJU6cOKFnxiIUMlg813iiOQDg8wlL5pmuYwoba/amAzbWvAaZbDWEhAPqPAymhE0iQk0NYfch02FBnxReXl4W+z/0jJYifr0nmgXpCt1EhPatJTiyzQuhwfVTFG5n1WDH3jKz5iEXrypw+C99v5dr167h7bffhlAoRHh4OKZNm4ZmzZrhq6++QlVVFaKiorBgwQJ06dJFx8Z/7969+PHHH0FE2H1YiHWbi/XOofZ9nPTBfVy8rH43aLLLy+Vy1sm/PD098cYbb6BTO7HBXAx18ffho/B+AuRyOVxcXHDmzBl069YN48aNwy+//GLUX+HQoT1gwM600N5OHaTh9u3bICJUV1cb9bcoKytDXFwcpkyZgi1btqBHjx7Izc1Fy5Yt0aZNGx3H5FGjRumYWtZG45tiKJlbfampqcHq1asB1M9huS5y+ePJNU5J4HjacEoCB8dTgrEKBc/uSzCu58G4nATjegE8+6VghLphjP39/ZGamorWrVsbbEelUiEmJgbx8fHo2ZOdv0OPHj0AAF26dAEAXL9+XZvESSxWx84PDAwE8NhBMSQkBDt27EBeXh6Sk5OxdOlShIaGWnjVj+nevbtBh+XQ0FB069YNiYmJANRK0IIFC8AwDAYOHIjU1FQEBwcDAJKTk9GtWzfIZDLExsZi7969Om0N6i2Dq7PpmXsiQnioCO0ixRAKhSZjvxvidrZ5oV8j0N3OZmfHzTBA984SzJxsj5mT7dGji9Sovwlbrt2sxu6DpgVehmHwR3yp2SR+T4qsrCyL/BX4fOCHL11gZaV/TZrrtLPl45v/q78S+OX3ElTVqPNi1NavNPe0qFiJ0ZMfO8UyDKMV1GvXTU1NxZIlS3Dr1i2IxWLMnTsXBw8exFtvvYX169cbjajz8GEexkzJxfRPHiAz6/HzwzAMTp6twIBXs7Fq/WMhuLRU7cvk6+vLOrpUdnY2fvzxR7R4gX0AgbRL21BcXIz79+8jMDAQEokEYrEYr7zyilF/BScHPqtVGQDIfaDE0qVL4evrCzc3N/To0cOsH8SPP/4IhUKB8ePHg8/na4VoR0dHzJ07VzvxEhERgZIS/fwl3bt3BwDcvn2b1TmyYffu3cjOzkZQUBCio6Mb3B63ksDxLOGUBA6OpwzDCMHwHMAwxn+g9+zZgzNnzhjdv3fvXhw6dAinT5+Gg4OD2ZnPr7/+Gh07dtQmklIoFNpMuBolISAgAMBjJeHOnTtQqVTIz8+Hra0t4uLicOnSJYNhZ80hEAhw4MABKBQKyOVyHcH80qVLmDRpklZYHDt2LEJCQlBeXo74+HhMnTpVx8kaMO4I25yFqYlmrMKaCVFVVYXs7GyLruXnjWoBzZTwwzAMTpypQNoN80pCdHsJLh/zxd6NXvj8Qyd8/qET9mzwxOVjvojpwM60yRjjpubi+q0qo/tTrygw6T9/n2R7fbvLTGYuB9T3pVsnKZoGWkEoFGqfb3OIRCIMGzYMsf3GYPGatjh7yR1K1ePvFZF6dabTgCxcuKiotZ20groxKisrMWfOHEilUtjZ2cHLyws7duwwcQ3A1z8UIrBdBtrG3kbPYVlo1ikDHftnIf6A4VWf1NRUi5OqWeJPrlLpPu+VlZVmAxAs/6oTa6fdX7cUw97eHvb29rh//z6OHj1qsn5ERAS2bNmCQYMGYfjw4ToKUn5+PubMmaN9T6SkpGiTstVm6NChAICKigqd1YeGoHFY1piONhRuJYHjWcJlXH4K/FsyLnM0DtXV1X5uBp4AACAASURBVAgNDa13Jlq2hIWFITU1FU2bNsWbb76JHTt24PDhw7CyskJ1dbXWDKS2QN6sWTP4+vpi9+7dFvcXGBiI6dOnIy4uDlKpFCdPnsTnn3+uJywJBAJ4eHggJydHG5JVg7OzM6Kjo3H16lWD9sqzpzrg0w/YZUce914uftpQP8Hgl+9cMWqIHERkUBBQqQj9X72LPWbMeDpHibFng5dRm/CqKkLsiGwcOcE+pGtdHOx5mDXFAWOGy7V+Gg/yarBqfTEW/K8AxSXPLvKQpcyd6YiP3mNn4z1mSg5+2WQ8+zUbXJz4aBUuAp/PIPWKAplZz2bFpb7U9m/i8/na55XHU5vBtQwTImmPj9HnuDZdh9xFUXkgQkJC0KJFC7i6uqKkpAS3bt3C8uXL9b6rAJBxxg/enuZDpxJ4cAi+DoIMBQUFuHHjBsLCwho1K/msWbPw+eef620XiUSoqqrC2rVrERcX16A+7t27B29vbzAMg6ysLLi6ujaoPeBx1mZArew8d9H7OJ5LGivj8rPxqOPg4DBKYWEh0tPTG71dFxcXFBUVaWf/UlNTAQBpaWmYPn26tp7mh9nQbP2VK1fqFZddJBLh5MmTcHTUmHEQ2rVrh/Xr12P69OlYsWKFtm5NTY12+d/W1haDBg3CsGHDMGDAAJSUlGgdmQ1x/JR5YVojECUmGZ6Vqy1YGWP89PuQSngY3Ec/B4ZCQXhrRq5JBcHOzg4KhQLLFph2GhUKGSxb6ILmnQ37mrAhv0CFGZ8+xOwv8rSJq25lVqMR5a9/FAKBQFuqlVbYfahQ53lwdnbGgwcPtMo0m/aUSiVrs5uG4O7ujsrKSpSXl0OhUOj0WXumXfP/uRQFTp+vRNuWpldbUi4rcPREGYBkJCcnY8OGDZBIJIiIiIBCodBREJo2bYrr169DpVKZNf3TQBBBZu2Ke/fuIT09HXl5eXpj6+fnh759+6K4uBibN2+2eFZ90aJFGD58uF6ODA8PD2RkZGDPnj0NVhLWrFkDpVKJIUOGNIqCAHArCRzPFk5J4OB4znB2dkZqaipSU1Px8OFDPHjwQPv3wYMHuH//Pq5cucLa/jgkJARpaWkoKCjApUuXMGTIEFy8eBECgYC1U61YLG7QD5RCocDXX3+NuXPn4vLlyxg7diySk5OhVCp1rkMsFqOmpkZ7XkVFRfj555+RmpqqFc48PT2Nmggd/qsCl9IUJp0xGYbBnkNlRs1w2AhzlZWEURPz0bZlAd54xRbBAUIoqggHj5Xjx1+LtNGljFFYWIjOUWJtXH5ThAQKEdNBYtBR1hIUCmJl/vQ8cy7F/DOoUQLPJpt3mNUohFZWVpgzZw569+6NwrwLsBfvg0x0F8Ul5di0LR0/bShGSakAVVVVePDgAQD2eQPq47guEAgglUotNoExlJyOx+NpFX6JRIIRI0YgIiICrVq1wtSpUzFhRgoO/+ENuQ1PZ0VB8z9BDEf/r7F8+W0kJibiwoULSE9PR1lZGU6ePKnXX+3ABAVFSlaKQkZmsdZH6vfffzf4rrGxsUF1dTXWr1+vvZ6IiAgUFRVpEzYag2EY1NTUoGfPnli1ahX69OmjjToWERGBjIyMejsvKxQKiEQiqFQqndwIjQXnk8DxTGloDFWucHkSOJ4up0+ftigeuq2trSZmMg0aNIhmzJhBAEgsFhMAeuGFF6h58+ZPJI593eLu7m503/vvv081NTVUVFRECxcuJFdXV4P1NNdirLSKEFHh9YBH+Scex3/X/J91wZ/8fQT1vgY28eEBdU4LFxcXo/vffdOOdUz+aRPsGjz2YjFDjg484vOf/H1+UkUgAGWe9TM7Xof+8KrHfQV9+YmTwfZK0wPo1aE2ZtsQiUTk5uZGVlZWz2yMbGxsaOzYsXT58mVSKpUUHR1NAMjf358A0OjRo7XvEk1elPBQIR3Z7qV33ecOBFHn9g71Ppdv/8+Z1fP9xce63xNNXhVT17h9+3YiIlKpVLRs2TKLx9zOzo7atWunzZciEomIiCgvL4/27dtH58+fN/suXrp0KfH5fJo9ezbt2bOHAJCPjw/V1NQ02vtepVJp3zk7d+5stHY5/tlweRI4OP6ltGrVyqKIPEVFRdpZsu3bt8PGxgbA41kpX19fJCcnG42m1Jjcu3cPTk5OBsNeVlVV4cSJE+jWrRsePnyIzMxMrFq1SmuPq8HcjN/ZZAW6DLqD/UfLdeysVSpg++5SdBpwB+m3LZvd1Thz+/r6Ii0tDRKJeYfivLw87ayzISxyGiX2devSK0aKXb96oORmAO5fCkB+WgCWLXBBoL9xW3G2zr6NjYuLi8k8HTU1wKSZD6BU6g8IPVoBKilV4b3Zljtjz53piKlv2RtcSZKIeVjzjSv693ycmdrV1RWbNm2CSqXC/v37IZFIoFAokJ+fr11l8PLyeupjWVJSgjVr1iAsLAwdO3bE9evXAQAfffQRhEIh1q5di6FDh+KVV17Bw4cPAagzikcPykKLbpl4c3ou3pyei1Y9byOy+3UcO5Gv14dYLDYa9rQ2S1cXolJh+kEvK1ehXDUQkydP1rZtapVUJBJh//79GDhwIAD1KsHEiRNx+PBhuLu7Gz2u7n0oLCzEqVOntPlSFAoF+Hw+HB0d0bNnT7Ru3dqgn0Vttm7dCqVSic8++wyjR48GAIwbN67Rcs0A6uvTrHpY6pjOwdFgGqplcIVbSeB4+vz111+sZstmzJhBvXr10mZXNVReeuklIiJKSkp6KjOdA/v60ZuvyemNV+TUvKnQYB25XE6lpaV08eJF2rZtG40bN44cHS3PMBvob0VD+1vTkH7W5OVRv9UDgeDxcWvWrCEiojlz5jR4HNpFivVWO/Qzcav3dWgjrlcfs96112tLUwquBVCndvVr90kVV1dXsrU1n/25TzcpXT+pv6Jwdp8PRYZbnnnZyZFP5RnG74OmnD/go3esWCwmOzs7s7PfbEvLli0tqm9jY0P/+c9/6M8//6R3332XmjRpwnq162mUwX1kRjM6l9wKoNhuutmcTb2rNIXP52u/i7W5d+8ederUSaeuo6MjBQUFEQBycFCvijRp0sRkJuza/Xh6elJsbCwtWrSIMjMztX0plUqDbezevbvR3/dSqXqMvv3220Zvm+OfSWOtJDxzAfrfUMApCRxPgBEjRpj9kQsODqa9e/dSaWkpTZw4UbtdKGSoZ7SURgy2ponjWpJSWUVE9ETNjjq2FdOZvd56gsLBrZ7ULFhXWWAjKDzNohEGEhMTafny5QaFMI3phiXF0HjomXzs1xdM2ZQ+3aRmlZD7l5uQrfzxWL/00kvPfKzZFh4P1LurlGa8bU/TJthRVKv6KzxTxrM3/WodwV4JkUql5OvrS5GRkeTm5ma2vlAoJJlM9pTH0bLvmqUKSK9evWjZt9PozKF+VJ4ZSsp7QVSW+QLduTyeNqxfQEKh+rtvbW1tUbt+fn4G34tVVVU0ZcoUbb2+fftSVlYWBQQEEKBW+hkG1DNaSmu+caX49R706zI3erGvjJUpnpWVFfn5+VGPHj0M7pdIJPTLL7806rve3t6eANDcuXMbtV2Ofy6ckvA3KuCUBI4nQEZGhtavwFBxdnbW/j9s2DBKSkoihgHNnGxPd1P8dQSf2+eb0Iaf+tPs2R89EUGkS3sJlWUY9xN4cKWJnqLA5/PJ3t6ebG1tLRJMnsQsqmY1YezYsY3abqsIEZXcCjQ6LsU3A6hNC8tnxgHQng2erITed8Y9nrm3VFBr7OLh4UHz5883WcfHx3KliWEY6tSpE40cOZKGDBlCnTt3Ji8vL60d+9fz2NnOK+8F0csDDY+RQCAgqVRKIlH97teTLsbeFU9SKXnttdf03lsqVbXO57fffpsA0MSJE8nb25tVu3w+n5o3b06TJk2ilStX0tmzZ6myslKn3XXr1lFQUBBt3ryZiIgyMzPJz8+PXJ359Ncuw8r55WO+FNRE/Uz8+uuvtH37dho3bhy98MILFo/TlClTqKqqqlHe9R4ebmQr59GMGVMbpT2Ofz6NpSQ8N3kSGIbpAGA2gCgAYgA3AKwG8D8iYhfGRd2OqQs6RURRRo7rD+B9AC0B8AFcArCMiNay7dvEOXF5EjieCLNnz8b//d//GdzXtGlTdOvWDWvXrkV5eTkkEgmWfi7HmBFyg/UBdQKn6Z8Yt6OvDwwDXE30RaC/6URnhxLL0WOoOmoRm8hLcXFxOHr0qNHIJgKBADwez6xd8bNm4vjOGD0kA21a6NpMn0muxNsz7+MMiyg9dbGx5qHweoD6JW8m/v3hv8rR/SXLEso1lNoRd2ozdepUfP/999pINxpkMhnGjBmDcePG4ZVXXqlXGN7aWFlZwd3dHVZWVigoKMD7ExjMnMwu/8KguLvYua+sQf0/C2QyGRwcHFBZWYm8vDyLMl0bw1jUM6FQiN27d6Nr165m20hNTUV4eLjJ0MPW1tbo1KkThEIhkpOTkZmpHxLYysoKzZs3R8uWLREZGYmWLVsiIiJCJxt2enoaSu/0Q/Ng4+6Yt7Or0ab3HVxNy9WGbNZQWlqKbdu2IT4+HgkJCSgsLDR5bTKZDJ999hliY2MRHBxs0BfLFFRzE1S2BmV5GyCTMlAqGfClvcHIxoARRlrUFse/i8bKk/BcKAkMwwwCsAVAJYANAPIBDADQFMBmIhpmQVsEIBPATwZ2ZxHRjwaOeQfA/wDkPeq/CsBQAF4AviKi9y25HgPtc0oCxxOhtLQUQUFByMnJ0W7r378/bty4gatXr4LH4+HNN9/E3bt3AcUB/PGTh1HBUbM95sU7OHbScKg9jXDn4OCA/Hy1Q6O5ePG9u0oRv960o7Wm7+ZdMnD1+mOnz4cPHxoUQjp27Ijjx4+jX79+iI+PB9DwMK3PmlYRIrSJUCsKScmVrEJ4GsPTXYDb5/xZ1T2fWonWvfSz0T4PhIaGYvny5ejSpQu6dOmCY8eOGazH4/Hg7+8Pe3t7hISEwMbGBqdPn4bmnevu7m4wPKiGLu0lOLTVy+z5lJWr4N0yHUXFj7OD37p1CykpKQadSl2d+RgzQo4XQoSorlbn8fhtWwkqKp79766GFi+I8M7rthjQ2xo2Mga3s2uwdmMxVvxShLz8+ikSTk5OkMlkEAqFEIlEEIlEEIvFEIvFkEgkkEqlkEqlkEgkOHnyJM6fP8+q3aZNm2L+/Pno3LkzkpOTce7cOZw7dw7nz5/HtWvX9JQMhmHQtGlTreLQp2slmnn+bLafH34VY+L0FJN1OnTogBMnTrA6b0Cd76BVq1Zo06aNtvj4+BhV4klxHFQwCWqxqC4MGPmnYKQjWPfP8e/iH6MkMAwjh3rVwBZARyI682i7GMBBAO0BjCSi31m2RwCOEFEMy/p+AK4CKAPQiogyHm23B5AEIABAByJi/zbQ74NTEjieGGvWrMHrr78OAPD09MTFixchFovx3//+F19++SVUKhWaNWuG+PXu8HEzLwxu2FaCURMfKx0CgQA+Pj64desWOnXqBAcHBxw/flyrJCxcuBAffPCB0fbmTHfAf99nnwV5444aNGnSRC+jckhICJYuXYoePXpAJpMhNzcXTZo0wf37lkeyeVZERkbWKx67ZpaVz+ezyo8hEjEoSGsCkcj8zOWufWUYGHfX4nOyFLbJxzT4+/vj1q1b2s/R0dE4evSoXj2ZTIbY2Fj06NED7dq1Q2lpKU6ePIljx45h586dBmenhUIhqqqqwDAMvLy8oFKp8OdPfLR4wXTeiuU/FeKdWQ8gl8tRXFyMZs2awd3dHenp6bhz547O6teH79ljzjRHWFnpCoH5BUqMmZKLXfsbvhohk8ng6+sLT09PuLi4IC8vz6Js6G++Jsd3X7iAx9MXVLPv1aD3iGxcufb8rcTx+Xz4+/trlQ5NtCWFQoHy8nKUlJSgoKAABQUFOismh7d5oXM785HJCoulcAi+YHR/cXEx7OzsjK58iMVi+Pj4QCqVwtvbG+fPn0dWVpZePWdnZ7Rp0watW7fWKg6urq4g5X3Qw14AmcrYzoBx2ABG2MLs9XD8+/gnKQmvA1gF4GciGl1nXzcABwAcJaJolu1ZqiTMBfAxgLlE9F+252YJnJLA8SRRqVRo3749kpKSEB8fj9jYWO2+kydPYsyYMUhLS0NZegDEYvNC473cGni1SDe6v1mzZlpzj4CAAPD5fFy7ds1o/U9mOODjaeyUhPHTcrH6N90EUlZWVmjfvj08PDzg5OSEn3/+GcXFxejQoQP++usvVu3+3ZHJZCgrs0yoXPs/V7w61LhpmYbh4+9h887S+p5ao6MR4Pv06aNdJQLUq0cNud+9e/dGmzZtsGjRIm3WcQ1SqRSjhrfHp+/dgpuL4eRfJ89WoNfL2SgrN/6bqUl89dZrPMz/yMlovepqQuyI7AYlyJNIJHpmWWxhGAZdosTYv9nToIKgIeNONZp3yURlpf41W1tbo3fv3tiyZQsA9WTCjBkzIBKJUFpairKyMpSVlaG8vBwVFRWoqKjQZoO+efMmSkpKtG2JRCK9e/IkuH3OH57u7HLIMq6XwTCG6+7duxe9e/fW2ebt7Y2hQ4di4MCBaN++PUQiXYUzJycHSUlJOiUvL0+vbW9vbyyY44Ph/VlMfoj7gWe3hNX1cPy7aCwl4XnIuNzt0V9D0x9HAZQD6MAwjIiI2L5F7B4J+G4AiqB23tBPDWm+/4Q6dTg4njt4PB727t2Le/fuISQkRGdfVFQUzp8/jzlzPoZAsJ1VewIzb4Xa9uA3b9402975VPNfW4250TkDdaurqw3OIP9bFAQAFisIALDouwK81N8aEhOKYfIlBbbtfvoKgkjEwMOVD0UV6WWn1viQ2NnZAQCuXbuGqVOnsr7fMpkMr776KqKiotC2bVv06dMHt2/fxoEDB7B8+XKEhITg1Vdf1TmmvLwcP645gD17Bfh4qgNGDrGBVKIet5z7NVi5rggLlxag3IyZUFFREexsefh4mmlTLysrBp9/5IQO/epv5lVRUQGhUIjq6mqjM9rGICK8P8nepIIAAH7eVnh5gDV+3lSis10qlUIul2sVBECdvyQsLMxIf0qg+jyOHdmO/5u/FBcr1O15e3tj586dCA8Px/vvv4+vvvrK5PnIZDJ4e3vD1tYWhYWFyM/PR0FBAeus1hWV7MynCFZgYDzXQbNmzfS23blzB8uXL1c/A3Z2aNFCd4bfzc0NAwYMwIABA9R9ECEjIwOnTp3CX3/9hdOnTyMlJQV37txBiD8DwHw2dlTuBZEKDMOlvOJ4MjwPKwlJAFoDaE1EelPtDMNcBNAcQCgRmfVWM+G4nAzgNSJKrVP/AQAnAE5EpKfWMwxTCkAGQEZkcu0PDMMYWyoIiYyMlHIrCRzPkpLM7pCJzAslKVckaNlNbY87ZMgQTJ8+HWVlZViyZAkSEhJ06trb22Pw4MHo1asXVq9ejX379um1x+cDt077wcvDdPKlU+cqGyQ0cejTK0aKjSvdYWOtL0SkXFag3yvZekL6k8TLQ4D/TLbHq0Pl2nO6eqMKy9YU4vu1RWBhSWUSmUwGa2trEBGUSqV2FttSrGUMAvyEqKkB0m4qwFIGBQBMHGOLpfNdTNbRKMUJp97CjoTr2LVrl0FzFLYwDIPQ0FC89dZbGDlyJJo0aaIzU18bXy8B2rQU47fv3cAwMOvYvvtgGfq9clfbj+b8ddr09cWJEyf0kpmVFBfjwK4JaNP8PNxdHt/cuzk12LbXFsnXI/HggTrpYHZ2tkGHZDbIZDLI5XKUlJSgtPSx0mtnZ4eFCxfi3r172LNnD4b3vY53xtmZb1DUHTz75UZ3KxQKs0nynJ2d0a5dO4SHh6OwsBBFRUUoKirS+7+kpERvPG+e9oOft/lkdQDAuCaDYcybUHH8u/gnmRtdAxAEIIiIbhjYnwigA1j6BTAM8xXUTtDXoPb4CQEwE2pH5IcAWhBRdq36VQCsAFgRkd5PAcMw2QA8AHgQkXHPN3BKAsfzDZWvBxV/Ynz/I8Fl7bYIvD5xMwDgpZdewubNm7V1unXrps1QWhuJRIIWLVoYdeQb0EuGLavdwecbFkjKK1ToNiQLSReevMnBvw1nRz7GjpRjUKwMchsesu7WYO2GYmzZVQo2LgIiEQM+D2Zn0c3RLFiIA5s94epseKnqz92lGDb+nkUC+fPI1/OcMfkNFoIonq6pV1gzIb6Y7YTYbjLzlWuRdKESUX3MK+8Mw8DFxQWOjo7g8XjIysrC+xP5mDXFeNSoVb8W4c33jZvV2NnZoXnz5ggNDYWzs7O2ODk5af8SEebPn4+VK1fqRWySSCQICAjQ+jeFh8pwdp8HjAUZ0rwDF64IxYmzhMLCQhQXF6OkpESrcCoUClRXV7NevWCDWCwGj8dDdXU1qqurcexPL3Row0LwZ2zAuJwxq+hx/Pt4rsyNGIbJAOBrwSG/EtGr5qupm3/0l9UvFBFNr7PpDIBhDMNsBvAS1GFOp7Ls26L+jd2MR8oDF6+M49kiGYLrKV8gyK9SL8KR5vPB4+V4Z/oO7fa6TsG1JxXi4+Mxf/58HD9+HBUVFXoKwuDBg7F9+3YQEXbsLcOQsfewdL4zvD11Z8iuXK/CG1Nzn7iCUB+7fkAtqJgLdfisEQrV4WUNhXt9kKfEwqUFWLhUP/qOMXg84LWhNpg41k4bmvVmRhVW/FKM79cWorTMMoWBxwM2r3I3qiAQEQbGWuM/kx3w2ZJ8i9quDcMw4PF4rJy7nxSKKvZjY0ndhtCmhQj7NnnBxpoHInVYYgCsQuQ+zGM3lkSE3Nxc5ObmAgCiWokxa4q3iWhqwLhXbNE88h3U8KPh7OyM77//Ht9++y0AwMHBwaDNvoaKigrMnz8fixcvNvq9rqiowMWLF8Hj8SASiXAjgzD5wzx894WjzvVr/jIMg3mL8/DJInammaZgGAbNmzfH8OHDYWtrCzs7O8jlclRUVCAtLQ0pKSk4ffo0srKydKKy2dnZIeWaHzq0yTXfiWQwpyBwPFEayyfhJgzH6TJG7VAaRY/+2hqpK69Tr758D7WS0KXO9iKozY1soQ6Baqz/YgP7ODj+NjCMGEvXtUCvdgfQr6eszj4GCQeBHzc2R3n5Xu322kpCVVWVjiJw8OBBHD16FIWFhZg+fTrWrl2rI5xt27ZNp4+d+8qQcLAMfbvLENFcBBURTiRV4lBi/Z03LaGsrAxWVlZwcHDQCjJseN4VBMCwclBfBAJg40p3DIpVx5fXCFABfkIs+NgJr7xkg54vZ7MWHgGgd4wUIYHG82RoBJ2JY2yxYGk+qxUOQO2PExgYCCsrK9y4cQMKheKZKggAcOBYOd6fZG+yDhFBUUVITHryzz7DAL9856Y176otU7IRMH/7w7DZkjkmjbU12Ydmc1hgCi5m9UBGRoZO3fz8fHTp0gXe3t5GzXTYolKptGZn368tx63MSsycbI+YDlLtOZ5PrcLi74uwfmshnJ2d4enpCblcDjs7Ozg4OGhXL1xdXXH27Fn873//M9pfx44d8fnnn6NTp05IT0/HkSNHsG/fPhw+fBh37uiuytjZ2SE6OhrR0dGIiYlBeHg4eEwlKG8AoDRhgsbIwEjrHU+Fg4MVjaIkEFH3BhyeBrVPQjAAHXscRh1awB9ADYBb+odahCZDVN211jSolYRgADpToQzDuD+qn2XOH4GD4+/A5CmzsW6dH1p27goPx1Q8vH8D3373K37/owQ3M6ohEKQjJiYGhw8fBgDcunULxcXFkMvl2L59u04EkuXLl2PmzJlwcnLCqlWrYG1trZ0FNIZSCezYW4Yde/Vn/kJCQnD16tVGvd66VFdXm1UQ6rvi8E/h0w8cMSjWWmd2tTbhoSL8/D9X9B3FPmxq/17sTFzcXARoHSHGiTOVrMK9qlQqk5G1ngX7jpQj7UYVmppRin7bWoz8AuOOtG5ubjr5T+pL765SBDUxncjQGDczqsyaQ0VFReHSpUt6QnuXKHZ28lZ0AR06dDC4z1heDEsYNGgQvL294eLiAldXV7i5ucHT0xPe3t6AfQ0Y5AOMHJE9vNEy+Sus3zoDL730EpYvN+6T8MMPP5jsMzExEdHRhgMy2tvbaxWC6OhohIWFgc+v6yQtA+xXgQrGGVYUGBsw9svBCHzMXT4HR4N4HqIbHQTwCoBYAL/V2dcFgBTqEKgNtUXQZFquq2wcBNDxUf91Dar71KrDwfG3Jzg4GHPnzn30qSucZCosXf0ziorUU7c1NTU4fPiwNmladXU12rZtiz///BOLFy8GoE5yFhYWhoSEBHzzzTcYPXo0IiIiUF7eMD363r17+OqrrzB9el2LQeNYW1vrOCo2Bv90BUEiUQtvhhx6pRIGE0ebngEmIvTuKkPzpkJcSmO3gmEtYx99RVP3Wa8IAEDz5s0xe/ZsjB49WrtaM2/ePGzZsgUXLhiOo08EvDIpB/s3ecLOlm/Q3ObiVQVmzH1osu/GUBAAIKZD/ZxaM7Oq0e+Vu1AoTJtEaWz261I3P4QxBAIGUVFtIZfbIScnBykp+knMHBwcIBaLMX36dAwZMgQMw2Djxo1YvHix2XGaO3cuwsPDTdTw0P7XqpXaYtiU/+ClS5dw4sQJkxmiayMUCtGvXz/ExMQgJiYGL7zwAqvMy4zAH3DcCVT+CarYDqgeAIwcjDgWkA4Fw2OXIZyDoyE8D3GzNkPtUDyCYZjWmo2Pkql99uijjkrPMIyUYZgQhmF86myPZBhGb8qKYZhwAP/36OO6OrvXAFAAeOdRYjXNMfYAPnz08XsLr4mD428Bj8dD9+6PFwKDg4Ph7++v4wCYlpaG1q1b49SpUwCACRMmYPbs2QCAb7/9FpmZmQ1WEAC10Fo7pCIbGltBAABHR0dMnDgRs2bNMjDD9/eGz+djyZIlkMkMz+x36ySFrdz0NWsE3hf7WrPuNzPLvJOnRuC6nW3a1sjW1hb29vaw+NjZLAAAIABJREFUtbXV+mKwRSgUWnRPL126hGvXrunEvP/444+NKggazqcq0HHAHWxLKEVtX9qSUhW+W12I6MFZKCisXzZjKysri+zQ2QrrgDqAwMWrCrz/yQO07H4b12+Zt/vq06ePwfNhq0AWlznj6NHjmDx5stH7mZ+fj7t37+Ly5ctYvHgxmjdvjg8++AA5OTkIDAzE3Llz8f7778PJST83RVERe0vlyEi162BKSorBxH8qlQofffQRALB6joYMGYKysjJs3boVU6ZMUZsSsVAQNDA8KRjpCPAcfwPPeT94TlvBWL/JKQgcTw8ieuYFwGCoTYpKAfwIYCHUWZAJwCY8isJUq37Mo32H62z/CWrfgW0A/gfgSwA7H7VNAFbUbevRcZMf7X8I4DsASwDcebTty0a4vrORkZHEwfE8snTpUgJAEomEAND3339PgYGB9Oj5JxsbG+3/AKigoICIiLp27UoA6LPPPqMffvhBp87zXB6FSf5XlpiYGPLy8jK6/9WhNqS8F8SqfPmJE+t+g5pYkfJeENXcDTTZ5vEdxs/NWBGJRBQcHExhYWFka2vbKOMkEomIz+cb3Mfj8Sxqy82FT107SqhTOzF5uNuSi4sLATDavqk+Nc8uwzAUGxtLoaGhZo8d/6rc7L3U3JfwUKFF11b7Gng8Hrm6umo/vzzQmtU9f/t123p/J+Pi4kipVGrfZRUVFbRmzRpq2bKlts6RI0cseh9q3n3nz58npVJJu3btopEjR5KPjw/rey8QCGjVqlWN+p7m4LCEyMhIgjpHWMPk14Y20FgFapOfeAAFACoApEIdhYhvoG7Moy9jXSVhMICtAG5ArSxUAbgHYAeAgWb6HwDgCIASAGUAkgCMbqRr45QEjueWS5cuEQCtgOXu7k4zZsww+gM4dOhQKikpoQMHDhAAcnR0pJMnT5JQaJmAYagIhUIaNWoUTZo0ySIhylwxJoTY29vThAkTyNvbu1H6sbOza7Rzrl0acyxMle6dJayVhOkTLbvW1V+7mhQaq7ICqVeM1Gw7bdu2pTVr1tCJEyfo3r17OkJiTk4OjRgx4rlQBK2tremtt96ilJQUWrFiBQGgUaNGkUKhoM6dO9f7OXj99dcpLS2NiIiqqqpo1qxZJq/XxppHhdcDzN7PxJ3sFTQHBwedz1Kp7n0LDg4msdiK9m/2NHjPNZ/P7vMhqcSye9WuXTsSiUTazzNnziSVSqXzTlOpVHT8+HH66aefqLq6mvW7UKlUau+Nvb29UaXAysqKhg8fTj4+Pnr77Ozs6MCBA43zcubgqCf/OCXhn1zAKQkczzEqlUo7AxgWFkYAqH///tofvdoCjUYYCQsLoxs3blCbNm0aXbiKiIhoVCFPIBDQhAkTjLZpbW1NYWFhFs8Q1y3Pg2Da0MLngzLP+pmddVbcCSRPd4FFbQuFDK1f7mawzbKMABo1xIZ1W3K5nPr160fjxo2jF198kdq3b0+Ojo6NPh4Mw5BcLje638bGhgYPHkz9+vXTOWbevHlUVFSk/Y5pFOrOnTsTEdHmzZvrfU4ikYj69u1L58+fp6qqKtq1axf17NnT5DHvjLM1eU8rMgOpc5S4QWNlZ2dH06dPp6SkJOrYsSMBIGsZQ5t+dDfY557fPcnbU2bRvXjrrbdoy5YtevsmTJhANTU1Fr/7lEolbd++nYYPH05eXl4Gv8M8Ho+8vb1pxIgR2vfj8uXLiYjo7bff1qnr7+9PV65caZwXMwdHA+CUhL9RAackcDznjBw5kgDQtGnTCAB162xD675zo3P7fehKYih9+YkTBfpbaX+sa/8wurvy6eNpDnQywZsuHvWlXb960LAB1iQQPHmhtkMbMb33lh1Nm2BHXTtKDNbp27fvEz+Pxiwi0bNVNibE2Rqd8dds+36RS73bbxcpph8Xu9DR7V60f7MnffiePbk6N+5KiVwup6ZNm1LHjh1p0KBBWhOfxiqzZ8+mjIwM7Qz2hAkTtPs2btyo9/26du0aASBPT0/69NNP9Uz42BRDQqwlium7b9pRabr+isLdFH9WKzhsirW1NYnFamWj9spiSJAVfTLDgZYvdKHPZjlSyzD1SoCNjQ3t37+fFixYQO3atTPbPsMwRsdu5MiRVFVVZfI9V11dTVu3bqVhw4aRp6enwfHTbHNwcKBdu3ZpV6quX79OgHrVpLCwkIiINm7cqD2uQ4cOdP/+/UZ+M3Nw1A9OSfgbFXBKAsdzjsYcYvjwF+mvhLYGZ/6qs4Now5pYnR/UQbEyKrll2JTh1G5vcna0XPir+8MtEomoR48e1KpVK+22Ni1EdG6/j16fl4/56igLDZld9vX1bTSh0lzx9xHQknlO9OByE1LeC6LSWwH0y3eu1DpC9NTOoXb59AMHo7POm1e5k1BomSLD4/H0TFIaUpo1a6bXXlBQEP3xxx965iXffPMNAWoBdtasWSZXBiwp7733HoWHh9MXX3yhs71v3746/T98+JCWLFmid7xUKrVoTFq3bk1BQUFa36H6FG9PG/plRS/a8GMwffeFM4180cbie1m7BAYG0vjx46lTp071HteePXtSly5dGuWe9OvXj8rLy7VjX11dTZs3b6aXXnqJPDw8jK4U+Pr60iuvvEIJCQmUl5dHgPq9U1vpmDlzJgGgMWPGaLcVFRVR69atady4cVRRUfGE3s4cHJbTWEoCQ2ohluMJwjDM2cjIyEhTYdU4OJ4lN2/eRGBgIH76nzdeGypWvxyMRFB57e0crN9agjYtRDi63RtCofHoKSfPVqDTgCwYes2IRCIoFAq9ePgBAQHo168fjh07hvPnz2u383g8WFlZISwEOLjVCzKp4SghVVWE/q9m48CxxyE+xWIxJBIJCgpMZx329/dHq1atcPDgQeTn1z/zryV0jhLjz589IbfRvx6lkjBhxn2s/u3p53Js8YIIE8fYolM7Cfg84OLVKqz4pQh7Dz9fKWNqh6Ls2rUrXnzxRchkMlRXVyMtLQ1ff/01iAhWVlYGI9Y0Fl27dsWhQ4cgkUiQl5eHnTt3Yt26dYiPj0dNzePoToGBgRg8eDBCQ0Mxbtw41Oc32NFRnTHYVEZiTRhjY7DJQ8GGnTt3QiaTYdCgQSguLkZERATi4uJw4MABpKSkIC8vz2C43boIhUK0aNECUVFROHv2LBITE3X2s82j4uLigtatW+P8+fPIycnRG18ejwdvb2906dIFr732Grp3764XcSgwMBA3b97EhQsXEBERgerqanh7eyM3NxeJiYlG8zpwcDwvtGrVCufOnTtHRK0a1FBDtQyucCsJHH9/VCoVtW/nQ9XZgVRz17SD45XjvuTp6UE7fzVtu64psd3Us6UMw1BMTAwdP36cSkpKKCsrS+vo+9///pfeffddnZl/Kysr6tu3L0VFRen4C5yI9zbbZ9pfvsQw6vr29vY0ePBgs7OQrVq1IqVSSWvWrGFtnqKZPXVxcaH//Oc/1KlTJ7KysmI98+nkyKeHV5uYvJaqrEBq2/LZrCg0VgkKCqKkpKRGmzHWjp8T+whLdQvDMOTh4WG2XpMmTbT/m3ouau+rvULA4/EoNjb2qa5MGSpCoZAGDRpEixYtohMnTtCcOXMapd0hQ4ZoTYuGDh1qcEa9qKiITp06RQsXLqSmTZuy8v+pWycuLk7PB4BN4fF45O/vT3FxcbR//34dR3djvPzyywSAVq9eSSqVirZu3UoAKDQ0VM9JmoPjeaSxVhKehzwJHBwcLKDHSmejfqZHqwbvTQgEj8fAXAj24AAhQgMK0CtawGoWNG6YXNvf4cOH0aVLF3Tv3h2pqamYOHEiAGDhwoWIjIzErFmz8PHHH6NDhw6orq5GfHw8Tp48qZ0RjQwXoW1Lsdl+A/2F6NFFCgAoKCjAtm3bzJ7n2bNn4efnh7Fjx+L+/ftm6wPqRFJisRj3799HQkIC4uPjMXjwYFbHAsDrI+WwtzUdb53PZ/DueHvWbT6PXL9+HW3atMHRo0cbtd2HD00nJKtLSEgIpkyZgm3btiE/Px+3b9+GQGA6p2hhYaH2/xEjRhitV/uZKS8vh5OTE2bMmIHs7GwkJCQgMDDQonNtbDw9PdGrVy9MmzYNaWlpmDdvnkXH184L0KJFCyxcuBDjx4/HH3/8gaqqKkyePBm///47xGKxznFEhHPnzuHzzz/HzJkzkZaWBpVKhZiYGPzyyy9wd3cHAMTGxmL48OEIDw+HSCTSWwX5+eef8d1331l83SqVCkKhEL6+vnBycjKbY4JqMjFjogL3LzXB6D4LQfcjIan5DC+ECPHGG29YlKOiLnfu3MFbb70FqVSKd955p97tcHA8LThzo6cAZ27E8XfgStJINPVm94xO/fg+lsxzYVX32KkKxAzOasipaXnzNTmWL3RlVXf2Fw8x/xvT5kWNjUQiQXV1tY55iSlO7fZG6wix2XoKhQrWTW7ChPXIc0lcXByqqqrw+++/P9PziIiIwO7du+Hm5qaz/auvvsLMmTNZm92Ehobi8uXLFvXN4/HA5/OfqKlTbfh8Plq2bInbt2+juLgYlZWVeudjygzJGGKxGF27dsW+ffv0nu/o6Gj0798fzs7OcHJyQnZ2NrZs2YLo6Ghs3LgRycnJANQmRaNGjcK7776LFi1aAAD+/PNPDBo0CDY2NkhLS4O7uzuUSiXS09PxwQcfYN++faySJjIMA3d3dzg7O6OwsBBZWVkG76tcLke3bt0wZswY9OrVS5uBHABIkQgqmAigUu+4qmpClegzyF2GWzJsUCqV2Lt3L77//nvs3LlTO/atW7dGUlKSRW1xcLClscyNTE+hcHBw/Gvw8AgCwE5JyH2o/vHVrEKYorjYMoGEYRjY2NigpKSkXvbazxI2tte1sbdlt5grEvEglTAoLft7jUdWVhb27dsHKysr/PLLL6yOEQqFqKpil62XLcnJyRgzZgwWLVqEsLAwHDhwAK+99hru3btn9BixWKwnYFuqIADqmez6COX1wcnJCaWlpThz5ox2W0hICObPn48FCxborMqxJSgoCOnp6aisrERCQgICAgJw7949nSzrR44cwZEjR/SO3bt3LwC1n8CkSZMwYcIEuLrqKvkDBw7EgAEDsGPHDkyZMgUDBw7Exo0bcfr0aaMregKBAE2aNEFISAiKiopw5coV3L9/H3fv3sXdu3d16jIMAysrK+0zVVxcjG3btmHbtm3g8XgICQnBgAED0DTQDnH9fwdjQEEAAKEVA6HqU1B1SzBWwWbHLTc3F6tXr8aKFSuQkZGht3/KlClm2+DgeNZwSgIHBwcAQO48BJT/u1nBP79Aie27y3DybAWiWkmM1tPwR7z5WcDaEBGKiw076iZdUGjrmFNOks4rLOpXg5ubG3Jycup1rKXk3FciwM98vZJSFcrKn08FQSaToayszOC+U6dOgYiwatUqPHz4EAkJCTqOxoZobAVBw549e7Bnzx44OTnpmCl16tQJFy5c0JutlsvlekrCk8bc2JjDkPnVF198gc2bNxsUVNnwzTffIDw8HB06dMDt27dx8+ZNi47v2rUrEhISIBKJ9PZVVlZiw4YN2rHfvHkzNm/erFNHIBDAzs5O59pqampw7do1lJWV4cMPP8SYMWNQWVmJK1eu4MqVK7h8+bL2/8zMTKPPlEqlwuXLl3H58mV8+oEDGDiauZoaUPnPYGw/M1rjzp07mDFjBrZu3Wpy9ah3795m+uLgePZwPgkcHBxqrCJw87bcqPCtkV1W/16BykrC1z8UPtpuXKi5l1uD37eXNNopnk9V4NS5SrMKwvVbVThwrH5ReJ6WggAA67ewG5v1W0vQmIsqDbGrrktdBaF2pJiysjIMHz4cBQUF2LRpE6Kiop756pBG2LS3t8exY8cgl8sNmrM8ePDgaZ9ao49Ns2bNMHToUKxbt07nufby8oKfn5/Z462trbFu3TpERkbi9u3b9TqH5ORkrdJfWVmJNWvWoF+/fnBxcYFEIsGYMWNw6NAhnWMCAwPx5ptvIjExEdXV1cjNzYWVlZVe29nZ2Xj77bfh7OyMzz//HAEBAXjjjTewePFiJCQkICMjA6WlpTh79izWrVuHDz/8EC+++CJCQkJ0fCwAYOgAG3YXVJlgcveyZcuwYcMGkwpCeHg4XFzYmWtycDxLOJ+EpwDnk8Dxd+G3dYvRKuBbBPoLDe7fsacUQ9+4B41J8mezHDFrigMA/dn9/EIlYkdk42xy/Wb0AcDFiQ+phEHOAyUqK9XvqpZhIhz+wwvWMp7BFQVFFaHvyGwc/ssy05/GwhKbb2sZg5TDvvD10heANJRXqNC6122k3Xg6Nu0NwdnZ2aBwLZPJ4OnpCQ8PD5w5c4aVjbk5GIbByZMnMXbsWFy+fLles/DGVkG8PQUYM1yO4AArVFYSDhwrx9b4MlRVPd+/l86OfLw+So4eXaQQixjcSK/Gj78WIfG0ekXEz88P/fr1w8qVK5/Yio0hPDw8UFVVZXClw8rKCv7+/oiOjsbu3btx584dTJs2DWPHjkVZWRnKyspQXl6OOXPm6IRENoafnx9mzZqFgoICFBYWmvxb27fiboo/XJ3ZGVcwrlfBMIbnWLOzs9GrVy+TpmlTp07F4sWLWfXFwVEfuBCof6MCLgQqx3NMeXk5bd++nd59910SCoXkYM+jT2Y4UNYFf20YzvMHfGj8q3Li8/VDDPbrIaPdv3to6+ZdbUJL5jmRr5dALxwk2zL6ZRtK2vs41GnJrQBa8aWLNutzZLiITu/RD4WactiHurSvf7IpFyd19uirib5UeD2AMs740VefOlETX9NhTYVCYb2TXDUNtKJbSYbDyRZeD6Ce0Y2XhOxJl7i4OL1t3t7eT6y/hQsXUnp6OolEIu19aNu2bb3b4/FAC+c4UVWWfrbpO+f9qVM78TMfY2NlaH9ro4kNt6x2p5YtmlGzZs30jgsODiYAJBAInsp5MgxDIpGI7OzsyNXVlezt7bX371mW8wf0kzMaLLlRZt+p+fn5FB0dbbSvXbt2PYU3O8e/GS6Z2t8IbiWB43lmwIAB2Llzp952hgEcHfioriYU1XI+dnJyQqdOnfTCiorFDCRiBkXFKp0oPFKpFB07dsS+ffsAQBve0Nhy/MqvXPD6KFsA0FspKCxSos/IbJx+5G/QpoUI7VqJweMxOJdSieOn6m9D3ipChF2/esDZUX82sVKhwsi3cvDnHsO29w3FxpqH14bZ4LVhcri78FFYrMLWXaVYua4I93IbnvDqWeLt7Y3o6GisW7eu0dvu2LEjFixYgC5dukClUkEul+Pw4cPo16+fSadkYyz6rxOmTbA36vNSVq5Cl0FZuHCx/qtjtWnevDkuXbrU4Ha6tJdg30ZPCAT656y5lg3bSjBqYg7s7Oy0YV2dnJzQtm1bxMfHw9raulFWeJ41dnZ2GDp0KOzs7GBvrw4dnJubi4yMDKSlpeHGjRsGox69P8keCz52Mt+BdCx48llmq/3xxx8YMmSI3naBQICCggJYW1ub74uDo5401koCpyQ8BTglgeN55sMPP8T8+fNZ158yZQrefvttNG3a1KJ+XFxc8ODBAxAReDwe+vXrh507d+qYiGhCnBoT0gC1n0NgVIbW/KgxcLDn4dJRX7g4GTc3qFSo0KbXHVy+9vTMNJ41/v7+SE9PN1nHy0OAt8fa4tWhcni4CVBUrMTWXaX49sdCpFxuvLGqa8bFMAw6duyIGzduICcnB15eXsjK0g21GxAQgI0bN8Lf3x8jRozQRtsxhK+XADdO+YFhTPts7NxbikGjLVdA6tK3b1/Ex8c3uB0A2LfJE906SY3u13yfwmMycSnt+Xt+NRGINM7NJSWPfXW8vb3RqVMn+Pj4YMGCBUbbiIiIwOrVqyEQCJCYmIjjx48jMTERmZmZrM7BwZ6Hi0d8TZscMVIwjjvACLxNtpWUlISYmBiUl5ejQ4cO+Ouvv7T7OnbsiOPHj7M6Jw6O+tJYSgLnuMzB8S9n3rx5GDBgAOv67733HoKCgvRCGZqCx+Ph/v37WoVApVJhx44dGDVqFAICArT1pjxKGmZKSHN3FWDYgMadhRs7Qm5SQQAAsYiHd9+0a9R+n3cKCgpMOlhGtRLjwgEffPCOAzzc1ONnK+dj7EhbJO3xwWvDHjuDduvWrUHn0qRJEwDqlSlALfgeP34cOTk5kEgkyM3N1dYViURYsmQJli9fjhUrVqBZs2YGFQQnJyetYDpmhPxRMkHjzx4RoW8PGTzcdJ1eZTIZOnfujMjISNbX01gKgq+XAN06SU36Y2iuaexIW+02uVwOqVTaqE7sbIiKisKmTZuQmpqKoqIiEBFUKhUUCgWKi4u1ORU03LlzB3v37kWzZs30nI0BwMbGBsOGDYO7uzu6du2KiIgITJo0CevXr0dmZiYkEglcXFwMHlub/AIV+o66i5z7RnKcMNZg7H4wqyDcunUL/fv3R3l5OUaPHo3jx4/ju+++0zr0d+/e3eTxHBzPE9xKwlOAW0ngeN4pKytDdHQ0zD2j3t7e2ignw4YN0wtXaAxNQqSvvvpKbxZNE2klJ/sU0v7yY9Xelp0leHl840UhStrrjcgw80nNSstUsA3UDQHJ5wP9e8ow8kUbuLsJkZdfjU1/lmLLrtLn3tG1ITjY83DluB+cHIwLXzU1hI797+BMA5zXnxbrl7th+GB2EW66DsnC0RNP3jHezc0Nrq6ucHJywoEDBwzW6RwlxuE/TAuuGjbvKMHwN/W/N/VNsMYGQ/kmXF1dsWjRIrz66qt6SkppaSlsbAzfBzbO6W5ubggODoZCocDFixe1jukMw6Bbt264fPmySVM0ezsexo6QY9QQGzTxs4WtvQ8YcR9A8jIYvumIRHl5eejQoQOuXbuGHj16YNeuXRAK1UEgEhIS8NNPP2HJkiXw8PAw2Q4HR0PhkqlxcHA0GjKZDDt27EBUVJTJUIejR4/W/t+5c2fWSoKXlxdCQkIQHx+P48ePa2f1lEolsrKykJWVhZZh+nHUjWFjrZ6VEwqFqKmpabCAY0rQrY21jAexmNGaOnl5CPDnzx6IaF773EUYFGuNuZnVGBh3F1f+oeZJY4bLzY6bQMDgvTft8erb9VfoGIaBQCCod8ZimUwGmUwGsVgMhlGvFPB4PCiVSuTl5Wnt8BUWKHQKhWXKn6X2/jweD76+vnjw4IHZkLyWJNirnWvD3t4eQUFBKCkpQVpaGqvj582bh6SkJJ3MweaorKxE7969tT4BgNpHIC4uDitXrsR3332HsLAwbX2ZTAaJRGIwMSGbSc2cnBydMWvTpg1GjRqFl19+GR4eHpg4caLWP0ZzT7y8vBAcHAyhUAgiwtcr9mHx94W4desI7J38WV/noEGDcO3aNYSHh2PLli1aBQEA+vTpgz59+rBqi4PjeYEzN+Lg4AAAuLu7Iz4+HnK53GidyZMna//v3Lmzyfbat2+PS5cuITk5GSEhIaipqcHWrVsBqJUDpVKpdSwEgKy7NVCpiJUgcDtbCR6Ph6qqqkaZAX2Yz845uLRMpVUQJBIGu3/3rKMgPKaJrxX2/O4JZ0d2CsjfjWED2c26D+knA4+nXoWylN69e6OystKkMlo7L0NdGIZB69atkZCQgMzMTGRkZCA9PR03b95ERkYGSkpK8O2330IqlbLOq5GXr0TyZctWRix1CFapVEhPT2d1XMplBW5ns1OgkpKt4evrCx6Ph4KCApw+fRpXrlxh9R0KCQlBSkoKDh06ZPF3bs+ePVAqlZgyZQq8vLy0248dO4YWLVpg2rRpyMnJwZEjRyzyjzIGwzD4+OOPce3aNZw+fRrvvfeedvZ+1qxZCA4ORmlpKSQSCX777TfcuXMHBw4cQEJCAvr06QOVSoXY2Fj4+7NTEFQqFeLi4pCYmAgvLy+z71EOjr8LnJLAwcGhpXnz5ti6datB+10nJycd+/Tw8HCDWVQBtd3t3r17ERoaivDwcADAoUOHkJeXp1OvoKAAgPpH/UGeErv2lZm1CQeANb8VQaVSgcfjYfjw4dixYwfGjx+vU9fX15fFFavZsI2dELdh22OHyldfskGzIMP5JDR4ugswcYytyTp/Vxzs2P18iEQ8yKRqn5SuXbsarWco2supU6ewbNkynD592uhxGoFVoyw0a9YMzZs3B6B+Xo4cOYJWrVrB19cXy5cvh0qlQmVlJdauXYs2bdpgypQpKC8vx6Ydpch9YMQevRar1hehpoYPgeD5WIhXKoGlq8wnNky/XY0VP99EZmZmvRTrq1evYtOmTTpOxZZw48YNfPvtt6iqqkJMTIzWpEilUmHJkiVwd3dHTEwMPvroI4OrCGyRSCQYPnw48vLydPydAPU76JEZBpo0aYLdu3fj+PHjWLFiBUpKSkBEWLlyJQDgjTfeYN3njBkzsGnTJsjlcsTHx8PT07Pe58/B8VzR0BiqXOHyJHD881i2bJk2prcmhvk777yjV8/Hx4cAkJOTk7Z+//79qaKiQq/uG2+8YTZWeZsWIirP1I9Rr7wXRDV31dt3/eqhd1yfPn3o4MGDtHz5cu2206dPs46R7mDPo9xLTUzGRy/PDKQXQoTaYxJ3erGKq55+xu+Zx4B/EuXYn+yuv/hmAPF4lrdvaez8SZMmUWBgIAEgR0dHeuGFFwiAXv4KgUBgtO3XhgdRWUagzvNWuxz704ukEuaZj33dwuOBNqxwM3oPci81ofBQoc4xtra21Lt3b2KYJ3M9DMNQQECA9rNQKNR5TxgrLi4uFBISUudZYGjUEBtaOMeZ5n/kSAN7ywzmbKlbDh06REREKpWKlixZQnw+nwBQ7969KS8vj37//XdtXZlMRv379ycA5OzsTAqFgtW78ptvviEAZGVlRQcOHGjQe5eDo7ForDwJz1yA/jcUcEoCx9+QDz74gKZNm0YKhYIuX75ssM7p06dp0qRJ1Lp1awJAbm5uVFVVpVNHqVT1Al7aAAAgAElEQVT+P3vnHR5VtfXh356WTEJ674GE3juEkoDApYiAFyIgICBVAQsd0asiV1GqgCggXhCULiC9SZRgKAqEIiVASKGFBEJ6MjPr+2OSIZOZycwkoYRvvc+zn8ycXc+Zc0722nsV2rVrl9lgYxKJhHr27Ek9OtlTepzxoFD71vuRi7PpwGZNmjShvn37UmRkJMXFxVk1qWnR2IZS/jEuKGTfDKU+3e31yiefrWrRJFl9u3qZJslPMykUCgoPD6clS5ZYPDkfO9TJonNfMc+zTBNMa8q3bt2aLl++TGlpadSlSxcCQFKplORy7b3SoUMHsrW1LBBa04Y2tGudr945pFysRl/MdDMpIBRNPisizZkzh86dO0etWrWyqp5EAhozxIlijzwOCpYeF0LfzPGk4ICyBUqTy+VUtWpVqlmzZpmDBZb32gzo42BUgL9xKpg6tDE9ppCQEFKpVJSVlUWvv/667vj06dNJpVIREdGePXuM1nV3d6dFixZRampqqe/ILVu26O7VNWvWVMyLl2EqABYSKlECCwnMC0xWVhY5ODgQAPrnn38M8hcsWGDxhGDz5s1ka2tLbq4SmjjWmQ5s8qPonf60dqk3dWyrPyEobfLh5+dHTZs2tXpC4uMlpU+muNK1E8GUdSOEks5UpUWfeVCNEEPB5MqfQRZNkjOvh1g9jmeRhBDk6Oiom/QoFIIG9HGgHWt8KWZPAO3+yZeGvuZIysKJskMVCd38y3ik6KKUFR9CdWsqntiYGzRoQMOHD6ehQ4dSeHg4OTo6kqOjo044sDbJZDJyc3MjIQQF+MmoY1slhTW3JVtbfeFg2rRpdP/+fRo7dmyFn1Pnzp0pLy9PFznaktX3ksnXW0rVguQG4xZCUGBgYJmioFdkkkgkus82NjZ634un/r2rmN3dMxYF28XFheLi4mjFihXk7+9PgHanYNOmTXrvpr/++qvUcdrY2NC7775r9L0XHR2tEzw/++yzJ/JuZZiywhGXKxHsApV5kVm/fj0GDBiA5s2bG9Udj46ORrt27WDJu0YqlRqNhlpenkQ02QWz3DFhhIvZcqbcTlqKjY0N8vKergvRakFy7Fzri5qhhjYXCckFePn1W7hwOR91ayqw52c/+PkY6udn52jQf9Qd7Dr4ZKJUlxUhBKpVq4bAwEDExsbq2cnIZDKEhISY9fajUCgQGBiIpKQkA/eeFUHR/WqJy8/iBAQEICkpSVfHz88PQ4YM0TMGLt5m/fr1IYRAbGxsqe3a2tpCpVJBpTJvs2EMmUwGIjL5bMtkMggh9DxYKRQC8aeCSw9uBuCv2Fy0+Fei3rFq1arhxo0buvP08fHB/v37Ua9ePb1yycnJeobUxnByckJqaqqendaVK1cQFhaG1NRUjBw5Et99991TjzfBMKXBwdQYhnkuWLNmDQBgyJAhRvNbtGhhsZHnkxAQAK13GW9v7wptc9n/0qFSmZ7AFU1QFhcalVqLu7s7ACAvL8+oUe+TwqGKBHvXGxcQACDQT459G7Remy5czkeDDjcx8eMUnDmfh3v3VbhyLR9fLE5D3fY3n5qAYGtrPMZFSQPShg0b4sqVK4iLi8Phw4dx//59xMbGQi6XAwBUKpVF7kDz8/MRFxdXLgFBKpWiZcuWRg3siwRaaxfxEhMTdXVeffVVxMXFISwsDK+++qquTFF+06ZNER0djQsXLpTapru7O5YsWYLZs2ejZ8+ecHV1tWpMgPa6lvZsq1QqAxe3vf5lb1ZAICI0bWCLpg31HShcv35dd55CCMTExBgICABKDRQIaAPObdu2TU9AuHfvHrp164bU1FR0794d33zzDQsIzAvL8+GegWGYSsmdO3ewf/9+yGQy9O/f32iZrVu3ltnHfUVizt+8tVy5VoBRE+9ixXwvSKXa1dmiVdoif/yfzMvE0eNlm0hWC8zGoH87QyYVOH8pD/uPAE8o3pUeb7zmgJDg0r02+XjJMOYNJ8yan4aH6Ros/O4hFn5XNmGoIjA2WXd2dkZycjKAx7sxZ8+exYEDBxAaGqorFxQUhIKCAqtX7YujUCiQn29dPAy1Wo3jx49bVcfSoGeBgYFYsmQJOnTogJiYGAwdOtSgzJkzZ7Bs2bJSJ+8NGjTA5cuXDTz9+Pj4oEWLFti+fbvJuk5OTujTpw86deoEuVyOMWPG6LyZWUL9OubjphRNzuvXssFfJgL2ffjhhwgMDDSaJ5fL4erqirS0NIM8X19f7NmzR+edDQCys7PRs2dPXL9+HU2bNsWGDRueGy9XDPMk4J0EhmHMMmDAACgUChw8eFDv+M8//wy1Wo3u3bvrVr5L8tJLL8HLy8uq/kJDQ9G6dWuTLlZN4eHhUWp+Ra/4rd6YgU79krH38GPXrUIIRP2ZjaHvZOP05Wa6spZOJurVUuDP3QH4c5cf5n3sgTkfumPXOj9c+TMYPbvYV+j4jfHGa5b5dx/a//n2A//woVZoCQgIQGRkpM7l5ltvvYVWrVohIiICrq6ucHLSuqgti4Agk8ng7OxstYBQVix1XZqQkIDAwEDExMQAAH788Uddnqenpy6Y3LRp0xASEoJGjRqhZcuWBqo3sbGxyM/PR7169TB69GisWbMG169fR3JyMrZt2wY7Ozuj/deoUQOffPIJvvrqK/j5+WHo0KFmBYSSz0dpu3QlUWuMl7Wzs8OECRNKrWvs3VSrVi0cO3ZMT0BQq9UYOHAgTpw4gaCgIOzcufOp7vAxzDOhvEYNnNhwmXmxKSgo0BnoBQYG6nkvaty4MQEwMAgsQqPR0IcffqgzBHRwcCBPT/PebqRSKWVmZlJ6ejqNGjWKnJ2dzdbp0aMH5efnU1RUlFljzyfh9tHNVUK1qsvJy8O4QbW9vb3ZNmrXUND9S9VMuuAsSDb0slRaKotHGnOuYItSflJohV/Dik7W/M5CiAr1UlTeVHIsltw/5s6v6Dnu2rWrRddm7ty5lJaWZvLdYK2bWmvSS+2UZu/BomekWpBxQ/V33nnH7PutXbt2enVat25N9+/fN3iPvf322wRojaJNeXtjmOeFijJc5p0EhmFK5bffftOpcyQkJOCLL74AAJw/fx6nT5+Gs7MzXn75ZYN6ubm5GDhwIGbNmgWJRILFixfj0aNHaNSokdk+1Wo1qlatChcXFyxfvly3Kuzi4gKFwlAVpm3btti4cSPkcjnat2+vt3JqDDKyaqxQKODg4ACZTIbNmzdj7ty5qFOnjtmxFpGapsGlqwW4m2KovuHq6oqsLEP9/JLRghd86g4XJ63+s7FdD4lE4Js5nlAozO+IVK9eHUePHkW1atUsPQUAQEamZavVmVlPQfepnBj7nU0RFBT0xGxiykLJsRi7f6yBiHQG8Hv37jW4Nv/+978RExODxo0bw8dLitbNbBEanA9n58er5fn5+YiJicHixYsxatSoMqtnWcLhozm4FFf6Do0QAnsPZ+H6TUN1RqlUivfff99sP8WdAvTs2RMHDx6Em5ubXpm5c+di6dKlUCgU2L59O2rXrm3hWTBM5YaFBIZhSuWnn37S+z5r1izExsbqJuKRkZEGhqN3795Fhw4dsH79ejg4OGDnzp0YN24czp8/j/3791vUb0pKCjQaDeRyObp06YKYmBikpaXhyy+/1Cvn7OyM9evX66k+FOmiW0N+fj4yMjIglUpx4MAB3Lp1yyIjVkswpvMM6KuPhATL0Tnc3uzEy9Ndhle7m1c7unr1Kpo2bYrs7Gyrxvrrfsu8QO3Y93x5LSoNpVKpd38IAXR7yQEblnvj9KFA/Lk7ACMHZiDIX6vyYmNjA39/f6vV3Z53it9bbdu2xa+//goXF62Hri1btuDc3+uxaoECCX9XxdFfA9CzzQ+4fa42PproAVtbKWxsbNC6dWtMmDABK1aseKJqVkTAsAl3kJWtfUZIL0/77c49FcZNv2e0/oABA0zaIhSnSE2yQ4cO2Lp1q4EK1YYNGzBlyhQAWicN7dq1s/ZUGKbyUt6tCE6sbsS8uGRnZ+tiIBRPjRs3Jl9fbeTjo0eP6tU5d+4cBQUFEaBVT4qNjdXl5eTkUP369alOnTrUpUuXUtU7hBC0aNEiUqvVeu2npKTo/OAXqUw0aNCArl+/riszefLkMqk4lDVgVEWkfj1L9wlfPH31H+t951uaaoTIKTfBeNTr4mpPzRqaVjUpa5yCJ53c3Nzos1kf0O6fjUeLzkuqThNG+j3RMXRsq6QfFnnRvg1+tPl7HxrU14FsbMqn/lZWNSmJREJOTk4EaNV7Mm+EmFR127XOl+Ry7TOnVCrJwcHBZHyDsiZjaoKN69vQb7/4l1Azqk7bV/vogsSNGDHCQB2r+HunNPLy8mj//v2k0WgM8qKiokih0Mb5+Oqrr6x5dTLMM4XVjRiGeeLs3r0bGRkZBsdPnz6NW7duoVq1aggLC9Md37t3L8LCwnDz5k20bNkSx48fR/369XX5tra2iI2NxcSJE3Ho0KFS1TuICM7OzgYqOe7u7pg8eTJatGiB/fv3o3r16oiNjUWzZs1w6NAhACjzDkBOTk6Z6j1tnqCWB65cK8Cb793VGY4S6f8FgAkfpOBUCW8yMplMpwr2PHizMkZqairq+K/GvyKURndsZFJg3sdKdO1o3CC3PLi6SPDbL/44sMkfQyId0am9Hfp0r4LVi71xOToIjerp71qUvO9NUbdu3TKrSWk0GqSnp8NOKfDzdz5Q2mr7LKnqRkTo2tEev6x7BcHBwcjJyUFGRoZFhtSNGjVCYmIifvrpJ7Rq1arU87p//77BsdPn8tChTxI+XdoSwmk+th5si5AW8ej1xm3EJ2rjNty7dw9Lly7V1enatavee6c0FAoFOnfubHDO//zzD3r16oX8/HyMGzcOEydOtKg9hnmhKK+UwYl3EpgXlz59+pS68jd69Ghd2SVLluhWFiMjIyk7O1uvrbS0NPrmm290kWQtSR06dDA7xgcPHlD37t11K6Pz58+nmjVrWtzH9OnT6Y8//qCqVas+0RVkc6lqoMzkKm7J1K9nFZPtVJRRdutmtrRllQ/lJ4Xqdg92rvU1iHwtk8me6XWzJtWvrbDoGv+xw79M7Zu69lIp6PThmqX2ffdCNQrws/5aymQy3Wq3NXWKfx/xuqNFO1jxp4JJKrX+mpS8Lp06daKvv/6avv32Wxo0aBC5urqabUcul1P79u113729venkyZO6nc6tW7eSl5cXAaBVq1aV671369Yt3W5or169SKVSlas9hnnaVNROwjOfQP9/SGAhgamEPHjwwOzko3bt2pSdnU3jx4/XHZs5c6ZORaigoIB2795NkZGRem3Z2NiQo6MjBQYGkre3d6kT2+LelEyhUqloxowZJidrdkpBrZvZUnhrJXl76qtmODo6UqNGjXTfmzZt+szUZXat8zU7UUs+W5Xk8qc3JocqEgryl5Gjg0RPpeOrr756Zt6A6tWrR/PmzaPg4GCr6n35kbvFHnOqVzN9D1jr1adPd3uLJuHzP31yamQAqGfPnrR8+XL68ssvyc7OTnd8w3Jvi1Xd6tWyoQ4dOtAHH3xAO3futFjlSCqV0vTp0ykuLs7g+Z0/f75V59GxY0cqKCggIqKFCxcSAAoKCqIPPviAAFDfvn3L/N7LyMgommBRy5YtKSsrq8xtMcyzgoWESpTAQgJTCfn+++8JAMlkoEF9HejINn+6/081unO+Km1c4U0RYdoV5bZt2xIAUigUtGbNGiIiunDhAk2ZMoV8fHx0/9iFENS5c2dat26dwT/egoICSkxMpJiYGNq4cSO99tprOneN+/fvt3jMGzdu1NUrmuDO+8Sd0i4/duuZnxRKW3/woYZ17fSECTs7Ozp06BAREanVavL3L9tqcnlSjRA53bto2gVqflIo9exSPleYFZX69etHEyZMsKpOcICMJr/tQl9+5E5Tx7uYdF1ZPMlkMp3ePADdpFShUFg9Wf9pmeWT4Q5tjNun+Pj40J07d2jRokV6E+3S0o415oU/9e3qlHqpmtUr9RWRtq/2sfi6hDV3oLfffpu2b99O6enp1Lt3b7Ptu7u7U3JyMhERnT17ln799Ve95zYvL48iIiII0NoFVatWzWRbxXcvi94dDRs2JAA0fvx4kkqlJJPJ6NatW1a/8woKCqhbt24EgEJCQujevXtWt8EwzwMsJFSiBBYSmErImDFjyKGKhI5sM27kqb5dnZbPCyZAaxC6a9cuo+pE1atXp9mzZ1NCQkKp/Wk0Gtq4caPOINrUpMAc69atI0ArIJzYF2BypTjjeg1q3kh/khkSEkKJiYm0c+fOpz5RK0q1qssparvhNf/naBB17WjZpNRUql+//jM5JzuloB+XelFBsqHgs/47b3KoUrEGsCVT0Y7Ht195WjwZblqKYba16VxUoMX9urk+uWthasdu3ieW7bDkJYaSu9vj3SOpVKq3EGAs+fn56Z59tVpNfn5aw/AZM2ZQbm4uzZkzh7p06UIAyNXVlc6dO0dERKmpqTRgwACD9pycnGjv3r16z/yxY8cI0KokvfTSSwSAPvvsM6veGxqNhkaOHEmAVqi5cuWKVfUZ5nnihRMSAIQB2A0gDUA2gFgA7wKQWtHGxxa8KK+VqBNhpvwXFXBuLCQwlY7ExES6eqpr4QTBtFrGh5OCqHv37nrqRI6OjjRy5EiKjo426jWkJAcPHqTq1asbfQb79+9v1bg1Gg398MMPtH5FHbMTn7jjwfTf/86iyMhIXX8ymUynj/wsU4M6CnprmBONH+FMHdooSYhnO56yJqkUtG+Dn9HdkaLvR7b5PxUVqm4d7SyaqF8/GUwSScX1G7PHUFg19TzZKSs+0J+5VLemZbYa2bdH0tGjR2ncuHHk4uJitl1HR0fdpJ/o8WS+KHXs2FH32c7Ojk6dOkVE2hX9Dh066PJ8fX3pwoUL1KtXLwK0u0lz587Ve7cUTfCLdhUCAwOtsiX47LPPCADZ2trSn3/+adU7h2GeNypKSNCPg/6MEEL0ArAFQC6ADdAKCj0BLADQBkA/C5s6UkpeTwBNAOwxkR9lov5RC/tmmBcKP+9ckOwaAK1f+ZIUeQMZMUDgvy12Q6MR6NKlC4YOHYrevXtDqVSa7ePEiRMYPXo0zpw5Y7LM77//jt27dyMvLw/5+fnIy8szmyTIwpdTzXt8qRooxz9nvsX+/VlQKBTIz8+HSqXCzZs3zdZ90sRezEfsxSfnh/5p0a9nFXRqbwciMvAgI4QAEaFdSyUG/dsRP6x/ZFGbDg4OcHd3R3Jysklf/RKJBO7u7sjOzkZmpjb2w74j2bh4JQ91ahiPf1A0xq9XPoQFjnsAAI0bN8bp06dLLbPnUBaaN7IttYwQAr9FZyM7hwyOE5GJWqaRyWRQqVR6x+RyOQoKCnR/i7hwOR+rNzzCG685Gv2dAICgxMZd7vjo04FISEjQG5+7uztSUlIM6igUCnz11Vfo1KkTOnXqhG3btunlHz58WPc5Ly8P586dg6enJ1q0aIE7d+4AALp06YI9e/ZAIpFg69at+OSTT/Dpp59i0qRJOHv2LJYvXw5bW1t8/vnn2Lp1K86ePQtPT08kJCRg79696NGjh9lr9eOPP2LmzJkQQui8MDEMAzwPOwiOAO4ByAPQrNhxWwDHoF1J6F/OPqQAEgvbalAiL6Lw+MdP8Bx5J4GpdKgfLbJYReLHVePNqhOVpF+/fk9sZbRzuGUrxurb1WnhLI9S23JxcaGAgICnvrr7vCdLr8mhLX4W/Q7HdgWQRCLR29WxJkkkEurcuTMNHjxYd2z16tVERHT79m165ZVXCNDafST8XdXoKr76dnVavdjL4l2bVq1a0caNG82W8/WWUlZ8iNldhN7dymdvYmtrq7ej17x5cwPj8iLPRiV/P7kctHK+cXWsuxdCKaKNvkctT09PmjFjBuXk5BARUbNmzfTynZ2dDcZniRemovEKIWjWrFlG3x2bNm3S2YO0aNFCZ+9QZEdVpYp2rC+//LLZ99DBgwd112TRokVWvcMY5nnlRYqT0BeAB4D1RHSq6CAR5QKYWfh1bDn76A7AH0AMEcWWsy2G+f8BGY8SbIzX+3dFQECAVc2fPHnS2hFZjK2Nka0PU2VtBTw9PdGuXTtMnDgRq1atwvjx43X+3B88eIAOHTo8qaE+lzg6OpotY2k04oZ1LCvXoLYC9vb2iImJsah8STQaDY4cOYLGjRtj/vz5AIDhw4dj165dkMvl+OeffwBo40C06JqAud88QGqadrdJCIGTZ3IxbMIdDJ1wF5Yu3CcmJiIyMtJsuVt31Hhj3F0UFGgbLtm+EAILvnuAP07YwsPDw8IzNiQ3NxcFBQW6nYCTJ08axFBo3rw5AG1U9OIUFAAj3r+HeuE3MW/ZA2zbk4mft2Zg2IQ7CGxyDUeiMyGRSBAeHo5jx47h7t27mD17ti7a+qhRo3RtLVy4EGlpaTh37hzmz5+P7t27w87OzqIIzWq1GhKJBPv27cPMmTONlunbty+OHTuGoKAgnDhxAs2aNcPx48cxdOhQhIWFITNTO9bdu3fr7XqU5Ny5c3j11VehUqnw/vvvY8KECWbHxzD/nxBUhm3MCh2AEGsBvA5gIBH9XCJPBiAdgAJAFSLKM9KEJX38CuBlAMOJ6IcSeREAfgOwDkAMtDsbdwD8QURXy9Kfkf7/atKkSZO//vqrIppjmKeCJmMRkLXUfEEAwmU1hE1rq9qPjIzEpk2bzJaztbXFlClT4OjoCCcnJzg6OsLe3h4SiUSXhBB6n+1t7qJJ8EwQGVeVKs6kj1Ow4LuHRvMkEolFAaPKQtOGNujXswpcnKW4m6LGz79k4J8rjydRxfu2tbVFbm7uExlHSTw9PeHr61uqCpg13DlfFR5u5jVbM7M0cAq9ZracEAJffPEFxo4di4MHD2LHjh3YuXOnXiCuKlWqIDg4GOfPn4eNjQ2kUimys7MN2pJKATcXKXLzCI8yyvY7W6MO1LqZLaZPcEW3l+wgkWhvzDPn8zD/2weIOu6EGzduQCaTYc+ePXjllVd06kLF+xBCQKFQIC/v8b9DmUwGIipzUDVz2Nvb4/3338eMGTN0QkFJsrOzMWTIELRo0QJTpkzRHc/NzcXu3bsxc+ZMnaBmCT169MCGDRtgb29vskxKSgr69euHqKgo2NjYYPny5WjUqBGaNGkCjUYDIsKHH36ITz/91KBuUlISWrdujaSkJPTr1w/r16+3OIAdwzzvNG3aFH///fffRNS0PO08D0LCSQDNoFU1MphFCyHOA6gLoA4RWf6GeVzfD8BNAJkAfIkou0R+BLRCgjG2ABhJRA8s7MuUFFCrSZMmdiwkMJUJKrgKSjWvzwuJJ4THbxBCblX7np6eRvWYLUGhUMDd3R1ubm4Gqeh4j7Cf4Opwo9R28vIJQU1uICVVXWbdb2vxcJPi5++80aGNYVTfX3ZnYtg7d5GRWfqEVSKRwNHREQ8fGhdunie2/uCDXl2rmC23/0gWug24Zbacv78/evTogXbt2iEsLAzBwcHQaDSIjo7GO++8U2HCzZPE3U0KP285MjKB6zdz4eDggISEBDg7OwMAxo8fjyVLlsDZ2RkeHh64evXxelVkZCRmzpyJ69evY+jQobp7wN7eHl9//TWaNWuG119/HefPn6+w8cpkMoSEhMDb2xuBgYEIDQ1F7dq10bBhQ4SGhhpMrjUaDaKiorBu3Tps3rwZ6enpZerX09MTsbGx8PLyMlmmoKAA77zzDpYtWwYAeP/996HRaLBw4UIAgLe3NxJu3oRMLnTvqEePHqFdu3aIjY1F27ZtceDAAZPCD8NURipKSHgebBKuQKuLGGoiP7owv3UZ2/9PYf0lJvLrApgKoB6AKgDcAXQF8HdhvaMAJBb29ZeJlMU2CUxlRJ02yqwuuSZzZZnanjRpksW61kIInV98S4M3tWlhSzk3jXtrKfLWtOl/7SgiIoLc3d31+goICHgicRLs7QSdPhRYqqefqG2BBr7yZTKZLrIsAL3xVlSyNjCZpanIPsSU55yi46/2MNRhtyQ5OTlR586d6csvv6SjR4/qBdV70kkIQR06dDDpmcuSJJPJ9NxtLl26lACtO89//etfujIRERF6Qf569+5Nx48fp/Hjx+s9E56enmb7rFOnDs2cObPCroNMJiNHR0cKCAigJk2aGLVHKGuaN2+eRe+TZcuW6WwLOnbsSN7e3tSpvR1tX+1DBcm1tPfb3XDKf7iQXu2t9ZxUs2ZNSk1NLdP7i2GeZ54rF6gA4q188NcWq2tOSCgyXm5VhnFJoN1FIJQwWLagriOA64V1e5Xz+rDhMlMp0agfkvr+v00LCQ8/tMjFaUny8/Opbt26FkU2LvrHby5VqVKFfHx8KCQkhGrVqkW1atWiYa+H0P1/DCeneYmhNGua2xObPJpKE0Y6W+QGs1/PKk99bEXJy8uLatSoUaa6CoXC6CR12Zelxyf4ZXUt0mg0lJubS6+99ppBfTc3N5o7dy4NHjzYrHvakrEASsbtqKg0c+ZMXbCtffv2WSX0Fk9KpVIXMHD//v06w9169eoRALK3t6c9e/YQEVFCQgKNHz9eL2CgQqGg4OBgvWjYZUm1a9emb775hgCQg4MDJSUl0ZkzZ3TCY3h4OIWFhVFISAi5urpaZIRc1qRQKKh37940Y8YMq9yYRkVF6QTohZ+Zjk1x/WQwtWjqTdevX7f63cUwlYGKEhIqRN1ICHEIgJ8VVXYQ0ZTCuk9M3UgI0QPATmgNlq1TmNbW/wzABwDmE9FEa+sXa4dtEphKC1EekLMNlL0BUF0BhBxQNIOwGwQo2ht1l2iOW7duwc/PslfG4cOH0apVKyQmJiIhIQEJCQm4efOm3ufExESTRpFKpcBrrzigY7sqcHRU4k6KPY7+5Y0CtQuUSiXkcjmICPn5+UhPT8eff/6Je/fuWX1OlnAuKtCk+83iHPojG9bA2MIAACAASURBVF0ik43myWQydO7cGZ6enli9erVBfo0aNWBnZ/dcqd0IAUx+2wXvjXaGp/tj+4T7aWos+18m3p3xD5ycXXXH9+zZg+7du+u1IZFIMGrUKCxduhSZmZk4deoUYmJicPjwYZw6darMKi1l4ciRIwgPDwcA/Pe//8Xu3bvRtWtXfPzxxzq7gICAACQmJlrUnhACffr0waFDh5Ceng5vb2/cuXMHnp6e2LVrF5o1a6ZX/s6dO5g/fz7mzp2L8vwP9/HxQcuWLbFt2zYoFAr8/vvv+Pjjj7F3715MmDABixYtwuTJkzF37lzMmDEDs2fPNmjj7t27OHPmDC5cuICrV68iPj4eCQkJuHLlioELVmuQSCRo164devXqBT8/P13y9fWFQqEwWS8+Ph7fLXoZs6fmayc5Jt5PuQW+UPofghDSMo+RYZ5XXiR1o7XQrh4MMJInA5AFoACATRna3l7Y9tAyju2dwvrflvMceSeBYUrw/fffk42N+ai233zzDV2/fr3UHQu1Wk23b9+m48eP08aNG2nu3Lk0YcIE6tWrFzVu3Jjc3CzbNbBEVaOsSQhY7JY16UzVUtvq1q0b5eXl0b59+8jLy+uJjdlYkkq1UaEb1lWQk6O+6lfRKr4QghYuXEjbtm3TU8VRKAR162hHQ/o5UPeX7Cikmr9R17kajYa++OILWrt2LTVo0ECvD7lcrhdN9/fff6c6dero8qtXr061atUycP1ZkUmpVNLbb79N165dI0dHRxPXqWz9F+0IhISEUFxcXKnP0MGDBy1WvzOWpk+fTmq1mt5++20CtEHLDh48SEIIkslkdPXqVV308bCwMKue77t371LVqqXfx2VNHh4e1KhRI+rRoweNGjWKPvnkE1q5ciXt2bOHYmPPUs6trhY9Z5qcg1adE8NUFp4rdaNyDQAYXvjgrzaS17EwL6oM7foCUAF4CMCujGP7ubD/KeU8RxYSGMYIsbGxFvvbDwwMpMGDB9P3339P165ds1rNKSMjgy5evEh79+6l5cuX0wcffECDBw+m8PBwCg4OtlitqTwpN6H0iLZF6capYIvaK65a07yRDX0x04sWfeZBk992IT8fy8/HknNXKARNm+BC8aeCdePMjg+lNUu8qHo1rdpYkS56hw4dqGnTprq6pQmDCxYsMPvbXbhwwcBmQqlUUtu2bXXfQ0JCaN++fUREtGPHDj2VnIpIQghav349de/eXXdMIpHo1IIqMjVr1ozu3r1r0X29adMmq9qeP38+tW3bVnfv9O3blx4+fEjt27cnANS6dWtdrInIyEh6+PAhSSQSkslklJmZafHztm/fPpPqhOZUlZRKJdWvX5/eeustGjduHPXp04datGhBfn5+ZoWvkGB5qTYweunBRIvPh2EqEy+SkOAIIAVWBFMDYAegFoDAUtr9sLDuYjP9t4ERw2QAgwBoCscVXM5zZCGBYUxw69Ytg0BMRemll16i3r17k4uLi0FeQEBAuYSGkqhUKkpKSqLo6Gj6+eef6Z133jHQby9v2rfessBiPyyyfHfAz0dGUdv9jdpdLP3Cg+Ty0us7OTmZ7UOhEEbHXjQRu/9PNWrSwFAQ8PT0pM8//5wuX75sIIgUN2597733SK1Wm/2Nfv/9d6O7QoMGDaKcnBxSq9U0b948vR2NevXqVdjvePCgduX53Llz9MYbb1hkU1M8+fvKqFtHO/pXBztyd5PqAoIVTzVq1KCMjAyr7t1x48ZZPAYhBP3++++0b98+3S5I8+bN6dy5czpj/YEDB+qErJiYGN3zWWQ7YY4jR46QUqkkANSpUyeD3Y6XX3651DHa2NhQo0aN6KOPPqLZs2fT5MmTadSoURQZGUmdO3emxo0bU1BQEDk7OxvcV80a2li8Y6dOG2HVdWaYysILIySQdhLdG9pV/0wAKwF8CeBS4UO/CYWuWouVjyjMO2KiPQkeG1PXN9N3PIAEAOsBzAWwBMDxwroFKKOqUok+WEhgmFLIzMykPn36GEwW7t+/T0RadaKzZ8/SokWLqE+fPuTq6mo4AfP3p0GDBtHKlSspLi6u3ELDihUrdG2XFFK6detWpknmK/+yt8jTT/NG+hPuOnXqUJs2bahmzZp6E1NXFwldPhZUqrektUu9yz05njXNzezq7LUTVQ28Mvn4+ND06dPpypUr1LdvXwK0ajhFxsdCCN0Esl+/frrovaY4e/YshYWFGR2jl5dXqUbK5d1ZkEgkBvdUYmIiTZo0yehkv3iqGSov9LLz+PrlJ9WkNUu8yMdLf2VcLpfTsWPHLLpHY2JiKDw8vEwqRyNGjKA//vhDt0MTGBhI69ev112nIs9K7du3p4kTJxIAmjFjhsEY8vLy6Nq1axQVFaUTrovu0eKqWEU7AFKptMJVweRyOXl4eFBoaCj16Nak8F61QEh4ON3yFwLDVCKeK8PlikAI0QZaI+HW0O4ixAFYBeBrIlKXKBsBbWyDKCKKMNJWNwC7YYHBshBiKoBO0O5MuAMQAJIB/A5gIRGdLdeJgQ2XGcYSNBoNpk6dirlz5wIAGjRogLNnjT9+Go0G58+fx5EjRxAVFYWoqCikpqbqlfH390d4eDgiIiIQERGBkJAQq4ysg4KCkJCQAC8vL1102ipVqqBTp07YtWsXCgoKynSe3831xIjXnUzmz5qfio+/Kj3atUQiQf369dG3WzJmvONishyR1nCzfa9ERJ8oWzA2GxuBhL+rwt3VvIHnv4ffglfgIAQEBGD16tV6/v0bN26M1NRUzJo1C5GRkfjwww8xb948EJEucFzbtm2xfft2uLq66rWbmZmJjz/+GAsXLoRarYa3tzcWLFiAW7duYfr06RZF8i0v9vb2yMzMNJqXnp6ODh064PTp0wZ5DeoocHirP1ycpLrfA3j829xMKkC7V5KQfPuxka9UKkVSUhK8vb0N2svNzcXs2bOxfPnyMhnYKxQKqNVqqNVquLi44N1338XmzZtx7tw52NjYoHnz5jh69KguQKFarYanpyfu3bsHuVwOpVKJvLw8qFSqJxa8DdBegzZt2iAsLAzOzs5wcnKCs7Oz0c9KpVLv2dakDgAKzP+/FS5rIGxaPbFzYJhnxQsTTO3/AywkMIzlfPfdd3j//ffx8ccfY/LkyRbV0Wg0uHDhAo4cOaITHEoKDX5+foiIiNAJDqGhoSaFhlOnTqF58+Z6x4QQGDx4MNasWVO2E9O1A7wzyhnvjXKGv+/jAHRXr+djzuIH+GH9I4vakUiAxNNV4e1pPprxj5seYeiEu2Uab5sWtvh9e4BFZVesTce5+H5YtGgRJBIJoqOjsWrVKmzcuBFZWVkAtJPt1157DcOGDYNarcbQoUMRHx+va6NWrVrYs2cPgoODQUTYvXMt/rdyJu7cvYfYi/kY8sZb+Oyzz+Dk5ISHDx9i3LhxWLduncXnI4SAUqlEdnY2bGxskJ+fD1P/B93d3fH6669jwIABaN68eakReZOTk1G9enXk5OToHf/7YCAa1i3do9WOvZnoM+y23rEePXpg586duu/Hjh3DtGnTEB0drRcF3N3dHWq1Gg8emI75aWNj81Qm9SXbl0qlqFOnDoKDg3WBDj08PKBSqfDBBx8YbcfW1hZTp07FlClTYGdnGHDQEigvCvRgZOmF5I0hXNeXyTsbwzzvvDDejf4/JLC6EcNYRUFBQbnqq9VqOnfuHC1evJj+/e9/Gw0+5uvrSwMHDqTly5fTlStX9FRJ2rRpo1MxKSpf0ssOAGrVqpWBfrVMJrNIB14qBbVtaUsHd02nlk1sSQjDMmPGjKGIiAjdd3t7e50RsKe71GLd61P7LTMON5aKgqFZktYs0dpSBAUF0bVr13TXMyMjg1atWqVnaAxoPRH95z//of79++sdd3d3pwN7v6eoHY31jL3zk+tqY3OoU+m3337TGb1bdr2lNHHiRMrJyaHMzEzq2rVrqeV/+eUXq+653Nxcg3ukbUtbs9dMdSuUCpJDKdDf0Hh88uTJ1Lx5c6OqUnK5vMJtZoq3V6QSVHSsShVt7I6xY8fSxo0b6ejRoxQfH0/5+fl05coV8vb21ntmmjZtSjdv3jR6rRISEoz2HxkZSfHx8WV76EugyfqJ1LdrGr/uKb1Io7pfIf0wzPPIC6du9CLDOwkM82zRaDS4ePGibpfhyJEjuH//vl4ZX19fhIeHo3nz5nj//ff18pycnPT88MvlcsyZMwcTJkyASqVC165dceTIEQDAmDFjsHr1aoMVZWPY2Aj07+MFD9c8ZGVrsP9INq7Fa9WY2rVrB6VSif3790MikWDWrFmYNm0ahBBITU1Fws1YNPIbY9H5nzyTi1bdLPPZX5KQYDmu/BmspypjipKqUr6+vujcuTOaNWuGsLAw1K5dG4mJiVi5ciUWLVqkUxOSSCRo3Lgxrly5goyMDNSpocBvv/jD3VVqtN+UtCpoEH4O9+5b54d/ypQpmDNnDgAgLy8PnTt3xh9//GG0rEKhwPDhwzF+/HjUqVPHIJ+IkJWVhfT0dOzduxczZ87EnTt39Mp8NNEN/5nkalDXGG+Mv4O1mzOsOh9Lsbe3x7Bhw+Dh4QFvb294e3sjLi4Oq1evRmxsrF5ZpVKJgoICqFQqKJVK3X1sY2MDZ0cVIl9tgkVfLwVktSAkDoiPj0e7du2QlJT0+FzeeAPLli2DUqk0Op6MjAw4Ojrqvjdq1AiLFi1C+/btK/S8SRUHyl4H5B0FKAeQBkLY9QNse0AI07EWGKayw+pGlQgWEhjm+YKIdEJDzJ+H4O18At1fAtxdpbifpsaGbZlYu/kRsrIN34+NGjXC+vXrUbNmTd2xhw8fon379rh8+TJOnz6N2rVr4/79+0hISEB8fDxWrVqFPXv26Km1jHnDCR9PdoWHm7660M79mRg7NRVC6oHk5GS4ublhxowZsLe3x8WLF3Hq1CnExcUhNTUVpw/5oW5N88HZ5n/7AJM/uW+2nCkOb/VDeGvTqh/aVSegRut43EgofeJeFMDu0SOtWlVAQABu3bqlp6ry14FANKpX+nlt2JaBgWPvlFrGGOPGjcPIkSMxfvx4/P777xbVsbW1Rf369VFQUID09HRdMqe+88kUV8x8z82iPka+fxerfjZUNZNKpahXrx6GDRuGunXr6unkOzk54d69e5g2bRq2bNmC3Fzjdie1a9fGxYsXDY4TEfbv349Zs2YhOjraoF+1Wg0hBEKryjB7uht6da0CmaxIYFMiS9MJ7bttwZnYmwC0gf4WLlyIt956q1SBkohQt25dpKSkYPbs2XjzzTchlXJQM4apKFhIqESwkMAwzydUcAn0YASgMTQATbpVgB6v38L5S4+NYhs0aIAxY8agY8eOqFGjht5EKCcnB/fv30dAwGP9fZVKhUWLFuGjjz5Cdna27vjkt13wxUx3w/EUrppfuZaPNj0TkfZAY1CmOGOHOmHJ556lrvJrNITabW8i7oa+oXVxHfIWLVpAo9EgPj7eYIcFANq1ssWBjf6Qyw37KOr729UP8fa0lFLHawltW9oialvpNhBEBJUKqNr8Bm7ffXJ69uWhU6dOGDs8AL07HLWofNueifjzlP4kXyqV4vbt2/Dw8DBa5+uvv8bkyZPNGm7Xr1/fYMegOESEqKgozJo1C4cPH9bLq1dLu6vj6mx8V+dyXD7CeycBElds2bIF7dq1K3UsReTl5UEqlUImM29TwzCMdVSUkGDaCothGOYFhjRpoAfDjQoIAODvK8een/3g5vr4NRkbG4u33noLtWrVgo+PD/r3749vv/0Wly5dgq2tLfz9/ZGeno5Lly7h888/h4+PDyZNmqQnIAT4aVdljS3QFE3AaoQoMOMd42oqEokECoUCUqkUK9amY8+hrFJXbad8et9AQACAqKgo+Pv7A9Aa3Z48eRIpKSlIT0/HuHHj9Mr+EZOLfiNu41GG4YRcCIHv16XjnZkpuu9SqbRUI9/S6NjWvLGqEAJyuUD7VsbVWSoShUKBbt26Yf/+/Th16hR++ukn1KpVq9Q606dPx4EDB9Cn/zJAmPZkVcS5f/IMBAQAUKvVpRpl79271yLPTleuXEFERARef/11TJ48GQsXLsSmTZtw7Ngx3Lx5EwUFBYiIiMChQ4dw7NgxdO3aVVf3x6XecHXWrvIbu89qhiqwemkN/P333xYLCIBWfYkFBIZ5vuGdhKcA7yQwzPMHZX4DylxottyM/97HnMVazzG2trbw8vJCWloaMjL09ceL1CUqSgXlwUM1/BvfQG6u6Xe0m5sbvLxcMbhPGkYNdoKz02OVjavX8zFrfhrWbTGu5z5o0CBMmDABLVq0AADMmTMHU6ZMAaC14ejatSsOHDigV8fRQYLB/RzwUjs72CgELl/Lx8q1j3DtpijVS5A1/HeGG6aOt0yPf+TE+9gXZYfk5GSj+Z07d8bw4cPh6uqqU9G5ePEixo0bh1u3bplt/6233sKnn34KNzft73Xw4EF07ty51Dpubm64d++eTkii7E2gR8Y9+QCASkV4edAtHIjKNprv7e2N27dvG80rKCiAr6+v0d0fa/H09ISvry/8/Pzg5+cHIQRy0qPww4LS72ciAEIKiUcUhNSz3ONgGKb8VNROAovxDMP8v4RyfrGo3JBIR52QkJubi5s3bxotZ6l7yWYNbS0q5+IsRUiQHBcua1eKZTIZ6tWrhzfffBNNmjRBzZo14erqisaNG2P67KuYNT8N4a2VcHSQIOm2CsdO5qJJk6bw8krC3bt3YWNjg7y8PF37a9euxWuvvYbOnTvjwIED+PDDDzFu3DjY2dlBIpHgxx9/RMOGDXUxIgDgUYYGS1elY+mqx0bc9evXR26uVpUlISEB0dHR+Pvvv3Hx4kXEx8fjzp07ePToEVQqy4yMr163PP7Excs5SE427frzwIED0Gg02LBhg26iX7NmTfTp0webN2/G2LFjS51g37lzB1WqVNF9d3NzQ5UqVUzGSwCAsLAwvV2UAlkvxF49jjqBv8LWRl+IepAOrNxQFTYOtdCyZQru3buHe/fu6dzFFo3h7t278PLyMuhLLpfD39/frJCwefNmODs7Izk5WS/dunULycnJuH37tq7vM2fO6Op9MsUVQOkCrXZzQQ3knwSUPUotyzBM5YLVjRiG+f+J2rK4Af4+ptdSpkyZgp9++gmHDx/G7t27MX/+fPTv399oEKyyMH36dJ1nHZVKhTNnzmDChAkYN24cjh8/jhMnTugCzmXnEPYczsaG7Zk4/rcKs2Z9hpiYGJw5cwbjx49HVFQUTpw4gWnTpiEwMBAA8Nprr2HGjBmQy+XIz8/HgAEDdH17eXlh7dq1eiomEydORHBwsN4YBw8erPscGBiIAQMG4KuvvsKuXbtw4cIFpKamoqCgAG+88YZF57xxR4ZRtaaSnL+Uh5i/zAeIO3ToEEJDQ7Fv3z69461bt8aCBQsQGhpqtJ4QAlu3bkWPHj2QkZEBUt9Cw9Dfcfdyb5zY3xgz33OFj5ehsa2fnx8AIC4uDlOnToW/vz+at58Hn/pxeO+jB4g64Ym7jyIAxy/gWiMWUz/aj19//RUxMTE4efIk+vfvb9BmSa9JxfH0NL96//DhQ9jb28PZ2RkeHh7w9fVFUFAQqlWrhpo1a6J27dpwc3MzUCeyUVgeQ4DoyQe0YxjmKVNeH6qcOE4Cw1RG1HdbW+T7P+Hvqgb+3N3c3Oijjz4y2bZGo6F9+/ZRixYtdP7mi9LHk10t6jc3qSFpNLlERHT79m0aMmQI2dnZGfjKLzk2ALRs2bJSz12j0dCQIUMIAHl7e9O7776rq3v27Fm9sjNnziQAFBwcTPn5+fTo0SO9eAdxcXFmr/WWLVus8tc/foRzqdcmPymUunW0s6pNGxsbunjxIvXv35+cnJwsihlgb29PAGjJl/VJZcTnfm5CKE0Y6axXr1+/ftSxY0e9Y/Xr16fFixdTWlqa8XtRrabvv/+e3NzcjI5l//79urI5OTl07tw52rx5M82ZM4dq1KhRobES3NzcqHbt2hQeHk7fzOtoUZwH9e3q9Nv+hWbvA4Zhng4cJ6ESwTYJDPP8oUn/D5Dzs9lyS1c9xIQPtEa53t7e+PDDDzFixAgoFJb5WX/w4AEWL16MBQsW4OHDh/D3leHa8eBiriRNYDcMEsfpBofXrl2L2bNn49KlSyarOjk5ITo6GnXr1jVZJj8/H926dcPhw4d1LltTUlIQEhKCuLg4XTmVSoVVq1YhLCwM9erVg0ajQe3atXHlyhVMmDABixYtMnsNgoODTapplUQikSAysh+WzWsBR8n3APTVj7JzpJj9tS1+3JSCtLQ0i+JRlIdxbzpj0WceICpSrTFkxHt3DSJlK5VK9O/fH6NGjULLli1NGpefPXsWI0eOxMmTJ02Owc7ODmq1ulx2H6GhoahZsyY8PT11ycvLS++7u7s75PLHUcBJkwnNvXYQyCqlZeDCZRUyFWvRunVYmcbGMEzFwi5QKxEsJDDM8wcVXAWlvgLAtGpLQQGh0Us3cfd+FUydOhXjxo2Dvb19mfrLysrCypUrMXfuXPR/JQtzPjTtAvVyXD56Dc1Gg0btERERgYiICNSpU0dP133WrFn46KOPTPbn7++PmJgYnfqLMR4+fIi2bdviwoULaNiwoU516dtvv8Xo0aON1tmxYwd69eqFwMBAXLt2zSIPNStXrsQ333yDc+fOmbVNsLW11U38SZ0K5GwFqS4BkEAomgK2PSEkj3+DKlWq6OnwVxQODg4oKMhEwl9V4eZaug//5NsqVGtxAyoVUL16dYwfPx5dunRBbm6uTte/KN29e1f3+erVq3j48KHVYxNCQKFQQKlUgoj0Av2VZMiQIfjqq68sUksyem5XP4ePww8m84kEyOk7yOwiytQ+wzAVDwsJlQgWEhjm+YRydoDSp8KYoFBQQBg1+QECQsdg0qRJcHZ2rpA+8/PzsXbtWty8NAdvD9XA3fXxCjMR8PcFZ4x4Lxmx5/W977i7u6N9e63QEB4ejoEDB+LChQul9mVnZ4eoqCg0a9bMZJmbN2+iVatWuHPnDjw8PJCSkgKlUon09HS9VeUiIiIiEBUVhXnz5mH06NEWu7IMDAxEYqJlUZ+3bduGXr16WVTW3t5ez8VscZydndG3b1+0aNECgYGBuHHjBi5fvoxTp07h5MmTeobcxujfuwrWLfOxaBxvTMhGVIwEWVlZSEtLM1/BCiIiIvD222+jVq1aCA0Nha3tY+P3//3vfxg2bJhBnTp16mDZsmXljmJ8PyUFa1e8hDGDc6EoeTsIBwin/0LY/qtcfTAMU7GwdyOGYZhyIpSvANIgUPYqIPcAABUAGR7kNMeOg274ctFUo15lyoNCocDw4cMBDIdGkweRfwRQJwFCCaFoi+adAnEmlnDt2jUcOXJEl5KTk7F161Zs3brV4r6ys7PRvHlzdO3aFaNHj8bLL79sMKEPCgrCrl270L59e6SkpGhdX+bkYNiwYVi7dq1e2b/++gtRUVFwdHTEmTNndJ5/5HI57OzsYGdnB6VSCTs7O0ilUqSmpkKhUMDJycliAQEAVqxYYbGQUDJSr6OjIyIjIzFgwACEh4ebjORbUFCASZMm4euvvzbIs7e3R0FBAaoGGQpJpnB2zERionZFXwgBd3d3k2o9xY+lpaVh48aNWL16Ne7dMx6zo2rVqujbt6/RvJI7BEqlEv/5z3/w3nvvWawSVxruHh54d0YsSJOm3dUpuARACqFoUrirYz6uBcMwlRPeSXgK8E4Cwzz/EOUDmgxA4gAhyj+5qkiICNevX9cJDLt27cKDB/quP4UQsLOzg7u7OwIDA5Gfn4+bN2/qvAsBWs87b775JkaMGKEXGRoAdu/ejZ49e0Kj0ejau3Llip73n4EDB+Lnn3/GxIkTcevWLfz8s3mbjiJcXV1Ro0YN1KhRA/b29khJSUFqairS0tLw8OFDpKenIysrCyqVCsuXL8eIESMsard///7YvXs3evfujf79+6NTp05WTY7XrFmDUaNG6e0q/PTTTxgwYAAKHq2ENPtLi9q5lPw61IpX4eXlBTc3N5PCiSny8/OxY8cOrFixAgcOHNCzPejRowd27txptF5sbCwaNmwIAHjllVfw9ddfIygoyKq+GYZ5sWB1o0oECwkMw1QkarUaO3fuxOnTp3H+/HnExMQYBBRzdXVF+/bt0bx5c6SlpWHHjh24evUqAK1xcI8ePTB69Gh07dpVN6H99ttvMXbsWF0b3brUwa4tY0Dqe8jIBLr2no+Tp/Nw/fp13L59G61atTI7Vl9fX3z++efo168flErzEZLVarXVE+zycurUKfTp0wdJSUkAgGvXrqFatWogVRzofncLWpBAeByCkJq2/7CGGzdu4Pvvv8eqVatw+/ZtvPLKK9i+fbvRskSEZcuWoWrVqujWrVuF9M8wTOWGhYRKBAsJDMM8SYgIN27c0FNPKqne4+Ligjp16iArKwvnz5/XGRAHBgZi5MiRGD58OHx9fTF16lQsXvwVls/1xMBXHQ36uny9Cmq13AMh9ULbtm0RHR1tclyvvvoqNm/ebNKzz/PEvXv3MGrUKNjY2GD9+vW6MWvShgH5ps8RAGDTBRKXJRU+JpVKhejoaNSpUwceHh4V3j7DMC8mLCRUIlhIYBjmaUJEiI+P1wkMv/32m4HQoFQqIYTQGf1KJBL06tULI0e+CU/Ff9C47iOdt6Xi7QohoBZBmDQ7EMu+/VGnylSSNm3a4PDhwxWiF/8sIfUdUNpArd2IMaTVINx+gpC4Pt2BMQzDmIANlxmGYRijCCFQtWpVVK1aFcOGDdMTGqKiovDbb78hISFBr45Go8Evv/yC3PR92LnOz0BAKGoXAKR0E0r8ZVJA8Pf3x5YtWyq9gAAAQuoNuG4CZS0FcrYBlFmY4QQoX4WoMhZCUjGerxiGYZ4nWEhgGIZ5wSkpMTP3pQAADchJREFUNADQ22k4cuSILtjZyMFOujqlMXqwM5LSuqFevfqYPv1x0DdbW1v88ssvFe4V6lkipG4Qjh+BHCYDqsKgcLKqEMLm2Q6MYRjmCcLqRk8BVjdiGOZ5Jz4+HlFRUejSdB683HMtqiM8zyA3TyAoKAgpKdqo1D/++CMGDRr0JIfKMAzDlEJFqRtJzBdhGIZhXnSCg4PxxhtvwMvLCg89QgalUolJkyYBACZPnswCAsMwzAsCqxsxDMMwj1G0AHKumS8nb6yLJzF58mT06dNHL6YCwzAMU7nhnQSGYRhGh7AbaGG51x9/FgLVq1evFK5OGYZhGMtgIYFhGIbRIeQ1Iaq8X3oh2x6A7ctPZ0AMwzDMM4HVjRiGYRg9RJUxgNQLlPkNoL75OEPiBmE3GLAfDSF4jYlhGOZFhoUEhmEYxgCh7APY9gIKzgKae4BwBBRNdXYIDMMwzIsNCwkMwzCMUYSQAIrGz3oYDMMwzDOA94sZhmEYhmEYhtGDhQSGYRiGYRiGYfRgIYFhGIZhGIZhGD1YSGAYhmEYhmEYRg8WEhiGYRiGYRiG0YOFBIZhGIZhGIZh9GAhgWEYhmEYhmEYPZ65kCCEkAsh3hFC/CCEOCOEyBdCkBBiRDnaDBNC7BZCpAkhsoUQsUKId4UQ0lLqvCyEOCKESBdCZAohjgsh3ijrGBiGYRiGYRimsvI8BFOzB7Cw8PNdAHcABJS1MSFELwBbAOQC2AAgDUBPAAsAtAHQz0idcQAWA0gFsBZAPoC+AP4nhKhPRJPKOh6GYRiGYRiGqWw8850EANkAugPwJSJvAKvK2pAQwhHACgBqABFE9CYRTQbQCMCfAPoKIfqXqBMMYC60wkQzInqbiN4D0ADANQAThRCtyzomhmEYhmEYhqlsPHMhgYjyiWgPEd2ugOb6AvAAsJ6IThXrIxfAzMKvY0vUGQ7ABsASIoovVucBgP8Wfh1TAWNjGIZhGIZhmErBMxcSKpiOhX/3Gsn7HdpdizAhhI2FdfaUKMMwDMMwDMMwLzzPg01CRVKz8O+VkhlEpBJC3ABQF0A1AP9YUOe2ECILgL8Qwo6IskvrXAjxl4msWpYMnmEYhmEYhmGeB160nQSnwr/pJvKLjjuXoY6TiXyGYRiGYRiGeaGokJ0EIUQ8gCArqqwjokEV0beViMK/9CTqEFFTow1odxiaWNEnwzAMwzAMwzwzKkrd6Bq0Lkct5VYF9VsSc6v+jiXKFX12L6yTWkqdR+UeHcMwDMMwDMNUAipESCCilyqinQrgMoBmAGoA0LMPEELIAFQFoAJwvUQd98I6f5ao4wNtHIckc/YIDMMwDMMwDPOi8KLZJBwu/NvVSF57AHYAjhFRnoV1upUowzAMwzAMwzAvPJVSSBBCOAkhahWu9BdnM4D7APoLIZoVK28L4LPCr8tK1PkBQB6AcYWB1YrquACYUfj124obPcMwDMMwDMM83zwXLlCFENPw2E1oo8K/w4QQbQs/HyWilcWq9IF2cr8awNCig0T0SAgxElph4YgQYj20kZRfgdbV6WYAG4r3TUQ3hBCTAXwN4JQQYgOAfGgDs/kDmEdEempIDMMwDMMwDPMi81wICdCq+oSXOBZWmIpYCQsgom1CiHAAHwD4NwBbAHEA3gfwNREZeCkiosWFHpomARgC7Q7LRQAziWi1dafCMAzDMAzDMJWb50JIIKIIK8v/D8D/SsmPBtDdyjZ/BfCrNXUYhmEYhmEY5kWkUtokMAzDMAzDMAzz5GAhgWEYhmEYhmEYPVhIYBiGYRiGYRhGDxYSGIZhGIZhGIbRg4UEhmEYhmEYhmH0YCGBYRiGYRiGYRg9WEhgGIZhGIZhGEYPFhIYhmEYhmEYhtFDGAlAzFQwQohUpVLpWrt27Wc9FIZhGIZhGOYF5p9//kFOTk4aEbmVpx0WEp4CQogbABwBxD/joVhKrcK/l57pKJjKBt83TFng+4axFr5nmLLw/+m+CQbwiIiqlqcRFhIYA4QQfwEAETV91mNhKg983zBlge8bxlr4nmHKAt831sM2CQzDMAzDMAzD6MFCAsMwDMMwDMMwerCQwDAMwzAMwzCMHiwkMAzDMAzDMAyjBwsJDMMwDMMwDMPowd6NGIZhGIZhGIbRg3cSGIZhGIZhGIbRg4UEhmEYhmEYhmH0YCGBYRiGYRiGYRg9WEhgGIZhGIZhGEYPFhIY5v/au7dYuao6juPfH9cDTWmhQKgWUiCUwwOXaEVpEywQgWKEBsrlBYOExBhUjOWBoIHWeHmyEJUAoQIKD4XURAjh9lCKyIGQkhASg+WiRbGgtidCC542yJ+HtQ7MHs+ZnjOz954zM79PsrM7e++zZu2sf9ee/8zea5mZmZlZgZMEMzMzMzMrcJJgZmZmZmYFThIGlKT9JV0n6R5JL0naIykkXdNBmUskPSppVNIHkl6W9D1J+5ZZd+u+sto6x9xky/NV1d+qI2mBpLslbZO0W9JWSbdKOnSa5RyW/25rLmdbLndBVXW37ikjbiRt2kufMlTlOVi9JK2U9EtJz0h6L7fx/W2WVUq/1W/263YFrGtmAbfmf/8TeAc4ut3CJF0E/A4YAx4ARoGvAbcAS4FLO6mszRwVtPWbwL0TbH+r/VpaN0g6HhgBjgQeAv4MnA5cB5wvaWlE7JhCOfNyOYuAjcB6YBj4BvBVSWdExF+qOQurW1lx02DNJNs/7KiiNtP8EDgV2EW6Xgy3U0gF8dc/IsLLAC7AAcByYH5+vRoI4Jo2yjoE+BewG1jcsH2I9B8vgCu6fc5eSombUts6H7+p2+flpbT4eCK36Xeatq/N2++YYjl35uPXNm3/bt7+eLfP1cuMjJtN6WNN98/JS/ULcBZwAiBgWY6V+9sop5T468fFtxsNqIjYExGPRcTbJRS3EjgCWB8RmxveY4yU6QN8q4T3se5zW9uEJB0HnAtsBW5r2n0z8D5wpaRZeylnFnBlPv7mpt2/yuWfl9/PelxZcWODJyKeiojXIn+ib4fjrzUnCVaGs/P68Qn2/QH4AFgi6cD6qmQVqaKt50q6WtKNkq6V9KWOa2ndMB4bT0bER407ImIn8CxwMLC39j0DOAh4Nv9dYzkfAU/ml2d1XGObCcqKm09IulzSDZK+L2m5rz3WQunx10+cJFgZTszrV5t3RMSHwF9Jz7/4m7/eV0Vbnwr8GvgJ6Zvi5/LD9Cd3WFer16Sxkb2W14tqKsd6QxXtvR74GfBz4FHgb5JWtlc963Pub1pwkmBlmJPX706yf3z73BrqYtUqu63Xkh52PgKYDXwB2EBKHDZK+myb9bT6lRUb7k8GS5nt/RBpEIUFpF+jhknJwlzgAUnLO6in9Sf3Ny04SehheYiuVsO9NS9tDQ1WRlXzuu37Bq08FcfNtNo6IlZFxEhEbI+IXRGxOSIuJY2edDhw/TRPz2ausvoB9yeDZcrtHRG3RMQjEfGPiBiLiC0RcSOwivR556dVVtT60kD3Nx4Ctbe9QRqGcqq2VVSP8Ux7ziT7D2k6zrqrk7ipq63vAC4BzuywHKtPWbHh/mSw1NHe60hDNJ8maXbzsy420NzftOAkoYdFxDndrkO2BVhMumfvxcYdkvYDjiWNT+1xzWeADuOmrrb+d14P5IgSPWpLXk927+4JeT3Zvb9ll2O9ofL2jogxSTuBQ0l9ipMEG+f+pgXfbmRl2JjX50+w70zSyAAjEbG7vipZRepq6/GRJJxY9o6n8vpcSYVri6TZpGdP/gvsbSbt5/NxS/PfNZazD2m4wsb3s95WVtxMStKJpARhJ7C93XKsL1Uef73MSYJNmaQ5koYlzW/atYHU8V4haXHD8UPAj/PL22uqplVr2m0t6eAcN8c0bf/cRGNPSzqFNNIRQLeeo7Fpiog3SMOTLgSubdq9hvQN7m8j4v3xjTkuCrOkRsQu4L58/Oqmcr6dy38iPONyXygrbiQdN9FAB5IOB+7JL9fnUdhswEjaP8fN8Y3b24m/QaIO5qCwHifpBj6dxvw00ogyI3w65NcfI2Jdw/FXkTrb30TEVU1lrSB9gBwjDT83ClxIGl5sA3BZJxOe2Mwx3baWtIz0bc3TEbGsYfu9wMWkXyf+TprFeZj0K8W+wF3ANx03vSNfgEeAI0kjzbwCfJE0p8GrwJKI2NFwfJp2O0JN5czL5SwixccLwEnARaQZv5fki7v1gTLiJl+f1gFPk567GgWOAS4g3W++GfhKRPyn+jOyOuRr0Yr88ijgPNKvz8/kbdsj4vp87ELSEN1vRsTCpnKmFX+DxEnCAJO0Cfhyi0MKyUCrJCHvXwr8gDQZ0hDwOnA38IuI+F9Z9bbum05bt0gSVgBfB04hdc5DwA7SxfyuiHi48hOx0kk6GvgRKdmbB7wN/B5YExGjTcdOmCTkfYeRZjxdAcwnxcZjwE0R8VaV52D16zRu8rwqq4DPA58hPXC6E/gT8CBwZ0Tsqf5MrC6SVvP/s7I3+iQhaJUk5P1Tjr9B4iTBzMzMzMwK/EyCmZmZmZkVOEkwMzMzM7MCJwlmZmZmZlbgJMHMzMzMzAqcJJiZmZmZWYGTBDMzMzMzK3CSYGZmZmZmBU4SzMzMzMyswEmCmZmZmZkVOEkwMzMzM7MCJwlmZmZmZlbgJMHMzMzMzAqcJJiZmZmZWYGTBDMzMzMzK3CSYGZmZmZmBU4SzMzMzMyswEmCmZmZmZkVfAw6T8Pim3zwdAAAAABJRU5ErkJggg==\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "image/png": { - "height": 250, - "width": 388 - } - }, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "msg = ____________\n", "msg[____] = _____\n", @@ -1620,7 +616,7 @@ }, { "cell_type": "code", - "execution_count": 46, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -1640,24 +636,9 @@ }, { "cell_type": "code", - "execution_count": 47, - "metadata": { - "collapsed": true - }, - "outputs": [ - { - "data": { - "text/plain": [ - "array([[1, 0, 1],\n", - " [0, 2, 2],\n", - " [1, 2, 4]])" - ] - }, - "execution_count": 47, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "c_mat = cp_mat @ cp_mat.T # c_mat means \"customer matrix\"\n", "c_mat" @@ -1681,25 +662,9 @@ }, { "cell_type": "code", - "execution_count": 48, - "metadata": { - "collapsed": true - }, - "outputs": [ - { - "data": { - "text/plain": [ - "array([[2, 1, 2, 1],\n", - " [1, 2, 1, 1],\n", - " [2, 1, 2, 1],\n", - " [1, 1, 1, 1]])" - ] - }, - "execution_count": 48, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "p_mat = cp_mat.T @ cp_mat # p_mat means \"product matrix\"\n", "p_mat" @@ -1733,19 +698,9 @@ }, { "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "100%|██████████| 64706/64706 [00:01<00:00, 44848.08it/s]\n", - "100%|██████████| 64706/64706 [00:00<00:00, 378986.83it/s]\n", - "100%|██████████| 64706/64706 [00:00<00:00, 285943.74it/s]\n" - ] - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "G_amzn = load_amazon_reviews()" ] @@ -1770,7 +725,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -1796,10 +751,8 @@ }, { "cell_type": "code", - "execution_count": 70, - "metadata": { - "collapsed": true - }, + "execution_count": null, + "metadata": {}, "outputs": [], "source": [ "customer_nodes = get_partition_nodes(G_amzn, ________)\n", @@ -1821,10 +774,8 @@ }, { "cell_type": "code", - "execution_count": 71, - "metadata": { - "collapsed": true - }, + "execution_count": null, + "metadata": {}, "outputs": [], "source": [ "customer_mat = ________" @@ -1841,7 +792,7 @@ }, { "cell_type": "code", - "execution_count": 72, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -1858,20 +809,9 @@ }, { "cell_type": "code", - "execution_count": 73, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "294" - ] - }, - "execution_count": 73, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "cust_idx = ___________\n", "cust_idx" @@ -1890,20 +830,9 @@ }, { "cell_type": "code", - "execution_count": 32, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "294" - ] - }, - "execution_count": 32, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "# Compute the degree of each customer according to the order\n", "# in customer_nodes\n", @@ -1926,7 +855,7 @@ }, { "cell_type": "code", - "execution_count": 43, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -1935,20 +864,9 @@ }, { "cell_type": "code", - "execution_count": 49, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(294, 86)" - ] - }, - "execution_count": 49, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "# Construct diagonal elements.\n", "customer_diags = __________\n", @@ -1976,18 +894,9 @@ }, { "cell_type": "code", - "execution_count": 81, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "27.772 seconds\n", - "Most similar customers: ('A3HU0B9XUEVHIM', 'A9Q28YTLYREO7', {'weight': 154})\n" - ] - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "from time import time\n", "\n", @@ -2008,18 +917,9 @@ }, { "cell_type": "code", - "execution_count": 82, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "0.672 seconds\n", - "Most similar customers: A9Q28YTLYREO7, A3HU0B9XUEVHIM, 154\n" - ] - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "start = time()\n", "mat = nx.bipartite.matrix.biadjacency_matrix(G_amzn, customer_nodes)\n", diff --git a/custom/load_data.py b/custom/load_data.py index 22abac55..5766d4c1 100644 --- a/custom/load_data.py +++ b/custom/load_data.py @@ -26,7 +26,7 @@ def load_seventh_grader_network(): count=row[1]['count']) # Add node metadata for n in G.nodes(): - G.node[n]['gender'] = meta.ix[n]['gender'] + G.nodes[n]['gender'] = meta.loc[n]['gender'] return G @@ -64,7 +64,7 @@ def load_sociopatterns_network(): G.add_edge(p1, p2, weight=1) for n in sorted(G.nodes()): - G.node[n]['order'] = float(n) + G.nodes[n]['order'] = float(n) return G @@ -123,7 +123,7 @@ def load_crime_network(): gender.index += 1 for n, gender_code in gender.iterrows(): nodeid = 'p{0}'.format(n) - G.node[nodeid]['gender'] = gender_code[0] + G.nodes[nodeid]['gender'] = gender_code[0] return G diff --git a/environment.yml b/environment.yml index 85e3f8c6..6d4f0fe2 100644 --- a/environment.yml +++ b/environment.yml @@ -19,3 +19,4 @@ dependencies: - python-louvain - tqdm - ffmpeg +- nbstripout